diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index ff3163e..9c07162 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -38,11 +38,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       # Initializes the CodeQL tools for scanning.
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@v1
+        uses: github/codeql-action/init@v2
         with:
           languages: ${{ matrix.language }}
           # If you wish to specify custom queries, you can do so here or in a config file.
@@ -53,7 +53,7 @@ jobs:
       # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
       # If this step fails, then you should remove it and run the build manually (see below)
       - name: Autobuild
-        uses: github/codeql-action/autobuild@v1
+        uses: github/codeql-action/autobuild@v2
 
       # ℹ️ Command-line programs to run using the OS shell.
       # 📚 https://git.io/JvXDl
@@ -67,4 +67,4 @@ jobs:
       #   make release
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@v1
+        uses: github/codeql-action/analyze@v2
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 205babe..9b42e83 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,3 +1,3 @@
-pip==22.0.3
-poetry==1.1.12
-virtualenv==20.13.0
+pip==22.2.2
+poetry==1.2.0
+virtualenv==20.16.5
diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index c683328..714c31c 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -19,10 +19,10 @@ jobs:
         python-version: [3.9]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
 
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
 
@@ -35,7 +35,7 @@ jobs:
           which python
 
       - name: Set up Poetry cache
-        uses: actions/cache@v2
+        uses: actions/cache@v3.0.8
         with:
           path: venv
           key: venv-${{ matrix.python-version }}-${{ hashFiles('poetry.lock') }}
@@ -64,7 +64,7 @@ jobs:
           print("::set-output name=result::{}".format(result))
 
       - name: Restore pre-commit cache
-        uses: actions/cache@v2
+        uses: actions/cache@v3.0.8
         with:
           path: ~/.cache/pre-commit
           key: ${{ steps.pre-commit-cache.outputs.result }}-${{ hashFiles('.pre-commit-config.yaml') }}
@@ -84,3 +84,101 @@ jobs:
         run: |
           source venv/bin/activate
           pytest --ignore='{{cookiecutter.repo_name}}'
+
+  test:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    strategy:
+      matrix:
+        python-version: [3.9]
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install cookiecutter
+        run: |
+          which python
+          python -m pip install --constraint=.github/workflows/constraints.txt --upgrade pip
+          python -m pip install --user cookiecutter
+
+      - name: Initialise cookiecutter repo
+        run: |
+          cd ~
+          pwd
+          cookiecutter /home/runner/work/coefficient-cookiecutter/coefficient-cookiecutter --no-input
+          echo "cc_python_version=$(cat ~/coefficient-project/.python-version)"
+          echo "cc_python_version=$(cat ~/coefficient-project/.python-version)" >> $GITHUB_ENV
+          echo "cc_venv=$(cat ~/coefficient-project/.venv)"
+          echo "cc_venv=$(cat ~/coefficient-project/.venv)" >> $GITHUB_ENV
+
+      # TODO: This can be replaced I think with actions/setup-python?
+
+      - name: Install pyenv
+        uses: "gabrielfalcao/pyenv-action@v10"
+        with:
+          default: ${{ env.cc_python_version }}
+
+      - name: Create cookiecuttered Python environment
+        run: |
+          cd ~/coefficient-project
+          pwd
+          pyenv local $(cat .python-version)
+          python -V
+          python -m venv $(cat .venv)
+          python -V
+          python -m pip install --upgrade pip
+
+      - name: Set up Poetry cache
+        uses: actions/cache@v3.0.8
+        with:
+          path: ${{ env.cc_venv }}
+          key: ${{ env.cc_venv }}-${{ matrix.python-version }}-${{ hashFiles('coefficient-project/poetry.lock') }}
+
+      - name: Install Poetry and Python dependencies
+        run: |
+          cd ~/coefficient-project
+          pyenv local $(cat .python-version)
+          source $(cat .venv)/bin/activate
+          curl -sSL https://install.python-poetry.org | python3 -
+          poetry --version
+          poetry config virtualenvs.in-project true
+          poetry config virtualenvs.create false
+          poetry config virtualenvs.path $(cat .venv)
+          which python
+          poetry install --no-root
+
+      - name: pytest
+        run: |
+          cd ~/coefficient-project
+          pyenv local $(cat .python-version)
+          source $(cat .venv)/bin/activate
+          pytest
+
+      - name: Towncrier
+        run: |
+          cd ~/coefficient-project
+          pyenv local $(cat .python-version)
+          source $(cat .venv)/bin/activate
+          git init
+          towncrier create 123.added --no-edit
+          towncrier build --version=999 --yes
+          less CHANGELOG.md
+
+      - name: pre-commit
+        run: |
+          cd ~/coefficient-project
+          pyenv local $(cat .python-version)
+          source $(cat .venv)/bin/activate
+          detect-secrets --verbose scan \
+            --exclude-files 'poetry\.lock' \
+            --exclude-files '\.secrets\.baseline' \
+            --exclude-files '\.env\.template' \
+            --exclude-secrets 'password|ENTER_PASSWORD_HERE|INSERT_API_KEY_HERE' \
+            --exclude-lines 'integrity=*sha' \
+            > .secrets.baseline
+          pre-commit run --hook-stage=manual --show-diff-on-failure --all-files
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b50efc3..bb7eb53 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,12 +1,12 @@
 # Update all versions in this file by running:
 #   $ pre-commit autoupdate
-minimum_pre_commit_version: 2.17.0
+minimum_pre_commit_version: 2.20.0
 default_language_version:
   python: python3.9
 exclude: "{{cookiecutter.repo_name}}"
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.1.0
+    rev: v4.3.0
     hooks:
       - id: end-of-file-fixer
         name: Check for a blank line at the end of scripts (auto-fixes)
@@ -31,7 +31,7 @@ repos:
       - id: check-ast
       - id: check-docstring-first
   - repo: https://github.com/myint/autoflake
-    rev: v1.4
+    rev: v1.5.3
     hooks:
       - id: autoflake
         args: &autoflake
@@ -41,25 +41,25 @@ repos:
           - --remove-duplicate-keys
           - --remove-unused-variables
   - repo: https://gitlab.com/pycqa/flake8
-    rev: 3.9.2
+    rev: 4.0.1
     hooks:
       - &flake8
         id: flake8
         additional_dependencies:
           - flake8-docstrings==1.6.0
-          - flake8-eradicate==1.2.0
+          - flake8-eradicate==1.3.0
           - flake8-fixme==1.1.1
-          - flake8-implicit-str-concat==0.2.0
-          - flake8-no-pep420==2.2.0
-          - flake8-print==4.0.0
+          - flake8-implicit-str-concat==0.3.0
+          - flake8-no-pep420==2.3.0
+          - flake8-print==5.0.0
           - flake8-return==1.1.3
         args: ["--config=setup.cfg"]
   - repo: https://github.com/psf/black
-    rev: 22.1.0
+    rev: 22.8.0
     hooks:
       - id: black
   - repo: https://github.com/asottile/add-trailing-comma
-    rev: v2.2.1
+    rev: v2.2.3
     hooks:
       - id: add-trailing-comma
         args: [--py36-plus]
@@ -69,13 +69,13 @@ repos:
       - id: isort
         types: [python]
   - repo: https://github.com/asottile/pyupgrade
-    rev: v2.31.0
+    rev: v2.37.3
     hooks:
       - id: pyupgrade
         args:
           - "--py39-plus"
   - repo: https://github.com/Yelp/detect-secrets
-    rev: v1.1.0
+    rev: v1.3.0
     hooks:
       - id: detect-secrets
         name: detect-secrets - Detect secrets in staged code
@@ -98,27 +98,38 @@ repos:
               \.secrets\.baseline|
               \.env\.template
           )$
-  - repo: https://github.com/Cielquan/mirrors-poetry
-    rev: 1.1.12
+  # - repo: https://github.com/python-poetry/poetry
+  #   rev: 1.2.0b3
+  - repo: https://github.com/john-sandall/mirrors-poetry
+    rev: 1.2.0
     hooks:
       - id: poetry-check
       - id: poetry-lock
         args: ["--no-update"]
       - id: poetry-export
+        args:
+          [
+            "-f",
+            "requirements.txt",
+            "-o",
+            "requirements.txt",
+            "--without-hashes",
+          ]
   - repo: https://github.com/pre-commit/mirrors-prettier
-    rev: v2.5.1
+    rev: v3.0.0-alpha.0
     hooks:
       - id: prettier
-        types_or: [toml, yaml]
+        types_or: [yaml]
         additional_dependencies:
-          - "prettier@2.5.1"
-          - "prettier-plugin-toml@0.3.1"
+          - "prettier@2.7.1"
   - repo: local
     hooks:
       - id: pylint
         name: pylint
         entry: pylint {{cookiecutter.repo_name}} tests
+        # entry: bash -c 'pylint ./path/package1/; pylint ./path/package2/'
         language: system
+        types: [python]
         always_run: true
         pass_filenames: false
         stages: [manual]
diff --git a/.secrets.baseline b/.secrets.baseline
index de2d0d8..7dea9e0 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -1,5 +1,5 @@
 {
-  "version": "1.1.0",
+  "version": "1.2.0",
   "plugins_used": [
     {
       "name": "ArtifactoryDetector"
@@ -20,6 +20,9 @@
     {
       "name": "CloudantDetector"
     },
+    {
+      "name": "GitHubTokenDetector"
+    },
     {
       "name": "HexHighEntropyString",
       "limit": 3.0
@@ -46,6 +49,9 @@
     {
       "name": "PrivateKeyDetector"
     },
+    {
+      "name": "SendGridDetector"
+    },
     {
       "name": "SlackDetector"
     },
@@ -66,10 +72,6 @@
     {
       "path": "detect_secrets.filters.allowlist.is_line_allowlisted"
     },
-    {
-      "path": "detect_secrets.filters.common.is_baseline_file",
-      "filename": ".secrets.baseline"
-    },
     {
       "path": "detect_secrets.filters.common.is_ignored_due_to_verification_policies",
       "min_level": 2
@@ -80,6 +82,12 @@
     {
       "path": "detect_secrets.filters.heuristic.is_likely_id_string"
     },
+    {
+      "path": "detect_secrets.filters.heuristic.is_lock_file"
+    },
+    {
+      "path": "detect_secrets.filters.heuristic.is_not_alphanumeric_string"
+    },
     {
       "path": "detect_secrets.filters.heuristic.is_potential_uuid"
     },
@@ -89,40 +97,33 @@
     {
       "path": "detect_secrets.filters.heuristic.is_sequential_string"
     },
+    {
+      "path": "detect_secrets.filters.heuristic.is_swagger_file"
+    },
     {
       "path": "detect_secrets.filters.heuristic.is_templated_secret"
     },
     {
-      "path": "detect_secrets.filters.heuristic.is_lock_file"
+      "path": "detect_secrets.filters.regex.should_exclude_file",
+      "pattern": [
+        "poetry\\.lock",
+        "\\.secrets\\.baseline",
+        "\\.env\\.template"
+      ]
     },
     {
-      "path": "detect_secrets.filters.heuristic.is_not_alphanumeric_string"
+      "path": "detect_secrets.filters.regex.should_exclude_line",
+      "pattern": [
+        "integrity=*sha"
+      ]
     },
     {
-      "path": "detect_secrets.filters.heuristic.is_swagger_file"
+      "path": "detect_secrets.filters.regex.should_exclude_secret",
+      "pattern": [
+        "password|ENTER_PASSWORD_HERE|INSERT_API_KEY_HERE"
+      ]
     }
   ],
-  "results": {
-    "poetry.lock": [
-      {
-        "type": "Hex High Entropy String",
-        "filename": "poetry.lock",
-        "hashed_secret": "2909872de4bf8e31c4df23a3d9851de9c7a227ee",
-        "is_verified": false,
-        "line_number": 763,
-        "is_secret": false
-      }
-    ],
-    "{{cookiecutter.repo_name}}/.env.template": [
-      {
-        "type": "Secret Keyword",
-        "filename": "{{cookiecutter.repo_name}}/.env.template",
-        "hashed_secret": "f32b67c7e26342af42efabc674d441dca0a281c5",
-        "is_verified": false,
-        "line_number": 1,
-        "is_secret": false
-      }
-    ]
-  },
-  "generated_at": "2021-09-13T00:38:19Z"
+  "results": {},
+  "generated_at": "2022-07-29T12:39:38Z"
 }
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 9177f0f..f18deb7 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,6 +1,8 @@
 {
     // editor & autoformatter settings
+    "editor.bracketPairColorization.enabled": true,
     "editor.formatOnSave": true,
+    "editor.guides.bracketPairs":"active",
     "editor.trimAutoWhitespace": true,
     "files.trimTrailingWhitespace": true,
     "prettier.enable": true,
@@ -11,19 +13,15 @@
 
