{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "70531e1f-c2ba-4849-b394-e9cb8aaca4b7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--- Статистика по пропускам ---\n", "title 0\n", "popularity 0\n", "vote_average 0\n", "vote_count 0\n", "release_year 0\n", "dtype: int64\n", "\n", "--- Описание числовых данных ---\n", " popularity vote_average vote_count release_year\n", "count 25.000000 25.000000 25.000000 25.000000\n", "mean 91.828000 8.268000 18880.000000 2002.560000\n", "std 70.081331 0.268825 5666.568627 13.073765\n", "min 28.400000 7.500000 10000.000000 1972.000000\n", "25% 42.500000 8.200000 14000.000000 1994.000000\n", "50% 70.200000 8.300000 19000.000000 2000.000000\n", "75% 110.100000 8.500000 23000.000000 2014.000000\n", "max 310.500000 8.700000 31000.000000 2021.000000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Вычисление новых метрик: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 25/25 [00:00<00:00, 34066.80it/s]\n", "Загрузка аналитических модулей: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 91.47it/s]\n", "C:\\Users\\User\\AppData\\Local\\Temp\\ipykernel_15564\\224466945.py:75: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.boxplot(x=\"decade\", y=\"vote_average\", data=df, palette=\"Pastel1\")\n" ] }, { "data": { "image/png": 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titlepopularityvote_averagevote_countrelease_yearpop_per_votedecade
9Spider-Man: No Way Home310.58.11500020210.0207002020
8Avengers: Endgame250.78.32000020190.0125352010
15Joker180.38.21900020190.0094892010
5Interstellar150.28.32800020140.0053642010
18Avatar140.87.52500020090.0056322000
3Inception120.48.33100020100.0038842010
17Titanic110.17.92100019970.0052431990
19The Wolf of Wall Street95.48.01800020130.0053002010
2The Dark Knight92.18.52700020080.0034112000
21Mad Max: Fury Road88.18.11900020150.0046372010
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" ], "text/plain": [ " title popularity vote_average vote_count \\\n", "9 Spider-Man: No Way Home 310.5 8.1 15000 \n", "8 Avengers: Endgame 250.7 8.3 20000 \n", "15 Joker 180.3 8.2 19000 \n", "5 Interstellar 150.2 8.3 28000 \n", "18 Avatar 140.8 7.5 25000 \n", "3 Inception 120.4 8.3 31000 \n", "17 Titanic 110.1 7.9 21000 \n", "19 The Wolf of Wall Street 95.4 8.0 18000 \n", "2 The Dark Knight 92.1 8.5 27000 \n", "21 Mad Max: Fury Road 88.1 8.1 19000 \n", "\n", " release_year pop_per_vote decade \n", "9 2021 0.020700 2020 \n", "8 2019 0.012535 2010 \n", "15 2019 0.009489 2010 \n", "5 2014 0.005364 2010 \n", "18 2009 0.005632 2000 \n", "3 2010 0.003884 2010 \n", "17 1997 0.005243 1990 \n", "19 2013 0.005300 2010 \n", "2 2008 0.003411 2000 \n", "21 2015 0.004637 2010 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "import time\n", "import numpy as np\n", "\n", "# --- 1. Подготовка данных (создаем top_movies.csv) ---\n", "raw_data = \"\"\"title,popularity,vote_average,vote_count,release_year\n", "The Shawshank Redemption,85.5,8.7,21000,1994\n", "The Godfather,70.2,8.7,16000,1972\n", "The Dark Knight,92.1,8.5,27000,2008\n", "Inception,120.4,8.3,31000,2010\n", "Pulp Fiction,65.8,8.5,23000,1994\n", "Interstellar,150.2,8.3,28000,2014\n", "The Matrix,75.4,8.2,24000,1999\n", "Forrest Gump,55.9,8.2,22000,1994\n", "Avengers: Endgame,250.7,8.3,20000,2019\n", "Spider-Man: No Way Home,310.5,8.1,15000,2021\n", "Parasite,45.3,8.5,12000,2019\n", "The Lion King,35.2,8.2,14000,1994\n", "Fight Club,60.1,8.4,24000,1999\n", "Spirited Away,38.7,8.5,11000,2001\n", "Gladiator,42.5,8.2,15000,2000\n", "Joker,180.3,8.2,19000,2019\n", "The Green Mile,30.2,8.5,13000,1999\n", "Titanic,110.1,7.9,21000,1997\n", "Avatar,140.8,7.5,25000,2009\n", "The Wolf of Wall Street,95.4,8.0,18000,2013\n", "Star Wars: A New Hope,50.2,8.2,17000,1977\n", "Mad Max: Fury Road,88.1,8.1,19000,2015\n", "La La Land,40.5,7.9,14000,2016\n", "The Silence of the Lambs,33.2,8.3,13000,1991\n", "Goodfellas,28.4,8.5,10000,1990\"\"\"\n", "\n", "with open(\"top_movies.csv\", \"w\", encoding=\"utf-8\") as f:\n", " f.write(raw_data)\n", "\n", "# --- 2. Загрузка и первичный анализ ---\n", "df = pd.read_csv(\"top_movies.csv\")\n", "\n", "print(\"--- Статистика по пропускам ---\")\n", "print(df.isnull().sum())\n", "\n", "print(\"\\n--- Описание числовых данных ---\")\n", "print(df.describe())\n", "\n", "# --- 3. Обработка данных с прогресс-баром ---\n", "# Добавим новый столбец: \"Относительная популярность\" (Popularity / Vote Count)\n", "tqdm.pandas(desc=\"Вычисление новых метрик\")\n", "df['pop_per_vote'] = df.progress_apply(lambda row: row['popularity'] / row['vote_count'], axis=1)\n", "\n", "# Имитация долгой загрузки как в примере\n", "for i in tqdm(range(100), desc=\"Загрузка аналитических модулей\"):\n", " time.sleep(0.01)\n", "\n", "# --- 4. Визуализация данных ---\n", "sns.set_theme(style=\"whitegrid\")\n", "plt.figure(figsize=(15, 12))\n", "\n", "# График 1: Распределение рейтингов (Histplot)\n", "plt.subplot(2, 2, 1)\n", "sns.histplot(df[\"vote_average\"], bins=10, kde=True, color=\"teal\")\n", "plt.title(\"Распределение средних рейтингов\")\n", "\n", "# График 2: Популярность vs Рейтинг (Scatterplot)\n", "plt.subplot(2, 2, 2)\n", "sns.scatterplot(data=df, x=\"popularity\", y=\"vote_average\", hue=\"release_year\", size=\"vote_count\", palette=\"viridis\")\n", "plt.title(\"Связь популярности и рейтинга\")\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2)\n", "\n", "# График 3: Динамика среднего рейтинга по десятилетиям (Boxplot)\n", "plt.subplot(2, 2, 3)\n", "df['decade'] = (df['release_year'] // 10) * 10\n", "sns.boxplot(x=\"decade\", y=\"vote_average\", data=df, palette=\"Pastel1\")\n", "plt.title(\"Рейтинги фильмов по десятилетиям\")\n", "\n", "# График 4: Корреляционная матрица (Heatmap)\n", "plt.subplot(2, 2, 4)\n", "numeric_df = df.select_dtypes(include=[np.number])\n", "sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", "plt.title(\"Корреляция параметров\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Итоговый вывод DataFrame\n", "df.sort_values(by=\"popularity\", ascending=False).head(10)" ] }, { "cell_type": "code", "execution_count": null, "id": "418e7eaf-a4b7-492b-80a7-99a90f171df4", "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 }