diff --git a/estimate.ipynb b/estimate.ipynb
index 14bec2e..a029f5e 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:03.336589Z",
-     "iopub.status.busy": "2023-10-09T05:08:03.336334Z",
-     "iopub.status.idle": "2023-10-09T05:08:03.352469Z",
-     "shell.execute_reply": "2023-10-09T05:08:03.351845Z"
+     "iopub.execute_input": "2023-10-10T05:08:05.957600Z",
+     "iopub.status.busy": "2023-10-10T05:08:05.957326Z",
+     "iopub.status.idle": "2023-10-10T05:08:05.973564Z",
+     "shell.execute_reply": "2023-10-10T05:08:05.973004Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:03.395169Z",
-     "iopub.status.busy": "2023-10-09T05:08:03.394401Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.437007Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.436238Z"
+     "iopub.execute_input": "2023-10-10T05:08:06.013642Z",
+     "iopub.status.busy": "2023-10-10T05:08:06.013126Z",
+     "iopub.status.idle": "2023-10-10T05:08:06.803168Z",
+     "shell.execute_reply": "2023-10-10T05:08:06.802380Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.440772Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.440433Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.878286Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.877477Z"
+     "iopub.execute_input": "2023-10-10T05:08:06.807346Z",
+     "iopub.status.busy": "2023-10-10T05:08:06.806816Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.209793Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.208996Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.882475Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.881797Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.887293Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.886627Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.213957Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.213208Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.217610Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.216876Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.890470Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.890079Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.894298Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.893597Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.220846Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.220405Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.226512Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.225737Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2023-10-09 05:08:04.891464 UTC\n"
