1121 lines
717 KiB
Plaintext
1121 lines
717 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "6061f08b-1021-4210-9aae-c9af703ef093",
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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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"Первый взгляд на данные:\n",
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" Имя Возраст Баллы\n",
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"0 Анна 21 89\n",
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"1 Борис 22 76\n",
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"2 Виктор 23 95\n",
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"3 Галина 24 82\n",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 4 entries, 0 to 3\n",
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"Data columns (total 3 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Имя 4 non-null object\n",
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" 1 Возраст 4 non-null int64 \n",
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" 2 Баллы 4 non-null int64 \n",
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"dtypes: int64(2), object(1)\n",
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"memory usage: 228.0+ bytes\n",
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"None\n",
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" Возраст Баллы\n",
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"count 4.000000 4.000000\n",
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"mean 22.500000 85.500000\n",
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"std 1.290994 8.266398\n",
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"min 21.000000 76.000000\n",
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"25% 21.750000 80.500000\n",
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"50% 22.500000 85.500000\n",
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"75% 23.250000 90.500000\n",
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"max 24.000000 95.000000\n",
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"Имя 0\n",
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"Возраст 0\n",
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"Баллы 0\n",
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"dtype: int64\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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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\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>Имя</th>\n",
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" <th>Возраст</th>\n",
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" <th>Баллы</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>0</th>\n",
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" <td>Анна</td>\n",
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" <td>21</td>\n",
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" <td>89</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Борис</td>\n",
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" <td>22</td>\n",
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" <td>76</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Виктор</td>\n",
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" <td>23</td>\n",
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" <td>95</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Галина</td>\n",
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" <td>24</td>\n",
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" <td>82</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Имя Возраст Баллы\n",
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"0 Анна 21 89\n",
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"1 Борис 22 76\n",
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"2 Виктор 23 95\n",
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"3 Галина 24 82"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"\n",
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"# Создадим DataFrame\n",
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"data = {\n",
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" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
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" \"Возраст\": [21, 22, 23, 24],\n",
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" \"Баллы\": [89, 76, 95, 82]\n",
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"}\n",
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"df = pd.DataFrame(data)\n",
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"\n",
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"print(\"Первый взгляд на данные:\")\n",
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"print(df.head())\n",
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"print(df.info())\n",
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"print(df.describe())\n",
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"print(df.isnull().sum())\n",
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"df # Вывод DataFrame в последней строке ячейки"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "16f33ad3-e932-4d65-97d2-ba7e36da2741",
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"metadata": {},
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"outputs": [
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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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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\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>Имя</th>\n",
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" <th>Возраст</th>\n",
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" <th>Баллы</th>\n",
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" <th>Новый столбец</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>0</th>\n",
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" <td>Анна</td>\n",
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" <td>21</td>\n",
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" <td>89</td>\n",
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" <td>97.9</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Борис</td>\n",
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" <td>22</td>\n",
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" <td>76</td>\n",
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" <td>83.6</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Виктор</td>\n",
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" <td>23</td>\n",
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" <td>95</td>\n",
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" <td>104.5</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Галина</td>\n",
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" <td>24</td>\n",
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" <td>82</td>\n",
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" <td>90.2</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Имя Возраст Баллы Новый столбец\n",
