diff --git a/estimate.ipynb b/estimate.ipynb
index 987581a..bce134b 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:51.908804Z",
- "iopub.status.busy": "2024-02-25T05:07:51.908417Z",
- "iopub.status.idle": "2024-02-25T05:07:51.918213Z",
- "shell.execute_reply": "2024-02-25T05:07:51.917620Z"
+ "iopub.execute_input": "2024-02-26T05:07:56.444448Z",
+ "iopub.status.busy": "2024-02-26T05:07:56.443900Z",
+ "iopub.status.idle": "2024-02-26T05:07:56.454514Z",
+ "shell.execute_reply": "2024-02-26T05:07:56.453866Z"
}
},
"outputs": [
@@ -73,10 +73,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:51.953625Z",
- "iopub.status.busy": "2024-02-25T05:07:51.953255Z",
- "iopub.status.idle": "2024-02-25T05:07:53.369215Z",
- "shell.execute_reply": "2024-02-25T05:07:53.368606Z"
+ "iopub.execute_input": "2024-02-26T05:07:56.490032Z",
+ "iopub.status.busy": "2024-02-26T05:07:56.489650Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.105579Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.104962Z"
},
"urth": {
"dashboard": {}
@@ -92,10 +92,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.371894Z",
- "iopub.status.busy": "2024-02-25T05:07:53.371600Z",
- "iopub.status.idle": "2024-02-25T05:07:53.722713Z",
- "shell.execute_reply": "2024-02-25T05:07:53.722112Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.108397Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.107949Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.327060Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.326462Z"
},
"urth": {
"dashboard": {}
@@ -116,10 +116,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.725424Z",
- "iopub.status.busy": "2024-02-25T05:07:53.725155Z",
- "iopub.status.idle": "2024-02-25T05:07:53.728461Z",
- "shell.execute_reply": "2024-02-25T05:07:53.727928Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.330043Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.329587Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.332934Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.332288Z"
},
"urth": {
"dashboard": {}
@@ -136,10 +136,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.730851Z",
- "iopub.status.busy": "2024-02-25T05:07:53.730483Z",
- "iopub.status.idle": "2024-02-25T05:07:53.733865Z",
- "shell.execute_reply": "2024-02-25T05:07:53.733252Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.335229Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.334883Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.338371Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.337750Z"
}
},
"outputs": [
@@ -147,7 +147,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "This notebook was last rendered at 2024-02-25 05:07:53.731500 UTC\n"
+ "This notebook was last rendered at 2024-02-26 05:07:57.335889 UTC\n"
]
}
],
@@ -174,10 +174,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.736076Z",
- "iopub.status.busy": "2024-02-25T05:07:53.735877Z",
- "iopub.status.idle": "2024-02-25T05:07:53.745494Z",
- "shell.execute_reply": "2024-02-25T05:07:53.745004Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.340588Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.340388Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.349866Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.349380Z"
},
"urth": {
"dashboard": {}
@@ -197,10 +197,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.747625Z",
- "iopub.status.busy": "2024-02-25T05:07:53.747435Z",
- "iopub.status.idle": "2024-02-25T05:07:53.753674Z",
- "shell.execute_reply": "2024-02-25T05:07:53.753130Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.351949Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.351757Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.357949Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.357433Z"
},
"urth": {
"dashboard": {
@@ -239,10 +239,6 @@
" \n",
"
\n",
" \n",
- " 2024-02-23 | \n",
- " 1104 | \n",
- "
\n",
- " \n",
" 2024-02-24 | \n",
" 948 | \n",
"
\n",
@@ -250,6 +246,10 @@
" 2024-02-25 | \n",
" 888 | \n",
" \n",
+ " \n",
+ " 2024-02-26 | \n",
+ " 948 | \n",
+ "
\n",
" \n",
"\n",
""
@@ -257,9 +257,9 @@
"text/plain": [
" hits\n",
"date \n",
- "2024-02-23 1104\n",
"2024-02-24 948\n",
- "2024-02-25 888"
+ "2024-02-25 888\n",
+ "2024-02-26 948"
]
},
"execution_count": 7,
@@ -289,10 +289,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.755960Z",
- "iopub.status.busy": "2024-02-25T05:07:53.755595Z",
- "iopub.status.idle": "2024-02-25T05:07:53.758981Z",
- "shell.execute_reply": "2024-02-25T05:07:53.758449Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.360248Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.359895Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.363163Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.362602Z"
},
"urth": {
"dashboard": {}
@@ -308,10 +308,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.761339Z",
- "iopub.status.busy": "2024-02-25T05:07:53.760970Z",
- "iopub.status.idle": "2024-02-25T05:07:53.764315Z",
- "shell.execute_reply": "2024-02-25T05:07:53.763795Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.365266Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.365074Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.368409Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.367906Z"
},
"urth": {
"dashboard": {}
@@ -340,16 +340,16 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-02-25T05:07:53.766646Z",
- "iopub.status.busy": "2024-02-25T05:07:53.766275Z",
- "iopub.status.idle": "2024-02-25T05:07:54.046941Z",
- "shell.execute_reply": "2024-02-25T05:07:54.046246Z"
+ "iopub.execute_input": "2024-02-26T05:07:57.370686Z",
+ "iopub.status.busy": "2024-02-26T05:07:57.370494Z",
+ "iopub.status.idle": "2024-02-26T05:07:57.653672Z",
+ "shell.execute_reply": "2024-02-26T05:07:57.653004Z"
}
},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
"