diff --git a/estimate.ipynb b/estimate.ipynb
index fff2e5d..8388a83 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:53.704828Z",
-     "iopub.status.busy": "2024-01-18T05:07:53.704620Z",
-     "iopub.status.idle": "2024-01-18T05:07:53.714217Z",
-     "shell.execute_reply": "2024-01-18T05:07:53.713589Z"
+     "iopub.execute_input": "2024-01-19T05:07:50.729070Z",
+     "iopub.status.busy": "2024-01-19T05:07:50.728878Z",
+     "iopub.status.idle": "2024-01-19T05:07:50.738108Z",
+     "shell.execute_reply": "2024-01-19T05:07:50.737530Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:53.750367Z",
-     "iopub.status.busy": "2024-01-18T05:07:53.749892Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.371318Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.370694Z"
+     "iopub.execute_input": "2024-01-19T05:07:50.774370Z",
+     "iopub.status.busy": "2024-01-19T05:07:50.773887Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.356016Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.355454Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.374361Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.373780Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.608031Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.607327Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.358810Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.358388Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.598227Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.597551Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.611150Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.610671Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.613948Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.613410Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.601268Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.601046Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.604413Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.603810Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.616208Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.615858Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.619432Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.618789Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.606747Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.606443Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.609914Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.609256Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2024-01-18 05:07:54.616884 UTC\n"
+      "This notebook was last rendered at 2024-01-19 05:07:51.607413 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.621727Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.621384Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.631273Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.630652Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.612340Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.611955Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.621824Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.621336Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.633516Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.633317Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.639675Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.639151Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.624296Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.623929Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.630048Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.629524Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2024-01-16</th>\n",
-       "      <td>1072</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2024-01-17</th>\n",