+      "This notebook was last rendered at 2023-10-10 05:08:07.221737 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.897475Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.897020Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.911006Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.910290Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.229232Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.229004Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.240633Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.240005Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.915222Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.914185Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.924094Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.923452Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.243656Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.243078Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.251593Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.250992Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2023-10-07</th>\n",
-       "      <td>1684</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2023-10-08</th>\n",
        "      <td>1676</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2023-10-09</th>\n",
        "      <td>1684</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-10-10</th>\n",
+       "      <td>4976</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2023-10-07  1684\n",
        "2023-10-08  1676\n",
-       "2023-10-09  1684"
+       "2023-10-09  1684\n",
+       "2023-10-10  4976"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.928444Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.927110Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.932860Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.932220Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.254639Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.254215Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.258327Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.257636Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.936067Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.935693Z",
-     "iopub.status.idle": "2023-10-09T05:08:04.940928Z",
-     "shell.execute_reply": "2023-10-09T05:08:04.940323Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.261425Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.260870Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.264768Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.264155Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:04.944307Z",
-     "iopub.status.busy": "2023-10-09T05:08:04.943744Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.272443Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.271684Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.267786Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.267238Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.585527Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.584879Z"
     }
    },
    "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": "2023-10-09T05:08:05.276675Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.275312Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.284338Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.283650Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.588902Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.588440Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.595767Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.595156Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64164.0\n",
+       "hits   -60872.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:05.287553Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.286964Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.293342Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.292657Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.598976Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.598531Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.605508Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.604828Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.502736\n",
+       "hits   -18.496506\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:05.296281Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.295829Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.300581Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.299904Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.608876Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.608306Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.612347Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.611625Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:05.303877Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.303318Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.682763Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.681985Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.615107Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.614879Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.981657Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.980897Z"
     }
    },
    "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": "2023-10-09T05:08:05.686683Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.685989Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.697251Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.696593Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.985682Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.985004Z",
+     "iopub.status.idle": "2023-10-10T05:08:07.994990Z",
+     "shell.execute_reply": "2023-10-10T05:08:07.994332Z"
     }
    },
    "outputs": [
@@ -550,8 +550,8 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3207\n",
-       "True       83\n",
+       "False    3212\n",
+       "True       79\n",
        "Name: count, dtype: int64"
       ]
      },
