From 4278b88aa6c012bfb1e61c0d7a3668c50c155fb8 Mon Sep 17 00:00:00 2001 From: Alexey Date: Thu, 7 May 2026 19:50:25 +0300 Subject: [PATCH] =?UTF-8?q?=D0=92=D1=8B=D0=BF=D0=BE=D0=BB=D0=BD=D0=B8?= =?UTF-8?q?=D0=BB=20=D0=B7=D0=B0=D0=B4=D0=B0=D0=BD=D0=B8=D0=B5=203?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- cleveland1.csv | 1191 ++++++++++++++++++++++++++++++++++++++++++ week2_analysis.ipynb | 950 ++++++++++++++++++++++++++++++++- 2 files changed, 2132 insertions(+), 9 deletions(-) create mode 100644 cleveland1.csv diff --git a/cleveland1.csv b/cleveland1.csv new file mode 100644 index 0000000..b3f9154 --- /dev/null +++ b/cleveland1.csv @@ -0,0 +1,1191 @@ +age,sex,chest pain type,resting bp s,cholesterol,fasting blood sugar,resting ecg,max heart rate,exercise angina,oldpeak,ST slope,target +40,1,2,140,289,0,0,172,0,0.0,1,0 +49,0,3,160,180,0,0,156,0,1.0,2,1 +37,1,2,130,283,0,1,98,0,0.0,1,0 +48,0,4,138,214,0,0,108,1,1.5,2,1 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+57,0,2,130,236,0,2,174,0,0,2,1 +38,1,3,138,175,0,0,173,0,0,1,0 diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb index 8ef74fd..ceea830 100644 --- a/week2_analysis.ipynb +++ b/week2_analysis.ipynb @@ -1,28 +1,960 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "ff19f9a6-6b88-410f-b787-8e11b3d9a9a5", + "metadata": {}, + "source": [ + "# Анализ данных - работа №3\n", + "\n", + "**Выполнил:** Багин А.Л.\n", + "**Группа:** ИНБб-2301\n", + "**Дата:** 07.05.2026\n", + "\n", + "## Цель работы\n", + "Освоить JupyterLab для работы с Python-кодом, анализа данных и визуализации.\n", + "Познакомиться с основами работы с pandas, numpy, matplotlib, seaborn и tqdm." + ] + }, + { + "cell_type": "markdown", + "id": "65fee8d8-0eac-4764-8dc6-53df51b4b3e0", + "metadata": {}, + "source": [ + "### pandas: работа с таблицами\n", + "Создадим DataFrame с данными о студентах и выполним базовые операции." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "98b68155-817e-4e79-9eeb-6085b91b9796", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Первый взгляд на данные:\n", + " Имя Возраст Баллы\n", + "0 Анна 20 71\n", + "1 Борис 21 83\n", + "2 Виктор 23 90\n", + "3 Галина 25 87\n", + "\n", + "RangeIndex: 4 entries, 0 to 3\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 Имя 4 non-null str \n", + " 1 Возраст 4 non-null int64\n", + " 2 Баллы 4 non-null int64\n", + "dtypes: int64(2), str(1)\n", + "memory usage: 270.0 bytes\n", + "None\n", + " Возраст Баллы\n", + "count 4.000000 4.000000\n", + "mean 22.250000 82.750000\n", + "std 2.217356 8.341663\n", + "min 20.000000 71.000000\n", + "25% 20.750000 80.000000\n", + "50% 22.000000 85.000000\n", + "75% 23.500000 87.750000\n", + "max 25.000000 90.000000\n", + "Имя 0\n", + "Возраст 0\n", + "Баллы 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Создадим DataFrame\n", + "data = {\n", + " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", + " \"Возраст\": [20, 21, 23, 25],\n", + " \"Баллы\": [71, 83, 90, 87]\n", + "}\n", + "df = pd.DataFrame(data)\n", + "\n", + "print(\"Первый взгляд на данные:\")\n", + "print(df.head())\n", + "print(df.info())\n", + "print(df.describe())\n", + "print(df.isnull().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "ccd31585-cbf9-4d74-9606-208e215ceecc", + "metadata": {}, + "source": [ + "Базовый анализ DataFrame\n", + "Выводим первые строки, информацию о данных, статистику" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "2180cc29-6f02-479e-a389-8878fc3628f4", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Имя Возраст Баллы Новый столбец\n", + "0 Анна 20 71 78.1\n", + "1 Борис 21 83 91.3\n", + "2 Виктор 23 90 99.0\n", + "3 Галина 25 87 95.7" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "1d2110e8-f991-4775-90ea-2d3e39ef40ac", + "metadata": {}, + "source": [ + "Фильтровать записи по условиям (df[df[\"Возраст\"] > 21])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "57218427-008b-450a-8d73-a170a207846e", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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ИмяВозрастБаллыНовый столбец