     // python - other
     "python.languageServer": "Pylance",
-    "python.pythonPath": "${env:VIRTUAL_ENV}",
 
     // python - linting & static analysis
-    "python.analysis.typeCheckingMode": "basic",
+    "python.analysis.typeCheckingMode": "off",
     "python.linting.enabled": true,
     "python.linting.flake8Enabled": true,
     "python.linting.flake8Args": [],
+    "python.linting.mypyEnabled": true,
     "python.linting.pylintEnabled": true,
     "python.linting.pylintArgs": [],
-    "python.linting.pylintUseMinimalCheckers": false,
-
-    // python - isort
-    "python.sortImports.args": ["--recursive"],
 
     // Python files only
     "[python]": {
@@ -43,12 +41,10 @@
     "git.enabled": true,
 
     // file associations
-    "workbench.editorAssociations": {"*.ipynb": "jupyter.notebook.ipynb"},
     "files.associations": {
-        // "**/requirements{/**,*}.{txt,in}": "pip-requirements",
+        "**/*.html": "html",
+        "**/*.js": "javascript",
+        "**/requirements{/**,*}.{txt,in}": "pip-requirements",
     },
 
-    // Disable VS Code experiments to ensure consistent experience across the team
-    // (see https://github.com/microsoft/vscode-python/wiki/AB-Experiments)
-    "python.experiments.enabled": false,
 }
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2d21671..de023d4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,7 +7,42 @@ and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.
 
 <!-- TOWNCRIER -->
 
+## [0.2.0] - 2022-09-10
+
+### Added
+
+- "Quickstart" document in `docs/` inside generated repo, covering minimum CLI commands required to
+  setup a new project (assuming all other dependencies are already installed, e.g. pyenv, direnv)
+  ([#19](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/19))
+- Added CI config for Github Actions / dependabot / CodeQL
+  ([#26](https://github.com/CoefficientSystems/coefficient-cookiecutter/pull/26))
+- Automate manual testing of generated project
+  ([#55](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/55))
+- Add [jupyter-black](https://github.com/n8henrie/jupyter-black) configuration
+  ([#37](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/37))
+- Set PYTHONBREAKPOINT to use ipdb for an improved debugging experience
+  ([#87](https://github.com/CoefficientSystems/coefficient-cookiecutter/pull/87/))
+
+### Improved Documentation
+
+- Improved the README & added CONTRIBUTORS.md guide ([#96](https://github.com/CoefficientSystems/coefficient-cookiecutter/pull/96))
+- Various improvements to docs; added `use_gcloud` and `use_jupyter` CLI commands; better
+  detect-secrets config ([#25](https://github.com/CoefficientSystems/coefficient-cookiecutter/pull/25))
+
+### Maintenance Changes
+
+- Upgraded base repo to Python 3.9.10; dependency upgrades with poetryup; added prettier, pip-audit, TOML formatting, CI badge
+  ([#27](https://github.com/CoefficientSystems/coefficient-cookiecutter/pull/27))
+- Update dependencies (poetryup, precommit, CI)
+  ([#56](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/56) and
+  [#108](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/108))
+
+### Bug Fixes
+
+- Fix poetryup bug ([#51](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/51))
+
 ## [0.1.0] - 2021-09-13
+
 ### Added
 
 - Added towncrier ([#8](https://github.com/CoefficientSystems/coefficient-cookiecutter/issues/8))
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..f52d8bb
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,99 @@
+# Contributor Guide
+
+Your contributions to coefficient-cookiecutter are very welcome, and credit will always be given.
+
+## How to request a feature
+
+Request features on the [Issue Tracker].
+
+## How to report a bug
+
+Report bugs on the [Issue Tracker].
+
+When filing an issue, make sure to answer these questions:
+
+- Which operating system and Python version are you using?
+- Which version of this project are you using?
+- What did you do?
+- What did you expect to see?
+- What did you see instead?
+
+The best way to get your bug fixed is to provide a test case, and/or steps to reproduce the issue.
+
+## How to set up your development environment
+
+This cookiecutter project is self-referential (!) and conforms to the guidelines outlined in the
+generated cookiecutter documentation. For example, there is an "outer repo" `README.md` as well as
+the "inner repo" README template found at `{{cookiecutter.repo_name}}/README.md`.
+
+First, set up your environment tooling by following the instructions in [Getting
+Started]({{cookiecutter.repo_name}}/docs/getting_started.md) to install tools such as pyenv,
+pyenv-virtualenv, Poetry, direnv that are utilised by this project (the "outer repo") as well as the
+generated project (the "inner repo").
+
+Fork the repository on [GitHub] and clone the fork to your local machine. You can now generate a
+project from your development version:
+
+```sh
+cookiecutter path/to/coefficient-cookiecutter
+```
+
+Follow the instructions below for a full test including installing cookiecutter, generating a
+project using this cookiecutter, initialising a Python environment including a Poetry-controlled
+virtualenv based on the Python version specified during cookiecutter configuration, installing
+packages, running the test suite, adding a Towncrier update, and running pre-commit.
+
+## How to test the project
+
+```sh
+pipx install cookiecutter
+cookiecutter /path/to/coefficient-cookiecutter/
+# Use project defaults
+cd coefficient-project
+
+# Install Python & dependencies
+pyenv shell $(cat .python-version)
+python -V  # check this is the correct version of Python
+mkvirtualenv $(cat .venv)
+python -V  # check this is the correct version of Python
+python -m pip install --upgrade pip
+poetry install --no-root --remove-untracked
+
+# Run tests
+pytest
+
+# Towncrier & pre-commit require us to be in a repo
+git init
+
+# Test towncrier (if installed)
+towncrier create 123.added --edit
+# Write something, save, close
+towncrier build --version=0.2
+# Confirm your update is now in CHANGELOG.md
+
+# Test out pre-commit
+pre-commit run --all-files --hook-stage=manual --show-diff-on-failure
+
+# Clean up
+deactivate
+rmvirtualenv $(cat .venv)
+rm -rf ./.git/
+cd ..
+rm -r ./coefficient-project
+```
+
+## How to submit changes
+
+Please open a [pull request] to submit changes to this project. Your pull request needs to meet the
+following guidelines for acceptance:
+
+- The GitHub Actions CI test suite must pass.
+- Please add a Towncrier entry if appropriate, you can check `docs/using_towncrier.md` for guidance.
+- If your changes add functionality, update the documentation accordingly.
+
+It is recommended to open an issue before starting work on anything. This will allow a chance to
+talk it over with the owners and validate your approach.
+
+[github]: https://github.com/CoefficientSystems/coefficient-cookiecutter/
+[issue tracker]: https://github.com/CoefficientSystems/coefficient-cookiecutter/issues
+[pull request]: https://github.com/CoefficientSystems/coefficient-cookiecutter/pulls
diff --git a/README.md b/README.md
index caea526..e167099 100644
--- a/README.md
+++ b/README.md
@@ -1,67 +1,119 @@
 # coefficient-cookiecutter
 
