diff --git a/stud/gorshchenko/datasets/lab1-03.csv b/stud/gorshchenko/datasets/lab1-03.csv
new file mode 100644
index 0000000..5c7b12f
--- /dev/null
+++ b/stud/gorshchenko/datasets/lab1-03.csv
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diff --git a/stud/gorshchenko/lab1.ipynb b/stud/gorshchenko/lab1.ipynb
new file mode 100644
index 0000000..636163e
--- /dev/null
+++ b/stud/gorshchenko/lab1.ipynb
@@ -0,0 +1,529 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "f2ab4db6",
+ "metadata": {},
+ "source": [
+ "# Лабораторная работа 1: Регрессионный анализ\n",
+ "\n",
+ "**Цель:** научиться применять модели линейной регрессии библиотеки scikit-learn к набору эмпирических данных\n",
+ "\n",
+ "**Задачи:**\n",
+ "1. Загрузить данные из CSV-файла\n",
+ "2. Визуализировать загруженные данные\n",
+ "3. Разбить данные на обучающую и тестовую выборки\n",
+ "4. Выбрать модель регрессии\n",
+ "5. Обучить модель на обучающих данных\n",
+ "6. Проверить качество модели на тестовых данных\n",
+ "7. Визуализировать результат"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "56e5575e",
+ "metadata": {},
+ "source": [
+ "Студент: Горщенко Д. В. \n",
+ "Вариант: 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c1aa2454",
+ "metadata": {},
+ "source": [
+ "### 1. Импорт необходимых библиотек"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "70ee04a6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "33972e08",
+ "metadata": {},
+ "source": [
+ "### 2. Загрузка данных из файла"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "f2d8dd5f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " X \n",
+ " Y \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 4.232323 \n",
+ " 4674.547950 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 9.000000 \n",
+ " -3157.316173 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 7.505051 \n",
+ " 1837.129451 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 7.060606 \n",
+ " 3058.979356 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 8.636364 \n",
+ " -2190.859521 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " X Y\n",
+ "0 4.232323 4674.547950\n",
+ "1 9.000000 -3157.316173\n",
+ "2 7.505051 1837.129451\n",
+ "3 7.060606 3058.979356\n",
+ "4 8.636364 -2190.859521"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = pd.read_csv('datasets/lab1-03.csv', header=None);\n",
+ "data.columns = ['X', 'Y']\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a84f6447",
+ "metadata": {},
+ "source": [
+ "### 3. Визуализация загруженных данных."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "6c49bfad",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "X_column = data.columns[0]\n",
+ "Y_column = data.columns[1]\n",
+ "\n",
+ "\n",
+ "plt.figure(figsize=(12, 5))\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.scatter(data.iloc[:,0], data.iloc[:,1], alpha=0.6, edgecolors='k', s=50)\n",
+ "plt.xlabel(X_column, fontsize=12)\n",
+ "plt.ylabel(Y_column, fontsize=12)\n",
+ "plt.title('Диаграмма рассеяния', fontsize=14, fontweight='bold')\n",
+ "plt.grid(True, alpha=0.3)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "84f00f43",
+ "metadata": {},
+ "source": [
+ "### 4. Разбиение данных на обучающую и тестовую выборки"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "a07c4226",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Размер обучающей выборки: 160\n",
+ "Размер тестовой выборки: 40\n"
+ ]
+ }
+ ],
+ "source": [
+ "X = data[[X_column]].values\n",
+ "y = data[Y_column].values\n",
+ "\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(\n",
+ " X, y, test_size=0.2, random_state=42\n",
+ ")\n",
+ "\n",
+ "print(f\"Размер обучающей выборки: {X_train.shape[0]}\")\n",
+ "print(f\"Размер тестовой выборки: {X_test.shape[0]}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cd20df48",
+ "metadata": {},
+ "source": [
+ "### 5. Создание и обучение модели линейной регрессии"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "a959f536",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Коэффициент (наклон): -326.110028\n",
+ "Свободный член (intercept): 4287.438954\n",
+ "ЭМПИРИЧЕСКАЯ ФОРМУЛА:\n",
+ "y = -326.110028 * x + 4287.438954\n"
+ ]
+ }
+ ],
+ "source": [
+ "model = LinearRegression()\n",
+ "\n",
+ "model.fit(X_train, y_train)\n",
+ "\n",
+ "a = model.coef_[0]\n",
+ "b = model.intercept_\n",
+ "\n",
+ "print(f\"\\nКоэффициент (наклон): {a:.6f}\")\n",
+ "print(f\"Свободный член (intercept): {b:.6f}\")\n",
+ "print(\"ЭМПИРИЧЕСКАЯ ФОРМУЛА:\")\n",
+ "if b >= 0:\n",
+ " print(f\"y = {a:.6f} * x + {b:.6f}\")\n",
+ "else:\n",
+ " print(f\"y = {a:.6f} * x - {abs(b):.6f}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a4b87edd",
+ "metadata": {},
+ "source": [
+ "### 6. Прогнозирование на тестовой выборке"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "217dfad2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_pred_train = model.predict(X_train)\n",
+ "y_pred_test = model.predict(X_test)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "12c57e14",
+ "metadata": {},
+ "source": [
+ "### 7. Оценка качества модели"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "5c6ead0c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "============================================================\n",
+ "МЕТРИКИ КАЧЕСТВА МОДЕЛИ\n",
+ "============================================================\n",
+ "\n",
+ "Обучающая выборка:\n",
+ " MSE (средняя квадратичная ошибка): 3604067.241972\n",
+ " RMSE (корень из MSE): 1898.438106\n",
+ " MAE (средняя абсолютная ошибка): 1566.299964\n",
+ " R² (коэффициент детерминации): 0.133970\n",
+ "\n",
+ "Тестовая выборка:\n",
+ " MSE (средняя квадратичная ошибка): 4651677.876951\n",
+ " RMSE (корень из MSE): 2156.774879\n",
+ " MAE (средняя абсолютная ошибка): 1841.199152\n",
+ " R² (коэффициент детерминации): 0.155201\n",
+ "============================================================\n",
+ "\n",
+ "Модель объясняет 15.52% вариации данных\n"
+ ]
+ }
+ ],
+ "source": [
+ "mse_train = mean_squared_error(y_train, y_pred_train)\n",
+ "rmse_train = np.sqrt(mse_train)\n",
+ "mae_train = mean_absolute_error(y_train, y_pred_train)\n",
+ "r2_train = r2_score(y_train, y_pred_train)\n",
+ "\n",
+ "mse_test = mean_squared_error(y_test, y_pred_test)\n",
+ "rmse_test = np.sqrt(mse_test)\n",
+ "mae_test = mean_absolute_error(y_test, y_pred_test)\n",
+ "r2_test = r2_score(y_test, y_pred_test)\n",
+ "\n",
+ "print(\"=\"*60)\n",
+ "print(\"МЕТРИКИ КАЧЕСТВА МОДЕЛИ\")\n",
+ "print(\"=\"*60)\n",
+ "print(\"\\nОбучающая выборка:\")\n",
+ "print(f\" MSE (средняя квадратичная ошибка): {mse_train:.6f}\")\n",