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"0 Анна 21 89 97.9\n",
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"1 Борис 22 76 83.6\n",
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"2 Виктор 23 95 104.5\n",
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"3 Галина 24 82 90.2"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
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"df"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "6b9f16d8-2742-4013-9336-bde3cacd0c3d",
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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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" Возраст Баллы\n",
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"0 21 89.0\n",
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"1 22 76.0\n",
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"2 23 95.0\n",
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"3 24 82.0\n",
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" Возраст Баллы Новый столбец\n",
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"0 21 89.0 97.9\n",
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"1 22 76.0 83.6\n",
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"2 23 95.0 104.5\n",
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"3 24 82.0 90.2\n"
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]
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}
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],
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"source": [
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"grouped_data = df.groupby(\"Возраст\")[\"Баллы\"].mean().reset_index()\n",
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"print(grouped_data)\n",
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"\n",
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"# Пример использования .agg()\n",
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"aggregated_data = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\", \"Новый столбец\": \"sum\"}).reset_index()\n",
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"print(aggregated_data)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "14df0fb7-0e77-4194-bdbc-5696f033d3fa",
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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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" Имя Возраст Баллы Новый столбец\n",
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"1 Борис 22 76 83.6\n",
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"2 Виктор 23 95 104.5\n",
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"3 Галина 24 82 90.2\n"
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]
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}
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],
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"source": [
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"filtered_df = df[df[\"Возраст\"] > 21]\n",
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"print(filtered_df)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "96ccd952-0741-491f-baae-c98431693c7a",
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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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"Сумма элементов массива: 15\n",
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"Среднее значение: 3.0\n",
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"Медиана: 3.0\n",
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"Стандартное отклонение: 1.4142135623730951\n"
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]
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}
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],
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"source": [
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"import numpy as np\n",
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"\n",
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"arr = np.array([1, 2, 3, 4, 5])\n",
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"print(\"Сумма элементов массива:\", np.sum(arr))\n",
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"print(\"Среднее значение:\", np.mean(arr))\n",
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"print(\"Медиана:\", np.median(arr))\n",
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"print(\"Стандартное отклонение:\", np.std(arr))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "f884a153-d867-4a51-a060-f5afee62f231",
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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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"Двумерный массив:\n",
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" [[1 2]\n",
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" [3 4]]\n",
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"linspace:\n",
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" [0. 0.25 0.5 0.75 1. ]\n",
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"Random:\n",
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" [[1.07123566 1.00831263]\n",
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" [0.43604086 1.15283203]]\n",
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"Dot product:\n",
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" [[1.94331738 3.31397669]\n",
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" [4.95787042 7.63626602]]\n"
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]
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}
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],
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"source": [
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"two_d_array = np.array([[1, 2], [3, 4]])\n",
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"print(\"Двумерный массив:\\n\", two_d_array)\n",
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"\n",
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"linspace_array = np.linspace(0, 1, 5) # 5 чисел от 0 до 1\n",
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"print(\"linspace:\\n\", linspace_array)\n",
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"\n",
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"random_array = np.random.randn(2, 2) # Массив 2x2 случайных чисел из стандартного нормального распределения\n",
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"print(\"Random:\\n\", random_array)\n",
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"\n",
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"dot_product = np.dot(two_d_array, random_array) # Матричное умножение\n",
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"print(\"Dot product:\\n\", dot_product)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "e502832a-43aa-4084-a4a5-cdab65336720",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Matplotlib is building the font cache; this may take a moment.\n"
