jupyter/week2_analysis.ipynb/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb

270 lines
144 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"id": "51b46f18-40f1-439c-9184-f7e2e773c845",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Размер таблицы: (250, 9)\n"
]
}
],
"source": [
"import pandas as pd \n",
"df = pd.read_csv(\"kinopoisk-top250.csv\", index_col = 0)\n",
"print('Размер таблицы:', df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4f91fd17-fc51-42f6-8dc0-219f29c8b133",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 250 entries, 0 to 249\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 movie 250 non-null object \n",
" 1 year 250 non-null int64 \n",
" 2 country 250 non-null object \n",
" 3 rating_ball 250 non-null float64\n",
" 4 overview 250 non-null object \n",
" 5 director 250 non-null object \n",
" 6 screenwriter 250 non-null object \n",
" 7 actors 250 non-null object \n",
" 8 url_logo 250 non-null object \n",
"dtypes: float64(1), int64(1), object(7)\n",
"memory usage: 19.5+ KB\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>rating_ball</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>250.000000</td>\n",
" <td>250.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>1991.736000</td>\n",
" <td>8.231444</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>19.015168</td>\n",
" <td>0.230376</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1921.000000</td>\n",
" <td>7.806000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1980.000000</td>\n",
" <td>8.063500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1997.500000</td>\n",
" <td>8.169000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2005.000000</td>\n",
" <td>8.355750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2019.000000</td>\n",
" <td>9.111000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year rating_ball\n",
"count 250.000000 250.000000\n",
"mean 1991.736000 8.231444\n",
"std 19.015168 0.230376\n",
"min 1921.000000 7.806000\n",
"25% 1980.000000 8.063500\n",
"50% 1997.500000 8.169000\n",
"75% 2005.000000 8.355750\n",
"max 2019.000000 9.111000"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.info()\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "71da71a4-d151-4f25-a366-4da90e01d647",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"sns.histplot(df['year'], kde=True, bins=20, color='blue')\n",
"plt.title('Гистограмма (Histplot)')\n",
"plt.xlabel('Значения A')\n",
"plt.ylabel('Частота')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "802d1a03-ded0-4f29-86a5-cac1c629de40",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 5))\n",
"sns.scatterplot(x=df['director'].head(30), y=df['year'], hue=df['rating_ball'], palette='viridis')\n",
"plt.title('Диаграмма рассеяния (Scatterplot)')\n",
"plt.xlabel('Режиссеры')\n",
"plt.ylabel('Фильмы')\n",
"plt.xticks(rotation=90)\n",
"plt.legend(title='')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "363556e9-e818-4322-bba3-e09e9dd09223",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\HUAWEI\\AppData\\Local\\Temp\\ipykernel_21196\\2644318826.py:3: 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=filtered_df['year'], y=df['rating_ball'] , data=filtered_df, palette='pastel')\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filtered_df = df[df['year'] > 2000]\n",
"plt.figure(figsize=(8, 5))\n",
"sns.boxplot(x=filtered_df['year'], y=df['rating_ball'] , data=filtered_df, palette='pastel', hue = filtered_df['year'], legend=False)\n",
"plt.title('Ящик с усами (Boxplot)')\n",
"plt.xlabel('year')\n",
"plt.ylabel('rating_ball')\n",
"plt.xticks(rotation=90)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c08affe9-4e9b-4e06-b6e3-8c803638d3b1",
"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": "3.13.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}