        "      <td>924</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2024-01-18</th>\n",
        "      <td>972</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-19</th>\n",
+       "      <td>920</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2024-01-16  1072\n",
        "2024-01-17   924\n",
-       "2024-01-18   972"
+       "2024-01-18   972\n",
+       "2024-01-19   920"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.641944Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.641599Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.645161Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.644524Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.632380Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.632009Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.635414Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.634865Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.647532Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.647103Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.650618Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.649963Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.637689Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.637328Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.640674Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.640144Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.653117Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.652742Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.936586Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.935853Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.642962Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.642591Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.926583Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.925852Z"
     }
    },
    "outputs": [
     {
      "data": {
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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -386,10 +386,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.939304Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.938894Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.944918Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.944370Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.929160Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.928833Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.934902Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.934358Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64876.0\n",
+       "hits   -64928.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.947323Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.946824Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.952294Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.951587Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.937322Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.936947Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.941577Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.940958Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.13182\n",
+       "hits   -19.141509\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.955068Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.954655Z",
-     "iopub.status.idle": "2024-01-18T05:07:54.958319Z",
-     "shell.execute_reply": "2024-01-18T05:07:54.957688Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.943871Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.943562Z",
+     "iopub.status.idle": "2024-01-19T05:07:51.946888Z",
+     "shell.execute_reply": "2024-01-19T05:07:51.946284Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:54.960724Z",
-     "iopub.status.busy": "2024-01-18T05:07:54.960343Z",
-     "iopub.status.idle": "2024-01-18T05:07:55.291955Z",
-     "shell.execute_reply": "2024-01-18T05:07:55.291267Z"
+     "iopub.execute_input": "2024-01-19T05:07:51.949095Z",
+     "iopub.status.busy": "2024-01-19T05:07:51.948898Z",
+     "iopub.status.idle": "2024-01-19T05:07:52.240907Z",
+     "shell.execute_reply": "2024-01-19T05:07:52.240229Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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k08+3q8Z5eXll8vey63yu91Bh7xXX+8owDLVt21YLFiwo9HgV9XuvpBITE5WUlKTMzEz3tbh+hnRx3TfX+8XhcLh/rqlWrZrOnz/vDj1cn9uwsDBFRUVp586dHg97cv0s2aBBA/eyiIgInThxQtu2bZMkRUZGKiwszP3zkOu97/qZyNvnIiEhodT3wuH4s29DXl6exzVeqmuvvVZHjx51/yyRnZ2tw4cPF7q9zWbzCLe8rc9fB9e/y/K/ty9kt9tVo0YNhYWFKSgoSPv37y/y8+5LF37uCuNwOEr9XeAKwPMf81L+DWS321W1alWdP3++Qv8bp6IJCAjQLbfcoilTppR3Uy5ZYGCg6tate9HtShVA3XvvvcXariyegpeTk6MHHnhATz/9tDp27OhePnnyZJ05c0bPP/98gX0ee+wx9e7dW7fddpt72dy5c/Xzzz/rtdde05EjR/TEE0/o1VdfVePGjd3bjB49Wo0bNy70izo7O9sjaHL9oOb6h6vVTJw4UZMmTSrvZqAcVatWTadPny7vZpSaazy/ryUlJZXqMcWltXz58hL94Oj6YcbVbtf+ruWu+5T/t1wuxbnWwr4zRowY4RH4X4oL21rYNeRvZ2Ht8batL1143sKu32azKTIyUqmpqRXqH2JF3dPKqLA6XXif4N2IESPUrl07n7ynXPfc23eUN/nnkHHN6VLY+Uv6fYqiXXvttVq4cGGB5RX1e6+krPIzsreff/L3GkpJSdG0adPK/JeMADz17t1bH3zwQXk345I4HI5iBVClGoLXt29f9291yltGRoby8vIUHh7usTw8PFyHDh3yuk96enqBoXlhYWFKT093r3ctK2wbb+bPn6958+a5X0dHRysxMbFYBamIVq9eXd5NQDnzh/DJZrOZ9l7evHlzsR5RbJZNmzYVe9v83aRd7d60aZPHPAerV6/2+o9pm81WrGst7D6vWbOm1PPnXdjWwq4hfzu9tcfbffC1C897seuPjIz0eRtKo6h7WpldWKf89wmFW7Nmjex2u0/eUyW9565erPm/2wo7f0m+T3Fx27Zts9T3XklZ4Wdk188/F/Zac30uNm/erN69e+vDDz8sx1YCkP58yJu/zzVdqgCqf//+vmqHX+nTp4969+7tfu0K6azaA+r666/XL7/8Ut7NQDnyhx5QhmGY9l5u06ZNkV3Czda2bdtib2sYhvsfYK52t23b1mOeA9d9urB3gWEYxbrWwu5zly5dSn2fLmxrYdeQv53e2uPtPvjahect7Porak+Aou5pZVRYnS68T/CuS5cuPntPuY5Tkh5Q+b/bijp/Sb5PcXFXXXWVpb73SsoKPyMX9vOP63PRpk0bdejQwT0HE4Dy07FjR8v+rFUmPaB27dql5s2bl+YQPhMaGiq73V6gZ1J6enqBXlEu4eHhOnXqlMeyU6dOubd3/f/UqVOqWbOmxzb5h+RdKDAwUIGBgV7XWfEvWde8DVaYA6qis9lsioiI0MSJE5kD6hI5HA4ZhqE6dero3nvv1aJFi/Tbb78VOgfU7NmzJck9B0K7du00btw4HTt2TC1btlROTo5Onjyp1q1bFzkHlOtLtbA5oMrzs+160sw777yjkydP6s4775RU+BxQ+Z9IYxiG1yfVtGvXTikpKQoODtaOHTs87uHFrtX1neGaAyo4OFh33nmnXnjhhVLfJ29tLewaXOfK3578c0B529aXXOfNPwdUUecxDKNC/R1R1D2tzC6s04X3qSJ+txdnnqKScE0tULduXff3Tf45oDIzM3X+/Hmvc0D54j2V/54HBwe754CqU6eOJk6cWGAOqPyT6bq+2wo7v+vY48aN02+//eaTOaDMUF5zQF3sfe1tDigrfe+VVP73tVlzQB09elQBAQE6ceKEx79boqOj3aM0ijMHVLt27dw/E134uTAMQzfccEOZBlBBQUElmiOqONu77vnFPhOu+UVdU6YUNW+Ut33L6j1b3DmggoKCZLPZdO7cuTJpV35RUVEaM2ZMhfy7z0ocDoduvvlmTZkyxdLficVR6jmgIiMjdf311+v6669XvXr1fNm2Ehs1apSaNWumwYMHS/rzy2fYsGG6+eabiz0J+csvv6xGjRp5TEJ+++236/bbb5dUeSchLwulnZDS6XQWeNTrpe7ndDoLBBf4U1lPHEotLo0/TfDq76iVNfiiTt6+zy78Oyj/E4tyc3MVHx9f4u++Cyfd97avt/Neyt+hFU1F+DwV597mf0BB/sC/uI+RL0++eK9UhDpZkVmfU9f3jqtXYe/evbV48WKPbS6cQy0+Pl7ffPONO7hxfVe52ifJ430dHBzssX+jRo108OBB9/6uX/K52uAK2CIiItSqVatC57By/T8gIECDBw/WmDFjSnzvRo8eraSkJHcPzR49erj3cbU3KirK/cu0ivR9mf+BDBfOcSep0Dnt8k/I7rp/ubm5io6O1t69ews8WdD1FLxt27Z5fGZHjBjh8ZCVxMREj3lEzXpqo1X583dfmUxCvmbNGq1evVqbN29WXl6eWrRooeuvv16xsbFl9uS7/FJSUvTuu+9qyJAhatasmZYuXaq1a9fqrbfeUnh4uCZPnqxatWpp4MCBkqSdO3dqzJgxGjhwoNq3b6/k5GTNnz9fiYmJatSokaQ/f6O3YMECDR8+XBEREfr000+1f/9+vfnmmwoKCipR+wigiubPH0h/Qp2sgTpZB7WyhrKsU0X6x43V8HmyBupUsXgLYAzDUFpamiIiIjR8+HB16NBBy5cv9wiYLnyASf4n60nen7A7e/ZsOZ1OdwDi+r8rMHGFVkWFXTExMerQoUOB7S417Lgw+E9KSlJycrLHPSkq3CovF7Z71KhROnbsmDp37uz1l+qunm8X3rcRI0a4w++irtt1Pm+1c53vwvdSRbxv5cmfv/uKG0CVaghely5d1KVLF2VkZCglJUVr1qzRtGnTNGPGDLVt21Y33HCDrr32WvcjOc0WGxurjIwMzZ07V+np6WrcuLFGjRrlHkp37Ngxj0nTW7ZsqREjRujTTz/V7NmzVb9+fT333HPu8EmS7rzzTp07d05TpkzRmTNn1KpVK40aNarE4RMAAEBxxMfHEzwBKDNxcXGaOnWqO5DI3/MnKSlJd9xxhw4fPlzguyn/UFhXoDF16lSP3jf5l8XHxys5Odlj/jbDMDRixAj3cePj4zV69GiPBwYcPXrUY4jcDTfc4O51k78HYXJysvsYRbkwGPM25FySxz0JDg7W6NGjPQK28pacnOxxn86ePasxY8YUGCburb0XDkfOL/91u8JG17GSkpL0xhtvaPv27e6eUykpKe5jXPheyr8/IJWyB5Q3qampWrNmjdasWaPDhw8rJCRE1113nbp27apWrVr58lSWQw+oovlzIuxPqJM1UCfroFbWQJ2sgTpZA3WqeFw9L3/77Td9++237lDj4Ycf1pQpU4qslbdeL66eMRf2hHH1onGx2+16+OGHPXrJeBuK7OoBVZzti+oJVdJtvfXIqijDyi68lgULFqhDhw6l/kxdrBfuxe4hvXgL58/ffWXSA8qboKAgValSxT0Jt81m07p167RixQo1adJEw4cPV8OGDX19WgAAAADAJXD1lHE6nR49oDp37nzRfQvr9eJtWXx8vHs+KVdPqAt7yVzYI0nynI/pwu0v7AmUv0fOhUqyreueXNgjq6h9fOnCnlre2pf/Prl6qpXWxXrhFtZjrLj7o3LzSQ+os2fP6ocfftCaNWu0fft22Ww2xcTEqGvXrrrmmmtkt9v1008/aebMmQoPD9eECRN80XbLoQdU0fw5EfYn1MkaqJN1UCtroE7WQJ2sgTpVbPl7sPTq1atYtSrsoT6FhRQl7SVzsWOZ0QOqNPuUVknPyWfKGvy5TmUyCfnPP/+s1atXa8OGDcrOzlbTpk11ww03KC4uTjVq1Ciw/TfffKNp06a5J0KrbAigiubPH0h/Qp2sgTpZB7WyBupkDdTJGqiTdVilViUJtC5liFhZDysr6WTevniaeFG9reAbVvk8XYoyGYL3+uuvq3bt2rrtttvUtWtXNWjQoMjtGzdurOuvv740pwQAAAAAVFBmhxnejl+SYV+XMkSsrIeVleVk3vl7W+WfMB4wQ6kCqH/84x+66qqrir19s2bN1KxZs9KcEgAAAABQAZkdZlSWsORi8yz5UknmxQJKy16anUsSPgEAAAAA/Je3MMOXZs+eLZvNZtrxK5L4+HiNGTPG9DAoLi7OfT/N7m0F+OQpePv379cvv/yitLQ0SVLdunXVrl07NWrUyBeHBwAAAABUcGYOHXM9oc+lLMKSyjA3Uln2tgJKFUBlZ2frgw8+0KpVqyT9OamWJBmGoU8++UTXX3+9hg4dKofDJzkXAAAAAKCCMjPMyN+7SpLpnR0qy3A/qeznuELlVapkaNasWVq1apXi4+N1yy23qF69erLZbEpNTdXSpUv19ddfq3r16ho0aJCPmgsAAAAAqKh8HWa4eiGFhIQoNzdXdrtdeXl5OnjwoBISEkwLhpgbCfC9Us0BtXr1al1//fV6+OGH1aBBAwUEBMhut6tBgwZ65JFH1KVLF61evdpXbQUAAAAAVBKuXkhJSUmaNGmSRowYoSuvvNIdQpk5DxRzIwG+V6oAKicnRy1atCh0fcuWLd1dJAEAAAAAKK4LeyGdPXtWzzzzjDt8MjMYcg0nHDx4sF8PvwPKUqmG4LVt21YbN24s9MO4ceNGtWnTpjSnAAAAAABUEvkn/vY2qXlZTprN3EiAb5UqgBowYIDeeustvf766+rVq5ciIyMlSYcPH9by5cuVlpamp556SpmZmR77Va9evTSnBQAAAAD4GW8Tf3sLmwiGAGsqVQD11FNPSZL279+vn3/+ucht8pszZ05pTgsAAAAA8DPeJv4eM2YMYRPgJ0oVQPXt21c2m81XbQEAAAAAVFLehtwB8B+lCqD69+/vq3YAAAAAACqxspzfCUDZK1EAdezYMUlSnTp1PF5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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -539,10 +539,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:55.294721Z",
-     "iopub.status.busy": "2024-01-18T05:07:55.294254Z",
-     "iopub.status.idle": "2024-01-18T05:07:55.301411Z",
-     "shell.execute_reply": "2024-01-18T05:07:55.300874Z"
+     "iopub.execute_input": "2024-01-19T05:07:52.243629Z",
+     "iopub.status.busy": "2024-01-19T05:07:52.243228Z",
+     "iopub.status.idle": "2024-01-19T05:07:52.249731Z",
+     "shell.execute_reply": "2024-01-19T05:07:52.249182Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3307\n",
+       "False    3308\n",
        "True       84\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:55.303724Z",
-     "iopub.status.busy": "2024-01-18T05:07:55.303347Z",
-     "iopub.status.idle": "2024-01-18T05:07:55.307111Z",
-     "shell.execute_reply": "2024-01-18T05:07:55.306557Z"
+     "iopub.execute_input": "2024-01-19T05:07:52.252214Z",
+     "iopub.status.busy": "2024-01-19T05:07:52.251828Z",
+     "iopub.status.idle": "2024-01-19T05:07:52.255645Z",
+     "shell.execute_reply": "2024-01-19T05:07:52.254998Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-18T05:07:55.309489Z",
-     "iopub.status.busy": "2024-01-18T05:07:55.309133Z",
-     "iopub.status.idle": "2024-01-18T05:07:55.563582Z",
-     "shell.execute_reply": "2024-01-18T05:07:55.562888Z"
+     "iopub.execute_input": "2024-01-19T05:07:52.257908Z",
+     "iopub.status.busy": "2024-01-19T05:07:52.257711Z",
+     "iopub.status.idle": "2024-01-19T05:07:52.510478Z",
+     "shell.execute_reply": "2024-01-19T05:07:52.509786Z"
     }
    },
    "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 c75bbbf..18b1cd3 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2145,3 +2145,4 @@ date,hits
 2024-01-16,1072
 2024-01-17,924
 2024-01-18,972
+2024-01-19,920