diff --git a/estimate.ipynb b/estimate.ipynb
index 38f1feb..4b3edc4 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:03.935807Z",
-     "iopub.status.busy": "2024-01-04T05:08:03.935606Z",
-     "iopub.status.idle": "2024-01-04T05:08:03.945158Z",
-     "shell.execute_reply": "2024-01-04T05:08:03.944523Z"
+     "iopub.execute_input": "2024-01-05T05:07:57.592915Z",
+     "iopub.status.busy": "2024-01-05T05:07:57.592451Z",
+     "iopub.status.idle": "2024-01-05T05:07:57.602281Z",
+     "shell.execute_reply": "2024-01-05T05:07:57.601693Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:03.982767Z",
-     "iopub.status.busy": "2024-01-04T05:08:03.982326Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.354058Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.353398Z"
+     "iopub.execute_input": "2024-01-05T05:07:57.636920Z",
+     "iopub.status.busy": "2024-01-05T05:07:57.636733Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.201412Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.200716Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.357049Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.356572Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.668750Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.668099Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.204326Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.203831Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.414890Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.414246Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.671713Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.671279Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.674700Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.674101Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.417482Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.417278Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.420421Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.419840Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.677081Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.676703Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.680249Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.679548Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.422548Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.422349Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.426033Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.425456Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2024-01-04 05:08:06.677779 UTC\n"
+      "This notebook was last rendered at 2024-01-05 05:07:58.423210 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.682720Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.682303Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.692234Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.691727Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.428287Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.427946Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.437372Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.436776Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.694459Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.694255Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.701056Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.700459Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.439817Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.439452Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.445911Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.445382Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2024-01-02</th>\n",
-       "      <td>1060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2024-01-03</th>\n",
        "      <td>1092</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2024-01-04</th>\n",
        "      <td>932</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-05</th>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2024-01-02  1060\n",
        "2024-01-03  1092\n",
-       "2024-01-04   932"
+       "2024-01-04   932\n",
+       "2024-01-05  1080"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.703652Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.703274Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.706850Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.706289Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.448247Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.447915Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.451275Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.450672Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.709195Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.708816Z",
-     "iopub.status.idle": "2024-01-04T05:08:06.712314Z",
-     "shell.execute_reply": "2024-01-04T05:08:06.711778Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.453484Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.453155Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.456469Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.455871Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:06.714768Z",
-     "iopub.status.busy": "2024-01-04T05:08:06.714392Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.003029Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.002202Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.458880Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.458445Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.738799Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.738158Z"
     }
    },
    "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": "2024-01-04T05:08:07.005972Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.005533Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.011723Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.011032Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.741405Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.741041Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.746461Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.745898Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64916.0\n",
+       "hits   -64768.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:07.014173Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.013979Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.019035Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.018356Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.748820Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.748493Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.753247Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.752702Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.222979\n",
+       "hits   -19.173475\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:07.021564Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.021083Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.024812Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.024210Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.755757Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.755316Z",
+     "iopub.status.idle": "2024-01-05T05:07:58.758629Z",
+     "shell.execute_reply": "2024-01-05T05:07:58.758087Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:07.027156Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.026779Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.324953Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.324220Z"
+     "iopub.execute_input": "2024-01-05T05:07:58.761132Z",
+     "iopub.status.busy": "2024-01-05T05:07:58.760555Z",
+     "iopub.status.idle": "2024-01-05T05:07:59.083624Z",
+     "shell.execute_reply": "2024-01-05T05:07:59.083004Z"
     }
    },
    "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": "2024-01-04T05:08:07.327611Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.327397Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.335030Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.334437Z"
+     "iopub.execute_input": "2024-01-05T05:07:59.086072Z",
+     "iopub.status.busy": "2024-01-05T05:07:59.085713Z",
+     "iopub.status.idle": "2024-01-05T05:07:59.092215Z",
+     "shell.execute_reply": "2024-01-05T05:07:59.091587Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3295\n",
+       "False    3296\n",
        "True       82\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:07.337475Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.337074Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.341061Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.340498Z"
+     "iopub.execute_input": "2024-01-05T05:07:59.094469Z",
+     "iopub.status.busy": "2024-01-05T05:07:59.094247Z",
+     "iopub.status.idle": "2024-01-05T05:07:59.098095Z",
+     "shell.execute_reply": "2024-01-05T05:07:59.097558Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-04T05:08:07.343299Z",
-     "iopub.status.busy": "2024-01-04T05:08:07.343101Z",
-     "iopub.status.idle": "2024-01-04T05:08:07.601763Z",
-     "shell.execute_reply": "2024-01-04T05:08:07.601031Z"
+     "iopub.execute_input": "2024-01-05T05:07:59.100380Z",
+     "iopub.status.busy": "2024-01-05T05:07:59.100001Z",
+     "iopub.status.idle": "2024-01-05T05:07:59.349499Z",
+     "shell.execute_reply": "2024-01-05T05:07:59.348879Z"
     }
    },
    "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 7e96ad4..a9c9394 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2131,3 +2131,4 @@ date,hits
 2024-01-02,1060
 2024-01-03,1092
 2024-01-04,932
+2024-01-05,1080