diff --git a/individual_work.ipynb b/individual_work.ipynb new file mode 100644 index 0000000..279d7bc --- /dev/null +++ b/individual_work.ipynb @@ -0,0 +1,476 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Анализ набора данных \"Мониторинга стресса студентов\"", + "id": "96a9a49f6806dfd5" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "### Краткое описание:\n", + "В этом наборе данных исследуются основные причины стресса среди учащихся, полученные на основе общенационального опроса. Он включает около 20 ключевых характеристик, сгруппированных по пяти научно определенным категориям:\n", + "- Психологические факторы\n", + " - `уровень тревожности`\n", + " - `самоуважение`\n", + " - `депрессия, связанная с психическим здоровьем и историей болезни`\n", + "- Физиологические факторы\n", + " - `головная боль`\n", + " - `кровяное давление`\n", + " - `качество сна`\n", + " - `проблемы с дыханием`\n", + "- Факторы окружающей среды\n", + " - `уровень шума`\n", + " - `жизненные условия`\n", + " - `безопасность`\n", + " - `основные потребности`\n", + "- Академические факторы\n", + " - `академическая успеваемость`\n", + " - `учебная нагрузка`\n", + " - `отношения с преподавателями и студентами`\n", + " - `будущая карьера`\n", + "- Социальные факторы\n", + " - `социальная поддержка`\n", + " - `психологическое давление`\n", + " - `внеклассные занятия`\n", + " - `буллинг`" + ], + "id": "3f7e996390db0d52" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## 1. Загрузка данных", + "id": "e82ea23923c1c1bd" + }, + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2026-04-19T13:38:53.755553300Z", + "start_time": "2026-04-19T13:38:53.622411600Z" + } + }, + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "df = pd.read_csv(\"datas/Stress_Dataset.csv\")\n", + "df2 = pd.read_csv(\"datas/StressLevelDataset.csv\")\n", + "print(\"Загружено данных:\")\n", + "print(f'- StressLevelDataset: {df.shape[0]} строк, {df.shape[1]} столбцов')\n", + "print(f'- StressDataset: {df2.shape[0]} строк, {df2.shape[1]} столбцов')" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Загружено данных:\n", + "- StressLevelDataset: 843 строк, 26 столбцов\n", + "- StressDataset: 1100 строк, 21 столбцов\n" + ] + } + ], + "execution_count": 166 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## 2. Базовый анализ", + "id": "720874a9593f504f" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-04-19T13:38:53.923003400Z", + "start_time": "2026-04-19T13:38:53.786189600Z" + } + }, + "cell_type": "code", + "source": [ + "print(\"Базовый анализ Stress Dataset:\\n\")\n", + "df.info()\n", + "df.describe()\n", + "print(\"\\nРаспределение по гендеру и средний возраст:\")\n", + "print(df['Gender'].value_counts())\n", + "print(f\"\\n- Средний возраст парней: {df[df['Gender'] == 0]['Age'].mean()}\")\n", + "print(f\"- Средний возраст девушек: {df[df['Gender'] == 1]['Age'].mean()}\")\n", + "\n", + "print(\"\\nБазовый анализ StressLevelDataset:\\n\")\n", + "df2.info()\n", + "df2.describe()\n", + "print('\\nРаспределение по уровню стресса:')\n", + "print(df2['stress_level'].value_counts())" + ], + "id": "516dfa5d689cfc2c", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Базовый анализ Stress Dataset:\n", + "\n", + "\n", + "RangeIndex: 843 entries, 0 to 842\n", + "Data columns (total 26 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 Gender 843 non-null int64\n", + " 1 Age 843 non-null int64\n", + " 2 Have you recently experienced stress in your life? 843 non-null int64\n", + " 3 Have you noticed a rapid heartbeat or palpitations? 843 non-null int64\n", + " 4 Have you been dealing with anxiety or tension recently? 843 non-null int64\n", + " 5 Do you face any sleep problems or difficulties falling asleep? 843 non-null int64\n", + " 6 Have you been dealing with anxiety or tension recently?.1 843 non-null int64\n", + " 7 Have you been getting headaches more often than usual? 843 non-null int64\n", + " 8 Do you get irritated easily? 843 non-null int64\n", + " 9 Do you have trouble concentrating on your academic tasks? 843 non-null int64\n", + " 10 Have you been feeling sadness or low mood? 843 non-null int64\n", + " 11 Have you been experiencing any illness or health issues? 843 non-null int64\n", + " 12 Do you often feel lonely or isolated? 843 non-null int64\n", + " 13 Do you feel overwhelmed with your academic workload? 843 non-null int64\n", + " 14 Are you in competition with your peers, and does it affect you? 843 non-null int64\n", + " 15 Do you find that your relationship often causes you stress? 843 non-null int64\n", + " 16 Are you facing any difficulties with your professors or instructors? 843 non-null int64\n", + " 17 Is your working environment unpleasant or stressful? 843 non-null int64\n", + " 18 Do you struggle to find time for relaxation and leisure activities? 843 non-null int64\n", + " 19 Is your hostel or home environment causing you difficulties? 843 non-null int64\n", + " 20 Do you lack confidence in your academic performance? 843 non-null int64\n", + " 21 Do you lack confidence in your choice of academic subjects? 843 non-null int64\n", + " 22 Academic and extracurricular activities conflicting for you? 843 non-null int64\n", + " 23 Do you attend classes regularly? 843 non-null int64\n", + " 24 Have you gained/lost weight? 843 non-null int64\n", + " 25 Which type of stress do you primarily experience? 843 non-null str \n", + "dtypes: int64(25), str(1)\n", + "memory usage: 171.4 KB\n", + "\n", + "Распределение по гендеру и средний возраст:\n", + "Gender\n", + "0 548\n", + "1 295\n", + "Name: count, dtype: int64\n", + "\n", + "- Средний возраст парней: 20.07846715328467\n", + "- Средний возраст девушек: 20.057627118644067\n", + "\n", + "Базовый анализ StressLevelDataset:\n", + "\n", + "\n", + "RangeIndex: 1100 entries, 0 to 1099\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 anxiety_level 1100 non-null int64\n", + " 1 self_esteem 1100 non-null int64\n", + " 2 mental_health_history 1100 non-null int64\n", + " 3 depression 1100 non-null int64\n", + " 4 headache 1100 non-null int64\n", + " 5 blood_pressure 1100 non-null int64\n", + " 6 sleep_quality 1100 non-null int64\n", + " 7 breathing_problem 1100 non-null int64\n", + " 8 noise_level 1100 non-null int64\n", + " 9 living_conditions 1100 non-null int64\n", + " 10 safety 1100 non-null int64\n", + " 11 basic_needs 1100 non-null int64\n", + " 12 academic_performance 1100 non-null int64\n", + " 13 study_load 1100 non-null int64\n", + " 14 teacher_student_relationship 1100 non-null int64\n", + " 15 future_career_concerns 1100 non-null int64\n", + " 16 social_support 1100 non-null int64\n", + " 17 peer_pressure 1100 non-null int64\n", + " 18 extracurricular_activities 1100 non-null int64\n", + " 19 bullying 1100 non-null int64\n", + " 20 stress_level 1100 non-null int64\n", + "dtypes: int64(21)\n", + "memory usage: 180.6 KB\n", + "\n", + "Распределение по уровню стресса:\n", + "stress_level\n", + "0 373\n", + "2 369\n", + "1 358\n", + "Name: count, dtype: int64\n" + ] + } + ], + "execution_count": 167 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "### Вывод по базовому анализу\n", + "1. В исследовании участвовало: Парней: 548, Девушек: 295\n", + "2. Средний возраст обоих полов: 20 лет\n", + "3. По уровню стресса: 0: 373 (Нет стресса), 1: 358 (Небольшой стресс), 2: 369 (Сильный