689 lines
1.2 MiB
689 lines
1.2 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "348c3994-a5a9-45ab-ac60-dcf56e364e53",
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"metadata": {},
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"source": [
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"Заголовок"
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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": "e9ab8be8-8d42-4280-86af-7e51967d7cd2",
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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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"18\n"
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]
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}
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],
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"source": [
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"print(12+6)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3f949839-ade1-487c-99d4-1cd3191e417a",
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"metadata": {},
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"source": [
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"Создание таблицы с данными"
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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": 14,
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"id": "02cf8e79-e272-4a72-878d-2547be5048f6",
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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 Виктория 19 49\n",
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"1 Алексей 26 56\n",
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"2 Иван 20 95\n",
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"3 Галина 19 32\n",
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"\n",
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"Информация о данных:\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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"\n",
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"Статистика:\n",
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" Возраст Баллы\n",
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"count 4.000000 4.000000\n",
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"mean 21.000000 58.000000\n",
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"std 3.366502 26.645825\n",
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"min 19.000000 32.000000\n",
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"25% 19.000000 44.750000\n",
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"50% 19.500000 52.500000\n",
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"75% 21.500000 65.750000\n",
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"max 26.000000 95.000000\n",
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"\n",
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"Проверка пропущенных значений:\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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"\n",
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"DataFrame с новым столбцом:\n",
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" Имя Возраст Баллы Новый столбец\n",
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"0 Виктория 19 49 73.5\n",
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"1 Алексей 26 56 84.0\n",
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"2 Иван 20 95 142.5\n",
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"3 Галина 19 32 48.0\n",
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"\n",
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"Среднее значение баллов:\n",
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" Баллы\n",
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"Возраст \n",
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"19 40.5\n",
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"20 95.0\n",
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"26 56.0\n",
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"\n",
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"Фильтр: Абитуриент младше 20:\n",
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" Имя Возраст Баллы Новый столбец\n",
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"0 Виктория 19 49 73.5\n",
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"3 Галина 19 32 48.0\n"
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]
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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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"#Создание таблицы\n",
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"data = {\n",
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" \"Имя\": [\"Виктория\", \"Алексей\", \"Иван\", \"Галина\"],\n",
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" \"Возраст\": [19, 26, 20, 19],\n",
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" \"Баллы\": [49, 56, 95, 32]\n",
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"}\n",
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"df = pd.DataFrame(data)\n",
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"#Вывод данных\n",
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"print(\"Первый взгляд на данные:\")\n",
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"print(df.head()) # Вывод первых строк\n",
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"print(\"\\nИнформация о данных:\")\n",
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"print(df.info()) # Общая информация\n",
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"print(\"\\nСтатистика:\")\n",
