From 0d59492b9f05fe706a8161b858e0744d79154587 Mon Sep 17 00:00:00 2001 From: bekodeg Date: Tue, 24 Dec 2024 23:37:00 +0400 Subject: [PATCH] Lab_5 --- Lab_5/lab5.ipynb | 389 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 389 insertions(+) create mode 100644 Lab_5/lab5.ipynb diff --git a/Lab_5/lab5.ipynb b/Lab_5/lab5.ipynb new file mode 100644 index 0000000..a04d3f5 --- /dev/null +++ b/Lab_5/lab5.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# Бизнес-цели:\n", + "\n", + "Классификация: Предсказать вероятность инсульта на основе данных пациента." + ], + "id": "2ad9ed4c50755332" + }, + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-12-24T19:29:26.262589Z", + "start_time": "2024-12-24T19:29:26.246360Z" + } + }, + "source": [ + "# Импорт необходимых библиотек\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.cluster import KMeans, AgglomerativeClustering\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.metrics import silhouette_score\n", + "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", + "from sklearn.compose import ColumnTransformer\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\"healthcare-dataset-stroke-data.csv\")\n", + "print(df.columns)\n", + "print(df)\n", + "df = df.drop(['gender', 'ever_married', 'heart_disease'], axis=1)\n", + "\n", + "# Обработка пропущенных значений\n", + "df[\"bmi\"] = df[\"bmi\"].fillna(df[\"bmi\"].median())\n", + "\n", + "# Удаление столбца 'id' и целевой переменной 'stroke'\n", + "X = df.drop(['id', 'stroke'], axis=1)\n", + "\n", + "# Преобразование категориальных переменных\n", + "categorical_features = ['work_type', 'Residence_type', 'smoking_status']\n", + "numerical_features = ['age', 'hypertension', 'avg_glucose_level', 'bmi']" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n", + " 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n", + " 'smoking_status', 'stroke'],\n", + " dtype='object')\n", + " id gender age hypertension heart_disease ever_married \\\n", + "0 9046 Male 67.0 0 1 Yes \n", + "1 51676 Female 61.0 0 0 Yes \n", + "2 31112 Male 80.0 0 1 Yes \n", + "3 60182 Female 49.0 0 0 Yes \n", + "4 1665 Female 79.0 1 0 Yes \n", + "... ... ... ... ... ... ... \n", + "5105 18234 Female 80.0 1 0 Yes \n", + "5106 44873 Female 81.0 0 0 Yes \n", + "5107 19723 Female 35.0 0 0 Yes \n", + "5108 37544 Male 51.0 0 0 Yes \n", + "5109 44679 Female 44.0 0 0 Yes \n", + "\n", + " work_type Residence_type avg_glucose_level bmi smoking_status \\\n", + "0 Private Urban 228.69 36.6 formerly smoked \n", + "1 Self-employed Rural 202.21 NaN never smoked \n", + "2 Private Rural 105.92 32.5 never smoked \n", + "3 Private Urban 171.23 34.4 smokes \n", + "4 Self-employed Rural 174.12 24.0 never smoked \n", + "... ... ... ... ... ... \n", + "5105 Private Urban 83.75 NaN never smoked \n", + "5106 Self-employed Urban 125.20 40.0 never smoked \n", + "5107 Self-employed Rural 82.99 30.6 never smoked \n", + "5108 Private Rural 166.29 25.6 formerly smoked \n", + "5109 Govt_job Urban 85.28 26.2 Unknown \n", + "\n", + " stroke \n", + "0 1 \n", + "1 1 \n", + "2 1 \n", + "3 1 \n", + "4 1 \n", + "... ... \n", + "5105 0 \n", + "5106 0 \n", + "5107 0 \n", + "5108 0 \n", + "5109 0 \n", + "\n", + "[5110 rows x 12 columns]\n" + ] + } + ], + "execution_count": 13 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:26.498330Z", + "start_time": "2024-12-24T19:29:26.337254Z" + } + }, + "cell_type": "code", + "source": [ + "# Создание ColumnTransformer для обработки данных\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('num', StandardScaler(), numerical_features),\n", + " ('cat', OneHotEncoder(), categorical_features)\n", + " ])\n", + "\n", + "# Преобразование данных\n", + "X_scaled = preprocessor.fit_transform(X)\n", + "\n", + "# Понижение размерности с помощью PCA\n", + "pca = PCA(n_components=2)\n", + "X_pca = pca.fit_transform(X_scaled)\n", + "\n", + "# Визуализация данных после PCA\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(X_pca[:, 0], X_pca[:, 1], alpha=0.5)\n", + "plt.title('Данные после PCA')\n", + "plt.xlabel('PC1')\n", + "plt.ylabel('PC2')\n", + "plt.show()" + ], + "id": "dd008dbe6af34ca4", + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 14 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:26.685881Z", + "start_time": "2024-12-24T19:29:26.513644Z" + } + }, + "cell_type": "code", + "source": [ + "# Определение оптимального количества кластеров с помощью метода локтя\n", + "inertia = []\n", + "for k in range(1, 11):\n", + " kmeans = KMeans(n_clusters=k, random_state=42)\n", + " kmeans.fit(X_scaled)\n", + " inertia.append(kmeans.inertia_)\n", + "\n", + "# Визуализация метода локтя\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(range(1, 11), inertia, marker='o')\n", + "plt.title('Метод локтя')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Инерция')\n", + "plt.show()" + ], + "id": "df93661e1340ff3", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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W//p46wWXe+vOdnSM8K38AuyIxQIBAV5Vdq7F/qjn5qOem5P6bj7V3fPT+6sI+xg0K+VEh/kQ5Oly3mWCvVyJDvOppopEREREai8FYjvk6GBhdGyT8y4zqmdjUz6PWERERKSyKRDbqdimAbx8c6uzXimOCvU21SPXRERERKqSXbyYQ84utmkAVzf2Jy4pm4zcQvKKSnjh+71sSznB4eN51PdzN7pEERERkRpPV4jtnKODhY4RvvRuGUS/diF0a1SXUivM33jY6NJEREREagUF4hpmcJf6AKzYeZTUE/kXWFpERERELkSBuIZpG+pNpwgfSkqtLPztiNHliIiIiNR4CsQ10AN/XiX+bFsqmSf1cg4RERGRy6FAXAN1ru9LmxAvCopL+WBzktHliIiIiNRoCsQ1kMVisV0lXhqfzIn8IoMrEhEREam5FIhrqO6N6tI0sA4nC0v4eEuy0eWIiIiI1FgKxDWUxWJhUEwEAIt/T+JUYYnBFYmIiIjUTArENdg1zQKp7+dOdn4xy7amGF2OiIiISI2kQFyDOTpYuL9z2VXihb8doaC41OCKRERERGoeBeIa7oZWQQR7uZJ5spDlO1KNLkdERESkxlEgruGcHR0Y2CkcgAUbEyku0VViERERkYuhQFwL3NK2HnU9nEk+UcC3u9ONLkdERESkRlEgrgXcnB0Z0LHsKvF7Gw9TarUaXJGIiIhIzaFAXEvcFhWCl6sTB4/lsXpvhtHliIiIiNQYCsS1hKerE3e2DwVg3oZErLpKLCIiIlIhCsS1yN0dwnB3dmDP0Vx+PXjc6HJEREREagQF4lrE192ZW9v9eZV4/WFdJRYRERGpAAXiWuafncJwdrQQn3yC349kG12OiIiIiN1TIK5lAjxdublNPQDe25BocDUiIiIi9k+BuBYa2DkcRwusP3ScHak5RpcjIiIiYtcUiGuhMB93rm8ZBMB7Gw4bXI2IiIiIfVMgrqXuj6mPBfhxXyb7Mk4aXY6IiIiI3VIgrqUi/T3o2TQAgPkbNZZYRERE5FwUiGuxwV3qA/Dd7qMcycozuBoRERER+6RAXIs1D/bkykg/Sq26SiwiIiJyLgrEtdzpq8TLd6SRllNgcDUiIiIi9keBuJaLCvOhfbgPxaVWFv12xOhyREREROyOArEJDO4SAcCyrSkcP1VocDUiIiIi9kWB2AS6NPCjZbAnBcWlfPh7ktHliIiIiNgVBWITsFgstrHEH29JJie/2OCKREREROyHArFJ/KOJP438PThZWMIn8clGlyMiIiJiNxSITcLBYmHQn2OJP9icRF5RicEViYiIiNgHBWITubZ5EGE+bmTlFfHp1hSjyxERERGxCwrEJuLkYOH+mLKrxAt/O0JhcanBFYmIiIgYT4HYZG5sFUyQpwvpuYWs2JlmdDkiIiIihlMgNhkXJwfu7RQOlL3OubjUanBFIiIiIsZSIDah/u1C8HV3Jik7n+/3HDW6HBERERFDKRCbkLuzIwM6hgEwb0MipVZdJRYRERHzUiA2qTuiQ6nj4siBzFP8vC/T6HJEREREDGNoIE5LS2PEiBHExMTQvXt3Jk2aREFBAU8//TTNmzc/4+u+++6zrdupU6cz5p88eRKAgoICxo0bR6dOnejWrRtz584tt9/ExEQGDRpEdHQ0ffr0Ye3atdV63PbA09WJO9uHAjB3w2GsukosIiIiJuVk1I6tVisjRozA29ubRYsWkZ2dzbhx43BwcGD8+PGMHj3atmxSUhIDBw60BeK0tDRycnJYuXIlbm5utuU8PDwAmDx5Mtu3b2f+/PkkJyfz1FNPERoayvXXX4/VamXo0KE0a9aMpUuXsnLlSoYNG8ZXX31FaGho9Z4Eg93TIYwPNyexKy2XDYeO07VhXaNLEhEREal2hgXi/fv3ExcXxy+//EJAQAAAI0aM4OWXX+app57Cy8vLtuzTTz/N9ddfT69evQBISEggMDCQiIiIM7Z76tQplixZwjvvvEPr1q1p3bo1e/fuZdGiRVx//fWsX7+exMREFi9ejIeHB40bN2bdunUsXbqU4cOHV8/B2wk/Dxf6twvhw9+TmLshUYFYRERETMmwIROBgYG8++67tjB8Wm5ubrnv161bx6ZNmxg1apRt2r59+4iMjDzrdnfv3k1xcTHt27e3TevYsSPx8fGUlpYSHx9Pq1atbFeTT8+Pi4urhKOqef7ZKRwnBwtbjmQTdyTb6HJEREREqp1hV4i9vb3p3r277fvS0lIWLlxI165dyy03e/Zs+vfvT0hIiG1aQkICeXl5DBw4kAMHDtCyZUvGjRtHZGQk6enp+Pn54eLiYls+ICCAgoICsrKySE9PJygoqNw+/P39SU1NvehjsFguehW7E+ztyk1tgvl0ayrzNh5mekRbo0sq5/Q5rg3nWipGPTcf9dyc1Hfzqe6eX8x+DAvEfzdlyhR27tzJJ598YpuWmJjI+vXrGT9+fLll9+/fT3Z2NqNGjcLT05N33nmHQYMGsWLFCvLy8sqFYcD2fWFh4TnnFxYWXnTN/v5eF16oBni8dws+35bKrweOk1pQSpswH6NLOkNtOddSceq5+ajn5qS+m4899twuAvGUKVOYP38+r776Ks2aNbNN//bbb2nZsiVNmjQpt/ycOXMoKiqiTp06AEydOpWrr76a1atX4+rqeka4Pf29m5sbrq6uZGVlnTH/rzfnVVRmZg614eEMdYDeLYL4etdRXvlmN5NvaWV0STYWS9kHp7aca7kw9dx81HNzUt/Np7p7fnp/FWF4IJ44cSIffvghU6ZMoXfv3uXmrVmzhmuuueaMdVxcXMpd5XV1dSU8PJy0tDQ6dOjA8ePHKS4uxsmp7PDS09Nxc3PD29ub4OBg9u3bV257GRkZZwyjqAirlVrzIb4/JoKvdx1l9d4M9mecItLf48IrVaPadK6lYtRz81HPzUl9Nx977LmhzyGeMWMGixcv5pVXXuHGG28sN89qtbJt2zY6dOhwxvRevXqxbNky27RTp05x6NAhGjVqRMuWLXFycip3k9zmzZtp27YtDg4OREVFsWPHDvLz88vNj4qKqpqDrCEaB9ShRxN/rMD8jYeNLkdERESk2hgWiBMSEpg1axYPPfQQHTt2JD093fYFZc8ePnny5BnDJSwWCz169OCNN95gw4YN7N27lyeffJJ69epx9dVX4+7uTr9+/ZgwYQJbt25l5cqVzJ071/YM45iYGEJCQhg7dix79+5l9uzZbN26ldtvv73az4G9eaBLfQC+2XWUpOw8g6sRERERqR6GDZn44YcfKCkp4c033+TNN98sN2/Pnj1kZpa9TtjH58wbvMaMGYOTkxOjR48mNzeXrl27Mnv2bBwdHQEYO3YsEyZM4P7778fT05Phw4dz3XXXAeDo6MisWbMYP348t956Kw0aNGDmzJmmeynH2bSq50XXBn6sP3Sc9zcd4eleTY0uSURERKTKWax6Z+8ly8iofTcC/H4ki0c+2oqzo4UvHowhwNPV0HosFggI8KqV51rOTj03H/XcnNR386nunp/eX0UYOoZY7E/7MB+iQr0pKrGy8Lcko8sRERERqXIKxFKOxWLhga5lY4mXbU0mK6/I4IpEREREqpYCsZzhyoZ+tAjyJK+olMW/6yqxiIiI1G4KxHIGi8XCA10iAPh4SzK5BcUGVyQiIiJSdRSI5ax6NA2gYV13cgqKWRqfYnQ5IiIiIlVGgVjOysFiYVBM2VjiDzYfIb+oxOCKRERERKqGArGcU+8WgYR6u3LsVBGfb0s1uhwRERGRKqFALOfk5OjAfTFlY4nf/+0IRSWlBlckIiIiUvkUiOW8+rauR0AdF9JyCvh651GjyxERERGpdArEcl6uTg7c2ykcgPmbEikp1euEREREpHZRIJYLurVdCD5uThw+nscPf6QbXY6IiIhIpVIglgvycHHk7g5hAMzbkIhVL50XERGRWkSBWCrkzvah1HFxZF/GSdbsP2Z0OSIiIiKVRoFYKsTbzZnbokIBmLfhsK4Si4iISK2hQCwVNqBjGK5ODmxPyWHT4SyjyxERERGpFArEUmH+dVzo17YeAPM2JhpcjYiIiEjlUCCWi/LPTuE4Olj47XAW25JPGF2OiIiIyGVTIJaLUs/bjRtbBQEwd8Nhg6sRERERuXwKxHLR7o+pj4MF1u4/xh9Hc40uR0REROSyKBDLRavv506vZoEAvKexxCIiIlLDKRDLJRnUJQKAlXvSOXTslMHViIiIiFw6BWK5JE0DPeneqC5WYL6uEouIiEgNpkAsl2xw1/oAfLXrKCkn8g2uRkREROTSKBDLJWsT4k3n+r6UlFpZuOmI0eWIiIiIXBIFYrksg7uUXSX+fHsqmScLDa5GRERE5OIpEMtl6RjhQ9sQLwqKS/lgs64Si4iISM2jQCyXxWKx8MCfV4k/iUshO6/I4IpERERELo4CsVy2bo3q0jSwDqeKSvg4LtnockREREQuigKxXLa/XiX+6PckThWWGFyRiIiISMUpEEuliG0aQH0/d7Lzi1kar6vEIiIiUnMoEEulcHSwcH9M2dvrFm1OoqC41OCKRERERCpGgVgqTZ+WQdTzciXzZCFfbE81uhwRERGRClEglkrj5OjAwM5lV4nf35RIcYmuEouIiIj9UyCWSnVzm2DqejiTcqKAb3YfNbocERERkQtSIJZK5ebsyL0dwwF4b0MiJaVWgysSEREROT8FYql0t0WH4O3mxKHjeazem2F0OSIiIiLnpUAsla6OixN3tQ8FYN6Gw1itukosIiIi9kuBWKrEXe3DcHd24I/0k/x64LjR5YiIiIickwKxVAkfd2duiyq7SjxXV4lFRETEjikQS5W5t2MYLo4Wtiaf4Pcj2UaXIyIiInJWCsRSZQI8Xbm5TT2gbCyxiIiIiD1SIJYqdV9MBI4OFjYcymJHao7R5YiIiIicQYFYqlSItxvXtwwCYN56XSUWERER+6NALFVuUEwEFuCnhEz2pZ80uhwRERGRcgwNxGlpaYwYMYKYmBi6d+/OpEmTKCgoAOD555+nefPm5b4WLlxoW3f58uX06tWLqKgohg4dyrFjx2zzrFYrU6dOpWvXrsTExDB58mRKS0tt848fP87w4cNp3749sbGxfP7559V30CbUsK4H1zQLAOC9jbpKLCIiIvbFsEBstVoZMWIEeXl5LFq0iFdffZXVq1fz2muvAZCQkMDo0aNZu3at7eu2224DYOvWrYwfP55hw4bx0UcfceLECcaOHWvb9rx581i+fDkzZsxg+vTpfPnll8ybN882f+zYseTk5PDRRx/x6KOP8swzz7B169ZqPX6zGdSlPgDf70kn8XiewdWIiIiI/I9hgXj//v3ExcUxadIkmjZtSqdOnRgxYgTLly8HygJxq1atCAwMtH25u7sDsHDhQm644Qb69etHixYtmDx5Mj/99BOJiYkALFiwgBEjRtCpUye6du3KE088waJFiwA4fPgwq1ev5vnnn6dZs2bccccd3HzzzXzwwQfGnAiTaB7kyVWRdSm1wvxNiUaXIyIiImJjWCAODAzk3XffJSAgoNz03NxccnNzSUtLo2HDhmddNz4+nk6dOtm+DwkJITQ0lPj4eNLS0khJSaFz5862+R07diQpKYmjR48SHx9PSEgI4eHh5eZv2bKlcg9QzvBAlwgAVuxII/VEvsHViIiIiJRxMmrH3t7edO/e3fZ9aWkpCxcupGvXriQkJGCxWHjrrbf4+eef8fX15YEHHqB///4AHD16lKCgoHLb8/f3JzU1lfT0dIBy80+H7tPzz7ZuWlraRR+DxXLRq5hadLgPHSN82JyYzQebkxgd2/iC65w+xzrX5qGem496bk7qu/lUd88vZj+GBeK/mzJlCjt37uSTTz5hx44dWCwWGjVqxD//+U82bdrEv//9bzw9Pbn22mvJz8/HxcWl3PouLi4UFhaSn59v+/6v8wAKCwvJy8s757oXy9/f66LXMbuR17Xgn3M28Om2FEb3aUmAp2uF1tO5Nh/13HzUc3NS383HHntuF4F4ypQpzJ8/n1dffZVmzZrRtGlTevbsia+vLwAtWrTg4MGDfPjhh1x77bW4urqeEWALCwtxd3cvF35dXV1tfwZwd3c/57pubm4XXXdmZg5W60WvZmrNfV1oVc+Lnak5zPx+D0O7R553eYul7IOjc20e6rn5qOfmpL6bT3X3/PT+KsLwQDxx4kQ+/PBDpkyZQu/evQGwWCy2MHxao0aNWL9+PQDBwcFkZGSUm5+RkUFgYCDBwcEApKen28YJnx5GcXr+uda9WFYr+hBfNAuDu0TwxOc7+XhLMgM7ReDlduH/DXWuzUc9Nx/13JzUd/Oxx54b+hziGTNmsHjxYl555RVuvPFG2/TXX3+dQYMGlVt29+7dNGrUCICoqCg2b95sm5eSkkJKSgpRUVEEBwcTGhpabv7mzZsJDQ0lKCiI6OhokpKSSE1NLTc/Ojq6ag5SztC9sT+NAzw4WVjCkrhko8sRERERkzMsECckJDBr1iweeughOnbsSHp6uu2rZ8+ebNq0iTlz5nD48GE++OADPvvsMwYPHgzAPffcw+eff86SJUvYvXs3Tz75JD169CAiIsI2f+rUqWzYsIENGzYwbdo07rvvPgAiIiLo1q0bY8aMYffu3SxZsoTly5dz7733GnUqTMfBYuGBmLLnEn+w+Qh5RSUGVyQiIiJmZrFajbloPXv2bKZNm3bWeXv27GHlypVMnz6dgwcPEhYWxsiRI7nuuutsyyxbtozp06eTnZ3NVVddxcSJE/Hz8wOgpKSEyZMns2zZMhwdHbn99tsZPXo0lj9vN8zMzGT8+PH8+uuvBAYGMnLkSPr27XvRx5CRoXFPl6q41Mod8zZxJCufkT0aMaBj+FmXs1ggIMBL59pE1HPzUc/NSX03n+ru+en9VWhZowJxbaAP8eX5bGsKL3y/l0BPFz4bEoOL05m/sNAPTPNRz81HPTcn9d187DkQGzqGWMztxtbBBHm6kJ5byPKdF/8caBEREZHKoEAshnF2dGBg57Jx3ws2JlJcqksEIiIiUv0UiMVQ/drWw8/dmaTsfL7bfdTockRERMSEFIjFUG7OjtzTMQyA9zYmUqqBZCIiIlLNFIjFcHdEh+Lp6siBzFP8tC/T6HJERETEZBSIxXCerk7c2b7sKvG8DYfRg09ERESkOikQi124p30Ybk4O7ErLZf2h40aXIyIiIiaiQCx2wdfDmVujQgCYt/6wwdWIiIiImSgQi934Z6dwnB0tbEk6wZYj2UaXIyIiIiahQCx2I9DTlZta1wPKxhKLiIiIVAcFYrErAzuH42iBdQePsystx+hyRERExAQUiMWuhPu6c12LIADmrj/Mb4ez+Dwuid8OZ1GiN9mJiIhIFXAyugCRvxvUJYKvdx3lx32Z/PiX5xIHebowOrYJsU0DDKxOREREahtdIRa7c/BY3lmnH80t5KkvdrJqb0Y1VyQiIiK1mQKx2JWSUivTVu077zKvrE7Q8AkRERGpNArEYlfikrI5mlt43mXScgqIS9Jj2URERKRyKBCLXcm4QBi+2OVERERELkSBWOxKgKdLpS4nIiIiciEKxGJXosN8CLpA2A32ciU6zKeaKhIREZHaToFY7Iqjg4XRsU3Ou8yono1xdLBUU0UiIiJS2ykQi92JbRrAyze3OuuV4qsb++s5xCIiIlKp9GIOsUuxTQO4urE/cUnZFDg4sOdIFrPWHuSXA8c4eOwUDet6GF2iiIiI1BK6Qix2y9HBQqf6vtwSHcYDXSK4KrIuxaVWpq1KwGrVc4hFRESkcigQS41gsVgY3bMxzo4W1h86Xu6VziIiIiKXQ4FYaowIP3cGdgoH4NUfE8gvKjG4IhEREakNFIilRnmgS33qebmScqKA9zYmGl2OiIiI1AIKxFKjuDk7MrJHIwDe35TIkaw8gysSERGRmk6BWGqcnk0DiKnvS2GJlWmrE4wuR0RERGo4BWKpcSwWC2Nim+DoYGHt/mOsSdANdiIiInLpFIilRmro78GADmEAvPJjAgXFpQZXJCIiIjWVArHUWEOuqE+gpwtHsvJZ+JtusBMREZFLo0AsNVYdFyf+7x9lN9jN25BIyol8gysSERGRmkiBWGq061oE0iHch4LiUl79cb/R5YiIiEgNpEAsNZrtBjsLrN6bwfqDx4wuSURERGoYBWKp8ZoE1uGO9mU32E1dlUBRiW6wExERkYpTIJZa4ZErG1DXw5lDx/P4cHOS0eWIiIhIDaJALLWCp6sTw/8RCcC76w9xNKfA4IpERESkplAgllqjT6tg2oV6k1dUyus/6QY7ERERqRgFYqk1HCwWnoxtggX4bk86mxOzjC5JREREagAFYqlVmgd7cmtUCACTf9hHsW6wExERkQtQIJZa59GrGuLj5sT+zFN8HJdsdDkiIiJi5xSIpdbxcXdmaPeyG+xm/3qIjJOFBlckIiIi9kyBWGqlW9rWo1U9L04WljDjZ91gJyIiIuemQCy1UtkNdo2xACt2HiU+KdvokkRERMROGRqI09LSGDFiBDExMXTv3p1JkyZRUFD2/Ni4uDjuvvtu2rdvT+/evVmyZEm5dW+++WaaN29e7uuPP/4AwGq1MnXqVLp27UpMTAyTJ0+mtPR/N1cdP36c4cOH0759e2JjY/n888+r76Cl2rQO8ebmtvWAshvsSkqtBlckIiIi9sjJqB1brVZGjBiBt7c3ixYtIjs7m3HjxuHg4MDgwYN56KGHuOeee3jppZfYsWMHY8eOJTAwkB49elBSUsLBgwdZuHAhDRs2tG3Tz88PgHnz5rF8+XJmzJhBcXExY8aMwd/fnyFDhgAwduxY8vPz+eijj4iPj+eZZ54hMjKSdu3aGXEqpAoN7daQVX9k8Ef6SZZtTeGO6FCjSxIRERE7Y1gg3r9/P3Fxcfzyyy8EBAQAMGLECF5++WXq169PQEAAo0aNAqBhw4Zs2LCBL7/8kh49enDkyBGKiopo164drq6uZ2x7wYIFjBgxgk6dOgHwxBNP8PrrrzNkyBAOHz7M6tWr+eGHHwgPD6dZs2bExcXxwQcfKBDXQn4eLvzrqoZMWbWPN9cepFezAPw8XIwuS0REROyIYUMmAgMDeffdd21h+LTc3Fzb8Im/y83NBWDfvn2EhIScNQynpaWRkpJC586dbdM6duxIUlISR48eJT4+npCQEMLDw8vN37JlS2UdmtiZ26JCaBZYh5yCYmauPWh0OSIiImJnDLtC7O3tTffu3W3fl5aWsnDhQrp27Up4eHi5wJqZmcmKFSsYPnw4AAkJCTg7O/PII4+wfft2IiMjefLJJ2nXrh3p6ekABAUF2dY/HbpTU1NJT08vNw/A39+ftLS0iz4Gi+WiV5GLdPocX865dnK08GSvJjz4YTxfbEulf7t6tAnxrpwCpdJVRs+lZlHPzUl9N5/q7vnF7MewQPx3U6ZMYefOnXzyySflpufn5zN8+HACAgK46667ADhw4ADZ2dnccccdjBgxgo8//pj777+fr776ivz8fABcXP73a/HTfy4sLCQvL6/cvNPzCwsv/lm1/v5eF72OXJrLPde9Ary4dU8Gy35P4tWfDvDpY1fh4KCfwvZMny/zUc/NSX03H3vsuV0E4ilTpjB//nxeffVVmjVrZpt+8uRJHnvsMQ4ePMgHH3yAu7s7ABMnTiQ/Px9PT08AJkyYwO+//87nn3/OlVdeCZSF39NDKk6HXXd3d1xdXc8Iv4WFhbi5uV103ZmZOVj14IIqZbGUfXAq41w/3CWCb7enEn8km7k/7qVfu5DKKVIqVWX2XGoG9dyc1Hfzqe6en95fRRgeiCdOnMiHH37IlClT6N27t216bm4uDz74IIcPH2b+/Pnlnibh5ORkC8MAFouFRo0akZaWRnBwMADp6em2YRenh1EEBgYSHBxMRkZGuRoyMjIIDAy86NqtVvQhriaVca79PVx4+MoGvPrjft74+QA9mgTg4+5cOQVKpdPny3zUc3NS383HHntu6HOIZ8yYweLFi3nllVe48cYbbdNLS0sZNmwYR44c4f3336dp06bl1hs4cCAzZswot/yePXto1KgRwcHBhIaGsnnzZtv8zZs3ExoaSlBQENHR0SQlJZGamlpufnR0dNUdqNiNO6NDaeTvQXZ+MW/9ctDockRERMQOGHaFOCEhgVmzZvHwww/TsWNH21VcgNWrV7NhwwbefPNNvL29bfOcnZ3x9fUlNjaWmTNn0rJlSyIjI1mwYAE5OTn0798fgHvuuYepU6dSr17ZSxmmTZvG4MGDAYiIiKBbt26MGTOG8ePHs23bNpYvX87ChQur+QyIEZwcHXjymib86+OtLNuaQr+2ITQP9rzwiiIiIlJrWaxWYy5az549m2nTpp11Xrdu3Vi7du0Z02NiYnj//fexWq28/fbbfPTRR2RkZBAVFcWzzz5rG39cUlLC5MmTWbZsGY6Ojtx+++2MHj0ay5+3G2ZmZjJ+/Hh+/fVXAgMDGTlyJH379r3oY8jI0LinqmaxQECAV6Wf6/HLd/HdnnTahXrzzt1ROOg2Z7tRVT0X+6Wem5P6bj7V3fPT+6vQskYF4tpAH+KqV1UfnrScAu6Yt4m8olImXN+cG1sHV97G5bLoL0nzUc/NSX03H3sOxIaOIRYxSrCXK0O6NgBg+s/7yS0oNrgiERERMYoCsZjWgI5h1Pdz59ipImb/esjockRERMQgCsRiWs6ODoyJbQzAx1uS2Jdx0uCKRERExAgKxGJqXRvWpWfTAEqsMOWHfWhIvYiIiPkoEIvpjezRCFcnB34/ks33e9IvvIKIiIjUKgrEYnoh3m480CUCgNd+2s/JQt1gJyIiYiYKxCLAPztFEObjRnpuIXPXHza6HBEREalGCsQigKuTA6N7lt1gt2hzEgczTxlckYiIiFQXBWKRP3Vv7E+3RnUpKbUyZZVusBMRETELBWKRvxjdszEujhY2Hs5i9b5Mo8sRERGRaqBALPIX4b7uDOxcdoPdq6sTyC8qMbgiERERqWoKxCJ/MygmgnperqTmFDBvY6LR5YiIiEgVUyAW+Rs3Z0dG/nmD3fubEkk8nmdwRSIiIlKVFIhFzqJnE3+6NvCjqMTKKz8mGF2OiIiIVCEFYpGzsFgsjI5tjJODhbX7j7EmQTfYiYiI1FZOl7JScnLyeeeHhoZeUjEi9qRhXQ8GdAxnwaZEpq1OIKaBH65O+jekiIhIbXNJgTg2NhaLxXLGdKvVisViYdeuXZddmIg9GNK1Pl/vSiMpO5/3NyXy4BUNjC5JREREKtklBWKAjz/+mLp162K1WrnpppuYPXu2rgxLrePh4sjjVzdi/IrdvLcxkT6tggn1cTO6LBEREalEl/z739DQUMLCwggPD6e0tJSSkhLCwsIICwurzPpEDHdt80A6RvhQUFzKq7rBTkREpNa5pEBcp04d0tLSAEhLS6O4uJixY8fy008/VWpxIvbAYrHwRGwTHC3w475M1h08ZnRJIiIiUokuKRBfddVVPPHEE0ybNo1HHnmEHj16MHjwYB599FGeeuqpyq5RxHBNAupwV4ey335MXZVAYXGpwRWJiIhIZbmkQPzCCy/Qs2dP9uzZQ/fu3XnppZcYOHAgixYtYtu2bZVdo4hdeOiKBtT1cObw8Tw+/D3J6HJERESkklisVqu1MjdYWFiIi4tLZW7SbmVk5FC5Z0/+zmKBgAAvuznXX+1M4z9f78Hd2YElD3Qm2MvV6JJqHXvruVQ99dyc1Hfzqe6en95fRVzSUybuu+++885fsGDBpWxWxO7d0DKIZfEpxCef4PWf9vNi35ZGlyQiIiKX6ZIC8dGjRzl48CA9e/akdevWlV2TiN2yWCyMuaYJ9y38ne/3pHNruxA61fc1uiwRERG5DJcUiFesWMEnn3zCrFmz8PDwYOTIkYSHh1d2bSJ2qXmQJ7dFhbIkLpnJq/bxwcAOODnqDXYiIiI11SX9Le7o6Mhdd93Ft99+S7Nmzbjzzjt58cUXOX78eGXXJ2KX/nVVA3zdnTmQeYqP487/KnMRERGxb5cUiJOTk0lOTubYsWPcdNNNvPvuu6SmpnLdddfx1ltvVXaNInbH282ZYd0bAjD710Nk5BYYW5CIiIhcskt6ykSLFi2wWCzlpp3ejMViYdeuXZVTnZ3TnbFVz57vQi61Wnnggzh2pubQp1UQz93QwuiSagV77rlUDfXcnNR386l1T5n44YcfLmU1kVrFwWLhyWua8MCiLXy18yj924YQHe5jdFkiIiJykS4pEIeFhZ11em5uLi+88AIAXl5ejBs37tIrE6kBWtfz4pa29fhsWyqTV+1jwT874ORgufCKIiIiYjcuKRDHxsaeMWQCoLS0lNTUVF588UVcXfXCAjGHod0iWbU3g73pJ1kWn8yd7c/+D0YRERGxT5cUiIcPH37W6SdOnOCll16if//+l1WUSE3i6+HMo1c15OUf9vHWL4fo1TyQuh7meFujiIhIbXBJgfhcgTcjI4OXXnrpsgoSqYn6twvhs22p7Dmay