Jupyter_lab/pythonproject6.ipynb
2026-05-01 14:50:50 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "0d1b0b27-47f7-4893-b2b3-13e6c3508cea",
"metadata": {},
"outputs": [],
"source": [
"## Работа с pandas, numpy, matplotlib, seaborn и tqdm\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "515abb53-4de9-459a-afce-f7406804cc56",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Библиотеки загружены!\n"
]
}
],
"source": [
"# Импортируем библиотеки\n",
"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",
"import time\n",
"# настройка отображения графиков\n",
"%matplotlib inline\n",
"print(\"Библиотеки загружены!\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f6cc2085-ec66-486b-8000-082f7bb83ed3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Наши данные:\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>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Анна</td>\n",
" <td>21</td>\n",
" <td>89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Дмитрий</td>\n",
" <td>25</td>\n",
" <td>88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Елена</td>\n",
" <td>26</td>\n",
" <td>91</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы\n",
"0 Анна 21 89\n",
"1 Борис 22 76\n",
"2 Виктор 23 95\n",
"3 Галина 24 82\n",
"4 Дмитрий 25 88\n",
"5 Елена 26 91"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Создание DataFrame с данными студентов (расширенный список - 6 студентов вместо 4 в примере)\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Елена\"],\n",
" \"Возраст\": [21, 22, 23, 24, 25, 26],\n",
" \"Баллы\": [89, 76, 95, 82, 88, 91]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"print(\"Наши данные:\")\n",
"df"
]
},
{
"cell_type": "markdown",
"id": "c2a671eb-7a39-4520-bcc9-b3c9b6b0f137",
"metadata": {},
"source": [
"Создание DataFrame с данными студентов\n",
"Описание данных:\n",
"В этой ячейке создается таблица (DataFrame) с информацией о студентах.\n",
"Структура данных:\n",
"- Имя - ФИО студента (тип: строка)\n",
"- Возраст - возраст в годах (тип: целое число) \n",
"- Баллы - результаты тестирования (тип: целое число, диапазон 0-100)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5ae8705d-cfb2-404f-bbf5-192933665e23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== ИНФОРМАЦИЯ О ДАННЫХ ===\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 6 entries, 0 to 5\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 Имя 6 non-null str \n",
" 1 Возраст 6 non-null int64\n",
" 2 Баллы 6 non-null int64\n",
"dtypes: int64(2), str(1)\n",
"memory usage: 276.0 bytes\n",
"None\n",
"\n",
"=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\n",
" Возраст Баллы\n",
"count 6.000000 6.000000\n",
"mean 23.500000 86.833333\n",
"std 1.870829 6.794606\n",
"min 21.000000 76.000000\n",
"25% 22.250000 83.500000\n",
"50% 23.500000 88.500000\n",
"75% 24.750000 90.500000\n",
"max 26.000000 95.000000\n",
"\n",
"=== ПРОВЕРКА НА ПРОПУСКИ ===\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n"
]
}
],
"source": [
"# АНАЛИЗ DATAFRAME\n",
"# Отличие от задания: добавили проверку на пропуски и расширенный вывод\n",
"print(\"=== ИНФОРМАЦИЯ О ДАННЫХ ===\")\n",
"print(df.info())\n",
"\n",
"print(\"\\n=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\")\n",
"print(df.describe())\n",
"\n",
"print(\"\\n=== ПРОВЕРКА НА ПРОПУСКИ ===\")\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c16c32f5-f400-4f1c-a414-95a84bf29809",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Данные с новыми столбцами:\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>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Бонус</th>\n",
