From 5f9cb65d12a68532baa55908c862b19b704aed04 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@users.noreply.github.com>
Date: Wed, 27 Dec 2023 05:07:53 +0000
Subject: [PATCH] Update for 2023-12-27

---
 estimate.ipynb   | 162 +++++++++++++++++++++++------------------------
 ipynb_counts.csv |   1 +
 2 files changed, 82 insertions(+), 81 deletions(-)

diff --git a/estimate.ipynb b/estimate.ipynb
index 67dea78..c9649e0 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:15.466224Z",
-     "iopub.status.busy": "2023-12-26T05:08:15.466027Z",
-     "iopub.status.idle": "2023-12-26T05:08:15.475602Z",
-     "shell.execute_reply": "2023-12-26T05:08:15.474945Z"
+     "iopub.execute_input": "2023-12-27T05:07:51.736959Z",
+     "iopub.status.busy": "2023-12-27T05:07:51.736766Z",
+     "iopub.status.idle": "2023-12-27T05:07:51.747224Z",
+     "shell.execute_reply": "2023-12-27T05:07:51.746560Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:15.511758Z",
-     "iopub.status.busy": "2023-12-26T05:08:15.511304Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.287351Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.286730Z"
+     "iopub.execute_input": "2023-12-27T05:07:51.784654Z",
+     "iopub.status.busy": "2023-12-27T05:07:51.784041Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.414641Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.414016Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.290126Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.289874Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.620674Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.619983Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.417723Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.417160Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.635952Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.635324Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.623444Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.623070Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.626473Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.625891Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.638557Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.638354Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.641502Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.640930Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.628712Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.628376Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.631934Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.631305Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.644035Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.643581Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.647007Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.646386Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2023-12-26 05:08:18.629412 UTC\n"
+      "This notebook was last rendered at 2023-12-27 05:07:52.644690 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.634282Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.633924Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.643685Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.643066Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.649277Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.649082Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.659063Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.658576Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.646138Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.645788Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.652183Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.651590Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.661315Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.661119Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.667747Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.667116Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2023-12-24</th>\n",
-       "      <td>1084</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2023-12-25</th>\n",
        "      <td>1068</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2023-12-26</th>\n",
        "      <td>1080</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-12-27</th>\n",
+       "      <td>1076</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2023-12-24  1084\n",
        "2023-12-25  1068\n",
-       "2023-12-26  1080"
+       "2023-12-26  1080\n",
+       "2023-12-27  1076"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.654832Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.654223Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.657868Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.657335Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.670004Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.669811Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.673207Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.672668Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.660181Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.659834Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.663218Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.662702Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.675296Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.675108Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.678419Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.677916Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.665443Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.665209Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.920309Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.919610Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.680712Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.680337Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.937805Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.937112Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -386,10 +386,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.923010Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.922621Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.928235Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.927606Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.940492Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.940021Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.945541Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.945033Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64768.0\n",
+       "hits   -64772.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.930820Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.930329Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.935242Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.934594Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.947984Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.947613Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.952343Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.951739Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.230404\n",
+       "hits   -19.225883\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.937653Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.937302Z",
-     "iopub.status.idle": "2023-12-26T05:08:18.940596Z",
-     "shell.execute_reply": "2023-12-26T05:08:18.940028Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.954782Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.954390Z",
+     "iopub.status.idle": "2023-12-27T05:07:52.957609Z",
+     "shell.execute_reply": "2023-12-27T05:07:52.957052Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:18.942933Z",
-     "iopub.status.busy": "2023-12-26T05:08:18.942527Z",
-     "iopub.status.idle": "2023-12-26T05:08:19.239570Z",
-     "shell.execute_reply": "2023-12-26T05:08:19.238900Z"
+     "iopub.execute_input": "2023-12-27T05:07:52.959951Z",
+     "iopub.status.busy": "2023-12-27T05:07:52.959578Z",
+     "iopub.status.idle": "2023-12-27T05:07:53.254642Z",
+     "shell.execute_reply": "2023-12-27T05:07:53.254093Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -539,10 +539,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:19.242387Z",
-     "iopub.status.busy": "2023-12-26T05:08:19.242010Z",
-     "iopub.status.idle": "2023-12-26T05:08:19.249072Z",
-     "shell.execute_reply": "2023-12-26T05:08:19.248441Z"
+     "iopub.execute_input": "2023-12-27T05:07:53.257313Z",
+     "iopub.status.busy": "2023-12-27T05:07:53.256891Z",
+     "iopub.status.idle": "2023-12-27T05:07:53.263540Z",
+     "shell.execute_reply": "2023-12-27T05:07:53.262996Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3286\n",
+       "False    3287\n",
        "True       82\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:19.251596Z",
-     "iopub.status.busy": "2023-12-26T05:08:19.251214Z",
-     "iopub.status.idle": "2023-12-26T05:08:19.255156Z",
-     "shell.execute_reply": "2023-12-26T05:08:19.254486Z"
+     "iopub.execute_input": "2023-12-27T05:07:53.265914Z",
+     "iopub.status.busy": "2023-12-27T05:07:53.265504Z",
+     "iopub.status.idle": "2023-12-27T05:07:53.269372Z",
+     "shell.execute_reply": "2023-12-27T05:07:53.268828Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-12-26T05:08:19.257326Z",
-     "iopub.status.busy": "2023-12-26T05:08:19.257129Z",
-     "iopub.status.idle": "2023-12-26T05:08:19.483116Z",
-     "shell.execute_reply": "2023-12-26T05:08:19.482348Z"
+     "iopub.execute_input": "2023-12-27T05:07:53.271863Z",
+     "iopub.status.busy": "2023-12-27T05:07:53.271493Z",
+     "iopub.status.idle": "2023-12-27T05:07:53.494728Z",
+     "shell.execute_reply": "2023-12-27T05:07:53.494014Z"
     }
    },
    "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 8a54a7b..1851903 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2122,3 +2122,4 @@ date,hits
 2023-12-24,1084
 2023-12-25,1068
 2023-12-26,1080
+2023-12-27,1076