{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Лабораторная 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Информация о диабете индейцев Пима" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',\n", " 'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome'],\n", " dtype='object')\n" ] } ], "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", "\n", "df = pd.read_csv(\".//scv//diabetes.csv\")\n", "print(df.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Столбцы на русском:\n", "'Pregnancies' - количество беременностей\n", "'Glucose' - уровень глюкозы\n", "'BloodPressure'- кровяное давление\n", "'SkinThickness' - толщина кожи\n", "'Insulin' - уровень инсулина\n", "'BMI' - ИМТ\n", "'DiabetesPedigreeFunction' - функция родословной диабета\n", "'Age' - возраст\n", "'Outcome' - исход" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 768 entries, 0 to 767\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Pregnancies 768 non-null int64 \n", " 1 Glucose 768 non-null int64 \n", " 2 BloodPressure 768 non-null int64 \n", " 3 SkinThickness 768 non-null int64 \n", " 4 Insulin 768 non-null int64 \n", " 5 BMI 768 non-null float64\n", " 6 DiabetesPedigreeFunction 768 non-null float64\n", " 7 Age 768 non-null int64 \n", " 8 Outcome 768 non-null int64 \n", "dtypes: float64(2), int64(7)\n", "memory usage: 54.1 KB\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "0 6 148 72 35 0 33.6 \n", "1 1 85 66 29 0 26.6 \n", "2 8 183 64 0 0 23.3 \n", "3 1 89 66 23 94 28.1 \n", "4 0 137 40 35 168 43.1 \n", "\n", " DiabetesPedigreeFunction Age Outcome \n", "0 0.627 50 1 \n", "1 0.351 31 0 \n", "2 0.672 32 1 \n", "3 0.167 21 0 \n", "4 2.288 33 1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.info()\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Объект наблюдения - здоровье пациентов\n", "\n", "Атрибуты - содержит набор информации об обучении, такие как:\n", "количество беременностей, глюкоза, кровяное давление, толщина кожи, ИМТ, возраст и другие атрибуты" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "plt.scatter(df['Age'], df['DiabetesPedigreeFunction'], c=df['Age'], alpha=0.6)\n", "\n", "plt.title(\"Диаграмма 1\")\n", "plt.ylabel(\"Функция родословной диабета\")\n", "plt.xlabel(\"Возраст\")\n", "plt.grid(visible='true')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_dependence = df.groupby('Age')['BMI'].mean().reset_index()\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "plt.plot(df_dependence['Age'], df_dependence['BMI'], marker='.')\n", "\n", "plt.title(\"Диаграмма 2\")\n", "plt.xlabel(\"Возраст\")\n", "plt.ylabel(\"ИМТ\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Присутствует связь между атрибутами, возраст влияет на многие атрибуты в данном датасете.\n", "Для примера на первом графике приведена связь между функцией родословной диабета и возрастом. На втором графике показана связь возраста и ИМТ\n", "Примеры бизнес целей\n", "\n", " 1.Прогнозирование шанса диабета на основе функции и возраста.\n", " 2.Улучшение диагностики диабета.\n", " \n", "Эффект для бизнеса: снижение затрат на лечение, улучшение качества обслуживания.\n", "Цели технического проекта\n", "\n", "Для первой цели:\n", "\n", "Вход: возраст\n", "Целевой признак: Наличие диабета.\n", "\n", "Для второй цели:\n", "\n", "Вход: глюкоза, давление\n", "Целевой признак: Наличие диабета." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Проверка на выбросы" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Пропущенные значения по столбцам:\n", "Pregnancies 0\n", "Glucose 0\n", "BloodPressure 0\n", "SkinThickness 0\n", "Insulin 0\n", "BMI 0\n", "DiabetesPedigreeFunction 0\n", "Age 0\n", "Outcome 0\n", "dtype: int64\n", "\n", "Статистический обзор данных:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin \\\n", "count 768.000000 768.000000 768.000000 768.000000 768.000000 \n", "mean 3.845052 120.894531 69.105469 20.536458 79.799479 \n", "std 3.369578 31.972618 19.355807 15.952218 115.244002 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 1.000000 99.000000 62.000000 0.000000 0.000000 \n", "50% 3.000000 117.000000 72.000000 23.000000 30.500000 \n", "75% 6.000000 140.250000 80.000000 32.000000 127.250000 \n", "max 17.000000 199.000000 122.000000 99.000000 846.000000 \n", "\n", " BMI DiabetesPedigreeFunction Age Outcome \n", "count 768.000000 768.000000 768.000000 768.000000 \n", "mean 31.992578 0.471876 33.240885 0.348958 \n", "std 7.884160 0.331329 11.760232 0.476951 \n", "min 0.000000 0.078000 21.000000 0.000000 \n", "25% 27.300000 0.243750 24.000000 0.000000 \n", "50% 32.000000 0.372500 29.000000 0.000000 \n", "75% 36.600000 0.626250 41.000000 1.000000 \n", "max 67.100000 2.420000 81.000000 1.000000 \n" ] } ], "source": [ "null_values = df.isnull().sum()\n", "print(\"Пропущенные значения по столбцам:\")\n", "print(null_values)\n", "\n", "stat_summary = df.describe()\n", "print(\"\\nСтатистический обзор данных:\")\n", "print(stat_summary)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно выделить что нулевых данных нет\n", "Также проверим данные на выбросы и дубликаты:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Коэффициент асимметрии для столбца 'Pregnancies': 0.9016739791518588\n", "\n", "Коэффициент асимметрии для столбца 'Glucose': 0.17375350179188992\n", "\n", "Коэффициент асимметрии для столбца 'BloodPressure': -1.8436079833551302\n", "\n", "Коэффициент асимметрии для столбца 'SkinThickness': 0.10937249648187608\n", "\n", "Коэффициент асимметрии для столбца 'Insulin': 2.272250858431574\n", "\n", "Коэффициент асимметрии для столбца 'BMI': -0.42898158845356543\n", "\n", "Коэффициент асимметрии для столбца 'DiabetesPedigreeFunction': 1.919911066307204\n", "\n", "Коэффициент асимметрии для столбца 'Age': 1.1295967011444805\n", "\n", "Коэффициент асимметрии для столбца 'Outcome': 0.635016643444986\n", "\n", "Количество дубликатов: 0\n" ] } ], "source": [ "for column in df.select_dtypes(include=[np.number]).columns:\n", " skewness = df[column].skew()\n", " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {skewness}\")\n", "\n", "duplicates = df.duplicated().sum()\n", "print(f\"\\nКоличество дубликатов: {duplicates}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно сказать, что для столбцов выбросы незначительны. Дупликатов нет" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Очистка данных от шумов:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Выбросы в датасете:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "4 0 137 40 35 168 43.1 \n", "12 10 139 80 0 0 27.1 \n", "39 4 111 72 47 207 37.1 \n", "45 0 180 66 39 0 42.0 \n", "58 0 146 82 0 0 40.5 \n", "100 1 163 72 0 0 39.0 \n", "147 2 106 64 35 119 30.5 \n", "187 1 128 98 41 58 32.0 \n", "218 5 85 74 22 0 29.0 \n", "228 4 197 70 39 744 36.7 \n", "243 6 119 50 22 176 27.1 \n", "245 9 184 85 15 0 30.0 \n", "259 11 155 76 28 150 33.3 \n", "292 2 128 78 37 182 43.3 \n", "308 0 128 68 19 180 30.5 \n", "330 8 118 72 19 0 23.1 \n", "370 3 173 82 48 465 38.4 \n", "371 0 118 64 23 89 0.0 \n", "383 1 90 62 18 59 25.1 \n", "395 2 127 58 24 275 27.7 \n", "445 0 180 78 63 14 59.4 \n", "534 1 77 56 30 56 33.3 \n", "593 2 82 52 22 115 28.5 \n", "606 1 181 78 42 293 40.0 \n", "618 9 112 82 24 0 28.2 \n", "621 2 92 76 20 0 24.2 \n", "622 6 183 94 0 0 40.8 \n", "659 3 80 82 31 70 34.2 \n", "661 1 199 76 43 0 42.9 \n", "\n", " DiabetesPedigreeFunction Age Outcome \n", "4 2.288 33 1 \n", "12 1.441 57 0 \n", "39 1.390 56 1 \n", "45 1.893 25 1 \n", "58 1.781 44 0 \n", "100 1.222 33 1 \n", "147 1.400 34 0 \n", "187 1.321 33 1 \n", "218 1.224 32 1 \n", "228 2.329 31 0 \n", "243 1.318 33 1 \n", "245 1.213 49 1 \n", "259 1.353 51 1 \n", "292 1.224 31 1 \n", "308 1.391 25 1 \n", "330 1.476 46 0 \n", "370 2.137 25 1 \n", "371 1.731 21 0 \n", "383 1.268 25 0 \n", "395 1.600 25 0 \n", "445 2.420 25 1 \n", "534 1.251 24 0 \n", "593 1.699 25 0 \n", "606 1.258 22 1 \n", "618 1.282 50 1 \n", "621 1.698 28 0 \n", "622 1.461 45 0 \n", "659 1.292 27 1 \n", "661 1.394 22 1 \n" ] }, { "data": { "image/png": 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0tOCNN96IOD0s+tSofv36AQA2btwou4iJfs2YMWNkX9O3b18AQEpKiuJroqnNl6D09PSIMidMmID8/Hz8/e9/xxNPPKG7T7OysjrVccOGDYr1/Mtf/oKuXbuGAirkHH/88Zg/fz5GjhyJO++8E8OGDcMDDzyADz/8UPE9ehUXFyMQCGDr1q0Rpxru3LkTdXV1KC4uBqBtTIM2bdoEn8+Ho446SvE1/fr1wzvvvIMRI0ZEnNaoVffu3VFeXo5NmzaFFmWfffYZbr75ZtnXP/bYY9i1axfuuOMOxfoEAgFs2rSpU+iKUVdeeSX++Mc/4ocffkD//v0xbdq00Om24SRJwvTp03HuueeGThMmInfi6XZEJNzixYvR0tKC008/Xdf7Zs+ejYKCAlx33XWyzyclJQHo+KIR7pFHHjFUT6AjceyJJ54I/b21tRVPPPEEevTogaFDhypud+3atar/EnzllVfif//7H371q19pinLOz8/HL3/5S/zvf/8LJetFk6tLa2srHnvsMdXyw82ZMyfi73/7298AAGeeeabidurr60OnEAb9/Oc/R9euXVFWVtYphS/43iFDhqCkpASPPPJI6PSs6Nf07NkTp556Kp544olQbHK4H3/8sdNjavNFSWtrKw4cOBA6nU1Un8rZtm0b5s6dizvuuCPmAqGhoQGXXnopJkyYgD//+c8YM2ZMzGQ0I8466ywAnfeXv/71rwCAs88+G4C2MQU69p1//vOfOOmkk2LO74kTJ6K9vR133XVXp+cOHDjQaU7I8fv9GDhwIMaMGYMxY8aE9s1oe/fuxd13341p06Yp/rp1zjnnwO/348477+z0K2H0sUWrYLJfr169cN9992HRokWhOPFwS5Yswf/+9z+UlZUZ2g4R2Ye/JBGRMI2Njfjb3/6GO++8E0lJSZAkKXSaU9DOnTuxb98+LFq0CGeccUbEdSRvvfUWnnvuuVBIQrTs7GyMGjUK999/P9ra2nDIIYfgrbfe0v0rSrjgl5pt27bhyCOPxAsvvIANGzZg3rx5oVjiX/ziF3jllVdw7rnn4uyzz0ZlZSUef/xx9O/fPxQTLGfcuHH48ccfNS2QghYuXIg5c+YonqozfPhw5OXlYdKkSfjDH/4An8+HZ599VveXu8rKSkyYMAHjxo1DeXk5Fi1ahIsuugiDBg0C0PFFOTU1FePHj8fkyZOxb98+zJ8/Hz179oxYxGRnZ+Phhx/G1VdfjRNPPBEXXXQR8vLy8Nlnn6GpqQnPPPMM/H4/5s6di/Hjx2Pw4MG44oorUFRUhC1btuCLL77Af/7zHwAdC7dTTjkFxx57LK655hr07dsXO3fuRHl5Ob777jt89tlnEW1Qmy9BjY2NEafbPfvss2hubg5FiovqUznvvfcejjnmGMXry4KmTp2K/fv348knnzS9TSWDBg3CpEmTMG/evNAphh9//DGeeeYZnHPOOTjttNMAaBvTd955BzNnzsT//vc/LF26NOZ2R48ejcmTJ6OsrAwbNmzAz3/+c6SkpGDr1q146aWX8Oijj+KCCy4Q0sb169eje/fuuPXWWxVfc/jhh+NPf/oT7rrrLowcORLnnXce0tLS8Mknn6BXr16mFzDXXnstFi9ejOuuuw4bN25EZmZm6Lm33noL11xzTcxf3ojIJewP1COieBWMudX6JxipG4x0Hjx4cEQEr1xs7nfffSede+65Um5urpSTkyP96le/kn744QcJgDRr1qzQ67RGgA8YMED673//K5WWlkrp6elScXGx9Pe//z3idYFAQLrnnnuk4uJiKS0tTTr++OOlN998s1O8dLC+4RHfcv0jFwGuVE+55z/88ENp2LBhUkZGhtSrVy/p1ltvlf7zn/8oxhTLlbdp0ybpggsukLp27Srl5eVJv/vd7zrFPb/xxhvScccdJ6