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:05.700138Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.699890Z",
-     "iopub.status.idle": "2023-10-09T05:08:05.705191Z",
-     "shell.execute_reply": "2023-10-09T05:08:05.704563Z"
+     "iopub.execute_input": "2023-10-10T05:08:07.998144Z",
+     "iopub.status.busy": "2023-10-10T05:08:07.997471Z",
+     "iopub.status.idle": "2023-10-10T05:08:08.002645Z",
+     "shell.execute_reply": "2023-10-10T05:08:08.002027Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-09T05:08:05.708386Z",
-     "iopub.status.busy": "2023-10-09T05:08:05.707932Z",
-     "iopub.status.idle": "2023-10-09T05:08:06.012429Z",
-     "shell.execute_reply": "2023-10-09T05:08:06.011635Z"
+     "iopub.execute_input": "2023-10-10T05:08:08.005468Z",
+     "iopub.status.busy": "2023-10-10T05:08:08.005024Z",
+     "iopub.status.idle": "2023-10-10T05:08:08.285693Z",
+     "shell.execute_reply": "2023-10-10T05:08:08.284931Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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VatUFF1wQtru9AQAqBoIiPzZt2qT58+drx44dOnLkiB566KESj9H3MAxDn376qb7++mtlZmaqZs2a6tu3r66//voyajUAIFjZ2dnKysqSJNWvX9+7/MYbb9S8efPUvHlz/fWvf1VycrL3h9crr7zi0xvG495779Xy5cs1depUjR8/XhkZGZo/f746derk83fK9OnTtWzZskLPL0lQdOzYMUkqcg4fz/L8Exn7m2+lZ8+eAQdFnp4W+a/Tq6++qvvvv1+1a9dWnz591LhxY8XHx8tkMnnnWip4re666y4988wzmjJlijcoevPNNxUTE+OdCPhsPOdZVBhxNkXNF2Ox/Pk1yeVyeZdt375dXbt21ZEjR3T55ZfLZrOpVq1aMpvN2rlzp2bMmOH39VDUcfwdw1PXBg0a+N1PgwYNCgVFhw8fVm5u7lnn0zl58mSJ551p0KCBbrvtNt12222SpKysLD366KOaOnWqRowYoT179igmJkZS6d4jUsmvSUJCgr755hulpaVp/vz53h5K9erV07333qsnnnhC0dHRxZ5PcnKyJGn37t1nPXfPNg0bNjzrtuXBM7H01q1bi63xyZMnCy3znHdBTZo00erVqzVu3Dh9+eWX+u9//yvpz6DuoYce0pgxY0LQcgBAJCIo8uOPP/5Q06ZNddVVV+mFF14o1T7sdrvWrVunW265RY0bN9bJkyf9/uUNAKg4Vq5cqdzcXDVo0MAbnKxZs0bz5s1T7969tWDBAu+PWOnP4SDPPfec331df/31atCggaZNm6Z//etfRU5i7bn7UGl4hq9lZGT4Xe8ZapN/mJvh5y5egTpx4oS+//57SdKll14q6c+7MY0bN07Jyclau3ZtofBq1apVfvfVqFEj9e/fX/PmzdPmzZuVlZWlDRs26MYbb/QJoYrj6XmzdOlSuVyuMu1h8tJLL+nw4cOy2+0aPny4z7pZs2Z571IXDM+E0wcOHPBOFJ7fgQMHCi2rVauW8vLyvEFnWahTp46mTJkih8OhXbt2acOGDbroootK/R4J1Lnnnqtp06bJMAxt2rRJixcv1n/+8x9NmDBBeXl5RU4i7hHI6+Srr76SJFmtVu8yzyToBXvJeRw9erRUk1SXhOc9PGDAAG+gU1LF9Q46//zz9eGHHyo3N1c//fSTvvrqK/373//W2LFjVb169bNODg8AqJyYo8iPzp07a8iQIUX2IsrJydE777yju+++W7fccosef/xxbdy40bt+z549WrRokR555BFdcsklSkpKUvPmzdWhQ4fyOgUAQIDy8vL0zDPPSJK3Z4skbdu2TdKfwzTy/wCW/pxDpeCwI4/o6Gjdcccd2rt3rz799FNNnTpVNWrUKDSX0Nl4fszm713h0blzZ0lFh01LliyRJF100UUBHfNsnn/+eZ0+fVoXXXSRzj//fEl/Dik7evSoUlJSCoVEJ0+e9A6T8+fee++V9OecTp7heSW5K5xHjx491KZNG+3Zs6fQ3cMKysvL85knKVCe18PAgQMLrfPXM6w0PHX1N7fUb7/95rdHzGWXXaYjR474fB8pC1FRUapevbqk/4WOpX2PlJbJZFK7du00evRoLVq0SJL08ccfn/V5PXr0UMuWLbVv3z69/fbbRW63ceNGzZs3TxaLRSNGjPAur127tiT/PZK2bdvm7QmWX3Hv30C0bdtWiYmJ+uabb4J6/RbFYrHo4osv1qOPPqpZs2ZJKtk1BQBUTgRFpTBt2jRt3bpV999/v55//nlddtllevbZZ73/cvv9998rKSlJ33//vUaNGqVRo0bpjTfeoEcRAFRQBw8e1JAhQ7R06VI1btxYjz/+uHedp2dRwTDm4MGDGjVqVLH7veuuu2Q2m3Xfffdpx44duummm0o06W5+nmFCu3btKrTOarWqTZs2WrlypebOneuzbu7cuVqxYoVat27td66b0sjOztazzz6rZ555RjExMXr11Ve965KSkhQfH6/vv//e5++7nJwcjR07VocOHSpyv7169VLr1q01Y8YMzZ49W23atNGVV15Z4nZFRUVpypQpslgsGjNmjN577z2/Pac2bdokm81W6iFqUtGvh4ULF2rq1Kml3m9+N910kywWi/7973/7hBKGYegf//iH39DhgQcekCTdeeedfidg/v333/XNN9+U6Pjjx48vNLTNY+7cudq8ebNq166tCy+8UFJw75GS2rhxo9+eVJ5l8fHxZ92H2WzW66+/rqioKI0dO1bz5s0rtM3PP/+s/v37KycnR08++aSaNGniXde2bVslJCTok08+0cGDB73LT58+XeQwreLev4GwWCwaPXq09u/frzFjxvgN3/bv369NmzaVeJ/ff/+933ArkGsKAKicGHoWoEOHDmnp0qV6/fXXvXcu6d+/v3766SctWbJEN910kw4cOKBDhw7pm2++0X333ae8vDzNmDFDL774YrF3nQAAlD3PZM55eXk6evSoNm7cqJUrV+rMmTPq2rWrZs6cqXr16nm379Kli6xWq/773/8qJSVF3bt314EDB7RgwQK1adOm2DlMGjdurOuuu07z58+XFFgvGY9evXrp+eef15133qmBAweqZs2aSkxM1H333SeTyaQZM2aoT58+uvHGG/XXv/5Vbdu21ZYtW/Txxx+rZs2aeuedd7xDZgIxffp07w//EydOaPv27Vq+fLmysrJ0zjnn6O233/YJoKKiojRmzBhNnDhR7du311//+ledOXNGS5YsUVZWlq688kpvD6eCTCaTRo4cqQcffFDS/+56FYgePXrov//9r2655Rbdcssteuqpp9SzZ0/Vr19fx44d05o1a/Ttt98GfTene++9V3a7XYMGDdINN9yghg0basOGDfryyy81ePBgffjhh6Xet0eLFi00YcIEPf744+rYsaP3LnmLFi1SVlaWOnbsqHXr1vk8p1evXpo4caL+8Y9/qFWrVrr22mvVrFkznTx5Ur/99puWLVum7t2768svvzzr8V9++WWNGzdOnTt31iWXXOK9hmvXrtWqVatksVj0xhtveOcgCuY9UlKLFi3Sww8/rG7duql169ZKSkrSnj179MknnygqKkoPP/xwifbTp08fzZw5UyNGjND111+vrl27ymq1KiYmRhs3btTChQuVk5Ojhx9+WE8++aTPc6OjozV27Fg99dRT6ty5swYMGKDc3FwtWrRIDRs29Hue3bp1U3x8vF555RUdPnzYO1/Q6NGjA77z4ZNPPqmffvpJb7zxhj799FNdddVVatSokQ4ePKitW7cqPT1dzzzzjC644IIS7e/dd9/VlClT1L17d7Vo0UK1a9fWr7/+qk8//VTVqlXT/fffH1D7AACViIFiDRo0yPj222+9j7///ntj0KBBxrBhw3z+GzJkiPHSSy8ZhmEYb7zxhjFo0CBj79693uf9+uuvhZYBAMqPJJ//YmJijLp16xoXXXSRcccddxgLFiwwXC6X3+cePnzYuOeee4wmTZoY1apVM5o3b2784x//MH7//XejSZMmRpMmTYo87scff2xIMi655JJSt/3FF1802rZta8TExBiSCh1v8+bNxrBhw4zk5GTDYrEYycnJxs0332xs3rw54GP16NHD5zqZzWajVq1aRps2bYzBgwcbdrvdOHnypN/n5uTkGC+++KJx/vnnG7GxsUaDBg2MYcOGGTt37jRuu+02Q5KxY8cOv8/NysoyoqKijNjYWOPQoUMBt9vj0KFDxoQJE4xu3boZderUMSwWi1G7dm2jW7duxlNPPWUcOHDAZ/vi6peWlmZIMpYsWeKzPD093bjyyiuNxMREo0aNGobVajXmzZtnLFmyxJBkpKWl+Wzvuab+2O12Q5Jht9sLrXvnnXeMTp06GdWqVTPq1atn3HzzzcbevXuNdu3aGbVq1fK7vxUrVhiDBg0yzjnnHCM6OtqoV6+e0bFjR+OBBx4wvvvuO7/P8bePxx9/3LBarcZ5551nxMTEGPHx8Ubr1q2NO+64w1i3bl2h5wT6HinuvA3jz/drjx49vI83bdpkPPDAA8bFF19s1KtXz4iJiTGaNGliDBw40EhPTy/ReeW3e/du46GHHjIuvPBCo0aNGka1atWMJk2aGLfeeqvP976C8vLyjP/7v/8zmjdvbkRHRxvnnXee8fDDDxf7WbBgwQLjsssuM6pXr+59X3neB0W9xgqef/7jv/POO8ZVV11l1K5d24iOjjYaNmxoWK1W45lnnjF27drl3XbHjh2GJOO2227zey7ffPONMXLkSKNDhw5G7dq1jdjYWKNFixbG8OHDjfXr15/tEgIAKjGTYYRgVstKbPDgwT53PXM6nZo8ebJeeumlQv9CGxsbq8TERM2ePVvz5s3zjvGW/rwt7bBhw/TEE08wVxEAVCHjxo3T+PHjNXXqVCaGLcbSpUt15ZVXatiwYXr33XfD3ZwK6/jx42rQoIE6depU5AThAAAAwWDoWYCaNm2qvLw8HTt2zDuBZ0Ft2rSRy+VSRkaGt4uxZ76A/MMZAACV24kTJ/TGG2+oTp06Gjp0aLibU6F57ox13333hbklFUNmZqYSExN9bvmem5urv//978rOztaAAQPC2DoAAFCZERT5kZ2d7XOr4YMHD2rnzp2qUaOGGjZsqO7du+u1117TrbfeqmbNmun48eNav369mjRpoosuukjt27dXs