+ "print(f\" RMSE (корень из MSE): {rmse_train:.6f}\")\n",
+ "print(f\" MAE (средняя абсолютная ошибка): {mae_train:.6f}\")\n",
+ "print(f\" R² (коэффициент детерминации): {r2_train:.6f}\")\n",
+ "\n",
+ "print(\"\\nТестовая выборка:\")\n",
+ "print(f\" MSE (средняя квадратичная ошибка): {mse_test:.6f}\")\n",
+ "print(f\" RMSE (корень из MSE): {rmse_test:.6f}\")\n",
+ "print(f\" MAE (средняя абсолютная ошибка): {mae_test:.6f}\")\n",
+ "print(f\" R² (коэффициент детерминации): {r2_test:.6f}\")\n",
+ "print(\"=\"*60)\n",
+ "\n",
+ "print(f\"\\nМодель объясняет {r2_test*100:.2f}% вариации данных\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "69c44e1f",
+ "metadata": {},
+ "source": [
+ "### 8. Визуализация результатов"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "8bc649f7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "X_range = np.linspace(X.min(), X.max(), 100).reshape(-1, 1)\n",
+ "y_range = model.predict(X_range)\n",
+ "\n",
+ "plt.figure(figsize=(14, 6))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.scatter(X_train, y_train, alpha=0.6, label='Обучающие данные', s=60, edgecolors='k')\n",
+ "plt.plot(X_range, y_range, 'r-', linewidth=3, label='Линия регрессии')\n",
+ "plt.xlabel(X_column, fontsize=12)\n",
+ "plt.ylabel(Y_column, fontsize=12)\n",
+ "plt.title('Обучающая выборка', fontsize=14, fontweight='bold')\n",
+ "plt.legend(fontsize=10)\n",
+ "plt.grid(True, alpha=0.3)\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "plt.scatter(X_test, y_test, alpha=0.6, label='Тестовые данные', s=60, edgecolors='k', color='green')\n",
+ "plt.scatter(X_test, y_pred_test, alpha=0.6, label='Предсказания', s=60, marker='x', color='red', linewidths=2)\n",
+ "plt.plot(X_range, y_range, 'r-', linewidth=3, label='Линия регрессии')\n",
+ "plt.xlabel(X_column, fontsize=12)\n",
+ "plt.ylabel(Y_column, fontsize=12)\n",
+ "plt.title(f'Тестовая выборка (R² = {r2_test:.4f})', fontsize=14, fontweight='bold')\n",
+ "plt.legend(fontsize=10)\n",
+ "plt.grid(True, alpha=0.3)\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "78da6d48",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.scatter(X, y, alpha=0.5, s=60, edgecolors='k', label='Все данные')\n",
+ "plt.plot(X_range, y_range, 'r-', linewidth=3, label=f'y = {a:.4f}x + {b:.4f}')\n",
+ "plt.xlabel(X_column, fontsize=12)\n",
+ "plt.ylabel(Y_column, fontsize=12)\n",
+ "plt.title('Линейная регрессия: все данные', fontsize=14, fontweight='bold')\n",
+ "plt.legend(fontsize=11)\n",
+ "plt.grid(True, alpha=0.3)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "49dd877a",
+ "metadata": {},
+ "source": [
+ "### 9. График остатков (residuals)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "91af091a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "residuals_train = y_train - y_pred_train\n",
+ "residuals_test = y_test - y_pred_test\n",
+ "\n",
+ "plt.figure(figsize=(14, 5))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.scatter(y_pred_train, residuals_train, alpha=0.6, edgecolors='k')\n",
+ "plt.axhline(y=0, color='r', linestyle='--', linewidth=2)\n",
+ "plt.xlabel('Предсказанные значения', fontsize=12)\n",
+ "plt.ylabel('Остатки', fontsize=12)\n",
+ "plt.title('Остатки (обучающая выборка)', fontsize=14, fontweight='bold')\n",
+ "plt.grid(True, alpha=0.3)\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "plt.scatter(y_pred_test, residuals_test, alpha=0.6, edgecolors='k', color='green')\n",
+ "plt.axhline(y=0, color='r', linestyle='--', linewidth=2)\n",
+ "plt.xlabel('Предсказанные значения', fontsize=12)\n",
+ "plt.ylabel('Остатки', fontsize=12)\n",
+ "plt.title('Остатки (тестовая выборка)', fontsize=14, fontweight='bold')\n",
+ "plt.grid(True, alpha=0.3)\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f21eab9",
+ "metadata": {},
+ "source": [
+ "## Выводы\n",
+ "\n",
+ "В данной лабораторной работе была построена модель линейной регрессии для анализа зависимости между переменными.\n",
+ "\n",
+ "**Основные результаты:**\n",
+ "- Получена эмпирическая формула зависимости\n",
+ "- Проведена оценка качества модели с помощью метрик MSE, RMSE, MAE и R²\n",
+ "- Выполнена визуализация исходных данных и результатов регрессии\n",
+ "- Проанализированы остатки модели\n",
+ "\n",
+ "**Качество модели:**\n",
+ "- Коэффициент детерминации R² показывает, какую долю вариации зависимой переменной объясняет модель\n",
+ "- Анализ остатков позволяет оценить адекватность модели\n",
+ "- Близость метрик на обучающей и тестовой выборках свидетельствует об отсутствии переобучения"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.13.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/stud/shukaylo/lab1.ipynb b/stud/shukaylo/lab1.ipynb
new file mode 100644
index 0000000..48bf1b4
--- /dev/null
+++ b/stud/shukaylo/lab1.ipynb
@@ -0,0 +1,875 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np # библиотека для работы с чиселками\n",
+ "import pandas as pd # data processing, работа с CSV файлами\n",
+ "import matplotlib.pyplot as plt # для графики\n",
+ "\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import mean_squared_error, mean_absolute_error"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Откроем датасет и посмотрим первые 5 его строчек"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " 3 \n",
+ " 1.646465 \n",
+ " -11.261848 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5.646465 \n",
+ " -0.593668 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " 0 1\n",
+ "0 1.404040 -12.034654\n",
+ "1 3.222222 -1.565204\n",
+ "2 4.515152 -0.025646\n",
+ "3 1.646465 -11.261848\n",
+ "4 5.646465 -0.593668"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dataset = pd.read_csv('..\\\\..\\\\tasks\\\\lab1\\\\dataset\\\\lab1-07.csv', header=None)\n",
+ "dataset.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Посмотрим датасет"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0], dataset[1])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Как видно из диаграммы рассеяния, данные представляют собой кривую насыщения (A - B*exp(-kx)). "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Подготовим данные"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Разделим датасет на обучающую и тестовую выборку в соотношении 4:1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train, X_test, y_train, y_test = train_test_split(dataset[0].to_frame(), dataset[1], test_size=0.2, random_state=42)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Посмотрим на работу линейной регрессии"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Обучим модель Linear regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "LinearRegression() In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
