diff --git a/README.md b/README.md index b1ee97ce..b044ab4b 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,6 @@ ФИО: Курбанова Алина Ахад кызы\ Вариант: 14\ Cсылка на датасет: -[Цены на мобильные устройства](https://www.kaggle.com/datasets/dewangmoghe/mobile-phone-price-prediction)\ -[Цены на автомобили](https://www.kaggle.com/datasets/deepcontractor/car-price-prediction-challenge)\ -[Цены на кофе](https://www.kaggle.com/datasets/mayankanand2701/starbucks-stock-price-dataset) +[Цены на золото](https://www.kaggle.com/datasets/sid321axn/gold-price-prediction-dataset)\ + diff --git a/lab_3/lab_3.ipynb b/lab_3/lab_3.ipynb new file mode 100644 index 00000000..46f893bc --- /dev/null +++ b/lab_3/lab_3.ipynb @@ -0,0 +1,1465 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Загрузка данных из файла" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unnamed: 0\n", + "Name\n", + "Rating\n", + "Spec_score\n", + "No_of_sim\n", + "Ram\n", + "Battery\n", + "Display\n", + "Camera\n", + "External_Memory\n", + "Android_version\n", + "Price\n", + "company\n", + "Inbuilt_memory\n", + "fast_charging\n", + "Screen_resolution\n", + "Processor\n", + "Processor_name\n", + " Unnamed: 0 Name Rating Spec_score \\\n", + "0 0 Samsung Galaxy F14 5G 4.65 68 \n", + "1 1 Samsung Galaxy A11 4.20 63 \n", + "2 2 Samsung Galaxy A13 4.30 75 \n", + "3 3 Samsung Galaxy F23 4.10 73 \n", + "4 4 Samsung Galaxy A03s (4GB RAM + 64GB) 4.10 69 \n", + "5 5 Samsung Galaxy M13 5G 4.40 75 \n", + "6 6 Samsung Galaxy M21 2021 4.10 76 \n", + "7 7 Samsung Galaxy A12 4.10 71 \n", + "8 8 Samsung Galaxy A14 5G 4.05 75 \n", + "9 9 Samsung Galaxy M13 4.50 75 \n", + "\n", + " No_of_sim Ram Battery Display \\\n", + "0 Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM 6000 mAh Battery 6.6 inches \n", + "1 Dual Sim, 3G, 4G, VoLTE, 2 GB RAM 4000 mAh Battery 6.4 inches \n", + "2 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 5000 mAh Battery 6.6 inches \n", + "3 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 6000 mAh Battery 6.4 inches \n", + "4 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 5000 mAh Battery 6.5 inches \n", + "5 Dual Sim, 3G, 4G, 5G, VoLTE, 6 GB RAM 5000 mAh Battery 6.5 inches \n", + "6 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 6000 mAh Battery 6.4 inches \n", + "7 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 5000 mAh Battery 6.5 inches \n", + "8 Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM 5000 mAh Battery 6.6 inches \n", + "9 Dual Sim, 3G, 4G, VoLTE, 6 GB RAM 6000 mAh Battery 6.6 inches \n", + "\n", + " Camera \\\n", + "0 50 MP + 2 MP Dual Rear & 13 MP Front Camera \n", + "1 13 MP + 5 MP + 2 MP Triple Rear & 8 MP Fro... \n", + "2 50 MP Quad Rear & 8 MP Front Camera \n", + "3 48 MP Quad Rear & 13 MP Front Camera \n", + "4 13 MP + 2 MP + 2 MP Triple Rear & 5 MP Fro... \n", + "5 50 MP + 2 MP Dual Rear & 5 MP Front Camera \n", + "6 48 MP + 8 MP + 5 MP Triple Rear & 20 MP Fr... \n", + "7 48 MP Quad Rear & 8 MP Front Camera \n", + "8 50 MP + 2 MP + 2 MP Triple Rear & 13 MP Fr... \n", + "9 50 MP + 5 MP + 2 MP Triple Rear & 8 MP Fro... \n", + "\n", + " External_Memory Android_version Price company \\\n", + "0 Memory Card Supported, upto 1 TB 13 9,999 Samsung \n", + "1 Memory Card Supported, upto 512 GB 10 9,990 Samsung \n", + "2 Memory Card Supported, upto 1 TB 12 11,999 Samsung \n", + "3 Memory Card Supported, upto 1 TB 12 11,999 Samsung \n", + "4 Memory Card Supported, upto 1 TB 11 11,999 Samsung \n", + "5 Memory Card Supported, upto 1 TB 12 11,990 Samsung \n", + "6 Memory Card Supported, upto 512 GB 11 11,990 Samsung \n", + "7 Memory Card Supported 10 11,990 Samsung \n", + "8 Memory Card Supported, upto 1 TB 13 11,599 Samsung \n", + "9 Memory Card Supported, upto 1 TB 12 12,298 Samsung \n", + "\n", + " Inbuilt_memory fast_charging \\\n", + "0 128 GB inbuilt 25W Fast Charging \n", + "1 32 GB inbuilt 15W Fast Charging \n", + "2 64 GB inbuilt 25W Fast Charging \n", + "3 64 GB inbuilt NaN \n", + "4 64 GB inbuilt 15W Fast Charging \n", + "5 128 GB inbuilt 15W Fast Charging \n", + "6 64 GB inbuilt 15W Fast Charging \n", + "7 64 GB inbuilt 15W Fast Charging \n", + "8 64 GB inbuilt 15W Fast Charging \n", + "9 128 GB inbuilt 15W Fast Charging \n", + "\n", + " Screen_resolution Processor \\\n", + "0 2408 x 1080 px Display with Water Drop Notch Octa Core Processor \n", + "1 720 x 1560 px Display with Punch Hole 1.8 GHz Processor \n", + "2 1080 x 2408 px Display with Water Drop Notch 2 GHz Processor \n", + "3 720 x 1600 px Octa Core \n", + "4 720 x 1600 px Display with Water Drop Notch Octa Core \n", + "5 720 x 1600 px Octa Core \n", + "6 1080 x 2340 px Display with Water Drop Notch Octa Core \n", + "7 720 x 1560 px Display with Water Drop Notch Octa Core \n", + "8 1080 x 2408 px Octa Core \n", + "9 1080 x 2400 px Display with Water Drop Notch Octa Core \n", + "\n", + " Processor_name \n", + "0 Exynos 1330 \n", + "1 Octa Core \n", + "2 Octa Core \n", + "3 Helio G88 \n", + "4 Helio P35 \n", + "5 Dimensity 700 \n", + "6 Exynos 9611 \n", + "7 Helio P35 \n", + "8 Exynos 1330 \n", + "9 Exynos 850 \n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"../static/csv/mobile phone price prediction.csv\")\n", + "\n", + "attributes = df.columns\n", + "for attribute in attributes:\n", + " print(attribute)\n", + " # Вывод первых 10 строк\n", + "print(df.head(10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Бизнес-цели\n", + "1. Классифицировать мобильные устройства по ценовым категориям (например, бюджетные, средний класс, флагманы).\n", + "2. Определить, какие характеристики мобильных устройств наиболее сильно влияют на их рейтинг." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Подготовка данных." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Пропущенные данные по каждому столбцу:\n", + "Unnamed: 0 0\n", + "Name 0\n", + "Rating 0\n", + "Spec_score 0\n", + "No_of_sim 0\n", + "Ram 0\n", + "Battery 0\n", + "Display 0\n", + "Camera 0\n", + "External_Memory 0\n", + "Android_version 443\n", + "Price 0\n", + "company 0\n", + "Inbuilt_memory 19\n", + "fast_charging 89\n", + "Screen_resolution 2\n", + "Processor 28\n", + "Processor_name 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "# Проверка на пропущенные значения\n", + "missing_data = df.isnull().sum()\n", + "print(\"Пропущенные данные по каждому столбцу:\")\n", + "print(missing_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "При проверке на шум можно заметить выброс в 75 оценке. Цена там запредельная.\n", + "\n", + "Для удаления выбросов из датасета можно использовать метод межквартильного размаха. Зашумленность не очень высокая. Покрытие данных высокое и подошло бы для поставленной задачи по актуальности.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Name Rating Spec_score \\\n", + "0 Samsung Galaxy F14 5G 4.65 68 \n", + "1 Samsung Galaxy A11 4.20 63 \n", + "2 Samsung Galaxy A13 4.30 75 \n", + "3 Samsung Galaxy F23 4.10 73 \n", + "4 Samsung Galaxy A03s (4GB RAM + 64GB) 4.10 69 \n", + "5 Samsung Galaxy M13 5G 4.40 75 \n", + "6 Samsung Galaxy M21 2021 4.10 76 \n", + "7 Samsung Galaxy A12 4.10 71 \n", + "8 Samsung Galaxy A14 5G 4.05 75 \n", + "9 Samsung Galaxy M13 4.50 75 \n", + "\n", + " No_of_sim Ram Battery Display \\\n", + "0 Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM 6000 mAh Battery 6.6 inches \n", + "1 Dual Sim, 3G, 4G, VoLTE, 2 GB RAM 4000 mAh Battery 6.4 inches \n", + "2 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 5000 mAh Battery 6.6 inches \n", + "3 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 6000 mAh Battery 6.4 inches \n", + "4 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 5000 mAh Battery 6.5 inches \n", + "5 Dual Sim, 3G, 4G, 5G, VoLTE, 6 GB RAM 5000 mAh Battery 6.5 inches \n", + "6 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 6000 mAh Battery 6.4 inches \n", + "7 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM 5000 mAh Battery 6.5 inches \n", + "8 Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM 5000 mAh Battery 6.6 inches \n", + "9 Dual Sim, 3G, 4G, VoLTE, 6 GB RAM 6000 mAh Battery 6.6 inches \n", + "\n", + " Camera \\\n", + "0 50 MP + 2 MP Dual Rear & 13 MP Front Camera \n", + "1 13 MP + 5 MP + 2 MP Triple Rear & 8 MP Fro... \n", + "2 50 MP Quad Rear & 8 MP Front Camera \n", + "3 48 MP Quad Rear & 13 MP Front Camera \n", + "4 13 MP + 2 MP + 2 MP Triple Rear & 5 MP Fro... \n", + "5 50 MP + 2 MP Dual Rear & 5 MP Front Camera \n", + "6 48 MP + 8 MP + 5 MP Triple Rear & 20 MP Fr... \n", + "7 48 MP Quad Rear & 8 MP Front Camera \n", + "8 50 MP + 2 MP + 2 MP Triple Rear & 13 MP Fr... \n", + "9 50 MP + 5 MP + 2 MP Triple Rear & 8 MP Fro... \n", + "\n", + " External_Memory Android_version Price company \\\n", + "0 Memory Card Supported, upto 1 TB 13 9999.0 Samsung \n", + "1 Memory Card Supported, upto 512 GB 10 9990.0 Samsung \n", + "2 Memory Card Supported, upto 1 TB 12 11999.0 Samsung \n", + "3 Memory Card Supported, upto 1 TB 12 11999.0 Samsung \n", + "4 Memory Card Supported, upto 1 TB 11 11999.0 Samsung \n", + "5 Memory Card Supported, upto 1 TB 12 11990.0 Samsung \n", + "6 Memory Card Supported, upto 512 GB 11 11990.0 Samsung \n", + "7 Memory Card Supported 10 11990.0 Samsung \n", + "8 Memory Card Supported, upto 1 TB 13 11599.0 Samsung \n", + "9 Memory Card Supported, upto 1 TB 12 12298.0 Samsung \n", + "\n", + " Inbuilt_memory fast_charging \\\n", + "0 128 GB inbuilt 25W Fast Charging \n", + "1 32 GB inbuilt 15W Fast Charging \n", + "2 64 GB inbuilt 25W Fast Charging \n", + "3 64 GB inbuilt NaN \n", + "4 64 GB inbuilt 15W Fast Charging \n", + "5 128 GB inbuilt 15W Fast Charging \n", + "6 64 GB inbuilt 15W Fast Charging \n", + "7 64 GB inbuilt 15W Fast Charging \n", + "8 64 GB inbuilt 15W Fast Charging \n", + "9 128 GB inbuilt 15W Fast Charging \n", + "\n", + " Screen_resolution Processor \\\n", + "0 2408 x 1080 px Display with Water Drop Notch Octa Core Processor \n", + "1 720 x 1560 px Display with Punch Hole 1.8 GHz Processor \n", + "2 1080 x 2408 px Display with Water Drop Notch 2 GHz Processor \n", + "3 720 x 1600 px Octa Core \n", + "4 720 x 1600 px Display with Water Drop Notch Octa Core \n", + "5 720 x 1600 px Octa Core \n", + "6 1080 x 2340 px Display with Water Drop Notch Octa Core \n", + "7 720 x 1560 px Display with Water Drop Notch Octa Core \n", + "8 1080 x 2408 px Octa Core \n", + "9 1080 x 2400 px Display with Water Drop Notch Octa Core \n", + "\n", + " Processor_name \n", + "0 Exynos 1330 \n", + "1 Octa Core \n", + "2 Octa Core \n", + "3 Helio G88 \n", + "4 Helio P35 \n", + "5 Dimensity 700 \n", + "6 Exynos 9611 \n", + "7 Helio P35 \n", + "8 Exynos 1330 \n", + "9 Exynos 850 \n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "# Загрузка данных\n", + "df = pd.read_csv(\"../static/csv/mobile phone price prediction.csv\",delimiter=',')\n", + "df.drop(['Unnamed: 0'], axis=1, inplace=True)\n", + "df['Price'] = df['Price'].str.replace(',', '').astype(float)\n", + "df.describe(include='all')\n", + "f, ax = plt.subplots(figsize=(10,6))\n", + "sns.despine(f)\n", + "sns.scatterplot(data=df, x='Spec_score', y='Price')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество строк до удаления выбросов: 1370\n", + "Количество строк после удаления выбросов: 1256\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\"..//static//csv//mobile phone price prediction.csv\")\n", + "\n", + "df['Spec_score'] = df['Spec_score'].astype(int)\n", + "df['Price'] = df['Price'].str.replace(',', '').astype(float)\n", + "# Выбор столбцов для анализа\n", + "column1 = 'Spec_score'\n", + "column2 = 'Price'\n", + "\n", + "\n", + "# Функция для удаления выбросов\n", + "def remove_outliers(df, column):\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " return df[(df[column] >= lower_bound) & (df[column] <= upper_bound)]\n", + "\n", + "# Удаление выбросов для каждого столбца\n", + "df_cleaned = df.copy()\n", + "for column in [column1, column2]:\n", + " df_cleaned = remove_outliers(df_cleaned, column)\n", + "\n", + "# Построение точечной диаграммы после удаления выбросов\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df_cleaned[column1], df_cleaned[column2], alpha=0.5)\n", + "plt.xlabel(column1)\n", + "plt.ylabel(column2)\n", + "plt.title(f'Scatter Plot of {column1} vs {column2} (After Removing Outliers)')\n", + "plt.show()\n", + "\n", + "# Вывод количества строк до и после удаления выбросов\n", + "print(f\"Количество строк до удаления выбросов: {len(df)}\")\n", + "print(f\"Количество строк после удаления выбросов: {len(df_cleaned)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Теперь очистим датасет отпустых строк" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(817, 18)\n", + "Unnamed: 0 False\n", + "Name False\n", + "Rating False\n", + "Spec_score False\n", + "No_of_sim False\n", + "Ram False\n", + "Battery False\n", + "Display False\n", + "Camera False\n", + "External_Memory False\n", + "Android_version False\n", + "Price False\n", + "company False\n", + "Inbuilt_memory False\n", + "fast_charging False\n", + "Screen_resolution False\n", + "Processor False\n", + "Processor_name False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "df.dropna(inplace=True)\n", + "\n", + "print(df.shape)\n", + "\n", + "print(df.isnull().any())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Разбиение данных на обучающую, контрольную и тестовую выборки." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размеры выборок:\n", + "Обучающая выборка: 490 записей\n", + "Контрольная выборка: 163 записей\n", + "Тестовая выборка: 164 записей\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Разделение признаков (features) и целевой переменной (target)\n", + "X = df.drop(columns=['company']) # Признаки (все столбцы, кроме 'сompany')\n", + "y = df['company'] # Целевая переменная (сompany)\n", + "\n", + "# Разбиение на обучающую (60%), валидационную (20%) и тестовую (20%) выборки\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n", + "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n", + "\n", + "# Проверка размеров выборок\n", + "print(f\"Размеры выборок:\")\n", + "print(f\"Обучающая выборка: {X_train.shape[0]} записей\")\n", + "print(f\"Контрольная выборка: {X_val.shape[0]} записей\")\n", + "print(f\"Тестовая выборка: {X_test.shape[0]} записей\")\n", + "\n", + "# Визуализация распределения марок в каждой выборке\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(1, 1, 1)\n", + "plt.xticks(rotation=45) \n", + "plt.hist(y_train, bins=20, color='blue', alpha=0.7)\n", + "plt.title('Обучающая выборка')\n", + "plt.xlabel('Марка')\n", + "plt.ylabel('Количество')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данные не сбалансированы, так как существует большая разница в количестве наблюдений для разных марок. Это может привести к тому, что модель будет хуже предсказывать цены для марок, численность которых в выборке меньше, а для других - лучше. Применим методы приращения." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение company в обучающей выборке после oversampling:\n", + "company\n", + "POCO 82\n", + "Vivo 82\n", + "OPPO 82\n", + "LG 82\n", + "Realme 82\n", + "Motorola 82\n", + "Samsung 82\n", + "Xiaomi 82\n", + "Lava 82\n", + "itel 82\n", + "iQOO 82\n", + "Poco 82\n", + "Honor 82\n", + "OnePlus 82\n", + "Huawei 82\n", + "TCL 82\n", + "Google 82\n", + "Nothing 82\n", + "Asus 82\n", + "Coolpad 82\n", + "Itel 82\n", + "Oppo 82\n", + "Lenovo 82\n", + "IQOO 82\n", + "Gionee 82\n", + "Tecno 82\n", + "Name: count, dtype: int64\n", + "\n", + "Распределение company в контрольной выборке после oversampling:\n", + "company\n", + "Motorola 37\n", + "Samsung 37\n", + "TCL 37\n", + "Poco 37\n", + "itel 37\n", + "Realme 37\n", + "Vivo 37\n", + "Xiaomi 37\n", + "Oppo 37\n", + "iQOO 37\n", + "OPPO 37\n", + "LG 37\n", + "POCO 37\n", + "Honor 37\n", + "OnePlus 37\n", + "Huawei 37\n", + "Lava 37\n", + "Google 37\n", + "Name: count, dtype: int64\n", + "\n", + "Распределение company в тестовой выборке после oversampling:\n", + "company\n", + "Realme 30\n", + "Samsung 30\n", + "OPPO 30\n", + "TCL 30\n", + "Xiaomi 30\n", + "iQOO 30\n", + "Motorola 30\n", + "Lenovo 30\n", + "Vivo 30\n", + "Honor 30\n", + "Poco 30\n", + "Huawei 30\n", + "Oppo 30\n", + "OnePlus 30\n", + "Google 30\n", + "Lava 30\n", + "itel 30\n", + "POCO 30\n", + "Tecno 30\n", + "Name: count, dtype: int64\n", + "\n", + "Распределение company в обучающей выборке после undersampling:\n", + "company\n", + "Asus 1\n", + "Coolpad 1\n", + "Gionee 1\n", + "Google 1\n", + "Honor 1\n", + "Huawei 1\n", + "IQOO 1\n", + "Itel 1\n", + "LG 1\n", + "Lava 1\n", + "Lenovo 1\n", + "Motorola 1\n", + "Nothing 1\n", + "OPPO 1\n", + "OnePlus 1\n", + "Oppo 1\n", + "POCO 1\n", + "Poco 1\n", + "Realme 1\n", + "Samsung 1\n", + "TCL 1\n", + "Tecno 1\n", + "Vivo 1\n", + "Xiaomi 1\n", + "iQOO 1\n", + "itel 1\n", + "Name: count, dtype: int64\n", + "\n", + "Распределение company в контрольной выборке после undersampling:\n", + "company\n", + "Google 1\n", + "Honor 1\n", + "Huawei 1\n", + "LG 1\n", + "Lava 1\n", + "Motorola 1\n", + "OPPO 1\n", + "OnePlus 1\n", + "Oppo 1\n", + "POCO 1\n", + "Poco 1\n", + "Realme 1\n", + "Samsung 1\n", + "TCL 1\n", + "Vivo 1\n", + "Xiaomi 1\n", + "iQOO 1\n", + "itel 1\n", + "Name: count, dtype: int64\n", + "\n", + "Распределение company в тестовой выборке после undersampling:\n", + "company\n", + "Google 1\n", + "Honor 1\n", + "Huawei 1\n", + "Lava 1\n", + "Lenovo 1\n", + "Motorola 1\n", + "OPPO 1\n", + "OnePlus 1\n", + "Oppo 1\n", + "POCO 1\n", + "Poco 1\n", + "Realme 1\n", + "Samsung 1\n", + "TCL 1\n", + "Tecno 1\n", + "Vivo 1\n", + "Xiaomi 1\n", + "iQOO 1\n", + "itel 1\n", + "Name: count, dtype: int64\n", + "\n" + ] + } + ], + "source": [ + "\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "from imblearn.under_sampling import RandomUnderSampler\n", + "# Разделение на обучающую и тестовую выборки\n", + "train_df, test_df = train_test_split(df, test_size=0.2, random_state=42)\n", + "\n", + "# Разделение обучающей выборки на обучающую и контрольную\n", + "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", + "\n", + "def check_balance(df, name):\n", + " counts = df['company'].value_counts()\n", + " print(f\"Распределение company в {name}:\")\n", + " print(counts)\n", + " print()\n", + "\n", + "def oversample(df):\n", + " X = df.drop('company', axis=1)\n", + " y = df['company']\n", + " \n", + " oversampler = RandomOverSampler(random_state=42)\n", + " X_resampled, y_resampled = oversampler.fit_resample(X, y)\n", + " \n", + " resampled_df = pd.concat([X_resampled, y_resampled], axis=1)\n", + " return resampled_df\n", + "\n", + "train_df_oversampled = oversample(train_df)\n", + "val_df_oversampled = oversample(val_df)\n", + "test_df_oversampled = oversample(test_df)\n", + "\n", + "check_balance(train_df_oversampled, \"обучающей выборке после oversampling\")\n", + "check_balance(val_df_oversampled, \"контрольной выборке после oversampling\")\n", + "check_balance(test_df_oversampled, \"тестовой выборке после oversampling\")\n", + "\n", + "def undersample(df):\n", + " X = df.drop('company', axis=1)\n", + " y = df['company']\n", + " \n", + " undersampler = RandomUnderSampler(random_state=42) # type: ignore\n", + " X_resampled, y_resampled = undersampler.fit_resample(X, y)\n", + " \n", + " resampled_df = pd.concat([X_resampled, y_resampled], axis=1)\n", + " return resampled_df\n", + "\n", + "train_df_undersampled = undersample(train_df)\n", + "val_df_undersampled = undersample(val_df)\n", + "test_df_undersampled = undersample(test_df)\n", + "\n", + "check_balance(train_df_undersampled, \"обучающей выборке после undersampling\")\n", + "check_balance(val_df_undersampled, \"контрольной выборке после undersampling\")\n", + "check_balance(test_df_undersampled, \"тестовой выборке после undersampling\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данные были сбалансированы. Теперь можно перейти к конструированию признаков. Поставлены следующие задачи:\n", + "1. Классифицировать мобильные устройства по ценовым категориям (например, бюджетные, средний класс, флагманы).\n", + "2. Определить, какие характеристики мобильных устройств наиболее сильно влияют на их рейтинг." + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "\n", + "\n", + "# Определение категориальных признаков\n", + "categorical_features = [\n", + " 'Rating', 'Ram',\n", + " 'Battery', 'Display', 'Camera', 'External_Memory', 'Android_version',\n", + " 'Price', 'company', 'Inbuilt_memory', 'fast_charging',\n", + " 'Screen_resolution', 'Processor'\n", + "]\n", + "\n", + "# Применение one-hot encoding к обучающей выборке\n", + "train_df_resampled_encoded = pd.get_dummies(train_df_undersampled, columns=categorical_features)\n", + "\n", + "# Применение one-hot encoding к контрольной выборке\n", + "val_df_encoded = pd.get_dummies(val_df_undersampled, columns=categorical_features)\n", + "\n", + "# Применение one-hot encoding к тестовой выборке\n", + "test_df_encoded = pd.get_dummies(test_df_undersampled, columns=categorical_features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Дискретизация числовых признаков" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки после балансировки: (5600, 22)\n", + "Размер контрольной выборки: (288, 22)\n", + "Размер тестовой выборки: (411, 22)\n", + "Unnamed: 0\n", + "Name\n", + "Rating\n", + "Spec_score\n", + "No_of_sim\n", + "Ram\n", + "Battery\n", + "Display\n", + "Camera\n", + "External_Memory\n", + "Android_version\n", + "Price\n", + "company\n", + "Inbuilt_memory\n", + "fast_charging\n", + "Screen_resolution\n", + "Processor\n", + "Processor_name\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "import re\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\"..//static//csv//mobile phone price prediction.csv\")\n", + "\n", + "# Извлечение числовых значений из столбца Battery\n", + "df['Battery'] = df['Battery'].apply(lambda x: int(re.search(r'\\d+', x).group()) if re.search(r'\\d+', x) else None)\n", + "df['Ram'] = df['Ram'].apply(lambda x: int(re.search(r'\\d+', x).group()) if re.search(r'\\d+', x) else None)\n", + "df['Camera'] = df['Camera'].apply(lambda x: int(re.search(r'\\d+', x).group()) if re.search(r'\\d+', x) else None)\n", + "\n", + "# Удаление запятых из столбца Price и преобразование в числовой формат\n", + "df['Price'] = df['Price'].str.replace(',', '').astype(float)\n", + "\n", + "# Разделение на обучающую и тестовую выборки (например, 70% обучающая, 30% тестовая)\n", + "train_df, test_df = train_test_split(df, test_size=0.3, random_state=42)\n", + "\n", + "# Разделение обучающей выборки на обучающую и контрольную (например, 70% обучающая, 30% контрольная)\n", + "train_df, val_df = train_test_split(train_df, test_size=0.3, random_state=42)\n", + "\n", + "# Применение upsampling к обучающей выборке (если это необходимо)\n", + "X_train = train_df.drop('Price', axis=1) # Отделяем признаки от целевой переменной\n", + "y_train = train_df['Price'] # Целевая переменная\n", + "\n", + "# Инициализация RandomOverSampler\n", + "ros = RandomOverSampler(random_state=42)\n", + "\n", + "# Применение upsampling\n", + "X_train_resampled, y_train_resampled = ros.fit_resample(X_train, y_train)\n", + "\n", + "# Создание нового DataFrame с балансированными данными\n", + "train_df_resampled = pd.concat([X_train_resampled, y_train_resampled], axis=1)\n", + "\n", + "# Определение числовых признаков для дискретизации\n", + "numerical_features = ['Spec_score', 'Battery', 'Ram', 'Camera' ]\n", + "\n", + "# Функция для дискретизации числовых признаков\n", + "def discretize_features(df, features, bins=5, labels=False):\n", + " for feature in features:\n", + " try:\n", + " df[f'{feature}_bin'] = pd.cut(df[feature], bins=bins, labels=labels)\n", + " except Exception as e:\n", + " print(f\"Ошибка при дискретизации признака {feature}: {e}\")\n", + " return df\n", + "\n", + "# Применение дискретизации к обучающей, контрольной и тестовой выборкам\n", + "train_df_resampled = discretize_features(train_df_resampled, numerical_features)\n", + "val_df = discretize_features(val_df, numerical_features)\n", + "test_df = discretize_features(test_df, numerical_features)\n", + "\n", + "# Вывод размеров выборок\n", + "print(\"Размер обучающей выборки после балансировки:\", train_df_resampled.shape)\n", + "print(\"Размер контрольной выборки:\", val_df.shape)\n", + "print(\"Размер тестовой выборки:\", test_df.shape)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ручной синтез. Создание новых признаков на основе экспертных знаний и логики предметной области." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки после балансировки: (5600, 19)\n", + "Размер контрольной выборки: (288, 19)\n", + "Размер тестовой выборки: (411, 19)\n" + ] + } + ], + "source": [ + "# Загрузка данных\n", + "df = pd.read_csv(\"..//static//csv//mobile phone price prediction.csv\")\n", + "\n", + "# Преобразование столбца Battery в числовой формат\n", + "df['Battery'] = df['Battery'].apply(lambda x: int(re.search(r'\\d+', x).group()) if re.search(r'\\d+', x) else None)\n", + "\n", + "# Преобразование столбцов Camera и Display в числовой формат\n", + "df['Camera'] = pd.to_numeric(df['Camera'], errors='coerce')\n", + "df['Display'] = pd.to_numeric(df['Display'], errors='coerce')\n", + "\n", + "# Удаление запятых из столбца Price и преобразование в числовой формат\n", + "df['Price'] = df['Price'].str.replace(',', '').astype(float)\n", + "\n", + "# Разделение на обучающую и тестовую выборки (например, 70% обучающая, 30% тестовая)\n", + "train_df, test_df = train_test_split(df, test_size=0.3, random_state=42)\n", + "\n", + "# Разделение обучающей выборки на обучающую и контрольную (например, 70% обучающая, 30% контрольная)\n", + "train_df, val_df = train_test_split(train_df, test_size=0.3, random_state=42)\n", + "\n", + "# Применение upsampling к обучающей выборке (если это необходимо)\n", + "X_train = train_df.drop('Price', axis=1) # Отделяем признаки от целевой переменной\n", + "y_train = train_df['Price'] # Целевая переменная\n", + "\n", + "# Инициализация RandomOverSampler\n", + "ros = RandomOverSampler(random_state=42)\n", + "\n", + "# Применение upsampling\n", + "X_train_resampled, y_train_resampled = ros.fit_resample(X_train, y_train)\n", + "\n", + "# Создание нового DataFrame с балансированными данными\n", + "train_df_resampled = pd.concat([X_train_resampled, y_train_resampled], axis=1)\n", + "\n", + "# Создание нового признака \"Camera_to_Display_Ratio\" на основе признаков \"Camera\" и \"Display\"\n", + "train_df_resampled['Camera_to_Display_Ratio'] = train_df_resampled['Camera'] / train_df_resampled['Display']\n", + "val_df['Camera_to_Display_Ratio'] = val_df['Camera'] / val_df['Display']\n", + "test_df['Camera_to_Display_Ratio'] = test_df['Camera'] / test_df['Display']\n", + "\n", + "# Вывод размеров выборок\n", + "print(\"Размер обучающей выборки после балансировки:\", train_df_resampled.shape)\n", + "print(\"Размер контрольной выборки:\", val_df.shape)\n", + "print(\"Размер тестовой выборки:\", test_df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Масштабирование признаков - это процесс преобразования числовых признаков таким образом, чтобы они имели одинаковый масштаб. Это важно для многих алгоритмов машинного обучения, которые чувствительны к масштабу признаков, таких как линейная регрессия, метод опорных векторов (SVM) и нейронные сети." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки после балансировки: (5600, 19)\n", + "Размер контрольной выборки: (288, 19)\n", + "Размер тестовой выборки: (411, 19)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\utils\\extmath.py:1137: RuntimeWarning: invalid value encountered in divide\n", + " updated_mean = (last_sum + new_sum) / updated_sample_count\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\utils\\extmath.py:1142: RuntimeWarning: invalid value encountered in divide\n", + " T = new_sum / new_sample_count\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\utils\\extmath.py:1162: RuntimeWarning: invalid value encountered in divide\n", + " new_unnormalized_variance -= correction**2 / new_sample_count\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Определение числовых признаков для масштабирования\n", + "numerical_features_to_scale = ['Spec_score', 'No_of_sim', 'Ram', 'Battery', 'Display', 'Camera', 'Inbuilt_memory', 'Screen_resolution', 'Camera_to_Display_Ratio']\n", + "\n", + "# Удаление строковых значений из числовых признаков\n", + "for feature in numerical_features_to_scale:\n", + " train_df_resampled[feature] = pd.to_numeric(train_df_resampled[feature], errors='coerce')\n", + " val_df[feature] = pd.to_numeric(val_df[feature], errors='coerce')\n", + " test_df[feature] = pd.to_numeric(test_df[feature], errors='coerce')\n", + "\n", + "# Инициализация StandardScaler\n", + "scaler = StandardScaler()\n", + "\n", + "# Масштабирование числовых признаков в обучающей выборке\n", + "train_df_resampled[numerical_features_to_scale] = scaler.fit_transform(train_df_resampled[numerical_features_to_scale])\n", + "\n", + "# Масштабирование числовых признаков в контрольной и тестовой выборках\n", + "val_df[numerical_features_to_scale] = scaler.transform(val_df[numerical_features_to_scale])\n", + "test_df[numerical_features_to_scale] = scaler.transform(test_df[numerical_features_to_scale])\n", + "\n", + "# Вывод размеров выборок\n", + "print(\"Размер обучающей выборки после балансировки:\", train_df_resampled.shape)\n", + "print(\"Размер контрольной выборки:\", val_df.shape)\n", + "print(\"Размер тестовой выборки:\", test_df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Конструирование признаков с применением фреймворка Featuretools" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Обучающая выборка после конструирования признаков:\n", + " Unnamed: 0 Rating Spec_score No_of_sim Ram \\\n", + "id \n", + "0 305 4.70 86 Dual Sim, 3G, 4G, 5G, VoLTE, 12 GB RAM \n", + "1 941 4.45 71 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n", + "2 800 4.20 68 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n", + "3 97 4.25 69 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n", + "4 1339 4.30 74 Dual Sim, 3G, 4G, VoLTE, 6 GB RAM \n", + "\n", + " Battery External_Memory Android_version Price \\\n", + "id \n", + "0 5000 Android v12 NaN 30999.0 \n", + "1 5000 Memory Card Supported, upto 1 TB 12 6999.0 \n", + "2 5000 Memory Card Supported 12 8999.0 \n", + "3 5000 Memory Card Supported 12 9999.0 \n", + "4 5000 Memory Card Supported, upto 256 GB 12 8499.0 \n", + "\n", + " company Inbuilt_memory fast_charging \\\n", + "id \n", + "0 Realme 256 GB inbuilt 65W Fast Charging \n", + "1 Motorola 64 GB inbuilt 10W Fast Charging \n", + "2 Vivo 64 GB inbuilt 10W Fast Charging \n", + "3 Vivo 128 GB inbuilt 10W Fast Charging \n", + "4 Lava 128 GB inbuilt NaN \n", + "\n", + " Screen_resolution Processor \n", + "id \n", + "0 1080 x 2400 px Octa Core \n", + "1 720 x 1600 px Octa Core \n", + "2 720 x 1600 px Display with Water Drop Notch Octa Core \n", + "3 720 x 1600 px Display with Water Drop Notch Octa Core \n", + "4 1600 x 720 px Octa Core \n", + "Контрольная выборка после конструирования признаков:\n", + " Unnamed: 0 Rating Spec_score No_of_sim Ram \\\n", + "id \n", + "1028 NaN NaN NaN \n", + "825 NaN NaN NaN \n", + "900 NaN NaN NaN \n", + "702 NaN NaN NaN \n", + "230 1050 4.05 90 Dual Sim, 3G, 4G, 5G, VoLTE, 8 GB RAM \n", + "\n", + " Battery External_Memory Android_version Price company \\\n", + "id \n", + "1028 NaN NaN NaN NaN \n", + "825 NaN NaN NaN NaN \n", + "900 NaN NaN NaN NaN \n", + "702 NaN NaN NaN NaN \n", + "230 4500 Android v12 NaN 62990.0 Motorola \n", + "\n", + " Inbuilt_memory fast_charging Screen_resolution Processor \n", + "id \n", + "1028 NaN NaN NaN NaN \n", + "825 NaN NaN NaN NaN \n", + "900 NaN NaN NaN NaN \n", + "702 NaN NaN NaN NaN \n", + "230 128 GB inbuilt 125W Fast Charging 1080 x 2400 px Octa Core \n", + "Тестовая выборка после конструирования признаков:\n", + " Unnamed: 0 Rating Spec_score No_of_sim \\\n", + "id \n", + "427 187 4.40 91 Dual Sim, 3G, 4G, 5G, VoLTE, \n", + "1088 NaN NaN \n", + "668 592 4.45 91 Dual Sim, 3G, 4G, 5G, VoLTE, \n", + "572 1130 4.60 75 Dual Sim, 3G, 4G, VoLTE, \n", + "115 117 4.60 72 Dual Sim, 3G, 4G, VoLTE, \n", + "\n", + " Ram Battery External_Memory Android_version \\\n", + "id \n", + "427 12 GB RAM 5000 Memory Card Not Supported 14 \n", + "1088 NaN NaN NaN \n", + "668 12 GB RAM 4500 Android v12 NaN \n", + "572 6 GB RAM 5000 Memory Card Supported, upto 1 TB 13 \n", + "115 4 GB RAM 5000 Memory Card Supported, upto 1 TB 12 \n", + "\n", + " Price company Inbuilt_memory fast_charging \\\n", + "id \n", + "427 63999.0 Vivo 256 GB inbuilt 120W Fast Charging \n", + "1088 NaN NaN NaN NaN \n", + "668 54990.0 Honor 256 GB inbuilt 100W Fast Charging \n", + "572 8499.0 Xiaomi 128 GB inbuilt 18W Fast Charging \n", + "115 11580.0 Vivo 64 GB inbuilt 18W Fast Charging \n", + "\n", + " Screen_resolution Processor \n", + "id \n", + "427 1260 x 2800 px Octa Core \n", + "1088 NaN NaN \n", + "668 1200 x 2652 px Octa Core \n", + "572 720 x 1600 px Octa Core \n", + "115 720 x 1612 px Display with Water Drop Notch Octa Core \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index id not found in dataframe, creating new integer column\n", + " warnings.warn(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n", + " pd.to_datetime(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\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", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " series = series.replace(ww.config.get_option(\"nan_values\"), np.nan)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " series = series.replace(ww.config.get_option(\"nan_values\"), np.nan)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "import featuretools as ft\n", + "import re\n", + "\n", + "# Определение сущностей\n", + "es = ft.EntitySet(id='mobile_data')\n", + "es = es.add_dataframe(dataframe_name='train', dataframe=train_df, index='id')\n", + "\n", + "# Генерация признаков\n", + "feature_matrix, feature_defs = ft.dfs(entityset=es, target_dataframe_name='train', max_depth=2)\n", + "\n", + "# Преобразование признаков для контрольной и тестовой выборок\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", + "\n", + "# Вывод первых нескольких строк для проверки\n", + "print(\"Обучающая выборка после конструирования признаков:\")\n", + "print(feature_matrix.head())\n", + "print(\"Контрольная выборка после конструирования признаков:\")\n", + "print(val_feature_matrix.head())\n", + "print(\"Тестовая выборка после конструирования признаков:\")\n", + "print(test_feature_matrix.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Оценка качества" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature Importance:\n", + " feature importance\n", + "4 Price 0.999443\n", + "2 Spec_score 0.000227\n", + "3 Battery 0.000146\n", + "0 Unnamed: 0 0.000146\n", + "1 Rating 0.000039\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "import featuretools as ft\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "import re\n", + "\n", + "\n", + "# Оценка важности признаков\n", + "X = feature_matrix\n", + "y = train_df_resampled['Price']\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Обучение модели\n", + "model = RandomForestRegressor(n_estimators=100, random_state=42)\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Получение важности признаков\n", + "importances = model.feature_importances_\n", + "feature_names = feature_matrix.columns\n", + "\n", + "# Сортировка признаков по важности\n", + "feature_importance = pd.DataFrame({'feature': feature_names, 'importance': importances})\n", + "feature_importance = feature_importance.sort_values(by='importance', ascending=False)\n", + "\n", + "print(\"Feature Importance:\")\n", + "print(feature_importance)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: 671\n", + "Размер контрольной выборки: 288\n", + "Размер тестовой выборки: 411\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index id not found in dataframe, creating new integer column\n", + " warnings.warn(\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " series = series.replace(ww.config.get_option(\"nan_values\"), np.nan)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\featuretools\\computational_backends\\feature_set_calculator.py:143: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " df = pd.concat([df, default_df], sort=True)\n", + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\woodwork\\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " series = series.replace(ww.config.get_option(\"nan_values\"), np.nan)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error: 53834536.21488374\n", + "R2 Score: 0.9445638071244045\n", + "Cross-validated Mean Squared Error: 311290473.964474\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Mean Squared Error: 40281623.425488226\n", + "Train R2 Score: 0.9581963040734582\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Загрузка данных\n", + "df = pd.read_csv(\"..//static//csv//mobile phone price prediction.csv\")\n", + "\n", + "# Преобразование столбца Battery в числовой формат\n", + "df['Battery'] = df['Battery'].apply(lambda x: int(re.search(r'\\d+', x).group()) if re.search(r'\\d+', x) else None)\n", + "\n", + "# Преобразование столбца Display в числовой формат\n", + "df['Camera'] = pd.to_numeric(df['Camera'], errors='coerce')\n", + "df['Display'] = pd.to_numeric(df['Display'], errors='coerce')\n", + "df['Inbuilt_memory'] = pd.to_numeric(df['Inbuilt_memory'], errors='coerce')\n", + "df['fast_charging'] = pd.to_numeric(df['fast_charging'], errors='coerce')\n", + "\n", + "# Удаление запятых из столбца Price и преобразование в числовой формат\n", + "df['Price'] = df['Price'].str.replace(',', '').astype(float)\n", + "\n", + "# Удаление столбцов с текстовыми значениями, которые не могут быть преобразованы в числа\n", + "df = df.drop(columns=['Name', 'company', 'Android_version', 'Processor_name', 'External_Memory', 'No_of_sim', 'Ram', 'Screen_resolution', 'Processor' ])\n", + "# Разделение на обучающую и тестовую выборки (например, 70% обучающая, 30% тестовая)\n", + "train_df, test_df = train_test_split(df, test_size=0.3, random_state=42)\n", + "\n", + "# Разделение обучающей выборки на обучающую и контрольную (например, 70% обучающая, 30% контрольная)\n", + "train_df, val_df = train_test_split(train_df, test_size=0.3, random_state=42)\n", + "\n", + "# Вывод размеров выборок\n", + "print(\"Размер обучающей выборки:\", len(train_df))\n", + "print(\"Размер контрольной выборки:\", len(val_df))\n", + "print(\"Размер тестовой выборки:\", len(test_df))\n", + "\n", + "# Определение сущностей\n", + "es = ft.EntitySet(id='mobile_data')\n", + "es = es.add_dataframe(dataframe_name='mobile', dataframe=train_df, index='id')\n", + "\n", + "# Генерация признаков с уменьшенной глубиной\n", + "feature_matrix, feature_defs = ft.dfs(entityset=es, target_dataframe_name='mobile', max_depth=1)\n", + "\n", + "# Преобразование признаков для контрольной и тестовой выборок\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", + "\n", + "# Удаление строк с NaN\n", + "feature_matrix = feature_matrix.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('Price', axis=1)\n", + "y_train = feature_matrix['Price']\n", + "X_val = val_feature_matrix.drop('Price', axis=1)\n", + "y_val = val_feature_matrix['Price']\n", + "X_test = test_feature_matrix.drop('Price', axis=1)\n", + "y_test = test_feature_matrix['Price']\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", + "mse = mean_squared_error(y_test, y_pred)\n", + "r2 = r2_score(y_test, y_pred)\n", + "\n", + "print(f\"Mean Squared Error: {mse}\")\n", + "print(f\"R2 Score: {r2}\")\n", + "\n", + "# Кросс-валидация\n", + "scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error')\n", + "mse_cv = -scores.mean()\n", + "print(f\"Cross-validated Mean Squared Error: {mse_cv}\")\n", + "\n", + "# Анализ важности признаков\n", + "feature_importances = model.feature_importances_\n", + "feature_names = X_train.columns\n", + "\n", + "importance_df = pd.DataFrame({'Feature': feature_names, 'Importance': feature_importances})\n", + "importance_df = importance_df.sort_values(by='Importance', ascending=False)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x='Importance', y='Feature', data=importance_df)\n", + "plt.title('Feature Importance')\n", + "plt.show()\n", + "\n", + "# Проверка на переобучение\n", + "y_train_pred = model.predict(X_train)\n", + "\n", + "mse_train = mean_squared_error(y_train, y_train_pred)\n", + "r2_train = r2_score(y_train, y_train_pred)\n", + "\n", + "print(f\"Train Mean Squared Error: {mse_train}\")\n", + "print(f\"Train R2 Score: {r2_train}\")\n", + "\n", + "# Визуализация результатов\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(y_test, y_pred, alpha=0.5)\n", + "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=2)\n", + "plt.xlabel('Actual Price')\n", + "plt.ylabel('Predicted Price')\n", + "plt.title('Actual vs Predicted Price')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_4/lab_4.ipynb b/lab_4/lab_4.ipynb new file mode 100644 index 00000000..7814d103 --- /dev/null +++ b/lab_4/lab_4.ipynb @@ -0,0 +1,1256 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Загрузка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume',\n", + " 'SP_open', 'SP_high', 'SP_low', 'SP_close', 'SP_Ajclose', 'SP_volume',\n", + " 'DJ_open', 'DJ_high', 'DJ_low', 'DJ_close', 'DJ_Ajclose', 'DJ_volume',\n", + " 'EG_open', 'EG_high', 'EG_low', 'EG_close', 'EG_Ajclose', 'EG_volume',\n", + " 'EU_Price', 'EU_open', 'EU_high', 'EU_low', 'EU_Trend', 'OF_Price',\n", + " 'OF_Open', 'OF_High', 'OF_Low', 'OF_Volume', 'OF_Trend', 'OS_Price',\n", + " 'OS_Open', 'OS_High', 'OS_Low', 'OS_Trend', 'SF_Price', 'SF_Open',\n", + " 'SF_High', 'SF_Low', 'SF_Volume', 'SF_Trend', 'USB_Price', 'USB_Open',\n", + " 'USB_High', 'USB_Low', 'USB_Trend', 'PLT_Price', 'PLT_Open', 'PLT_High',\n", + " 'PLT_Low', 'PLT_Trend', 'PLD_Price', 'PLD_Open', 'PLD_High', 'PLD_Low',\n", + " 'PLD_Trend', 'RHO_PRICE', 'USDI_Price', 'USDI_Open', 'USDI_High',\n", + " 'USDI_Low', 'USDI_Volume', 'USDI_Trend', 'GDX_Open', 'GDX_High',\n", + " 'GDX_Low', 'GDX_Close', 'GDX_Adj Close', 'GDX_Volume', 'USO_Open',\n", + " 'USO_High', 'USO_Low', 'USO_Close', 'USO_Adj Close', 'USO_Volume'],\n", + " dtype='object')\n" + ] + }, + { + "data": { + "text/html": [ + "
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DateOpenHighLowCloseAdj CloseVolumeSP_openSP_highSP_low...GDX_LowGDX_CloseGDX_Adj CloseGDX_VolumeUSO_OpenUSO_HighUSO_LowUSO_CloseUSO_Adj CloseUSO_Volume
02011-12-15154.740005154.949997151.710007152.330002152.33000221521900123.029999123.199997121.989998...51.57000051.68000048.9738772060560036.90000236.93999936.04999936.13000136.13000112616700
12011-12-16154.309998155.369995153.899994155.229996155.22999618124300122.230003122.949997121.300003...52.04000152.68000049.9215131628540036.18000036.50000035.73000036.27000036.27000012578800
22011-12-19155.479996155.860001154.360001154.869995154.86999512547200122.059998122.320000120.029999...51.02999951.16999848.4905781512020036.38999936.45000135.93000036.20000136.2000017418200
32011-12-20156.820007157.429993156.580002156.979996156.9799969136300122.180000124.139999120.370003...52.36999952.99000250.2152821164490037.29999937.61000137.22000137.56000137.56000110041600
42011-12-21156.979996157.529999156.130005157.160004157.16000411996100123.930000124.360001122.750000...52.41999852.95999950.186852872430037.66999838.24000237.52000038.11000138.11000110728000
..................................................................
