From 386ff70effcec24b36a2744e3ce482a027f216f6 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@users.noreply.github.com>
Date: Tue, 6 Feb 2024 05:07:56 +0000
Subject: [PATCH] Update for 2024-02-06

---
 estimate.ipynb   | 164 +++++++++++++++++++++++------------------------
 ipynb_counts.csv |   1 +
 2 files changed, 83 insertions(+), 82 deletions(-)

diff --git a/estimate.ipynb b/estimate.ipynb
index 7880334..6c01a75 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:14.370211Z",
-     "iopub.status.busy": "2024-02-05T05:08:14.370002Z",
-     "iopub.status.idle": "2024-02-05T05:08:14.380345Z",
-     "shell.execute_reply": "2024-02-05T05:08:14.379692Z"
+     "iopub.execute_input": "2024-02-06T05:07:54.255966Z",
+     "iopub.status.busy": "2024-02-06T05:07:54.255765Z",
+     "iopub.status.idle": "2024-02-06T05:07:54.266839Z",
+     "shell.execute_reply": "2024-02-06T05:07:54.266168Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:14.417437Z",
-     "iopub.status.busy": "2024-02-05T05:08:14.417033Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.347837Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.347206Z"
+     "iopub.execute_input": "2024-02-06T05:07:54.303908Z",
+     "iopub.status.busy": "2024-02-06T05:07:54.303416Z",
+     "iopub.status.idle": "2024-02-06T05:07:54.937401Z",
+     "shell.execute_reply": "2024-02-06T05:07:54.936773Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.350867Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.350418Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.624858Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.624113Z"
+     "iopub.execute_input": "2024-02-06T05:07:54.940305Z",
+     "iopub.status.busy": "2024-02-06T05:07:54.939834Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.174026Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.173291Z"
     },
     "urth": {
      "dashboard": {}
@@ -106,7 +106,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_1848/962021147.py:5: DeprecationWarning: \n",
+      "/tmp/ipykernel_1858/962021147.py:5: DeprecationWarning: \n",
       "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n",
       "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n",
       "but was not found to be installed on your system.\n",
@@ -131,10 +131,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.627618Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.627117Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.630716Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.630175Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.176900Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.176383Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.179834Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.179225Z"
     },
     "urth": {
      "dashboard": {}
@@ -151,10 +151,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.633007Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.632652Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.636071Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.635458Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.182252Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.181861Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.185586Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.184955Z"
     }
    },
    "outputs": [
@@ -162,7 +162,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2024-02-05 05:08:16.633688 UTC\n"
+      "This notebook was last rendered at 2024-02-06 05:07:55.182991 UTC\n"
      ]
     }
    ],
@@ -189,10 +189,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.638503Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.638158Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.648563Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.647922Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.187992Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.187605Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.198084Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.197546Z"
     },
     "urth": {
      "dashboard": {}
@@ -212,10 +212,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.650923Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.650553Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.657061Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.656437Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.200562Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.200152Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.207016Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.206336Z"
     },
     "urth": {
      "dashboard": {
@@ -254,10 +254,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2024-02-03</th>\n",
-       "      <td>1044</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2024-02-04</th>\n",
        "      <td>1084</td>\n",
        "    </tr>\n",
@@ -265,6 +261,10 @@
        "      <th>2024-02-05</th>\n",
        "      <td>1080</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-02-06</th>\n",
+       "      <td>968</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -272,9 +272,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2024-02-03  1044\n",
        "2024-02-04  1084\n",
-       "2024-02-05  1080"
+       "2024-02-05  1080\n",
+       "2024-02-06   968"
       ]
      },
      "execution_count": 7,
@@ -304,10 +304,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.659415Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.659055Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.662455Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.661863Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.209745Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.209274Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.212777Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.212224Z"
     },
     "urth": {
      "dashboard": {}
@@ -323,10 +323,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.664902Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.664527Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.667924Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.667311Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.215065Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.214713Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.218217Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.217594Z"
     },
     "urth": {
      "dashboard": {}
@@ -355,16 +355,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.670339Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.669964Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.960089Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.959353Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.220955Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.220490Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.509815Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.509102Z"
     }
    },
    "outputs": [
     {
      "data": {
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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -401,10 +401,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.962762Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.962351Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.968392Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.967827Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.512939Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.512364Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.518790Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.518083Z"
     },
     "urth": {
      "dashboard": {
@@ -416,7 +416,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64768.0\n",
+       "hits   -64880.0\n",
        "dtype: float64"
       ]
      },
@@ -448,10 +448,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.970862Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.970482Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.975393Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.974867Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.521376Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.520968Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.526035Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.525395Z"
     },
     "urth": {
      "dashboard": {
@@ -463,7 +463,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -18.99912\n",
+       "hits   -19.026393\n",
        "dtype: float64"
       ]
      },
@@ -495,10 +495,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.977927Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.977553Z",
-     "iopub.status.idle": "2024-02-05T05:08:16.980806Z",
-     "shell.execute_reply": "2024-02-05T05:08:16.980293Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.528487Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.528095Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.531503Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.530951Z"
     },
     "urth": {
      "dashboard": {}
@@ -514,16 +514,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:16.983087Z",
-     "iopub.status.busy": "2024-02-05T05:08:16.982714Z",
-     "iopub.status.idle": "2024-02-05T05:08:17.312530Z",
-     "shell.execute_reply": "2024-02-05T05:08:17.311765Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.533958Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.533572Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.868741Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.868059Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -554,10 +554,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:17.315173Z",
-     "iopub.status.busy": "2024-02-05T05:08:17.314747Z",
-     "iopub.status.idle": "2024-02-05T05:08:17.321907Z",
-     "shell.execute_reply": "2024-02-05T05:08:17.321218Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.871716Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.871191Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.878167Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.877624Z"
     }
    },
    "outputs": [
@@ -565,7 +565,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3325\n",
+       "False    3326\n",
        "True       84\n",
        "Name: count, dtype: int64"
       ]
@@ -586,10 +586,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:17.324434Z",
-     "iopub.status.busy": "2024-02-05T05:08:17.324041Z",
-     "iopub.status.idle": "2024-02-05T05:08:17.327794Z",
-     "shell.execute_reply": "2024-02-05T05:08:17.327243Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.880400Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.880198Z",
+     "iopub.status.idle": "2024-02-06T05:07:55.884161Z",
+     "shell.execute_reply": "2024-02-06T05:07:55.883599Z"
     }
    },
    "outputs": [],
@@ -604,16 +604,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-02-05T05:08:17.330087Z",
-     "iopub.status.busy": "2024-02-05T05:08:17.329743Z",
-     "iopub.status.idle": "2024-02-05T05:08:17.582708Z",
-     "shell.execute_reply": "2024-02-05T05:08:17.582010Z"
+     "iopub.execute_input": "2024-02-06T05:07:55.886365Z",
+     "iopub.status.busy": "2024-02-06T05:07:55.886169Z",
+     "iopub.status.idle": "2024-02-06T05:07:56.141587Z",
+     "shell.execute_reply": "2024-02-06T05:07:56.140908Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
diff --git a/ipynb_counts.csv b/ipynb_counts.csv
index ef99075..875e5d2 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2163,3 +2163,4 @@ date,hits
 2024-02-03,1044
 2024-02-04,1084
 2024-02-05,1080
+2024-02-06,968