practice_3_Z/week2_analysis.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "a3fe8140-e88d-43dc-942d-c1e9b45a9a96",
"metadata": {},
"source": [
"# Анализ данных, неделя 2"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "325f4a6f-ed45-4e24-a8cd-231b5ca6bb4e",
"metadata": {},
"outputs": [
{
"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",
" </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"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
" \"Возраст\": [21, 22, 23, 24],\n",
" \"Баллы\": [89, 76, 95, 82]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9da47ab7-1ec1-492e-8e4a-419461f12b8e",
"metadata": {},
"outputs": [
{
"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>Баллы_с_бонусом</th>\n",
" <th>Бонус</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>97.9</td>\n",
" <td>97.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" <td>83.6</td>\n",
" <td>83.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>104.5</td>\n",
" <td>104.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>90.2</td>\n",
" <td>90.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Баллы_с_бонусом Бонус\n",
"0 Анна 21 89 97.9 97.9\n",
"1 Борис 22 76 83.6 83.6\n",
"2 Виктор 23 95 104.5 104.5\n",
"3 Галина 24 82 90.2 90.2"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Бонус\"] = df[\"Баллы\"] * 1.1\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b7cc19ec-47c9-47c3-984e-2c55eec48c86",
"metadata": {},
"outputs": [
{
"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>Баллы_с_бонусом</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" <td>83.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>104.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>90.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Баллы_с_бонусом\n",
"1 Борис 22 76 83.6\n",
"2 Виктор 23 95 104.5\n",
"3 Галина 24 82 90.2"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"older_students = df[df[\"Возраст\"] > 21]\n",
"older_students"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8953c9c2-89f6-4404-9168-8327306cdf08",
"metadata": {},
"outputs": [
{
"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>Баллы</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Имя</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Анна</th>\n",
" <td>89.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Борис</th>\n",
" <td>76.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Виктор</th>\n",
" <td>95.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Галина</th>\n",
" <td>82.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Баллы\n",
"Имя \n",
"Анна 89.0\n",
"Борис 76.0\n",
"Виктор 95.0\n",
"Галина 82.0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(\"Имя\").agg({\"Баллы\": \"mean\"})"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fe08f520-2388-4e52-8f96-5d53df2d3a13",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Информация о типах данных:\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 5 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Имя 4 non-null str \n",
" 1 Возраст 4 non-null int64 \n",
" 2 Баллы 4 non-null int64 \n",
" 3 Баллы_с_бонусом 4 non-null float64\n",
" 4 Бонус 4 non-null float64\n",
"dtypes: float64(2), int64(2), str(1)\n",
"memory usage: 292.0 bytes\n",
"\n",
"Статистическое описание:\n",
" Возраст Баллы Баллы_с_бонусом Бонус\n",
"count 4.000000 4.000000 4.000000 4.000000\n",
"mean 22.500000 85.500000 94.050000 94.050000\n",
"std 1.290994 8.266398 9.093038 9.093038\n",
"min 21.000000 76.000000 83.600000 83.600000\n",
"25% 21.750000 80.500000 88.550000 88.550000\n",
"50% 22.500000 85.500000 94.050000 94.050000\n",
"75% 23.250000 90.500000 99.550000 99.550000\n",
"max 24.000000 95.000000 104.500000 104.500000\n",
"\n",
"Проверка на пустые значения:\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
аллы_с_бонусом 0\n",
"Бонус 0\n",
"dtype: int64\n"
]
}
],
"source": [
"print(\"Информация о типах данных:\")\n",