2bN9P/+3//T8OHDZRiGpk2bpg4dOoRknD4AoGL7/PPPtXbtWn366ac6cOCAXnjhBSaG9WP9+vX67LPP9P3332vBggXq16+fLr300nA3q0L46KOP9K9//Uu9e/fWeeedp6ysLC1fvly//PKLOnXqpNGjR4e7iQAAoJJi6JkfGzdu1Pjx4wst79Gjh0aNGqXc3Fz997//1bJly5SVlaWEhAS1atVKgwcPVuPGjSVJWVlZevvtt7Vu3TpVq1ZNnTt31q233qoaNWqU9+kAAMrZ8OHDNWPGDDVo0EAjRozQ008/XaoJpSu76dOnKzU1VQkJCer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FxsYqKSlJ2dnZys7O1oEDB+RyuZSbm6vY2FhdccUV+uOPP87akyoSPiNLY9KkSd732dixY886t0tFfM8V/AyT5J3DRpIaNGigjh07euub//PGM0QtlDzHNplM6tOnj7c3k0f+njA//PCDFi9e7PPZVpCnvRkZGT49X/r166cpU6b4bFcw9PXwtMFz3j///LMyMzP1448/Fvp8nzRpkhYvXqzY2FhlZ2d7/+9po7/jmEwm1a1bV9Kfnx0nTpzw+V0aHx/v816LiYnRunXr/L7u8r/XFi5c6A2EYmJitHPnTjVt2rRQDyCPhIQEDR8+XKdOnfJ5TTRu3Nh7nklJSdqyZYtOnDhR6PmeXkZjxowhGA9QRelRFFRQ9N1332nFihVau3atcnJy1KJFC11xxRWyWq2qWbNmoe2/+uorTZs2TbNmzSrtIYvldDr12muv6c4771SrVq30+eef65tvvtErr7yiWrVqlXg/kRwUTZo0SXa7XSdPniz0wvJ8ccjNzfUuM5lMio6OVm5urvLy8hQTE6O4uDj9/vvvcrlcZfoXuNlsVlJSkg4fPuz9onI2JpNJZrO50Jc0z3l06NBBu3bt8n6hKwmTySSTyeTTFdZzxwRPGn7NNddo4MCBGj9+vHbt2uX3y15UVJT3y6D05xdCzxeykrYjISFBknT8+PFSXXtPG6Kjo9WrVy9NmTJFd999t7788kufupcXi8WiOnXqqGHDhjp27JgyMjKUk5Oj+Ph4DR8+XNu3b9eXX37pvRVqfHy8zj33XI0dO1aS/HbdnzRpkt5//32dOXNGdevWVa1atZSUlKSYmBgtW7ZMv//+u7dunteJYRiqX7++GjdurC1btvh8sR0+fHiRXyjC4e6779aqVavUrVs3DRw4UK+++qp27NihM2fOqEaNGho6dKg6d+581h+TBe8+4fkyU5qhEJ7PldzcXO/rKlRK8sPY37r812nKlCnl+qXb88WvqC+jFf1HUFnP6xCpzla3/D8wli1b5vfv2aKYzWZZLBb98ccfPsuTkpI0adIkffTRR6X6nPYEGllZWVq3bl2J/y4tqaioKFWrVk3Jyclq1aqV98dFbGysDh48KLPZrFq1amnfvn06ffq0evTo4f18CNV7suDrNSkpSUePHvV+fr/66quaPn269++Ltm3ben+USCW7zfNf//pXrVmzptRthH9FfbZU9M/IQDkcDt1///06duyYz/L83ws9Q5fq1KkjSTp48KB3u/j4eNWoUUNZWVne0O/kyZOKjo5WvXr1lJSUpIMHD6pOnTqyWCzauHGjXC6XYmNjvd+DJPl8F8rNzVW7du1Uu3ZtZWZmKikpyft3f/6/wwp+nzhbj6KC5+fv+3BZstls3s+h7OxsHTlyRN26dVPz5s19gqr83+0D+T3jCWWL294Twld0ZrNZzZo104kTJ3TkyBGdOXOmVPupVq1aob+7SqJmzZrq0aOHTxAVExPjs43n9eOpkadunj8H8juqYPhdUMHfvCVV8DfmkSNH1LFjR33yyScl3kegKkVQdOONN6pu3bq6/PLL1aNHDzVs2LDY7bdt2yaHw6F77723tIcs1uOPP64WLVro9ttvl/Tni++ee+7RNddco7/97W+Fts/JyfEJhEwmk+Li4pSZmRmWH9XBmjhxYpmk+Yhcng+ZysBut3u7JIfamDFj9Nhjj4V8v4G66667ivyXnYLy/8jv27evJGnhwoU+P6jydwcu+Jdi/ucVx9/nSr9+/fTmm2+W8KyKVrC9xZ1L/nUFr9Mll1yiNWvW+N021ApeD3+vHZPJpOTkZGVkZFTIH0FpaWl6++23vV3kb7/99pDO6xCpiqub5/WY/1/W4V+/fv00cODAIt+/gcr/evXnhhtu0Ny5c32WFTUHir82eGqL0LPZbJo+fXqh5RX9MzIQkfb68TeHTMH3yMKFC/Xoo4/6hFkVXUJCgo4fPx7uZqAKueSSSzR//vwy2XdZf0ZaLJayn6PoX//6l9q1a1fi7Vu2bBnwMLCSys3N1fbt230CoaioKLVv316//PKL3+fMmzfP58tFs2bNNGnSpBJduIpoxYoV4W4CKpiMjIxwNyEkTCaT1q1bV2av8ZUrV+qcc84pk30H4ttvvy3xtp4f+evWrdPw4cMlST/99JPPGPkVK1b43MXCw3M9Pc8rjr9rvnr16pBcr4LtLe5c8q8reJ02btxY5LahVvB6FPfaSU5OLpM2BKtfv3566623vNfsuuuuqxCv/4rCX93yvx5RvNWrV6tly5Yhe096Xq9FhXTLly8vtC4vL6/QbZ6LasNPP/1Uqnbh7GJjY4v9bKmon5GBiKTXj8lk8vs9o+B7ZPjw4XrkkUfC0MLSi8R/4Edk27hxY5l/dwr3Z2RQQVEgIVFZO378uPLy8pSYmOizPDExUfv27fP7nAEDBqhfv37ex54vFZHao+jyyy/XDz/8EO5moAJJTk6uFD2KDMNQhw4