diff --git a/AIM-PIbd-31-Borovkov-M-V/.idea/.gitignore b/AIM-PIbd-31-Borovkov-M-V/.idea/.gitignore deleted file mode 100644 index 13566b8..0000000 --- a/AIM-PIbd-31-Borovkov-M-V/.idea/.gitignore +++ /dev/null @@ -1,8 +0,0 @@ -# Default ignored files -/shelf/ -/workspace.xml -# Editor-based HTTP Client requests -/httpRequests/ -# Datasource local storage ignored files -/dataSources/ -/dataSources.local.xml diff --git a/Lab_1/lab1.ipynb b/Lab_1/lab1.ipynb new file mode 100644 index 0000000..a5eb33b --- /dev/null +++ b/Lab_1/lab1.ipynb @@ -0,0 +1,245 @@ +{ + "cells": [ + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\"../data/healthcare-dataset-stroke-data.csv\", index_col=\"id\")\n", + "\n", + "data = df.copy()\n", + "hypertension_df = data[data[\"hypertension\"] == 1]\n", + "heart_disease_df = data[data[\"heart_disease\"] == 1]\n", + "\n", + "hypertension_df.groupby([\"gender\"]).size().plot(kind='pie', y='gender', autopct='%1.0f%%')" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-28T06:49:17.996264Z", + "start_time": "2024-09-28T06:49:17.946931Z" + } + }, + "id": "initial_id", + "execution_count": 48 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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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": { + "end_time": "2024-09-28T06:49:18.038622Z", + "start_time": "2024-09-28T06:49:17.997275Z" + } + }, + "id": "6d10c55e8a214f5d", + "execution_count": 49 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hypertension_df.plot.hist(column=[\"age\"], bins=80)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-28T06:49:18.207653Z", + "start_time": "2024-09-28T06:49:18.039630Z" + } + }, + "id": "23f1ef88fb0e184d", + "execution_count": 50 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "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": { + "end_time": "2024-09-28T06:49:18.383776Z", + "start_time": "2024-09-28T06:49:18.208665Z" + } + }, + "id": "88e4c6923d602999", + "execution_count": 51 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "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": { + "end_time": "2024-09-28T06:49:18.440399Z", + "start_time": "2024-09-28T06:49:18.384782Z" + } + }, + "id": "d420467eca90d9e3", + "execution_count": 52 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" 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