neznayhz/seaborn.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "504cf881-df57-4f21-a605-fea397db50be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Таблица данных:\n",
      "       Имя  Возраст  Баллы Категория\n",
      "0     Анна       21     89         A\n",
      "1    Борис       22     76         B\n",
      "2   Виктор       23     95         A\n",
      "3   Галина       24     82         B\n",
      "4  Дмитрий       26     70         A\n",
      "5    Артём       20     68         B\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Все графики построены!\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Данные\n",
    "data = {\n",
    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Артём\"],\n",
    "    \"Возраст\": [21, 22, 23, 24, 26, 20],\n",
    "    \"Баллы\": [89, 76, 95, 82, 70, 68]\n",
    "}\n",
    "df = pd.DataFrame(data)\n",
    "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n",
    "\n",
    "print(\"Таблица данных:\")\n",
    "print(df)\n",
    "\n",
    "# Создаем сетку из 4 графиков (2 строки, 2 столбца)\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "fig.suptitle('Анализ данных - все графики', fontsize=14, fontweight='bold')\n",
    "\n",
    "# График 1: Гистограмма\n",
    "sns.histplot(data=df, x=\"Баллы\", color=\"blue\", ax=axes[0, 0])\n",
    "axes[0, 0].set_title(\"Распределение баллов\", fontsize=12)\n",
    "axes[0, 0].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# График 2: Scatterplot\n",
    "sns.scatterplot(data=df, x=\"Возраст\", y=\"Баллы\", s=100, color='red', ax=axes[0, 1])\n",
    "axes[0, 1].set_title(\"Возраст против баллов\", fontsize=12)\n",
    "axes[0, 1].grid(alpha=0.3)\n",
    "\n",
    "# График 3: Heatmap\n",
    "chislovye_stolbtsy = df.select_dtypes(include=[np.number])\n",
    "korrelyatsiya = chislovye_stolbtsy.corr()\n",
    "sns.heatmap(korrelyatsiya, annot=True, cmap='coolwarm', center=0, \n",
    "            fmt='.2f', linewidths=.5, ax=axes[1, 0])\n",
    "axes[1, 0].set_title(\"Корреляция\", fontsize=12)\n",
    "\n",
    "# График 4: Boxplot\n",
    "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, ax=axes[1, 1])\n",
    "axes[1, 1].set_title(\"Баллы по категориям\", fontsize=12)\n",
    "axes[1, 1].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Все графики построены!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a05c0e58-f91c-4231-b7cc-74c4eab40364",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}