d5HK5yuQ13r179wpxnS699NKAexR16NDB2/aOHTv63LLW85lQsEeR53qW5Jz9fa507do1JNerYHuLO5f86wpep3bt2vn0KCrpuZVGwevh77VT0f+1vEuXLrLb7d6he126dKkQr/9wK65untcjPYrOrmvXrsW+fwPleb16buFc0BVXXFGiHkVFtaFjx46lalcoxMXFKTo6utL2hBgwYIDfa17RPyMDEc7XT6AMw/D7PcPfe6RJkybKzMwsl3ZZLJagf3ddddVVklTi71AoPy1bttS2bdvC3YyQa9euXZl9d6ooPYpCMpn1rl279MMPP3g/UOrXr6/OnTurcePGwe66xLKysjRy5Eg9/fTTat26tXf5e++9p02bNgU0gTZzFJXPHEWeF2lFn6PIYrHo6quv1sCBAzVhwgT99ttvzFFUQoHOUVS9enU1atTIO0eRZz6zUMxRlJSUpPPOO6/SzFFU8NalHvkndvTMN+B0OhUXF6fNmzdLUoWbo6ik55KfvzmKito21CJ9jiL4V5I5ipxOp/bv3x/wHEUWi0U1a9b0frZ7npeUlKSJEyfqo48+ksPh8Pnu4W/fnr9jPPM35P+7yGKxKC8vz/t/l8ul6OhoNWrUyDuPUFFDSTz/UFbwuMHOURTq96TD4dCECRO0d+/eQnMUef6+aNu2rU6fPl3kbZ6L2q+ntuvWrdOxY8d05swZxcTEyDAMVatWTUOHDvVOPpv/NtKeAMsTInbq1Mnvtc4/fLrgbbY9nylNmzbVOeec4/fz+/Tp097/e9pZp04dXXHFFYXW5a9Rdna24uLi1L59e599F/wc80zE7JnM+uTJk6pRo4a37vkny/3oo4+0bNkyRUVFKTExUfXr1/dO1OuZS6e4yZwr22dk/telR8HvifnnKPLMQfT777/rjz/+UI0aNVStWjW/cxTVr19f9evX917XkydP+vzoTkpK8k794W+Oojp16ujgwYPFzlFU1G3u8ysYknvmg8nNzS30XTcmJsY7+Xl2draOHz/uN2Q3mUy6+OKL9cknn/idJ8wzN5M/TZo0UXR0tHeOovyfOxMmTNDu3bu91zz/75mi5iDyfG56Pls9E7t7JnLPzs7WqVOnvPss6Xdqz+8T6X+vAUne3z35J6rP/zsk//ELftddt26dsrOzdeLECf3xxx+KiopSTEyMzpw543OuFotFTZs21YkTJ3T8+HG5XK5Cr8uizqNfv37auHGjDh06pLi4uEJ1iIqKUmxsrHJycryvAbPZrF69eklSoddcecwDxxxFJVcucxTl5OTozTff1PLly//cWYE33+WXX66RI0f63H2hrOTm5mrYsGF68MEH1bVrV+/y1157TadOnQqoC2UkB0XlpbL9JV8VULPIRN0iDzWLTMHWLS0tTXa73Ts8zfPDqCwnCw80jHE4HH4D+EhVUd5r/upQ1LUuz1C7oqoodYtUZf0ayv9Zlv+3XVRUlDp16qTRo0cXOm7+27sX7M03ZswYnT59Wr/99pv3zoJms1kjRozwmR8vNTVVixYt8gkdCvYitNlsIfnsCuSmDgW39cz/mD8c/umnn7ztLnhe4VTce80z/1v+0MTf9fUXHHquV0mvY/7XVFRUlM4991zvxO75A6WC4XhV/ZysKEFRUAnOzJkztXz5ctlsNl1zzTVq0KCBTCaTMjIy9MUXX2jRokWqUaNGmc0VkZ/FYlHz5s21YcMGb1CUl5enDRs26Oqrry7z4wMAgKrLarVq6tSp3i/Mffr0KfMwxmazBbT/QLdHyfi7rkVda2qAYJX1a6jgZ5n0v9AnLS1NXbp00cKFC33ulnbq1CnvNgXnBzt9+rTGjRsnh8Mhh8Ph3S4uLk5paWnefQwdOtRn/dChQzV06NCzhtulucOizWaT3W4vUeCWnp7uM+fa6dOnfZ4ryScs8Syr6Dx19oR7nTp18nuNPdfKXx1Keh0LvqbGjx/P52MECKpH0e23367OnTvrvvvu87v+3//+t3788UdNmzat1A0MhNPp1H/+8x/deeedatmypb744gutWrVKL7/8cqG5i4pDj6Kz41+DIg81i0zULfJQs8gUirrRW6R88V6LTNSt4vM3xFKSRo0apaysrEK9SCTfsESS314m+XuMTJ48udA2BY97tgAokJ5BwVyLsx2jon72F/deczgceuWVV7Rv3z5lZmaG5BoWF9pV1GtUEVWUHkVBBUW33Xabbr755mLfvO+//77fW2OWlS+//FLz58/X0aNH1bRpU6WmpqpVq1YB7YOg6Oz4Sz7yULPIRN0iDzWLTNQt8lCzyETdIkvBoMRms/kdQlYw5CkuFMg/FMnfcK2SBkD+hqs1btw4oN5FJb0GkRhymEwmfffdd/rss8/OOg+VpELXUDp7WOdRHqFdVVFRgqKghp517NhRP/74Y5Evgh9//FEdOnQI5hABu/rqqxlqBgAAAABBKjj0SvrfsDLPUCt/PUmKCwkKDkUquI+Cx3Q6nX57qOSfw8jlcnmHrk2dOjWkQUWkDolauHChN7x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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
diff --git a/ipynb_counts.csv b/ipynb_counts.csv
index 083c83b..dc2d63a 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2044,3 +2044,4 @@ date,hits
 2023-10-07,1684
 2023-10-08,1676
 2023-10-09,1684
+2023-10-10,4976