" <th>Итоговый_балл</th>\n",
" <th>Оценка</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Анна</td>\n",
" <td>21</td>\n",
" <td>89</td>\n",
" <td>13.35</td>\n",
" <td>102.35</td>\n",
" <td>Хорошо</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" <td>11.40</td>\n",
" <td>87.40</td>\n",
" <td>Средне</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>14.25</td>\n",
" <td>109.25</td>\n",
" <td>Отлично</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>12.30</td>\n",
" <td>94.30</td>\n",
" <td>Хорошо</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Дмитрий</td>\n",
" <td>25</td>\n",
" <td>88</td>\n",
" <td>13.20</td>\n",
" <td>101.20</td>\n",
" <td>Хорошо</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Елена</td>\n",
" <td>26</td>\n",
" <td>91</td>\n",
" <td>13.65</td>\n",
" <td>104.65</td>\n",
" <td>Отлично</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Бонус Итоговый_балл Оценка\n",
"0 Анна 21 89 13.35 102.35 Хорошо\n",
"1 Борис 22 76 11.40 87.40 Средне\n",
"2 Виктор 23 95 14.25 109.25 Отлично\n",
"3 Галина 24 82 12.30 94.30 Хорошо\n",
"4 Дмитрий 25 88 13.20 101.20 Хорошо\n",
"5 Елена 26 91 13.65 104.65 Отлично"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# ДОБАВЛЕНИЕ ВЫЧИСЛЯЕМЫХ СТОЛБЦОВ\n",
"# Отличия от задания: изменили процент бонуса (15% вместо 10%) и добавили категорию \"Оценка\"\n",
"df[\"Бонус\"] = df[\"Баллы\"] * 0.15\n",
"df[\"Итоговый_балл\"] = df[\"Баллы\"] + df[\"Бонус\"]\n",
"\n",
"df[\"Оценка\"] = df[\"Баллы\"].apply(lambda x: \"Отлично\" if x >= 90 else \"Хорошо\" if x >= 80 else \"Средне\")\n",
"\n",
"print(\"Данные с новыми столбцами:\")\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d48be8ad-7c16-4251-8b8a-2f66b8581e87",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== СРЕДНИЕ БАЛЛЫ ПО КАТЕГОРИЯМ ОЦЕНОК ===\n",
" mean max min count\n",
"Оценка \n",
"Отлично 93.000000 95 91 2\n",
"Средне 76.000000 76 76 1\n",
"Хорошо 86.333333 89 82 3\n",
"\n",
"=== СТУДЕНТЫ СТАРШЕ 22 ЛЕТ С БАЛЛАМИ ВЫШЕ 85 ===\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>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Бонус</th>\n",
" <th>Итоговый_балл</th>\n",
" <th>Оценка</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>14.25</td>\n",
" <td>109.25</td>\n",
" <td>Отлично</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Дмитрий</td>\n",
" <td>25</td>\n",
" <td>88</td>\n",
" <td>13.20</td>\n",
" <td>101.20</td>\n",
" <td>Хорошо</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Елена</td>\n",
" <td>26</td>\n",
" <td>91</td>\n",
" <td>13.65</td>\n",
" <td>104.65</td>\n",
" <td>Отлично</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Бонус Итоговый_балл Оценка\n",
"2 Виктор 23 95 14.25 109.25 Отлично\n",
"4 Дмитрий 25 88 13.20 101.20 Хорошо\n",
"5 Елена 26 91 13.65 104.65 Отлично"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# ГРУППИРОВКА И ФИЛЬТРАЦИЯ ДАННЫХ\n",
"# Отличия от задания: изменили условия фильтрации и добавили больше метрик\n",
"print(\"=== СРЕДНИЕ БАЛЛЫ ПО КАТЕГОРИЯМ ОЦЕНОК ===\")\n",
"grouped = df.groupby(\"Оценка\")[\"Баллы\"].agg([\"mean\", \"max\", \"min\", \"count\"])\n",
"print(grouped)\n",
"\n",
"print(\"\\n=== СТУДЕНТЫ СТАРШЕ 22 ЛЕТ С БАЛЛАМИ ВЫШЕ 85 ===\")\n",
"filtered = df[(df[\"Возраст\"] > 22) & (df[\"Баллы\"] > 85)]\n",
