2024-09-28 10:58:24 +04:00
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{
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"cells": [
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{
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"cell_type": "code",
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"outputs": [
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{
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"data": {
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"text/plain": "<Axes: >"
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},
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2024-09-28 12:04:10 +04:00
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"execution_count": 78,
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2024-09-28 10:58:24 +04:00
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"text/plain": "<Figure size 640x480 with 1 Axes>",
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data"
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|
}
|
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|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"import pandas as pd\n",
|
|
|
|
|
"\n",
|
|
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|
|
"df = pd.read_csv(\"../data/healthcare-dataset-stroke-data.csv\", index_col=\"id\")\n",
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|
"\n",
|
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|
|
"data = df.copy()\n",
|
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|
|
"hypertension_df = data[data[\"hypertension\"] == 1]\n",
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|
|
"heart_disease_df = data[data[\"heart_disease\"] == 1]\n",
|
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|
"\n",
|
|
|
|
|
"hypertension_df.groupby([\"gender\"]).size().plot(kind='pie', y='gender', autopct='%1.0f%%')"
|
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|
|
],
|
|
|
|
|
"metadata": {
|
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|
"collapsed": false,
|
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"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:44.536584Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:44.483168Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "initial_id",
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 78
|
2024-09-28 10:58:24 +04:00
|
|
|
},
|
|
|
|
|
{
|
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|
"cell_type": "code",
|
|
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|
|
"outputs": [
|
|
|
|
|
{
|
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|
|
|
"data": {
|
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|
|
|
"text/plain": "<Axes: >"
|
|
|
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|
},
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 79,
|
2024-09-28 10:58:24 +04:00
|
|
|
"metadata": {},
|
|
|
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"output_type": "execute_result"
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},
|
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{
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"data": {
|
|
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|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
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"image/png": "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
|
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},
|
|
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|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"heart_disease_df.groupby([\"gender\"]).size().plot(kind='pie', y='gender', autopct='%1.0f%%')"
|
|
|
|
|
],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:44.580550Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:44.537590Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "6d10c55e8a214f5d",
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 79
|
2024-09-28 10:58:24 +04:00
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "<Axes: ylabel='Frequency'>"
|
|
|
|
|
},
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 80,
|
2024-09-28 10:58:24 +04:00
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
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},
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{
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"data": {
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},
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"metadata": {},
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"output_type": "display_data"
|
|
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|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"hypertension_df.plot.hist(column=[\"age\"], bins=80)"
|
|
|
|
|
],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:44.758435Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:44.580550Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "23f1ef88fb0e184d",
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 80
|
2024-09-28 10:58:24 +04:00
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "<Axes: ylabel='Frequency'>"
|
|
|
|
|
},
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 81,
|
2024-09-28 10:58:24 +04:00
|
|
|
"metadata": {},
|
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|
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|
"output_type": "execute_result"
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},
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{
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"data": {
|
|
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"text/plain": "<Figure size 640x480 with 1 Axes>",
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"image/png": "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
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"heart_disease_df.plot.hist(column=[\"age\"], bins=80)"
|
|
|
|
|
],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:44.934038Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:44.760451Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "88e4c6923d602999",
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 81
|
2024-09-28 10:58:24 +04:00
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "<Axes: >"
|
|
|
|
|
},
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 82,
|
2024-09-28 10:58:24 +04:00
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
|
|
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},
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"metadata": {},
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"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"heart_disease_df.groupby([\"work_type\"]).size().plot(kind='pie', y='work_type', autopct='%1.2f%%')"
|
|
|
|
|
],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:44.990835Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:44.935044Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "d420467eca90d9e3",
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 82
|
2024-09-28 10:58:24 +04:00
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "<Axes: >"
|
|
|
|
|
},
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 83,
|
2024-09-28 10:58:24 +04:00
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
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|
|
},
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{
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"data": {
|
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"text/plain": "<Figure size 640x480 with 1 Axes>",
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"image/png": "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
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"hypertension_df.groupby([\"work_type\"]).size().plot(kind='pie', y='work_type', autopct='%1.2f%%')"
|
|
|
|
|
],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:45.044028Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:44.991842Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "2e3a4b8565a1290",
|
2024-09-28 12:04:10 +04:00
|
|
|
"execution_count": 83
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "[<matplotlib.lines.Line2D at 0x18576a5a450>,\n <matplotlib.lines.Line2D at 0x18576be13a0>]"
|
|
|
|
|
},
|
|
|
|
|
"execution_count": 84,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": "<Figure size 640x480 with 1 Axes>",
|
|
|
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},
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"metadata": {},
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"output_type": "display_data"
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|
|
}
|
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|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"df = data[['age', 'hypertension', 'heart_disease']].groupby(['age']).agg(\n",
|
|
|
|
|
" hypertension=pd.NamedAgg(column=\"hypertension\", aggfunc=\"sum\"),\n",
|
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|
|
" heart_disease=pd.NamedAgg(column=\"heart_disease\", aggfunc=\"sum\")\n",
|
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|
")\n",
|
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|
|
|
"plt.plot(df)"
|
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|
|
],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
|
|
|
|
"end_time": "2024-09-28T08:02:45.130251Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:45.044028Z"
|
|
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "2ede225d97b8970d",
|
|
|
|
|
"execution_count": 84
|
2024-09-28 10:58:24 +04:00
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
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|
|
|
"outputs": [],
|
|
|
|
|
"source": [],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
2024-09-28 12:04:10 +04:00
|
|
|
"end_time": "2024-09-28T08:02:45.133361Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:45.131602Z"
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
|
|
|
|
},
|
2024-09-28 12:04:10 +04:00
|
|
|
"id": "4cd54caa8307810e",
|
|
|
|
|
"execution_count": 84
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [],
|
|
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false,
|
|
|
|
|
"ExecuteTime": {
|
|
|
|
|
"end_time": "2024-09-28T08:02:45.136290Z",
|
|
|
|
|
"start_time": "2024-09-28T08:02:45.134368Z"
|
|
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"id": "1f11f16909c94",
|
|
|
|
|
"execution_count": 84
|
2024-09-28 10:58:24 +04:00
|
|
|
}
|
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|
|
],
|
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
|
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|
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"name": "ipython",
|
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"version": 2
|
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|
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},
|
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"file_extension": ".py",
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"mimetype": "text/x-python",
|
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"name": "python",
|
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython2",
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"version": "2.7.6"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
|