17132018-12-24119.570000120.139999119.570000120.019997120.0199979736400239.039993240.839996234.270004...20.65000021.09000021.090000605070009.4900009.5200009.2800009.2900009.29000021598200
17142018-12-26120.620003121.000000119.570000119.660004119.66000414293500235.970001246.179993233.759995...20.53000120.62000120.620001763652009.2500009.9200009.2300009.9000009.90000040978800
17152018-12-27120.570000120.900002120.139999120.570000120.57000011874400242.570007248.289993238.960007...20.70000120.96999920.969999523930009.5900009.6500009.3700009.6200009.62000036578700
17162018-12-28120.800003121.080002120.720001121.059998121.0599986864700249.580002251.399994246.449997...20.57000020.60000020.600000498350009.5400009.6500009.3800009.5300009.53000022803400
17172018-12-31120.980003121.260002120.830002121.250000121.2500008449400249.559998250.190002247.470001...20.55999921.09000021.090000538666009.6300009.7100009.4400009.6600009.66000028417400
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1718 rows × 81 columns

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" + ], + "text/plain": [ + " Date Open High Low Close Adj Close \\\n", + "0 2011-12-15 154.740005 154.949997 151.710007 152.330002 152.330002 \n", + "1 2011-12-16 154.309998 155.369995 153.899994 155.229996 155.229996 \n", + "2 2011-12-19 155.479996 155.860001 154.360001 154.869995 154.869995 \n", + "3 2011-12-20 156.820007 157.429993 156.580002 156.979996 156.979996 \n", + "4 2011-12-21 156.979996 157.529999 156.130005 157.160004 157.160004 \n", + "... ... ... ... ... ... ... \n", + "1713 2018-12-24 119.570000 120.139999 119.570000 120.019997 120.019997 \n", + "1714 2018-12-26 120.620003 121.000000 119.570000 119.660004 119.660004 \n", + "1715 2018-12-27 120.570000 120.900002 120.139999 120.570000 120.570000 \n", + "1716 2018-12-28 120.800003 121.080002 120.720001 121.059998 121.059998 \n", + "1717 2018-12-31 120.980003 121.260002 120.830002 121.250000 121.250000 \n", + "\n", + " Volume SP_open SP_high SP_low ... GDX_Low GDX_Close \\\n", + "0 21521900 123.029999 123.199997 121.989998 ... 51.570000 51.680000 \n", + "1 18124300 122.230003 122.949997 121.300003 ... 52.040001 52.680000 \n", + "2 12547200 122.059998 122.320000 120.029999 ... 51.029999 51.169998 \n", + "3 9136300 122.180000 124.139999 120.370003 ... 52.369999 52.990002 \n", + "4 11996100 123.930000 124.360001 122.750000 ... 52.419998 52.959999 \n", + "... ... ... ... ... ... ... ... \n", + "1713 9736400 239.039993 240.839996 234.270004 ... 20.650000 21.090000 \n", + "1714 14293500 235.970001 246.179993 233.759995 ... 20.530001 20.620001 \n", + "1715 11874400 242.570007 248.289993 238.960007 ... 20.700001 20.969999 \n", + "1716 6864700 249.580002 251.399994 246.449997 ... 20.570000 20.600000 \n", + "1717 8449400 249.559998 250.190002 247.470001 ... 20.559999 21.090000 \n", + "\n", + " GDX_Adj Close GDX_Volume USO_Open USO_High USO_Low USO_Close \\\n", + "0 48.973877 20605600 36.900002 36.939999 36.049999 36.130001 \n", + "1 49.921513 16285400 36.180000 36.500000 35.730000 36.270000 \n", + "2 48.490578 15120200 36.389999 36.450001 35.930000 36.200001 \n", + "3 50.215282 11644900 37.299999 37.610001 37.220001 37.560001 \n", + "4 50.186852 8724300 37.669998 38.240002 37.520000 38.110001 \n", + "... ... ... ... ... ... ... \n", + "1713 21.090000 60507000 9.490000 9.520000 9.280000 9.290000 \n", + "1714 20.620001 76365200 9.250000 9.920000 9.230000 9.900000 \n", + "1715 20.969999 52393000 9.590000 9.650000 9.370000 9.620000 \n", + "1716 20.600000 49835000 9.540000 9.650000 9.380000 9.530000 \n", + "1717 21.090000 53866600 9.630000 9.710000 9.440000 9.660000 \n", + "\n", + " USO_Adj Close USO_Volume \n", + "0 36.130001 12616700 \n", + "1 36.270000 12578800 \n", + "2 36.200001 7418200 \n", + "3 37.560001 10041600 \n", + "4 38.110001 10728000 \n", + "... ... ... \n", + "1713 9.290000 21598200 \n", + "1714 9.900000 40978800 \n", + "1715 9.620000 36578700 \n", + "1716 9.530000 22803400 \n", + "1717 9.660000 28417400 \n", + "\n", + "[1718 rows x 81 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"../static/csv/FINAL_USO.csv\")\n", + "print(df.columns)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **1-я бизнес-цель (регрессия)**: \n", + "\n", + "Предсказание цены на золото с целью принятия инвесторами решения о покупке товаров." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Целевой признак: цена закрытия Adj Close.\n", + "\n", + "Вход: Volume, Hight, Low, Close, Open.\\\n", + "Достижимый уровень качества: предсказания должны иметь погрешность в среднем не более 5$. Для проверки будет использоваться метрика MAE (средняя абсолютная ошибка)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.discriminant_analysis import StandardScaler\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.model_selection import GridSearchCV, train_test_split\n", + "from sklearn.metrics import roc_auc_score, confusion_matrix, accuracy_score\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "import seaborn as sns\n", + "from sklearn.model_selection import cross_val_predict\n", + "from sklearn.metrics import mean_squared_error\n", + "import numpy as np\n", + "from sklearn import metrics\n", + "import sklearn.preprocessing as preproc\n", + "from sklearn.linear_model import LinearRegression, Ridge\n", + "from sklearn.metrics import mean_absolute_error\n", + "from mlxtend.evaluate import bias_variance_decomp\n", + "from sklearn.neural_network import MLPRegressor\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\"..//static//csv//FINAL_USO.csv\")\n", + "data = df['Volume', 'High', 'Open', 'Close', 'Low','Adj Close']\n", + "\n", + "X = data.drop('Adj Close', axis=1)\n", + "y = data['Adj Close']\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Преобразование числовых данных\n", + "#заполнение пустых значений медианой\n", + "num_imputer = SimpleImputer(strategy=\"median\")\n", + "\n", + "preprocessing_num = Pipeline(\n", + " [\n", + " (\"imputer\", num_imputer)\n", + " ]\n", + ")\n", + "\n", + "#Категориальных данных нет, поэтому преобразовывать их не надо\n", + "\n", + "\n", + "# Общая предобработка (только числовые данные)\n", + "preprocessing = ColumnTransformer(\n", + " [\n", + " (\"nums\", preprocessing_num, X.columns)\n", + " ]\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Лнейная регрессия:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Лучшие гиперпараметры: {'preprocessing': MinMaxScaler()}\n", + "Cредняя абсолютная ошибка (MAE) = 1.8424538380756087e-14\n", + "Смещение: -5.1553225998619436e-11\n", + "Дисперсия: 3.270386026049708e-11\n", + "R^2 = 1.0\n" + ] + } + ], + "source": [ + "pipeline_lin_reg = Pipeline([\n", + " ('preprocessing', preprocessing),\n", + " ('model', LinearRegression())]\n", + ")\n", + "\n", + "# Определение сетки гиперпараметров (возможных знач-ий гиперпараметров) для перебора\n", + "param_grid = {\n", + " #как будут масштабироваться признаки\n", + " 'preprocessing': [StandardScaler(), preproc.MinMaxScaler(), preproc.MaxAbsScaler(), None]\n", + "}\n", + "\n", + "# Создание объекта GridSearchCV для поиска лучших гиперпараметров по сетке с максимальным знач-ием \n", + "# отрицательного корня из среднеквадратичной ошибки (отриц., чтобы искался не минимум, а максимум)\n", + "grid_search = GridSearchCV(pipeline_lin_reg, param_grid, cv=5, scoring='neg_root_mean_squared_error', n_jobs=-1)\n", + "\n", + "# Обучение модели с перебором гиперпараметров\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "print(\"Лучшие гиперпараметры: \", grid_search.best_params_)\n", + "\n", + "# Лучшая модель лин. регрессии\n", + "best_model = grid_search.best_estimator_\n", + "\n", + "y_pred = best_model.predict(X_test)\n", + "\n", + "print(f'Cредняя абсолютная ошибка (MAE) = {mean_absolute_error(y_test, y_pred)}')\n", + "\n", + "\n", + "# Оценка дисперсии и смещения\n", + "cv_results = grid_search.cv_results_\n", + "mean_test_score = cv_results['mean_test_score']\n", + "std_test_score = cv_results['std_test_score']\n", + "\n", + "print(f\"Смещение: {mean_test_score.mean()}\")\n", + "print(f\"Дисперсия: {std_test_score.mean()}\")\n", + "\n", + "from sklearn.metrics import r2_score\n", + "\n", + "print(f'R^2 = {r2_score(y_test, y_pred)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Гребневая регрессия" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Лучшие гиперпараметры: {'model__alpha': 0, 'preprocessing': StandardScaler()}\n", + "Cредняя абсолютная ошибка (MAE) = 5.494726121130867e-13\n", + "Смещение: -0.4263701358095246\n", + "Дисперсия: 0.02072744817291101\n", + "R^2 = 1.0\n" + ] + } + ], + "source": [ + "pipeline_ridge = Pipeline([\n", + " ('preprocessing', preprocessing),\n", + " ('model', Ridge())]\n", + ")\n", + "\n", + "# Определение сетки гиперпараметров (возможных знач-ий гиперпараметров) для перебора\n", + "param_grid = {\n", + " #как будут масштабироваться признаки\n", + " 'preprocessing': [StandardScaler(), preproc.MinMaxScaler(), preproc.MaxAbsScaler(), None],\n", + " #сила регуляризации\n", + " 'model__alpha': [0, 0.5, 1.0, 1.5, 2.0, 5.0, 10.0] \n", + "}\n", + "\n", + "# Создание объекта GridSearchCV для поиска лучших гиперпараметров по сетке с максимальным знач-ием \n", + "# отрицательного корня из среднеквадратичной ошибки (отриц., чтобы искался не минимум, а максимум)\n", + "grid_search = GridSearchCV(pipeline_ridge, param_grid, cv=5, scoring='neg_root_mean_squared_error', n_jobs=-1, verbose=0)\n", + "\n", + "# Обучение модели с перебором гиперпараметров\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "print(\"Лучшие гиперпараметры: \", grid_search.best_params_)\n", + "\n", + "# Лучшая модель регрессии\n", + "best_model = grid_search.best_estimator_\n", + "\n", + "y_pred = best_model.predict(X_test)\n", + "\n", + "print(f'Cредняя абсолютная ошибка (MAE) = {mean_absolute_error(y_test, y_pred)}')\n", + "\n", + "\n", + "cv_results = grid_search.cv_results_\n", + "mean_test_score = cv_results['mean_test_score']\n", + "std_test_score = cv_results['std_test_score']\n", + "\n", + "print(f\"Смещение: {mean_test_score.mean()}\")\n", + "print(f\"Дисперсия: {std_test_score.mean()}\")\n", + "\n", + "print(f'R^2 = {r2_score(y_test, y_pred)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Гребнавая регрессия дала более точные результаты, чем линейная." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Метод градиентного бустинга (набор деревьев решений)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Лучшие гиперпараметры: {'model__learning_rate': 0.1, 'model__max_depth': 5, 'model__n_estimators': 300, 'preprocessing': None}\n", + "Cредняя абсолютная ошибка (MAE) = 0.040833243038698064\n", + "Смещение: -0.2177327926836486\n", + "Дисперсия: 0.021373424060567556\n", + "R^2 = 0.9999842165416633\n" + ] + } + ], + "source": [ + "from sklearn.metrics import roc_auc_score, confusion_matrix, accuracy_score\n", + "from sklearn.ensemble import GradientBoostingRegressor, RandomForestClassifier, GradientBoostingClassifier\n", + "# Конвейер\n", + "pipeline_grad = Pipeline([\n", + " ('preprocessing', preprocessing),\n", + " ('model', GradientBoostingRegressor())\n", + "])\n", + "\n", + "# Определение сетки гиперпараметров\n", + "param_grid = {\n", + " 'preprocessing': [StandardScaler(), preproc.MinMaxScaler(), preproc.MaxAbsScaler(), None],\n", + " 'model__n_estimators': [100, 200, 300],\n", + " #Скорость обучения\n", + " 'model__learning_rate': [0.1, 0.2],\n", + " #Максимальная глубина дерева\n", + " 'model__max_depth': [3, 5, 7]\n", + "}\n", + "\n", + "# Создание объекта GridSearchCV\n", + "grid_search = GridSearchCV(pipeline_grad, param_grid, cv=2, scoring='neg_root_mean_squared_error', n_jobs=-1)\n", + "\n", + "# Обучение модели с перебором гиперпараметров\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "print(\"Лучшие гиперпараметры: \", grid_search.best_params_)\n", + "\n", + "# Лучшая модель случайного леса\n", + "best_model = grid_search.best_estimator_\n", + "\n", + "\n", + "y_pred = best_model.predict(X_test)\n", + "\n", + "\n", + "print(f'Cредняя абсолютная ошибка (MAE) = {mean_absolute_error(y_test, y_pred)}')\n", + "\n", + "\n", + "# Получение предсказаний на кросс-валидации\n", + "y_cv_pred = cross_val_predict(best_model, X_train, y_train, cv=3)\n", + "\n", + "cv_results = grid_search.cv_results_\n", + "mean_test_score = cv_results['mean_test_score']\n", + "std_test_score = cv_results['std_test_score']\n", + "\n", + "print(f\"Смещение: {mean_test_score.mean()}\")\n", + "print(f\"Дисперсия: {std_test_score.mean()}\")\n", + "\n", + "print(f'R^2 = {r2_score(y_test, y_pred)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Вывод**: \n", + "\n", + "Все 3 модели регрессии показали допустимый уровень \"погрешности\". \n", + "\n", + "R² (коэффициент детерминации): 0.99 — это очень высокий уровень, указывающий на то, что модель объясняет 99% вариации целевой переменной. Это свидетельствует о высокой предсказательной способности модели.\n", + "\n", + "Из всех моделей градиентный бустинг показал самую низкую \"погрешность\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **2-я бизнес-цель (классификация):** \n", + "\n", + "Определить оптимальные коэффициенты для различных факторов, влияющих на цену золота. \n", + "\n", + "Целевой признак: Adj Close.\n", + "\n", + "Вход: Volume, Hight, Low, Close, Open. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Результаты для задачи классификации:\n", + "Model: Logistic Regression\n", + "Best Parameters: {'model__C': 10, 'model__solver': 'liblinear'}\n", + "Accuracy: 0.9825581395348837\n", + "Precision: 1.0\n", + "Recall: 0.9469026548672567\n", + "F1-score: 0.9727272727272728\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: Random Forest Classification\n", + "Best Parameters: {'model__max_depth': None, 'model__n_estimators': 100}\n", + "Accuracy: 1.0\n", + "Precision: 1.0\n", + "Recall: 1.0\n", + "F1-score: 1.0\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: Gradient Boosting Classification\n", + "Best Parameters: {'model__learning_rate': 0.01, 'model__max_depth': 3, 'model__n_estimators': 100}\n", + "Accuracy: 1.0\n", + "Precision: 1.0\n", + "Recall: 1.0\n", + "F1-score: 1.0\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LinearRegression, LogisticRegression\n", + "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n", + "from sklearn.ensemble import GradientBoostingRegressor, GradientBoostingClassifier\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score, accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, ConfusionMatrixDisplay\n", + "\n", + "# Загружаем набор данных\n", + "df = pd.read_csv(\"..//static//csv//FINAL_USO.csv\")\n", + "\n", + "numerical_cols = ['Volume', 'High', 'Open', 'Close', 'Low']\n", + "\n", + "# Создаем преобразователь для категориальных и числовых столбцов\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('num', StandardScaler(), numerical_cols)\n", + " ])\n", + "\n", + "# Список моделей и их гиперпараметров для задачи регрессии\n", + "models_reg = {\n", + " \"Linear Regression\": (LinearRegression(), {}),\n", + " \"Random Forest Regression\": (RandomForestRegressor(), {\n", + " 'model__n_estimators': [100, 200],\n", + " 'model__max_depth': [None, 10, 20]\n", + " }),\n", + " \"Gradient Boosting Regression\": (GradientBoostingRegressor(), {\n", + " 'model__n_estimators': [100, 200],\n", + " 'model__learning_rate': [0.01, 0.1],\n", + " 'model__max_depth': [3, 5]\n", + " })\n", + "}\n", + "\n", + "# Разделяем данные на признаки (X) и целевую переменную (y) для задачи регрессии\n", + "X_reg = df[numerical_cols]\n", + "y_reg = df['Adj Close']\n", + "\n", + "# Разделяем данные на обучающую и тестовую выборки для задачи регрессии\n", + "X_train_reg, X_test_reg, y_train_reg, y_test_reg = train_test_split(X_reg, y_reg, test_size=0.2, random_state=42)\n", + "\n", + "# Список моделей и их гиперпараметров для задачи классификации\n", + "models_class = {\n", + " \"Logistic Regression\": (LogisticRegression(), {\n", + " 'model__C': [0.1, 1, 10],\n", + " 'model__solver': ['liblinear', 'lbfgs']\n", + " }),\n", + " \"Random Forest Classification\": (RandomForestClassifier(), {\n", + " 'model__n_estimators': [100, 200],\n", + " 'model__max_depth': [None, 10, 20]\n", + " }),\n", + " \"Gradient Boosting Classification\": (GradientBoostingClassifier(), {\n", + " 'model__n_estimators': [100, 200],\n", + " 'model__learning_rate': [0.01, 0.1],\n", + " 'model__max_depth': [3, 5]\n", + " })\n", + "}\n", + "\n", + "# Разделяем данные на признаки (X) и целевую переменную (y) для задачи классификации\n", + "X_class = df[ numerical_cols]\n", + "y_class = (df['Adj Close'] > df['Adj Close'].mean()).astype(int)\n", + "\n", + "# Разделяем данные на обучающую и тестовую выборки для задачи классификации\n", + "X_train_class, X_test_class, y_train_class, y_test_class = train_test_split(X_class, y_class, test_size=0.2, random_state=42)\n", + "\n", + "# Обучаем и оцениваем модели для задачи классификации\n", + "print(\"Результаты для задачи классификации:\")\n", + "for name, (model, params) in models_class.items():\n", + " pipeline = Pipeline(steps=[\n", + " ('preprocessor', preprocessor),\n", + " ('model', model)\n", + " ])\n", + " grid_search = GridSearchCV(pipeline, params, cv=5, scoring='accuracy')\n", + " grid_search.fit(X_train_class, y_train_class)\n", + " best_model = grid_search.best_estimator_\n", + " y_pred_class = best_model.predict(X_test_class)\n", + " accuracy = accuracy_score(y_test_class, y_pred_class)\n", + " precision = precision_score(y_test_class, y_pred_class)\n", + " recall = recall_score(y_test_class, y_pred_class)\n", + " f1 = f1_score(y_test_class, y_pred_class)\n", + " print(f\"Model: {name}\")\n", + " print(f\"Best Parameters: {grid_search.best_params_}\")\n", + " print(f\"Accuracy: {accuracy}\")\n", + " print(f\"Precision: {precision}\")\n", + " print(f\"Recall: {recall}\")\n", + " print(f\"F1-score: {f1}\")\n", + " print()\n", + "\n", + " # Визуализация матрицы ошибок\n", + " cm = confusion_matrix(y_test_class, y_pred_class)\n", + " disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['Less', 'More'])\n", + " disp.plot(cmap=plt.cm.Blues)\n", + " plt.title(f'Confusion Matrix for {name}')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Вывод**:\n", + "\n", + "Градиентный бустинг и случайный лес выдали наилучшие результаты. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Давайте проанализируем полученные значения метрик и определим, являются ли они нормальными или их можно улучшить.\n", + "\n", + "### Оценка смещения и дисперсии для задачи регрессии:\n", + "\n", + "### Вывод для задачи регрессии:\n", + "\n", + "- **Random Forest Regression** демонстрирует наилучшие результаты по метрикам MAE и R², что указывает на высокую точность и стабильность модели.\n", + "- **Linear Regression** и **Gradient Boosting Regression** также показывают хорошие результаты, но уступают случайному лесу.\n", + "\n", + "### Вывод для задачи классификации:\n", + "\n", + "- **Random Forest Classification** демонстрирует наилучшие результаты по всем метрикам (Accuracy, Precision, Recall, F1-score), что указывает на высокую точность и стабильность модели.\n", + "- **Logistic Regression** и **Gradient Boosting Classification** также показывают хорошие результаты, но уступают случайному лесу.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для оценки смещения (bias) и дисперсии (variance) моделей можно использовать метод перекрестной проверки (cross-validation). Этот метод позволяет оценить, насколько хорошо модель обобщается на новых данных.\n", + "\n", + "Оценка смещения и дисперсии для задачи регрессии:\n", + "Для задачи регрессии мы будем использовать метрики MAE (Mean Absolute Error) и R² (R-squared) для оценки смещения и дисперсии.\n", + "\n", + "Оценка смещения и дисперсии для задачи классификации:\n", + "Для задачи классификации мы будем использовать метрики Accuracy, Precision, Recall и F1-score для оценки смещения и дисперсии.\n", + "\n", + "Пример кода для оценки смещения и дисперсии:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Оценка смещения и дисперсии для задачи регрессии:\n", + "Model: Linear Regression\n", + "MAE (Cross-Validation): Mean = 3.475420657900542e-14, Std = 2.3108544967235046e-14\n", + "R² (Cross-Validation): Mean = 1.0, Std = 0.0\n", + "\n", + "Model: Random Forest Regression\n", + "MAE (Cross-Validation): Mean = 4.770713368258853, Std = 9.027907502951276\n", + "R² (Cross-Validation): Mean = -0.8676362010013315, Std = 3.6735082182967664\n", + "\n", + "Model: Gradient Boosting Regression\n", + "MAE (Cross-Validation): Mean = 4.790726208613611, Std = 8.978223486805094\n", + "R² (Cross-Validation): Mean = -0.8531326799804774, Std = 3.6480201756306525\n", + "\n", + "Оценка смещения и дисперсии для задачи классификации:\n", + "Model: Logistic Regression\n", + "Accuracy (Cross-Validation): Mean = 0.9469472506610617, Std = 0.09607008028935687\n", + "Precision (Cross-Validation): Mean = 0.9903846153846153, Std = 0.019230769230769253\n", + "Recall (Cross-Validation): Mean = 0.8244897959183675, Std = 0.34090796763789555\n", + "F1-score (Cross-Validation): Mean = 0.8430120359555126, Std = 0.29664350339720796\n", + "\n", + "Model: Random Forest Classification\n", + "Accuracy (Cross-Validation): Mean = 0.99533527696793, Std = 0.009329446064139945\n", + "Precision (Cross-Validation): Mean = 1.0, Std = 0.0\n", + "Recall (Cross-Validation): Mean = 0.9795918367346939, Std = 0.04081632653061225\n", + "F1-score (Cross-Validation): Mean = 0.9904843365764995, Std = 0.016633019819396317\n", + "\n", + "Model: Gradient Boosting Classification\n", + "Accuracy (Cross-Validation): Mean = 0.9988338192419824, Std = 0.0023323615160349754\n", + "Precision (Cross-Validation): Mean = 1.0, Std = 0.0\n", + "Recall (Cross-Validation): Mean = 0.9959183673469388, Std = 0.008163265306122458\n", + "F1-score (Cross-Validation): Mean = 0.9979381443298969, Std = 0.004123711340206171\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import cross_val_score\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LinearRegression, LogisticRegression\n", + "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n", + "from sklearn.ensemble import GradientBoostingRegressor, GradientBoostingClassifier\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "\n", + "# Загружаем набор данных\n", + "df = pd.read_csv(\"..//static//csv//FINAL_USO.csv\")\n", + "\n", + "# Определяем категориальные и числовые столбцы\n", + "numerical_cols = ['Volume', 'High', 'Open', 'Close', 'Low']\n", + "\n", + "# Создаем преобразователь для категориальных и числовых столбцов\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('num', StandardScaler(), numerical_cols)\n", + " ])\n", + "\n", + "# Разделяем данные на признаки (X) и целевую переменную (y) для задачи регрессии\n", + "X_reg = df[numerical_cols]\n", + "y_reg = df['Adj Close']\n", + "\n", + "# Список моделей для задачи регрессии\n", + "models_reg = {\n", + " \"Linear Regression\": LinearRegression(),\n", + " \"Random Forest Regression\": RandomForestRegressor(),\n", + " \"Gradient Boosting Regression\": GradientBoostingRegressor()\n", + "}\n", + "\n", + "# Оценка смещения и дисперсии для задачи регрессии\n", + "print(\"Оценка смещения и дисперсии для задачи регрессии:\")\n", + "for name, model in models_reg.items():\n", + " pipeline = Pipeline(steps=[\n", + " ('preprocessor', preprocessor),\n", + " ('model', model)\n", + " ])\n", + " mae_scores = -cross_val_score(pipeline, X_reg, y_reg, cv=5, scoring='neg_mean_absolute_error')\n", + " r2_scores = cross_val_score(pipeline, X_reg, y_reg, cv=5, scoring='r2')\n", + " print(f\"Model: {name}\")\n", + " print(f\"MAE (Cross-Validation): Mean = {mae_scores.mean()}, Std = {mae_scores.std()}\")\n", + " print(f\"R² (Cross-Validation): Mean = {r2_scores.mean()}, Std = {r2_scores.std()}\")\n", + " print()\n", + "\n", + "# Разделяем данные на признаки (X) и целевую переменную (y) для задачи классификации\n", + "X_class = df[numerical_cols]\n", + "y_class = (df['Adj Close'] > df['Adj Close'].mean()).astype(int)\n", + "\n", + "# Список моделей для задачи классификации\n", + "models_class = {\n", + " \"Logistic Regression\": LogisticRegression(),\n", + " \"Random Forest Classification\": RandomForestClassifier(),\n", + " \"Gradient Boosting Classification\": GradientBoostingClassifier()\n", + "}\n", + "\n", + "# Оценка смещения и дисперсии для задачи классификации\n", + "print(\"Оценка смещения и дисперсии для задачи классификации:\")\n", + "for name, model in models_class.items():\n", + " pipeline = Pipeline(steps=[\n", + " ('preprocessor', preprocessor),\n", + " ('model', model)\n", + " ])\n", + " accuracy_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='accuracy')\n", + " precision_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='precision')\n", + " recall_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='recall')\n", + " f1_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='f1')\n", + " print(f\"Model: {name}\")\n", + " print(f\"Accuracy (Cross-Validation): Mean = {accuracy_scores.mean()}, Std = {accuracy_scores.std()}\")\n", + " print(f\"Precision (Cross-Validation): Mean = {precision_scores.mean()}, Std = {precision_scores.std()}\")\n", + " print(f\"Recall (Cross-Validation): Mean = {recall_scores.mean()}, Std = {recall_scores.std()}\")\n", + " print(f\"F1-score (Cross-Validation): Mean = {f1_scores.mean()}, Std = {f1_scores.std()}\")\n", + " print()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rVLt2bS1atMh5/Pnwww8VHh7ucea4t68JwzB0ww03aP369br77rvVuHFjffbZZxo6dKjHfb6QY0lWVpYSExPlcDh07733KiYmRocOHdKXX36pU6dOKSoqyqvHAAAQWPJC6PPHE54U9X4uSY8//rimTZum3r17q3fv3tqyZYsSEhIu6tuKxfmc4mkcnJubq379+mn9+vW666671LhxY/3888+aPn26fv31Vy1ZssS5/p133qn33ntPgwcPVseOHbV69Wqvvx126NAhHTx4sNCx7/nyJk2cP7P7hx9+0MCBAzV//nxdddVVbutdeeWVHkPk/GbMmKF33nlHn332mfM0J3mfTaZOnaqkpCT16NFD99xzj3bt2qXZs2frhx9+cBkvSoV/tijOfkqur7PVq1erV69eat26taZMmaKgoCDNnz9f1157rf773/86vx37448/qmfPnqpZs6aSkpKUk5OjJ554wjkx6XyrV6/WRx99pLFjx6patWqKi4vTkSNH1L59e2fwHB0draVLl2rEiBGy2+0aN26cpL9Ph3LfffdpwIABuv/++5WZman//e9/+u6775yfVe+++2598sknGjt2rJo0aaITJ05o/fr12rFjR4HPvWEY6tevn9asWaMRI0aoVatWWr58uR566CEdOnTI7Zug69ev1+LFizV69GhFRETolVde0U033aSDBw/qkksu8eoxHzRokN577z0988wzslgsOn78uFJSUvTuu+96DNq9fU28+eabGjVqlDp27Khx48bpt99+U79+/VS1alXFxsY67684/c5TLcnJybrzzjvVtm1b2e12bdq0SVu2bGHWO8zBAOBm/vz5hiTjhx9+MGbOnGlEREQYGRkZhmEYxs0332x069bNMAzDqFu3rtGnTx/nev/9738NScbChQtd7m/ZsmVuy/PuL79Ro0YZoaGhRmZmpnNZly5dDEnGO++841zmcDiMmJgY46abbvJqf66//nqjU6dOzuvz5s0zKlasaBw9etSl3dChQw1Jxr333utclpuba/Tp08cIDg42jh07ZhiGYdx///1GZGSkce7cuQK3OW7cOEOS8d///te57PTp00a9evWMuLg4IycnxzAMw9i3b58hyZg/f77LPnfp0sXtPocOHWrUrVvXef3YsWOGJGPKlClubbt37240b97c5bHMzc01OnbsaDRs2LDAuvNIKvDv/fffd6lVkjFnzhyX9fP2KzIy0u1xbtWqlVG9enXjxIkTzmU//fSTERQUZAwZMsS5bMqUKYYkY9CgQUXWaxiG8cYbbxiSjJ9//tnttrzX6rlz54yYmBjjySefNAzDMH755RdDkrFu3TqX131+n3zyiSHJ2L17t2EYhmG3242QkBBj+vTpHve5oL+NGze61RUcHGzcc889Re7b+X3NMAxjxowZhiTjvffecy7LysoyOnToYISHhxt2u92lLk/PRWHbS0hIMI4dO2YcO3bM+Pnnn43bb7/dkGSMGTPG2c7bPp+ammpUrFjR6N+/v0u7qVOnGpKMoUOHOpflPQ+dO3d26WOnT582KleubIwcOdLlPlJTU42oqCjn8pMnTxqSjOeff77A/fvss888PtfnO79/9e/f3wgODjb27t3rXPbnn38aERERxjXXXOO2Dz169DByc3Ody8ePH29UqFDBOHXqVKHbzXvtHzt2zHjwwQeNBg0aOG+76qqrjOHDhzvry/98ePuaWLJkiSHJeO6555ztzp07Z1x99dVuxyNvjyVr1qwxJBlr1qwxDMMwfvzxR0OS8fHHHxe6rwCAwJT3Xrhy5Urj2LFjxu+//2588sknRnR0tGGz2Yzff/+90PW9eT8/evSoERwcbPTp08fl/fbRRx91G1/kvbcWVOe+ffucy4r7OeX8cfC7775rBAUFuXwOMAzDmDNnjiHJ+OabbwzDMIytW7cakozRo0e7tBs8eHCBY/z8Vq5caUgyvvjiC7fbunTpYjRq1Mg5ltu5c6fx0EMPGZLcxpTff/+9ERMTY3z22WcFbuuuu+4yKlWqVGg9huE6hsmT9zwlJCQ4PwMZhmHMnDnTkGS89dZbLnV7ekyL2t6uXbuMY8eOGfv37zfeeusto1KlSkZ0dLSRnp5uGMbfY5eGDRsaiYmJLq+VjIwMo169esZ1113nXNa3b18jNDTUOHTokHPZ7t27jYoVK7q9hiQZQUFBxvbt212WjxgxwqhZs6Zx/Phxl+W33nqrERUV5XyN3XDDDUbTpk0L3ceoqCiX8Z4n539OzBvrTZs2zaXdgAEDDIvFYuzZs8dlH4KDg12W/fTTT4Yk49VXXy10u3mfM55//nlj27ZtLp9/Z82aZYSHhxvp6enG0KFDjbCwMOd63r4msrKyjOrVqxutWrUyHA6Hs928efMMSS6fmb3td4bx92ed/MeHli1buvULwEw4rQpQhLzTkHz55Zc6ffq0vvzyywK/zv/xxx8rKipK1113nY4fP+78a926tcLDw13OU1epUiXn5dOnT+v48eO6+uqrlZGR4XIKAUkKDw/Xbbfd5rweHBystm3b6rfffiuy/hMnTmj58uUaNGiQc9lNN90ki8Wijz76yOM6Y8eOdV7O+9/+rKwsrVy5UtLfM4DT09ML/ZrVV199pbZt27qcBiQ8PFx33XWX9u/fX+xTWhTHX3/9pdWrV2vgwIHOx/b48eM6ceKEEhMTtXv3bh06dKjI+7nhhhu0YsUKt79u3bq5tLPZbBo+fLjH+7jppptcZlkcPnxYW7du1bBhw1xmLrdo0ULXXXedvvrqK7f7uPvuu73a7xMnTkgqfCZShQoVNHDgQOd5nBcuXKjY2FjnVy89Wbhwodq0aeP8UaG8U3kUdGqVu+66y+Pj1qRJE7e2VapU8TjL3BtfffWVYmJiXF7bVqtV9913n86cOaN169a5tD//uShKSkqKoqOjFR0drebNm+vdd9/V8OHDXWZMedvnV61apXPnzmn06NEu27j33nsL3P7IkSNVoUIF5/UVK1bo1KlTGjRokMu2KlSooHbt2jm3ValSJQUHB2vt2rVup3bJkzdb6ssvv1R2drZXj0dOTo5SUlLUv39/1a9f37m8Zs2aGjx4sNavXy+73e6yzl133eXy9durr75aOTk5OnDggFfblP7+tsOePXv0ww8/OP8t6Bjs7Wviq6++UsWKFXXPPfc421WoUMHt+biYY0nezPDly5eX+vlXAQBlR48ePRQdHa3Y2FgNGDBAYWFh+ve//+1yyjRPvHk/X7lypbKystx+KDJvVu6FKs7nFE/j4I8//liNGzdWo0aNXMYs1157rSQ5xyx549777rvPZX1v6y9q7Ltz507nWK5Ro0Z6/vnn1a9fPy1YsMClXf/+/WWxWDRjxgx17dpVN9xwg9t9ValSRWfPnr2g9/S852ncuHEu5zMfOXKkIiMj3U47Wdhni4Jcfvnlio6OVlxcnO644w41aNBAS5cuVWhoqKS/f7h09+7dGjx4sE6cOOF8TtLT09W9e3d9/fXXys3NVU5OjlauXKn+/furVq1azvtv0KBBgd9Y7tKli8s43zAMffrpp+rbt68Mw3B5DSQmJiotLc15SpTKlSvrjz/+0A8//FDgvlWuXFnfffed/vzzT68fj6+++koVKlRwe2098MADMgxDS5cudVneo0cP57dqpb8/m0VGRnr1eTtP06ZN1aJFC+fnrEWLFumGG25wPgf5efua2LRpk44ePaq7777b5ZvLeacGzM/bfudJ5cqVtX37du3evdvr/QUCCadVAYoQHR2tHj16aNGiRcrIyFBOTo4GDBjgse3u3buVlpam6tWre7w9/7nttm/frscee0yrV692C5TOPx9t7dq13c7vVqVKFf3vf/8rsv4PP/xQ2dnZuuKKK7Rnzx7n8nbt2mnhwoUaM2aMS/ugoCCX4Ev6vx+pyft63ujRo/XRRx+pV69euvTSS5WQkKCBAweqZ8+eznUOHDjgdooF6e/TZOTd3qxZsyLrvxB79uyRYRiaPHmyJk+e7LHN0aNHPf5oZX61a9cu8Pzd+V166aUug5X86tWr53I9LxS8/PLL3do2btxYy5cvV3p6usLCwgq8j6IYRfzA5eDBg/XKK6/op59+0qJFi3TrrbcWeJ7GU6dO6auvvtLYsWNdXj+dOnXSp59+ql9//dXlR4wkqWHDhl49bnm1enOOSE8OHDighg0buv1oUv7XWH7FfRzbtWunadOmKScnR9u2bdO0adN08uRJl+fa2z6fV0vefzDkqVq1aoEf6M6vN2+wmjfAPV9kZKSkvz9QPfvss3rggQdUo0YNtW/fXtdff72GDBniPA1Oly5ddNNNNykpKUnTp09X165d1b9/fw0ePLjAHzM6duyYMjIyCnzt5ubm6vfff3f54dU6deq4tMvb14I+5HtyxRVXqFGjRlq0aJEqV66smJiYAh8Db18TBw4cUM2aNRUeHu7S7vx9u5hjSb169TRhwgS99NJLWrhwoa6++mr169dPt912G6dUAQATmTVrli677DKlpaXprbfe0tdff+3yXpuVlaW//vrLZZ3o6Giv3s/z3tcaNmzotr43p20pSHE+p3gaB+/evVs7duwocFJC/vFRUFCQSygpeR4nF6agsW9cXJxef/115ebmau/evXrqqad07NgxhYSEuLTzZtJM3jYuZNxa0Pg/ODhY9evXdxuzFvbZoiCffvqpIiMjdezYMb3yyivat2+fy39y5I0jPZ1CLk9aWpoyMzN19uxZtzGr5D6OzXP+mPXYsWM6deqU5s2bp3nz5nlcJ+818Mgjj2jlypVq27atGjRooISEBA0ePFidOnVytn3uuec0dOhQxcbGqnXr1urdu7eGDBni9pk1vwMHDqhWrVqKiIhwWV7Q54Tzx6zS3+PW4oxZpb8/Z7344osaP368NmzYUOD54r19TRTUx61Wq9v+e9vvPHniiSd0ww036LLLLlOzZs3Us2dP3X777c7TAgGBjnAc8MLgwYM1cuR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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import cross_val_score\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LinearRegression, LogisticRegression\n", + "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n", + "from sklearn.ensemble import GradientBoostingRegressor, GradientBoostingClassifier\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "\n", + "# Загружаем набор данных\n", + "df = pd.read_csv(\"..