-[![CI](https://github.com/CoefficientSystems/coefficient-cookiecutter/actions/workflows/main.yaml/badge.svg)](https://github.com/CoefficientSystems/coefficient-cookiecutter/actions/workflows/main.yaml)
+<!-- badges-begin -->
 
-[Cookiecutter](https://github.com/cookiecutter/cookiecutter) template for Coefficient projects.
+[![Status][status badge]][status badge]
+![Python Version][python version badge]
+[![Tests][github actions badge]][github actions page]
+[![pre-commit enabled][pre-commit badge]][pre-commit project]
+[![Black codestyle][black badge]][black project]
 
-  - GitHub repo: [https://github.com/CoefficientSystems/coefficient-cookiecutter/]
+[black badge]: https://img.shields.io/badge/code%20style-black-000000.svg
+[black project]: https://github.com/psf/black
+[github actions badge]: https://github.com/CoefficientSystems/coefficient-cookiecutter/actions/workflows/main.yaml/badge.svg
+[github actions page]: https://github.com/CoefficientSystems/coefficient-cookiecutter/actions/workflows/main.yaml?query=workflow%3ACI
+[pre-commit badge]: https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white
+[pre-commit project]: https://pre-commit.com/
+[python version badge]: https://img.shields.io/badge/python-3.6%20%7C%203.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue
+[status badge]: https://badgen.net/badge/status/alpha/d8624d
 
+<!-- badges-end -->
+
+Modern [Cookiecutter] template for Python-based data
+science/engineering/analytics projects. Made by [Coefficient].
+
+Inspired by:
+
+- [cookiecutter-data-science]
+- [cookiecutter-hypermodern-python]
+- [govcookiecutter]
 
 ## Usage
 
-```bash
-# Install cookiecutter
+```sh
+# Install cookiecutter (if you haven't already done so)
 pipx install cookiecutter
 