"df.info()\n",
"\n",
"print(\"\\nСтатистическое описание:\")\n",
"print(df.describe())\n",
"\n",
"print(\"\\nПроверка на пустые значения:\")\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "markdown",
"id": "2d78efc5-5104-4d53-9a31-60bd04115e2e",
"metadata": {},
"source": [
"## Работа с numpy"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "975e4464-02cf-4cf8-b4da-c260566a4438",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Сумма: 150\n",
"Среднее: 30.0\n",
"Медиана: 30.0\n",
"\n",
"Последовательность: [0. 0.55555556 1.11111111 1.66666667 2.22222222 2.77777778\n",
" 3.33333333 3.88888889 4.44444444 5. ]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr = np.array([10, 20, 30, 40, 50])\n",
"\n",
"print(\"Сумма:\", np.sum(arr))\n",
"print(\"Среднее:\", np.mean(arr))\n",
"print(\"Медиана:\", np.median(arr))\n",
"\n",
"linear_space = np.linspace(0, 5, 10)\n",
"print(\"\\nПоследовательность:\", linear_space)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "259f7e1b-fe61-4454-91ef-9185820161ea",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"x = np.linspace(0, 10, 100)\n",
"y1 = np.sin(x)\n",
"y2 = np.cos(x)\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(x, y1, label='Синус', color='teal', linestyle='--')\n",
"plt.plot(x, y2, label='Косинус', color='orange')\n",
"\n",
"plt.xlabel(\"Ось X\")\n",
"plt.ylabel(\"Ось Y\")\n",
"plt.title(\"Визуализация функций\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6f821c83-7071-4987-99c5-38675516d4b6",
"metadata": {},
"outputs": [
{
"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 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"df[\"Категория\"] = [\"Группа А\", \"Группа Б\", \"Группа А\", \"Группа Б\"]\n",
"\n",
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
"plt.title(\"Распределение баллов по группам\")\n",
"plt.show()\n",
"\n",
"sns.heatmap(df.corr(numeric_only=True), annot=True, cmap='coolwarm')\n",
"plt.title(\"Корреляция признаков\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "436ecbe5-2634-4077-9dd0-54c184009aa9",
"metadata": {},
"source": [
"## Работа с tqdm"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d0f223c3-e8a6-4da3-9fd5-550a86912eae",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Загрузка данных для анализа: 100%|██████████████████████████████████████████████████████████████| 100/100 [00:05<00:00, 19.58it/s]\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"\n",
"for i in tqdm(range(100), desc=\"Загрузка данных для анализа\"):\n",
" time.sleep(0.05)"
]
},
{
"cell_type": "markdown",
"id": "0030a489-6262-415c-b4d3-1f1ed09b5aa9",
"metadata": {},
"source": [
"## Индивидуальное задание: Анализ данных психического здоровья"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "27f57f7b-4369-464d-adf8-32ab578863e4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 18,
"id": "33f791c0-3ab3-41fc-97ad-33a87c48f02f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Информация о наборе данных:\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 1200 entries, 0 to 1199\n",
"Data columns (total 13 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 age 1200 non-null int64 \n",
" 1 gender 1200 non-null str \n",
" 2 daily_social_media_hours 1200 non-null float64\n",
" 3 platform_usage 1200 non-null str \n",
" 4 sleep_hours 1200 non-null float64\n",
" 5 screen_time_before_sleep 1200 non-null float64\n",
" 6 academic_performance 1200 non-null float64\n",
" 7 physical_activity 1200 non-null float64\n",
" 8 social_interaction_level 1200 non-null str \n",
" 9 stress_level 1200 non-null int64 \n",
" 10 anxiety_level 1200 non-null int64 \n",
" 11 addiction_level 1200 non-null int64 \n",
" 12 depression_label 1200 non-null int64 \n",
"dtypes: float64(5), int64(5), str(3)\n",
"memory usage: 122.0 KB\n",
"\n",
"Статистические показатели:\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>age</th>\n",
" <th>daily_social_media_hours</th>\n",
" <th>sleep_hours</th>\n",