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]
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np \n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"y = np.sin(x)\n",
|
||
"\n",
|
||
"plt.plot(x, y, label='sin(x)')\n",
|
||
"plt.xlabel(\"X\")\n",
|
||
"plt.ylabel(\"Y\")\n",
|
||
"plt.title(\"График синуса\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "f24425e3-7ce9-4553-9ba0-37dda6c34e9e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(x, y, label='sin(x)', color='red')\n",
|
||
"plt.xlabel(\"X\")\n",
|
||
"plt.ylabel(\"Y\")\n",
|
||
"plt.title(\"График синуса (красный)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "9bf9d4e7-da00-4608-98a3-12d8ceb162c8",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(x, y, label='sin(x)')\n",
|
||
"plt.plot(x, np.cos(x), label='cos(x)')\n",
|
||
"plt.xlabel(\"X\")\n",
|
||
"plt.ylabel(\"Y\")\n",
|
||
"plt.title(\"Графики синуса и косинуса\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "10ae7b37-a6cf-4df8-891e-b98a01743c40",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.bar([1, 2, 3, 4], [10, 20, 15, 25])\n",
|
||
"plt.xlabel(\"Категории\")\n",
|
||
"plt.ylabel(\"Значения\")\n",
|
||
"plt.title(\"Столбчатая диаграмма\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "31b71fca-4a47-41a7-8e90-aab6dfca64b7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"x = np.random.rand(50)\n",
|
||
"y = np.random.rand(50)\n",
|
||
"plt.scatter(x, y)\n",
|
||
"plt.xlabel(\"X\")\n",
|
||
"plt.ylabel(\"Y\")\n",
|
||
"plt.title(\"Диаграмма рассеяния\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "c506edc2-b132-41d7-89ca-edce83ceabdb",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"data = np.random.randn(1000)\n",
|
||
"plt.hist(data, bins=30) # bins - количество столбцов гистограммы\n",
|
||
"plt.xlabel(\"Значения\")\n",
|
||
"plt.ylabel(\"Частота\")\n",
|
||
"plt.title(\"Гистограмма\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "60daeb41-1946-4b0a-8479-a4e7c95cb389",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt \n",
|
||
"\n",
|
||
"# DataFrame df уже создан в предыдущих шагах\n",
|
||
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n",
|
||
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "dd6a0916-d482-423d-9d9b-01f5f0a64c1d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.histplot(data=df, x=\"Баллы\", kde=True) # kde - линия оценки плотности ядра\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "1718e136-546f-4d6b-9437-2261d8691336",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.scatterplot(x=\"Возраст\", y=\"Баллы\", data=df)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "f3fdc7ae-6bcf-4018-a5f2-a74a1d57ef06",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 750x750 with 12 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.pairplot(df)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "f48e81d5-9e7b-4f0e-a241-846af9ed4eef",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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AQGcRDvjcBM8995z88MMPpluh9m9US5cuNQMP3XPPPaaLYVIxNwESYm4CAMGcm+DMmE62HStz+xES6pJVM/DVV1/Jl19+6ZU3oH0aM2XKJI8++miyggEAAEKG5axZC5OVQKgJC779IJV2MdTHAABAKg8GNKtRx0E+d+6cZ9vZs2elf//+V814BAAgbLgs+5YwkKxmghEjRpiJE3QEQp1EQW3atMkMovD999/bXUYAAMJ2BMJUGwyUKVNGdu7cKZ999plniESdGOGJJ54weQMAAIQ1l7OCgWQ1E/z555+m+6DOrNSpUyfJkiWLGW9g7dq19pcQAACETjCwefNmMz2iJgqWKlVKNm7caAZFGDZsmJnSuH79+vLNN98ErrQAAKQEy7JvSW3BQPfu3c24xz///LPpVvjAAw9I48aN5e+//5a//vrLjD/w9ttvB660AACE2URFqS5nYM2aNbJo0SIpV66cSRzU2oAOHTp4RkPSUQlr1KgRqLICAIBgBwPHjh3zzJyUNWtWkyuQK1cuz+P688mTJ+0vJQAAKckVHtX7QetNoGMgX2sdAICwZ4VH9X7QgoE2bdqY8QSUDjrUvn17U0Ogzp8/b38JAQBA6AQDOq1iQk8++eQV++jMhQAAhDUXzQRXNXHixMCVBACAEGGFSS+AoA46BAAAHD4cMQAAqZqLZgIAAJzNclYzAcEAAAAOrxkgZwAAAIejZgAAAF8O601AMAAAgC+aCQAAgJNQMwAAgC96EwAA4HAumgkAAICDUDMAAIDD5yYgGAAAwBfNBAAAwEmoGQAAwOE1AwQDAAD4omshAAAO53JWzQA5AwAAOBw1AwAA+LAcVjNAMAAAgC+HBQM0EwAA4HDUDAAA4IsRCAEAcDgXzQQAAMBBqBkAAMDhNQMEAwAA+LAsZwUDNBMAAOBw1AwAAOCLZgIAABzORTAAAICjWQQDwZEpf51gFwEh5OzBJcEuAgA4RsgEAwAAhAwXNQMAADibSxyFroUAADgcNQMAAPgggRAAAKdzOSsYoJkAAACHo2YAAACHJxASDAAA4PCcAZoJAABwOGoGAADwRTMBAADOZjmsmYBgAAAAh9cMkDMAAIDDUTMAAIAPy2E1AwQDAAD4clgwQDMBAAAhZNSoUVKkSBHJmDGjVK9eXVavXn3N/Y8fPy4vvPCC5MuXTzJkyCC33nqrzJkzJ0mvSc0AAAAh0kwwbdo06dKli4wZM8YEAsOHD5eGDRvK9u3bJW/evFfsf+HCBbnnnnvMY19++aUUKFBA/vjjD8mZM2eSXjfCsqyQ6D+RLrJAsIuAEHL24JJgFwFACEsfVSygxz/asJ5tx4qa/1Oi99UAoGrVqjJy5Eiz7nK5pGDBgtKxY0d59dVXr9hfg4YhQ4bItm3bJH369MkuI80EAAAE0Pnz5+XEiRNei27zd5e/bt06adCggWdbmjRpzPqKFSv8HnvmzJlSs2ZN00wQHR0tZcqUkQEDBsilS5eSVEaCAQAA/DQT2LUMHDhQcuTI4bXoNl9Hjx41F3G9qCek63FxcX7LGRsba5oH9HmaJ9C7d29599135c0330zS70vOAAAAAcwZ6Nmzp8kDSEgT/eygzQiaLzB27FhJmzatVK5cWQ4cOGCaDvr27Zvo4xAMAAAQwGBAL/yJufhHRUWZC3p8fLzXdl2PiYnx+xztQaC5Avo8t9tuu83UJGizQ2RkZKLKSDMBAAAhQC/ceme/cOFCrzt/Xde8AH9q164tu3btMvu57dixwwQJiQ0EFMEAAAC+rAj7liTQ5oRx48bJ5MmTZevWrfL888/L6dOnpW3btubxVq1amWYHN3382LFj0qlTJxMEzJ492yQQakJhUtBMAABAiIwz0KJFCzly5Ij06dPHVPVXqFBB5s2b50kq3Lt3r+lh4KbdDufPny+dO3eWcuXKmXEGNDDo0aNHkl6XcQYQkhhnAEAwxxmIq3unbceK+flHCXXUDAAA4MNyJa16P9wRDAAA4PBZC0kgBADA4agZAADAh5XEXgDhjmAAAAAfNBMAAABHoWYAAAAf9CYAAMDhrJAYgSflEAwAAODwmgFyBgAAcDhqBgAAcHjNAMEAAAAOzxmgmQAAAIejZgAAAB80EwAA4HCWw4YjppkAAACHS1bNQJo0aSQi4upR06VLl26kTAAABJXlsLkJkhUMfP311/aXBACAEOFyWDNBsoKBpk2beq3PmDFDNm7cKGXKlJFHH33UrrIBAIBwyBkYNGiQtGzZUubNmydPP/209O/f356SAQAQxARCy6bFEcHA5MmTZfz48bJ69Wr59ttvZeLEifaUDACAIHYttGxaHNG18ODBg1KjRg3zs/574MABO8oFAEDQWIxAmDTacyBdussxRdq0acXlclgKJgAAYS5ZNQMVK1b0dC08e/asNGnSRCIjI8VyWigFAEiVrDCp3g9qMNCsWbOr9ixI+BgAAOHIFSaJf0ENBvr27Wt/SQAAQPgEAydOnLjm49mzZ09ueQAACDqLmoHry5kzp9/hiDVnQLczHDEAIJxZDkuBS3bXwi+//FJy585tb2kAAED4dC2sXbu21KtXz+/iZP36viL7/lgvJ//eJfPnTpUSJYpe9znPt28tu3aslFMndsvypbOkapUKXo+PHjVItm9dZo556MAvMuOrCVKyZHGvfYYNfV1WrZwrp0/Gyto139v+eyHlrN24WV7o3lfqP/iElKl9vyz8eXmwi4Qg45wITgKhy6YlVQcDv/32m2zdulX27t0rFy5csLdUYarbKx3kxReekg4vviq17mgip8+ckTnffSYZMmS46nMeeeRBeWdIX3njzaFStfp9sumX32TO7M8kT56bPPusX/+LPNOui5Qpd6c0avy4aYqZO3uKmT0yoUmTpsr0L2YF9HdE4J09e05Kligm/+vaIdhFQYjgnEh5lsOGI46wkjE4gHsKY3eOgK6XKlVKnnrqKencuXOyCpIusoCEO60RGDb8Qxk67EOznj17Njm4f6M89UxnmT59pt/naE3AmrWbpNPLvcy6vp97YtfIqNETZfCQUX6fU7bsbbJh3Q9ya6laEhv7h9djfXp3kQcfvE+qVL1XwtnZg0uCXYSQoHeBIwb2lrvr1gp2URAiOCcuSx9VLKDH31DIu9v8jai491tJlTkDv//+uwkE/vnnH9OzQIck1rkJevfuLRcvXpRu3bqJ0xQtWkjy5YuWhYuWeradOHFSVq/eIDWqV/YbDKRPn14qVSonbw8e6dmm76seo0aNyn5fJ3PmTNKmVQsTBOzbdzBAvw0AOJtFAuH1FS5c2Gu9cuXKZhTCW2+9VV5//fXrBgPnz583S0LuWoZwFROd1/wbH3/Ea3v84aMSE3P5MV9RUbnNUM6H4496bT98+IiU8skJaP9ca3l74P8ka9Yssm37LrmvUUsTjAEA7OcKk+r9kJmbIKHHHntMpk2bdt39Bg4cKDly5PBaLNdJCSctWzaX48d2eJb06W94zqdr+nzKDKlSraHUv+sh2bkzVqZ8PuaauQgAgOSzHJYzYPugQyVKlLju83v27CldunTx2pbrplISTmbN+t40AbhlyBBp/o2OziNxcYc926PzRsnGTb/6PcbRo8dMs0re6Civ7Xnz5pE4nxoGbXLQZdeu32XlqvVy9PBv0qzZfTJtWui3RQEAQltQBh3SO1rfu9pwayI4deq0WRI6dChe7qp/h2z6/4t/tmxZpVq1ijJm7Md+j6HV/NpTQJ8zc+Z8z/ug66M/mHjV19Z9dMkQSc0AAASCK0zu6O3CoEM2eu/98fJaz5dk565Y2bNnn/Tv100OHoyXb7+9fKFX38+bJt98O1dGfzDJrA8bMU4mfjRM1q3/Rdas2SAvdWwnWbJkkkmTp3kSEx995EFZsOAnOXL0T7m5QH7p3v0F09Vo7ryFnuMWL17E5BNER+eVTJkySvnypc32337bQW5BmDlz5qzs3f9vcuiBg/GybcduyZE