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"print(df.describe()) # Описательная статистика\n",
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"print(\"\\nПроверка пропущенных значений:\")\n",
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"print(df.isnull().sum()) # Проверка на пропуски\n",
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"#Добавление нового столбца\n",
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"df[\"Новый столбец\"] = df[\"Баллы\"] * 1.5\n",
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"print(\"\\nDataFrame с новым столбцом:\")\n",
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"print(df)\n",
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"#Группировка\n",
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"df_grouped = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n",
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"print(\"\\nСреднее значение баллов:\")\n",
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"print(df_grouped)\n",
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"#Фильтрация\n",
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"df_filtered = df[df[\"Возраст\"] < 20]\n",
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"print(\"\\nФильтр: Абитуриент младше 20:\")\n",
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"print(df_filtered)"
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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": null,
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"id": "59485990-8fb1-4e9e-b2f8-0db79f575eaa",
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"metadata": {},
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"outputs": [],
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"source": [
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"Работа с массивами"
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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": 17,
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"id": "1a75067e-6aa9-4ae4-8435-1f0f1ab2a106",
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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: 20\n",
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"Среднее значение: 4.0\n",
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"Медиана: 4.0\n",
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"Стандартное отклонение: 2.8284271247461903\n",
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"\n",
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"Двумерный массив:\n",
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"[[0 4]\n",
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" [2 6]]\n",
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"\n",
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"Линейно распределённые значения от 0 до 2 (8):\n",
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"[0. 0.14285714 0.28571429 0.42857143 0.57142857 0.71428571\n",
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" 0.85714286 1. ]\n",
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"\n",
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"Случайные значения из нормального распределения (квадратная, 3x3):\n",
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"[[ 0.37614212 0.29441462 0.86853591]\n",
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" [ 0.63461496 1.41512423 -0.9272765 ]\n",
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" [ 1.91391309 -0.54728555 0.99597336]]\n",
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"\n",
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"Произведение матриц A и B:\n",
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"[[16 20]\n",
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" [44 56]]\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([0, 2, 4, 6, 8])\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))\n",
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"\n",
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"arr_2d = np.array([[0, 4], [2, 6]])\n",
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"print(\"\\nДвумерный массив:\")\n",
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"print(arr_2d)\n",
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"\n",
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"#генерация чисел\n",
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"linspace_arr = np.linspace(0, 1, 8)\n",
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"print(\"\\nЛинейно распределённые значения от 0 до 2 (8):\")\n",
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"print(linspace_arr)\n",
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"\n",
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"random_arr = np.random.randn(3, 3)\n",
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"print(\"\\nСлучайные значения из нормального распределения (квадратная, 3x3):\")\n",
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"print(random_arr)\n",
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"\n",
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"#операции с матрицами\n",
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"A = np.array([[0, 2], [2, 4]])\n",
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"B = np.array([[6, 8], [8, 10]])\n",
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"dot_product = np.dot(A, B)\n",
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"\n",
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"print(\"\\nПроизведение матриц A и B:\")\n",
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"print(dot_product)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "af6b92e8-414b-45ba-aaa6-b9f59e44b06c",