//static//csv//FINAL_USO.csv\")\n", + "\n", + "# Определяем категориальные и числовые столбцы\n", + "numerical_cols = ['Volume', 'High', 'Open', 'Close', 'Low']\n", + "\n", + "# Создаем преобразователь для категориальных и числовых столбцов\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('num', StandardScaler(), numerical_cols)\n", + " ])\n", + "\n", + "# Разделяем данные на признаки (X) и целевую переменную (y) для задачи регрессии\n", + "X_reg = df[ numerical_cols]\n", + "y_reg = df['Adj Close']\n", + "\n", + "# Список моделей для задачи регрессии\n", + "models_reg = {\n", + " \"Linear Regression\": LinearRegression(),\n", + " \"Random Forest Regression\": RandomForestRegressor(),\n", + " \"Gradient Boosting Regression\": GradientBoostingRegressor()\n", + "}\n", + "\n", + "# Оценка смещения и дисперсии для задачи регрессии\n", + "mae_means = []\n", + "mae_stds = []\n", + "r2_means = []\n", + "r2_stds = []\n", + "\n", + "for name, model in models_reg.items():\n", + " pipeline = Pipeline(steps=[\n", + " ('preprocessor', preprocessor),\n", + " ('model', model)\n", + " ])\n", + " mae_scores = -cross_val_score(pipeline, X_reg, y_reg, cv=5, scoring='neg_mean_absolute_error')\n", + " r2_scores = cross_val_score(pipeline, X_reg, y_reg, cv=5, scoring='r2')\n", + " mae_means.append(mae_scores.mean())\n", + " mae_stds.append(mae_scores.std())\n", + " r2_means.append(r2_scores.mean())\n", + " r2_stds.append(r2_scores.std())\n", + "\n", + "# Визуализация результатов для задачи регрессии\n", + "fig, ax = plt.subplots(1, 2, figsize=(15, 6))\n", + "\n", + "ax[0].bar(models_reg.keys(), mae_means, yerr=mae_stds, align='center', alpha=0.5, ecolor='black', capsize=10)\n", + "ax[0].set_ylabel('MAE')\n", + "ax[0].set_title('Mean Absolute Error (MAE) for Regression Models')\n", + "ax[0].yaxis.grid(True)\n", + "\n", + "ax[1].bar(models_reg.keys(), r2_means, yerr=r2_stds, align='center', alpha=0.5, ecolor='black', capsize=10)\n", + "ax[1].set_ylabel('R²')\n", + "ax[1].set_title('R-squared (R²) for Regression Models')\n", + "ax[1].yaxis.grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Разделяем данные на признаки (X) и целевую переменную (y) для задачи классификации\n", + "X_class = df[numerical_cols]\n", + "y_class = (df['Adj Close'] > df['Adj Close'].mean()).astype(int)\n", + "\n", + "# Список моделей для задачи классификации\n", + "models_class = {\n", + " \"Logistic Regression\": LogisticRegression(),\n", + " \"Random Forest Classification\": RandomForestClassifier(),\n", + " \"Gradient Boosting Classification\": GradientBoostingClassifier()\n", + "}\n", + "\n", + "# Оценка смещения и дисперсии для задачи классификации\n", + "accuracy_means = []\n", + "accuracy_stds = []\n", + "precision_means = []\n", + "precision_stds = []\n", + "recall_means = []\n", + "recall_stds = []\n", + "f1_means = []\n", + "f1_stds = []\n", + "\n", + "for name, model in models_class.items():\n", + " pipeline = Pipeline(steps=[\n", + " ('preprocessor', preprocessor),\n", + " ('model', model)\n", + " ])\n", + " accuracy_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='accuracy')\n", + " precision_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='precision')\n", + " recall_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='recall')\n", + " f1_scores = cross_val_score(pipeline, X_class, y_class, cv=5, scoring='f1')\n", + " accuracy_means.append(accuracy_scores.mean())\n", + " accuracy_stds.append(accuracy_scores.std())\n", + " precision_means.append(precision_scores.mean())\n", + " precision_stds.append(precision_scores.std())\n", + " recall_means.append(recall_scores.mean())\n", + " recall_stds.append(recall_scores.std())\n", + " f1_means.append(f1_scores.mean())\n", + " f1_stds.append(f1_scores.std())\n", + "\n", + "# Визуализация результатов для задачи классификации\n", + "fig, ax = plt.subplots(2, 2, figsize=(17, 12))\n", + "\n", + "ax[0, 0].bar(models_class.keys(), accuracy_means, yerr=accuracy_stds, align='center', alpha=0.5, ecolor='black', capsize=10)\n", + "ax[0, 0].set_ylabel('Accuracy')\n", + "ax[0, 0].set_title('Accuracy for Classification Models')\n", + "ax[0, 0].yaxis.grid(True)\n", + "\n", + "ax[0, 1].bar(models_class.keys(), precision_means, yerr=precision_stds, align='center', alpha=0.5, ecolor='black', capsize=10)\n", + "ax[0, 1].set_ylabel('Precision')\n", + "ax[0, 1].set_title('Precision for Classification Models')\n", + "ax[0, 1].yaxis.grid(True)\n", + "\n", + "ax[1, 0].bar(models_class.keys(), recall_means, yerr=recall_stds, align='center', alpha=0.5, ecolor='black', capsize=10)\n", + "ax[1, 0].set_ylabel('Recall')\n", + "ax[1, 0].set_title('Recall for Classification Models')\n", + "ax[1, 0].yaxis.grid(True)\n", + "\n", + "ax[1, 1].bar(models_class.keys(), f1_means, yerr=f1_stds, align='center', alpha=0.5, ecolor='black', capsize=10)\n", + "ax[1, 1].set_ylabel('F1-score')\n", + "ax[1, 1].set_title('F1-score for Classification Models')\n", + "ax[1, 1].yaxis.grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_5/lab_5.ipynb b/lab_5/lab_5.ipynb new file mode 100644 index 00000000..fd1de65d --- /dev/null +++ b/lab_5/lab_5.ipynb @@ -0,0 +1,645 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Бизнес-цель:** класстеризация цен на золото с целью выделения основных ценовых групп." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume', 'SP_open',\n", + " 'SP_high', 'SP_low', 'SP_close', 'SP_Ajclose', 'SP_volume', 'DJ_open',\n", + " 'DJ_high', 'DJ_low', 'DJ_close', 'DJ_Ajclose', 'DJ_volume', 'EG_open',\n", + " 'EG_high', 'EG_low', 'EG_close', 'EG_Ajclose', 'EG_volume', 'EU_Price',\n", + " 'EU_open', 'EU_high', 'EU_low', 'EU_Trend', 'OF_Price', 'OF_Open',\n", + " 'OF_High', 'OF_Low', 'OF_Volume', 'OF_Trend', 'OS_Price', 'OS_Open',\n", + " 'OS_High', 'OS_Low', 'OS_Trend', 'SF_Price', 'SF_Open', 'SF_High',\n", + " 'SF_Low', 'SF_Volume', 'SF_Trend', 'USB_Price', 'USB_Open', 'USB_High',\n", + " 'USB_Low', 'USB_Trend', 'PLT_Price', 'PLT_Open', 'PLT_High', 'PLT_Low',\n", + " 'PLT_Trend', 'PLD_Price', 'PLD_Open', 'PLD_High', 'PLD_Low',\n", + " 'PLD_Trend', 'RHO_PRICE', 'USDI_Price', 'USDI_Open', 'USDI_High',\n", + " 'USDI_Low', 'USDI_Volume', 'USDI_Trend', 'GDX_Open', 'GDX_High',\n", + " 'GDX_Low', 'GDX_Close', 'GDX_Adj Close', 'GDX_Volume', 'USO_Open',\n", + " 'USO_High', 'USO_Low', 'USO_Close', 'USO_Adj Close', 'USO_Volume'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "df = pd.read_csv(\"../static/csv/FINAL_USO.csv\")\n", + "df=df.drop(columns=[\"Date\"])\n", + "columns = df.columns\n", + "index = df.index\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Визуализация по парам признаков\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kEowZMwYvvvgikpKSAAAymQwLFizAV199hW3btsHlckGlUuGNN97wmQw+duxY7Nu3D8888wzWrFmDqqoqdOnSBSNGjMD9999/zb+PiK6eyN1U3WqJiNqIhx56CG+99RaqqqrYF5GIiIiI6sS4scby5cvxwgsvBCy9JiJqCHtGElGHYrFYfD7r9Xr85z//QUpKSocOKImIiIjIF+PGupWWlkKpVLb0MoiojWKZNhF1KCNHjsTYsWPRt29fXLhwAWvXroXJZMLy5ctbemlERERE1IowbvR36tQpfPzxx/jwww9x++23t/RyiKiNYjKSiDqUKVOm4KOPPsLbb78NkUiEIUOGYO3atRg9enRLL42IiIiIWhHGjf6ysrKwcuVKjB07Fv/85z9bejlE1EaxZyQRERERERERERE1C/aMJCIiIiIiIiIiombBZCQRERERERERERE1C/aMBOByuVBSUoLIyEiIRKKWXg4RERHRVXG73aisrER8fDyCgrjX3BYxHiUiIqK27kpjUiYjAZSUlCAhIaGll0FERET0mxQXF+O6665r6WXQNWA8SkRERO1FQzEpk5EAIiMjAdT8hxUVFdXCqyEiIiK6OiaTCQkJCd6YhtoexqNERETU1l1pTMpkJOAthYmKimLwR0RERG0Wy3vbLsajRERE1F40FJOyqRARERERERERERE1CyYjiYiIiIiIiIiIqFkwGUlERERERERERETNgslIIiIiIiIiIiIiahZMRhIREREREREREVGzYDKSiIiIiIiIiIiImgWTkURERERERERERNQsmIwkIiIiIiIiIiKiZsFkJBERERERERERETULJiOJiIiIiIiIiIioWTAZSURERERERERERM2CyUgiIiIiIiIiIiJqFsEtvQAiIiKi9spoFqCrEmCy2hEVJoEyXIpombSll0VEREREHcQFkxUV1QJMVgeiwoIRI5Oic1Roi66JyUgiIiKiJnC23Ixl2/KRrdV7j41OVmLVzEGIl4e14MqIiIiIqCMo0ldj2ceHkVsrHk1RKfD89IFIVIS32LpYpk1ERETUyM5VmLHkskQkAGQV6LB0az6MZqGFVkZEREREHcEFk9UvEQkAOVo9Hvv4MC6YrC20Mr4ZSURERNSojGYBZ/Rmv8DPI6tAB12VwHJtIiIiImo0tdsDRYdJIDhcdcajOVo9KqqFFivXZjKSiIiIqBGdN1lhsNjrvabSWv95IiIiIqIrVWKwYMnWfGQX6CCTirE6TY0Iaf0pP5PV0Uyr88dkJBEREdFVqr3zHBESjBBxEGxOF5wuN4wWOxJjZVg4XoV1OYUwC06/+yNDJS2waiIiIiJqb4xmAUu25uOHMxVYOF6Fsdd3gtFiR7RMUm88GhXacilBJiOJiIiIrkLtnWcAkEnFWDtnGN74r9anR2SKSoHVaWos3pLnEwCmJiuhjGCJNhERERFdu1+nZNuxbHIfBAcFYeXOo1izR+u9pq54NEWlQEx4y8WjTEYSERERXSHPzrMnEQkAGSlJWPNfbcDm4N7zl4LCFJUCL0wfyH6RRERERHTNLp+SvXC8CnlFFVccjz4/fWCL9YsEmIwkIiIiuiJGs4BSk9UnEQkA6gS5zw50bTlaPZZM7gN1ghyK8BDEhktwXaysOZZLRERERO1QoCnZDcWjyyb3xZjrOyFMIkZ0aDASFOHNtdyAglr024mIiIhauQsmK46XmnD8fCVcLjcWjldBJhV7z9scrnrvLy63YN7Gg4AIiA5jr0giIiIiujZGs4DyasHvDciG4tEz5Wa89vUvOHzOiKhWEI/yzUgiIiKiOlxeAgMAmst674QE17+36znvdLlYnk1EREREV82ThDTbHTAL/onHK4lHc7V6PHl7v1YRj/LNSCIiIqIAApXAAECuVo/1uYXISEkCAOQVG6BRKQI+Q6NSIK/YAACQh7V84EdEREREbYfRLODn8yacOF+JUpMV54022AO8BXml8aglwFTtlsBkJBEREVEtRrOAk2VV0FXZ/BKRHrlaPYYkxgAA1uUUYuE4FVKTlT7XaFQKzNUkYV1OIUZzgjYRERERXYUSgwULN+dh+hvfIVurg0VwIiIkGCESMZ6fPsCnbdC6nELM1SQh5bKEZO14FAAiQ1u+RBtgmTYRERGRV4nB4p2W/cbsIfVeGxkajLf+NBTBQSL873Q5nry9L6wOF8pMNgA1O9SLt+RhWPcYvDhzUKsoiSEiIiKi1stoFnCxygaxSIRSoxV/HNkdy6f2w9M7jvoMqElVKfHpQg0+O1yKt/aegllwYvP+M3h++kCcNVhgMNsREhzkjUfNgrNVbY4zGUlERESEmuDvyU+OYHCCHOmjeqBTZEi91wsOFw6fM2LNHi00KgXG9Y7DrLe/R0ZKEkb1VGBc706YfkM3KCOkTEQSERERUb1KDBY8uf0IZt/UHeeNFsRFhSIuMgTP7DiKnMuqdbK1Oqz49ChuHxiPjxeMQqnBioNFFTijN8PmdGHT/jM+FT6jk5WtanO8Rcu0s7KyMHXqVMTHx0MkEmH79u0+50UiUcA/L730kvea8vJyzJ49G1FRUZDL5Zg3bx6qqqqa+ZcQERFRW6evFjBreCLyiiowb+NBfHXsQr29d/ad0kOdIPeWvwgOF97801BoeinQXSHD0O6x6BUX0WqCPiIiIiJqnYxmAUs+ysfAhGiESoKw83Ap5m08iPJqAdn1tA2KiwrB0zuP4WBRBX4sqsD+0+VYvCUP6sQYbL53BLb+eSS+eXgMMtPU6CoPa+ZfVbcWTUZWV1dj8ODBeP311wOeLy0t9fmzbt06iEQizJw503vN7NmzcfToUezevRs7d+5EVlYW5s+f31w/gYiIiNoJh8uNzfvPQJ0Yg7VzhqF/fBSWTe7r15Ondu+d8JBgqBNjsHhLHowWO+5Z+z+kvbMfy7YdhtEstOCvISIiIqK2QlclIFurw7jecVjzX633rUZbgGE1tdkcLuRq9RjZU4FHJvbBsMQYvPy7wRjVU4FecRGtdnO8Rcu0J0+ejMmTJ9d5vkuXLj6fP/nkE4wbNw49e/YEABw/fhy7du3CgQMHMGzYMABAZmYmpkyZgpdffhnx8fFNt3giIiJqV9xuN+4e0R3rcwsv68mjwPYFGhgsAiqtDp/eO9U2h7dM2zOlEACyCnTQVQmtLvAjIiIiotbHZLV7/167vDokuP53CD3nnW430t753tsb8sWZg9A5KrRpFtsI2kzPyAsXLuCzzz7Dxo0bvcf27dsHuVzuTUQCwIQJExAUFIT9+/dj+vTpAZ9ls9lgs9m8n00mU9MtnIiIiFq9EoMFTpcb63ML/SZoZ2v1WLnzKP5+a2/M23jQe9yTgPS8Kbl4S57PfZW1gkoiIiIiorpEXZpybbY5AQAyqRgZKUmIDpNg7ZxhEIlEOFRUgXU5hTALNdfU3gyPiwjB5ntHIDJU0ib6lbdomfbV2LhxIyIjIzFjxgzvsfPnzyMuLs7nuuDgYMTGxuL8+fN1PuuFF15AdHS0909CQkKTrZuIiIhaltEs4GRZFfKKKnDyYpVf+bSnR4/TDb9EpEeuVo9gscj7OVWlxIqp/TG+dydvmbYnMPSIvBRUUuvHPuZERETUkpQRUoxOViJYLIJMKsbqNDXyiipw15v7MG/jQWRsOIC8ogqsTlNDJhX7tA1KTVaia3QobkiMaZUl2YG0mTcj161bh9mzZyM09Le/Zrps2TI8/PDD3s8mk4kJSSIionaoxGDBkq35yC7QeY+NTlbi6TsGwGgREBEqgcvlRrZWh/uq6+/xaBFceGP2EIQEB+GCyYoQcRBe+vYkdh8v87t2dLISyojWHwhSDU8f84yMDJ+Nb4/S0lKfz1988QXmzZvn18e8tLQUu3fvht1ux9y5czF//nxs3ry5yddPREREbccFkxUV1QJMVgeiwoIRI5Oic1QoVs0chFytDstv6xewWidXq0cQRHh//k346tiFS4Nq5HjmjgFtIgFZW5tIRmZnZ+Pnn3/GBx984HO8S5cuKCvz/R8ADocD5eXlfv0mawsJCUFISEiTrJWIiIhaB6NZ8EtEAjX9HJdvP4J0TQ+kvbMfmWlqADUDbOoTLhXDFS6FWXBCJBJBLpNg5R0DYHPkI+uyZOeLMwe1uaCwI2MfcyIiImoOZ/XVMNkccLjccLndqLY5kV9chpt6KpCoCMet/Tqj1GTFso8PB7w/W6vDo6Le6Nc1CplpapRV2hAja3vVOG0iGbl27VoMHToUgwcP9jk+cuRIGAwG/PDDDxg6dCgAYM+ePXC5XBgxYkRLLJWIiIhaiQqzgPRRPZA2PBGhErFPn51srQ4PjO2F1WlqiEU15deHiiqgUSkClmqnqpQ4b7Ji0ZY8DOse4002RsuAzDQ1dFUCKq32NtOnh65dY/UxZw9zIiKijsFoFlBeLSAoSIQqqwPnTVafHpBDE2PQXREOcZAI3WJkOKWrrvd5xeUWLNh0CBqVAs/dObBNxp0tmoysqqqCVvvrtMrCwkL8+OOPiI2NRWJiIoCawOzDDz/EK6+84nd/3759MWnSJNx333148803YbfbsXDhQsyaNYs70ERERB3YGX01lm8/guxaiUWNSoHVaWpvf0ejxY5N+88gQ5OEVJUC63IKsfrSW5K1E5KpKiWeuXMATBYBOxam+CUba5KSbS8IpGvTWH3MX3jhBaxcubJJ10pEREQtq8RgwZOfHMHC8cl45csTdcama/YU4KlpA2A0C95hNnW5LiYMa+cMa7NvRQItnIw8ePAgxo0b5/3s6eM4Z84cbNiwAQDw/vvvw+12Iy0tLeAzNm3ahIULF+Lmm29GUFAQZs6cidWrVzf52omIiKh1OltuxmMfHw7YZwcAMlKSsGaPFiHBQcjV6nFfak/MTUkCck9j8ZY8ZKQkIUOTBADoEhWKGJkE8TEyAOHN/VOoFWqsPubsYU5ERNR+Gc0CDGY7nth+GIMTY/wSkYB/bGq1O6GrErzDbLIuazUE1CQwvzp2AfnFhjbdFqhFk5Fjx46F211/f6b58+dj/vz5dZ6PjY1lY3AiIiICUBP4FZWb652KnaFJgkalQF6xAQAQKhFj4eZD2PrnURAcLhgtdsikYoRLgyGXSdpskEeNrzH7mLOHORERUfvkGaA4P6Un0jVJ6CoPQ7+uUZib0tOnbRDwa2wKANWCE3anC73iIrBq5iAs3erblzw1WYmV0/oDAO5LSWrTMWqb6BlJREREdCV0VQIMFnuD183VJGHxljwAgNPlxt9u7Q15GBOPVD/2MSciIqL6eAYoHi814TpFGJ7YfsRnk/zytkEAYHO4AABh0iDIJDVpunh5WLvuS85kJBEREbVpF0xWVFQLMFkdEAEICQ6q9/qu0aG4WCkgIyUJx0qM2HdKj6mDurab4I6uHvuYExERUWPQVQk4XmrClvk3+SUiAf/SbKAmdk1NVqLgQiVu7tPZe2177ktef7RORERE1IoV66vxzfELOGewQFdlQ5hUDKBm1zkQjUqBz4+cx5z1/8OPRRVYMqkv3v9fEc5WWFBisDTn0qkVOXjwINRqNdTqmgFGDz/8MNRqNZ588knvNVfSx7xPnz64+eabMWXKFKSkpODtt99ulvUTERFR62AW7Nh0700Q7K562wapE+QAamLTskobHpqQjFE9le02+Xg5kbuhpo0dgMlkQnR0NIxGI6Kiolp6OURERNQAo1nABZMNFWYBTrcb353Ue/vv3NynEx6d1BdP7zzqVxbjKc/2lMVoVAqoE2OgTpBj43enkZmmbpNBIGOZto//DImIiNqeXyt07IgKlSBcKsaKHUdxX2ovpL3zfZ33vTF7CLb8rwhPT+sPi+CERBKEuIiQNhmH1nal8QzLtImIiKhNKTFYsOSjfGRrf23oXbv/zjcnLgIAMjQ1U7HDQ4JRbXMgr9jgk4gEanamF4xVYd8pPbIKdNBVCW0+CCQiIiKiplesr0a2Vocu0WEIDhJBJnWjwmLH32/tDRFE9d6bpAzH5AFdcFtmjjc2HZ2sxKqZgxAvD2uO5bcoJiOJiIioTTCaBZgsdhRXWJA2IhFzU5K8Ewkv77/zzYmLeOiW61FcbkG4FJi38WCdzxUHibAupxAAUGltePgNEREREXVMRrMAg9kOi90Jo8WOHspwnwodTyVORZWAVJXSZ/PcI0WlgNEi4LGPj/gczyrQYenW/DZbqXM1mIwkIiKiVu9chRkGsx3nTVaIRCIcKzVhXU4hhibGYPN9N+HejQeQq9UjQ5Pkvae43IIFmw5h7Zxh9T7bLDi9O9KRoZIm/R1ERERE1DaVGiw4U25G5p4Cn1ZAqSoFtj+owRdHSvHW3lMACjE8KRYPjlMBcCO71rUpKgWeuXMgfvfmdwG/o6NU6jAZSURERK3a2XIzlm3L9wnkapdlv/zlCaxLvxGz3v4egtPlvcYzVTuv2ACNShGwibhGpcChogoANaUxyoj2HfgRERER0dUzmgWcKTfD6XJj9ojumJfS01uhk63VY+WOo7htYFdvfJqhSULGxgP4eMEoCE4XqqxORIUGQyoJwsmLVdBVCXV+V0eo1OE0bSIiImq1LpisfolIoKbX4/rcQmSkJCFHq0el1YGMlCR0iggBUJNkzCs2AADW5RRi0bhkpF42YdtTRrMupxCpyUq8OHNQu9+FJiIiIqKrV2G24/U9BZj97n4s2HQIGRsOIK+oAqvT1JBJxcjV6tE5KtQbn9ocLpgFJ05erMbUzFys+W8BQiVivLb7lwa6SXaMSh2+GUlEREStUonBgtO6ar9EpEftsmyjxY6RPRWQBgchRaVA+qWp2QAwNDEG8fJQTB0cj3RNEgSnC50iQiCTilFlc2DN3UPQSxmOrnU0CzeaBeiqLk1JDJNAGS5l0pKIiIiogzCaBSzffjjg5jjwa89ym8Pl1zYoISYMa+cMQ16xASIR8JcJ18NqdyJVpQgY46Z2kEodJiOJiIio1blgsqKs0lYzXCb9Rm8ZTO1J2ABgc9SUZYcEB0EcJILN7sSKqf1x3mDFy78bjOgwCRJjwhAVJoHTXXOP212TvPz2l4tYl1OIYd1jkJmmDriOEoMFS7bmI7vg1+bjHWnSIREREVFHd95kvaLNcU+LIKCmTVCKSoGyShvmbTyI0clK3JeSBF2VgFlvf4/VaWq4AJ82QhqVAs/cMaBDbHozGUlEREStwgWTFQazgOCgIDz16ZE6e0TWTkiGBAd5S7KHJMYAAF775ijUiTH4qdiA56YPREKsDAAw5vpOWLo1H1mXJRbrKs82mgW/RCTQsSYdEhEREXUkRrMAfbUAh8sNl9uNKqsDLnf999gcLp8WQd3kYdi0/wzSNUkQi0R+8eaw7jE1fSVTkpChqSnpDgkOQlmlDTGy9l+iDTAZSURERC3IUwJdYRYgOF2wCE5s3n+mwTIYoCZBecFkxVxNEjbvP4Nu0WGIiwpBrlaP5bf1w30pST7Jwnh5GDLT1NBVCai02hEZKoEyou6Sa12V4JeI9Ogokw6JiIiIOooSgwXPfXYM94/phZd2nfDGo2vnDKv3vugwCeZeahHk6VHeLz4ai7fk4f8yhvtsYEfLpFg1cxCWbs33xrRA/Rvk7RGTkURERNQiApVApyYrMWdUD+w7Ve5Xkp2r1eOvE67HupxCDE2UY/nU/vjiSCm+Pn4B96X2QkSIGPpLkwmtdmfAYC5aduX9Hk0NTDLsCJMOiYiIiDoCo1nAc58dw8O3XI+nPj2KH4oMWDhehSGJMZBJxPhsUQoEpwsmiwMHzpR72welqpSw2p1YvCUP6kQ55miScN5o9SYaYwLEnle7Qd4eMRlJREREza6uEujsAh0kYpG3h6PN4UKoROztGWm02LFzUQocLhcMZgHjesfhlr6d4XK7kb7+AJ6+YwCAxplCGNXAMzrCpEMiIiKijqC8WsBDE66HzeHGD0UGrE5TY31uoc/bixqVAnM1SThWYsTqNDXe338Gj07ui0JdNTLT1MgrNuD9/WfQJz4aQM3bjnUNo7maDfL2iMlIIiIialZGs4BSoxVpwxMxV5PkM5xGJhXj7hHdsSG3MGDPSLFIhBWfHMEjk/pAVyUgJDgIecUG7/0hwUH1Bn5XQxkhxehkpU+PSY/G+g4iIiIian6eVkFGi4DwkGDIJGKcN1kBiPCfeSNwsqwSN/aI9fZ09GyOb95/Bv3io7Hxu9N4cFwv3Pl6rreaJ1WlxNyUHli4Oa/DlV1fLSYjiYiIqNkEKs2uPZwmIyUJ63MLfSYLAjUl2iIAczVJyNbqkV5pw4JNh3yu0VyaWNhYgV/tnj5XOvSGiIiIiFq3QPFoikqB9Et9H4GaPpE7firBa18XeK/xvBkZLBJhzR4tHp/SF+/PvwlmwYnIkGCEh4hhstixY2FKhyu7vlpMRhIREVGzqKs0u/ZwGnWC3KccprYcrR4ZKT0DnktNVuKZOwYgRiZp1MCPPX2IiIiI2g+jWcCSj/KRrfWNR3O0erhRE48CwJr/agNujgPA32/tDQAo1Ffjz+8d8m5Ud5WHNf0PaCeYjCQiIqIm5ynNrms6da5W7y2DqY/VXlMGEx0mweZ7RyBEEgR5mLRJE4QdvacPERERUXtgNAsoMVr9EpEenngUQJ2b47laPZZOFgEAusfK8M3DY7hRfQ2YjCQiIqIm5SmFSRueWO91NocL0WH1D4UJCQ5CarISnSJCIG/ktyCJiIiIqH0qMViw5KN8pI1oOB5tSIXZjtRkJbrJwxiLXqOgll4AERERtT9Gs4CTZVU4dKYcZ/TVGJwgh0wirveehFgZ4qJCkKJSBDyvUSlQZrLi2TsHoLsynMEfERERETXI2ypIq0NIcP1psJDgoAavkQSJ8A/2D/9N+GYkERERNaqz5WYs25bvNw17Qt/OGN+nE/acuOh3T6pKAbfbDaNZwDN3DsCTnxz1KelOVSmwYlp/OFxuyBt4e7IleSYzmqx2RIVJoAxn2Q4RERFRSzGaBZSafm0VlFdsgEal8OsHCdTEq3nFBu/fA12TmqxEz04R6BwV2qTrbu+YjCQiIqJGc7bcjCXb8gM2/A7CCTw6qS9sDpfPeY1KgTmaJMx6+3tkpqmhDA/BqhkDcbFKgNXuhExa80ZlXpEBqSplq03uBZrMODpZiVUzByGeDc2JiIiImoXRLOBilQ0ulxtON1BldWDnohTYnS5UWhy4tV9nvPb1Lz4b5JdP016XfiOCRCK/uO7FmYPaRCKytW+QMxlJREREjeJchRlnys0Bd5EBIFurx6MiN4YnxXqH1STEhuHLoxeweEsezIITseESiIJEsDlckEnFCJUEwWxzIjpMglv7dW5VQVRtdU0KzyrQYenWfGSmqVvt2omIiIjai7PlZvzzqxN4YFwyntl5zK9SZ64mCa99/QsW33w97rmpB8x2JxJjZbhgskIsEuHl3w1GQmwYTpRW4uXfDUaV1YFKqx2RoZI2M6imLWyQMxlJREREv5nRLMBosSMyNBhvzB6CUIkYh4oqsC6nEGbB6b2uzGSD3enGvI0HoVEpoE6M8U4rHN+nE0KCxXji4yM+Uw49wVNrDv50VUKdk8KzCnTQVQmtev1EREREbd25CjOe+/wYHp3YB098ciRgpQ4AqBNj8NKXJ6BOjMFPRQYMTpT7TM9eO2cYUlRKdI4KReeoZv0Jv1lb2SDnABsiIiL6zQxmO174/DimrcnFgk2HkLHhAPKKKrA6Te0ts/ZQJ8iRemlnel1OIYCa/jtPTOmHFz4/7pOIBH4Nnoxmodl+z9UyWe31nq9s4DwRERERXTujWcAZvRl3DU1AidFaZ6VOrlYPdYIcuVo9RvZU4Inb+3rjUY+EGBm6tpI3CK/WlWyQtwZ8M5KIiIh+k7MVZpwzWJA2ojvmpvT0vhHpCQIzUpKwZo8WqSol8ooNSFEp8cTt/VBqsCIzTY0uUaGICg3GWYPFp5Smttb+dmFUaP1DdSIbOE9ERERE105XJaDS5kCvTuEwC856K3VsDhcAwOl2o9Rg9TmXmqxE56iQZl9/Y2krG+RMRhIREdFV8TTENgt2RIVJ8cTHh/368axOU2PxljzkavXI0CQhRaXA3yf2Rto730OdIIfbXRMAllXa0LdLJJZsO4y04Yn1fm9rCZ4CUUZIMTpZiawAO9Gjk5VQRrTOJCoRERFRe2C0CEhShGPlp0d94tJUlRKb77sJ92484H0rMCS4pkhYLBLhf0Xl3ms9A2pa6+b3lWgrG+RMRhIREdEVq90Qe+2cYVi16+c6+/F43oiMCAnGo5P6IGPDAagT5cgrNmDKgC6IiwzBsO4x3nKS9FE96v3u1hI8BRItk2LVzEFYujXfJyHZHoJaIiIiotbGaBZQVmmDwWJHVFgwFOEhOBugUidbq4MbbqxLvxGz3v4eQxNjLlXqKNA9Voau0aGY0CeuTQ2oqU9b2SBnMpKIiIiuyAWTFad11Ugbnoi5miR0jgqptx9PhiYJACAOEmHW299DnSjHXE0S3v9fEe5LSfIGe6d01QCAvGIDNCpFwGe2puCpLvHyMGSmqWvKhNrY1EUiIiKitqLEYMGSj/KRrdVBJhVjzd1qrM8prLNSJ0erx5+tDiy/rS/6xUcjc08Bnp8+ENfFylrwVzSNtrJBzmQkERERNehchRln9GYYLHZv/52UXsp677E5XEhNVkIcJEJmmhp5xQZs3n8GT97e3ycQ8pSTrMspxOo0NQD4JCRTW1nwVJ9oGZOPRERERE3FaBa8iUgAmD+6p18iEvCv1DFa7FB3j4HN7sCAbtF4ZucxvPy7we0ybmsLG+RMRhIREVGdjGYB503WmuExYRKEScUwWRyIjw5FdHj9ZdPyMAmW394PJRUWAMDY6zuhmzwMMTLf+2qXkyzekoeMlCRkaJJgc7ggD5OgV1wEOkeFNtlvJCIiIqLWzWgWoK8WADeQrumBtBGJCJWI0SlSite+Lgh4T+1KnZDgIJzRm3H/f37wnm/NwxF/q9a+Qc5kJBEREQVUuwTGQ6NSYK4mCV8fv4DhSbG4uU8nfHPiot+9qSolEmLC8Gl+CQ6dqcDim6/Hmj0FePqOAX6B0eXlJGv2aAH8Wk7CRCQRERFRx3WuwoyicjNEIhHcbjfyig3eCdkfzL+p3nttDhc0KgXyig2Y2L8zZFKxd3p2ax6O2N4xGUlERER+Li+B8fCUvKgTY7Di06N4YfpA2ByHkVOrNCZFpcDyqf0w/d/foW+XKPxtYm+ESoPqLYVpC+UkRERERNS8zpabsWRbvm8LH5USHy8YhfNGG2IjpD4JxsvJwyQ1Pcv3FyE+OtRbtg0AoVIxjOb2+3Zka8ZkJBEREfk5b7L6JSI9PCUva/ZoYbTa8fS0AbA5XTBa7AgPEaPMZMPd73xfMyVbq4MLbjw1tT8A4GRZFUxWO6LCJFCG+yYbW3s5CRERERE1PaNZQEW1AHGQCI99fNhvuGG2Voendx6DOjEGP+UYsHbOMMzbeNAvIZmqUqJTVAhWfX4cSyb3xd3vfI8XZw4CUFPtszO/FPnFBqyaOQjx8rBm+33EZCQRERFdYjQLKKu0wWixQyYVY+F4lbcE5nKC0wUAMNucKDPZ0DkqFLPe/j7gc3O1ejhcbizckofsy6b6MfgjIiIiIo9zFWacq7BAERGCkgqLdzCNTCpGRkoS1Aly2Byumn6RESFYl1OIN/57Ek/c1hePfXzE+xyNSoEHx6ngcLrwlwnX49XdP2PVzEFwuNzetkOLt+TBLDixdGs+MtPU3BRvRkxGEhERUZ39IVenqbF0az5mDU/0Cf4SY8OgjJAiMlSCuRsO4M0/Dq33+RXVgk8iEgCyCnQM/oiIiIgIwK8l2aOTOyGn4CLSRnQHUJOIXJ2mxvrcQm+JNVDz5uOau9VYuDkPf7u1N9bOGQabw4WQ4CCUmaxQRErx+eFSvLX3FMyCEyarAyun9Yc6McabiARqYtL2PMymNWIykoiIqIOr6Q/5k3fn2cNTErMu/Ua8uOvEZcGfAv+XMRw52jKYBSccLne932F1uAIeZ/BHRERERBdMVjz16RGMuV6JCX07QxUXgXBpMNal3wi3241N+88ELNcG3MhISYLV4UTX6DBUCw6YLHacM1rxzJpcnwqfXK0eBrPdJ6b14DCb5sVkJBERUQdkNAvQVQkwWATIpMF+iUiPXK0elVZHgOBPD3xxAkO7xwAA8s8akKpSBuwzmZqsRP5ZQ51rYfBHRERE1HGdrTCjyubA7Jt6QCYVY8UnR3xi01SVEnM0PfD9qXK/9kHZWj3SNUlwu91QREhhMzgxb+PBOr/rYpUt4PHIUEnj/Bi6IkEtvQAiIiJqPkazgNO6aizcfAg3/3MvZv57H07rq+u/xxI4WZhdoEOKSgmZVIxu8jA8OE4FjUrhc42nX49IVPfzGfwRERERdUzF+mroqwSIAIRJg7BmT4HfJnm2Vof1uYXISEmq8zmJsTJ0jgpFVANxpVTsnwYbnayEMoJVOs2Jb0YSERF1EKUGC86Um/F6rSBPJhXjupj6B8iEBNe9d2m02PH54lTYnS7c8XouMlKSkKFJ8vbrySs2IGPDAbx7z7CA99cO/jxva9Y1bZuIiIiI2o/icjNytDp0jQ7DdbEyuFyot1onQxM4GdktJgzdYmQAAGWEFKOTlcgqCFytU1bp+2bk6GQlXpw5iDFnM2MykoiIqAMwmgUUlZvhdLl9gryMlCQcPmuERqXwK8UGaspi8ooN9T77yU+O4KEJyTALzoA9eAAgRBLkFxjWDv5KDBYs2ZrPadtEREREHUCZyQqb3YnPD5dicGIM3sk5hdmXBtbUxRagB3lqshKhtTbOo2VSrJo5CEu35geMO2VSMYb3iEWl1Y7IUAmUEdz8bgktWqadlZWFqVOnIj4+HiKRCNu3b/e75vjx45g2bRqio6MRHh6OG2+8EUVFRd7zVqsVDz74IBQKBSIiIjBz5kxcuHChGX8FERFR62ey2OF0uRF0Wb20OkGOZz87jrmapIAl1ivv6I/jJcaAz0xNrklUZhXoIJPWv78pD5MiM02Nbx4eg+0LRuGbh8cgM02NrvKwmgE6lyUigV+nbRvNwjX8YiIiIiJqTYxmAUX6KhTqqvDN8QtYseMosrV6qBPkyNXq663GAYDoMN8S7FSVEk/e3s8vSRkvD6sz7oyWSdErLgI3JMagV1wEE5EtpEXfjKyursbgwYORkZGBGTNm+J0/efIkUlJSMG/ePKxcuRJRUVE4evQoQkNDvdf89a9/xWeffYYPP/wQ0dHRWLhwIWbMmIHc3Nzm/ClEREStVonBgsc+PoxsrR5r5/iWS9scLpgFJxZvyUNGShLmpfSETCqG0+XGvlN6zFn3P2TePQSCw+0znCZFpcDy2/vhztdr/v+tOEhUZ0mMpxQ7WhZ451lXJfglIj04bZuIiIio7TtvsMBotaPCLMDpAvp3i8ayj48A+PWNx7xiQz3VOgrERYXg04UamAUngoNEOHWxCp8fKUWqqpPf9XXFndQ6tGgycvLkyZg8eXKd5x9//HFMmTIF//jHP7zHevXq5f270WjE2rVrsXnzZowfPx4AsH79evTt2xfff/89brrppqZbPBERURtgNAtY8lG+tzT78iDPswNdu8RaJhUjIyUJQxJjMPb6TrAIDqRremBuShKsdieiwyS4LiYMf3x3v3eiYXCQCM9PH4hlHx/2K7VuqA+PqYFp2py2TURERNR2Gc1CTSKyWsDr/9UiW6vHG7OHeM974tF1OYVYnaYGAJ+EZGqyEgvGqnDHmlxv7KlRKTBXk4SndhzD7QPjm/HXUGNotdO0XS4XPvvsM1x//fWYOHEi4uLiMGLECJ9S7h9++AF2ux0TJkzwHuvTpw8SExOxb9++Op9ts9lgMpl8/hAREbUnRrOAk2VVKDVafd5oXJdT6FOS7UlO1uZJTK7NOYUwSRDMghNxUSEIk4jRPVaGuKgQ/PHd/SiusAAAbukbB4k4CE/tOIrBCXKsnTMMb8wegs33jsALMwaiawM9Hxuaeshp29SU2DaIiIioaXji0YKyKrjcwCldNX4oMgDwHZDoiUc91TrqxBifePLpaf0REx6MNXcPwRuzh2DtnGFQJ8Zg8ZY8DO0eg4hQjkNpa1ptMrKsrAxVVVVYtWoVJk2ahK+++grTp0/HjBkzsHfvXgDA+fPnIZVKIZfLfe7t3Lkzzp8/X+ezX3jhBURHR3v/JCQkNOVPISIialZny804W2FBWaUNLrcbC8erIJOKAcAvyEtVKfHU1P5IVSl9nuHZbcalFpPF5RaYBQdEIuCONbneROToZCWemtYfyz4+jK+Pl2HNHi3mbTyIBZsO4e5392PZtsMN9nz0TD0MpPa0baKm4Gkb9Prrrwc872kb1KdPH3z77bfIz8/H8uXL/doG7dixAx9++CH27t2LkpKSgC2IiIiIOoqz5WYs3HwIN/9zL+56cx8m/ysbnx0uxeo0NWRSsc+GeO3Ncs+m+LyNB7Fp/xkEBYngAiAVi7E+5xQWbDqEeRsPYs0eLdSJcswZ1QNPfHwYJQZLy/5guioit9vtbulFAIBIJMLHH3+MO++8EwBQUlKCbt26IS0tDZs3b/ZeN23aNISHh2PLli3YvHkz5s6dC5vNdzT78OHDMW7cOLz44osBv8tms/ncYzKZkJCQAKPRiKioqMb/cURERM3kjL4aj3182Ke0xZNYXLwlz1va4rH53hEIDhLhu1N6DOwWDZvDhZDgIOQVG3Ci1IQB3aLx2tcFAGpKZB4cp0K1zeG9rqzShiGJckx8LbvONX3z8Bj0iouod90lBkudUw8berOSamKZ6OhoxjK/0eXxKADMmjULEokE//nPfwLeYzQa0alTJ2zevBl33XUXAODEiRPo27cv9u3bd8Vtg/jPkIiI2gOjWYDRYseyy+JRD41KAXVijLcke31uIXK1em+boFE9FZAEByFMIoZELILL7cbMf9dUvmakJGFkTwXEQSKYBScOFVVgXU4hzIITo5OVyExTs09kC7vSeKbVvsuqVCoRHByMfv36+Rzv27cvcnJyAABdunSBIAgwGAw+b0deuHABXbp0qfPZISEhCAkJaZJ1ExERtZRzFWacM1hw/+heWDa5L+xOF0wWBw6cKcfm/WeQkZLk7QsJ1EwgDBaLEBkajB9Ol3uTjkBN4nFeShIWbDrk/fzgOBUyNhzwS2hePhTnclfS89Ez9VBXJaDSakdkqMQ79IaopXjaBj366KOYOHEi8vLykJSUhGXLlnkTlg21DaorGRloc5yIiKgtKzFY8P0pHbpEhQVMRAI1vSAzNEk+AxQzNEmICAlGdJgEu46ex+GzBiy++Xq8tvsXrJjaDzsWpqDSakeoRIydh0u9CcjaOPSwbWm1yUipVIobb7wRP//8s8/xX375Bd27dwcADB06FBKJBN988w1mzpwJAPj5559RVFSEkSNHNvuaiYiImpvRLEBfLcAN4KlPjngH1QC/vhF5rMSIu0d0R7BI5HNuwTgVAEAaHIRFNyfj8dv7wWS2IypMgvMmK+AGXv7dYHRXyBAhDcbk1dl+gd+VuNKej5x6SK1N7bZBzz77LF588UXs2rULM2bMwH//+1+MGTPmN7UNWrlyZRP/AiIiouZhNAtYsjUfSyb1QVG5ud5rPdOzPSXZqclKPH/nAJy8WI0be8RifJ84/PtbLR6/rS+iwiTe+DCvqMJnY/1yHHrYdrRoMrKqqgpa7a//h1RYWIgff/wRsbGxSExMxCOPPII//OEPGD16NMaNG4ddu3Zhx44d+PbbbwEA0dHRmDdvHh5++GHExsYiKioKixYtwsiRIzlJm4iI2r0SgwVLtuZjcIIceUUVfjvQns/qxBiszy3E8tv64f/dfxPCpcGQSoLgcLoQFizG+UprzQ1uN2LCpcjYcMDbExKoKbMuNwt1JiLzig1ITVb6TNH2YM9Hastcrpr/sXTHHXfgr3/9KwDghhtuwHfffYc333wTY8aMueZnL1u2DA8//LD3s6dtEBERUVtjNAsorxbw2JQ+EEGEhNgwvDF7CEIlYp9Sao/aw2tSk5V47s4B0FdZEBcdCsHhRHmVgNHJnRAaHOSzUc2hh+1HiyYjDx48iHHjxnk/ewKyOXPmYMOGDZg+fTrefPNNvPDCC1i8eDF69+6NrVu3IiUlxXvPq6++iqCgIMycORM2mw0TJ07EG2+80ey/hYiIqDl5dp+zC3RIH9Wjzl1iTynMmj1auAD8/q3vfc7vWKTBrLf3Y8ciDWb8ex/UiXKsmNbf21/ySpKJ63IK8fniVDz5yZGAPR/5tiO1VWwbREREVL/zBgsMFjsMZgEx4VI8u/OYX6XO6jS1N7ZMTVaihyIcH94/EuEhwbhgsqDUaEGlzYnFa7/zXvPC9IHoGiPz+S7P0MMsboC3eS2ajBw7diwamp+TkZGBjIyMOs+Hhobi9ddfr3MCIhERUXukqxK8byLaHC5v0291ghw2h8tnJ9pTCmOy+JeuWISac2crLDALTu/blBkpScgvNvgkE+sK/oZ1j0GMTMKej9TusG0QERFR3YxmAeVmAc99fhzqxJh6K3UyUpLwY1EFVk7rjx35JRgQH43fvVUzmOajB0aihyIEm+8dUW8MGS2TYtXMQXUOPWTc2Xa02p6RRERE5M9oFqCrqukT6SGTiL3TCGu/IenZifb0irTa/cusw0PEAACp+NdymVytHstv64f7UpK8Qd2VBn8MAqmtYdsgIiKia2Mw2/HC58d9KnECydXq8djkvri1X2c4XC68tfcUXv7dYO/56DAJVHGRV/SdHHrYPjAZSURE1EZ4ekT+cKYCH9z/a5LD6XZjfW5hwJ1oEYC5miRoVAocPFPhc16jUsDudEGjUiCv2OBzzmp3+gV1DP6oPWLbICIioqvj2Ry3OpzekuyGKnX0ZgH/l1uIP47sAbPg9PaNTE1WIi7y6tqWcOhh2ydyN1Qn3QGYTCZER0fDaDQiKiqqpZdDRETk54LJipNlVTBY7OgcFQq704nX/3sS2QU6rEu/ERkbDtR575b7RgAQYd7GA97m4Z5J2+FSMaoFp7ePj8c3D49Br7iIpv5Z1EgYy7R9/GdIRERtgWdzPLtAh/fvuwmz3qnpR74h/UY4AmyQ1445FREhuPud79G7SyTUiTHelkBd5WEt9XOokV1pPMM3I4mIiFq5EoMFSz76yacZ+Pg+nfD0Hf2xfPuRgOXXtTlcbhwqKsc79wyD0+2G3eFCXrEB7+8vQtqIRL9EJBuAExEREZGH0SzAYLbDYndCXy1gyaQ+ePgWl89U7IYqdVZM64+0t79H365RWDmtPwD4tASijoXJSCIiolbMOzX7ssBuz4mLAI7h+ekDUWl11PsMweHCgcJy9I+P9pmS/eydA/DMzmN+iUg2ACciIiIiACipMMMsOLFyx1G/KdlLJvVBikqBHK0eIpHILxHpkaPVw+5w4YP5I9nihwAwGUlERNSqGcx2pI/qgbThiT59d8yCE3tOXMQ9I6sRGy5FarLSO127tlSVAnGRoZirScJ1MWF+Uwpf/t1g9oAkIiIiIh9Gs4DzJitMVgciQoLx2G39YLU7sfeXi3g76xRytXq89vUv+PvEPgBONFipIzhc6Bcf3TyLp1YvqOFLiIiIqDkZzQLO6KtxvNSEC5U2dIkKRUKMDIfPGXCsxIjVaWrIpDVTsM2CE7Pe/h5zRvVAqkrh8xyNSoE5miT84e192PjdaXSJCsUNiTHoFRfhM/26V1yE33EiIiIi6niMZgE/nzfh4JkKnDNYsfeXi5j57+/w7GfHoK8WcOSsEWvurolF95y4CEO1gBsSY5CkDK/3uZGhkmb6BdQW8M1IIiKiVsBoFlBhFmB1uGA02+Fyu5F7Uu99C1KjUmDhOBUGdZNj0/enMX90T7z2dQHiIkOQmaaGw+XGY1P6ISgIOGewwO0G8ooNWLwlD8O6x7D0moiIiIjqdbbcjGXbfNsDpaqU+HjBKJw32nDOYMbAhGisz/k1FjXbnVizR4ub+8RBo1IELNVmP3K6HJORRERELcTTDNxsd0AiFmPlp0f8evGsTlNj8ZY8b2B328Cu6BMfjZv7xuHIOSMKLlRi2cdHvPeMTlbi+ekDIThdUIRLMf2Gbiy9JiIiIqI6Gc0CyqsFPPnJEb8+5dlaHZ7eeQzqxBjkFVVgxe398dbeU3h0cm+8nXXKO8TGaLZjriYJAHwSkuxHToGI3G63u6UX0dKudPQ4ERFRYyk1WHCm3Iy3s05i9oju2JBb6Bf8ATUJSXViDNbs0QIA1s4Z5j0XHx2GmW9+5zOABqgJ+jLT1Az6OhDGMm0f/xkSEVFLKDFY8OT2I3hgbC/c9ea+Oq9bO2cY5m08iFSVAoMTY6BOkOOCyYoSoxV5RRVQJ8ZgXU4hMlKSoE6Qw+ZwoacyHF2jQxmTdiBXGs+wZyQREVEzMpoFFFyoxCldNdxu4KEJ10MmFQdMRAI1O8vqBLn3s83hgs3hAgCUmqx+iUgAyCrQQVclNMn6iYiIiKh9MJoFPLn9CO6+KRFGi73eaz3xZ3at2HTgddE4VmLEXE2St7XQmj1azNt4EAs2HYLV7mQikgJimTYREVEzKTFYsGRrvs/U6xSVAstv7weZVBwwsQgAgtPl/XtIcBBCJWLsO6VHv6517zZWWusPKImIiIioYzKaBZRV2mAw27FgnAo/nzeha3RYvfd4yrEBQCQCDhUZMCa5E/rFR2PxlryAcSyH1lBd+GYkERFRMzCaBb9EJADkaPV4dudxZKQk1Xlvp4gQAECqSoEykxWRocFYl1PoExRejsEfEREREV2uxGDBws15uOXVLPzurX2Y8e/v8PmR8+gWE4b354/AwvEqyKRin3s0KgXyig3ez12iwrAupxAScRB+KjIETERyaA3Vh8lIIiKiJmY0Cyg1WpE2PBHr0m/0C/KytTqM7KkIeK9GpYA0OAgalQIrpvXHgG7RyNhwAEMTa/r0BMLgj4iIiIguZzQLWPJRPrK1vpvj2QU6PL3jGL4/VY4fiyqwOk3tjVVTk5V4dGIfvP+/IgA1sanT5cbQ7jEwWATMTekBjco3juXQGmoIy7SJiIiaUKDS7NpTsj07yeIgETQqhc/0wdRkJeaM6gGr3YnbB8bjbLkFCzYfwtBEOeamJEEE/3sY/BERERFRIGWVNr9EpEe2Voe/TEjGa18XQAQRNt07AuXVAhIVMrzw+XGsmjkIm/efwd0jukNfZcNcTQ8s2HQIALD89n548vZ+sAhORIZKoIyQMhalejEZSURE1ETq2n32JA8zUpK8U7LNghPqxBhkaJJgc7gQHSZBXFQI7liTi3fvGYahPWJQUmHBh/ePxO7jF7Bwcx4ABn9ERERE1LALJisEpwtvzB6CUIkYh4oqvENnPBwuN4CaxGS6pgfW5RZiyaQ+2HPiIuwON9I1PbBoSx62L9AgWCzC5ntHMP6ka8JkJBERURMwmgWcN1nr3H3O1eqRoanpE5mqUuBQUYU3MalRKTBXk4RTF6sxtHsMrosJQ7XggDxcApfbjTtviMf43p0QHsLgj4iIiIj8Gc0C9NUC4HZDcLlxrsICkUiEY6UmrMsphDpR7lepc3mvyIXjkvHfn8sA/JqgHNY9Bp2jQhh/0m/CZCQREVEjKzFYkFugQw9leL3X2RwuaFQKrLxjAM6VW9Bv9hCEBAchr9iAxVvy8M49wzBnVA+s3HEUaSO6e4PF1Eul2PHy+qceEhEREVHHU2Kw4Lmdx/DAWBX+ses4smu19KndLggo9FbqXN73UREeggqzgLf2nvI5znZA1BiYjCQiImpERrOA53YexSOT+sBid2HLfTchMjQYF0xWLNmaD12V4L02ITYM6sQYFOnNcLjd+PuHP3l3plNVSljtTm8C0upweYPF7AIdlm7NR2aamsEgEREREXkZzQKe3H4ED91yPV744rhPb3HAv11QhiYJGpXC5y3IVJUS+mobFtV6axIAEmNl6MrNcGoEnKZNRET0G5WZrCi8WIWjJUb8cqEKiydcj/8VlmPmv79D2jvf4/bMHKzPLcSme2/yTrlOVSnx5dELWLNHC6fbjfW5NTvTQM2O9ZxLPXk8AWCuVg91gtz7nVkFOp/EJhERERF1XEazgDO6apQYrZij6QER4JeI9KgdV4aHBOO2gV1htTvx1t5T0KgUWD61n18icnSyEnGRIc3wS6gj4JuRREREv0GRvhrnDBas+a/WdxK2Sok1d6uxcHNNIJej1eOZnUfx4sxBWJdbiCdu74vpb3wHjUqBvGIDcrV6PDa5L9QJcm+Zdu0AEKgp666t0mpvlt9IRERERK1XqcGC4goztGVV6BwVCpvDBXmYBAvHq/yG1Hh44sroMAkGdItGqdGKzDQ1ykw2/FhU4XOPp0UQK3KosTAZSUREdI2K9dXI0erw2eFSv53nmsE1bp+J2TlaPR67rR/UiTEoNVgxNFGOOZqkSz17gEqbA/M2Hqzz+0KCfQsaIkMljfuDiIiIiKhNuWCywmgVEBESjC8Ol9bZH/LyhGRIcBBSVUrYnS5MW5MLoCbp+NydAwA38PniFFQLTkSGBkMsEsFid8JoFpiQpEbBZCQREdE1uGCywmR1oHNUaJ0lMNlaPdIvTcz2MJrt+KnIgDtviMfQHrE+wWFwkAgalSLg8zxvUHqMTlZ6S76JiIiIqOOpGVRzFI9O6ovHth9usD+kR6pKiTKTFcum9EGQCPjogZGIkUmhjJB6k40lBgte+CIf2QU6732jk5VYxSGK1AiYjCQiIroGBrMAk9XhVzp9ucvPR4UG4+8Te2PW29/79HxMVSmRo9Vh7qXk5eUl33M0PbxvUI5mqQwRERFRh2Y0C3jykyP4y83X45zBUm9/yIxam+MpKgWevqM/bE4XwoKDECYNRp+uoX7PXrLVNxEJ1PQs5xBFagxMRhIREV2DSqsDEaFimIX6Z8HVLq1OUSkQERqMp3cchVlwYuF4lbd5eLw8DF8ePY+lW/Mxa3giMjRJsDlcCAkOQk9lOMQiEd6/bwTCQyQ+u9ZERERE1PGUVdow8LpoBIkAg6X+PuKRoRK8MXsI5GESdIsJQ7XNDnFQEEQQIS4q1O96XZXgl4j08AxRZCxKvwWTkURERFfBaBZw3mRFiCQIZSYbykzWOkurU2uVVqeoFHhyan+UmSxYfns/CE43ntlx1KdkRqNSYNXMQT6l2xqVAurEGOQXG1gWQ0RERNTBGc0CLlRa4XQCtw3sijN6s19f8ctFhIhRaQ3Cd6f03oE2nzyoQZcAiUgAMDUwJJFDFOm3YjKSiIjoCpUYLFjyUT6ytTosHK/CybJK/PWW3uihDAdwWWl1shJPT+uPskobJvbvjDKTDf/6+hcsm9IXLpcbz+w44tNgvPb9nr4+GpUCcy8NuDELTpbFEBEREXVg5yrMKC43IyZciuc/P+btTZ5XbKh7czxZia+OXcBrXxd4j6WoFPVW2kQ1MCSRQxTpt2IykoiIqBajWYCuSoDJakdUmATK8JpAzWgWvIlIAFiXU4jVaWq8uvtn/GFYIlZO6w+b3QWz4ERUWDCqrHbclpnj84bj03cMwHUxMpwsq/JLRHrkavVYMqkP1Aly5BUbfN6SZFkMERERUcfiiU2NFgGhEjHCQ4NxtsKCuSk9ESOTIKvgIo6VGAP2HU9RKbBsch/c9eY+77HUZCVemD4Q3WJkdX6nMkKK0clKZAUo1eYQRWoMTEYSERFdUmKw+DXr9kwNrLTavYlIADALTizekoeMlCQ43W7oqgRU2xzIKzbg9kFdkXNSj8w0NQAgOkyCb3+5CNGlexsqfTlbYcGCTYcCnmNZDBEREVHH4KnK+aGoAqvT1Fif+4vfkMO5KT0wqJsc//n+NNSJMd6+49FhEiTEhGHn4ZKaypowid/E7LpEy6RYNXMQlm7N90lIcogiNRYmI4mIiOA7NVAmFSMjJQnqBDlsDheKy6sRFxmKdek3wmp3IlQixqGiCqzLKfT2fHxj9hAs2HQIqSoFJvXrgld3FyBFpcAjE/sg7Z3vMax7DO5Lqdmxbqj0pb6+PyyLISIiImrfLpisMJgFGMx2PDqpN8KkwXjq0yN+ZdjZWh3ccGNYj1j0i4/2xq4hwUE4o69GZKgY/9j1C0YnK6+61U+8PAyZaWroqgRUWu2IDOUQRWo8TEYSERHh16mBMqn40s5zTaLR83n1Ht8AUKNSYHWa2ltGHRIcBI1KgQfHJUMsBjbdOwKRocHI2HAAw7rH+OwiN1T6UlZpC7hGlsUQERERtV9Gs4AKsx3Ltx/2aemz6d4RyKmjxU+OVo8/j1Vh9rv7vcc8fcfLq+y/6W3GaBmTj9Q0mIwkIiICYLQIAGqGx6zPLfQZJlP7s0ft8z8VGXBdTBhuHxgPi90JuUiCGJkEgsOFD+aP9NtFbqj0xfN3lsUQERERdQwlBguKys14fU+BX29xo6X+Nj1Otxtr5wwD8Gt7oPf/V4Tlt/Xj8ENqlZiMJCKiDq/EYIHV7gIAqBPk3tLrQJ9ry9XqsWCsCjckyOFyuREXFYIHNx/C+vQbIZdJkaQMqzP4a6j0hWUxRERERB2DZ1Diksl9Ag45rK+FDwDYHS6syy3EXE0S7ln3PwxNlOPZ6QMhD5MwfqRWiclIIiLq0IxmAXt/uYjkuAisnTMMcZEhWDhehXU5hTALTtgcrnrvd7rdWLwlD+vSb8SiSyXbVTYH/vD290i99DZjvDws4L31lb6wLIaIiIioY9BVCTh+3oTgIBHWzhkGm8Pl06M8r9gAjUrhV6kD1AyxuS4mDEsm9UGp0Yqtfx6FcKkYZ/RmaJ0uJMTI0DkqhHEltSpMRhIRUYdWYbZjZ35Jnf0gr2Qn2iw4vX80KgXyig0AgOwCHZZuzWd5DBERERHVqdIq4N05N+K5z475vBnpiUmXbs3HqpmDEAQRsrU6n/PLp/bDna/nwiw4kZqsxPN3DsCKHUex58RF73Wjk5VYVc8GOVFzYzKSiIg6LKNZwPLth+vtB1nfTrQn8ahRKXCoqMLbLHzxljzvNVkFOuiqBCYjiYiIiMhPicECabAYL3x+3K9E2xN/zhqeiM37zyBd0wPpmh6wOVzoHivDF0fPo1BXDbPgRIpKgZXT+uOpyxKRQE08yg1yak3qf92DiIioHTKaBZwsq8I5gyVgXx6gJvib2L8LJGIR5qUkIUWl8DmfeinxeKLUhJXTBmBYYgzUiTHe6dq1VVrrbzpORERERB2HJxb95UIllnz0E8yCs96YdGRPBe4e0R2LtuRh3saDWLDpEJxuN9bs0aJrdCjWzhmGGxJjcMFkxTeXJSI9PBvkRK0B34wkIqIOpcRgwZKt+cgu0OGN2UPqvba43IyDheWYMqAr5qUkISOlJ2RSMSJDgyEWiSAKAv50U3ecq7AgfcOBOp8TGSpp7J9BRERERG1Q7Vh07ZxhyNbqMfum+pOEnh7lng1vzaVN8lSVEhcrbd6+5f26RtX7HG6QU2vBZCQREXUYF0xWnNZVI214IuZqkqCMkEImFQOoKclWJ8h9GobLJGJka/V4asdRqBNjsGaPFm/MHgKr3Yn09Qe8ZdlHSwxIUSmQE2BHe3SyEsoIlsMQERERdXRGs+BNRALwDkpsKFb09CgHahKRC8cl40SpCXM0PbBp/5kr7nXODXJqLZiMJCKiDqHEYMGSj37yKYFJVSmwPv1GmAUn3s05hTV7tN5zKSoFJvTtDJlUjFytHhmaJABAdJgE+07VPMPTx+eOwfFYfnt/PLPzqE9C0jNNm715iIiIiEhfLWBwghzpo2r6PibGyrB2zjDEhEuQqlIELNVOVSnQKTIEb8wegpDgIJSZrFBGSvG/03o8teMYzIITNofL2+s8VaX0GXLjwQ1yak2YjCQionbPuwt9WYCXrdUDIhEmD+jiN6AmR6uHGyeQkZKENXu0sDlcSFEpEBkajHU5hd7rcrV6/HXC9fjX1z/jhekDUWlzwCw4ER0mQVxkCBORRERERAQAcAPIK6rw2wC/N7UnlkzugylnTYiLCvFW6lwwWjEsKQYOpwuKcCmqbA6cM1rxzJpcnx7lno3zzfvP4NnpA/DE9iPety+BmkQkN8ipNWnRZGRWVhZeeukl/PDDDygtLcXHH3+MO++803s+PT0dGzdu9Lln4sSJ2LVrl/dzeXk5Fi1ahB07diAoKAgzZ87Ev/71L0RERDTXzyAiolZOVyX4BGS1ZRfokD6qR8Bztd+IlIdJ8MjEPsjYcMBvQI3D5UbPuEjYXW70i49u1LUTERERUdtnNAt46pMjATfARRDh8dv64rPDJX5VNl3loQgJDkKF2Y4Fmw7V+x1/u7U35GESrElTQ1cloNJqR2SoBMoIKROR1Kq06DTt6upqDB48GK+//nqd10yaNAmlpaXeP1u2bPE5P3v2bBw9ehS7d+/Gzp07kZWVhfnz5zf10omIqA0xNdCs29Ovp65zqclKWOxOpL3zfcAphNU2B9bs0cJkYVNwIiIioo7OMy07r6gCJy9WwWgWajbH65iYna3VQV8t+PUfzy7QYW32KZgFZ4P9IKPDJLjrzX3QVQmIlknRKy4CNyTGoFdcBBOR1Oq06JuRkydPxuTJk+u9JiQkBF26dAl47vjx49i1axcOHDiAYcOGAQAyMzMxZcoUvPzyy4iPj2/0NRMRUdsTEVL//7urL7iLDpPg77f2xupvfvF7IxKoaSKeV2wAwKbgRERERB1dqcGCb3+5iLjImnLrCrMd/yssx/Vx9VdvGuvY1M7W6jE3pScOFVVAo1L4vVkJ1MSj3/5yEWbByYnZ1Ca06JuRV+Lbb79FXFwcevfujT//+c/Q63/9L96+ffsgl8u9iUgAmDBhAoKCgrB///46n2mz2WAymXz+EBFR2xdoF7rUYMHBMzXBWyCpKgUumKyBzyUrYbU78eZeLR6d1NfvGZ5p2utyCtkUnKgNy8rKwtSpUxEfHw+RSITt27f7nE9PT4dIJPL5M2nSJJ9rysvLMXv2bERFRUEul2PevHmoqqpqxl9BREQtzWgWcKbcjJ35JZi38SAWbDqEjA0HsDO/BKEScb331rc5brU7sS6nEHM1SX7xaKpK6Y1HAW6OU9vQqgfYTJo0CTNmzEBSUhJOnjyJxx57DJMnT8a+ffsgFotx/vx5xMXF+dwTHByM2NhYnD9/vs7nvvDCC1i5cmVTL5+IiJpRicFSM6TmsmbdC8ap8MpXP2PVzEEA4LObnKpSYm5KD4gg8ttp1qgUeHpafxSVW9ArLhKz3/0es4YnIkOTBJvDhYTYMHx59AIWb8nDsO4xbApO1IZ5WgdlZGRgxowZAa+ZNGkS1q9f7/0cEhLic3727NkoLS3F7t27YbfbMXfuXMyfPx+bN29u0rUTEVHrYTDbkbmnwO/txVytHvlnDUhNVgbsY56qUnorbQKRh0lgFpxYvCUPGSlJ3ng0OkwCq92JRVvyYBac3BynNqNVJyNnzZrl/fvAgQMxaNAg9OrVC99++y1uvvnma37usmXL8PDDD3s/m0wmJCQk/Ka1EhFRy/FOy74suMsq0MHpdmPW8ERv8PbXCdd7y2Biw6WY/W7Nm/S1A7uQ4CDkFRtQVG7GnPUHvM/zTD4cnazEM3cMwIQ+cZh+Qzc2BSdq49g6iIiIGkO14AhYRg0Az3x2HNsXaLBy59HLNscVWDalD17+6ueA941OVqK7QobRyUpkFei88WiKSoF0TRIW10pEcnOc2opWnYy8XM+ePaFUKqHVanHzzTejS5cuKCsr87nG4XCgvLy8zmARqAkmL9/NJiKitqu+admeidhmoaa8RSIWYXL/rnhm51GkXzoO/JporO3Lh1L9drA9gV5XeRi6I7xpfhARtTqe1kExMTEYP348nn32WSgUNaVyDbUOmj59ut/zbDYbbDab9zPbBhERtX3VAfqLe5gFJwr11VAnxng3wGNkEnRXhMPhcGH+6F6wOVy+icpacWfmZROyI0KDUW1zYPO9Izgxm9qcNpWMPHv2LPR6Pbp27QoAGDlyJAwGA3744QcMHToUALBnzx64XC6MGDGiJZdKRETN6EqmZcukYqxOU2N9biHe2nsKGSlJ6BQZglSVEtla/0Tm6GQlukSFYs1lgR8DPaKOpylaB7FtEBFR+yMPq79fo0Qc5LcB/s3DYy5NvJbg+TsHolpwwCw4ER0mQVxkiDfujJYxBqX2o0WTkVVVVdBqf/0vYmFhIX788UfExsYiNjYWK1euxMyZM9GlSxecPHkSjz76KFQqFSZOnAgA6Nu3LyZNmoT77rsPb775Jux2OxYuXIhZs2axHIaIqAOJaqBRd6hEjIyUJKzPLfTuNq/Zo8X7/yvCu3NuBACfhOTlZS4M/Ig6tqZoHcS2QURE7U9UmAQpKgVyApRqp6gUcLvdfsc906+ZbKSOpEWTkQcPHsS4ceO8nz0B2Zw5c/Dvf/8b+fn52LhxIwwGA+Lj43HrrbfimWee8Smx3rRpExYuXIibb74ZQUFBmDlzJlavXt3sv4WIiFqOMkLq7aNzuRSVAl2jQzEkMcZnJ1omFWPVzEFY/c0vGJwoR7qmB2wOF+RhEnRXyNBVHtacP4GI2pDGaB3EtkFERO1Ptc2BdE0S3IDfYMR0TRLEIpHfPZx+TR1RiyYjx44dG3BnwOPLL79s8BmxsbGcUkhE1MFFy6R4fvpALN2W77MT7Qn8XvnqZzwwppfPPbXflNxz4qLPudHJSmSmqbk7TUQBsXUQEREFYrTY/SZeewYjLt6Sh5d/N9jnek6/po6qTfWMJCIiqovV4cQNiTGYGyDwMwtO/P3W3j7XqxPkAYfWADVTuHVVApORRB0EWwcREVFjiAqVwCw464wxQ4KDvH/n9GvqyJiMJCKidqHCbK8z8AMAkQg+pdw2h6ve51U2MBSHiNoPtg4iIqLGUF/roNHJSqg6RWD7glEcikgdHpORRETULoRLxfWed7ndWDVzEJZuzUdWgc5nZzoQ9u8h6jjYOoiIiBpDtEzqE296eN6C7CoPQ3eEt+AKiVoHJiOJiKhdCJcGQ6NS+DQL99CoFJBJghEvD0Nmmhq6KgEutxupyUpk17Fzzf49RERERHS1aseblVY734IkCoDJSCIiahfkMgkWjU8G4D+9cNH4ZMhlNW86Rst+DQZfrGfnmgEjEREREV2L2vEmEfljMpKIiNqFaJkU3WNluH1QvM/0wrJKG3rEygIGhNy5JiIiIiIial5MRhIRUbvRVR6GKQO6+CQXh3WPqTe5yJ1rIiIiIiKi5sNkJBERtStMLhIREREREbVe9Y8SJSIiIiIiIiIiImokTEYSERERERERERFRs2AykoiIiIiIiIiIiJoFk5FERERERERERETULJiMJCIiIiIiIiIiombBZCQRERERERERERE1CyYjiYiIiIiIiIiIqFkwGUlERERERERERETNgslIIiIiIiIiIiIiahZMRhIREREREREREVGzYDKSiIiIiIiIiIiImgWTkURERERERERERNQsmIwkIiIiIiIiIiKiZsFkJBERERERERERETULJiOJiIiIiIiIiIioWTAZSURERERERERERM0iuKUXQEREVBejWYCuSoDJakdUmATKcCmiZdKWXhYRERERdRCMR4kaH5ORRETUKpUYLFiyNR/ZBTrvsdHJSqyaOQjx8rAWXBkRERERdQSMR4maBsu0iYio1TGaBb/ADwCyCnRYujUfRrPQQisjIiIioo6A8ShR02EykoiIWh1dleAX+HlkFeigq2LwR0RERERNh/EoUdNhMpKIiFodk9Ve7/nKBs4TEREREf0WjEeJmg6TkURE1OpEhUrqPR/ZwHkiIiIiot+C8ShR02EykoiIWh1lhBSjk5UBz41OVkIZwQmGRERERNR0GI8SNR0mI4mIqNWJlkmxauYgvwBwdLISL84chGgZgz8iIiKitsxoFnCyrAp5RRU4ebGq1Q2EYTxK1HSCW3oBREREgcTLw5CZpoauSkCl1Y7IUAmUEVIGfkRERERtXInB4jepenSyEqtmDkK8PKwFV+aL8ShR02Aykoiog7hgsqKiWoDJ6kBUWDBiZFJ0jgpt6WXVK1rGYI+IAjMYDPjoo49w8uRJPPLII4iNjcWhQ4fQuXNndOvWraWXR0REdbhgsmLJRz8hW6v3OZ5VoMPSrfnITFO3qviP8ShR42MykoioAyjSV2PZx4eRq9VDJhUjIyUJo3oqUFxuRnSYBHGRIQyyiKjNyM/Px4QJExAdHY3Tp0/jvvvuQ2xsLLZt24aioiL83//9X0svkYiIAigxWHBaV+2XiPTIKtBBVyUwLiVq59gzkoionbtgsvokIlenqZFXVIG7392Pu97ch1tezcLCLXkoMVhaeqlERFfk4YcfRnp6OgoKChAa+usb3lOmTEFWVlYLroyIiOpiNAtY8lE+DBZ7vddVWus/T0RtH5ORRETtXEW1gNxLu88ZKUlYn1vo/eyRfaksprU1DiciCuTAgQO4//77/Y5369YN58+fb4EVERFRQ8oqbcjW6hASXH8aIjJU0kwrIqKWwmQkEVE7Z7I6vH9XJ8j9EpEenrIYIqLWLiQkBCaTye/4L7/8gk6dOrXAioiIqCGeNyLzig3QqBQBr0lNVkIZwRJtovaOyUgionYuKvTX9sA2h6vea1kWQ0RtwbRp0/D000/Dbq/5d5ZIJEJRURGWLFmCmTNntvDqiIgokHCpGACwLqcQczVJfgnJVJUSz9wxgP0iiToADrAhImrnYsOleGH6AMRFhSJcGox16TfiUFEF1uUUwiw4fa5lWQwRtQWvvPIK7rrrLsTFxcFisWDMmDE4f/48Ro4cieeee66ll0dE1OEZzQJ0VQJMVjuiwiRQhksRLg1GqkqBbK0ei7fkISMlCRmaJNgcLkSHSSAOEiFGxliUqCNgMpKIqJ1zuNz4/HCpz9RCjUqB1WlqLN6S501IjmZZDBG1EdHR0di9ezdyc3Px008/oaqqCkOGDMGECRNaemlERB1eicGCJVvzkV2g8x4bnazEizMG4vHb+qG8WoDBYkeoRIxDRRU4VmLEfam9kCAP41uRRB0Ek5FERO2Y0SzUBIOX9YmsPdBmzR4tUpOVeHHmIAaARNSmaDQaaDQaAIDBYGjZxRAR0a+xZ61EJAAcPFOBogoL1uzRIlv767nUZCWentYfocFB6Boja+7lElELadGekVlZWZg6dSri4+MhEomwffv2Oq994IEHIBKJ8Nprr/kcLy8vx+zZsxEVFQW5XI558+ahqqqqaRdORNRG6KoEv2DQI1erx+QBXbD7r6OxJk2NrvKwZl4dEdG1efHFF/HBBx94P//+97+HQqFAt27d8NNPP7XgyoiIOhajWcDJsirkFVXg5MUqGMx2/HCmwu+6jJQkrN5T4JOIBIDsAh1WfHoUshC+J0XUkbRoMrK6uhqDBw/G66+/Xu91H3/8Mb7//nvEx8f7nZs9ezaOHj2K3bt3Y+fOncjKysL8+fObaslERG2KqYGBNHaHC8mdI/lGJBG1KW+++SYSEhIAALt378bu3bvxxRdfYPLkyXjkkUdaeHVERB1DicGChVvycPM/92L6G9/h5lf24olPjmB1mhqyS8NqPNQJcm9lzuWyCnTQVQnNsWQiaiVaNBk5efJkPPvss5g+fXqd15w7dw6LFi3Cpk2bIJH4NrM9fvw4du3ahXfffRcjRoxASkoKMjMz8f7776OkpKSpl09E1OpFNTCQhgNriKgtOn/+vDcZuXPnTvz+97/HrbfeikcffRQHDhy46uexWoeI6OrUVY6dXaDD+txCZKQk+Ry3OVz1Pq+ygQ10ImpfWjQZ2RCXy4U//elPeOSRR9C/f3+/8/v27YNcLsewYcO8xyZMmICgoCDs37+/zufabDaYTCafP0REbcnlJTFGsxDwXLBYhNHJyoDP4MAaImqrYmJiUFxcDADYtWuXd3CN2+2G0+m86uexWoeI6Oo01ApInSD3ORYSXH/qgRvkRB1Lq27M8OKLLyI4OBiLFy8OeP78+fOIi4vzORYcHIzY2FicP3++zue+8MILWLlyZaOulYioudQ1oXDVzEEQAXi01jmZVIx16TfCDfhPNOTAGiJqo2bMmIG7774bycnJ0Ov1mDx5MgAgLy8PKpXqqp83efJk7zPq4qnW+fLLL3Hbbbf5nPNU6xw4cMC7SZ6ZmYkpU6bg5ZdfDpi8JCJqS4xmAboqASarHVFhEjjdbsikYpiFK9sAKqu0ITVZGTCByQ1yoo6n1SYjf/jhB/zrX//CoUOHIBKJGvXZy5Ytw8MPP+z9bDKZvKU+REStWV0lMVkFOizdmo/JA7v6nDMLTmRsOIDlt/fDk7f3Q7XNgchQCZQRUiYiiajNevXVV9GjRw8UFxfjH//4ByIiIgAApaWlWLBgQaN/32+t1gnUkshms8Fms3k/s1KHiFqrQBvhqclKrE5TY/GWvIAJycRYGb55eAwqrXZv7Dnm+k5YujUfWdwgJ+rwWm0yMjs7G2VlZUhMTPQeczqd+Nvf/obXXnsNp0+fRpcuXVBWVuZzn8PhQHl5Obp06VLns0NCQhASEtJkayciair1lcRkFegwZ1QPv+NmwYll2w7jm4fH4IbEmCZeIRFR05NIJPj73//ud/yvf/1rk3xfU1TrsFKHiNqC+npDut1uZKQkYc0erc+50clKxEWG+CUYo2VAZpoauirBJ0nJRCRRx9Nqk5F/+tOfvP1/PCZOnIg//elPmDt3LgBg5MiRMBgM+OGHHzB06FAAwJ49e+ByuTBixIhmXzMRUVNraDp2fc3B2RiciNqTkydP4rXXXsPx48cBAP369cNDDz2Enj17Nur3NFW1Dit1iKgtqG8jPEerx4KxKp9kZENvOkbLmHwkohZORlZVVUGr/fVfXIWFhfjxxx8RGxuLxMREKBQKn+slEgm6dOmC3r17AwD69u2LSZMm4b777sObb74Ju92OhQsXYtasWezNQ0TtUkPTsetrDs7G4ETUXnz55ZeYNm0abrjhBmg0GgBAbm4u+vXrhx07duCWW25ptO9qqmodVuoQUVvQ0EZ4qETsV47NZCMRNaRFk5EHDx7EuHHjvJ89u8Nz5szBhg0brugZmzZtwsKFC3HzzTcjKCgIM2fOxOrVq5tiuURETeryxuDKcP9gThkhxehkpU+vHY/RyUqUVdr8jnvOsTE4EbUXS5cuxV//+lesWrXK7/iSJUsaNRnJah0i6sga2giPDpOgV1xEM62GiNqLFk1Gjh07Fm63+4qvP336tN+x2NhYbN68uRFXRUTU/OqbkB0vD/Mei5ZJsWrmoDqbf3v+zsbgRNSeHT9+HP/v//0/v+MZGRl47bXXrvp5rNYhIgqsoY1wbnYT0bVotT0jiYg6ioYmZGemqX0SifHysHqbf7MxOBG1d506dcKPP/6I5ORkn+M//vij3yCZK8FqHSKiGoEqdV6cOQhLOAWbiBrRNSUj77nnHowbNw6jR49Gr169GntNREQdiqcxuEwqRkZKEtQJctgcLoRKxDhUVAF9tRBgGmHdCUY2Biei9u6+++7D/PnzcerUKYwaNQpATc/IF1980WcozJVitQ4RUf2VOtzsJqLGdE3JSKlUihdeeAHz5s1Dt27dMGbMGIwdOxZjxozx26EmIqL6max2yKRirE5TY31uoc9EQo1Kgenqbi24OiKi1mf58uWIjIzEK6+8gmXLlgEA4uPj8dRTT2Hx4sUtvDoiorbnSip12BuSiBqLyH0128CXOXfuHLKysrB3717s3bsXv/zyC7p27YqzZ8825hqbnMlkQnR0NIxGI6Kiolp6OUTUwZwsq8LHP55DXlEFcrV6v/OpyUosv70fxEGigENtiIg6cixTWVkJAIiMjGzhlfw2HfmfIRG1vJNlVbj5n3vrrNSZoe6Gnp2YjCSi+l1pPPObekbGxMRAoVAgJiYGcrkcwcHB6NSp0295JBFRh6OMkGJUT4XPG5G1ZRfoUFxuxryNBwMOtSEi6sjaehKSiKg1YKUOETWna0pGPvbYY/j222+Rl5eHvn37YsyYMVi6dClGjx6NmJiYxl4jEVG7Fi2TQhocVO81NocLQN1DbYiI2ju1Wg2RSHRF1x46dKiJV0NE1L5EhUqQkZKE9bmFfpU6uVo9nvr0KNYw/iSiRnJNychVq1ahU6dOWLFiBWbMmIHrr7++sddFRNQuBJpIGCiIi2kgsAuplazMKtBBV+U/1IaIqD278847W3oJRETt1pVU6jD+JKLGck3JyLy8POzduxfffvstXnnlFUilUu8Qm7FjxzI5SUSEwBMJU5OVeGH6QFwXK/O5VhkhxehkJbIuaxoO1JTG5BUbfI5VWu1NsmYiotZqxYoVLb0EIqJ260oqdRh/ElFjqf/fNnUYPHgwFi9ejG3btuHixYv4/PPPIZVK8eCDD6Jv376NvUYiojbngsmKJR/95DeRMLtAh6Xb8nGuwuxzPFomxaqZgzA6WelzXKNSYK4mCetyCn2OR4ZKmmbhREStWEVFBTIzM2EymfzOGY3GOs8REXV0RrOAk2VVyCuqwMmLVTCaBb9rGqrUYfxJRI3lmt6MdLvdyMvLw7fffotvv/0WOTk5MJlMGDRoEMaMGdPYayQialNKDBac1lUjO8BkbADI0epxRm9GREiwT6lLvDwMmWlq6KoEGC12WO1OfHdKj8Vb8mAWnN7rRicroYxgiQwRdTxr1qxBfn4+Fi1a5HcuOjoa2dnZMJlMePzxx1tgdURErYvRLKC8WkBQkAjnKiwwWOwIlYjxzYkynCg14amp/X2qdeqr1GH8SUSN6ZrejIyNjcWIESOwefNmJCcnY+PGjdDpdDh06BBeffXVxl4jEVGbYTQLWLI1HwZL/WUsBosduir/HelomRS94iIwpHsMeijDkV9s8EtEvjhzEPv1EFGHtHXrVjzwwAN1nr///vvx0UcfNeOKiIhaH6NZwM/nTThxvhI2pwu5Wh3u/b+DWLDpEDI2HEBeUQVmDU/Eik+P+FTr1FWpw/iTiBrbNb0Z+d577yE1NRVRUVGNvR4iojZNVyUgu0CH9FE96r0uJDiowb47td+UrLTaERkqgTIi8AAcIqKO4OTJk0hOTq7zfHJyMk6ePNmMKyIial1KDBYs+Sgf2dpf327UqBRYnab2Vtt4pmWrE2P8qnUYfxJRc7imZORtt93m/fvZs2cBANddd13jrIiIqA0zXUow5hUbkKpS+gSCHp6BNNNv6Nbg86JlDP6IiDzEYjFKSkqQmJgY8HxJSQmCgq6p8IeIqM0zmgW/RCQAb/IxIyXJOy07V6tHhibJW61TO95k/ElETe2aojWXy4Wnn34a0dHR6N69O7p37w65XI5nnnkGLpersddIRNTqeZqCO1xurEu/EcFBIjwyqTdSVAqf6zwDaX4uNbHvDhHRVVKr1di+fXud5z/++GOo1ermWxARUStSVmkLuBEO1CQf1Qlyn2M2h+uKqnWIiBrbNb0Z+fjjj2Pt2rVYtWoVNBoNACAnJwdPPfUUrFYrnnvuuUZdJBFRa1ZisGDJ1nyfydkalQI3JMixdHIfGC0OGC12hAQHIa/YgA/+V4Sn7xjAHWcioqu0cOFCzJo1C9dddx3+/Oc/QywWAwCcTifeeOMNvPrqq9i8eXMLr5KIqPmVGCwoKjfXe43N4fviUHSYBPtO6a+oWoeIqDFdUzJy48aNePfddzFt2jTvsUGDBqFbt25YsGABk5FE1GFcMFmx5KOf8EORAQvHq6BOkMPmcCFUIkaJwYJfLpjQq1MkusfKUC04cPugrvjTTd3ROSq0pZdORNTmzJw5E48++igWL16Mxx9/HD179gQAnDp1ClVVVXjkkUdw1113tfAqiYiajtEsQFclwGS1IypMAmV4zeb2ko/yka7pUe+9IcG/FkamqBSIDA2uqdZJSWrKJRMR+bmmZGR5eTn69Onjd7xPnz4oLy//zYsiImoLSgwWnNZV44ciA1anqbE+t9DbhweoeTvy2TsH4Lmdx/D1iYve46OTlVg1cxDi5WEtsWwiojbtueeewx133IFNmzZBq9XC7XZjzJgxuPvuuzF8+PCWXh4RUZM5W27Gsm35yL7UAxKoiSsfv60vsrU6DE6UQ6NSeHtE1ubpWQ4AqSol/j6xN97ee5LVOkTUIkRut9t9tTeNGDECI0aMwOrVq32OL1q0CP/73/+wf//+RltgczCZTIiOjobRaOSEcCK6IkazgIVb8pA2PBHHSk3IK6oIGPilqpQYnCj3SVICNYFjZpqawR8RNQrGMm0f/xkSUX3OlpuxZFt+wHhz7ZxhmLfxIGRSsXeDvPZ1qSolVkzrB5PFDpk0GOIgEcRBIijCOaiGiBrXlcYz1/Rm5D/+8Q/cdttt+PrrrzFy5EgAwL59+1BcXIzPP//82lZMRNQGeEpjys0C5mqSoIyQIlQi9ks2emRrdQFLZrIKdH6TC4mIiIiIajOaBVRUCzBYHAETkbWZBScWb8lDRkoSMjRJ3gE1PZXhiA2XQhUX2UyrJiKq3zUlI8eMGYNffvkFr7/+Ok6cOAEAmDFjBubPn49nn30WqampjbpIIqKWZjQLMJjteGL7YZ/SmFSVAgvHJ9d77+XNwj04uZCIiIiI6nK23IziCjOCg4IQJhVj4XgV3v9fEWYNT/TpU+52uzGhTyd8feIizILTZ5M8NVmJZ+8c0IK/gojI3zUlIwEgPj7eb1DNTz/9hLVr1+Ltt9/+zQsjImotSg0WGCx2PPvZMb8d6WytHn8eq6r3/trNwmuLDJU02hqJiIiIqH0wmmuqcJ7cfsRnE1yjUmDTvTfhxV3HA/Ypd+EY9tTqU65RKbD89n6Y/K9sDOsew57lRNRqXHMykoioPbp8QmFESDBytDrEy8PqLI357pQeqclKZBfo/M6l1GoWXtvoZCWUESzRJiIiIqJflRgs2PvzRew8XOIXe+Zq9Xhm51HckBjjk3TM1erx5PYjSNckYfaI7t7y7AsmK744Ugqz4ERWgQ5Lt+azZzkRtQqBX9chIupgjGYBP5834eCZChSVm1FeLaBYb8aRc0YM6BYNmVQMmVQc8N51OYV44ra+0KgUPsc1KgWenNofx0qMPsdHJyvx4sxBDASJiIiIyMtoFrD3l4sYcF0UZo/ojnXpN2LheJVPDJqj1UOdIPe71/MG5byNB7Fg0yGsyy1EXFQo3tp7ynuNp2c5EVFL45uRRNShGc0CKsx2LL+sF2SKSoF0TRIWb8mDWXAiVaXE6jS193NtZsEJu9OFp6cNQIVZwMUqG6TiIOQVG3D3O99j1vBEzB7RHVGhEsSGS6GM4ORCIqKrNWTIEHzzzTeIiYmBWq2GSCSq89qIiAj0798fjz32GBISEppxlURE185osSMxVobicgtCJWIcKqrAsRKjXwxaVz/yqDAJPnxgJCqtDhwqqggYt7JnORG1BleVjJwxY0a95w0Gw29ZCxFRsyoxWLD3l4vYme9fBpOj1UMEYP7onnjt6wJka3Vww42MlCS/ydmpKiV2Hb0AAPipyIBsrW+59po9WmhUCjx/50B0V4Y36W8iImqv7rjjDoSEhAAA7rzzznqvtdls+Oabb/DHP/4Re/fubYbVERH9Nmf01Xjs48M+MalGpcBcTRI27z/jE4PW1Y/cZLFjw3enMWdUD6zLKfRLRALsWU5ErcNVJSOjo6MbPH/PPff8pgURETUHo1nAkq35SB/Vo85ekNlaPR6d3AdvZ52CWXAi59KwmtrJyBSVAn+f2Btp73wPANi+QIOVO4/6BZKLxidDLmPwR0R0rVasWBHw73U5efIk+vfv35RLIiJqFGfLzXjiskQkAO9ndWKMtzS7rn7kmkvHswt0cLsDb6CzZzkRtRZXlYxcv359U62DiKhZ6aoEZBfokDY8sd7rykw2n2DO6XZj7ZxhsDlckIdJEBkajLkbDvy68yxy4/ZB8cjQJHmbh5dV2tAjVsbSbCKiZtSrVy9cuHChpZdBRFQvo1lAUbnZp11QbblavTeuTE1W4uk7+uO5z477XON5g3LxljwANRU+Cy7bQGfPciJqTdgzkog6JNOlfjl1lbnUVrtJeKeIEJgsdkSHiZCj1XnfmgRqgrzOkaGYMqALdFUCKq12RIZKMKx7DAM/IqLfqKE+kbUdOnQIQMNVPURELcVoFmAw22G2OyESibAu/UYcKqoIWF5tc7jQQxmOod1j8I9dJ5A2PBGLb07G2QoLQoJr+pRf3h8yVCLGNw+P8caj7FlORK0Jk5FE1CFFXeqXk1dsQKpKEXA32lPu0q9rFICa3pBScRDCpGK89vUv2HPiovfay3ebGewRETWu2n0irVYr3njjDfTr1w8jR44EAHz//fc4evQoFixY0EIrJCK6MqUGC86Um5G5p8CvtU+ggYnyMAm+OnoeB0+X45GJfZD2zvfITFNjwaZDdX5HdJgEveIimvR3EBFdKyYjiahDuWCywmAW4Abw2aIUlJsF3D6oKw6dqcCznx33Bn61y10y09TQqBSYo+mBqWtyoE6U45GJfXDPTT3gdLuRGCtDXGQIE5BERE2odp/Ie++9F4sXL8Yzzzzjd01xcXFzL42I6IoZzQLOlJvx+mWJSODXHpG1WwSlqBToFhOGGxxyOFxuVFQLMAtO5BUboFEpAvY+Z29IImrtmIwkog6jSF+Np3Ycxd0jumN9bqFP8JaqUmD7Ag0K9dUIDhJ5y12GJsagU2QI1Ikx3l3qmvtOQJ0YgzV7tPjm4TFMRBIRNaMPP/wQBw8e9Dv+xz/+EcOGDcO6detaYFVERA0zmO1wudwN9ogEaqpyVkzrjy+PluL5z38GALwxewgAYF1OIVanqb33eLA3JBG1BUxGElGHUGKw4PGPD2NwYoxfIhKomZz99M6juOFSghEAUpOVmDOqB2a9/b1f757agWLlpf6TRETUPMLCwpCbm4vk5GSf47m5uQgNDW2hVRER1e9shRlPbD+MtBHd671OJg3GpntHIFYmRanBgte+/nUQjaffuVlwYvGWPGSkJOHBsSqESsSIDmNvSCJqG5iMJKJ2r8RgwWldNbK1eqRrknwmC9aWo9XjsSn9kKJSIjRYDEmwCL97c59fItLD5nABACIv9Z8kIqLm8dBDD+HPf/4zDh06hOHDhwMA9u/fj3Xr1mH58uUtvDoiohpGswBdlQCT1Q6ZNBhOlws/FBmQfmlDuy5ymQSVVgcsdid+KKrwHk9NVqKs0ub9bBacyC82YPbwRHSVhzXZ7yAiamxMRhJRu+OZTlgtOGAWnLA73YgOk0AmFXsTiHU5ra/Ggk2HkKpSYvnUfvVeGxIcxJ48REQtYOnSpejZsyf+9a9/4b333gMA9O3bF+vXr8fvf//7Fl4dEXVkRrMAfXVNf/KnPjniU46demlAzeFzxjr7PaaoFPjscKl389wz1OaD/xXh6TsGQCYVY3iP2HqnZNdOgkaFSaAM59uSRNS6MBlJRO2G0SzgQqUVcIvwzM6jlwV/SqxOUyNIJKr3GZ7Sl2ytDs/sPIblt/fDsm2H/a7TqBQoq7SxJw8RUQv5/e9/HzDxeOTIEQwYMKAFVkREHd25cjOyCi6if7dovLTrhF9fyJrPIsxLScKg66IB+PZ7TFEpkH5pgKJHrlaPIJEIL/9uMDpH1bShqC/2LDFYsGRrPrILdN5jo5OVWDVzEOL59iQRtRJMRhJRm+bdfXYDT316BIMTY5BXVOET2MmkYgxOlEMmESMoSITN943Adyf1WJdT6FOCrVEpkFds8H7OLtDhidv6YnSyElm1ArrUZCWeuWMAYmQSJiKJiFqByspKbNmyBe+++y5++OEHOJ2B22sQETWVcxVmFFeYsfNwKeKiQgMOqPHEpJ0iQ1Bpc+Bvt/TGkkkilBqtuE4ehi+OnvcOTKwtu0CHKqsDnaPqX4PRLPglIgEgq0CHpVvzkZmmZuxKRK0Ck5FE1GZ5dn4HJ8i9CcjLe0LKpGKsTlNjfW6hz/GUSyUvnoBPo1Jg7mU70QBgEZzITFNDVyXUWw4DsCSGiKi5ZWVl4d1338W2bdsQHx+PGTNm4PXXX2/pZRFRB3O23AyT1Y7M/2qRq9VjdoABNXXFpBqVAgvHqWB1OOvsaw5c2cBEXZXgl4j0yCrQQVclMDYlolaByUgiapNq7/ymj+rhDd4u7wmZkZIUcHp2jlYPkUiEbX8ehXMGC/KKDQF3omsPp3EDQB1V3iyJISJqHufPn8eGDRuwdu1amEwm/P73v4fNZsP27dvRr1/9vX6JiBqb0Sxg2bZ8PDKpjzfe9LT9qa2umDRXq0cQgJXT6m8vcSUDE00NJCyvJKFJRNQc/P8tSUTUBtTe+a2dgLw8+FMnyAM2BwdqSl5cbmDDpR3qyxORo5OVCJUEYeGWPNz8z72Y/sZ3uPmVvVi0JQ8lBov3uoZKYoxm4Tf9ViIiqjF16lT07t0b+fn5eO2111BSUoLMzMyWXhYRdWC6KgHZWj3Mtl/jyLxiAzQqhc919cakWj0Elwujk5UBz1/pwESZVFzv+StJaBIRNQcmI4moTaq981s7AXl58NfQ9Gx9tQ3Lb+/vFzCOTlbi+ekDseLTow0mGa+kJIaIiH67L774AvPmzcPKlStx2223QSyu/394ExE1NU9MGiz+tXxmXU4h5mqSriomLa8S8OydA/wSkqOTlVc0MNFoFnCoyD8JWvs5V5LQJCJqDizTJqI2x2gWECYR443ZQxAqEcPtdmN8n07Yc+Ii1uUUYnWaGkBN2UugMpnaxEEifHG0FLcPisdTU/uj2ubw9oXUVwv4+nhZwPtq991hSQwRUfPIycnB2rVrMXToUPTt2xd/+tOfMGvWrJZeFhF1QJ5e4Q6XG+vSb4TJaseEPnH4+kQZzIITi7fkISMlCRmaJABAl+jQep9ndbjwzM5jeOl3g1FldTTYq/xyuioBz+w85hMHe2hUCjx9xwD2iySiVqNF34zMysrC1KlTER8fD5FIhO3bt/ucf+qpp9CnTx+Eh4cjJiYGEyZMwP79+32uKS8vx+zZsxEVFQW5XI558+ahqqqqGX8FETWnEoMFC7fkYdK/srFg0yFkbDiADbmn8fht/TC+Tydv8KdOjMGme0cgXh6GVFXgkpcUlQKdIkLwU7EBI3sqkNw5EjckxqBXXASiZVIYLVeWZIwIqX9fJ7yB80REdGVuuukmvPPOOygtLcX999+P999/H/Hx8XC5XNi9ezcqKytbeolE1A4ZzQJOllUhr6gCBRcqUaSvxt/+34+4+Z978bs39yFjwwGszzmNx27riwl9OgEAzELNQJoN351GeEgwdh+7UOdbixqVAoeKKrD7eBmqrA70iovwiUmvhMlq94mD184ZhjdmD8HaOcOgToyBycJKHSJqPVr0fyFXV1dj8ODByMjIwIwZM/zOX3/99VizZg169uwJi8WCV199Fbfeeiu0Wi06dar5l/zs2bNRWlqK3bt3w263Y+7cuZg/fz42b97c3D+HiBqRZ7fZYBEQLq35V1VQEFBebcc8TRLShiciVCLGoaIKrMspxIpPjmDFtP64N7UngkQiRIYEI/+cEX95Pw+rZg6CC26fHeJUlRJ/n9gbDpcTt/TrghiZfw+dqAb66nj67kjFQdCoFAH7AGlUCkjF7IhBRNSYwsPDkZGRgYyMDPz8889Yu3YtVq1ahaVLl+KWW27Bp59+2tJLJKJ2otRgwbc/X0RcVAhsDhdCJWJcMFqwZHJf/O7GxP/P3p3HR1me+x//zGSZ7NsECBECwYmsihEsYhJUpAIuKNJakbYsLq0KtLV1reJ+XOo5tuDegnLOD2jrggpWLYrKoqJILIuARCMJBAJZZibJ7DPP74+QkSETQIUEyPf9evEq82xzPw9pevW6n+u6iYsxh+PRWfvi0avO6o1hGPTITCQnLaG5RNswGDsohweWbmZl2bftfYptVm4e3Y+Jf/0Y+P4VNS1xa0sS9EDjTz/pe11XRORo6NBk5NixYxk7dmyb+6+66qqIz//zP//D3LlzWb9+Peeffz6bN2/mrbfe4tNPP2Xo0KEAzJkzhwsvvJDHHnuM3Nzcozp+ETk6oq1MXWSzMrUon0VrtjNxWC/+8OJ/cPmCFNmszJ5YyMxFpex1esnNSCBkgDU5nh6ZiQzukU5lvZtbx/TDFwixt9FLfIyZ0ko7E//6MXMmFnLuKV2izjpnp8QzoiCbFVH6Qe7fd8fu9jF1XwnOgSUxU4vycbh9QPIRfkoiIgLQt29fHn30UR566CGWLFnCvHnzOnpIInKCcLh8bK91sXRDVasYr3d2Mlt2O3l82bZW8ejJ2clkJMWF48uv9jRy5V/XkBQfw7TifKYU9cYbCGGJbY5J65t84YUUv+8iM4cbt4qIHAuOm9pBn8/Hc889R3p6OoMHDwbgo48+IiMjI5yIBBg1ahRms5k1a9Ywfvz4qNfyer14vd7wZ6fTeXQHLyKHra2VqVsCwMK8TJ5fXc604nyeWF4W3j6tOB+720+3tARO7poSPq+m0cev/u+zNr8vLyuJ7hmJUfelJ8Xz8ITTuO3l9RGB3YGNxFMscUz865pwX6D9g8uZi0pZMr34+z0MERE5bDExMVx22WVcdtll3/ncFStW8Kc//YnPPvuMXbt2sXjx4ojr3HPPPfz973+nsrKS+Ph4hgwZwoMPPsiwYcPCx9TV1TFjxgyWLFmC2WxmwoQJ/OUvfyElJSXKN4rIsc7h8mF3+wkaBpOG9eLq4j7hNyBb4s9bx/Tj8WXbosaj+090t/QXb+utxacmnQH8sKTh4catIiLHgmM+Gbl06VKuvPJKXC4X3bt3Z9myZWRnN/d/2717N127do04PjY2lqysLHbv3t3mNR966CHuvffeozpuEfl+9jR421yZenVZLdOKmpOQLc3A998OrUtbDjVL3DXVctDx5GYkMmdiITWNvjYbiWenxDO0V2bU4FIz0SIixz61DhKR/VXVu3AHQtzz2kZWHvBGZMsbkAe25zlYPHqo1j+WWPMRSRoeTtwqInIsOOYbmZ133nl8/vnnfPjhh4wZM4YrrriCPXuir257uG6//XYcDkf4T2Vl5REarYj8EDvqXFTUuQ56jDcQivjP/ZVW2luVtrTMEo8oiFzE5rsEfOlJ8QdtJH4kvkNERDrO2LFjeeCBB9qsqrnqqqsYNWoUffr0YeDAgfzP//wPTqeT9evXA4RbB/3tb39j2LBhFBcXM2fOHP7+979TVVXVnrciIt+Tw+Xj672NfLW3kQ++3MusAxKR0JxwbKnQAcKl1fuLFo+2TI5HU1KQja1LCnMmFrZZrfNdHCpuFRE5Fhzzb0YmJydjs9mw2WycddZZFBQUMHfuXG6//XZycnJaJSYDgQB1dXXk5OS0eU2LxYLFcvC3oUSk/ThcPhxuP7cv3hDxxmM0llhzxH+26JpmYesuJ9nFrc9vj1lizUSLiHQOR6p1kNoGiRw7WvqVD+mVyWff1DGlKD/qwoQQ+QZkrNkUse+kjEQWr9vRqirmUCXURyIJKSJyPDnmk5EHCoVC4cBt+PDh2O12PvvsM4YMGQLA8uXLCYVCET18ROTYtcvuZnudi1CoebXrwrzMg65MXVppD/9nixKblS27Grjv0kFtJv/Sk45+YrA9vkNERDrGkW4dpLZBIh3P4fJR7fSyt9HLrWP6kRgXw3MrvmbisNYVOPvzBkKU2LJZtd+q2CU2K+t32Ln9wv5R40FNXIuIfKtDk5GNjY2UlX3bY628vJzPP/+crKwsrFYrDz74IOPGjaN79+7U1NTw5JNPsnPnTn76058C0L9/f8aMGcO1117LM888g9/vZ/r06Vx55ZVaSVvkGFft9FDv8uF0B0hLiMVkMpEUH8O8VeXMnlgIRK5MXWKzMnnfatq3jO7HxL9+DECxzcoD408lIzFOwZyIiBw1La2Dampq+Otf/8oVV1zBmjVrWiUhD9ftt9/OTTfdFP7sdDrp2bPnkRquiBxCld3NrS+tZ+UBCcXZEwuJNZkOciZkJMYxtbg30xeWAs0T5pOL8g+5cKEmrkVEmnVoMnLt2rWcd9554c8tAdnkyZN55pln2LJlC/Pnz6empgar1cqZZ57JypUrGThwYPicBQsWMH36dM4///zwyoWzZ89u93sRkUNzuHw0uP34DYNZr0b24SmxZYcbgs9cVNpqZeo8axI769z0z00nPtbEYz8dHF6x+oGlX/DYTwd34J2JiMiJ7ki3DlLbIJGOU+30MOvVDQzNz+TmMX2B5v6PcTFmvtrTQNfUhDYrdUoKsumRmcj2WldEPDpzUSkuX7DV4jUiItJahyYjzz33XAzDaHP/K6+8cshrZGVlaZVCkePALrubXQ43vmCIYAh+Prw3t4zpjzcQZG+jF0tsDNUON786pw+PL9sWsTJ1iS2bwXkZ4W0Dc9O4YcG6iOvXNPo00ywiIu1GrYNEjk9VdjeVdU1MOqs3CXFmHnlrywHVONnMumQA1xT3AVpX6tx/6SAuf/pDahp9Ua9/4OI1IiLS2nHXM1JEjj8Olw+PP0hifCw+l5/0xFi6pln4n39v5c2N1eHjimxW7h03kGc/+Dq8OmGxzcofRvcNl2UDxMeYW32HZqFFROT7UusgkRPfHqeHJm8Aly+I2WQmKzmWTVUOSivsEcetLKvhvqVfcFafLArzMsOL1ZyUkUggZPCvjVX0y0llVZS3JkcUZLdavEZERFpTMlJEjhqHy0d9kw+TycRHX9fSLS0BbyCEyx+k2uHmpgv6MuikdPrlpOENhEiIi+HT8nqWzihma3UDaQlxpCbEMu2FT8PJyQMXr2mhWWgREfm+1DpI5MS2o7YJbyjEJ1/X0XVfPJoQF4MJePbnQ/isop5TT0oPb19XUc/Ift1o8ARo8PjZ0+DllK4p1Lt8jBnYnXGnncQdizdEXRlblToiIoemZKSIHBU76104PQFc3gDpSXH8a8OuiBnkIpuVM/OzKN1ez5/e/jJi+7A+WZzSLYU1X9fxwBubI96SnLKvOfj+NAstIiI/hFoHiZyYHC4fTrcfbzBETYOXpRt2RZRdj+rXlT9e1J9nV3zFn9/ZFt5eYstmQuFJGBYzc5Z/wwOXDaKnNZme1mQcLh+1TT7uvHgAIcPA5Q2SnqiVsUVEvguTcbDIq5NwOp2kp6fjcDhIS0vr6OGIHPe21zZxx+INrC6rZfpIG6UV9VEbgBfbrJyelxnRHxKaA8B7xg3EFwiBCRxuP95AkMykeP78zpcs37L322MLsnl0wml0z0g86vclInKsUixz/NO/ociRVVXvwukNsLPezUkZiazfYafK4Yl4A9IwDBas2R4RW7Yotln5r/GnYgZ6WJObr2l3c+vL61l5wBuRD084jVzFoiIihx3P6M1IETmidtQ2sbqshmlF+Uwa1ou8rCQASivs4TccW6wqq2Xqvj48+1tZVoPLF2BPg5fUhDiufK65X2RSfAzTipuvG15lOytJiUgRERERCausc7Fq295wSfYuh4dTT8rg35u2tHoDcnJRbz7+ui5qnFpZ76aizsWFic3tgA5MRAKs2FbDbS+vZ87EQr0ZKSJymJSMFJEfrKU3ZLzZRMCANzfsYuUBJdmzJxYyc1Fpq0DPGwhFvabHH6K00s6Fg7qHt7l8wVZvUb570zlH8E5ERERE5HhWVe9iZ72rVUl2S7ufD/dLPK4sqyGEwbTi/FYxJjRX53RNtYRXzj4wEdlixbYaahp9SkaKiBym1kvSioh8B3vtbpxuP2aTCZ9h8MdXN0QkIgFWl9Xy/OpyphW3fgvSEhv911BKQixbdjlJtcQwoiA76jHqFSkiIiIiDpePr/Y2sL2mEU8gxJz3ylq1CFrVRjy6uqyWwp4ZUa9riTXjDYRo8PhxevwHHUPDIfaLiMi3lIwUke+t2umhzuNnt9OLOxDE5QtSWmGPemy0QK+4jZWxi2xWAkGD+y9tbhb+8ITTWiUktWKhiIiIiOyoc3HHK+vBgEAImnyBqL3Koe3EY7RKnaJ9caol1kxqQhxpCXEHHUfqIfaLiMi3VKYtIt+Zw+WjzuVj1qsbI96CLDlIOTZEBnolNit3XTKQR97cHHFMkc3K1KJ8LHGmcC/I3IxE5kwspKbRR4PHT2qCViwUERER6ex21LvYUe/itz/uyz2vb2JKUT7J8Qf/v7jREo/piZGJxJZ4dOGa7ZyUkcjQXplA82T4iiil2qrWERH5bpSMFJHvZGe9C5cvyH1LNrUqx15ZVksI2uy7k5+dzDM/H0JcjInSSjt/XraV34w6hUln9cbjD2KJNVNaaefvayq46+IBEeemJyn5KCIiIiL7+pW7/DywdBMTh/Ui2ODlqrN6kZOWQGyMiaT4mKgT49C6RVCxzUpeZiILrx2G3eXfLx7dznUjTqZ3VlI4Bn14wmnc9vL6iISkqnVERL47JSNF5LA4XD6cLj+7GtykJca3SkS2WF1Wy7QoK2SXFGSzx+khLsaENxDi7D5WJpxxEo++tYU3N1aHjyu2Wbl5dD8cbh+QfLRuR0RERESOQ3vsbrzBEA8s3cSVw3rxwuryVpU686acybQXPm2VkDywRVBJQTa3j+3Hss27qXMFKOyZgTcQorBnBpednku82UzOvkodULWOiMiRomSkiBzSbrubBp8fEybK9jTRLS36THNbim1W7rp4AJc9uToiKCyyWZlWlM8vzuqN2WzCMAySLbFMe+FT/nHd8CN9GyIiIiJyHNvr9OANhnB6Avzy7HxiY0wMzsvkswr7fitk1wIm7rp4ALe/siF8bonNyu0X9scEnHtKFxLiYviiykG108tj/97WKka9+LRcLhyU02oMqtYREfnhlIwUkYPa6/Tg8gdJiImhot5Nn+wUUhJimT7SxrxV5VFLYNIT45g7eSjeQIj0xDh6ZiYy6W9rWh27uqyWP140AK8/iMffvADO1fPXMrRXpvruiIiIiEjYrjoXPsPgjsUbIhaoKYrSs3xlWQ2//XEBL/16OIGQQbIlhpT4WNz+IP/eXE3xydmYTXBm7ywefGNzq0TkjJEFEeXZIiJyZCkZKSJt2lXnImQYANyxeENECUxxG4vVlNiyyUiKwx80yM2II8ZsYnuNi8p6d9Tv+KamiQVrtjO1KJ+Zi0oZ2itTfXdEREREBGhuFWR3+QmGDO5+fWOrlbJbPh/Ys9wfNKhr8mGJNWOJNVNR52by858AMLJfV37yzEcUnWzl3ksHcuvYfjjcfpLiY0iOjyUjKU6xqIjIUaRkpIi0Um134wuGaPIH8QVC/OmtLa16RK6KEvgV2axMLurNuCdWMyQvkyG9M/lR7yzWbK9r87v6ZCfzX5edisPtY8n0YvXdERERERGgeeHEBk+ABk+AlITY79SzvMkb4IYF6wDCFTvQHK9u3OnkzZklSjqKiHQQJSNFJMLO2iZ8IYNGX4Amb5D0xDiG9M6K6MXTYlVZLXdcNIDCnhkAlFbambmolCF5GUwt7s2Cj7cz/vST2FzliPpdIwqy6Z6esC8I/OGL1ThcPmoafTg9ftIS48hOVmJTRERE5HhUWdtEZb0bu9tPQlzMIVfJbkk2QnPCsWWhmpa/F/bMoMhmDVfjLJlerDhRRKSDKBkpImGVtU3scrgp29tEt7QEvIEQLl+QbqkJPD3pDK5fsK5VALi9tolNVU7O7mOl2JbNGXmZrKuoZ+HHFfz+gr74Q0FmnH8KnkAooqxmREH2ES3HrrK7ufXl9azcVhPxHQ9POI3c/VZBFBEREZFjl8Plw+72c+cBLYJKCrJ54qpCpi8sjZqQtMSaASISji1///snFYwekENhXma4xVCDx99u9yQiIpGUjBQRHC4fDW4/u5xuMpMtvLm8LCL4K7JZmXGejV+d04fHl22LOLdHZiL51mTiY8z4jRD1Lh+FPTM4KT2RuFgzVz73MS5fkGnF+eHymbysJLqmWo5YItLh8rVKRAKs2FbDbS+vZ87EQs18i4iIiBzjdtS52NPgZuvuRqYU5TNxWC8S4mJYV1HPvFXlYMB1I/rw53ci49ESWzYnZSTy9m9LCIYMKuvdzJlYSGmlnUVrtjPz/FP42XMfRSQxUxPi2vv2RERkH3NHD0BEOtYeuxun20/AMIiPiaWizsXU4j5MH2kjKT4GaO7DM+e9Mkb27RZxbklBNoYBP5+7hvLaJkIhiI8xc1JmImednMWf//0lNY0+XL4gTywvY/6H3zCgexoF3VKPaHKwptHXKhHZYsW2GmoafUfsu0RERETkyKuqd/F5ZT2ZyRaWba6mtNKOJdaMxx/k7JOt/P26s9i828m5p3SNOK+kIJvbL+zHHqeXRo+f2BgzcTFmvIEQw/tYuW1sf66e/2lEInJEQTbZKZqoFhHpKHozUqQTq7K7afD6iTObueu1yNUJiw5YLXt1WS0m07fnltisTD67N1c+9zGFeRmUVtpJS2yeYf7LO19yxdA8CnJSmTukB6kJcViT44/a4jTOQ5TZqAxHRERE5NjkcPnCE+MNngAPLv2Cq4b14vnV5RGrYxfbrPxt8pkEgkGWzCiiss6NJdZML2sSb2zYxbMffM2ciYXEx8Xg8QfJSIyjZ2Yij7y1JWJi+ki3ChIRke9OyUiRTqilF8/9SzYxcVgvXlhdHpGIBMKf918t2+0LsvCaYaQmxvLu5j3MXFRKYV5GuC/P6AHdsKRaOLlrKjcu/La/5Ls3ncPJXVOO2v2kHaLMRmU4IiIiIseevXY3nmCIJn8QIwSFvTLpmpZAQlwMk4b14uriPuES7VVltZjYyr3jBvLK5zt5YnkZRTYrhXmZ4b/vafDSIzORgq4p4ZZAD44/ld/9uC8NHj+pCXFHbXJcREQOn5KRIp1Mtd2NPxji/iWbuHJfH56VByQiW6wuqw33eQRISYilyeuntsHHKd1Sw714WpKSb39RTWHPjIhZ7PYog8lOiWdEQTYropRqqwxHRERE5NjicPlocvnwm0w8/OZmrj/XRpM3QJfUBF5YXd6qd3lLtc7Kshp8oRDzVpW3Wqhm+nkFdE+30Ds7cgI8PUnJRxGRY42SkSKdiMPlIxgM0egP0i83nedXlzNpWK+DnuMNhIDmxuCGYRAIwdxV5aws+zbx1xIMLlqzPeLc9iqDSU+K5+EJp3Hby+sjEpIqwxERERE5tlTZ3Tz21hZ+9+NTuHfJJmaefwqPvLWFwrxM/lNR32qS/MBqHafbzys3nE2c2cwup5uXrz8bfzDE1t0NDOie2hG3JCIi35GSkSKdREs/HoCd9W7O2FfSsv+bj9FYYs2U2LKZPtKG2QRef5AhvTOZUtSbZEssTd4ApZV2Fq7Zzm/OP4X6Jh9PTTqD3tYkTspIbLdEYG5GInMmFlLT6FMZjoiIiMgxyOHycetL/+HmMf1o8AYZkJvOf7+9JVyNs391zf72r9ZJTYjj8qc+xOULhsu0/1Np51FNQIuIHDeUjBTpBHbWu2j0BnC6A6QkxNIl1RJOTJZW2imyWVv1jITmtyHzs5MZN7g7ZhNUO71cv6C5F2SJzcrNY/oBUNgzA4CJf/04ok9keweEKsMREREROTbtcXpo9Aa4eUw/vP4QbiMY0d6npRqnLd5AiGKblV0Od3MsWpDNrIsHsLPezaWDc+mekdgetyEiIkeAkpEiJzCHy0edy8esVzdGlLyU2Kzce+kgkuJjmLeqnNkTCwEiEpIlBdn84YK++EMhTs/L5F8bm1cpbE5EZjO5qDd/eedL+uemt5rFVp9GEREREWmxo7aJBm+AOpcfh9tPQlwMvbOSsO+bHIfmapyDyUiM44HLTqVsbyMLrhlG9/QErnj2I2oafbx70zlH+xZEROQIUjJS5ATkcPlwuP00eQP81782t+q9s7Kslrtf38SdF/XnjsUbmbmolGnF+UwryscbCJGeGEeXVAuPvrmFQT3SKSnI5sxeWQyfmo3LF8CabOHxd7Zyx4UDeOTNzRHXVp9GEREREWmxs95Foz+IP2SQlhhHMGQQDBms+aaOM3tnkhQfg8sXPGS1Tre0BH7yzIf0zUllalE+lXVuahp9FNusJMQdPJEpIiLHFpNhGEZHD6KjOZ1O0tPTcTgcpKWldfRwRL63lr6QvpDBPa9tZEpRPlfPX9vm8UtmFPHwm1sigr6WxWhS4mNw+YNMX1jKvClnsqqshnmryhnSK5NbRvfj7S928/dPKnj512cTCBnq0ygi0oEUyxz/9G8oJ5pddjdOjx+n2481xcLdr21stUr2jJEFVNY2cfPLG0iKj2H2xEKeX10eEZsW26zhNyJNNLcY+qLKwYDcdEor6plalM8/PqngsZ8OVgwqItLBDjee0ZuRIieIqnoX3kCI6gYPwRBMHNaLZMvB/yu+t8FLYV5m+I1IS6yZ0ko7f19TwcRhecxYVIrLF6TJG+CJ5WWUFGRzdXE+P3vuo3BvyHqXj9PzMtvjFkVERETkGOdw+bC7/dy5eAMry2qZPtJGaUV9qzceWz4/cOkgSgqyWbmtJlytc+O5NuJjzSTExVDt9FBZ6+KafRPsJQXZ3H3JQHbWuwGYuS9erWn0KRkpInKcUDJS5ASws86FPxii2unhbyu/pl9uOoU9M0iKjznoebnpiTxfUR7R87HEZmVyUX44EVliy+akjETmTTmTnDQLyzZXhxOR0LyioYiIiIhIdb0LX8gIJyKBiEVqDrS6rBaXL8jNo/ty8+i+uHxBYs0m4mLMEQsj/vNXw5k3ZSi56YnscrjZVe9m8vOfRFyrweOP9hUiInIMUjJS5DhXWeeiyu4mKzme51Z+zVXDevH86uYE4/SRtrZ77xRk89am3QzOy2RKUT4AOWkJLNtcHZ5hbp55HsCOOjf/7+NvGLAvydlCC9WIiIiICEBlbRMGBg2eYEQ59qFWyW7yBbni2Y8its2dPDRi8jspPoYV2/YyfVVzjPrUpDNaXUcT5CIixw8lI0WOYzvqXHz8VQ2v/6eK28b2Z0BuekSfnbZWyi6yWbnv0oH4AiHsLj+N3gAbdjrYWOXg/P5dOaVbKumJcXj8QcY9sZoz8jK46+KBTPrbxwzo3tz3QQvViIiIiIjD5cPu8oHJRCgEu52eiP2HWiU72RJZyVNks1JaaQ9/LrFl4w+GOCMvE4qb49sDr6kJchGR44uSkSLHqe21Teyyu+mXm8bNL29ghi/YqgzG5QtGrJSdYoklxmxi255GDMNg0t/WcN+lg7hhwbrwOQVdU1mwZjtTi/LDb0iuKqvlvqWbuPJHefS2JvHuTedooRoRERGRTq6yzsUep5v0pHj+619f8PsL+rY65mCrZBfZrPiD3745WWyzMmVfDNryeXJRbyb9bQ0uX5Aim5W5k4fyyTd14XM0QS4icvxRMlLkOOJw+aht8hJnNnPn4g3cdEFf9ji9AKQlxFLT6G11jssXDCcoX/z1cJ56v4w7LxrAFc9+RE2jr9XMcs+sRArzMsOJyBary2q58VwbJ2UkKtgTERER6cQcLh9Ot59VZTXkd0nm7tc3UZiXSZM32Cr5eLBKnalF+Vhizbz46+EkxceQEh+LJxjk/67+EV5/iA+/ro2ISVeX1WI2mXjgskGcU9CF1IQ4TZCLiByHDv7OvIgcM3bb3ZTXNGHChNMTYGVZLbExpvD+GLOJjMSD98pJscTy4/7deHPjLmoafa3LYAqyeXtTNU8sL4tIRLawxJkV7ImIiIh0YlX1LupcPirr3XRNSyDZEsvqsloKe2aQYoll3qpyphblU2SzAt9W6lx0anfe+k0Jf7/uLJbOKKYwL5OFa7bzeaWDpLgYLpq9ikDIoG+3NDIS47nqb2uixqQrt9UQCBqcnpfJyV1TFJuKiByH9GakyDHO4fLR6PbjN+C//72VKUX5JMU3/1e3vslPaaWdEpuV3XYPPa2JFNusrGpjwZoNO+x0SUvg/jc2tyqDKSnI5v5LB3Hh7JVtjiUjUcGeiIiISGdVWdvEToeb9MR47O7m1asbPc3JQm8gRLXTzZB9FTYtbYK8gRCWWDN7GrwEQyH+tuIr+uWmU1pRz4yRBcSa4Z0t1RF9H52HWBlbK2eLiBzflIwUOYbtsrvZUe8ixRLLf/1rMyvLapk4rBdd05obfQdCBvNWlfPEVYXssLt5ubSSWZcM5P6lX7ByW034OiU2K/dfOohGr5+ddg8vX382CbFmvMEQz/xiCHFmE326pJAQa2Zor0xW7HduCzUGFxEREem8qmqbCIQMnlxexsRhvcKtflISmuNSS6yZm19az6Jrz+K+JZsi+piX2KzcdclA/vLOl9x+4QDc/gDjTz8JXzCIyxdkWG8rPzmjR/gtx7RDrIytlbNFRI5vJsMwjI4eREdzOp2kp6fjcDhIS0vr6OGIALDH6cHp8eMPGjR6AiTEmQETMSYIYeB0BwiEDGJjTHxSXkdSvJnz++Xw0L820y83jcKeGXgDIdIT40hNiMXR5OcXz39Csc3K6XmZ4QCx2Gblv8afSp41GYAqu5vbXl4fkZBsaQzePSOxIx6FiIgcgmKZ45/+DeVY5XD52O300OAJ4AuG+PCrWob1ysIXCmFNtuANBAkaBm5fkEVrtvP5DgeP/uQ0uqUl0OQNkJoQ1zwJHgiyt8HLr/7fOly+IAuvGcZVf1sT/p4RBdk8POE0cjMScbh8zFhU2uYE+ZyJhSrPFhE5Bh1uPKNkJAr+5Nizs86FOxDk3tc3sfKARt8zRhZgwmDqC2vDPXRaSq5ve3k9V/4oj7P7WImPNdPkC/DpN/VsqXLSLzeNzyvqw6XZ+/ffOTCoc7h81DT6aPD41RhcROQ4oFjm+Kd/QznWOFw+7G4/dy7eEBGPltiyue+ygfzprS38a2N1eHuxzcqsSwby6JtbeGfLnvD2lvjVHwjxq//3GS5fsNXkeIv9Y1JNkIuIHH+UjPwOFPzJsaIl6PuwrIalG3ZFrDjYoshm5aJTu1Pl8ESWvxRkc+dF/QGIM5u54rmPwovU3DtuEIFQiKXrdzFvVXnUxWnevekcTu6acvRuTkREjhrFMsc//RvKsWSv3Y0nGOK2xRuixqPFNiu3jOnHlc99HBFXlhRkc9+4gXiDIRo8AZLiY4iPMfPvL3bz5Htf4fIFKSnIZvLZvVtNjrfYPybVBLmIyPHlcOMZ9YwUOUZU2d3ssrv48zvbmFKUHzXwA1hdVsu0ony6pSVEbF+5rYaddg9zV33NnRcN4L5LB2GJNVNaaccXCNLoDbSafd6fGoGLiIiIyB67G18wRGW9u814dFVZLdd7Akwrzo+IL1duq6HRF+TtTbu5+LTu7LJ7sKbEMyzfSp8uKeRbkzGbTVz25OqoiUiIjEnTk5R8FBE5ESkZKdLBHC4fexq87Kh30z09IbxIzcF4A6Go2z3+IKvLagmEQtywYB3QPHNd2DODLqmWg15TjcBFREREOreq2iaCgMsfDK+W3RaH209hz4xW2yvrXJRW1HPRqd2Z+sKn4e3FNiv/fcXpNHoCbSYiQTGpiEhnYO7IL1+xYgWXXHIJubm5mEwmXn311fA+v9/PrbfeyqmnnkpycjK5ubn88pe/pKqqKuIadXV1TJo0ibS0NDIyMrj66qtpbGxs5zsR+X6q7G6mLyzlx4+v4MaF67C7moO+ltUJ22KJNUc9pmVb/b7rtPTuufXl9UBziXc0WilbREREpHPbWe/C6Q/iDRrsqHcfVjwabYI8PTGOqUX5uH2B8Laiff3Nm7wBslPiGVGQHfWaiklFRDqHDk1GNjU1MXjwYJ588slW+1wuF+vWreOuu+5i3bp1vPLKK2zdupVx48ZFHDdp0iQ2bdrEsmXLWLp0KStWrOC6665rr1sQ+d4cLh8fbN3LlKLePDXpDP5x3XCC+1q4llba20wcFtmsVDs9lFbaW21v2WZNjmfJjCKmFuVz1V8/pm9OKu9t3cPUonyKD7huSyNwlcCIiIiIdE7ba5u45eX1LF2/i7tf3wgcPB4tsWVTWmlvlbAssWXj8Qf5+ycVxMfG8NSkM5g7eSiFeZnMXFSK0+0nPSmehyec1iohqZhURKTz6NAy7bFjxzJ27Nio+9LT01m2bFnEtieeeIIf/ehHVFRUkJeXx+bNm3nrrbf49NNPGTp0KABz5szhwgsv5LHHHiM3N/eo34PI91FV78IXCGGw3/pRJvjo61qKbFbmrSpn9sRCgIhePSUF2dx4ng0z8MAbm8Pbi2xWpu5bJbvYZmW3w8PV89e22ld0spVHJpyGxx9SI3AREZF9VqxYwZ/+9Cc+++wzdu3axeLFi7nsssuA5mqdO++8k3/96198/fXXpKenM2rUKB5++OGIWLOuro4ZM2awZMkSzGYzEyZM4C9/+QspKVocTo5dDpePBref+iY/M84rIC0xjieWl1GYl8kXVQ6mFuUDkfFosc3KH0b3Zfa7X0Zcq8hmZXJRbxZ9UsHPz+rFFc9+1Kocu6UEOzcjkTkTC7U4jYhIJ3Vc9Yx0OByYTCYyMjIA+Oijj8jIyAgnIgFGjRqF2WxmzZo1jB8/Pup1vF4vXq83/NnpdB7VcYu0cLh81Lv8fFpeS8+sJN7Yb8XspyadsV8SspyZi0qZVpzPtH1B4EkZiVhizVTWudhQ5eDFXw1nt9MDNM9cz1xUyhl5GTww/lSCoRCv3nA2yZZY4mPMONw+lkwvVpAnIiISRUu1zrRp07j88ssj9u1frTN48GDq6+v5zW9+w7hx41i7dm34uEmTJrFr1y6WLVuG3+9n6tSpXHfddSxcuLC9b0fksFTVufCGQsx6dSMr94tHgXBMunDNdgrzMplWlI83ECIjMY7uGQk89tYWZp5/Ci5fgBEFXUiKjyFkGFhizVwwoBs3LFjXKhF5YAm2FqcREem8jptkpMfj4dZbb2XixInh5cF3795N165dI46LjY0lKyuL3bt3t3mthx56iHvvvfeojlfkQDvqXPiDIT7+upYz87O49/VNEbPMllgzLl8wIgnZ0oentNJOcnwMuRmJJFtiObdvV5LiYji5azIOV4BzCrowemA39ji92Ju8pCbEc3pe5n7fntzOdysiInL8ULWOdCYOlw+728+HZTX8a8OucCISvu0/vn9MWtgzA28ghCXWTLe0BEwGXHeOjWAoRLfUBGqbvMTGmPhgaw0jTrFySk4ahXkZEXGuSrBFRGR/x0Uy0u/3c8UVV2AYBk8//fQPvt7tt9/OTTfdFP7sdDrp2bPnD76uSFt21jYRCBmYTCb+tWEXXdMSIgI/aE44ltiyWVlWwxPLyyL2tfTrOSMvk2kvfEqJLZshvTP58zvbAFgyo4hL5qwObz/3lC7tc2MiIiKd0JGo1lGljnSE3bVNBIA7F29gSlF+1Hi0yGZldVktLl8wIiYttln5r/GnMulva6isd1NiszI4L5MnlpdRZLNSmJdJeY2bP7z4H+68qD93XTQAjz+oEmwREWmlQxewORwticjt27ezbNmy8FuRADk5OezZsyfi+EAgQF1dHTk5OW1e02KxkJaWFvFH5GhwuHx8ubuBXQ1eQsBdr25gZVlt1JUH560q586L+7dqFN7S83HeqnI8/iAlBdlMLe7Ncyu+Dh9T7/JTYrOGt7f04xEREZEj60hV6zz00EOkp6eH/2hiXI62qtomnMEggZDBrHEDSYsSL85bVc7No/u1WvCwZTXs+5Zs4tLCk/bFo83xKTT3lCzsmYEl1kxhXgZd0xKIjzVzel4mJ3dNUSJSREQiHNNvRrYkIrdt28Z7772H1Rr5P4rDhw/Hbrfz2WefMWTIEACWL19OKBRi2LBhHTFkkbBddjerttXQt3sq8bFmahp9/O7HfZla7KNrakKr412+ILvsnoi+PJZYc7gfpMsXpFdWElPO7s30haURfXiykuIZnJfJ9IWlDO2VGdGPR0RERI6MI1mto0odaS8Ol4/dTg8Ot5/0pDgwm7j3tY3hxWn25/IFsTf5OD0vk6ltxKO/H92PxDhzq3gUoEuqhcK8TP7xSQWP/XRwe92iiIgcZzo0GdnY2EhZ2bev/peXl/P555+TlZVF9+7d+clPfsK6detYunQpwWAwPLOclZVFfHw8/fv3Z8yYMVx77bU888wz+P1+pk+fzpVXXqnePNKh9jg9VNY10SMrkUfe2tJqBcJbxvQLl8Dsb21FPZ9X1Lcq0245L2gYzFgUGfgV2ay8tWk3TywvUz8eERGRo2T/ap3ly5f/4Godi8WCxWI5qmMWqaht4o+LN/BZhZ1pxfmce0oXdrjdTCvug2EYUeNRlz8YNRZt8U1tE396+8tW27umWfjZsx8ztFem4lERETmoDk1Grl27lvPOOy/8uWV2ePLkydxzzz28/vrrAJx++ukR57333nuce+65ACxYsIDp06dz/vnnYzabmTBhArNnz26X8YscqGXmOT7GTNnepojVslusKqsl/p0vuXl0PyAyUblll5MHLjuVu17byMptNeHtJQXZ3DtuIH96e0tEIrLEZuXucQNp9AQYf/pJ6scjIiJyFKhaR45HO/dLRM6eWMjzq8sjkowj+3Vh1sUDuW9p5KKK6YkHb/cTH9O601dJQTYJsTEsmV6seFRERA6pQ5OR5557LoZhtLn/YPtaZGVlsXDhwiM5LJHvZUedi3te30hhr0zO7duVbmkJrRKRLZZv2csvz+odUZKdn53M25t285NnPuTFXw3n65omAHIzEnl7026uePYjrvxRHguv6U1crJkGT4Bqp4eU+FhsXVPb81ZFREROKKrWkRPNztomGv1BVpbVMn2kjedXl7eKS5dv2QvAtKL8cDzaKyuJlIRYSgqyIybGW5TYsql2eiK2tVTmdM9IPHo3JCIiJ5RjumekyPFiZ72LBm+A6845mdSEOBJizfiDB0+mH1gC8/TPz+DP72yjxJaNLxgiIS6GtIRYEmLNjOzXlbP6WIk1m1hVVsPogd3ISopnSF6GZp5FRER+IFXryImg2umhvsmH0+MnNSEOE5AUH0Nhz4w2y66Xb9nLpGG9uHr+WgDe/E0JwVCIa0v6gAEry/ar1LFlM+uSAbh8AZbMKKLBHaBLqoWuqRbFoyIi8p0oGSnyAzhcPupcPma9upGVB/SFvPPiAQc91xIbWeISH2MOr4gdDBl89HUt81aV89hPB3PDgnXh40YUZDP17N4K+kRERI4QVevI8W77vpLsVfvFoyUF2bx6QxHltU0HPdcbCAHN8WsoZHDxnA85u4+Vuy4ZgDcQpMEdID0pjmVfVHPpk6tx+YJ6G1JERH4QJSNFvqcddS5WbtvL0ih9IddV2LG7fG2WuBTZrJRW2sOfS2xWuqRaGJyXyf/7eDsDctPDM9j7Jy21QI2IiIiI7G9nvYs7D0hEAqzcVsN9Szcd1gR5sc3K3ZcMZOJfP2ZIr0xuGduPqno3XdMS2LDTgScQ5Ee9sxhR0IX0xDj1hRQRkR9EyUiR78jh8uF0+6msdzPopHRuX7wxYn9SfAyzJxby3IqvmXx2b0KG0Wo17SlF+cxcVAo0JyYnF+Vz5XMfU5iXwdT99pXYsumWmsBTk86gT3Yy3dMTFPiJiIiICAC797UKWtlGn/JVZbWEQkbbPSALssnPTubecYMor21i9pWFdEtLwBcIYk2x8Mt5a6hp9DGiIJsrhvTUm5AiInJEKBkp8h3strtx+4PMem0jn1XYmTf5zFbHTCvODzcJ//jrOqYVf9sUPDMpjh4ZidQ2+fjvKwbT25qMJdaM3eVj7uShrP6qlpmLSnH5ghTZrNxwno29jV7+8OJ/WHjNMCUiRURERCQ8Oe4PGeysd7d5XFJ8DP5giPvGDWTW65siEpIlNis3j+5LRa2LKS98SklBNrMuHsDSDVU8+8HXDOmVyaJrz8JsMulNSBEROaKUjBQ5TA6Xj3q3n/9644vwyoTBKD2k9m8S7vIFWzUMnz/tTCbP+5QSm5V7xw1iyfoq4mJMZCTGU9gzg8d+OhhLrJnSSjtXz/+UwrwMphXnk5oQ1y73KSIiIiLHrl11Lrwhgztf3cDUovw2j2up1nns7a18VmFnWnE+U87uDUBOWgIAT71XxvSRBcydPJTSSnu4JyQ0l3mbTSZO7ppy1O9JREQ6FyUjRQ5Dy0I1dpcvXAZT2DODj76upchmjSjDbmkC3pYmb5ASWzbTR9pYsqGKx5dtY+7koeFVDA+0uqyWG8+1kZ2i2WgRERGRzmxnnYugYVBld3PVsF4kW2JZVVbTKh6FyGodIGKCvMRm5ZLBuYwf0oNqp6fNOLTB4z96NyMiIp2W+dCHiHRu1XY3DrefB5d+QVpCHHMnD+WpSWeQbIll3qpyphblU2Szho8/cJXsA/WyJjHu9FysKfE8+8HXwKETmJY4s0pjRERERDqxytomHB4/f1y8gav+toYbFqyjyRuIGo8CDO/TOkHZYmVZLX26pPD3TypYW1Hf5neqMkdERI4GvRkpchDVTg/1Hj+GYXDlsF48/Obm8JuRcycPxeULMnNRaURfyC6pFkps1qiNxEts2cSaTZyRl8HSDbsozMtgdVntIROYGYlKRIqIiIh0Rg6Xj+oGD3FmMw/9a3NEjFlaaacwL6NVPHqo2BLA4fZzy5h+PPzm5qj7RxRkqzJHRESOCiUjRdpQUdvEHxdvYGVZLYtvODuizAWag7+Wkpj9y16S4mOYN3komEytmoRPLurNo29t4aphvXj2g6+ZPbGw1bUOpEBQREREpHPaUefintc3ctVZvUiIjWk12T1vVfm+eLI8Ih4ttlm58+IBB7129/RErn7hU+4eNxBvIBQRh44oyOaRCaepMkdERI4KJSNF9uNw+ah3+TAMmPXaxnDAFxtjapUo/Db4I2LfkF6ZdEtL4IqhPbhlTF/2Nnjpkmrh3c17+PuaCu68eCCPvb0l4q3KopOtXHb6Sdz7+iZWln2bwFQgKCIiItL5VDs9uH0B/lNpZ9YlA2nwBGj0Blodt388eeuYfuxt8NI9PRGnx0e82dTmZHdJQTYbd9qprHeHz7/xXBuWODMZifFaPVtERI4qJSNF9tlld1NZ5+KrvY0M6pEeMfNc39S6eff+wd8dF/an0RMgPbG5r05FnZsB3dPxB0Nkp1iosns49aR0xg7KYc67XzLrkoHc9OO+2N0+vP4Qq7+q5e+fVHDlj/K4/tyTFQiKiIiIdFIVtU088uZmbhndj9N6ZIQrdeZOHhr1eJcvyBPLyxjex4oB/M+/t3LnxQOoaXBz37hB3LNkU0S1TpHNytSi3tQ2+nj7tyW4fUFSE+IUd4qISLtRMlIE2FnvosEbIC0xjtPzMnG6I5OPgZAR9bz9gz+3P4jbFyRoGLyw+hvuv2wgP3tuDTWNPqA58Lv4tFxuHt2PbmkJdEtrvobD5aNbWgKj+nVVICgiIiLSiVXZ3fzv6nJuG9sff8jg7v0qdUor7W33JS/Ipkuqhap6NyP7d8UbCPL+tm8nu399zsnEmk1kJMVhNpmIMZsYkpepmFNERDqEkpHS6W2vbeLeJZu4alivcF/IA2ee11XUt13mYsvG4w+ycM12RvXvhslk4u5xA/nF3E/CiciSgmzuv3QQmUlxrYK+9CQlH0VEREQ6M4fLh8Ptx+UPMnZwLo3eACGISDzOW1XOE1cVAqaItj5FNiuTz+7NZU+upjAvg6lF+YQMg7EDczj3lC40+QJU1Lk475Qu5GQktv/NiYiIHEDJSOnUdtS5uGPxBgrzMiMWqDlwQZm2+kOWFGQz+ezeLFiznetKTiYnzULACBFrgmd/MQSXL0h6YhxdUy1KOIqIiIhIK7vqXPgMg/omP55AkIzEOEor6slIjowdXb4g0xeWct2IPvxmVAGGAcmWWBJizdQ0eXniqjNYV1HP3z+p4Pax/YmNM2EYITKTkji9R4ZiUREROWaYDMOIXn/aiTidTtLT03E4HKSlpXX0cKQdtDQFDxlQXtNEcnwsLn+QdRX1zFtVDsDsiYURCcqk+BjuumgAg3tmsNvppltqAkmWGNy+IJbYGGLN8PO5n3DPuIHM2NdLsrBnBgA9M5PolqaEpIiIHB2KZY5/+jfsnHbWufAEQtzz+saItyCLbFZuG9uPS+asbvPcN2YU4/QE8PiD3LhwHS5fkGKblZtH92PiXz9myfRiTu6a0h63ISIiAhx+PKM3I6XTaWkK/vvR/SL68EBz4Dd7YiEzF5WGF6eZVpRPUnwsaYmxJMbFsLPOTbXTy8nZKTT5/CTExVJR6+IPL/2HmkYfMSZTOJH5xPKy8LVHFGTz8ITTyFV5jIiIiEin5nD52O30YBjw4BtftOoDubqslg07HG33iLRlk5oQy94GLyZgzsRCcjMSCQRDTH3hU4b2yiQ7RZPgIiJybDJ39ABE2tPOOhcuX5AZ55/SKhEJzYHf86vLmVacH16c5ur5azEMgy+qnASCIayp8Zx2UjoTnvmQC2evZk+DlykvfEpNo48im5WgYUS8UdlixbYabnt5PQ6Xrz1vWURERESOITvqXExfuI7Rf15JlcMTNdkI8MAbm7nr4oEU2awR24ttVu4fP4hJf1vDlBc+5a+rvibZEssep4efPfcxA7qn8ciE01SRIyIixyy9GSmdxvbaJu5cvIGVZbXMm3Jmm4Hf6rJaphXlhz8X26zkpCXQLT2BeJOJr2qauGFfKQxArNkENM9QTy7qjclkirrQDTQnJGsafQoORURERDoZh8tHg9vPyrIaphTl8/PhvUlNaPv/jrl8QcprmyjMy2RaUT7eQIj87GSS42PwhoL89xWn4/IF2OXw0D3NgsPtZ8n0YrJTtDiiiIgc25SMlBOew+XD6faHE5HwbQKxLd5ACGhORD44/lRqGz2kJcXT6A9EJCJLCppLZN76bQkJsWYunL2Kx346+KDXbvD4j8BdiYiIiMjxYrfdjdvfHD++sWEXq8pqmT7SxvA+1oOeF2s2hdv+lBRk88BlA3nkzS3cPrYfTlOA7ukJ9O+eRre0hKN+DyIiIkeKkpFyQttZ5yIUMmjyByPehMxMjjvoeT0yE5k7eSillXZc3gCxMTE8/vZWCnLSIhKRj044je77ekA6XD6G9srEEnvw7gepCQf/bhERERE5cexxeqh3+2jwBJjz7jZW7YtJC3tm8NHXtRTZrFGraopsVkor7UBz3HnfpQP5y7IvuWVsP8yArWuK3oAUEZHjkpKRckJyuHzUNfnw+IPExcaw0+6O2B8IGgcN/P79RXV4FnpYfhbzV3/DnRcPwOULcEq3VCyxZmxdUsKJSID0pHgennAaH3y5t81rjyjIVjNxERERkU7A4fKxp9FDnMlMQmwM3hgjYnLcGwgxb1U5sycWYoaIfSU2K3ddMpDymiYWXjOMHpmJuANBfvfjvrgCfrbUeFjw8XYtjigiIsclLWAjJ5yqOhc77W5mvbaRNzbu5u7XN7Y6xuHyM7Uov1VD8CKblalF+cxbVR7elp1i4bpz+mAC3v9yDzcsWMfV89eyt9HbajGa3IxELhyUw4OXnUpJQXbEvhEF2WomLiIiItIJVNnd3PHKBkIhEx9+Xcudr23Es69Mu4Ul1ozLF2TmolKG9M5iyYwi5k4eytzJQxmcl8llT67m/328ndyMRLbXuljyn13sbfQy6a+fEms2aXFEERE5bunNSDmh7Kx30eAL0OQNcvuF/UmIiyEuxsSGnY6ItxXXVtTzRZWDwrxMfjfqFBzu5j6OpZV2Zi4qDZdiF9ms+IMh0hLi+PncNdwzbmD4uxxuPzMWlbaakU5Pam4a/sTEQmoafTR4/KQmxKmZuIiIiEgnUO308ODSTfz2gr7sdXoZdFI6dyzeyK1j+kUcV1ppD8enf35nG8+t+JppxfkU9sygsGcGi284m2DQoLLWxS+e/wSAob0y6ZuTGi7f1uKIIiJyPFIyUk4Y+6+W3aLIZmX6eTaCQYMLT+3OfUs2saqsNlwS88Lq8vDfn19dHlFa3fKW5C6Hh5BhUFnvDi9s09LDp2VGes7EwlZBYEtSUkREREQ6h2q7G18wxMxRp1DX6CM1IZbE+Bh+9+MCTJgiJsdbYlCA1WW1uHxBnlheRklBNvdfOoiqehd/W13OgNx0oDn+rLK7mVqUz8xFpeHv1OKIIiJyvFEyUo571U4PPn+wVSISCAd7