-# Install from local
-cookiecutter /path/to/coefficient-cookiecutter/
-
-# Install from repo
+# Install the latest release directly from this repo
 cookiecutter https://github.com/CoefficientSystems/coefficient-cookiecutter
+
+# Follow instructions in docs/getting_started.md or docs/quickstart.md
 ```
 
-## Contributing
+## Features
 
-This cookiecutter project is self-referential (!) and conforms to the guidelines outlined in the generated
-cookiecutter documentation. Please refer to [{{cookiecutter.repo_name}}/README.md]({{cookiecutter.repo_name}}/README.md)
-and [{{cookiecutter.repo_name}}/docs/]({{cookiecutter.repo_name}}/docs/) for advice on how to contribute.
+<!-- features-begin -->
 
+### 📦 Managing Python & Package Dependencies
 
-## Manual test
+- Work across multiple Python versions using [pyenv]
+- Virtualenv management using [virtualenv] and [pyenv-virtualenv]
+- Packaging and dependency management with [Poetry]
+- Automated dependency upgrades with [poetryup] and [Dependabot]
 
-```bash
-pipx install cookiecutter
-cookiecutter /path/to/coefficient-cookiecutter/
-# Use project defaults
-cd coefficient-project
-
-# Install Python & dependencies
-pyenv shell $(cat .python-version)
-python -V  # check this is the correct version of Python
-mkvirtualenv $(cat .venv)
-python -V  # check this is the correct version of Python
-python -m pip install --upgrade pip
-poetry install --no-root --remove-untracked
-
-# Run tests
-pytest
-
-# Towncrier & pre-commit require us to be in a repo
-git init
-
-# Test towncrier (if installed)
-towncrier create 123.added --edit
-# Write something, save, close
-towncrier build --version=0.2
-# Confirm your update is now in CHANGELOG.md
-
-# Test out pre-commit
-pre-commit run --all-files --hook-stage=manual --show-diff-on-failure
-
-# Clean up
-deactivate
-rmvirtualenv $(cat .venv)
-rm -rf ./.git/
-cd ..
-rm -r ./coefficient-project
-```
+### 👷 Code Quality, Testing & CI
+
+- Linting pre-configured using [pre-commit], [Flake8] and [pylint]
+- Code auto-formatting with [Black], [autoflake], [add-trailing-comma]
+- Import sorting with [isort]
+- Automated Python syntax upgrades with [pyupgrade]
+- Testing with [pytest]
+- Continuous integration with [GitHub Actions]
+- [Twelve Factor] app principles
+
+### 🤖 Data Science
+
+- Jupyter Lab/Notebook configured with [jupyter-black] autoformatter
+- Directory structure designed [specifically for data science & analytics
+  projects](https://drivendata.github.io/cookiecutter-data-science/#directory-structure) (adapted
+  from [cookiecutter-data-science])
+
+### 🔒 Security Features
+
+- Security audit with [pip-audit] and [detect-secrets]
+- Keep secrets & config out of code by loading as environment variables using [direnv]
+
+## 📚 Documentation, IDE Settings & Release Notes
+
+- Get started easily using [Getting Started]({{cookiecutter.repo_name}}/docs/getting_started.md) or
+  the [Quickstart]({{cookiecutter.repo_name}}/docs/quickstart.md) with further documentation on how
+  to use the packages in this cookiecutter available in [docs/]({{cookiecutter.repo_name}}/docs/)
+- [VS Code Settings] configures features like "Format on save", isort configuration, bracket pair
+  colorization, Pylance and mypy alongside recommended extensions
+- Automated release notes using [towncrier]
+
+<!-- features-end -->
+
+## Contributing
+
+Please see [CONTRIBUTING.md](CONTRIBUTING.md) for guidance on how to request features, report
+issues, setup a development environment, test this cookiecutter and contribute to development.
+
+[add-trailing-comma]: https://github.com/asottile/add-trailing-comma
+[autoflake]: https://github.com/pycqa/autoflake
+[black]: https://github.com/psf/black
+[coefficient]: https://coefficient.ai
+[cookiecutter-data-science]: https://drivendata.github.io/cookiecutter-data-science/
+[cookiecutter-hypermodern-python]: https://github.com/cjolowicz/cookiecutter-hypermodern-python
+[cookiecutter]: https://github.com/cookiecutter/cookiecutter
+[dependabot]: https://github.com/dependabot
+[detect-secrets]: https://github.com/yelp/detect-secrets
+[direnv]: https://direnv.net/
+[flake8]: https://flake8.pycqa.org/
+[github actions]: https://github.com/features/actions
+[govcookiecutter]: https://best-practice-and-impact.github.io/govcookiecutter/#govcookiecutter
+[isort]: https://pycqa.github.io/isort/
+[jupyter-black]: https://pypi.org/project/jupyter-black/
+[pip-audit]: https://pypi.org/project/pip-audit/
+[poetry]: https://python-poetry.org/
+[poetryup]: https://pypi.org/project/poetryup/
+[pre-commit]: https://pre-commit.com/
+[pyenv-virtualenv]: https://github.com/pyenv/pyenv-virtualenv
+[pyenv]: https://github.com/pyenv/pyenv
+[pylint]: https://pypi.org/project/pylint/
+[pytest]: https://docs.pytest.org/
+[pyupgrade]: https://github.com/asottile/pyupgrade
+[towncrier]: https://github.com/twisted/towncrier
+[twelve factor]: https://12factor.net/
+[virtualenv]: https://pypi.org/project/virtualenv/
+[vs code settings]: https://code.visualstudio.com/docs/getstarted/settings
diff --git a/poetry.lock b/poetry.lock
index 39aa488..df750b8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "appnope"
-version = "0.1.2"
+version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
@@ -8,7 +8,7 @@ python-versions = "*"
 
 [[package]]
 name = "arrow"
-version = "1.2.2"
+version = "1.2.3"
 description = "Better dates & times for Python"
 category = "main"
 optional = false
@@ -19,52 +19,33 @@ python-dateutil = ">=2.7.0"
 
 [[package]]
 name = "astroid"
-version = "2.9.3"
+version = "2.12.9"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = ">=1.11,<1.14"
-
-[[package]]
-name = "asttokens"
-version = "2.0.5"
-description = "Annotate AST trees with source code positions"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-six = "*"
-
-[package.extras]
-test = ["astroid", "pytest"]
-
-[[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+wrapt = [
+    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
+]
 
 [[package]]
 name = "attrs"
-version = "20.3.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "backcall"
@@ -87,7 +68,7 @@ chardet = ">=3.0.2"
 
 [[package]]
 name = "black"
-version = "22.1.0"
+version = "22.8.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -98,7 +79,7 @@ click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = ">=1.1.0"
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -108,8 +89,8 @@ jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
-name = "cachecontrol"
-version = "0.12.10"
+name = "CacheControl"
+version = "0.12.11"
 description = "httplib2 caching for requests"
 category = "dev"
 optional = false
@@ -126,11 +107,11 @@ redis = ["redis (>=2.10.5)"]
 
 [[package]]
 name = "certifi"
-version = "2021.10.8"
+version = "2022.6.15.1"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "cfgv"
@@ -142,30 +123,30 @@ python-versions = ">=3.6.1"
 
 [[package]]
 name = "chardet"
-version = "4.0.0"
-description = "Universal encoding detector for Python 2 and 3"
+version = "5.0.0"
+description = "Universal encoding detector for Python 3"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.11"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=3.5.0"
+python-versions = ">=3.6.0"
 
 [package.extras]
 unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "8.0.3"
+version = "8.1.3"
 description = "Composable command line interface toolkit"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -183,33 +164,43 @@ click = "*"
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.5"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "commonmark"
+version = "0.9.1"
+description = "Python parser for the CommonMark Markdown spec"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
+
 [[package]]
 name = "cookiecutter"
-version = "1.7.3"
+version = "2.1.1"
 description = "A command-line utility that creates projects from project templates, e.g. creating a Python package project from a Python package project template."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7"
 
 [package.dependencies]
 binaryornot = ">=0.4.4"
-click = ">=7.0"
+click = ">=7.0,<9.0.0"
 Jinja2 = ">=2.7,<4.0.0"
 jinja2-time = ">=0.2.0"
-poyo = ">=0.5.0"
 python-slugify = ">=4.0.0"
+pyyaml = ">=5.3.1"
 requests = ">=2.23.0"
-six = ">=1.10"
 
 [[package]]
 name = "cyclonedx-python-lib"
-version = "0.12.3"
+version = "2.7.1"
 description = "A library for producing CycloneDX SBOM (Software Bill of Materials) files."
 category = "dev"
 optional = false
@@ -217,9 +208,9 @@ python-versions = ">=3.6,<4.0"
 
 [package.dependencies]
 packageurl-python = ">=0.9"
+setuptools = ">=47.0.0"
+sortedcontainers = ">=2.4.0,<3.0.0"
 toml = ">=0.10.0,<0.11.0"
-types-setuptools = ">=57.0.0"
-types-toml = ">=0.10.0,<0.11.0"
 
 [[package]]
 name = "decorator"
@@ -231,7 +222,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "detect-secrets"
-version = "1.1.0"
+version = "1.2.0"
 description = "Tool for detecting secrets in the codebase"
 category = "dev"
 optional = false
@@ -246,40 +237,43 @@ gibberish = ["gibberish-detector"]
 word_list = ["pyahocorasick"]
 
 [[package]]
-name = "distlib"
-version = "0.3.4"
-description = "Distribution utilities"
+name = "dill"
+version = "0.3.5.1"
+description = "serialize all of python"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
 
 [[package]]
-name = "eradicate"
-version = "2.0.0"
-description = "Removes commented-out code."
+name = "distlib"
+version = "0.3.6"
+description = "Distribution utilities"
 category = "dev"
 optional = false
 python-versions = "*"
 
 [[package]]
-name = "executing"
-version = "0.8.2"
-description = "Get the currently executing AST node of a frame, and other information"
+name = "eradicate"
+version = "2.1.0"
+description = "Removes commented-out code."
 category = "dev"
 optional = false
 python-versions = "*"
 
 [[package]]
 name = "filelock"
-version = "3.4.2"
+version = "3.8.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
-testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
+docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
+testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "flake8"
@@ -308,7 +302,7 @@ pydocstyle = ">=2.1"
 
 [[package]]
 name = "flake8-eradicate"
-version = "1.2.0"
+version = "1.3.0"
 description = "Flake8 plugin to find commented out code"
 category = "dev"
 optional = false
@@ -317,7 +311,8 @@ python-versions = ">=3.6,<4.0"