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"metadata": {},
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"source": [
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"matplotlib: построение графиков"
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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": 22,
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"id": "de374f68-304a-469b-8573-abf526f9fdb3",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x1000 with 5 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Создаем фигуру и оси для 5 графиков\n",
|
||
"fig, axes = plt.subplots(2, 3, figsize=(10, 10))\n",
|
||
"\n",
|
||
"#Линейный график sin(x) (красный)\n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"y1 = np.tan(x)\n",
|
||
"axes[0, 0].plot(x, y1, color='red', label='tan(x)')\n",
|
||
"axes[0, 0].set_title(\"График tan(x)\")\n",
|
||
"axes[0, 0].legend()\n",
|
||
"axes[0, 0].grid()\n",
|
||
"\n",
|
||
"#Линейные графики sin(x) и cos(x)\n",
|
||
"y2 = np.cos(x)\n",
|
||
"axes[0, 1].plot(x, y1, color='red', label='sin(x)')\n",
|
||
"axes[0, 1].plot(x, y2, color='blue', label='cos(x)')\n",
|
||
"axes[0, 1].set_title(\"Графики sin(x) и cos(x)\")\n",
|
||
"axes[0, 1].legend()\n",
|
||
"axes[0, 1].grid()\n",
|
||
"\n",
|
||
"#Столбчатая диаграмма (bar)\n",
|
||
"x_bar = np.arange(1, 11)\n",
|
||
"y_bar = np.random.randint(1, 10, size=10)\n",
|
||
"axes[0, 2].bar(x_bar, y_bar, color='pink', label='bar')\n",
|
||
"axes[0, 2].set_title(\"Столбчатая диаграмма\")\n",
|
||
"axes[0, 2].legend()\n",
|
||
"axes[0, 2].grid(axis='y')\n",
|
||
"\n",
|
||
"#Диаграмма рассеяния (scatter)\n",
|
||
"x_scatter = np.random.rand(50) * 10\n",
|
||
"y_scatter = np.random.rand(50) * 10\n",
|
||
"axes[1, 0].scatter(x_scatter, y_scatter, color='blue', label='scatter')\n",
|
||
"axes[1, 0].set_title(\"Диаграмма рассеяния\")\n",
|
||
"axes[1, 0].legend()\n",
|
||
"axes[1, 0].grid()\n",
|
||
"\n",
|
||
"#Гистограмма (hist)\n",
|
||
"data = np.random.randn(1000)\n",
|
||
"axes[1, 1].hist(data, bins=30, color='green', alpha=0.7, label='histogram')\n",
|
||
"axes[1, 1].set_title(\"Гистограмма\")\n",
|
||
"axes[1, 1].legend()\n",
|
||
"axes[1, 1].grid()\n",
|
||
"\n",
|
||
"#Отключаем пустой subplot (последнюю ячейку)\n",
|
||
"fig.delaxes(axes[1, 2])\n",
|
||
"\n",
|
||
"#Устанавливаем общий заголовок для всей фигуры\n",
|
||
"fig.suptitle(\"Различные типы графиков в Matplotlib\", fontsize=16)\n",
|
||
"\n",
|
||
"#Увеличиваем промежутки между графиками\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "af9abfe7-6835-4031-a2ca-bffe9bef23ce",
|
||
"metadata": {},
|
||
"source": [
|
||
"seaborn: работа с графиками данных"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "b7ce420c-ee89-4db8-a135-e92d142f858c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 750x750 with 12 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"#Генерация данных\n",
|
||
"np.random.seed(42)\n",
|
||
"df = pd.DataFrame({\n",
|
||
" \"Категория\": np.random.choice([\"A\", \"B\"], size=100),\n",
|
||
" \"Баллы\": np.random.randint(50, 100, size=100),\n",
|
||
" \"Возраст\": np.random.randint(18, 60, size=100),\n",
|
||
" \"Доход\": np.random.randint(20000, 1000000, size=100)\n",
|
||
"})\n",
|
||
"\n",
|
||
"#Boxplot\n",
|
||
"plt.figure(figsize=(5, 5))\n",
|
||
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
|
||
"plt.title(\"Boxplot по категориям\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"#Histplot\n",
|
||
"plt.figure(figsize=(5, 5))\n",
|
||
"sns.histplot(df[\"Баллы\"], bins=20, kde=True, color=\"blue\")\n",
|
||
"plt.title(\"Гистограмма баллов\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"#Scatterplot\n",
|
||
"plt.figure(figsize=(5, 5))\n",
|
||
"sns.scatterplot(x=\"Возраст\", y=\"Доход\", hue=\"Категория\", data=df)\n",
|
||
"plt.title(\"Диаграмма рассеяния (Возраст vs Доход)\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"#Pairplot\n",
|
||
"sns.pairplot(df.drop(columns=[\"Категория\"]), diag_kind=\"kde\") #Удаляем категориальный столбец\n",
|
||
"plt.suptitle(\"Pairplot всех числовых переменных\", y=1.22)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"#Heatmap (Корреляционная матрица)\n",
|
||
"plt.figure(figsize=(5, 5))\n",
|
||
"numeric_df = df.select_dtypes(include=[\"number\"]) #Оставляем только числовые столбцы\n",
|
||
"sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n",
|
||
"plt.title(\"Тепловая карта корреляции\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1e0dcfbd-3419-4021-968c-d8abc69daedb",
|
||
"metadata": {},
|
||
"source": [
|
||
"Прогресс-бар с tqdm"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "b0a1b67d-c41d-4764-81f5-8542a3efc981",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|████████████████████████████████████████| 100/100 [00:01<00:00, 92.69it/s]\n",
|
||
"Процесс:: 100%|\u001b[31m████████████████████████████████████████████████████████████\u001b[0m| 100/100 [00:01 < 00:00]\u001b[0m\n",
|
||
"Обработка строк: 25%|\u001b[34m██████▊ \u001b[0m| 1/4 [00:00<00:01, 1.99it/s]\u001b[0m"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработана строка: Анна\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка строк: 50%|\u001b[34m█████████████▌ \u001b[0m| 2/4 [00:01<00:01, 1.99it/s]\u001b[0m"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработана строка: Алексей\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка строк: 75%|\u001b[34m████████████████████▎ \u001b[0m| 3/4 [00:01<00:00, 1.99it/s]\u001b[0m"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработана строка: Иван\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка строк: 100%|\u001b[34m███████████████████████████\u001b[0m| 4/4 [00:02<00:00, 1.98it/s]\u001b[0m"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработана строка: Галина\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import time\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"#Обычный прогресс-бар \n",