9m+S7Sv4JUjfOiZRnibOku5FBh/Lm5SRMaMg7oyVLlswyZvRgyZkzuyxbtkYaN3nSK1myWLHCJnHQ7YsvZkqeqNzSr88rEhOTx9QqNH7gSTl8+HJS4blz5+WO2tXkpY7PSK5cOSQ+/qgsWbpS6tRrKkeO/Ok5ztgxQ6RevX+7Gq37/4GHit9SXf74Y38KvQOww5ZtO+Wpjj0864PfH2v+bXp/A3mrV9cglgzBwjmBkB1nYNGiRRIdHS1ZsmSRmJgYiYy83GaeXKlhnAHYh3EGAARznIHl+f5j27FqHfpKUm3NwN13323roEMAAIQKi5yB62PQIQAAHN5McDWffPKJGXRo586dSX4uzQRIiGYCAMFsJlgS87Btx6oT96WEunR2DzpUuvTlLHYAAMKVJc5qJrB1BMLLY+1XsvOQAAAgFGsGdFChYcOGyfTp0/1OYXzs2DG7ygcAQIpzOWyggWTVDPTv31+GDh0qLVq0kL///tsMLfzQQw+ZXgX9+vWzv5QAAKQgl0TYtqTaYOCzzz6TcePGSdeuXc2sey1btpTx48dLnz59ZOXKlfaXEgCAFM4ZsGxaUm0wEBcXJ2XLljU/Z82a1dQOqAceeEBmz55tbwkBAEDoBQM333yzHDp0yPxcvHhx+f77y0Pfrlmzhml1AQBhz2XjkmqDgebNm8vChZcnyenYsaMZbOiWW26RVq1amVEIAQAIZ5bDmgmS1Zvg7bff9vysSYSFCxeW5cuXm4CgSZMmdpYPAACE+jgD2jQwa9YsOXz4sOTIkcOeUgEAEEQuhzUTJKlmoFChQrJhwwa56aabzPqCBQukcePGJk9AuxW+8847MmXKFHnkkUcCVV4AAALOJc6SpJqB/fv3mwGH3IYMGWK6FR4/flz++usvee6552Tw4MGBKCcAAAjFZoKtW7eaBMK0adOamgH9OTmTFAEAEEosEggTT2sEcufO7VnPlSuXnDx50o5yAQAQNK7wuIYHp2YgIiLCLL7bAABA+EpSzYBlWdKmTRvPwELnzp2T9u3bS5YsWcz6+fPnA1NKAABSkCtMqveDEgy0bt3aa/3JJ5+8Yh8deAgAgHBmibMkKRiYOHFi4EoCAECIcImz3PCgQwAAwD6jRo2SIkWKSMaMGaV69eqyevXqRD1v6tSpJo+vWbNmSX5NggEAAHy4IiJsW5Ji2rRp0qVLF+nbt6+sX79eypcvLw0bNjSj/F7Lnj175JVXXpE6depIchAMAADgJ2fAriUphg4dKu3atZO2bdvK7bffLmPGjJHMmTPLhAkTrvocHQzwiSeekP79+0uxYsUkOQgGAAAIIO1pd+LECa/FX++7CxcuyLp166RBgwaebTqgn66vWLHiqsd//fXXJW/evPL0008nu4wEAwAABHCiooEDB5qJ/BIuus3X0aNHzV1+dHS013Zdj4uLE3+WLl0qH330kYwbN06CNgIhAACpkcvGYQZ69uxp8gASco/XcyN0xN///ve/JhCIioq6oWMRDAAAEEB64U/MxV8v6DrXT3x8vNd2XY+Jibli/927d5vEwSZNmni2uVyXO0WmS5dOtm/fLsWLF09UGWkmAADAzwiEdi2JFRkZKZUrV5aFCxf+Ww6Xy6zXrFnziv1LlSolmzdvlo0bN3qWBx98UOrXr29+LliwYKJfm5oBAABCZARCbU7Q0X6rVKki1apVk+HDh8vp06dN7wL3KL8FChQwOQc6DkGZMmW8np8zZ07zr+/26yEYAAAgRLRo0UKOHDkiffr0MUmDFSpUkHnz5nmSCvfu3Wt6GNgtwtLZh0JAusgCwS4CQsjZg0uCXQQAISx9VPL60yfWxwWunHsnuVod+FRCHTUDAAA4fG4CggEAAHyERJV5CqI3AQAADkfNAAAAARx0KBwQDAAA4PCcAZoJAABwOGoGAABweM0AwQAAAD4sh+UM0EwAAIDDUTMAAIAPmgkAAHA4lzgLzQQAADgcNQMAADh8OGKCAQAAfDACIQAADucSZyFnAAAAh6NmAAAAh9cMEAwAAODwBEKaCQAAcDhqBgAA8EFvAgAAHM4lzkIzAQAADkfNAAAADk8gJBgAAMCHy2HhAM0EAAA4HDUDAAA4PIGQYAAAAB/OaiQgGAAAQJxeM0DOAAAADkfNAAAAPhiBEAAAh3M5LGuAZgIAABzOtpoBl8slb7755uWDpksnr732ml2HBgAgRVniLEkOBrp06eJ3+6VLl2TkyJEydOhQEwwAABCuXOIsSb5qb9iw4ao1A6pTp043XioAABC6wcDixYv9bj937pxkyZLFjjIBABBULoc1FNhWnx8R4bB+GACAVMsSZ6E3AQAADpfkmoGZM2f63f7PP//YUR4AAILOJc6S5GCgWbNmV32MpgIAQGrgclhDQZKDAXevAQAAUitLnOWGcga0BwEAAHBYMKCDC73xxhtSoEAByZo1q8TGxprtvXv3lo8++igQZQQAIEW5bFxSZTDw1ltvyaRJk2Tw4MESGRnp2V6mTBkZP3683eUDACDFWTb+lyqDgY8//ljGjh0rTzzxhKRNm9azvXz58rJt2za7ywcAAEItgfDAgQNSokQJv4mFdC8EAKQGLnGWJNcM3H777bJkyZIrtn/55ZdSsWJFu8oFAEBQuxa6bFpSZc1Anz59pHXr1qaGQGsDZsyYIdu3bzfNB999911gSgkAAEKnZqBp06Yya9Ys+eGHH8zERBocbN261Wy75557AlNKAABSkGXjkmonKqpTp44sWLDA/tIAABACXGFzGQ/yrIWLFi2S3377zQxBXLp0abnzzjvtLRkAAAiNYODixYtSt25dmTNnjuTMmdPkCjRv3lw2bNggN998s9ln//79UqlSJfnmm28kX758KVFuAAACxiXOct2cgXTp0snmzZvl2LFjZv2ll14ygw3t3r1bfv/9d7Ps2rVL0qdPbx4DACDcWQ4bdChRzQRRUVFy/vx587PmCvz4449SqFAhz+OFCxeW4cOHy9133x24kgIAkEJc4iyJ6k2gOQHusQUyZszod6pi3caMhgAApNJg4Omnn5ZevXqZLoTaffDll1+WgwcPeh7XPIIuXbpI/fr1A1lWAABShEUzwZU0YVDnHahevboUL15cNm3aJEWKFJGCBQuax/ft2yelSpWSyZMnB7q8AAAEnEucJdFdC3v27CmPPfaYzJ8/X44cOeJpEsiVK5cJBLTGwF/zAQAASEXjDBQtWlTat28fuNIAABACXFZ4VO8HbdCh995775qP070QABDuLHGWJAcDmjyogw2lTZv2ise0mYBgAACAVD5RkVq7dq1nwKGES2xsrP0lBADAQVMYjxo1yiTpa1d+TdxfvXr1VfcdN26cmS9I8/d0adCgwTX3ty0Y0Lt/EgUBAKmZFaSuhdOmTTNd9fv27Svr16+X8uXLS8OGDeXw4cN+99dBAFu2bCmLFy+WFStWmF5+9957r+nynxQRlpW0LIk0adLIs88+Kzly5DBTGOfPn18qVqwolStXlhuRLrLADT0fqcvZg5cHuQIAf9JHFQvo8VsWbmbbsSbtmOYZxdctQ4YMZvGlNQFVq1aVkSNHmnXtuacX+I4dO8qrr7563de6dOmSqSHQ57dq1SpwNQM6aZGOObB06VL54osvpEePHqbgGhAkHIgIAIBw5bJxGThwoLmBTrjoNl8XLlyQdevWmar+hDfguq53/Ylx5swZ+eeffyR37tyBTSDUKglfOmmRRiBdu3aVKVOmJPWQAACEFJeN/Ql0nB6t+k/IX63A0aNHzZ19dHS013Zd15vwxNAbdK2xTxhQBCyB0JeOSjhixIgkt1EAAJDacwYyZMgg2bNn91r8BQM36u2335apU6fK119/bZIPA1ozcDVVqlSRn3/+2a7DAQDgKFFRUabbfnx8vNd2XY+Jibnmc9955x0TDPzwww9Srly5JL92smoGtFlAkxm0GkIXHVuAboUAgNTCZeOSWJGRkSYZf+HChf+Ww+Uy6zVr1rzq8wYPHixvvPGGzJs3z9yYJ0eSgwGdm+D22283/Rg1+tBl1apVZtuCBQuSVQgAAEKJZVm2LUmhuQU6doBO/KczBT///PNy+vRpadu2rXlc8/M0B8Ft0KBB0rt3b5kwYYIZmyAuLs4sp06dCmwzgXZt6Ny5s6mO8N2uiQs6YREAAEi6Fi1amMkA+/TpYy7qFSpUMHf87qTCvXv3mh4Gbh988IHphfDwww97HUfHKejXr1/gxhnQpITNmzfLLbfc4rV9x44dppbg3LlzkhyMM4CEGGcAQDDHGWha6AHbjvXt3u8k1CW5mSBPnjyycePGK7brtrx589pVLgAAHJUzEExJbiZo166dGYFQEwZr1aplti1btsy0W/j2owQAAKkwGNBEhWzZssm7777rSWLQAQ60bYIZCwEAqYHlsEmMk5wzkNDJkyfNvxoc3ChyBpAQOQMAgpkz0KhQI9uONWfvHEl1OQN33XWXHD9+3BME2BEIAACA4EnW3ATajQEAgNTKSn6leVhK1nDEERER9pcEAIAQ4RJnSVYw0Lx5czNsoj+LFi260TIBABBUlsMSCJM1N4GOkVyvXj2/i9P16/uK7PtjvZz8e5fMnztVSpQoet3nPN++tezasVJOndgty5fOkqpVKng9PnrUINm+dZk55qEDv8iMryZIyZLFvfYZNvR1WbVyrpw+GStr13xv+++FlLN242Z5oXtfqf/gE1Km9v2y8OflwS4SgoxzAiFXM6BNBN26dWOAIT+6vdJBXnzhKWn79MuyZ88+6d+vm8z57jMpW76+nD9/3u9zHnnkQXlnSF/p8MKrsnrNBnmp4zMyZ/ZncnuZunLkyJ9mn/Xrf5EpU2bI3n0HJHeunNKnT1eZO3uKlLi1hpnEwm3SpKlSrVolKVv2thT7nWG/s2fPSckSxaR543vl5dfeDHZxEAI4J1Key2E1A0kOBpyWVJEUeiEfMHCEzJp1+c68TdtOcnD/RmnatKFMnz7T73M6d2on4z/6XCZ/PN2sa1DQ6P67pW2bx2TwkFFm2/iPPvPs/8cf+6VP38GyYd0PUqRIQYmN/ePycbr0Mf/myXMTwUCYq1OzqlkAN86JlGc57FqX5GYCnfwga9asgSlNGCtatJDkyxctCxct9Ww7ceKkrF69QWpUr+z3OenTp5dKlcrJwkVLvE5APUaNGv6fkzlzJmnTqoUJAvbtOxiA3wQA4DRJDgZ0+sQDBw5csX3nzp2yZ88ecaqY6MvNJvHxR7y2xx8+KjEx/ptUoqJyS7p06eRw/FGv7YcPH5GY6Dxe29o/11qOH9shJ47vkob31Zf7GrWUf/75x/bfAwAgppnAriVVBgNt2rSR5cuvTF5ZtWqVeSwxtP38xIkTXku4Vcm0bNncXJzdS/r0yeqYkWifT5khVao1lPp3PSQ7d8bKlM/HSIYMGQL6mgDg5N4Elk3/pcpgYMOGDVK7du0rtteoUcPvbIb+DBw4UHLkyOG1WK7LQxuHC80LqFz1Xs9y9M9jZnu0zx19dN4oiYs77PcYR48ek4sXL0re6Civ7Xnz5pE4nxoGbXLYtet3WbJ0lTza4lkpVbKENGt2n+2/FwDAedIkpzeBe06ChP7++2+5dOlSoo6hExzp/gmXiDThNazxqVOnZffuPZ7lt992yKFD8XJX/Ts8+2TLllWqVasoK1et83sMrebXngIJn6Pvr66vXOn/Oe59dMkQSc0AAASCy7JsW8JBkuu269ata+7sp0yZImnTpjXbNAjQbXfc8e9F7Vq0etu3ijs1jGr43vvj5bWeL8nOXbGeroUHD8bLt9/O9+zz/bxp8s23c2X0B5PM+rAR42TiR8Nk3fpfZI3pWthOsmTJJJMmT/MkJj76yIOyYMFPcuTon3JzgfzSvfsLpqvR3HkLPcctXryIZM2aRaKj80qmTBmlfPnSZrsGKeQWhJczZ87K3v3/JoceOBgv23bslhzZs0m+q+SfIHXjnEh5ljhLkoOBQYMGmYCgZMmSUqdOHbNtyZIlpt3f6aMPDnlntGTJklnGjB4sOXNml2XL1kjjJk96jTFQrFhhkzjo9sUXMyVPVG7p1+cViYnJI5s2/SqNH3hSDh++nFR47tx5uaN2NdNtMVeuHBIff1SWLF0pdeo19YxDoMaOGSL16tXyrK/7/4GHit9S3XRHRPjYsm2nPNWxh2d98Ptjzb9N728gb/XqGsSSIVg4JxCSUxgfPHhQRo4cKZs2bZJMmTJJuXLl5MUXX5Tcuf+9yCUVUxgjIaYwBhDMKYxrF7jLtmMtOxD6N8rJSoHPnz+/DBgwwP7SAAAQAlwOaygIbH84AADCkBUmiX9BnagIAACkHtQMAADgg2YCAAAcznJYMEAzAQAADpfkmoFKlSpd8/H169ffSHkAAAg6y2EJhIkKBrp37y7PPPOM3HrrrbJ582bJnDmzWc+ePXvgSwgAQApzOayZIFHBQOHChaV+/fqyb98+2bJli3Tr1k0++eQT6du3r7Rv394zLDEAAEilOQMvvPCCHDlyRA4fPmyGIZ45c6ZMmzZNJkyYIGXKlJFZs2YFvqQAAKRgM4Fl05JqgoE333zT1A7ExMR4tmlNwbp168wMhB06dJC77rrLTG8MAEBqaCZw2bSkmmaCnDlzyrJly8zPXbp0ueLxRo0ayeeffy7VqlVjhjwAAMJMooIBnYTI7Wp3/1WqVLGvVAAABJEVJnf0QetauHjx4sCUBACAEOEKk7Z+uzACIQAAPqgZuA5NHIyIiLjq44sWhf68zQAA4AaCgQoVKiT1KQAAhBUXzQTXNmzYMK/1Q4cOydatW834AwUKFLCzbAAABIXlsGaCG5qo6LvvvpNixYpJgwYNpHjx4jJjxgz7SgYAAEI/GNDBiLTb4alTp2TAgAHSr18/+0oGAEAQmwlcNi2pPhjYtWuXPPXUU2bioqefflp27txpX8kAAAhiM4Fl03+pPhg4f/68ZMiQwfycMWNGuXDhgl3lAgAAoZpAmHA4Yr34v/XWW5IjRw65dOmS3WUDACAoXGFSvR+0YCDhcMS1atWS2NhYz3rdunXtKxkAAEFihUn1vl0YjhgAAIe7oZwBpXM1a+2A5g8AAJAaWJbLtiVVBgPr1q2TmjVryv333y+7d++WypUrS4kSJSQ6Olp++umnwJQSAIAU5BLLtiVVBgMvvfSSZMuWTbJnzy733HOPlC1bVjZv3iyPPfaY9OjRIzClBAAgBVmWZdsSDiKsJJY0a9aspnagcOHC5mdNKNSAQJsKypUrZwYgSo50kQxljH+dPbgk2EUAEMLSRxUL6PEL5S5r27H2HtssqS6B8MyZM5I7d24zrkCmTJkkS5YsZrv+e/bs2UCUEQCAFOUKk+r9oAUDaty4caZW4OLFizJp0iSJioqSkydP2l86AACCwAqT6v2gNRMUKVJEIiIirvr477//nqyC0EyAhGgmABDMZoICuUrbdqwDf/0qqa5mYM+ePYEpCQAAIcLlsJqBZDUTuLkrFa5VUwAAQLixHJYzkKxBhz7++GPTg0ATCHXRXgSffPKJ/aUDAAChVzMwdOhQ6d27t7z44otSu3Zts23p0qXSvn17OXr0qHTu3DkQ5QQAIMVYDmsmSHICYdGiRaV///7SqlUrr+2TJ0+Wfv36kUAIW5BACCCYCYR5cpS07VhH/t4uqa6Z4NChQ2a2Ql+6TR8DAADhJcnBgM5DMH369Cu2T5s2TW655Ra7ygUAQNBYDhuOOMk5A9pE0KJFC/n55589OQPLli2ThQsX+g0SAAAIN64wuYgHLRj4z3/+I6tWrZJhw4bJN998Y7bddtttsnr1aqlYsWIgyggAQIqyHBYMJKtroU5b/Omnn5oJi3TRnwkEAAC4caNGjTKj/eocQNWrVzc329fyxRdfSKlSpcz+2u1/zpw5gQsGTpw4kagFAIDUMFGRy6YlKTT/rkuXLtK3b19Zv369lC9fXho2bCiHDx/2u//y5culZcuW8vTTT5tZhJs1a2aWLVu2BKZrYZo0aa450qAeRh+/dOmSJAddC5EQXQsBBLNrYfYs9h3/xOnYRO+rNQFVq1aVkSNHmnWXyyUFCxaUjh07yquvvnrF/prDd/r0afnuu+8822rUqCEVKlSQMWPG2J8zsHjxYq8Lf6NGjWT8+PFSoAAXcQAArub8+fNmSShDhgxmSejChQum6b1nz55eN+INGjSQFStW+D22bteahIS0JsGd02d7MFCvXj2v9bRp05roo1ixwEZnAACEc2+CgQMHmp54CWkzgA7Ul5CO4qu169HR0V7bdX3btm1+jx0XF+d3f92eYhMVAQCQGlk2TlSkd/q+d+++tQLBRjAAAEAA+WsS8CcqKsrUusfHx3tt1/WYmBi/z9HtSdnf1q6FbkxdDABIrc0ELpuWxIqMjDRd93UQP085XC6zXrNmTb/P0e0J91cLFiy46v43XDPw0EMPea2fO3fOzFSYJUsWr+0zZsxIUgEAAAg1VpAGHdLmhNatW0uVKlWkWrVqMnz4cNNboG3btuZxnSRQE/c1D0F16tTJ5PS9++670rhxY5k6daqsXbtWxo4dG5hgIEeOHF7rTz75ZJJeCAAAXJt2FTxy5Ij06dPHJAFqF8F58+Z5kgT37t1rehgknCTw888/l169eslrr71m5gjSngRlypSRgE5hHCiMM4CEGGcAQDDHGciQsaBtxzp/bp+EOhIIAQDwESL3ySmGYAAAAIcHAzfUmwAAAIQ/agYAAPDhrHqBEEogxOXxq7W7iI5WFWqjUyHlcT4gIc4HBBLBQAjRKaC1C+fff/8t2bNnD3ZxEGScD0iI8wGBRM4AAAAORzAAAIDDEQwAAOBwBAMhRJOCdI5rkoOgOB+QEOcDAokEQgAAHI6aAQAAHI5gAAAAhyMYAADA4QgGAADJ8s8//wS7CLAJwQAApKD3339f3njjDfPzqFGj5JVXXpFw8fXXX0vjxo2lSJEikjVrVqlTp06wiwSbEAxcR5s2bSQiIsKz3HTTTXLffffJL7/8EuyiIYTPE/dy8803B7tojv17NGvW7IrtP/74o/m7HD9+XILl0UcflcmTJ0v69OnlzTfflKefflrCgc6L0K5dO3nggQdk9uzZsnHjRpkzZ06wiwWbMGthIujFf+LEiebnuLg46dWrl/lA7N27N9hFQwhJeJ64pU2bNmjlQWiKjo6WHTt2mO+SvHnzSrp0of81HBsbKwMGDJCVK1dK6dKlg10cBAA1A4mgg3zExMSYpUKFCvLqq6/Kvn375MiRI+bxzZs3y1133SWZMmUyNQfPPvusnDp1yvN83T9//vwSGRkpBQoUkB49eojL5fK6U9FIu1y5cpIxY0apUaOGbNmyxfP8P//8U1q2bGmemzlzZilbtqxMmTLFq4x6vMGDB0uJEiVMeQsVKiRvvfWWeczfHat70deH/eeJe8mTJ4/ncf2733rrreZvWKxYMendu/cVba579uzx+3dKeCd7vX369etnzlN/vvnmG7Mv/vXVV1+ZC5z+/bT6+9133/V6XLe53+MsWbJIrVq1ZO3atZ7H77zzTnn55Zf9Hlu36+O++6ZJk8Z8J+zevdvUEFzt7+X266+/mhsQnaAoW7Zspnpen6t/66t9tt2vq98Nr7/+uqml0t9RX2vevHlXvIbu73uM4cOHm8fmz58vxYsXN98pek5rGR566CHZv3+/1zG+/fZbqVSpkvke03O8f//+cvHiRc/jekw9B31f92rvH1IOwUAS6UX+008/NRddvfCfPn1aGjZsKLly5ZI1a9bIF198IT/88IO8+OKLnufce++98t1338muXbtk/PjxMnbsWHOMhLp162a+hPQY+mFr0qSJ50Jx7tw5qVy5sgkYNEjQYOO///2vrF692vN8ndb07bffNheY3377TT7//HNzB6IOHTrkWdxffu51/WJDytAv0EmTJpm/z4gRI2TcuHEybNgwr33cY4DpOaR/H/1b+UrMPkicdevWmWr7xx57zAT1enHVz5D+nRLSi6m+1xoEaEDwwgsv2PL6+rnXC+e1HDhwQOrWrWsu5IsWLTJlfuqpp8xFVvMN3J/lrl27Ss2aNT3rM2bMMM/Xc02/W9555x3TvKnfVw8++KDs3LnzivNKmwHcz0/YxKU3Pps2bTI3QXPnzpXFixdLfHy8aYpxn49LliyRVq1aSadOncw5/uGHH5r30X1TghCnIxDi6lq3bm2lTZvWypIli1n0LcuXL5+1bt068/jYsWOtXLlyWadOnfI8Z/bs2VaaNGmsuLi4K44XGxtrnj9hwgSzvnjxYnPMqVOnevb5888/rUyZMlnTpk27arkaN25sde3a1fx84sQJK0OGDNa4ceOu+/voa+lrIrDnSYECBawGDRpY8+fPv+pzhgwZYlWuXNlr2/bt283faMuWLV7nx19//ZXoffr27WuVL1/e72t+/fXXZl+n/T3cS8aMGb3eq8cff9y65557vJ7brVs36/bbb/esFy5c2Bo2bJj5+ezZs9Yjjzzi9Zx69epZnTp18lsO3a6P+9t30aJF1k033WS9/PLLV/17qZ49e1pFixa1Lly4cM3fWf/uCV/LLX/+/NZbb73lta1q1apWhw4dvLbVrFnTeuWVV/z+3npsfT/37t3reXzPnj1m24IFC8z63XffbQ0YMMDrmJ988on5vnPT917PwYSu9f4h5VAzkAj169c3yTK66N24Rtb333+//PHHH7J161YpX768uVtwq127tqma2759u2ebtre5q4f/85//mAg6IY3o3XLnzi0lS5Y0x1aXLl0y2cfaPKCPaRavVtu5cxZ0v/Pnz8vdd9+dAu8GEnOe6F1Zvnz5TOb1qlWrzOPTpk0z54Y2H+jfUHNPfPNOdM56lfB88pWYffQuV18jR44cctttt5laIyf/PdyL1swlpJ8d/ZskpOt616yfu4RNPPp+6nuu3wHaCyCh0aNHm8e1trB69eoya9asa5ZNr4t6J69zDejf6Fq03NosoM0JSaXnysGDB/3+ju7vl4T7XuucKliwoFncChcubGoPtBZAac2B1qDo++Be3DUNZ86cSXLZkbJCP3MlBOgHRJsF3PQLRT/AWs2bWO3btzdtbFrFp+1j+rN+WSXGkCFDTFWftt9pQKDl0WNcuHDBPK65Cgi982TChAkmKNA2Ug0On3jiCdOGqsGknj9Tp069on1av7i1PVkDhqtJzD4aTM6cOdNc0DTpS7+UtWzhkKwWqL+H8m3jTkp1vvZQ0GZBrW7XpgVtMnAniOrf9n//+58JyjWJ9OGHHzZJd1fz8ccfm2Pp98L1qtFT6vOt55XmMfijzaBX485B0SZUPb/1u83X9ZpCEHzUDCSDnvz6ZXz27Flz16URsX6w3ZYtW2Ye1y9kN72jL1WqlPnSuOOOO65o59UvbLe//vrLZBvrsd3Ha9q0qTz55JOmFkJrF/Rxt1tuucV8YSxcuDDAvzmSQs8BXfSCvHz5cnMnpReMKlWqmL+Z1iz50pwRPU+u9eWZmH00WVUvhHoOtm7d2pw3eocJb/oZ089XQrquiZ4Je4JERUWZ91PfR60l0Pfy999/9zyuwZ0+romIekHUQN33zttN75L1PBg0aFCi7vY1sVjb45MzwI8mHOoF3t/vePvtt3vWNRlRv3cqVqzo9zh6vmm+gC5uev5qcOU+jiYOam2ovg++i34OENr4CyWCRvvaDUgX/YB37NjRRMGa5KcXd/1S1i9cTe7TxBp9XBP83Al8WoWo2cCaBa6JgwsWLLjiQ6fVa3ox12PoHYh++bj7SeuFQ5+jFxR9/eeee84k77jp6+sXVPfu3c0dh36wNbj46KOPUvidcrarnSeNGjUyf0NtEtDaAP37vPfee2YAFze9eHzyyScydOhQadu2rd/jJ2afhNXQmniqQaomnWlVbpkyZWz/ncOdVtXr506b4TTA1v7/I0eOvGIgoJMnT5q/q97t6+OaDKq9e9w04NP3+++//zaJc3qRT3gzkJAm92pmvr9xEPzRZGStwtckR62N0CYMPQ8SNkNer1ZDAw9tptLnaO8mDWY00U/pMfX7SmsdNVD155577jGB0+OPP27210V/1p4J2pNK9enTx3z/aDCk33f6GdDzXZvDEtKgRt8r96K1Zvr+Jex1gCBIwfyEsE1E0rfJvWTLls0k33z55ZeefX755Rerfv36Jjkpd+7cVrt27ayTJ096Hm/UqJEVFRVlkvxKlChhknlcLpdX8tesWbOs0qVLW5GRkVa1atWsTZs2eSUUNm3a1MqaNauVN29eq1evXlarVq3MNrdLly5Zb775pkn6SZ8+vVWoUKErknkUCYQpd55UqlTJmjJlildimiaM6d+xRYsWJjkrR44c5rG1a9daxYoVswYOHGj+lm4JkwMTs4872ctdDk1kLViwoNW7d2/HJRAm/Hy4+UvI1M+yJgy6Pzea2JmQfqbc76cm9urnf+HChV4JcO7H9fOrn+Pp06dfNYEwIiLCWrNmjWfbtRI+3fT74N5777UyZ85szq06depYu3fvTlQCoZ4r/fr1M0mt+jvqa82dO9fz+B133GGSIvft23fF7+1OIFT6epq4rGXQc7h58+bW/v37vZ4zb948q1atWuZ9yp49u/ku0yRrt4SfEd9Fy4/gidD/BSMIwWXaz19zB7SKLmfOnMEuDgCkOM2H0nEytGsngoNmAgBAUGliq5OSW0MR7z4AIKgSDtKG4KCZAAAAh6OZAAAAhyMYAADA4QgGAABwOIIBAAAcjmAAAACHIxgAAMDhCAYAAHA4ggEAAMTZ/g9vo79guIpcJAAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"correlation_matrix = df[[\"Возраст\", \"Баллы\", \"Новый столбец\"]].corr() # Вычисляем корреляцию только для числовых столбцов\n",
|
||
"sns.heatmap(correlation_matrix, annot=True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "85668e31-f371-4d8f-a89d-4f6916206f8c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 93.10it/s]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import time\n",
|
||
"\n",
|
||
"for i in tqdm(range(100)):\n",
|
||
" time.sleep(0.01) # Симуляция долгого процесса"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "72650b93-b74e-4416-b4fc-00eb2c3dd6e7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка данных: 100%|████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 9.73it/s]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import pandas as pd\n",
|
||
"import time\n",
|
||
"\n",
|
||
"# Предположим, что у нас есть DataFrame для обработки\n",
|
||
"data = {'col1': [1, 2, 3, 4, 5], 'col2': [6, 7, 8, 9, 10]}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"\n",
|
||
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка данных\"):\n",
|
||
" # Замените это реальной обработкой данных\n",
|
||
" time.sleep(0.1)\n",
|
||