+ ],
+ "text/plain": [
+ "LinearRegression()"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model_regression = LinearRegression()\n",
+ "\n",
+ "model_regression.fit(X_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Оценим работу"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_predict_regression = model_regression.predict(X_train)\n",
+ "test_predict_regression = model_regression.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0], dataset[1], color='blue', label='Начальные данные')\n",
+ "plt.scatter(X_test, test_predict_regression, color='red', label='Предсказанные данные')\n",
+ "plt.xlabel('X')\n",
+ "plt.ylabel('Y')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Метрика: MSE MAE\n",
+ "Train 8.130377816703561 2.353069764836676\n",
+ "Test 7.047462514179974 2.079107800557874\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Расчет метрик\n",
+ "train_mse_regression = mean_squared_error(y_train, train_predict_regression)\n",
+ "train_mae_regression = mean_absolute_error(y_train, train_predict_regression)\n",
+ "\n",
+ "test_mse_regression = mean_squared_error(y_test, test_predict_regression)\n",
+ "test_mae_regression = mean_absolute_error(y_test, test_predict_regression)\n",
+ "\n",
+ "\n",
+ "\n",
+ "print('Метрика: MSE MAE')\n",
+ "print('Train', train_mse_regression, train_mae_regression)\n",
+ "print('Test', test_mse_regression, test_mae_regression)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Вывод:\n",
+ "Как видно из диаграммы рассеяния, линейная регрессия плохо подходит для данного набора данных.\n",
+ "Значения MSE (8.13 / 7.04) и MAE (2.35 / 2.07) достаточно высоки, что свидетельствует о значительных ошибках в предсказаниях модели, что логично, ведь простая линейная регрессия пытается аппроксимировать кривую насыщения прямой линией."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Улучшение бейзлайна"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Т. к. данные имеют зависимость в виде кривой насыщения, попробуем создать линейные признаки, чтобы линейная регрессия могла их использовать"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.preprocessing import FunctionTransformer\n",
+ "from sklearn.pipeline import Pipeline\n",
+ "from sklearn.model_selection import GridSearchCV"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Лучший параметр k подобран автоматически через GridSearchCV.\n",
+ "A = 0.5773568368488715\n",
+ "B = 37.66311497454749\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Функция для создания признака exp(-k*x)\n",
+ "def exp_feature(x, k=1.0):\n",
+ " return np.exp(-k * x)\n",
+ "\n",
+ "# Pipeline с трансформером и линейной регрессией\n",
+ "pipeline = Pipeline([\n",
+ " (\"exp\", FunctionTransformer(func=lambda X: exp_feature(X, k=1.0), validate=False)),\n",
+ " (\"linreg\", LinearRegression())\n",
+ "])\n",
+ "\n",
+ "# Сеточный поиск по k\n",
+ "param_grid = {\"exp__func\": [lambda X, k=k: exp_feature(X, k) for k in np.linspace(0.01, 2, 200)]}\n",
+ "grid = GridSearchCV(pipeline, param_grid, scoring='neg_mean_squared_error', cv=5)\n",
+ "grid.fit(X_train, y_train)\n",
+ "\n",
+ "best_model = grid.best_estimator_\n",
+ "print(\"Лучший параметр k подобран автоматически через GridSearchCV.\")\n",
+ "\n",
+ "# Извлечение коэффициентов\n",
+ "A = best_model.named_steps[\"linreg\"].intercept_\n",
+ "B = -best_model.named_steps[\"linreg\"].coef_[0]\n",
+ "print(\"A =\", A)\n",
+ "print(\"B =\", B)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Оценим работу"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_predict_regression = A - B * best_model.named_steps[\"exp\"].transform(X_train)\n",
+ "test_predict_regression = A - B * best_model.named_steps[\"exp\"].transform(X_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0], dataset[1], color='blue', label='Начальные данные')\n",
+ "plt.scatter(X_test, test_predict_regression, color='red', label='Предсказанные данные')\n",
+ "plt.xlabel('X')\n",
+ "plt.ylabel('Y')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Метрика: MSE MAE\n",
+ "Train 1.3371825755537106 0.9272723524863202\n",
+ "Test 1.251725088637151 0.9121469428966027\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Расчет метрик\n",
+ "train_mse_regression = mean_squared_error(y_train, train_predict_regression)\n",
+ "train_mae_regression = mean_absolute_error(y_train, train_predict_regression)\n",
+ "\n",
+ "test_mse_regression = mean_squared_error(y_test, test_predict_regression)\n",
+ "test_mae_regression = mean_absolute_error(y_test, test_predict_regression)\n",
+ "\n",
+ "\n",
+ "\n",
+ "print('Метрика: MSE MAE')\n",
+ "print('Train', train_mse_regression, train_mae_regression)\n",
+ "print('Test', test_mse_regression, test_mae_regression)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Вывод:\n",
+ "Как видно из диаграммы рассеяния, этот подход лучше работает с предоставленными данными.\n",
+ "Ошибки уменьшились в несколько раз, что показывает значительное улучшение качества модели. Учет экспоненциального признака и подбор оптимального параметра k позволяют построить насыщающую кривую, которая гораздо точнее описывает данные."
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.10.11"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/stud/shukaylo/lab2.ipynb b/stud/shukaylo/lab2.ipynb
new file mode 100644
index 0000000..fa061f4
--- /dev/null
+++ b/stud/shukaylo/lab2.ipynb
@@ -0,0 +1,455 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np # библиотека для работы с чиселками\n",
+ "import pandas as pd # data processing, работа с CSV файлами\n",
+ "import matplotlib.pyplot as plt # для графики\n",
+ "\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.cluster import KMeans"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Откроем датасет и посмотрим первые 5 его строчек"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ ],
+ "source": [
+ "dataset = pd.read_excel('..\\\\..\\\\tasks\\\\lab2\\\\dataset\\\\lab2-07.xlsx', header=None)\n",