стресс)" + ], + "id": "34642f7cb7dae151", + "attachments": { + "9df74c62-e54f-4a47-a2cf-de8260dc1e33.png": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAAgCAIAAACuKPowAAAAT0lEQVR4Xu3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAdwPhgAABhn0ZlwAAAABJRU5ErkJggg==" + }, + "277270f1-1db4-4c92-ae1d-c06d1a2f1f97.png": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAAgCAIAAACuKPowAAAAT0lEQVR4Xu3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAdwPhgAABhn0ZlwAAAABJRU5ErkJggg==" + } + } + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## 3. Графики", + "id": "23a4bd2af5611797" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 3.1 Распределение уровня тревожности по классам стресса", + "id": "ceeb3c8e9d6c452e" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-04-19T13:38:54.146203300Z", + "start_time": "2026-04-19T13:38:53.953987600Z" + } + }, + "cell_type": "code", + "source": [ + "for level in [0, 1, 2]:\n", + " plt.hist(df2[df2['stress_level'] == level]['anxiety_level'], bins=22, alpha=0.6, label=f'Стресс {level}')\n", + "plt.title('Распределение уровня тревожнсти по классам стресса')\n", + "plt.xlabel('Уровень тревожности')\n", + "plt.ylabel('Количество')\n", + "plt.legend()\n", + "plt.show()" + ], + "id": "b87b4726ad92cf82", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 168 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 3.2 Уровень тревожности по уровню стресса", + "id": "d53b4da85fd1bcab" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-04-19T13:38:54.288351200Z", + "start_time": "2026-04-19T13:38:54.149219500Z" + } + }, + "cell_type": "code", + "source": [ + "sns.boxplot(x='stress_level', y='anxiety_level', data=df2)\n", + "plt.title('Уровень тревожности по уровню стресса')\n", + "plt.xlabel('Уровень стресса')\n", + "plt.ylabel('Уровень тревожности')\n", + "plt.show()" + ], + "id": "929cc817de8f7621", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 169 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 3.3 Уровень тревожности vs Депрессия", + "id": "1d7e406e097ab4cb" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-04-19T13:38:54.392673700Z", + "start_time": "2026-04-19T13:38:54.290896Z" + } + }, + "cell_type": "code", + "source": [ + "plt.scatter(df2['anxiety_level'], df2['depression'], alpha=0.4)\n", + "plt.xlabel('Уровень тревожности')\n", + "plt.ylabel('Депрессия')\n", + "plt.title('Тревожность vs Депрессия')\n", + "plt.show()" + ], + "id": "772ce28597c95b93", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 170 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 3.4 Тепловая карта корреляции с уровнем стресса", + "id": "4ac88c7a42b6e69c" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-04-19T13:38:54.674483900Z", + "start_time": "2026-04-19T13:38:54.406681100Z" + } + }, + "cell_type": "code", + "source": [ + "corr = df2.corr(numeric_only=True)[['stress_level']].sort_values('stress_level', ascending=False)\n", + "sns.heatmap(corr, annot=True, fmt='.2f', cmap='coolwarm')\n", + "plt.title('Корреляция признаков с уровнем стресса')\n", + "plt.show()" + ], + "id": "9105c6588effe10e", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 171 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 3.5 Типы стрессов у студентов", + "id": "7efc3b40f15d9464" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-04-19T13:38:54.811885700Z", + "start_time": "2026-04-19T13:38:54.677049400Z" + } + }, + "cell_type": "code", + "source": [ + "stress_map = {\n", + " 'Distress (Negative Stress) - Stress that causes anxiety and impairs well-being.': 'Distress (негативный)',\n", + " 'Eustress (Positive Stress) - Stress that motivates and enhances performance.': 'Eustress (позитивный)',\n", + " 'No Stress - Currently experiencing minimal to no stress.': 'Без стресса'\n", + "}\n", + "col = 'Which type of stress do you primarily experience?'\n", + "df['stress_type_short'] = df[col].map(stress_map)\n", + "sns.countplot(y='stress_type_short', data=df)\n", + "plt.xlabel('Количество')\n", + "plt.ylabel('Тип стресса')\n", + "plt.title('Типы стресса у студентов')\n", + "plt.show()" + ], + "id": "66add06e12632149", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 172 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## Выводы\n", + "\n", + "1) Большинство студентов (**примерно 91%**) идентифицируют свой стресс как **Eustress (позитивный)**, лишь 4% — как Distress. Возможная причина — низкая осведомлённость о симптомах дистресса.\n", + "\n", + "2) Наиболее сильно связанные с уровнем стресса признаки (по корреляции):\n", + "\n", + "| Усиливают стресс | r | Снижают стресс | r |\n", + "|---|---|---|---|\n", + "| Буллинг | +0.75 | **Самооценка** | −0.76 |\n", + "| Тревога о карьере | +0.74 | Качество сна | −0.75 |\n", + "| Уровень тревожности | +0.74 | Академическая успеваемость | −0.72 |\n", + "| Депрессия | +0.73 | Ощущение безопасности | −0.71 |\n", + "| Головная боль | +0.71 | Базовые потребности | −0.71 |\n", + "\n", + "3) Стресс у студентов определяется балансом **внешних угроз** (буллинг, давление сверстников, учебная нагрузка) и **внутренних ресурсов** (самооценка, сон, социальная поддержка). Наиболее значимый — **самооценка** (r = −0.76), что указывает на приоритет психологической поддержки в профилактике стресса." + ], + "id": "33f23becc96e2ce4" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb index 279d7bc..d5ea968 100644 --- a/week2_analysis.ipynb +++ b/week2_analysis.ipynb @@ -1,455 +1,799 @@ { "cells": [ { - "metadata": {}, "cell_type": "markdown", - "source": "# Анализ набора данных \"Мониторинга стресса студентов\"", - "id": "96a9a49f6806dfd5" + "metadata": {}, + "source": "# Анализ и визуализация данных", + "id": "title" }, { - "metadata": {}, "cell_type": "markdown", - "source": [ - "### Краткое описание:\n", - "В этом наборе данных исследуются основные причины стресса среди учащихся, полученные на основе общенационального опроса. Он включает около 20 ключевых характеристик, сгруппированных по пяти научно определенным категориям:\n", - "- Психологические факторы\n", - " - `уровень тревожности`\n", - " - `самоуважение`\n", - " - `депрессия, связанная с психическим здоровьем и историей болезни`\n", - "- Физиологические факторы\n", - " - `головная боль`\n", - " - `кровяное давление`\n", - " - `качество сна`\n", - " - `проблемы с дыханием`\n", - "- Факторы окружающей среды\n", - " - `уровень шума`\n", - " - `жизненные условия`\n", - " - `безопасность`\n", - " - `основные потребности`\n", - "- Академические факторы\n", - " - `академическая успеваемость`\n", - " - `учебная нагрузка`\n", - " - `отношения с преподавателями и студентами`\n", - " - `будущая карьера`\n", - "- Социальные факторы\n", - " - `социальная поддержка`\n", - " - `психологическое давление`\n", - " - `внеклассные занятия`\n", - " - `буллинг`" - ], - "id": "3f7e996390db0d52" + "metadata": {}, + "source": "## 1. Работа с pandas и numpy", + "id": "section3" }, { - "metadata": {}, "cell_type": "markdown", - "source": "## 1. Загрузка данных", - "id": "e82ea23923c1c1bd" + "metadata": {}, + "source": "### 1.1. pandas: работа с таблицами", + "id": "pandas_title" }, { "cell_type": "code", - "id": "initial_id", "metadata": { - "collapsed": true, "ExecuteTime": { - "end_time": "2026-04-19T13:38:53.755553300Z", - "start_time": "2026-04-19T13:38:53.622411600Z" + "end_time": "2026-05-07T09:47:59.985559700Z", + "start_time": "2026-05-07T09:47:46.403400Z" } }, "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", + "print('Первый взгляд на