" # print(f\"Обрабатываем строку {index}: {row['col1']}, {row['col2']}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "c5ac9e21-c2c9-4b7a-a980-848b02964635",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Загрузка: 100%|███████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 93.50элемент/s]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import time\n",
|
||
"\n",
|
||
"for i in tqdm(range(100), desc='Загрузка', unit='элемент'):\n",
|
||
" time.sleep(0.01)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "5c8060eb-8883-42ca-be0c-19180e069d13",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "FileNotFoundError",
|
||
"evalue": "[Errno 2] No such file or directory: 'heart.csv'",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
||
"\u001b[31mFileNotFoundError\u001b[39m Traceback (most recent call last)",
|
||
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[21]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpandas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpd\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m df = \u001b[43mpd\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mheart.csv\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[38;5;66;03m# Выведем первые несколько строк, чтобы убедиться, что данные загружены правильно\u001b[39;00m\n\u001b[32m 7\u001b[39m \u001b[38;5;28mprint\u001b[39m(df.head())\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1026\u001b[39m, in \u001b[36mread_csv\u001b[39m\u001b[34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[39m\n\u001b[32m 1013\u001b[39m kwds_defaults = _refine_defaults_read(\n\u001b[32m 1014\u001b[39m dialect,\n\u001b[32m 1015\u001b[39m delimiter,\n\u001b[32m (...)\u001b[39m\u001b[32m 1022\u001b[39m dtype_backend=dtype_backend,\n\u001b[32m 1023\u001b[39m )\n\u001b[32m 1024\u001b[39m kwds.update(kwds_defaults)\n\u001b[32m-> \u001b[39m\u001b[32m1026\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:620\u001b[39m, in \u001b[36m_read\u001b[39m\u001b[34m(filepath_or_buffer, kwds)\u001b[39m\n\u001b[32m 617\u001b[39m _validate_names(kwds.get(\u001b[33m\"\u001b[39m\u001b[33mnames\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[32m 619\u001b[39m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m620\u001b[39m parser = \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 622\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[32m 623\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1620\u001b[39m, in \u001b[36mTextFileReader.__init__\u001b[39m\u001b[34m(self, f, engine, **kwds)\u001b[39m\n\u001b[32m 1617\u001b[39m \u001b[38;5;28mself\u001b[39m.options[\u001b[33m\"\u001b[39m\u001b[33mhas_index_names\u001b[39m\u001b[33m\"\u001b[39m] = kwds[\u001b[33m\"\u001b[39m\u001b[33mhas_index_names\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 1619\u001b[39m \u001b[38;5;28mself\u001b[39m.handles: IOHandles | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1620\u001b[39m \u001b[38;5;28mself\u001b[39m._engine = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1880\u001b[39m, in \u001b[36mTextFileReader._make_engine\u001b[39m\u001b[34m(self, f, engine)\u001b[39m\n\u001b[32m 1878\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[32m 1879\u001b[39m mode += \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m1880\u001b[39m \u001b[38;5;28mself\u001b[39m.handles = \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1881\u001b[39m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1882\u001b[39m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1883\u001b[39m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mencoding\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1884\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcompression\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1885\u001b[39m \u001b[43m \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmemory_map\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1886\u001b[39m \u001b[43m \u001b[49m\u001b[43mis_text\u001b[49m\u001b[43m=\u001b[49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1887\u001b[39m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mencoding_errors\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstrict\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1888\u001b[39m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstorage_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1889\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1890\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m.handles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1891\u001b[39m f = \u001b[38;5;28mself\u001b[39m.handles.handle\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\common.py:873\u001b[39m, in \u001b[36mget_handle\u001b[39m\u001b[34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[39m\n\u001b[32m 868\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[32m 869\u001b[39m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[32m 870\u001b[39m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[32m 871\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ioargs.encoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs.mode:\n\u001b[32m 872\u001b[39m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m handle = \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[32m 874\u001b[39m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 876\u001b[39m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[43mioargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 877\u001b[39m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 878\u001b[39m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 879\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 880\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 881\u001b[39m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[32m 882\u001b[39m handle = \u001b[38;5;28mopen\u001b[39m(handle, ioargs.mode)\n",
|
||
"\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: 'heart.csv'"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"\n",
|
||
"df = pd.read_csv('heart.csv')\n",
|
||
"\n",
|
||
"# Выведем первые несколько строк, чтобы убедиться, что данные загружены правильно\n",
|
||
"print(df.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "a01de63d-d1c9-43e0-8523-1a8f56d48e36",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "FileNotFoundError",
|
||
"evalue": "[Errno 2] No such file or directory: 'heart'",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
||
"\u001b[31mFileNotFoundError\u001b[39m Traceback (most recent call last)",
|
||