|
||
"for i in tqdm(range(100)):\n",
|
||
" time.sleep(0.01) # Симуляция долгого процесса\n",
|
||
"\n",
|
||
"#Кастомный прогресс-бар с измененной стилизацией\n",
|
||
"for i in tqdm(range(100), desc='Процесс:', bar_format='{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed} < {remaining}]', ncols=100, colour='red'):\n",
|
||
" time.sleep(0.01) # Симуляция долгого процесса\n",
|
||
"\n",
|
||
"#Использование tqdm для обработки строк DataFrame\n",
|
||
"df = pd.DataFrame({\n",
|
||
" \"Имя\": [\"Анна\", \"Алексей\", \"Иван\", \"Галина\"],\n",
|
||
" \"Возраст\": [11, 26, 20, 32],\n",
|
||
" \"Баллы\": [12, 56, 95, 32]\n",
|
||
"})\n",
|
||
"\n",
|
||
"#Применение tqdm к обработке строк DataFrame\n",
|
||
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка строк\", colour='blue'):\n",
|
||
" time.sleep(0.5) # Симуляция обработки данных\n",
|
||
" print(f\"Обработана строка: {row['Имя']}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "00b34701-af7e-45fc-8b67-2df7dd9ed06f",
|
||
"metadata": {},
|
||
"source": [
|
||
"Самостоятельное задание"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"id": "42cbdf0c-b54a-4636-af27-91d15d64faca",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Информация о данных:\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 990 entries, 0 to 989\n",
|
||
"Data columns (total 16 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Product_ID 990 non-null object\n",
|
||
" 1 Product_Name 990 non-null object\n",
|
||
" 2 Catagory 989 non-null object\n",
|
||
" 3 Supplier_ID 990 non-null object\n",
|
||
" 4 Supplier_Name 990 non-null object\n",
|
||
" 5 Stock_Quantity 990 non-null int64 \n",
|
||
" 6 Reorder_Level 990 non-null int64 \n",
|
||
" 7 Reorder_Quantity 990 non-null int64 \n",
|
||
" 8 Unit_Price 990 non-null object\n",
|
||
" 9 Date_Received 990 non-null object\n",
|
||
" 10 Last_Order_Date 990 non-null object\n",
|
||
" 11 Expiration_Date 990 non-null object\n",
|
||
" 12 Warehouse_Location 990 non-null object\n",
|
||
" 13 Sales_Volume 990 non-null int64 \n",
|
||
" 14 Inventory_Turnover_Rate 990 non-null int64 \n",
|
||
" 15 Status 990 non-null object\n",
|
||
"dtypes: int64(5), object(11)\n",
|
||
"memory usage: 123.9+ KB\n",
|
||
"None\n",
|
||
"\n",
|
||
"Статистические данные:\n",
|
||
" Stock_Quantity Reorder_Level Reorder_Quantity Sales_Volume \\\n",
|
||
"count 990.000000 990.000000 990.000000 990.000000 \n",
|
||
"mean 55.609091 51.215152 51.913131 58.925253 \n",
|
||
"std 26.300775 29.095241 29.521059 23.002318 \n",
|
||
"min 10.000000 1.000000 1.000000 20.000000 \n",
|
||
"25% 33.000000 25.250000 25.000000 39.000000 \n",
|
||
"50% 56.000000 53.000000 54.000000 58.000000 \n",
|
||
"75% 79.000000 77.000000 77.000000 78.000000 \n",
|
||
"max 100.000000 100.000000 100.000000 100.000000 \n",
|
||
"\n",
|
||
" Inventory_Turnover_Rate \n",
|
||
"count 990.000000 \n",
|
||
"mean 50.150505 \n",
|
||
"std 28.798954 \n",
|
||
"min 1.000000 \n",
|
||
"25% 25.000000 \n",
|
||
"50% 50.000000 \n",
|
||
"75% 74.750000 \n",
|
||
"max 100.000000 \n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
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||
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|
||
"text/plain": [
|
||
"<Figure size 10000x3000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"text/plain": [
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"<Figure size 10000x3000 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 10000x3000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|█████████████████████████████████████| 990/990 [00:00<00:00, 26036.88it/s]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from tqdm import tqdm\n",
|
||
"\n",
|
||
"# 1. Загрузка данных\n",
|
||
"df = pd.read_csv('Gro.csv') # Убедитесь, что путь к файлу правильный\n",
|
||
"\n",
|
||
"# 2. Очистка имен столбцов (если есть лишние пробелы)\n",
|
||
"df.columns = df.columns.str.strip()\n",
|
||
"\n",
|
||
"# 3. Базовый анализ\n",
|
||
"print(\"Информация о данных:\")\n",
|
||
"print(df.info()) # Информация о DataFrame\n",
|
||
"print(\"\\nСтатистические данные:\")\n",
|
||
"print(df.describe()) # Описание статистики по числовым данным\n",
|
||
"\n",
|
||
"# 4. Графики\n",
|
||
"\n",
|
||
"# Гистограмма для переменной Unit_Price\n",
|
||
"plt.figure(figsize=(100, 30))\n",
|
||
"sns.histplot(df['Unit_Price'], kde=True)\n",
|
||
"plt.title(\"Распределение цен на товар\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Scatterplot для зависимости цены от количества\n",
|
||
"plt.figure(figsize=(100, 30))\n",
|
||
"sns.scatterplot(x=\"Unit_Price\", y=\"Stock_Quantity\", data=df, hue=\"Catagory\") # Используем корректное имя столбца\n",
|
||
"plt.title(\"Зависимость цены от количества товара\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Boxplot для визуализации цен\n",
|
||
"plt.figure(figsize=(100, 30))\n",
|
||
"sns.boxplot(x=\"Catagory\", y=\"Unit_Price\", data=df)\n",
|
||
"plt.title(\"Цены по категориям товаров\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Используем tqdm для обработки больших данных (если необходимо)\n",
|
||
"for _ in tqdm(df.iterrows(), total=df.shape[0]):\n",
|
||
" pass # Пример для использования tqdm, если данные большие"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "50bf9afa-3de6-45fb-9c17-ab5da76b835c",
|
||
"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": "3.11.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|