 [package.dependencies]
 attrs = "*"
 eradicate = ">=2.0,<3.0"
-flake8 = ">=3.5,<5"
+flake8 = ">=3.5,<6"
+setuptools = "*"
 
 [[package]]
 name = "flake8-fixme"
@@ -329,19 +324,19 @@ python-versions = "*"
 
 [[package]]
 name = "flake8-implicit-str-concat"
-version = "0.2.0"
+version = "0.3.0"
 description = "Flake8 plugin to encourage correct string literal concatenation."
 category = "dev"
 optional = false
-python-versions = "~=3.6"
+python-versions = "~=3.7"
 
 [package.dependencies]
-attrs = ">=19.3,<21"
+attrs = ">=19.3"
 more-itertools = ">=8.0.2,<9"
 
 [[package]]
 name = "flake8-no-pep420"
-version = "2.2.0"
+version = "2.3.0"
 description = "A flake8 plugin to ban PEP-420 implicit namespace packages."
 category = "dev"
 optional = false
@@ -360,16 +355,15 @@ python-versions = ">=3.6,<4.0"
 
 [[package]]
 name = "flake8-print"
-version = "4.0.0"
+version = "5.0.0"
 description = "print statement checker plugin for flake8"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 flake8 = ">=3.0"
 pycodestyle = "*"
-six = "*"
 
 [[package]]
 name = "flake8-return"
@@ -395,14 +389,14 @@ six = ">=1.9"
 webencodings = "*"
 
 [package.extras]
-all = ["genshi", "chardet (>=2.2)", "lxml"]
+all = ["chardet (>=2.2)", "genshi", "lxml"]
 chardet = ["chardet (>=2.2)"]
 genshi = ["genshi"]
 lxml = ["lxml"]
 
 [[package]]
 name = "identify"
-version = "2.4.8"
+version = "2.5.5"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -438,18 +432,31 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "ipdb"
+version = "0.13.9"
+description = "IPython-enabled pdb"
+category = "dev"
+optional = false
+python-versions = ">=2.7"
+
+[package.dependencies]
+decorator = {version = "*", markers = "python_version > \"3.6\""}
+ipython = {version = ">=7.17.0", markers = "python_version > \"3.6\""}
+setuptools = "*"
+toml = {version = ">=0.10.2", markers = "python_version > \"3.6\""}
+
 [[package]]
 name = "ipython"
-version = "8.0.1"
+version = "7.34.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
 backcall = "*"
-black = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
 jedi = ">=0.16"
@@ -458,20 +465,19 @@ pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
 prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
 pygments = "*"
-stack-data = "*"
-traitlets = ">=5"
+setuptools = ">=18.5"
+traitlets = ">=4.2"
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pygments", "pytest", "pytest-asyncio", "qtconsole", "testpath", "trio"]
+all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
 doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
-notebook = ["notebook", "ipywidgets"]
+notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest", "pytest-asyncio", "testpath", "pygments"]
-test_extra = ["pytest", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pygments", "trio"]
+test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments", "requests", "testpath"]
 
 [[package]]
 name = "isort"
@@ -482,10 +488,10 @@ optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements_deprecated_finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
@@ -503,12 +509,12 @@ qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
-name = "jinja2"
-version = "3.0.3"
+name = "Jinja2"
+version = "3.1.2"
 description = "A very fast and expressive template engine."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -528,6 +534,23 @@ python-versions = "*"
 arrow = "*"
 jinja2 = "*"
 
+[[package]]
+name = "jupyter-black"
+version = "0.3.1"
+description = "A simple extension for Jupyter Notebook and Jupyter Lab to beautify Python code automatically using Black. Fork of dnanhkhoa/nb_black."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+black = ">=21.9b0,<23"
+ipython = ">=7.27.0,<8"
+tokenize-rt = ">=4.1.0,<5"
+
+[package.extras]
+dev = ["build (>=0.6.0.post1,<0.7)", "twine (>=3.4.2,<4)", "wheel (>=0.37.0,<0.38)"]
+test = ["flake8 (>=3.9.2,<4)", "flake8-docstrings (>=1.6.0,<2)", "flake8-import-order (>=0.18.1,<0.19)", "jupyterlab (==3.3.0)", "mypy (>=0.910,<1)", "pep8-naming (>=0.12.1,<0.13)", "playwright (>=1.14.1,<2)", "pylint (>=2.10.2,<2.11)", "pytest (>=6.2.5,<7)", "tox (>=3.24.3,<4)"]
+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.7.1"
@@ -545,16 +568,16 @@ optional = false
 python-versions = "*"
 
 [[package]]
-name = "markupsafe"
-version = "2.0.1"
+name = "MarkupSafe"
+version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
@@ -573,7 +596,7 @@ python-versions = "*"
 
 [[package]]
 name = "more-itertools"
-version = "8.12.0"
+version = "8.14.0"
 description = "More routines for operating on iterables, beyond itertools"
 category = "dev"
 optional = false
@@ -581,57 +604,60 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "msgpack"
-version = "1.0.3"
-description = "MessagePack (de)serializer."
+version = "1.0.4"
+description = "MessagePack serializer"
 category = "dev"
 optional = false
 python-versions = "*"
 
 [[package]]
-name = "mypy-extensions"
-version = "0.4.3"
-description = "Experimental type system extensions for programs checked with the mypy typechecker."
-category = "dev"
+name = "mypy"
+version = "0.971"
+description = "Optional static typing for Python"
+category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+
+[package.dependencies]
+mypy-extensions = ">=0.4.3"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = ">=3.10"
+
+[package.extras]
+dmypy = ["psutil (>=4.0)"]
+python2 = ["typed-ast (>=1.4.0,<2)"]
+reports = ["lxml"]
 
 [[package]]
-name = "nb_black"
-version = "1.0.7"
-description = ""
-category = "dev"
+name = "mypy-extensions"
+version = "0.4.3"
+description = "Experimental type system extensions for programs checked with the mypy typechecker."
+category = "main"
 optional = false
 python-versions = "*"
-develop = false
-
-[package.dependencies]
-black = {version = ">=19.3", markers = "python_version >= \"3.6\""}
-ipython = "*"
-
-[package.source]
-type = "git"
-url = "https://github.com/dnanhkhoa/nb_black.git"
-reference = "be0c810503867abc4a5e9d05ba75a16fce57dfee"
-resolved_reference = "be0c810503867abc4a5e9d05ba75a16fce57dfee"
 
 [[package]]
 name = "nodeenv"
-version = "1.6.0"
+version = "1.7.0"
 description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+
+[package.dependencies]
+setuptools = "*"
 
 [[package]]
 name = "packageurl-python"
-version = "0.9.6"
+version = "0.10.1"
 description = "A purl aka. Package URL parser and builder"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-test = ["pytest", "isort"]
+build = ["wheel"]
+test = ["black", "isort", "pytest"]
 
 [[package]]
 name = "packaging"
@@ -658,11 +684,11 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pexpect"
@@ -683,44 +709,74 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pip"
+version = "22.2.2"
+description = "The PyPA recommended tool for installing Python packages."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pip-api"
-version = "0.0.27"
+version = "0.0.30"
 description = "An unofficial, importable pip API"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[package.dependencies]
+pip = "*"
+
 [[package]]
 name = "pip-audit"
-version = "1.1.2"
+version = "2.4.4"
 description = "A tool for scanning Python environments for known vulnerabilities"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 CacheControl = {version = ">=0.12.10", extras = ["filecache"]}
-cyclonedx-python-lib = ">=0.11.1,<1.0.0"
+cyclonedx-python-lib = ">=2.0.0,<2.5.0 || >2.5.0"
 html5lib = ">=1.1"
 packaging = ">=21.0.0"
-pip-api = ">=0.0.26"
-progress = ">=1.6"
+pip-api = ">=0.0.28"
+pip-requirements-parser = ">=31.2.0"
 resolvelib = ">=0.8.0"
+rich = ">=12.4"
+toml = ">=0.10"
 
 [package.extras]
-dev = ["bump", "flake8", "black", "isort", "pytest", "pytest-cov", "pretend", "coverage", "interrogate", "mypy", "types-requests", "types-html5lib", "types-dataclasses", "pdoc3"]
+dev = ["build", "bump (>=1.3.2)", "pip-audit[lint,test]"]
+lint = ["black (>=22.3.0)", "flake8", "interrogate", "isort", "mypy", "pdoc3", "types-html5lib", "types-requests", "types-toml"]
+test = ["coverage[toml]", "pretend", "pytest", "pytest-cov"]
+
+[[package]]
+name = "pip-requirements-parser"
+version = "31.2.0"
+description = "pip requirements parser - a mostly correct pip requirements parsing library because it uses pip's own code."
+category = "dev"
+optional = false
+python-versions = ">=3.6.*"
+
+[package.dependencies]
+packaging = "*"
+
+[package.extras]
+docs = ["Sphinx (>=3.3.1)", "doc8 (>=0.8.1)", "sphinx-rtd-theme (>=0.5.0)"]
+testing = ["pytest (>=6)", "pytest-xdist (>=2)"]
 
 [[package]]
 name = "platformdirs"
-version = "2.4.1"
+version = "2.5.2"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
 test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
@@ -737,39 +793,24 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poetryup"
-version = "0.5.1"
+version = "0.8.2"
 description = "Update dependencies and bump their version in the pyproject.toml file"
 category = "dev"
 optional = false
-python-versions = "^3.6"
-develop = false
+python-versions = ">=3.6,<4.0"
 
 [package.dependencies]
-packaging = "^21.3"
-tomlkit = "^0.8.0"
-typer = "^0.4.0"
-
-[package.source]
-type = "git"
-url = "https://github.com/john-sandall/poetryup.git"
-reference = "fdfaf4d446249f8f69db613bac285e818a7df92f"
-resolved_reference = "fdfaf4d446249f8f69db613bac285e818a7df92f"
-
-[[package]]
-name = "poyo"
-version = "0.5.0"
-description = "A lightweight YAML Parser for Python. 🐓"
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+packaging = ">=21.3,<22.0"
+tomlkit = ">=0.11.0,<0.12.0"
+typer = ">=0.4.1,<0.5.0"
 
 [[package]]
 name = "pre-commit"
-version = "2.17.0"
+version = "2.20.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.dependencies]
 cfgv = ">=2.0.0"
@@ -779,17 +820,9 @@ pyyaml = ">=5.1"
 toml = "*"
 virtualenv = ">=20.0.8"
 
-[[package]]
-name = "progress"
-version = "1.6"
-description = "Easy to use progress bars"
-category = "dev"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.26"
+version = "3.0.31"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -806,17 +839,6 @@ category = "dev"
 optional = false
 python-versions = "*"
 
-[[package]]
-name = "pure-eval"
-version = "0.2.2"
-description = "Safely evaluate AST nodes without side effects"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.extras]
-tests = ["pytest"]
-
 [[package]]
 name = "py"