6w1B3mmdzOjSxIREZEK0tsERCqBo4OFMbGNAfh8eyrbU04YXJGIiIhU1CVdId60adNZp2dnZ19WMSI1WVSYDze2DmbFjjQm/7CPeQPa46gb7EREROzeJQXigQMHnnPe2W62EzGL4d0j+XFvBrvScvl8eyq3tgsxuiQRERG5gEsKxLt3767sOkRqBf86LjxyVUNeWZ3ArDUHiG0agK+7s9FliYiIyHlcUiAGyMrKYsWKFezfvx+LxUKLFi24/vrr8fT0rMz6RGqcO6JD+XxbCgkZp3jrl4M83aup0SWJiIjIeVzSTXVbtmzh2muvZd68eaSnp5OSksKsWbPo3bs3e/bsqewaRWoUJwcLY2KbALAsPoXdaTkGVyQiIiLnc0mBeOLEifTv35/vv/+e6dOnM3PmTFauXEnv3r157rnnKrtGkRqnY4QvvVsEYgUm/5BAaXW8tF1EREQuySUF4oSEBO65555yN9A5ODgwcOBAdu7cWWnFidRkI/7RCA9nR7alnGDFjjSjyxEREZFzuKRAfMUVV/DZZ5+dMf2nn36ia9eul1uTSK0Q5OXKg1fUB2DGmgPk5BcbXJGIiIiczSXdVBceHs6cOXNYs2YNHTp0wMnJiV27drFx40ZiY2MZO3asbdlJkyZVWrEiNc3dHcL4YnsqB4/l8favB3niz7HFIiIiYj8u6QrxyZMnuemmm2jevDknT54kOzub0NBQ+vXrh7e3d4W3k5aWxogRI4iJiaF79+5MmjSJgoICABITExk0aBDR0dH06dOHtWvXllv3119/pW/fvkRFRXHfffeRmJhYbv57771H9+7dad++PePGjSMvL882r6CggHHjxtGpUye6devG3LlzL+U0iFyQs6MDT/QsC8FL4pLZm55rcEUiIiLyd5d0hbgyrvparVZGjBiBt7c3ixYtIjs7m3HjxuHg4MCTTz7J0KFDadasGUuXLmXlypUMGzaMr776itDQUJKTkxk6dCjDhw+ne/fuzJw5k8cee4wvvvgCi8XCt99+y4wZM5gyZQr+/v6MHTuWKVOm8OyzzwIwefJktm/fzvz580lOTuapp54iNDSU66+//rKPS+TvujT0I7ZpAKv2ZjBlVQJv39lOL7ARERGxI5d0hRhg8+bNjBgxgltuuYWUlBRmz57NihUrKrz+/v37iYuLY9KkSTRt2pROnToxYsQIli9fzvr160lMTOS///0vjRs35pFHHiE6OpqlS5cCsGTJEtq0acPgwYNp2rQpkyZNIikpiY0bNwKwYMEC7r//fnr27Em7du147rnnWLp0KXl5eZw6dYolS5Ywfvx4WrduzbXXXsuDDz7IokWLLvVUiFzQyB6NcHVyYMuRbL7dnW50OSIiIvIXlxSIv/vuOx5++GHCwsI4cOAAxcXFODk58fTTT/PBBx9UaBuBgYG8++67BAQElJuem5tLfHw8rVq1wsPDwza9Y8eOxMXFARAfH0+nTp1s89zd3WndujVxcXGUlJSwbdu2cvOjo6MpKipi9+7d7N69m+LiYtq3b19u2/Hx8ZSWll7K6RC5oHrebgzuUnaD3es/7edkoW6wExERsReXNGRixowZTJgwgZtuuonFixcDMHjwYAIDA5k+fToDBgy44Da8vb3p3r277fvS0lIWLlxI165dSU9PJygoqNzy/v7+pKamApx3/okTJygoKCg338nJCV9fX1JTU3FwcMDPzw8XFxfb/ICAAAoKCsjKyqJu3boVPg/6rXfVO32Oa8O5/mfncL7ckcqRrHzmrDvM//VoZHRJdqk29VwqRj03J/XdfKq75xezn0sKxIcOHSI6OvqM6e3atSMt7dKetzplyhR27tzJJ598wnvvvVcusAK4uLhQWFgIQF5e3jnn5+fn274/23yr1XrWeYBt+xXl7+91UcvLpast53piv7Y88N4mPvw9ifv/0YgmQbXjuKpCbem5VJx6bk7qu/nYY88vKRA3adKENWvWnHEl+NNPP6VJk4t/rNSUKVOYP38+r776Ks2aNcPV1ZWsrKxyyxQWFuLm5gaAq6vrGeG1sLAQb29vXF1dbd//fb67uzslJSVnnQfYtl9RmZk56AVkVctiKfvg1JZz3TbAne6N67Im4RjjPtnKzDva6ga7v6ltPZcLU8/NSX03n+ru+en9VcQlBeKxY8fyr3/9i/Xr11NUVMRbb73FoUOH2L59O2+++eZFbWvixIl8+OGHTJkyhd69ewMQHBzMvn37yi2XkZFhGwYRHBxMRkbGGfNbtmyJr68vrq6uZGRk0LhxYwCKi4vJysoiMDAQq9XK8ePHbeOeoWwIhpub20U9Mg7AakUf4mpSm871qB6N2XDwOBsPZ/HDHxlc0yzQ6JLsUm3quVSMem5O6rv52GPPL+mmuk6dOvH111/TuHFjYmNjycrKIjo6mq+++oorrriiwtuZMWMGixcv5pVXXuHGG2+0TY+KimLHjh224Q9Q9lSLqKgo2/zNmzfb5uXl5bFz506ioqJwcHCgbdu25ebHxcXh5OREixYtaNmyJU5OTrYb9E5vu23btjg4XPJDN0QqLNzXnfs6RwDw6o/7ySsqMbgiERERc7ukK8RQ9pSI//u//7vkHSckJDBr1iwefvhhOnbsSHr6/x5FFRMTQ0hICGPHjuWxxx5j9erVbN261fb849tuu405c+Ywe/ZsevbsycyZMwkPD6dLly4ADBgwgGeffZZmzZoRFBTEhAkTuPPOO3F3dwegX79+TJgwgRdffJGjR48yd+5cvVFPqtX9MRGs2JlGyokC5m04zGPdIo0uSURExLQsVuvFX7SOjY0977jHH3744YLbmD17NtOmTTvrvD179nDo0CHGjx9PfHw8DRo0YNy4cVx55ZW2ZX766SdefPFFUlNTad++PRMnTiQiIqLc9t977z0KCwu57rrr+M9//mMbX5yXl8eECRP47rvv8PT0ZMiQIQwaNKiCR/8/GRka91TVLBYICPCqlef6x70ZjPliJ86OFhbf34n6fu5Gl2QXanPP5ezUc3NS382nunt+en8VWvZSAvGnn34KlL1tbsKECYwYMQJ/f3/b/P79+1/sJmskfYirXm3+gWm1WhmxbDvrDx7nykg/XuvfRjfYUbt7LmennpuT+m4+9hyIL2nIxF8D78SJE+ndu3e5q7MicmEWi4Unejbm7vmb+fXAcX5OOMbVTfwvvKKIiIhUKt1FJmKgBnU9uLdTOACv/JhAvm6wExERqXaXdIV406ZNtj9brVa2bt1qe4scQOfOnS+/MhGTGNylPl/vTCM5O5/3Nx3hoSsbGF2SiIiIqVzSGOIWLVqce4MWC7t27bqsomoKjXuqemYZY/b9nnTGLd+Fq5MDHw3qSJiPeW+wM0vP5X/Uc3NS382n1o0h3r1796WsJiLn0KtZAMvq+/Lb4SxeXb2fqf1aG12SiIiIaVQ4ELdo0aJCd8BbLBZ27tx5WUWJmI3FYmFMbGMGLPidnxIyeW/jYUK83AjwdCE6zAdHBz19QkREpKpUOBBfe+21fP/99zRo0IDHH3+83GPWROTyNfKvw5UN/Viz/xgz1xy0TQ/ydGF0bBNimwYYV5yIiEgtdlFjiNesWcPzzz/P8ePH+b//+z8GDBhg6uematxT1TPTGLNVezN46otz/3bl5ZtbmSIUm6nnUkY9Nyf13XzseQzxRT12rXv37nz55ZcMGjSIKVOmcNttt7F169ZLKlJE/qek1Mq0VfvOu8wrqxMoKdXfGiIiIpXtop9D7OLiwmOPPcaKFSuoV68ed999N//+97/JysqqgvJEzCEuKZujuYXnXSYtp4C4pOxqqkhERMQ8LvnFHGFhYcyaNYs333yTDRs2cP3117NkyZLKrE3ENDIuEIYvdjkRERGpuArfVPfZZ5+dc97gwYOZP38+zz77LEuWLOHjjz+ujNpETCPA06VSlxMREZGKq3Agnj59+gWXCQkJISMj47IKEjGj6DAfgjxdzjtswtnRQvMgz2qsSkRExBwqHIhXrVpVlXWImJqjg4XRsU3O+5SJohIrY77Yyav9WuPm7FiN1YmIiNRulzyGWEQqV2zTAF6+uRVBfxsWEezlytBuDfFwduS3w1k89eVOCotLDapSRESk9rmkVzeLSNWIbRrA1Y39iUvKJiO3sNyb6qLCfBixdBu/HjjOuOW7eOmmljg56t+0IiIil0t/m4rYGUcHCx0jfOndMoiOEb621za3D/dhWr/WuDha+Ckhk39/tYdiPZdYRETksikQi9QgMQ38mHxza5wcLKz8I52J3+6hVK94EhERuSwKxCI1zFWN6jKpb0scLfDVzqO8+P1ehWIREZHLoEAsUgP1aBrAf/u0wMECn29LZdqqBKwKxSIiIpdEgVikhrquRRD/ub45FuDjuGRe/+mAQrGIiMglUCAWqcH6tApm7LVNAVi0+Qhv/XrI4IpERERqHgVikRquf7sQxsQ2BmDu+sPMWa9QLCIicjEUiEVqgTvbhzHiH5EAvPXLIRb+dsTgikRERGoOBWKRWmJg5wj+dVUDAF7/aT8fb0k2uCIREZGaQYFYpBYZ0rUBg7tEADBl1T4+25picEUiIiL2T4FYpJb511UNubdjOAAvfr+Xr3amGVyRiIiIfVMgFqllLBYL/3d1JHdEh2IFnvtmD9/vSTe6LBEREbulQCxSC1ksFp6IbcwtbetRaoV/r9jFj3szjC5LRETELikQi9RSDhYLY3s1pU+rIEqsMHb5Ln7Zf8zoskREROyOArFILeboYOHfvZvTq1kAxaVWnvxiBxsPHTe6LBEREbuiQCxSyzk5WJjYpwVXN/ansMTKqM92sOVIttFliYiI2A0FYhETcHJ04MW+LbmioR8FxaU8vmw725JPGF2WiIiIXVAgFjEJFycHJt/cik71fTlVVMKIZdvYnZZjdFkiIiKGUyAWMRE3Z0de6dea6DBvcgtKGPbJNvalnzS6LBEREUMpEIuYjLuzI6/2b0ObEC+y84t5bMlWDmSeMrosERERwygQi5iQp6sT029tS/MgT47nFfHYkq0kHs8zuiwRERFDKBCLmJSXmxMzbmtL4wAPMk4W8uiSrSRn5xtdloiISLVTIBYxMV8PZ2be3o4Gfu6k5RTw6JKtpOUUGF2WiIhItVIgFjE5/zouzLqjHeG+biRn5/PYkq1knCw0uiwREZFqo0AsIgR5ufLmHe0I8Xbl8PE8HluyleOnFIpFRMQcFIhFBIB63m7MuqMdQZ4uHMg8xbBPtpGdV2R0WSIiIlVOgVhEbMJ93Zl5RzvqejjzR/pJRizbTm5BsdFliYiIVCkFYhEpp2FdD2be0Q4fNyd2pubwf8u2c6qwxOiyREREqoxdBOLCwkL69u3Lhg0bAHj66adp3rz5GV/33XefbZ1OnTqdMf/kybI3bhUUFDBu3Dg6depEt27dmDt3brn9JSYmMmjQIKKjo+nTpw9r166tvoMVqQGaBNRh5u3t8HJ1YmvyCUZ9tp38IoViERGpnZyMLqCgoIDRo0ezd+9e27Tx48czevRo2/dJSUkMHDjQFojT0tLIyclh5cqVuLm52Zbz8PAAYPLkyWzfvp358+eTnJzMU089RWhoKNdffz1Wq5WhQ4fSrFkzli5dysqVKxk2bBhfffUVoaGh1XTUIvavebAnb9zWhqGfbGNzYjZjPt/J1H6tcXWyi39Hi4iIVBpDA/G+ffsYPXo0Vqu13HQvLy+8vLxs3z/99NNcf/319OrVC4CEhAQCAwOJiIg4Y5unTp1iyZIlvPPOO7Ru3ZrWrVuzd+9eFi1axPXXX8/69etJTExk8eLFeHh40LhxY9atW8fSpUsZPnx41R6wSA3TOsSb129