2Виктор239099.0
3Галина258795.7
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" + ], + "text/plain": [ + " Имя Возраст Баллы Новый столбец\n", + "2 Виктор 23 90 99.0\n", + "3 Галина 25 87 95.7" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df[\"Возраст\"] > 21]" + ] + }, + { + "cell_type": "markdown", + "id": "cf2f6317-b567-472c-9822-83a119dff0ac", + "metadata": {}, + "source": [ + "### numpy: массивы и вычисления\n", + "Работа с одномерными и двумерными массивами, статистические функции." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0558835c-663c-4a23-85ce-4326b673aafb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Сумма элементов массива: 15\n", + "Среднее значение: 3.0\n", + "Медиана: 3.0\n", + "Стандартное отклонение: 1.4142135623730951\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "arr = np.array([1, 2, 3, 4, 5])\n", + "print(\"Сумма элементов массива:\", np.sum(arr))\n", + "print(\"Среднее значение:\", np.mean(arr))\n", + "print(\"Медиана:\", np.median(arr))\n", + "print(\"Стандартное отклонение:\", np.std(arr))" + ] + }, + { + "cell_type": "markdown", + "id": "6f2d1b86-37bc-444f-ac02-004c71e6abf0", + "metadata": {}, + "source": [ + "Создать двумерный массив" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "262140d6-c879-4b3a-87c4-161513976fb0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Двумерный массив:\n", + "[[1 2]\n", + " [3 4]]\n" + ] + } + ], + "source": [ + "arr2d = np.array([[1, 2], [3, 4]])\n", + "print(\"Двумерный массив:\")\n", + "print(arr2d)" + ] + }, + { + "cell_type": "markdown", + "id": "499fb58f-edad-473c-a2bb-148e88337b53", + "metadata": {}, + "source": [ + "Использовать np.linspace(), np.random.randn(), np.dot()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e1c4950f-84c6-4049-9bfe-9a4df7fa81ad", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "np.linspace: [ 0. 2.5 5. 7.5 10. ]\n", + "np.random.randn: [[ 1.57571755 0.71585456 -1.07422937]\n", + " [ 0.72139934 -0.88314657 0.98684219]]\n", + "np.dot (матричное умножение): [[ 7 10]\n", + " [15 22]]\n" + ] + } + ], + "source": [ + "lin = np.linspace(0, 10, 5)\n", + "rand = np.random.randn(2, 3)\n", + "dot = np.dot(arr2d, arr2d)\n", + "print(\"np.linspace:\", lin)\n", + "print(\"np.random.randn:\", rand)\n", + "print(\"np.dot (матричное умножение):\", dot)" + ] + }, + { + "cell_type": "markdown", + "id": "adecb491-6f40-4504-8bf9-a2cd0ccc42d6", + "metadata": {}, + "source": [ + "matplotlib: построение графиков" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "830cc52b-b184-45a9-a131-f79d1add079a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "x = np.linspace(0, 10, 100)\n", + "\n", + "# График синуса и косинуса (с измененным цветом)\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(x, np.sin(x), color='red', linewidth=2, label='sin(x)')\n", + "plt.plot(x, np.cos(x), color='blue', linewidth=2, label='cos(x)', linestyle='--')\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"Графики синуса и косинуса (color='red', color='blue')\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n", + "\n", + "# Столбчатая диаграмма (bar)\n", + "plt.figure(figsize=(8, 5))\n", + "categories = [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"]\n", + "values = [89, 76, 95, 82]\n", + "plt.bar(categories, values, color=['red', 'blue', 'green', 'orange'])\n", + "plt.xlabel(\"Студенты\")\n", + "plt.ylabel(\"Баллы\")\n", + "plt.title(\"Столбчатая диаграмма (bar)\")\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.show()\n", + "\n", + "# Диаграмма рассеяния (scatter)\n", + "plt.figure(figsize=(8, 5))\n", + "x_scatter = [1, 2, 3, 4, 5, 6, 7, 8]\n", + "y_scatter = [3, 5, 2, 7, 4, 8, 6, 5]\n", + "plt.scatter(x_scatter, y_scatter, s=100, c='purple', alpha=0.6)\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"Диаграмма рассеяния (scatter)\")\n", + "plt.grid(True, alpha=0.3)\n", + "plt.show()\n", + "\n", + "# Гистограмма (hist)\n", + "plt.figure(figsize=(8, 5))\n", + "data = np.random.randn(1000)\n", + "plt.hist(data, bins=30, color='blue', alpha=0.7, edgecolor='black')\n", + "plt.xlabel(\"Значение\")\n", + "plt.ylabel(\"Частота\")\n", + "plt.title(\"Гистограмма (hist)\")\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4052efaf-9920-4ca9-b99e-3758fcdc767b", + "metadata": {}, + "source": [ + "seaborn: работа с графиками данных" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "876c20ef-dc6d-4a19-b054-097581884502", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "data = {\n", + " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", + " \"Возраст\": [21, 22, 23, 24],\n", + " \"Баллы\": [89, 76, 95, 82]\n", + "}\n", + "df = pd.DataFrame(data)\n", + "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", + "\n", + "# boxplot \n", + "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, ax=axes[0, 0])\n", + "axes[0, 0].set_title(\"Boxplot: Распределение оценок по группам\", fontweight='bold')\n", + "\n", + "# histplot\n", + "sns.histplot(df[\"Баллы\"], kde=True, bins=5, color='skyblue', ax=axes[0, 1])\n", + "axes[0, 1].set_title(\"Histplot (распределение оценок)\", fontweight='bold')\n", + "\n", + "# scatterplot\n", + "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df, s=100, ax=axes[1, 0])\n", + "axes[1, 0].set_title(\"Scatterplot: зависимость возраста от оценок\", fontweight='bold')\n", + "\n", + "# heatmap \n", + "df_heat = pd.DataFrame({\n", + " 'Математика': [85, 92, 78, 88],\n", + " 'Физика': [82, 89, 75, 91],\n", + " 'Информатика': [90, 88, 85, 92],\n", + " 'Баллы': df['Баллы']\n", + "})\n", + "corr = df_heat.corr()\n", + "sns.heatmap(corr, annot=True, cmap='coolwarm', center=0, square=True, ax=axes[1, 1])\n", + "axes[1, 1].set_title(\"Heatmap: Корреляционная матрица\", fontweight='bold')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f31d59b9-05be-46dd-9f6c-4526d729d7bc", + "metadata": {}, + "source": [ + "Прогресс-бар с tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "166704cf-001a-4b49-b05e-545a9f2ab5fa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==================================================\n", + "Прогресс-бар с tqdm\n", + "==================================================\n", + "\n", + "1. Обычный прогресс-бар:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████| 100/100 [00:01<00:00, 92.44it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2. Прогресс-бар с кастомными параметрами:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Загрузка данных: 100%|\u001b[32m███████████████████████████████████████\u001b[0m| 50/50 [00:01<00:00, 46.68шаг/s]\u001b[0m\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "3. Обработка данных студентов:\n", + "\n", + "Исходные данные:\n", + " Фамилия Баллы\n", + "0 Иванов 89\n", + "1 Петров 76\n", + "2 Сидоров 95\n", + "3 Козлов 82\n", + "\n", + "Обработка