diff --git a/pythonproject6.ipynb b/pythonproject6.ipynb
new file mode 100644
index 0000000..813aae2
--- /dev/null
+++ b/pythonproject6.ipynb
@@ -0,0 +1,971 @@
+{
+ "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": [
+ "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",
+ "\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": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Имя | \n",
+ " Возраст | \n",
+ " Баллы | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " Анна | \n",
+ " 21 | \n",
+ " 89 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " Борис | \n",
+ " 22 | \n",
+ " 76 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " Виктор | \n",
+ " 23 | \n",
+ " 95 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " Галина | \n",
+ " 24 | \n",
+ " 82 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " Дмитрий | \n",
+ " 25 | \n",
+ " 88 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " Елена | \n",
+ " 26 | \n",
+ " 91 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "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": "code",
+ "execution_count": 4,
+ "id": "5ae8705d-cfb2-404f-bbf5-192933665e23",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "=== ИНФОРМАЦИЯ О ДАННЫХ ===\n",
+ "\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": [
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Имя | \n",
+ " Возраст | \n",
+ " Баллы | \n",
+ " Бонус | \n",
+ " Итоговый_балл | \n",
+ " Оценка | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " Анна | \n",
+ " 21 | \n",
+ " 89 | \n",
+ " 13.35 | \n",
+ " 102.35 | \n",
+ " Хорошо | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " Борис | \n",
+ " 22 | \n",
+ " 76 | \n",
+ " 11.40 | \n",
+ " 87.40 | \n",
+ " Средне | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " Виктор | \n",
+ " 23 | \n",
+ " 95 | \n",
+ " 14.25 | \n",
+ " 109.25 | \n",
+ " Отлично | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " Галина | \n",
+ " 24 | \n",
+ " 82 | \n",
+ " 12.30 | \n",
+ " 94.30 | \n",
+ " Хорошо | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " Дмитрий | \n",
+ " 25 | \n",
+ " 88 | \n",
+ " 13.20 | \n",
+ " 101.20 | \n",
+ " Хорошо | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " Елена | \n",
+ " 26 | \n",
+ " 91 | \n",
+ " 13.65 | \n",
+ " 104.65 | \n",
+ " Отлично | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Имя | \n",
+ " Возраст | \n",
+ " Баллы | \n",
+ " Бонус | \n",
+ " Итоговый_балл | \n",
+ " Оценка | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 2 | \n",
+ " Виктор | \n",
+ " 23 | \n",
+ " 95 | \n",
+ " 14.25 | \n",
+ " 109.25 | \n",
+ " Отлично | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " Дмитрий | \n",
+ " 25 | \n",
+ " 88 | \n",
+ " 13.20 | \n",
+ " 101.20 | \n",
+ " Хорошо | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " Елена | \n",
+ " 26 | \n",
+ " 91 | \n",
+ " 13.65 | \n",
+ " 104.65 | \n",
+ " Отлично | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "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": [
+ "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": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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": "code",
+ "execution_count": 9,
+ "id": "342c61a9-b928-40c6-a99a-7c182d64736b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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": "code",
+ "execution_count": 10,
+ "id": "ebcf5c62-7e60-4981-b102-9c386b95d721",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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": "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": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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": "code",
+ "execution_count": 12,
+ "id": "6e49c0e5-1537-44e6-a519-4a9b23f7b81e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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": "code",
+ "execution_count": 13,
+ "id": "9db94ac0-b302-430e-a959-8d5869444e21",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "=== ДАТАСЕТ IRIS ===\n",
+ "Размер данных: (150, 5)\n",
+ "Колонки: ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n",
+ "\n",
+ "Первые 5 строк:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sepal_length | \n",
+ " sepal_width | \n",
+ " petal_length | \n",
+ " petal_width | \n",
+ " species | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 5.1 | \n",
+ " 3.5 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 4.9 | \n",
+ " 3.0 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 4.7 | \n",
+ " 3.2 | \n",
+ " 1.3 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4.6 | \n",
+ " 3.1 | \n",
+ " 1.5 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5.0 | \n",
+ " 3.6 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " 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"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "iris = sns.load_dataset('iris')\n",
+ "\n",
+ "print(\"=== ДАТАСЕТ IRIS ===\")\n",
+ "print(f\"Размер данных: {iris.shape}\")\n",
+ "print(f\"Колонки: {list(iris.columns)}\")\n",
+ "print(\"\\nПервые 5 строк:\")\n",
+ "iris.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "b3b71f0b-ab11-424b-b335-d9cf765cfa83",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "=== ИНФОРМАЦИЯ О ДАННЫХ ===\n",
+ "\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 str \n",
+ "dtypes: float64(4), str(1)\n",
+ "memory usage: 6.0 KB\n",
+ "None\n",
+ "\n",
+ "=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\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",
+ "=== КОЛИЧЕСТВО КАЖДОГО ВИДА ===\n",
+ "species\n",
+ "setosa 50\n",
+ "versicolor 50\n",
+ "virginica 50\n",
+ "Name: count, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"=== ИНФОРМАЦИЯ О ДАННЫХ ===\")\n",
+ "print(iris.info())\n",
+ "\n",
+ "print(\"\\n=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\")\n",
+ "print(iris.describe())\n",
+ "\n",
+ "print(\"\\n=== КОЛИЧЕСТВО КАЖДОГО ВИДА ===\")\n",
+ "print(iris['species'].value_counts())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "71f0e0ff-0807-47bf-a06c-e93909d4591d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(iris, hue='species', palette='Set1', diag_kind='kde')\n",
+ "plt.suptitle(\"Взаимосвязи признаков в датасете Iris\", y=1.02, fontsize=14)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "26a06e19-74a5-4b78-b781-648ac1fa5636",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(8, 6))\n",
+ "\n",
+ "iris_numeric = iris.drop('species', axis=1)\n",
+ "correlation = iris_numeric.corr()\n",
+ "\n",
+ "sns.heatmap(correlation, annot=True, cmap='coolwarm', center=0, \n",
+ " square=True, linewidths=1, fmt='.2f')\n",
+ "\n",
+ "plt.title(\"Матрица корреляции признаков Iris\", fontsize=14)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "23e157d9-020c-4997-8999-cef85fade234",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Симуляция долгого процесса:\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Обработка данных: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 94.96шаг/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Процесс завершен!\n",
+ "\n",
+ "Обработка строк DataFrame:\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Анализ студентов: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 18.55it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Готово!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Симуляция долгого процесса:\")\n",
+ "\n",
+ "for i in tqdm(range(100), desc=\"Обработка данных\", unit=\"шаг\"):\n",
+ " time.sleep(0.01) # имитируем работу\n",
+ "\n",
+ "print(\"Процесс завершен!\")\n",
+ "\n",
+ "print(\"\\nОбработка строк DataFrame:\")\n",
+ "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Анализ студентов\"):\n",
+ " time.sleep(0.05)\n",
+ "\n",
+ "print(\"Готово!\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7770f48e-29de-4f79-9eee-9f385a1cd703",
+ "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": "3.13.11"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}