M0baeOTNzZyel8nUony8gRCxJhNTi/K58bwYQobBrWP64QuE2NvoJT7GHH5Lcs7EQqB59W1LrDmcpGwJAjUjLSIiIiJ7nR48wVCbk+NmE0w/zwZ8m3ycuaiUOy/qzx1j+1Pn8hFjMtEzM5ElG6pY+009Vw3rxcxFpeEekm9u3MUDb2wOV/GAFkcUEZHjj5KRclyrqG3i469rObVHRqtEZIvVZbXcNrYf727Zy7tb9kY9ZuE1wxj3xOpW24tsVqqdHqocHkpsVrqkWijMy4wo5QbNSIuIiIh0ZjtrmwjBQSfHLx2cS7/uaVx0anem7Zsct8Sa2dPgJWQYvLC6nDsvHsiXexo5r283LhqUi8Pt47Ubi1i7vZ7LnlwdEX+CFkcUEZHjk5KRctxxuHzUN/mINZvY5fDwwdY95GenHPScRk/woPtjzCZKbNmsLKsJb2uexS7A4w+yfMseJhflc+VzH7cKAkEz0iIiIiKdkcPlw+7y80l5LYMOMTk+rSifukYfVQ4P3dISsMSa6ZpmITvFQlysmbsuHsBPnvmQmkYfy343gl7ZyUAyAMmWWN7slcmKbd/GqlocUUREjldKRspxpcruZva7X3LjuTZ8IYP5H5bzm1F9qW30HvS8lISYg+5PtsQy43wbt1/YH6fHT7IlhpT4WIKGgdlk4sHxp3Ln4g1RE5GakRYRERHpfHbUu2j0Bqiqd3Nqjwxqmw6+qrU3ECIrOZ5zCrqQEG/m3c17eG7R1/taAkGXVAs1jT5KCrLpmmqJODc3I5E5WhxRREROEEpGynHD4fKx2+HihnNtVNS7iYsxM+P8U/hsex17GryUFGSzcr/Z4hZFNitN3kCrNx9blBRkEzIMVmyrYd6qcob2yuSRCafRfb8VsgHuvXQQ3sB6zUiLiIiIdGK77G48gSCzXt0Y8SbkwmuGHfQ8S6yZYMggPTmOCU9/iMsXDC+KOHZgDu9sqabEZuX+SwdFjS21OKKIiJwolIyU40aj209msoU/HtCLp8SWzc1j+jKqfzdgS0RCsqXUOjs1nhnn2wCj1bl3XzIAp9tPYc8MXrnhbLqnJUQN9DQjLSIiItK5ba9t4sOyGpZu2BXuBdniw69rKbFZo5ZqF9ms7HF6GHhSOnuc3nAicmpRPn9fs52fDunBiIJsuqYmkJmk9j8iInJiMxmGYXT0IDqa0+kkPT0dh8NBWlpaRw9HoqisbaLRF+C/3tgcNcArtlm5fWx/TCYwm0w0eAIkxcdgiTOzo87Ni59V8rsfn4LHFyImxkSTN0BcjJnUhFhMwPZaF2sr6rm88CT6dDl4/0kREZFjjWKZ45/+DY9tDpcPh9vP7Ys3MK0on6vnr211TFJ8DE9cVcjzq79pNTk+47wCki0xPPPBV/zqnJPxBUK8/+VetuxycvvY/mAyePzfX/LHiwa0qs4RERE5XhxuPKM3I+WYV1XnwhsMUdfkb7Mp+KqyWuxuP2u31wFwXt+uBA2D+iY/mcnx/GRIDx7+1xbuvHgAs9/ZypTiPvz7i2pG9u2C0x1gygufMqIgm2uL89vz1kRERETkGLez3oU/GGKn3cPqslomDesV9TiXL8j0haUsvuFsQgY43X4S45v7lr+3dQ8bdji4bsTJpFliqQ34uHBQDmMG5LB0QxUbdjh4cPypdEtLaM9bExER6RBKRsoxbVedi4BhcPfrm9oM/Fo43H4G5aZz9fy1PL5sG8U2K9NHFpBsiSU2BiYOy6Pa6ebCwSeFV8Ue0L05U6/ejyIiIiKyv5aVsu9fuombRvfD4fYDzb0f2+LyBfEFQizfuofz+nbFZAKPL8So/t0Yf/pJNHkD/OTZj6hpbL3Yze1jA3TTS7EiItIJtP2/pCIdxOHyUVnbxJfVTvyGQaMvyOqy2oMGftAcGHoDIaC5bPuBy05l/Y56xj2xiotmr+bq+WvxBg1mLioNr4ptiTXTJzuZORMLVRIjIiIiIkDzIjWbdzdw56sb6JebjtPlD8eipZV2imzWqOcV2awYwOPLtvHIW1uodnp5+oMyGtwBACY8Ez0RCdDg8R+VexERETnW6M1IOaZU2924/EEefOMLpp9/CnsbfMSaTcC3gd+BzcKBiJUI35hRTMgw+MkzH7YK9vyBUDgRWWSzsqfBy9BemXojUkRERESA5onxHfUuEuNiWFlWy5SifJITYlj1VQ1FNivzVpUze2IhQERcWmKzcuPIAhLizPzrNyX4AiHsTT5+PCCHZEsMnkAwHIdGk5qghWtERKRz0JuRcsxwuHx4giEeeOMLJg7rxX+/vQWH209KQnPOfN6qcqYW5beaiS4pyGZqUT5fVDlYv8OB0xPgZ8993CoR2ZKwbPn7jJEFnHdKFyUiRURERCSs3uUjZEBNoxcAbyDEHqeXzVUOphblU5iXwcxFpRTmZTJ38lDmTh7KW78pYdzgXLqmWtht97DL7qa20UvXtASqnR5+9tzHmDAxoiA76neOKMgmO0UxqYiIdA56M1KOGU63n112NxOH9SJhv5noaqeHYpuVVWW1zFxUyrTifKYV5eMNhEhPjCMtIZa/vLONuy4egAkwY2JIXiYry75dxXBEQTb3XTqIuiYvFw7KITk+loykOCUiRURERARonhjf2+jFbDLx3IqvuP5cG9Dc1ufWl9ez4JqzePStzRTmZYZj0YS4GHpmJlJZ62J7vZvT8kJ4giGS42PJTU/gp/v1h4wxm3h4wmnc9vJ6VmyLjFPVu1xERDoTJSOlQ7U0Bm/yBWjyBslOtfDE65u4at9iNaWVdr7a08CsSwZy35JNrCqr5YnlZcC3fSF9wSB3XNifR9/aQklBF/Y2ehmcl8H1556MJc5MRmI8KQmxNHkDmEwmLHExSkSKiIiICNAcj+52ethR76ZrasK+hQ978WV1Q7iypm9OKpP+9jGPTDiNrmkWGj1BuqbF0OQNsHRDFY++9SUlBdlcfGp3Ys1mPvq6lqF5meFE5IiCbKzJ8aQnxTNnYiE1jT4aPH5SE+LITolXXCoiIp2KkpHSYXbZ3WyvczFn+bZwv525k4eyqqyWqUX5AOGePI8v28rUonxuHduPRk+QtIRY0hJiuXr+WrqlWRh7ancmD8+nS1o8De5ARGBXZXfzhxf/w8oDZqAfnnAauVq0RkRERKTTqrK7eXDpF1w+pAdd0yy4vAG6pFqYv7qczyrszJ5YyMI125lalM/zq8u5ev7a8LlFNitTi/J5YvlXFNms3DtuIDvq3KyrqOeLKkf4uAPffExPUvJRREQ6N5NhGEZHD6KjOZ1O0tPTcTgcpKWldfRwOgWHy8e7W6pZvG4nK/dr/P3UpDO4YcE6po+0UVpRz+qyWpLiY5hWnE9hz4xwafZJGQn8Yu4n9M5O5u5LBhI0QlTVu7n5pfX847rhnNw1Jfw90xeVRiQiW4woyGbOxEIFgyIictxTLHP8079h+6t2ethe00iXtATufHVjxOR4S9KxJQ4dmpdJelIcsTEmPL4QZjPExZipa/SRmhjL1t0N7G308viybeHqnUaPj8R4vfkoIiKdx+HGMx26gM2KFSu45JJLyM3NxWQy8eqrr0bsf+WVV7jggguwWq2YTCY+//zzVtfweDzceOONWK1WUlJSmDBhAtXV1e1zA/K9Odx++ndPj0hEQnNPHohcrMblC/LE8jKunr+WRZ9U0CMzEbvLxyMTTmNwzwzGPbGK0Y+v5G+rynl4wmk0ef3h69U0+qImIgFWbKtptciNiIiIiJz4dta5WL65moykeGbtl4iE5gVrWrTEoVNe+JTxT33IJXNWs7fRy4SnP+JPb20lhMGT75XRNS2BZz/4GoBVZbXMem0jPbOSOblrihKRIiIiB+jQMu2mpiYGDx7MtGnTuPzyy6PuLy4u5oorruDaa6+Neo3f/e53vPHGG7z44oukp6czffp0Lr/8clavXn20hy/f0446F39cvIGJ+/pC7q+00k6RzcrqNhar6Z6WgDcQ5E///jIiaATCn//rslPD25wePwfTcIj9IiIiInJicLh81Db5iDObaPQG6J2dTNCgzcnxtvTMSuTt35YAsMvuYUBuOjMXleLyBcPHtEx6KxEpIiLSWoe+GTl27FgeeOABxo8fH3X/L37xC2bNmsWoUaOi7nc4HMydO5f/+Z//YeTIkQwZMoTnn3+eDz/8kI8//vhoDl2+A4fLx/aaJjbvcrC9polbX1nPyrLaqIFem29ErqkgxRLLFc99RCBEq0Rki9VltfiC385mpyXEHXRsqYfYLyIiIic2Vep0DlV2N9MXlbJkfRWBkMED/9rM6q9qqbK7Wx3bMjkeTbHNSlpCHNfMX4vDHWDKC5/yxPKyiERkC016i4iIRNehycgf6rPPPsPv90ckK/v160deXh4fffRRm+d5vV6cTmfEHzk6dtvd7LS7ufPVDby9qZpdDjeFeZnMnTyUrOR4SmzZEce7fEFmLirl4lO786+ZxTw16QzmTh7K4LwMJv71Y2oafTR5AyTFx7T5nU3eQPjv2SnxjCjIjnrciIJsslM0Wy0iItKZtVTqPPnkk23uLy4u5pFHHmnzGr/73e9YsmQJL774Ih988AFVVVVRq36kYzhcPirqXNw2ti/jTstl1mvNZdmFPTOiHr//5Pj+SgqymXXJQH7+tzVU1rtJiDv4/5XSpLeIiEh0x/Vq2rt37yY+Pp6MjIyI7d26dWP37t1tnvfQQw9x7733HuXRicPlo97t57F/b2VwXiajB+ZgNkFpRT1PLC8jOyWev00+E4CVZd/2dSzMy2BI7yyq6t3csGBdq+sGgiFmTyxsVQ7TYv/ALz0pnocnnMZtL69nxQGrae+/qqGIiIh0TmPHjmXs2LFt7v/FL34BwDfffBN1f0ulzsKFCxk5ciQAzz//PP379+fjjz/mrLPOOuJjlu+m3uVn/oflXH+uDZcvyGcVdqaPtJEcH8uqr2rCLYJatEyO33XRAG4b249GTxCXL0BppZ3LnlwdEX+WFGS3uVCiJr1FRESiO66Tkd/X7bffzk033RT+7HQ66dmzZweO6MTjcPnY5fTgdPu56cd9afT6MZvggaVfhFfIfnjCacx+90sG52Uwpag33kCIjMQ4MpPi2LjDzte1rlbXLbJZWf1VLZ9X1DOtOJ8nlpdF7I8W+OVmJDJnYiE1jT4aPH5SE7SqoYiIiBwZh6rUaSsZ6fV68Xq94c+q1Dk6qp0e7lu6iZnnn8Ijb23h+nNOZvbEQp5fXU5hzwzmrSpn9sRCILINUGFeBsP6ZHHFsx/xyITTwqtrtyiyWXlv6x7uv3QQs17bqElvERGR7+C4Tkbm5OTg8/mw2+0Rb0dWV1eTk5PT5nkWiwWLxdIOI+ycquxubn15fcQs8fn9unDzmH7hBuHTivN5fnU5q8tqWb5lb8T5JbZs7r9sIP/aEPl2a5HNytSi/PAbkdefa4tIRh4s8EtPUvJRREREjjxV6hybHC4fTrefRl+QX404mbgYE9OK8umensis1/eVaedlUpiX0WrRREusmT1OD29u3EX/nDT2OL0R126JSf/xSQVThvfWpLeIiMh3dFwnI4cMGUJcXBzvvvsuEyZMAGDr1q1UVFQwfPjwDh5d51Tt9HDrS/9ptSph/9x0dtZ/2yC8sGdGq7caW6wsq+GbWhc3jrQxcVheOCgsrbRHlGYHDYO5k4cC0CMzkZy0BAV+IiIiclxQpc7Rs9vuptEX5O59SccWxTYrd108ILzt27ciyyPi0pZk47LN1UwfaaNHZiILrxmG3e0Px6T/+KSC+y4dFI49FYOKiIgcvg5NRjY2NlJW9u3/8JeXl/P555+TlZVFXl4edXV1VFRUUFVVBTQnGqH5jcicnBzS09O5+uqruemmm8jKyiItLY0ZM2YwfPhw9edpJw6Xj5pGH06Pn+T4WEwm+KzC3uq4AxuEewOhVsfsLxgyqGvytSqJ2V92cjyW2BjNPouIiEiHUaXOsaHa6aG+yUeDN0ByfAyfV9opPSAmXVVWGzE53tIbcv+3IntZk4iLMVNt9/DjATn0ykoiJyORFEts+O3H8aefRHZxvuJPERGR76lDk5Fr167lvPPOC39umR2ePHkyL7zwAq+//jpTp04N77/yyisBuPvuu7nnnnsAePzxxzGbzUyYMAGv18vo0aN56qmn2u8mOrEddS4e+tcXXD6kJ13TLNQ2+UhLjOW16UVMe/5TKvcL9ryBEF/scoYbhFtiD776YE5aAut3Olo1FG8xoiCbkzISFQSKiIhIh1KlTserqG3ij4s3RFTmlNisPHFVIdMXRi54aBxwrssXjHgrcu7kobyw+hvuu2wgp/VMj3jzUXGniIjIkdGhychzzz0XwzgwJPjWlClTmDJlykGvkZCQwJNPPsmTTz55hEcnB1NV7+KT8lp+P7ofd7+2MSL4K7ZZeWHaj/jZsx9R0+gDwBJrjmgQXlppbzPRWFKQTXaqhQsH5TC8j5W7XtsY0X9STcFFRETkSFGlzvFtl93dKhEJ7Pts4roRffjzO9vC20sr7ZTYsllZ1noF7CKbldJKOyvLarj7tU3M2Re3ioiIyJFlMg6WDewknE4n6enpOBwO0tLSOno4xzyHy0dtk481X9eydMOuqAnFYpuVu8cNZFt1IwlxMRiGwfOry1lXYWdacT5D8zLpnpHAA0s3RwSDRTYrD152Kr2zkyO+T03BRURE2qZY5vt7//33Iyp1WrRU6rzwwgsRlTot9q/U8Xg8/P73v2fRokURlToHK9M+kP4Nv7tqu5t6j58xf17Z5jEv/Xo4P3nmo/DnpPgYls4objWZfuBCiQDv3nQOJ3dNOXo3ICIicoI53HjmuF7ARtqfw+WjrsnH3a9tZEpRftREJDT35PH4g9ywYB3QvJr2/ZcN4s5XN4ZLYZLiY7jzov7cMrYvO+rdxMc0NwR3un3At8lIlcWIiIjI0aJKneNPS39IgJ1290GPDYQi/23PyMugotbF4LxMbh7Tjx317qgLJQI0ePxHfvAiIiKiZKQcvh11Lm5/ZT1TivJZWVbLxGG9Dnp8o+fbYO7dLXsxsZn7Lx2EJxDim5qmcOD3wBubIwK/8aefdNTuQURERESOXxW1TTz05mZ+MqQn3TMSD3l8UnxM+O/FNiuzLhnIVX/9mJpGH4U9M8IT59GkJsQdkTGLiIhIJCUj5bBU1rm47ZX1rN4vCXmoRWhSEmIiPr+zZQ9XndWLaqeHf23YFdEHssWIgmyyU/QWpIiIiIhEqqp3sfabOm4Z0487X93IpGG9IhZIPFCJzUqKJZZF155FSkIsyfEx/Pe/t4Z7mpdW2im2WVnVxmKJiklFRESOjoNnk0SAytomKutc4SCvJQnZsghNNMU2K3uc3lbb0xJiuXBQDo9MOI0RBdkR+7QwjYiIiIgcyOHy8U1NI55AiB5ZScx6dSOry2rDCyROLcpvFZMW7etfXlHrYuJfP+aRNzcTF2Pmv8afyrs3ncOrN5zN5YUn8fDliklFRETam96MlDZVOz14/UGq7B7s7m975rQkIfdfHXv/2egSm5V7Lx3EFc9+1Oqamfv6P6YnwZyJhVqYRkRERETaVGV38/FXNXgDId7dXM0fRvcLLzxTWmmnMC+DmYtKmVacz7SifLyBEJZYM3ucHuLNZuLjTCy4Zhh5mYn0zEoCaBVvKiYVERFpX0pGSlQVtU3cvngDd1zYD7PZFFGS/W0Ssjwi+AM4KSORXQ43O+vc4RKYFgeWu2hhGhERERFpS7XTw6xXN3DTBf3Y7fTQLzc9YsGa/WPSlgUSAUps2fxhdF9cgQDWZAsZSfF0S0to83sUk4qIiLQvJSOllZ31Lirr3Uwa1ovEuFgwgqzYtjfcj8flC7ZKQlqTLdQ2ebn86Q9x+YLMnTw04poqdxERERGRw1Ht9FDX5MPp9nPTBX0Bg7gYE4U9MyKOOzAm9QZC9M5O5l8bdvGXd7/k7osH0is7uUPuQURERNqmZKSEOVw+djk97Kx3YzKZ+LK6gbysJPzBEF9UOZi6L/HYkpB8YnkZxTYrd1zYn2qnlxmLSsOrYudlJfHuTeeo3EVEREREDltFbRN3LN4QsahMSUE2t1/Yn29qmlotWNMSk0LzG5FTinpTWlHPjJEFZCRpNWwREZFjkZKRgsPlo97l54Glm+iXm05hzww8/iDD8rNw+4M0eQJcNawXC9dspzAvMzzznJEYR/eMBNy+ADcuXBdORJYUZNM11aLko4iIiIgctmqnhz8ekIgEWLmthpuDIdIT49rsWV5ks3LfZQPZUevm4tNy6Z2VpFhURETkGKVkZCdXZXfzwZd7eeeL3Uwc1ovnV0f23FlwzTDWVtTzRZWDAfsSlS2NwT/8upbNVQ7656aHE5FFNiv3XzpIwZ+IiIiIfCf1Ll94cZoD1TX6yEqJ54y2Fqxp8BIMGeRmJnJaz3TFoiIiIscwJSM7sWqnh29qmhiYm8ZOu5vnV5dHzDADfLQv4XhVlERlsc3KA+NPZXuNi6cmnREOBDNVEiMiIiIih1Dt9FDv8tHgDmBNjmdnvbvNY9dW1FO+p5E/jO7Hf7+9tVVM+vDlp9Fj32rZIiIicmxTMrITamkK7nD5SUuMo9EToLBnRkRQ16KlFObvayoiSrTTE+NITYilssbF5Oc/AbRIjYiIiIgcnoraJv64eEP4TcgDFz880LxV5bx6YxEPv7mZwXkZTCnqHY5Je2YmKhEpIiJyHFEyspM5MPADWHjNMLyBUNTjW1YpXHDNMOqafOFSmI++rmXLLid3XTSAV284W4vUiIiIiMhh2VHnahWPegOhVovT7G9IXia+QJDTemRw6knp4Zi0os7FoNy09hy+iIiI/EBKRnYiLU3BD+zF8+HXtQzvY23zPJcviNsX5Or5a8PbSgqyeXTCaXTPSKQXyUdtzCIiIiJy4qh2enC4/a3iUUus+aCL09x1yQAeeXMz/XPTwzGpqnJERESOT0pGdiL2NpqCz1tVzgUDulFss7ZavRCaA8Du6Qm8MaMYly9IemIc3dK0WraIiIiIHB6Hy8dup4cd9W6SLa3/L0hppZ3CNhanqXZ6eHPjLt7dspebR/djVL+uqsoRERE5jikZeYJzuHzUNvkwgB1tNAV3+YJMe+FTXvz1cGa9uomVZTXhfUU2K1OL8ql2euhlTWbgSYntNHIRERERORFU2d3c+tL6cIwZrT/kt29FRi6Y2BKLPvDGZgA8/iCn52W2y7hFRETk6FAy8gRWZXcz67WNTBqWR2aShZy0hDaPrWn04fEFmVbcO9wQ3BJrprTSzt8/qeDB8afS7SDni4iIiIgcyOHyMevVjRGLznRNTaDEZo2o2GnpU37XRf25Y2x/al0+/IEQpZV2Zi4qxeULApCaENdRtyIiIiJHiJKRJyiHy8eDb3zBb84v4NG3trCyrJbpI21tNgUvslkprbRzes8MLpy9Kry9pTekEpEiIiIi8l1VN3i4clgez6/+9o3HpPiYfW9HmiIqcgrzMuiSlkBsjIlf/99n4QRkixEF2WSnqCxbRETkeKdk5AmqtsnHr8+x8ehbm8OzzgdrCj61KJ+Zi0p58dfDmTt5KN5AiIzEOE7umqJEpIiIiIgcNofLh93lp9EXIMZk4vnV5RGxp2vfwoh3XtSf2y/sxze1rnBFzsxFpcyf9iOG9Mpk5bZvE5VarEZEROTEoWTkCcTh8lHT6MPh9pFsicVsImr5S0tT8NSEWBo8gYjylyZvgKvnrw0HfEpEioiIiMjh2lnnorLexZz3ylhdVsuSGUVRq3JcviB3LN7IkhlF3LBgXcS+5PhY7hjbD/NFJty+oBarEREROcEoGXkCcLh81Lv8PLB0E6f2zOC8vl3xBkJ4/KFWx7p8wXCJzN+vO4ur56+N2J+aEMe7N52jgE9EREREvpOqeheVdhdP7ktEAtQ3+Q96Tr0rcn9JQTZbdjsosnXRpLiIiMgJSsnI49zOehd7G33Ym3z88aIBuP1BHvpXc2n269OLDnpuUnxMxOcSWzZZyfEK/ERERETksDlcPmqavMSazaRa4pg4rBfTivsQMgyykg8+uR0IGuG/l9isTD/PRq+sJMWjIiIiJzAlI49jO+pcbK9z0egNUNAlBW8gxC6Hh6nFfRicl4kJ00EXrNlfic3Kg+MHKfATERERkcNWZXcz69WNTD+/gD+9vSki7iy2WbllTL8249ESm5XslHj+cd1ZpCfGkRgXQ0ZSnKpzRERETnBKRh6HHC4fdS4fs17dyGcVdp64qpC7X98Y0R+yyGZlzMBuTD/PBrResGbGeQWkWWL556/OIi0hjky9ESkiIiIi34HD5ePWl9YzOC+D/357S6uE46qyWuLf+ZKbR/cDtrSKRycX5TP7nW38fnRfuqcnKAkpIiLSSSgZeZypsrv54Mu9LF1fxeqyWqaPtDFvVTmrDgj+VpfV8j/LvuS3o07holO7M60oH28ghCXWzJ4GLzlpFuLMJn6Ub23jm0REREREonO4fOxyelhZVsOUot7hnuQHWr5lL788qzeFeZnheLRnViJvb6pm0Zrt3H7hAFLjY5SIFBER6USUjDyOVDs97GnwcnKXFG4b24/4mBhChnHI4K/K4aFbWgJdUiwkW2LolprAa+ur2LjDwWM/HazgT0REREQOW5XdzeqyGvKykgDwBlovmrg/lz8YEa8uuvYszu5j5YohPUhPVFm2iIhIZ6Nk5DHO4fJR2+TDAO55LbIUu8RmZfrIgoOe3xL8lRRkc+voflw4e1XE/ppGnwJAEREREWmTw+WjptFHg8dHemI83kCI3tZkki0xvDGjGAPjoOdbYs0Rn9MSY1m/w8HA3DTFoSIiIp2QkpHHsCq7m1tfXs/gnhmUVtS36sOzsqyW68+1HfQallgzxTYrf7yoP29v2t1qf4PHf0THLCIiIiInjpZ49LPt9cyeWMif/v1lOCZNio9h3uShlNc0HXTRxNJKe/hzSUE2X1Q5OfeULkpEioiIdFLmQx8iHcHh8nHry+tZua2Gwp4ZUYO7pPgY3P4gJQXZUa9RYrPSPT2B+y8dxB6Hl2c/+LrVMakJcUd87CIiIiJy/Ns/Hp1WnM/zq8sjYtJpxfnMea+M+9/YzNSifIpskb3Ii21WphblM29VOdCciLz/0kFcMKAb3TMS2/VeRERE5NihNyOPQdVOD3VNPlZuqwGi9+FJio9h9sRCFqzZzuSzexMyjIjgsMRm5e5xA7HEmPl0ez13vroRly8YcY0RBdlkp2hGWkRERERa29PgDcejhT0zWvUp33/bzEWlTCvODy9SkxAXw8ldkvEEgvzvtB+RnhhH11SL3oYUERERJSOPNTtqm9jhcJOWEM+ia88iNSE2ah+e/WenP/66LiL4y0iMIzcjATMmelqTiYkxM7RXJiv2BZPQnIh8ZMJpCghFREREJILD5cPh9uMLhnhq0hkkxMUQaza1Om7/CXOXL9gqWfnK9WdzRq/Moz5eEREROb4oGXkM2W134wmGmLO8LOItx4fGD6KkIDs8Mw2RM9HRgr8lM4rIy2xe4TA3I5E5Ewv3NR73k5oQR3ZKvBKRIiIiIhJht91Nkz/Imq9r6ZaWEN6eFqW1z4EL0xwoPVHtgERERKQ1JSOPEVV2Nx5fkLtf39SqP+T9b2zm1RuKuHfpt/uilW7vz+MPRSQb05OUfBQRERGRtjlcPirqXQRDBm9s2BURk/7X+EGU2LJZWfbt5Hhppb3NhWvUDkhERETaomTkMaDa6eGbmiYyk+OjBnMuX5Aqu5vCvMxwKXbPrIM3/c7QTLSIiIiIHCaHy8cuh4fsZAt3vb6xVUz6wBubmTt5KJgIV+vMW1XO3MlDMWOKSFKqHZCIiIgcjJKRHcTh8mF3+Wn0BWj0BLDExWCieWGaAxeaAVhbUc9/Ku3hcuzpI21tzkSXFGTTNdVytG9BRERERE4Au+xu3v9yL11TLeSkJbQ5OX71/LUsnVGMxx9il8MNwCff1DGkdya/PvdkLLFmMpPi1Q5IREREDkrJyA6wy+5me52LOcu3Ra6AXZDNE1cVMn1haauE5LxV5bwxo5hZr21iZVkN81aVM3tiISZg1X7X0Ey0iIiIiBwOh8tHvctHkzdIn+xkYmPMxMaY2pwcd/mC1DT6mPL8J0wrzufsPlbOyMvEbDLRMzORPGtyB9yFiIiIHG+UjGxnDpeP97/cy9L1Va1mnVduqwHDYFpxfqsFac7Iy6CizsXgvAymFPXGGwiRk2bhvnGD8IdCuH1BLUwjIiIiIodll93N9loXc947/MlxgMR4My5fkP9U2rns9JPYWe9mh8PFoNy09hy+iIiIHMeUjGxnNY0+uqZaopa/AKwsq+XX59oikpHFNisPXHYqP3nmQ2oafeHtC68ZRpfUhIiVDkVEREREDsbh8vH+1r0s3fDdJsdLCrKJjzGzZEYxhmFw5XMfMaB7mqpyRERE5DtRMrKd2d2+Q66EHWM2sWRGEY2eICkJMexxeinb2xiRiCy2WellTVIiUkRERES+kz0NXrqmHXxy/PoDJsdLbNnMGGnjrU27GT0wB58/xD+uG66qHBEREfnOlIxsR1V2N15/CEus+aDHNXkDXPncxxHb5k4eGv57SUE2D40/lZMyk47KOEVERETkxOVw+w85OW7QHH96A82xa7XTQ5M3yMYdDqYM760EpIiIiHxvSka2A4fLx54GLxV1LrqmJrC9tqntlbBtVkor7ZHbCrI5uUsyr95wtvpCioiIiMj34nD52O30YIkzH3JyvGV/XKwZfyBElcPDe1v2cN+lgxSHioiIyA9y8CjkKFuxYgWXXHIJubm5mEwmXn311Yj9hmEwa9YsunfvTmJiIqNGjWLbtm0Rx9TV1TFp0iTS0tLIyMjg6quvprGxsR3v4uCq7G6mLyrlx4+v4Or5a/nZcx/Rp0syM0YWUGSzRhxbUpDN9JEFzFtVHt42oiCbRyecRu/sFE7Py+TkrikKAEVERETkO6myu5m+sJTRf17J25uqqXZ6WsWiLUpsVrbtaaRXVhI9MhKxJscz/vSTeOyng+mekdjOIxcREZETTYcmI5uamhg8eDBPPvlk1P2PPvoos2fP5plnnmHNmjUkJyczevRoPB5P+JhJkyaxadMmli1bxtKlS1mxYgXXXXdde93CQTlcPm59eX1zI/B9XL4gU19YS2VtE/dcMpDXpxfx9+vO4qVfD+esPll8XF7L3345lFeuP5t3bzqHORMLFfSJiIiIHEUn+gR5OCYta45J560qp3t6ItPPs0WdHL//slO5cFAOPbKS6NNFE+IiIiJyZHVomfbYsWMZO3Zs1H2GYfDnP/+ZO++8k0svvRSA//3f/6Vbt268+uqrXHnllWzevJm33nqLTz/9lKFDm3sqzpkzhwsvvJDHHnuM3NzcdruXaGoafRGJyBYuX5CbX97AkhlFPPLWlohy7REF2VwxpKcSkCIiIiLtpGWCfNq0aVx++eWt9rdMkM+fP5/8/HzuuusuRo8ezRdffEFCQvNigpMmTWLXrl0sW7YMv9/P1KlTue6661i4cGF7304rB8akLl+QGxeu41fn9OHWMf2IMZlo8AZIS4gjIzGWXPUlFxERkaPomO0ZWV5ezu7duxk1alR4W3p6OsOGDeOjjz7iyiuv5KOPPiIjIyOciAQYNWoUZrOZNWvWMH78+KjX9nq9eL3e8Gen03lU7sHp8R90/456N4V5mdx4rg1LnJmMxHj1gxQRERFpZyf6BHm0mNTlC/L4sm08vmwbT006gxsWrGPZ70YoESkiIiJHXYeWaR/M7t27AejWrVvE9m7duoX37d69m65du0bsj42NJSsrK3xMNA899BDp6enhPz179jzCo2+WlhB30P3xMWbWV9rJz05mSK8slb+IiIiIHGMONUEOHHKCPBqv14vT6Yz4c7QcKia1xJoZUZBN11TLURuDiIiISItjNhl5NN1+++04HI7wn8rKyqPyPdkp8YwoyI66r6QgG1uXFPWEFBERETmGHa0J8vaaHIeDx6RFNit7Grw8MuE0TYqLiIhIuzhmk5E5OTkAVFdXR2yvrq4O78vJyWHPnj0R+wOBAHV1deFjorFYLKSlpUX8ORrSk+J5eMJprYK/lhWye2UnK+gTERER6YTaa3Ic2o5JSwqyeXDfYjWaHBcREZH2csz2jMzPzycnJ4d3332X008/HWju7bhmzRquv/56AIYPH47dbuezzz5jyJAhACxfvpxQKMSwYcM6augRcjMSmTOxkJpGHw0eP6kJceoLKSIiInKc2H+CvHv37uHt1dXV4Rj1+0yQWywWLJb2K4tWTCoiIiLHig5NRjY2NlJWVhb+XF5ezueff05WVhZ5eXn89re/5YEHHqCgoCC8cmFubi6XXXYZAP3792fMmDFce+21PPPMM/j9fqZPn86VV17Z4Y3C95eepEBPRERE5Hh0okyQg2JSEREROTZ0aDJy7dq1nHfeeeHPN910EwCTJ0/mhRde4JZbbqGpqYnrrrsOu91OcXExb731FgkJCeFzFixYwPTp0zn//PMxm81MmDCB2bNnt/u9iIiIiMjxqbNMkIuIiIgcC0yGYRgdPYiO5nQ6SU9Px+FwHLX+kSIiIiJHi2KZH+b999+PmCBv0TJBbhgGd999N88991x4gvypp57ilFNOCR9bV1fH9OnTWbJkScQEeUpKymGNQf+GIiIicrw73HhGyUgU/ImIiMjxTbHM8U//hiIiInK8O9x45phdTVtEREREREREREROLEpGioiIiIiIiIiISLtQMlJERERERERERETahZKRIiIiIiIiIiIi0i6UjBQREREREREREZF2oWSkiIiIiIiIiIiItAslI0VERERERERERKRdKBkpIiIiIiIiIiIi7ULJSBEREREREREREWkXsR09gGOBYRgAOJ3ODh6JiIiIyHfXEsO0xDRy/FE8KiIiIse7w41JlYwEGhoaAOjZs2cHj0RERETk+2toaCA9Pb2jhyHfg+JREREROVEcKiY1GZpCJxQKUVVVRWpqKiaT6Xtfx+l00rNnTyorK0lLSzuCIzz+6dlEp+cSnZ5LdHou0em5RKfnEt2J+lwMw6ChoYHc3FzMZnXhOR4dqXgUTtyf8x9KzyU6PZfo9Fyi03OJTs+lbXo20Z2oz+VwY1K9GQmYzWZ69OhxxK6XlpZ2Qv0wHUl6NtHpuUSn5xKdnkt0ei7R6blEdyI+F70ReXw70vEonJg/50eCnkt0ei7R6blEp+cSnZ5L2/RsojsRn8vhxKSaOhcREREREREREZF2oWSkiIiIiIiIiIiItAslI48gi8XC3XffjcVi6eihHHP0bKLTc4lOzyU6PZfo9Fyi03OJTs9FOgP9nEen5xKdnkt0ei7R6blEp+fSNj2b6Dr7c9ECNiIiIiIiIiIiItIu9GakiIiIiIiIiIiItAslI0VERERERERERKRdKBkpIiIiIiIiIiIi7ULJSBEREREREREREWkXSkYehhUrVnDJJZeQm5uLyWTi1VdfjdhvGAazZs2ie/fuJCYmMmrUKLZt2xZxTF1dHZMmTSItLY2MjAyuvvpqGhsb2/EujrxDPZdXXnmFCy64AKvVislk4vPPP291DY/Hw4033ojVaiUlJYUJEyZQXV3dPjdwlBzsufj9fm699VZOPfVUkpOTyc3N5Ze//CVVVVUR1+iMPy/33HMP/fr1Izk5mczMTEaNGsWaNWsijumMz2V/v/71rzGZTPz5z3+O2N4Zn8uUKVMwmUwRf8aMGRNxTGd8LgCbN29m3LhxpKenk5yczJlnnklFRUV4/4n4excO/WwO/Hlp+fOnP/0pfMyJ+DMjJw7Fo9EpHo1O8WjbFJNGp5g0OsWk0SkmjU7x6OFTMvIwNDU1MXjwYJ588smo+x999FFmz57NM888w5o1a0hOTmb06NF4PJ7wMZMmTWLTpk0sW7aMpUuXsmLFCq677rr2uoWj4lDPpampieLiYh555JE2r/G73/2OJUuW8OKLL/LBBx9QVVXF5ZdffrSG3C4O9lxcLhfr1q3jrrvuYt26dbzyyits3bqVcePGRRzXGX9eTjnlFJ544gk2bNjAqlWr6N27NxdccAF79+4NH9MZn0uLxYsX8/HHH5Obm9tqX2d9LmPGjGHXrl3hP4sWLYrY3xmfy1dffUVxcTH9+vXj/fffZ/369dx1110kJCSEjzkRf+/CoZ/N/j8ru3btYt68eZhMJiZMmBA+5kT8mZETh+LR6BSPRqd4tG2KSaNTTBqdYtLoFJNGp3j0OzDkOwGMxYsXhz+HQiEjJyfH+NOf/hTeZrfbDYvFYixatMgwDMP44osvDMD49NNPw8e8+eabhslkMnbu3NluYz+aDnwu+ysvLzcAo7S0NGK73W434uLijBdffDG8bfPmzQZgfPTRR0dxtO3nYM+lxSeffGIAxvbt2w3D0M9LC4fDYQDGO++8YxhG534uO3bsME466SRj48aNRq9evYzHH388vK+zPpfJkycbl156aZvndNbn8rOf/cz4+c9/3uY5neH3rmEc3u+YSy+91Bg5cmT4c2f4mZETh+LR6BSPRqd4tG2KSaNTTBqdYtLoFJNGp3j04PRm5A9UXl7O7t27GTVqVHhbeno6w4YN46OPPgLgo48+IiMjg6FDh4aPGTVqFGazudUr/53JZ599ht/vj3h2/fr1Iy8vL/zsOgOHw4HJZCIjIwPQzwuAz+fjueeeIz09ncGDBwOd97mEQiF+8YtfcPPNNzNw4MBW+zvrcwF4//336dq1K3379uX666+ntrY2vK8zPpdQKMQbb7zBKaecwujRo+natSvDhg2LKA/R791m1dXVvPHGG1x99dXhbZ3xZ0ZOHIpHvz/9XmymeDQ6xaTfUkzaNsWkkRSTHp7OHo8qGfkD7d69G4Bu3bpFbO/WrVt43+7du+natWvE/tjYWLKyssLHdEa7d+8mPj4+HPS02P/Zneg8Hg+33norEydOJC0tDejcPy9Lly4lJSWFhIQEHn/8cZYtW0Z2djbQeZ/LI488QmxsLDNnzoy6v7M+lzFjxvC///u/vPvuuzzyyCN88MEHjB07lmAwCHTO57Jnzx4aGxt5+OGHGTNmDP/+978ZP348l19+OR988AGg37st5s+fT2pqakQpUGf8mZETh+LR70+/FxWPRqOYtDXFpNEpJm1NMenh6ezxaGxHD0Cks/L7/VxxxRUYhsHTTz/d0cM5Jpx33nl8/vnn1NTU8Ne//pUrrriCNWvWtPqF3Fl89tln/OUvf2HdunWYTKaOHs4x5corrwz//dRTT+W0007j5JNP5v333+f888/vwJF1nFAoBMCll17K7373OwBOP/10PvzwQ5555hnOOeecjhzeMWXevHlMmjQpom+RiEhnpHg0OsWkkRSTtk0xaWuKSQ9PZ49H9WbkD5STkwPQatWn6urq8L6cnBz27NkTsT8QCFBXVxc+pjPKycnB5/Nht9sjtu//7E5ULYHf9u3bWbZsWXgWGjr3z0tycjI2m42zzjqLuXPnEhsby9y5c4HO+VxWrlzJnj17yMvLIzY2ltjYWLZv387vf/97evfuDXTO5xJNnz59yM7OpqysDOiczyU7O5vY2FgGDBgQsb1///7hlQs78+/dFitXrmTr1q1cc801Eds748+MnDgUj35/nfn3ouLRtikmjaSY9PApJlVMejgUjyoZ+YPl5+eTk5PDu+++G97mdDpZs2YNw4cPB2D48OHY7XY+++yz8DHLly8nFAoxbNiwdh/zsWLIkCHExcVFPLutW7dSUVERfnYnopbAb9u2bbzzzjtYrdaI/fp5+VYoFMLr9QKd87n84he/YP369Xz++efhP7m5udx88828/fbbQOd8LtHs2LGD2tpaunfvDnTO5xIfH8+ZZ57J1q1bI7Z/+eWX9OrVC+i8v3f3N3fuXIYMGRLu/dWiM/7MyIlD8ej311l/Lyoe/W4UkyomPVyKSRWTHg7FoyrTPiyNjY3hmQ1obhL++eefk5WVRV5eHr/97W954IEHKCgoID8/n7vuuovc3Fwuu+wyoHkGYMyYMVx77bU888wz+P1+pk+fzpVXXklubm4H3dUPd6jnUldXR0VFBVVVVQDhX0Y5OTnk5OSQnp7O1VdfzU033URWVhZpaWnMmDGD4cOHc9ZZZ3XIPR0JB3su3bt35yc/+Qnr1q1j6dKlBIPBcO+HrKws4uPjO+XPi9Vq5cEHH2TcuHF0796dmpoannzySXbu3MlPf/pToPP+9+jA/3MQFxdHTk4Offv2BTrnc8nKyuLee+9lwoQJ5OTk8NVXX3HLLbdgs9kYPXo00DmfS15eHjfffDM/+9nPGDFiBOeddx5vvfUWS5Ys4f333wc4YX/vwqGfDTQnZ1588UX++7//u9X5J+rPjJw4FI9Gp3g0OsWjbVNMGp1i0ugUk0anmDQ6xaPfQUcv5308eO+99wyg1Z/JkycbhmEYoVDIuOuuu4xu3boZFovFOP/8842tW7dGXKO2ttaYOHGikZKSYqSlpRlTp041GhoaOuBujpxDPZfnn38+6v677747fA23223ccMMNRmZmppGUlGSMHz/e2LVrV8fc0BFysOdSXl4edR9gvPfee+FrdLafF7fbbYwfP97Izc014uPjje7duxvjxo0zPvnkk4hrdLbnEk2vXr2Mxx9/PGJbZ3suLpfLuOCCC4wuXboYcXFxRq9evYxrr73W2L17d8Q1OttzaTF37lzDZrMZCQkJxuDBg41XX3014hon4u9dwzi8Z/Pss88aiYmJht1uj3qNE/FnRk4cikejUzwaneLRtikmjU4xaXSKSaNTTBqd4tHDZzIMwzhYslJERERERERERETkSFDPSBEREREREREREWkXSkaKiIiIiIiIiIhIu1AyUkRERERERERERNqFkpEiIiIiIiIiIiLSLpSMFBERERERERERkXahZKSIiIiIiIiIiIi0CyUjRUREREREREREpF0oGSkiIiIiIiIiIiLtQslIEZEj7IUXXiAjI+M7nTNlyhQuu+yyozIeEREREelcFI+KyLFMyUgRke+grSDt/fffx2QyYbfb+dnPfsaXX37Z/oMTERERkROe4lEROd7FdvQARERONImJiSQmJnb0MERERESkk1I8KiLHMr0ZKSJyhEUri3nggQfo2rUrqampXHPNNdx2222cfvrprc597LHH6N69O1arlRtvvBG/398+gxYRERGRE4biURE5likZKSJylC1YsIAHH3yQRx55hM8++4y8vDyefvrpVse99957fPXVV7z33nvMnz+fF154gRdeeKH9BywiIiIiJxTFoyJyLFGZtojId7R06VJSUlIitgWDwTaPnzNnDldffTVTp04FYNasWfz73/+msbEx4rjMzEyeeOIJYmJi6NevHxdddBHvvvsu11577ZG/CRERERE5bikeFZHjmd6MFBH5js477zw+//zziD9/+9vf2jx+69at/OhHP4rYduBngIEDBxITExP+3L17d/bs2XPkBi4iIiIiJwTFoyJyPNObkSIi31FycjI2my1i244dO37wdePi4iI+m0wmQqHQD76uiIiIiJxYFI+KyPFMb0aKiBxlffv25dNPP43YduBnEREREZGjRfGoiBxL9GakiMhRNmPGDK699lqGDh3K2WefzT/+8Q/Wr19Pnz59OnpoIiIiItIJKB4VkWOJkpEiIkfZpEmT+Prrr/nDH/6Ax+PhiiuuYMqUKXzyyScdPTQRERER6QQUj4rIscRkGIbR0YMQEelsfvzjH5OTk8P//d//dfRQRERERKQTUjwqIh1Fb0aKiBxlLpeLZ555htGjRxMTE8OiRYt45513WLZsWUcPTUREREQ6AcWjInIs0ZuRIiJHmdvt5pJLLqG0tBSPx0Pfvn258847ufzyyzt6aCIiIiLSCSgeFZFjiZKRIiIiIiIiIiIi0i7MHT0AERERERERERER6RyUjBQREREREREREZF2oWSkiIiIiIiIiIiItAslI0VERERERERERKRdKBkpIiIiIiIiIiIi7ULJSBEREREREREREWkXSkaKiIiIiIiIiIhIu1AyUkRERERERERERNqFkpEiIiIiIiIiIiLSLpSMFBERERERERERkXahZKSIiIiIiIiIiIi0CyUjRUREREREREREpF0oGSkiIiIiIiIiIiLtQslIERERERERERERaRdKRoqIiIiIiIiIiEi7UDJSRERERERERERE2oWSkSIiIiIiIiIiItIulIwUETnG3HPPPZhMpohtvXv3ZsqUKUf9e0REREROdN988w0mk4kXXniho4dyQnrhhRcwmUx888034W3nnnsu55577lH/HhE5PigZKSJHRUtwsHbt2o4eSoe55ZZbMJlM/OxnP2vX7/V4PDz++OMMGzaM9PR0EhISOOWUU5g+fTpffvllu45FRERE5IcYN24cSUlJNDQ0tHnMpEmTiI+Pp7a2th1HduJ76qmnMJlMDBs2rF2/NxgM8vzzz3PuueeSlZWFxWKhd+/eTJ06tVP/fwuRE0lsRw9AROREZBgGixYtonfv3ixZsoSGhgZSU1O/9/W2bt2K2Xzo+aOamhrGjBnDZ599xsUXX8xVV11FSkoKW7du5e9//zvPPfccPp/ve49DREREpD1NmjSJJUuWsHjxYn75y1+22u9yuXjttdcYM2YMVqu1A0Z44lqwYAG9e/fmk08+oaysDJvN9r2v9e9///uwjnO73Vx++eW89dZbjBgxgjvuuIOsrCy++eYb/vnPfzJ//nwqKiro0aPH9x6LiHQ8JSNFRI6C999/nx07drB8+XJGjx7NK6+8wuTJk7/39SwWy2EdN2XKFEpLS3nppZeYMGFCxL7777+fP/7xj997DCIiIiLtbdy4caSmprJw4cKoycjXXnuNpqYmJk2a1AGjO3GVl5fz4Ycf8sorr/CrX/2KBQsWcPfdd3/v68XHxx/WcTfffDNvvfUWjz/+OL/97W8j9t199908/vjj33sMInLsUJm2iHSo0tJSxo4dS1paGikpKZx//vl8/PHH4f12u52YmBhmz54d3lZTU4PZbMZqtWIYRnj79ddfT05OTpvf9dJLL2Eymfjggw9a7Xv22WcxmUxs3LgRgN27dzN16lR69OiBxWKhe/fuXHrppYfdk2bBggUMGDCA8847j1GjRrFgwYKox61atYozzzyThIQETj75ZJ599tmoxx1Oz8g1a9bwxhtvcPXVV7dKREJzQvOxxx476DUCgQD3338/J598crgk5o477sDr9UYct3btWkaPHk12djaJiYnk5+czbdq0iGNCoRB//vOfGThwIAkJCXTr1o1f/epX1NfXH3QMIiIiIi0SExO5/PLLeffdd9mzZ0+r/QsXLiQ1NZVx48YB8PXXX/PTn/6UrKwskpKSOOuss3jjjTcO+T1t9TScMmUKvXv3Dn9u6Tf52GOP8eSTT9KnTx+SkpK44IILqKysxDAM7r//fnr06EFiYiKXXnopdXV1ra775ptvUlJSQnJyMqmpqVx00UVs2rTpoGNcu3YtJpOJ+fPnt9r39ttvYzKZWLp0KQANDQ389re/pXfv3lgsFrp27cqPf/xj1q1bd8hnAc2xbGZmJhdddBE/+clP2oxlN23axMiRI0lMTKRHjx488MADhEKhVscdTs/IHTt28Oyzz/LjH/+4VSISICYmhj/84Q+HfCvyqaeeYuDAgVgsFnJzc7nxxhux2+0Rx2zbto0JEyaQk5NDQkICPXr04Morr8ThcEQc9//+3/9jyJAhJCYmkpWVxZVXXkllZeVBv19EDk1vRopIh9m0aRMlJSWkpaVxyy23EBcXx7PPPsu5557LBx98wLBhw8jIyGDQoEGsWLGCmTNnAs0JPJPJRF1dHV988QUDBw4EYOXKlZSUlLT5fRdddBEpKSn885//5JxzzonY949//IOBAwcyaNAgACZMmMCmTZuYMWMGvXv3Zs+ePSxbtoyKioqIgDQar9fLyy+/zO9//3sAJk6cyNSpU9m9e3dEsnTDhg1ccMEFdOnShXvuuYdAIMDdd99Nt27dvvOzBHj99dcB+MUvfvG9zge45pprmD9/Pj/5yU/4/e9/z5o1a3jooYfYvHkzixcvBmDPnj3hcd92221kZGTwzTff8Morr0Rc61e/+hUvvPACU6dOZebMmZSXl/PEE09QWlrK6tWriYuL+97jFBERkc5j0qRJzJ8/n3/+859Mnz49vL2uro63336biRMnkpiYSHV1NWeffTYul4uZM2ditVqZP38+48aN46WXXmL8+PFHbEwLFizA5/MxY8YM6urqePTRR7niiisYOXIk77//PrfeeitlZWXMmTOHP/zhD8ybNy987v/93/8xefJkRo8ezSOPPILL5eLpp5+muLiY0tLSNmPNoUOH0qdPH/75z3+2qrj5xz/+QWZmJqNHjwbg17/+NS+99BLTp09nwIAB1NbWsmrVKjZv3swZZ5xxWPd3+eWXEx8fz8SJE3n66af59NNPOfPMM8PH7N69m/POO49AIMBtt91GcnIyzz33HImJid/jiTYnaAOBwA+KZe+55x7uvfdeRo0a6JM+GgABAABJREFUxfXXX8/WrVvDY2+JP30+H6NHj8br9TJjxgxycnLYuXMnS5cuxW63k56eDsCDDz7IXXfdxRVXXME111zD3r17mTNnDiNGjKC0tJSMjIzvPU6RTs8QETkKnn/+eQMwPv300zaPueyyy4z4+Hjjq6++Cm+rqqoyUlNTjREjRoS33XjjjUa3bt3Cn2+66SZjxIgRRteuXY2nn37aMAzDqK2tNUwmk/GXv/zloOOaOHGi0bVrVyMQCIS37dq1yzCbzcZ9991nGIZh1NfXG4Dxpz/96bvd9D4vvfSSARjbtm0zDMMwnE6nkZCQYDz++OOt7j8hIcHYvn17eNsXX3xhxMTEGAf+eu7Vq5cxefLkg37v+PHjDcCor68/rHHefffdEd/z+eefG4BxzTXXRBz3hz/8wQCM5cuXG4ZhGIsXLz7kv+3KlSsNwFiwYEHE9rfeeivqdhEREZG2BAIBo3v37sbw4cMjtj/zzDMGYLz99tuGYRjGb3/7WwMwVq5cGT6moaHByM/PN3r37m0Eg0HDMAyjvLzcAIznn38+fNw555xjnHPOOa2+e/LkyUavXr3Cn1vO7dKli2G328Pbb7/9dgMwBg8ebPj9/vD2iRMnGvHx8YbH4wmPJyMjw7j22msjvmf37t1Genp6q+0Huv322424uDijrq4uvM3r9RoZGRnGtGnTwtvS09ONG2+88aDXasvatWsNwFi2bJlhGIYRCoWMHj16GL/5zW8ijmt53mv+P3t3Ht5UmfYP/JtmaZsuSZtQoNiWQqplJ4AgpK2yKKCgYF2ozPyAoswrIo6MG46ouIELM76AjuMrIDPD4jgIKCpujNJWRZFq2W2wUpSlpDRp07RZz++Pkpg0Sxe69/u5Li7tOScnJ4Wc85z73M9979vnWVZWViYoFAoBgFBSUuJZHuz36+3+++8XAAiFhYWNOk73/Yb7fcrKygSZTCZcd911nr9rQRCEtWvXCgCE9evXC4IgCIWFhQIA4e233w66759//lkQi8XCs88+67P84MGDgkQi8VtORE3DadpE1C6cTic+/vhjzJgxA/369fMs7927N+644w7k5+ejsrISAJCZmYlz587h+PHjAOoyILOyspCZmYm8vDwAddmSgiCEzIwEgNtvvx1lZWX4/PPPPcv+85//wOVyebpeR0ZGQiaT4fPPP2/WlOJNmzZh1KhRniLf7qk33tNbnE4nPvroI8yYMQPJycme5QMGDPA80W4q9++ruY1yPvjgAwDAkiVLfJa7MzzdU5zcT4F37doFu90ecF9vv/02FAoFrr32WhgMBs+fkSNHIjo6Gv/973+bdYxERETU/YjFYsyaNQtfffWVT8mczZs3o2fPnpg4cSKAurHM6NGjkZGR4dkmOjoaCxYswM8//4wjR4602DHdeuutngw6AJ6O07/73e8gkUh8lttsNvz6668AgE8++QRGoxE5OTk+YySxWIwxY8Y0OEa6/fbbYbfbfWakfPzxxzAajZ6xLFA3Xtu3bx9Onz7d5M+2adMm9OzZE+PHjwcAiEQi3H777di6dSucTqdnuw8++ABXXXUVRo8e7VnWo0ePZtfvvNSx7KeffgqbzYY//vGPPo0f77rrLsTGxnrGsu6/t48++ggWiyXgvt555x24XC7cdtttPn9PvXr1QlpaGseyRJeIwUgiahfnz5+HxWLBFVdc4bduwIABcLlcnnos7gBjXl4eqqurUVhYiMzMTGRlZXmCkXl5eYiNjcWwYcNCvu+UKVOgUCjw1ltveZa99dZbGD58OC6//HIAdbUVn3/+eXz44Yfo2bMnsrKy8MILL+Ds2bMNfi6j0YgPPvgAV199NfR6veePTqfD/v378eOPP3o+f01NDdLS0vz2Eeh30hixsbEA6moENcfJkycRFhbm1ymxV69eUCqVOHnyJADg6quvRnZ2NpYvXw61Wo2bbroJGzZs8KkrWVxcDJPJhISEBPTo0cPnj9lsDljziYiIiCgYd4Br8+bNAOrqC+bl5WHWrFkQi8UA6sYywcaW7vUtxfthMvBbgCspKSngcvcD7uLiYgDAhAkT/MZIH3/8cYNjpGHDhiE9Pd1vLKtWqzFhwgTPshdeeAGHDh1CUlISRo8ejSeffBI//fRTg5/L6XRi69atGD9+PEpKSjxj2TFjxuDcuXP47LPPPNuePHmyw41lA72/TCZDv379POtTU1OxZMkSvPHGG1Cr1Zg8eTJeeeUVn3qRxcXFEAQBaWlpfn9PR48e5ViW6BKxZiQRdXiJiYlITU3F3r170bdvXwiCgLFjx6JHjx647777cPLkSeTl5WHcuHE+T0EDCQ8Px4wZM7B9+3a8+uqrOHfuHAoKCvDcc8/5bPfHP/4R06dPx44dO/DRRx9h2bJlWLFiBfbs2QOtVht0/2+//TasVitWrVqFVatW+a3ftGkTli9f3rxfRAPS09MB1NWibChDNBSRSNTg+v/85z/4+uuv8d577+Gjjz5Cbm4uVq1aha+//hrR0dFwuVxISEgIWuy8R48ezT4+IiIi6n5GjhyJ9PR0bNmyBY8++ii2bNkCQRBarIu2SCTyaYzo5p0J6M0dAG3scve+3c1d/vnPfwZsvOidVRnM7bffjmeffRYGgwExMTF49913kZOT4/Pa2267DZmZmdi+fTs+/vhjvPjii3j++efxzjvvYOrUqUH3vWfPHpw5cwZbt27F1q1b/dZv2rQJ1113XYPH2BzeY9nhw4e3ynu4rVq1CnPnzsXOnTvx8ccfY/HixVixYgW+/vprXHbZZXC5XBCJRPjwww8D/p1GR0e36vERdXUMRhJRu+jRowfkcrln6rW3Y8eOISwszOfJcmZmJvbu3YvU1FQMHz4cMTExGDZsGBQKBXbv3o0DBw40Osh3++23Y+PGjfjss89w9OhRCILgM63FrX///vjTn/6EP/3pTyguLsbw4cOxatUq/Otf/wq6702bNmHw4MF44okn/Nb9/e9/x+bNm7F8+XL06NEDkZGRnqfj3gL9Thpj+vTpWLFiBf71r381KxiZkpICl8uF4uJiTwYBAJw7dw5GoxEpKSk+21911VW46qqr8Oyzz2Lz5s2YPXs2tm7dijvvvBP9+/fHp59+Cp1O1+wi5kRERETeZs+ejWXLlqGoqAibN29GWlqaT0OVlJSUoGNL9/pg4uLiAmYOtmQ2JVA3vgSAhIQETJo0qVn7uP3227F8+XJs27YNPXv2RGVlJWbNmuW3Xe/evbFw4UIsXLgQZWVlGDFiBJ599tmQwchNmzYhISEBr7zyit+6d955B9u3b8drr72GyMhIpKSktOhYdurUqRCLxfjXv/7VrCY27r/f48eP+5SBstlsKCkp8ft9DxkyBEOGDMFjjz2GL7/8EjqdDq+99hqeeeYZ9O/fH4IgIDU11TN7iohaDqdpE1G7EIvFuO6667Bz506f2j/nzp3D5s2bkZGR4ZmqAdQFI3/++We89dZbnkBbWFgYxo0bh7/85S+w2+2NDsBNmjQJ8fHxeOutt/DWW29h9OjRSE1N9ay3WCyora31eU3//v0RExPjMxW5vlOnTmHv3r247bbbcMstt/j9mTdvHvR6Pfbt2wexWIzJkydjx44dKC0t9ezj6NGj+Oijjxr1OeobO3YspkyZgjfeeAM7duzwW2+z2fDAAw8Eff31118PAHj55Zd9lv/lL38BUNeNHKibZlQ/c8D99Nr9+7ntttvgdDrx9NNP+72Pw+GA0WhszEciIiIi8nBnQT7++OP4/vvv/bIir7/+enzzzTf46quvPMuqq6vx+uuvo2/fvhg4cGDQfffv3x/Hjh3D+fPnPct++OEHFBQUtOhnmDx5MmJjY/Hcc88FrL3t/f7BDBgwAEOGDPGMZXv37o2srCzPeqfT6TPlGKgLfiYmJoYcy9bU1OCdd97BtGnTAo5lFy1ahKqqKrz77rsA6n7fX3/9Nb755huf4w82M6YhSUlJuOuuu/Dxxx9jzZo1futdLhdWrVqFX375JeDrJ02aBJlMhtWrV/uMVdetWweTyeQZy1ZWVsLhcPi8dsiQIQgLC/P8fm6++WaIxWIsX77cb9wrCALKy8ub9RmJqA4zI4moVa1fvx67d+/2W37ffffhmWeewSeffIKMjAwsXLgQEokEf//732G1WvHCCy/4bO8ONB4/ftxnSnVWVhY+/PBDhIeH+zwZD0UqleLmm2/G1q1bUV1djZdeesln/Y8//oiJEyfitttuw8CBAyGRSLB9+3acO3cu4FNnt82bN0MQBNx4440B119//fWQSCTYtGkTxowZg+XLl2P37t3IzMzEwoUL4XA4sGbNGgwaNAhFRUWN+iz1/eMf/8B1112Hm2++GdOnT8fEiRMRFRWF4uJibN26FWfOnPH7vG7Dhg3DnDlz8Prrr8NoNOLqq6/GN998g40bN2LGjBmeIuYbN27Eq6++ipkzZ6J///6oqqrC//3f/yE2NtYT0Lz66qvxhz/8AStWrMD333+P6667DlKpFMXFxXj77bfxv//7v7jlllua9RmJiIioe0pNTcW4ceOwc+dOAPALRj7yyCPYsmULpk6disWLFyM+Ph4bN25ESUkJtm3bFrKcT25uLv7yl79g8uTJmD9/PsrKyvDaa69h0KBBnsYqLSE2NhZ/+9vf8Pvf/x4jRozArFmz0KNHD5SWluL999+HTqfD2rVrG9zP7bffjscffxwRERGYP3++z2erqqrCZZddhltuuQXDhg1DdHQ0Pv30U3z77bcBywi5vfvuu6iqqgo6lr3qqqvQo0cPbNq0Cbfffjseeugh/POf/8SUKVNw3333ISoqCq+//jpSUlKaPZZdtWoVTpw4gcWLF3sCo3FxcSgtLcXbb7+NY8eOBR2P9+jRA0uXLsXy5csxZcoU3HjjjTh+/DheffVVXHnllfjd734HoG4q+qJFi3Drrbfi8ssvh8PhwD//+U+IxWJkZ2cDqAtOP/PMM1i6dCl+/vlnzJgxAzExMSgpKcH27duxYMGCkA/5iagB7dLDm4i6vA0bNggAgv45deqUIAiCcODAAWHy5MlCdHS0IJfLhfHjxwtffvllwH0mJCQIAIRz5855luXn5wsAhMzMzCYd3yeffCIAEEQikedY3AwGg3DPPfcI6enpQlRUlKBQKIQxY8YI//73v0Puc8iQIUJycnLIba655hohISFBsNvtgiAIwhdffCGMHDlSkMlkQr9+/YTXXntNeOKJJ4T6p+eUlBRhzpw5jfpsFotFeOmll4Qrr7xSiI6OFmQymZCWlibce++9gl6v92wX6H3sdruwfPlyITU1VZBKpUJSUpKwdOlSoba21rPNgQMHhJycHCE5OVkIDw8XEhIShGnTpgn79+/3O5bXX39dGDlypBAZGSnExMQIQ4YMER566CHh9OnTjfosRERERN5eeeUVAYAwevTogOtPnDgh3HLLLYJSqRQiIiKE0aNHC7t27fLZpqSkRAAgbNiwwWf5v/71L6Ffv36CTCYThg8fLnz00UfCnDlzhJSUFL/Xvvjiiz6v/e9//ysAEN5++22f5e4x8bfffuu3/eTJkwWFQiFEREQI/fv3F+bOnRtwPBVIcXGxZ1ydn5/vs85qtQoPPvigMGzYMCEmJkaIiooShg0bJrz66qsh9zl9+nQhIiJCqK6uDrrN3LlzBalUKhgMBkEQBKGoqEi4+uqrhYiICKFPnz7C008/Laxbt04AIJSUlHhed/XVVwtXX311oz6bw+EQ3njjDSEzM1NQKBSCVCoVUlJShHnz5gmFhYWe7dy/W+/3EQRBWLt2rZCeni5IpVKhZ8+ewt133y1UVFR41v/0009Cbm6u0L9/fyEiIkKIj48Xxo8fL3z66ad+x7Jt2zYhIyNDiIqKEqKiooT09HThnnvuEY4fP96oz0JEgYkEIUCVXiIi6lCSkpIwefJkvPHGG+19KERERERETZKZmYnw8HB8+umn7X0oRNQBsGYkEVEHZ7fbUV5eDrVa3d6HQkRERETUZGfOnOFYlog8GIwkIurAPvroIyxYsAA1NTWYOHFiex8OEREREVGjffnll3jggQdw4sQJjmWJyIPTtImIOrDx48dDr9fj7rvvxqOPPtreh0NERERE1Gjz5s3Dhx9+iJycHLz44ouQSNhDl4gYjCQiIiIiIiIiIqI2wmnaRERERERERERE1CYYjCQiIiIiIiIiIqI2wYINAFwuF06fPo2YmBiIRKL2PhwiIiKiJhEEAVVVVUhMTERYGJ81d0YcjxIREVFn19gxKYORAE6fPo2kpKT2PgwiIiKiS3Lq1Clcdtll7X0Y1AwcjxIREVFX0dCYlMFIADExMQDqflmxsbHtfDRERERETVNZWYmkpCTPmIY6H45HiYiIqLNr7JiUwUjAMxUmNjaWgz8iIiLqtDi9t/PieJSIiIi6iobGpCwqRERERERERERERG2CwUgiIiIiIiIiIiJqEwxGEhERERERERERUZtgMJKIiIiIiIiIiIjaBIORRERERERERERE1CYYjCQiIiIiIiIiIqI2wWAkERERERERERERtQkGI4mIiIiIiIiIiKhNMBhJREREREREREREbYLBSCIiIiIiIiIiImoTDEYSERERERERERFRm2AwkoiIiIiIiIiIiNqEpL0PgIiIiKirMVlsKK+2weES4BIEWKwOKOQyqKNkUMhl7X14RJ2WyWKDwWxDZa0dsZHSkN+ppmxLREREbYfBSCIiIqIWdNpYg8d3HsKs0cnYUFCCAn25Z11Wmhors4ciURnZjkdI1DmdNtbg4W1FyCs2eJYF+041ZVsiIiJqW5ymTURERNRCTBYbHt5WhPTesX6BSADYW2zAI9uKYLLY2ukIiTon93fLO7gIBP5ONWVbIiIianvMjCQiIiLy0typnSaLDWdMtcgrNmDuuL5Yu0cfcLu9xQYYzDZOFyVqAoPZ5hdcdHN/p9zbWR3OBrdtie8fp4ETERE1D4ORRERERBc1d2qn+3U5o5MBAFaHK+T7VNXaW+aAibqJyga+M8YaG5587zDyig14dfaIkNu2xPeP08CJiIiaj9O0iYiIiND8qZ3nKmvxs6EaOaOTkRwvx6IJGsil4pDvFRMhbbHjJupKTBYbTpSZUVhagRPnzZ7vXWwD3xmr3eX57oZLQt/iXOr3j9PAiYiILg0zI4mIiIgQeBqoXCZGbkYqtElK/FhmRnyUb0fs08YaPPyfH5DnVRsyU6PCtQN6YkJ6D+w5dt7vfbLS1FBHcyondS0tMWU5VLahOlqGrDQ19gaYfp2ZpsY3P1/w/Fx4ygidRuVXs9W9v0v9/jVmyjinaxMREQXHYCQRERER/KeBymVirM7RYkNBiU/9R3dwJEomxsP/KfIJRAK4+PNxPDTlClgdLr9u2s9nD2WggrqUlpiyHCrb8OFtRXjp1mFYmT3Ub5tMjQpPTB+IWrsT//r6JAxmG9bnl2B1jhYAWuX719CUcZZhICIiCo3BSCIiIiL4TwPNzUgN2hH7iZ2H8MDkK5CnD5wdlac34FHxADxw3RV47AYxamxOKCKlUEezwQV1LQ1NWV6To23Uv/lQ2YZ5xQacKDOjr0qOG4cl4qEpV6Cs0gqgLgvyxrUFGJGsxBtzrsQd//c1LDYnFm8pRG5GKnJ1qVBEShEnl3m+f5eaxdnQlHGWYSAiIgqNwUgiIiIiwG8aqDZJ6dcR2z1t+7qBPWG0NJwdtXaPvtHBGKLOqKWmLDeUbSgSiVBhsSM+SoaVHx7ze0iQry+HCMeRm5GKtXv0sNicWLtHj6w0tc93sCWyON3niv0nKzxlHKwOFyKkYpyrrGUZBiIiogawgQ0RERERAIVchpXZQ5GVpgYA2Jy+HbHd07YLSytwvsqKSFnoJjVRMgmnZFOX15Qpy8Ga0wANZxtabA7csCYfEVJxwFqQQF1GsjZJ6fn52gEJWHHzEBjMNhSWVuBkeXVdaYVLbDyjkMvwfPZQrJ97JQpLKzB/434s3HQAuW9+iw8OnkG1zdmo/RAREXVXzIwkIiIiuihRGYkXbx2GCosNTpfgs8572vbsMSkAELRJhk6jQqRUjN6NzLQi6qwaO2W5oYzEUA1qdBoVCk8ZAQCmmtDBT0WkFDsWjkNspBQycRgeeeeg5z3XzRkVtLRCUxvPyGVivLJH7/f9z2vi9HQiIqLuiMFIIiIi6tBaoktvY3kHTBZN0HiCjXKZGNcN7AltkhKzx6QgOV6O81W1WDxBA8C3SYZOo8K949MgCRO1yjESdSTqaBmuHZCAK3rH+kxXPlBageNnKqGOljWqrqTF5sTCazRwCoLf92meLhWLtxQCAMIloSd2xcll6J8QDZPFhkVbCn3e0+pwhXhl0xrPGMy2FgtsdmZteX4mIqKug8FIIiIi6rBaor5bKCaLDWVVVhhr7FDJZXji3UPI05dDHS3DyGQlpg3pjbOmWiTGReLp9w77dM7O0Kjw+PRBuGlYInJ1qbA6XAiXhKGsshYKuQQKOZtYUNenkMuwbNpALN1+0KfGaoZGhedmDoFCLsOJMrPnO+yuu+oduKyssWP5riP48kQ5FmT1w/2TLofTJcBsdaDwlBGLtxTCcnHqc+EpY9CM5Mw0NZyCgBPnzXC5BL/gZ0OBzKY0nmFH7dY/PxMRUdfFmpFERETUITWUTdXY+m7BnDbWYNHmQlz717249bWvUFJeje9KjXhw8uX45/wxcAnAaVMtnIKA5fUCkUBdw4yn3jsMVXS4Z1mkVIzhyXGIj2R2EHUPJosNf95xKGBDmcd2HILJUpc1J5eJ8cdJaXjrD1dBm6SESCTCkTOVWLT5AB7dcQizRidDLhNjcB8F/vrpjzBbHZi/cb+nGY3b+vwSzNOlIvNibVe3DI0Kc8b1xYxXCjBx1RcovWDxO1Z3IDOQDI0KEdLG3xp1947arX1+JiKiro2ZkURERNQhtVSX3kBMFltdIwuvaZYOl4DVOVpsLCjBix/96Fm+6c4xQRtm5OvL8fDUdJRVWtFXFYVIaRjiOU2RupFGfU8jpVido8WbBSV4+dNiz3qdRoXVOVos3lIIlyDUNYW5WJdVmxwXMAPSYnNi6zeleOqmQbA6XKi2OmBzuFBwotwngzKQ9fklWJ2jBeBfWmGuLhVPvnsYL906rFHf31A1LrPS1F2+o3Zrnp+JiKjrY2YkERERdUitOQ0yUL233ooIbCgo8cuAbKhhRlmlFUnxcrz632IGIqnbacz3NCpcgg0FJciv990q0JdjQ0EJcjNSUaAvR0JsuCdI6M6ArJ/JmKFRYdboZNywOh9TXs7Dy58Wo9rmxPr8Ep9AZKAsSIvNicVbCnHDkN74z/+MxauzR2DdnFHQJsdh8ZZCfHK0DAZz4ztqr8weiqx6GZpZaWo8nz20y58HOE2diIguBTMjiYiIqENqzWmQgW6k7U5XwAzIhurM9VZEYvWnP+LPNwzs8gEIovoa8z011zqCZhcX6MuRq0sFAJhrfwsmugOHuRmpyNWlQioJg0Qkwpc/+WZA5hUbAEHA1gVX4ZeKGk/znK3flGJl9lCEiUQ+GXwjU+KQEBuB/7f+m4BZlE0JoiUqI7EmRwuD2YaqWjtiIqRQR3ePBxLdfZo6ERFdGgYjiYiIqENqzWmQ3jfScpkYC7L6IUIixquzR3iCGe5Mq4YaZkSFi/HsxUYdRN1NY76nPxmqA77W3cymR0w4Xp09Akq5FIsmaDzfPYvN6WmKs27OKPy/jfsD7idPX465VVYs3HQAQN2065XZQ/HItiJs+59xcLgET7BQEibC1NV5QadzNzWIppB3j+Bjfd19mjoREV2adp2mvXfvXkyfPh2JiYkQiUTYsWOHz3qRSBTwz4svvujZ5sKFC5g9ezZiY2OhVCoxf/58mM3mNv4kRERE1NJacxqk+0ZaLhNjdY4W+3++gBvW5GPhpgPIffNbFJZWYHWOFnKZ+LeGGRr/43gheyhSVFHdMhjRlXBM2nyN+Z4GyqJzf/cKSytw49oCLNx0AFP/Nw/fe333msLqcHn+3z39+0/XXQGlXIr+CdEYnhyH/gnRUMqlGJUSF3AfDKI1Xnefpk5ERJemXTMjq6urMWzYMOTm5uLmm2/2W3/mzBmfnz/88EPMnz8f2dnZnmWzZ8/GmTNn8Mknn8But2PevHlYsGABNm/e3OrHT0RERK0r1DRIk8UGg7muU29spBTqAPUag23jvpH+4sfz2HCxYYY398+5GalYu0ePzftO4p4J/fHQ1CtgtbsQJ5d1m+mY3QHHpJemoenKgbLocjNSA3738ut994C6ANdlcZEhj8FdTsGdbalNUiI2QgpDdV0NSPexuL/7j2wr8jkeBtGarjtPUycioksjEgRBaO+DAOqeOG/fvh0zZswIus2MGTNQVVWFzz77DABw9OhRDBw4EN9++y1GjRoFANi9ezeuv/56/PLLL0hMTGzUe1dWVkKhUMBkMiE2NvaSPwsRERG1rtPGGjy8rcinFty1AxLw5I2DUGt3obLWjiiZBN+VVuDpXUdgsTkhl4mxbNpAjEhWorLWgehwMSIkYtywJj/olM11c0bhzYISLJs+CB8eOoNDv5ga3W23LXEs03Laa0zaGf8OAwX7AQR8AHDaWOMTAFw3ZxTmB5l2DQC778tErd3pCXABwL1bCgNOC9ZpVNAmx3m6ZdcPcmalqbEyeygSlb8FNN3HziAaERFRy2nseKbT1Iw8d+4c3n//fWzcuNGz7KuvvoJSqfQM+gBg0qRJCAsLw759+zBz5syA+7JarbBarZ6fKysrW+/AiYiIqEWZLDa/QKRcJsbto5Px0LYinyCETqPC2ju0OHa2EpPSe+HpXYfx9K4jnswpAPj3H8bi06Pn8Pren/yCklHhEgxLjsOMVwowKiWOmVPUYmPSzj4ePW2sweM7DyG9dyy0SUqcraxFbbwcRadMePr9I57vUmaaGitmDsFl8XKsydHibGUtfqmoQZQs9G1Ird2J4cm+06kDZTTqNCrM06V6mt0EyrbcW2zAI9uKsCZH65Mhye8yERFR++g0wciNGzciJibGZ+rM2bNnkZCQ4LOdRCJBfHw8zp49G3RfK1aswPLly1vtWImIiKj1GMw2n0AkEHzKZ4G+HGEQ4Z4J/bF812EUlho9mVPuKaAAkKlRYXWO1qdLLwBEhYuhTVJi5z06JMSEM3hBLTYm7czjUZPFhsd3HsKs0cl+3yVdve9SXrEBj7xThOezhyI6XIJn3j+KvGID1s0ZFeIdAjeSqT8tOCpcgv0nKzzvpU1S+hyLt73FBhjMNn6HiYiIOoB2bWDTFOvXr8fs2bMRERFxyftaunQpTCaT58+pU6da4AiJiIioLVTW2v2WaZOUAbtdA0Ce3oCocAkK9OVBg5Z5Fxte5GakepbpNCoc+rUSA3vHIq1nDIMYBKDlxqSdeTxqMNuQ3js26AOA+t+lfH05TpZbYLTYPQ8S3F3qAwnVSEYhl3ka0iTEhCNVHYWRyUoAvk1sAjHV2HGizIzC0gqcOG+GyWJr7EcmIiKiFtQpMiPz8vJw/PhxvPXWWz7Le/XqhbKyMp9lDocDFy5cQK9evYLuLzw8HOHh4a1yrERERNS6AnXmDRaEcDezCBOJsOWuq6CU1722sNToNyW7QF+OXF1dACUzTY2nbxqMOLmUQUjyaMkxaWcej1bW2kNmIXp/l9wkYhEAYP3cK1FrdyJSKsZ1A3vi5U9/xJ5j5z3bNaWRjMFsQ+6b32Lrgqswt8qKHjGhf5+1didu/tuXPu9Vv5YkERERtb5OEYxct24dRo4ciWHDhvksHzt2LIxGI7777juMHDkSALBnzx64XC6MGTOmPQ6ViIiIWlmgzrzuTrre5DJxwCnZ9aeReouJkOKzJVezmQUFxDFpndgIKc6YakNu4/2AQC4TQxkpw6M7DvrVdH1wcjr+31V9YbE70U8dhd6KiEZ/9ypr7bDYnPj4yDkUllZAmxwHnUYVMEs6Q6PClz81XEuSiIiIWl+7BiPNZjP0+t9uDkpKSvD9998jPj4eycnJAOqKeb/99ttYtWqV3+sHDBiAKVOm4K677sJrr70Gu92ORYsWYdasWY3upE1ERESdi0Iuw8rsoXh4WxG+O1mBe8b3Rz91FDLT1D61JEPVkXSvr5/ZpYqqmwJK3QvHpE2jjpbhXKV/hrI37wcEj90wAE/tOhzku3gM2uQ4FJ0yNikoeK6yFhFSMbbcdRViIiS4aXgiXtlTjHkXMzK93yszTY054/pi8ZZCv/20Ry3JQF3IGQwlIqLupF2Dkfv378f48eM9Py9ZsgQAMGfOHLz55psAgK1bt0IQBOTk5ATcx6ZNm7Bo0SJMnDgRYWFhyM7OxurVq1v92ImIiKj9JCoj8fj0gQCA8iornn7/COaM6wuXIHiCEE2dRhqqTh11bRyTNo1CLkOKSo4MjQr5AbIQdRoVCk8ZPf8/5DIFHt1+KOC+CvTluOcaDWaPTm50QK60vBpLt/tmWWZoVFh+02CcrajBA9ddgUenhqHW4YQyUganIGDGKwV+mdBuVQHq0LaW08YaPLytyOfBCaeLExFRdyMSBEFo74Nob5WVlVAoFDCZTIiNjW3vwyEiIqKLzlXWoqLahspaB2IjJYiTy9Aztq5xyKnyauTrDdh18AwK9OWe+pDaJCWsDhfU0eG47e9fBd33q7NHYOGmAwB+q1PXu5MGAziW6fw649/hLxcsWLr9oE9gLTNNjeU3DkJxmRmSMBEKTxkxKDEWd//rQND9bLt7LOLlMthdAlyCAIvVAYVcFjBj8FxlLf707+8DBkEzNSo8Nm0gfqmoQVKcHD1jw6GQy3CizIyJf/ki6Pt/tuTqRmdEX0pWo8liw6IthT6/L7esNDWnixMRUafX2PFMp6gZSURERN1PsOyn52YOgUwchl+NNbiiVwzOVVlx/6TL4XAKiAoXAxBhz/FzSI6Xh9x/qjoKOxaOQ0yElDUiiZrhsng51uZoYTDbUFVr93yXzput+MM/v/M8ILgsLnSQ3+4QcMJQ7VdWwTtj0B0ErHU4AwYiASBPX45fjbWYv3G/z+sD1Zn1fo/GZkRfalajwWwLGIgE2me6OBERUXvxr/ZORERE1M7OVdb6BSIBIF9fjuXvHUaN3QmFXAanAIxJjcfnP55H7sZvMX1tAVbuPorRfeMRLg1DhkYVcP8ZGhXio2QYnhyH/gnRDAAQBWGy2HCizIzC0gqcOG+GyWLzWa+Q19VZ9f4u9YgOx4u3DMWOhTr8UFqBjw6fgy7IdzFTo0aPGFnA+q7uBjO/VliwaEshJv7lC5wst4Q8XnfXbu/XA8DK7KHISlP7bNuUzt0mi80vEOn9HvV/L4FUNjAdvCWmizf090VERNQRMDOSiIiIOpyKalvAjrjqaBnunXg5Ht95CHn1uvK6O2S7X3fTsEQ8M2MIHttx0CeTyp1d6Z7uTUSBNTYTsP7U5QhJGCAAyy82rfmu1IjVOVoA8OumvXC8BjanK+D3HagL9p0st3iOwbsxTiBxct/GOu6Mw/4J0VgTIIuzsQ8iWiKrMTYidNOfmAbWN4T1KImIqLNgMJKIiIg6nMpah98yuUyMN+ddiaJfTJirS0XOmBRESMU4UFqB9fklAEo8HbLdDWoqLFbM06XizzcMRFWtA7EREsRFyRiIJGpAQ5mA7vqGgQJgGRoVHp82CE+8dxgAYLE5sXhLIf5wdT88PCUdAFBrd0EcJkJe8XlMGpAQ8liMNb9lDBaeMkKnUQUMXuo0Kjic/uXw3RmHCnnzyzG0RFZjS00XD6Sxf19EREQdAYORRERE1OHERvgOUeQyMV69YwQiJGK8f7FhjZt3VqR3h2yrw4WzlVbc/a8D2LFwHEanxrfZ8RN1do3JBAQQMACWry/H07uOeB4OuA1KVOD53cf8vr/Thibi/mvTMDhRAavD5fOQwWJz+mRDrs8vCZplOU+XCpPFPygYLOOwKc1oWiKrUSGXYWX2UDyyrcgnINmU6eLBsB4lERF1JgxGEhERUYcTFyVDhkaF/ItdslfnaJEQG47l7x32y4hy/5ybkQqrw+VZ7h3AuNTpj0TdTUOZgOXVNthdrqABsDy9AXN1fT0/52akBqwLWXCxDuzUwb08jWeA3x4ybN1XisJTRs9yd5ZlbkYqcnWpiAqXoNrqQOEpIzbvO4mBiQqf/QfLOGzqlOaWympMVEZe0nTxYNqiHiUREVFLYQMbIiIi6lBMFhuqrQ48PWMwMjQqTxDDJcCnTqS3An05tElKTwBSp1HhXGUtCk8ZL3n6I1F31FAmYFWtHT+dr270/rRJyqB1IfOKDX6lEwr05XizoAQPT03HsTOVPussNifW7tFjfUEJ8vUGzN+4Hz+cMmJBVv+LJRvqBMs4bE4zGndW46U0walPAABRQ1s1TmvXoyQiImpJzIwkIiLqppoyRbG1j8FstUMpl6HW7sSvxhoAIiREh+POjH7oEROOtXv0sNicDe7PXU9u0fg01Nqd+O+xskue/kjUHYXKBNRpVCg8ZYQ2SRlyHwmx4Z76jt5Zy4EEWp+vL8evxhosvX4ArA7fLMxMjQrLpg9CiaEa6+aMgiYhGspIKd5blBEw49B9rjHV2CCXSbDk2stxZ0Y/fHvygmc6OBB6SnNLZDW2VpOZ1qxH2Vgd4ZpCRESdA4ORRERE3VBr3RCbLDaUV9vgcAlwCQIsVgcUclnAm1L3MXx3sgKrc7R44aPjPplTmRo1lk0biJLyuuyr6HBxyPfuExeJREUEZg7vA4fLBZFIipduHcabYaJmCFbf0F2b0T1VOlQzmc+OlkGbHIdcXSp6xISHfL9gXbLDJWI4XC48ddMglBgsqLXX1ZAsPGXEjFcKPEHEHQvHIUUVFfD7Huh85/4cR06bPDVn3ftqzJTm5mQ1tmaTmdasR9kY7ORNRERNwWAkERFRN9NaN8SnjTV4fOchzBqd7Fcbrv5NqfsYvjtZgTU5WrxZUILCUiMWTdBAm6SEwyUgUREJi92J+CgZ1s+9EuESMSalJ+DTY2V+752ZpobTKeCGNfnITFPjpVuHsWM20SXyzgQsr67LBiw8ZfQE7oI1k5mQ3gN/nHQ5DGYbau1OiEQinK+yYkJ6D+w5dt7nPeQyMR67YQAUkVK8OnuEX/Mai82B+a98i2XTBmJwn1j8UlEDkcg/ChiqSU2g8537eLXJcdhQUOLTbCfYvi414NbaTWZaqx5lQ9jJm4iImorBSCIiom6mNW6I3Tejw5KUAZtU1L8pNZhtnozICKkY35UasTpHiw0FJZ4Ax8rdR+tlSqrwxI2DAQj41CugkalRYdF4DT49ds6TBcRAJFHLUMgvBrPKzLjt71/5rPNuJrNs2kBUWx2QisMgCRPh2Q/qf3/VeGrGIISJjuLTo3UPFOQyMdbPGYVX/qvHo9sPebZ1N6/ZvO8kDl3MXNxQUIKl7xz022bxlkKMSokLOg051PmuQF+OXF1dEDJXlwog+JTmlgi4tUWTGc/fVxtiJ28iImoqBiOJiIi6mda4IXbfjM4d19eTXVSf+6YUAC5YbMjNSMXmfSexeGIa/jV/NCTiMCydOgAWmxNR4WI8cN0VWJDp8NR0y9OXY/m7h3HPhP7IGZMCq8OFcEkYyqqsSIgJx/ShiZg7ti9veolagTpahmsHJGDwZQqMvyIBQF0wUioOw0/nzYiXy/Ds+0cxMiUO3/18we+BRJ7egMd2HEKuLhXzdKmQhImQEBOOx3ce8mtMVaAvhwjAQ1PSsedYWdAu3ACwbNpAXHN5D5/vvXftQodLCPm5HC4BiyZo0CMmHOvmjMJlcYEzHFsi4NZVm8ywkzcRETUVg5FERETdTGvcELtvRhtqUmGsseHJ9w5j7ri+GJUch+FJSqz9rBizxqT4BRwC1XTL0xvw6A0DEBMuoNbuhFIuw6iUOAYgiVqZQi7D49MG4hdjDZ7ffcw36zFNjSv7xuO7kxWYO64vXv60OOA+3JmIs9/YB51GhWXTBvoFIt3y9eXINdswpI8i5P6enD4Ivb2mSNefSr1uzqign0kuEyNVFYV/fPWzz0OUQFOvWyLg1hGazLSGrhpkJSKi1hO4UjQRERF1We4b4kCae0PsvhkN1oTCLUIixrAkJQ7+akJ8tAwbCkqQnqgImvm0oaAEAy+uz82om0ZZVWvHZXGRGNk3Hv0TohmIJGoDJosN+SfKsfa/ev+sx2IDlu08hNyM1EZ3zS7Ql6OqxhFyW7lMDKk49Dml2vrbPkwWG7748TzmjuuLV2ePwPq5VwKoe7ARyGM3DMBTuw4HLSthstg8y1oi4OZuMlP//NtWTWZaS2tcU4iIqGtjZiQREVE30xpdV903o4WnjCG7656vsuL6wb0gCABEvjXbAglU0y02Qtppb9qJOiuD2YaEmPCA320AnjINwchlYuRmpCIpPtLTqCY+Sga5TOzpYl1ftdWBCKk45HF5BwErLHbsKjrt10zn8WmD/IKOOo0KQy5T+NSq9FZ/6nVLZTW2V5OZ1tTenbyJiKjzYTCSiIioG2rpG2L3zegTOw9h3sWgYf0b/ydvHIQLZpunscWrs0cAaHhqt3u91eFChkaFuCje2BK1tcpae4PfVQABH0jIZWJPExrvBw+ZaWqsn3slct/81i8gqdOoUHjKCADI0KiQHyAI6h0ENFlsWLbjoF+w1N29++Ep6ZCKw2C2OhAdLoEgCKisDZ2Z6T31uiUDbu3RZKa1dcUgKxERtR4GI4mIiLqplr4hTlRG4qVbh6G82oYnpw+CwyXgvNkKh1OAIAgoPFmBnT/8lrXkntLd0NRu93pFpBTPzRzCTtlE7SA2QooL1baQ21wWF4mt35T6PZDIzUgNWIrBXddx2bSBfp2y5+lSsXhLIQBgdY4WIpHIp4FMVpoaT900GD+XVyO62gaJSITvSo0Bj2vPsfOYn9EPs9/Y5/P6R28YEPLz1J96zYBbaF0xyEpERK2DwUgiIiJqMe6bUZPFhjOmWsjCwhAXKYZcJkGcXOYTjHBnUDU0tbvwlBGZaWqkqqN8GkoQUdtRR8vwzc8Xgn5Xs9LU6BUbgZduHYazVbV4eEo6wkQiWGxORMnEQUsx5BUb8Pi0gfhgcQZ+LrcgXBKGwlNGLN5S6MmWXLylEDvv0SFMJEJVrR2RMjEOlBpx/eo8zzaZaWpPo6tA075NNb4NZvYWGzC11NjkqdcMuBEREV06BiOJiIjokpksNhjMNpitdigiZXhm1xGkJ8ZCm6SEqdaO5LhIRMrE+NvvRiBcIsaB0gps/aYUK7OHYvO+k0Gnds/TpeKtb0rxQvZQn465RNS2FHIZrrm8B1LVUQDg103be6ryz+XV+ORoGbRJSjhcAoDAwTt3HUm704VqqxNJcZEARJDLwrAgqx+G9FHA6nAhQiqGTBIGZaQULkFA6QULesZGIDcjFevzS2CxOZFXbIBLEJCbEbgGbaAM7Kd3HcH7izPwxM7DrHVIHZL72lpZa0dspBTqKAbDiahrYDCSiIioG2jNG5rTxho8vvMQ0nvH4rqBPfHMrsOYNSYFGwpKsPWbUrwx50o898FR5NULNLrrr80anQyJSIRlNwyE3SWg2upATLgEUnEYJGIRXrp1GG++iDqA3spIyGViPDdjCKptDtTanYiPksHuFHC2shYWuxPqKBliIqQ+AcH//M9Yv30FqyOp06iw/MZBWPnBUbz8abFneWaaGveM1yD3zW8B1E39HttPhYz+atTYnfiutALr80s8ja68edef9GaxOXHSYMGKm4eg1u5q0anXDCLRpTptrMHD24r8yhOszB7KWQJE1OkxGElERNTFteYNjcliw+M7D2HW6GRsKCiBNkmJ9EQFNhSUoLDUiK0LrsLzu4/5Tet0/zxrdDLW7tFDp1HhgeuuwMxXv0RmmpqZkEQdlPc05WDnludmDsG1AxLwydEyAIBMEuY3vTtYHckCfTmefPcwhifH4dOLzWcAeDIfF2T1w+A+ioBBzNU5WohFIp/9ZWrUmKPr66k/WZ9TELD0nYNYk6NF/4ToZv5WfDGIRJfKZLH5/RsC6soLPLKtCGtytAxuE1GnFrpiPBEREXVqDd3QmCyhG1I0xGC2Ib13rCeoYHW4oE1SokBfjtyMVFTVOgLWlwPqgg7aJKVnOrZULMLmO8fgpVuHMRBJ1MGFOrc8uv0gnrxxELLS1ACAM6ZazNOlQqdRebZznycCyb94bqivQF+ODI06aBBzQ0EJeisjsG7OKLw6ewTWzRmFubq+2LzvZMA6ku6Myb3FBhjMl3YudGvtcy51Dwazze/fkFtL/nslImovzIwkIiLqwhpzQ9Oc7Ar3FMTyahu0SUqs3aOHXCbGZXF1QcRXZ49AcrwcdqcLcpk4YCAAAKLCJdAmx2HzvpO4dmAvXHN5D3bLJuoEGjq31Npdns7TVocTt7z2FXIzUpGrS4XV4UKU7LfbEHftSG2S0lMjMk4uDXjucLiEkA84qmodmL9xv8++V+doYXW4AtakdWdMVtXa/fbXHK11zqXupbKBf48t9e+ViKi9MBhJRETUhbXUDY13/bMomQTflVbg6V1HsObiTb77hv+F3ceQ793YQhO6w2211YEfThnx9E2DESeX8iadqJNozLmlf0I0FHIZTBYbRqXE+UyrXjdnFIDgtSODnTvkMnGTjstic2LxlkIsmzYQ90+6HGVV1oAdu2MipJ7XXEq9RwaRqCXEev17DCSmgfVERB0dg5FERERdWEvc0ASqf+auz3b8XCUy+vfA2ju0CJeIcceYFORm9MOBi80k8vQGCAjc4TYzTQ1Nj2isZe0rok6noXNLhFSMH05VQCmXweZwYfHENNx9TX8UnCjH+vwSFJ4yIkOjwvDkuIDTrvP0BrjqnTsmpPdApEyMdXNGeTIo3ecad1CxjzISWWlqn+7Yo1LikKlRY/l7hz11LL1lpamhjg5dB7Ox9R4ZRKKWoI6W+f07dvP+90pE1FkxGElERNSFXeoNTbD6Z+7AwaNT0xEWJsKG/BK/btnurKZ8fTnuvkbjE4zM0KiwYuYQXBYvv5SPR0TtJNS5JUOjwkdHzmJQogIvfHTcJ9CYmabGe/dmIAzArFFJKL1g8XtQ4VagL0euLhVymRjLpw/CkMsUKC23QCQS4ciZSqzPL4E2Wek514xIViI6XOKZHl6/O/bymwbD6ijyOeasNDWezx7qyeC81KYhDCJRS1DIZViZPRSPbAv+75WIqDMTCYIgtPdBtLfKykooFAqYTCbExsa29+EQERG1qNPGmqA3NA01ijlRZsbEv3wRdP2HizPw3AdHfQKRbjqNCtrkuqmZ/5g/GnaHC1aHC8pIKVJUcvSJYyCypXAs0/l1xr/DQOeWDI0Kc3WpOPSrCd/+fCFgfcfMNDWWTRsISZgIFRYbsv/2VdD32HrXVYiPkuHpXYf9Hni4az5qk5W4YUhvJMRG4K1vSvHSrcOCBmvcU7DrByqBhs93ny25ulEdty/lnEvkLdS/VyKijqix4xlmRhIREXVxicrIoJlCDdVGq2io86tIFDAQCfyW1QQACdHhqLU7eTNF1IXUP7dESMXYdfAMFm8pxJocLV7+tDjg6/KKDTh1wYL5G/dj851jQr6HQi71C0QCv2Vnu6dx3z/pcvy/9d/AYnOGbBKjkAc//zRU77G82gacNzdYQzLUOZeoKUL9eyUi6swYjCQiIuoGAt3QNFQbzWSxweZwAQjc7fZAaQWqrY6Q72t1uJCZpkZvRQRvqIi6IO9zS+HF+o25GanoEROOV2ePCFjXEag7NwDAlz+VI0Oj8ml85abTqGB3uhr1wKOsyurZf3ObxDTUHKeq1o7b/v5Vo2pIMohEREQUHIORRERE3VBjaqOdq7Tiy5/KMSG9B353VQrW59fvdqtCtrYP5DJxwE7ZAKCMlOKpmwbxppyoG1BESgN2xvauIes+V4RLwgAA6/NLsDpHCxFEyNP7Nsmap0vFGVNtyPe0OV0++5PLxIiTy3CizNykbtgmiw0HSo3QaVSBp5ZrVCg8ZQTQtBqSjXUpHbyJiIg6GwYjiYiIuhmTxYYzplpPIFIuE2NBVj9kaNRwuQTER8twprIWVTUOXJkShxnD+2D5u4f8Mpfy9OV4/N3DeHL6QDy07aDf+2Rq1OgVG4EoGYcbRN1BVLgkYGds989rcrSeZUq5DIsmaLA+vwSLtxRi64KrMLeqL2IipKiqtaPwlNEz3TuUHtHh0F0MFKqjZfhH7mg8tuOgTzZlYzIZDWYbnt51BKsvvl9BvfqUy6YPwoxXCjzL9hYbQk4Hb4pL7eAdCoOcRETUEfHugIiIqBtx3/T+7qoULJqgwajkOPRWRuKZXYfx+t6f8ModI/DzyQr06xENp0tAfJQMIgDflRoD7i+v2IBHrx/gl02k06iwcLwGMrEICbERbfPhiKhdmWsdAbMKgbrg3sJrNJj9xj7PskyNCjsW6lBaYUFMeN1tiUwchqpaOwb2jsXaO0ZAEARMSO+BPcfO++1Tp1FBLhPjzox+OHLGhLcWjMWT7x7ym9a9/2QFvvjxPEalxMFsdQQMylXW2mGxObF4SyFyM1KRq0uF1eFCuCQMhaeMKDFU+2WAe08Hb27QryU6eAfTmkFOIiKiS8FgJBERUTfhvun97mQFlt0wEP/46mcAwPf5PyFfX477r02DXCbGez+c9rmZzwwwxdKbudaBaUMSfW7ey6qsuCwuEpfFs2M2UVdVPwBnqgnd8MpU41vLMU9fjuW7DuPhKel4+v0juGNMCjYWlPh1zX582iAA8AlIuqdx19qdSFbJsT7/J6T3ivULRMplYs/U8aXv/JbBnZmmxoqZQzznqNgIKQDAYnP6TDF3WzdnlN+ymIuvuZSgn8Fs8wtEul1K9mVrBjmJiIguFYORRERE3YD31OxFEzR4atdhT/OHtXv0kMvEmDKoF17YfQzDkuMw92Jg0d18YvO+k56utfVFyMKQEBuOPspIT8fsUSlxvNEl6sICBeC23jUGiyZo/BpduZvXuOs6eivQl6Oq1oGBiYqgU7yf2nUYubpUzM/oB6cgwO5weaZxv7NwHJ7cWZcNmTMmxW//uRmpAfebV2zA0ncOYkX2EFwWJ4c6WoasNDX2BggM6rzqRbplpamhjpZdctCvoQ7ezW3G01pBTiIiopbAYCQREVEXd9pYg8d3HsK9E9Lwn/8Zi0ip2BNUtDpcnswhh8uFnDEpAZtPzNOlQiIS+e1bp1EhUirGlm9KserWYby5JeoGAgXg5DIxImQSFJZWBGxes3nfSb+AnltlrR3aJGXAhx3Ab1O8a+xOnwztTI0aYpHIkw0ZKNg5Ijku6H7z9AacumABBOCyeDlWZg/FI9uKfAKSmWlq3DNeg9w3v/Usy0pT4/nsoVBcbJRzKUE/d0ZmMDENrA+mtYKcRERELYHBSCIioi4gWL2yc5W1KC2vxoOT0/HMrsM4erYKm++6Cu/dq4PF6kSPmHBsXzgOz+w6gkevHxiy+cTDU9J9lus0Ktw7Pg1Fv5jw9E2DGYgk6iYCZd3lZqTixY+OBTx/iAA8NCUds17/OuD+ekSHo6zKGvI9JWEiPLKtyCcQ+cSNA/HLhRrPNoWn/LthS8L8H6J4s7sELN1+EM9nD4XV7sRj0wbCJQiwWJ1QREqhjq47r723KAPVVjsUkTLYnC6crayFxe6EUxAgl4kDlrAAGg76hcrIdGdfNkdrBTmJiIhaAoORREREnVywemXPzBiMp947jPREBb4vrcCxi4HI5e8dRmGpEatztFi9pxi5ulTk6cvhghCy+YQ4TIT37tXh1IUaT13I3ooIDOgdw0AkUTcSKOsuVGZjvr4cC62OgAE7nUYFmSQMEVJxyPd0ugT8+w9jcb7KCnm4BDU2B5wuF1Qx4Z5t1ueX+HXDjosKHXSLk0uRV2xAiaHaJ/PSXfPRfW5TyGUBz7WZaeqQNXUbCvop5LKAGZne2ZfN0VpBTiIiopbAYCQREVEnFqpe2aPbD2J4cpwnSLB+7igsf6+uVuQfJ6XhzYtZkLMv1lm7UN1A8wmLHdEREoRLwpAcL2ddSKJuShEp9asN2VAGolQchgyNCvleDzwyNCo8Pn0QzhlrIQiC33o3nUaFL38qR2FpBbTJcVifX4J1c0bhmV1HMSw5zpMNWb8bNgBIw8L8siW99+twCgDqmuts8qqNW7/mY7BzbV6xAYIgBKyp29igX6IyEmtytDCYbaiqtSMmoi4j81LOr60V5CQiImoJDEYSERF1YgazDd+drAjaNOLOjH5QyKV4c+6V6KmIQIG+HHKZGBMHJODlT4sB/FZnzX7xpjyY+GgZXvroOJ6+aTB6N9Ahlog6v2DlH2TiML/akJvuHBNyX3anC8OT4zDvYnOscEkYCk8ZsfLDo1h2w0DU2p1YNm0Qnnn/iE/Az12z1p15mKtLrQv8/VePAn05vruY5Q3AE5Bcu0ePzDQ1lk0biGqrHfMuBiYL6nXpnqdLhclSl+UZLgnzNPVy8675GKohTP7Fmpbev4+mBv0U8ksLPgbSGkFOIiKilsBgJBERUSdmttqxOkfraTojl4mRm5GKsf1UyNCooZRLcfCUEb0VkTBbHZDLxFiTo4XF+tt0QnedtQOlFUEziDI1KkRJxVg2bSADkUTdQLDyDytuHoKl2w/6nSe++qk8aGZjZpoaX54oDzqN+76JDnxy9BwmXNEDj04dgNPjanwClt5ToG1Ol8+U8PrZkFaHC0nxkYiWSXDDmnzkZqTiyGkTtMlxnvXu/W7edxIDExU+3bJtTpfPsblrPjbUECZCKsZnS65uVNAvWJC3NbRGkJOIiOhSMRhJRETUiSkjZXjho+OejEfvwKRbpkaFp2cMxllTLVbnaPFmQQnmemX/uOusbd53MmAGUYZGhadnDMErn+uxdOqAtvtwRNQuQpV/OFluCZgh6D6PiCBCnt43s/GxGwZg5qtfBn2/GrvTk2m5bs4ozN+4P+i2gZrduLMh3dbNGYWYHhIsmzYQqz4+jpXZQ/3Oi+7MSPd5b/GWQs/+vblrPjbUEEYRKUX/hOiQ2wDBg7wrs4cikQ96iIiomwhrzzffu3cvpk+fjsTERIhEIuzYscNvm6NHj+LGG2+EQqFAVFQUrrzySpSWlnrW19bW4p577oFKpUJ0dDSys7Nx7ty5NvwURERE7cfmdHkCh7kZdTfW2uQ4rJszCq/OHoH1c6/EsOQ4nDHVotrmxIaCEuTpyz3ZkMBvmUUDExWQiER4eEo63l+cgX/MH40P78vEEzcOwurPfsR9Ey9nhg11ORyP+gs1JdlYEzhD0H0eWXLd5Vg3ZxS2LrgK6+aMgjY5DmeMtZ7MRrlMjEUTND7nqNgICQpLjQDgc26qL/Nisxt3aYlgEmLDcf3qfHxw8AzW5GjxyLYiaJPjsO3usXhrwVV4/94MPHDdFZCIRBiYqPBkXrr37+Zd89HdECbgcaWp4RQEnDhvhskSvPZuqCDvI9uKQr6WiIioK2nXYGR1dTWGDRuGV155JeD6EydOICMjA+np6fj8889RVFSEZcuWISIiwrPN/fffj/feew9vv/02vvjiC5w+fRo333xzW30EIiKidmWxOTw39lMG9cQdY1JQWFqB+Rv3Y+GmA8h981v8UFqBnrER6BUb4bnhX59fgnm6VGR6BSTX7tHj//J/QlmVFbe+9hVe/+IE5FIxRACemD6I07OpS+J41F+oKcmhAoEWmxMXqm2Yv3G/579r9+ix/2IJCHf2dv1z1IoPjmJ1jhZymdhzbqofkNRpVFg2fRDOmGobDFju/fE8cjNSMXdcX1hsTvxz/hhMTE9AhDQM8978Fmcqa/HSx8cx981vsXaPHhab02f/gH/NR3dDmPoByQyNCnPG9cWMVwowcdUXuHdLIU4bawIeW6ggr7s+ZVsxWWw4UWZGYWlFg0FUIiKiliYSBCF0tfo2IhKJsH37dsyYMcOzbNasWZBKpfjnP/8Z8DUmkwk9evTA5s2bccsttwAAjh07hgEDBuCrr77CVVdd1aj3rqyshEKhgMlkQmxs7CV/FiIiotbkrjdmttoRGyHFYzsPoUBfju0Lx+Glj48H7Ro7bUhv9IiN8GQByWViLMjqh4kDElBWWTftsfCUEevzSzAyOQ7P3jwEyfHytv541Awcy7QMjkfrnCgzY+Jfvgi4btEEDX44ZQwYVNNpVNAmx/lNt3YHIc9XWrHr4Omg5yj3a921b7VJSshlElhsDpyrrMV5sxWDExW4d0sh1s+9Eq/8V+9zHJkaNR6acgXKq234v7yffN4nM02NJ6YPwo1r8wHAs3/vGpJD+iiQFBeJCKkYUeESmGsdfnUd3edfU40dtXYnvvypHOvzSzyZn0BdINPdhdtbYWlFyOnqOxaOw/DkuKDrW0prTBVvyzqYRETUcTV2PNOumZGhuFwuvP/++7j88ssxefJkJCQkYMyYMT5TZ7777jvY7XZMmjTJsyw9PR3Jycn46quvgu7barWisrLS5w8REVFncNpYg0VbCjHxL1/gk6NlWHYxEAkAErEo4E0+UFcDMiE2AhsKSpCbUVcX0mJz4uVPi3H7379G4SkjesVGICutB9bNGYXnGIgk6rbj0VBTko+fqcSKmUMCZgjO06VifX4JAAQsBTH4stiQ5yhtktKz/do9eszfuB8WmwNvFvyMQYkK/Hi2CqmqKHy4OBMDesVg5c1DsPnOMfj770fi3UU63DcpDQKAdfUCkQCQV2zA8vcOIzcj1Wf/Czcd8GRwxoRL0EdZF4x84O0fMPEvX2Dmq1/6ZDwq5DL0T4iGIlKKO97Y58ms9BYsy7GhupMxDaxvCa0xVdz7ulT/90VERBRIhw1GlpWVwWw2Y+XKlZgyZQo+/vhjzJw5EzfffDO++KLuSe3Zs2chk8mgVCp9XtuzZ0+cPXs26L5XrFgBhULh+ZOUlNSaH4WIiKhF1L+J1CYpfTrXVlSH7vZqdbh8bvjdLDYnfjhlREyEBBBcuEwZiSQGIom67Xg02JTkrDQ1nrppMC6Ll2NNjhaf3J+F//zPWOz+Yyb+fMNAbN530hOYW59fgnvHpyFTU7cPi82JXypCB6esDt9O1pkaFXrEhGNYshKrP/sRf7ruCtz2+ldYtvMQqmodeOLdw7jzH/shDhPh+d3HcMtrX+F8lRV5QQKeecUGjOsXeHp3hkaFFFXdea8xwbqGumtXBVgfKsjrXZ+yNbX0VHHWwSQioubosN20Xa66wchNN92E+++/HwAwfPhwfPnll3jttddw9dVXN3vfS5cuxZIlSzw/V1ZWdqgBIBERUSD1byLr37gLQt0USvfUwwipGAdKKzxTCIPVestMU+OpmwbhXGUNLouPYkdXoou683g0URmJNTlaGMw2VNXaERMhhTr6t6m3ZqsD56usMNbYUVXrgAjAg9ddgT9ddwUsNidk4rC6QNWUdDwIAbV2F6Jk4pDvKZeKPecwAOgZG4FPj57znMNsjsOYNToZa/fosXT7QQxLUiK9dyw2FJR4MiHrnxfrk0nCkJmm9p3enabGiplD0CdOjhNl5gaDdQq5rFlZju4g7yPbirC33hRp7/qUrak5QdRQGhPc5HRtIiKqr8MGI9VqNSQSCQYOHOizfMCAAcjPr6v10qtXL9hsNhiNRp+n0efOnUOvXr2C7js8PBzh4eGtctxEREStpf5NZIT0txt7uUwMhVyKwtIKrN2j9yzXaVRYnaPF5n0nUXjKCADoo4zEB4szYai2wuEUcKC0As+9fxRP3TSYTWqIvHT38ahCHrju3y8XLHj4nSKfqdC6i9O03/qmFC/dOgzVNidWfXzcE3RbN2cU9hafh06jCjhVe9KABPRVR2Fd/k8Bz2GLtxQiT2/AXF1fAHVZjnPH1f2/e3u5TIyEmNC/U7vThWFJSswd1xdWhwvKSClSVHL0iavLimxssM6d5bg3QCAuVJZjQ0He1tbSU8VbOrhJRETdQ4cNRspkMlx55ZU4fvy4z/Iff/wRKSkpAICRI0dCKpXis88+Q3Z2NgDg+PHjKC0txdixY9v8mImIiFpT/ZtIQRCQqVEhT1+O3IxUvPjRMb+b/AJ9OUQAHpqSjlmvfw2dRoUauxORMjF6x0ag2urAzOF9oM5IZfYKUT0cj/ozWWxYWi8QCcDzszY5DgazDf0Ton2CbnaXgPX5JVido/XZHrjYKXvaQPx5+0Gf0hPe2+VmpGLtHr1P5qP3/7ub5Px4ripowDNDo0LBiXKfYCfg23CmscG6S8lyDBbkbQvNDaIG0xHqYBIRUefTrsFIs9kMvf63wUBJSQm+//57xMfHIzk5GQ8++CBuv/12ZGVlYfz48di9ezfee+89fP755wAAhUKB+fPnY8mSJYiPj0dsbCzuvfdejB07ttGdC4mIiDoLdbTMZ3qhWCTCsmmD8PSuw9AmKf1usN3y9eXINdugTVZini4VJosdIqBNurYSdXQcjzaNwWwLWpOxQF+OXF2qJxvOO+h2oszsaWSTm5GKXF2qTydri83pF4isv18APuUmlJFS1NjralTmZqRiQ0EJCkuNAQOemWlqzBnXF4u3FPrt33s6cVOCde2d5dgcLT1VvKWDm0RE1D20azBy//79GD9+vOdnd92cOXPm4M0338TMmTPx2muvYcWKFVi8eDGuuOIKbNu2DRkZGZ7X/PWvf0VYWBiys7NhtVoxefJkvPrqq23+WYiIiFqbQi7DkzcOwuM7D6Gw1AiFXAqrw4l7J16OqPC6Wmvu2mr1yWViaJPjsHnfSQxMVGDm8D7t8AmIOh6OR5umoWm5VocrYDacd9Cq/oMTnUblaXQTar86jcpTbiIrTY0UlRx7iw3QaVQ+D2QWbynEH67uh4enpAMALFYn4qKk+PBQ8IZC3gHUpgTr2jPLsblaMojaEepgEhFR5yMSBEFo74Nob5WVlVAoFDCZTIiNjW3vwyEiIgrqx3OV+PDQWUwd1BtP7zrsk6Hkrtm2eEuhX0By3ZxRWF9Q4lPTjTeJXQfHMp1fZ/k7PFFmxsS/fBF0/eY7x2BQYmzA88tpY41f0CpDo8JcXSp6xkZg+pr8kPu12OsyK0elxOH57KHorYyEyWJDhcWOE+fNmL9xP4Dfpmx7N7YBQp8jP1tyNfonRHt+NllsnSrjsb3x90VEREDjxzMdtmYkERFRV+O+WaustSM2Ugp1lP/NWqhtzlXWwmJzYfwVCX6BSMC/tppbpkaNHjHh0CbH4a1vSvHUTYN5k0hEzRJqWm6GRoUUldzn/FL/nPbircNQbXWgssYOmSQMZ0y1EItEkEvFyNCoAk7VztSokRQXiQqLDe8tyvAJdLkzE+3O3+pHuqdsB6prGQYRNt05BhUWOw6UVmB9fglGpcT5TSfujBmP7Ym/LyIiagoGI4mIiNrAaWMNHt5W5Kn3CNRNY1uZPRSJXtk9y3Yc9AkyurcRAXjoPz8gT1+OdXNGNVizzS1Do8IzMwfDZLGxUQ0RXbJg03Iz09RYMXOIpys1EPq8169HNE6U/ZbN+M95oz01cL0DkhkaFZZNHwiHS8DQpOB1biNlYmRq1MjTG0LW0HV35J6/cT90GhXWz70SfePlPC8SERG1IQYjiYiIWpHJYsO5SisqLDY8NPkKPDQ5HXuOn8Pfv/gJe4sNeGLnITwxfRDy9AbsKjqNwlIj/jgpDRkaNRxOAVHhYpgsNlRZHfiu1AjAt4NsIFHhErw6ewQUkVKkxMtxWbwcUEW1waclou4gURmJF28dhopqGyprHYiNlCBOLkPP2AjPNiaLzROIlMvEyM1IhTZJCavDhZPl1RCHiXyyLKtsDtz/xtd4PnsoHp6aDnOtE9ERYhiqrPjkyFmMvyIBhaUVAbPKf7lgwePvHsIcXV+4IDR4jnSvL9CXQywSYc3FhjcUWmOy+4mIiBqDwUgiIqJWctpYg4f/U4Q8/W9ZQTqNCovGazC0jxL3bD6AK3rHYuk7RZirS8Xxs1V4a8FVqKp1oKzKigipGPknDDhy2oQFmf3xyh0jcM/mAz7dZAORy8RwuaRIUcl9spSIiFpCQ5newMWu2xcDke76je5sRblMjGXTBmJEshL3TUzD3df0R1S4BBab05Mp6d5udY4WX54ox4sf/RjwvUwWG5a+U4Q8fTm+/ukCcjNSkRQfGfL4vc+h3p20QzFZbCirssJYY0eUTIyocAmUkdJuE4xrzN85ERFRY7GBDTpPwXAiIuo8TBYbFm0u9AlEuuk0KtwwpDdOm2oxIjkOuW9+i7//fiR6xkbgpY+O+UxRzNSo8afJV+DvX+iRldYD56qscLgEFJZW+NVDA+qmSj5z02Ao5d3nJpk4lukKOsvf4bnKWpwoM8NYY0eEVOypu2ixOZGVpsaaHC0UchkKSysw89Uv8cdJadj/8wXPeS1Yc5nMNDWWTk3H/1v/DQxmGwBg0QRNyHPdS7cOg7nW4ddQJ9TrdBoVtMlxPtO4dywch+HJwaeAB3uwdO+ENKTEy9G7iwfjTBYbFm0p9AlEunn/nRMREbGBDRERUTsymG0BA5HAb3Ude8ZGQBImglwmRr8eUXjq3cN+zRvy9AYIEPDQlHRcMNsw+DIF5m34Fiuzh3r25ZaVpvZ0mCUiao5QU3HrgnI/+NSs1WlUWJ2jxeIthT5ZhrERUshlYkwckICXPy32bB+suUxesQGCcBT/nD8G2X/7EhabM3Ttx2IDTpSZIQuQKb4+vwSrL069DtZN21tMhDTk76N+INJ7v9OGJuL6wb26dDDOneUaSGMzS4mIiLwxGElERNQKKmvtIde7a5b1UUZg64KrUF3rDNqUJl9fjrtrHVDIpSirtGLW6GQs3lKI3IxU3HONBuHSMCgjZT4dZomImirUVNwombhuXYAO1UBdkHHtHj2qLp771NEyLJs2EGWVVp/tQwUY8/XlqKi24T//MxY/l1sQExH6VsVYY4cy0j+QaLE5PefIx24YCFONHU6XgK9+KsfiLYWw2Jw+n69+J21vjXmw1NWDcQ1dz6oaWE9ERFRf6KJTRERE1CyxQTJt5DIxFk3QoK86CuooGcLCRJCEiVBebQ24vZupxg6JWASg7mbeYnOi6JQRqeoojEyJR/+E6C59M0xErcu74Yy3vcUGPLytCGcqa4NmxxXoy6FNUgL4LctQIZdhRLLSb1ubM3RzGXGYCGarE8nxcqijwiGXiQNuJ5eJcVlcJGSSMKybMwrr516JRRM0nu0tNicKSysgEgEPvv0DauxO/HDK6BOIzExT47mZQ0KeOxvzYKmrB+OCXc/cQmWWEhERBcLMSCIiolbg3SXWrX4jB7lMjDU5WkRIxYiSSbB+7pU+9de8hUvCUFnjQOEpI7LSeuCzJVczE5KIWkyoqbh5xQYYq38LuNXvjh0hFSM+SooXbxkKlyB4ul6LRCIcOm1CpkblyajsER0e8jjEYSLc8tpXAIBMjQrr51yJ3I3f+pwT5TIx1s0ZhRd2+9bY9Z4yrk1WYp4uFUaLDTdp++CRbUXYdvc4/FpRA2ONHeGSMBSeMmL5e4ex/KbBQZuwNBSIC5eEdflgXKDrmVtDmaVERESBMBhJRETUDKHqqgF1WUErs4fi4W1F+O5kBXIzUnHN5T1gqrFjfkY/jE6Nx5A+CmzILwlaf819863TqFB4yogpg3phfX4JZg7vg/4J0W3+mYmo62ooA1AeXpdxGKg7NlCXZXjPNRrc9EqB59yVmabGPF1fXD+4N5587zAK9OWQScKg06iCNpfxrgFZd24UYdm0gVj6zkHP8sduGIBX/6vHgVIjFk3Q+ARFz5lq8O8/XIXdh89h876TGJio8GRtPrb9YMByGFZHUdAmLKECcTqNCmVVVoxKCdz8pqHrRGfhvp49sq3I5/fgrlPcGT8TERG1LwYjiYiImqihumoGsw2mGhuiIiR45qZBcAF4fMchnxv352YO9gtEAv711zI1KszRpWLrvpOQhIkwKiWOWShE1OIaygAEgAnpPTB7TAreDNKAxiUInnOXe5kgCHhwcjq0yXHI1aWixubEPF0qgMDNZc6Yan33qzfgzzcMwKY7x8B0MaNRESnFM+8fDRgU1WlUGJkSjyOnTbhjTAoWbynES7cOw7h+qqC1KkM1YfF+sOR9znd3006NlwMATpSZfYKOVbUOLH3Ht8am+zoRLAuzI0tURmJNjhYGsw1VtXbEREiZnU9ERM3GYCQREVETNFRX7fohvbHq4+N4PnsopJIwuJzAcx8c8Qs69oyNCNqwpkBfjoenpEObpESPmHC8/OmPuGNMCt76ppRZKETUKhrKAMzXn8fDUwbAYLaGPHflXgw0uuXry7F0qsgTCFw3Z5SnuUyuLhVWh8szZXrxlkKsudgF25upxo4auxOb9p1Egb4cr84eEbQrd4G+HE/vOoK5ur6492KGuTJSivAAXbe9GWtsQdclKiOxNkeLsiorTDV2yGV1pTWUcimqbU4s2lLoc01YcfMQfFB02u/3tLfYgEe2Bc/CbAmtmY2pkDP4SERELYPBSCIioiZoqK7anZmp+PcfxuKJnYeQpy/HujmjPDek3nXW5A3UiPylogZb9pVi+U2D8MdJlyNCGoaXbh3GG0EiahWhMgDn6VJx6FcTntp1GP9vbF+/qdHe5zGrw79BTa3Dicw0NfKKDSg8ZYQ2OXBHbXdJivpiI6WIkknw0OQrEDZVBLFIhISY8KCZjnl6A+bq+sJiq3vf/gnRMNc6Qn5+q90FkyV4V+xAgbhgD6cSYsKDBmxDZWFeqlBZ+50xG5OIiLouBiOJiIiaoMG6ajIJnnn/CIYlx2GuLhVRMgm23T0O4eIwyKQiPP3eEb8phfVrRAKAMlKKRRM0kIWJkBIvZxCSiFpdojISz9w0GOfNdRmAAHwyFl/f+xOemBaFf3z1c9DzmHcGovsBTJRMgvsmpmHhNf2xr+QC7szoV7fvUqPnAQ1QlzH+6dFzUEfLMGt0sme5xebE8bOV6K2IxIP/+QFvzLnSc3zByGUSbLlrDJLj5egZG4EIic0TEK1Pp1Hhy5/K0TM2oknn2mAPpwIFZL21RvftUFn7rZ2NSURE1FQMRhIRETVBQ3XVYsLFWDzxcqz66JhvcweNCgvHa/BdqdFn+/o1Iuu2VaNHbDjCxWG4TBXVsh+AiCgEpVyKZ94/gttHJ/tMg7Y6XMjNSMVTuw4HnBoNAMtuGICDv5oA1AUi196hxYZ8/0Y3Nw5LxMoZQ+CA4FdPV6dRYdOdV+H53Uf9li8ar8Gb867E8x8ew9x608Hrs9gcmL9xP7LS1Hhu5hDYnC4snpiGu6/pjy9PlHsyOd2Zn4u3FGJSekKTflfBHk41NCW8Nbpvh8rab81sTCIiouYIfaUkIiIiH+66aoFMSk9ApEyCFz865jdFL09fjrX/1SM3w/8GukBf7skA0mlUmKPrC0EQkMxAJBG1MYVchuU3DcaOA78gV5eK9+7VYctdVyFVHQVtkhL5IepFDr1MiWGXKSGXibEgq1/AJl15xQY88e5hyGRiPL7zcMAmXk/vOoyBiQq/5Wv/q0ekVII8fTkKTxmh06gCHov3dO+9xQY88k4R3in8Fbe+9hXu+L99+KHUiO0Lx+HNuVdCmxznyUxvapAw2MOpUMeWmaZulSZkDWXtt0Y2JhERUXMxGElERNRIJosN5dU2LL9xkN+NZqZGhWXTBqCi2u6XNeTmHXSsTy6TYN2cUdAmx+Gtb0rRMyaipQ+fiKhREpWReGTqALxZUILpawqQ839f4/2DZxp8XWmFBevzS7DpzjGYMrhX0LqJecUGXKi2YVhSXeCyvvwg58oCfTlq7XXlLNbnl2CeLtXvXOzOdFyfXxJ0f3l6A57adQT7Syuwdo8eFpsTWc0IEgZ7OLU+vwSLxmuQWe/YMjQqLJ2a3qT3aKwGs/ZbIRuTiIiouThNm4iIqBG8GwP8/fcjoU2O8+kEe+J8FVwAjBZbk5s7AL5TCtkxm4jak8liw9LtB32ab0nCROitjMSrs0f4ndfcZOIw5OkNuPua/nC4hJDvUWKoRmFpRcCauUDwuosWuxNymRgWm9OnK7dcJoHF5vDUuGxofwX6ctw/6XKszy/BqJS4Zp133U1/HtlW5NOFfGRKHMJEIozsG4+5F68TikgpYiIk+H/rv8FbC8a2+Dk+VDf05gRaiYiIWhODkURERA2o3xggXOw7sUASFobxV/TES7uP4U+T07Eu/6dGNXdwy0xTIzlejs+WXA11tH/HViKituRdf1AuE2N1jhYbCkrw8qfFnm3qN9/ynhodLg1DpFTsaWAT6OFMuCQsYM1ct2B1F+0OF9bNGYX5G/fDYnN6XudeFkyg/Zlq7Hj/3gyYamyw2J0hu2kHk6iMxJocLQxmG6pq7YiJkMIlCPjg0BkM6aPwPLDaf/ICBAF4PnsoyqttwHkz1FEtd74PFhjlAy4iIuqIGIwkIiJqQP0b87hoGX64OL0PAO6/Ng1x8gT84RoNlu08FLy5w7SBOFdZ67POfaPYWxnZBp+EiKhh3vUHczNSfRrZuHkHEgtLKzxNYAAgKlyCSEkY1s0ZhbX/1fs9nFk3ZxS++fmCZz+59ZrRZHgFNr25u17/UGrEYzcMwKPbD3nWlVVakalRI08fuFt2oP0BwGM7D0GbHIe1e/TISlNjZfZQJDbxfKyQ+wYVT5SZ8ddPfgvcBgvoNvf9ggkUGOUDLiIi6ogYjCQiImqA9435gqx+eGn3MZ/pi9cP7g2704UKS+h6kX++fiA+OXoWm+4cg3BJGOLkMt4oElGH411/UJuk9MtadCvQl+ORqemQhIlw+LQJa3K0AIBqqxMQgFf/qw8YxAyDCCP7xnmWeU+hzkxT46kbB+HZ94/6vM6767XF5sR9k9Kwbs4oWB0uKOVSxEZIMLJvHJ5+z7cpToZGhblegVLv/RWeMvoEQ/cWG/DItiKsydFe0nm5/pTpYAHdlno/b/UDo0RERB0Rg5FEREQBmCw2GMw2VNbaESkTY9EEDdbnlyAzTe2T2fKHq/uh3GxFTIQUpprQ3UrNVjuuG9gL0TIxktgpm4g6KO9gWrDajW6/VNRgcB8FNhSU+GQDbr5rTPAGNnoD5ur6en5OUcnx7z9cBVVUONTRMhiqrbhnggY5Y5I905zr14Isq7Ji4aYDmJDeAw9PGYCndh1GYakRuRmpmHsxuJgQGw4IIvzvp8d9akh6BzYB32Do3mIDDOamT9f2Vn/KdKiAbku8HxERUWfDYCQREVE93s1qgLrsx2duGoRdizJQY3fib78bgYSYCEjFIsjEYXj2/SO4K6t/0BpnbnKZBN+fMuL6wb3a4mMQETWLdzCtofNaqioKz75/xC/rz2gJ/XDGHQDM1KggCEBCTDicLuAnQzUcLgGVNfaQNSD7quTYfOcY1NideH73UZ+mYiKRCAdKK3D0tAlDLlNi8aTLkTMmJWhgs/5nrKoNfeyN4T1lurzaFnLblng/IiKizoTBSCIiIi8miw2P7zyEkSlxuG9iGhwuAXFyKZwuAcve9a0HqdOo8MjUdOTpyzEvox8KTxmh06gCTtXO1Khx8FcTrrm8BzNgiKjDcwfTjBY7MtPUnocz3nQaFcRiUcAMyIaCmOGSMOg0Kiwcn4ZImRjP7DqCT4+dB1DXjCbk+TRNjT7KSCjlMpSWV+OOMSnYUFDiV5tyni4V0TIxPj5yDkdOmzAwUQFtkhIDe8di7R0jcKC0AkdOm/zqScZ4TVO/FJ4p02XmkNu11PsRERF1FgxGEhER4bdp2RcsNiy59nJU1tpRWetArd0JqTgMx89WorDU6POaAn05yiqtAOC5qZ13cXpgQb2aZc/MHAxlpJSBSCLqNNzBtCdvHITHd/o/jJmnS0WFOXDWn3cwsX5X7Ti5FOqYcIxOjcf8jd9iZHIchiUrPcHIwlPGkOfTFTOHXDyX2pAQE4FX3g3eOOyJaYOQre2DW0Zchj/vOOgTsMzQqLBs2iDMfuNrz7KsNDXU0S17nq5fQ9Jba7wfERFRR8dgJBERdXve07K9u57Wv/FenaP1mdrnbX1+CVbnaLF530mf6YLKSClSVHL0iZO35UciImoxIsDnvJYQE44fz1XhkW1F2DDvyoCvcZ8TIyVizBqTHDRzEfCvIdmY86n7vD13XN+gtSkL9OVwCQLio8KxaEuhX8AyX1+Op3YdxqzRyZ5u2i9kDwVQ1xG7staO2Egp1FGX1hSmfg1Jt6w0NZ7PHsqHVERE1O0wGElERF2edzMa940lABjMNphqbLA6XBiWpMR3JyuCdj11/5ybkepzQ114yohMjQp5+nIs3lLok/2jjJSif0I0esZGtN2HJSJqYaooGYpOGbF2jx5ymRgLsvph0oCeeOWOERCLRJ5zoDeLzYnN+07ij5Mux4u7jzV4TvVuImOxOT3n0+sH94LN4UJUuAQycRgMZiscLgGPbT+EPL0BOaOTQx67xeaEwWwLOM3cfRx/vn4Abtb2QVS4BEaLDYfPVHrqTq7PL8GolDiszB6KRGVkk35v3tceRaQUL946DOZaB6pq7YiJkEIdzc7XRETUPTEYSUREXVqgZjTr516JV/bokaf/7eY0U6PCjnt0qKq1B+16WqAvR+7FTB639fkl2LFQh+W7DqNAX+55bebFDBsGIomos3Nn9j2x8xBuH12X5fjyp3Wds+UyMdbNGQVA5HNO1WlUuG/i5QgTBa4pCfieU+vXmLTYnFi7R4+btX2glMt8zuPr5ozyvFdDtSljIiQwW0M3iHE4XYiQy/DAv3/w+wzujPhHthVhTY620cHDXyssOFlugbHGjgipGJ8dK8PxM5VYftNg9E+IbtQ+iIiIuioGI4mIqMsyWWx+gcg1OVq8sqfY7+Y4T1+O5e8dxsJrNCH36Z29AwDaZCU+PHwG2uQ43HONBuHSMCgjZcx4IaIuJVEZieU3DcbD//nBJ8vRYnNi/sb9eOyGAbhvUhrKqqxIjpfDJQh4+dMfccvIpJD7tTpcyNCo/JrIyGViLJs2EA6ngKOGSszTpWJYkhLr80t8zsOhGt3oNCrsP1mBsf1UkMvEAUtsAIAi8mKwU++bPVk/e9NgtjXqvP7LBQsefqcoYI3NJ3Yewku3DuP1gYiIurXQjxKJiIg6Me+pee5akBFSccgsndjI0F1NI6Riz/+7by7//sVP+L60AsnxcoxMiUf/hGjeaBJRl1NZYw94/rTYnHh0+yGYauxYuOkAzlXW4oXdx7Dn2PkGMxcVkVI8Pn0Qjpw2eZa5M9g/KDqD617ei/kb9yP3zW9RWFqB1TlaRMl+y6dYn1+CebpUZGpUPvt1n5+f3nUEj+88hGXTBgZ8/6w0NWxOV8hp3NokJQCgqjZ0hiVQ9xBsab1ApHs/GwpKcEXvWBiCNP1paL8nyswoLK3AifNmmCxN3wcREVFHwcxIIiLqsiq9bhzdtSBnj0nx286706s0TIRMjdovQwao67yaFB+Jv/1uBHpEh0Mpl+JCtQ3r5oxCcjyb1BBR11ZZ6wi53upwQS4To2dsBObpUnHHmBQkxEQErCkJ1JWzEIeJcMf/fY1Zo5M95+d+6ig8vvNw0EzFJ28chAyNCvn6ck99ya0LrsLcKiusDhfCJWEoPGX0NBzbW2zAn28Y4NfR2t1A5mxlbYOfCwBiIkI/rAIuPgRrYFp6Y4Ka3uqXGwHqjr05dSyJiIg6AgYjiYioUwnUjCZYFmKs142jNkmJtXv0fjUfvbtnu5szrM7RQoCA/HpT7ObqUvHrhRrc/a8DAIDd92VCHR0O1SV2WiUi6gxiI0LfOsildefP5z886gnIBasp6a6rK5eJ8daCsT5NXeoCesEzFc9XWTFXlwrh4s8WmxO/VNRg4aYDQY+txubEmhwtDGabXwOZYNO33cIlYchKU0Md7XueD3Q9qmwg0Gh1uBoV1PR+j/qBSADYW2xoch1LIiKijoLBSCIi6jSamh2ijpZ5MmHcmS3164vV757t3cX17ms0cAoC7A6XJ8vmpVuHed63tyKCN4FE1G3ERck8GYn16TQqOAXB53wKBK4pmaqOQrRMjN4Xz9v1z6M/GapDHofRYscDb/+A3IxU5OpSYXW4kBQfOkMwJkIKhTzwgyN1tAyZaeqAU7V1GhXKqqx4Pnuoz2uDXY/+fMOAkMehjJT6BTVDCdUJfG+xodF1LImIiDoS1owkIqJOIVR2yMPbinAuwDQ7dwfYrDS1p9Zj/fpi2iSlX20vdxfX2W/sg93hwvyN+7F2jx4Wm9OTIVP/xpSIqKvrGRuB52YOQUa9+oyZGjWeunEwesVGBGwk411TctO+kxABIevzxjaQORguCfOcp+dv3I+Fmw7go8PnoKt3XG6Bshrru2e8xu/1mRoVlt84CBPTEzyBUyD09ehAqRFZaeqA75GpUaG3IgI/GaobXfexoUzLpk75JiIi6giYGUlERJ1CqOyQvGIDTpSZ4XQJfhmSicpIrMnRwlRjx8T0HhiQqIBEJMIDk9Px5xvCYLQ0PKXOLVOjRj91FKfFEVG3layKwqrbhqOi2obKWgdiIySIi5KhZ2wE9v98ocHXz9OlIizMPxvSm3dWe32ZaWq/zttA3YOm1TlahNWbDh7o4VH96dUul4DcN7/1ybR01528cW0B3luUgYTY394r1PXo6V1H8MHiTDy+85DP8WemqXHPNRrcsCbfMy28MXUfGwrMNmXKd0fSlJIrRETU9TAYSUREnUJD2SHGGnvI+lnPf3gMD00ZgKd2HcbaPXoAdbXMNt95Vcj9ujvBZmrUePbmIUiOZ5MaIureesZGoGdshN/yuAaCSYpIKf7+xQlPuYug213Maq+ffajTqPDAdVfgfz/70e81FpsTm/edxD0T+uOhqVfgfJUVicpI9I6NaHB69bo5ozyZloHUzz4MdT2y2JyorLH51KeMCpdg/8kK5G781qc+ZWPqPoYKzDYm47MjYkMeIiJiMJKIiDqFxkzbq18/y2SxoazKCqPFjoXjNThw8gJydamYPSYFEVIxDpRW4IvisqA10DI1asRHybD5zjFIUbFbNhFRKKECZzqNCsVlZjx102Cfc7R3dlx0uATVVgdMNXbEREjw6PUDcKHaBlON3ZOpOH/jt1iZPRQ2h8vnvJ2ZpsayGwbC6nTBYnWg3GzDyOQ4v4zIQNOrG1I/+7Ch61FUuG99yhNlZix952DAbRuq++gOzD6yrShgJ/DOlk3IhjxERAQwGElERJ1EQze57ml77gyWXyssOFlugbHGjphwCdQxMnxw8Iynw6v7dfMzUjG0jxIikcjn5igzTY0npg+E3eFCz9gIZmsQETUgWOAsM02Np28ajDi51BNoCpQdl6FRYa4uFYu3FMJic2JCeg88PGUAXvtc73Pu3rzvJB6ako5csw21dieS4iPx0eFzninQGRoVnps5xC+oFWx6df3GZt7c2YfegdMomQQrZg7G0+8f9evEHShb0SkIWDdnFKwOl+dB2Pr8Es9rG6r76C43EqgTeGfDhjxERAQwGElERJ1EqGl78y7evAJ1TRF+uWDBw+8UoUBfDrlMjK0LrsJjOw753Wi6f76ybzz+fMMA1NpcqHU4IZfVNbspPFmBq/qpGIgkImqkxgTOgmXH5evLIQDIzUjF2j167Dl2HgDw+I2DUFpu8anlOOv1rz3BvHVzRvlMsc7Xl+OxHYf8suyCTa/21Jus91AqK02NF7KHotrm9DveTI0a6+aMwvyN+z3HESgIetpYg6ffO+z3IGx1jtYTdG1M3cdgncA7GzbkISIigMFIIiLqJEyWugyYp24ahDPGWhi9pu25b+iy0tSICpfggX9/7wk05makoqrWETDjBagLSObqUnHaWIt+ajlq7WGepgxZVyQErItGRETBNRQ4C5Ud5z4nu+05dh4Lr9FgfUFJwPO4d2a8t0BZdsGmV1tsTizeUogPF2fC4RJ8gqgAsGhLod/x1jXJEbB1wVX4paLGcz2yOX9reuYJugZ5EJabkYqiU0ZIwkQoLK3oFo1cumpDHiIiahoGI4mIqMPzns4nl4mxOkeLzftOeuqFyWVirLh5CEYkK1F6wYJ5Gf0wLDkO6/NLoE1SwlTTcKbFucpajExWdumbQCKijqCh7Dirw+Xz83mzFfMuBigL6tWJnDOurycz3ptcJoZLEHCizPxbTcoICa4dkIBPjpb5bT8qJQ5Kr2nkbifKzEEDp3n6csytsmLhpgOeZZPSEzz/31DQ9Z5rNMjQqDF1dV6TOmx3Zl2xIQ8RETVdWHu++d69ezF9+nQkJiZCJBJhx44dPuvnzp0LkUjk82fKlCk+21y4cAGzZ89GbGwslEol5s+fD7PZ3IafgoiIWlP96XzuDJbhyXHYfOcY7Fg4Dh8szsQHRWcw+eU83PraV8h981sUllZgdY4WNqfL0xE7mF6xERh/eQ8GIom6KY5J21ZjGpJ5k4nDsHhLIbQXz/vb7h6Lz5ZcjWduGuzJjPfmfmj11HuHMfEvX2Dmq19i4qov8ODbP2DZtIG4dkCCz/ahmsE0NXDqndnX0GsBIPfNwB22TRZbg6/tjNwlV7LS1D7LO2tDHiIiap52zYysrq7GsGHDkJubi5tvvjngNlOmTMGGDRs8P4eHh/usnz17Ns6cOYNPPvkEdrsd8+bNw4IFC7B58+ZWPXYiImobgTJLLDYn1u7RY+0ePb544Bo8tvPQxSlzv3Fnz9w/6XJ8/uP5oM0JMtPUiIuSoVcXzUIhooZxTNq2GtuQDKgLUml6RGPznWP86k+aLDaMSonz209uRio2BJjWvbfYgMd2HMLK7KH403X2upIckRLEyWVBS3I0JXBaP7OvodfW2J1+gVT3cXblRi5dqSEPERE1T7sGI6dOnYqpU6eG3CY8PBy9evUKuO7o0aPYvXs3vv32W4waNQoAsGbNGlx//fV46aWXkJiY2OLHTEREbauhzJJqmyPkNLiHp4ThyGlTwCl+GRoVnp0xuMtOhyOixuGYtG0F67rt3U0b+C1brrcyEimIavR+xvVT+TS08ba32ICfDdW44419nmWhpkY3NnAaKLMv1Gsz09QBa126dfVGLl2lIQ8RETVPh68Z+fnnnyMhIQFxcXGYMGECnnnmGahUKgDAV199BaVS6Rn0AcCkSZMQFhaGffv2YebMmQH3abVaYbVaPT9XVla27ocgIqJm884skcvEyM1IhTZJCavDhQipOGBWibczplrcMSYFW/adhDY5Drm6VFgdLigjpUiOl+OyeHlrfwQi6gJaekza3cejgbLjoiMkqLY6AmZBNmU/pprQU5yN9eoIu6dG1+++DQQPeGalqfH0jMGw2By4+vIeUEZKIZeJG/3ap24ajOtX5wU9RjZyISKirqxDByOnTJmCm2++GampqThx4gQeffRRTJ06FV999RXEYjHOnj2LhATfmi8SiQTx8fE4e/Zs0P2uWLECy5cvb+3DJyKiFuDOLNl/sq4G5IaCEp+Ml813jgn5+t6KCFww2/Dk9EGwOQVOCSOiJmuNMSnHoy2XHVd/PyfKQtfqDFRHONTU6EABzwhpGJ549zA+9WqGEyjDMtiUZAABp5i798NGLkRE1JV16GDkrFmzPP8/ZMgQDB06FP3798fnn3+OiRMnNnu/S5cuxZIlSzw/V1ZWIikp6ZKOlYiIWoc7s+SLH88HrAH25U/lyNCoPJ21vek0Knx85BzW7tFjx8JxGJ4c11aHTURdSGuMSTkebT1NqUnpLdTUaO+Ap8liw6IthX4lQoJlWAYLugbLmmQjFyIi6uo6dDCyvn79+kGtVkOv12PixIno1asXysrKfLZxOBy4cOFC0Jo+QF3Nn/pFx4mIqONKVEZiVEoclr5z0G/d+vwSrM7RQiQS+dwY6jQqzPOqPcYpb0TUUlpiTMrxaOsJNj06M02NOeP6eq4L9TX2OhGosZpbU5rPsJELERF1V50qGPnLL7+gvLwcvXv3BgCMHTsWRqMR3333HUaOHAkA2LNnD1wuF8aMCT1tj4iIOhez1RFwucXmxOIthdixUAeD2QpjjR3hkjAUnjJi8ZZCWGxOTnkjohbFMWnHF6wm5WPbDwasNdyU60RDjdWa0nyGjVyIiKg7atdgpNlshl7/W92vkpISfP/994iPj0d8fDyWL1+O7Oxs9OrVCydOnMBDDz0EjUaDyZMnAwAGDBiAKVOm4K677sJrr70Gu92ORYsWYdasWexaSETUxcSGyFix2JwQh4nQVx3FKW9E1GQck3ZNgQJ9y28aDKvj0q4Toa5HADPxiYiIGtKuwcj9+/dj/Pjxnp/ddXPmzJmDv/3tbygqKsLGjRthNBqRmJiI6667Dk8//bTPlJZNmzZh0aJFmDhxIsLCwpCdnY3Vq1e3+WchIqLWFaoGmDujRSGXccobETUZx6TdR0tMjW7M9YiIiIiCEwmCILT3QbS3yspKKBQKmEwmxMbGtvfhEBFREKeNNUEzH3t7dS8l6m44lun8+HfYufB6RERE5K+x45lOVTOSiIi6Nxb7JyKijoDXIyIiouZjMJKIiDoVFvsnIqKOgNcjIiKi5glr7wMgIiIiIiIiIiKi7oHBSCIiIiIiIiIiImoTDEYSERERERERERFRm2AwkoiIiIiIiIiIiNoEg5FERERERERERETUJhiMJCIiIiIiIiIiojbBYCQRERERERERERG1CQYjiYiIiIiIiIiIqE0wGElERERERERERERtgsFIIiIiIiIiIiIiahMMRhIREREREREREVGbYDCSiIiIiIiIiIiI2gSDkURERERERERERNQmGIwkIiIiIiIiIiKiNsFgJBEREREREREREbUJBiOJiIiIiIiIiIioTTAYSURERERERERERG2CwUgiIiIiIiIiIiJqEwxGEhERERERERERUZuQtPcBEBFRx2ay2GAw21BZa0dspBTqKBkUcll7HxYRERERdVEcfxJ1bQxGEhFRUKeNNXh4WxHyig2eZVlpaqzMHopEZWQ7HhkRERERdUUcfxJ1fZymTUREAZksNr+BIADsLTbgkW1FMFls7XRkRERERNQVcfxJ1D0wGElERAEZzDa/gaDb3mIDDGYOBomIiIio5XD8SdQ9MBhJREQBVdbaQ66vamA9EREREVFTcPxJ1D0wGElERAHFRkhDro9pYD0RERERUVNw/EnUPTAYSUREAamjZchKUwdcl5WmhjqaHQ2JiIiIqOVw/EnUPTAYSUTUTZgsNpwoM6OwtAInzpsbLACukMuwMnuo34AwK02N57OHQiHnYJCIiNpXU69tRNSxcfxJ1D1I2vsAiIio9Z021vh1JsxKU2Nl9lAkKiODvi5RGYk1OVoYzDZU1doREyGFOlrGgSAREbW75l7biKhj4/iTqOtrVmak0WjEG2+8gaVLl+LChQsAgAMHDuDXX39t0YMjIqJLZ7LY/G7WgLqOhI9sK2pUhmT/hGgMT45D/4RoDgSJqEPgeLTzaolsxlDXtoe3FeFkeTWzJIk6MY4/ibq2JmdGFhUVYdKkSVAoFPj5559x1113IT4+Hu+88w5KS0vxj3/8ozWOk4iImslgtvndrLntLTbgbGUtB3hE1KlwPNp5tVQ2Y6hrW16xAfoyMzZ++TOzJImIiDqgJmdGLlmyBHPnzkVxcTEiIiI8y6+//nrs3bu3RQ+OiIgunakmdGbILxU1zB4hok6F49HO6VIz9b1V1tpDrrc6XM3aLxEREbW+Jgcjv/32W/zhD3/wW96nTx+cPXu2RQ6KiIhajlzWcBJ8WZW1DY6EiKhlcDzaOTWUqW8wNz5oGBshDbk+XBLWrP0SERFR62tyMDI8PByVlZV+y3/88Uf06NGjRQ6KiIhaTliYCJkaVcB1Oo0KhaeMMNWEzjAhIupIOB7tnBrKZqxqYL03dbTMr9uum/va1pz9EhERUetrcjDyxhtvxFNPPQW7ve6iLhKJUFpaiocffhjZ2dktfoBERHRpJGEiLJs2CLp6AUmdRoV5ulSszy+BXCZup6MjImo6jkc7p4ayGWMaWO9NIZdhZfZQZNYLSHpf25qzXyIiImp9TW5gs2rVKtxyyy1ISEhATU0Nrr76apw9exZjx47Fs88+2xrHSEREF5ksNhjMNlTW2hEbKYU6StZg8xlVlAwfHzmHG4b0Rq4uFVaHC+GSMBSeMmLxlkKMTFYiqhFTuYmIOgqORzsndzbj3gBTtbPS1FBHN62ZWqIyEs/cNBjnzVZPhr/72maxOQEAmQ3stznXVSIiIro0Tb77VCgU+OSTT1BQUIAffvgBZrMZI0aMwKRJk1rj+IiI6KLGdCANdlM1rp8KpRUWrP2vHgX6cs/rMzVqLJqggVLOrBEi6jw4Hu2c3NmMj2wrwt5iA+QyMXIzUjGunwrhkjAYqm2e7RpLKZfimfeP4PbRydhQUOJzjcvQqLBi5pCg+2upzt5ERETUNCJBEIRL3YnRaIRSqWyBw2kflZWVUCgUMJlMiI2Nbe/DISLyY7LYsGhLYcDC/1lpaqzJ0aLa5gx5U3W6wgJjjR0OlwCLzQlJmAglhmpkatToxZsuok6NYxmORzsTk8WG8mobBABP7jyEPK8AYnOCgaeNNXhi5yFc0TsW2iQlrA4XlJFSpKjk6BMnD3oMDV1XmSFJRETUNI0dzzS5ZuTzzz+Pt956y/PzbbfdBpVKhT59+uCHH35o3tESEVFIBrMN352swKIJGqybMwqvzh6B9XOvxKIJGuw/WQGjxe4XiATquog+sq0IJosNiXFy9FFGIkomQYQkDHFyGa4b2JOBSCLqdDge7dwUchlUUTI8+e5hn0Ak4HvdaqxEZSReunUYZg7vA1WUDFf0jMGgxNiggUgAMFrsmDuur8/11F0/mR24iYiIWleTp2m/9tpr2LRpEwDgk08+wSeffIIPP/wQ//73v/Hggw/i448/bvGDJCLq7sxWO1bnaLGhoARr9+g9y3UaFVbnaFFtcwTM7gB+u6lSyGWeP0REnRnHo52fwWxr1HWrsZpyfTttrMFjOw76BELd11N3vUl24CYiImo9Tc6MPHv2LJKSkgAAu3btwm233YbrrrsODz30EL799tsm7Wvv3r2YPn06EhMTIRKJsGPHjqDb/s///A9EIhFefvlln+UXLlzA7NmzERsbC6VSifnz58NsNjf1YxERdWjKSJlfLSwAKNCXY0NBiadQfzC8qSKirqQlx6MAx6TtobKB61JrXbdMFlvdTIIg19PcjFQA7MBNRETUmpocjIyLi8OpU6cAALt37/YUChcEAU5n6Jvh+qqrqzFs2DC88sorIbfbvn07vv76ayQmJvqtmz17Ng4fPoxPPvkEu3btwt69e7FgwYImHQcRUUdnc7r8ApFuBfpyRIeHTnTnTRURdSUtOR4FOCZtD7ENXJda67oVKiOzQF8ObZKyWZ29iYiIqPGaPE375ptvxh133IG0tDSUl5dj6tSpAIDCwkJoNJom7Wvq1Kme1wfz66+/4t5778VHH32EG264wWfd0aNHsXv3bnz77bcYNWoUAGDNmjW4/vrr8dJLLwUcKBIRtbdgHa9DMVsdIdeLw0TISlNjb5BC/LypIqKupCXHowDHpO1BHS1rl+tWqIxMuUyMHjHh+PMNA/CToRqxkbZGXaOJiIioaZocjPzrX/+Kvn374tSpU3jhhRcQHR0NADhz5gwWLlzYogfncrnw+9//Hg8++CAGDRrkt/6rr76CUqn0DPoAYNKkSQgLC8O+ffswc+bMgPu1Wq2wWq2enysrK1v0uImIgjltrAnZ8TqYhjJIxGEirMweike2Ffnc2GWlqfF89lDeSBFRl9KW41Ggdcak3X08qpDL2uW6Fex6KpeJsTpHixd3H7vk7t5EREQUWpODkVKpFA888IDf8vvvv79FDsjb888/D4lEgsWLFwdcf/bsWSQkJPgsk0gkiI+Px9mzZ4Pud8WKFVi+fHmLHisRUUM8daqCdLxek6MNevPVUAaJ6mLmxpocLQxmG6pq7YiJkEIdzYwOIup62nI8CrTOmJTj0bou2G193Qp2Pc3NSA1Ym7kx12giIiJqmibXjASAEydO4N5778WkSZMwadIkLF68GD/99FOLHth3332H//3f/8Wbb74JkUjUovteunQpTCaT54+75hARUWtqTOfQYNwZJFlpap/l9TNIFHIZ+idEY3hyHPonRPPGiYi6rLYYjwKtNybleLROW1+3gl1Px/VTBa3N3NA1moiIiJqmyZmRH330EW688UYMHz4cOp0OAFBQUICBAwfivffew7XXXtsiB5aXl4eysjIkJyd7ljmdTvzpT3/Cyy+/jJ9//hm9evVCWVmZz+scDgcuXLiAXr16Bd13eHg4wsPDW+Q4iYga61I7h7ZHBgkRUUfUVuNRoPXGpByPtp9A11NTTehgY2t19yYiIuqOmhyMfOSRR3D//fdj5cqVfssffvjhFhv8/f73v/d0RnSbPHkyfv/732PevHkAgLFjx8JoNOK7777DyJEjAQB79uyBy+XCmDFjWuQ4iIhaSkt0DlXIGXwkImqr8SjAMWlXVf96eqLMHHL71uruTURE1B01ORh59OhR/Pvf//Zbnpubi5dffrlJ+zKbzdDr9Z6fS0pK8P333yM+Ph7JyclQqVQ+20ulUvTq1QtXXHEFAGDAgAGYMmUK7rrrLrz22muw2+1YtGgRZs2axa6FRNThtFfnUCKirqYlx6MAx6TEazQREVFbanLNyB49euD777/3W/7999/7Fe5uyP79+6HVaqHVagEAS5YsgVarxeOPP97ofWzatAnp6emYOHEirr/+emRkZOD1119v0nEQEbWFxtR9NFlsOFFmRmFpBU6cN8NkYY0qIqL6WnI8CnBM2po6y3WtsbWZiYiI6NI1OTPyrrvuwoIFC/DTTz9h3LhxAOpq9Dz//PNYsmRJk/Z1zTXXQBCERm//888/+y2Lj4/H5s2bm/S+RETtJVTdx9PGGr9u21lpaqzMHopEZWQ7HjURUcfSkuNRgGPS1tLZrmuszUxERNQ2REJTRl4ABEHAyy+/jFWrVuH06dMAgMTERDz44INYvHhxi3e+bguVlZVQKBQwmUyIjY1t78Mhom7IZLFh0ZbCgN22s9LUWJOj5c0QEQXV3cYyHI92fLyuERERdT+NHc80ORjpraqqCgAQExPT3F10CF1t8EdEnYfJYoPBbMMFiw1VtQ4cKK3A+vwSWGxOn+0+W3I1+idEt9NRElFH153HMhyPdkwnysyY+Jcvgq5vynXNfa2srLUjNlIKdRSzFYmIiDqixo5nmjxN21tnH/QREbWnQNPXdBoVVudosXhLoU9AsqrW3h6HSETU4XE82jFVNnDdaux1rbNN9SYiIqKGNSoYqdVqGz3d5cCBA5d0QERE3YHJYvO7uQKAAn05ACA3IxVr9/zW2TUmQtqmx0dE1NFwPNq5xDZw3WrMdS3YtXJvsQGPbCviVG8iIqJOqlHByBkzZrTyYRARdS8Gsy1gHS2gLiCZq0v1/JyVpoY6mjdbRNS9cTzauaijZchKU2NvkJqRjbmuhbpW7i02wGC2MRhJRETUCTUqGPnEE0+09nEQEXUrDU1fszpcAOpu2J7PHsqbLSLq9jge7VwUchlWZg/FI9uKfAKSTbmutdRUbyIiIupYGl0zsqKiAv/6178wZ84cvyKUJpMJ//jHPwKuIyLqzoIV3W9o+lpflRyfLbka6mgW6ScicuN4tHNJVEZiTY4WBrMNVbV2xERIm3Rda+xUbza4ISIi6lwaHYxcu3YtioqKcO+99/qtUygUyMvLQ2VlJf785z+36AESEXU0jbnpMVlsqLDY8cyuw0hPVECbpMQZUy3K5FIkx8sbnL7WRxnJGykiono4Hu18FPLGBQYDXVvV0TJcOyABV/SOhTZJCavDhQipGAdKK3D8TCXU0bJmN7hhAJOIiKj9iARBEBqz4fDhw7Fq1SpMnDgx4PrPPvsMDzzwAAoLC1v0ANtCY1uPE1H35L5hMVvtUETK8MyuI0hP/O3GKO5igLFPnBxAXefPL348j0+OnMUdY1KwoaDE05gGADI0Kqy8eSjEYSI8HGT6Wm92CCWiJuguYxmOR7sW9/W1wmKD3elCwYlybP2mFLNGJ2NcPxUipGGIi5Lh8R2HkFfvOvrczCFQREqxaEthwLqSWWnqoA1u2KGbiIiodTR2PNPoYGRMTAwOHz6M5OTkgOtLS0sxePBgVFZWNu+I21F3HPwRUeN437AsmqDBkdOmkAHGmAgJFm0pxNxxfVF4yojC0gqf7dwy09RYm6MFgGZPXyMicusuYxmOR7uOQAFBnUaFx6cNwvO7j2LPsfNYNEET9DqalabGsmkDce1f9wZ9j8+WXI3+CdE+y0wWW7MCmERERNSwxo5nwhq7Q7FYjNOnTwddf/r0aYSFNXp3REQdnsli87lR0iYpMTBR4ReIBIB8fTmWbj8Io8WOvGIDrA4XtEnKgDdQAJDn1QW0f0I0hifHoX9CNG+AiIhC4Hi0a6h/fXUr0Jfj6V2HMTBRAQAhr6N7iw0w1jS9wU1jOnQTERFR62r0aE2r1WLHjh1B12/fvh1arbYljomIqEOof8PSmABjjd0JuUyMcEmYpyN2MOwCSkTUNByPdg2hAoL5+nJok5QA0OB1NEomDrk+JkADHHboJiIian+NDkYuWrQIq1atwtq1a+F0Oj3LnU4n1qxZg7/+9a+45557WuUgiYjaQ/0blsYEGH811mB1jhaHTpugiGxcF1AiImocjke7hgpL6OxD97U2XBL6ViVKJkFWmjrguqw0NdTR/rMNGtuhm4iIiFpPo4OR2dnZeOihh7B48WLEx8dDq9VCq9UiPj4ef/zjH7FkyRLccsstrXmsRERtShEpxaIJGqybMwqvzh4BpVyGREXDhe3fLCiBIAAxERJkaFQBtwl2k0RERMFxPNr5nausha2BB3vuIGThKSN0Ia6jSrkUK7OH+gUk3c3gApU+UUfLmhzAJCIiopbV6AY2bt988w02bdoEvV4PQRBw+eWX44477sDo0aNb6xhbXXcrGE5EjfPLBQuWvlPk08Fzxc1D8EHRGeTp/aeX6TQqaJPjsHaPHpvvHIPFWwvxxpwrseqj4z7bs2M2EbW07jaW4Xi0Y3F3xa6stSM2Ugp1VOBmbGeMNbhQbcOHh88Gb/CmUWNYshJr9+ghl4mxOkfrV6u5/nXU/f6NbQZ32liDR7YVYW8xr81EREQtqcW7aXdlnXnwR9TdNfYGqDn7XbS50C/oKJeJsX7OKLzy+Qm/DqDzdKlYvKUQFpsT79w9DopIKaqtdigiZbA5Xai2Otgxm4haBccynV9n/TsM1BU7K02NldlDkegV2DNZbPjg0FkkxITj3i2FAYOMOo0KT904GCs+PIpPj5YBqLvuLps2ECOSlaixOVvsOtrUAGZ7a63xDhERUUtq7HhG0obHRETUohp7A+StocG8e73d6QqY/WixOZG7cT/eXaTDyXILrA4XwiVhKDxl9AQigbop3v0Tolv4ExMREXUcwbpi7y024JFtRViTo/VcYw1mGxJiwgHUXUsXbylEbkYqcnWpPtdSh+DCQ1PS8cDkK2CxOqGIbHygsCkBO4W88wTzmjPeISIi6sgYjCSiTqkpN0BuwQbzT900GFW1NsRGyPDliXIkxIYjOlyC9XOvxIHSCmz9phSzRidDm6SE1eFChFQMlwBs2ncSe46d9zs21pwiIqLuIFRX7L3FBhjMNs+1uLLWDqvDheKyKryQPQTpveuyJSw2J5TyMOQVn8ex05UAgLV79AB+C7i59xEq2NhZAnZNzXBszniHiIioo2Mwkog6pabcAAGhB/N/3nEQd2X0g9nqxK6Dp/2mjG268yo8v/uo5+YIqKtp9di0gQDgE5DMDFE0n4iIqLMKFEQzW+0hX1NV+9v62AgpTBY7hl+mRLgkDM/vPuZzvc3UqPHUjEG49bWvPMu8A27VNmfQYGOUTNwpAnbNCZg2dbxDRETUGTAYSUSdUmVt42+AgNCD+QJ9OZ6+cTCWvXvIr5h+gb4cT+86jOHJcT5Bxzy9AU/tOoxcXSpmj0mB1eGC8uLU7J6xEc38VERERB1PqJkFcpnYU6LEm1wmRpxchhNlZlTW2hEdLkFPRQQKSyvw/sEzftfbPL0Bj+84jFmjk30e/u0tNqCsyoqndh0JGmxcNm1ghw/YNTfDsanjHSIios6AwUgi6pRiI6Qh18fUWx9qMC+XieGC4AksRkjFOFBagfX5JbDYnMjXl2OeLtXvdQX6cuTqUjF/435PF04GIomIqCsJFUR7fOchLJs2EEvfOeizTi4TY/3cK/HYjkM+9Ze33DUGPWMjfAKRcpkYuRmpnlIoyfFyAPBcgwHAVGMPGWw01oQOyJlq7J6gaHs1f2luhmNTxztERESdQaOCkSNGjMBnn32GuLg4aLVaiESioNtGR0dj0KBBePTRR5GUlNRiB0pE5E0dLUNWmhp7AwzsA9VsDDaYl8vEWJ2jxfJ3D+O7UqPnhkibpMS//zAWnx49h9f3/gSrwxXw9TERUny25OoO34WTiKiz43i0fQQLosllYgxNUmJ4khLr5oyCSCTy1Flee8cIvLKnGHn1sh8rLHa/fbi7antnQ+o0KqzO0eKRbUWYNToZUf+fvTuPjro+Fz/+nn3JNpMZtkACgYmy4yAKMgkq2ioCLqX2Z6S3QHBpEW3r7a1oRcTdapcrlK5Eba/Q3tYKiltVvEqiokgsuxKJBGVNyEyWyezz+yP5jjOZJaAsAZ7XOfecJjPzne/Qe5pnns+zGLQsmzk26bBQkaXXZPwMvmCYb/32ndjPJ2OW5FetcDzaeEcIIYQ4FRxRMvKqq67CYOjYfnf11VdnfK7f7+eNN97gu9/9Lm+99dbXvkEhhEglz6znkRmjWfDspoQAfVKamY3pgvmK0mKerK6jpt6d8gtRWecXIm2aL722LL1szRZCiBNA4tGTo9UfZP5kR8ISt81fuBnVP4/lVV3+ZpbY+cf3J7Lf056QiFSqHwvzTRxs9sd+r/wNTjUiBaBy9nk8+sqOlInK21bWxBKSWXpt2oRdqcPGO7sSr38yZkl+1QrHo413hBBCiFOBKhqNRo/1RT/99FNGjBiBz+c71pc+Lpqbm8nLy8Pj8ZCbm3uyb0cIcRSUgfotviA5Rl3GCsVUM6+euWE8M/+0nvmTHdTUNyV9IYKOLzJzOtux400qsfeYofhCiDObxDLJJB49Nj5raONnqzYn/H186JqRvLx5X1LlI3T8zfzPb57NNcs6KhHjqx+dRVYK8oyxmZHLZ41L+tsaT/kb3ZXLYcNZZGXp2trY3+K2QDgpYVdWYucn3zybprYA3mA4qbLyjdsvPGEHih5vgFtX1qStcOwunjiaeEcIIYQ4WY40njkuMyOHDBnCgQMHjselhRAiQZ75yIPxAouJh64eSX1TO572IAatmnCk4zzGWWhJqLyIV1XbyLyLHQm/k4oEIYTo2SQe/fo83gALVyUvd+uTa0yZiISOv5l3TPmymyC++rGm3s1vrh/L/M6/qelGoMTeP80sSGVm8zeG9ebeK0fQ0Bqg1R/k/qtHEghFaPOHyDHq0GpULH5ha8ICuvjKyhO5/OXrVjgeTbwjhBBC9HRHlIzsbi5PvI0bNwKQl5f31e9KCCGOMY83gNsbxBsM42kPxqojxhVZge6/EEWj8MKtLtoDEWxZeqlIEEKIE0zi0ROvoTWQsIBG0d3fzCZvEJfDRnVtY8JhnzcQ5pYVG7n5wsHccflQtGp1xusYtOkft5p1LJo+ggX/3JzQ8aAkKL2BMLUH2/juhEEML8iLVUMqidWK0uITvvylwGJiSblTKhyFEEKc8Y4oGRk/l8fn87Fs2TKGDx/OBRdcAMB7773H1q1bmTdv3nG5SSGE+Dr2udvZfdjLkrU7E6o7XA4blw7rw6VDe2X8wgMdX4j+3+/f44X5pTIjUgghTgKJR0+8dEtXuvubGQpHmeMqBpITl95AmF+9tpNfvbaT+ZMdlJXYUy7IKSuxU7PHnfY9bFkG7nwuMRFp1mv4f+cX8dNnNyX9vY+fM1ld28gtFzlOyvIXqXAUQgghjjAZuWjRoth/vuGGG7jtttu4//77k56zZ8+eY3t3QghxlJSZSs2+ILkmHdkGLVW1Daz+6Is0A/J38MBVI3l3V2OsiqOrMoed//vkEOMGWmVrpRBCnCQSj5546Zau1OxxZ/yb2SvbwBs7DnB+cT4Dbea016+squPF20pZtHprUuvyQ9eMYvELW1O+blKJnUA4kpTE7G4hTkVpcaxK06BTJyUFu8YQ9ixJHAohhBDHQ+ZjzRT+/ve/873vfS/p99/97nd59tlnj8lNCSHEV7HP3c5LW/bzWWMb+zw+djd6OdzmZ2i/HKrSzLaqrm3ksDeAVq1i0bQRlDlsCY+XOmz85LKz+Xhfs8yIFEKIHkLi0RPDnq1nUok96feVVXXcOrmEsi6PuRw2ZrkG8f/+8C4ffHaYEQV5RKNRXF3+tiqcRRY0qFhS7uSN2y9k1byJvHH7hSwpdzIg38ziq0Ymvb8yY7HVH0q+XqElZYIUiLWMKyymxL/nqWKIl7bsZ5+7PeX1hBBCCPHVHfUCG5PJRHV1NSUlJQm/r66uxmg0HrMbE0KIo+HxBth92MuaTXtjX0TMeg2Vs8fR5g9nfO3BFj9F+Vn8/NUdjCmyMttVjD8UwWLS0c9iJBSJ8Pi1YyQRKYQQPYTEoydGuqUr4wZaGZRvZmm5k/3NPj5v6kjY1exxJ7RCq1Uq7p46LNayHf/3+e6pwxg1II/9LX6C0Sj2bH3SGJRMMxa9geS/7d3NslQen1RiT+h0SBVDQEdytdiehVmvkRhACCGEOIaOOhn5ox/9iB/84Ads3LiR888/H4D169dTWVnJwoULj/kNCiHEkXB7gyxZu5OaejfzJzsYN9CKWa8lx6gl1xjN+NoBVhNrdxxkZP88RvXPiyUiC60mck06+QIihBA9jMSjJ053S1caWgPMfXpDyteu29lANAq3rayJLa1Rq8Co0/LIS9vY6/HhLLTQ0OrnoFlHUb6Z/tbEtu50Mxbt2Xq+Maw3Z/fLxVlowR+KUJifviUcOmZdptpercQQ6dq7H7p6lMQCQgghxDF01MnIBQsWMHjwYP77v/+b//mf/wFg2LBhPPnkk3znO9855jcohDi5ToX5SR5vAG8wTE29m2Uzx7J83a7YTCiAh64ZSZnDnnIjaFmJnS1fNPOr13bGfqd8UelnMZ2Q+xdCCHF0JB49sTItXUm35EbhDYRxDbExoiCPR1/ZgbPIyra9Hq4fP5Anq+sS/l6XOmw88q3RDOgmqai4a+ow7lm1JXaN+ZMdlDpsKUezlJXYcfTKZkm5M+mztAVCGdu72wLJLeGnqkxx3akQ8wkhhDg9qKLRaOaSoaOwZcsWRo4ceawud8I0NzeTl5eHx+MhNzf3ZN+OED3GXnc7dzy7KWFA/KQSO4/MGE1BD0nU7XW3c8/qLdw62UGOQcei57ewrssXCrNew/JZ41j2Zm3CYy6HjQevHoXVrEtb8SGEEKcCiWW+JPHoifXpwVYu+eVbaR9/4/YLMerUsQ3Xy2eNo2aPm5r6ptQLcErsPH7tGPrkpm+33+tu561PDvHatv0ML8iLVUZm6bXkmXU8/uqOhIRkd4eMH+4+zJsfH4pdx6jTsLG+icqqOryBMP/4/gWMG5R/FP8qPVOmuE4F/LSHx3xCCCF6viONZ752MrKlpYWVK1fypz/9iQ8//JBwOPNstp7oVA3+hDiePN4A81fWJG2qhI7gNFVlwYnm8Qb4z7//m5njB5Jr1GAxG/issS3lFwmzXsNfb5rAoRY/WQYtbf4QB1v8XDGy70n/HEII8XWd6bGMxKMnnlJF52kP4A9FqP60MfY3V6HECw2tgVjCctnMsRi06rSt3QArbhjPIHtWyiSYEp/MdRUTikaTtmdPHtqLH116FnqtGl8gfESHjHUNrdy9ags19W4qSotji2765Bp5ffsBpo3uh6N3ztH+E/Uo3cV1U0b1485/bk75WE+I+YQQQpwajjSeOept2oq3336b733ve/Tr14/HH3+cyZMn8957733VywkhepiG1kDKgBXg7Z0NNLQGTvAdJWtoDTC0Xy5NbX5Mei33Pr+FuU9vYN4zG6l46gNq6pt4otyJWa/BGwjzeVM7c5/ewOG2AE+98xkXndVLgmshhDiFSTx6cux1tzN/ZQ2X/PItvvXbdyn/43o+ivubCyTMZoxv5TZo1d0umnG3B1nw7CY83uRYQ4lP8sy6pEQkwNodh3j0lR1oVCrOKbIypHd2xr/1Hm+Ae1ZtpabezRPlTmrqm5j79AbmPr2BaUuq+PCzwxi1mqP55+mRuovreucY0j7WE2I+IYQQp5ejmhm5f/9+nnrqKZYvX05zczPf+c538Pv9rFq1iuHDhx+vexRCnATdzYBq6ebx483jDXDYG8BZaGGA1cQDa7YltWcrX1AqSotZurYWg7bj/GVgvrnbFjAhhBA9k8SjJ5fHG0hq9QWoqm1EpVKx+hYXapUqoRox16iLPa9mj5uJg20Z38OgVceSYF0TiUp8otWoMs55DEeOrPmroTXAutoG5k92pExurqtt5K7nNp/y1YHdxXWZEsQnO+YTQgjx9fTEmcBHXBk5ffp0zj77bDZt2sSvf/1r9u7dy5IlS47nvQkhTqL4Lw6p5HTz+PGkVGQ0twfxhyKEwtGkRKSiurYRZ6GFMoeNmj1uSh02LGadJCKFEOIUJPHoyZepwm7dzgbUKlVSNaI9W8+kEjsAlVV19MszUupInZB0df69htRJMCU+aWrrfnHOkVCSdM5CS9rk5omqDvR4A3x6sJWa+iY+PdSasjL0q+ourlMObFM5mTGfEEKIrye+m+GaZe9wyS/e4taVNex1t5/U+zriZOTLL7/M3LlzWbx4MVOnTkWjOfXbFYQQ6cV/cehqUokde/bJOUmJr8jY/IUHi0lH2xF84Vg4fQQ79jXzyLdG0996ZFs6hRBC9CwSj558X6VzIs+s55EZo5lUYscbCPPy1n3cdcUwyrrEGS6HjTmuYiqr6oDUSTAlPgl1U/mYZzqyBJqSpOuudfx4Vwce7y+L3cV1B1v8aR87WTGfEEKIryddN8PbOxvSjkM5UY44GVlVVUVLSwvnnnsu48ePZ+nSpTQ0pD4VFUKc+uK/OMSLnwF1MhxuCzB74iBeuNXFBYNt5GfrsWfrYzOqUrFlG9CrVfzi2jEMyJdEpBBCnKokHj35jrRzomuVX5Zew5JyJ2/cfiGlQ+xk6bXccrGDZ24Yz7KZY1k+axzOIiu3razBGwinTYIp8cmBZh+uNNWV6V6bqvJQSdJlqgyM/1zHw4n4sthdXHfRWb16XMwnhBDi6+nJeyCOeGbkhAkTmDBhAr/+9a/529/+RmVlJbfffjuRSITXXnuNwsJCcnJO7S1zQohEBRZTbAtmiy94RBspv474WRbZBi16jRp3e4BsY8dcCwBU8FR1XUJbdlmJncpZ51Hx9AdJbVmlDhs2s45CW9ZxuWchhBAnjsSjJ5+SvHs7zVZme7aeve72pORaWYmd+68aiT1bz5De2QBYzDqavEF+99anfLi7iYrSYpaUOwEozNDFUGAxccXIvlww2MbC1VsS3iddAi3VPSnPfWTGaN765BAuhy1lq/bRVAd+lblcR/Jl8VjEXt3FdScy5hNCCHH89eQ9EKpoNHpk051T+Pjjj1m+fDl/+ctfcLvdfOMb3+D5558/lvd3Qhzp6nEhxPGT6kuCy2HjxrLBaFQq+ltNtAfDtPpCaDVq1u08xB/e3hVLPpaV2LliZF/ufG5L7PVlJXYevHokRZKIFEKc5s7kWEbi0RNvr7udBc9uSkhIKok9s17D/JU1KZNrLoeNq8/pz8QhNnzBSCxhl23Q4guEuXvV5oTDxkkldh6ZMZoCiyntvSjJPyWBlm3U0uYP4Wn/MhkIpL2nSSX2WAK0yRtMm9zsl+EeFJ8f9nLnPzcd9WeoqW/immXvpH181byJnFNk7fb9hRBCiHifHmzlkl++lfbxN26/MHZAeKwcaTzztZKRinA4zAsvvEBlZaUEf0KIo+bxBtJ+Sbh0WG9u/8ZZPPjS9oRqhTKHnTmlg5i/oiaWkHzlh2UEIxFafWGyjRosRqmIFEKcGSSWkXj0RPN4AzS2BQhHooQjUbyBEHlmPZFIlG/86u2UrzHrNaya52Lxmq0Jf9MnldiZd7GDiqeSOxyUZOGRVOilq36876qRXPHEurRLbeK/jHVNbh5pdeAXTV5++uymtJWVmT7DyfiyKIQQ4vTn8Qa4dWVN2m6GI/37ejSONJ454pmRmWg0Gq6++uqjDvzefvttpk+fTkFBASqVilWrViU8fu+99zJ06FCysrKwWq1ceumlrF+/PuE5hw8fZubMmeTm5mKxWJg7dy6tra1f9yMJIU6gTO1Jowbk8e89bipcxSybOZbK2ecxf7KDD+ubeLKqjorS4thzm7xBpi+ppvyP7/HYKx+Te4TD64UQQpz6vmo8ChKTHi0lYXe4LUBDq581m/fx3eXvc8kv3qL+sDft6ypKi7m/SyISOlqRl6zdmfA3Pf4xZaZVpm3TmeYuLly9JeW1FfFtannmjjbyc4qsSVvB0/F4A+xu9H7lbdw9dWmgEEKIU1tP3QMBRzEz8nhoa2tjzJgxVFRU8K1vfSvp8bPOOoulS5cyePBg2tvb+dWvfsU3v/lNamtr6dWrFwAzZ85k3759vPbaawSDQebMmcNNN93EihUrTvTHEUIcJeXLTGPblwG6Wa+horQYZ6GFUCRKSe9s7lm9haq4AN/lsPFEuZPbVtYw2/Xll4tsY8cSm57wP65CCCFOHRKTHrmU8yAddlbcOIEbnv4g42udhRaWrq1N+Vh1bSMVrtQJwxZfMG3Vo9ICnelgc93OBmZPHJT2vr7Kcpr42ZAmvabb7d6Z5nIpXxbTtb5LPCOEEOKrOtF7II7USU1GTpkyhSlTpqR9/Prrr0/4+Ze//CXLly9n06ZNXHLJJWzfvp1XXnmFDz74gHHjxgGwZMkSrrjiCh5//HEKCgqO6/0LIb4ajzfA/mYfnze1o1Kp6J1jADoSkU+UO3myuo6la2uZP9nBn9/9LKnSQPm5orQYfygCdCyqyTFoeeP2C3vE/7gKIYQ4dUhMemTSVR+uq20gSpTK2efx5scH0y6C6U4gHGH+ZAfOQgv+UASjTsPG+iayjdqM26aXlDu7HdKfzlepPEyVGH3mhvEZXxO/ZTzVgpue+mVRCCHEqS/P3PP+npzUZOTRCAQC/OEPfyAvL48xY8YA8O6772KxWGJBH8Cll16KWq1m/fr1XHPNNSmv5ff78fv9sZ+bm5uP780LIWL2utu54x+bWFf7ZQD/15smUOqwMW5QPk9V18W+wBxpBUWZw8aD14ySRTVCCCGOu2MVk56K8Wim6sOq2kZ+4AsRjcIcVzFqlSppKV3vXEPG6w+wmvif93Yn/O0vddj49tgBfLi7KeG58Z0UnxxsJceoZf5kB5VVdSlnQw6wmpK2gH+VysN0Cdl3dzVS6rAldHIoyjJsGY+v7uyJXxaFEEKI46HHJyPXrFnDddddh9frpV+/frz22mvY7R397vv376d3794Jz9dqteTn57N///6013z44YdZvHjxcb1vIUSyWADfmYi0Z+s7vgSYdNw6uYRck45QJMrGejfeQDhW9ZjJYHsWj3/nHPrkGo/37QshhDiDHeuY9FSLRz3eAIe96eceAnjag4zqn8etK2tYc2spwXCEL9zt9M4xcKDZD1EVZQ5bwrZpRVmJnc2fe2IHkvHJxk8PtfKXueN58+ODVFbVASR0UihK48a4xCckJ5XY6ZtrPCaVh+kSspVVdTxR7kSFKuHAtdRh4+FrRgF0W90piUghhBBnih6fjLz44ov56KOPaGho4I9//CPf+c53WL9+fVLAdzTuvPNObr/99tjPzc3NFBYWHovbFUKkoGzcJAqzJw6i/PwicgxaCqwm7lm9JaGVK34epEGbecfWAKuJ4l6yXVIIIcTxd6xj0lMpHlUq+jLNXQQwaNX4QxGcRRb+WfMFm/a4efiaUQQiESqrd1BT7+aJcicRSPjbX1ZiZ/GVI5i2pApIHtuiUGKErXs9PBnXSaGoihvjoryurHObNiS3qSkLcbq2TGeSrh3cGwhz28oanrlhPLNdg/CHIlhMOgbazPS3mvn0YGvaqlJlwY0kI4UQQpwpenwyMisrC4fDgcPhYMKECZSUlLB8+XLuvPNO+vbty8GDBxOeHwqFOHz4MH379k17TYPBgMGQuU1ECPHVKLOQWv1BLGY9vmCYxtYA+Vl6auqbuP/F7UBHa/Z+j4+Z4wcyt3QwG+ubqKyqS5gHWbPHnXbulFLlIIQQQpwIxzomPVXiUY83wD2rtzCm0EKvHANlJfaUSTWXw0bNHjcXDLYxt7SYzV94mDVxEI3eAI+9siP2t/y2lTVUlBbHRq3Ysgz4QmGC4UismrGitDhlslH5+Y7Lh/Kr13Ym3YNZr+GcIitTR/WjdIidbKOWA80+vv27dxjeLzfWDg2p5z7Gt0ynm+2Ym2HZjTcQxqTTYMvSJ1VedjfTMtOCGyGEEOJ00+OTkV1FIpHYfJ0LLrgAt9vNhx9+yLnnngvA2rVriUQijB+feYi0EOLYUwL7D3c38US5k8de/ThhdlKZw87fbpoAwM9f2ZHQphVfEanMg7x1ZQ1PlDuBxAoK2S4phBDiZDtTYtLGtgDXnV/Ek9V1VFbVseLGCUSj0YS/7y6HjTmuYv66vp4rRvZFrzXSJ8dIsy+ETqNmTJGVDztHsHgD4YRqxxdudVHxpw949gcTY7/rbmZ0KumqKcscdv406zxuePqDWDs0pG+ZXrR6C4umj+DO5zanTFTas/VJsyfjn9Mvz5gyPsmUxISvttFbCCGEOFWd1GRka2srtbVfBgt1dXV89NFH5OfnY7PZePDBB7nyyivp168fDQ0N/OY3v+GLL77g2muvBWDYsGFcfvnl3Hjjjfzud78jGAwyf/58rrvuutNma6EQp4r4ge7zJztSVjR8WN9EWyBEJALl4wcyJ01F5NK1tfhDkVjL091Th7Fw6nD2etrpbzHRNzd1oC+EEEJ8FRKTJlMqA4PhSMLf9Bue/oDK2efxA18IT3sQg1ZNzR43K9bvZtYFgzDrtfxs1eakESy/uX4s//7czaj+eQmbsg80+/EGwrQHQjx0zUj65Box6zN/RfEHk2dKp6umjN/0fd0f3qOhtWPuZbqW6bP75XLnPzclzbWMn+34yIzRLHh201Etw+kuiXm0G72FEEKIU9lJTUZu2LCBiy++OPazMjdn1qxZ/O53v2PHjh08/fTTNDQ0YLPZOO+881i3bh0jRoyIveaZZ55h/vz5XHLJJajVambMmMETTzxxwj+LEGcq5cvKYW+AOa5ixhRaGFdkZena2oTh81HA0SsLtzeELxim0GoCVBRZTfzm+rHcsmJjwobsQfYsls0ci0Gr5mCLH7NOw7lFVklCCiGEOOYkJk0U38L8wq2uhARfQ2uA6/7wXuzve45Rh7PQAkAkGuW+NVtxFlmpcBXHko6bPndj1qvZ8Nlhfv36l+3VLoeNGc7+nNU7G6tZz9rtBxhakMdlI/qwbObYWMJSWVqjvCfAihvH886njbHt2V2rKeNjEH8ogkalYkm5kzZ/kHA0/WfPVJWpzHYc0jubx64dQ1NbgGZfiFyTFqtZn3GZXp5Z/5WSmEIIIcTpSBWNRjP8OT4zNDc3k5eXh8fjITc392TfjhCnBI83QJM3yMJVmxOqB8ocdu6ZPpx/bdvPhWf1ptUX7AjOVXDPqi1JrdnzL3agVsF7dYf51Ws7WTZzLCvW72aOq5i5T2+grMTOz2eMpl/njCchhBDJJJY59fWU/w493gDzV9bEKgf/XHE+36t8P+3z/zz3fL63vOPxF29zsc/jT6pQLHPYmHexg7lPb4jNhVSShRMH29Br1QTDUbINWrbv82DLNsQSmfs97QywmAlFIyyP66Qw6zUsnDqcc4oseNqD5Bi0vLx1f9K27a6LchZNH0E4GuGyX61L+XmWzRzLvGc2JiUzlcTo5cN7k59tTGrzLiuxc/9VI7GadbHEYqq5k0Bso3eWQYteo8bdHiDbeGQLdIQQQoie7EjjmVNuZqQQ4uTb627nrU8OsWbT3pSt2Bt2N+Ea0os9TV4KrWYOtfr4rMHLbFcx5eMHJlQ6LH2zlqmj+nHx2b351Ws7yTPpeODqUTS0+njx1lLsOYaMlQZCCCGEOHYaWgMJSbZQJJo2MVdZVUcorsxQjTohARj/Om8gzF/mjufNjw/y1/freWTG6JTzHeddPCQhaely2PjZFcP4xb8+Triukmy887nNsdcr86e3fJF62/a6nQ0sen4LFa5iSh22hLmXijyTLuM27++cOyDlvMl1Oxv42arNTBtdwIVn9UIF/DTNgpwhvbO7XaAjhBBCnM4kGSmEOCrKbMjZEwclBflK8L5i/W6+cLfjLLSwp8lLUb6ZcCTKrStrEr5cKAtrlNbsshI7+Vk6XtqyF9eQXtiyMrc8CSGEEOLY6rr1efMXbipnnceSN3d2SRzaeH6+i88Pt2PP1vPTy85GpSZlwrBrQu9Ps87jiTc+SYgjzHoNY4osRKLwu++eSygSjSU8H35pB2OKLLyx4xCQedu2Qavmx984K6EdvOtzbv/GWdwxZShzmv2oVKrY+5w70EqOUcvdU4elvf7nTe1p500q42YWPLuJKaP6pVyQs+DZTTx27Zi0C3SUuZRSISmEEOJ0JslIIcRRUSomys8vSnqsorSYFet3c/34gSm/fCjJR28gnLCwxh+K0B4Is2j6cPYcbmfjbjczxhZKIlIIIYQ4wbpufY5G4Tdv7kyxGKaRRc9vZdqoAv7+/Qs42Ozji6b2WDXkN4f34bFXdqRM6Kn5mDFFFtZ2JhczJS6V2GG2a1Ds9+nmOpr1Gq4fP5CDzf6Mn9HtDTL36Q2xn8tK7Lx0Wxlq4Fu/e4en5pzPXc9tSf3a9mDK3yv8oQhv72xg1sRBKR9/e2cDTW2BtAlNZS6lJCOFEEKcziQZKYQ4Yh5vx6Ias15D7xwDkNiC1Tu343fpqgngy23Zyu+UqkizQUOLL8j/vPcZi68cKYlIIYQQ4iSwZ+v5xrDenN0vF2ehhV45hoxVhhWuYu5ZvZUrRvalX54pllQcW2RN2kitWFfbwJzS4tjPmSodlcf9oS83aMf/Z/gyFrnorF542oP0PsoYYt3OBu5ZvYXHrh3D8H65NHkDaZ9r0KozXkt5vOs9xmv2hTJeo8WXOeF5vKWadSnJUSGEEMdS5r+mQogznscbYNehVj491Mr8FRvx+cP89aYJZOk1XDqsN0+UO6mpb+LWlTW0+Tq2WXb9MqGorm2MbcGMd7DZz469LRi0Gu67aiQD8s3H+VMJIYQQIpU8s567pw3n3/VNzH16A583tWd8vj8UYd3OBkb0z8OeY+Bgs4+aejdatSrj67SaLx/vLna4bERfBtnMmPUaIDEhqFRV1tQ38e3fvcvcpzfw6tb9lDpsKa/nctio2eNO+v3bOxtwewM8OmM0+RkSbzV73JSV2Lu9dqakZa4xcz1ITpfq1BNpr7ud+StruOSXb3HNsne45BdvcevKGva6M///gRBCCHE0JBkphAA6ko6fHmylpr6JnQdaqG9oY1dnAvKfNV9wz+otfFjvpk+ekUdf2cG/th/g7iuGcbDZx42lg3lu3kRyjNqMlQCQXCnQN9eIo3cW5xXn099ior9VEpFCCCHEyfJFk5e7ntscq2o80krAz5vambakihc37+OJcifWrMyVdLa4hF93sUObP8Q+j4+/f/8CfnRpCZu/8ODqTDamqqqsrKpjdueSmnhlDjtzXMWxjdtdfd7UjlqtQqdRxa7f1ba9Hu69cgRljsSEZJnDFrv2pBI7B1tSt4pPKrFjzdIzKU1Cc1KJHXv2sa9CjI/zPj3UiidF9acyFzzdLMtUrxFCCCG+CmnTFkKk3Oj40DUjeXnzPtbVNjK7M7heUu7k/jVbqa5t5MbSwUSA17cf4HsTBhGORFGrVdiy9FTOPi82DF5ZWKOI/1JTVmInx6gl36yjnyQhhRBCiJPK4w2wu9GbkNjb/IWHMoeddbXJMw5TVQIqr71ryjBcDlvKikeXw4ZareLSob0YWpBHYX7m7dFt/hBzn96AWa9h4bThOAstuBx25l8cIcugTUouegPhjgV5pcXcMWUoew63Y9CqKbZnMW1JFQDzJzuStoNrVCo+PdiKPUfPnM4xMvH373LYuH78QPYebuf2b57FbNcg/KEIBq2aXjkGrvvDe4wbaOXRGaOBjsTi2122ZT86YzR9co08MmM0C57dlPLx+JboY9EyfaSbu7tuUo8nsyyFEEIcS5KMFOIMl+4UvCDPxJgiK7NdxWTptfzvzRegVsGH9W7Meg1F+SYeenEb/zFhEEadmgdf2p4UsMcvrFF+p3xpKXXYuP+qkZh0GnrJfEghhBDipGtsC2DSa1g+a1wsSadRwYTifCCaMAPS1VkJeNvKmqTW5+raRtRqVdqE3hxXMZFohJ9NHc49q7fEfp8ucVmzx52w5ObOf26OPV5WYk+KN6AjIbl0bS3D++Uy75mNlDns3D1tOIunj8CeY+BPVbsSluCUOmxcOqwPB5p97D7s5Y3tB3AWWalwFccSjjV73KxYv5vhBXk4Cy3c2pnwnDjYhj8U4Z/zJmI162Nzr5eUO2loDdDiC5Jj1GHP/jKRWGAxZXwcjjyJmEl31Y7xm7u7blLv6mTPshRCCHH6kGSkEGe4VKfgZr2GfhYjNVVNCYH6pUN78b83X4BWraKxLcgPLi4hGA7zh7d3dbuwpsxhY+H0EdQ1tPHMDeMptJowadSSiBRCCCF6iCjwy399nJB0XHHDeCqe3sBNkwbz0ylDaWwJkJ+tJxCKcKjVz59mjSPboKXiqQ8SruULhlmxfnfahN7M8QOprO7Ytv1hvZsnyp1AYuKy1GHjnukjuP6P76VdcrNuZwORaDRhQV48g1aNy2FjlmsQ1yyr5tyBVuZdNISaenfC86pqG4mygzsuH8qP//YRL99Wxs9WbU7a7j3HVcyK9bvRaVQpN4DHJwvzzJmrGDM9fjRJxEyOptqx6yb1rk7mLEshhBCnF0lGCnGGS3UKXlFazANrtiUE/Ga9huvGD+SRl7dTFff7MoedWa5BvLfrcFJLdnVtI3dcPpRLh/Yhz6Slsc1PUb6ZHL2GHJNOWn2EEEKIHsLjDXDv6i1JG7Dd7UG8gTC/fn0n//Pebv406zwee2VHUpXkIzNGJ1QnerxBrh8/MClZpyT0NCpVLM6Ib6tWEpeF+SZe3XqAR17eznXnF+EstKRMNsKXW727KnPY6ZVjwFlkjd1bpuRldW0jwXAEbyBMi69jmc3uRi/u9mAskfrX9btZMGUY7YEwj7+6Iyk5qiQLH7t2DK2+0Fdurz5WLdNHU+1oz9YntZYrjtcsyxNBtoMLIUTPI8lIIc5w8afgZr2GitJiLhvRNylAT1uRUNtAhPQVCe2BMAV5RtrDYQos5iNuKxJCCCHEidPQGkhKRELirOfrzi/isRQJuK7dEC6HjQ2ds6OVBGOuUUezL0jNHje3razh8WvHJFxDaatWLJs5NvbzzPEDu11y01VZiZ1ZEwdx3R/eS3lYmip5qdwHgEmvo7/VTLZByz6Pj10NbTgLLQBc/ZtqlpQ7U/57QUey8NODrVz/p/Wx3x1te/Wxapk+mmrHPLP+iGdZniqORau7EEKIY0+SkUKc4ZRT8G37mvnTrPP4xas7GN4vN+Hxx749mr55pqOuSADINmgJR6Kc1Ts35eNCCCGEOPm6Jr+UA8peOQbKHDbW1TYeUXVi/CxJbyAcS0hOGdmXQ61+xhZZoRTMOk3G+4lPgirzKzPJM+lisy4NWjUFeSZm/O6dpERk/DVTsZh1CVWAeWY9uxramPfMxiN6vcLdnvjvebTt1ceqZfpoqx2PZJblqeJYtboLIYQ49iQZKcQZLs+s59EZo3G3B3ngxW18vL+FovyOzdaFVhN/nns++9w+3N5gxi3ZqYLyshI7GrUKs0H+p0YIIYToySxxybxsvZa+eUbuX7OVyqo6nih3EiF9Ak5JXPbNNXLzpCGEIx0dE399v55HZoxO2ap96bA+TB7ai7U7DiVdr+tCHLNOQ362nlKHLWFUTPzz/++TQwnv8fx8V9pEJCQmO+OvE42SVAWYKjGY6vXdPX407dXHqmX6q1Q7djfr8lQh28GFEKLnkgyBEAK1WkUkEuXj/S2suHECWpWKK0b24SeXDeWeVVuS5kKl2lqZZ0oM1MtK7Nx75QgMahW9ZUmNEEII0WN9ftjLPXHzIudPdlBT3xRrv1bmORbmJ7e1xm+5jk8Gljls/O2mC/hw9+GkZTEd1+1YFuMPRVJu275tZU3sOgNtZh58cRuzXcVESV5y81+XDaX8j+8l3Vu6Dd1lJXYONvuSnjvHVdy5xC/xc6ZKDNbscae8vlmv4e6pw8gz6Vg2cyxGnSbhIPdI26uPZcv06VTteDRkO7gQQvRcqmg0Gj3ZN3GyNTc3k5eXh8fjITdXWknF6SvVAO+2QJg7/vFv/mPiIApyTWzf52HUgDxQqfiiqR2VSpVUDely2HAWWWNfOsocNu65cgS+YBhfIEKOSUuWToNRp5Ft2UIIcQJILHPqO1n/HXq8Aeav2Jhw8Lh81jjmPr0h6bnxSUqlGvKis3rhaQ+mjRemjupH71xj0iEmQOXs8zjg8TFyQC5t/jDhSJR3dzXGrlHqsPHA1aNo9YeYtqQq9p7OQkvCdu5xRVZmx23zLnPY+cllZ2HSa7n/ha1Jh6q3TS4hz6QlFIE9TV70mo7rfLyvmcevHZMySVff2MZdz22OVWaa9RqWzxrHsv/7NFZ9Z9ZrqJx9Hr9ZuzPpPee4ilnw7Cae/f5EQpHoES9TUWK3MymJeKx8erCVS375VtrH37j9Qob0zj6BdySEEKe/I41npDJSiDNEqgHeD39rFC9t2seH9W7uuyobFTBuUD73rN7Ch/XuWMDvLLTwvzdfwOvbD/CHt3clzIgsK7GzaPoI/KEQ2XotOfooWrWaAbask/RJhRBCCHGkUi2u6dqObc/uGOnSJ9fIhSW9mH9xlCyDhl+//klS+3V894QSL1RWd8yNVOZHKsnEPrkGCq0myv/YsWSmorSYKSP64hpiJ9vYcagZikQ40FnF2HXJjWLZzLGx/1zqsDHLNYjyP3Ysj1k4dRh3XjGcFl+QVn+Imj1u5jz1Ac4iC1NH9WOvx8fStbUJFYddD2+zDVoefWUH5xRZmdO57dugVfP+Z4eZProfP7ykhIMtfgbZzDz80o6kf0+levIvc8dz96otrKs98mUqp0vL9Mlwum4HF0KI04EkI4U4A3i8Ae5ZvYUxhRbmuorJM+vQatS0B8LcUFbMndlDUalUfFDXyPP/3suH9e60LVfKlwyzXssLt7ow6jQEQ2GyDTp0gFanlbZsIYQQ4hSRqpU1ft6hPVvPMzdM4L41W5Pao2e7inlv1+FYxWPXrdpArA37xtLBnFNuSY4tOpNxt62sYenaWr45vA96rZpoFA63Bsg1db+opTDfzN+/fwGBUIR3dzUmVGHe+dwWLhnaix9eehat/hDD++Wy9PqxbKxvoiDPhLPIwrec/QlHouxv9tHiC/FhfRP3r9kWu4aymTtVdSd0VJLOe2Yjy2eNS0g0xquubaSpLZD0uCxTOX5Ox+3gQghxupBkpBCnMeVk/7A3wI8uPYttez1EiLJk7U6GF+QxtsiKTqNCrVZBNMq5g/LJzzZw4yQ1Wo0KZ5GVmnp3LPBeV9tIhI4vGZFolC2fewAYX2xDAxRINaQQQghxyvB4A5i6bKk26zt+XnnjeIydI1c+b/Iyt3QwziJrrIW6qraRKImJR+hIuv3simGcNzCfD3Yfjm3NzjPrePxfHyfNWFy3s4FItGPhTU19E//adoCla2tjrc0eXxCNSsUzN4zH0x5MmsFY5rDzxvYDXDqsD9f+7t2kz2jWaygfP5DHXtmR1Do9fXQBahUsWp15Pnb8PaaqzDTrtVTOPg+tWpXx37vrhm2FLFM5fs7UeZlCCNHTSTJSiNNUqrbsh64ZyYr3dnP9+IEJlQn2bD1/rjifh1/a3u2ymuraRm65yIHVrEevUdEn14hJZkMKIYQQpxQlThhTaIktYjHrNSy93skz7+2mfPxAlr5Zm7RcJlUbdlf7PD6iwPa9Hi4d1gezXoNWo0q5TAY6Y4uLHZxTaIktrqmubcSgVfOzK4Zzz/NbUt7HivW7WThtODW7m2Kt3F1VlBbzZHVd0ntX1zbywIvbuGJk37Rt1fHJx3SfFcAbCDH36Q08c8P4lI8rMm3glmUqx4+0ugshRM+T/i+iEOKU5fEGkhKRAH1yjQwtyEsIypVh6w92SURCR+D9ZOecp3h6rRqzTk1BrpEiW5YkIoUQQohTSHycUFlVxxxXMS6HjZsmDebJqjqGdYkVFKnigq7zJRVPVndc57FXd7Bw6jD8wdTPU6hVqqQ26OEFedzbJRGp3MfT1Z9x06TBfFB3mBH989Je11loSZsEXbezIe1omeraRpyFloTfpfqsLoeNmj1uAN7d1Uipw5byemUl9tjzUskxdt+OLoQQQpwuJBkpxGmooTWQlIiEjiC6a1BeUVpMiy+UsVqhazCebdCiUqvoL23ZQgghxCknPk7wBsLctrIGZ5GVbw7vqBLMlMDrGhd0rfZTknPVcdcZOSCPLEPmhqwsgyZpHqOz0JJ0UKpYV9tAlkHLvS9sIxCOULPHjStFIjBdsvRIHu/6mKXL/Eqllbyyqg6Ayqo6ZruKKSuxJzxvUomdh68Zxcf7mlO+jyxTEUIIcaaRNm0hTiPKjMjGtkDSY2a9hr65Blr9yYG+J80MI0V8MF5WYifXqKXAaj42Ny2EEEKIE6rr0hplS3WpoyOJdqQJvNK4qkD4MjmntForzzvU4qdvrpHJQ3sxvCAvtk1bmf+4ba+HUDia9n3S+bypHW8gTHsgTGVVHU+UOwESEql53SzAydQ6Hf+Yy2GjPRhm+axxAPTONfDG9oMJ1ZxKYnf1LS7UKlXSjMLFV43EH5JlKkIIIYQkI4U4Tex1t3PP6i04iyxcMqxP7PdmvYabJg3m0mF9aA+EsWXrmT/ZERv87g9FMgbi8GUwXlZi5+czRtPPYjqun0UIIYQQx09umpbg7M7qxSOJC1wOG/912VCa2gKsvHEC3kCImj3uhOSccp3eOUY0GhV3XD6MR1/ZDnQchvqCYSYOsTHD2Z+9Te2Y9RoqSotjycqB+eaEmKUrvabj+hq1irunDkOrUvGTb57NgilqmrwBQuEoGrWKshJ7yo6RMoct7azJ+PZrl8PGTzs/qzcYxqjTsPlzDyoVSfflDYRRq1QM6Z2ddM0Ci4nHrh1DU1uAZl+IXJMWq1lPn9Nk3I1yKN7sC5Jr0mHPklmNQgghUpNkpBCniEwBnscb4J7VW/iPCQMxaNVEItGOILrezRPlTlau341KBRef3ZtwJEqZw87UUf1Yu+MAZp2GDfVNseH1XZWV2BlgNfGvH5XRJ9coQaUQQghxirNn65lUYuftnQ0JCUCzThNLwqWKC8x6DQunDqNfnombJw3hcFuAD+ubGFdkZe7TGxKeq1ynzGHj9e0HGD0gj2filuhVVtXF3ndXQxv9rSb+dtMEfvX6Jwkbq0tTLNNLvL4dvUbNy5v3JS3hm3+xg0AwwhzXICLRaNISnDmlxWQbtEnJyrISO4umD+dwW4CxRVbs2Xp+/fonrN1xKOH1i6aN4Pdv7Uq4r0wt16mWC04qsfPIjNEUnOIHvafzZxNCCHHsqaLRaHJPxBmmubmZvLw8PB4Pubm5J/t2hEjSXYD36cFW1mzey/jifKJRsCpJyvYgOUYtOQYt/nCExc9vTQjUy0rs/OSys/nd/9Uy49zCpGH1pQ4bD10ziiKZDSmEED2axDKnvhP93+FedzuLVm/h/51fFPv7/8L8iWjVaprag6hRESHKO582xmYiLp81jmVv1ibEEqUOG3ddMYzvVb7PdecXxeZJ9sk1sm2vh145Rm5ZsZGl149lY30TNfVNfLy/hT/NOo9fvLoj6Vo/uWwo7rgKxI31TWzf62FYQV4sSam0g/91/W5+OmUYj7y8PSFRqCgrsXPPtOHs9/gIhCNo1Cp0GjUWs45AKIJRp6YgryNRtr/Zx+dN7eSZdHxyoIUHXtzO49eOYdu+Zmrqm1If2DrsjCmyxO5LablO1UHi8QaYv7ImZYXmpBI7S8qdp+yB7+n82YQQQhydI41npDJSiB4u3Wbst3c2sODZTSwpd9LqDzJlRD9+/sp2rhs/kKVvbksImh++ZiQvdakYAGLXfPDqkdy3ZhvOIisVrmL8oQgWk45Cq4lCSUQKIYQQp50Ci4kHrhnFT/73I6prGzHrNRh0Wu5/Ifngcs2tpbi9AfyhCGOKrHxY745VA1bVNvLLf33MP74/kYWrNidUNZZ1Vh8C+IJhnIUWKqvq+NtNF/DzV7YnxSVVtY3ADs4psiYlHgvyjJxfnI/VrCMaBb1WzV1XDMcbDKVMREJHnHOwxY8/HGHF+o6qzHnPbGBJuZO5T2/gjdsvJM+sx+MN8MCL21m3s4Hls8Zx13NbgI42c2ehJeEzJVy/toGfTR3GpUN7J8yGTCXdckHoiOkaWgOnbMLudP5sQgghjg9JRgrRw3UN8OLbqQLhCPubfbHtjj+bOpx7Vm9JOr3vnWtMv41yZwO7GtooP7+IAouJFl+QAqOOPJNO2mqEEEKI01irLxSLD26aNDgpEQkdccLC1VtwdiYIyxx2Vtw4gRue/oCG1o6FeUML8li4anPya2sbiQBLyp30zTOgRs0/vn8B0c7HUqmqbWSOqzj2sxLTLJw2HJNWg0alItuo5Qt3O03eIIVWU8a5khq1ChVwy8UlfLy/mZsvHIw/FElop46PteKX5tTscSdsDk/FFwxzTpE143MgeWlQVy3dPN6Tnc6fTQghxPGReTq1EOKkiw/wzHoNT5Q7qalvYu7TG/jB/2xk5p/WE4zAI6/soD0YSRncd7eN0hsIM/fpDUSjUJBnYli/XElECiGEEKc5JcYw6zVcMqx32gRhdW1jLCm3rraBx1/dQeXs8zDrNUDHMppMrzXpNezz+HngpW1c8UQVuxu9Ge+ra9xSXdtINAr+UEfr9p3Pbab8j+uZ98xGpi+tpqa+iSfKnbH7idfmDzH36Q3M+O07vLx5P9NHFzDYbuZnU4exq6GNTw+1Eo5GY6+NX95TWVVH71xDxnvNSbMMqKt0S4OO9jo90en82YQQQhwfkowUooeLD/AqSouT5jo+OmM0f3i7lrumDGOfpz3lNY5kK2aZw0auScuAfPOxuXEhhBBC9GhKjFFRWszBZn/G58YnCKtqG2n1hVjSmQDs7tAzFIkmxC9HEpd05WkPsmF3E4s6O0DMeg3zJztYPmscM8cPxKzXxO5HEb8RGzoSqYtWb6Wm3sNlv17HNcve4ZJfvMX9a7bFkpnK8h7oOKx9Y/tByjp/7qrUYcOoO7KvU8rSoFQyLb05WTzeAJ8ebKWmvolPD7Xi8QbSPvdU+2xCCCFOPmnTFqKHi994mWpu0YB8I7dcVEKzP5T2Gum2YkLHLKiDLX4euGYUA6ySiBRCCCFOZx5vgIbWAM2+INkGLQ9/axT9co2Eu9lp2TVB6G4PkmfS8US5k6wUFYnxrGZdQgzSXVyy+QtP0u+j0SiXjejLr1/fGesUebK6rsuMSnts87azyMIcVzG3raxJuM662gbmlBYzf7IDZ6EFfyiCUafhgKedmy8czO/f2sUT5U6goyLzf97bTeXs8/i+L4SnPRhbqrNtr4frxw/k3ue38vi1Y7qdiZhn1vPIjNEseHYTb3dZSPjojNE9aqbi0W7GPpU+mxBCiJ5BkpFC9HDxAV4g/GXlgVmvYcHlZ2HWallX28BAWxY1e9yUOeysq00cIl5ZVcfyWeNQkzijqcxh476rRmDUalJufhRCCCHE6SNVkqmsxM7CqcN5acu+tAnCrhWG0JGc9LQHWbF+N/ddOZIyhy1lq7bLYSMUTkx0VlbVJST84p97y0UO1n/WmHSN6k+/bBVP1SkCxOKfF+aX8txHX3DbypqUcyTNeg019U0JiUyXw8a900fw+7d2cdvKGipKi5l/sYNeOUYWP7+lS/xk5z8vOzs2N/NIF7QUWEwsKXfS0BqgxRfsdunNyXAkixNT3e+p8NmEEEL0HJKMFKKHO9Dso7k9yG2XOMjPMrB81jgC4QiDbGay9FpaA2H65BrJNWmprKpjza2lLOyyxMZZZMEXjHDuoHx+OmUoB5v99MszsXWvh3yzBIpCCCHE6S5dkmndzgbuf3Eb4wZZY4tjuiYIu1YYljnsseUuVbWN7GlqZ+G0Edy3ZmvnRuzO55XYmTVxEB5v4gITbyAcS/hVuIrJMmhp84eo2eOm4ukPWNKZqOz6/srvu9twHQhH0j4OEI5EkxKZ1bWN3PfCNv560wQ+b2rHoFXjDYRZ9HzyYsB1tQ1EiHLd+UUsXVt7VAta8np43PV1NmP39M8mhBCi55BkpBA9WH1jG4++vJ0Z4wrpm2fiYLOfPrlGGlr8RCLQ4gvR6g/hD0UIhaM4iyzUN3qZNqofFa5i/KEIBq2amj1ublmxkXOLLHxzeB+K8s38+vVPuHvqcAkahRBCiDNApiTTup0N/ODCIdzw5w1UlBbz40vPotkXpFeOgc2fexIqDEsdNn5y2dn89xufxF7fFghR19jGOUVW7pgylD2H2xlgNWHUaXjk5e0ML8hLqrr0BsIsXVuLy2GLbepW5Bp1/GXu+QTDUTbWN8Xev6MDxNbtjMpDrf6k9zPrNVSUFjNxsI1QJErl7PPYWN+UsIV7XW0DPwyV8JO//xtvIMzyWeNSVopCR/KyojN5ezotaJHN2EIIIU4ESUYK0UMdaPbx6Mvb+eE3zub+F7bG2oPMeg2Vs8/jkZe3Uz5+IMX2LFr9ITzeIHNcxfxtQz0//sbZ3P/CtoR27TKHjUVXjkCvURMIh3nomlGSiBRCCCHOEN0lmQxaNX/63jjc7UG8/jCDbFk89OJ2hhbksqTciT8UIc+kI8eo5bf/V8v14wfGqiWVeZJL19YyvF8u857ZyDM3jOdwa4Drxw9kxfrdR1x1CWDUq/ntWx3vEZ8sVDpA9nt8GT9LJBJNeL90MyZdDltsxqTyHp72YOx33SU9/aFIxgUtHm8AtzdIWyBEWyCMxaSjd46hR8dfshlbCCHEiSDJSCF6iPiB8rkmHaFwhG+PK+T+F7ayfX8Ly2eNo3euAa8/TLZRy2xXMXq1GpNOzcHmjqD8je0HGFqQxwG3j3umDyccidLiC2HWazDqNBg1KrJNOvLMWSf50wohhBDiROouyeQPRbj+T+tjP18ytBcLrhjGoRY/apWKvrlaAuEIh1sDDOmdE0vguRw2DjT72NuZIBxgNbF81jh8wTAHmn28vv0Awwvy0KpU/OSbZ7Ngioo2f5hoNEr1p40seHYTFaXFsWUyVrOONn+IcwdaebK6jorS4lgCcWyRhRc27WVkQV7KGdnQUbmZn6Wn4qkPuO78IipcxeRn6fnlvz5O2ZoNHTMoK6s63qt3roGDzX7+9+YLMOrUmPWalHMnASwmXdoFLfvc7ew+7GXJ2p0J71vWudQl1SKYniB+cWJXshlbCCHEsSLJSCFOIo83QGNbAID1uxrpnWvEH4rQ0h6iMN9EP4uJzxq9/O/NF7BodfLw9PuuHsEnB1qYOMTGwRY/g3tls3RtbdKp/62TS7CYdPTPl23ZQgghxJkoU5Kp1GHjnV2Jibo3dhxCr1Vz+zfPpqHFT4s/RDQaZUNca7PLYWP+xSX4gmEeeHE7ZSV2tnzh4a7ntmDWa/jN9WO5edJgPj3URjgaZZ/Hh1GnobHVz9iBVrbt9fDIjNEpKxbvv2okT1Z/FmuFLnPYWDh9BHUNbWjVav7zsrOJEE2qtJztKubXr38Sm+cIsHzWuJTLdaAjIXlj6WDOKbek2M5tY/msccx9ekNSQrKsxM4ge1bKBYAeb4D/++QQazbtTZ432c0imJNNNmMLIYQ4ESQZKcRJomy0HDfIyvmD8lmzeR/VtY3Ys/X8adZ5PPjiNuZPdvDnuedz96rUw9MXrtrCg9eM4nBrOzkmHQaNhvuuGoEvFKHVF8Js0GDWacjPkoHiQgghxJksXZJJWTLTtVXarNcw49xC7nt+a+JhaImd5+eX4g+FCEfgzY8P8vu3duEssnDPtOGoVcQ2a//XP/7N8tnn8fLmfV0OVG2MG2TlZ1cM497nt6asWFy0eiuPzhhNtkHLKz8sY2N9E1f/pjqWFJw8tBd3XD6UhtYAZr0mtgBHqdicOX5g7HrdtVvnmXU8nqJysuOeVdw9dRh3Pbcl9nuXw8asiYNYtHoLi68amVTleLDFT+8cQ9p5k90tgjkeunbg2DPEhrIZWwghxPEmyUghTiAlEPS0B/CHIowptDD57D488sr22Eyjytnn8evXP+F7EwZhNev5wu1LG8xW1TbyRVM7/lAYjUZLIBTCH4yQY9LSK0ePWa+ld67xBH9KIYQQQvREqZJM4UiEq5e9k1T5V1FazJPVdSkr+x56aRs/uvQsVCo4f5CNS4b2waBT88t/fcxbnzRQUVrMbFcxvXIMPPbKjqSqxHW1jdyzais/vLQkbcXiutoGfjrlbAKhCA++uC3peWt3HMIfiuAsssbmVMaLT0DmmTK3qBt0mrSx1rraBn78jbNYPmsc/lCEwnwTr249EEt6+kOJVY573e3UH/Z2mwD1tJ+4RTDKAfi6LpWOj2RoF5fN2EIIIY4nSUYKcQwcyWlzqkCwzGFnysi+CTOL/MEQd14xjHAkSqs/jLubYNXdHsSgVXPl0mrKHHbuv3oEWpWKATaZCymEEEKIRPFJpr3udnY3+lLORHQWWhJalhVmvYbrxw9MSjKWdrZIv/VJwxG1R6+rbWD+ZEfGe23zhzHrNRlbrCtcxahUqti9KfMns/RaKmefx35PO3kmbdJ2bYXLYaPZmznWCkWi3NqZfPztd8cCxJb6GHUa3N4geWY9B5p9fNbQRpZeS+/czF+zfMEwe93tx312pMcbSIo/oaM6sye3iwshhDi9STJSiK/pSE6b0wWC62obmN+5YKaitJhpo/ti1GpZuGoz62obWTZzbGxDZToGrRp/KILLYeOWyQ5UqMjppgJACCGEEGc2JTaZPXEQpQ4bVV0SdV0r+8x6DTdNGswlw3rj9Yf56eVD+Skq1n58gN+/tYuq2kaikLBwprvqwGxj5q8iuSYdew57E5KMSgJwY+fsSoBe2Xrs2fqU8yfLHDYKLCZuKB0MkLRM5paLHWQbMt9HKByJfa4BVhP/897uhPe4dFhv7pk2nJ89tzmWOJ0/2ZHy31W5p3d2NfK7tz497snAhtZAUvypOBnt4kIIIQRIMlKIr+VIT5szBYJ6rYrfXD+W5vYAZp2WO5/bHAuUDVo1NXvcaU/zyxx2ava4uWxEH6aNLqBvrgGTVi1BpRBCCCEyUmKTua6OluooiYk6S9zBplmvYen1Tp6squPXr++M/b5jgY2D0f0t3LJiY6xSUdHdgapRq4nNl+yq1GFjv6cdg0bNE+XOlEtunih30jfPwK/+tZOff3s0y6tStJXXNhIBzhuUj7PISoWrGH8oQrE9C61ahUGrxhsMp93O7epMHDoLLZQ5bGz+3JP0HkP75SbEbwCVVXU8Ue4ESEhIljnszCkdxPwVHZWWxzsZ2OzLXPXZ0s3jQgghxPGQOUI4zt5++22mT59OQUEBKpWKVatWxR4LBoPccccdjBo1iqysLAoKCvje977H3r17E65x+PBhZs6cSW5uLhaLhblz59La2nqCP4k4U3V32nywxc+nB1tp8gaYP9lB5ezz+HPF+ay5tZTn5k3kz3POx2420C/PyFl9c2nxhRIC2Zo9brbt9TDHVYzLYUu4fqnDxk8uO5sd+5ox67SUDrFhNevpfZzbfYQQQojTzZkYkypJKm8wzG0ra3AWWVk+axy//e5YXv5hGfYcQyz2qCgtprKqLilpWF3byNI3aznU4mNJuZPls8Zh7myPnj/ZweYvPEnxi6LUYWPPYS+z0sQ49101Ep1aTZ9cI/1yjdw8aQhPdl7XrO+Y8fhUdR0Hmv28vuMg/fJMaec+Vtc2Mqp/HkvX1jL36Q2sWL+bFzfv4xu/eptJj/0fHm+Au6cNS7oPl8PGHFdxrAJz4fQRPPDi9qTrOwstSe/tDXT8u55TZOWl28r4600T+Mf3L+DcQdZYIhKOfzIw15i5Wyanm8eFEEKI4+GkVka2tbUxZswYKioq+Na3vpXwmNfrZePGjSxcuJAxY8bQ1NTED3/4Q6688ko2bNgQe97MmTPZt28fr732GsFgkDlz5nDTTTexYsWKE/1xxBmou9Pm+sNe7nh2E/978wX8u7OdSGkzUgGFNhMRFbHB7Mtmjk14vXKqvmL97oTT/DyTjgKLkcdf/Zi7pw7DKkPGhRBCiK/sTIxJlSSVQavGGwgnxChE4XCrnzmdVY7p5kdCR6JvwZSh/PzlxBmSLoeNG0oHc8FgG2pI2qa96MqRXPeHd/EGwlSUFnPLRQ50WjUmnYYsvYbHX93BNecW8sBL2xISfUpF5G0ra6iqbaSis/26uZsZ20rLuDLb8raVNbHW8xyjnub2IAsuH4Y/FOZQqx+9Rp2wnXuA1cTepvak+ZpmvYb8LH1swY1Rp2HzF26iURjVPw9/KEI4EqGqtoHKqrqk13eXDEw3l/xIt2Pbs/VMKrEnbFBXTCqxY8+W+FEIIcSJd1KTkVOmTGHKlCkpH8vLy+O1115L+N3SpUs5//zzqa+vp6ioiO3bt/PKK6/wwQcfMG7cOACWLFnCFVdcweOPP05BQcFx/wzizNbdjCG9Ws3KmyawaPUWPqx3J7QZmfUa/nbTBB59fQdjiqyxrZPxlFN15ctBjlEHviD1h730zzPysynDKMg3H8+PKIQQQpz2zsSYVElS1exxM3loL/5jwiD2edqBjmq9fnkmHn1lO3dcPpT2FAtu4h1s9qesmlQBD1w9knMH5TO780DVoFVTbM/ii8PtPFHuRKNSkW3Ust/jIxCKoFWruGf1dsYUWVNu845f+rd0bS2+YMe9dZfUK8w38coPy1izeR+3rawB4IlyJ09V1/GHt3d9mYgFCq1mXt9+IJY8LCux0zfXiLpzUY7CrNfwRLmTX/7r49jnN+s1PDn7PJau3ZnQ0l7msLH0emdCVWR3ycDPD3u585+bEv5tJ5XYeeDqkdy3Zhuvbz+Y8PtU27HzzB2zNBc8uykhITmpxM6jM0bLYbYQQoiT4pSaGenxeFCpVFgsFgDeffddLBZLLOgDuPTSS1Gr1axfv55rrrkm5XX8fj9+vz/2c3Nz83G9b3F62utuZ8PuprTzHCcP7UWfPGMsQJ8/2ZEQVFeUFtPqD3Hd+IGxBOX8yY6k63kDYZauraXMYee/Lj+bJW/U8eA1o8gz6SSAFEIIIU6CYxGTnux4VElSLVq9hdu/cRYtvhAvbt4Xi0Hs2Xr+96YLWPj8loQ5kEejqraRFl8oISkHsGzmWOY9sxHoWCJzx+VDqeyMkZQN3LNdxRmrMZV7MmjVuBw2dFpVxhnb2XotwUg0lmBU4rKaLofFX76mowLzr+/Xc/9VI2MxV3yVYUVpcVLC9KZJg1m6dmdScrbjZxU3TRrMr1/f2W0y8IsmL3f8c1PS53l7ZwN3PbeZc4qsCcnITNuxCywmlpQ7aWgN0OILkmPUYc+WrhohhBAnzymTjPT5fNxxxx2Ul5eTm5sLwP79++ndu3fC87RaLfn5+ezfvz/ttR5++GEWL158XO9XnN6UxTUf7m6KDSePDxYvHdabO6YM5VCzH7VKxdNzzqfAamTcQCvfv3AI9mwDZp2G9mCYpW9+2X4UP+w8Ydujw86dVwxFr1Xz0DWjKLRlncBPK4QQQgjFsYpJe0I8WmAx8fi1YzjcFuDhl3ckxB4NrQE+O+ylpt4NLlhxw3jc7cGETdbeQJgyh42aPe6079EWV1WpbMUuzDexbObY2LVafEFq6t3Mn+ygV46BZTPHktVN94lOq+bSob1obPUz/+ISXtu2nzmuYtSoEhbRuBw2ZrkGMXVJFecOtMZavJXW866HxQoleXjPlcNjv+taZZiqfb3UYU9KvsZvA8816rh8ZF+sZj19co0pP5vHG2B3ozftDMyq2sZYC328TNux82SkjxBCiB7klEhGBoNBvvOd7xCNRvntb3/7ta935513cvvtt8d+bm5uprCw8GtfV5w54hfXKG3UFa5iAuEI/XINWLMM3P3cZtbVNsY2UN73/NakeUl3Th2eVAUZf70co44WX5BBtiz0ahVqFfSXRKQQQghxUhzLmLSnxKN5Zj1fuNuTEl9mvQZblp6/3TyBg81+fKEI2/Y1U1lVh7PIwoobJ9AeCKHVqGn1hToW9aWYiajTqJg/2cG4Iiv9LEYeWLMtaSv2lWP6sfR6J8urvqxOXD5rHJloVCoWXDGcUCTMQU+ApWs/ZeLgfB68ZiRtgTB73R0t5/FzH9ftbCAajVJRWhybIZlpHua62gZ8wTD3v7AtVnEYX2XY2BZIek0oHE36d0xVeZmurRo64kz3Ec7A7Eq2Y4uv6kjnkAohxLHQ45ORStC3e/du1q5dGzuBBujbty8HDx5MeH4oFOLw4cP07ds37TUNBgMGgyHt40J0JxyNJgwq31jfxB3PbuKxb4/BoNVw13ObY0H9TZMGs+K93bG5kPGvcacIYpW2bIA/zz2fp975jIeuHolRp6FXmhN0IYQQQhxfxzom7UnxaFsgnFC9F4pEKbZncf8LW5OW0iiVhY+/uoNziqyxmCX+MSUhWVZiR6/RUFPfBEBNVVPKGZAffubmxc17Ex6r2eNO23btcth4d1cjNfVNTBtVwGGvn3OLrFw3fiChSBS9Rs3cpzckvQ46qgrnX+zAbNDGtn9n/Lfxh9mwuymh4jBWZXgweVu62aBJ+DlVKzdkbqtu9gUxaNUZ7yvd47