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[22]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpandas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpd\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;66;03m# Замените 'heart.csv' на имя вашего файла, если оно другое\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m df = \u001b[43mpd\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mheart\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[38;5;66;03m# Выведем первые несколько строк, чтобы убедиться, что данные загружены правильно\u001b[39;00m\n\u001b[32m 7\u001b[39m \u001b[38;5;28mprint\u001b[39m(df.head())\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1026\u001b[39m, in \u001b[36mread_csv\u001b[39m\u001b[34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[39m\n\u001b[32m 1013\u001b[39m kwds_defaults = _refine_defaults_read(\n\u001b[32m 1014\u001b[39m dialect,\n\u001b[32m 1015\u001b[39m delimiter,\n\u001b[32m (...)\u001b[39m\u001b[32m 1022\u001b[39m dtype_backend=dtype_backend,\n\u001b[32m 1023\u001b[39m )\n\u001b[32m 1024\u001b[39m kwds.update(kwds_defaults)\n\u001b[32m-> \u001b[39m\u001b[32m1026\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:620\u001b[39m, in \u001b[36m_read\u001b[39m\u001b[34m(filepath_or_buffer, kwds)\u001b[39m\n\u001b[32m 617\u001b[39m _validate_names(kwds.get(\u001b[33m\"\u001b[39m\u001b[33mnames\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[32m 619\u001b[39m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m620\u001b[39m parser = \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 622\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[32m 623\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1620\u001b[39m, in \u001b[36mTextFileReader.__init__\u001b[39m\u001b[34m(self, f, engine, **kwds)\u001b[39m\n\u001b[32m 1617\u001b[39m \u001b[38;5;28mself\u001b[39m.options[\u001b[33m\"\u001b[39m\u001b[33mhas_index_names\u001b[39m\u001b[33m\"\u001b[39m] = kwds[\u001b[33m\"\u001b[39m\u001b[33mhas_index_names\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 1619\u001b[39m \u001b[38;5;28mself\u001b[39m.handles: IOHandles | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1620\u001b[39m \u001b[38;5;28mself\u001b[39m._engine = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1880\u001b[39m, in \u001b[36mTextFileReader._make_engine\u001b[39m\u001b[34m(self, f, engine)\u001b[39m\n\u001b[32m 1878\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[32m 1879\u001b[39m mode += \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m1880\u001b[39m \u001b[38;5;28mself\u001b[39m.handles = \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1881\u001b[39m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1882\u001b[39m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1883\u001b[39m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mencoding\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1884\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcompression\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1885\u001b[39m \u001b[43m \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmemory_map\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1886\u001b[39m \u001b[43m \u001b[49m\u001b[43mis_text\u001b[49m\u001b[43m=\u001b[49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1887\u001b[39m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mencoding_errors\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstrict\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1888\u001b[39m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstorage_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1889\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1890\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m.handles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1891\u001b[39m f = \u001b[38;5;28mself\u001b[39m.handles.handle\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\io\\common.py:873\u001b[39m, in \u001b[36mget_handle\u001b[39m\u001b[34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[39m\n\u001b[32m 868\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[32m 869\u001b[39m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[32m 870\u001b[39m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[32m 871\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ioargs.encoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs.mode:\n\u001b[32m 872\u001b[39m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m handle = \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[32m 874\u001b[39m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 876\u001b[39m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[43mioargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 877\u001b[39m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 878\u001b[39m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 879\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 880\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 881\u001b[39m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[32m 882\u001b[39m handle = \u001b[38;5;28mopen\u001b[39m(handle, ioargs.mode)\n",
|
||
"\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: 'heart'"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Замените 'heart.csv' на имя вашего файла, если оно другое\n",
|
||
"df = pd.read_csv('heart')\n",
|
||
"\n",
|
||
"# Выведем первые несколько строк, чтобы убедиться, что данные загружены правильно\n",
|
||
"print(df.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "9e0e0ab9-5c0f-4873-9743-ff872137dd8a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR \\\n",
|
||
"0 40 M ATA 140 289 0 Normal 172 \n",
|
||
"1 49 F NAP 160 180 0 Normal 156 \n",
|
||
"2 37 M ATA 130 283 0 ST 98 \n",
|
||
"3 48 F ASY 138 214 0 Normal 108 \n",
|
||
"4 54 M NAP 150 195 0 Normal 122 \n",
|
||
"\n",
|
||
" ExerciseAngina Oldpeak ST_Slope HeartDisease \n",
|
||
"0 N 0.0 Up 0 \n",
|
||
"1 N 1.0 Flat 1 \n",
|
||
"2 N 0.0 Up 0 \n",
|
||
"3 Y 1.5 Flat 1 \n",
|
||
"4 N 0.0 Up 0 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"\n",
|
||
"df = pd.read_csv('heart.csv')\n",
|
||
"\n",
|
||
"# Выведем первые несколько строк, чтобы убедиться, что данные загружены правильно\n",
|
||
"print(df.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "92ea6508-7c0e-4f07-aac1-dc75f4af3134",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 918 entries, 0 to 917\n",
|
||
"Data columns (total 12 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Age 918 non-null int64 \n",
|
||
" 1 Sex 918 non-null object \n",
|
||
" 2 ChestPainType 918 non-null object \n",
|
||
" 3 RestingBP 918 non-null int64 \n",
|
||
" 4 Cholesterol 918 non-null int64 \n",
|
||
" 5 FastingBS 918 non-null int64 \n",
|
||
" 6 RestingECG 918 non-null object \n",
|
||
" 7 MaxHR 918 non-null int64 \n",
|
||
" 8 ExerciseAngina 918 non-null object \n",
|
||
" 9 Oldpeak 918 non-null float64\n",
|
||
" 10 ST_Slope 918 non-null object \n",
|
||
" 11 HeartDisease 918 non-null int64 \n",
|
||
"dtypes: float64(1), int64(6), object(5)\n",
|
||
"memory usage: 86.2+ KB\n",
|
||
"None\n",
|
||
" Age RestingBP Cholesterol FastingBS MaxHR \\\n",
|
||
"count 918.000000 918.000000 918.000000 918.000000 918.000000 \n",
|
||
"mean 53.510893 132.396514 198.799564 0.233115 136.809368 \n",
|
||
"std 9.432617 18.514154 109.384145 0.423046 25.460334 \n",
|
||
"min 28.000000 0.000000 0.000000 0.000000 60.000000 \n",
|
||
"25% 47.000000 120.000000 173.250000 0.000000 120.000000 \n",
|
||
"50% 54.000000 130.000000 223.000000 0.000000 138.000000 \n",
|
||
