From 5173a8f91dfa10d8bac9f073c0af17b4853eadba Mon Sep 17 00:00:00 2001 From: ILRodionov Date: Tue, 17 Sep 2024 19:27:25 +0400 Subject: [PATCH] 1 lab done --- lab_1/lab1.ipynb | 220 +++++++++++++++++++++++++++++++++++++++++ lab_1/launch.png | Bin 0 -> 67656 bytes lab_1/requirements.txt | Bin 0 -> 1392 bytes 3 files changed, 220 insertions(+) create mode 100644 lab_1/lab1.ipynb create mode 100644 lab_1/launch.png create mode 100644 lab_1/requirements.txt diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..4712899 --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,220 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной работы\n", + "\n", + "Выгрузка данных из csv-файла в датафрейм:" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n", + " 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n", + " 'smoking_status', 'stroke'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv(\"..//..//static//csv//healthcare-dataset-stroke-data.csv\")\n", + "\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №1 (Круговая)\n", + "\n", + "Данная круговая диаграмма отображает распределение людей, перенесших инсульт, по их месту жительства. Это позволяет сделать вывод о том, что место, где живет человек, оказывает определенное влияние на вероятность инсульта. Так, у людей проживающих в сельской местности такая вероятность меньше, чем у жителей города." + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Распределение людей с инсультом по месту жительства')" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stroke_df = df[df['stroke'] == 1]\n", + "\n", + "residence_type_counts = stroke_df['Residence_type'].value_counts()\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(residence_type_counts, labels=residence_type_counts.index, autopct='%1.1f%%', startangle=140, colors=plt.cm.Paired.colors)\n", + "plt.title('Распределение людей с инсультом по месту жительства')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №2 (Столбчатая диаграмма)\n", + "\n", + "Данная столбчатая диаграмма построена на срезе данных, который содержит первых 100 пациентов с инсультом, и отображает их распределение по возрастным группам, включая разбивку по полу. Видно, что вероятность инсульта значительно увеличивается с возрастом, особенно начиная с 51 года, причём в группе 51-65 лет риск инсульта выше у мужчин, а в группе 66+ — у женщин. В более раннем возрасте инсульт одинаково опасен для представителей обоих полов." + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Ilya\\AppData\\Local\\Temp\\ipykernel_22732\\92582056.py:5: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " stroke_by_age_and_gender = stroke_patients.groupby(['age_group', 'gender']).size().unstack()\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['age_group'] = pd.cut(df['age'], bins=[0, 18, 35, 50, 65, 100], labels=['0-18', '19-35', '36-50', '51-65', '66+'])\n", + "\n", + "stroke_patients = df[df['stroke'] == 1].head(100)\n", + "\n", + "stroke_by_age_and_gender = stroke_patients.groupby(['age_group', 'gender']).size().unstack()\n", + "\n", + "plot = stroke_by_age_and_gender.plot(kind='bar', stacked=False, figsize=(10, 6), color=[\"pink\", \"blue\"])\n", + "plot.set_title('Распределение инсультов по возрастным группам с разбивкой по полу (первые 100 пациентов)')\n", + "plot.set_xlabel('Возрастная группа')\n", + "plot.set_ylabel('Количество человек')\n", + "plt.legend([\"Female\", \"Male\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №3 (Линейный график)\n", + "\n", + "Данная диаграмма отображает средний уровень глюкозы в различных возрастных группах для людей, у которых был инсульт и у которых его не было. Из нее можно сделать вывод о том, что уровень глюкозы у людей с инсультом отличается от уровня здоровых людей (понижен в молодости, при этом в более зрелом возрасте повышен)." + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stroke_patients = df[df['stroke'] == 1].copy() \n", + "no_stroke_patients = df[df['stroke'] == 0].copy() \n", + "\n", + "age_bins = range(0, 101, 10) \n", + "\n", + "stroke_patients['age_group'] = pd.cut(stroke_patients['age'], bins=age_bins)\n", + "mean_glucose_stroke = stroke_patients.groupby('age_group', observed=False)['avg_glucose_level'].mean()\n", + "\n", + "no_stroke_patients['age_group'] = pd.cut(no_stroke_patients['age'], bins=age_bins)\n", + "mean_glucose_no_stroke = no_stroke_patients.groupby('age_group', observed=False)['avg_glucose_level'].mean()\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "plt.plot(mean_glucose_stroke.index.astype(str), mean_glucose_stroke, marker='o', label='С инсультом')\n", + "plt.plot(mean_glucose_no_stroke.index.astype(str), mean_glucose_no_stroke, marker='o', label='Без инсульта')\n", + "plt.xlabel('Возрастная группа')\n", + "plt.ylabel('Средний уровень глюкозы')\n", + "plt.title('Средний уровень глюкозы для людей с инсультом и без него')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/launch.png b/lab_1/launch.png new file mode 100644 index 0000000000000000000000000000000000000000..ea4c9bb2c92cb8765bd725ba2e82f1995eab2d16 GIT binary patch literal 67656 zcmeEuXEdB&->x+NiIxx%(ITR^gdjQ*1kqdcMDM*DB@q!sixzcsQHL3fE{QsN?=BM-ZHJXi0jhxl=bo|~w3Wp2vIsua4~ROWcQl=ObG0D_UVnkmzByr$+B 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