2zadanie/6zad.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"id": "715535bc-59fb-4460-a0f8-affaa0452e8f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Подготовка данных...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Загрузка: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 94.13it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Данные успешно загружены через Seaborn!\n",
"\n",
"--- Информация о данных ---\n",
"<class 'pandas.DataFrame'>\n",
"Index: 333 entries, 0 to 343\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 species 333 non-null str \n",
" 1 island 333 non-null str \n",
" 2 bill_length_mm 333 non-null float64\n",
" 3 bill_depth_mm 333 non-null float64\n",
" 4 flipper_length_mm 333 non-null float64\n",
" 5 body_mass_g 333 non-null float64\n",
" 6 sex 333 non-null str \n",
"dtypes: float64(4), str(3)\n",
"memory usage: 20.8 KB\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>bill_length_mm</th>\n",
" <th>bill_depth_mm</th>\n",
" <th>flipper_length_mm</th>\n",
" <th>body_mass_g</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>333.000000</td>\n",
" <td>333.000000</td>\n",
" <td>333.000000</td>\n",
" <td>333.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>43.992793</td>\n",
" <td>17.164865</td>\n",
" <td>200.966967</td>\n",
" <td>4207.057057</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>5.468668</td>\n",
" <td>1.969235</td>\n",
" <td>14.015765</td>\n",
" <td>805.215802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>32.100000</td>\n",
" <td>13.100000</td>\n",
" <td>172.000000</td>\n",
" <td>2700.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>39.500000</td>\n",
" <td>15.600000</td>\n",
" <td>190.000000</td>\n",
" <td>3550.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>44.500000</td>\n",
" <td>17.300000</td>\n",
" <td>197.000000</td>\n",
" <td>4050.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>48.600000</td>\n",
" <td>18.700000</td>\n",
" <td>213.000000</td>\n",
" <td>4775.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>59.600000</td>\n",
" <td>21.500000</td>\n",
" <td>231.000000</td>\n",
" <td>6300.000000</td>\n",
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" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" bill_length_mm bill_depth_mm flipper_length_mm body_mass_g\n",
"count 333.000000 333.000000 333.000000 333.000000\n",
"mean 43.992793 17.164865 200.966967 4207.057057\n",
"std 5.468668 1.969235 14.015765 805.215802\n",
"min 32.100000 13.100000 172.000000 2700.000000\n",
"25% 39.500000 15.600000 190.000000 3550.000000\n",
"50% 44.500000 17.300000 197.000000 4050.000000\n",
"75% 48.600000 18.700000 213.000000 4775.000000\n",
"max 59.600000 21.500000 231.000000 6300.000000"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm\n",
"import time\n",
"\n",
"# 1. Загрузка данных\n",
"print(\"Подготовка данных...\")\n",
"# Используем tqdm для имитации процесса (как в задании)\n",
"for i in tqdm(range(100), desc=\"Загрузка\"):\n",
" time.sleep(0.01)\n",
"\n",
"# Если интернет подводит, seaborn может загрузить данные из кэша \n",
"# или мы можем создать учебный мини-датасет.\n",
"try:\n",
" df = sns.load_dataset('penguins')\n",
" # Убираем пустые значения для корректного анализа\n",
" df = df.dropna()\n",
" print(\"Данные успешно загружены через Seaborn!\")\n",
"except Exception as e:\n",
" print(f\"Не удалось загрузить данные из сети. Ошибка: {e}\")\n",
" print(\"Создаю локальный тестовый набор данных...\")\n",
" # Создаем фиктивные данные, чтобы ты мог доделать задание\n",
" data = {\n",
" 'species': ['Adelie']*50 + ['Gentoo']*50,\n",
" 'body_mass_g': [3700, 3800, 3200]*33 + [5000],\n",
" 'bill_length_mm': [39.1, 39.5, 40.3]*33 + [45.0],\n",
" 'bill_depth_mm': [18.7, 17.4, 18.0]*33 + [15.0],\n",
" 'flipper_length_mm': [181, 186, 195]*33 + [210]\n",
" }\n",
" df = pd.DataFrame(data)\n",
"\n",
"# 2. Базовый анализ\n",
"print(\"\\n--- Информация о данных ---\")\n",
"df.info()\n",
"display(df.describe())\n",
"\n",
"# 3. Визуализация\n",
"# График 1: Гистограмма\n",
"plt.figure(figsize=(8, 4))\n",
"sns.histplot(df['body_mass_g'], kde=True, color='skyblue')\n",
"plt.title(\"Распределение веса\")\n",
"plt.show()\n",
"\n",
"# График 2: Scatterplot\n",
"plt.figure(figsize=(8, 4))\n",
"sns.scatterplot(data=df, x=\"bill_length_mm\", y=\"bill_depth_mm\", hue=\"species\")\n",
"plt.title(\"Связь длины и глубины клюва\")\n",
"plt.show()\n",
"\n",
"# График 3: Boxplot\n",
"plt.figure(figsize=(8, 4))\n",
"sns.boxplot(data=df, x=\"species\", y=\"flipper_length_mm\")\n",
"plt.title(\"Разброс длины плавников\")\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2b895992-c4ac-4e30-b4bc-1f40ecaa8b8a",
"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": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}