"75% 60.000000 140.000000 267.000000 0.000000 156.000000 \n",
|
||
"max 77.000000 200.000000 603.000000 1.000000 202.000000 \n",
|
||
"\n",
|
||
" Oldpeak HeartDisease \n",
|
||
"count 918.000000 918.000000 \n",
|
||
"mean 0.887364 0.553377 \n",
|
||
"std 1.066570 0.497414 \n",
|
||
"min -2.600000 0.000000 \n",
|
||
"25% 0.000000 0.000000 \n",
|
||
"50% 0.600000 1.000000 \n",
|
||
"75% 1.500000 1.000000 \n",
|
||
"max 6.200000 1.000000 \n",
|
||
"Age 0\n",
|
||
"Sex 0\n",
|
||
"ChestPainType 0\n",
|
||
"RestingBP 0\n",
|
||
"Cholesterol 0\n",
|
||
"FastingBS 0\n",
|
||
"RestingECG 0\n",
|
||
"MaxHR 0\n",
|
||
"ExerciseAngina 0\n",
|
||
"Oldpeak 0\n",
|
||
"ST_Slope 0\n",
|
||
"HeartDisease 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(df.info())\n",
|
||
"print(df.describe())\n",
|
||
"print(df.isnull().sum()) # Проверяем наличие пропущенных значений"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "457625f8-97d0-4956-81b8-d150277d95d5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"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 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# 1. Гистограмма возрастов пациентов\n",
|
||
"plt.figure(figsize=(10, 6)) # Установим размер графика\n",
|
||
"sns.histplot(df['Age'], kde=True) # kde - линия оценки плотности ядра\n",
|
||
"plt.title('Распределение возрастов пациентов')\n",
|
||
"plt.xlabel('Возраст')\n",
|
||
"plt.ylabel('Частота')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 2. Диаграмма рассеяния: Зависимость между уровнем холестерина и артериальным давлением\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(x='Cholesterol', y='RestingBP', data=df, hue='HeartDisease') # hue - цвет точек в зависимости от наличия сердечного заболевания\n",
|
||
"plt.title('Зависимость уровня холестерина от артериального давления')\n",
|
||
"plt.xlabel('Уровень холестерина')\n",
|
||
"plt.ylabel('Артериальное давление в покое')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 3. Ящик с усами: Сравнение уровня холестерина в зависимости от наличия сердечного заболевания\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"sns.boxplot(x='HeartDisease', y='Cholesterol', data=df)\n",
|
||
"plt.title('Сравнение уровня холестерина при наличии и отсутствии сердечного заболевания')\n",
|
||
"plt.xlabel('Наличие сердечного заболевания (0 - нет, 1 - да)')\n",
|
||
"plt.ylabel('Уровень холестерина')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "8b946903-7585-4302-a6ee-9e247cc17e57",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Первые 5 строк данных:\n",
|
||
" Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR \\\n",
|
||
"0 40 M ATA 140 289 0 Normal 172 \n",
|
||
"1 49 F NAP 160 180 0 Normal 156 \n",
|
||
"2 37 M ATA 130 283 0 ST 98 \n",
|
||
"3 48 F ASY 138 214 0 Normal 108 \n",
|
||
"4 54 M NAP 150 195 0 Normal 122 \n",
|
||
"\n",
|
||
" ExerciseAngina Oldpeak ST_Slope HeartDisease \n",
|
||
"0 N 0.0 Up 0 \n",
|
||
"1 N 1.0 Flat 1 \n",
|
||
"2 N 0.0 Up 0 \n",
|
||
"3 Y 1.5 Flat 1 \n",
|
||
"4 N 0.0 Up 0 \n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 918 entries, 0 to 917\n",
|
||
"Data columns (total 12 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Age 918 non-null int64 \n",
|
||
" 1 Sex 918 non-null object \n",
|
||
" 2 ChestPainType 918 non-null object \n",
|
||
" 3 RestingBP 918 non-null int64 \n",
|
||
" 4 Cholesterol 918 non-null int64 \n",
|
||
" 5 FastingBS 918 non-null int64 \n",
|
||
" 6 RestingECG 918 non-null object \n",
|
||
" 7 MaxHR 918 non-null int64 \n",
|
||
" 8 ExerciseAngina 918 non-null object \n",
|
||
" 9 Oldpeak 918 non-null float64\n",
|
||
" 10 ST_Slope 918 non-null object \n",
|
||
" 11 HeartDisease 918 non-null int64 \n",
|
||
"dtypes: float64(1), int64(6), object(5)\n",
|
||
"memory usage: 86.2+ KB\n",
|
||
"\n",
|
||
"Информация о данных:\n",
|
||
" None\n",
|
||
"\n",
|
||
"Статистическое описание данных:\n",
|
||
" Age RestingBP Cholesterol FastingBS MaxHR \\\n",
|
||
"count 918.000000 918.000000 918.000000 918.000000 918.000000 \n",
|
||
"mean 53.510893 132.396514 198.799564 0.233115 136.809368 \n",
|
||
"std 9.432617 18.514154 109.384145 0.423046 25.460334 \n",
|
||
"min 28.000000 0.000000 0.000000 0.000000 60.000000 \n",
|
||
"25% 47.000000 120.000000 173.250000 0.000000 120.000000 \n",
|
||
"50% 54.000000 130.000000 223.000000 0.000000 138.000000 \n",
|
||
"75% 60.000000 140.000000 267.000000 0.000000 156.000000 \n",
|
||
"max 77.000000 200.000000 603.000000 1.000000 202.000000 \n",
|
||
"\n",
|
||
" Oldpeak HeartDisease \n",
|
||
"count 918.000000 918.000000 \n",
|
||
"mean 0.887364 0.553377 \n",
|
||
"std 1.066570 0.497414 \n",
|
||
"min -2.600000 0.000000 \n",
|
||
"25% 0.000000 0.000000 \n",
|
||
"50% 0.600000 1.000000 \n",
|
||
"75% 1.500000 1.000000 \n",
|
||
"max 6.200000 1.000000 \n",
|
||
"\n",
|
||
"Пропущенные значения:\n",
|
||
" Age 0\n",
|
||
"Sex 0\n",
|
||
"ChestPainType 0\n",
|
||
"RestingBP 0\n",
|
||
"Cholesterol 0\n",
|
||
"FastingBS 0\n",
|
||
"RestingECG 0\n",
|
||
"MaxHR 0\n",
|
||
"ExerciseAngina 0\n",
|
||
"Oldpeak 0\n",
|
||
"ST_Slope 0\n",
|
||
"HeartDisease 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
},
|
||
{
|
||
"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 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# Шаг 1: Загрузка данных\n",
|
||
"df = pd.read_csv('heart.csv')\n",
|
||
"print(\"Первые 5 строк данных:\\n\", df.head())\n",
|
||
"\n",
|
||
"# Шаг 2: Базовый анализ данных\n",
|
||
"print(\"\\nИнформация о данных:\\n\", df.info())\n",
|
||
"print(\"\\nСтатистическое описание данных:\\n\", df.describe())\n",
|
||
"print(\"\\nПропущенные значения:\\n\", df.isnull().sum())\n",
|
||
"\n",
|
||
"# Шаг 3: Визуализация данных\n",
|
||
"# 1. Гистограмма возрастов пациентов\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.histplot(df['Age'], kde=True)\n",
|
||
"plt.title('Распределение возрастов пациентов')\n",
|
||
"plt.xlabel('Возраст')\n",
|
||
"plt.ylabel('Частота')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 2. Диаграмма рассеяния: Зависимость между уровнем холестерина и артериальным давлением\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(x='Cholesterol', y='RestingBP', data=df, hue='HeartDisease')\n",
|
||
"plt.title('Зависимость уровня холестерина от артериального давления')\n",
|
||
"plt.xlabel('Уровень холестерина')\n",
|
||
"plt.ylabel('Артериальное давление в покое')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 3. Ящик с усами: Сравнение уровня холестерина в зависимости от наличия сердечного заболевания\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"sns.boxplot(x='HeartDisease', y='Cholesterol', data=df)\n",
|
||
"plt.title('Сравнение уровня холестерина при наличии и отсутствии сердечного заболевания')\n",
|
||
"plt.xlabel('Наличие сердечного заболевания (0 - нет, 1 - да)')\n",
|
||
"plt.ylabel('Уровень холестерина')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "9116a720-3bac-434e-82b0-8c316e161cf1",
|
||
"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": "3.13.2"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|