diff --git a/estimate.ipynb b/estimate.ipynb
index 20a0b0b..b0d7f2d 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:52.024103Z",
-     "iopub.status.busy": "2023-09-14T05:07:52.023842Z",
-     "iopub.status.idle": "2023-09-14T05:07:52.035908Z",
-     "shell.execute_reply": "2023-09-14T05:07:52.035221Z"
+     "iopub.execute_input": "2023-09-15T05:07:51.155998Z",
+     "iopub.status.busy": "2023-09-15T05:07:51.155504Z",
+     "iopub.status.idle": "2023-09-15T05:07:51.169456Z",
+     "shell.execute_reply": "2023-09-15T05:07:51.168901Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:52.079704Z",
-     "iopub.status.busy": "2023-09-14T05:07:52.079131Z",
-     "iopub.status.idle": "2023-09-14T05:07:52.809339Z",
-     "shell.execute_reply": "2023-09-14T05:07:52.808606Z"
+     "iopub.execute_input": "2023-09-15T05:07:51.210883Z",
+     "iopub.status.busy": "2023-09-15T05:07:51.210385Z",
+     "iopub.status.idle": "2023-09-15T05:07:51.922713Z",
+     "shell.execute_reply": "2023-09-15T05:07:51.921989Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:52.812887Z",
-     "iopub.status.busy": "2023-09-14T05:07:52.812438Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.072717Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.071995Z"
+     "iopub.execute_input": "2023-09-15T05:07:51.926731Z",
+     "iopub.status.busy": "2023-09-15T05:07:51.926073Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.189278Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.188005Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.076452Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.076066Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.079808Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.079116Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.192779Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.192541Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.196993Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.196349Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.083094Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.082656Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.086498Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.085843Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.199838Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.199614Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.203109Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.202568Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2023-09-14 05:07:53.083934 UTC\n"
+      "This notebook was last rendered at 2023-09-15 05:07:52.200685 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.090288Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.089878Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.101909Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.101295Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.206048Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.205622Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.218123Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.217516Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.104716Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.104296Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.111669Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.110994Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.221061Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.220518Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.230193Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.229604Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2023-09-12</th>\n",
-       "      <td>1360</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2023-09-13</th>\n",
        "      <td>1136</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2023-09-14</th>\n",
        "      <td>1104</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-09-15</th>\n",
+       "      <td>1292</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2023-09-12  1360\n",
        "2023-09-13  1136\n",
-       "2023-09-14  1104"
+       "2023-09-14  1104\n",
+       "2023-09-15  1292"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.114742Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.114307Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.118086Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.117421Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.233163Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.232747Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.237763Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.236781Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.120909Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.120499Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.124237Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.123563Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.240589Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.240178Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.244951Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.244359Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.127010Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.126644Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.451826Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.450976Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.247840Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.247434Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.558948Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.558266Z"
     }
    },
    "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": "2023-09-14T05:07:53.455529Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.455099Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.463447Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.462829Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.562127Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.561687Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.569399Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.568720Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64744.0\n",
+       "hits   -64556.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.467503Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.466226Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.473833Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.473227Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.572471Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.572040Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.577761Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.577104Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.829709\n",
+       "hits   -19.766075\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.476974Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.476610Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.481657Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.481028Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.580683Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.580253Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.583860Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.583184Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.484922Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.484442Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.856132Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.855348Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.586744Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.586319Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.948019Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.947283Z"
     }
    },
    "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": "2023-09-14T05:07:53.859989Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.859573Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.869468Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.868846Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.951710Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.951159Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.960241Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.959626Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3187\n",
+       "False    3188\n",
        "True       78\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.872610Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.872265Z",
-     "iopub.status.idle": "2023-09-14T05:07:53.877675Z",
-     "shell.execute_reply": "2023-09-14T05:07:53.876942Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.963351Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.962825Z",
+     "iopub.status.idle": "2023-09-15T05:07:52.968108Z",
+     "shell.execute_reply": "2023-09-15T05:07:52.967444Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-14T05:07:53.880418Z",
-     "iopub.status.busy": "2023-09-14T05:07:53.880199Z",
-     "iopub.status.idle": "2023-09-14T05:07:54.168145Z",
-     "shell.execute_reply": "2023-09-14T05:07:54.167353Z"
+     "iopub.execute_input": "2023-09-15T05:07:52.971158Z",
+     "iopub.status.busy": "2023-09-15T05:07:52.970600Z",
+     "iopub.status.idle": "2023-09-15T05:07:53.251205Z",
+     "shell.execute_reply": "2023-09-15T05:07:53.250538Z"
     }
    },
    "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 cbff66e..6abe14b 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2019,3 +2019,4 @@ date,hits
 2023-09-12,1360
 2023-09-13,1136
 2023-09-14,1104
+2023-09-15,1292