студентов:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Анализ: 50%|███████████████████████ | 2/4 [00:00<00:00, 4.88студент/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Иванов - 89 баллов\n", + "Петров - 76 баллов\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Анализ: 100%|██████████████████████████████████████████████| 4/4 [00:00<00:00, 4.88студент/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Сидоров - 95 баллов\n", + "Козлов - 82 баллов\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Анализ: 100%|██████████████████████████████████████████████| 4/4 [00:00<00:00, 4.87студент/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Все процессы завершены\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from tqdm import tqdm\n", + "import time\n", + "import pandas as pd\n", + "\n", + "print(\"=\"*50)\n", + "print(\"Прогресс-бар с tqdm\")\n", + "print(\"=\"*50)\n", + "\n", + "# 1. Обычный прогресс-бар\n", + "print(\"\\n1. Обычный прогресс-бар:\")\n", + "for i in tqdm(range(100)):\n", + " time.sleep(0.01)\n", + "\n", + "# 2. Прогресс-бар с кастомными параметрами\n", + "print(\"\\n2. Прогресс-бар с кастомными параметрами:\")\n", + "for i in tqdm(range(50), desc='Загрузка данных', unit='шаг', colour='green'):\n", + " time.sleep(0.02)\n", + "\n", + "# 3. Обработка данных студентов\n", + "print(\"\\n3. Обработка данных студентов:\")\n", + "\n", + "data = {\n", + " \"Фамилия\": [\"Иванов\", \"Петров\", \"Сидоров\", \"Козлов\"],\n", + " \"Баллы\": [89, 76, 95, 82]\n", + "}\n", + "df = pd.DataFrame(data)\n", + "\n", + "print(\"\\nИсходные данные:\")\n", + "print(df)\n", + "\n", + "print(\"\\nОбработка студентов:\")\n", + "for idx, row in tqdm(df.iterrows(), total=len(df), desc='Анализ', unit='студент'):\n", + " time.sleep(0.2)\n", + " print(f\"{row['Фамилия']} - {row['Баллы']} баллов\")\n", + "\n", + "print(\"\\nВсе процессы завершены\")" + ] + }, + { + "cell_type": "markdown", + "id": "e83e35af-e4f1-44ef-a144-3d36306f4810", + "metadata": {}, + "source": [ + "# Анализ данных о сердечно-сосудистых заболеваниях\n", + "\n", + "**Источник данных:** Kaggle Heart Disease Dataset (cleveland1.csv)\n", + "\n", + "## Описание датасета\n", + "Датасет содержит медицинские данные пациентов для анализа факторов риска сердечных заболеваний.\n", + "\n", + "### Основные признаки:\n", + "- `age` - возраст пациента\n", + "- `gender` - пол (0 - женский, 1 - мужской)\n", + "- `cholesterol` - уровень холестерина\n", + "- `max_heart_rate` - максимальный пульс\n", + "- `target` - наличие болезни (0 - нет, 1 - есть)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "57062e61-053f-4376-9e9a-895ebfd984a0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер: (1190, 12)\n", + "\n", + "Первые 5 строк:\n", + " age gender chest_pain_type resting_bp_s cholesterol \\\n", + "0 40 1 2 140 289 \n", + "1 49 0 3 160 180 \n", + "2 37 1 2 130 283 \n", + "3 48 0 4 138 214 \n", + "4 54 1 3 150 195 \n", + "\n", + " fasting_blood_sugar resting_ecg max_heart_rate exercise_angina oldpeak \\\n", + "0 0 0 172 0 0.0 \n", + "1 0 0 156 0 1.0 \n", + "2 0 1 98 0 0.0 \n", + "3 0 0 108 1 1.5 \n", + "4 0 0 122 0 0.0 \n", + "\n", + " st_slope target \n", + "0 1 0 \n", + "1 2 1 \n", + "2 1 0 \n", + "3 2 1 \n", + "4 1 0 \n", + "\n", + "Статистика:\n", + " age gender chest_pain_type resting_bp_s cholesterol \\\n", + "count 1190.000000 1190.000000 1190.000000 1190.000000 1190.000000 \n", + "mean 53.720168 0.763866 3.232773 132.153782 210.363866 \n", + "std 9.358203 0.424884 0.935480 18.368823 101.420489 \n", + "min 28.000000 0.000000 1.000000 0.000000 0.000000 \n", + "25% 