"filtered"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a17930c8-c48f-4922-a95e-2630340226d8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Массив: [10 20 30 40 50 60 70 80]\n",
"Сумма: 360\n",
"Среднее значение: 45.00\n",
"Медиана: 45.0\n",
"Стандартное отклонение: 22.91\n",
"Максимум: 80\n",
"Минимум: 10\n",
"\n",
"Матрица 3x3:\n",
"[[1 2 3]\n",
" [4 5 6]\n",
" [7 8 9]]\n",
"\n",
"Линейный массив (0-20, 10 точек): [ 0. 2.22222222 4.44444444 6.66666667 8.88888889 11.11111111\n",
" 13.33333333 15.55555556 17.77777778 20. ]\n"
]
}
],
"source": [
"# РАБОТА С NUMPY - МАССИВЫ И ВЫЧИСЛЕНИЯ\n",
"# Отличия от задания: изменили размер массива (8 элементов вместо 5) и добавили больше статистики\n",
"arr = np.array([10, 20, 30, 40, 50, 60, 70, 80])\n",
"\n",
"print(\"Массив:\", arr)\n",
"print(f\"Сумма: {np.sum(arr)}\")\n",
"print(f\"Среднее значение: {np.mean(arr):.2f}\")\n",
"print(f\"Медиана: {np.median(arr)}\")\n",
"print(f\"Стандартное отклонение: {np.std(arr):.2f}\")\n",
"print(f\"Максимум: {np.max(arr)}\")\n",
"print(f\"Минимум: {np.min(arr)}\")\n",
"\n",
"matrix = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n",
"print(\"\\nМатрица 3x3:\")\n",
"print(matrix)\n",
"\n",
"linear = np.linspace(0, 20, 10)\n",
"print(f\"\\nЛинейный массив (0-20, 10 точек): {linear}\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "6780940e-b0cb-406b-a207-8033c490c5d6",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ВИЗУАЛИЗАЦИЯ: ГРАФИКИ SIN И COS\n",
"# Отличия от задания: 2 полных периода (4π), оба графика на одном поле, изменен цвет/стиль\n",
"x = np.linspace(0, 4*np.pi, 200) # 2 полных периода (изменено с 10)\n",
"y_sin = np.sin(x)\n",
"y_cos = np.cos(x)\n",
"\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"plt.plot(x, y_sin, label='sin(x)', color='red', linewidth=2)\n",
"plt.plot(x, y_cos, label='cos(x)', color='blue', linewidth=2, linestyle='--')\n",
"\n",
"plt.xlabel(\"X (радианы)\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Графики синуса и косинуса\", fontsize=14)\n",
"plt.legend(loc='upper right')\n",
"plt.grid(True, alpha=0.3)\n",
"plt.axhline(y=0, color='black', linewidth=0.5)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "968e7dee-8295-4729-8313-39852db69792",
"metadata": {},
"source": [
"Графики отображают периодичность тригонометрических функций. Синус и косинус сдвинуты относительно друг друга на π/2 (90°)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "342c61a9-b928-40c6-a99a-7c182d64736b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ВИЗУАЛИЗАЦИЯ: СТОЛБЧАТАЯ ДИАГРАММА (BAR CHART)\n",
"# Отличия от задания: добавлены цвета, значения на столбцах, изменен размер\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"colors = ['red', 'green', 'blue', 'orange', 'purple', 'pink']\n",
"bars = plt.bar(df[\"Имя\"], df[\"Баллы\"], color=colors, edgecolor='black')\n",
"\n",
"plt.xlabel(\"Студенты\", fontsize=12)\n",
"plt.ylabel(\"Баллы\", fontsize=12)\n",
"plt.title(\"Баллы студентов по предметам\", fontsize=14)\n",
"plt.ylim(0, 100)\n",
"\n",
"for bar, score in zip(bars, df[\"Баллы\"]):\n",
" plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 1, \n",
" str(score), ha='center', fontsize=10)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "61735be8-2ad5-49cd-b04b-48352e982cfe",
"metadata": {},
"source": [
"Диаграмма наглядно показывает успеваемость студентов. Виктор лидирует, Борису требуется дополнительная подготовка."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ebcf5c62-7e60-4981-b102-9c386b95d721",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ВИЗУАЛИЗАЦИЯ: ДИАГРАММА РАССЕЯНИЯ (SCATTER PLOT)\n",
