2laba/football_stats_analysis.ipynb

161 lines
169 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"id": "d4c08419-b9d4-4a8e-83e6-dc4a008e92d5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 2921 entries, 0 to 2920\n",
"Columns: 143 entries, Rk to AerWon%\n",
"dtypes: float64(133), int64(5), object(5)\n",
"memory usage: 3.2+ MB\n",
"Rk 0\n",
"Player 0\n",
"Nation 1\n",
"Pos 0\n",
"Squad 0\n",
" ..\n",
"OG 0\n",
"Recov 0\n",
"AerWon 0\n",
"AerLost 0\n",
"AerWon% 0\n",
"Length: 143, dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████| 2921/2921 [00:00<00:00, 26271.23it/s]\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from tqdm import tqdm\n",
"\n",
"# Попробуем разные кодировки, если utf-8 не работает\n",
"try:\n",
" df = pd.read_csv('2021-2022 Football Player Stats.csv', sep=';', encoding='utf-8')\n",
"except UnicodeDecodeError:\n",
" try:\n",
" # Попробуем кодировку Windows-1252 (common for European text)\n",
" df = pd.read_csv('2021-2022 Football Player Stats.csv', sep=';', encoding='windows-1252')\n",
" except UnicodeDecodeError:\n",
" # Попробуем latin-1 (ISO-8859-1), которая читает любой байт\n",
" df = pd.read_csv('2021-2022 Football Player Stats.csv', sep=';', encoding='latin-1')\n",
"\n",
"# Проверим, что данные загрузились\n",
"df.head()\n",
"df.info()\n",
"df.describe()\n",
"print(df.isnull().sum())\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(data=df, x='Age', bins=30, kde=True)\n",
"plt.title('Распределение возраста футболистов')\n",
"plt.xlabel('Возраст')\n",
"plt.ylabel('Количество игроков')\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"sns.boxplot(data=df, x='Pos', y='Goals', showfliers=False)\n",
"plt.title('Распределение голов по позициям игроков')\n",
"plt.xlabel('Позиция')\n",
"plt.ylabel('Количество голов')\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(data=df, x='Shots', y='Goals', hue='Pos')\n",
"plt.title('Зависимость голов от количества ударов по воротам')\n",
"plt.xlabel('Удары по воротам')\n",
"plt.ylabel('Голы')\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.show()\n",
"\n",
"from tqdm import tqdm\n",
"\n",
"# Пример использования tqdm для обработки данных\n",
"for index, row in tqdm(df.iterrows(), total=len(df)):\n",
" # Здесь может быть ваша обработка данных\n",
" pass\n",
"\n",
"# Сохранение обработанных данных\n",
"df.to_csv('processed_football_stats.csv', index=False)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "77671614-72a0-4319-b55a-34a6a5d51ea6",
"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": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}