" <th>screen_time_before_sleep</th>\n",
" <th>academic_performance</th>\n",
" <th>physical_activity</th>\n",
" <th>stress_level</th>\n",
" <th>anxiety_level</th>\n",
" <th>addiction_level</th>\n",
" <th>depression_label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" <td>1200.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>15.928333</td>\n",
" <td>4.536667</td>\n",
" <td>6.449417</td>\n",
" <td>1.740333</td>\n",
" <td>2.990383</td>\n",
" <td>1.014500</td>\n",
" <td>5.445833</td>\n",
" <td>5.636667</td>\n",
" <td>5.565000</td>\n",
" <td>0.025833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.021947</td>\n",
" <td>2.029599</td>\n",
" <td>1.442677</td>\n",
" <td>0.716660</td>\n",
" <td>0.576758</td>\n",
" <td>0.582185</td>\n",
" <td>2.903290</td>\n",
" <td>2.859453</td>\n",
" <td>2.830627</td>\n",
" <td>0.158704</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>13.000000</td>\n",
" <td>1.000000</td>\n",
" <td>4.000000</td>\n",
" <td>0.500000</td>\n",
" <td>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>14.000000</td>\n",
" <td>2.800000</td>\n",
" <td>5.200000</td>\n",
" <td>1.100000</td>\n",
" <td>2.500000</td>\n",
" <td>0.500000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>16.000000</td>\n",
" <td>4.500000</td>\n",
" <td>6.500000</td>\n",
" <td>1.800000</td>\n",
" <td>2.990000</td>\n",
" <td>1.000000</td>\n",
" <td>5.000000</td>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>18.000000</td>\n",
" <td>6.300000</td>\n",
" <td>7.600000</td>\n",
" <td>2.400000</td>\n",
" <td>3.480000</td>\n",
" <td>1.500000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>19.000000</td>\n",
" <td>8.000000</td>\n",
" <td>9.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>2.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age daily_social_media_hours sleep_hours \\\n",
"count 1200.000000 1200.000000 1200.000000 \n",
"mean 15.928333 4.536667 6.449417 \n",
"std 2.021947 2.029599 1.442677 \n",
"min 13.000000 1.000000 4.000000 \n",
"25% 14.000000 2.800000 5.200000 \n",
"50% 16.000000 4.500000 6.500000 \n",
"75% 18.000000 6.300000 7.600000 \n",
"max 19.000000 8.000000 9.000000 \n",
"\n",
" screen_time_before_sleep academic_performance physical_activity \\\n",
"count 1200.000000 1200.000000 1200.000000 \n",
"mean 1.740333 2.990383 1.014500 \n",
"std 0.716660 0.576758 0.582185 \n",
"min 0.500000 2.000000 0.000000 \n",
"25% 1.100000 2.500000 0.500000 \n",
"50% 1.800000 2.990000 1.000000 \n",
"75% 2.400000 3.480000 1.500000 \n",
"max 3.000000 4.000000 2.000000 \n",
"\n",
" stress_level anxiety_level addiction_level depression_label \n",
"count 1200.000000 1200.000000 1200.000000 1200.000000 \n",
"mean 5.445833 5.636667 5.565000 0.025833 \n",
"std 2.903290 2.859453 2.830627 0.158704 \n",
"min 1.000000 1.000000 1.000000 0.000000 \n",
"25% 3.000000 3.000000 3.000000 0.000000 \n",
"50% 5.000000 6.000000 6.000000 0.000000 \n",
"75% 8.000000 8.000000 8.000000 0.000000 \n",
"max 10.000000 10.000000 10.000000 1.000000 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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>age</th>\n",
" <th>gender</th>\n",
" <th>daily_social_media_hours</th>\n",
" <th>platform_usage</th>\n",
" <th>sleep_hours</th>\n",
" <th>screen_time_before_sleep</th>\n",
" <th>academic_performance</th>\n",
" <th>physical_activity</th>\n",
" <th>social_interaction_level</th>\n",
" <th>stress_level</th>\n",
" <th>anxiety_level</th>\n",
" <th>addiction_level</th>\n",
" <th>depression_label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>14</td>\n",
" <td>male</td>\n",
" <td>7.9</td>\n",
" <td>Instagram</td>\n",
" <td>7.4</td>\n",
" <td>2.9</td>\n",
" <td>3.01</td>\n",
" <td>1.5</td>\n",
" <td>low</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>19</td>\n",
" <td>female</td>\n",
" <td>1.9</td>\n",
" <td>TikTok</td>\n",
" <td>8.0</td>\n",
" <td>2.9</td>\n",
" <td>3.22</td>\n",
" <td>0.8</td>\n",
" <td>high</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>17</td>\n",