 version = "1.11.0"
@@ -856,51 +878,59 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
-name = "pygments"
-version = "2.11.2"
+name = "Pygments"
+version = "2.13.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
+
+[package.extras]
+plugins = ["importlib-metadata"]
 
 [[package]]
 name = "pylint"
-version = "2.12.2"
+version = "2.15.2"
 description = "python code static checker"
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
 
 [package.dependencies]
-astroid = ">=2.9.0,<2.10"
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
+astroid = ">=2.12.9,<=2.14.0-dev0"
+colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
+dill = ">=0.2"
 isort = ">=4.2.5,<6"
-mccabe = ">=0.6,<0.7"
+mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
-toml = ">=0.9.2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomlkit = ">=0.10.1"
 typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
+[package.extras]
+spelling = ["pyenchant (>=3.2,<4.0)"]
+testutils = ["gitpython (>3)"]
+
 [[package]]
 name = "pyparsing"
-version = "3.0.7"
-description = "Python parsing module"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.6.8"
 
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "7.0.0"
+version = "7.1.3"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
@@ -925,11 +955,11 @@ six = ">=1.5"
 
 [[package]]
 name = "python-slugify"
-version = "5.0.2"
-description = "A Python Slugify application that handles Unicode"
+version = "6.1.2"
+description = "A Python slugify application that also handles Unicode"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.dependencies]
 text-unidecode = ">=1.3"
@@ -938,30 +968,30 @@ text-unidecode = ">=1.3"
 unidecode = ["Unidecode (>=1.1.1)"]
 
 [[package]]
-name = "pyyaml"
+name = "PyYAML"
 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [[package]]
 name = "requests"
-version = "2.27.1"
+version = "2.28.1"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "resolvelib"
@@ -973,10 +1003,38 @@ python-versions = "*"
 
 [package.extras]
 examples = ["html5lib", "packaging", "pygraphviz", "requests"]
-lint = ["black", "flake8", "mypy", "isort", "types-requests"]
+lint = ["black", "flake8", "isort", "mypy", "types-requests"]
 release = ["build", "towncrier", "twine"]
 test = ["commentjson", "packaging", "pytest"]
 
+[[package]]
+name = "rich"
+version = "12.5.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "dev"
+optional = false
+python-versions = ">=3.6.3,<4.0.0"
+
+[package.dependencies]
+commonmark = ">=0.9.0,<0.10.0"
+pygments = ">=2.6.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
+
+[[package]]
+name = "setuptools"
+version = "65.3.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -994,21 +1052,13 @@ optional = false
 python-versions = "*"
 
 [[package]]
-name = "stack-data"
-version = "0.1.4"
-description = "Extract data from python stack frames and tracebacks for informative displays"
+name = "sortedcontainers"
+version = "2.4.0"
+description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 category = "dev"
 optional = false
 python-versions = "*"
 
-[package.dependencies]
-asttokens = "*"
-executing = "*"
-pure-eval = "*"
-
-[package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils"]
-
 [[package]]
 name = "text-unidecode"
 version = "1.3"
@@ -1017,6 +1067,14 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "tokenize-rt"
+version = "4.2.1"
+description = "A wrapper around the stdlib `tokenize` which roundtrips."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -1027,15 +1085,15 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "2.0.0"
+version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [[package]]
 name = "tomlkit"
-version = "0.8.0"
+version = "0.11.4"
 description = "Style preserving TOML library"
 category = "dev"
 optional = false
@@ -1043,7 +1101,7 @@ python-versions = ">=3.6,<4.0"
 
 [[package]]
 name = "towncrier"
-version = "21.3.0"
+version = "21.9.0"
 description = "Building newsfiles for your project."
 category = "dev"
 optional = false
@@ -1054,25 +1112,26 @@ click = "*"
 click-default-group = "*"
 incremental = "*"
 jinja2 = "*"
-toml = "*"
+setuptools = "*"
+tomli = {version = "*", markers = "python_version >= \"3.6\""}
 
 [package.extras]
 dev = ["packaging"]
 
 [[package]]
 name = "traitlets"
-version = "5.1.1"
-description = "Traitlets Python configuration system"
+version = "5.3.0"
+description = ""
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest"]
+test = ["pre-commit", "pytest"]
 
 [[package]]
 name = "typer"
-version = "0.4.0"
+version = "0.4.2"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 category = "dev"
 optional = false
@@ -1083,64 +1142,47 @@ click = ">=7.1.1,<9.0.0"
 
 [package.extras]
 all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)"]
-dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)"]
-doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=5.4.0,<6.0.0)", "markdown-include (>=0.5.1,<0.6.0)"]
-test = ["shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (==0.910)", "black (>=19.10b0,<20.0b0)", "isort (>=5.0.6,<6.0.0)"]
-
-[[package]]
-name = "types-setuptools"
-version = "57.4.8"
-description = "Typing stubs for setuptools"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "types-toml"
-version = "0.10.3"
-description = "Typing stubs for toml"
-category = "dev"
-optional = false
-python-versions = "*"
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.0.1"
-description = "Backported and Experimental Type Hints for Python 3.6+"
-category = "dev"
+version = "4.3.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.8"
+version = "1.26.12"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.13.1"
+version = "20.16.5"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.1,<1"
-filelock = ">=3.2,<4"
-platformdirs = ">=2,<3"
-six = ">=1.9.0,<2"
+distlib = ">=0.3.5,<1"
+filelock = ">=3.4.1,<4"
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 [[package]]
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 [[package]]
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 category = "dev"
 optional = false
@@ -1169,32 +1211,24 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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 ]
diff --git a/pyproject.toml b/pyproject.toml
index bdf5a41..a6f8690 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@
 ###########
 [tool.poetry]
 name = "coefficient-cookiecutter"
-version = "0.1.0"
+version = "0.2.0"
 description = ""
 authors = ["John Sandall <contact@coefficient.ai>"]
 license = "UNLICENSED"
@@ -14,32 +14,31 @@ classifiers = ["Private :: Do Not Upload"]
 [tool.poetry.dependencies]
 python = "^3.9"
 # Everything below here is alphabetically sorted
-cookiecutter = "^1.7.3"
+cookiecutter = "^2.1.1"
+mypy = "^0.971"
+requests = "^2.28.1"
 
 [tool.poetry.dev-dependencies]
 # Everything below here is alphabetically sorted
-black = "^22.1.0"
-detect-secrets = "1.1.0"
+black = "^22.8.0"
+detect-secrets = "1.2.0"
 flake8 = "^4.0.1"
 flake8-docstrings = "^1.6.0"
-flake8-eradicate = "^1.2.0"
+flake8-eradicate = "^1.3.0"
 flake8-fixme = "^1.1.1"
-flake8-implicit-str-concat = "^0.2.0"
-flake8-no-pep420 = "^2.2.0"
-flake8-print = "^4.0.0"
+flake8-implicit-str-concat = "^0.3.0"
+flake8-no-pep420 = "^2.3.0"
+flake8-print = "^5.0.0"
 flake8-return = "^1.1.3"
+ipdb = "^0.13.9"
 isort = "^5.10.1"
-# nb-black = "^1.0.7"
-# https://github.com/dnanhkhoa/nb_black/issues/32#issuecomment-1028469823
-nb-black = { git = "https://github.com/dnanhkhoa/nb_black.git", rev = "be0c810503867abc4a5e9d05ba75a16fce57dfee" } # pragma: allowlist secret
-pip-audit = "^1.1.2"
-# poetryup = "^0.5.1"
-# https://github.com/MousaZeidBaker/poetryup/pull/29
-poetryup = { git = "https://github.com/john-sandall/poetryup.git", rev = "fdfaf4d446249f8f69db613bac285e818a7df92f" } # pragma: allowlist secret
-pre-commit = "^2.17.0"
-pylint = "^2.12.2"
-pytest = "^7.0.0"
-towncrier = "^21.3.0"
+jupyter-black = "^0.3.1"
+pip-audit = "^2.4.4"
+poetryup = "^0.8.2"
+pre-commit = "^2.20.0"
+pylint = "^2.15.2"
+pytest = "^7.1.3"
+towncrier = "^21.9.0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/requirements.txt b/requirements.txt
index 44f81c6..946dc19 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,124 +1,23 @@
-arrow==1.2.2; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:d622c46ca681b5b3e3574fcb60a04e5cc81b9625112d5fb2b44220c36c892177 \
-    --hash=sha256:05caf1fd3d9a11a1135b2b6f09887421153b94558e5ef4d090b567b47173ac2b
-binaryornot==0.4.4; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" \
-    --hash=sha256:b8b71173c917bddcd2c16070412e369c3ed7f0528926f70cac18a6c97fd563e4 \
-    --hash=sha256:359501dfc9d40632edc9fac890e19542db1a287bbcfa58175b66658392018061
-certifi==2021.10.8; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" \
-    --hash=sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569 \
-    --hash=sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872
-chardet==4.0.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" \
-    --hash=sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5 \
-    --hash=sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa
-charset-normalizer==2.0.11; python_full_version >= "3.6.0" and python_version >= "3" \
-    --hash=sha256:98398a9d69ee80548c762ba991a4728bfc3836768ed226b3945908d1a688371c \
-    --hash=sha256:2842d8f5e82a1f6aa437380934d5e1cd4fcf2003b06fed6940769c164a480a45
-click==8.0.3; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3 \
-    --hash=sha256:410e932b050f5eed773c4cda94de75971c89cdb3155a72a0831139a79e5ecb5b
-colorama==0.4.4; python_version >= "3.6" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.5.0" and python_version >= "3.6" and platform_system == "Windows" \
-    --hash=sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2 \
-    --hash=sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b
-cookiecutter==1.7.3; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.5.0") \
-    --hash=sha256:f8671531fa96ab14339d0c59b4f662a4f12a2ecacd94a0f70a3500843da588e2 \
-    --hash=sha256:6b9a4d72882e243be077a7397d0f1f76fe66cf3df91f3115dbb5330e214fa457
-idna==3.3; python_version >= "3.5" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.5" \
-    --hash=sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff \
-    --hash=sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d
-jinja2-time==0.2.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" \