+ "dataset.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Посмотрим датасет"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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TBqzANSGTLztbiISzi9q0inQYoWeZrwes7IEdIFQAACDAmGnvja0JiU0fVVYfp4O19VRxoJb+e7Wxiy1aikEigVABAIAAI9veO3l0aauakPhIx6odB6SEClqKQSJB1w8AAAQYozZghv8+cVSp7edCSzHwAggVAAAIMEZtwHxBSzEIMhAqAAAQUm8Vvs63m2kDdvK5AHACtCcDAEBIcLINGC3FwG3QngwAAEmGk23AiWophiACRkCoAAAA8IT3Nu1r5eXCxbpwrQWxoEYFAACAJyLl3r+ta2U4x5Oh+Xb+OwAMhAoAAAQUTpuw98lb5XvEv3w9CPB2ciRFbWuV2/jvQXk/wF2Q+gEAgAAS5LSJke2/Vat+EE4QUQEAgIAR9LSJrAU/rPoBA6ECQhVSBiDshCFtImvBD6t+wCD1ExAS2cIX5JAyAGEnDGkTxaqfI0Bqcipy2mAOVv2AgVAJAIkUDkpIOf7goYSU4UwJgLeEIW2iWPXzMYVFSezxBlb9IB6kfnxOInPRYQgpAxB2wpI2gVU/kAURFR9jJBz4XIP/flnfIkfOPKyGlOEsCUDiCFPahMUIH79w/AB6QKj4mETnoq2ElFHPAkBiCVvaJFFW/SC4IPXjYxKdizYbUg56iyQAQQVpE5BMIKLiYxKdi5YNKZ/fvYBWbKuiKa9tTFhaCgDQEqRNQLIAoeJjEp2LlgkpXzuwC33ziWW6KamgtEgCEHSQNgHJAFI/PkYRDkz8OZKZXLQZ8za9kPI9F5fQs8t3GoqUoLRIAgAA8D+IqPgcRTjEF6wWSRasWil2VQspc7rnokfLTG+/31skAQAA+JtINBoNtClGTU0N5efnU3V1NeXl5VFYsdICrGXepjxKpuhOed2/rqqgdzdVSm+vkpZ6/5ejkDMHAABgef1GRCWkuWgnPFjUojEyBLFFEgAAgD9BjUpIkfVgeXHFTtWaFa3WYxnQIgkAAMApEFEJKbJFrDMXfkJ/fn9ni5oVvWiMHjnpqfSn2y+goT07IJICBHAtBgDYBUIlpJgpYo0fOGgUjdFiTP8iqjpaJx6PBQnAtRgA4AQQKiE9Kz1UWyf9/PE1K1ZaiiMRor+v2yMuDBak5AZTuAEATgGhEsKzUhY2nNIxQ6xBm5WW4vjeMSxIyUuih2kCAMINiml9jNVZOlZTNwxHUxRHXDtLiLJI8YKkZzAHknuYJgAAGAGhEtCzUj0RYMcNlqMpsY64dsCClJwkepgmACDcQKiE8KzUSuqGoyddYuYGcbpm3i2DyYnI/OIt8kZxIPgkepgmACDcQKiE8KyU7e7b56bbNmgryM0gJ7I2z6+o0ExTgfBhlDqMF8UAAKAHhIoHyAwJtHpWyoKApxsfrD1p26DNqdC8UjyJWpXkwKlhmgAAwKDrxwddPO1zM+iRcf1ozIAurc5KuXBWa3nvkJshoidGLaGx8HNOH3sOFeRmGrY7OxWaj01TYSR9cmB3mCYAAChAqCQQLSFxsLaefvzyOvrhlyU0dUzfFmelfH+WEGri40BtvYie8P241dPITZaFzb9+fgllpBkH0jj60dQUpXbZ6XT4uHx0Rg8UTyYXalO4YQQIADALhEqCkLGlf3b5Thp4ZjsaM6BY96xUrVV50uhSw5ZkFjZrvzikGtWINZWrqKql+R/sosoaedM4GVA8mXyYHaYJAADxQKgkCFlvk2lvbaIr+nVpPutksTKqT2caOqtMte5EMdB6YUWF1Ha8u2kfNbE7W5SoqrZOiAd2sWWDOKveK0ZETof8UTwJAADALBAqCUI27cFiJL6Wg6MgesWxLFZk0zN/XfWFuFglPyuNJo4qFXU1v1n0iUhbyYDiSQAAAFaAUEnQ1FczaQ9F1CjbwFEQGbRqWZyk+kQD9TsjX/y/jEjhNulHr++P4kkAAACWgFBJ0NRXFjptMtPoaF2D4X0L22SqboMRiWr+XbH9azqrYxup+06/+lyIFAAAAJaBUJHszGHB8KO/raPJo3vTxFG9LEVXJJptBBNeWkuHjxsLGq+Yu2wHtc2S23WK8lBAm6xRRAAAcAIIFZOdObPLttL8D76gGdeaixTwAiArPvwsUhSOnNDfRhTQBgs3oogAABAKZ9oZM2ZQJBJpcenTp4+vO3O4bVdverEayeYhwmIPBbTBcEG2OqUbAACSJqJy7rnnUllZWfP1tDRvNsusmOAzUDa0klmM4SEC/BglMZrSHTG5nwMAQOgiKoowKSoqar4UFhZ6sh1mxITe9GIrg9rCBub7eBchMRMlsTOlGwAAkiaism3bNiouLqasrCwaNmwYzZo1i7p166Z637q6OnFRqKmpcWw7FDFhptNGNgojY4kfJjDfx7s6EjNREjtTugEAICkiKkOGDKEXX3yR3nvvPXr66adp586dNHLkSDpy5Ijq/VnE5OfnN1+6du3q2LawmJg+9tSsHSeiMPFnv7wwsCU+F5l6xSVnd6SCnPSEvV4QFzjZqEUin8tMHYmZKInVKd0AAJA0EZWrrrqq+f8HDBgghEv37t3p1VdfpbvuuqvV/adOnUr3339/i4iKk2KlIDdD+r5ddLpa9M5+3//lKLFIlG2ppOckre+1uG1IV/rHhkqqlnSm/fjLw3TomDNDBsO4wDnZ/SJbI2LUEmy2jsRMlOTqAcW6U7rRvQUAoGQXKvG0a9eOevfuTdu3b1f9e2Zmprj4IQJw7cB/z+SR8WJRzn45qsILFadELixpT1Ne30iHLYqHC0s60IjSjqqvp4aeFb+TBHGBk/3enHouRkYUmYmQ8D5lJkqil5JU9uzY7i14rQAAki71E8/Ro0dpx44d1KWLN94NZiIAf1y+s1XrptHZL6kUmVbbiHDw9ipTlttlJy6lo4faAud3rHxvdp6LxalsKsdsHYlR4XYkLhqo7D/xKUm+HivOFm3YSxf+ZjGN/9Nqum9Bufh3xONL0b4MAAi3UPnZz35G//rXv6iiooJWrlxJ119/PaWmptL48eM92R6z3Tnxi5eZs18Zgzk94hebebecOktPNPFaJH6BCwJOdr/IPBdH0GRFkax4rjpSJ2ph+PWnjz1H3BaRFJH8XXFKcv7dQ+mpmweJf/m68h3OWrSFfvzy+lYROX6f8FoBAIQ69fPll18KUXLgwAHq2LEjjRgxglavXi3+3wtiQ+FWOlvMnP3KGszJpp6GntWBivIyhSFdIpk7/jwqyM1skQ5guHg0KCkCJ7tf7BYQK/vVjLc3iVlJinjWqiNh+KOdufCT5ut8/3suLqG3P97XYh/jqdczx/VTFZH8/ah1aC3asI+eXb5Td3vhtQIACK1QWbBgAfkNJRQ+5bWNdFiiSDV2YTJTH2B3QXurfC/94spzmheHxVsq6URDEyWSdjnplBK3wKkVkXJa6s7hJZbnJDmBXn2Fk90vThUQ//fqXfTSml1098gSw9b2+IwUixpOTf5gZAm9tu7L5kjIgdp6mrlwC6WknNrPjahvaKJfvr7B8H5oRQcAhDb141fMpFJiFyYz9QF2FzSOnKzecaBF8abVolyrcH1NbOhfq42WBR/PSTr/kcWepAn4NbmeQqu+wmxdR6LM/ViAcDRj/a5DqnUkWpovevryp//d2SpdU3l6wOZTZVsNrfWHzlpiONcpyK3oAAD/A6GiA6dSzC5eSupI+Xv8/WPrA5xY0Ca8vE4UOdqpdbFDbE0Fn30bbQcLKV4kEylWZDxIzHxvRl4pyn3VnssqLDhG9encoo6E61Cs2LIoD5ldtk1VtPH7eapsm/ieDtbWh7YVHQAQDCBUdLC6eMl2Ueg9vywcqeAiR7O1Lpyy4ZSCEwupUlPx36sqpLcjUfb6Zrp5ZL83mUgN46S5H39U/PkqdSTjBp1BhW2da9NXRBsXzQ5/bImIfpnlUG2dp+Z6AIBwEolGo4E+MrDhGzvUVldXU15enq9MwGQ9J9Sen+/m5jGb3WkfHtePHnxrk2MGcJf37UT/b8tX0vfnyIDbNQ28+LF4MLMtZr43Na8U5Z4sVDgK8peVFTR78VY6drLR1nv5Vu9CevH7Q0y/t0TBvwmO+MjWIDlprgcACO/67XkxbRDggyZ3NJg1utLqopB5/qqjdfST+evJLVicyD5/JEIkI2fNiJRE1TRY6eaR+d5k3GKnvLaBUlJSTKVP9Pjn1iqxuCuL+KHaetcFrRnMFNQ6aa4HAAg3ECqSyIoOp55fqXXwAyxS2uem06Fade8PqySipsGtWTZSXinH5YpQzaC0AXOHF9cn+USjmBKGZkcCAACSG9So+BS/dVBcP+gM8a8Ty4aZDhq7ONnN44fvh8URd3p5VTzthOBz0lwPABB+IFRs4lYxoN86KEY7NPk50fb6drp5tL7rN9bvoY8qnF1EOWJ1Zrtsqfv+37W7bRkFuoGR4Iv9nazY/nUgxToAwBuQ+rGBtrFZD5o4qtTWQnx+9wJf1B/EDhfk99PUFKWfv7aBauuMC0Ov6teZVu042MI0j5+LhQGH9RPlXKt088R/V8q2yNRCqH3XTsJeJwdJrqj5zfK95CeMBJ/Vz85vYh0A4A0QKhbRKgY8ZWy2jV5YWUGP3dDfVEFgbLcJz23xWqRQ3ALE73nCy+ulUw7fG1ZCc285v1URMtdXcAtvIrs9rBZE633XwFjwWfnsgjh5GwDgHhAqFpAZJsjGZma6F9w+Y7dCrHjg9zzjbbm6iPgoTLy9vlfdHlYKou0OjtQiNyOFMtPTHOsISjTfHnwGdc7LElG/YT0LhTmiE59dECdvAwDcBULFArLDBGWHtfnxjH3y6NIW6au5S7dRZY28iFJbaNzu9pD1PzFzX7uDI7W4e+RZNGfJNvI7WrOFXlu3p/n/5y7bIYZhjr+oG/UozG3+PK18dmxEOMtkJBIAEG4gVCxgpsjPyFvCrTN2q+Skp9CTNw1qXih4+1ikcDpLdqHRSnmZ6fYwG/kwYx6md9/49JAZcSbLDy8uoZKOuRQEoibmTsXuI/x5julXZMnf57PKI1TX0BSIqdsAAPeBULGA2SI/PWHj1hm7Ve65uGfzws4LOqd7zCzW88YPpuGlhaoRCyvmazKYSSfp3Zdn27DQih3syN04TjLp0l406bKzfeWT4wb8eT63osLSY+MFD5xqAUhuIFRseHPICgw9YeO3FswFH+6mn1zaWxS8mk1H8WfCtQpaEYubL+zquBA0k05ijOb+xE+fjp88bJeSjm2a96F4UWSH9NQInWz0S1zu35+nVupIFjjVAgDgo2LTm0MPGTMxv7VgcgjfqqEYT/PlNNGPNCYV85kyL85Omq+ZSSf5IXpVUVUr/mUh6JRIYVik8JBJrhXxE3alU/zgSABA8gGhYhE+u3vmtsFi4bXTvWDknOoEZlP8qz6vMr2gXz2gCz38zieatSxKdEPBrvmagpl0kt3oVfvcDLLL/A92UX1Dk1h4neaVD3fTr67sQ2EDTrUAJDcQKjbFytppl9Hk0b2F0Vss3J4rE67Wc05VI3L6kpORqns/rq2YfdMgMRV480NX0nWDikkWs/O022Wn0cIN+wxrWcT8m2MnadLo3q0cbmU/LzuzfOxGrzhixJ/n724cSG2z0ixHrP57VYUrkZ2aEw1036sfk9/hIZdW8FuaFACQGFCjYhMWGveJVt5elszE9JxTlWhNbIpAMddiOMWixXWDzqCivCwxYXfU7/4pvTCywGmXYzJyEImYCvH3KMyh9385yvLnFQu/PyNi00n8/5yGspJEKMrPFt1IT5VtpSMnrA8c/OLgMXKLICRHFCFstn7Fb2lSAEBigFDxyXRlLedURm1B54JVPZ5fUSEuZnlkXD/RGipDflYafX9EiXTrsgK/DyemUXPNwsyFximU71zQld7ZsFe87vSxfcXUYbOLpCJ2+HM3+37jOaMdFty7hvegRZsqpQQ0nGoBSG4gVHyE1uIdf5vS6eKGv8eYAcXSrbN3Di8RBl+yOL3gyBbHPhVjrMaC456LS+jtj/eZSr8MP6uDY7Ulz/zrcwoLEy85i9JTU0XtjZk29lHndBaXU/talNJSUpq/p1gBCadaAACESgBxunslLyuNvj34TPrW2Z2FCGIhwWkjo4VnwYe76HffGWTqtZxccKzULHDa54/Ld9K8W86jLfuO0Nxl26Ue9/d1e+i19XtM1+9omZqFhdLObWncoDPo3m+dJWpvdh6opbfK99LREw2qEavI6ZTmA6+Wi3odIwFpZnAkACCcQKgEECeLCttkpooiTB6iyBfFYIvt0GeXbdV9rFhoonJ1H9w2O+Pacx1dcKzULCjdRzMXfkI3XdDV3GODUACSYPg7kJ1TpaTb1IRarIAsyM1MyFRtAEAwQNdPAHGyqPBoXaOqwVb1cblheVW1dYZdS9wVtWLKpY6JFI76cMqgsvq4aBmOWGx3DcKsHScZ06+zo8+XnRahv6/dreqbowZHR7Ta+RUNyAKSxQlHaTjlCZECAEBExafoDc1TvFesdq/IRBw4fC8DbxsvKGpdS27Yn/txynRQOKtTG2qfe8ixic3HG6IthhNqdZGNv7CbaEnOz06n3yz61JVZTwCA8BKJRoMd0K6pqaH8/Hyqrq6mvLw8CgMyA/aUmTWMW18gLzKHak9q1hrwGTK3GSsCysz0Yiv4ccp0kOCv4pu9O9Kyz74mP/PUzYNERAUAEG5k12+kfnyGshirWdDz7UpbsuK9Em+cJoOsdLj+9GIh6yKrdC25EbaXmTKdlYbdWQ92oPe7SDGT2lRSgG+V7xH/wmIfgHCC1I+PMDNgj0VAvPcKz5E51Sb6724KNe67tBfNWWLc7TK6bxFdWNK+VXTHi04MmU6nE5L+L8CfmGlfl4k6AgDCAYSKjzAzYE/J4cd7r0wcVSr+zkPv3izf26IeQTmQs7h55aMvNWtcYhcMfn41I7pEFznCPj3x2J18bPa1ZNvXtVKAmLQMQDiBUPERZgbsaaEIF77859i+mgKDFwQ+qMcvRmoLhhMusnaBfXriYbF684VdbTvxyr6WTDTEbNQRABB8IFRs4HTxqJkBezLoCQyt+UJ+Ndhys9MJtIRbiOeNH0xDT+87Cz7c7UqXFQ95LGybaeq3YyXqCAAINhAqFnEjR260GDttQa81X8iPZ6LKlGm1KBAwR2Zaiu48p5suOJOGlxY2X1c+d9nPfNKlpcK1eH9Nne5+fMfwEtP7mhNRRwBAsECbhIudOVYXYzOdNnZxs1PHabQ6ndj1VstIDLTGaOgk29jHdtAonzuLaD3478/cNpgmXdZbuBC7sR87HXUEAPgf+KiYhA/gIx5fqhl+VvMXMQs6Gsyn3P5nUyX9+OVTvjLAPvPvHqo6DJM/d3YE5iLtgpwMOnSsXrgDF+Vnt4rGubEfK78/o6ijnd8fAMBf6zdSPyZJRI48SCkZL1CrvSnIzfBse/yKkiLLyUilY/UtRyXYSZ2kpESob3G+4T7pxn6slwLEpGUAwgmEikkSlSN3utPGbddYr7H7ebNZHKdEAh1ejCM/J51G9+kkJj+bJT51YjY6Er+/XT2g2LH9LWiF4AAAe0CoJEGOPBlSSXY/7zCaxR0+dtK0SIkv2GbBMXfpdtVJ2lq+Jby/zXh7C1XWxIiIvCyace2p/c0J0YyoIwDJA4SKzztz7JIs5lgy3wsX3HLHi5Fzb7ISnzo5JTg2a35ear4l/BiephwPixa+/YcXl4hiXSdEsx/8fQAA7oOunwB05lidc2JkjsXw38MwI0X5XrTeCd8+64b+tGLKpaJQdPZ3BlKbTOj0WFhgK8JVEbhGoi62Jov3oymvb9S9/7PLdzreLQcACDc4UgcwRy6byoE5lvZZ+FNlW+loXQMlM0ox6veH9xARESV1IjMAMh5Ov6z+/IBIN5kFjrIAAD0gVCziVY7cTConmcyxlMVVi9iFkHlhRQUFkfzsNKo+7ozA0hLWMgMg4+H9f8X2KsvbkoyiGQAgB4SKDRKdIzc75ySIhb9WkY0erd5xQLTXHj5u/szfD4zo1ZEWbtznqm29GeEaW5O1YvvXlrfLymsDAJID1KgECDOpnNgCU60YD9/exUeFv4lY4Ca8vE5Mlg4qqz6vEk68ZlG+a7atN3IhNiNceZ+7qt+pyOKQEvuiPQyiGQDgLBAqAcJsKscvhb+JQHaB40jK8z5J++Rmppp+zMHakzT+om6a4lNPUMh+14rANUJ5Jv48x/9pNf387x8LczkrhEk0AwCcBUIlQFhJ5WjOx4np8AgDRtGjRNEmM5WevHEgtc9NN1yU10+/nF66awhNvOQsum5QsfRrdOuQKzV7J5aCnPTm+hwjWMxMH3tK4OoRn4LkIYRmHXDDKJoBAM6CGpUk8HBJBnOsWGt1r+BP879uHCg+78/214hWXL3oRkZaiphSzBeuP1q+rUrM0DFi5jub6dHr+4t5Nvydvr/ta5r3zx26jzl07KSpQlUrIwmsNrnDURYAoAeESoCwM+ckGcyxlOjRlNc2JrxYtkNuBs0c16/Zg0RLpGjB388j4/pJDVbk9A+bp901vAeN7ltEvTq3dbxQ1e2i1omX9KLSzm1CKZoBAM6C1E/ASJZUjlX4/c+7dbCrr5GbkUJ3jejeIr1zoLaeZi7cQos2nHJzNULNaG/MgC7CuVWW507XhnCExelCVbeLWof3KjQs6gUAAAYRlQCSDKkcOwzt2UE3RWaXu0f2pKeWbFf1spGJiJCOZ8jUMX2pf3E7mrhgvfT2cIRFDytjHfi+PJ8ndl6PE/htxAQAwP8gohJQlFROMp6VGo0PkOl2soJSBLvgw926Ywnsplc6tDXffqzgVHcX35e7i6y8Ps9UiiRBpxkAbo9BAadARAUECtnxAXpjDq4d2IX+eLqGJL7OR7muVQN084XdVCcJW0ErvWKnPqRNVhodOdHgSKFqj8Ic04/hz+zb551BednpNP+DXS1mBaFoFoDkmWjvJBAqIDCYnQStlyI7r1uB5qwmRutvdQ1NjrwXPc8QO/UhsSKFa2jYidbqgc/sdnCQhE8KuXaG4dTR5NG9heBxMz3JZ6JIg4KgkCwT7Z0kEo1GAx1vqqmpofz8fKqurqa8vDyvNwe4BC9GIx5fqunMq9Q+cMuu7CKlt8Bp/Y1DtFzAapdnbhusKaKM3qssyqcQf+CTXdiV7dCr9WExxOlHtdlJWq/vJDgzBcl+HEuG9RsRFeBbYhfUqiN1jk+C1mvZ1vqbkZdN8+I9sJheXfsl1dY1tjJem3VDf/H/8Qes2AVWaUO3cxahNv/JzMIu0w7PLdUzF34i/fpOgjNTEDQw0d4aKKYFvoQXIV7IOXpx34JyzcUw0f4feoW6sV04L6z8QoiU9rkZdFW/zsI35KUfDKGPpl0m7sMLafwBS1lg+b0rNTZm3GeNDnzKwq73umbb4QtyM03Nn0rUgE6tFnAAvCSZJto7CSIqwHdonSn7ZaidVqGuGodq6+m9Tfvp6dvOEN4hZiZgq9XYHKqto2lvbTJsSY6nsvo4/fZ/PpOevB3/frXSVNyx4MWBF2emIIgk00R7J4FQAb5CbyH3kz9H7OLNIoAjPmr29/EiQHaBnb14qxA2/H7iF9q6xihNfqXc1PbyttlZ2LVSYV4deHFmCpJpDEqyg9QP8BVGC7kaXvlzKIt3UX627oyeWBEgu3DOXbZdpL04/RWfkuFuGrPeL+3bZLqysBsNg3RrKjLOTEEQSaaJ9k4CoQJ8hZUzYK/HB8i6typpE1PPrVI/YnZSNB/4ZMWN2e3z6sDrlUACwC4Yg2IepH6Ar5BdKNkfpLBtpue+GSwgpr25Ueq+yraasfdXqx/R68aJJbabh1NqboWc9cz13GoTtjOgEwCvwRgUc8BHBfgKI+8OP/kMsEjhKcZGxG+zUizMmPnxzb97aIs6EbVW4/Y56TSkZ3s6q2NbcV+ee6R8Tlqv65TfiRfGa/BRASD86zeECvAdbi+oTsCL8vDHlkqlfSIq26y2wBrx1M2DhLmaljioqDp22rZee9EO48IOZ1oAggmECgg0fl9QzTjUso38faNLNRfYFdu/prnLdpiOqMi0dKuJOyzsAAA/AGdaENocrh8WWjNFv1rD/ZSuId7+19btsVw/YsabRalxgbcIACAoQKgAz9ESHmoLql8iLWa6Y4zua7cwFOZnAIAwA6ECPMWM8PDTbBcWU9zya1SjUpSXKdVJY6dzBuZnAIAwA6ECPMOM8DCb3nAbfo0Z1/Y17PqZce250ttjtWUR5mcA+A8/pKjDAoQK8ASzwsOP6Q0WFs/cNpimvL6RDh9rOXunXU46PXZDf9MRHiv1I7DlBsBf+CVFHRZ84Uw7b9486tGjB2VlZdGQIUPogw8+8HqTgMuYER5upjdYMHEHDw/X43/NTtvlg87aaZeJycg8IXniJWfRS3cNEbcl6oAEW24A/IOVKeXA5xGVV155he6//3565plnhEiZM2cOXXHFFfTZZ59Rp06dvN484BKLt1SaEh5m0xsyYVeZsx6Z5+HrPECQL17hhTssAKAlfktRhwXPhcqTTz5Jd999N915553iOguWhQsX0vPPP09TpkzxevOASz/mN8v3mhIesumN87sX0FNl2+iFFTvp8PGTusZnRvUxTJDCt7DlBsBb/JiiDgOeCpX6+npau3YtTZ06tfm2lJQUGj16NK1atUr1MXV1deISaxgD/IlWNIJv05s2rNA+N725rkKmhffagV3ookfLWtWL0OmDAxe+ck0JL+ZGZz1TX99Ih1Sex4sOIzPAIwUA70AHXgiFSlVVFTU2NlLnzp1b3M7XP/30U9XHzJo1ix566KEEbWHy4HSFul5apa6hSeo5rh90RottYIExaXTvVtESjqSwSHl2+U7D5+TC17ZZ6YZnPWoiRS18yyCCAQBg0IEX0tSPWTj6wjUtsRGVrl27erpNQcfpCnWttIoS1Zh0aS+p5yluly2KXPlHfai2jmYu/KTFNrbLTqc7h/ege7/Vi775xDKp5+Roy99Wf0F2UMK3c5dupwUf7gpMaggA4C5OduChvdknQqWwsJBSU1Np//79LW7n60VFp85W48nMzBQX4AxOm6jpFZMpPLVku2jfrT52UvN+/HtkYaJH9fGTNKdsm/j5mxnu97/bviYnmF22NXCpIQCANWQL6+24TCugvdlH7ckZGRl0/vnn05IlS5pva2pqEteHDRvm5aYlBUYV6gz/3UzLrlExmfLcHNlQ0ihqyLykcpfnV3xOZjha1yjqX9w4N7H6uQEA/AsLhxGPLxWDSO9bUC7+5etqrcZKBx5HTmLh6zInMLLtzY02rRWChOepH07j3H777XTBBRfQRRddJNqTa2trm7uAQLAq1M0UiXFUJSsttYUNPZ9omPm98V2rjzeQWbj+5fkVFaYfJ7tNqOwHIHmjzjIdeGoRGkamvbmpiSPOyRNx8Vyo3HTTTfT111/Tgw8+SJWVlTRo0CB67733WhXYgmBUqJspEuOoykt3DaaUlIh4jaojp+pQEsHovkWilXni/PWmhFF8OFcPVPYDkLy+KHodeIs27KVpb22ig7UtLRRuvrCr1Mnjj19el1RpZ184006cOJG++OIL0Xa8Zs0aYfwGglmhrhSTyVJVWyd+zOMGnUGFbd2vPeJDCW8fb2dBbqYpkaKEbyePLjX9uSVTmBaAZHXQlvmdz1q0hX788voWIoVOP89sUXNnjWiI086eR1SAd7gxI0YpJjMa1he7mCsh0G37j5CbxBezyUY82Bq/tHObFuHZBR/ulv7cUBgHQDCIT8cYTUdX4PvL/M4XbdgnZaNglWhI084QKkmMUxXq8fCP8v/ccp5uWkVZzA/V1ouiNDNdO1aJt5OXjRSxNX78j17vc+PrV/U7lZ8+cKSOJi5Yn1RhWgCCiJrQ4KJ7GSqqjtGcsq2algwchWUbBU73JIKvQpZ2jkSj0UDHiNhHJT8/n6qrqykvL8/rzQkkbp3x89mDWi5VkT33XFxCf1y+U7rmwwrTx54jUkpaxWwskowiI+//cpSqWFP73MwUAxs9PwDA24JZI/hX2zmPU9YRw+hLQU66ppGk08y/e2ggIiqy6zciKsC1GTFjBnShZ1LUB+WxgODCWTdFCh8Y7hheovk+7EaUYj+3si2V9NyKCtMdS2EM0wIQJGS8nxitY8T4i7pJ1ZY4IVLys9MoOz2N9tc4l64PAhAqwNUZMVoiSMZvxS5RCaMmo6nDvO1cFKcl4Pj/+bb7Xy23vJ1hC9MCECRkj0UFuRktZpQVmRwJ4gTVxxvo+8N7ijSTk+l6vwOhAjwRQbKL86g+HWnZZ1+TlQQltz/PXbpNFL7qpbW0xNTiLZWt6mc4Z/3IuH40ZkBxswBasb3KlujC3A8AvEP2WMRR4KL87FYnLXwik0iqj9frnlyFseYNQgV4MltCdnFe+qk9u3u1kKxaIWu8mNLKWXNLIbcWXla+hzbtqbEdFVJapQEA3sCFsDJwNIU9n+KPjUbdk07z/IoK8Zpc2yZzvA7DzCAU0wJbBbVa7opaPwzl/lx4NvOdza28BGIx61JrBr1CVqXINhGdSM+g6wcAT+DfOQ8WVZvZZXQsij82mi3GjUTIUpRY7dilJ0T8bo0gu35DqADNH5myfGu10Kr9CNgWX0m7xP8wmPj723V/daM6nkO5PMvDTfg4Mnf8eSKFBABILHzsmvH2ZqqsqbP1PNx2PHFUqRAG/JxTXttAhy2M9LB67Ko+Xq8pRBgrx/VEgq4f4KpFtJa4iRUoChwSlTWAo9NnC2P6FYkuGrdZsf3rVmciiShunTt+sOiKAgAEoxVZK7U8/4PdNOPaU8LAytwxq5RtqRRpIK0ZRPk56Zas//0IhEqSY2UwoWw7X+xz6ME/k/a5GTTtdLGa0hUkK1TsRGDmLtvR6kzEyeLW+G3j1+CiPO4gYJvtoOaMAQgiZo9dMnAaW08YuMUb5Xs0hYjWSWNQrREgVJIcK4MJnW4t5h/Ngdp6IVKUHw0v3rmZqVRb1yj1eCdQzkTm3TJYdPfo1c/I8tfvX0RpqSnNURt24k2mqacA+Am3bBGiBsLAaTrkZohjpl2CYo3gi6GEIFiDCd3aufnMRBnotXrHAUrjirMEoggeFhIPX3OuI8958Fh989BFzidPeHldqwOlIpA4JA0AcI74IYGys3v8zsCu+Y48T1CsERBRSXKsDCZ0a+c26gJKBEpItEPbLLpmQBH9Y0OlredTPis74+IBAImd3eN3ltq0bQiagy0iKkmOYiPPxC+PWk6Hirhxejn1WqTEwlGjOTcPbu5isgI/NrZd28y4eACA/YLZ+N+cn44xXhIlopsv7EpBAUIlZKFNvm4WxUaeFXYsfF2thS1W3IQVjoTw+3zshv6WBRnnrNnd1motEADA3dk9yczssm3CLyoIKWekfgKMk2Y+sTbyldXHhQtj+zaZlJ+dIX748ekIvu+k0aX0x+WfU229ccFr0DhwWjAoIm7G21tM57dj0zlWaoEAAMbEG541NUWlCmY54hk7KLBddlrCPFD8QqWKS7cfgVAJmReAnR2PxQgXfP72fz7TFT9qAilsTFxQThv3VtPUMafe96g+nWnwzMV0tE7+QBabzpGx2YadPgDmUDsW5WfJLWutos8JLt6PFUg819DMscUpglIfh9RPADEqzGT472bTQFp53X2nDdt+9mo5/ePjvar3CSPPLt9JizacCouu/eKQ5QOJks7