" <td>female</td>\n",
" <td>1.3</td>\n",
" <td>Instagram</td>\n",
" <td>7.6</td>\n",
" <td>0.5</td>\n",
" <td>3.92</td>\n",
" <td>0.0</td>\n",
" <td>high</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>15</td>\n",
" <td>male</td>\n",
" <td>7.4</td>\n",
" <td>TikTok</td>\n",
" <td>6.9</td>\n",
" <td>1.6</td>\n",
" <td>3.48</td>\n",
" <td>0.8</td>\n",
" <td>medium</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>15</td>\n",
" <td>female</td>\n",
" <td>4.7</td>\n",
" <td>Both</td>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>2.37</td>\n",
" <td>1.4</td>\n",
" <td>medium</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age gender daily_social_media_hours platform_usage sleep_hours \\\n",
"0 14 male 7.9 Instagram 7.4 \n",
"1 19 female 1.9 TikTok 8.0 \n",
"2 17 female 1.3 Instagram 7.6 \n",
"3 15 male 7.4 TikTok 6.9 \n",
"4 15 female 4.7 Both 4.9 \n",
"\n",
" screen_time_before_sleep academic_performance physical_activity \\\n",
"0 2.9 3.01 1.5 \n",
"1 2.9 3.22 0.8 \n",
"2 0.5 3.92 0.0 \n",
"3 1.6 3.48 0.8 \n",
"4 3.0 2.37 1.4 \n",
"\n",
" social_interaction_level stress_level anxiety_level addiction_level \\\n",
"0 low 2 2 1 \n",
"1 high 8 1 10 \n",
"2 high 2 4 2 \n",
"3 medium 1 7 9 \n",
"4 medium 3 5 2 \n",
"\n",
" depression_label \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df_mental = pd.read_csv(\"Teen_Mental_Health_Dataset.csv\")\n",
"\n",
"print(\"Информация о наборе данных:\")\n",
"df_mental.info()\n",
"\n",
"print(\"\\nСтатистические показатели:\")\n",
"display(df_mental.describe())\n",
"\n",
"df_mental.head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "cc66eb6a-e1ae-4910-a27b-393a57ee7b38",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"\n",
"sns.histplot(df_mental['sleep_hours'], bins=12, kde=True, color='royalblue')\n",
"\n",
"plt.title('Анализ продолжительности сна подростков')\n",
"plt.xlabel('Часы сна')\n",
"plt.ylabel('Количество человек')\n",
"plt.grid(axis='y', alpha=0.3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "33e773bf-a1bb-408b-a64e-b176e529f0fb",
"metadata": {},
"source": [
"## Точечный график (scatterplot)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3d2743e9-ac62-4abf-8924-76950b9d19ef",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"\n",
"sns.scatterplot(data=df_mental, x='daily_social_media_hours', y='stress_level', hue='gender', alpha=0.7)\n",
"\n",
"plt.title('Связь времени в соцсетях и уровня стресса')\n",
"plt.xlabel('Часов в день')\n",
"plt.ylabel('Уровень стресса (от 1 до 10)')\n",
"plt.legend(title='Пол')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a6132505-5c13-4947-b049-f896f7e67aff",
"metadata": {},
"source": [
"## на какой платформе уровень зависимости (addiction_level) выше. (boxplot)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "5682576c-5a08-443a-9251-2c1742f9b7d6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"sns.boxplot(x='platform_usage', y='addiction_level', data=df_mental, palette='Set3', hue='platform_usage', legend=False)\n",
"\n",
"plt.title('Уровень зависимости по разным соцсетям')\n",
"plt.xlabel('Платформа')\n",
"plt.ylabel('Уровень зависимости')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "5998442b-f76a-4f45-895f-3576b240e107",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Финальная обработка данных: 100%|███████████████████████████████████████████████████████████████| 100/100 [00:02<00:00, 48.44it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Задание полностью готово к сдаче!\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"\n",
"for i in tqdm(range(100), desc=\"Финальная обработка данных\"):\n",
" time.sleep(0.02)\n",
"\n",
"print(\"Задание полностью готово к сдаче!\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3c2ca3ab-02eb-4b42-b486-30855716219c",
"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": "3.14.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}