-    --hash=sha256:d14eaa4d315e7688daa4969f616f226614350c48730bfa1692d2caebd8c90d40 \
-    --hash=sha256:d3eab6605e3ec8b7a0863df09cc1d23714908fa61aa6986a845c20ba488b4efa
-jinja2==3.0.3; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:077ce6014f7b40d03b47d1f1ca4b0fc8328a692bd284016f806ed0eaca390ad8 \
-    --hash=sha256:611bb273cd68f3b993fabdc4064fc858c5b47a973cb5aa7999ec1ba405c87cd7
-markupsafe==2.0.1; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:d8446c54dc28c01e5a2dbac5a25f071f6653e6e40f3a8818e8b45d790fe6ef53 \
-    --hash=sha256:36bc903cbb393720fad60fc28c10de6acf10dc6cc883f3e24ee4012371399a38 \
-    --hash=sha256:2d7d807855b419fc2ed3e631034685db6079889a1f01d5d9dac950f764da3dad \
-    --hash=sha256:add36cb2dbb8b736611303cd3bfcee00afd96471b09cda130da3581cbdc56a6d \
-    --hash=sha256:168cd0a3642de83558a5153c8bd34f175a9a6e7f6dc6384b9655d2697312a646 \
-    --hash=sha256:4dc8f9fb58f7364b63fd9f85013b780ef83c11857ae79f2feda41e270468dd9b \
-    --hash=sha256:20dca64a3ef2d6e4d5d615a3fd418ad3bde77a47ec8a23d984a12b5b4c74491a \
-    --hash=sha256:cdfba22ea2f0029c9261a4bd07e830a8da012291fbe44dc794e488b6c9bb353a \
-    --hash=sha256:99df47edb6bda1249d3e80fdabb1dab8c08ef3975f69aed437cb69d0a5de1e28 \
-    --hash=sha256:e0f138900af21926a02425cf736db95be9f4af72ba1bb21453432a07f6082134 \
-    --hash=sha256:f9081981fe268bd86831e5c75f7de206ef275defcb82bc70740ae6dc507aee51 \
-    --hash=sha256:0955295dd5eec6cb6cc2fe1698f4c6d84af2e92de33fbcac4111913cd100a6ff \
-    --hash=sha256:0446679737af14f45767963a1a9ef7620189912317d095f2d9ffa183a4d25d2b \
-    --hash=sha256:f826e31d18b516f653fe296d967d700fddad5901ae07c622bb3705955e1faa94 \
-    --hash=sha256:fa130dd50c57d53368c9d59395cb5526eda596d3ffe36666cd81a44d56e48872 \
-    --hash=sha256:905fec760bd2fa1388bb5b489ee8ee5f7291d692638ea5f67982d968366bef9f \
-    --hash=sha256:bf5d821ffabf0ef3533c39c518f3357b171a1651c1ff6827325e4489b0e46c3c \
-    --hash=sha256:0d4b31cc67ab36e3392bbf3862cfbadac3db12bdd8b02a2731f509ed5b829724 \
-    --hash=sha256:baa1a4e8f868845af802979fcdbf0bb11f94f1cb7ced4c4b8a351bb60d108145 \
-    --hash=sha256:deb993cacb280823246a026e3b2d81c493c53de6acfd5e6bfe31ab3402bb37dd \
-    --hash=sha256:63f3268ba69ace99cab4e3e3b5840b03340efed0948ab8f78d2fd87ee5442a4f \
-    --hash=sha256:8d206346619592c6200148b01a2142798c989edcb9c896f9ac9722a99d4e77e6 \
-    --hash=sha256:6c4ca60fa24e85fe25b912b01e62cb969d69a23a5d5867682dd3e80b5b02581d \
-    --hash=sha256:b2f4bf27480f5e5e8ce285a8c8fd176c0b03e93dcc6646477d4630e83440c6a9 \
-    --hash=sha256:0717a7390a68be14b8c793ba258e075c6f4ca819f15edfc2a3a027c823718567 \
-    --hash=sha256:6557b31b5e2c9ddf0de32a691f2312a32f77cd7681d8af66c2692efdbef84c18 \
-    --hash=sha256:49e3ceeabbfb9d66c3aef5af3a60cc43b85c33df25ce03d0031a608b0a8b2e3f \
-    --hash=sha256:d7f9850398e85aba693bb640262d3611788b1f29a79f0c93c565694658f4071f \
-    --hash=sha256:6a7fae0dd14cf60ad5ff42baa2e95727c3d81ded453457771d02b7d2b3f9c0c2 \
-    --hash=sha256:b7f2d075102dc8c794cbde1947378051c4e5180d52d276987b8d28a3bd58c17d \
-    --hash=sha256:e9936f0b261d4df76ad22f8fee3ae83b60d7c3e871292cd42f40b81b70afae85 \
-    --hash=sha256:2a7d351cbd8cfeb19ca00de495e224dea7e7d919659c2841bbb7f420ad03e2d6 \
-    --hash=sha256:60bf42e36abfaf9aff1f50f52644b336d4f0a3fd6d8a60ca0d054ac9f713a864 \
-    --hash=sha256:d6c7ebd4e944c85e2c3421e612a7057a2f48d478d79e61800d81468a8d842207 \
-    --hash=sha256:f0567c4dc99f264f49fe27da5f735f414c4e7e7dd850cfd8e69f0862d7c74ea9 \
-    --hash=sha256:89c687013cb1cd489a0f0ac24febe8c7a666e6e221b783e53ac50ebf68e45d86 \
-    --hash=sha256:a30e67a65b53ea0a5e62fe23682cfe22712e01f453b95233b25502f7c61cb415 \
-    --hash=sha256:611d1ad9a4288cf3e3c16014564df047fe08410e628f89805e475368bd304914 \
-    --hash=sha256:5bb28c636d87e840583ee3adeb78172efc47c8b26127267f54a9c0ec251d41a9 \
-    --hash=sha256:be98f628055368795d818ebf93da628541e10b75b41c559fdf36d104c5787066 \
-    --hash=sha256:1d609f577dc6e1aa17d746f8bd3c31aa4d258f4070d61b2aa5c4166c1539de35 \
-    --hash=sha256:7d91275b0245b1da4d4cfa07e0faedd5b0812efc15b702576d103293e252af1b \
-    --hash=sha256:01a9b8ea66f1658938f65b93a85ebe8bc016e6769611be228d797c9d998dd298 \
-    --hash=sha256:47ab1e7b91c098ab893b828deafa1203de86d0bc6ab587b160f78fe6c4011f75 \
-    --hash=sha256:97383d78eb34da7e1fa37dd273c20ad4320929af65d156e35a5e2d89566d9dfb \
-    --hash=sha256:6fcf051089389abe060c9cd7caa212c707e58153afa2c649f00346ce6d260f1b \
-    --hash=sha256:5855f8438a7d1d458206a2466bf82b0f104a3724bf96a1c781ab731e4201731a \
-    --hash=sha256:3dd007d54ee88b46be476e293f48c85048603f5f516008bee124ddd891398ed6 \
-    --hash=sha256:aca6377c0cb8a8253e493c6b451565ac77e98c2951c45f913e0b52facdcff83f \
-    --hash=sha256:04635854b943835a6ea959e948d19dcd311762c5c0c6e1f0e16ee57022669194 \
-    --hash=sha256:6300b8454aa6930a24b9618fbb54b5a68135092bc666f7b06901f897fa5c2fee \
-    --hash=sha256:023cb26ec21ece8dc3907c0e8320058b2e0cb3c55cf9564da612bc325bed5e64 \
-    --hash=sha256:984d76483eb32f1bcb536dc27e4ad56bba4baa70be32fa87152832cdd9db0833 \
-    --hash=sha256:2ef54abee730b502252bcdf31b10dacb0a416229b72c18b19e24a4509f273d26 \
-    --hash=sha256:3c112550557578c26af18a1ccc9e090bfe03832ae994343cfdacd287db6a6ae7 \
-    --hash=sha256:53edb4da6925ad13c07b6d26c2a852bd81e364f95301c66e930ab2aef5b5ddd8 \
-    --hash=sha256:f5653a225f31e113b152e56f154ccbe59eeb1c7487b39b9d9f9cdb58e6c79dc5 \
-    --hash=sha256:4efca8f86c54b22348a5467704e3fec767b2db12fc39c6d963168ab1d3fc9135 \
-    --hash=sha256:ab3ef638ace319fa26553db0624c4699e31a28bb2a835c5faca8f8acf6a5a902 \
-    --hash=sha256:f8ba0e8349a38d3001fae7eadded3f6606f0da5d748ee53cc1dab1d6527b9509 \
-    --hash=sha256:c47adbc92fc1bb2b3274c4b3a43ae0e4573d9fbff4f54cd484555edbf030baf1 \
-    --hash=sha256:37205cac2a79194e3750b0af2a5720d95f786a55ce7df90c3af697bfa100eaac \
-    --hash=sha256:1f2ade76b9903f39aa442b4aadd2177decb66525062db244b35d71d0ee8599b6 \
-    --hash=sha256:4296f2b1ce8c86a6aea78613c34bb1a672ea0e3de9c6ba08a960efe0b0a09047 \
-    --hash=sha256:9f02365d4e99430a12647f09b6cc8bab61a6564363f313126f775eb4f6ef798e \
-    --hash=sha256:5b6d930f030f8ed98e3e6c98ffa0652bdb82601e7a016ec2ab5d7ff23baa78d1 \
-    --hash=sha256:10f82115e21dc0dfec9ab5c0223652f7197feb168c940f3ef61563fc2d6beb74 \
-    --hash=sha256:693ce3f9e70a6cf7d2fb9e6c9d8b204b6b39897a2c4a1aa65728d5ac97dcc1d8 \
-    --hash=sha256:594c67807fb16238b30c44bdf74f36c02cdf22d1c8cda91ef8a0ed8dabf5620a
-poyo==0.5.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" \
-    --hash=sha256:3e2ca8e33fdc3c411cd101ca395668395dd5dc7ac775b8e809e3def9f9fe041a \
-    --hash=sha256:e26956aa780c45f011ca9886f044590e2d8fd8b61db7b1c1cf4e0869f48ed4dd
-python-dateutil==2.8.2; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
-    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
-python-slugify==5.0.2; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:f13383a0b9fcbe649a1892b9c8eb4f8eab1d6d84b84bb7a624317afa98159cab \
-    --hash=sha256:6d8c5df75cd4a7c3a2d21e257633de53f52ab0265cd2d1dc62a730e8194a7380
-requests==2.27.1; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" \
-    --hash=sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d \
-    --hash=sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61
-six==1.16.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254 \
-    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926
-text-unidecode==1.3; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6" \
-    --hash=sha256:bad6603bb14d279193107714b288be206cac565dfa49aa5b105294dd5c4aab93 \
-    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
-urllib3==1.26.8; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version < "4" \
-    --hash=sha256:000ca7f471a233c2251c6c7023ee85305721bfdf18621ebff4fd17a8653427ed \
-    --hash=sha256:0e7c33d9a63e7ddfcb86780aac87befc2fbddf46c58dbb487e0855f7ceec283c
+arrow==1.2.3 ; python_version >= "3.9" and python_version < "4.0"
+binaryornot==0.4.4 ; python_version >= "3.9" and python_version < "4.0"
+certifi==2022.6.15.1 ; python_version >= "3.9" and python_version < "4"
+chardet==5.0.0 ; python_version >= "3.9" and python_version < "4.0"
+charset-normalizer==2.1.1 ; python_version >= "3.9" and python_version < "4"
+click==8.1.3 ; python_version >= "3.9" and python_version < "4.0"
+colorama==0.4.5 ; python_version >= "3.9" and python_version < "4.0" and platform_system == "Windows"
+cookiecutter==2.1.1 ; python_version >= "3.9" and python_version < "4.0"
+idna==3.3 ; python_version >= "3.9" and python_version < "4"
+jinja2-time==0.2.0 ; python_version >= "3.9" and python_version < "4.0"
+jinja2==3.1.2 ; python_version >= "3.9" and python_version < "4.0"
+markupsafe==2.1.1 ; python_version >= "3.9" and python_version < "4.0"
+mypy-extensions==0.4.3 ; python_version >= "3.9" and python_version < "4.0"
+mypy==0.971 ; python_version >= "3.9" and python_version < "4.0"
+python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "4.0"
+python-slugify==6.1.2 ; python_version >= "3.9" and python_version < "4.0"
+pyyaml==6.0 ; python_version >= "3.9" and python_version < "4.0"
+requests==2.28.1 ; python_version >= "3.9" and python_version < "4"
+six==1.16.0 ; python_version >= "3.9" and python_version < "4.0"
+text-unidecode==1.3 ; python_version >= "3.9" and python_version < "4.0"
+tomli==2.0.1 ; python_version >= "3.9" and python_version < "3.11"
+typing-extensions==4.3.0 ; python_version >= "3.9" and python_version < "4.0"
+urllib3==1.26.12 ; python_version >= "3.9" and python_version < "4"
diff --git a/{{cookiecutter.repo_name}}/.env.template b/{{cookiecutter.repo_name}}/.env.template
index 4e778df..51aa29e 100644
--- a/{{cookiecutter.repo_name}}/.env.template
+++ b/{{cookiecutter.repo_name}}/.env.template
@@ -1 +1,2 @@
 export SECRET='value'
+export PYTHONBREAKPOINT=ipdb.set_trace
\ No newline at end of file
diff --git a/{{cookiecutter.repo_name}}/.github/workflows/codeql-analysis.yml b/{{cookiecutter.repo_name}}/.github/workflows/codeql-analysis.yml
index 6fd8b60..d6614ca 100644
--- a/{{cookiecutter.repo_name}}/.github/workflows/codeql-analysis.yml
+++ b/{{cookiecutter.repo_name}}/.github/workflows/codeql-analysis.yml
@@ -13,12 +13,12 @@ name: "CodeQL"
 
 on:
   push:
-    branches: [ main ]
+    branches: [main]
   pull_request:
     # The branches below must be a subset of the branches above
-    branches: [ main ]
+    branches: [main]
   schedule:
