nimer2/practic02/Untitled2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "35466dd8-3c0b-47e4-a57d-c2afb8a2d208",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Сводка по датасету ===\n",
      "Записей: 25 | Признаков: 5\n",
      "\n",
      "Типы колонок:\n",
      "title               str\n",
      "popularity      float64\n",
      "vote_average    float64\n",
      "vote_count        int64\n",
      "release_year      int64\n",
      "dtype: object\n",
      "\n",
      "Пропущенные значения:\n",
      "title           0\n",
      "popularity      0\n",
      "vote_average    0\n",
      "vote_count      0\n",
      "release_year    0\n",
      "dtype: int64\n",
      "\n",
      "Метрики распределения:\n",
      "              count       mean          std     min      25%      50%  \\\n",
      "popularity     25.0     93.252    53.941930    28.4     50.2     82.1   \n",
      "vote_average   25.0      8.384     0.388029     7.2      8.2      8.4   \n",
      "vote_count     25.0  17720.000  7297.373957  8000.0  12500.0  15500.0   \n",
      "release_year   25.0   1946.160    84.871314  1605.0   1943.0   1954.0   \n",
      "\n",
      "                  75%      max  \n",
      "popularity      130.8    210.5  \n",
      "vote_average      8.7      8.9  \n",
      "vote_count    22000.0  35000.0  \n",
      "release_year   1997.0   2018.0  \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Самые высокооцененные и популярные издания:\n",
      "                                                title  vote_average  \\\n",
      "19                                  A Game of Thrones           8.8   \n",
      "9   The Lord of the Rings: The Fellowship of the Ring           8.9   \n",
      "4                                          The Hobbit           8.6   \n",
      "0                                                1984           8.7   \n",
      "2                               To Kill a Mockingbird           8.8   \n",
      "7                                 Pride and Prejudice           8.7   \n",
      "11                                  The Little Prince           8.8   \n",
      "15                                     The Book Thief           8.6   \n",
      "24                                    The Kite Runner           8.6   \n",
      "17                               Crime and Punishment           8.7   \n",
      "\n",
      "    popularity  \n",
      "19       195.4  \n",
      "9        185.7  \n",
      "4        145.3  \n",
      "0         95.2  \n",
      "2         82.1  \n",
      "7         75.9  \n",
      "11        45.6  \n",
      "15        42.5  \n",
      "24        40.5  \n",
      "17        33.2  \n"
     ]
    }
   ],
   "source": [
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "books_data = pd.read_csv('books.csv')\n",
    "\n",
    "\n",
    "def quick_check(data):\n",
    "    print(\"=== Сводка по датасету ===\")\n",
    "    print(f\"Записей: {data.shape[0]} | Признаков: {data.shape[1]}\")\n",
    "    print(\"\\nТипы колонок:\")\n",
    "    print(data.dtypes)\n",
    "    print(\"\\nПропущенные значения:\")\n",
    "    print(data.isna().sum())\n",
    "\n",
    "quick_check(books_data)\n",
    "\n",
    "\n",
    "print(\"\\nМетрики распределения:\")\n",
    "stats = books_data.describe().T\n",
    "print(stats)\n",
    "\n",
    "\n",
    "plt.style.use('ggplot') \n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 5))\n",
    "books_data['vote_average'].hist(bins=12, color='skyblue', edgecolor='black', ax=ax)\n",
    "ax.set_title('Распределение пользовательских оценок книг', fontsize=13)\n",
    "ax.set_xlabel('Баллы (0-10)')\n",
    "ax.set_ylabel('Частота')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.regplot(data=books_data, x='popularity', y='vote_count', \n",
    "            scatter_kws={'alpha':0.5, 'color':'darkgreen'}, \n",
    "            line_kws={'color':'red'})\n",
    "plt.title('Связь популярности и активности читателей')\n",
    "plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "books_data['decade'] = (books_data['release_year'] // 10) * 10\n",
    "decade_stats = books_data.groupby('decade')['vote_average'].mean()\n",
    "\n",
    "plt.figure(figsize=(11, 5))\n",
    "decade_stats.plot(kind='bar', color='orange')\n",
    "plt.title('Средний рейтинг книг по десятилетиям')\n",
    "plt.ylabel('Средний балл')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "top_rated = books_data[books_data['vote_average'] > 8.5].sort_values(by='popularity', ascending=False)\n",
    "print(\"\\nСамые высокооцененные и популярные издания:\")\n",
    "print(top_rated[['title', 'vote_average', 'popularity']].head(10))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f85aa398-bece-4ff1-b86e-9976e5680b51",
   "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": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}