Wnp0t9+vSR7rvvPunpp5/uFHUdfO3w4cOljIwMKTs7WzrppJOk559/PuI1H3zwgXTGGWdIXbt2lbKysqTjjjtO+tvf/hbxmoqKCumyyy6TCgsLpZSUFOmQQw6RfvGLX0gvv/xy6DV65sukSZMi5lyXLl2kIUOGSM8++2zEdrX2qd4IcADSq6++GvHa6Hnz/PPPSz6fT1q+fHmn14mMAJckSWpra5Nmz54tlZSUSCkpKVLv3r2lGTNmyEbHxxrT3//+99KoUaM61VmSOkeAB82bN08aOnSolJGRIXXt2lU69thjpVtvvVX64YcfVNsYTSkCHID08MMPa6rP008/LR1//PFSWlqalJeXJ40ePVp6++23NW0rSG7OSZIkffnll1J6ero0bdq0iNdlZGRI33//fcRro6PiicgdfJIk4J/KiIjQcWpRSUkJVq1ahVNPPdX066x26qmnYvfu3di4caNjdbDbHXfcgdmzZ+PHH39U/LWKiIgo0fGaJCIiIiIiojBcJBGRMF26dMHFF1+seL8ava8jIiIicgKDG4hImO7du3cKajDzOiIiIiIn8JokIiIiIiKiMDzdjoiIiIiIKAwXSURERERERGHi/pqkQCCAH374AV27doXP53O6OkRERERE5BBJkrB371706tULfr/y70Vxv0j64Ycf0Lt3b6erQURERERELrFjxw4ceuihis/H/SKpa9euADo6Ijs72+HaEBERERGRUxoaGtC7d+/QGkFJ3C+SgqfYZWdnc5FERERERESql+EwuIGIiIiIiCgMF0lERERERERhuEgiIiIiIiIKw0USERERERFRGC6SiIiIiIiIwnCRREREREREFIaLJCIiIiIiojBcJBEREREREYXhIomIiIiIiCgMF0lERERERERhuEgiIiIiIiIKw0USERERERFRGC6SiIiIiIiIwiQ7XQEiIq9oD0j4uLIWu/Y2o2fXdJxUko8kv8/pahEREZFgXCQREWmwfGMVZi/dhKr65tBjRTnpmDW+P8YNLHKwZkRERCQaT7cjIlKxfGMVpixaH7FAAoDq+mZMWbQeyzdWOVQzIiIisgIXSUREMbQHJMxeugmSzHPBx2Yv3YT2gNwriIiIyIu4SCIiiuHjytpOvyCFkwBU1Tfj48pa+ypFREREluIiiYgohl17lRdIRl5HRERE7sdFEhFRDD27pgt9HREREbkfF0lERDGcVJKPopx0KAV9+9CRcndSSb6d1SIiIiILObpIam9vx8yZM1FSUoKMjAz069cPd911FyTppwugJUnC7bffjqKiImRkZGDMmDHYunWrg7UmokSS5Pdh1vj+ANBpoRT8+6zx/Xm/JCIiojji6CLpvvvuw9y5c/H3v/8dmzdvxn333Yf7778ff/vb30Kvuf/++/F///d/ePzxx7F27VpkZWVh7NixaG7m+f9EZI9xA4sw95IhKMyJPKWuMCcdcy8ZwvskERERxRmfFP6zjc1+8YtfoKCgAE899VTosfPPPx8ZGRlYtGgRJElCr169cNNNN+Hmm28GANTX16OgoAALFy7Eb37zG9VtNDQ0ICcnB/X19cjOzrasLUQU/9oDEj6urMWuvc3o2bXjFDv+gkREROQdWtcGjv6SNHz4cKxYsQJfffUVAOCzzz7DBx98gDPPPBMAUFlZierqaowZMyb0npycHJx88skoLy+XLbOlpQUNDQ0Rf4iIREjy+1Darxt+OfgQlPbrxgUSERFRnEp2cuPTp09HQ0MDjj76aCQlJaG9vR133303Lr74YgBAdXU1AKCgoCDifQUFBaHnopWVlWH27NnWVpyIiIiIiOKWo78kvfjii3juueewePFirF+/Hs888wwefPBBPPPMM4bLnDFjBurr60N/duzYIbDGREREREQU7xz9JemWW27B9OnTQ9cWHXvssdi+fTvKysowadIkFBYWAgB27tyJoqKfLozeuXMnBg8eLFtmWloa0tLSLK87ERERERHFJ0d/SWpqaoLfH1mFpKQkBAIBAEBJSQkKCwuxYsWK0PMNDQ1Yu3YtSktLba0rERERERElBkd/SRo/fjzuvvtuHHbYYRgwYAA+/fRT/PWvf8WVV14JAPD5fLjhhhvwl7/8BUcccQRKSkowc+ZM9OrVC+ecc46TVSciIiIiojjl6CLpb3/7G2bOnInf/va32LVrF3r16oXJkyfj9ttvD73m1ltvRWNjI6699lrU1dXhlFNOwfLly5Genh6jZCIiIiIiImMcvU+SHXifJCIiIiIiAjxynyQiIiIiIiK34SKJiIiIiIgoDBdJREREREREYbhIIiIiIiIiCsNFEhERERERURgukoiIiIiIiMJwkURERERERBSGiyQiIiIiIqIwXCQRERERERGF4SKJiIiIiIgoDBdJREREREREYbhIIiIiIiIiCsNFEhERERERURgukoiIiIiIiMJwkURERERERBSGiyQiIiIiIqIwXCQRERERERGF4SKJiIiIiIgoDBdJREREREREYbhIIiIiIiIiCsNFEhERERERURgukoiIiIiIiMJwkURERERERBSGiyQiIiIiIqIwXCQRERERERGF4SKJiIiIiIgoDBdJREREREREYbhIIiIiIiIiCsNFEhERERERURgukoiIiIiIiMJwkURERERERBSGiyQiIiIiIqIwXCQRERERERGF4SKJiIiIiIgoDBdJREREREREYbhIIiIiIiIiCsNFEhERERERURgukoiIiIiIiMJwkURERERERBSGiyQiIiIiIqIwXCQRERERERGF4SKJiIiIiIgoDBdJREREREREYbhIIiIiIiIiCpPsdAWIiIiIRGoPSPi4sha79jajZ9d0nFSSjyS/z+lqEZGHcJFEREREcWP5xirMXroJVfXNoceKctIxa3x/jBtY5GDNiMhLeLodERERxYXlG6swZdH6iAUSAFTXN2PKovVYvrHKoZoRkddwkURERESe1x6QMHvpJkgyzwUfm710E9oDcq8gIorERRIRERF53seVtZ1+QQonAaiqb8bHlbX2VYqIPIuLJCIiIvK8XXuVF0hGXkdEiY2LJCIiIvK8nl3Thb6OiBIbF0lERETkeSeV5KMoJx1KQd8+dKTcnVSSb2e1iMijuEgiIiIiz0vy+zBrfH8A6LRQCv591vj+vF8SEWnCRRIRERHFhXEDizD3kiEozIk8pa4wJx1zLxnC+yQRkWa8mSwRERHFjXEDi3BG/0J8XFmLXXub0bNrxyl2/AWJiPTgIomIiIjiSpLfh9J+3ZyuBhF5GE+3IyIiIiIiCsNFEhERERERURiebkcJqT0g8Xx1IiIiIpLl6C9Jffr0gc/n6/Rn6tSpAIDm5mZMnToV3bp1Q5cuXXD++edj586dTlaZ4sDyjVU45b6VuHD+Gly/ZAMunL8Gp9y3Ess3VjldNSIiIiJyAUcXSZ988gmqqqpCf95++20AwK9+9SsAwLRp07B06VK89NJLeO+99/DDDz/gvPPOc7LK5HHLN1ZhyqL1qKpvjni8ur4ZUxat50KJiIiIiOCTJElyuhJBN9xwA958801s3boVDQ0N6NGjBxYvXowLLrgAALBlyxYcc8wxKC8vx7BhwzSV2dDQgJycHNTX1yM7O9vK6pPLtQcknHLfyk4LpCAfOu6l8cFtP+Opd0RERERxSOvawDXBDa2trVi0aBGuvPJK+Hw+rFu3Dm1tbRgzZkzoNUcffTQOO+wwlJeXK5bT0tKChoaGiD9EAPBxZa3iAgkAJABV9c34uLLWvkoRERERkeu4ZpH02muvoa6uDpdffjkAoLq6GqmpqcjNzY14XUFBAaqrqxXLKSsrQ05OTuhP7969Law1ecmuvcoLJCOvIyIiIqL45JpF0lNPPYUzzzwTvXr1MlXOjBkzUF9fH/qzY8cOQTUkr+vZNV3o64iIiIgoPrkiAnz79u1455138Morr4QeKywsRGtrK+rq6iJ+Tdq5cycKCwsVy0pLS0NaWpqV1SUBnIjgPqkkH0U56aiub4bchXjBa5JOKsm3tB5E5CzeAoCIiNS4YpG0YMEC9OzZE2effXbosaFDhyIlJQUrVqzA+eefDwD48ssv8e2336K0tNSpqpIAyzdWYfbSTRHXBxXlpGPW+P4YN7DIsu0m+X2YNb4/pixaDx8QsVAKfj2aNb4/vywRxTGnjj9EROQtjp9uFwgEsGDBAkyaNAnJyT+t2XJycnDVVVfhxhtvxKpVq7Bu3TpcccUVKC0t1ZxsR+7jdAT3uIFFmHvJEBTmRJ5SV5iTjrmXDOGXJKI45vTxh4iIvMPxX5LeeecdfPvtt7jyyis7Pffwww/D7/fj/PPPR0tLC8aOHYvHHnvMgVqSCO0BCbOXbpI91U1Cx685s5duwhn9Cy39NWfcwCKc0b+Qp9sQJRC3HH+IiMgbXHWfJCvwPknuUV5Rgwvnr1F93fPXDENpv2421IiIEgWPP0REBHjwPkkU/xjBTURO4fGHiIj04CKJbMMIbiJyCo8/RESkBxdJZJtgBLfS2f4+dKRMMYKbKD61BySUV9Tg9Q3fo7yiBu0B+8725vGHiIj0cDy4gRIHI7iJEpfT0ds8/hARkR78JYlsxQhuosTjluhtHn+IiEgrptuRI3jHe6LE0B6QcMp9KzstkIJ86FikfHDbz2w7BvD4Q0SUuLSuDXi6HTkiye9jzC5RAvi4slZxgQR0nPZWVd+MjytrbTsm8PhDRERqeLodERFZhtHbRETkRVwkERGRZRi9TUREXsTT7YiIPE70NTYiywtGb1fXN0PuAtjgNUmM3rYOr8EiItKPiyQiIg8THa0tujxGbzvL6eh1IiKv4ul2REQeJTpa26qobkZvO8Mt0etERF7ECHAiIg8SHa1tR1Q3T/uyjxuj14mI3EDr2oC/JBEReZCeaG0nypMTjN7+5eBDUNqvG7+cW8iO8SQiimdcJBEReZDoaG1GdccXjicRkTlcJBEReZDoaG1GdccXjicRkTlMtyOK4rY4ZV7HQXJER2szqju+eHk8ecwjIjfgIokojNvilBnfS0pER2szqju+eHU8ecwjIrdguh3RQcG43OgdIvgVQm9UsdnyRNeH4pPbFvbkLl4aTx7ziMgOWtcGXCQRwX1xyozvJT3cdooouYsXxpPHPCKyi9a1AU+3I4K+uNzSft0sL090fSi+BaO13VoeOcsL48ljHhG5DdPtiOC+OGXG9xJRIuExj4jchoskIrgvTpnxvUSUSHjMIyK34SKJ4kZ7QEJ5RQ1e3/A9yitq0B7QfrldMC5X6Ux3H4BuWamort+vqWwt5RXFiN81+34iIi/hMY+I3IaLJIoLyzdW4ZT7VuLC+Wtw/ZINuHD+Gpxy30os31il6f3BuFwAsh/SEoCaxlZMe/EzTWXHKk9L/G74++VIACYMKuIFzEQUF8weM4mIROMiiTwvGBsbfdFvdX0zpixar3mhNG5gEeZeMgSFOeqnc2gpW6m8wpx0TVG24wYW4dpRJYrPz1tdqbltRERuZ/aYSUQkEiPAydOsiI0NxuVWNzTjrje/QG1jm6myjcbvMhKXiBKRFyLLici7GAFOCcGK2NhgXG55RY3iAklP2UbjdxmJS0SJyAuR5UQU/3i6HXmalbGxTkfSOr19IiIiokTFRRJ5mpWxsU5H0jq9fSIiIqJExUUSeZqVsbFOR9I6vX03MhPzTkRERKQVF0nkaVbGxjodSev09t3GbMw7ERERkVZcJJHnWRkb63QkrdPbdwtRMe9EREREWjACnOKGlbGxTkfSOr19JzEKnYiIiERhBDglHCtjY52OpHV6+05iFDoRERHZjafbEZGrMQqdiIiI7MZFEhG5GqPQiYiIyG483Y6EE3X9jFw5ABL22pxEFYxCr65vhtwFlMFrkgIBCa9v+J7zgoiIiEzjIomEWr6xCrOXboq4hqQoJx2zxvfXlcQmV05uZgoAoK6pzVTZ5C3BKPQpi9bDB0QslIJ/39/WjoufWht6nPOCiIiIzODpdiSMqJhmpXLqmtoiFkhGyiZvUopCl1s4A5wXREREZA4jwEkIUTHNauWYKZu8L/wUzO5d0nDTixtQ3dAi+1rOCyIiIoqmdW3AX5JICD0xzWbKMVM2eV8wCv2Xgw+B3+dTXCABnBdERERkHBdJJISomGYzMc6MgE4sjAYnIiIiq3CRREKIimk2E+PMCOjEwmhwIiIisgrT7UgIrTHNwRhvo+XI0Vq2KKIizskcUXOOxOL+ocwtfeOWehARuRkXSSSEWkwzAMwa31/1gzhWOXL0lC2CqIhzMk/UnCNxuH8oc0vfuKUeRERux3Q7Eiqe75MUjCaP3mGCX8HnXjKEXzIcwC997sD9Q5lb+sYt9SAicpLWtQEXSSScqFM55MoB4MhpIqIizskaPH3IWdw/lLmlb9xSDyIip2ldG/B0OxIuGNNsVTkiytZLT8S5E/VLdKLmHBnD/UOZW/rGLfUgIvIKptsRacC4aSJl3D+UuaVv3FIPIiKv4CKJSAPGTRMp4/6hzC1945Z6EBF5BRdJRBoE46aVztT3oSMsgHHT5AXtAQnlFTV4fcP3KK+oQXvA3KWp3D+UuaVv3FIPIiKv4CKJSINg3DSATl8yGDdNXrJ8YxVOuW8lLpy/Btcv2YAL56/BKfetxPKNVYbL5P6hLNg3SstQCfb0DceIiEgfLpKINBo3sAhzLxmCwpzI01EKc9IZnUueEIyAjr6Av7q+GVMWrTe1UOL+4X4cIyIi7RgBTqQT46bJi+yKgOb+EcmN0dscIyJKZIwAJ7II46bJi+yKgOb+EcmN0dscIyIidTzdjogoATAC2hnsdyIib+IiiYgoATAC2hnsdyIib+LpdmQaz29Xxr4htwhGQFfXNysmreVmpiAQkNAekITNUyv2AS/tV2r9HrwmidHbRETu4nhww/fff4/bbrsN//73v9HU1ITDDz8cCxYswAknnAAAkCQJs2bNwvz581FXV4cRI0Zg7ty5OOKIIzSVz+AGay3fWIXZSzdFnHNflJOOWeP7J3xSEvuG3CaYbgdAcaEEiJunVuwDXtyvlPo9uKxjshwRkX20rg0cPd1uz549GDFiBFJSUvDvf/8bmzZtwkMPPYS8vLzQa+6//3783//9Hx5//HGsXbsWWVlZGDt2LJqbef6206yME/Y69g25kVIEdDQR89SKfcCr+xWjt4mIvMfRX5KmT5+ODz/8EO+//77s85IkoVevXrjppptw8803AwDq6+tRUFCAhQsX4je/+Y3qNvhLkjXcGGvrFuwbcrv2gIQ139Rg6nPrUbe/TfY1ZuapFftAPOxXXjpNkIgoXnnil6Q33ngDJ5xwAn71q1+hZ8+eOP744zF//vzQ85WVlaiursaYMWNCj+Xk5ODkk09GeXm5bJktLS1oaGiI+EPi6Ym1TTTsG3K7JL8Pfp9PcYEEmJunVuwD8bBfBaO3fzn4EJT268YFEhGRizm6SPrmm29C1xf95z//wZQpU/CHP/wBzzzzDACguroaAFBQUBDxvoKCgtBz0crKypCTkxP607t3b2sbkaAYa6uMfUNeYOU8taJs7ldERGQnRxdJgUAAQ4YMwT333IPjjz8e1157La655ho8/vjjhsucMWMG6uvrQ3927NghsMYUxFhbZewb8gIr56kVZXO/IiIiOzm6SCoqKkL//v0jHjvmmGPw7bffAgAKCwsBADt37ox4zc6dO0PPRUtLS0N2dnbEH+o4F768ogavb/ge5RU1aA+YuxQtGGurdLKIDx2JU26KtRXdB0q82DduYtc4JTor56kVZXO/IiIiOzl6n6QRI0bgyy+/jHjsq6++QnFxMQCgpKQEhYWFWLFiBQYPHgyg42KrtWvXYsqUKXZX17OsiMxN8vswa3x/TFm0Hj7Ix9rOGt/fNefc2xkb7LW+cRMvxjt7lZXz1IqyuV8REZGdHP0ladq0aVizZg3uuecefP3111i8eDHmzZuHqVOnAgB8Ph9uuOEG/OUvf8Ebb7yBzz//HJdddhl69eqFc845x8mqe4aVkbleibV1IjbYK33jJl6Nd/YyK+epFWVzvyIiIrs4fjPZN998EzNmzMDWrVtRUlKCG2+8Eddcc03o+eDNZOfNm4e6ujqccsopeOyxx3DkkUdqKj+RI8Dtisx1c6yt07HBbu4bN3F6nBKdlfPUirK5XxERkVFa1waOL5KslsiLpPKKGlw4f43q656/ZhhK+3WzoUb2Yx94A8eJiIiI7OCJ+ySRtRiZyz7wCo4TERERuQkXSXGMkbnsA6/gOBEREZGbOJpuR9YKRuZW1zdD7pzK4HUebo3MFXHdgVofAEBuRgoCkoT2gMTrGhzixrmqZf65+doYN9eNyAncJ4jUcT/5CRdJcczLkbmioqBj9UFQ3f42XPzkWkZNO8htc1XL/HNzXLmb60bkBO4TROq4n0RicEMC8NqkD0ZBR0/M4NdjI1G/cn0QzUz5JIYb5qqW+QdA+BwVxYr9h8jLuE8QqUuk/YTpdgdxkdTBKz+fWhkF3R6QsKaiBlMXr0fd/jbh5ZMYTs5VrfNPkiRUN7TEfI0Tc4hR6kSRuE8QqUu0/YTpdhQhye9Dab9u+OXgQ1Dar5trJ/nHlbUxf+2RAFTVN+PjylrdZSf5ffD7fYoLJLPlkxhOzlWt809pgRT+GifmkJX7D5EXcZ8gUsf9RB4XSeQqVkdBM2qaYhE57k7MIc5vokjcJ4jUcT+Rx0USuYrVUdCMmqZYRI67E3OI85soEvcJInXcT+RxkUSuEoyCVjrByoeOC/mNRkFrKb9bViqq6/ejvKIG7YG4vmTPEu0BCeUVNXh9w/ee60Ot868wO83QHLW6b6zef+zm5bnkBYnQv/G2TxBZgfuJPEaAk6tYHQWtFgkuAahpbMW0Fz8D4O4UQDdyQzqdGVrnHwDdc9SOvnFblLoZXp9Lbpco/RtP+wSRVbifyGO6HbmS1R/gWiLBgfiMvrRKPMWHir5Pkt194/UvwPE0l9woEfvX6/sEkR0SZT9hBPhBXCR5l9VR0MHyqxuacdebX6C2kbHgRsVjfKiW+af1NU70jVdi/6PF41xyk0TuX6/uE0R2SoT9ROvagKfbkWsFo6CtLr+8okZxgQRERl9aWR8v0xMf6pU+1DL/tLzGqb6xev+xSjzOJTdJ5P716j5BZCfuJz9hcAMlPEZfmsc+VMa+0Yf9ZS32LxGRNlwkUcJj9KV57ENl7Bt92F/WYv8SEWnD0+0o4QWjL6vrmztdyAz8dI5+okVf6sE+VMa+iS36/PehxXnsLwvF63xMhOsoiMheXCRRwmP0pXnBPrxu0XrZ5yUkbh9yfilTSlKaMKgI81ZXsr8sEI/zMVESuYjIXjzdjgjAuIFFmHvJEBTmRJ5iUpiTHpdxuGQvzq/OgjHU0SEC1fXNmLe6EteOKmF/WSSe5mOseTRl0Xos31jlUM2IyOsYAU4UhqdsGJPIscJ6cH510Dpf3rvlNKzbvifh+8sqXp+PPO4QkRGMACcygNGXxiRyrLAenF8dtM6Xddv3sL8s5PX5yOMOEVmJp9sRkWmMFSY9OF9IBM4jIrISF0lEZBpjhUkPzhcSgfOIiKzE0+0oJrVz1r1+TrsobusHu+sTr7HCZA3OFxKB84iIrMRFEilSi1Vl7GoHt/WDE/WJx1hhsg7nC4nAeUREVmK6HckKxqpGT47gR821o0owb3Wl4vNei5E1Sq2f7O4Hp+vjtgUjuRvnC4nAeUREemhdG3CRRJ2oxaoCgN8HBBRmTqLErrotftYt9XHbqYfkbpwvJALnERFpxQhwMkwtVhVQXiABiRO76rb4WbfUx+uxwmQvzhcSgfOIiERjuh11IiouNd5jV90WP+u2+hARERF5FRdJ1ImouNR4j111W/ys2+pDRERE5FWGTrdbvXo1hg8fjuRknq3nRmbPzVaLVQU6rkmSJOiOXXX6vHGR23db/Kzb6kNEykQdi5w+pnoZ+46IYjG0yjnttNNQVVWFnj17iq4PmSQi