данные:')\n", + "print(df.head())\n", + "print()\n", + "print(df.info())\n", + "print()\n", + "print(df.describe())\n", + "print()\n", + "print('Пропуски:', df.isnull().sum().to_dict())" + ], + "id": "pandas_base", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Первый взгляд на данные:\n", + " Имя Возраст Баллы\n", + "0 Анна 21 89\n", + "1 Борис 22 76\n", + "2 Виктор 23 95\n", + "3 Галина 24 82\n", + "\n", + "\n", + "RangeIndex: 4 entries, 0 to 3\n", + "Data columns (total 3 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", + "dtypes: int64(2), str(1)\n", + "memory usage: 228.0 bytes\n", + "None\n", + "\n", + " Возраст Баллы\n", + "count 4.000000 4.000000\n", + "mean 22.500000 85.500000\n", + "std 1.290994 8.266398\n", + "min 21.000000 76.000000\n", + "25% 21.750000 80.500000\n", + "50% 22.500000 85.500000\n", + "75% 23.250000 90.500000\n", + "max 24.000000 95.000000\n", + "\n", + "Пропуски: {'Имя': 0, 'Возраст': 0, 'Баллы': 0}\n" + ] + } + ], + "execution_count": 1 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:00.128765900Z", + "start_time": "2026-05-07T09:48:00.001295700Z" + } + }, + "source": [ + "# Добавляем новый столбец с вычисляемыми значениями\n", + "df['Баллы х1.1'] = df['Баллы'] * 1.1\n", + "df" + ], + "id": "pandas_new_col", + "outputs": [ + { + "data": { + "text/plain": [ + " Имя Возраст Баллы Баллы х1.1\n", + "0 Анна 21 89 97.9\n", + "1 Борис 22 76 83.6\n", + "2 Виктор 23 95 104.5\n", + "3 Галина 24 82 90.2" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ИмяВозрастБаллыБаллы х1.1
0Анна218997.9
1Борис227683.6
2Виктор2395104.5
3Галина248290.2
\n", + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 2 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:00.217327500Z", + "start_time": "2026-05-07T09:48:00.141128900Z" + } + }, + "source": [ + "# Добавляем категорию и группируем\n", + "df['Категория'] = ['A', 'B', 'A', 'B']\n", + "\n", + "df.groupby('Категория').agg(\n", + " Средний_возраст=('Возраст', 'mean'),\n", + " Средние_баллы=('Баллы', 'mean'),\n", + " Количество=('Имя', 'count')\n", + ")" + ], + "id": "pandas_groupby", + "outputs": [ + { + "data": { + "text/plain": [ + " Средний_возраст Средние_баллы Количество\n", + "Категория \n", + "A 22.0 92.0 2\n", + "B 23.0 79.0 2" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Средний_возрастСредние_баллыКоличество
Категория
A22.092.02
B23.079.02
\n", + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:01.376206300Z", + "start_time": "2026-05-07T09:48:00.741165500Z" + } + }, + "source": [ + "# Фильтрация: только студенты старше 21 года\n", + "df[df['Возраст'] > 21]" + ], + "id": "pandas_filter", + "outputs": [ + { + "data": { + "text/plain": [ + " Имя Возраст Баллы Баллы х1.1 Категория\n", + "1 Борис 22 76 83.6 B\n", + "2 Виктор 23 95 104.5 A\n", + "3 Галина 24 82 90.2 B" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ИмяВозрастБаллыБаллы х1.1Категория
1Борис227683.6B
2Виктор2395104.5A
3Галина248290.2B
\n", + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 1.2. numpy: массивы и вычисления", + "id": "numpy_title" + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:04.315669800Z", + "start_time": "2026-05-07T09:48:04.234172200Z" + } + }, + "source": [ + "import numpy as np\n", + "\n", + "arr = np.array([1, 2, 3, 4, 5])\n", + "print('Массив:', arr)\n", + "print('Сумма:', np.sum(arr))\n", + "print('Среднее:', np.mean(arr))\n", + "print('Медиана:', np.median(arr))\n", + "print('Стандартное откл.:', np.std(arr))" + ], + "id": "numpy_base", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Массив: [1 2 3 4 5]\n", + "Сумма: 15\n", + "Среднее: 3.0\n", + "Медиана: 3.0\n", + "Стандартное откл.: 1.4142135623730951\n" + ] + } + ], + "execution_count": 5 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:04.481239800Z", + "start_time": "2026-05-07T09:48:04.327464300Z" + } + }, + "source": [ + "# Двумерный массив\n", + "arr_2d = np.array([[1, 2], [3, 4]])\n", + "print('2D массив:\\n', arr_2d)\n", + "\n", + "# linspace и random\n", + "x = np.linspace(0, 1, 5)\n", + "print('\\nlinspace(0, 1, 5):', x)\n", + "\n", + "rnd = np.random.randn(4)\n", + "print('random.randn(4):', rnd.round(3))\n", + "\n", + "# Скалярное произведение\n", + "a = np.array([1, 2, 3])\n", + "b = np.array([4, 5, 6])\n", + "print('dot([1,2,3],[4,5,6]):', np.dot(a, b))" + ], + "id": "numpy_extra", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2D массив:\n", + " [[1 2]\n", + " [3 4]]\n", + "\n", + "linspace(0, 1, 5): [0. 0.25 0.5 0.75 1. ]\n", + "random.randn(4): [-0.167 1.414 0.544 0.125]\n", + "dot([1,2,3],[4,5,6]): 32\n" + ] + } + ], + "execution_count": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "## 2. Визуализация данных", + "id": "section4" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 2.1. matplotlib: базовые графики", + "id": "mpl_title" + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:05.151099800Z", + "start_time": "2026-05-07T09:48:04.503011500Z" + } + }, + "source": [ "import matplotlib.pyplot as plt\n", + "\n", + "x = np.linspace(0, 10, 100)\n", + "\n", + "plt.figure(figsize=(8, 4))\n", + "plt.plot(x, np.sin(x), label='sin(x)', color='steelblue')\n", + "plt.plot(x, np.cos(x), label='cos(x)', color='tomato')\n", + "plt.xlabel('X')\n", + "plt.ylabel('Y')\n", + "plt.title('Графики sin(x) и cos(x)')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ], + "id": "mpl_line", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 7 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:06.028204300Z", + "start_time": "2026-05-07T09:48:05.180114500Z" + } + }, + "source": [ + "fig, axes = plt.subplots(1, 3, figsize=(13, 4))\n", + "\n", + "# Bar chart\n", + "axes[0].bar(df['Имя'], df['Баллы'], color='steelblue', edgecolor='white')\n", + "axes[0].set_title('Баллы студентов (bar)')\n", + "axes[0].set_ylabel('Баллы')\n", + "\n", + "# Scatter\n", + "axes[1].scatter(df['Возраст'], df['Баллы'], color='tomato', s=80)\n", + "for _, row in df.iterrows():\n", + " axes[1].annotate(row['Имя'], (row['Возраст'], row['Баллы']),\n", + " textcoords='offset points', xytext=(5, 5), fontsize=9)\n", + "axes[1].set_title('Возраст vs Баллы (scatter)')\n", + "axes[1].set_xlabel('Возраст')\n", + "axes[1].set_ylabel('Баллы')\n", + "\n", + "# Histogram\n", + "axes[2].hist(np.random.randn(500), bins=20, color='forestgreen', edgecolor='white')\n", + "axes[2].set_title('Случайные данные (hist)')\n", + "axes[2].set_xlabel('Значение')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "id": "mpl_multi", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 2.2. seaborn: работа с графиками данных", + "id": "sns_title" + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:56:35.903536900Z", + "start_time": "2026-05-07T09:56:35.524474Z" + } + }, + "source": [ "import seaborn as sns\n", "\n", - "df = pd.read_csv(\"datas/Stress_Dataset.csv\")\n", - "df2 = pd.read_csv(\"datas/StressLevelDataset.csv\")\n", - "print(\"Загружено данных:\")\n", - "print(f'- StressLevelDataset: {df.shape[0]} строк, {df.shape[1]} столбцов')\n", - "print(f'- StressDataset: {df2.shape[0]} строк, {df2.shape[1]} столбцов')" + "fig, axes = plt.subplots(1, 3, figsize=(13, 4))\n", + "\n", + "# Boxplot\n", + "sns.boxplot(x='Категория', y='Баллы', data=df, ax=axes[0])\n", + "axes[0].set_title('Boxplot: Баллы по категориям')\n", + "\n", + "# Histplot\n", + "sns.histplot(df['Баллы'], bins=5, kde=True, ax=axes[1], color='steelblue')\n", + "axes[1].set_title('Histplot: распределение баллов')\n", + "\n", + "# Scatterplot\n", + "sns.scatterplot(x='Возраст', y='Баллы', hue='Категория',\n", + " data=df, ax=axes[2], s=100)\n", + "axes[2].set_title('Scatterplot: возраст vs баллы')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ], + "id": "sns_multi", "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Загружено данных:\n", - "- StressLevelDataset: 843 строк, 26 столбцов\n", - "- StressDataset: 1100 строк, 21 столбцов\n" - ] + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "execution_count": 166 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## 2. Базовый анализ", - "id": "720874a9593f504f" + "execution_count": 17 }, { + "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2026-04-19T13:38:53.923003400Z", - "start_time": "2026-04-19T13:38:53.786189600Z" + "end_time": "2026-05-07T09:48:07.817143600Z", + "start_time": "2026-05-07T09:48:07.415510300Z" } }, - "cell_type": "code", "source": [ - "print(\"Базовый анализ Stress Dataset:\\n\")\n", - "df.info()\n", - "df.describe()\n", - "print(\"\\nРаспределение по гендеру и средний возраст:\")\n", - "print(df['Gender'].value_counts())\n", - "print(f\"\\n- Средний возраст парней: {df[df['Gender'] == 0]['Age'].mean()}\")\n", - "print(f\"- Средний возраст девушек: {df[df['Gender'] == 1]['Age'].mean()}\")\n", + "# Pairplot и heatmap на числовых столбцах\n", + "df_num = df[['Возраст', 'Баллы', 'Баллы х1.1']]\n", "\n", - "print(\"\\nБазовый анализ StressLevelDataset:\\n\")\n", - "df2.info()\n", - "df2.describe()\n", - "print('\\nРаспределение по уровню стресса:')\n", - "print(df2['stress_level'].value_counts())" + "plt.figure(figsize=(5, 4))\n", + "sns.heatmap(df_num.corr(), annot=True, fmt='.2f', cmap='coolwarm')\n", + "plt.title('Тепловая карта корреляций')\n", + "plt.tight_layout()\n", + "plt.show()" ], - "id": "516dfa5d689cfc2c", + "id": "sns_heatmap", "outputs": [ { - "name": "stdout", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 10 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:48:10.010664100Z", + "start_time": "2026-05-07T09:48:07.821688500Z" + } + }, + "source": [ + "sns.pairplot(df_num)\n", + "plt.suptitle('Pairplot числовых признаков', y=1.02)\n", + "plt.show()" + ], + "id": "sns_pairplot", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "## 3. Прогресс-бар с tqdm", + "id": "section5" + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:52:49.008423300Z", + "start_time": "2026-05-07T09:52:47.890495600Z" + } + }, + "source": [ + "from tqdm import tqdm\n", + "import time\n", + "\n", + "for i in tqdm(range(100)):\n", + " time.sleep(0.01)" + ], + "id": "tqdm_base", + "outputs": [ + { + "name": "stderr", "output_type": "stream", "text": [ - "Базовый анализ Stress Dataset:\n", - "\n", - "\n", - "RangeIndex: 843 entries, 0 to 842\n", - "Data columns (total 26 columns):\n", - " # Column Non-Null Count Dtype\n", - "--- ------ -------------- -----\n", - " 0 Gender 843 non-null int64\n", - " 1 Age 843 non-null int64\n", - " 2 Have you recently experienced stress in your life? 843 non-null int64\n", - " 3 Have you noticed a rapid heartbeat or palpitations? 843 non-null int64\n", - " 4 Have you been dealing with anxiety or tension recently? 843 non-null int64\n", - " 5 Do you face any sleep problems or difficulties falling asleep? 843 non-null int64\n", - " 6 Have you been dealing with anxiety or tension recently?.1 843 non-null int64\n", - " 7 Have you been getting headaches more often than usual? 843 non-null int64\n", - " 8 Do you get irritated easily? 843 non-null int64\n", - " 9 Do you have trouble concentrating on your academic tasks? 843 non-null int64\n", - " 10 Have you been feeling sadness or low mood? 843 non-null int64\n", - " 11 Have you been experiencing any illness or health issues? 843 non-null int64\n", - " 12 Do you often feel lonely or isolated? 843 non-null int64\n", - " 13 Do you feel overwhelmed with your academic workload? 843 non-null int64\n", - " 14 Are you in competition with your peers, and does it affect you? 843 non-null int64\n", - " 15 Do you find that your relationship often causes you stress? 843 non-null int64\n", - " 16 Are you facing any difficulties with your professors or instructors? 843 non-null int64\n", - " 17 Is your working environment unpleasant or stressful? 843 non-null int64\n", - " 18 Do you struggle to find time for relaxation and leisure activities? 843 non-null int64\n", - " 19 Is your hostel or home environment causing you difficulties? 843 non-null int64\n", - " 20 Do you lack confidence in your academic performance? 843 non-null int64\n", - " 21 Do you lack confidence in your choice of academic subjects? 843 non-null int64\n", - " 22 Academic and extracurricular activities conflicting for you? 843 non-null int64\n", - " 23 Do you attend classes regularly? 843 non-null int64\n", - " 24 Have you gained/lost weight? 843 non-null int64\n", - " 25 Which type of stress do you primarily experience? 843 non-null str \n", - "dtypes: int64(25), str(1)\n", - "memory usage: 171.4 KB\n", - "\n", - "Распределение по гендеру и средний возраст:\n", - "Gender\n", - "0 548\n", - "1 295\n", - "Name: count, dtype: int64\n", - "\n", - "- Средний возраст парней: 20.07846715328467\n", - "- Средний возраст девушек: 20.057627118644067\n", - "\n", - "Базовый анализ StressLevelDataset:\n", - "\n", - "\n", - "RangeIndex: 1100 entries, 0 to 1099\n", - "Data columns (total 21 columns):\n", - " # Column Non-Null Count Dtype\n", - "--- ------ -------------- -----\n", - " 0 anxiety_level 1100 non-null int64\n", - " 1 self_esteem 1100 non-null int64\n", - " 2 mental_health_history 1100 non-null int64\n", - " 3 depression 1100 non-null int64\n", - " 4 headache 1100 non-null int64\n", - " 5 blood_pressure 1100 non-null int64\n", - " 6 sleep_quality 1100 non-null int64\n", - " 7 breathing_problem 1100 non-null int64\n", - " 8 noise_level 1100 non-null int64\n", - " 9 living_conditions 1100 non-null int64\n", - " 10 safety 1100 non-null int64\n", - " 11 basic_needs 1100 non-null int64\n", - " 12 academic_performance 1100 non-null int64\n", - " 13 study_load 1100 non-null int64\n", - " 14 teacher_student_relationship 1100 non-null int64\n", - " 15 future_career_concerns 1100 non-null int64\n", - " 16 social_support 1100 non-null int64\n", - " 17 peer_pressure 1100 non-null int64\n", - " 18 extracurricular_activities 1100 non-null int64\n", - " 19 bullying 1100 non-null int64\n", - " 20 stress_level 1100 non-null int64\n", - "dtypes: int64(21)\n", - "memory usage: 180.6 KB\n", - "\n", - "Распределение по уровню стресса:\n", - "stress_level\n", - "0 373\n", - "2 369\n", - "1 358\n", - "Name: count, dtype: int64\n" + "100%|██████████| 100/100 [00:01<00:00, 94.67it/s]\n" ] } ], - "execution_count": 167 + "execution_count": 14 }, { - "metadata": {}, - "cell_type": "markdown", + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-07T09:52:52.661150700Z", + "start_time": "2026-05-07T09:52:52.576083Z" + } + }, "source": [ - "### Вывод по базовому анализу\n", - "1. В исследовании участвовало: Парней: 548, Девушек: 295\n", - "2. Средний возраст обоих полов: 20 лет\n", - "3. По уровню стресса: 0: 373 (Нет стресса), 1: 358 (Небольшой стресс), 2: 369 (Сильный стресс)" + "# tqdm с описанием и обработка строк DataFrame\n", + "results = []\n", + "for idx, row in tqdm(df.iterrows(), total=len(df), desc='Обработка строк'):\n", + " results.append(row['Баллы'] ** 