week4/week2_analysis.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "cc5e08df-082c-400d-8116-b6c51204a47b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первые строки датасета:\n",
" sepal_length sepal_width petal_length petal_width species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"1 4.9 3.0 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"3 4.6 3.1 1.5 0.2 setosa\n",
"4 5.0 3.6 1.4 0.2 setosa\n",
"\n",
"Информация о данных:\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 150 entries, 0 to 149\n",
"Data columns (total 5 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 sepal_length 150 non-null float64\n",
" 1 sepal_width 150 non-null float64\n",
" 2 petal_length 150 non-null float64\n",
" 3 petal_width 150 non-null float64\n",
" 4 species 150 non-null object \n",
"dtypes: float64(4), object(1)\n",
"memory usage: 6.0+ KB\n",
"None\n",
"\n",
"Статистика:\n",
" sepal_length sepal_width petal_length petal_width\n",
"count 150.000000 150.000000 150.000000 150.000000\n",
"mean 5.843333 3.057333 3.758000 1.199333\n",
"std 0.828066 0.435866 1.765298 0.762238\n",
"min 4.300000 2.000000 1.000000 0.100000\n",
"25% 5.100000 2.800000 1.600000 0.300000\n",
"50% 5.800000 3.000000 4.350000 1.300000\n",
"75% 6.400000 3.300000 5.100000 1.800000\n",
"max 7.900000 4.400000 6.900000 2.500000\n",
"\n",
"Пропуски в данных:\n",
"sepal_length 0\n",
"sepal_width 0\n",
"petal_length 0\n",
"petal_width 0\n",
"species 0\n",
"dtype: int64\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка строк: 100%|██████████████████████| 150/150 [00:00<00:00, 850.06it/s]\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 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",
"# =======================\n",
"# 1. Загрузка данных\n",
"# =======================\n",
"df = pd.read_csv(\"iris.csv\") # файл должен лежать в папке проекта\n",
"print(\"Первые строки датасета:\")\n",
"print(df.head())\n",
"\n",
"# =======================\n",
"# 2. Базовый анализ\n",
"# =======================\n",
"print(\"\\nИнформация о данных:\")\n",
"print(df.info())\n",
"\n",
"print(\"\\nСтатистика:\")\n",
"print(df.describe())\n",
"\n",
"print(\"\\nПропуски в данных:\")\n",
"print(df.isnull().sum())\n",
"\n",
"# =======================\n",
"# 3. Используем tqdm (имитация обработки строк)\n",
"# =======================\n",
"for i in tqdm(range(len(df)), desc=\"Обработка строк\"):\n",
" time.sleep(0.001) # симуляция долгой операции\n",
"\n",
"# =======================\n",
"# 4. Визуализация\n",
"# =======================\n",
"\n",
"# Гистограмма распределения длины чашелистика по видам\n",
"sns.histplot(data=df, x=\"sepal_length\", hue=\"species\", kde=True)\n",
"plt.title(\"Распределение длины чашелистика по видам\")\n",
"plt.show()\n",
"\n",
"# Scatterplot: сравнение двух признаков\n",
"sns.scatterplot(data=df, x=\"sepal_length\", y=\"petal_length\", hue=\"species\")\n",
"plt.title(\"Зависимость длины лепестка от длины чашелистика\")\n",
"plt.show()\n",
"\n",
"# Boxplot: разброс значений по видам\n",
"sns.boxplot(data=df, x=\"species\", y=\"sepal_width\")\n",
"plt.title(\"Ширина чашелистика по видам ирисов\")\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ab71c669-f7ef-4f1e-a544-10460c208789",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "378999ec-dd74-4104-a5eb-554a6d8b29af",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "3cfa3a8a-7971-4d50-89c4-e55f23f011b2",
"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": "3.13.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}