"# Отличия от задания: добавлены подписи точек, цветовая шкала\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"scatter = plt.scatter(df[\"Возраст\"], df[\"Баллы\"], \n",
" s=200, c=df[\"Баллы\"], cmap='viridis', alpha=0.7)\n",
"\n",
"plt.xlabel(\"Возраст\", fontsize=12)\n",
"plt.ylabel(\"Баллы\", fontsize=12)\n",
"plt.title(\"Зависимость баллов от возраста\", fontsize=14)\n",
"plt.colorbar(scatter, label=\"Баллы\")\n",
"\n",
"for i, name in enumerate(df[\"Имя\"]):\n",
" plt.annotate(name, (df[\"Возраст\"][i], df[\"Баллы\"][i]), \n",
" fontsize=10, ha='center', va='bottom')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d2d8aa9e-dd83-46b7-9bda-582a0df8c7f3",
"metadata": {},
"source": [
"Диаграмма рассеяния показывает корреляцию между возрастом и баллами"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e4e09bb1-5ddc-496b-8fbc-f742ccd042a9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Пользователь\\AppData\\Local\\Temp\\ipykernel_2764\\1239192420.py:4: 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=\"Категория\", y=\"Баллы\", data=df, palette=\"Set2\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ВИЗУАЛИЗАЦИЯ: BOXPLOT С ПОМОЩЬЮ SEABORN\n",
"# Отличия от задания: изменена цветовая палитра, добавлен заголовок\n",
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, palette=\"Set2\")\n",
"plt.title(\"Распределение баллов по категориям\", fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "dbf1087b-8765-43a7-a029-2e39a49c3850",
"metadata": {},
"source": [
"Категория A показывает более высокие и стабильные результаты"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6e49c0e5-1537-44e6-a519-4a9b23f7b81e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ВИЗУАЛИЗАЦИЯ: ДВА ГРАФИКА В ОДНОМ ОКНЕ (SUBLOTS)\n",
"# Отличия от задания: гистограмма + scatterplot на одном поле\n",
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"\n",
"sns.histplot(df[\"Баллы\"], bins=8, kde=True, color='green', ax=axes[0])\n",
"axes[0].set_title(\"Распределение баллов\", fontsize=12)\n",
"axes[0].set_xlabel(\"Баллы\")\n",
"axes[0].set_ylabel(\"Частота\")\n",
"\n",
"sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", \n",
" size=\"Бонус\", sizes=(50, 200), data=df, ax=axes[1])\n",
"axes[1].set_title(\"Баллы vs Возраст (размер = бонус)\", fontsize=12)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3e34f9ca-0ba4-4c43-ac43-062c87a394d4",
"metadata": {},
"source": [
"Чем выше баллы, тем больше бонус и размер точки. Категория A показывает более высокие результаты"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7770f48e-29de-4f79-9eee-9f385a1cd703",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Данные загружены! Размер: (1599, 12)\n",
"Первые 5 строк:\n",
"\n",
"=== ИНФОРМАЦИЯ О ДАННЫХ ===\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 1599 entries, 0 to 1598\n",
"Data columns (total 12 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 fixed acidity 1599 non-null float64\n",
" 1 volatile acidity 1599 non-null float64\n",
" 2 citric acid 1599 non-null float64\n",
" 3 residual sugar 1599 non-null float64\n",
" 4 chlorides 1599 non-null float64\n",
" 5 free sulfur dioxide 1599 non-null float64\n",
" 6 total sulfur dioxide 1599 non-null float64\n",
" 7 density 1599 non-null float64\n",
" 8 pH 1599 non-null float64\n",
" 9 sulphates 1599 non-null float64\n",
" 10 alcohol 1599 non-null float64\n",
" 11 quality 1599 non-null int64 \n",
"dtypes: float64(11), int64(1)\n",
"memory usage: 150.0 KB\n",
"\n",
"=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Пользователь\\AppData\\Local\\Temp\\ipykernel_6104\\1696143103.py:40: 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(data=df_wine, x='quality_cat', y='alcohol', palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== ПРОГРЕСС-БАР (демонстрация) ===\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка данных: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 179.06запись/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Анализ завершен!\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# ============================================\n",
"# Данные с Kaggle (локальный файл)\n",
"# ============================================\n",
"# Импорт всех необходимых библиотек\n",
"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",
"import time\n",
"# Данные скачаны с Kaggle и находятся в папке проекта\n",
"df_wine = pd.read_csv('winequality-red.csv', sep=',')\n",
"\n",
"print(f\"Данные загружены! Размер: {df_wine.shape}\")\n",
"print(f\"Первые 5 строк:\")\n",
"df_wine.head()\n",
"# БАЗОВЫЙ АНАЛИЗ (info, describe)\n",
"print(\"\\n=== ИНФОРМАЦИЯ О ДАННЫХ ===\")\n",
"df_wine.info()\n",
"\n",
"print(\"\\n=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\")\n",
"df_wine.describe()\n",
"# ТРИ ГРАФИКА (histplot, scatterplot, boxplot)\n",
"plt.figure(figsize=(15, 5))\n",
"\n",
"plt.subplot(1, 3, 1)\n",
"sns.histplot(df_wine['quality'], bins=10, kde=True, color='purple')\n",
"plt.title('Распределение качества вина', fontsize=12)\n",
"plt.xlabel('Качество (0-10)')\n",
"plt.ylabel('Частота')\n",
"\n",
"plt.subplot(1, 3, 2)\n",
"sns.scatterplot(data=df_wine, x='alcohol', y='quality', alpha=0.6, color='green')\n",
"plt.title('Алкоголь vs Качество', fontsize=12)\n",
"plt.xlabel('Алкоголь (%)')\n",
"plt.ylabel('Качество')\n",
"\n",
"plt.subplot(1, 3, 3)\n",
"df_wine['quality_cat'] = df_wine['quality'].astype('category')\n",
"sns.boxplot(data=df_wine, x='quality_cat', y='alcohol', palette='Set2')\n",
"plt.title('Алкоголь по оценкам качества', fontsize=12)\n",
"plt.xlabel('Оценка качества')\n",
"plt.ylabel('Алкоголь (%)')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"#ДОПОЛНИТЕЛЬНО: тепловая карта корреляции\n",
"plt.figure(figsize=(12, 8))\n",
"corr = df_wine.corr()\n",
"sns.heatmap(corr, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n",
"plt.title('Корреляция признаков (Wine Quality Dataset)', fontsize=14)\n",
"plt.show()\n",
"# TQDM\n",
"print(\"\\n=== ПРОГРЕСС-БАР (демонстрация) ===\")\n",
"for i in tqdm(range(100), desc=\"Обработка данных\", unit=\"запись\"):\n",
" time.sleep(0.005)\n",
"\n",
"print(\"\\nАнализ завершен!\")"
]
},
{
"cell_type": "markdown",
"id": "59d2ac25-32fb-456c-8b2b-7c4b4d24a36d",
"metadata": {},
"source": [
"**Histplot** Распределение качества: большинство вин имеют оценку 5-6\n",
"**Scatterplot** Alcohol vs Quality: положительная корреляция\n",
"**Boxplot** Alcohol по оценкам: качество 8 → больше алкоголя\n",
"Корреляция признаков показывает, как признаки вина влияют друг на друга.\n",
"Tqdm Прогресс-бар успешно отработал (100 итераций)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "19e0d34c-25a8-4ad5-a366-1a29e97caafe",
"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",
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