tw/Cl21h/6Dhjv9zJyze3wtlRoVhERGoPQ/9W27hxI126dOGjjz465zLr1q1j06ZNjBo1yjZt3759REZGnnX53bt3U1xcTPv27W3TOnbsSHx8PKWlpcTHx9OqVSvb1eTT8+Pi4i7/gERqoagwH17p1wZXJwfW7D/GMyt2U1xqvfCKIiIiNYShV4gHDBhwwWVmz55N//79CQkJsU1LSEggLy+PgQMHcuDAAVq2bMm4ceOIjIwkPT0dPz8/XFxcbMsHBARQUFBAVlYW6enpBAUFlduHv78/qampF12/xXLRq8hFOn2Oda6N1bmBL1NvacWoz3awam8Gz32zm+duaIGjQ+U3Rj03H/XcnNR386nunl/MfgwfQ3w+iYmJrF+/nvHjx5ebvn//frKzsxk1ahSenp688847DBo0iBUrVpCXl1cuDAO27wsLC885v7Dw4l9C4O/vdeGFpFLoXBvvpgAv3Ou48a+Fm/lmVzpeHq68fFs7HKogFIN6bkbquTmp7+Zjjz2360D87bff0rJlS5o0aVJu+pw5cygqKqJOnToATJ06lauvvprVq1fj6up6Rrg9/b2bmxuurq5kZWWdMf+vN+dVVGZmDlb95rhKWSxlHxyda/sQHeTB8ze2YNzyXSzZfITS4hKe7tUESyX+c189Nx/13JzUd/Op7p6f3l9F2HUgXrNmDddcc80Z011cXMpd5XV1dSU8PJy0tDQ6dOjA8ePHKS4uxsmp7PDS09Nxc3PD29ub4OBg9u3bV257GRkZZwyjqAirFX2Iq4nOtf24plkgE24o5T9f7WFpfArOjg6M6tGoUkMxqOdmpJ6bk/puPvbYc7u9VdxqtbJt2zY6dOhwxvRevXqxbNky27RTp05x6NAhGjVqRMuWLXFycip3k9zmzZtp27YtDg4OREVFsWPHDvLz88vNj4qKqvJjEqktbmgZzDPXNQNg8e9JzFx78IynxYiIiNQUdhuIk5KSOHny5BnDJSwWCz169OCNN95gw4YN7N27lyeffJJ69epx9dVX4+7uTr9+/ZgwYQJbt25l5cqVzJ071/YM45iYGEJCQhg7dix79+5l9uzZbN26ldtvv92IwxSpsW5uW4+nrin7fM7fmMi76w8bXJGIiMilsdshE5mZmQD4+PicMW/MmDE4OTkxevRocnNz6dq1K7Nnz8bR0RGAsWPHMmHCBO6//348PT0ZPnw41113HQCOjo7MmjWL8ePHc+utt9KgQQNmzpypl3KIXILbo0MpLCnl1R/3M/vXQ7g4OnB/zJnPBxcREbFnFqt+z3nJMjJ0I0BVs1ggIMBL59rOvbfhMDPXHgRgVM/G3NMh7JK3pZ6bj3puTuq7+VR3z0/vryLsdsiEiNQcg7rU56Er6gPwyuoElsYnG1yRiIhIxSkQi0ileOiKBtzXORyAl1bu44vtF/+yGxERESMoEItIpbBYLAzrHsld7cvG4z//7R98s+uowVWJiIhcmAKxiFQai8XC6J6NubVdCFZgwte7WfVHutFliYiInJcCsYhUKovFwlO9mtC3dTAlVhi3YjdrEjKNLktEROScFIhFpNI5WCw8c10zrmseSEmplae+3Mn6g8eMLktEROSsFIhFpEo4Olh47obm9GwaQFGJlSc+38nmxCyjyxIRETmDArGIVBknRwdeuLEF3RrVpaC4lJGfbic+KdvoskRERMpRIBaRKuXs6MBLN7WiSwNf8opK+b9l29mRmmN0WSIiIjYKxCJS5VydHJh6S2vah/twsrCEEUu3sedortFliYiIAArEIlJN3JwdebV/a9qGeHMiv5hhn2wjIeOk0WWJiIgoEItI9anj4sT029rQMtiTrLwiHluylUPHThldloiImJwCsYhUK09XJ964rS1NA+tw7FRZKD6SlWd0WSIiYmIKxCJS7XzcnZl5e1si/T04mlvI0CVbST2RT0mpld8OZ/F5XBK/Hc6ipNRqdKkiImICTkYXICLm5Ofhwqzb2/LwR/EkZuUzaNEWLBYLGScLbcsEebowOrYJsU0DDKxURERqO10hFhHDBHi6MuuOdvi5O5F5qqhcGAY4mlvIU1/sZNXeDIMqFBERM1AgFhFDBXq64uBgOe8yr6xO0PAJERGpMgrEImKouKRsMk8WnXeZtJwC4vSGOxERqSIKxCJiqIzcwgsvBHy76yhHcwqquBoRETEj3VQnIoYK8HSp0HKfbkvl022pNPL3oGtDP65o6Ef7cF9cnfTvehERuTwKxCJiqOgwH4I8XTh6nivFdVwcaVjXnZ2puezPPMX+zFN8sDkJVycH2of7cEVDP7o29COyrgcWy/nHI4uIiPydArGIGMrRwcLo2CY89cXOcy7z7PXNiW0aQHZeERsPZ7H+4DHWHzzO0dxC1h88zvqDxwEI9nKla4OycBzTwBdvN+fqOgwREanBLFarVbduX6KMjBx09qqWxQIBAV461yawam8G01btK3elONjLlVE9G5/1OcRWq5X9madsgfj3I1kUlvzvfxIHC7Su50XXhn50bViX1vW8cLzA0yzEGPqcm5P6bj7V3fPT+6vQsgrEl04f4qqnH5jmUlJqJS4pmwIHB1xLS4kO86lwiM0vKmFLUjbrDx5n3cHjHMg8VW6+l6sTMQ18bVeQ63m7VcUhyCXQ59yc1HfzUSCupfQhrnr6gWk+ldXz1BP5bDhUdvV44+EsTuQXl5sfWdfjz6vHfnQI98HN2fEyK5dLpc+5Oanv5mPPgVhjiEWkVqrn7cYtbUO4pW0IJaVWdqbm2K4e70g9wYFjpzhw7BQf/p6Ei6OF9uE+dG1Yl64N/Wjsr5vzRETMRFeIL4P+VVv1dAXBfKqj5yfyi9h0OIt1f44/Tvvb842DPF3oYrs5zw9fd92cV5X0OTcn9d18dIVYRMSOeLs5c02zQK5pFojVauXgsTzW/fnkit+PZHM0t5Avd6Tx5Y40LECrP2/Ou6KhH61DvHHSzXkiIrWKArGImJrFYiHS34NIfw8GdAynoLiUuCPZZVePDx0jIeMUO1Jz2JGaw5z1h/F0daRzfT9bQA7RzXkiIjWeArGIyF+4OjnQpaEfXRr6AY04mlPA+tM35x06TnZ+Mav3ZrB6bwYADfzc/wzHdekQ4YO7bs4TEalxFIhFRM4jyMuVm9vU4+Y29SgptbI7Lcc29nh7ygkOHc/j0PE8PtqSjLOjheiw/705r0lAHd2cJyJSA+imusugGwGqnm66MJ+a1POc/GI2Jf7vzXkpJ8rfnBdQx4UuDf24ooEfXRr44etx7pvzTj+DOSO3kABPl4t6BnNNV5N6LpVHfTcf3VQnIlILebk5Eds0gNimAVitVg4dz7O9OW9zYhYZJwtZsSONFX/enNci2PPPq8d1aRvihZOjA3D2t/QFebowOrbJWd/SJyIilUtXiC+D/lVb9XQFwXxqS88Li0uJ+/PNeesPHWdv+sly8+u4ONK5vi9+Hs58ujX1nNt5+eZWtT4U15aey8VR381HV4hFREzGxcmBmAZlzzEeAWTk/u/mvPUHy27O+3Ff5gW388rqBK5u7G+a4RMiIkZQIBYRqQYBnq70bV2Pvq3rUWq1sjstl6XxyXyxPe2866XlFBCXlE3HCN/qKVRExIQcjC5ARMRsHCwWWtXzIqa+X4WWz/jL2GIREal8CsQiIgYJ8HSp0HI/J2SQnVdUxdWIiJiXArGIiEGiw3wIqkAo/m5PBv3mbGTehsPkFZVUQ2UiIuaiQCwiYhBHBwujY5ucd5kHYiJoElCH3IISZq09SP85m1gan0xxSWk1VSkiUvspEIuIGCi2aQAv39zqjCvFwV6uvHxzKx7rHsnCgR34b5/mhPq4kXmykJdW7uOO937ju91HKdXzqkRELpueQ3wZ9OzEqqfnVJqPWXtekTfVFZWU8unWFOasP8yxU2VjipsF1mFo90iuaOhXY18Tbdaem536bj72/BxiBeLLoA9x1dMPTPNRzy/sVGEJH/5+hPc3HeFkYdmY4g7hPgzrHknbUG+Dq7t46rk5qe/mY8+BWEMmRERqGA8XR4Z0bcBnQ2K4t2M4Lo4Wfj+SzeAP4xjz+Q4SMk5eeCMiImJjF4G4sLCQvn37smHDBtu0559/nubNm5f7WrhwoW3+8uXL6dWrF1FRUQwdOpRjx47Z5lmtVqZOnUrXrl2JiYlh8uTJlJb+7waU48ePM3z4cNq3b09sbCyff/559RyoiEgl8vVw5vEejVg6uDM3twnGwQI/7stkwILNPPfNHlJO5BtdoohIjWD4m+oKCgoYPXo0e/fuLTc9ISGB0aNH079/f9s0T09PALZu3cr48eN57rnnaNGiBS+88AJjx47l7bffBmDevHksX76cGTNmUFxczJgxY/D392fIkCEAjB07lvz8fD766CPi4+N55plniIyMpF27dtV01CIilaeetxv/7t2cf3aK4M1fDrJ6bwbLd6Tx7e6j3B4VygNdIvDzqNgzj0VEzMjQQLxv3z5Gjx7N2YYxJyQkMGTIEAIDA8+Yt3DhQm644Qb69esHwOTJk+nZsyeJiYlERESwYMECRowYQadOnQB44okneP311xkyZAiHDx9m9erV/PDDD4SHh9OsWTPi4uL44IMPFIhFpEaL9Pdg8s2t2J5ygplrDvBbYjYf/p7EF9tTubdTOAM6hlHHxfDrICIidsfQIRMbN26kS5cufPTRR+Wm5+bmkpaWRsOGDc+6Xnx8vC3sAoSEhBAaGkp8fDxpaWmkpKTQuXNn2/yOHTuSlJTE0aNHiY+PJyQkhPDw8HLzt2zZUrkHJyJikDYh3sy6ox0zbmtLiyBPThaWMPvXQ/R/dxOLf0+isFjPMBYR+StDLxUMGDDgrNMTEhKwWCy89dZb/Pzzz/j6+vLAAw/Yhk8cPXqUoKCgcuv4+/uTmppKeno6QLn5AQEBALb5Z1s3LS3touuvoU84qlFOn2Oda/NQzyuHxWKha6QfMQ19+WFPBm/+cpDDx/OYtjqBDzYf4ZGrGnJDy6AzHu1mTK3l/yvmoL6bT3X3/GL2Y5e/O9u/fz8Wi4VGjRrxz3/+k02bNvHvf/8bT09Prr32WvLz83FxKT8ezsXFhcLCQvLz823f/3UelN28l5eXd851L5a/f8Ue5SGXT+fafNTzynNPoDe3X9GQJb8d4bWVf5ByooAJX+/hw9+TGdO7Ode0DLKLZxir5+akvpuPPfbcLgNxv3796NmzJ76+vgC0aNGCgwcP8uGHH3Lttdfi6up6RoAtLCzE3d29XPh1dXW1/RnA3d39nOu6ublddJ2ZmXp2YlWzWMo+ODrX5qGeV53rGvvxj/qd+GhLMu9tSGRPWg4PLviNdqHeDP9HJO3DfQypSz03J/XdfKq756f3VxF2GYgtFostDJ/WqFEj1q9fD0BwcDAZGRnl5mdkZBAYGEhwcDAA6enptnHCp4dRnJ5/rnUvltWKPsTVROfafNTzquHq5Mh9nSPo17YeCzYdYfHvSWxNPsFDi+O5KrIuj3VrSLMgT0NqU8/NSX03H3vsuV08h/jvXn/9dQYNGlRu2u7du2nUqBEAUVFRbN682TYvJSWFlJQUoqKiCA4OJjQ0tNz8zZs3ExoaSlBQENHR0SQlJZGamlpufnR0dJUek4iIPfF2c2ZY90g+HdKZ26JCcLTALweO8c/3f+eZFbs4kpVndIkiItXGLgNxz5492bRpE3PmzOHw4cN88MEHfPbZZwwePBiAe+65h88//5wlS5awe/dunnzySXr06EFERIRt/tSpU9mwYQMbNmxg2rRp3HfffQBERETQrVs3xowZw+7du1myZAnLly/n3nvvNex4RUSMEujpytO9mvLxA525rnkgVuDb3encPu83Jv+wj4yTF39/hYhITWOxnu0hwAZo3rw5CxYsoEuXLgCsXLmS6dOnc/DgQcLCwhg5ciTXXXedbflly5Yxffp0srOzueqqq5g4cSJ+fn4AlJSUMHnyZJYtW4ajoyO33347o0ePtt00kpmZyfjx4/n1118JDAxk5MiR9O3b96Jr1vvXq57edW8+6rmxdqflMHPtQdYfPA6Am5MDAzqGMbBzBJ6uVTPKTj03J/XdfKq756f3V6Fl7SUQ10T6EFc9/cA0H/XcPvx2OIuZaw+wPSUHAB83J+6PieCO6FDcnB0rdV/quTmp7+Zjz4HYLodMiIiIsTrV92XuPdFMubkVkXU9yM4vZvrPB7ht7iY+35ZCcakSjIjUHgrEIiJyVhaLhR5NA/jw/o4827sZwV6uHM0t5Pnv9nL3e7+x6o909EtGEakNFIhFROS8HB0s3NSmHksHd2Zkj0b4uDlx6HgeT325i0EfxLHx0HGjSxQRuSwKxCIiUiGuTg4M6BjOZw/G8GDX+rg7O7AzNYehn2xj2Cdb2ZmaY3SJIiKXRIFYREQuiqerE49c1ZBPh8RwV/tQnBwsbDiUxf2LtjD2y50cPHbK6BJFRC6KArGIiFwS/zouPBHbhE8Gd6JPqyAswMo/Mrj7vd944bs/OJpTYHSJIiIVokAsIiKXJczHneduaMEH93Wke6O6lFjhs22p3Dp3E2/8vJ/svCKjSxQROS8FYhERqRRNAuvwSv82vHt3FNFh3hQUl7Jg0xH6zdnIvA2HySsqMbpEEZGz0os5LoMeJl719OB281HPawer1covB44xc81B9mWcBMqGWDzYtT792tbDybHsekxJqZW4pGwKHBxwLS0lOswHRweLkaVLNdFn3Xzs+cUcCsSXQR/iqqcfmOajntcupVYr3+4+ylu/HCI5Ox+AcF83Hr2qIY4OFl5ZncDR3ELb8kGeLoyObUJs0wCjSpZqos+6+SgQ11L6EFc9/cA0H/W8dioqKeXTranMWX+IY6cuPKb45ZtbKRTXcvqsm489B2KNIRYRkSrn7OjAne1D+XRIDA9fWZ8LDYp4ZXUCJXo9tIhUEwViERGpNh4ujnQI9+VCUTctp4C4pOxqqUlERIFYRESqVcZfxgxXxnIiIpdLgVhERKpVgKdLhZb7OC6ZPWm5VVyNiIgCsYiIVLPoMB+CKhCKtyaf4J8Lf2fM5zv446iCsYhUHQViERGpVo4OFkbHNjnvMk/0bEzvFoFYgB/3ZXLv+7/z5Bc72ZuuYCwilU+PXbsMelRM1dNjecxHPTePVXszmLZqX7nnEAd7uTKqZ2PbI9cOZJ7i3XWH+H5Puu1GvGuaBfDgFQ1oElDHgKqlsuizbj72/Ng1BeLLoA9x1dMPTPNRz82lom+qS8g4ybvrDvPDH2XB2AJc0yyQh66sTyN/BeOaSJ9181EgrqX0Ia56+oFpPuq5+VxMz/dlnOTddYf44Y+MsnWBa5sH8uAVDYj096j6YqXS6LNuPvYciJ2quBYREZFK0ySgDi/d1Iq96bm8s+4wq/dm8N2edL7fk851LQJ5sGsDGioYi8hFUiAWEZEap2mgJ5NvbsWeo7m8u+4QP+7L5Nvdp4NxEA92rU+DugrGIlIxesqEiIjUWM2DPJlyS2sW/rMD/2jsT6kVvtl1lDvf+43/fL2bw8fzjC5RRGoABWIREanxmgd7Mq1faxb8sz3dGtWl1Apf7TzKnfM2MeGbPRzJUjAWkXNTIBYRkVqjZbAXr/Zvw3v3lgXjEius2JHG7XM38V8FYxE5BwViERGpdVrX+zMYD4jmykg/Sqzw5Y40bp/3G89/+wfJ2flGlygidkSBWEREaq3WId68fmtb5t4TTdeGfpSUWvl8eyq3zt3EC9/9QcoJBWMRUSAWERETaBvqzRu3teXdu6Po0sCXklIrn21L5dY5m5j0/V5SFYxFTE2BWERETCMqzIcZt7fjnbui6Fzfl+JSK8u2ptB/ziZeWrmXtJwCo0sUEQMoEIuIiOlEh/sw6452vH1XOzpF+FBcamVpfAr952xk8g/7OKpgLGIqCsQiImJaHcJ9efPOKN66sx0dwn0oKrGyJC6Z/nM2MnXVPtJzFYxFzECBWERETK9jhC9v3xXFm3e0o32YN4UlVj7akkz/OZuYtjqBDAVjkVpNr24WERH5U6f6vnSMiGLT4Sxm/3qI+OQTLP49iU+3pnBruxDui4kgoI6L0WWKSCVTIBYREfkLi8VCTAM/Otf3ZeOhLN7+9RDbUk7w4e9JLNuawm1RIdzXOQJ/BWORWkOBWERE5CwsFgtdGvoR08CX9YeOM/vXQ2xPyeGDzUksi0/h9uhQ7uscjp+HgrFITadALCIich4Wi4UrGtalawM/fj1YFox3puaw8LcjfBKXzJ3tQxnYKQJfD2ejSxWRS6RALCIiUgEWi4WrIutyZUM/fjlwjNm/HmJXWi4LNh1hSVwyd7YP45+dwvF1VzAWqWkUiEVERC6CxWKhWyN/roqsy5r9x3jn10PsPprL/I2JLNmSzF0dQrm3Yzg+CsYiNYYCsYiIyCWwWCz8o7E/3RvV5eeETGb/eog/0k8yb0MiH29J5q4OYdzbMQxvNwVjEXunQCwiInIZLBYLVzcJ4B+N/flxXybvrDvE3vSTzF1/mI9+T+KeDmEM6BiOl1v5v3JLSq3EJWWTkVtIgKcL0WE+ODpYDDoKEXNTIBYREakEFouFnk0DuLqJPz/uzWD2ukMkZJzi3fWHWbwliQEdwrmnYxierk6s2pvBtFX7OJpbaFs/yNOF0bFNiG0aYOBRiJiTxWq1Wo0uoqbKyMhBZ69qWSwQEOClc20i6rn51Nael1qtrPojg3fWHWJ/5ikAvFyd6NrQj+/3pJ9zvZdvbmWKUFxb+y7nVt09P72/itCrm0VERKqAg8VCr+aBfHh/R17s25JIfw9yCorPG4YBXlmdQEmpEqJIdVIgFhERqUIOFgvXNg/kw/s6MqRrxAWXT8spIC4puxoqE5HT7CIQFxYW0rdvXzZs2GCbFhcXx91330379u3p3bs3S5YsKbfOzTffTPPmzct9/fHHHwBYrVamTp1K165diYmJYfLkyZSWltrWPX78OMOHD6d9+/bExsby+eefV8+BioiIaTk6WIisW6dCyyZn51dxNSLyV4bfVFdQUMDo0aPZu3evbVp6ejoPPfQQ99xzDy+99BI7duxg7NixBAYG0qNHD0pKSjh48CALFy6kYcOGtvX8/PwAmDdvHsuXL2fGjBkUFxczZswY/P39GTJkCABjx44lPz+fjz76iPj4eJ555hkiIyNp165dtR67iIiYS4BnxV7zPOn7vfzwRwbdGtWlW6O61PN2q+LKRMzN0EC8b98+Ro8ezd/v61u5ciUBAQGMGjUKgIYNG7Jhwwa+/PJLevTowZEjRygqKqJdu3a4urqesd0FCxYwYsQIOnXqBMATTzzB66+/zpAhQzh8+DCrV6/mhx9+IDw8nGbNmhEXF8cHH3ygQCwiIlUqOsyHIE+Xck+X+DsHCxSVWvnlwDF+OXCMl3+AZoF16NbYn380qkvLel44WPR4NpHKZGgg3rhxI126dGHkyJFER0fbpnfv3p2WLVuesXxubi5QFqRDQkLOGobT0tJISUmhc+fOtmkdO3YkKSmJo0ePEh8fT0hICOHh4eXmv/3225V4ZCIiImdydLAwOrYJT32x85zLTOrbkgZ1PViTkMma/cfYlnyCP9JP8sefzzau6+FMt0Z16d7In5gGfni4OFbjEYjUToYG4gEDBpx1enh4eLnAmpmZyYoVKxg+fDgACQkJODs788gjj7B9+3YiIyN58sknadeuHenpZXfvBgUF2dYPCCh7fE1qairp6enl5gH4+/uTlpZ20fXrH+hV7/Q51rk2D/XcfMzW82uaBTD55lZM/dtziIO9XBndszGxzcr+zmoSWIcHutYn61QRaw8cY21CJusOHufYqSK+2J7GF9vTcHG00CnCl25/vjEvxKfmDK0wW9+l+nt+MfsxfAzxheTn5zN8+HACAgK46667ADhw4ADZ2dnccccdjBgxgo8//pj777+fr776ivz8shsRXFz+N07r9J8LCwvJy8srN+/0/MLCc//66lz8/Sv2bDu5fDrX5qOem4+Zen5ngBe3dW3IxgPHOJqTT5CXGzGRdc/6proAoEn9ugy6ugmFxaVsPHCMH3an8cOuoxw+dopfDx7n14PHmfwDtKjnxTUtg7imZTBR4b414s13Zuq7lLHHntt1ID558iSPPfYYBw8e5IMPPsDd3R2AiRMnkp+fj6enJwATJkzg999/5/PPP+fKK68EysLv6SEVp8Ouu7s7rq6uZ4TfwsJC3Nwu/l/VmZl6mHhVs1jKPjg61+ahnpuPmXve1MeFpj5lF2mOH8ut0Dot/FxpcUV9HusawcFjefyckMna/ZnEJ51gd2oOu1NzmLk6AT/3sqEV3RrXpWtDP+q42Ndf+Wbuu1lVd89P768i7OvT8Re5ubk8+OCDHD58mPnz55d7moSTk5MtDEPZ6zIbNWpEWloawcHBQNmTKk4Puzg9jCIwMJDg4GAyMjLK7SsjI4PAwMCLrtFqRR/iaqJzbT7qufmo5xfLQsO6HjSs68F9nSPIyivi1wPHWLv/GOsOHuN4XhFf7kjjyx1pODta6BjuWzb2uLE/oXY0tEJ9Nx977LldBuLS0lKGDRvGkSNHeP/992ncuHG5+QMHDqRLly4MGzbMtvyePXu49957CQ4OJjQ0lM2bN9sC8ebNmwkNDSUoKIjo6GiSkpJITU2lXr16tvl/valPRESkpvF1d6ZPq2D6tAqmuKSUuKQTrNmfyZqETBKz8ll/6DjrDx1n6uoEGvl70P3PccdtQrxrxNAKkapkl4H4k08+YcOGDbz55pt4e3vbrvA6Ozvj6+tLbGwsM2fOpGXLlkRGRrJgwQJycnLo378/APfccw9Tp061Bd5p06YxePBgACIiIujWrRtjxoxh/PjxbNu2jeXLl7Nw4UJjDlZERKSSOTk60Km+L53q+zKyR2MOHjvFmoRM1u4/RnxSNvszT7E/8xTzNybi6+7MVZF+dGvkT9eGfni62mU0EKlSdvl//bfffktpaSmPPPJIuekxMTG8//77DBo0iIKCAp5//nkyMjKIiopi3rx5tmEUQ4YMITMzk2HDhuHo6Mjtt9/OoEGDbNuZPHky48eP58477yQwMJAXX3xRzyAWEZFa6/TQioGdI8jOK2LdweOs3Z/JrweOk5VXxIqdR1mx8yhODhbah/vYrh6H+7obXbpItbBY//5WDKmwjAzdCFDVLBYICPDSuTYR9dx81HPjFJeUEp98gjUJx1i7P5NDx/PKzY+s60H3xnXp1siftqHeOFXi0Ar13Xyqu+en91ehZRWIL50+xFVPPzDNRz03H/Xcfhw+nsfaP8cdb0k6QUnp/xri4+bElZFlr5K+MrLuZQ+tUN/NR4G4ltKHuOrpB6b5qOfmo57bp5z8YtYdPMaa/cf49cAxTuQX2+Y5OlhoH+ZN98b+dGvkT32/ix9aob6bjwJxLaUPcdXTD0zzUc/NRz23f8WlVrYln7DdmHfg2Kly8xv4udOtkT/dG9clKszngkMrSkqtxCVlU+DggGtpKdFhPnrShQkoENdS+uFd9fQXpfmo5+ajntc8R7LyWLP/GGsSMvn9SHa5oRVerk5cGelH90b+XBHph7ebc7l1V+3NYNrfXlsd5OnC6NgmxDYNqLZjkOqnQFxL6Yd31dNflOajnpuPel6z5RYUs/7gcdbsz+SX/cfI/uvQCgtEhfn8ObSiLvszT/HUFzvPua2Xb26lUFyLKRDXUvrhXfX0F6X5qOfmo57XHiWlVrannLBdPd6fWX5ohaMFSs7T42AvVz5/MEbDJ2opew7EdvkcYhEREal5HB0sRIX5EBXmw7DukSRl57E24Rhr9mey6XDWecMwQFpOAa+sTqBdqDe+7s74ujvj4+6Er7szbs6O1XMQYkq6QnwZdDWj6unKkfmo5+ajnpvDF9tTmPjt3kte383JwRaS/xqUz/7lhI+7M86ODpV4BJfv9M2EGbmFBHi6mO5mQl0hFhEREVML86nYo9k6hHvjYLGQlVdMVl4RWXlFFJdayS8uJTWngNScggrvs46LIz5/CcnlA/WZ073dnCv15SN/pZsJ7ZsCsYiIiFS56DAfgjxdygXCvwv2cmXWHVHlrpparVZOFpaQlVdEdl5RuaD816+/zsvOL6LUCicLSzhZWEJydn6F6/R2KwvIPm7lw7KP+9m+d8bbzQkHy/lD9Kq9GWe9mfBobiFPfbFTNxPaAQViERERqXKODhZGxzY571MmRvVsfMYQAovFgqerE56uToT7Vuwqc6nVSk7+6XBc/LfQfPqr/PTTT8c4kV/850tI8s6/kz85WMD7rOH5dGB2ZPpPB867jVdWJ3B1Y39TDZ+wNwrEIiIiUi1imwbw8s2tzhg6EOzlyqiejSvtKqmDxYLPn8G0oopLreTkV+wK9Omvk4UllFqxfV/REP13aTkFxCVl0zHC95LWl8unQCwiIiLVJrZpAFc39re7N9U5OVjw83DBz8OlwusUlZSeNShn/yVY70s/yb6Mkxfc1tNf7iSmvh9tQr1pG+JFs0BPXJzs66bA2kyBWERERKqVo4OFTvV9a/zTRZwdHQjwdCXA0/Wcy2xOzOJfH2+94Lay8or5bk863+1J/3PbFloEedImxJs2IV60DfWmnpcrlguMV5ZLo0AsIiIiUkUqcjNhoKcLz/Zuxs7UXLalnGB7Sg5ZeUVsS8lhW0qObTn/Oi60qedlC8gtg73wcNHzmSuDArGIiIhIFanIzYRPxDaha8O6dG1YFyh7skZSdn5ZOE7OYVvKCf5IP0nmyUJ+Ssjkp4RMoOyGvsYBdWh7+ipyiDf167pf8KkXcia9mOMy1ORf89QUemC/+ajn5qOem5PZ+n625xBfzM2E+UUl7Dmay/aUHLannGBbSg5pZ3kms5erE61DvMquJId606ae10XdXFiV9GIOERERERP7682El/KmOjdnR9trsU87mlPA9tQctiefYHvKCXam5ZJTUMz6g8dZf/C4bbn6fu60DfGiTYg3bUO8aRxYp8peQFJTKRCLiIiIVANHB0ulPlotyMuVWC9X2xXm4pJS9mWcLHcV+fDxPNvXip1HgbLXYLes50XbEC9ah5Q91SLwPDcGmoECsYiIiEgt4OToQItgL1oEe3F7dChQ9ozkHbaryDlsTz1BbkEJW45ks+VItm3dYC9X21XkNiFl23A10WPfFIhFREREailfd2euiqzLVZFlN+yVWq0cOpbHtpQT7Egpu2EvIeMkaTkFpOUUsPKPDKDsuczNgjzLheQwH7da+9g33VR3GcxyI4CRzHbThajnZqSem5P6bj9OFZawKy2HbX9eRd6WcoJjp4rOWM7X3dn2NIs2IV60queFp2vFrq2WlFqr/WUsuqlORERERCrEw8WRjhG+tvHNVquVlBMFtnHIO1JOsPtoLll5Razdf4y1+48BYAEaBXj8ebNe2ZXkSH+PMx77drYnbAR5ujA6tkmlva77cukK8WXQv2qrnq4gmI96bj7quTmp7zVLYXEpf6Tnsi3lf0+1SD5x5mPf6rg40urPG/bahHiTlVfEf7/945zbffnmVlUWinWFWEREREQqjYuTw59jib2hQxgAGScL2fHnVeTtKSfYmZrDycISNh3OYtPhrApt95XVCVzd2L/Kh09ciAKxiIiIiFy0gDouXN0kgKub/PnYt1IrBzJP2q4ibzqcRepZXh7yV2k5BcQlZVfq4+guhXmepyEiIiIiVcbJwULTQE9ubRfCs9c3Z1j3yAqtl/GXscVGUSAWERERkUoX4OlSqctVJQViEREREal00WE+BF0g7AZ7uRL9l9dRG0WBWEREREQqnaODhdGxTc67zKiejQ2/oQ4UiEVERESkisQ2DeDlm1udcaU42Mu1Sh+5drH0lAkRERERqTKxTQO4urF/tb+p7mIoEIuIiIhIlXJ0sNCpvq/dvoxFQyZERERExNQUiEVERETE1BSIRURERMTUFIhFRERExNQUiEVERETE1BSIRURERMTUFIhFRERExNQUiEVERETE1BSIRURERMTUFIhFRERExNQUiEVERETE1BSIRURERMTUFIhFRERExNScjC6gJrNYjK6g9jt9jnWuzUM9Nx/13JzUd/Op7p5fzH4sVqvVWnWliIiIiIjYNw2ZEBERERFTUyAWEREREVNTIBYRERERU1MgFhERERFTUyAWEREREVNTIBYRERERU1MgFhERERFTUyAWEREREVNTIBYRERERU1MgFruUlpbGiBEjiImJoXv37kyaNImCggKjy5Jq8vDDD/P0008bXYZUg8LCQp577jk6d+7MlVdeySuvvIJeoFq7paSk8Mgjj9ChQwdiY2N57733jC5JqlBhYSF9+/Zlw4YNtmmJiYkMGjSI6Oho+vTpw9q1aw2ssIwCsdgdq9XKiBEjyMvLY9GiRbz66qusXr2a1157zejSpBqsWLGCn376yegypJo8//zz/Prrr8yZM4dp06bx8ccf89FHHxldllShxx9/HA8PD5YtW8a4ceN47bXX+P77740uS6pAQUEBo0aNYu/evbZpVquVoUOHEhAQwNKlS7nlllsYNmwYycnJBlaqQCx2aP/+/cTFxTFp0iSaNm1Kp06dGDFiBMuXLze6NKliWVlZTJ48mbZt2xpdilSDrKwsli5dysSJE2nXrh1XXHEFgwcPJj4+3ujSpIpkZ2cTFxfHo48+SsOGDenVqxfdu3dn3bp1RpcmlWzfvn3ceeedHD58uNz09evXk5iYyH//+18aN27MI488QnR0NEuXLjWo0jIKxGJ3AgMDeffddwkICCg3PTc316CKpLq8/PLL3HLLLTRp0sToUqQabN68GU9PT2JiYmzTHn74YSZNmmRgVVKV3NzccHd3Z9myZRQVFbF//35+//13WrZsaXRpUsk2btxIly5dzviNT3x8PK1atcLDw8M2rWPHjsTFxVVzheUpEIvd8fb2pnv37rbvS0tLWbhwIV27djWwKqlq69at47fffuOxxx4zuhSpJomJiYSFhfHZZ59x/fXXc8011zBz5kxKS0uNLk2qiKurK88++ywfffQRUVFR3HDDDfzjH//gjjvuMLo0qWQDBgxg3LhxuLu7l5uenp5OUFBQuWn+/v6kpqZWZ3lncDJ07yIVMGXKFHbu3Mknn3xidClSRQoKCvjPf/7Ds88+i5ubm9HlSDU5deoUhw4dYvHixUyaNIn09HSeffZZ3N3dGTx4sNHlSRVJSEigZ8+ePPDAA+zdu5eJEydyxRVXcPPNNxtdmlSDvLw8XFxcyk1zcXGhsLDQoIrKKBCLXZsyZQrz58/n1VdfpVmzZkaXI1VkxowZtGnTptxvBqT2c3JyIjc3l2nTphEWFgZAcnIyH374oQJxLbVu3To++eQTfvrpJ9zc3Gjbti1paWm8+eabCsQm4erqSlZWVrlphYWFhl8MUSAWuzVx4kQ+/PBDpkyZQu/evY0uR6rQihUryMjIoH379gC2KwXffvstW7ZsMbI0qUKBgYG4urrawjBAZGQkKSkpBlYlVWn79u00aNCgXPhp1aoVb731loFVSXUKDg5m37595aZlZGScMYyiuikQi12aMWMGixcv5pVXXuH66683uhypYu+//z7FxcW276dOnQrAE088YVRJUg2ioqIoKCjgwIEDREZGAmVPmflrQJbaJSgoiEOHDlFYWGj7tfn+/fsJDw83uDKpLlFRUcyePZv8/HzbP4w2b95Mx44dDa1LN9WJ3UlISGDWrFk89NBDdOzYkfT0dNuX1E5hYWE0aNDA9lWnTh3q1KlDgwYNjC5NqlCjRo3o0aMHY8eOZffu3axZs4bZs2dzzz33GF2aVJHY2FicnZ155plnOHDgAKtWreKtt95i4MCBRpcm1SQmJoaQkBDGjh3L3r17mT17Nlu3buX22283tC5dIRa788MPP1BSUsKbb77Jm2++WW7enj17DKpKRKrC1KlTmThxIvfccw/u7u7ce++9Cke1mJeXF++99x4vvPACt99+O3Xr1uXRRx/lrrvuMro0qSaOjo7MmjWL8ePHc+utt9KgQQNmzpxJaGiooXVZrHpHpoiIiIiYmIZMiIiIiIipKRCLiIiIiKkpEIuIiIiIqSkQi4iIiIipKRCLiIiIiKkpEIuIiIiIqSkQi4iIiIipKRCLiIiIiKkpEIuIqcTGxrJs2TLb99u2baNXr15cccUVBlYlIiJGUiAWEdMqLCxk6NChXH/99Xz++edGlyMiIgZxMroAERGjrFy5koKCAkaMGIGLi4vR5YiIiEF0hVhETOvjjz+mT58+5cJwamoq//d//0dMTAxdunTh+eefp7Cw0Da/efPmZ3w9/fTTADz99NO2PwN89tlnNG/enA0bNrBs2TJiY2PL7X/gwIG88cYbAFitVmbOnEm3bt3o1KkT//rXv0hOTrYtm5mZyeOPP06HDh246qqreOWVV7BarQwcOPCsNR05cqTcvDZt2tC3b1+2bNli2+bq1avp378/7dq1o0+fPnz33XfnPFd/HWry5ptv0qZNGxISEi54TgoLC5k0aRLdu3endevWxMbG8tFHH9m2e+rUKZ599lm6dOlCly5d+Pe//01BQQFPP/30Wbe7YcOGC56r5s2bs2TJEnr16kX79u0ZPXo0J0+etM3fsmUL99xzD9HR0cTGxvLhhx/a5v11v61ateKaa67hhx9+OOd5EZHaQYFYREzHarXy3XffsWHDBu666y7b9MLCQu6//37y8vJ4//33ee211/jxxx+ZPHlyufXfeOMN1q5dy9q1a7nhhhvOuo/CwkKmT59e4ZoWLlzIl19+ybRp0/joo4/w9/dn8ODBFBUVATB06FDS09NZuHAhr732GsuWLWPRokW2WgYPHkz79u1tdYWEhAAwePBg1q5dy5dffkmTJk148cUXAVi3bh3Dhw/nlltu4fPPP+eOO+5g5MiRbN++/bx1pqWlMWfOHD755BMaNmx4wXMye/ZsfvzxR9544w2++eYb+vXrx8SJE8nIyADgmWeeYfPmzcyaNYu5c+eyefNmXnvtNcaPH8/atWsZN24c9erVs227ffv2FzxXAK+//jrPPPMMCxYs4I8//uDZZ58FICEhgfvvv5/OnTuzbNkyhg8fzssvv8z3339vW/eGG25g7dq1fPvtt/Ts2ZN///vfFe6jiNRMGjIhIqbzzDPPUFpayujRo2nRooVt+po1a0hLS+Pjjz/Gx8cHgGeffZZHH32UkSNHUqdOHQB8fHwIDAwEwM3N7az7+OCDD2jevDlJSUkAeHt7l7tK+Xfvvvsu//nPf+jSpQsA//3vf+nWrRtr1qwhNDSULVu2sHLlSiIiIgCYMGECp06dwtfXFwAPDw+cnZ1tdZ3m4eFBYGAgdevWxcPDA29vbwAWLVpE7969GTRoEACRkZFs3bqVuXPn8sorr5y1RqvVyhtvvMENN9xQ7ryd75y0aNGCrl27Eh0dDcC//vUvZs6cycGDB3F2duabb75h3rx5dOzY0Xbcu3btwsvLy/bl6OhY7rjOd65OX4V/6KGH6NGjBwDjx49n8ODBTJgwgY8//phWrVoxatQoABo1akRCQgLvvvsu1157ra3+wMBArFYrvr6+tnMmIrWXArGImM7QoUPJyMhgxowZtGvXjq5duwJlVw8bNmxoC8MAHTp0oLi4mMOHD9OyZcsKbT83N5d33nmH+fPns2rVKqDs1/jZ2dl8+eWX3HTTTSQmJnL8+HEATp48SWpqKiNHjsTB4X+/uMvPz+fgwYMUFBTg6+trC8MAvXr1qlAtb7/9NnPnzqWwsJDi4mLeffdd27Hefffd5ZZt3749S5cuPee2nnnmGYKCgi7qBsRevXrxyy+/8NJLL7F//3527twJQElJCYcOHaKkpITWrVvblu/UqROdOnU65/YudK5O69Chg+3Pbdq0oaSkhAMHDpCQkEC7du3OOO7Fixfbvv/yyy/59ttvKSoqoqioiOeee67CxysiNZMCsYiYTmhoKEOHDuXIkSM8+eSTfPXVV3h6euLq6nrGsiUlJeX+WxHvvvsuPXr0oEmTJrZpERERjB49mrFjx/L000/j5uZGaWlpuW2//vrrREZGltuWj48Pv/3220Uf42l33303AwcOpKCggPfff5/nnnuO77777qzHWlpaaqvpbB599FF+/vlnZs2axbhx4yq0/1dffZUlS5Zw66230q9fP/7zn//YruI6Oztf9PFc6Fyd9tdtnz4mBweHcx73X/sbGxvLE088QXFxMStWrGDKlCn07dsXT0/Pi65XRGoGjSEWEVOyWCxMmDCBrKwsZs6cCZQNGzh48CBZWVm25eLi4nBycqJ+/fpYrVYAHB0dz7ndjIwMFi9ezIgRI86Y99BDD7FhwwZWrVrFxo0badOmDVA2nMLf35/09HQaNGhAgwYNCAkJYcqUKRw4cIAGDRqQlZVFSkqKbVsLFizgscceu+Bx+vj40KBBA5o1a8a9995LYmIix44dIzIykvj4+HLLbtmy5YyQ+Vfh4eE8//zzLFq0iL179wJc8JwsXryYf//73zzxxBP06dOHvLw823oRERE4Ojqye/du2/IrV66kf//+56zhQufqtF27dtn+vH37dpydnYmMjKzQcdepU4cGDRrQuHFjBg8eTG5uru0GQhGpnRSIRcS0wsPDefDBB3n//ffZv38/V111FRERETz55JPs2bOH9evXM3HiRPr27Yurqys7duwAOOtVxtPWrFnDHXfcQXBw8Fnn16lTh+Dg4DMC5KBBg3jttddYtWoVBw8e5JlnnuH333+nUaNGNG3alK5duzJ+/Hj27NnDhg0bmD17NlddddUFj/HUqVOkp6eTmJjIl19+iZeXF3Xr1mXQoEF8++23zJ8/n4MHD/Lee+/x/fffc88995x3ey1atODaa6/ljTfeoKCg4ILnxNfXl9WrV5OYmMhvv/3Gk08+CZTddOjp6Um/fv144YUX2Lp1K9u2bePVV1+1DWE5l/Odq9OmT5/Oxo0biY+P5/nnn6d///7UqVOHAQMGsGvXLl555RUOHDjAp59+ygcffMC9995rWzc/P5/09HSSk5NZtmwZTk5OhIWFXfBci0jNpSETImJqDz/8MJ9++ikvvPACc+bMYdasWUycOJE777yTOnXqcNNNNzFq1ChWrlzJE088QUxMDM2bNz/n9nx9fXn44Ycvuo4hQ4Zw8uRJnn32WXJzc2nTpg1z5syxDQOYMmUKzz33HHfddReenp7cddddDBgw4ILbnTt3LnPnzsXR0ZH69eszdepUHBwciIqKYvLkybzxxhtMmTKFyMhIXnvttQq9sW/YsGHcfPPNvPPOO8ycOfO85+TFF19kwoQJ3HjjjQQHB3PHHXfg6OjIrl27+Mc//sG4ceN44YUXeOCBB3B2dqZPnz6MHDnyss4VQL9+/Xj66ac5ceIEN954I+PHjwfKhsu8/fbbTJ48mblz5xIaGsrTTz/NbbfdZlv366+/5uuvv8bBwYGQkBD++9//EhAQcMHzIiI1l8V6+vddIiIitUDz5s1ZsGCB7SkUIiIXoiETIiIiImJqCsQiIiIiYmoaMiEiIiIipqYrxCIiIiJiagrEIiIiImJqCsQiIiIiYmoKxCIiIiJiagrEIiIiImJqCsQiIiIiYmoKxCIiIiJiagrEIiIiImJq/w9/vrA+H1/05QAAAABJRU5ErkJggg==" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 15 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:29.605508Z", + "start_time": "2024-12-24T19:29:26.713790Z" + } + }, + "cell_type": "code", + "source": [ + "# Определение оптимального количества кластеров с помощью коэффициента силуэта\n", + "silhouette_scores = []\n", + "for k in range(2, 11): # Коэффициент силуэта не определен для k=1\n", + " kmeans = KMeans(n_clusters=k, random_state=42)\n", + " kmeans.fit(X_scaled)\n", + " score = silhouette_score(X_scaled, kmeans.labels_)\n", + " silhouette_scores.append(score)\n", + "\n", + "# Визуализация коэффициента силуэта\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(range(2, 11), silhouette_scores, marker='o')\n", + "plt.title('Коэффициент силуэта')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Коэффициент силуэта')\n", + "plt.show()" + ], + "id": "94de6a586c29ba3", + "outputs": [ + { + "data": { + 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 16 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:29.624882Z", + "start_time": "2024-12-24T19:29:29.615706Z" + } + }, + "cell_type": "code", + "source": [ + "# Кластеризация с использованием K-Means\n", + "optimal_k = 3 # Выберите оптимальное количество кластеров на основе графиков\n", + "kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n", + "kmeans_labels = kmeans.fit_predict(X_scaled)" + ], + "id": "828e39778998aeb1", + "outputs": [], + "execution_count": 17 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:30.119292Z", + "start_time": "2024-12-24T19:29:29.642049Z" + } + }, + "cell_type": "code", + "source": [ + "# Кластеризация с использованием Agglomerative Clustering\n", + "agg_clustering = AgglomerativeClustering(n_clusters=optimal_k)\n", + "agg_labels = agg_clustering.fit_predict(X_scaled)" + ], + "id": "93601a295d1187c4", + "outputs": [], + "execution_count": 18 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:30.434026Z", + "start_time": "2024-12-24T19:29:30.134155Z" + } + }, + "cell_type": "code", + "source": [ + "# Визуализация результатов кластеризации\n", + "plt.figure(figsize=(16, 8))\n", + "\n", + "# K-Means\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=kmeans_labels, cmap='viridis', alpha=0.5)\n", + "plt.title('K-Means Clustering')\n", + "plt.xlabel('PC1')\n", + "plt.ylabel('PC2')" + ], + "id": "8d3d6852adc608e0", + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'PC2')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 19 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:30.606152Z", + "start_time": "2024-12-24T19:29:30.449140Z" + } + }, + "cell_type": "code", + "source": [ + "# Agglomerative Clustering\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=agg_labels, cmap='viridis', alpha=0.5)\n", + "plt.title('Agglomerative Clustering')\n", + "plt.xlabel('PC1')\n", + "plt.ylabel('PC2')\n", + "\n", + "plt.show()" + ], + "id": "d20b274c9e7faf65", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 20 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-24T19:29:31.228189Z", + "start_time": "2024-12-24T19:29:30.620784Z" + } + }, + "cell_type": "code", + "source": [ + "# Оценка качества кластеризации\n", + "print(\"Коэффициент силуэта для K-Means:\", silhouette_score(X_scaled, kmeans_labels))\n", + "print(\"Коэффициент силуэта для Agglomerative Clustering:\", silhouette_score(X_scaled, agg_labels))" + ], + "id": "dd0eb66cf8fddfc5", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Коэффициент силуэта для K-Means: 0.20758611793922405\n", + "Коэффициент силуэта для Agglomerative Clustering: 0.23799044339356212\n" + ] + } + ], + "execution_count": 21 + } + ], + "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 +}