47.000000 1.000000 3.000000 120.000000 188.000000 \n", + "50% 54.000000 1.000000 4.000000 130.000000 229.000000 \n", + "75% 60.000000 1.000000 4.000000 140.000000 269.750000 \n", + "max 77.000000 1.000000 4.000000 200.000000 603.000000 \n", + "\n", + " fasting_blood_sugar resting_ecg max_heart_rate exercise_angina \\\n", + "count 1190.000000 1190.000000 1190.000000 1190.000000 \n", + "mean 0.213445 0.698319 139.732773 0.387395 \n", + "std 0.409912 0.870359 25.517636 0.487360 \n", + "min 0.000000 0.000000 60.000000 0.000000 \n", + "25% 0.000000 0.000000 121.000000 0.000000 \n", + "50% 0.000000 0.000000 140.500000 0.000000 \n", + "75% 0.000000 2.000000 160.000000 1.000000 \n", + "max 1.000000 2.000000 202.000000 1.000000 \n", + "\n", + " oldpeak st_slope target \n", + "count 1190.000000 1190.000000 1190.000000 \n", + "mean 0.922773 1.624370 0.528571 \n", + "std 1.086337 0.610459 0.499393 \n", + "min -2.600000 0.000000 0.000000 \n", + "25% 0.000000 1.000000 0.000000 \n", + "50% 0.600000 2.000000 1.000000 \n", + "75% 1.600000 2.000000 1.000000 \n", + "max 6.200000 3.000000 1.000000 \n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Обработка с tqdm:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Анализ: 100%|██████████████████| 1190/1190 [00:00<00:00, 29503.48it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Больных: 629 из 1190 (52.9%)\n", + "Средний возраст: 53.7\n", + "Пациентов старше 55: 539 (45.3%)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from tqdm import tqdm\n", + "import time\n", + "# Загружаем данные\n", + "df = pd.read_csv('cleveland1.csv', \n", + " names=['age', 'gender', 'chest_pain_type', 'resting_bp_s', \n", + " 'cholesterol', 'fasting_blood_sugar', 'resting_ecg', \n", + " 'max_heart_rate', 'exercise_angina', 'oldpeak', 'st_slope', 'target'],\n", + " skiprows=1)\n", + "print(\"Размер:\", df.shape)\n", + "print(\"\\nПервые 5 строк:\")\n", + "print(df.head())\n", + "print(\"\\nСтатистика:\")\n", + "print(df.describe())\n", + "\n", + "# Графики\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + "sns.boxplot(x='target', y='age', data=df, ax=axes[0,0])\n", + "axes[0,0].set_title('Возраст vs Болезнь')\n", + "axes[0,0].set_xlabel('Болезнь (0=нет, 1=есть)')\n", + "axes[0,0].set_ylabel('Возраст')\n", + "\n", + "sns.scatterplot(x='cholesterol', y='max_heart_rate', hue='target', data=df, ax=axes[0,1])\n", + "axes[0,1].set_title('Холестерин vs Пульс')\n", + "axes[0,1].set_xlabel('Холестерин')\n", + "axes[0,1].set_ylabel('Максимальный пульс')\n", + "\n", + "sns.histplot(df['age'], bins=15, kde=True, ax=axes[1,0])\n", + "axes[1,0].set_title('Распределение возраста')\n", + "axes[1,0].set_xlabel('Возраст')\n", + "axes[1,0].set_ylabel('Количество')\n", + "axes[1,0].axvline(df['age'].mean(), color='red', linestyle='--', label=f'Средний: {df[\"age\"].mean():.1f}')\n", + "axes[1,0].legend()\n", + "\n", + "sns.boxplot(x='gender', y='cholesterol', data=df, ax=axes[1,1])\n", + "axes[1,1].set_title('Холестерин по полу')\n", + "axes[1,1].set_xlabel('Пол (0 - женский, 1 - мужской)')\n", + "axes[1,1].set_ylabel('Холестерин')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# TQDM\n", + "print(\"\\nОбработка с tqdm:\")\n", + "high_risk = []\n", + "for idx, row in tqdm(df.iterrows(), total=len(df), desc='Анализ'):\n", + " if row['age'] > 55:\n", + " high_risk.append(row['age'])\n", + "print(f\"\\nБольных: {df['target'].sum()} из {len(df)} ({df['target'].mean()*100:.1f}%)\")\n", + "print(f\"Средний возраст: {df['age'].mean():.1f}\")\n", + "print(f\"Пациентов старше 55: {len(high_risk)} ({len(high_risk)/len(df)*100:.1f}%)\")" + ] } ], "metadata": {