diff --git a/estimate.ipynb b/estimate.ipynb
index f4000d7..56718d9 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:09.745284Z",
-     "iopub.status.busy": "2023-10-26T05:08:09.744720Z",
-     "iopub.status.idle": "2023-10-26T05:08:09.764362Z",
-     "shell.execute_reply": "2023-10-26T05:08:09.763422Z"
+     "iopub.execute_input": "2023-10-27T05:08:19.768555Z",
+     "iopub.status.busy": "2023-10-27T05:08:19.768053Z",
+     "iopub.status.idle": "2023-10-27T05:08:19.789735Z",
+     "shell.execute_reply": "2023-10-27T05:08:19.788577Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:09.819037Z",
-     "iopub.status.busy": "2023-10-26T05:08:09.818499Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.092788Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.091809Z"
+     "iopub.execute_input": "2023-10-27T05:08:19.847249Z",
+     "iopub.status.busy": "2023-10-27T05:08:19.846567Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.058682Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.057584Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.097280Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.096543Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.649508Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.648441Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.065368Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.062812Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.593332Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.592003Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.654847Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.654046Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.659034Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.658042Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.598083Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.597417Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.604425Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.603418Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.662766Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.662438Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.669480Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.668487Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.608771Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.608448Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.613589Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.612775Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2023-10-26 05:08:12.665417 UTC\n"
+      "This notebook was last rendered at 2023-10-27 05:08:21.610193 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.676972Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.676484Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.692544Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.691606Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.617528Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.616969Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.636244Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.635140Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.696755Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.696447Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.707877Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.706818Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.641613Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.640856Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.654544Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.653398Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2023-10-24</th>\n",
-       "      <td>1336</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2023-10-25</th>\n",
        "      <td>1292</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2023-10-26</th>\n",
        "      <td>1800</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-10-27</th>\n",
+       "      <td>1488</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2023-10-24  1336\n",
        "2023-10-25  1292\n",
-       "2023-10-26  1800"
+       "2023-10-26  1800\n",
+       "2023-10-27  1488"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.712136Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.711837Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.718716Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.717802Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.659250Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.658798Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.664468Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.663659Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.723473Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.722207Z",
-     "iopub.status.idle": "2023-10-26T05:08:12.728099Z",
-     "shell.execute_reply": "2023-10-26T05:08:12.727157Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.669744Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.669104Z",
+     "iopub.status.idle": "2023-10-27T05:08:21.675005Z",
+     "shell.execute_reply": "2023-10-27T05:08:21.674019Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:12.732419Z",
-     "iopub.status.busy": "2023-10-26T05:08:12.732130Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.211818Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.210725Z"
+     "iopub.execute_input": "2023-10-27T05:08:21.680190Z",
+     "iopub.status.busy": "2023-10-27T05:08:21.678676Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.166481Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.165475Z"
     }
    },
    "outputs": [
     {
      "data": {
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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": "2023-10-26T05:08:13.215440Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.215151Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.225900Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.224936Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.171948Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.171291Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.181448Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.180482Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64048.0\n",
+       "hits   -64360.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:13.230775Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.229073Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.236736Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.235919Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.186426Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.185502Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.196125Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.195038Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.367402\n",
+       "hits   -19.455865\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:13.240925Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.239902Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.245400Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.244506Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.200762Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.200417Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.207912Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.206898Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:13.249113Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.248793Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.781679Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.780662Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.213154Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.212087Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.768542Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.767213Z"
     }
    },
    "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": "2023-10-26T05:08:13.786234Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.785896Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.797158Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.796225Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.774804Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.774029Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.789787Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.788736Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3226\n",
+       "False    3227\n",
        "True       81\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:13.800893Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.800253Z",
-     "iopub.status.idle": "2023-10-26T05:08:13.807590Z",
-     "shell.execute_reply": "2023-10-26T05:08:13.806755Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.795997Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.795653Z",
+     "iopub.status.idle": "2023-10-27T05:08:22.803650Z",
+     "shell.execute_reply": "2023-10-27T05:08:22.802506Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-26T05:08:13.811143Z",
-     "iopub.status.busy": "2023-10-26T05:08:13.810781Z",
-     "iopub.status.idle": "2023-10-26T05:08:14.235784Z",
-     "shell.execute_reply": "2023-10-26T05:08:14.234862Z"
+     "iopub.execute_input": "2023-10-27T05:08:22.809742Z",
+     "iopub.status.busy": "2023-10-27T05:08:22.808695Z",
+     "iopub.status.idle": "2023-10-27T05:08:23.271059Z",
+     "shell.execute_reply": "2023-10-27T05:08:23.270072Z"
     }
    },
    "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 70deff9..59d2305 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2061,3 +2061,4 @@ date,hits
 2023-10-24,1336
 2023-10-25,1292
 2023-10-26,1800
+2023-10-27,1488