-    - cron: '33 18 * * 2'
+    - cron: "33 18 * * 2"
 
 jobs:
   analyze:
@@ -32,39 +32,39 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        language: [ 'python' ]
+        language: ["python"]
         # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python', 'ruby' ]
         # Learn more about CodeQL language support at https://git.io/codeql-language-support
 
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@v2
+      - name: Checkout repository
+        uses: actions/checkout@v3
 
-    # Initializes the CodeQL tools for scanning.
-    - name: Initialize CodeQL
-      uses: github/codeql-action/init@v1
-      with:
-        languages: ${{"{{"}} matrix.language {{"}}"}}
-        # If you wish to specify custom queries, you can do so here or in a config file.
-        # By default, queries listed here will override any specified in a config file.
-        # Prefix the list here with "+" to use these queries and those in the config file.
-        # queries: ./path/to/local/query, your-org/your-repo/queries@main
+      # Initializes the CodeQL tools for scanning.
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v2
+        with:
+          languages: ${{"{{"}} matrix.language {{"}}"}}
+          # If you wish to specify custom queries, you can do so here or in a config file.
+          # By default, queries listed here will override any specified in a config file.
+          # Prefix the list here with "+" to use these queries and those in the config file.
+          # queries: ./path/to/local/query, your-org/your-repo/queries@main
 
-    # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
-    # If this step fails, then you should remove it and run the build manually (see below)
-    - name: Autobuild
-      uses: github/codeql-action/autobuild@v1
+      # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
+      # If this step fails, then you should remove it and run the build manually (see below)
+      - name: Autobuild
+        uses: github/codeql-action/autobuild@v2
 
-    # ℹ️ Command-line programs to run using the OS shell.
-    # 📚 https://git.io/JvXDl
+      # ℹ️ Command-line programs to run using the OS shell.
+      # 📚 https://git.io/JvXDl
 
-    # ✏️ If the Autobuild fails above, remove it and uncomment the following three lines
-    #    and modify them (or add more) to build your code if your project
-    #    uses a compiled language
+      # ✏️ If the Autobuild fails above, remove it and uncomment the following three lines
+      #    and modify them (or add more) to build your code if your project
+      #    uses a compiled language
 
-    #- run: |
-    #   make bootstrap
-    #   make release
+      #- run: |
+      #   make bootstrap
+      #   make release
 
-    - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v1
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v2
diff --git a/{{cookiecutter.repo_name}}/.github/workflows/constraints.txt b/{{cookiecutter.repo_name}}/.github/workflows/constraints.txt
index 205babe..9b42e83 100644
--- a/{{cookiecutter.repo_name}}/.github/workflows/constraints.txt
+++ b/{{cookiecutter.repo_name}}/.github/workflows/constraints.txt
@@ -1,3 +1,3 @@
-pip==22.0.3
-poetry==1.1.12
-virtualenv==20.13.0
+pip==22.2.2
+poetry==1.2.0
+virtualenv==20.16.5
diff --git a/{{cookiecutter.repo_name}}/.github/workflows/main.yaml b/{{cookiecutter.repo_name}}/.github/workflows/main.yaml
index 9803fa1..dabebba 100644
--- a/{{cookiecutter.repo_name}}/.github/workflows/main.yaml
+++ b/{{cookiecutter.repo_name}}/.github/workflows/main.yaml
@@ -19,10 +19,10 @@ jobs:
         python-version: [3.9]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
 
       - name: Set up Python ${{"{{"}} matrix.python-version {{"}}"}}
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: ${{"{{"}} matrix.python-version {{"}}"}}
 
@@ -35,7 +35,7 @@ jobs:
           which python
 
       - name: Set up Poetry cache
-        uses: actions/cache@v2
+        uses: actions/cache@v3.0.8
         with:
           path: venv
           key: venv-${{"{{"}} matrix.python-version {{"}}"}}-${{"{{"}} hashFiles('poetry.lock') {{"}}"}}
@@ -64,7 +64,7 @@ jobs:
           print("::set-output name=result::{}".format(result))
 
       - name: Restore pre-commit cache
-        uses: actions/cache@v2
+        uses: actions/cache@v3.0.8
         with:
           path: ~/.cache/pre-commit
           key: ${{"{{"}} steps.pre-commit-cache.outputs.result {{"}}"}}-${{"{{"}} hashFiles('.pre-commit-config.yaml') {{"}}"}}
diff --git a/{{cookiecutter.repo_name}}/.pre-commit-config.template.yaml b/{{cookiecutter.repo_name}}/.pre-commit-config.template.yaml
index 843a5e7..6a257e9 100644
--- a/{{cookiecutter.repo_name}}/.pre-commit-config.template.yaml
+++ b/{{cookiecutter.repo_name}}/.pre-commit-config.template.yaml
@@ -1,11 +1,11 @@
 # Update all versions in this file by running:
 #   $ pre-commit autoupdate
-minimum_pre_commit_version: 2.17.0
+minimum_pre_commit_version: 2.20.0
 default_language_version:
   python: python3.9
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.1.0
+    rev: v4.3.0
     hooks:
       - id: end-of-file-fixer
         name: Check for a blank line at the end of scripts (auto-fixes)
@@ -30,7 +30,7 @@ repos:
       - id: check-ast
       - id: check-docstring-first
   - repo: https://github.com/myint/autoflake
-    rev: v1.4
+    rev: v1.5.3
     hooks:
       - id: autoflake
         args: &autoflake
@@ -40,25 +40,25 @@ repos:
           - --remove-duplicate-keys
           - --remove-unused-variables
   - repo: https://gitlab.com/pycqa/flake8
-    rev: 3.9.2
+    rev: 4.0.1
     hooks:
       - &flake8
         id: flake8
         additional_dependencies:
           - flake8-docstrings==1.6.0
-          - flake8-eradicate==1.2.0
+          - flake8-eradicate==1.3.0
           - flake8-fixme==1.1.1
-          - flake8-implicit-str-concat==0.2.0
-          - flake8-no-pep420==2.2.0
-          - flake8-print==4.0.0
+          - flake8-implicit-str-concat==0.3.0
+          - flake8-no-pep420==2.3.0
+          - flake8-print==5.0.0
           - flake8-return==1.1.3
         args: ["--config=setup.cfg"]
   - repo: https://github.com/psf/black
-    rev: 22.1.0
+    rev: 22.3.0
     hooks:
       - id: black
   - repo: https://github.com/asottile/add-trailing-comma
-    rev: v2.2.1
+    rev: v2.2.3
     hooks:
       - id: add-trailing-comma
         args: [--py36-plus]
@@ -68,13 +68,13 @@ repos:
       - id: isort
         types: [python]
   - repo: https://github.com/asottile/pyupgrade
-    rev: v2.31.0
+    rev: v2.34.0
     hooks:
       - id: pyupgrade
         args:
           - "--py{{ "".join(cookiecutter.python_version.split('.')[:2]) }}-plus"
   - repo: https://github.com/Yelp/detect-secrets
-    rev: v1.1.0
+    rev: v1.3.0
     hooks:
       - id: detect-secrets
         name: detect-secrets - Detect secrets in staged code
@@ -97,27 +97,38 @@ repos:
               \.secrets\.baseline|
               \.env\.template
           )$
-  - repo: https://github.com/Cielquan/mirrors-poetry
-    rev: 1.1.12
+  # - repo: https://github.com/python-poetry/poetry
+  #   rev: 1.2.0b3
+  - repo: https://github.com/john-sandall/mirrors-poetry
+    rev: 1.2.0
     hooks:
       - id: poetry-check
       - id: poetry-lock
         args: ["--no-update"]
       - id: poetry-export
+        args:
+          [
+            "-f",
+            "requirements.txt",
+            "-o",
+            "requirements.txt",
+            "--without-hashes",
+          ]
   - repo: https://github.com/pre-commit/mirrors-prettier
-    rev: v2.5.1
+    rev: v3.0.0-alpha.0
     hooks:
       - id: prettier
-        types_or: [toml, yaml]
+        types_or: [yaml]
         additional_dependencies:
-          - "prettier@2.5.1"
-          - "prettier-plugin-toml@0.3.1"
+          - "prettier@2.7.1"
   - repo: local
     hooks:
       - id: pylint
         name: pylint
         entry: pylint {{cookiecutter.package_name}} tests
+        # entry: bash -c 'pylint ./path/package1/; pylint ./path/package2/'
         language: system
+        types: [python]
         always_run: true
         pass_filenames: false
         stages: [manual]
diff --git a/{{cookiecutter.repo_name}}/pyproject.template.toml b/{{cookiecutter.repo_name}}/pyproject.template.toml
index bc43207..bb04f79 100644
--- a/{{cookiecutter.repo_name}}/pyproject.template.toml
+++ b/{{cookiecutter.repo_name}}/pyproject.template.toml
@@ -20,29 +20,26 @@ python = "^{{ cookiecutter.python_version }}"
 
 [tool.poetry.dev-dependencies]
 # Everything below here is alphabetically sorted
-black = "^22.1.0"
-detect-secrets = "1.1.0"
+black = "^22.8.0"
+detect-secrets = "1.2.0"
 flake8 = "^4.0.1"
 flake8-docstrings = "^1.6.0"
-flake8-eradicate = "^1.2.0"
+flake8-eradicate = "^1.3.0"
 flake8-fixme = "^1.1.1"
-flake8-implicit-str-concat = "^0.2.0"
-flake8-no-pep420 = "^2.2.0"
-flake8-print = "^4.0.0"
+flake8-implicit-str-concat = "^0.3.0"
+flake8-no-pep420 = "^2.3.0"
+flake8-print = "^5.0.0"
 flake8-return = "^1.1.3"
+ipdb = "^0.13.9"
 isort = "^5.10.1"
-# nb-black = "^1.0.7"
-# https://github.com/dnanhkhoa/nb_black/issues/32#issuecomment-1028469823
-nb-black = { git = "https://github.com/dnanhkhoa/nb_black.git", rev = "be0c810503867abc4a5e9d05ba75a16fce57dfee" } # pragma: allowlist secret
-pip-audit = "^1.1.2"
-# poetryup = "^0.5.1"
-# https://github.com/MousaZeidBaker/poetryup/pull/29
-poetryup = { git = "https://github.com/john-sandall/poetryup.git", rev = "fdfaf4d446249f8f69db613bac285e818a7df92f" } # pragma: allowlist secret
-pre-commit = "^2.17.0"
-pylint = "^2.12.2"
-pytest = "^7.0.0"
+jupyter-black = "^0.3.1"
+pip-audit = "^2.4.4"
+poetryup = "^0.8.2"
+pre-commit = "^2.20.0"
+pylint = "^2.15.2"
+pytest = "^7.1.3"
 {% if cookiecutter.use_towncrier == 'y' -%}
-towncrier = "^21.3.0"{% endif %}
+towncrier = "^21.9.0"{% endif %}
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/{{cookiecutter.repo_name}}/tests/test_{{cookiecutter.package_name}}.py b/{{cookiecutter.repo_name}}/tests/test_{{cookiecutter.package_name}}.py
index 0ad24d0..7dea479 100644
--- a/{{cookiecutter.repo_name}}/tests/test_{{cookiecutter.package_name}}.py
+++ b/{{cookiecutter.repo_name}}/tests/test_{{cookiecutter.package_name}}.py
@@ -6,4 +6,5 @@
 
 
 def test_version():
+    """Test example docstring."""
     assert __version__ == "{{ cookiecutter.version }}"