5UdLrOo1IzvS7fTErjqdQCR6+26Ln3VbfYhInqhjkdPHVC9j3xGRGkPpdn6/H9XV1Z5YJCVSup3o+GeR90lyQzS1Vdt324et2+pDRD8RdSxy+pjqZew7osRmaQS43+/Hq6++iry8PNnnR40apbdIyyTKIsmq+Ge10xG0nK7gdDS1Hdt322kbbqsPEYk7Fjl9TPUy9h0RWR4Bfu6558o+7vP50N7ebrRYMsiq+Ge1WFUtsatOR1PbsX23xc+6rT5EJO5Y5PQx1cvYd0SkleF0u+rqagQCgU5/uEByhpvjn52um9PbJyICxB2LeEwzjn1HRFoZWiT5fPwJ2m3cHP/sdN2c3j4RESDuWMRjmnHsOyLSytDpdgYuYyKL2Rn/rPd6F6ejqU8qyUdhdhqqG1pkn2c0NpE6XudmnqhjodPH1HBemxdu6juyjtfmJbmToUVSIBAQXQ8yya74ZyPJaU5HU7+9qRrNB+TnLKOxidQxMVEMUcdCp4+pQV6cF27pO7KOF+cluZOh0+3Kysrw9NNPd3r86aefxn333We6UmTMuIFFmHvJEBTmRJ4mUJiTLiTSNBibGn3Ra3V9M6YsWo/lG6scq5taneua2mSfz8lMYdwrUQxm9nvqTNSx0KljapCX54XTfUfW8fK8JPcxFAHep08fLF68GMOHD494fO3atfjNb36DyspKYRU0K1EiwMNZ8TOzyOhau34CV6sz0PGvS4x6JZLHuGTriDoWOnFaUbzMC56SFV/iZV6S9SyNAK+urkZRUed/aenRoweqqrhKd5oV8c+iYlPtjKZWqzPAqFeiWBiXbB1Rx0In4v7jZV7wVgnxJV7mJbmHodPtevfujQ8//LDT4x9++CF69eplulLkPl6MTfVinYnchPsQyeG8IDfivCTRDP2SdM011+CGG25AW1sbfvaznwEAVqxYgVtvvRU33XST0AqSO3gxNtWLdSZyE+5DJIfzgtyI85JEM7RIuuWWW1BTU4Pf/va3aG1tBQCkp6fjtttuw4wZM4RWkJwVPGe7uqEZ+VkpqG2UD0BwY2yqiKjX6HPWhxbn4ZNttSivqAEgobRvdwzr143nNyvgOf/exrhkseJlf+C8sFa8zBO7cV4axzknz1BwQ9C+ffuwefNmZGRk4IgjjkBaWprIugmRiMENosjFaMoJ7kZuTAUKJt0A8lGvseos136fD4jeY3IzU3Dvece6ru1OYwxrfDCzD9FP4m1/4LywRrzNE7txXuqXiHNO69rA1CLJC7hIMiZ4oNEyOdy+Mxk5AOhpf9DjPPiGKPUfP6i8KRE/REWK1/2B80KseJ0nduO81C5R55zli6T//ve/ePHFF/Htt9+GTrkLeuWVV4wUaQkukvTTEqOZn5WKP599DApzMjzxs6yen5K1RIfLKcxOw4fTT3d9X1iNMazxiadjGBPv+wPnhRjxPk/sxnmpLpHnnKUR4EuWLMFll12GsWPH4q233sLPf/5zfPXVV9i5cyfOPfdcw5Umd9ASo1nT2IrCnAzPxGjqiXrVEh0up7qhhdGiYAxrvGJcsjHxvj9wXogR7/PEbpyX6jjn1BmKAL/nnnvw8MMPY+nSpUhNTcWjjz6KLVu2YOLEiTjssMNE15FslugxmmbaFa99okeizx+icNwfSAvOE7Ib55w6Q4ukiooKnH322QCA1NRUNDY2wufzYdq0aZg3b57QCpL9Ej1G00y74rVP9Ej0+UMUjvsDacF5QnbjnFNn6HS7vLw87N27FwBwyCGHYOPGjTj22GNRV1eHpqYmoRUk+9kdo+m2c4fV2q+kMDvNkmhRt/WPmqHFecjPSkVtY6vs84xhTVytBwJ4tnwbttc2oTg/E5eW9kFqsqF/qxPKyn2MscSkRSLPE699xsWLRJ5zWhlaJI0aNQpvv/02jj32WPzqV7/C9ddfj5UrV+Ltt9/G6aefLrqOZLMkvw+zxvfHlEXr4YN8jOas8f2FHMTcmEITq/2x3DFhgPADuxv7J5ZgfWMtkABx84e8o2zZJsx/vxKBsB3q7mWbcc3IEsw4q79j9bJ6H7PzeErelajzxGufcfEkUeecHobS7Wpra9Hc3IxevXohEAjg/vvvx0cffYQjjjgCf/7zn5GXl2dFXQ1hup1xVh+83B49uXxjFaa/8jnqmuRvoBtk1X2S3N4/0bTEpvPDLzGVLduEJ1ZXKj4/eZQzCyU79zF+GSQtEmmeeO0zLl4l0pwL4n2SDuIiyRyrfgb3QvRke0DCiHtXoLqhRfE1eZnJWPvHM4SfMuSF/gmnJTY9PysFa2aMccXpVWSf1gMBHD3z3xG/IEXz+4Atd51p69xwYh/jaUWkRSLME699xsW7RJhz4SyNAAeA9vZ2vPrqq9i8eTMAoH///vjlL3+J5GTDRZILWRWj6YXoyY8ra2MukABgT9MBrNu+R3gdvdA/4bTEptc2tlnSV+Ruz5Zvi7lAAoCA1PG6q0b2tadScGYfYywxaZEI88Rrn3HxLhHmnBGGVjRffPEFJkyYgOrqahx11FEAgPvuuw89evTA0qVLMXDgQKGVpPjjhehJJ+vohf4J57X6kn2212oL89H6OlE4Z4mcw/2PvMDQuQ1XX301BgwYgO+++w7r16/H+vXrsWPHDhx33HG49tprRdeR4pAXoiedrKMX+iec1+pL9inOzxT6OlE4Z4mcw/2PvMDQL0kbNmzAf//734iAhry8PNx999048cQThVWO4oNc7K/Z6Ek7zp91Mh7Tzm2L6Eu99U2085+9zOxYXVraB3cv26x6TdKlpX3MV/YgLXVm/C2Rc7j/kRcYWiQdeeSR2LlzJwYMGBDx+K5du3D44YdrLueOO+7A7NmzIx476qijsGXLFgBAc3MzbrrpJixZsgQtLS0YO3YsHnvsMRQUFBipNjkgVuyv0ehJu5JYnIzHtGvbovoyWN/rFq2XfV4Kq28iJul4lYixSk3245qRJTHT7a4ZWSIstEFrnRl/S+Qc7n/kBYY+lcrKyvCHP/wBL7/8Mr777jt89913ePnll3HDDTfgvvvuQ0NDQ+iPmgEDBqCqqir054MPPgg9N23aNCxduhQvvfQS3nvvPfzwww8477zzjFSZHBCM/Y3+F+SABDyxuhKffrsHcy8ZgsKcyJ/TC3PSFaM/g5Gh0Rd8Vtc3Y8qi9Vi+sUpoG8YNLNJdR69s2+6+dGqbZIzIsZpxVn9MHlWC6O87fp/Y+G+9dXZy/yZKdNz/yO0MRYD7/T+trXy+jk+9YDHhf/f5fGhvb1cs54477sBrr72GDRs2dHquvr4ePXr0wOLFi3HBBRcAALZs2YJjjjkG5eXlGDZsmKa6MgLcGXpif5P8Pk2n8zgZGerk6WFWbFt0X2otT5IkxcRARr66h1X7mtypt6J+QTJTZ57+SeQc7n9kN0sjwFetWmW4YtG2bt2KXr16IT09HaWlpSgrK8Nhhx2GdevWoa2tDWPGjAm99uijj8Zhhx0Wc5HU0tKClpafvoRp+TWLxNMb+6sletLJyFAn4zGt2LbovtRaXiyMfHUPq/a11GS/ZTHfZurM+Fsi53D/I7cytEgaPXq0kI2ffPLJWLhwIY466ihUVVVh9uzZGDlyJDZu3Ijq6mqkpqYiNzc34j0FBQWorq5WLLOsrKzTdU5kPytifxkZKo7ovhTZ5xw/53lxX/NinYmIyL0M3/l10aJFaG9vx2WXXYbVq1fjn//8J4YMGYLLL79ccxlnnnlm6P+PO+44nHzyySguLsaLL76IjIwMQ/WaMWMGbrzxxtDfGxoa0Lt3b0NlkXFWxP4yMlQc0X0pss85fs7z4r7mxToTEZF7GToZfPr06fjDH/6AP/3pT7jhhhswceJEfPfdd/j973+P++67z3BlcnNzceSRR+Lrr79GYWEhWltbUVdXF/GanTt3orCwULGMtLQ0ZGdnR/wh+11a2qfTRdrR9Mb+BiNDlYr1oSPFKp4iQ9sDEsoravD6hu9RXlGDdrVzGDXS0pfdslJRXb9f03a1jk1hdlpCjZ9XqY0nAORnpaC6oVnovDRDS50Ls9M4v4iISBNDi6RFixbh+eefx/vvv4+///3veOSRR/DKK69g7ty5ePrppw1XZt++faioqEBRURGGDh2KlJQUrFixIvT8l19+iW+//RalpaWGt0H2CMb+xqI39jcYGQqg0xeheIwMXb6xCqfctxIXzl+D65dswIXz1+CU+1YKSYCL1ZdAx/UbNY2tmPbiZ5q2GyxP6atyMAL8jgkDZLcZj+PnZWrzAwBqG9sw7QWx89IMLXVuPhDA25uUT9cmIiIKMrRI+vHHHzFgwACUlJQgPT0dQ4cOBQCMHDkSO3bs0FzOzTffjPfeew/btm3DRx99hHPPPRdJSUm48MILkZOTg6uuugo33ngjVq1ahXXr1uGKK65AaWmp5mQ7cpYVsb+JEhlqR1S2Ul/KEbXdRBm/eODE/DArWOeczBTZ5+ub2lxRTyIicj9DEeCHHHII/vWvf2Hw4MEoKyvDlClTkJubi02bNuG0007Dzp07NZXzm9/8BqtXr0ZNTQ169OiBU045BXfffTf69esH4KebyT7//PMRN5ONdbpdNEaAO8+K2N94jgy1O+o82JfVDc24680vUNvYpnu7euscz+MXb0Lzo34/7vrXZtQ2tsq+zi0R7u0BCSPuXYnqBvtvFUBERO5naQT4ZZddFrpWaMaMGaHH33vvPZx44omay1myZEnM59PT0zFnzhzMmTPHSDXJJayI/Y3nyFC7o86DfVleUaO4QFLbrt46x/P4xZvI+SG/QALcE+EeXPArcUs9iYjI3QwtksrKymQfnzJlCqZMmWKqQkSJzqkoYzPbZfxy/PPKGHulnkRE5G6GI8CBjmuTvvzySwDAUUcdhR49egipFFEicyrK2Mx2Gb8c/7wyxl6pJxERuZuhC0MaGxtx5ZVXolevXhg1ahRGjRqFXr164aqrrkJTk/abg5J3WBVF7RQ3t8epqHMz29UaGT20OE9EVckBXong90o97eKGY50b6kBEpJehX5JuvPFGvPfee3jjjTcwYsQIAMAHH3yAP/zhD7jpppswd+5coZUkZy3fWIXZSzdFXHNSlJOOWeP7ezKNzO3tCUYZT1m0Hj4gIlbbyqhsM9uN9d6g2sY2jH5glWv6mfRxal7q5ZV62sENxzo31IGIyAhD6Xbdu3fHyy+/jFNPPTXi8VWrVmHixIn48ccfRdXPNKbbmROMoo6eJMGvF16LbfZSe5z6cmFmu3LvDefGfiZ9vPKl1yv1tIobjnVuqAMRUTStawNDi6TMzEysW7cOxxxzTMTjX3zxBU466SQ0Njbqr7FFuEgyzu4oaqt5sT1ORWWb2W7rgQCGla1wfVQ0GeeVCHev1FM0Nxzr3FAHIiI5lkaAl5aWYtasWfjHP/6B9PSOi1/379+P2bNno7S01FiNyXXsjqK2mhfb41RUtpntrtu+xxNR0WScVyLcvVJP0dxwrHNDHYiIzDC0SHr00UcxduxYHHrooRg0aBAA4LPPPkNaWhreeustoRUk58RblG68tcet2M9EznLDPuiGOhARmWFokTRw4EBs3boVzz33HLZs2QIAuPDCC3HxxRcjIyNDaAXJOfEWpRtv7XEr9jORs9ywD7qhDkREZhhaJNXU1KBbt2645ppr8O233+LJJ5/El19+if/+978YOXKk6DqSQ4JRutX1zbJpZcFzyocW56G8osbwef92XTegtT1WRwPb1V4z2zHzXrf0M1GicsM+aGUdEvVaMyKyl67ghs8//xzjx4/Hjh07cMQRR2DJkiUYN24cGhsb4ff70djYiJdffhnnnHOOhVXWh8EN5gTTiQD5KN1rR5Xgjc+qDCdI2Z1ApdYeq9OW7Gqv6IQ6vXV0up+JEp0b9kEr6pDoqYVEZJ4l6XZnnnkmkpOTMX36dDz77LN48803MXbsWMyfPx8A8Pvf/x7r1q3DmjVrzLdAEC6SzFP6UJowqAjzVlcajnd1Kh7WyWhtO9prZjsi68gvM0TOcsM+KLIOjBQnIhEsWSR1794dK1euxHHHHYd9+/YhOzsbn3zyCYYOHQoA2LJlC4YNG4a6ujrTDRCFiyQxok9vGFqch9EPrDIc7+p0PKzdp2vY1V4z27GijjwthshZbtgHRdTB6c8MIooflkSA19bWorCwEADQpUsXZGVlIS8vL/R8Xl4e9u7da7DK5GbRUbrlFTWm4l2djoe1OxrYrvaa2Y4VdUzUCGYit3DDPiiiDk5/ZhBR4vHrfYPP54v5d0oMZuNdEy0e1q72mtlOoo0JEXkHj09EZDfd6XaXX3450tLSAADNzc247rrrkJWVBQBoaWkRWztyLbPxrokWD2tXe81sJ9HGhIi8g8cnIrKbrkXSpEmTIv5+ySWXdHrNZZddZq5GCcQN54obZTbeVe39AJCVmoQD7QG0ByRbrksaWpyHddv3WDIeevrL6vjtguw0BCQJr2/4PqJ8UZG9wfpX1+9HbWMr8rukoTBbbH96ed8B3FN/t9TDa9hv9nNDrDkRJRZdwQ1e5NbgBjekDpllNt5V6f3RcjNTcO95x1oeke33AYGwiogeDy39BcDS+G0JHf1Z19QmW76IMY2uv9F26NmGl/Ydt9TfLfXwGvabc9wQa05E3mdJup0XuXGRFE8xpma/MMT6Uh3tcYsjsqNZMR6x+guApfHb0YsjpfKNjqmWfvXpbIfWbXhl33FL/d1SD69hvzmPi1QiMouLpIPctkiKxxhTs6eetB4IYFjZCtQ2tsZ8XWF2Gj6cfrqlEdnRrBgPuf4CYGn8dvesNNz00meobtBWvt4x1dqvZvrT6/uOW+rvlnp4DfvNPXi6IxGZYUkEOJkXjzGmZuNd123fo7pAAoDqhhbLI7KjWTEecv1lNlJdbTvlFTWKCyS58vWOqdZ+NdOfXt933FJ/t9TDa9hv7uGGWHMiin+6I8DJHMaYdqanrXZFZIverqjyra6/Xf1jZDte33fcUn+31MNr2G9ERImFiySbMca0Mz1ttSsiW/R2RZVvdf3t6h8j2/H6vuOW+rulHl7DfiMiSiw83c5mbo8xNRLfrHZ+uNrzJ5XkozA7PebpYACQn5mC6vr9KK+oMXwOese20lDdoO2eXlrGQ8T58VbPC7vK13pNkpHtWNUGu65vEB2xbrS+bj8GOU2pf73ab7x+J/5xjEkrzhV9uEiyWZLfh1nj+2PKovWhSOag4DSdNb6/I5PWSHyzWtKQliSiJL8Pd0zoj+sORrsqqW1qw7QXP4tZHzVvb6pG84GAptdqGQ9RSUtWzwu7ylcbQzPbsaINdiZliai/iPq6+RjkNLX+9Vq/MQku/nGMSSvOFf2YbucQt01WI/HNanG4144qwbzVlZrjcpdvrML0Vz6XjamWq4tcGbFojf4OUhsPK+KArZ4XVpa/fGNVzEWSqPtdiWqDU3HOoiPWjdbXbccgp2ntX6/0G+PK4x/HmLTiXInECPCD3LpIAtzzs6eR+GZAPbLaF3VzVqWyok/NW/NNDcoraiBBwuK127Gn6YCuMsy0MahbVirKZ5yO1GT5y/asjAO2el5YUb6W/i0SGI9stg1OxzmLjlg3Wl+3HIOcprd/3d5vTs9vsh7HmLTiXOmMEeAe4JYYUyPxzTj4/7FeG2v5rRSXm+T3YcTh3THi8O4or6jBnFUVusuQozf6u6axFeu271Es18o4YKvnhRXla+lfkfHIZtvgdJyz6Ih1o/V1yzHIaXr71+395vT8JutxjEkrzhXjuEgiW+KbjZQlMnJXdOQ044Ajea0/WF8KF2/9G2/toc44xqQV54pxXCSRLfHNRsoSGbkrOnKaccCRvNYfrC+Fi7f+jbf2UGccY9KKc8U43icpgbUHJJRX1KC6fj/ys1JVX+9Dx3UlJ5Xkh+Jwlc5e9QGIdWpreFlKtGxDrQytZWkpN9hfr2/4HoGAhMJsMXVzg/C2lVfUoF3pYjIFIsdKVJ1isaK+VnJzfa0cJ7u4uX+NiLf2UGdaxrhbVmrothle3C9JDB4PjOMvSQkqVtx3LOERt2pxuNeM7Ei3g8LzanG5IqOKY5UVTqlcuf7KzUyBdPA9XogDViIyVlop3U6Cvv6wOkHMazHYbq2vV5Le1Li1f42Kt/ZQZ+FjLEdCx7W1Zm+bQd7H44Fx/CUpAQWjIPUskIpy0jtFRI4bWIS5lwxBYU7kT7SFB18746z+MZ/XcrBW24aeA75SWWrlKvVX/cGo8pzMFNN1c4pS26rrmzFl0Xos31gVt3USObfs4Lb6unHumOG2/jUr3tpDnY0bWIRrR5Voeq1X90sSg8cDYxgBnmC0RDXnZ6XgT2f1R11TK/K7pKEwO3bErVocroi4XJGRu+Fldc9KA3zA7n0tinVXi84syE7DQxMHK5bhViJjQUWV5URUqdvjnKO5ob7xHCnrhv4VKd7aQz/Re2sLL++XJAaPBx0YAU6ytEQ11za2oVduBs4feqimMtXicEXE5YqM3NVTlpbozOqGFvh9Pvxy8CFC6mcXkbGgospyIqrU7XHO0dxQ33iOlHVD/4oUb+2hn+i9tYWX90sSg8cDfXi6XYJhFKQ+8dxfTkSsq70unvs7nnCciJxndP/ifkmkDRdJCYZRkPrEc385EbGu9rp47u94wnEicp7R/Yv7JZE2PN0uQQTPQ61uaEZ+VgpqG9tkXxc8Z1ku/lrpPFYvneOqt67B6Mzq+mbZRDyl/vICkW0TVZZaOYCxKHG5MffSvHWbeN4vlHhtvnitvqSfluNlOLftl5yjYrAfrcNFUgLQE/ctF9UcK+YXgGcigI3EFYuOtnYTuyLW9ZSlFmsLABMGFZmOEp8wqAhvfFbliXnrRokWKeu1qHOv1ZeM0XprC8B9+yXnqBjsR2vxdLs4ZyTuW8v7q+ubcd2i9bjOIxHA8RZXLIodEet6y1KLtZ23ulLTeCmNeVV9M55YXcm5YFKiRMp67djhtfqSOUr7YfQ6yE37JeeoGOxH6zECPI7pjQcFIiNCAeh+v1w5Tv+rlZm44niOOg5nVcS6kbJE9LmRua+1bIoUz6d6eG3/91p9SZzo/XBocR7Wbd/juv2Sc1QM9qM5jAAn3fGgQGREKA7+vxFuiho1E1ccz1HH4ZyKWJcjos+NzH2tZVOkeI6U9dr+77X6kjhy+6Ebx5hzVAz2oz24SIpjZmI+RUWEuiFq1ExcMaOO7Seiz82OB8eTAO/t/16rLyUezlEx2I/24CIpjpmJ+RQVEeqGqFEzccWMOrafiD43Ox4cTwK8t/97rb6UeDhHxWA/2oOLpDimNx4U6BwRqvf9SuXEYvU1DWbiiocW58WMTAeAvMxkDC3OC/3dSHtaDwTwbPk2bK9tQnF+Ji4t7YPUZOdyVay4Rqm6oRm1+1qQn5WKwpwMxTJFxEsbmftB3bJSI8aTzNMzn9x0jZObo87l+snN9SUC3L1PeYlX+tFNx3MjGNwQ58qWbcITqyt1vefxsAScYHoK0DnmV5L5/+DfAWhK0rErvjJWO5Tqqic6PTczBfeedywA/ZHoZcs2Yf77lQiEVczvA64ZWYIZZ/VXb5xgIsckVh/GKtPIeGktQwtGqIqjZz65Mc5WxFy0ok6xbsvgtvoShXPjPuVFbu9HNx7Pg7SuDbhIimPBHUjvAD8etWNZdZ8kpfpZtYPr/bJmpO/kxGqP2iJ28ih7F0oix0RLH/pilCniAKvnPknR9UKMupE2euaT3ccDPdz0Ya+lnwDv3L+OEpOb9ikvc2s/uvl4DnCRFJKoiyTREcixfjI18nOqU/GVWupqtO9ikWtP64EAjp7574hfkKL5fcCWu8605dQ7kWOipw+LYpQp4qd6pTJaDwQwrOwdxVMpGaFqjp75BMS+3YAbxsINp43o7VOn60sUixv2qXjgtn70Qjw5I8ATnOgI5Fgxv0YigJ2Kr9RSV6N9F4tce54t3xZzgQQAAanjdVeN7Cu0PnJEjomePoxVpoh4aaUy1m3fE/NaM0aomqNnPgGxbzfghrFwQ9S53n3U6foSxeKGfSoeuK0f4ymenIukOOX2CGQ3x1dauc3wsrfXNml6j9bXmSVyTPT2oZvHmRGqxljRv4k+FpyzROR28XSc4iIpTrk9AtnN8ZVWbjO87OL8TE3v0fo6s0SOid4+dPM4M0LVGCv6N9HHgnOWiNwuno5TXCS5lNlzTI1GIFsZGxnepu5ZaSjMTsfOBu3xlVafdxuKqq7fj/ysVOxpbBUS3AB0tKcgOw0BScLrG75Hz67puOjkYty9bLPqNUkXnVyM8oqaTu0WHausZc5ojcfWM/+6ZaWiun4/yitqLD+XOmIOdklDYXYadja0KNYxNzMFgYCE9oDEc+V10htR64U4W6dp2a/yMpNxoD0QOs7Eun50aHEe1m3f45prGYjIPYx+5/JKPLkWDG5wIVFpJUYS2mKljZkh16bczBTUNbVpihC3OsFFT9y3Grn2SPipvUFFOekYeEg23t60S7GsM/r3xMbvGzSls4mIVdYSm202vTAWK1N59MxBO+sVz/RE1Lo9ztYt9Ebbx0oi9fsQ8Y80nOdEBJj/zuX24znT7Q7y2iJJdGyi3vskWRE5HatNSouH8B3R6ihJkXHfk0eVdFq8RLcvKFj/Mf17YsXmXZ3uk3T6MT3xzqZdum4EDJiPVVZbMJq9D5beNoigdw7aVa9E4PX7JLmRnv1K7R8Aol8LcJ4TJTJR37ncfDznIukgLy2SRMcm6o2ytiKWUUubCrLT8NDEwdi9r0X29BAroyRFx30X5aTjvVtOC53C0j0rDTe99BmqG2LXf+VNp2Lx2u3YXtuE4vxMXHRyMX720LumItwB47HKIuOxQ6cxNjSjdl8LcjNTcfeyTbZFb2udQ/effxx+//ynqNvPSHDRRJ8aSsF9dAVqG1uFlst5TpS4rPge6sbjOSPAPUh0bKLeKGsrYhm1tKm6oQV+nw+/HHyIofebqbPouO+q+mas274nVJfyihrFBRLwU/037KiLiPkur6gxHeEerI+W10b3nch47Oh40vKKGlujt7XOoa927lVcIFlRr0SiJ6LWbXG2btWxj4pdIAGc50SJTPR3Lq8fz7lIchHRsYlG4xVFxjKarauX2ipXptH62xnhLvdaK/vd7nhQreVojVr3QmwpxT+33KaBiOJHPMV3i8BFkouIjk00Gq8oMpbRbF291Fa5Mo3W384Id7nXWtnvdseDai1Ha9S6F2JLKf655TYNRBQ/4im+WwS/0xWgnwRjE5XO1vSh45oXrbGJauXJyc1IQUDqiDwWwWybRPdJuPaAhIAkITcjRfd7lUTXRU/92wMSyitq8PqG7xEISCjM1jd20eWZ6Tuz/R7elvKKmoj5ZLRPosvRSst+kJ+VgotOLrZsriUiEWOXCHUyysjxXQur5nk89T1RvLLyO5cXuSa44d5778WMGTNw/fXX45FHHgEANDc346abbsKSJUvQ0tKCsWPH4rHHHkNBQYHmcr0U3ACIj03UGxcbJDpe20ybrIiSFBn5HV4fpbQ4tfoDneN5tcZTy5UnIlbZ6Hu1JNoY7ROj81JrtPmEQUWYdzAN0o2xpV7hxlQjN9bJLC3zOvz4oXYssTJdMt76niheuT2+WwStawNX/JL0ySef4IknnsBxxx0X8fi0adOwdOlSvPTSS3jvvffwww8/4LzzznOolvYYN7AIcy8ZgsKcyJ8yC3PSDU1MpfLUwkWq65sxZdF6LN9YpWt7euqgtU2i+yR4ABC5QCqKURe1+gOQrU/9wUjqnMzIX7qKctIxeVQJijT0h5m+M/Jepb6Nnk9G+8TovFTaXnTZ81ZX4tpRJcLmWiLSOgcSvU4iaJnXhTnpePySIXhcw+eAFfM8XvueKF6J/s7lZY7/krRv3z4MGTIEjz32GP7yl79g8ODBeOSRR1BfX48ePXpg8eLFuOCCCwAAW7ZswTHHHIPy8nIMGzZMU/le+yUpSHRsotyd1j+prMXUxettizw22yYRfSI68tsH4B9XnoThh3fXHIUdXn9APaZbKSLdrlhlre81Eh1qtE+Mzku12ORg2eEx7m6KLXU7qyP746VOooXvR92z0gAfFG+pEP05YOU8T4S+J4pXbo3vFsEzEeBTp07F2WefjTFjxuAvf/lL6PF169ahra0NY8aMCT129NFH47DDDou5SGppaUFLS0vo7w0NDdZV3kKiYxPlyvP7fbZGHpttk4g+ER35LQH4audejDyyh+pr5eqvFvUdKyLdrlhlre81Eh1qtE+Mzku12ORg2eEx7qSd1ZH98VIn0bTuo3Kvs7LNidD3RPHK6/HdIji6SFqyZAnWr1+PTz75pNNz1dXVSE1NRW5ubsTjBQUFqK6uViyzrKwMs2fPFl3VuJSIUY9WtEVrdLSceBoDUW2Jp/jxROPG/nVjnRIF+56IvMyxa5J27NiB66+/Hs899xzS08VFCc6YMQP19fWhPzt27BBWdrxJxKhHK9qiNTpaTjyNgai2xFP8eKJxY/+6sU6Jgn1PRF7m2C9J69atw65duzBkyJDQY+3t7Vi9ejX+/ve/4z//+Q9aW1tRV1cX8WvSzp07UVhYqFhuWloa0tLSrKx63AhGPVbXN8smHgXPF48V8+y181XV2qyX3wdcWton9PfWAwE8W74N22ubUJyfiUtL+yA12a/YV2bHwE2MtEWuX6zsE6Nle3GuO0Fr/wYCEl7f8L0tfenVfSwe5pzb+j4e+lQE9gOJYNd10U5ybJF0+umn4/PPP4947IorrsDRRx+N2267Db1790ZKSgpWrFiB888/HwDw5Zdf4ttvv0VpaakTVY47SX4fZo3vjymL1neKhg1O3Vnj+8tOZK9GusZqsxHXjCxBanLHD7JlyzZh/vuVCL/9x93LNuP0Y3pi4/cNin1ldAzcRu98ijWHrOoTI3Peq3PdCWr9KwHY39aOi59aG3rc6r40c5xzSrzMOTf1fbz0qVnsBxJBzzzy8pxzPN0u3KmnnhpKtwOAKVOmYNmyZVi4cCGys7Px+9//HgDw0UcfaS7Tq+l2dtI7gYORrtETx0sZ+nJtlls05WWm4IQ+eVixeVfE4sfv61ggzTirP4COBdITB++vo0V0X3n5IBJNz32SYs0hQNx9kozUUWs9vTY+dpDr37zMFOxp6hwUY1dfemUfi8c553Tfx2OfGsF+IBH0zCO3zjmtawNXL5KCN5N9/vnnI24mG+t0u2hcJGljZcyzWynFopd/sxtAR6rLsL7dkOT3KZ5GB3ScYnf0zH9HLKK0iO4rr/4cLSdWW/TMIQCW9Ylaf8fTXHdCRCx1lzTc9OIGVDe0yL7Wrr50+z4Wz3POqb6P5z7Vg/1AIuj9/HbrnPNMBHi4d999N+Lv6enpmDNnDubMmeNMhRKIlTHPbiXX5hFHdMeII7p3em1qsh9XjewrW86z5dt0L5CAzn0VT3Gbsdqidw5Z1Sdq/R1Pc90J4f1bXlGjuEAC7OtLt+9j8TznnOr7eO5TPdgPJIKeeYSD/6/ltW6dc65aJJH7MdK1MzMR4EBi9RXgnTnklXp6AftSG/aTeOzTDuwHEsGKeeTmOcdFEunCSNfOzESAA4nVV4B35pBX6ukF7Ett2E/isU87sB9IBCvmkZvnHBdJDnP7OfLRRES6imqzXDmAtmtYRNQhWEZuZip8PsDI1X25mSkIBCS0ByRLxl2pnU7OOzfFAsfqBy1x8flZKahuaEZ5RY3r9109RM8PN425m9nVT1773DFD1K0JvN4/3AcTjxXzWO888vqcc1VwgxXcHNzgdOKPUcG0EkA+0jVWWomoNsuVk5uZAgCoC0vQUkosM1sHuTLMsGLcldo5YVAR3visytF5Z2YOiayD1hS+6HrK8cK+q4VVxyU3jLkXWN1PXv3cMUNPn8Zz/3AfTBxWzmO9+5Mb55wn0+2s4NZFkltjEbUysgOKarNSOXLkorbN1kHX9jX+wiR63PXU0Yrta+HklxG9EaZaFsRe2Xdjsfq4FM9fQEWyeqHq1c8dM0TdmsDr/cN9MP7ZMY+9fp8kLpIOcuMiKV6iOPXebVlEm9XKiVX2e7echtEPrDJVBy3bz05Pxi8H98Jh+Vl48v1vsHOvcqqX3u1rYaSPRG5fDydOazEyF4P1rK7fj7v+tRm1ja2a3+sVdh2X4vFUJiuI7qd4+dwxQ9StCbzeP9wH45ed81jvd0A3zTlPRoAniniJ4tQT6SqqzWrlxCr72fJtpuugZfsNzQdw1rG9AEDzAknr9rUw0kcit6+HE7HARuZisJ7lFTWKCySl93qFXcclt8dwu4XofoqXzx0zRN6awMu4D8YvO+exnnnk1TnHRZIDEjGKU1SbzfSJ1qjuWNuwY+zMjrvT73c7M2MYz/tuPLeNOL5q2D8UDziPxeIiyQGJGMUpqs1m+kRrVHesbdgxdmbH3en3u52ZMYznfTee20YcXzXsH4oHnMdicZHkADuiOO04/1PPNkTFsA4tzkN+VmrMU57k5Gam4MieXVGYnY6dDcb7XW37euIvjWxfCy3R1UoKs9MQkCS8vuF7V5w3bIRaNHz3rDTD8yCeY3TjuW1O0Hp8tOtcfY5vbOyfn7jt+hG7ebn9nMdicZHkgCS/D7PG98eURevhg3ws4qzx/Q3vlHYkiejdht42K0V8tx4IoKm1XXd965racOmCj5GbmQLp4Db19nuwTmrXpISXodRmLe81KlZfq2loPoCLn1wb+rvTCTR6aY2GNzoPkvw+TBhUhCdWVyrWQcQYOiF83siRAEwYVOTJttlN6/HRztQnqz93vI7908GNSWR28nr7OY/F8jtdgUQ1bmAR5l4yBIU5kT95Fuakm4pnDEY/Rl+4V13fjCmL1mP5xirDdTa7Da1tViq/rqkt5gIpKy0p9IVYSf3BL8o5Ua9T63elOqlRarPVlLZblJOOM/r3VHxfdP+KnDdWizVvwhdIgLl5MC/GAunaUSWe+CBVMm5gEa4dVaL4/LzVlZ6YC07Seny041gdzarPnXiR6P3jxJx0k3hpf6LPY5EYAe4wkT/r2hH9KGIbZmJYYynomor3bzsdn2yrxdTn1qNuf5vs63wACrLT8NDEwdi9r8V0fHl02XLtbw9IWPNNjWq9REfMRvf10OK8mDHodtVLNKPR8KLnQZHL+0lNIsUgW0Fr/4m4HYHZenr1dCI7JGL/JPq+H4/tT8R5rBUjwD1CZCyiHdGPIrZhJoY1lp17W7Fu+x74fT7FhUiwjtUNLfD7fPjl4ENUy9VTJ6X2J/l9muolOmI2uq/LK2oMR6i7OfrWaDS86Hng9n5Sk0gxyFbQ2n8ibkdghlfjeO2SiP2T6Pt+PLY/EeexaFwkxRE3xVMb3Yad8dVWtsWt8dFORpNbyU1z2s39pCYR2mglrf0i4nYERCIl+r6f6O0neVwkxRE3xVMb3Yad8dVWtsWt8dFORpNbyU1z2s39pCYR2mglrf0i4nYERCIl+r6f6O0neVwkxRE7oh/NbEPL+bFm4qsLuqZqit7WW8eTSvJRmJ2O6gbt1yQZiY8GgPysFFQ3NKO8osaS84eN9K+oyFCz50fHer8d7XJbtKoV55tb3Ua5a+TWbd8TF+fMtwckBAIScjNSVK87vLS0D578oNJ0Pzt1zQGvdYg/bju+2S1e28991RwukuKIHdGPRrehNVbTTHx1S7uEtzdVY9zAIqF1nDCoCM0H1GPHtcRHq7WttrEN017YENq26NhRLRHW4UTNG7Oxqmrv1ztvjLTLTdGqVsXUWtlGuTr7fUAgbCNeitoNJ9e2aOH9l5rsN93PTkUVez0imeS56fjmhHhsP/dV85huF4fcdp+kYKxm9EQLHmrkIinlys/LTEFLjPskRZcnoo565GWmoOy8Y1X7WMsXKiB2/xil1s7M1KSI/hUxb4yMv9H3K80bCZH3STLTLqc/eMz2p9ZtiGyj1v3LijlvNa1tE3mfJDvmgJu2S/Zx+vjmtHhpP/fV2LSuDbhIilN2/MSqZRtmYjXlym8PSBhWtkLxhq7R5Ymoo1aF2Wn4cPrpmvo5WK/q+v2461+bNbfHDC3tLNQRiS1im2rtM/J+uTEHIHR/cPI0J7tiakW1Ue/+5aWoXS1ty81IwZyLh2BY326Kc1xPPzsVVRyPEckkL9FP0fJ6+7mvqmMEeIKzI/pRyzbMxGrKlf9xZa3igkKuPBF11Kq6oUVzPGiwXuUVNbraY4aWduqJxBaxTbX2GXm/0piL3B+cila1M6ZWVBv17l9eitrV0ra6/W3w+3yKX0b09rNTUcXxGJFM8hI9Otrr7ee+Ko7f6QpQfHMqXtmKKHAryrIzdtSJiFOz22QsayQv9odTtwOwgxf3Ka9tl4j04b4qDhdJZCmn4pWtiAK3oiw7Y0ediDg1u03GskbyYn84dTsAO3hxn/LadolIH+6r4nCRRLq0BySUV9Tg9Q3fo7yiBu2B2Je0BWM1lc569aHjoki9Mcxay9NSX7UytdDbjmC9qhuakZ+VEvO1uRkpCEiSbN31jIeWdoZHkKuNrRZmx1/P+/XOTS8SvT/ZQe/+5cY2APL7mhPj4dQccHruJcL+TdpxPihzel+NJwxuIM3MJjEB8rGaelNWtJZnJN0uukwt9LZDa7pdtOi6GxkPPe0Ulehjdvy1vB9AXCQSaSF6f7KD1nnn1jbE2tcA2D4eTs0BJ7ebKPs3qeN8UOfFzwk7Md3uIC6SxBAR4yw6UjhWeaJix4P3SXrjsyrFRY3e+/0YjRqPXhQYHQ8nIsitvE8SYLwvvMqLXxK8ep8kLccSwP5FeqLcJ4lRxhSO80E7L35O2IWLpIO4SDJPVJyk6FhNpfJEx45HR4l375IGSMDuRn0x2VrqlZeZgnYJqN/fpviawpx0SJKE6oYW3e2LbqfdEeRmxl8p2jtRo069GFMbXeehxXlYt32Pa9ug51gCiI2Z11o/p6Lo7dguo4wpHOeDfl78nLADI8BJGFFxkqJjNZXKEx07HutxPbTUq7ZJfnEU/hq1X4C0jIcTEeRm+1Du/eUVNQkbderFmFq5Oru5DXqPJXa3xak5YNd2GWVM4Tgf9PPi54SbMLiBVHktTtKt9XXj9tzaV1p5vf7kbpxfzmL/UzjOB7IbF0mkymtxkm6trxu359a+0srr9Sd34/xyFvufwnE+kN14uh2pCsZJVtc3ywYOBM8DdkucpFvrO7Q4D/lZqTGv/ynITgPgw86G2HWXJAk7G1oUAyDCo7xjnYNsRV/ZeQ60iPon2jnb8dZeK9vjlmOJ0Ta2BySs+aYG5RU1ACSU9u2OYf26eWa89fa/yLkQb/tJPFCbDwCjrUksLpJIVZLfh1nj+2PKovXwQT5Octb4/q75AHFjfYMpM7EWSABwx4QB+PTbPXhidaViWdGxw3JqG9sw7YUNAGKn2YjuK7vTdMzWP9HSf+KtvVa3xw3HEjO3Xpj+yueoC7vO8e+rKpCbmYJ7zzvWE+Otp/9FzoV420/iRfh8UDJhUJFrvouQ9zHdjjTz2geHW+qrJfZbLc46aPKoEsw4q+N1Zcs2xVxMBRmNBdfbV05Gs5q5Z1SiRMnGW3vtbI+TcdtG2rh8YxWui/FFEgAe99B4W3HLh1jbiqf9JB7F+uzzgWNE6hgBfhAXSWJ57RQEp+urFlkKdJwat2bGGCT5faqvLQqLG1Z7bTg9seBG+soN0ax66u+G+top3trrRHvsPpYYbWN7QMKIe1eiuiH2saEwOw0fTj/dE+MNWHPLB7ltxNN+Eo84RiQCI8DJEl6Lk3S6vmqRpUDHqXHrtu8BoB7vHYw31fLacHpiwY1wQzSrnvq7ob52irf2OtEeu48lRtv4cWWt6gIJAKobWjwz3oA1t3ywsiyyBseI7MRFEpGFrIgsNRNvalU0qteiWb1WX7Pirb3x1h45Rtto17HELUTOhUSYV17HMSI7cZFEZCErIkvNxJtaFY3qtWhWr9XXrHhrb7y1R47RNtp1LHELkXMhEeaV13GMyE5cJFFI8Jzv6oZm1O5rQX5WKgpzMoSfe6/33H6nrysyUy8tkaXBuO6eXdNQmJ2mGO0dHXerVm6s95oh1+6TSvJRmJ2G6oYWy7cvgtZxGVqcZ2u9rOKWKGtR4q09coy2sWNfTNd0TZKX+ydI5Fywa1659TMNiF03N9Q7Efb9aG7o90TFRRIBkE8PChKZ4qQ3JcotCXVG6xUrwjYoPK47NzMFEqApblit3FjvNUqp3RMGFaH5QEDxfZKg7YuidVxGP7DK8bkmghuirEWKt/bIMdrGJL8Pd0zor5pud8eEAZ7unyCRc8GOeeXWzzQgdt0AuKLeibDvh3PzfEkETLcjTRHVImI19UarujWK1Ui9Yi1Co8uQ0LFYCr+/idJBUa5cvw8IhFVO1AFVyzyJ5bhDs/HG70aaqoNoauPi9FwTLd4+cOOtPXJE3icJgKfuk6SHF+6T5NbPNCB23ZSO+U7WO1H2fbfOF69jBPhBXCTFpiWiOigYP23kX2j0xna6NebTTL1CpzPW78dd/9oc88ayhTnpePCCQdjd2KIpzjr8p/ihxXlYt32P0J/m9cyTWDbeMRZd0t31A3brgQCGla1QHY94iZSNt1M34q09coy2sT0gYc03NSivqAEgobRvdwzr1y3u+idI5FwQPa/c+pmmpW6xOF3veN333Txf4gEjwEkTLRHVQWZiNfXGdro15tNMvYIRtuUVNYpfyMPL8Pt9+OXgQ1TrJBeNK7pP9MyTWKa98CnmTzpRQI3EWbd9j6bxiJdIWadj8UWLt/bIMdrGJL8PIw7vjhGHd7egVu4jci6Inldu/UwDzB3fnax3PO/7bp4vicTvdAXIWXpjMo3GauqN7XRrzKeIerm1bbGIqsu3e/YLKUckL44HEXmLm48zIrbJ46NYbp4viYSLpASnNybTaKym3thOt8Z8iqiXW9sWi6i6HJaXIaQckbw4HkTkLW4+zojYJo+PYrl5viQSnm7nECvPpdVTtpYo5KAiE7GaemM77Yj5NDIGIurlxQhTPfMklod/fbywOoliZDyMzB2191hxTIjnc/bdxIv9bHed43F7Ij9rnTzumz2+x0ucvJ3U5o6b50si4SLJAVamsugtOzxOMxYfzMVq6o3tDL5eKcbWbKS00TEQET/qxQhTLZHZao47NNt1oQ2A/vEwMnfU3mPFMSER0p/cwIv9bHed43F7Zj5r3XbcV6ubJPP/4ZoPBPD2pmrXzne30TJ33DxfEgnT7WxmZaSjmbLdeJ+k5RurYt7r43GDfSViDER8CMfTl6sJg4rwwn+/6xQ3HM7oeNlFy3gYjX+P9Z5rR5Vg3upKoccERsfaw4v9bHed43F7oj9r3XLcV7tPklykPODu+e42Rm6F4tb54mWMAD/ITYskKyMdRZQdiqhuaEbtvhbkZ6WiMCdD+GkKWk5RsKqvRJYr4nSOeDlNBwBG3LsS1Q3ejitVu9u83rmjJVo3+r5WamVqaQOjY63nxX62u87xuD2Rn7VuPO4r1a09IMXFMd5JRueOm+eLVzEC3IWsjHQUUbZdcZpatmNVX4ksV0R/eTHCVK7O5RU1ih+egHfiSmONh5G5oyVaV2mBpFSmGkbH2sOL/Wx3neNxe176rDVCqW7Bf0BV4sb57jZG546b50u8Y7qdjayMdIy3uEir2hNv/eQWidCvRtooqr16ykmEsXADL/az3XWOx+15cdxFSNR2i8Q+9B4ukmxkZaRjvMVFWtWeeOsnt0iEfjXSRlHt1VNOIoyFG3ixn+2uczxuz4vjLkKitlsk9qH38HQ7G2mJ2TQas+1EXGT4ebLds9IAH7B7X4uQc2atao/RcmOdp/1xZS2q6/ejtrEV+V3SUJjt/DnDRuoV3cahxXlYt32P5+NtRdGy/0ZH4Wp5j98HSJJyYmC3rFQMLc7TVc/C7DRUN7TIPq9lLNx4DrzI2HURZQ0tznPlnI/VNrv3U7vi9c1sT69EONZFaw9ICAQk5GakoG6/cjiPmduEJIJEnDtex0WSjbTEKO9vazcUpWl3XGSsNDzAfPqKVe0xUm6sRLc3PquyPBFQLyNJhXLviQ4U0BJva1Vkuxto2X+jo3C1zLdrRnak2ymVWdPYitEPrNI8n97eVI3mAwHZ57TsO25MUxIZuy6335opS27snIroVesnuz8n7IjXN7M9O9rkdWqf9eEmDCqKm3ZbIdHmTjxgup0Dlm+ssixK0677Q8hFWIYTFQlqVXu0lqulrUp8sD8SVevYhNdLaxvVxrRs2SY8sbpS8f2TR5Vgxln9Vbbifkb2XyP3SdJSrlzdYo1lbmYK7j3v2JiLAbdFWouMXVdiNsJd76LLCnr6yY33LRI599x4nyQvMrIfMQZcXSLMHbdjBPhBblwkdURprlA9HcZolKaVp8poiTQOEhUJalV71MrV01Y5dkeiaq1veL0A6GqjUptaDwRw9Mx/x0xq8/uALXedidRkb18KaTQKV22+tR4IYFjZO6htlD+dRW0+aRn/IhPvdyLi16rYdVFlBd/z3i2naT411QpG+8nOUypFx+ub2Z4objwtVRQj+xFjwLWL57njBYwAd7GOKE35BRJgPkrTyrhILZHGQaIiQa1qj1q5etoqx+5IVK31Da8XDv6/VkpterZ8W8wFEtBx6t6z5dtw1ci+mrfnRkajcNXm27rtexQXSLHKDa+X2liaeb8TEb9Wxa6LKiv4nnXb9zga0Wukn+yOFRYdr29me6LEczSzkf2IMeDaxfPciSdcJDnAyzGQVsaTu40T8c12bkdkDO722iZN79P6Ojdzazy90++3ghOx60bKcvoY55V6KvF6/eORHTHpRG7HRZIDvBwDaWU8uds4Ed9s53ZExuAW52dqep/W17mZW+PpnX6/FZyIXTdSltPHOK/UU4nX6x+P7IhJJ3I7LpIcoCcG0qnrcZQMLc5DflZKzNOC5NphtD566imiryJizbukoaBrKnbubdVVRpCeOHEApusenFdar0kKbjdWXLSc/KyUTpHUl5b2wd3LNsc85c4H4PCeXfDh1t3Y3SgmKt5KSvPJbfH0dr0fkB97Kxlpk5Z2yDFSlpnIXpHHdq9HC9tVf6uv142na0yM7Edun2dEejm6SJo7dy7mzp2Lbdu2AQAGDBiA22+/HWeeeSYAoLm5GTfddBOWLFmClpYWjB07Fo899hgKCgocrLV5WmMg395U7Wiym9L7tC6Qgu1Q+6AQEdUrIi1Grgyfyc84LXHiuZkpABCRlmZknMPnldqHWrBeyzdWKcZFK6ltbOsUSZ2a7Mc1I0tipttJACYt+CTiMbcm+qjNJ6vi6ScMKorZh7HKNRsvqyXiXG7srWSkTVraEc1IWWbGWnS6ldejhe2ov5WJYvGYVqZ3P/LCPCPSy9F0u6VLlyIpKQlHHHEEJEnCM888gwceeACffvopBgwYgClTpuBf//oXFi5ciJycHPzud7+D3+/Hhx9+qHkbbky3C4p1YAVgSRSv0ZhVvVGgWj8gRET1ioiONRP1LcdsnLiZcdZ6nyS1+sT6YFSqX9myTZj/fqVqiINaOU7SOp9EfzFSGw+tEepm6yUqjlwkt94nychYWxmz7vUv61be8sHKPndbbL5IVv7DHpFTPBsBnp+fjwceeAAXXHABevTogcWLF+OCCy4AAGzZsgXHHHMMysvLMWzYME3luXmRBCifemVFFK/RmFUtUaD5mSl49DfHo7apVdcd7M1G9QLm+8ps1He43IwUzLloCIb162Y6TtxMnGpwXlXX70dtYyvyu6ShMDvyNEa1+hRmp6G1XUJto/zphrHiwJ/5qBIPv7MVTa3tlrZTNL37iKhTbMzGd8uVZ6ZeHXHkK3SPvZWMtEnEabxmti9XhtUx614/7Ut0/a3sczfG5lvBqlPEiZziuQjw9vZ2vPTSS2hsbERpaSnWrVuHtrY2jBkzJvSao48+GocddljMRVJLSwtaWn66vqKhocHyupshFwNZXlFjSRSv0ZhVLVGgtU1tSE7y45eDDxFWHy31BGJHWGvpK7NR3+Hq9rfB7/d1+rCwO05VRLy52nVKSvVLTfZj4CG5mhZIscpxgt59RFSMq9n47mhm69URR658LZ4TY2akTUrvEVmWHnbErHs9Wlh0/a3sczfG5ltBaUy83CYiLRy/q+Pnn3+OLl26IC0tDddddx1effVV9O/fH9XV1UhNTUVubm7E6wsKClBdXa1YXllZGXJyckJ/evfubXELxHNbxLDT9Yn1fhF1Ex1XKlee2+JURZYpqr1uiI11KorYbRHIbqtPvGC/2s/KPud4EsU3xxdJRx11FDZs2IC1a9diypQpmDRpEjZt2mS4vBkzZqC+vj70Z8eOHQJraw+3RQw7XZ9Y7xdRN9FxpXLluS1OVWSZotrrhthYp6KI3RaB7Lb6xAv2q/2s7HOOJ1F8c/x0u9TUVBx++OEAgKFDh+KTTz7Bo48+il//+tdobW1FXV1dxK9JO3fuRGFhoWJ5aWlpSEtLs7ralnJTxHB7QEIgICE3IwV1++VT7YLvCwQkvL7he8Xzk6PPax5anGcoqhf4KYo4ye9DYXY6qhtinxMu11fh1+3kZ6ViT2OrqeCGWNsyGktcZFHsrZYo94KuqfD5/NjZoFznnIxkbPy+Hj/U7UddUyvys1JRmJOha2yD/XagPYAH//MlAAmlfbt3uq7LDmb2PTPXUnSMR6rqNUCio3XNxJznZ6Wiun4/yitqVNvq9etkRNE6v4YW56G8oibhrwERMW+sjBd3Inqd+xKRfRxfJEULBAJoaWnB0KFDkZKSghUrVuD8888HAHz55Zf49ttvUVpa6nAtrWVVHGqw3OsWrZd9XooqVy3lKlgfCcD+tnZc/NTa0OPRSTexkqbmra7UHNUbFIwinjCoCM0H5K99idVXWtqmlwRgwqAi2XExEksMdPTr25uqhaZdySUTyWlpl/DrE2KPT/3+A7h72eZOj2sd2+Bz9fvbcOnTH4ce//uqCuRmpuDe8461NS3J6L5nJpXrp2h95QWS0nbNMBpzjoN/r2lsxbQXP+v0Pr3bSSRa5teEQUUY/cCqhE8TEzVvrIwX1/uZahb3JSJ7OXq63YwZM7B69Wps27YNn3/+OWbMmIF3330XF198MXJycnDVVVfhxhtvxKpVq7Bu3TpcccUVKC0t1Zxs52XjBhZh7iVDUJgT+TN9YU66LZGiwVhTtUWE0hfu6vpmTFm0Hss3VimWVV3fjHmrK3HtqJJO7dSiqr4ZT6yuVPyyn5uZIttXWtumVOYZ/XsqPj9vdSWWb6ySfU5pTHMzU5CVmiT7nvqmtlA/6qXUzrqmNtUFUnDbRsenSuPYBuePXMhDXVMbrjPYdjP07nux5rfa2GmZi1bs81rqrNQPcpTaaqZv4lWs+XXtqBLMW12paZ+N5z4UPW+c/jwVgfsSkf0cjQC/6qqrsGLFClRVVSEnJwfHHXccbrvtNpxxxhkAfrqZ7PPPPx9xM9lYp9tFc3sEuBqRP61rjSt975bTOv1LZrTcjBT87cLjccvLnymmoPkAFGSnAfCpng638qZTMeK+lTETtfQqzE7Dh9NPNx3FHa4oJx2SJMVss5bI8ejTDkfdv9JUmXLbEBFrHj4nPqmsxdTF6xVPu5RTdPC967bvwa69zejeJQ2QgN2NLejeJQ03vrABO/fGTtGTG0c7aNn3zEQAa4rWz0rBmhljkJos7t+zjMacVzc04643v1A8RVPufYkQj2yU3HFA7bgbLR770OrIbq/EizuxHaJE4YkI8Keeeirm8+np6ZgzZw7mzJljU43cR2Qcqta40mfLt6l+UNftb8NXO/fGjImWoD1GevHa7UIXSDi4bSNx5rGovVdL5Gv0mJZX1Kj2o94YWVGx5sFtr9u+B36/T9cCCWHvlat3eUWN6gIJkB9HO2jZ98xEAGuK1m9sU+w/o4zGnJdX1MS8hi36fYkSj2yU3HHAztsEuJWV88ZL8eJObIeIIrnumiSyjtYY0u21TUJfZ3dZ4YzGmYverojXWlGmHeUpvdfJ9ohiZuy8Fjeu932MR9bHbbcJcIqX5o1ddfVSnxDFEy6SEojWGNLi/Eyhr7O7rHBG48xFb1fEa60o047ylN7rZHtEMTN2Xosb1/s+xiPr47bbBDjFS/PGrrp6qU+I4onj90ki+wTjSpXOWPah4xqSS0v7oCjGxdo+APmZKdi9twVZafKBA8HXFWanoaCrciR7MEp4977YZRlRmJ3WKXpVrQ9iCfZPYXbsiPn0FB9aD7SjPSB/uV97QEJ5RQ1e3/A9yitqQnHZsbZbmJ2GgCSF3qNUdpCZdkZvOxhDbqTMYFS7Uh0Ls9U/1OXG0YjoflfrQy207lOxYuFj9Wd+VgqqG5qF1VfLdpXqrPd9el+vND5WjJseWrevt556jwNyYs0vr3Jqv9AzfsHXBm8fYWT/18PMcUaNlnY7vQ8SOcXR4AY7eD24QbRgQg4gH4UaTPopW7YJT6yuNLydYHnXjirBC//9TlOammhKEdJG2hbeP59+u0fT+7NSk/DQxEER21eKcB14SDbe3rQrZlv0xv8qjbVW0XMivEy993qKFQ+tFJ8b9LiA9Ckro3PV2hCr/nrGSGTUr9bjgNn3aX19rFsEvPFZlWORx1rnjd75ZfQ4EE5trLzM7v1Cz/hpvX2E6PExus+qlanWbsaOUzzSujbgIikBqR30tHxxVRN+nxyzEyxYlt7Flqgv+cBPCy4Aut//eNgXQSPblqP1g1HrB3pWahJSkv2aFmJ67zGl5Yv39Fc+7zS2ou6TpNTvor7EmFkkBd/v1JcuI19+RC0Iwo83evYLuxYHWueN3vll9DiQlZqExrCo/Hj/omrXfqFn/PSMnRXjI3LBoqXdgPznXTwv0CkxcJF0EBdJ8pSiUNsDEkbcu1IxsltNbkYK5lw0BCeW5OuOs1Uqa9jBtJ4R965QTcuLFh6NCsBwLHYwytpIm8y8Nxatsa+tBwIYVrYiZnpgYXYaVt/6s1BUt1o8bngsdO2+FmRnpODONzdhb/MBQ3VtD0hY800NyitqAEgo7dsdww4mq5lhdXSuqPJD/Vm/H3f9a3PMG8uKjPo1Goms932xjjdG9kmrI49F3S5Bbyy6kuDtFB6aOBi797UIia/2Aqv3Cz37L6D++ZGflYKZvxiAwmzrxkdEjLnWdpu93QWRW3kiApycoxSFGvzia1Td/jb4/T6s277H9IIgWFaS36cak60kPBoVUI/wVqI1Gl30e2PRGvu6bvse1Xj16oYWXVHTcvHFSgskLXVN8vsw4vDuGHF4d03b18rq6FxR5UfGbCuPleioX6ORyHrfF+t4Y2S/sDryWNTtEvTGoscqp7qhBX6fD78cfIju93uV1fuFnv0XUP/8qG1sQ2F2uqUx3CJizLW2OxbGjlMi4CKJIoiIEBUZQ6o3TlitHDPMxJRbFXEOqLfNjvhYt0bUWl0v0eW7tR+t4ob92ky5WvdrNx3HvMiq/cILt1+wghWf0UTxiIskiiAiQlRkDKneOGG1cswwE1NuVcQ5oN42O+Jj3RpRa3W9RJfv1n60ihv2azPlat2v3XQc8yKr9gsv3H7BClZ8RhPFI0aAxxERMZ1aY5mV5GakIBCQQnG2Zs5Ujo4TVovelmM2wjq8jGA0ut73m3mvlnqpxb5qaXdmShI2fl+P1gMBxdfEml9q88ZsFK7RuS0iOjfWtocW5yE/K0XxvXrbbWXUL6Dej0b7Odb71OaNmX0yuh9ERRXrvV2CqFh0JUbGXWRss9MR0FbtF3rKtXrfFEXLWGltS2F2muvbS2Ql/pIUJ0Sl3iT5fbhjQn/D6XZ1+9tw8VNrI9LtfOgcWarlI3bW+P6hC0Lf3lSNPTpjxIMH9/ByZo3X17bwMlKT/Zg1vj+mLFqvuQ0AMGFQUei9erctyfx/dL3ULppN8vtU693U1o67l21G2b8345qRJZhxVv+I59Xm19ubqtF8oD262BBJY13lmJnbwbYr9btavWJtGwBmL92E2kb5ealnjETVNxYtKXOi0+4AxCxTy9yMptSvIpO/YtVL6zFBrp5G2ouDr5swqEjzuItOQXM6AlrreOjdL/SWa0UdRNI6VlrbDcDV7SWyGn9JigPBKM/oCy2r65sxZdF6LN9Ypau8cQOL8PglQ5Cb2flfyLNSk5CZqn7T1+r6ZsxbXYlrR5WgMOoGiYU56Zg8qiTm+yePKomIXb1u0Xq0xPiV47hDszvdiLEwJ910RGl0GeMGFmHuJUM6tSmWeasrNY1BdH8X5qTj8UuG4HGZ7eltm9Z6ByTgidWVKFu2KfSY2vwqW7YJUxatt+ReWKLntqhtX7doPa6TeS6ciPknitYx1NvPRvoouszg3MyROd7IketXK+aJ0j6j9ZigNP562xuk9Tgisi+c3P+i6e1nK8q1qg4i6B0rLW1xc3uJ7MAIcI+zMuJYKZYZANZU1OCjit1YWL4NjS3yvyCEx+SGR0sPLc5TjcMuCotdHV62Ajv3xk628/uAL2aPw4YddYrRqFrid/Myk/F/vxmC2qbWmPGqwb6Z+tx61O2PvTjQGqcaK+JXROxrsJyPtu7GZQs+jvmv2H4fsOWuM5Hk96nOL5+vY3EVi5F5KGJuGy3DaFRzULesVJTPOB2pyfr+HcqK/VlLmbHG0Io+kovGVov4z81MwZwLh3SKhrcj5l3LvqdnHzVyqwUr57vVZYkk6lhoplyr6mCUmbHS0ha3tZfILEaAJwgrI45jxTKPOKI7/H4f5rxbobrt6Gjp8ooa1S9W4bGragskoOML3uK123HVyL6Kr9ESv7un6QCSk/yqMbtJfh/8Pp/qAgnQHqcaK+JXROxrsJyvdu1VPc0nIAHPlm9D/145qvNLyz+zGJmHIua20TKMRjUH1TS26opU17pdq/ox1hha0Udy0dhqEf91TT/dEiCc1THvWvc9PfuokVstWDnfrS5LJFHHQjPlWlUHo8yMlZa2uK29RHbhIsnjnIwMNrptq+qsFsfrhRhmO+JUtcYWb69tQveu+sMyYrEiSjfW66yeo3rKFPkeJyKJrewjM+32Ymy6VXH7IvvCi/2aqDhWRNbgIsnjnIwMNrptq+qsFsfrhRhmO+JUtcYWF+dnCq+PFVG6sV5n9RzVU6bI9zgRSWxlH5lptxdj062K2xfZF17s10TFsSKyBhdJHheM8qyub5Y9hSp4LrIVMZ1Gt632PgDIy0zBB1//CEhAbkYy6vYfiFkXvw+4tLQPAOXzp/XUN9Y52MHnqhuakZ+VophuFl5uXlYq2tsDqG+Wb4faOCnVJ/zx7l3SAAnY3dgS8f/B68CC14UdWdAVfpXriIL9meT3qY6VlpQuvfOwPSAhIEnIzUiJeUpjfmYKDrQH8PqG72XPlbdyjipRmkfds9IAH2SvOdPV5qwUDC3Oi3gsen6Ej3f3rDQUZqdjZ4NyH2i5JsmqPtJSVqz5I+IYqPeaC7PXaBjpOy3tEPl54ORni5eZnRtK1wLHKoNjRWQNBjfEgWCqDSAf02llCo3RbQcT60SZPKojtlpLzLFafQHl2GK550R5PEZfydVnwqAivPFZlaa6RC+KMlOT0NSqHNkd7M/g9uX6TA8ftM9DufZqJRd3a2aOKr1PLZpdaR4p1VVvm9XeGz3euZkpqGtqU6zvtaNKMG91pWxbg+2xoo9EjJOI9+qJuBYViR2ss57Ycy37kMjPAyc/W7zI7NxYvrEK01/5vFNSaG5mCu4971jVKH6OFZE2WtcGXCTFCSfvZWFk26IWST4fcO3InxZIcl86oj8k1O7rolSG1TtK+MIkSM8XKZGiF2yiFy5KzLY31hdwO+8BBMjPI7m6Bhcoetqs973B+RtcLEXX16n7JOkpS8viwMhxSMsxw+jr1Wjdr/Qey+PtPkleYHZuaPlMVPqHtPAyOFZE6rhIOihRFkmAszGdeuNTjUYH52Yk4dQjC9DUdgAn9umGScP7IDXZrzsCVa6+AEzFPpsVjN0OxkabjaE2Klbks5bY89yMFEw9rR+6d01HYbb2eSiqvbHqb2T/0HLqpdF5pDVCXcR71WLmldpjRR9ZdSqbyOOQ3DHDikjs8NN3a/e1ID8rFT2z0yNOlzVyLBf5ecAI6NjMzg2tkfCF2Wn4cPrplp4KSpQIGAGegJyM6dQbf2v0i3Dd/nb8+qTDOm1LbwSqXH21RJNbKRi7HYwxNxtDbZRSXKzW2PO6/W0YeEiu8PhrrWLVX3QEtNl5pDVCXcR71WLmAfv6yGhZIt+r95hhVSS2GyKt7SwrHpmdG1oj4asbWlTnF8eKSBx9dzokEsBsDKlVMcBuiEcNj+d2uj52xy2Lbq9T/ef0uKlxe/3soncuM2aZlJidG05E+hOROi6SyHZmY0itigF2QzxqeDy30/WxO27ZybjxeNiuVm6vn130zmXGLJMSs3PDiUh/IlLH0+1cxKpziUWXq3QdhtZtmIkOLsxOMxQDDHRcwBr+3mA7ftjThA3f1UGSgK7pSdjbrJz6ZiW/D7jo5OLQ3830k1nRfRVep8LsdMVTQ3wAeman4eYXP8WepgPIz0rBq789BfldUmXnTHjU7cl9usWMqtYjNzMFgYCE9oBk+/n4esbNzDVJwffreavSuAL2X8vQeiCAZ8u3YXttE4rzM3Fp6U/XF5qNUNbyfi2xyflZqaiu34/yihoMLc7TFLM8tDgP5RU1cXFNiNY46kS/DsZsBLfacTVI6fNPTqKPCZEIDG5wCatSaUSXK1debmYKACimZskpW7YJTxyMHNYjVrqPWjpQZmoS/jpxkKHIZbtE95uI+G0j5JL2gvWRi6gFYn9hj34uNzMFrQcCnWLIg9HkotIEnUp20jpuPnQk1KntC6L6I9a42pmKVbZsE+a/XxmxOPT7gNOP6YmN3zeYilDWm6andf8Kxu7Hikq/dlRJp1h+r6aLaY2jZqJaB7MR3CLS7cLL4pgQKWO63UFeWCSJjpW1qlxR9/UwGvOs9AUvvFwtseKTDUQu20Wu30TcJ8nn03eRv9x9jeyMI4+Oqla7+a0SJ+8REmtBGTR5VAmOPywv5rydLPPF2yg942pV3+n9BxI9XzKNtEPrP5ioLYSCCyi7+tFKWr+wA8q3TAC81WYRnLxPUngZHBOi2LhIOsjtiyQrY2VFlmsknlluG0ZjnrVFqK5AdUOLprK0THq/D7jvvGNRtvxL1Da2aq5n1/RkTBjcC8X5mXjqg22aUouiy5DrN7lTJ8If794lLRQbHP3/Nzy/Dj82HjBcB7vjyAu6puKvvz4+FFU9tDgP67bv6dzOrDQEJAm/f/5TxdQ9o/uQWVpifQuz0wD4Yp6+WJiTjvduOQ2fbKtVjV/PSU9GUpJfcb7aFWutpPVAAEfP/LfuBa+W/d9sBHMwYeyuN79AbWPsufTeLaeF5mNwfo5+YJVt/WglrXHUBV1T4fP5VeeuF9oskojTRbWc4qj0Xjv3ZyKvYgS4R1gVKyu6XCPxzHLbMBrzrC1CVX2BFCxLi4AE/O/7es0LpGDZDc0HcPaxvQBA9wIpWEZ0W5ViXbXEvZZX1OhaIMnVwe448p17WztFVSu1s7yiJubCweg+ZJaWWF+1ORus+7rtezTFr9c3xx5nu2KtlTxbvs3QL4Ja9n8z7QjuR+UVNYoLpPBy1m3fE1GOWuy7U3PQCK1x1Dv3xj4ueqnNIpmN4E7y+zDi8O4YcXh33e+1e38mindcJDnMqlhZ0eWaiR0Nf68V8d8iylWyraZJ/UUyRNRHVJtEjJ0TsbNumsNGiNyeVfHodvddeMS9EWb3f7XXGS3HrXPQiHiJ4k9E8TQPidyAEeAOsypWVnS5ZmJHw99rRfy3iHKV9OmWqf4iGT27plvWVjvL0Rt/LJKb5rARIrcnYj5Flxf+X62vNys84t4Is/u/2uuMluPWOWhEvETxJ6J4modEbsBfkhymJVI5PDpUT7ytWqRokYZyQzHZdfvRNT0Ze1VO54mue0F2xzUjr2/4PnTuvpn47/Cywts+tDgPeZnJ2NOk77QytfpnpCYhPysVexpbNQdWhI+X0bbmZaZgaHEegJ/OUf/o6934vm4/euVmYMTh3TGsr7bz1E8qyUdB11TV02NitcPuOPLcjCSs/upHvPjJt+iVl4HhMuflh19Hkp+VonodSSAgP3esoiUWuODgNUlKsed651PwmiSl+ap3XNWii9VEH1cuOrkYdy/bbPiapKHFefhw626Uf7MbQMdpTcP6dtM0P2PFJ4fPpbzMFOxRCNtQ6g+tY610/Aqvg9ORzVrjqIPXJGmdu1ZwS5+5hdX7M1mD89i9GNzgMLVIZeCnNBo9yTlakrWCiTkATKenxdpGdDS4UoyumuiEtmDb5ervBKVkOqMR3rmZKfj1CYfihf9+JzuOehOPtCT/AcopSE7FkQeFt1dPIpkE+XloRxyullhgQD4hLCg81dHMGOgdVxHpmnLHlYGHZOPtTbt01/vaUSWy+0L4cSxW3yjtL3pvB6AUwxyrH9XmoNsim/Wm2wFi544Wbuszt7BqfyZrcB47g+l2B7l5kaQWqZyXmYKysC+FWmM97Yxq1itWjK6RstzUxvDxCqdlwWqGnntn3PjiZ53uTRRN7b4yItqSl5mCFpn7JGmhJ8Jd6VcBO78waPkQjBWLHR3bbfQeX2rjKvp+arGOV2P698SKzbs03ydpwqAi1djw4Jd2rf/oFKueatuJda82ufvIxarPtQrz2ekvtW6+TxJjrmPjF29v4Dx2DhdJB7l1kaQlUrkwOw0fTj8dADTHeqq91g3kYnS7Z6UBPmDX3hbcufQLxdNd3Cw4XnJ3o9caT25Ekc4o94+27sY/P/0OTa3tOLFPPi4ZVowNO+o0/dTfHpAwvGwFdu411pac9GQ8dslQDOvbkawUjLqVJAnPrd2Ouv3qp0vGumeSD0B+Vir+fPYx6Jmdjpte3KDY73bG4cY6ncJIbG97QMKaihpMXRw7Ejw/KwUzfzEAhdnqp3CIOuVDa3tW3nQqFq/dju21TSjOz8SlpX2QmuzvVI+hxXkYdf9K1f2n6OAxZdT9qzTFUgP6j5Va5kxELH9WGm566bOY9fGpzGcnI5u1xlHbeboQY6614Slc7sZ57CxGgLuclkjl6oYWfFxZCwCaYz3VXusGSjG6QEeUrhcXSMBP4xXdJj3x5EboiXRN8vsw8qgeGHlUj4jHtcbBflxZa3iBBHREVPt9vtBBPxh1W15RgznvVmgqI9b1LBKAmsZWFOZkAIgdsW1nHG6sWGAjsb1Jfh/8fvVI8NrGNhRmp2ueGyL6QWt7Nuyow1Uj+6rWo7yiRtP+U1XfjGfLY9+XzOyxUsucCa9/R91j1yfWP1M6HdmsNY5a1NzRgjHX2tg5JqQf57E3cJHkECuiOr0W6ylXX6+1IZpTbbKr36yKNncydtjpORdvsdNORrdrjRi36lYEorcjupx44NZ5T6QH57E3cJHkECuiOr0W6ylXX6+1IZpTbbKr30Rsx44+8tJ+E2+x005Gt2uNGLcrnt8NMf7xxq3znkgPzmNv4CLJIXqjOvW+1s2n3IXH+ZZX1HScu98lDZCAXftaYsY5691OrPP9RQuPVA83tDhPWJvk5GeloLqhGeUVNaauI4l1/nooIrl+f8yIZDVKMcwdscNpmk6r8h9MOVTaF/KzUlFdvx/du6TFjIXXEodrx3n9RmN7RcT9WtE+0THEWudGUU46Li3tgyc/qBRyXJUTq+7hfZmfmYot1Q3YXtuErunJ2Nd8QLE+Wq5J0tpX8XIdSqx2aIl7Dx4TP/x6NyABuxtbHO2PiOvUDn7WOV0nchbj2r2BiySHJPl9mDW+P6YsWt8ppS14uJw1vn/o4Bl8rRwJwIRBRZ1ea1cih1z9pRjPAR31Hf3AKmHpdkrbuWak9iQ0s8LHICiYMmTVAgnouO5k2gsbABhLMFJLQjKapibnjgkDZL8QJPl9uGPCAE0x5acf01MxQjp4TdK0Fz+LWYbcPhbNroQovccCs+8Lsqp9ZuslV56WuTFrfH+kJvsNHVf1JGXK1d3oPiIBGHNMT7xzcD6b6at4STRTa0es+RUUfkwM50R/qM0NL44RmSf6OEnWYLqdw/R8sOmNCbYydjrWPYrUngveJ0nvxItONdNSh3EDi2L2m5zM1CRD0dRyY6C2WFWKBzZKb3SoWgSpUjyxkqzUJABAY1T/ab2nk9XzNkjti4kT0axGv+QaeZ8d7RP9pV1tP35cJSbdzD3l1N5v9h+lJsvcEkFPX8VLlLDeW13oXZja3R9a5obXxojEipd/3PAaRoAf5PZFEqDtFAm9cZEdsdMrVe+arkV+Vgr+fFZ/7GlqRX5WKgpzMjpFGMeKN46O89X6C1J4nHNhTgaGFueFIsPVthN8zkj8dlFOOu4/7zis3VaDgAQs+WQHahtbNdVXT7xwfmYKUpOTDI1R9I11leqhFvmsNqfUTlfMy0zGRScXw4eOJKXoaO9YscFKWg8EcPI9byueJmdWt6xUlM84HanJftnnnYxmNXq6lJ732dk+u2PFo2PStWxbyzFCac5ouZWDFoXZaVh9688Uj2+xxEuUsJkxrq7fj7v+tVn3cdrK/tAzN7wyRmSNeDlN1ksYAe4hWqI69cZFdsROi7kuqbaxDUW5GThv6KGyz8eqv1ycr9YvFOFxzsEytG4nyEj8dlV9M5KT/bh57NEor6jBYxqjqfXGC9c2tQEw9ouJiNhgLXNK7Z9Q9jQdwCmH9+i0HS2xwUrWbd9j2QIJ6JhTcvHzQU5GsxqN7dXzPjvbZ3eseHRMupZtazlGKM0ZLbdy0KK6oSXmnIwlXqKEzYxxeUWNpgWSUjlW0DM3vDJGZA3GtbsXF0keoTcu0slIZdHlmNm20fea6Ue3RHaq1cOt8cROR6bHezSrF9tnZZ3NlC2yj8weq6wq3y52j4PV/eHGOhGRPlwkeYTeuEgnI5VFl2Nm20bfa6Yf3RLZqVYPt8YTOx2ZHu/RrF5sn5V1NlO2yD4ye6yyqny72D0OVveHG+tERPpwkeQgreehth4IYOP3daqBAuFR0EOL83TH28oJj6HUeu1U8FS/3XubUdvYiqr6ZvTKyUBeViryM1OQn5WKPY2tmuqVlZaEA+0BtAck1XN05eqnJ1o6KDzKW+/7s9KS8MHWHzGsbzcUZqdhZ0OLYrxnQXYaAB92Nugfo1gx2EDHtVw/7GnCU+/XI79LGgqz0ztd06U2R7TEExdkpyEgSXh9w/ehPm8PSHi2fBu21zahOD8Tl5b2kb3+R+56tXXb96C6fj/ys1I1nz6jV05GMgKSFJpT4dc11Da2IjczVXWOKsW969lHdu1tRvesjv5bW1kDSQJyM1PRvUvn6/6C71tTUYPyb3YDYdeAyZUffU3YiSX5obHvntUxH5TmnRXRs+HHhdp9LbLXNsZ838E5oTQmZurcEdEfe751y0rF0OK8To9riaPWQikaP5bwPo11iwErouDdFh2vZxzsiFbW+pltZ53IOm7Yf9wi3trG4AaHaE00KVu2CfPfr9R9r5/wFDlAe7ytnMcvGQIgdoIcYDwGVwu1dLRY/fnpt3t0pdtFp2QZTVvLSk1CY2u7Yrzn3IP9Gox21zNGRhL45NIBleZIdLqd3PMSOqfzZR2sV/hr/b6OKPYZZ/UPPSY3XtH1U6MntllOsP3RqWJaTB4V2R5A2z6tZx+JjmGXm4fR+4XS66L7KjhuseamqGSlWG2OleKkta/M1NnoeESXYWQfDve4zrqL7Bu96VpWpnEp9aXWdqiNgx1Jcno/s5lu521u2n+c5qW2Md3uIDcukrTGnOqNrpYr61qZaFm9X0YnK8RAy33Zt3oyyX2ZiNWfRuoT3IaIaF+g80LCzsVlLLHmiNp9koxElwcXFmb7dfKoEhx/WJ4tUeFKtMa9m91HfOgYH7XjQPAfMrTcZypYrtwiV/QHmtYI5OgviHrmiNE6652Hsb7MGt2HtUbjR29LVN/ojQ53e3S80/ckMvKZ7dYvkaTOjfuPU7zWNi6SDnLbIklrzOnKm07FgFnLVRcz+ZmpqG2SP00kWNZ7t5zW6TSrtd/U4NKnP9ZU51iLjeA2JEnSnSIHdJwiOPMXA9A9KxV/WPIp9mi4V0l0BKyICN5wwThesze7DSrKSceDFwyKeYf14KlUUxevR91++774K80RuVO9wk8Ru+mlz3SnJ/p9wBezx+FnD71ruF/D6zvq/lXCEhyN1kNL3LvZfUTLYr/w4KmbevojeLrkQxMHY/c+5blplJ59M3y/1vK+4HGjMNtYnY0eN2JFNYef/nbn0i9iHsu6pCVh7kVDMfyI7rrqruXzI/y2CSKj4L0SHR9xrOqSBkiIeewVpfVAAEfP/HfMz2wfgIVXnIhkv9+WOpF13Lz/2M2LbWMEuEtpjTm9Z9kmTb/2KC2QwsuSi5b9audejTWO/QUtuA2jahvbUJjdcbGq2gIJ6ByTKiqCN1x1QwueLd8mrNyq+mb4/T78cvAhiq9J8vvg9/tsXSABsedIuPCI0vKKGkOLk4AE3LPM3C9mwfo+W77NsQVSeD20xL2b3Ue0/CuWkcWXdPB9fl/suWmUnn0z+vYFqvH5B48bRmNzjR43YkU1h8dRqx3L9rW0IznZr/sLg5bPj+jbJpgpS8+4uCU63qk45WfLt6l+ZksAvt61D1eN7GtLncg6bt5/7BbPbeMiyWZaIz631TRZus3tteLKN0tv7Gn4662KTBXdP1rq6WT8q55tm6mnqHntlvkbD5G9VrXB6H5tR6S12TY7FSEvsmyrbisRD/uEEVqPSW45dpE53H9+Es9tk7/lPFlGa8Rnn26Zlm6zOF9c+Wb17JquK/o0/LVWRaaK7h8t9XQy/tVo/+slal67Zf7qnbtuZFX99ZarN3bfiVsDaHm/W+PKzZYVL1HjVtF6THLLsYvM4f7zk3huG39JsoneuNY/ntUfz639VvX85gKNUb7R53hfdHIx/vKvzbouWo4VhxwISNi519g1SdUNzeiemYq8zBTV01SyUpPwwiff4oOtP2J4v45oYxERvOEKs9Nw0cnFmPNuhZAYaqW4aKDjPPZgXHbvvEwUdE3Drr3yseFWiI6eVYrljo5VN9Lnfh/wx7P6453NuwyPV7C+IsfHiOh+0xJdLEmSYiS82rbU3pOXkYzU5CTd+2BB11QEJAmvrv8OtY2tinHxwWPIMx9twyfbapCZmozzhxyK4Yd3j7g+MHruaJ0nRTkdry+vqLE07ltrpLgSLdvWGmU9uHcunnr/G9WofCNla+kbPWW1ByQEAhJyM1IUTwkWEWPt1fjg9oCEI3t2Vd1X/T7g0tI+NtVKndH+9uo4iaR264Do/UHkvus28dw2BjfYwGhcq1pSTjDlSy0yFZCP7x54SDbe3rRLb3M6yUxNAgDdkdQi5Gam4NcnHCok6jxoskzamxlK8b5yUbG+g/c/skP0fNMSyx1MYgL0R5eHp9tpTWGTq69cGp/dlNLtAPFx75M1pNsBP0XO66H0pS563JXKzkxNwl8nDgIgf4wJRsyrpdtpHVO74r7NblttPozp3xMrNu+K6GO5qHwjZevpG63zVq3fRCRYeSk+OJyeeSV36wCnGO1vr46TSGpjrpZuB1h/6wW7ea1tTLc7yOlFktm4Vrkv0tEfprEOWoB87HD4h7WIhZLT9C5s5BYj4QsuUTuF0oeimXh3o5QWPHrizqO/POmJ4Q6PVjeySNL6pdsOdtwnKehxnX1t5B5aVtCyqNU7pnbEfSvdP0vvtpXmg9o/Tmn5Ii3yi6qRz49oZr8key0+OEjrvNK6ALaL0f726jiJpGXMeZ8k97eNi6SDnFwkiYprDT8lS+m0DLmfvwH1aOKC7I7Tu/TerFarzGQffj6wCL1yMpCXlYr8zBTc/e8twk+TKsxOw6qbT8OI+1YonsoIALkZKZhz8RCc2Ccfn2yrRXlFDQAJpX07Tt0TFfsNKMdeaomKNSM/KxWPThyM3Y0tqqdQaY1clmtXRwz3Ss3Janqj1aP3j6HFeULHx4zoKPogLaehhL8mPyMVf3hBOfo+fA61ByScfM87mmLy7z//OKytrIUECc+t2Ya6/c4smqIj5qsbmlG7rwX5Wamax9SOuG+5bYg4pSi6jMG9c1Vv7eD3AVvuOlP11DuRpzwZ+fwAfjqeDuvbzdS2vRYfDGibV5kpSZh2xpGYNFz9VEq7GO1vr46TSFqPJWtmjIk53vF8uqJX2sYIcBcQFdeamuxXjQyViz0tr6hR3b6R6GA9mg5I+PWJh0XER1txHUl1QwsWr90ec4EEAHX72+D3+ZCa7MeIw7tjxOHdQ8+p9ZdeSrGXWqJizahtbEVysh/nDjm003Ny80xvHHJkDLf2+aM3Wj16/xA9PmaoxUDHEh2nHmvREx01rjUmPznJj5vHHoXyihrMWVWh+h6rqEXMaxlTO+K+5bYhIko6uoyn3v9Gdd8PSB3HCCPHfKOMfH4APx1PzXwJ8mp8sJZ51dTWjoGH5LhmgQQY72+vjpNIWo8lem6pEW/irW1cJFnI6VhEt8Qt2hHZDWiPVlWqg13jYEcErB2R3kbaYeQ9eiNU7SKiPlYdI9zWZ2b3OTvivu3oKy/FRNvVb24aHz0Srd5eba9I7IPEw0WShZyORXRL3KIdkd2A9mhVpTrYNQ52RMDaEeltpB1G3qM3QtUuIupj1THCbX1mdp+zI+7bjr7yUky0Xf3mpvHRI9Hq7dX2isQ+SDzu+Q04DgVjEZVORPAhdjy0HdsvzE6DVaeLyrVPrU5yZWhRmJ2GS0v7mOrvYN1EUdrepaV9bO1zNUbGpCgnPdTfWmkZI7ntREeouuHsZlH7rZ5jxEkl+SjMTtNVN63vsYrWfc7KY6TTx+FwWvZ9t8RE29VvbhofPRKt3l5tr0jsg8Tj6CKprKwMJ554Irp27YqePXvinHPOwZdffhnxmubmZkydOhXdunVDly5dcP7552Pnzp0O1VifJL8vlBAUvVMF/z5rfH/LLmrTsv07JgzANSNLdJWr9Qsu0Ll9seoU/f5gNLAWd0wYgNRkv6n+DtZNxGjE2l5qsl93n5vdZixaxyR6G8H+1roltTFS2k6wLXrqGatMub/rLU/UfqvnGJHk9+GOCQN01U3re0Qws88Zfb8WTh+Hw2nZ968ZWeKKa1js6jc3jY8eiVZvr7ZXJPZB4nH0SPzee+9h6tSpWLNmDd5++220tbXh5z//ORobG0OvmTZtGpYuXYqXXnoJ7733Hn744Qecd955DtZan3EDizD3kiEojPoX98KcdFviMrVsf8ZZ/TF5VInqv3Ce0b8nHpcpKy8zBbmZKYrla62T3PtnnNUfj18ypFP5QbmZKRH3ITLb38H3m/1FSW17Sn3u9wHHHZodcyyKctIxeVRJpzqamVNK/RZdj+htaOkvrWOkpS1K783LTAndr0tu23LztjAnXfE5pfLyotoigp45O25gkeL+oFS3WO/xKcyz6HHPSuvcF0DH/ZNi9a+efc7KY6TTx+FwsfZ9N91HB7Cv39w0PnokWr292l6R2AeJxVUR4D/++CN69uyJ9957D6NGjUJ9fT169OiBxYsX44ILLgAAbNmyBccccwzKy8sxbNgw1TKdvk9SkNOxiFq2Hx41XpSThu9q9+PbPfvRp1sm/nhWf2Qc/NKoFBert33h5XTPSgN8wO59LbLvbw9IWFNRg4++2Y0f9uxHr9wMDO/XHcP6yUfPmu3v4Pur6/eHYrR7dklDQJKwtrIWgIST+3SDP8mH3ftaVOuvRCnePfzx3nmZOLqgK2r3t3aK7hY9p6LLVIoNj9Vfu/e1om5/K3wASvtqGyO9/ac0B9d8UxMR6x6+7Vj9pVheRQ3Kv9kNoCOxx0zUsRo94xncH/TUTe49J/bJ74jmDpvnSnHx7QEJz3y0DZ9sq0FmajLOH3Iohh/eXVP/im6/UU4fh8NpubWDW9jVb24aHz0Srd5eba9I7ANv8+R9kr7++mscccQR+PzzzzFw4ECsXLkSp59+Ovbs2YPc3NzQ64qLi3HDDTdg2rRpncpoaWlBS8tPscQNDQ3o3bu344skIiIiIiJyltZFkmv+2SoQCOCGG27AiBEjMHDgQABAdXU1UlNTIxZIAFBQUIDq6mrZcsrKypCTkxP607t3b6urTkREREREccQ1i6SpU6di48aNWLJkialyZsyYgfr6+tCfHTt2CKohERERERElAlfcJ+l3v/sd3nzzTaxevRqHHnpo6PHCwkK0trairq4u4teknTt3orCwULastLQ0pKU5F3lLRERERETe5ugvSZIk4Xe/+x1effVVrFy5EiUlkdGoQ4cORUpKClasWBF67Msvv8S3336L0tJSu6tLREREREQJwNFfkqZOnYrFixfj9ddfR9euXUPXGeXk5CAjIwM5OTm46qqrcOONNyI/Px/Z2dn4/e9/j9LSUk3JdkRERERERHo5mm7nU7hJx4IFC3D55ZcD6LiZ7E033YTnn38eLS0tGDt2LB577DHF0+2iuSUCnIiIiIiInOXJCHArcJFERERERESAByPAiYiIiIiI3ICLJCIiIiIiojBcJBEREREREYXhIomIiIiIiCgMF0lERERERERhuEgiIiIiIiIK4+jNZO0QTDhvaGhwuCZEREREROSk4JpA7S5Icb9I2rt3LwCgd+/eDteEiIiIiIjcYO/evcjJyVF8Pu5vJhsIBPDDDz+ga9eu8Pl8TleHdGpoaEDv3r2xY8cO3gw4wXDsExfHPjFx3BMXxz4xOTXukiRh79696NWrF/x+5SuP4v6XJL/fj0MPPdTpapBJ2dnZPHAmKI594uLYJyaOe+Li2CcmJ8Y91i9IQQxuICIiIiIiCsNFEhERERERURguksjV0tLSMGvWLKSlpTldFbIZxz5xcewTE8c9cXHsE5Pbxz3ugxuIiIiIiIj04C9JREREREREYbhIIiIiIiIiCsNFEhERERERURgukoiIiIiIiMJwkUSOmzNnDvr06YP09HScfPLJ+PjjjxVfO3/+fIwcORJ5eXnIy8vDmDFjYr6e3E3P2IdbsmQJfD4fzjnnHGsrSJbQO+51dXWYOnUqioqKkJaWhiOPPBLLli2zqbYkkt6xf+SRR3DUUUchIyMDvXv3xrRp09Dc3GxTbUmE1atXY/z48ejVqxd8Ph9ee+011fe8++67GDJkCNLS0nD44Ydj4cKFlteTxNM79q+88grOOOMM9OjRA9nZ2SgtLcV//vMfeyorg4skctQLL7yAG2+8EbNmzcL69esxaNAgjB07Frt27ZJ9/bvvvosLL7wQq1atQnl5OXr37o2f//zn+P77722uOZmld+yDtm3bhptvvhkjR460qaYkkt5xb21txRlnnIFt27bh5Zdfxpdffon58+fjkEMOsbnmZJbesV+8eDGmT5+OWbNmYfPmzXjqqafwwgsv4I9//KPNNSczGhsbMWjQIMyZM0fT6ysrK3H22WfjtNNOw4YNG3DDDTfg6quvdvTLMhmjd+xXr16NM844A8uWLcO6detw2mmnYfz48fj0008trqkCichBJ510kjR16tTQ39vb26VevXpJZWVlmt5/4MABqWvXrtIzzzxjVRXJIkbG/sCBA9Lw4cOlJ598Upo0aZL0y1/+0oaakkh6x33u3LlS3759pdbWVruqSBbRO/ZTp06Vfvazn0U8duONN0ojRoywtJ5kHQDSq6++GvM1t956qzRgwICIx379619LY8eOtbBmZDUtYy+nf//+0uzZs8VXSAP+kkSOaW1txbp16zBmzJjQY36/H2PGjEF5ebmmMpqamtDW1ob8/HyrqkkWMDr2d955J3r27ImrrrrKjmqSYEbG/Y033kBpaSmmTp2KgoICDBw4EPfccw/a29vtqjYJYGTshw8fjnXr1oVOyfvmm2+wbNkynHXWWbbUmZxRXl4eMU8AYOzYsZq/F1D8CAQC2Lt3r2Pf8ZId2SoRgN27d6O9vR0FBQURjxcUFGDLli2ayrjtttvQq1evTgdUcjcjY//BBx/gqaeewoYNG2yoIVnByLh/8803WLlyJS6++GIsW7YMX3/9NX7729+ira0Ns2bNsqPaJICRsb/ooouwe/dunHLKKZAkCQcOHMB1113H0+3iXHV1tew8aWhowP79+5GRkeFQzchuDz74IPbt24eJEyc6sn3+kkSede+992LJkiV49dVXkZ6e7nR1yEJ79+7FpZdeivnz56N79+5OV4dsFAgE0LNnT8ybNw9Dhw7Fr3/9a/zpT3/C448/7nTVyGLvvvsu7rnnHjz22GNYv349XnnlFfzrX//CXXfd5XTViMhiixcvxuzZs/Hiiy+iZ8+ejtSBvySRY7p3746kpCTs3Lkz4vGdO3eisLAw5nsffPBB3HvvvXjnnXdw3HHHWVlNsoDesa+oqMC2bdswfvz40GOBQAAAkJycjC+//BL9+vWzttJkmpF9vqioCCkpKUhKSgo9dswxx6C6uhqtra1ITU21tM4khpGxnzlzJi699FJcffXVAIBjjz0WjY2NuPbaa/GnP/0Jfj//nTceFRYWys6T7Oxs/oqUIJYsWYKrr74aL730kqNnCvEIQ45JTU3F0KFDsWLFitBjgUAAK1asQGlpqeL77r//ftx1111Yvnw5TjjhBDuqSoLpHfujjz4an3/+OTZs2BD6M2HChFD6Ue/eve2sPhlkZJ8fMWIEvv7669CiGAC++uorFBUVcYHkIUbGvqmpqdNCKLhYliTJusqSo0pLSyPmCQC8/fbbMb8XUPx4/vnnccUVV+D555/H2Wef7WxlHImLIDpoyZIlUlpamrRw4UJp06ZN0rXXXivl5uZK1dXVkiRJ0qWXXipNnz499Pp7771XSk1NlV5++WWpqqoq9Gfv3r1ONYEM0jv20Zhu5016x/3bb7+VunbtKv3ud7+TvvzyS+nNN9+UevbsKf3lL39xqglkkN6xnzVrltS1a1fp+eefl7755hvprbfekvr16ydNnDjRqSaQAXv37pU+/fRT6dNPP5UASH/961+lTz/9VNq+fbskSZI0ffp06dJLLw29/ptvvpEyMzOlW265Rdq8ebM0Z84cKSkpSVq+fLlTTSCD9I79c889JyUnJ0tz5syJ+I5XV1fnSP25SCLH/e1vf5MOO+wwKTU1VTrppJOkNWvWhJ4bPXq0NGnSpNDfi4uLJQCd/syaNcv+ipNpesY+GhdJ3qV33D/66CPp5JNPltLS0qS+fftKd999t3TgwAGba00i6Bn7trY26Y477pD69esnpaenS71795Z++9vfSnv27LG/4mTYqlWrZD+3g2M9adIkafTo0Z3eM3jwYCk1NVXq27evtGDBAtvrTebpHfvRo0fHfL3dfJLE36yJiIiIiIiCeE0SERERERFRGC6SiIiIiIiIwnCRREREREREFIaLJCIiIiIiojBcJBEREREREYXhIomIiIiIiCgMF0lERERERERhuEgiIiIi09ra2pyuAhGRMFwkERERuczw4cPx9ddfo7m5GSNHjsTGjRudrlInTz/9NH72s5/hsMMOQ2ZmJi699FKnq0REJEyy0xUgIvKayy67DHv27MHSpUudrgrFqd/97ncYOHAgDhw4gPHjx2PAgAFOVynC5MmTsXz5ctx999044YQTkJycjJ49ezpdLSIiYXySJElOV4KIyO2++OIL3Hnnnfjwww/x/fffAwC6dOmCU045BTfeeCPOOOMMh2tI8aapqQn79u1z3eLj/fffx/nnn4/PPvsMRUVFTleHiMgSPN2OiEjFq6++ikGDBqGlpQWLFi3CxIkTMW7cOPz73/9GYWEhfv7zn2POnDkAgNWrVyMlJQXV1dURZdxwww0YOXIkAGDhwoXIzc2NeH7btm3w+XzYsGEDAODdd9+Fz+dDXV0dAGDPnj047rjjcNlllyH4b1unnnoqbrjhhohy7rjjDgwePDj0d7ltjRo1KmJbAPDmm29i0KBByMjIgM/ng8/nwznnnKPYJ8HtPPHEE+jduzcyMzMxceJE1NfXh14TCARw55134tBDD0VaWhoGDx6M5cuXdyrr8ssvD20z+Ce6XXPnzkW/fv2QmpqKo446Cs8++2zE83V1dZg8eTIKCgqQnp6OgQMH4s0334x4TfQ2ovvgn//8JwYMGIC0tDT06dMHDz30UMT7+/TpE3pfVlYWhg8fjv/+97+h57WMh1qfhM+DzMxM9OzZEzNnzoTP58MjjzwiNxSd3hv9JziHgn3w2muvhf7+1FNPdervZ599FieccAK6du2KwsJCXHTRRdi1a1fo+TfffBPHHnssrr76auTm5iI/Px+XX355xNgDwJNPPoljjjkG6enpOProo/HYY49F1EPpz7vvvgsAuO2223DkkUciMzMTffv2xcyZM3ndExHZhoskIiIVN9xwA0499VS89tprOPXUU5GRkYG0tDSccsopWLBgAS6//HLceuutaGxsxKhRo9C3b9+IL/FtbW147rnncOWVVxra/r59+3DWWWehb9++ePrpp+Hz+Qy35ZVXXsGnn34a8VhdXR1+/etf49RTT8WmTZtQVVWFiRMnqpb19ddf48UXX8TSpUuxfPlyfPrpp/jtb38bev7RRx/FQw89hAcffBD/+9//MHbsWEyYMAFbt27tVNa4ceNQVVWFqqoqlJaWRjz36quv4vrrr8dNN92EjRs3YvLkybjiiiuwatUqAB0LjzPPPBMffvghFi1ahE2bNuHee+9FUlJSqIzgwnLBggWoqqrCxx9/HLGNdevWYeLEifjNb36Dzz//HHfccQdmzpyJhQsXRrzuzjvvRFVVFf773/8iKysLU6dOVe2ncHr6BAC+++47PPLII8jIyNC8jXfeeQdVVVX45z//GfN1jY2NmDlzJrp06RLxeFtbG+666y589tlneO2117Bt2zZcfvnloed//PFHrFy5Eunp6Xj//ffx2muvYc2aNRHz+7nnnsPtt9+Ou+++G5s3b8Y999yDmTNn4plnngGA0FhXVVUB6FigBv8+fPhwAEDXrl2xcOFCbNq0CY8++ijmz5+Phx9+WHM/EBGZwWuSiIhi2LlzJ7799ltMmzZN8TUTJkzAwoULsXHjRpx88sm46qqrsGDBAtxyyy0AgKVLl6K5uVnTwiNaS0sLLrjgAmRmZuKFF15AcrLxw3ZbWxtuu+023HbbbZg5c2bo8a+++gpNTU247bbb0KtXLwBARkYGWlpaYpbX3NyMf/zjHzjkkEMAAH/7299w9tln46GHHkJhYSEefPBB3HbbbfjNb34DALjvvvuwatUqPPLII6Ff3oJt7NKlCwoLCwEAqampEdv5//buPybq+g/g+BMJuOKO8zTjQgQFuoKRp39QGYOj1aq1XJsVrNg8iH74RzMnXmxhQeEYU4KWRrPabrFBtpk6wvxHZ21d3LDwNhyIKRizm1kIEjAjjvf3D3af3afjBCld6/t6bLdx78+P9/vzfo/t87rX+/P+1NfXU1JSogVgW7duxev1Ul9fz0MPPcTRo0fp7Oykt7cXm80GQFpaWti1Ayxbtgyr1crVq1d12xsaGnj44Ye1frHZbPT09LBr1y5dgBDMrixevBiLxXLdAet8+ySosrKSoqIijh49Oue5g+NltVqxWq0sWbLkmvvv3LmTrKwspqamdOWhwU5aWhrvv/8+OTk5jI2NYTQamZ6exmKx0NzcTHx8PDCTNcrLy+Ps2bNkZGRQVVXFu+++y4YNGwBYtWoVPT097N27F6fTqY110JIlS8LKtm/frv29cuVKtm3bxr59+3j99dfn7AshhPi7JJMkhBDXELxhn5iYiLhPcJvBYABmpo+dPXsWr9cLzEx5Kyws1G4oAa5cuYLRaNQ+kR7MLy4u5tixYzgcDuLi4v7WtXzwwQeYzWaKi4t15StWrOCWW27hs88+Y3p6et7nS0lJ0QIkgHXr1jE9PU1fXx+jo6P4/X5yc3N1x+Tm5tLb26srGxoaIiEhIWI9vb291zyPz+cjOTlZC5BmMzo6CqAbg/nU8eOPPxIIBLSyiooKjEYj8fHxdHZ2hgU2TU1NunGtra3VtWG+fQLQ1dXFwYMHqampiXhdoYaGhgCu2ZdBfr+fhoaGsCmFMJNVW79+PSkpKZhMJhwOBwCDg4PaPna7XdeXDzzwANHR0fT09DA+Ps65c+coKyvT9cWOHTs4d+7cvK4F4PPPPyc3Nxer1YrRaGT79u26NgghxI0kQZIQQlyDxWLh/vvvp7m5mfHx8bDtU1NT7N27l+TkZLKzswG44447WL9+PW63m19++YUjR46ETbUzmUz4fD7t89VXX81a/8WLF/niiy+ora2lu7t7wdcxPDxMTU0NDQ0NYdmPO++8kw8//JDa2loMBgNGo5GWlpYF13W9+vv7WbVq1YKPn89UNL/fD6BlyhbK5XLh8/no6uoiLy+PwsJCXRBVXFysG9dNmzYtuK7y8nK2bds278UR+vv7iY2Nndc1VlZW8uyzz2K323Xl4+PjPPbYYyQkJNDS0sKJEyc4ePAgAJOTk8DM/0QkUVFRjI2NAfDxxx/r+uLUqVPaDwdz6ejooLi4mCeeeIL29nZOnjxJZWWl1gYhhLjRZLqdEELM4ZNPPuHJJ58kMzOTsrIyBgYGmJiYoLa2lubmZi5dusShQ4d0z8C8+OKLPPfccyQnJ5Oenh6WPVi0aBEZGRna90jT6Nra2khLS+Oll16itLQUr9e7oCl3NTU15OXlkZ+fz/nz58O2O51O3G43a9euZcuWLVRUVOhu/mczODiI3+/Xbsq9Xi+LFi3i7rvvJiEhgaSkJDwej5aJAPB4PNx3333a9wsXLtDf368tajGbzMxMPB4PTqdTd56srCwAVq9ezYULFzhz5kzEbNKJEycwmUykp6dfs45QHo8Hm82mG9fbb79dG7eKigruvfdeBgYGtDKz2awb19Apb/PtE5gZ9zNnznD48OGI/fJX33zzDQ8++KCuvbPx+Xzs37+fvr6+sG2nT59maGiIuro6VqxYAaBbnALgnnvu4dNPP2V8fFzLJnm9XgKBAJmZmSQmJpKUlER/f39Y1nK+vvvuO1JTU6msrNTKfvrppwWdSwghFkKCJCGEmEN2djZ9fX243W6+/fZbent7+fPPP+no6OCFF16gtLSUZcuW6Y4J/hq/Y8cO3nnnnQXXHbzJrqurY/Xq1dTV1eme1QgEArrna6amplBKMTk5qZsq+NFHH9HV1RWxnvLycqKiomhsbCQmJgaTyaRbFW02BoMBp9NJfX09o6OjbN68mcLCQu3ZEpfLRVVVFenp6axZswa3243P59OyVMPDw1RUVJCamorNZtNWBJycnNSWvzYajbhcLgoLC1m7di2PPPIIX375JQcOHNCe03E4HOTn5/P000/T0NBARkYGp0+fJioqikcffZT29nbeeOMNNm7cGDGAKC8vJycnh5qaGoqKiujo6GDPnj26FdkAfv/9dy5evMjExAR79uzBZDLpphzOZa4+Cdq5cye7d+/mtttum/OcgUAAj8dDa2srdXV1Wj9evnwZgEuXLulWOKyvr6e8vHzWjFNKSgqxsbHs3r2bTZs2cerUqbDpfs8//zxvvfUWGzdupLq6mpGREV5++WU2bNigBYhvv/02mzdvxmw28/jjj/PHH3/w/fffMzw8zNatW+e8prvuuovBwUH27dtHTk4Ohw8f1jJaQghxUyghhBDXxel0qqeeemrO/d58800VHR2t/H6/rtztdiuz2awrGxgYUIA6efKkUkqp48ePK0ANDw9r+3z99dfKYDCo7u5upZRSDodDAbN+HA6HVhegXn311Yh1tba2qsTERPXzzz/P+xqrqqqU3W5XTU1NKikpSRkMBvXMM8+oy5cva/sEAgFVXV2tli9frmJiYpTdbldHjhzR1RGp/YCqqqrS9m1qalJpaWkqJiZG2Ww21dzcrGvP0NCQKi0tVUuXLlUGg0FlZ2er9vZ29dtvv6nly5crl8ulrl69GrEPlFJq//79KisrS8XExKiUlBS1a9cuXR2pqala22699VaVk5Ojjh07pm13OBzqtddem7Wf5tsnwXbZ7XYVCAR0dTc2Ns46FsFjrvUJApTValVjY2MR293a2qpWrlyp4uLi1Lp161RbW1tYX/3www/K4XCouLg4ZbFYVElJiRoZGdG1q6WlRa1Zs0bFxsYqi8Wi8vPz1YEDB8LaD6jjx4+HlbtcLrV06VJlNBpVUVGRamxsDPu/EUKIG0VeJiuEEDdIWVkZv/76K21tbTe1Xp/Px5YtW7T3zdwI1dXVHDp0SPeeoetVUlJCQUGBbvW4oPfee4+RkRGqq6sXfP7/F+fPn6egoGDWaZQAixcvnjMrKIQQQk+m2wkhxD/sypUrdHd309raetMDJJh53umvy2j/G5nN5oiLLsTHx4ctTS1mFx0dHTbdM1RiYuJNbI0QQvw3SCZJCCH+YQUFBXR2dvLKK6/8Z19++U9kkoQQQoh/KwmShBBCCCGEECKEvCdJCCGEEEIIIUJIkCSEEEIIIYQQISRIEkIIIYQQQogQEiQJIYQQQgghRAgJkoQQQgghhBAihARJQgghhBBCCBFCgiQhhBBCCCGECCFBkhBCCCGEEEKE+B+zzpjqEoIw+AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(df['DiabetesPedigreeFunction'], df['Age'])\n", "plt.xlabel('Функция родословной диабета')\n", "plt.ylabel('Возраст')\n", "plt.title('Диаграмма рассеивания перед чисткой')\n", "plt.show()\n", "\n", "Q1 = df[\"DiabetesPedigreeFunction\"].quantile(0.25)\n", "Q3 = df[\"DiabetesPedigreeFunction\"].quantile(0.75)\n", "\n", "IQR = Q3 - Q1\n", "\n", "threshold = 1.5 * IQR\n", "lower_bound = Q1 - threshold\n", "upper_bound = Q3 + threshold\n", "\n", "outliers = (df[\"DiabetesPedigreeFunction\"] < lower_bound) | (df[\"DiabetesPedigreeFunction\"] > upper_bound)\n", "\n", "# Вывод выбросов\n", "print(\"Выбросы в датасете:\")\n", "print(df[outliers])\n", "\n", "# Заменяем выбросы на медианные значения\n", "median_score = df[\"DiabetesPedigreeFunction\"].median()\n", "df.loc[outliers, \"DiabetesPedigreeFunction\"] = median_score\n", "\n", "# Визуализация данных после обработки\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(df['DiabetesPedigreeFunction'], df['Age'])\n", "plt.xlabel('Функция родословной диабета')\n", "plt.ylabel('Возраст')\n", "plt.title('Диаграмма рассеивания после чистки')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разбиение набора данных на обучающую, контрольную и тестовую выборки" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размер обучающей выборки: 460\n", "Размер контрольной выборки: 154\n", "Размер тестовой выборки: 154\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "train_df, test_df = train_test_split(df, test_size=0.2, random_state=42)\n", "\n", "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", "\n", "print(\"Размер обучающей выборки:\", len(train_df))\n", "print(\"Размер контрольной выборки:\", len(val_df))\n", "print(\"Размер тестовой выборки:\", len(test_df))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Распределение функции родословной диабета в обучающей выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 12\n", "0.2580 5\n", "0.2990 4\n", "0.1970 4\n", "0.3040 4\n", " ..\n", "0.6610 1\n", "0.3980 1\n", "0.2860 1\n", "0.6950 1\n", "0.3050 1\n", "Name: count, Length: 341, dtype: int64\n", "\n", "Распределение функции родословной диабета в контрольной выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 10\n", "0.1420 3\n", "0.2540 3\n", "0.4440 2\n", "0.3490 2\n", " ..\n", "0.2450 1\n", "0.6930 1\n", "0.1210 1\n", "0.6860 1\n", "0.1220 1\n", "Name: count, Length: 132, dtype: int64\n", "\n", "Распределение функции родословной диабета в тестовой выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 7\n", "0.5280 2\n", "0.1480 2\n", "0.2590 2\n", "0.4430 2\n", " ..