2)\n", + "\n", + "df['Баллы²'] = results\n", + "df" ], - "id": "34642f7cb7dae151", - "attachments": { - "9df74c62-e54f-4a47-a2cf-de8260dc1e33.png": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAAgCAIAAACuKPowAAAAT0lEQVR4Xu3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAdwPhgAABhn0ZlwAAAABJRU5ErkJggg==" + "id": "tqdm_df", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Обработка строк: 100%|██████████| 4/4 [00:00<00:00, 6283.60it/s]\n" + ] }, - "277270f1-1db4-4c92-ae1d-c06d1a2f1f97.png": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAAgCAIAAACuKPowAAAAT0lEQVR4Xu3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAdwPhgAABhn0ZlwAAAABJRU5ErkJggg==" - } - } - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## 3. Графики", - "id": "23a4bd2af5611797" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "### 3.1 Распределение уровня тревожности по классам стресса", - "id": "ceeb3c8e9d6c452e" - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-04-19T13:38:54.146203300Z", - "start_time": "2026-04-19T13:38:53.953987600Z" - } - }, - "cell_type": "code", - "source": [ - "for level in [0, 1, 2]:\n", - " plt.hist(df2[df2['stress_level'] == level]['anxiety_level'], bins=22, alpha=0.6, label=f'Стресс {level}')\n", - "plt.title('Распределение уровня тревожнсти по классам стресса')\n", - "plt.xlabel('Уровень тревожности')\n", - "plt.ylabel('Количество')\n", - "plt.legend()\n", - "plt.show()" - ], - "id": "b87b4726ad92cf82", - "outputs": [ { "data": { "text/plain": [ - "
" + " Имя Возраст Баллы Баллы х1.1 Категория Баллы²\n", + "0 Анна 21 89 97.9 A 7921\n", + "1 Борис 22 76 83.6 B 5776\n", + "2 Виктор 23 95 104.5 A 9025\n", + "3 Галина 24 82 90.2 B 6724" ], - "image/png": "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" + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ИмяВозрастБаллыБаллы х1.1КатегорияБаллы²
0Анна218997.9A7921
1Борис227683.6B5776
2Виктор2395104.5A9025
3Галина248290.2B6724
\n", + "
" + ] }, + "execution_count": 16, "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } + "output_type": "execute_result" } ], - "execution_count": 168 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "### 3.2 Уровень тревожности по уровню стресса", - "id": "d53b4da85fd1bcab" - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-04-19T13:38:54.288351200Z", - "start_time": "2026-04-19T13:38:54.149219500Z" - } - }, - "cell_type": "code", - "source": [ - "sns.boxplot(x='stress_level', y='anxiety_level', data=df2)\n", - "plt.title('Уровень тревожности по уровню стресса')\n", - "plt.xlabel('Уровень стресса')\n", - "plt.ylabel('Уровень тревожности')\n", - "plt.show()" - ], - "id": "929cc817de8f7621", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } - } - ], - "execution_count": 169 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "### 3.3 Уровень тревожности vs Депрессия", - "id": "1d7e406e097ab4cb" - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-04-19T13:38:54.392673700Z", - "start_time": "2026-04-19T13:38:54.290896Z" - } - }, - "cell_type": "code", - "source": [ - "plt.scatter(df2['anxiety_level'], df2['depression'], alpha=0.4)\n", - "plt.xlabel('Уровень тревожности')\n", - "plt.ylabel('Депрессия')\n", - "plt.title('Тревожность vs Депрессия')\n", - "plt.show()" - ], - "id": "772ce28597c95b93", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } - } - ], - "execution_count": 170 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "### 3.4 Тепловая карта корреляции с уровнем стресса", - "id": "4ac88c7a42b6e69c" - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-04-19T13:38:54.674483900Z", - "start_time": "2026-04-19T13:38:54.406681100Z" - } - }, - "cell_type": "code", - "source": [ - "corr = df2.corr(numeric_only=True)[['stress_level']].sort_values('stress_level', ascending=False)\n", - "sns.heatmap(corr, annot=True, fmt='.2f', cmap='coolwarm')\n", - "plt.title('Корреляция признаков с уровнем стресса')\n", - "plt.show()" - ], - "id": "9105c6588effe10e", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } - } - ], - "execution_count": 171 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "### 3.5 Типы стрессов у студентов", - "id": "7efc3b40f15d9464" - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-04-19T13:38:54.811885700Z", - "start_time": "2026-04-19T13:38:54.677049400Z" - } - }, - "cell_type": "code", - "source": [ - "stress_map = {\n", - " 'Distress (Negative Stress) - Stress that causes anxiety and impairs well-being.': 'Distress (негативный)',\n", - " 'Eustress (Positive Stress) - Stress that motivates and enhances performance.': 'Eustress (позитивный)',\n", - " 'No Stress - Currently experiencing minimal to no stress.': 'Без стресса'\n", - "}\n", - "col = 'Which type of stress do you primarily experience?'\n", - "df['stress_type_short'] = df[col].map(stress_map)\n", - "sns.countplot(y='stress_type_short', data=df)\n", - "plt.xlabel('Количество')\n", - "plt.ylabel('Тип стресса')\n", - "plt.title('Типы стресса у студентов')\n", - "plt.show()" - ], - "id": "66add06e12632149", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAswAAAHHCAYAAACr/g5EAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAASCZJREFUeJzt3QV0FFcbxvEH/5Aixa04tFCkLdDSogWKu1NarIoVd7cqLsXdvcVdArR4IQECCS6FosWd79xLs82SZCA0AZL8f+fsye7M7Oy9MyE8e/edu5GSp0j1UAAAAAACFTnwxQAAAAAIzAAAAMATMMIMAAAAOCAwAwAAAA4IzAAAAIADAjMAAADggMAMAAAAOCAwAwAAAA4IzAAAAIADAjMAAADgIKrTSgBA4E6fOvFUh6ZK1Wr67bffOYwAEIYRmAHgGTRp2sztcbWqVVWoUMEAy318fDm+ABDGRUqeItXDF90IAAjr+vTupfr16ylFytQvuikAgBBGDTMAhLJ8+d6zJRzmp3+TJk2wy1u1bOFaZu6bZUHdqlev5tp2wID+8jno7fjaj+8/KDFixLDbeXis1+FDPtq1c7vGjB6lNGnSKFWqVI5tMjfTFsO0zzx+99139f3338rLa48OeO/ToEEDFC9evACvW6RIYc2fN1e+Pgd08MB+e0wyZ84cYLuMGTJoxIjh8tzzhw75+shjwzq1a9fWbZtkyZKp308/aueO7Tpy2Fe//7ZJ337bV9GiRbPr48ePr65dOmv1qpX2uJl2TZk8SVmzvvHE4zN3zmytXLk80HWmLdOmTnniPkxfzX5MP81rL1m8SJUqVrTr5sye9cRj/Czt8Dsfj9+2/L450GM8atQI7fXytL8DS5cs1kfFiwe6vxw5crgtfzVBArfftSf9Hj/+76Fs2TJatnSxPbdenrs1ZPAgez79M79j/p+/b6+nPW558+Z94rEH/itKMgDgBTCBsljRokGub9e+g65fv+56/Nprr6ltm9ah0pbIkSNr0sTxKlCggBYs+EVjx4xTnDixVaBgAb2eJYs2eHi4lZqULlVKpUuXclt27NixACPuV65cUf9+/ZUhQwZ9+uknSpUyla3p9lOlSmUNGjhA69atV58+fRUzZky73YL5c/VRiVI6efKk3e6NN163ofrevXuaMnWaTpw4obRp0qh4sWL6/vsf7DZJkybV4kULFS9eXLuNr6+vkidLpjJlStv93r171x7DEiVKaNGiRTp+4oQSJ06sOnU+tiG0cJGiOnv2bJDHaO7cufrppx+VJUsWHThwwLU8Z86ctn8DBw12PMYmaPbv95MOHDioIUOH2WPzZrZsKlykkOYvWKDBg4do2vTpdttXX31VPXt01+QpU7Rly9YQaccPP/6k48eP2/tffflFgDcv5k3KLwvm6cyZMxo2bJhu3LipcuXKaty4Mfrs8y+1bNkyBceSpUt15OhR1+Me3bvZ8qQpU6cGKFcyx2bggP7atesPffvdd0qcKJE++6yh8uTJbX8PzLHyc+HCBXXr3sPeT5E8uRo2bKApkycqd5533bYDQhqBGQBegM6dO2r16jUqWvTDQNcvXrRYFy9dcj02I3qhFZhN/bUJyyaIjB49xrV86LDhrvvz5s133U+XNq0NzP6XPc4E1Oo1atqQa5jw26VLZztiuWLlSsWKFUu9evbQtGnT1bZde9fzZs2eY0dKmzVt4lreu1cvRYoUSSVKlNKp06dd2/bp+63rfocO7ZQkSWKVKVtee/bscS3/8ad+rvve3t7KX6CgHj78txJxzpy52rB+rWrVqqmBAwcF2Z+FixarV69eqlK5kvp++51ruXls3tgsWbI0yOe+8sortq+7/vhDVatW1+3btwNsY96U+DEj+iYw79ixM8AxDm47okZ99N+8+V3z9PS09ytUKB8gMPfq2V2nTp1W6TJldefOHbtswsSJNkR36tQh2IF5/35ve/PTrm0bHTt+PEB/TPs6dexgt61cparr2Gzdtk2TJ03UF59/pp/6Pfr0wrhx44bbPsy/kZ9+/EHp0qXT7t27g9VGIDgoyQCA56xUqZLKlTOn+n77b+D7L8zH4eZmyiqeRekypezI3bhx4xVSzEiiX1g2Jk6abEP0h0WL2McFCxa0JRILfvnF1X5ze3D/vh1pfP+D912jreaj+xkzZ7qFZf9MmC5ZooRWrlzlFpYfZ4KgX1g2o+oJEsTXjevXdejwYWV/803H/ly9elUrVqxQxYoVXMvMPsqXL6dly5br5s2bQT63YMECNjQPGzo80LAcHMFtx//++Z1wel1zHj744AMtXLRIcWLHdjsfZvQ/Q/r0Acoj4sZ9xW27+AniP1N/cubMYUf6J06a5NZGE/B9fHxU9LFPYUxf/V4zW7as9s3emTNn7bZAaGKEGQCeI/Mffof27TRv/ny3EbhnFTt2bFsn7OfUqVMaMXKUxo4d99T7MOUNhw4d0v379xVSjhw54vbYjAz+9ddfSp3q0UWR6dOltT9NDWpg/D5eT5PmNfvzgPe/5QePS5gwoeLGjStvfyUKQQVr81F/3bqf6rXUqV2jr8Ylf6P5QZk9Z44dnTXlNFu2bLGj8kmSJNGcufOeeHyNJ7XvaQWnHeYNh3H1atDlCmnTprW/l2YU2NwCkyhhQluu4WfWzBkh0hdTpmOY37/H+foeUt68edyWpUyZ0u333YTlz7/4wv5+AaGJwAwAz5H56N985F6rdp0Q2d/Nm7dUr359ez927DiqVbO6/fjfhNOFCxfpZWUCmmHqoM+dOxdgvf/R6ZDSrFlTGwinT5+hH3/4SZcvX9aDhw/Uo3t3RY705A9czWirOa6m/MEE1SpVKtm6Zw9/5RTPQ3DakSp1KjuyboJlUCJHjmR//vzzCK1bvz7QbfzXIxsdOnbS4cOHXY/jxImjsWNGK7SZfjdt9o29b0bta9asoalTJqtipSq25AYILQRmAHhOzMVnLVu0sOUJZiQ4JDx4cF8eHhtdj1evXm1nDyhSuPBTB+ajx47p7bfesiOuIRVUTU3p5s2/uR6bmmUzCrp6zRrXaxoXzl9wa//jjh17dKFaltezBLmNKScxI9LmAkUnZcuU1sZNm9Sqtfsoatx4cXXx4sUn9unBgweav+AXVa9WzdZPmzKQqdOm2+VO/Ppq2nf0seD5LILTjpw5csjTy8utbjuoY3z33j3Hc+GfKZvxX/5iSiSexclTjy7sNBcsbtrkPnNHhgzpdfKk+78TU7bhv40rVqy0v+/169dVu3YdnqkNwNOghhkAnpPPGjZUrFgxNXiw84wK/4UpOzCCU16xZPFSW9Zg5pEOKXU+/tit5KHup5/Y6d3WrlnnGiU1Ibdp0yZu2z1eSmCCrPmmxJo1aihlihSBvpYJg8uWL1fx4sUCTHfmnzkmfsfH/3RmZraFpzV3zlxb+2ymzDOjqvOeUI5hrF+/wdYeN2nS+JnrzJ+lHZkyZbKzaSxfvsJxX+YNx6bNm+2MIeZNTVDnIjTs3r3HfsLwySd1FD16dLcp+MzMHeYNoBPzOxUlSlRFjx4yxxUICiPMAPCcFC5cSN9+970uXbocYvuMHDmKChcubO+bqeBqVK9u65pNgAxOTWzValXs1F9v5cqlLVu3KlbMmLY2duLESVq+wjlwBRVkTJ3rwoUL7eihqRs2U6T57evatWvq0KGTBg8eqOXLluqXX3+1wc3UqBYr+qG2bduuTp272G27dO2qBfPnafnypXbKODM9WurUqe12xT8qabf57rsfVKhgQc2bO9tuYy4CS5okicqWLauKlSrbcL5q1Wq1bNlCA/r307bt2/XG66+rUuVKOnrUfUo8J15799ra8/LlyungwYN29PZJTF+7d++hfv1+snMvm2nk/v77b2XNmlUxY/5PzZu3DPbxfVI7ChUqZOecNm7duqXKlSu51pnp9syIv1nmN+NEx46d7TFes3qlpk6dZme0MBfjvfPO20qePLmKFy+h0GA+0TCj5GZaublzZ9tpDc3rftawgT3Po/zN2mL4tduI+0pcVala2R7DZUuDN4sHEFwEZgB4Tkwd6ZjHAsB/ZcLCtKmTXcHM1JWaumAzy8DTMh/lf/JJXVvjW6liBTtlnLkIzkzttf8Z60JN2K1cuaJat26taNGi2iDUpWs3t21McDxz9oyaNG6sr7/60o4SmgvLtm7dqhkz/70YcN++/SpbroKdVu/TT+ooRoz/6dSpk24lJ+Z5ZcuWV5u2rVW5UkU76mqO99q1a10zRwweMtQGrooVK9pZJcw0a59+WlcdOwTvo/w5c+bYKfKedLGff9NnzNT5CxfUpHEjtWj+jZ0xxFzU5n8av+ByakfTJo3t/NWGmaIuMEOHDHYFZvMGo1TpMmrZsrmdFzlBggS2vXu9vDRgwECFplmzZttzZI6NmWLuxs2bWrp0mQ3Sj8+tbD4JMe1+/Pf9Wd7UAcHBV2MDAEKM35dQlCxVxnGKt7DMfFmGGY1/9918QU5196LbYWYf+e2339Sv/4BAn2suPN265Te+yh14StQwAwAQDLVq1tRvv//+QsPyy9QOICKgJAMAgKeY4aTERx/p/ffzKWvWN1SvXoOXuh3mmwOdvszDfGHL3GCUlAARHYEZAIAnMLWzw4cPtXM3Dxo8xH6998vcjsGDhzjux3yltN98xgCejBpmAAAAwAE1zAAAAIADAjMAAADggBpm4CkkTZpU169f51gBABCGmC9yOnv27H/eD4EZeIqwvGvndo4TAABh0Ftv5/7PoZnADDyB38iy+QfHKDMAAGFndNkMeIXE/90EZuApmX9w5qtYAQBAxMJFfwAAAIADAjMAAADggMAMAAAAOCAwAwAAAA4IzAAAAIADAjMAAADggMAMAAAAOCAwAwAAAA4IzAAAAIADvukPeEo5qk7Qzdv3OV4AAISQXdNrKCxghBkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAIzAAAA8GwYYQYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYH6B8uf/QOvXrVHkyJyGkDJ61EjlzZvXHtPhw4aqWLGibusXLvxFpUuXCrHXAwAA4d8LTWoDBvTX6VMnAtymTpkcIvtPlSqV3V+2bFn1MurcqaMGDhqsBw8evOimhBvjJ0zQ5EkTdOSwr1K/lloeHhvd1g8aNFgdO3ZQpEiRXlgbAQBA2BL1RTdgzZq1atGylduyO3fuPNc2RIsWTXfv3n2ur5k3Tx6lSZNGS5Ysfa6vG95t3vybsufIpfjx4+uvv/4K9Pftpx9/0IcfFtHq1WteSBsBAEDY8sJrAUw4PnfunNvt77//DnKEOG7cuHZZvnzv2cfx4sXT0CGD5bnnDx3y9dHGjRtUo3p1u27rlt/sz5UrltvnzJk9yzWyPW7sGDVr1lQ7d2yXx4Z1dnmKFMk1YsRw7d/npb1enho/bqxtgx/zmosXLZSvzwG7zS8L5illypR2Xdasb2j27Jk6eGC/Dnjv07Kli5UjR44g+12hQnlt8PDQ7du3XctatWwR6Ii7uZl++zElBWvXrLKjqFt+36wvv/zCbd+zZs2w7TfrTclHlSqV3V5j5Yplbm8WNm30cL2G6WNQbTA3o3r1arb//s2bO8ftXPnfz8kTx7Rn9y71++lHxYgRI8hza5j+fPZZQ9djs03JEiUCPYamH6Y/j29rfqdMWK5Vs4Zd1qNHN9c2ZjTfhGZz/AEAAMLECPN/1bZNa2XOnEkf1/lUFy9eVLp0afW///3PritVuqyWLlmk6jVq6sCBg26jyKZ++Oq1q6pZq7Z9HDVqVE2bOkU7duxUpcpVde/ePTX/ppmmTZ2sosU+skHLhOxp06arUeMmNmi+9VYu6eFD+/yhQ4bIa6+XOrTvqPsP7itbtmy6dy/oUeu87+bVgvkLAiz39j6gGjVruR7nzv2Oxo4Z7XqcPXt2jRzxs/r1H6Bff/1VuXPn1rd9++jSpUuaNWu23WbChIny8fHVjRs3VLJkCQ0aOEC//75Fp06dCvB69evXU+LEiVyPt2/foZy53nZ7bb/HQSlVqqTefDNboOvyFyioa9eu643XX9eYMaO0e88eTZoUMiU3TmLGjKk2bdro2rVrAdbt+uMPNWncKMjnRo8e3d78xI4dO9TaCQAAXn4vPDCbi7J8Dnq7LRs8ZKiGDBn6VM83I7xeXnu1Z88e+/jkyZOudRcuXLA/TZg0I9f+mTDZunVbV4iuXLmSvVCsVes2rm1MqYj3/r16P18+G/TMaPbKVat17Ngxu97X19dfO1Lo5xEj5HvokH185MhRx3anSplSZ86eDbD8/v17bm29fPmy2/ovv/hcGzdu0sCBg+zjw4ePKHOmTPr6qy9dgdl/mYev7yHXG4LHmbKFb5o107DhP6td20f9NsfD7/X9XvvxY+ef2W+nTh3d9uHf+fMXdOXKFcWKFUt37tzV1StX9Tw0bvS1fHwOKkqUgP0+e+asUqRIYeuYH/7zhse/pk0aq1Wrls+lnQAA4OX3wgPz5s2b1b5DJ7dlj4dEJxMnTdKY0aOUPfubWr9+g5YtX25HSZ/E29vbbcQ5W9asSps2bYDwbkoI0qRNo/UbNmjmzFl2xNnDw0MbPDZq4cJFrjrZUaNG29rYqlUq2wvNFi5a7ArWgTGj4P7LMZ5WpkwZtXz5Crdl27Ztt2UMJvD7XUA4ZfIkffDB+/Zxy1atA21Lixbf2OO/detWPat69eraEDxv3vxAA/OO7VttMDWBee7ceZq/wH1U/ddfFrhd9GhGhh83bNhQPXhw344We3p5qVevPvLx8QmyTUmTJtUXX3yuipUqq2ePHgHW37p1S1GiRLHn1tx/3JChwzRy1Gi3EeZdO7c/4UgAAIDw6oUH5hs3buro0cBHYx/+E6Qi6d8ZDR4fKV27dp3y5H1PRYt+qIIFCmjmjBmaOHGievbq/cTX9S9W7Njas8dTTZo2C7Ct30i1GXEeO3acChcprArly9mAaEo6du7cZUskTBgsWrSoPixSxI5Qft2oiZYt+7de2L+LFy/ZEevQ0rpNW7v/smVKq23bNlq1arUtWfFjSldq16ql4h+VVPLkyZ7pNcz+mzf/Rg0bfh7oSK1RqVIVXbt+Xa+lTq0ffvjO1luPHDnKtf6rrxvZ8hE/c+Y8qjP3r3uPHvZNiKmx7tC+nS1J+bBosSDb1b5dWy1atFj79u0PdH38BPF1/fr1QMOyYWqgn/eFpwAA4OX1wi/6c3Lhn4CXJGkS17I3swWslTVBcPbsOWra7Bt1695dH3/8qC7ZbwQ5cuQoT3wtT09PpUuXTufPn7cB3v/t6tV/ywi89u7V0KHDVL5CJXkfOKBKFSu61pnyiNGjx6hW7Y+1dOky1azx6OLDwJh6Z1N7HVwmXObJk8dtWZ48ue1r+x+pPXPmjA4cOGCDfKyYMV0XSfrp1LGjpk2fHuSbladhwvLWLVu1ZcuWILc5fuKEfQ1zgaMpFSlV0v0CvtOnT7sd6/v37gXYx7m/ztl1puxmzNix9rgFVmJimIsIy5Qpre9/+DHINmXJksWW8QAAAISJEWZzcVXixIndlpnQdPHSJTsCuH3HDjVp3FjHj59QokSJ7Gipf21at7IjwwcOHrT7Km5qov8ZsTTh9+bNmypSpLD+/PNPWwLhP/z6N3/efH399VcaP36sfvyxn90+VaqUKl2qlIb//LOiRo2mOh/X1oqVK3XmzFllzJBB6dOl05w5c215RZfOnbRo8WLbzhTJkytnzpxasmRJkP1ev269qlWrFuzjZUZnlyxZZMOquejvnXfesRfudej4qKwlderUypUrp7y8vGwpRNWqVRUnThxbguLHlJ6kSJFSH+QvoGdlSifM8ShR0vlLQBIlSmhLH8yxLF68mLZsCX75R9RoUe0+zAhzlcqVdfjwYXtRZmC++upLe4zOBlIf7ufdvHltiQ0AAECYCMxmPtzdf+x0W2YupitYqIi937Jla/Xv96OWL1uiQ4cOqXfvvpoxY5pr2zt376pDh3Y2KN68dcuOeH7dqLFdd//+fXXp0lUtWjS3wdqEtarVAh/1Nc+tXLmqOnXqoLFjRtm6VROMN27cqKtXr9lQnDFjRhtyEyR4NMevmY1i8uQpdrQzQYIEGjxooA31ptxi6dKl+qlf/yD7PW/+AnXq1EkZMqTXoUOHn/p4mRreL7/62vbHzOJh2mECvt8Ff1GjRtHnn3+mLJkz28BsLvr74suv3V7D9O2nfr2CVSv+OPPmZMqUqXZk28lGjw2ushZTY967T99gv9aokSPsT/Nmx9PTy5ZxBMXUOZsLEIOSLFkyO/tH02YBS28AAAACEyl5ilSBF58i1JlR6TivxFG7dh042s9Jp44dbO1123btn/o5ZoTezK9dtdMW3bx9P1TbBwBARLJreo1Q27ff/9+Zs7wR6DSz4aaGObwbNHiITp48xdc0P0fnL1zQDz/+9DxfEgAAhHEvvCQjIjPzEz/tfNMIGf5n6AAAAHgajDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4iOq0EsC/9sypp2vXrnFIAACIYBhhBgAAABwQmAEAAAAHBGYAAADAAYEZAAAAcEBgBgAAABwQmAEAAAAHBGYAAADAAYEZAAAAcEBgBgAAABwQmAEAAAAHBGYAAADAAYEZAAAAcEBgBgAAABwQmAEAAAAHBGYAAADAAYEZAAAAcEBgBgAAABwQmAEAAAAHBGYAAADAAYEZAAAAcEBgBgAAABwQmAEAAAAHBGYAAADAAYEZAAAAcBDVaSWAf+WoOkE3b98P1UOya3oNDjkAAC8ZRpgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAIKSnlcuRI4fKlyurlClTKlq0aG7rPvv8i2fZJQAAABA+RpgrlC+vX3+Zr0yZMqpkyRKKFi2qsmTJrA8+eF9Xr14NnVYCAAAAYSUwN23aRN2791Tdeg109+5ddenaXQUKFtbChYt06tSp0GklAAAAEFYCc9q0abRq9Wp7/87du4oVK5a9P2r0GH38ce2QbyEAAAAQlgLz5b//Vpw4cez9M3+e0etZstj78eLFVcyYMUO+hQAAAEBYuuhvy+9bVLBgAXl7e2vR4sXq2bO7rV82yzZu3BQ6rQQAAADCSmDu1LmLYsSIYe8PGjRY9+7eVe7cubV4yVL7GAAAAIjQgfny5cuu+w8fPtTQYcNDuk0AAABA2K1h/vDDIipUqFCA5YUKFlSRIoVDql0AAABA2AzMHTt0UJQoAZ8WKXJkdezYIaTaBQAAAITNwJwuXTodPOgTYLmvr6/SpU0bUu0CAAAAwmZgvnr1itKkeS3A8nTp0urGjRsh1S4AAAAgbAbm5StWqEf37kqTJo1rWdq0adW1axetWLEypNsHAAAAhK1ZMnr37qupUydrw/q1+vPPP+2y5MmTa8vWrerZq3dotBEAAAAIO4H56tWrKl++op0VI2vWN3Tr1i3t2++tLVu2hE4LAQAAgLAUmP2s37DB3gAAAIDwLNg1zL169lDDBvUDLK9fr6569OgWUu0CAAAAwmZgLl26tLZu2x5g+fbtO1SmTJmQahcAAAAQNgNzggTxbR3z465eu6ZXEyQIqXYBAAAAYTMwHz16TEUKB/xq7A+LFNbx48dDql0AAABA2Lzob9So0erTp5cSJkyojZs222UF8n+gL7/8Ql27dQ+NNgIAAABhJzDPmDlT0WNEV7NmTdW8+Td22YkTJ9S+Q0fNmTM3NNoIAAAAhK1p5SZNmmxvr776qp2Hma/EBgAAQHgV7BpmI0qUKCpQIL9Kly6lSJEi2WVJkyZVrFixQrp9AAAAQNgaYU6ZMqWmTZ1sf0aPHl0bNnjo+vXratzoa1uq0b59x9BpKQAAABBWvrhk9549eiPrm7Ycw8/SZcuUP3/+kG4fAAAAELZGmPO+m1cVKlTU3bt33ZafOHFSyZMlC8m2AQAAAGFvhDlypEiKHDlKgOUpkifXtWvXQqpdAAAAQNgMzKZm+fPPGroeP3z40F7s16p1S61Zszak2wcAAACErZKMHj17atrUKVq3drVixIihYcOGKH26dLp48aIaNWoSOq0EAAAAwkpg/vPPMypWvIQqVCivrG+8oVixY2vG9BmaN3+B20WAAAAAQIT94pL79+9r3rz5mqf5Id8iAAAAIKwH5gwZ0qtB/frKmCmjfezr46vx4yfI99ChkG4fAAAAELYu+jPf7rdm9Splz5Fd+/btt7fs2d/U6tUr7ToAAAAgQo8wd+7USUOHDtOPP/VzW966VUu7bsmSpSHZPgAAACBsjTAnTZpEs+fMDbB87rx5dh0AAAAQoQPz5s2/6d28eQMsz5snr7Zs2RpS7QIAAADCZknGipUr1alTB+XIkV07du60y955+22VLVtGP/Xrr4+KF3fbFgAAAAjLIiVPkephcJ5w8sSxp9rOfANg6tfSPmu78JgBA/qrRvVqAY7L6T//VO7cAUf8EXLixImjgwf2q2qnLbp5+36oHtpd02uE6v4BAIho/39nzvKGrl279nxHmFOlTvOfXhDPznz1eIuWrQLMiQ0AAICXqIa5atUqih49eui0Bo7u3Lmjc+fOud3MV5L7lyJFco0YMVz793lpr5enxo8bq1SpUrnWd+zQXjt3bNfRI4e0Y/s2derYQZEiRQryNc25Ntts37ZFRw77atNGD9WqWcPu8/SpE0HezPp8+d6z94sW/VCrVq7Q4UM+WrjwF2XJksXtNfLmyaP58+bqkK+PfZ1ePXsoZsyYT2yDn8yZM2vixPE64L3PvpM0+0qT5tEbu5w5c2rG9Kny8twt7/17NXfObGV/801+0wAAQOgF5gH9++mVV14J7tPwHESNGlXTpk7R9WvXValyVVWoWEnXr1/XtKmTFS1aNLvN+g0bVLduPX3wQQG1btNGH39cW1WqVA5yn4MHDVTFihXUuUs3FSr8odq1b6/rN27o9OnTypnrbXsrVbqs3db89Ftm1vvp0rmTevbspdJlyunihQuaOGGcbathgu3UqZO1eMkSFSteXF993Uh58+ZR3z69n9gGI1myZJo3b47u3L6jatVrqmSp0poxY6aiRo1i18eJE1uzZs9RxYqVVbZcBR05ckSTJ09U7Nixg+yzCejmYxy/m9O2AAAg/At2SYbTaCRCV7FiReVz0Nve//vKFfn6+Ojnn0faEGyUL19OkSNHVqvWbVzPMSUcZmT1/Xz57HabNm12rYscJYpu3bqtKJEfhcvHpU+fzu6zRs1a8vDYaJcdP37ctd6McBsxYsSwPy9cuOBa5l//AQO1wcPD3v+meUvt2L5VpUqV1MKFi9S0SWPNmz9fY8aMteuPHDmqLl26ae7c2WrfoaNSpkzh2IZ69erq6pUr+rpRY927d88uO3z4iGu9//4abdq2s8fDjH6vWrU60H6bNrVq1TKIswAAACKaZ/pq7PLlyupqEMXTcwKZoxkhY/PmzWrfoZO9Hz9+fNWvX1eTJk1QxUqVtWvXH8qWNavSpk3rCtV+TKBNkzaN9ChXq2nTJmr+TTNb9jBu3HjNnjMn0NfLli2bDaG//fb7f2r3ju07XPcvX76sQ4cOKVPGR1+rnjVrVr3xxuuqXKmS25uyKFGiKHXq1HadUxtMn7ds3eoKy49LlCiR2rVto3zv51OihAntfk2/U6ZMGWR7hwwdppGjRrsemxHmXTu3P1PfAQBABA3MjRp9HejFZmZmDAJz6Llx46aOHj3qetyypadKlyqlkiVK2MAcK3Zs7dnjqSZNmwV4rhn99TN58hQtXbLUfr15zx7dtWTpUju/9uNu3bql0BY7dixNmTJVY8eND7Du1KlTSpfOeaaVJ7Vx0MABSpAggbp27aaTJ0/ZOvCFvy5wlagExmxjbgAAAM8cmEuWKuMWwPBiPHjwwN7MqKnh6emp8uXK6fz5847Tp5hRXnPzPXRIZcuUUZnSpQMNzPv3e9sSD1O+4FcO8SzefudtnfqnpjlevHhKnz69fHx9/2mzlzJnzuT2RiA4bdi/f7+qVatqa6IDG2XOkye3OnTsZGcY8bsoMmHChM/cFwAAEPEE+6I/vDjmYrTEiRPbW8aMGdWndy9bLrB6zRq7fv68+bp46aLGjx+rvHnz2pIGEzTNrBPJkyez29St+6mdVcLMYlG5ciUVLFhAXl5egb7eyZMnNXv2HPXv95MdxfbbX7lyjy7ye1otmjdX/vwf2NkxBg7ob2f2WLZsuV03bPhw5c6d2/YlW7asdkS5xEcf2cdP04bxEybYi1B/Hj5MOXLksM83FzFmyJDerjcX+VWtUsUer7feyqWhQ4bo5s2b/+EsAACAiCbYI8wmwDx4wNy/L8KHHxbR7j8efbvi1atXbRhs3Lipq7735q1bqly5qv0mxrFjRtkwfebMWW3cuFFXrz4acTZTvLVu1dKuM196MnjIUE2fMTPI1zQX3rVv3059+/ZRggTx7UjxkMFDg9Xuvt9+q549etgwu3fvPtWtV1937951jSBXrlJN7du1tdPBmfrlo8eO6ddfFz5VGy5duqxq1WuoS+fOmjd3ti0VMq+xbdujmuNWrdrohx++1/JlS3X6z9P67rvv1bVL52AfewAAEHEF+5v+gKdlRoLNvMevv5FNV65cCbMHjm/6AwAgYn/TX7BLMszH+w0b1A+wvH69uurRo9t/agwAAADwsgl2YC5durS2/vNxt3/bt+9QmTJlQqpdAAAAQNisYTY1pKZ+9nFmXuZXEyQIqXYhHDC11SlSpn7RzQAAAHi+I8xHjx5TkcKFAiz/sEhht29gAwAAACLkCPOoUaPVp08vO5ftxn++drhA/g/05ZdfqGu37qHRRgAAACDsBOYZM2cqeozoatasqZo3/8YuO3HihJ36i2/5AwAAQHjzTN/0N2nSZHt79dVX7VcT37hxI+RbBgAAAITVwOzHfGMbAAAAEJ7x1dgAAACAAwIzAAAA4IDADAAAADggMAMAAAAhedFfwwb1HdePHTc+uLsEAAAAwk9g7tGju/7880/dv38/wLqHDx8SmAEAABCuPNO0ciVLldGFCxdCvjUAAADAS4YaZgAAAMABgRkAAAAI6ZKMzJkz6fLlxIGu27/f+1l2CQAAAISfwDxr5gxFihTJ7WI/89j8TP1a2pBsHwAAABC2AvO7770fOi0BAAAAwkNgPnXqVOi0BAAAAAgPgfmj4sUd169YufK/tAcAAAAI24F53LgxtlbZ8F/HbFDDDAAAAEX0wDxv/nwVL1ZMw38eoZEjR+nOnTuh0zIAAAAgLM7D3KxZc1WvUUuFChbURo/1qlSpYui0DAAAAAirX1zi6empqtWqq2vX7mrZormWLlmsd999N+RbBwAAAIS1wBwnThzXbeOmTapQoZKWr1ihSRPHa9zYMaHTSgAAACCs1DB779/ruujPP3MBYPHixUKqXQAAAEDYDMxVq9UInZYAAAAAYTkwt2j+jUaMGKnff/89dFsEAAAAhMUa5pYtWyhW7Nih2xoAAAAgrAbmx7+kBAAAAIgIgjVLRmAX+wEAAADhWbAu+jNfVPKkzJztzez/sUkAAABAGA3M/fr115WrV0OvNQAAAEBYDswLfvlVFy5cCL3WAAAAAGG1hpn6ZQAAAEREzJIBAAAAhERJRqrUaZ52UwAAACDcCNa0cgAAAEBEQ2AGAAAAHBCYAQAAgJCaVg6IyPbMqadr16696GYAAIDnjBFmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAAB1GdVgL4V46qE3Tz9v3/fEh2Ta/BYQUAIAxhhBkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAgPAWmE+fOqGSJUoorMuQIb3+2LVDsWPHftFNCRfixImjlSuWKVasWEqePJk2bfRwW58pUyZt375VMWPGfGFtBAAAYc9LE5gHDOhvg7C5HTt6WLv/2KkZ06eqZo0aihQpktu2OXO9rTVr14b5cN2hfXuNGz9B169ff9FNCReuXbumrVu3yXv/Xm35/TdNmjzZbb2Pj4927typL7/84oW1EQAAhD0vTWA21qxZa8Pwu++9rzp1PtWmzb+pZ8/umjRxgqJEieLa7ty5c7pz506IvW60aNH0vKVMkULFihXVrFmzn/trh2edOndRjpxvKWu27Bo5clSA9TNnztKnn3zi9vsEAAAQZgKzCcEmDJ85c0aeXl4aMmSo6jdoqKJFP1SN6tUCHTU2YbdP717atXO7Dh/y0dYtv6lJk8Z23ZbfN9uf48aNsc/xe9yqZQv70X3tWjX1+2+bdOSwr10eN25c/fTjD/Lc84cOeO/TrFkzlDXrG67XNfdnz56pgwf22/XLli5Wjhw57LqUKVNq4oRx2rfXU74+B7R2zSp9+GGRIPtarlw57du33/bVT/Xq1bR/n5fbdqlSpbJtz5Ytq2tZlixZNGXyJPkc9LYj8YMHD9SrCRK41s+ZPcs1Wu93GzVqhF2XIEF8DR82VDu2b9Mh34NavWqlKlaoEOhI/+M3s85v/z16dHMrLTGfCphjGth+jh45pA3r16pKlcqu9X7nwL98+d6z25vzENTx8GOOh9nWHJ/Ht718+bIdbZ43d06AY7dhg4fix49nXwsAAOBpRNVLbtOmzdq7d69KlSqladNnBFjfsEEDffRRcX35VSOdOnXKjtymSJHCritVuqy8PHereYuWWrt2ne7fv+96Xtq0aVW6dGl99tkXuv/g0fJRI3/WrVu39XGdT3X16hV9UqeOZs2cofwFCtkQNnTIEHnt9VKH9h3tc7Jly6Z79+7a5/bt21vRo0VX5SrVdOPGDWXOnEnXr98Isl/vvptXu/fsCfbxMGFy9qwZ9lh0795D//vf/9SpU0eNGPmzqlev6dpuypSp+vGnfq7Ht2/ftj9jxPif9uzx1LDhw3X16jUVK/qhDdxHjx3TH3/8oa5du6lv32/ttr169rA/u3R9FI5v3boVaJu6dO7s2v/jnxi0aNlK0aNHV4P69TSgfz8tXbrMHp/QVqpUSb35ZrYAy+/evau9+/bp3bx5tXHjpkCfa9prbn6oMQcAIGJ76QOz4et7SG+88Xqg61KmTKHDR45o69at9rEJzX4uXrxof175+4odufbPjEw3+6a5a5u8efIoV65c9uN8v3KPnr16q0SJEipTprSmTp1mX+vnESPke+iQXX/kyNF/25EipZYsWSJvb2/7+Pjx4459SpUq5TMF5vr168nLa6++++5717KWrVrZEeP06dPp8OEjdtnNWzcD9NkwI9ojRo50PTY11IUKF1L5cmVtYL569aq9PdrHo4Ac2H78vP9+PuXO/Y4N8B+8ny/QTwzs6549a4PygwcPFNqiRo1q30QMG/6z2rVtE2D92TNnXSPTgWnapLFatWoZyq0EAABhRZgIzOaiv4cPHwa6ztQAT58xTR4e67Vu7TqtWrVa6zdseOI+T5465QrLRtasWe1I4l4v9xBrRnDTpklj748aNdqWbFStUlkeHhu1cNFiHTt2zK4bN26cvv22rwoVKmjXLV6yRPv3PwrPgTH7vR3IiG28ePFsqYX/vvtnykJMSPW/jZ80adK4AnNQIkeOrGbNmqpc2bJKliyZokePZkdTb968qWfRrWsX9e8/QAn8lYT4MTXapp3mzYkZ2W3a9Bu3UerXX3/drR+RI0cJ8niYoH3u/HmtWL5Cfb/9zrFN9erV1dUrVzVv3vxAA7Npg9NMGUOGDtPIUaNdj83vhSn5AQAAEVOYCMwZM2bU8RMnAl1nap3fe+99Wy9cIH9+jRgxXB4bN+qLL75y3OfNx8oCYseOpbN//aWqVasH2PbK33/bn/36D9D8BQtUtGhRfVikiB2F/LpREy1btsyOsK5bv96uK1SwoK2j7tmzlx3BDYwJ6/Hixw+w3IzulihZ2vXYhNp5c/+9MDB2rNhauXKV+vxTNuHf2bNn9SSNvv5KnzVsoK7dutvR8Bs3btp6ZFNOElzVqlW1U7hNmjxF3zRrGmD95s2b1b5DJzvia87PoEEDVLTYRzp58qRdf+jQIdWr39C1/Vtv5dKwoUMCPR7mfUPmTJk1cGB//fXXOXk8NmWc/4DdvPk3atjw8yDfZMWPH9/1RicwZmQ8JC8qBQAAYdtLH5g/+OB9O6o6evSYILcxF3j9+utCe1u0eImmT5tiQ5GpOzbBJ3KUJ1/b6OnppSSJE+vevXuuQBcYM4J7+PAY2x5z8VzNGtVtYDZOn/5TkydPsbcO7dupdu3aQQZmU1aROVOmAMvNSOrRo/+Wepj2uLXTy0tlSpfSiRMn3Gqyn1aePLm1fPkKO/rqN4KdPn16+Rz0CdZ+Yv4vptq1a6vOnboEaKMfE8b9+uLr66tmTZuoYIH8rlp0M+rsv69m7mSn42FKYDZ4eNiL+IIKzCYsb92yVVu2bAmy7OL117No8eLFweovAACIuF6qWTJMaUDixIntqGr2N99U06ZNNH7cWK1cuVKz58wJ9DlffPG5neUhY4YMtoa3XNkydqT1739GhU+cPKn8+fPb/ZrRx6CYILZjx06NHzfGjhCbsGVqc00oNDNhmBIKMxuHmV3BzIiRJ3du5cyZ087ta5hR2kKFCil16tS27e9/8L4NiUExo9HvvPO2LZEIjgkTJto3A8OHD7Wvb8owzOuaC+qeZl+HjxxVwYIFbN/MyP0P33+nxIkSKbgqVaqoY0ePadny5U88nyYImxlJTLtNPXpwxYgRwx7/7Nmz21rzAwcOBLqdKbOo83Ft9e7TJ8h9mfNqfr82eGwMdjsAAEDE9FKNMJuP7c00aWbk0QTeffv2qUuXbpo1e3aQH6+b0eVGjb5SunTp7Ijr7t279ckndV3bm7KIbt266uPatewFb2aO56DU+eRTtW/XVv3791PChK/aC9Z+/32Lzp8/Z/dt6nQHDxqoRIkS6eLFS1q6dKl+6vdoqrUokaOob5/eNhyaNq1dt87OYhEUM4PEvXv3VaBAAa1fv/6pj5F5M1ChYiV16tjRjqSbMGlGxNeuW/9UF9QNGjRYaV57TdOmTrF1y1OmTrOhN+4rj6Zye1omnPbo2eupz6d549K5c1dt3bYtWK9j3uSYaf9sDfO5c1q6bLmtLzazkAQW0M3sIE513BUrVtD69RvcLg4FAABwEil5ilSBJ1GEunp169op8Wp/XIej/RyYiw83bdygxo2batv27cH6ym0z93bVTlt083bwy2Aet2t6jf+8DwAA8HT/f2fO8oYdzAw3I8wRzeQpUxQ3Xlw7CwNfjx36TCnN4CFDgxWWAQAACMwvkCnzGDzYfVYIhB5z8aD/iwwBAADC3EV/AAAAwMuGwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAEBgBgAAAJ4NI8wAAACAAwIzAAAA4IDADAAAADggMAMAAAAOCMwAAACAAwIzAAAA4IDADAAAADggMAMAAAAOCMwAAACAAwIzAAAA4IDADAAAADggMAMAAAAOCMwAAACAAwIzAAAA4IDADAAAADggMAMAAAAOCMwAAACAAwIzAAAA4IDADAAAADggMAMAAAAOCMwAAACAAwIzAAAA4CCq00oA/9ozp56uXbvGIQEAIIJhhBkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAcEZgAAAMABgRkAAABwQGAGAAAAHBCYAQAAAAdRnVYC+Ffs2LE5HAAARMD/twnMwBMkSJDA/ty1czvHCgCAMBicr1279p/2QWAGnuDSpUv251tv59b169cjzB8X8wYhIvU5ovY7IvY5ovY7IvY5ovY7IvY5qH6bZWfPntV/RWAGnpL5x/df36GGNRGxzxG13xGxzxG13xGxzxG13xGxz4/3O6T6z0V/AAAAgAMCMwAAAOCAwAw8wZ07d9SvX3/7M6KIiH2OqP2OiH2OqP2OiH2OqP2OiH0O7X5HSp4i1cMQ3ysAAAAQTjDCDAAAADggMAMAAAAOCMwAAACAAwIzAAAA4IDADDioV7eutvy+WYcP+WjRwl+VK1euMHu83n33XU2cME47d2zX6VMnVLJEiQDbtGndyn5L0iFfH82cMU3p0qV1Wx8/fnwNHTJYB7z3af8+L/X76UfFihVLL6smTRpryeJFOnhgv/bs3qVxY8coQ4b0btvEiBFDffv0lpfXHvkc9NboUSOVKFEit21SpkihSZMm6JDvQbufLp07KUqUKHpZffrpJ1q1coU9T+b2668LVKRI4XDd58c1adzI/p736NEtXPe7VcsWtp/+bxvWrw3XfTaSJUumIYMH2X6Zv1erV61Ujhw5wvXfM/N/0ePn2tzM+Q2v5zpy5Mhq06a1fv9tkz2PmzdtVPPm3wTY7nmcawIzEITy5cupW7cu6t9/oEqULK19+/Zp2tTJSpgwYZg8ZrFixdTeffvVsVPnQNc3bvS1GjSor/btO6psuXK6ceOmpk2dYv8I+zF/cLJkyayatWqrbt36eve9d/XjD9/rZZXvvfc0YeJElS1XwbY5arSomj5tqmLGjOnapnv3bipevJi+/PIrVa5STUmTJdXYMaPc/mBPmjRR0aNFU/kKFfVN8xaqXr2a/SP+svrzzz/V99tvVbJUaZUqXUabNm3W+HFjlTlz5nDbZ/9y5sypOnU+1t59+9yWh9d+e3sfUM5cb7tuFStWDtd9jhcvnn5ZME/37t1TnTqfqnCRD9WzZy/9/fff4frvWanSZd3Oc42atezyhYsWhdtz3bhxI9X99BN16txFhQoXUZ++fdXo66/UsEH9536umVYOCIIZUd69e7f9h2r/sUSKpO3btmr8+PEaOmx4mD5uZlSiQYPPtGz5ctcy8+585MjRGjFypH38yiuvaPcfO9WiRSv98uuvypgxox25KlmqjPbs2WO3KVy4sKZMnqh3cufV2bNn9bJ79dVX5eW5W5UqV9WWLVtsHz33/KHGTZpq8eIldpuMGTJow4Z1KluuvHbu3GVHZidNnKC33s6t8+fP220++aSOOnXsoOw5cunu3bsKC/Z6eap3795atHhJuO6zGTVavnypOnbspG+aNdPefXvVrVuPcHuuzQhzyZIlVPyjkgHWhdc+d+zQXnny5FGlylWC3CYi/D0zn54UK1pMH+QvEG7P9cSJ43X+3Hm1at3GtcyMnN+6dUtNm33zXM81I8xAIKJFi6YcObLLw2Oja9nDhw/lsdFD77zzTrg7Zq+99pqSJk1q++fn6tWr2rXrD73zztv2ce533tHly5ddf3AMDw8PPXjwQG+99ZbCgrhx49qfph+GOcfRo0d3O8++hw7p5MmTrvNs+u3t7e36D8ZYt2693VeWf0ZsX2ZmVKlC+fL2E4btO3aG+z737dtbq1evceufEZ77nS5dOltq9dvmjXYkzXzsHp77/NFHxbV7zx6NHPmzLStYsXypatd+NNoaUf6emf+jqlSurBkzZ4brc719+w7lz/+B0qdPZx9nzfqG8ubNozVr1z73cx01BPsFhBtmJDJq1Kg6d/6c23LzTjdjhowKb5IkSWx/njv37x9S+/j8OSVJksTeT5wksS5cuOC2/v79+/YPkd/zX2bmEwIzIrN161YdOHDALkuSOIlu376tK1euuG1rjkOSxI/6lDhx4gDH5fy5c65jor16Kb3++uta+OsC+7Hk9evX1fCzz+Xj46M3s2ULt302bwyyv5ldpcuUDbAuvJ7rnbt2qXmLljp06JCSJEmqVi2ba/78uSryYbFw22cTkj79pI5GjR6jIYOHKmeunOrVs6cdIZ09e06E+HtmPlUwQXfWrNn2cXg910OHDtMrceJow/p19vyYeuvvvv9B8+cvsOuf57kmMAOIEPr27aPXs2RRxUr/1neGZyZAmY/pzceTZcuU1qCBA2xdY3iVIkVy9ezZ3dYomuAQUaxdu851f/9+b+3atUtbt/ym8uXK6tat8HkczKcmZrTwu+8e1aB67d1r/22b8gITmCOCWjVrau3atWGidOS/KF+unCpXrqTGjZvqwMGDypYtq3r06G77/bzPNSUZQCAuXrxoLyhJnMj93WeixIl07p935OHJX3/9M8qQ2P2KatP/v/76y94/99e5ABc8mnf75upjv+e/rPr07qXixYqqarUa+vPPM67lf537y47A+pVq+DHH4a9/zrM5348fl0T/jNiYY/KyMqNtR48elaenp7797nt70epnnzUIt33OkT2HHUFbvmypjh87Ym/vv59PDRs0sPfNiFN47PfjzAjj4cNHlDZt2nB7rs3fpIMHfdyW+fj6KmWKlBHi71nKlClVoEB+TZs2w7UsvJ7rLl06aejQ4bYW2ZSTzJ07T6NHj1HTJo2f+7kmMANBhI09ezxt7ZT/j/Tz58+vHTt2hLtjdvz4cfuO3fTPT5w4cfTWW7m0Y8dO+3j7jh32D0z27Nld2+T/4AM72mNGtV7msFyyZElVq15DJ06ccFtnzvGdO3fczrOZdi5VqlSu82z6bcob/P/BLViwgA0mB33c/9N+mUWKHFnRo8cIt3322LjRliGYUXW/2x9/7Na8+fPt/d2794TLfgd20WOaNGlsWAiv53rbtu3KkCGD27L06dPr1KmT4f7vmVGzRnVbh7xq9WrXsvB6rv8XM6YePHwQoJzC/D173ueakgwgCKNGj9bAAf3txSXmAoLPP2+oWDFjasbMWWHymJn/SP3PTZn6tdT2463Lly7r1OnTGjNmrL5p1lRHDh/R8RMn1LZNa/uHyG8mDV9fX61Zs1Y//fi92rXvqGhRo6p3n1765ZdfX9qPBU0ZRqWKFVS/wWe6du26HYH0uyjEXGVtfk6fMVPdu3W19WxXr15Tn949tX37dntVubF+/QY7mmXmfO3dp48SJ06idm3baMLESfY/qJdRh/bttGbtOp06dcr+52GOwfv58ql27Trhts+mTtuvNt3PjRs3dOnSJdfy8Njvrl06a8XKVfbirmTJkqp1q5Z68OC+5i/4Jdyea1O7/Osv89W0aRMtXLhIb+XKpTof11abtu1c24THv2d+Azc1alS35QgmOPoJr+d65cpVatasqf1bduDAQb355pv68ovPNWPGo4sdn+e5Zlo5wEH9enX19ddf2aC1d+8+dena1YbnsChfvvc0d86jC0T8mzlrtlq0aOma/P3jj2vbj/W2bdumDh072Y93/Zh36ba8oXgxe4XxkiVL1blLVxtMXtbp8wJjLpLyu1jGfIzZrWsXVahQQTFiRLdXjZt++y+9MR+BfvdtX/sRv+mr+c+qT99v3f7DepmYSfnNSJO56MX8R7p//34NG/azNnh4hNs+B2bO7FmuaeXCa79/Hj7MfilRggTxdeHiRW3bus1eFHXs2LFw22ejWLGi6tC+vR0EMJ8cjRw1WtOmTXfbJrz9PTMKFSyo6dOnKn+Bgm59Ca/nOnbs2GrbtrVKlSyphAkT2YC74JdfNGDAQLdp8J7HuSYwAwAAAA6oYQYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAAAAcEJgBAAAABwRmAAAAwAGBGQAAAHBAYAYAhIoBA/pr3NgxbsteffVVrVm9SosW/qpXXnmFIw8gTCAwAwCeCxOWZ8+aqVu3bqlW7Y/t13YDQFhAYAYAhLpXEyTQrJkzdOfOHdWsVdsVllOmSKHx48bK56C3Dnjv04gRw5UoUSK356ZKlUqnT50IcIsbN65d36plC61cscy1fbRo0bRpo4fbNoGNdpv1JUuUcD1OkSK5ff39+7y018vTtsu8tn81a9TQ2jWrdOSwr3bt3K4+vXvZ5Vt+3xxoG82tevVqrtfzu5m+zpg+VWnSpHHtO168eBo0aID27fXUId+DmjJ5ktKlSxti5wDAsyMwAwBCVYIE8TVz5nTdv3/PhuUrV67Y5ZEiRdL48WMVP358Va5Sza5L81oajfh5uNvzzXZG9Ro1lTPX22r42eeOr1e/fj0lTuweup8katSomjZ1iq5fu65KlauqQsVKun79uqZNnWwDuPHpp5+oT5/emjJ1mooWK6569RvqyNGjdl2p0mVt28zt9OnT6tK1m+vxr78udL1O8xYt7bLKVaoqYaJE6tC+nWvdwAH9lTNHDrvfcuUr2H5PnjzJtg3Ai8W/QgBAqDGjpjNnTFemTJm0x9PTrQyjQP78ev311/Vevvd1+vSfdlmzb5pr/bo1ypkzp3bv3m2XRYv26L+qv/46p3Pnzuny5ctBvp4J3980a6Zhw39Wu7ZtXMtNGUjSJEmCfF758uUUOXJktWr973NatGwl7/179X6+fFq/YYPd78hRozR27DjXNn5tvHjxomvZ/fv3bT9NWx935e8rdrlpz/Vr11xvHsxIcokSH6l8hYravn2HXdakaVNt37ZVJUuW0KJFi59wpAGEJkaYAQChJl++9xQpcmQV/6ik0qVNq0aNvnaty5Qpox2N9QvLho+Pjw3EZp2fOHEeXRx448aNJ75eixbfaPPmzdq6davb8gPeB/T2228pderUgT4vW9asSps2rS0N8buZ0ogYMWIoTdo0SpgwoZInT6aNGzfqvxg2bKjdtyn7iB0njr797ju7PFPGTLp796527tzl2vbSpcs6dOiQMmX891gAeDEYYQYAhJqjR4+pRvWaunjpkjp07KQhgwdp9erV2r/f+6n3kSxpUjtqG9iIrX9mlLZ2rVo2nJtw69+MmTNVqlQJW2tsSi0eFyt2bO3Z46kmTZsFWHfhwgU9ePBAIaF7jx7y8Nhoa6vbt2tryzDq1msQIvsGEHoYYQYAhBpvb28blg1TVrB06TINHjTQ1gX7+PgqRYoU9mI7P6Z0w5RVHDzo41qWM1dO+fr66vbt246v1aljR02bPl1H/6kr9s+UQNSoWVs5cr5lA7W5+efp6al06dLp/Pnz9vn+b6a8woTs48ePK3/+/P/peJz765zd5549ezRu/HgVLVrU1ij7+PrYY2JGwf3XfmfIkEEHff49FgBeDAIzAOC56dipsxImTKSWLVtog4eHDdRDhwxR9jffVK5cuWyY3rz5NxsoTYCsUqWyvvzic82cOdtxv6acIl++fBowYJDjdv4DsX/z583XxUsX7UWIefPmtaUbppykV88ertHqfv0H6MsvvlDDBvXtaLZpc4P69YLV/7jx4ipx4sTKkCG9atWsqWPHjuvevXs6cuSoli1brh9/+F558+RR1qxvaMjgwfrzzBktX74iWK8BIORRkgEAeG5MfXKbtm3tlG0rVqxQ/foN1bt3L82bN8eWPaxdt06dO3e125oLAlu1bKmBAwfZi+2cxI4dWz/16+V4QaCTm7duqXLlqurUqYPGjhll93fmzFlbs3z16jW7zezZc2xN8xeff6YuXTrr4sVLWrw4eBfjmRIMw4xae3p66Ysvv3S7yLBnz+6aOHG8okePrt9/36JPPvnUBmoAL1ak5ClSPXzBbQAAAABeWpRkAAAAAA4IzAAAAIADAjMAAABAYAYAAACeDSPMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAADgjMAAAAgAMCMwAAAOCAwAwAAAA4IDADAAAACtr/AUK2TwdO9WSkAAAAAElFTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } - } - ], - "execution_count": 172 - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## Выводы\n", - "\n", - "1) Большинство студентов (**примерно 91%**) идентифицируют свой стресс как **Eustress (позитивный)**, лишь 4% — как Distress. Возможная причина — низкая осведомлённость о симптомах дистресса.\n", - "\n", - "2) Наиболее сильно связанные с уровнем стресса признаки (по корреляции):\n", - "\n", - "| Усиливают стресс | r | Снижают стресс | r |\n", - "|---|---|---|---|\n", - "| Буллинг | +0.75 | **Самооценка** | −0.76 |\n", - "| Тревога о карьере | +0.74 | Качество сна | −0.75 |\n", - "| Уровень тревожности | +0.74 | Академическая успеваемость | −0.72 |\n", - "| Депрессия | +0.73 | Ощущение безопасности | −0.71 |\n", - "| Головная боль | +0.71 | Базовые потребности | −0.71 |\n", - "\n", - "3) Стресс у студентов определяется балансом **внешних угроз** (буллинг, давление сверстников, учебная нагрузка) и **внутренних ресурсов** (самооценка, сон, социальная поддержка). Наиболее значимый — **самооценка** (r = −0.76), что указывает на приоритет психологической поддержки в профилактике стресса." - ], - "id": "33f23becc96e2ce4" + "execution_count": 16 } ], "metadata": { @@ -459,16 +803,8 @@ "name": "python3" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" + "version": "3.10.0" } }, "nbformat": 4,