diff --git a/estimate.ipynb b/estimate.ipynb
index 3cc07b0..7e4158f 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:14.691733Z",
-     "iopub.status.busy": "2023-10-16T05:08:14.690994Z",
-     "iopub.status.idle": "2023-10-16T05:08:14.705054Z",
-     "shell.execute_reply": "2023-10-16T05:08:14.704406Z"
+     "iopub.execute_input": "2023-10-17T05:08:02.652349Z",
+     "iopub.status.busy": "2023-10-17T05:08:02.651952Z",
+     "iopub.status.idle": "2023-10-17T05:08:02.664123Z",
+     "shell.execute_reply": "2023-10-17T05:08:02.663549Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:14.755918Z",
-     "iopub.status.busy": "2023-10-16T05:08:14.755080Z",
-     "iopub.status.idle": "2023-10-16T05:08:16.605508Z",
-     "shell.execute_reply": "2023-10-16T05:08:16.604690Z"
+     "iopub.execute_input": "2023-10-17T05:08:02.708735Z",
+     "iopub.status.busy": "2023-10-17T05:08:02.708107Z",
+     "iopub.status.idle": "2023-10-17T05:08:03.665647Z",
+     "shell.execute_reply": "2023-10-17T05:08:03.664618Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:16.609998Z",
-     "iopub.status.busy": "2023-10-16T05:08:16.609236Z",
-     "iopub.status.idle": "2023-10-16T05:08:16.988420Z",
-     "shell.execute_reply": "2023-10-16T05:08:16.987258Z"
+     "iopub.execute_input": "2023-10-17T05:08:03.669654Z",
+     "iopub.status.busy": "2023-10-17T05:08:03.669170Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.036295Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.034958Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:16.993213Z",
-     "iopub.status.busy": "2023-10-16T05:08:16.992480Z",
-     "iopub.status.idle": "2023-10-16T05:08:16.999429Z",
-     "shell.execute_reply": "2023-10-16T05:08:16.998395Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.040759Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.040108Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.045076Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.043993Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.003136Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.002642Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.006878Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.006235Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.048159Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.047620Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.053483Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.052832Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2023-10-16 05:08:17.004157 UTC\n"
+      "This notebook was last rendered at 2023-10-17 05:08:04.049053 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.010310Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.009700Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.024332Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.023629Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.056318Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.055793Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.069216Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.067743Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.027758Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.027139Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.037739Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.036975Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.072226Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.071681Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.081262Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.079688Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2023-10-14</th>\n",
-       "      <td>1720</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2023-10-15</th>\n",
        "      <td>1320</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2023-10-16</th>\n",
        "      <td>1536</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-10-17</th>\n",
+       "      <td>1280</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2023-10-14  1720\n",
        "2023-10-15  1320\n",
-       "2023-10-16  1536"
+       "2023-10-16  1536\n",
+       "2023-10-17  1280"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.041333Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.040848Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.046621Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.045875Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.084335Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.083922Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.089487Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.088443Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.050393Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.049681Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.054128Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.053318Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.092440Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.091913Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.096665Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.096077Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.057745Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.057467Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.454791Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.453932Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.099546Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.099138Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.413048Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.411803Z"
     }
    },
    "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": "2023-10-16T05:08:17.458987Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.458297Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.468348Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.467637Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.416355Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.415909Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.422510Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.421841Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64312.0\n",
+       "hits   -64568.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.471866Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.471273Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.479146Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.478367Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.425474Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.425036Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.432971Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.431776Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.506218\n",
+       "hits   -19.577926\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.482459Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.482041Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.487561Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.486845Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.436000Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.435472Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.440129Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.439527Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.491133Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.490572Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.925366Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.924572Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.442833Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.442408Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.807117Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.806460Z"
     }
    },
    "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": "2023-10-16T05:08:17.928858Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.928569Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.937160Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.936510Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.811828Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.810704Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.820701Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.820133Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3217\n",
+       "False    3218\n",
        "True       80\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.940508Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.940003Z",
-     "iopub.status.idle": "2023-10-16T05:08:17.946435Z",
-     "shell.execute_reply": "2023-10-16T05:08:17.945584Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.824921Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.823829Z",
+     "iopub.status.idle": "2023-10-17T05:08:04.829347Z",
+     "shell.execute_reply": "2023-10-17T05:08:04.828776Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-16T05:08:17.950156Z",
-     "iopub.status.busy": "2023-10-16T05:08:17.949479Z",
-     "iopub.status.idle": "2023-10-16T05:08:18.279137Z",
-     "shell.execute_reply": "2023-10-16T05:08:18.277819Z"
+     "iopub.execute_input": "2023-10-17T05:08:04.833490Z",
+     "iopub.status.busy": "2023-10-17T05:08:04.832372Z",
+     "iopub.status.idle": "2023-10-17T05:08:05.121791Z",
+     "shell.execute_reply": "2023-10-17T05:08:05.120116Z"
     }
    },
    "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 69702db..a6a92ae 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2051,3 +2051,4 @@ date,hits
 2023-10-14,1720
 2023-10-15,1320
 2023-10-16,1536
+2023-10-17,1280