From 904ab51ff4f17df6569d25427f05e359052abb4c Mon Sep 17 00:00:00 2001 From: Stepan Date: Sat, 14 Sep 2024 00:17:30 +0400 Subject: [PATCH] =?UTF-8?q?=D0=A1=D0=B4=D0=B5=D0=BB=D0=B0=D0=BB=201=20?= =?UTF-8?q?=D0=BB=D0=B0=D0=B1=D1=83?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .gitignore | 2 + lab_1/lab1.ipynb | 180 ++++ ...мок экрана 2024-09-13 232015.png | Bin 0 -> 176511 bytes static/csv/diabetes.csv | 769 ++++++++++++++++++ 4 files changed, 951 insertions(+) create mode 100644 lab_1/lab1.ipynb create mode 100644 lab_1/Снимок экрана 2024-09-13 232015.png create mode 100644 static/csv/diabetes.csv diff --git a/.gitignore b/.gitignore index 08ac6ec..0cc5604 100644 --- a/.gitignore +++ b/.gitignore @@ -26,3 +26,5 @@ ipython_config.py # Built Visual Studio Code Extensions *.vsix +/aimenv + diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..48869c9 --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,180 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной\n", + "\n", + "Выгрузка данных из csv файла в датафрейм" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',\n", + " 'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df = pd.read_csv(\"C:/Users/TIGR228/Desktop/МИИ/Lab1/AIM-PIbd-31-Afanasev-S-S/static/csv/diabetes.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Группируем данные по возрасту и вычисляем среднее значение глюкозы для каждой возрастной группы\n", + "average_glucose_by_age = df.groupby('Age')['Glucose'].mean()\n", + "# Постройте гистограмму для среднего значения глюкозы относительно возраста\n", + "plt.figure(figsize=(10, 6))\n", + "average_glucose_by_age.plot(kind='bar', edgecolor='black')\n", + "plt.title('Среднее количество глюкозы относительно возраста')\n", + "plt.xlabel('Возраст')\n", + "plt.ylabel('Среднее количество глюкозы')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данная диаграмма отображает среднее количество глюкозы для каждой возрастной группы, что позволяет сделать вывод о том, как уровень глюкозы изменяется с возрастом." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Постройте диаграмму рассеяния для столбцов \"Age\" и \"Pregnancies\"\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df['Age'], df['Pregnancies'], alpha=0.5)\n", + "plt.title('Количество беременностей относительно возраста')\n", + "plt.xlabel('Возраст')\n", + "plt.ylabel('Количество беременностей')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данная диаграмма отображает количество беременностей относительно возраста, что позволяет сделать вывод о том, как частота беременностей изменяется с возрастом." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subset_df = df.iloc[0:30]\n", + "# Группируем данные по возрасту и вычисляем среднее значение инсулина и глюкозы для каждой возрастной группы\n", + "insulin = subset_df.groupby('Age')['Insulin'].mean()\n", + "glucose = subset_df.groupby('Age')['Glucose'].mean()\n", + "\n", + "# Создаем DataFrame для средних значений\n", + "average_df = pd.DataFrame({\n", + " 'Insulin': insulin,\n", + " 'Glucose': glucose\n", + "})\n", + "\n", + "# Постройте линейный график для средних значений инсулина и глюкозы\n", + "plt.figure(figsize=(10, 6))\n", + "average_df.plot.line()\n", + "plt.title('Среднее значение инсулина и глюкозы по возрасту')\n", + "plt.xlabel('Возраст')\n", + "plt.ylabel('Среднее значение')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данный график отображает среднее значение инсулина и глюкозы по возрасту, что позволяет сделать вывод о том, как эти показатели изменяются с возрастом." + ] + } + ], + "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/Снимок экрана 2024-09-13 232015.png b/lab_1/Снимок экрана 2024-09-13 232015.png new file mode 100644 index 0000000000000000000000000000000000000000..b26358887b4820c0feaa0ffd891751f593e4bc10 GIT binary patch literal 176511 zcmbTdbyOV97Cj0H5(pA3xI=IV5G1&}1c%_7;O-V6KnU&-G`Ks1Ga=}p!C?lM00YC| zgY)LQ@AuyQ?)&rgTC;k(S5S$+ICP8eryu3UD0!>H%_l4iSQ3wi3<3{k(7L8aem_MXIiFYc0L@~g* z3Z(yKawaAhy4Gava|T}8>iH^s0xg|N-fIr$dqEp-?6b8q@_!YTlL21~<`?!#6y38m_qHm 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