\n", "0.2480 1\n", "0.2360 1\n", "0.3020 1\n", "0.4850 1\n", "0.7050 1\n", "Name: count, Length: 135, dtype: int64\n", "\n" ] } ], "source": [ "def check_balance(df, name):\n", " counts = df['DiabetesPedigreeFunction'].value_counts()\n", " print(f\"Распределение функции родословной диабета в {name}:\")\n", " print(counts)\n", " print()\n", "\n", "check_balance(train_df, \"обучающей выборке\")\n", "check_balance(val_df, \"контрольной выборке\")\n", "check_balance(test_df, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В датасете нет категориальных данных, hot-encoding не требуется\n", "\n", "Используем дискретизацию" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Обучающая выборка:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "335 0 165 76 43 255 47.9 \n", "467 0 97 64 36 100 36.8 \n", "51 1 101 50 15 36 24.2 \n", "131 9 122 56 0 0 33.3 \n", "649 0 107 60 25 0 26.4 \n", "\n", " DiabetesPedigreeFunction Age Outcome Age_Category \n", "335 0.259 26 0 young \n", "467 0.600 25 0 young \n", "51 0.526 26 0 young \n", "131 1.114 33 1 young \n", "649 0.133 23 0 young \n", "\n", "Контрольная выборка:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "370 3 173 82 48 465 38.4 \n", "53 8 176 90 34 300 33.7 \n", "644 3 103 72 30 152 27.6 \n", "71 5 139 64 35 140 28.6 \n", "675 6 195 70 0 0 30.9 \n", "\n", " DiabetesPedigreeFunction Age Outcome Age_Category \n", "370 0.3725 25 1 young \n", "53 0.4670 58 1 middle-aged \n", "644 0.7300 27 0 young \n", "71 0.4110 26 0 young \n", "675 0.3280 31 1 young \n", "\n", "Тестовая выборка:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "668 6 98 58 33 190 34.0 \n", "324 2 112 75 32 0 35.7 \n", "624 2 108 64 0 0 30.8 \n", "690 8 107 80 0 0 24.6 \n", "473 7 136 90 0 0 29.9 \n", "\n", " DiabetesPedigreeFunction Age Outcome Age_Category \n", "668 0.430 43 0 middle-aged \n", "324 0.148 21 0 young \n", "624 0.158 21 0 young \n", "690 0.856 34 0 middle-aged \n", "473 0.210 50 0 middle-aged \n" ] } ], "source": [ "list_age = [\"young\", \"middle-aged\", \"old\"]\n", "bins = np.linspace(0, 100, 4)\n", "train_df['Age_Category'] = pd.cut(train_df['Age'], bins=bins, labels=list_age)\n", "val_df['Age_Category'] = pd.cut(val_df['Age'], bins=bins, labels=list_age)\n", "test_df['Age_Category'] = pd.cut(test_df['Age'], bins=bins, labels=list_age)\n", "print(\"Обучающая выборка:\\n\",train_df.head(), \"\\n\")\n", "print(\"Контрольная выборка:\\n\",val_df.head(), \"\\n\")\n", "print(\"Тестовая выборка:\\n\",test_df.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Используем Ручной синтез, создадим новый столбец который будет говорить об опасности диабета при уровне сахара >=11" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Обучающая выборка:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "335 0 165 76 43 255 47.9 \n", "467 0 97 64 36 100 36.8 \n", "51 1 101 50 15 36 24.2 \n", "131 9 122 56 0 0 33.3 \n", "649 0 107 60 25 0 26.4 \n", "\n", " DiabetesPedigreeFunction Age Outcome Age_Category Glucose_Warning \n", "335 0.259 26 0 young 0 \n", "467 0.600 25 0 young 0 \n", "51 0.526 26 0 young 0 \n", "131 1.114 33 1 young 0 \n", "649 0.133 23 0 young 0 \n", "\n", "Контрольная выборка:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "370 3 173 82 48 465 38.4 \n", "53 8 176 90 34 300 33.7 \n", "644 3 103 72 30 152 27.6 \n", "71 5 139 64 35 140 28.6 \n", "675 6 195 70 0 0 30.9 \n", "\n", " DiabetesPedigreeFunction Age Outcome Age_Category Glucose_Warning \n", "370 0.3725 25 1 young 0 \n", "53 0.4670 58 1 middle-aged 0 \n", "644 0.7300 27 0 young 0 \n", "71 0.4110 26 0 young 0 \n", "675 0.3280 31 1 young 0 \n", "\n", "Тестовая выборка:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "668 6 98 58 33 190 34.0 \n", "324 2 112 75 32 0 35.7 \n", "624 2 108 64 0 0 30.8 \n", "690 8 107 80 0 0 24.6 \n", "473 7 136 90 0 0 29.9 \n", "\n", " DiabetesPedigreeFunction Age Outcome Age_Category Glucose_Warning \n", "668 0.430 43 0 middle-aged 0 \n", "324 0.148 21 0 young 0 \n", "624 0.158 21 0 young 0 \n", "690 0.856 34 0 middle-aged 0 \n", "473 0.210 50 0 middle-aged 0 \n" ] } ], "source": [ "train_df['Glucose_Warning'] = [1 if i >= 200 else 0 for i in train_df[\"Glucose\"]]\n", "val_df['Glucose_Warning'] = [1 if i >= 200 else 0 for i in val_df[\"Glucose\"]]\n", "test_df['Glucose_Warning'] =[1 if i >= 200 else 0 for i in test_df[\"Glucose\"]]\n", "print(\"Обучающая выборка:\\n\",train_df.head(), \"\\n\")\n", "print(\"Контрольная выборка:\\n\",val_df.head(), \"\\n\")\n", "print(\"Тестовая выборка:\\n\",test_df.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Используем масштабирование" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", "\n", "# Пример масштабирования числовых признаков\n", "numerical_features = ['Glucose', 'BloodPressure', 'DiabetesPedigreeFunction', 'Age']\n", "\n", "scaler = StandardScaler()\n", "train_df[numerical_features] = scaler.fit_transform(train_df[numerical_features])\n", "val_df[numerical_features] = scaler.transform(val_df[numerical_features])\n", "test_df[numerical_features] = scaler.transform(test_df[numerical_features])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Используем Featuretools" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", " warnings.warn(\n", "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\featuretools\\synthesis\\dfs.py:321: UnusedPrimitiveWarning: Some specified primitives were not used during DFS:\n", " agg_primitives: ['count', 'mean', 'sum']\n", "This may be caused by a using a value of max_depth that is too small, not setting interesting values, or it may indicate no compatible columns for the primitive were found in the data. If the DFS call contained multiple instances of a primitive in the list above, none of them were used.\n", " warnings.warn(warning_msg, UnusedPrimitiveWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Built 9 features\n", "Elapsed: 00:00 | Progress: 100%|██████████\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", "id \n", "0 6 148 72 35 0 33.6 \n", "1 1 85 66 29 0 26.6 \n", "2 8 183 64 0 0 23.3 \n", "3 1 89 66 23 94 28.1 \n", "4 0 137 40 35 168 43.1 \n", "\n", " DiabetesPedigreeFunction Age Outcome \n", "id \n", "0 0.6270 50 1 \n", "1 0.3510 31 0 \n", "2 0.6720 32 1 \n", "3 0.1670 21 0 \n", "4 0.3725 33 1 \n" ] } ], "source": [ "import featuretools as ft\n", "df['id'] = df.index\n", "es = ft.EntitySet(id='diabet_data')\n", "es = es.add_dataframe(dataframe_name='diabet', dataframe=df, index='id', make_index=False)\n", "features, feature_defs = ft.dfs(entityset=es,\n", " target_dataframe_name='diabet',\n", " agg_primitives=['count', 'mean', 'sum'],\n", " verbose=True)\n", "val_feature_matrix = ft.calculate_feature_matrix(features=feature_defs, entityset=es, instance_ids=val_df.index)\n", "test_feature_matrix = ft.calculate_feature_matrix(features=feature_defs, entityset=es, instance_ids=test_df.index)\n", "print(features.head())\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Время обучения модели: 0.00 секунд\n", "Среднеквадратичная ошибка: 0.17\n" ] } ], "source": [ "import time\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "\n", "# Разделение данных на обучающую и валидационную выборки. Удаляем целевую переменную\n", "X = features.drop('Outcome', axis=1)\n", "y = features['Outcome']\n", "\n", "# One-hot encoding для категориальных переменных (преобразование категориальных объектов в числовые)\n", "X = pd.get_dummies(X, drop_first=True)\n", "\n", "# Проверяем, есть ли пропущенные значения, и заполняем их медианой или другим подходящим значением\n", "X.fillna(X.median(), inplace=True)\n", "\n", "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Обучение модели\n", "model = LinearRegression()\n", "\n", "# Начинаем отсчет времени\n", "start_time = time.time()\n", "model.fit(X_train, y_train)\n", "\n", "# Время обучения модели\n", "train_time = time.time() - start_time\n", "\n", "# Предсказания и оценка модели и вычисляем среднеквадратичную ошибку\n", "predictions = model.predict(X_val)\n", "mse = mean_squared_error(y_val, predictions)\n", "\n", "print(f'Время обучения модели: {train_time:.2f} секунд')\n", "print(f'Среднеквадратичная ошибка: {mse:.2f}')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "RMSE: 0.41022087810247887\n", "R²: 0.26704202020201995\n", "MAE: 0.3137012987012987 \n", "\n", "Кросс-валидация RMSE: 0.40125444539346944 \n", "\n", "Train RMSE: 0.14832451876358646\n", "Train R²: 0.9028956552281269\n", "Train MAE: 0.11144951140065147\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", " warnings.warn(\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import r2_score, mean_absolute_error\n", "from sklearn.model_selection import cross_val_score\n", "\n", "\n", "# Удаление строк с NaN\n", "feature_matrix = features.dropna()\n", "val_feature_matrix = val_feature_matrix.dropna()\n", "test_feature_matrix = test_feature_matrix.dropna()\n", "\n", "# Разделение данных на обучающую и тестовую выборки\n", "X_train = feature_matrix.drop('Outcome', axis=1)\n", "y_train = feature_matrix['Outcome']\n", "X_val = val_feature_matrix.drop('Outcome', axis=1)\n", "y_val = val_feature_matrix['Outcome']\n", "X_test = test_feature_matrix.drop('Outcome', axis=1)\n", "y_test = test_feature_matrix['Outcome']\n", "\n", "X_test = X_test.reindex(columns=X_train.columns, fill_value=0) \n", "\n", "# Кодирования категориальных переменных с использованием одноразового кодирования\n", "X = pd.get_dummies(X, drop_first=True)\n", "\n", "# Разобьём тренировочный тест и примерку модели\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Выбор модели\n", "model = RandomForestRegressor(random_state=42)\n", "\n", "# Обучение модели\n", "model.fit(X_train, y_train)\n", "\n", "# Предсказание и оценка\n", "y_pred = model.predict(X_test)\n", "\n", "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", "r2 = r2_score(y_test, y_pred)\n", "mae = mean_absolute_error(y_test, y_pred)\n", "\n", "print()\n", "print(f\"RMSE: {rmse}\")\n", "print(f\"R²: {r2}\")\n", "print(f\"MAE: {mae} \\n\")\n", "\n", "# Кросс-валидация\n", "scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error')\n", "rmse_cv = (-scores.mean())**0.5\n", "print(f\"Кросс-валидация RMSE: {rmse_cv} \\n\")\n", "\n", "# Анализ важности признаков\n", "feature_importances = model.feature_importances_\n", "feature_names = X_train.columns\n", "\n", "# Проверка на переобучение\n", "y_train_pred = model.predict(X_train)\n", "\n", "rmse_train = mean_squared_error(y_train, y_train_pred, squared=False)\n", "r2_train = r2_score(y_train, y_train_pred)\n", "mae_train = mean_absolute_error(y_train, y_train_pred)\n", "\n", "print(f\"Train RMSE: {rmse_train}\")\n", "print(f\"Train R²: {r2_train}\")\n", "print(f\"Train MAE: {mae_train}\")\n", "print()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }