diff --git a/Lab_1/Screenshot_2.png b/Lab_1/Screenshot_2.png new file mode 100644 index 0000000..71fd86a Binary files /dev/null and b/Lab_1/Screenshot_2.png differ diff --git a/Lab_1/lab1.ipynb b/Lab_1/lab1.ipynb new file mode 100644 index 0000000..94e16d3 --- /dev/null +++ b/Lab_1/lab1.ipynb @@ -0,0 +1,296 @@ +{ + "cells": [ + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 78, + "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": "2024-09-28T08:02:44.536584Z", + "start_time": "2024-09-28T08:02:44.483168Z" + } + }, + "id": "initial_id", + "execution_count": 78 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 79, + "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": "2024-09-28T08:02:44.580550Z", + "start_time": "2024-09-28T08:02:44.537590Z" + } + }, + "id": "6d10c55e8a214f5d", + "execution_count": 79 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hypertension_df.plot.hist(column=[\"age\"], bins=80)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-28T08:02:44.758435Z", + "start_time": "2024-09-28T08:02:44.580550Z" + } + }, + "id": "23f1ef88fb0e184d", + "execution_count": 80 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 81, + "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": "2024-09-28T08:02:44.934038Z", + "start_time": "2024-09-28T08:02:44.760451Z" + } + }, + "id": "88e4c6923d602999", + "execution_count": 81 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 82, + "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": "2024-09-28T08:02:44.990835Z", + "start_time": "2024-09-28T08:02:44.935044Z" + } + }, + "id": "d420467eca90d9e3", + "execution_count": 82 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "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": { + "end_time": "2024-09-28T08:02:45.044028Z", + "start_time": "2024-09-28T08:02:44.991842Z" + } + }, + "id": "2e3a4b8565a1290", + "execution_count": 83 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "[,\n ]" + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = data[['age', 'hypertension', 'heart_disease']].groupby(['age']).agg(\n", + " hypertension=pd.NamedAgg(column=\"hypertension\", aggfunc=\"sum\"),\n", + " heart_disease=pd.NamedAgg(column=\"heart_disease\", aggfunc=\"sum\")\n", + ")\n", + "plt.plot(df)" + ], + "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 + }, + { + "cell_type": "code", + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-28T08:02:45.133361Z", + "start_time": "2024-09-28T08:02:45.131602Z" + } + }, + "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 + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}