253 lines
113 KiB
Plaintext
253 lines
113 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "a65fd2d4-2e8c-4713-bccd-68960db8bd69",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"=== АНАЛИЗ ЛИТЕРАТУРЫ ЗОЛОТОГО ВЕКА ===\n",
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"Размер выборки: 25 произведений\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "9c5567a9ed0b408da29a1f93150d34fd",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"Загрузка библиотеки: 0%| | 0/100 [00:00<?, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"Статистика по оценкам и популярности:\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>popularity</th>\n",
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" <th>vote_average</th>\n",
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" <th>vote_count</th>\n",
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" <th>release_year</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>count</th>\n",
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" <td>25.00000</td>\n",
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" <td>25.000000</td>\n",
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" <td>25.000000</td>\n",
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" <td>25.00000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>mean</th>\n",
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" <td>65.28800</td>\n",
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" <td>8.976000</td>\n",
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" <td>9448.000000</td>\n",
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" <td>1852.64000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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" <td>28.80394</td>\n",
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" <td>0.478957</td>\n",
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" <td>4122.005984</td>\n",
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" <td>21.07107</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>25.40000</td>\n",
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" <td>8.200000</td>\n",
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" <td>3800.000000</td>\n",
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" <td>1820.00000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>42.80000</td>\n",
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" <td>8.600000</td>\n",
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" <td>6100.000000</td>\n",
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" <td>1836.00000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>58.90000</td>\n",
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" <td>8.900000</td>\n",
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" <td>8500.000000</td>\n",
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" <td>1846.00000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>88.40000</td>\n",
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" <td>9.300000</td>\n",
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" <td>12000.000000</td>\n",
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" <td>1868.00000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>120.10000</td>\n",
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" <td>9.800000</td>\n",
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" <td>18000.000000</td>\n",
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" <td>1903.00000</td>\n",
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" </tr>\n",
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" </tbody>\n",
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],
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"text/plain": [
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" popularity vote_average vote_count release_year\n",
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"count 25.00000 25.000000 25.000000 25.00000\n",
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"mean 65.28800 8.976000 9448.000000 1852.64000\n",
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"std 28.80394 0.478957 4122.005984 21.07107\n",
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"min 25.40000 8.200000 3800.000000 1820.00000\n",
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"25% 42.80000 8.600000 6100.000000 1836.00000\n",
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"50% 58.90000 8.900000 8500.000000 1846.00000\n",
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"75% 88.40000 9.300000 12000.000000 1868.00000\n",
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"max 120.10000 9.800000 18000.000000 1903.00000"
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from tqdm.auto import tqdm\n",
|
||
"import time\n",
|
||
"\n",
|
||
"df = pd.read_csv(\"golden_age_literature.csv\")\n",
|
||
"\n",
|
||
"print(f\"=== АНАЛИЗ ЛИТЕРАТУРЫ ЗОЛОТОГО ВЕКА ===\")\n",
|
||
"print(f\"Размер выборки: {df.shape[0]} произведений\")\n",
|
||
"\n",
|
||
"for _ in tqdm(range(100), desc=\"Загрузка библиотеки\"):\n",
|
||
" time.sleep(0.005)\n",
|
||
" \n",
|
||
"print(\"\\nСтатистика по оценкам и популярности:\")\n",
|
||
"display(df.describe())\n",
|
||
"\n",
|
||
"sns.set_style(\"ticks\")\n",
|
||
"plt.rcParams['figure.facecolor'] = '#fdfcf0'\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.histplot(df[\"release_year\"], bins=15, color=\"sienna\", kde=True)\n",
|
||
"plt.title(\"Хронология выхода шедевров\", fontsize=14, family='serif')\n",
|
||
"plt.xlabel(\"Год издания\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"g = sns.jointplot(data=df, x=\"popularity\", y=\"vote_average\", kind=\"hex\", color=\"olive\")\n",
|
||
"g.fig.suptitle(\"Плотность распределения: Популярность и Рейтинг\", y=1.02)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"df['decade'] = (df['release_year'] // 10) * 10\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"\n",
|
||
"sns.boxplot(\n",
|
||
" x=\"decade\", \n",
|
||
" y=\"vote_average\", \n",
|
||
" data=df, \n",
|
||
" palette=\"YlOrBr\", \n",
|
||
" hue=\"decade\", \n",
|
||
" legend=False\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.title(\"Разброс оценок произведений по десятилетиям\", fontsize=14)\n",
|
||
"plt.xlabel(\"Десятилетие XIX века\")\n",
|
||
"plt.ylabel(\"Средний рейтинг\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "e292ccc9-c62b-467c-bbc6-f6c8de4536d5",
|
||
"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": "3.14.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|