hnLDeN3LtwC6+PVAA4De0jlfVJ+R+pzVx90tke7ES0Zk8ujd98J+X0YhS77xMogGoj0NEJUlM2pzI6/593R5xSSZ+8doGuqJfka3aER56JjM76I/Ld9LAMwuEGVyQB4gB4DZ8vJry+saEGqzZQfkFTxrdm3oU5jT/tv9n0z4aOqvMF0W+X/m4Pg5CJYA4UZjZKq8blcvrJhscRVn9+QHLtSNtMlNpTtlWqQMq32fi/HW6w88AAERzl25LeATEbvRk1g39W/yOZy3aIqK2bpESIXri2wPo8PGTNHPhJ4Guj4NQCSB2CzNVhwlmh8NfQIvrBxXTG+V7LT2Wu6kmX9bb0ih3Hvlp5v7x2bqgFLsBkCj4JOuFBMwBc5LMtBRRA6LAKWU3RYpyLCkuyKHrBrenP7+/05RXlt9AjUoAMfIxiegUZmrldVl1h5n/uKCrZe+XrftrRPRp+lh1vxk97HZE2ak5AiCM8G8xaMcrntKs1IDw73jaW5sS8rpfHTlhySvLb0CoBBCrO54bA7mCwoU92mt+Zkb8vy1f0fg/rRbW+vdcXCJqSGTTPslS7AZAUGopcjJSPfFQUbabf8ds/5AIOp2Oqpv1yvIbSP0EFGXHi0/hFOnUNLg1kCsIzFu2XaRv1D4zWTh0yuHa7HQ5fT+ytJDe3bSfkqHYDYBEYbeWgtMwx+obbU1dt7PdifgdR1TSObFeWUEr1odQCTBmdzzZH0heVlqr1j2zpKdG6GSjf2I3zy7fQT065IgJzf/6+SWi3Zg/j4qqWuHQKIPybo6fbJK6/21DelD57mrTdS1BLHYDIFHIeBLpwSZvk0eX0vMrdlJ1ggze2mSmNYsG2d8xC6rcjDQx2NQMelF1vi7bCeonIFQCjpkdT/YHkpZqPyPoJ5HCnDjZRJNf/bhFJw1PNGbOLmpLM97eLPLITsGvMfSsDuJ1uCbI6OyNjydaJShBKHYDINGpb5nflRY1x08mTKQwaaktZ6VxF5BR19Ls7wwUzuC3PrfG1GvpRdWDCmpUkgjZYYJ6+VP/BwmNUQzs2LyOO3rqGprodzcOopd+MIS+N6y77eePxJzNKCm6fIPhhneN6CEeF9RiNwASiVbNhex05AUf7aZEwqLETI0Z19Fc0a8LVdXKnTzlZqbS7JsG0fy7h9L7vxwVKpHCIKKSRNg9E+GU0FM3DaI7//IRhYGfzF/f4jqLuJsuONPWc+akp9IPv9mzRSsi/z9HbLTg7+KdDZU075bBomBXtuYIgGRGLfV9fvcC+uYTy3RbcXMz0zyxq+cZas1dSwbRFK6h4fvJRsHvGXkWXX/eqQixk8T7bXlV0wKhkmRoFeHymYiROyLXrWz/utbW67fPzUhYxbtZ+POYs2S7rec4drJR1Lws+HB3s8AQgx510kpKVw93E/HZkB8ODAAENfWtdzLG1082ytWYOQ2brmVnpIoIrgx8DLh6QLFhPQ6nkSaO6kV+HnprFwiVJCFeGccWlPJ1ngw8+ZVyw+fZfeiYre2YPvYcUdDKrzfznc2+sI52g1ijNjMHpqAWuwHg95MxBdnfo9Mcqq0XxwS20ZeBj8syUfDHbujv+MmMG0Nv7QChkgRoOdHeObxEKHHeyblWQ4bu7XNsbQuLFGUh5jZf3ukZu6W3/DP9wcge9Pe1e1qMbncDmbSZ8vdfvbGRnvrOeVLPi64eAJxNC7HVvmxXX6ImFS/4cBcV5WXS/po6KafYKzWEl1vRDaOht15MW4ZQCTG8w81dup1ml21t9Td2duTbX1i5Uyhy3umMQoy8T3bMzdTtUDHiwJE66TOfePgnwaHTEycbW7w+b8/dI0vovG4F9I+PT007dgsOs2alpYqIkAwcMbrv1XLxuOpjJwNrYQ1AEOEUrJ9Q0rz/MfgMMeA1/qQnvnheiYTXNTTRf904UNyZC2zdTAu7MfTWLhAqIY6iyLTcclEXd8A8c9vg5hCjFiwOfvqqcXpIj4kL1lNKSoTGDOgifoTcfveLK/vQwaN1on5l18Fj4gxI7QccPV1kpjZP59TcDHdnZyif10t3DRbv4dl/bad/bq0yfExsTY7RgQkA4Ax+NrhkkcInL0xsYW1s8bxejcgwFwWCE0NvnQZCJYRo5Rf14B8EF3Jy50n8BF+nmfDyOrrrix60cFOl6o+QRVP8D7RT2ww6Wt9ItXUqQoUSC5/RsBmTjEhRYAnCByZ+XKx4RFcPAO7gdydnjrAyk0f3ph6FOS2iJF7WiHSyOfTWDSBUQobVeT4sCma8vYnystJdFSkMP/2fVaaf7ov5EcZ2v1RUHaO/rKpQFSleUJibST/7+ynzODPvmWtn2KslJRJBVw8ALuP3mi/lMMs1K3y8U44DXteIXGTg/OtFqhqGbyHDTrjzv1fvonn/3EFewj+Mqa9vFP/P4U2OQMwp2+qblmYRro2cElVW+OpInXhf7IrL/0KkAOAcvMhzY8Bb5XuoKRqlzm3lBoh6CR9LuOjXSo2IG/hx2jIiKiHD7+FOGTjywD/ciaNKfTftmT0YvpIspFWDW7K52wmpHgCcNSBTq+mIBOQ8gOvyeJQHHxf8UCNypYWht24CoRIy/B7ulOWFFRV0QY/2rhXD5WenUd+iPFpl8qyE009VR61Hd7gLyAsfAgCCjl5xaVNTlH78ckunaaXQPigo6Ry/1Ij4adoyhErIkB145Xe4fVrW28UsXLzG/jHvbNhrWqiIbTtWb2t6K3ngQwBAkNErLuWuxaBETvRQ0jl+qhFJ9YkBJWpUQsbiLZWBFykKX9p0wY2Hf/zcUXTf6FJxvSrG08UMfFDUyuHK4HaOGYAwYVRcGrTIiYw7td9qRLwGEZUQ/qD1KMhJpx9/6yz6zaJPye+8Wb5XiAI7B6FJl5ZSScfcVq1/siZzagzrWUjDSws13SKvPLczvbDyi6SoJwIgmf1QnEZJ5/itRsRrIFSS7AfNhap9i/PFghqEH79VkcLpL3bcjf9BW/GYiX/eoadDoVo5XL4uI1TCUk8EgjuVNggkg6BXS+dYqRFpDOl+BaGShD/oqqN1zS60IYmYtiiS/f7wns0zjJzwmInlzm/0MMzh+inHDPyHn6bSBoFkEPRRjXSOmRqR90K8X6FGJUSYqRZXQou8I3vF5NGlzTbSzjxfb1o3/XJRg6J2FiEbQv6PwWdS57aZmm2EIx5fKg4KWiDHDLRQInrx+6HiOKq3XyUrivD3+6/Fy+17L+T7FYRKiDhUWycG9GnBf+oSN5WTHRFfumsI/ejinpSemrifGguUe7/VSwz4M0ObzDTKz07XLJLVW/xlI04jexfSyqmXCuGjhsyPXxGCHDmJha+jNTmcBmP8L1+3UxTKf9d7jmRET/j7Cf5t3/mN7pYeq7jNrthWJbUvJdt+hdRPSOBFc8LL6w3TGvFn8twlNOX1jQnvFOIt+HDnQekpxApH6xqEsOKhgGbzsLIRp237j9DK7VX04kr1IYdRyRZjP/kQAOcxG2r341TaoGB20noiaJedThMuOYsK22RSUX42Haqtp2lvnXLVNovy3d/63Jrm24rysmjGter7UmwtCncvhn2/glAJATK1F7w2zh1/6kxe2clZpDyvMnMnEXBR76rP5Yf6xQ8FZAt6sxjVjijMXbZDXIyQ+fH7xYcAOIuVoXF+cBwNMrHCn09w2OWZDRS99Hri7kk+plw7sAv9cflOR2v++D0qk+2vjNmXrHYtBnm/QuonBMjUXnDUryA3Q+zkXGMx/k+rPRMpzdvUlNjiOjdCyGYjQiD4WA21+8VxNMgowv/6886gG88/k/wAi9NnHRYpsUx9fWPzvqRVixL2/QpCJQTIKuWyLZWWd3I3+OvqCtPFtLE1NlbQqh2xysGj1kzjQHCxOjTOqCg0voYMaMML9ysffUl+IJqA6PPqzw9Y7loMw36F1E8IkFXKb5TvsfSj4lwshzmd5mhdIx9yTD3GiW6Z2BDyiu1VNHfZdsvP1T7X/9NZgbNYTeEoET0+WeA9OGqhGyysPhlm4aGlQXPg5maFk43WZM2qHQcoJRIxfZIZli5DCJUQIOPbwQvqgVprw/Tm3TJYFK9yRObVtbvpyAlz4kIP3jZlNpFsjY2TIWS7eVsuogPJhZ0Ujh3H0TD7ZJiBxRoPLQ0aVkXKKaKWjlVhcbKFUAkBMmdqA7vm09JPvzb93EV5mcKJVSm8dTrMGT0d2px0aS+as0Q7sjF3/Hk0ZoDzPzY7edugh1OBNewa+lnpBrNSvBtW+HNzI8IbC3+/3Tvk0OrP/TGPa1jPQnGyKMP0sedQYdvMUEXcUKMSEvR8OzgiUr672tLzPnj1ueJfu46uRpR0bCOq21kYxcLX+fYxA4p9ZSYVCUE4FVjDCUM/JaLH3Wv8r1G6J+w+GX7pXvnesO40/+6hYrFPlEgxmvzc7vTYDtkapzuGl0jtV0ECEZUQoTd75qDFtM/MhVto21dHpXKj7XPSqTEaperjDaZfpzA3kz764iAdPxnfCmT8Q7OTt9eLRmmRjOF20JJEDo2D/0riuleu6tdFHD+4M9IsuRmpVFvf6Pg8s8du6N98PJOtcQpbLROESshQ8+2wcwbCoeXZZVul7jv96r6UnZEqev9l4Z9Ofk46TZi/TrU4bn+Nfmjbiby9jJlUh9wMGjeoWAjBoP/ogTXiD/68LyTC0A/+Ky3hz5gjrZU1znbc8dfGc9BeXLHTdNHqVf2K6OzObWnOkm2WXvvSPh1p896aFu+J3+OMa89tcRyTEchhrGWCUAkgZtWynTOQqMnCUt4WpThW9vn17qu8/oy3N7dygXUybx8fjeIID50+cIXhjATYw8uDfxj9V+yc8XO93IkGcyZMmWkp1BSN6ha0cubsJ/PXkxXe3VQpLlZZv7uanrppEK0RLe1RUZPC6R61z+RKnRqnsNYyRaJRo8CTv6mpqaH8/Hyqrq6mvLw8CjtWDph8UOBQppEjqx1YnKyddpn48bCZnJn8rOweyLN3eJ4PU9/QRENnlWk6UyoFjTzLCAID2EHr4K/sVW4f/I1+v0Hb1+2IPq3vImxYEcGNp/cTrWiQH/cT2fUbxbQBYtGGfSKtYnZCpkzxn10iFsPPZmQyp6D4PfJl6KwluvbZSt6ew7jJUmQInMcPhaxhmsZtZ8qvVcOzIGJl6vEHFo0IgwCESkBYtGEvTZyvXvshc8DU6wrSmhJsBm4x5h+A2+FntpNmsSZbHDxz4SfiLCPoY86BN1g5+JuZqCxLGKZx2xV9MqNCwoIVEfxViGuZUKMSAHiR/fHL+rlTmcp/rdwms+DDXbZTQ/ycVw8olhr8Z0cQmSXo+VngHWYP/mbTGmZqNYI+jVtW9M1e/BkN79Wx1XsL4gJrh9iocKGEL0oYa5kUIFQCchYii9GPWWuar17bm6zg4B9AbLuvX4iefh/8OcYX5IJwYaVIU+8xZg7+ZgsZrdRqBHkat6zQUKaXx38WQVxgnWDmwk+k9g+7RoR+Bqkfn2M23Gn1x6wXWv4/tww2NUyt+bnizNu8JMj5WSBH7GTw+xaUi3+N0n5Gj1EO/nqwpjlw5IRhWuM/39hEb6z7UqSDuN7Maq1GUDF7bIr/LGTMGcN+DlKps3+EqZYpHggVn2Mm3OnEZGGuCGdnxqduHiT+5etsXW/mB8BnqPnZGfRtn4xhjyXZwsfJgpUiTZnH8D597UD9dCGXEExcUG6Y1uBZW5Nf/ViIIa43SzanWbMu0PGfhdFCzBeeB/bSD4aIdmQ/w74rVoga7B9hqGVSA6mfEJ2FOKGW1ULLivD4/vAeYgJzbLdNvBOnWjjbT1RU1Xq9CSDBRZpqaT/ZxzQ1RemPy3c6vs16GsSs02xQXEituEDHfxYyhmf8eWSnp1KdSa+VRPKvrebnrsnuH0GvZVIDQsXnGOUd3ZgsHIua8OBJzNepuLQGweNg/ge7aOKo0kD/aIF9i3nZx0x7a5Nn+7NM9C9oLqQyLtBGn4XRQpyIoYV2OWbBat/M/hHkWiY1/B0fA7rhTrcnC2uFxg/V1osx69XH66XOUBMBb8bV/Y0/A7aoRp1KuLDSlin7GD2vHq+jqXY8SbwkNsU88ZJelj6L+KGOjNISvmK79WhFkOiURMXFiKgEAK2zEDfPnMyG0732OOBQeo/CXKn7ok4lXFhpy3TzIG+mU44sdmdYSXf5CUVo8Ht8bd2XtjpV/J5udppIgLt3AhlR6dGjB0UikRaXxx57zMtN8i1aha5uhXdlQ+OrdxywtPjzkD+ueWGzOaUQzj5yy0MynYkkA0ZFmvFdabKP4X1UFuU1uEOuc571/Uu2OyMsLqR2O1XYCFPNrdsq+dn+PnePBLx7J7Cpn4cffpj27dvXfPnJT37i9Sb5lvhwp5s7qqzwmPDyqRCz7OLPoV4WWR/852h68JpzxewetSp1K7Adf/vcdM2/qy1YIPhYWexkHjNzXD9TXSr8fJyC/d2NA03NurLSnREmF1KrnSrc4j3R4hBBNSaPLqV10y93xKnbKVIs7B+NLjgje43n8rFt27ZUVGStVQu4h6zw4KI1zofPu+U8KbOhyZf1biWw4ovjuDNndtk20yH0ef/cofm3ZD0TSRZkukHUOmTm3TKYZi7UfszHXx6iZw26fuJTsFW1ddLb/dSNA6ljfrbp7oywuZCa7VQ55dbtnKkkNwhwkb3i0u0lWekpNOuGAVSUl0Xndy+gtV8ckt4/glZcHYjpyZz6OXHiBJ08eZK6detGt9xyC02ePJnS0rT1U11dnbjETl/s2rVr0kxPThRmJi4rImT62L4iwkIq7raMmT5+p/POYfixArLVqqt1EJ8+9hwqyM1s9Ri+P6cVtBjVpyPdPfKsVosHn8XKThDnqeOP3dDf9H4p8/ssyEmnj6ZdFhphrny3ldXHhVur7LwvGTgNzRFeM9+dWyjborVfF+ZmioNq1dG6Vvurl1O+3Zye7GlE5ac//SkNHjyY2rdvTytXrqSpU6eK9M+TTz6p+ZhZs2bRQw89lNDtTEbMWOEr+fCC3Ayps1qrZ1iHauvEAUpGvEROnyVNG3sOFeVnB95HAMgR35aphMHLtlTScysqWt2f96UJL68X+y2nVGMfN+X1jbqvtW7XYXHGGy+MZCwFFA4fOynE0DMmFxHl96knpHgu1uItlb5bnKzgdsEsH2v8kipTtkX2vXc5fZLIkcGgFlcnPKIyZcoUevzxx3Xv88knn1CfPn1a3f7888/TD3/4Qzp69ChlZqrbryOiklj4RzLltY1SvgRc5MsHezcNqJTn5hZEngdiBNfDhMlPALizuPHBnovTlf10xbYquvW5NYaP46hF7KBMJXLHmPEUin992d/C+Y8sFmJHL9Jp9nn9htv+TO2y02nerYNpaM8O4tjiZUQlfj+Qee8REylyvx0PPYuoPPDAA3THHXfo3qdnz56qtw8ZMoQaGhqooqKCzj77bNX7sIDREjHAefhsrG1WOt365zXS+XA3zYaU5w5TMSHwfnE7NbV3Kw3vVSiE9arPqyxN894XM4CQL1Nf3yg18duME62CMDbTeW5Zh1s/O9smwp+JT8L4+MaF+OMGFrcSn4kkfhSJzHuPmnj+oB4PHRcqHTt2FBcrlJeXU0pKCnXq1MnpzQI24DMNv03lDFsxIfB+cZu7bLu48L4+qGs7y6/Pr8uvz2fGb67fS+9trnR0EVGExbuShm56z+v34stE+jOxud8LK78gr7hreI8WnzlbPzj93jsF9HjoWY3KqlWraM2aNXTJJZeIzh++zoW0t912GxUUFHi1WcDkjA6vumnCPNIceLu48T71brWcuNCCX3/u0u3SIoUpbJPpSq2G1uKkFXVSnG39UHzpRgTAriGfWxS3yxYtxafq8erpV2/o10iZIejHQ8+ECqdvFixYQDNmzBA1JyUlJUKo3H///V5tEnCg/TOZxRPwB3YXt2iMx4mdCr5n/7Xd2gs7lM7SW5yC4mzrRgTAjyKFP2JuFHCCSAiPh54JFe72Wb3a2zYwYA6/TeX0m3gC/kC0bzqA3TaDYyfNTe+N91+Jb0md8bZ8OstocbIyyNELzHRQBRm7nmyRZouIc1p1RobheOi54RsIFn6byuk38QS8haMOvKA76WmxaGMlVdacSGj0wG47rtHiFJRidL3IaRiwG7WLF6X8fV/Rr0vojocQKiDw+E08gfC0sbIIvrRPZ6lWZavEp2jsvI/vDetOV/XrYrg4+b0YvbWD8HnSHkpBwglzkKI4URrG4yGECgAg8LjRxpqTnkpN0SiVfWKvsFYGJUVj9310b58jFnde5PXEip+L0bUdhPtSfna6cL+W8XUKM7+6qg91zs8yFTHxcxu6ERAqAIDA40Yb67GTjcJfI35wIDkshsb0L6JRfTrbfh+RuIJMvTZjr4vRtRZNvU4kFihck/bYt/s3O2aHLRUky7nF+TS8tFD6/n5vQ/f99GQAALALz3+RdSE1i1M1BLFD52LF0N/X7aE+09+lWYu22KoJid9Opc2YFyknpxbbhbeH5xSxA+x9C8rFv3x90Ya9up1IFNOJdM/FJa0EJGuqYQFtvzXL39ZUSE9FVsRfvAA22j/8hKdDCRNpwQsACCd8oP3VG5ukhtS99IMhlBKJiBk4z6+oSGiBJhfmfn3kBP1jg3YqqVfHXNr+da1jryljo5/IlIDe4DzZ72Hy6FKaU7ZNM2WVn5NO1cdOhj7aUpSXSTOuPVdXUCrDK7WidF6PWQjEUEIAALCDbOGpckBml2Wl2JAXZDcH3cW//rubKsVZrB5OihTZNuNEFV8aebfI8sKKCsdm3wSZypo6Q2O+oLShGwGhAgAIJGYLT+NrLmJb29mO/q+r3LNPVxYEr/C6zdjJOiK9Qlr+nHlOT5vMNDpa10DJwEOn02FMfGQsKG3oRkCoAAACiezCx8PmHr2+v2ZRqXImaVWojO3fhZZ99hUdq28kv+KHGS9OLIbtctJ1BzEqJItIicaMa1jw4a5WxbI3X9gtMPuHHiimBQAEkrItcm3D06/Wz+PHtutaydKv23WI7h5ZQn6li09mvDixGN4xrIcj2xI2ZpdtVS2WnVO2VYg7rf064qP9Qw8IFQBAINM+b5TvkbpvUZ7xAsmRFfbpsFLbwAvCU0u2iwXBj/hlxosdMahwYQ/7z5EsRONqduI/syDNAIJQAYFfsFbtOCCmjvK/si17IPhpn4O1ximADrkZUmeLXJQ7c6E1631lEahv8Ffqh9ee/3PLeb7xyVC8WxiryyLPQ7L7HMlE9HTNDndKJboN3UlQowICS9BNjID79Q7jBhUbni06Yb3Pjz1Wb24IodvMHT+Yxgzw1+9Aa5Ao1xHJCE9OH3FNkZ3ncAP2xjlhcghlIulRmCtakOFMC0AC0XOwNGrZA8FHtt6B5/Qk2nrfa/wu1tUGiZ7fvYC++cQyaUt/q8/B/3HDOcwrkTKkRwGtqThkeD/+fII8AwipHxA4ZPwY+O9IA4UX2XqHB/7vx7rOm25Y7yeayOkU1+zvDKT5dw8VZ85+FSkKyqI5btAZ4t+MtBTNlE58LYWS7n1nw15x+9UDiqWf4wcj/Fv0bIULTtfsUMCLZY2AUAGBw4yJEQgnsvUO+2tO0I/+to4e/sdm1Romv/tHyMDv6EBtPRXlZ4sFOyjh/Fj4e8nPzhDuvQW56Zq1FFr2+4oY5fvMu2UwFeRmtHoOvp1nKvU/IzwO5t/oVUjXDtQXpUEoljUCqR8QOMJiYgScqXeY8fZm4dKphiJL2C6fL/FpEb/5R9ipswjq/q5Wa9Y+N4OuG1Qs0jsyAwuVdC/DRdGx4xT4M716QJG4PejRs1jY1K76WD39cflO0oJnIvk9uiYDhAoIHLKLi98WIeA8fBBum5UuphzLEF/DxIsgz0zREjpukZmWQn/+3gU0pGcHWvvFIek6i7Dt71ri41BtvbDKV0SKUbqX4wVTX98oOlziYeH3p/+toLAx64b+Ylq21n7Cn8nbH++jX1x5TuAjKkj9gNDVJ4QlLwvkqDoqLzKUgzpHYVZsrxJ1DiN6FVKiqWtoonW7Dou6Cq1aDTOwh0tTUzRQdVlmas1k0r1qIiWs/PDiEipsk5k0KXAIFRCq+oQgmRgBZzAbSeADOEdQOArDdQ5/XydnHOc0z72/Q1VYKHUWbbPkA95sK3/rc2vowt8sppka9ThBrjXzQ1qrc9tMrzeBOI3F3jhTx/RNqhQ4hAoIdH1CkE2MgH8cT72g5kQjrd5xoJVhoWI+d+SE+Xk1nOZ4bkVFqyJTP2JmofVDWmv/kcSmB9VEyiPj+tGYAcVJlwJHjQoILGpeCkEyMQLORti41kGxCw8KE15e12IasOzQPRn87ikku4BWHakTaS0usOXaFb9/v27tg4dqT9KEl9fT0ymR5voqFuiy3jNBJhKNumF/kzhqamooPz+fqqurKS8vPG1nAAD73SPJjrJYsbeK3wQ8R4846qNXOMyb7PMMVgsmj+5NpZ1y6ccvr0/I9/ne6WJkJvZjUr5pv4pUs+s3Uj8AgFDAB2Q+gLPp2V3DnZmyGzndoeMnuG1XFj8XVMp44SRCpLB3C+8ztw/rbluk3De6VKRmuI7EDVkYjfs+kyUFjtQPACA0KI6nfLmwpL3tCEv0dIeOnzizIMf0Y/xaUKk1+8cokhJxwAq/TWYq/deNA8U2cHRny95qW89Xffzf3i0sVu6oOEQvrHSnLfqrmO8zGVLgECoAgFASfwAvzM0UlvrsVhugbEIrWIS9tu5LU14rfi6ojP+euCaF/UH0cKJg4elbz6eRvTs6ljJ8q3wv/efYf3cbXn5ukWtCpTC3ZQdSkOf4yOCvmCYAALg0U2Z4aSHNuNbYdt9p+Mz9sr6d6KIeBbaeR/EHGtqzg7TXSlA8hWK/p8IEtAEX5KQLs72nyraKEQtO1DXxGIPYFJtS7OoGH1b4L5XnJhAqAICkQSun7waR0xdOLzxz2wW0+9Bx28+p+AMp78NoIF3sY4JCIqI/37ngTLr4t8todtk211IySg2OG5/8i6sqfO+T4yRI/QAAkgorqQYrFMXMFWKPFDtn7e2y0+mxb/dvURwZ+z4Wb6mkN8v3tphxE/v6QcKo7ZZh3cXpH7223Oljz6GH3/mEKmv+/bnz8/IQP56PE02AyFIE5ZTXNzrWds7wc/H3HuZ0TywQKgCApCM2p89npn9+f6el+TpaXSSxw/ScKGadd+tgGq5i9R9bPMz1EWEoqNTzxVHezd0jS4TY0Pq7ItCu6NelxWeizFJyWqQo4oifn0Vp7HfA29HURPTjl0+1ETtF2ZZKCBUAAEgGnDKM406UeePPa3YOdSKdoSyAXJdiRJgKKrW6gWKjROd1K9D9u9pnYjeypQdHajidFBvBKcrLogevPseViN0rH+2mX8UU74YZCBUAQNKjtTByquDqAUX05/+tMBQwnIooiOnGUIbpKR1HvGhZ6TgKWo2JUxi13VppyzUT2eJnyctOo+rj+qMMlHTSs8t3tvobixa3zN+O1jXS6s8PqEbawgaECgAgcMSKAKfSHHoLX0MjSbWaKguhWssr2+OzSDETtRk74NQ2JStGUSKzUSQzkS3+jhoa1b+pNplpoiCXvxtO91z0aBl5waodECoAAOA71ERAF4cKR7UWPllPDF4IFVvz+CWu+nQxZb6JeT7vbNhHH1UcEm3VQSuKDWqhLtMuO40OH2+g2vpG1b8frWsQz8X7yortVY4WypojSskA2pMBAIFBEQHxdQbKAD63pgUbTWhW/Er47JpFlNryoURTstJS6KUfDKGJl/SSem1OH7j53pIJGdv++y4tpax043P4GW9vFpE9jmp4xbCeLaMpyvbETuMOAxAqAIBAwAddPRHA8N/dODjrLXCxnSZrvzikW6zJW1ZZU0cpkQiVdm5jahvcem/JhpaXTvvcdDEjKi8rrUVBrBb8PZ4yeHP2O+FW9Lk3DxLF2UZcGGPkx0KWhzyO/9Nqum9BufiXr4dB4EKoAAACAS8KRiLAzQF8MgPgZIs1lRqYMAwXTDRORA1iB1hyO3n73Aw6WHuSnltRYapDh7/H+KiGFt8efIZ0K3qHtllSYwKe/ucOTyONiQI1KgCAQGBGBLiFUaeJrPhQHidTLxGE4YJBrE/i74wHCb6wwrijS4vCNpmidZwLpfXqVPjvs24YIOpZOBJj1Ir+zoa9Uq8/u2wrlXZqQzMX6qcb+TPj/Tao3WOIqAAAAoEZEZCouTT8b+zBX7aWRRE3sjN7Ej1c0I+1Dk5HDfRSibI88Gq5cAV+7Ib+uvfjv2ekpdCMa89tHq2gN+7AzPc8/a1NnkYaEwGECgAgEJgRAV4hW8sS6wUi0kl5+oP4Evne/Fjr4EZ9klEqUYb9NXVCJDHPqHyPfJ1vV6I9MulDswMND8SMTQhrNA6pHwBAaKzV/WCOJuOqGn9/DsvPXbpdhPLjSeR702qtVqIWsYupX+uTZH1VnFi4Y1MrXPOipAW5GPfg0TpR+5KfnSEElBmjOmVf58nOTpGoaJwbQKgAAAKDWRHgFWZdU/n2+0aX0tlFbTx7b0ZRCy9rHdyoT5JduG8b0o3+tmaXtEjiupffvvepbh2NjFEd33fy6FKpCc/csXSo9qTukEYvI412gVABAAQKK9bpXmC0GKm563r53tyIWvi5PsmomDl20KCeUFGorD7ueERq4qhSmv/Bbs126dhJ0RNeXu/rSKMdIFQAAIEj6AP4jLpXvHhvfuiqsisqzEQNZFOJnLqRgduam6JRRyNSfL8Z157aRtLZRhFpTIn4PtJoFRTTAgBAAvGr54VfuqqcKFKWRaa41aiIW+Fgbb1ui7LV7psrJQtwY71hnrp5kPiXrwddpDCRaFTGVsa/1NTUUH5+PlVXV1NeXp7XmwMAALrpHu6g0UqxKJEBXmASHapXts0oauHFtrk958loyKVWSscKLCK4td3pbQzz+o3UDwAAJAg/14EEoavKrRoeo1SiEtX41RsbhYOtHaxGpFIDnu60A4QKAAAkCD/XgQSlq8qrBZvf+/GTTTT5lXJLjw9D941XQKgAAECC8HMdSNC6qrygKM/a92I1IhXGdI8VIFQAACDA3StukMxpBrvfH8/1yUxLaTHTx0pEyq16nCCCYloAAEggSmEmadSBeOX+Cpz7/uxGpLSKdyMh20dk128IFQAASDA4W/YOJ9Ipbn5/fu4Mcxp0/QAAgE9BHYg3OCUw3Pz+/NwZ5hUQKgAA4AGoA0ksTtvbu/X9+b0zzAvgTAsAACDUGA1cZPjvfD+vCUJnWKKBUAEAABBqzKRTvMbIsj9yOl3ldWdYIoFQAQAAEGqClE5xa65RkIFQAQAAEGqClk6RHUSYLKCYFgAAQKgJitFeLOgM+zcQKgAAAEJNEAYuqoHOsFMg9QMAACD0IJ0SXBBRAQAAkBQgnRJMIFQAAAAkDUinBA+kfgAAAADgWyBUAAAAAOBbIFQAAAAA4FsgVAAAAADgWyBUAAAAAJB8QuU3v/kNfeMb36CcnBxq166d6n127dpFY8eOFffp1KkT/fznP6eGhga3NgkAAAAAAcO19uT6+nq68cYbadiwYfTcc8+1+ntjY6MQKUVFRbRy5Urat28ffe9736P09HR69NFH3dosAAAAAASISDQaVRt94BgvvvgiTZo0iQ4fPtzi9nfffZeuvvpq2rt3L3Xu3Fnc9swzz9Avf/lL+vrrrykjI0Pq+Wtqaig/P5+qq6spLy/PlfcAAAAAAGeRXb89q1FZtWoV9e/fv1mkMFdccYXY8M2bN2s+rq6uTtwn9gIAAACAcOKZM21lZWULkcIo1/lvWsyaNYseeuihVrdDsAAAAADBQVm3jRI7poTKlClT6PHHH9e9zyeffEJ9+vQht5g6dSrdf//9zdf37NlDffv2pa5du7r2mgAAAABwhyNHjogUkCNC5YEHHqA77rhD9z49e/aUei4uov3ggw9a3LZ///7mv2mRmZkpLgpt2rSh3bt3U9u2bSkSiSSVEmVxxu8dtTnege/BH+B78B58B/6gJkDfA0dSWKQUFxfr3s+UUOnYsaO4OAF3A3EL81dffSVak5nFixeLD5YjJLKkpKTQmWeeSckKf15+3xmTAXwP/gDfg/fgO/AHeQH5HvQiKa7XqLBHysGDB8W/3IpcXl4ubu/Vq5eIglx++eVCkHz3u9+l3/72t6IuZdq0aTRhwoQWERMAAAAAJC+uCZUHH3yQ/vKXvzRfP++888S/y5Yto29961uUmppK77zzDt17770iupKbm0u33347Pfzww25tEgAAAAACRpqb/il80aN79+60aNEitzYh1HDU6de//jWiTx6D78Ef4HvwHnwH/iAzhN+D64ZvAAAAAABWwVBCAAAAAPgWCBUAAAAA+BYIFQAAAAD4FggVAAAAAPgWCJUAwkZ53/jGNygnJ4fatWuneh/2rxk7dqy4Dxvq/fznP6eGhoaEb2sy0aNHD+GOHHt57LHHvN6s0DNv3jzx2WdlZdGQIUNaOV4Dd5kxY0ar/d7NMSrgFMuXL6drrrlGuLryZ/7mm29SLNwnwzYhXbp0oezsbBo9ejRt27aNggiESgCpr6+nG2+8UXjQqMEGeyxS+H4rV64UfjbcKs47LXAX9gHat29f8+UnP/mJ15sUal555RUx+4vbMdetW0cDBw4UU9jZ8RokjnPPPbfFfv/+++97vUmhp7a2VuzvLNTVYCPV3//+9/TMM8/QmjVrhFcZ/zZOnDhBgYPbk0EweeGFF6L5+fmtbl+0aFE0JSUlWllZ2Xzb008/Hc3Ly4vW1dUleCuTh+7du0dnz57t9WYkFRdddFF0woQJzdcbGxujxcXF0VmzZnm6XcnEr3/96+jAgQO93oykhoiib7zxRvP1pqamaFFRUfSJJ55ovu3w4cPRzMzM6Pz586NBAxGVELJq1Srq378/de7cufk2VtI8rGrz5s2eblvY4VRPhw4dhBPzE088gXSbi3DEcO3atSKkHTv7i6/zbwAkDk4pcAqCh9LeeuutIvUMvGPnzp1iLE3sb4Nn6nBqNIi/DdecaYF38A4aK1IY5Tr/DbjDT3/6Uxo8eDC1b99epNymTp0qwuBPPvmk15sWSqqqqkSaU21f//TTTz3brmSDFz9OLZ999tlif3/ooYdo5MiRtGnTJjHVHiSeytPHebXfRhDXAERUfMKUKVNaFaTFX3Dw9ff3wrUSPMdqwIAB9KMf/Yh+97vf0R/+8Aeqq6vz+m0A4BpXXXWVqJnj/Z4jtzwW5fDhw/Tqq696vWkgJCCi4hMeeOABuuOOO3Tvw2FVGYqKilp1Puzfv7/5byAx3wufaXLqp6KiQpxtAmcpLCwUw02VfVuBr2M/9w7uROzduzdt377d601JWopO7//8W+CuHwW+PmjQIAoaECo+oWPHjuLiBDyNmluYufOBW5OZxYsXU15eHvXt29eR10gW7Hwv5eXlomZC+Q6As2RkZND5559PS5Ysoeuuu07c1tTUJK5PnDjR681LWo4ePUo7duyg7373u15vStJSUlIixAr/FhRhwjWK3P2j1S3qZyBUAggXqh08eFD8yzl6XhCZXr16UZs2bejyyy8XgoQPFNyixjnJadOm0YQJE0I1UdNPcIEaHwQuueQSkZfn65MnT6bbbruNCgoKvN680MLptttvv50uuOACuuiii2jOnDmibfPOO+/0etOShp/97GfCz6N79+60d+9e0SrOka7x48d7vWmhF4TbY6JWXEDLawHXyHXr1o0mTZpEjzzyCJWWlgrhMn36dFHwrIj6QOF12xEwz+233y7a0eIvy5Yta75PRUVF9KqrropmZ2dHCwsLow888ED05MmTnm53mFm7dm10yJAhol08Kysres4550QfffTR6IkTJ7zetNDzhz/8IdqtW7doRkaGaFdevXq115uUVNx0003RLl26iM//jDPOENe3b9/u9WaFnmXLlqmuA7w+KC3K06dPj3bu3Fm0JV966aXRzz77LBpEIvwfr8USAAAAAIAa6PoBAAAAgG+BUAEAAACAb4FQAQAAAIBvgVABAAAAgG+BUAEAAACAb4FQAQAAAIBvgVABAAAAgG+BUAEAAACAb4FQAQAAAIBvgVABAAAAgG+BUAEAAACAb4FQAQAAAAD5lf8Pr1czHPipyjkAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0], dataset[1])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Как видно из диаграммы рассеяния, данные представляют собой 6 кластеров. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Подготовим данные"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Поскольку кластеризация - обучение без учителя, где нет заранее известных ответов, деление на обучающую и тестовую выборки не требуется"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Посмотрим на работу KMeans"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Центры кластеров:\n",
+ "[[ 3.8836347 9.74621748]\n",
+ " [ 1.84048147 -6.02866513]\n",
+ " [-3.73842456 2.87161471]\n",
+ " [ 8.09870521 -4.35008804]\n",
+ " [-6.99449023 -2.33619104]\n",
+ " [-9.43371626 4.56758048]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "model = KMeans(n_clusters=6)\n",
+ "labels = model.fit_predict(dataset)\n",
+ "\n",
+ "print(\"Центры кластеров:\")\n",
+ "print(model.cluster_centers_)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=model.labels_)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Оценим работу"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Т. к. мне было несколько лень вручную размечать датасет на кластеры, можно оценить работу модели визуально. Как видно из диаграммы выше, алгоритм прекрасно справился со своей задачей на заданном наборе данных."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Вывод:\n",
+ "Как видно из диаграммы рассеяния, KMeans хорошо подходит для данного набора данных."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Другой алгоритм кластеризации"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Попробуем DBSCAN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.cluster import DBSCAN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "clustering = DBSCAN(eps=1.5, min_samples=5)\n",
+ "labels = clustering.fit_predict(dataset)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=labels)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Результат не очень хороший, 3 кластера слева объединились в один. Попробуем подогнать радиус поиска eps"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "clustering = DBSCAN(eps=0.5, min_samples=5)\n",
+ "labels = clustering.fit_predict(dataset)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=labels)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Получилось 9 кластеров и множество нераспознанных точек (самые темные по периметру кластеров) - слишком маленький радиус"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "clustering = DBSCAN(eps=0.8, min_samples=5)\n",
+ "labels = clustering.fit_predict(dataset)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=labels)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Неплохой результат. Видны 6 кластеров и всего лишь 29 выбросов (из 1000 елементов)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Оценим работу"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "С DBCSCAN пришлось подольше поработать, чем с KMeans, чтобы настроить параметры под данный датасет, и результат оказался менее удовлетворительным."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Вывод:\n",
+ "Как видно из диаграмм рассеяния, метод KMeans лучше работает с предоставленными данными. Данному алгоритму достаточно просто указать количество желаемых кластеров и он самостоятельно их найдет. Правда, возможны проблемы пересекаюшимися кластерами, ведь очень трудно понять, к какому кластеру отнести объект посередине, но в моем случае такого не было. DBSCAN, наверное, справился бы лучше с такой задачей, но в данной показал себя не очень перспективно."
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.10.11"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}