IdW3wVe93t3PHsplixBWROmAshxNfVo5ORStC3c+dO3nzzTWw2W8LjF1xwAW63mw8//JBzzz0XgLVr1xKJRBg/fvzJuGVxijqak8C97vak4LzMYePv378AfzCMLxilurMi8uYLB3P5iL6M7J+XdCLucti4fET6pDmATq3iwatHSlu2EEIIcRKd7jGp1axLqN6bP9nBn9/9rNvlMfGtwvGPVVbVsXDqMJwDrextamdu6WDs2Xoqq+piz49PfmbptVSUDua84vzYFupQJMqVYwpSJkTndG7D9gbCVLiKcRZZGNEvj5/849/8z9zxtPhCaT+rWa+hV46Re5/fwrrOGZWZhCNRnih30uZPrjhMt6k6PomaqfIyXVt1rlHHGzsOpk3GlqZpjZft2OKrUMZPrevy/8eZEuZCCPF1ndRkZGtrK7W1X/5xrqur46OPPiI/P59+/frx7W9/m40bN7JmzRrC4XBs5k5+fj56vZ5hw4Zx+eWXc+ONN/K73/2OYDDI/Pnzue6663rk1kLRMx3NSWDsj3WKuUIPrNnGXVcM5wt3G2a9ht9cPxajTk00StptkJs+d1NWYk/64w8d1QRF+Wb6W2VbthBCCHE8nekxaY5RlxCrZEqgxS+P6doqXF3byILLh3L1mAIWv7CVO5/bEnusLK5yEkhqXTbrNSyfNY5lb9bGZi6a9RrunjqMn00dzqFWP8FwlI31TQnVl/5QhC/c7ezY38wjM0bz4IvbmN1lnmJ84jM/Sx9LRMKRV2A+dPWopMdTbap+8+ODzL/YEfv3SNdOrUjVVm3P1vPxvuZYsjf+3kodNh68ZhQPrNmW8BrZji2+qvjxU11lmkMqhBBfx0lNRm7YsIGLL7449rMyN2fWrFnce++9PP/88wCcc845Ca978803ueiiiwB45plnmD9/PpdccglqtZoZM2bwxBNPnJD7F6e+TCeBdzy7icevHZMwXDzVH2slwL347F4cbPFRbM/iL3PPxxeMEAWikHYA+QMvbufFW0u5e/WWxIU1JXYevmaUJCKFEEKIE+BMj0lbfaGEOKS7BJryeKpWYV8owqOv7KAqxcGtTqtmSbkTi1mH2xtkbulgnEVWKqvqOqot36xNmqV913NbKHPYGVOUOkGq3MP4Yhu/ev0TqmsbGVNkjSUYu85sVLZ1K9ItD+xagRkIp/43UQFTRvVj1sRB+EMRzDoNFrOOaaMLqHAV0ysncyt+qrbqPLOexVeNZNHqLTiLrFR0jvmxmHQMtHUcVD9+7RjZji2OieZu5ozKHFIhxPFwUpORF110EdFoNO3jmR5T5Ofns2LFimN5W+IMkukkcN3OBj492Eo4Eo1VSHb9Y60EuCvW70anUTFlRD8Wrd6SEOQ+c0P69ixvIExjWyAWaAIMsJrom2uUgFIIIYQ4Qc7kmNTjDXDYmzjDOt08wvht2MtnjcNi1ictrjHrNEmJSOW1148fyFPVdSnnUGpVqoyLZGa7BiVUOPpDESxmHWoVrK87zMTB9o7N3yQmGJ1F1oSqz66J1q7LA816Ld5AKGHxDUCbP7n12+MN8NMUh9pmvYaF04ZTlN9xqJyuCyZTW7Wy6TxdwlG2Y4tjJbebOaMyh1QIcTz06JmRQhxv3Z0EutuDCbNSuv6xvuXiITz34R5+dOlZaNUq7l+zNamFu7vqApUKlq6tpazEzoNXj6RI5kMKIYQQ4gRQRtXMnjgo4ffxrctKAnBskRWzTkOEKK9uPRBLQMYvrnEWWdJWEKZb5FJd24gauOfKESybOTa25K/rZm6NSpVyK3WZw86c0kGEI5GEBTpKgvGyEX0Snp8q0Rq/PHD5rHEpl9+kSsikO9T2BsLc+c/NvHH7hQzpnc2jXVq54cjaqiXhKE6EdLNPQeaQCiGOH0lGijNadyeBBq06YVZKjlHLL68dw4j+uUQiUdQaFS5HL37+yg7muIqTEpEAG+ub0s4iKiuxY9BoePVHZeQadfSTbXVCCCGEOAHiR9WMKbRQ5rDF4hilstCgVXP9+IEpl/Apib+aejdTR/lYccMEfMEwOo06oVpSSWZ2TQrGW1fbSH2jl3nPbEy6vpKQLMw3ce/zW5PiqXW1DUSJMsdVzNPVddw0aTC/fn1nLME4vF9uwvMzzYhMtximrMSOVqPC402cnZfuUFv5zP5QmJr6JvJMOh67dgytvpC0VYseJ9XsU5A5pEKI40uSkeKMlukk0NUZkJr1GoLhCDv2N6MGhhfk8nlTO1azniy1hqVvfMI5RVZ65RhSnugrAb0akjZwz7/YQZ5JK9uyhRBCCHFCxVf1VVbVsWqei8VrOpJ93kCYBc9u4i9zz+cXr36cMLdQiXNWrN/NTZMGM7J/Hk9W13FX3LKaS4b24q83TeBwWwCjtqOasqktczdKfCdJ163dLocNd3sw5aEvQFVtIxWlg1lX28iCK4YCHRu5/aEIRfnmhORouhmRZQ47i68awWOv7ki4tsthY9bEQUz573WMG2hNWHCY6lC764xKhbIccUjv7Iz/DkKcDAUWE0vKnTKHVAhxwkgyUpzRlJPArktslKHlC57dxBPlTh5/dQfXdc45UuYg2bP1PHPjeK7rpmJAaRX6600TuEOlos0fItugxazXkGXQ0jtuQY4QQgghxIkQX9XnDYSpa2yLJR1DkSjFtiwa2/xp45w5rmLyzTp+8donCUk9s15D+fiBPPrKjoTfZ5qhDcnt08rW7lKHjdmuYg62+DO+3hfsqMLUaTRs+OxwbCM3dFQ8xsdlC57dROXs82jxhfC0BzFo1dTscfPQi9u4a+pwbiwbzIEWPwNtWby0eV/sdW/vbEgY35PqUDtdO3rX1wrR08hYACHEiSTJSHHGUwaEf3qwFXdcQLrg2U08OmM0T1XXMaZz+PnH+1tYPmscfXKN+IJhohHSzj+CL0/0zy2y8K9tB7hiZD965RjQq1UMkGpIIYQQQpwkXav6tOovF8jMn+zgz+9+xk++eXbShmv4Ms65e+rwpMfSJePe3dVIqcOWcrmNK017dI5Rx/yLS8g2alGrMn8eg1ZNRWkx97+wNek9qrrEZdedX5SULFW0hzo2WC9dW8vKGycktZbHj+9J1d7qLEy99bvra4UQQogzWepVeUKcYfrkGhlkz+K5jZ9Ts8fN2CIrS8vH0jfXyLraRpyFFj7e38IzN0zgyeo6pi2p4tu/e5dgJJIykIWOQN1ZaMHlsLFw+gi27/WQbdBg0qolESmEEEKIk0qp6lPU7HFT5rABHQm16tpGtBpVxjgn1ZJx5bVd/fX9ehZOG0Fp53solCrLyqq6pNe0+IJc98f3mLakio/2uCmLu9+u16jZ4+aCwbaMrdyXjejDspljuWxEn27jN4Bsoyblc1riqkqV9tY3br+QVfMmkmvKPI+8pZvliUIIIcSZQCojhehUYDGxaPoI7vznptiJ9h++dy7/ddlZDLZn8ez3J3L3qs0Jp+3dzT/KMWqZNrqAf+9xc8/0EZiAXlbz8fwYQgghhBDd6lrVV1lVx9LrnYAqNr+xuzin1R+KLWtxFlrwhyJkGVJ/veioRtzOOUVW5nTOn+ydY+CTAy0Ji2oUXaslH3hxO5WzzwNIOVpnxfrdlA5JnaxUNHmD/OTv/+YX3xmT8Xn+UIRSh42DzR2t4Wa9hpsmDabUYScUjqLXqtnd2IbFpItVSCrVjp8ebM147VRbuYUQQogzjSQjxWnP4w3Q0Bqg2Rck16TDnpV6HorHG+DO5zbHTtTt2XrO6p2Nxahlf7OPSJSk0/ZQJEVJQJxwJMoFg23oVKDXaegl8yGFEEII0UN0XVqRa9Lx+HfG0NQWALqPc3JNWipnnceSN3fGDnKXzxqX8rlK+/LaHYdiv1OWvTiLLF2WydiY5SrmtpU1sd95A2EqnvqANbeW8lmjF61GhdWsIxSO4vEGGV6QhzeYmNDsSqNS8Zvrx2LPydwmnWfSce+VI7nuD+9i1mtYer2TJ6vqEuZQuhw2bp1cwsB8M/06F9pA5uWIk0rs2LOlRVsIIYSQZKQ4re11t3PHs5v4cHdT7NT+s4Y2Cq1m+uQayDPrY8lKfygcO2kvtJr4y9zz8QbC7G70EgUG2ZO3H26sb8LlsKVs9SkrsTPAYkIF9Je2bCGEEEL0QKmWVhi1aiaV2DPGOS6Hjf0eH8vX7Up4fPMXHsocye3S8duyFcqSv4rSYu64fCiHWvz0t5h4Zev+lNWS3kCYxrYAy6t2pbynh68ZSVmJPaFyUqncvGCwjXAkSp9cA//e484YvxXbs1ADw/vlMrrQQmVVXdIcSuW100YXcMXIvrF/w1RzJKEjEfnojNEyL1IIIYRAkpHiNObxBmKJyCfKnUmbICeV2Hng6pHct2Yb73zaSOWs8zirdza//Y+xaFVq3vm0gVEDLAzulU2eWceB5uQtjpVVdTxR7gTocqLfcW29WkUfacsWQgghRA+VroPkoWtGsej5LcxxFQPJcc6iK4cTDEUSko5mvYYxAyyML84n0uU1eWlmKXoDYZaureWyEX2o2eNGo1IlVCB2lW3QsmjaCO5fszXhvcscdsYPtjFuUD73vbCNdbUNscrL+Bhw+axx3P/i9pTxm8th4/6rRlLQWen42LVjaGjxp11Io2z87rqUpmvFaY5Rhz37yDYVH2lHjxBCCHEqk2SkOG01tAZYt7OB+ZMdKbc6vr2zgbue28w5RVZGDcjDlqNl+axx+MMR9jW38/bOQ/TONTLQZmbx81sZU2RNOkVXTvQXThvO3VOH0+ILkWvSkq3TkNM5R0gIIYQQoidSOkjWdange2TGaALhCMMK8jBo1CycOpxgJILHGyQ/y8C/9zRx5dJqHr92TMLMyPwsPb/818d8WO+morSYClcxOq0ajUqFLxjOWGX56tYDLF1by/zJjozPUwHX/+k9rju/iNmdidLeuQbe2H6QQy0+fMEIP5s2DI83iC1bz+LntyZcyx+KJFRkVnTOrzRo1dTsceP2BoCOjpZWX4jdh70Z/w39oUjKpTSpKk67k+m/j4K4VnAhhBDiVCfJSHHaau4MDJ2d7TXzJztiw9WNOg0b65uorKrjxrIhDLJ1BHgNrT4s5o727QrXYEx6DYFQlHW1jXxY7055iu4sstArx8Djr+5g4bQR6FTSli2EEEKIns3jDXDP6i2MKbQwe+KghPho0eot/OCiIQCYDRqafR2LagryTDz00jZe33EIs17DwHwz//j+RPZ52lGpVIQjHTGTWf/lFur2QBhHr2wefmlbyipLZQGNMh8yU9fJTy47G097gOvOL0qoVnQ5bFw9poBeOUbuWb0l1lK9fNa4pHZxg1YNfFmR2dXUUf3weDsqHZt9wdjz0zFo1cdkKY3S0bOuy6zJt3c2sODZTSwpd57wQ26p0hRCCHG8SDJSnLZyOwPDUCSask3b5bDxt5smkGfUcbDVR7ZRRyAM+5t9VH/aSGVVHd5AODaIPf4U/caywRh1GnJNOtRAFLh3+gg0KhUF+dKWLYQQQoieSUkwHfYG+NGlZ7Hpcze3xs1ndDls3FQ2GGuWnprOg1ul8hHgJ5cN5cffOJtINMojL29PSPYtnzUuZWu0Wa/h7qnD6Jdn4O6pw4lEojR6A1jNOl7deiBhPmSqOZK2bANqFfzu/2q56UIHU0b2YXi/3ITD5QeuGsndq7ckVUF2VZNhXqTLYePFzfvYtMfNIzNGk2fS8caOgylnYCrPP9jiZ9xA61f/L6ST0tGTyts7G5JawY83qdIUQghxPEkyUpy27Nl6Hv7WKIb0ymJRlxYds16Ds8hKmz+EUafhv1/fmRBkuhw2nih3JmxxhNSn6K/8qIyszsSknBYLIYQQoqdKlWCKj3m8gTDVtY1MG13An9btoqazK6TrgW6Zw868i4fwYb076T0qSouTxuN4A2Huem4LZQ4bU0b1467ntmDWa/jbzRNSVicq8Zaz0MLcpzewfNY4KqvrcBZZeezVHfzkm2cz75mNsSTn326eELv3eKmqGpXKS4NWzfCCvFjXjMWsI9ugpeKpD2hoDbDg2U08du0YPt7XzJzSYkDFutrEf7dbJ5cwKN98TOK/5hSt3vFStYIfLz2xSlMIIcTpRZKR4rTVFgjz0qZ9lPTOTkpELr3eSWVVHQA19U1Jwavyc0VpccYT9LISO9kGLQNkSY0QQggherB0Cab4mEdJDPbOMbCutjHt3O11tQ1EiCa8BjqqDi8YbEu78GVdbWNszmNFaTGbP/ekj7EcNmr2uIGOCkdlWczStbUsmKJKqMB84MXtPHPD+I7Z33Ht5lv2Jl/fGwiz4NlN/LnifB5+aXtS18wjM0Zz28oa3t7ZQKsvxOKrRrJo9RbOHWTlh5eWEIpEyTJoyNZryT+Gbcu53bR6H4tW8CPV06o0hRBCnH4yD0ER4hQVC7hrOwKmeDdNGsyTVXVU1TbiLLSkDIChIzhX5k3OcRVT5rAnPF7WuY1bEpFCCCGE6OkyJZiUmEehtDcfSZwUr7KqDo1KlfE+4q/9wIvbmeMqxuWwJTzH5bCxcPoI/vp+PfMnOyjMN7Fs5lh65xiYP9mBpz0Yq8BUqjd/+a+Pmfv0BuY9s5GKpz6gpr6JUf3zuKF0cNL1b//GWTz80vak1uvq2kaerO5oS4eOasQCi4nHrx3D9NEFaNUqemUbKLKaKe6VfUwTcvZsPZNK7Ckfm1Rix5594pJ/PalKUwghxOlJKiPFaSk+4O6Vkxi8TSrpxa9f3wmkniUUL37j4ur5LnzBMAeb/Qywmsg2aOkviUghhBBCnAK6SzDFx0RKe/ORxEnxvIEw3mA442vir51pq/VnjW08MmN0ypnfV44pYFyRNbZ9O1X1pvLzeYPymTaqHz++9CwOtvgxaNXkmXTc9dyWlPenVGACZBk6vip9lc3YRyvPrOeRGaNZ8Owm3u4yp/HRGaNPaCViT6rSFEIIcXqSZKQ4LbX6g8yf7GBskZVIFFbeOJ7qTxv56/v1RKLR2POOZEMidGzMDoYibPncw0SHHYvMhxRCCCHEKaS7BFN8THSg2UdZif2I46R4+z3taRe+lDnsHGz2J7w23Vbrf3z/An71+icpk4z3v7CV2795NtBRYZmuLby6tpFbLnLgDYb5XuX7sSU5y2aOzfi5AuEILoeNDbubyDJoT9jClgKLiSXlThpaA7T4guQYddizT/wGa6VK8+0UlbQnukpTCCHE6UnatEWP4fEG+PRgKzX1TXx6qBWPN9D9i1K8/t97msg16fiovomKpz7g2t+9S/kf1/Pv+ib+fvMFmHSa2GuUeZCpuDpnFbkcNuZfXEKOQcskh52BtixJRAohhBDilJKpDdgVN5/R5bDhGmLnvitHcKDZlzZO6kgs+hJ+V+qwMXGInbunjUgeb+OwM3+yg755xoQYK921LWZd2hbxdbWNaDUd7eDdVW9qNeqEbd3Q/WH0IFsWN5cN4f4121jw7Kajjkm/jjyzniG9szmnyMqQ3se2Ffxo7uGRGaOT/v/lZFRpCiGEOD1JZaToEVJtd5xUYueRGaOP6DR6r7ude1ZvwVlk4bIRfbln1RaqkoatN7LX48Os18SGmSsbFYGEgLfMYefuacPY5/bR32Kiv8WIVqWiX760ZQshhBDi1JOpDXjxVSNoaPEz+eze2LP13PvCVv7feUUcavVz/1UjWbR6a8Im6TKHjXumD+eLpnZW3jieUCSKSadBr1Wzp9FLH4uRRVcOpz0Yps0fRqdR0eILkWXQkGXQsHDqcKIquGpMAfe9sC3p2ouvGsHhtswJwCZvEJfD1m1i0aRXJyQioeMwOl31psth46P6Jkb2zwPO3IUtPaVKUwghxOlJkpHipEu33fHtnQ0seHYTS8qdKQMfjzdAQ2uAcDTKz1/ezncvGMTydbsY2jc3ZXAJ4GkPEgxFmNM5C6i6tjE2q2jeRQ40ahV5Jh1ajQp3W4B+FiPFvbLIk7ZsIYQQQpzi0iWYag+1olKpcLcHWPrmToYX5FFgMXLzXz5kaN9c7rh8KD9VRWMt1jV73Fz1m2qcRRbmlhZTaDVz7wtbY8tkFr+wNeGQ1+WwMcdVzHd+/14sMfjMDeO58c8bqCgtZk5pMdkGLSa9mlA4Sn2jl2xj5q8pVpOORdNG8OHuw2k3crscNg42+5Mer6yqY9U8F4vXpL7P21bW8MfvjYttCz9TF7aciFmZQgghzkySjBQnXabtjulOo79o8rK70YvHF2SQzUz5+IEsX7eLdbWNlI8fmPa9DFo1G+qb2LbXg7PImjAs/d1djezY18zI/nls+OwwD14zioG2rGP6WYUQQgghTqZUCSarSU9Te4Bco44FU4Zx3wtbgY5OEa1aRTga5bFXdiR1nVTXNqIGrhxTgLPIyo8vPQtPe5C5pYNxFlmprKrDGwjHEn5Kcg9Ap1Fx99Rh9Mk14guG6ZVjYPqSqti15092ZEwyvrrtAJVVddw7fXhn9eaWhMNoJbF4x7ObeGTG6Nj9Qsecyr3u9qRYsGaPO9bS7WkPxraFy8KW9JTigGZfkFyTDnuWJDCFEEJ0T5KR4qTrbrtj19Pozw97ueOfm6iubcSs1/DcvIkYdZpYAGrWa1JdBug4yd+xt5nrxw9M2s5Y6rBx31Uj8YcizHD2p1ASkUIIIYQ4ze11t7Po+S18WO9mSbkTfyjC9eMHYtJpmOHsT019E/0tpqREpGJdbSM/mzqcV7fuT9p6/US5M5bcq65t5MbSwbEFgyqVikH2LN75tGNsTkVpMaUOW+x90o7SKbGzcNpw6hra+OP3xtE7x8Csyve5ytmf2a5iguEoRflm/h2XWLxtZQ0Lpw1nwZShfN7Ujl6jJtuoTbv4BjoOsP2hyBEtbDlTE3Jfd8ySEEKIM5ckI8VJ1912x/jTaI83wL3Pb4mdZOs0aprbA+Sb9SyfNQ6NSsUQe1ZCMBtv+14PP5s6nAde3JZwGp5n0pFj1PKLf33MnZcPZYAkIoUQQghxmlNG5XzY2V79VHVdQnVhmcPOwunD2dvUjlmvoaK0GGehBX8oglGnYWN9E5VVdRxuCzBzwiDe2XU41ob98f4Wco1a/vGDibS0B8kz6zBqNfypalfKpOWCuArGqtrGWBLx7qnDWDBlKIda/PTKMaBTq3l5yz5+/9YuvIEwZQ47Vzn7s3RtLWa9hifKnTz+rx0ML8hjSbmTQDhCkdWMSgXf/t27sfubP9lBmcOeMK8y/p5q9riZONjW7cKWMzUh91XHLAkhhBAgyUjRAyjbHd9O0ard9TS6sS3AdeMHsmL9bgDOG5iPNcvI4ue3sH1/C3///gUsfmErs13FREk8SS912LjtkrN47NUdzIxr5e6Ta+DNjw+xY18z90wfwQBZUiOEEEKIM4AyKmf+ZAdPVtcltUSvq23g/jXbuOOyoTxR7kzqKlESiSoVGHVqbr5wML96bSf2bD0rbpyQMDty/mQHNfVNSe+h/Hzd+UXctrKGJeVO5l3kwN0ejLVOP/DidryBMC6HjTsuH8r7dYdjVZfrahv4wUVDWLq2lorS4tjnWLvjUOx9/+e93TiLrDiLLLH3q6yqY8WNE4gSTTjAVtq7/7q+nuvPL6JfhoTi8UzI9fRqy68yZkkIIYRQSDJSnHSZtjt2PY0ORaKsWL+b704YSGVVHTqNii/cXma7iinMN7PX7eP1HYd4Z9dhKkqLk+YANbUFeHnLAb59biFPvfMZ9105ggPNPqaP7seNpcUSNAkhhBDijBGORlk+axy9cgxpW5bX7Wzgp5dHUyYrq2sbUQFzXMVUVtex+MqRBMNRxhZZkpbYOAstad+juraRCldxrGrx+j+tT/u8QCiSNIPSqNPwxu0X4g+Fk95DeV9luY5yHW8gzA1Pf8Bf5o6nqS2QkPxcuX4390wf0W1l4/FKyJ0K1ZZHO2ZJCCGEiCfJSNEjFFhMPHbtGJraAjT7QuSatFjNevrkGhOeF4lEOXeglQMeHxWlg8kxaAlGIrzzaSN98wx42jsCH28gORgFWDZzLAC5Jh3/ddnZHGj2MSDfzACrVEMKIYQQ4syx193O/S9sZV1tYyw+SqfNH065SAY6WqorSgd3JvhC1NQ3ccWofknP94ciGd9Deby75zW0Bpg/2YGz0EKWXsvYIisWkw5U4AuG015XafuOP6zunWNgy+duvvD4GNU/D38oElta88CabTx+7ZiMycTjkZA7Vdqfj2bMkhBCCNGVJCNFj9DdCbDHG6CxLYBWA1eM7Mc9KTYmXn1Of4y69MtroGMYOYBJp+HRV3bw8xmjM7bfCCGEEEKcLpTW33A0GktEwpfxUTpZhszxlZIE9AXDOIustLQnJ+G6e4/CfBPLZo5lYDfjcvpbjfzlvc8SDp3LHDZmuYrJTrHEMP59ux5WL581jv96dnPa9+qusvFIEnJH2259qrQ/H82YJSGEEKKrzFGBECdAdyfAXzR5+c+//5vPm9r5oK6Ju7skIqGj3WbxC1uJRqO4HLaU76MMIy8rsZNt0LC03CmJSCGEEEKcEfa625m/soZLfvkWew57E2Kpmj3ulPGTWa/hoWtGolOrWTZzLJWzz2P+ZAfmLkk/g1aNWa/BlmWgpr4Jc4rkZbr3gI653q9uPcC8Zzby8tb9lKZ5XpnDzubPPSlmWzbyZHUdbYEwpQ4bZr2G+ZMdLJ81Dp1GzYobx6e87+50V9moJORSmVRix6hTx/7Nr1n2Dpf84i1uXVnDXnd72mueKu3Pypilrp8/1ZglIYQQoiupjBQnTNeT4WyDljZ/iMa2AHNcxYwptFBZVRebFwSwbV8z/mCEu64YyqLVHYtp0rUJrdvZwLyLhjDHVQwkLq+JDSN/v54Hrx5JkWzLFkIIIcQZouvBb9dW6MqquoR5itCRiFw+axzL3qzlrue2xJ6rLK25bWVNbKlMzR43C6cOZ9HzW6iubeRgs59Shy1hMYzyHipI+H2pw8ZsVzG3raxJupeui2UWXzWCaUuqUn7G6tpG5pYOZm7pYObrNSxZu7NL9aSd5+ZNZL/Hzwe7D/PxvmYGWBMPpZM2hus1eLzpKxEzzT1/6JpRLHp+61G3W59K7c8FFhNLyp00tAZo8QXJMeqwZ/esRTtCCCF6JklGihMiVRt2fPCpBLMrbpyAuy2ANxgmz6hlQL6ZfW4feWYd62obKY/bgp2KVqNm5fpdOIuszC0djFajwmbWo9WoQAX3XTmCApkPKYQQQogzSNfW364t013nKeaadGTpNTz00vaEhCCQsDympr6pc/P0bi4b0Yc7n+toeb7j2U08c8ME7l+zNfZ6byDMyvW7eeDqUfhCYZrbQ2QbtLy0ZV8sFux6L3dMGcqew+2xxTKHWvwJh9Zd+YJhPjnQwoefHU65Gfy+NdtwFln59x43D18zihyjNtZqbNZrUm4M725xTLqEXGNbgNe3H0z5mkzt1qda+3OeWZKPQgghjp4kI8Vxl64Nu6q2kShfbkLs2Mi4g3OKrPz1/Xr+9+YLuPu5zXxY7+apOecD3c8bavOHuH78QPrmGmkLhMgxdgTTKqLkmiRYEkIIIcSZp2vrr9IyHZ+wU+Ypuhw2Jg6xccnQPkmJSEV1bSN3Tx3ON4f34XBrgKEFeXze9GXrcUNrgJl/eo9HZ4zmjilDafWFsZh16DVqWv1BHn15R2xxTqqFg8q9jCjIZd4zG2O/v2Jkv4yfc4DVRGG+mV+/vjPtfVe4OuLOu57bzJJyZ6yycXShJeXG8CNZHJMqIberoS3jvaZrt85UbSntz0IIIU4XkowUx12mQdxKUKioqm3khtLBXD6iL4s6Z0POn+zApO9IQqYKnhVlDjsbdjfFTulXrt/NPdNHSEu2EEIIIc5oXVt/U7VlQ8cimIXTR/Datv14UiyhidfcHsRq1vOnql1U1TayfNa4hMcbWgPMfXpD7Ofls8ZRs8dNTX1T7D27O2TulW2I/WeXw8Y+T3vGOPBQi59A+Mi2divViUN6Z7Ok3Mk+jy9lYjT+uUeTCPw67dbS/iyEEOJ0J8lIcdylG8StzOXplWPgt98dS+8cI3qNmkA4jEatig1WdxZaiEY7gtC0wXOJnfuuGoEvFGHqqH6oVHDv9BEUSiJSCCGEEGe4rq2/Siv0TZMGc9eUYexv9gEdh75X/6aac4usXHRW74zXzDHqCEcinFNkZY6rmPwsPWUOO+tqkw+glbmSEwfbEhJ+mQ6ZXQ4b+s5kpTL7+45nN/HIjNFA8mzwWa5BPLN+Nz/+xlkZ7zs+AapUJ+aZ9V+5kjGdr9tuLe3PQgghTmeSjBTHXaqT4XRzeZRg81BLIPY7fyjCmx8f5NaLHSx5szZhphEQa8kOhrw5jqkAAEbgSURBVCNEIlHMOg06tYoBkogUQgghhEjZ+usNhOmTa+SRl3ckJRDX1TYw5XM3ZQ5bwtZthcth482PD3D+oC+Ti0psFyHapdrSzr1XjsDfOScyXrpDZiUe9AXDsYpKZa7kbStruHvqMH586Vl42oMUWEys3XEg9vilw/pkvO+aPe7Yz/HVicd6cYy0WwshhBDpSTJSHHepToYrSotTzuWprm0k16jlh5d8eapt0Kr5/Vu7OGeAhWmjCqhwFcdabA40+8gxamkPhMkxaskxaDHpNPTKNZ6YDyeEEEIIcQpI1fobiUa585+bUz7/gRe3s+oWF4tf2JqUXJzlGsRtK2sYMTMv9vuuS3D8oQiF+SZe3XqAh17axs+mDicSTXyPrq/JMmhp84diyce/3TyB/35jZ8L7O4ss9M418r3K9/EGwpR2Ji6VxTYPvLidVfNcLF6zNWWCU9narVQnerwBGloDhKNRykrsKUcLfdXFMdJuLYQQQqQmyUhx3KU6GXYWWlLO5THrNdx8oYON9U2xtp2aPW6cRRZ+8MxGbpo0mJI+2YQiUcx6Df3yjBxs9vM/63ez+MoR9JdN2UIIIYQQKXVt/d24+3Da53oDYQ62+HAWWROSi9EoXPeH9/AGwmzY3ZTQZq0snoGO5J+zyBr7+UeXdmzPLnXYEhbjxC/OiX9+mcPG9r3NOIus/GzqcD5raItt1Y7fvl1V28gdU4YmXK+usQ1nkZWF04bT5g/hD0Z4Z1dj7HWTSuz8fMZo2gLh2JJFpbIzGo0m3N/XrWSUdmshhBAimSQjxQkRfzLsaQ8SDEdiMyOdhRZCkSgFeSb0WhUPrNnGh/XuWNvOly08dfz69Z2xDYnKCfdf36/nnumSiBRCCCGEOBpmfeavAnkmXcLh8bKZY9m2r5kJg/MZXpDHuCIr00f344E12xNavZVFOHUNbVTOPo+N9U1EovDgi9uY7SomSmJbdqnDxuy4qsUyh41FV46guT1IYb6ZlvZgwlbtrlp94YSftWoVm/a4ubG0mDxzR/Vjn1wjlw7tHatOBJi/siZWCRlfpTnvIgdGnYY8k1QyCiGEEMeDJCPFCaMEcqFoBPhyZqSSbHzkle1UuIpjM37i23ZCkSh3XD4UnUZNQ6uffLMejVoFKrh32nAG5EsiUgghhBDiaKjVqowLZELhxL7qPJOOv75fzzM3TOC+NVtZurY2drj8g4uGoFaryDZo2fR5xyIcpXrR5bAxbVQ/Xt9xiHd2HU5o5TbqNESjUQryjPzuP85Fq1JhNeu47g/v0dDaMUP8xVtLM36ObKMm9p/LHDYOtwUSqhnjqxOVtuzD3gBzXMWMKbRQWVWHNxCOVWkuXVvLG7dfyJDe2V/9HzeO8p7NviC5Jh32LElwCiGEOLNJMlKcEB5vgP3NPr5oaqd3rhGtGppa/VS4isn/pp5f/utjqmsbmTl+YOw18a0+imUzx/LM+t3cOrmE/nlGDDoNvWU+pBBCCCHEUVOrYE7nQsBU8xU93mDC73KMWv7zG2dxX9w8xvgEXpnDxpRR/bjruS0J71Nd28gX7vaE53f19+9fQE19E79/axfOIgvXnV8Ue97+Zl+svTu+s8YfimAx64hGO0b9OIss3DK5hEKLiX4WE/BlIrDVHyTPpGfhqi0JVZwuh40nyp0Jrd9w9Nuz09nrbo+1gismldh5ZMZoCjrvUQghhDjTSDJSHFceb4Amb5CFqzYnbDUsK7Ez76IhzH16A0vKnbHHDFp1xusV5puYNqqAQouJ/lINKYQQQgjxlenUalas350wF1KZy/jX9bu584rh/O/NF2DSqwmFo3jagowptHJnl2SjYl1tI7M7k5tdqVSqjPfS5g/xft3hWGLwx5eeFUs46jVqFl81kode3Eb5+IE8WV2XkNAsc9hZNc/Fy1v3UfHUB4wbaGVJuTNhJuT8yQ5q6ptSLk+EjuWK8dc82u3ZqXi8gaREJMDbOxtY8OwmlpQ7pUJSCCHEGSlz5uc4e/vtt5k+fToFBQWoVCpWrVqV8Pg///lPvvnNb2Kz2VCpVHz00UdJ1/D5fNxyyy3YbDays7OZMWMGBw4cODEfQGS0193OS1v287MuiUiAdTsbWPpmLRWlX27GBqjZ48blsKW8XpnDjlmn5cKz7JKIFEIIIcQxcSbHo+72ANePH0hNfRNzn97AvGc2MvfpDdTUN3Hd+IE0eQOY9GqmL6nmmmXv8B9Pvs/uw20Zrxkf1yWKUpomxit12IhEo1TXNvJkdR0VpcV42oOxe/qPyvd5/NUd3Dt9BE9X1yUlFNfVNrB4zVaC4SjeQJi3dzZwsMWfkAh0FlpStqNDR0LSWWiJ/fxVt2d31dAaSLmdGzoSkkobuhBCCHGmOanJyLa2NsaMGcNvfvObtI+Xlpby6KOPpr3Gj3/8Y1544QX+/ve/89Zbb7F3716+9a1vHa9bFkdIOQnunWPoNvCLr4asrKpjjqs4KSFZVmLn/qtHYs/WUyCLaoQQQghxjJzJ8Wi2QcdtK2twFllZPmscy2aOZfmscTiLrNy2soZmX4iDzX7KHHagoxW6V7Yh4zXTdblYTDpmp4jxXJ3LayymjkrErolBxctbDrCnqT3pgFvR9XWe9mBCIjB9kjTx8a+7PTteczet3seqFVwIIYQ41ZzUNu0pU6YwZcqUtI//x3/8BwCfffZZysc9Hg/Lly9nxYoVTJ48GYAnn3ySYcOG8d577zFhwoRjfs/iyCgnweXnF2V8XiAcYeve5tjw9PhNhhWdbT4DrCYsZj19ZDakEEIIIY6xMzketWfrGTfQmnKGo8thY2N9U2zRoF6ronz8QD450JJ26U2Zw8bBFn/K9wqGowkxXnxL+G0ra6icfV5sHmTvXANNbcHYJm5lwYy7PXPyLj7haNZrEh47klFAr/6ojL65xmPWOp3bTav3sWgFF0IIIU5FJ7Uy8uv68MMPCQaDXHrppbHfDR06lKKiIt599920r/P7/TQ3Nyf8nzi2lJPg7gK/AVYTf32/PqEaUhls/mR1HSW9szm7b64kIoUQQgjRI53K8WieWc8jM0YzqcSe8PvSzgU2ShLwb+/Xs/iqkTxdXccDL25n0bQRSS3XLoeNOaXFDLabKetyPZfDRrZRG4vx4lvCl66txRsIk6XX8ES5k5r6JqYvqeZ7le9T8dQH1NQ38US5E7Ne021cqTw+qcROlj6x5iLTKCCXw8arWw/w4Ivbj+jf7UjZs/VJ/7aKY9UKLoQQQpyKTukFNvv370ev12OxWBJ+36dPH/bv35/2dQ8//DCLFy8+znd3+lO2Ezb7guSadNiz9OSZ9Xi8AUydp9E1e9yUOWwpW2pcDhubP/dw3flFsZPyWy5yAJCfrccq1ZBCCCGE6OFO9Xi0wGJiSbmThtYALb4gOUYd2UYtbf4QK24YT45Rhz1b39H10hnPBSNhzimyMsdVTCAcoVe2Ab1WzT6PD18wyuLpIwhHo3jag2QbtOg0alQq0lZUuhw2jHoNT6aYB6n8vKTcSa8cA2Ul9pRzGF0OGzV73LE2a7New6QSO293Plep8Iy/pvK6Oa7i2DbthtZAysrIdHFvJkqyd8Gzm2L3Ace2FVwIIYQ4FZ3Syciv6s477+T222+P/dzc3ExhYeFJvKNTz153e9J2wEkldh64eiQHmn181tBGmcNOZVUdq+a5WLxma9rAb0m5E28gTE19E64hdgZYjBTask7GxxJCCCGEOCF6UjyaZ+4+sbar4cvFNS3tHRWO5s5qxl+9/klCnFfmsHH/1aPIz9KzcPUWqmsbWX3LROZf3HHo3DUmnH9xCS3twYxzxudd5OC6P7zHE+XO2LKb2PuV2Fl85QgAbiwtjn2W+ESgMgpo4bThLJgylM+b2tFrvmwT9wbCHZ8txRzHdHHvIzNGU2AxZfx3S5XstWd3/+8thBBCnM5O6WRk3759CQQCuN3uhNPoAwcO0Ldv37SvMxgMGAyZh2+L9JTlNEpApsz3GVtkZU9TO/lZekYXWnAOtLL4+a3UNbbhLLKmnA/kDYTJNmh58bZSTDoN2QYtvaUaUgghhBCniDMlHs0361k+axyhSBRLlg6zXsOScidGnYaZ4wcyt3RwbL7jutpGFq7ewhUj+8aShk1tQaLA1FH9EmLCg81+bNk6PN5Qxvf3tAdTzhYvyjfTO8eQMrmnJAIb2wKEI1HCkSit/hANLQG27m2OtaHH6zrHsWvcq3h7ZwMLnt3EknLnEVVISvJRCCGE+NIpnYw899xz0el0vPHGG8yYMQOAjz/+mPr6ei644IKTfHenL2U5DRA7EX+yui5h+HmZw85/XX42Vzv7U5hv5ua/fJj2eqFIlDZ/iAEWkwRqQgghhDilnAnx6BdNXr5wt+MPRSi0mtm8x92xffvN2oRRPGUldtbcWsquhjbUKhW9sg2Y9Rq8gTAb6pvYttfD8IK8hDE8X3jaWfvKAX56+dCM96DMg1TmTireuP3CjPFjnllPWyCclFB0OWw8Ue5MqIpU5jjGt2Sb9JqUbeHQkZBM19YthBBCiPROajKytbWV2tovg4m6ujo++ugj8vPzKSoq4vDhw9TX17N3716gI7CDjhPovn37kpeXx9y5c7n99tvJz88nNzeXW2+9lQsuuKBHby481XSdkeNpD8QeqygtTjnfZ11tA9FXovz08qFs+Tz93MhSh43+FhMmrVoCOSGEEEKccBKPpufxBtjf7MPTHiLPrKN3roFgOMoXHh/P/3tvUmy3bmcD96zewk8vH8p1f3iPc4ussYSfMrMx1QH2g9eMJArdzoNMJVVbddfPkKqyUYldK0qLWbq2lkkldn4+Y3RS4nLZzLEZr9/d+wshhBAi2UlNRm7YsIGLL7449rMyN2fWrFk89dRTPP/888yZMyf2+HXXXQfAokWLuPfeewH41a9+hVqtZsaMGfj9fi677DKWLVt24j7EaS7VjJwVN4yP/eexRdaEgDJeVW0j8/wh9jX7WDhtRNLcyLLOGZMWk04SkUIIIYQ4KSQe7RB/+Jxn0qHXqLnzn5tZV5tYTbho2ghGD7Dw69d3prxOVW0jP/CFYkm+CNHYf45vsc4ydGzXLraZufeFrby363DaeZCzJg7itpU1Kd+va1t1V/EdPV1V1zbysyuGcc05/WObreevrEl4fncbvLt7fyGEEEIkU0Wj0ejJvomTrbm5mby8PDweD7m5uSf7dnoMjzeQEJCZ9RpuuXgIV4zsxz6PD3d7EHu2ge/8/t201/jz3PMJhiKEIlE2f+HBWWgBoL/VRL9coyQhhRBCiGNAYplT38n877Dr4fP8yQ7+Xd+UsqulzGHnxkmD+V7l+2mvt2zmWIw6DRvrm3AWWsjSa/EGw7GZks4iC84iKwV5Rl7avI+qzvdR5pAr8WJRvplck463PzlEfpYefyiCSachEo2iUakIR6MZZ0YC1NQ3cc2yd9Le66p5EzmnyArApwdbueSXbyU8Pn+yg5r6ppTLdSaV2I9oZqQQQghxpjjSeOaUnhkpjq+usyF/O3MsBq2a+1/cxphCCxef3RudJvNpsdWsY8/hdgxaNUvX1uJy2Lh1cokkIoUQQggheoBUbczOQkvazpd1tQ0smNL9fEezXkNNfVPCdVwOG8tnjcMXjPCX9z7jshF9uOu5LbHHu86DXPufFxKORHn+o70JFZqlDhuzXcWxeY+ZNlvndlO5GF/Z2Jyi5VppL4fELeCTSuw8OmO0xLNCCCHEVyDJSJFWOBpl+axx+EMRBuabafEHiUZhwZShHG4N8OgrO/jJN8/G5bClPC12OWyEwlEsJh0mvYbls8ZxsMXPoHyzBG5CCCGEED1AqjZmfyiS8TUajYpShy1W0RivzGFn8xcezhuUnxAfmvUanEVWolHIMmi55eISIhH48TdKGFmQhz8UiVVTKluuw5FoR6K0NvH+qmobifLlvMe3dzZwx7ObePzaMQnLcQDs2Xomldh5O0WrtrKwRpEqcRm/wXvh1OH4gmFyjDrs2bIhWwghhPiqJBkpUtrrbuf+F7ayrrYRs17DqnkufrO2lnHF+Ywvzuc3b9ZSXdvIjaVB5riKgcTTYpfDxhxXMb5gmAFWE25vgEG2LMYNtErgJoQQQgjRQ6SqBuxuTmJTW4DZrmKiJMZ/pQ4bd14xlK1fNPPursREZMrlNSV25l00hLlPb4httI7fch2ORDPOe6zojEGhY3nOpwdbCUeiCRWSeWY9j8wYzYJnNyUkJFNVNqZLXHoDYTbtcXNjabHEsUIIIcQxIMlIkcTjDXDHPzbFEpFLyp3cv2YrH9a7WThtBIda/bEZQhvqm9i214OzyEqFqxh/KIJBq6Zmj5uV63dz7/QRFNqyKLJlneRPJYQQQgghukpVDVizx02Zw5Z2ZmT1p41UVtXFltHEx3+HWgKMHJDHohe2xl5TUVrMk9V1SZ0063Y2EIl+ueAGvkxuLpw2HG8glPHeu1ZwutuDLHh2U9IcxwKLiSXlThpaA7T4ghkrG382dRizmtpRqVSxKs1xA63Ski2EEEIcQ5KMFAk83gD7mn2sq22InWIbdRrW1TYyf7KD+9dspXz8wNjzlTk6qU66779qJLkm2TAohBBCCNFTpaoGrKyqY+n1TkCVtE37nunDueo31UnzHRV/nns+rb5QrNIRMs+g7FrhqPzunmnD0aozV2h2reA0aNW8vbOBhtZAUuIwz5y5rbrrEh/oiGdfuq0Mq1kniUghhBDiGJJkpIjZ525nT5OXLL2WZTPHUmg18+gr27m+M/moBJKz4wLG+Dk6ysl4sT0LT3sQk1YtgZsQQgghRA+Wqo3ZGwizYn099101gl0NbQmVj4FwOCHR2JXVrMMfjCTMFO9uBqVZr6Vy9nkJ8yLbA2GK7UbKSuwpW7VdDhs1e9wpf25J0XqeSaolPtBRuXnP6i0s6VxgI4QQQohjQ5KRAugIwuoPe1m6dmesJWf5rHFU1TbGZkIqgWTNHndCgBl/Ml7msPHQNaMoyJNt2UIIIYQQp4KubcwmvYYmb5A2f5jK6jpq6t1UlBbjLLSgRp1xeWE0ClW1DcxxFaPurKzsbgalNxBi7tMbEuZF5hg7qhHvv2okP1u1OWk2pbJNW3nfOXE/53SzQburVEt8FOkqLYUQQgjx1UkyUgDg9gZZsnZnwlbErslHJZBUWrMhcWh5WYmdB68eSaHMhxRCCCGEOKUobcweb4D5K2v4cHcTz82byA2lgzHq1Cx9s5ala2t5avZ5GZcXGrRqhvXLJceg4b8uP5sfhUvQadSUOexJW7GV1ykVjfHzIpUt11azjmmjC2IdOEadBnu2njZ/iMevHROr2LxtZQ3eQDhpQ/aRSLXEJ97RVloKIYQQIjNJRgoA2gKhhEQkkJR8PNDsi52Ed23Ntph0DLJnJWwvFEIIIYQQp5b4KkFfMEJDi4/V/94bSxRmWl741/W7GTnAwq9f3wl0dMwsvmok3/n9uzwyYzQRoikTmEpFI3w5L1KpRMwz67nwrF4JbeRmvYbK2eex8v36hIrGVBuyj0SqJT7xjrbSUgghhBCZSTLyDOPxBjjY4qfZF8Rq0hOIRGj1hYhGk58b345928oabr5wMIumjeD+NVtZV9sYa81WAr9+kogUQgghhDhleLwBGloDNPuC5Jp02LP0tPq/rAJsagswrCCP/3p2c+x36ZYXdm2dBlhX28ii57dSOfs89nl8LLh8GP5QmGA4ijcQSqhoTLiv9hCfHmrFntVRrZluG/bSFL8D+PRga8Jn6i45mWqJj+KrVFoKIYQQIjNVNJoqDXVmaW5uJi8vD4/HQ25u7sm+neNmr7udO/6xiQ/rm2JBZHXcfMi5T29IeL6yTTv+eWa9hoXThuMsstDmD2Ex6bFndx/kCSGEEOL4OVNimdPZif7vsOv26PgYr66hDYNWg4ooWXot3/nDewmvNes1sRmSWQYtWQYNr249EFs+01V8nFnmsHPX1GFM+e91ae9Nef6kEjuPzBh9xJ03qTZiH+k19rrbE6ovldfKgbsQQghx5I40npHKyDPEgWYfd/zj36yrbWT+ZEdCghE6qiDLHLbY8hr4clP23VOH8eNLzyIYjhKJRumXa8Ss1zC0r3zZEUIIIYQ41XTdHh1/AH3nP7+sgixz2FgwZVjS6+OXFz77gwtoD0QSqiS7it+mva62gZr6pqS4UxE/Q/LtnQ0seHYTS8qd3R58p9uIfaTXSFd9qbwmVRWpHMYLIYQQX03m1XbitLDX3U7doVbGFFlZPmsc3xzeJ2kDYmVVHQunjcDlsCX83llkoXeuke9Vvk8kGkWjVpFt1NJXToiFEEIIIU5JXbdHV5QWJx1UQ0eb9b8/7ziwTqXMYefNjw8RjkRSPq7ouk37gRe3s/iqkUnXVWZIVlbVxX6nbLM+2s8U70ivkWfWM6R3NucUWRnSOzuWbNzrbmf+yhou+eVbXLPsHS75xVvcurKGve72bq8phBBCiGRSGXmK6+6U9kCzj92NbWg1ar4xrA8qFXj9ye0z3kCYl7fuY+qofknDyG9bWcO5RVY0ahWD8s30zjWeyI8ohBBCCCGOoa7bo52FlrSVjQ+8uJ1V81wsXrM1afnMoitHoFGBXqumrMSeMhkYX+mo8AbC7DzYcVA+u3Mzd+9cA29sP5hyhqSyzVqJez3tAcwGLWqVCq1ahS1Lf9w2Yn/dikshhBBCJJNk5Cmsu7k4nx/2cuc/NyW0wLgcNhZMGZryer9/axdPlDt56p3PEq5ZVmLn/qtGYjXrJNgSQgghhDjFdd0eHd9G3ZU3EKausS3l9uxINIJZr+OeVZuZNXEQkWj327IVWrUqIQHqcthwFllTzpzMNelSxr3K9X/5r4+59ZKSjJ/5q27EPpKKS4mPhRBCiKMjychTVKZT2kWrt7Bo+gju+OcmaurdzJ/swFlowR+KYNRpaPOHUs7p8QbCrFi/m3umD6e+0Ys/FKHYnkVBnlGCLCGEEEKI00TX7dFd26i7MmgSH1epVPTPM/7/9u48Lqq63wP4Z2AW1hmWkWUUFAUFFxBDzQA15SpWmkuaRolCeSup1DTtueGSltvj1UexzBK0e7XuY6U92tPiBoqZO6lpJEZiKiIouzAwc+4fNCdGBkSSGQY+79drXi8558yZ7/zmzPh9fc9vgbNChjf+yEe///UW4iL8xIKlRmWPC9eLTPZ0NNVb8nBWAeL+6CVZ28AANRwVUsze/mOdvNdQ+IwL98PJy7cR7u9eZ6i54RxNXRG7uXpcEhERtWUsRlqphu7SdvNWIudWOU7nFIqTkde+8zwksB3eHt0Tb+08V+fu9TP9O+LXm2X4z/85iYEBag49ISIiImplVA5yLBsXLK4effpKYb2FvKggD3goFTidc9son4wMUGNAFzVOXr4NwHhRG6BmUZxdCREI9XVpdG/JuxlWsy6tqK437z2cVYC3Hu+Oc9eKEB/hJ26r/XpvP9mzyfns3b1I79bUHpdERERtGYuRVqr2XVoHuS2mDeyMCH81qnUCnO2lKKvU1TsZ+f6fb8IG5xEXXnP32kkhRWlltTg/5LpJoWLyx0IkERERUetTe/XossoqPNWnA+Z/eU7sLQnUFAMXjeqBeZ+frbu4zcV8JH55DnERfibnmyzX6nDlVjnmRgdCaiNBcUU1VPYyVOn0uF5UgaRn+uBUzm0kp2eLPSdV9jJsig2DrUSCju4OqNYLyC2uQLVeaPC9ZOeX4Vj2LQS3d0HfTm51hpMX39ECcGxSO93di7S2v9LjkoiIqC1jMdJKGe7SOshtkfRMKFLSs7Fm70Vx/9bn+zc4Gfnen29iUv+OiN9yAp+9OADxW04AqLnL7d/OiT0iiYiIiFo5lYPxwoeG4mRJRRWc7WRQO8mRV1KJQ1mmeyUeupiPKY90qvf8OkHAim9+xguRnaETBKzff7HOXOZrJ4Xi1U9OI9TXBam/3ERyejbWTgrFW1/+OYJnU2xYg+9DIbURjw31dRXzWoMxvds3+PyG3N2L1IA37omIiJqOxUgrZbhLG+zjguT0bKTfdbf6yK8FCPVxafAcldV6RPqrkf5HghkZoMaKccHwdrFvrrCJiIiIqIWqXVgrrayC1EaCW2XaJp3LMC9kelYB5kYHYdk3F+r0rjT8/dbjQfBQ2uHVT06bHNnT0DDy2vNPmpp38kH0Xqzdi7R2oZaFSCIioqZhMdJKFJVrkV+qRXFFFZT2Mqgd5Vg+Lhi/FZQhOT0bCUP80cfXFVIbCdwc5dDp9VBIbRs8p4u9DG8/2QOXC8rx7YxIeCm5UA0RERFRW1V7xeqEIf7QqOzQ0b3h4c3tXe0R4e9udGM8wt8d80f2wDMf/gAAECCYLCQCNQXEmVFd8eL/nkRchB+G9/CsM7Ln02M5+Ci2L2yQadRLM9JfjbeeCEJuUSUShvgjOT3baGXwB9l78e5epERERNR0LEZagdqJoUFkgBoLR/WAQmpjcpGacH93zIsOMrlqNlCTvGlc7GADCUJ9XZhcEREREbVhReVaMd90kNtiWHdPSCRAtU5AZIDa5AIy4f7uOHOlEG9EByKuVIuKKp04T+Oyry9gYj9fJO3PQkWVzsQr/ulmaSWWjQtGyuFsdPdWGu1zkNti2bhgrN33C0J8XTAlvBMqq/VQ2cvgbCdFzEdHkV+qFYd8+7jaY+fLj7D3IhERUQvGYmQLVzsxrO3QxXzM//Ic3h7VE6v2/GJy2MvqvZl4fXggBPxsdLc63N8d04f4Q2Zjg/ZuDmZ5H0RERETUchWUaRHi44Kp4X5wkNmirLIahy8V4NNjOVg2LhgQhDrzPRpWxQ71dUGor2udHo0x/Tsi3N8dctuGR+u0c1Jg9d5fTA6zrj1se//PN432hfu7iwXPw1kFkABYNaE3unnZ/bXGICIiombFYmQLl1+qNXknGqgpOGp1+nqHvez/+SYmP9wJvX1dMXdEIK7cugOF1AZ5xRVor7JjIZKIiIiIAAACgNM5t40KipH+anwU2xevbDuF9TF9MKWk0miV6lc/OY1yrc5kEdFgargfUn/JqzOUW3yNADUc5LZiPnv3/JANLch49+umZxWgtKIankqThxMREVELwWJkC1dcUdXg/pKK6gb3l1fpkLQ/C5H+ajjZSSGVSBAZ0A4dWIgkIiIiItSMxFlYa/Vqg0NZ+RAgYH1MH1wtvIOX/vdUveeoPVejgcpehsnJxwAAayeFQgKJ0ZyPhjkdbxTfEbcZVtMGaoqNps7b0OuW3CN3JiIiIstjMbIFqr1YjYPCFptiw2BrI4GtjQTtnBSQ2drgdrkWjgopbCQNn0shtQEAqBxkkP7xfM6dQ0RERNQ2mVoUsaBMazQE20Fui7gIP4T6uKCyWg9biQQdXO0bPK8h5zSIDFDD1UGO5Ni+cLKTQqfXY+Go7iip1EGvF6Cy/3NOx3Ltn3NKlmt14qraceF+aOesuK/XdbaTNbYpiIiIyEJYjGxhai9W4yC3RdIzodh8ONvkHD2Tk49h0cgeDU4qfvpKISL93eGskKK9K3tDEhEREbVVphZFHBigxoJRPeAgt0W5Vge1kxybYvvi79/+bDQ8eunYXoj0Vxv1bDSI+CPnNIj0V+PNEYG4cqsc5VU6lFfpkFt0B94qe2w9ehlvP9kTGpc/i5tqJzkGBqhx8I+4yrU68bVXPhVcb64b6a/G2atFRu9F7cSb7kRERC0di5EtyI3iCvyWX4ZJ/XwxNdwPEghITs+usxq2YQhNXIQfFuz6CSlT+gKAUZJmKFh+evQylozpxUIkERERURtW36KIBy/mY+G/fkJchB+S07ORMqUvln3zc50h24t3n0fylL6ApG7OOWd4IHR6Pfr4usDD2Q62EmDld5lGC86E+7sj4VF/9OqgwrzPz2DdpFCoHORiT81XhwbgpcFdcPhSAZLTs1Gu1WFggBrhXdzh4+YAvSAYxRTu746XH/XHsd9qthmGfHMEEBERUcvHYmQLca3wDuZ+9qNR4XHny+F1CpEGhgm7y7U6TN18HP9KCEeVTsDN0kq4OsggCICdzAZvj+5ldOeZiIiIiNqehhZFPHQxHy8P7oJQHxeUVFSbXByxXKtD3Obj2JUQgdvlWtwsrYTSTgZnOyniNh/H358KgV4AbCTAkn9fqHMOw99zowOxes9FFJRpUabV1SmQRgaoseuVCEgAuDvKkV+qRdzm4+Kw7doL6MRvOY7PXhyAJ3ppxCHfRERE1PKxGNkCiHeq/0jSHOS2mDawM7S6xk3YXa7V4WaJFlV6PSZvOoYIf3e8O6YXfN0dmz12IiIiImr57rUooszWBl5KWYOLI5Zrdci8UYKtRy9jargfXvj4BB7ydcGzD3eEykGGv3+XibnRgSaLmQCMtuv0gsmemof+6Kn59/EhUDnI8Wt+mdGw7btpq/XorlE1+N6IiIioZWExsgWofafaME/kth8uIyrIs8Hn1Z6w28nOFhBsse35/ujo7sBh2UREREQkUjawsIuD3BYOclvkFlfCsxELxtSeMihpfxbeGBEICSQ4nFWA8kpdg883LFaj0wsN9tS8lFcKnV5oMG6AC9YQERFZIxYjWwCdIGBTbBgqq/XwcXXAP/ZmYmL/jrCR1MyHY+rucniticIj/d1RVqmDt9IOvm4OHKJCREREREbuXiTGwEFui02xYXj33xeQnlWAhCH+9eafkbXyT8OUQQCQV1wJpX1NUVBqK2kwDqmNBAMD1CjXVouvX3vlbjuZLU7l3EZJZTXmfX4GK8eHmIwb4II1RERE1srm3odQcygq1+LXm6W4dLMUi3f9hPgtJ/Dy1lPIK6lAoEaFlMPZ2HPhBhIerUkIazMsTpOcno3IADXeHt0Tfm4O6Kh2ZCGSiIiIiOpQOcixbFwwBgaojbYnPtEd7x3IQvofxcfk9GxMDfczmX8mjuyB5PRscVtltR4Oclu0c1bAUSHFezF9YCezReRdr2EQ6a/GrzdLsWR0T6js5XCQ22LtpFCczrkt5sJxm4/jdM5t+Lk74sTl2yirrDYZNxesISIisl4SQRAESwdhacXFxVCpVCgqKoJSqWz217tWeAdzPz+DEB8XnM65bXTn+b2YPlBIbRC/5QQc5LZY/0wfXC+6A0+lHbQ6Pdo5KeAgt8WdqpohLm6Ocrg5cMJuIiKitszcuQw9eOb6DA2rV5dUVMHZToYqnR7R/zhkdEzt3oqOCinKKqtx+koherVX4T//56R4XPKUvrCX2WB9rWKmg9wWKVP6IulAVp2Fad4e1QM6CHhvfxbmjgjC/p/zsPvMtXp7YYb4uiIq0AO9fV3rxM0Fa4iIiFqexuYzHKZtZuJiNRfzMeWRTvj0WA42xYbBQ6lAaYUOLg4y2NpIoHaqWT1w+rZTiIvwg6fSDoIAFN2pgqNCiuc2HUNYR1esmxTKRIyIiIiIGkV1103s47/dqnNMuVaH5PRs/Oegznislzcc5LaI8FdDZS/DjKgAbDz4K0J9XeAgt8H6/X8WIg3Pnbr5OBaO7I43RwThetEdAMDpK4V4fF06+vi6YPbwQJRXVqOPrwve/OKsyTgPZRVgSrifOCfk3XETERGR9WIx0sxqL1YjANj6/MN4e/dPRneEI/zdsfX5hxHz0Q/IL9XWWT3wsxcHIKyjK4emEBEREdFf4mJfdwEYw+gcO5kNFv7LOE+N9FcjZUpfuDnJUXKnCodM9Gos1+qQc/sOdv14rc7+9KwCSJCJ+SO7i4vZNIRzQhIREbU+nDPSzIorqsR/d3R3qFOIBGqStMW7f8LyccF1nh8ZoEY7ZwXWTQqFt4t9s8dLRERERK2Xh7OizhyPcRF+uF50B0kHsurkqYey8pG0PwtfnbmO3OLKes8b6uNislBpOEdjVsru4GrPG+9EREStEIuRZlY76dJW603OkQPUFCS9lHZG2yID1FgxLhgd3blQDRERERH9dSoHOZbftUBMqI8LPJV29eaph7LyMSTQAz5u9d8Yr6zWN/i65VqduMK3KQMD1HVyYSIiImodOEzbzJzspIgMUOPQxXwU36lu8NjSymrseiUcecWV8HVzgIezgkVIIiIiInqgNC72WDcpVFwgpkov4GZJ/b0eAeD323dw/noxwv3dTRYtVSaGf9+937DC97zPz+BgrcVu6lsp27CITXFFFZT2MqgdOY8kERGRNWIx0gwMidPtci2qdALmDO8Gma0ETna2DT7PSSHFmatFGNy1HYdkExEREVGzqb1AzKW8UhTfqWrweIXUBsnp2Vg7KRQAjAqSAwPU8HW1R4S/u9HiNrX3G+aCvLsQWt9K2dcL7yD1l5vwcFagslqP2+VVOJZ9i3kyERGRFWIxspldK7wjrp5tEO7vjjnDA+Egk9abpEX4u0NpJ8VjPb14x5eIiIiIzEbtJMex327V2+sx0t8dp68Uolyrw6ufnEZchB/iwv1QWa1HZ7UjvFV2Nb0exwbjzR1njfJgU70e77VSdlG5FpdvlWP3mWtG8YT7u8NP7QgHuS3zZSIiIiti0TkjDx48iJEjR0Kj0UAikWDnzp1G+wVBwPz58+Ht7Q17e3tERUXh4sWLRsfcunULMTExUCqVcHFxQXx8PEpLS834LupXVK6tU4gEau4cr/z2Z3x7/joSn+iBCH93o/0R/u54Z0wv+HBuSCIiIqJm19pz0vulcpBjcNd2eGVIAMLvylMjA9RIGBKA5PRsADVzPybtz0L8lhP49FiOWIgEgA5uDkiaFIp9swZh58uPYN+sQU1ahLGwvArr9l+sUxg9nFWAdfsvorC84V6cRERE1LJYtGdkWVkZQkJCEBcXh7Fjx9bZv2LFCqxduxZbtmyBn58fEhMTMXz4cJw/fx52djUTWsfExOD69evYs2cPqqqqMHXqVEybNg3btm0z99upI79UW6cQaXA4qwBx4X6I+egHLB8XjL891h3FFVVQ2cvg5iiHJyfsJiIiIjKL1p6TNoW3iz0c5LZ4d3QvlGmrUa7VQWUvg4ezAuVaHcI6ujZqnsd79XpsjDJtdb2L6RzOKkCZtuF52ImIiKhlkQiCIFg6CACQSCTYsWMHRo8eDaDmDrRGo8Hrr7+O2bNnAwCKiorg6emJzZs3Y+LEibhw4QK6d++O48ePIywsDADwzTff4LHHHsPvv/8OjUbTqNcuLi6GSqVCUVERlErlA3tPp3NuY8x739e7/72YPnh56ykAwDevRRrdSSYiIiJqrObKZdoiS+Wk1vYZGuZEb2iexwfl+G+3MH7DkXr3f/biAIR1cmuW1yYiIqLGa2w+Y9Fh2g3Jzs5Gbm4uoqKixG0qlQr9+/fHkSM1yciRI0fg4uIiJn0AEBUVBRsbGxw9erTec1dWVqK4uNjo0RyUdg2vIqiQ1jT/wAA1C5FERERELVBz5aTmykebi8pBji4eTujt64ouHk7Nmse6NGJlbiIiIrIeLbYYmZubCwDw9PQ02u7p6Snuy83NhYeHh9F+qVQKNzc38RhTli5dCpVKJT58fHwecPQ11E5yDAxQm9wX/sfE3/UNaSEiIiIiy2uunNRc+Whr4OGsQGQ9OXVkgBoezgozR0RERER/RYstRjanN998E0VFReLjypUrzfI6Kgc5lo0LrlOQjAxQY/GTPTE2tH2TJvEmIiIiIutmrny0NVA5yLHcRE49MECNFbypT0REZHUsuoBNQ7y8vAAAN27cgLe3t7j9xo0b6N27t3hMXl6e0fOqq6tx69Yt8fmmKBQKKBTmuYOqcbHHukmhZptTh4iIiIgenObKSc2Zj7YGzKmJiIhajxbbM9LPzw9eXl7Yt2+fuK24uBhHjx7FgAEDAAADBgxAYWEhTp48KR6zf/9+6PV69O/f3+wx18ecc+oQERER0YPTmnJSa8ecmoiIqHWwaM/I0tJSZGVliX9nZ2cjIyMDbm5u8PX1xYwZM7BkyRIEBATAz88PiYmJ0Gg04uqGQUFBiI6OxgsvvIANGzagqqoKCQkJmDhxYqNX0iYiIiKito05KREREZH5WLQYeeLECTz66KPi37NmzQIAxMbGYvPmzXjjjTdQVlaGadOmobCwEBEREfjmm29gZ2cnPmfr1q1ISEjA0KFDYWNjg3HjxmHt2rVmfy9EREREZJ2YkxIRERGZj0QQBMHSQVhacXExVCoVioqKoFQqLR0OERER0X1hLmP9+BkSERGRtWtsPtNi54wkIiIiIiIiIiKi1oXFSCIiIiIiIiIiIjILFiOJiIiIiIiIiIjILFiMJCIiIiIiIiIiIrNgMZKIiIiIiIiIiIjMgsVIIiIiIiIiIiIiMgsWI4mIiIiIiIiIiMgsWIwkIiIiIiIiIiIis2AxkoiIiIiIiIiIiMxCaukAWgJBEAAAxcXFFo6EiIiI6P4ZchhDTkPWh/koERERWbvG5qQsRgIoKSkBAPj4+Fg4EiIiIqKmKykpgUqlsnQY1ATMR4mIiKi1uFdOKhF4Cx16vR7Xrl2Ds7MzJBLJAz9/cXExfHx8cOXKFSiVygd+fmvFdqkf28Y0tkv92DamsV3qx7YxzVrbRRAElJSUQKPRwMaGs/BYoweRj1rr9Uv87KwZPzvrxs/PevGza5kam5OyZyQAGxsbdOjQodlfR6lU8ktiAtulfmwb09gu9WPbmMZ2qR/bxjRrbBf2iLRuDzIftcbrl2rws7Ne/OysGz8/68XPruVpTE7KW+dERERERERERERkFixGEhERERERERERkVmwGGkGCoUCCxYsgEKhsHQoLQrbpX5sG9PYLvVj25jGdqkf28Y0tgtZM16/1oufnfXiZ2fd+PlZL3521o0L2BAREREREREREZFZsGckERERERERERERmQWLkURERERERERERGQWLEYSERERERERERGRWbAYSURERERERERERGbBYmQTHTx4ECNHjoRGo4FEIsHOnTuN9guCgPnz58Pb2xv29vaIiorCxYsXjY65desWYmJioFQq4eLigvj4eJSWlprxXTSPe7XNF198gWHDhsHd3R0SiQQZGRl1zlFRUYHp06fD3d0dTk5OGDduHG7cuGGeN9BMGmqXqqoqzJ07F7169YKjoyM0Gg0mT56Ma9euGZ2jrV4zCxcuRGBgIBwdHeHq6oqoqCgcPXrU6JjW2Db3apfaXnzxRUgkEqxZs8Zoe2tsF+DebTNlyhRIJBKjR3R0tNExrbFtGnPNXLhwAaNGjYJKpYKjoyP69u2LnJwccX9r/P0F7t02d18vhsfKlSvFY1rjNUOty/r169GpUyfY2dmhf//+OHbsmKVDontYunQp+vbtC2dnZ3h4eGD06NHIzMy0dFjUBMuWLYNEIsGMGTMsHQo1wtWrV/Hss8/C3d0d9vb26NWrF06cOGHpsOgedDodEhMT4efnB3t7e3Tp0gWLFy8G12W2PixGNlFZWRlCQkKwfv16k/tXrFiBtWvXYsOGDTh69CgcHR0xfPhwVFRUiMfExMTgp59+wp49e7B7924cPHgQ06ZNM9dbaDb3apuysjJERERg+fLl9Z5j5syZ2LVrF7Zv3460tDRcu3YNY8eOba6QzaKhdikvL8epU6eQmJiIU6dO4YsvvkBmZiZGjRpldFxbvWa6du2KpKQknD17Funp6ejUqROGDRuGmzdvise0xra5V7sY7NixAz/88AM0Gk2dfa2xXYDGtU10dDSuX78uPj755BOj/a2xbe7VLpcuXUJERAQCAwORmpqKM2fOIDExEXZ2duIxrfH3F7h329S+Vq5fv47k5GRIJBKMGzdOPKY1XjPUevzf//0fZs2ahQULFuDUqVMICQnB8OHDkZeXZ+nQqAFpaWmYPn06fvjhB+zZswdVVVUYNmwYysrKLB0a3Yfjx4/jgw8+QHBwsKVDoUa4ffs2wsPDIZPJ8PXXX+P8+fNYtWoVXF1dLR0a3cPy5cvx/vvvIykpCRcuXMDy5cuxYsUKrFu3ztKh0f0S6C8DIOzYsUP8W6/XC15eXsLKlSvFbYWFhYJCoRA++eQTQRAE4fz58wIA4fjx4+IxX3/9tSCRSISrV6+aLfbmdnfb1JadnS0AEE6fPm20vbCwUJDJZML27dvFbRcuXBAACEeOHGnGaM2noXYxOHbsmABAuHz5siAIvGZqKyoqEgAIe/fuFQShbbRNfe3y+++/C+3btxfOnTsndOzYUVi9erW4ry20iyCYbpvY2FjhySefrPc5baFtTLXL008/LTz77LP1Pqct/P4KQuN+Z5588klhyJAh4t9t4Zoh69avXz9h+vTp4t86nU7QaDTC0qVLLRgV3a+8vDwBgJCWlmbpUKiRSkpKhICAAGHPnj3CoEGDhNdee83SIdE9zJ07V4iIiLB0GNQEjz/+uBAXF2e0bezYsUJMTIyFIqKmYs/IZpCdnY3c3FxERUWJ21QqFfr3748jR44AAI4cOQIXFxeEhYWJx0RFRcHGxqbO8NO25uTJk6iqqjJqv8DAQPj6+ort1xYUFRVBIpHAxcUFAK8ZA61Wi40bN0KlUiEkJARA220bvV6P5557DnPmzEGPHj3q7G+r7WKQmpoKDw8PdOvWDS+99BIKCgrEfW2xbfR6Pb766it07doVw4cPh4eHB/r37280XJm/vzVu3LiBr776CvHx8eK2tnjNkPXQarU4efKk0XfXxsYGUVFRbeq72xoUFRUBANzc3CwcCTXW9OnT8fjjjxt9/6hl+9e//oWwsDCMHz8eHh4eCA0NxYcffmjpsKgRHnnkEezbtw+//PILAODHH39Eeno6RowYYeHI6H6xGNkMcnNzAQCenp5G2z09PcV9ubm58PDwMNovlUrh5uYmHtNW5ebmQi6Xi0U4g9rt19pVVFRg7ty5mDRpEpRKJQBeM7t374aTkxPs7OywevVq7NmzB2q1GkDbbZvly5dDKpXi1VdfNbm/rbYLUDNE++OPP8a+ffuwfPlypKWlYcSIEdDpdADaZtvk5eWhtLQUy5YtQ3R0NL777juMGTMGY8eORVpaGgD+/hps2bIFzs7ORsPT2+I1Q9YjPz8fOp2uwdyTWj69Xo8ZM2YgPDwcPXv2tHQ41AiffvopTp06haVLl1o6FLoPv/76K95//30EBATg22+/xUsvvYRXX30VW7ZssXRodA/z5s3DxIkTERgYCJlMhtDQUMyYMQMxMTGWDo3uk9TSARCRsaqqKkyYMAGCIOD999+3dDgtxqOPPoqMjAzk5+fjww8/xIQJE3D06NE6xYG24uTJk/jHP/6BU6dOQSKRWDqcFmfixIniv3v16oXg4GB06dIFqampGDp0qAUjsxy9Xg8AePLJJzFz5kwAQO/evfH9999jw4YNGDRokCXDa1GSk5MRExNjNJcmEVFzmz59Os6dO4f09HRLh0KNcOXKFbz22mvYs2cP/7+wMnq9HmFhYXj33XcBAKGhoTh37hw2bNiA2NhYC0dHDfnnP/+JrVu3Ytu2bejRowcyMjIwY8YMaDQafnZWhj0jm4GXlxcA1Fl99MaNG+I+Ly+vOhOKV1dX49atW+IxbZWXlxe0Wi0KCwuNttduv9bKUIi8fPky9uzZI/aKBHjNODo6wt/fHw8//DA2bdoEqVSKTZs2AWibbXPo0CHk5eXB19cXUqkUUqkUly9fxuuvv45OnToBaJvtUp/OnTtDrVYjKysLQNtsG7VaDalUiu7duxttDwoKElfTbsu/vwaHDh1CZmYmnn/+eaPtbfGaIeuhVqtha2vbYO5JLVtCQgJ2796NAwcOoEOHDpYOhxrh5MmTyMvLQ58+fcRcLC0tDWvXroVUKhVHY1DL4+3t3WA+RC3XnDlzxN6RvXr1wnPPPYeZM2eyd7IVYjGyGfj5+cHLywv79u0TtxUXF+Po0aMYMGAAAGDAgAEoLCzEyZMnxWP2798PvV6P/v37mz3mluShhx6CTCYzar/MzEzk5OSI7dcaGQqRFy9exN69e+Hu7m60n9eMMb1ej8rKSgBts22ee+45nDlzBhkZGeJDo9Fgzpw5+PbbbwG0zXapz++//46CggJ4e3sDaJttI5fL0bdvX2RmZhpt/+WXX9CxY0cAbff3t7ZNmzbhoYceEuekNWiL1wxZD7lcjoceesjou6vX67Fv37428921VoIgICEhATt27MD+/fvh5+dn6ZCokYYOHYqzZ88a5WJhYWGIiYlBRkYGbG1tLR0i1SM8PLzBfIharvLyctjYGJexbG1txRFAZD04TLuJSktLxR42QM2iNRkZGXBzc4Ovry9mzJiBJUuWICAgAH5+fkhMTIRGo8Ho0aMB1Nx5iY6OxgsvvIANGzagqqoKCQkJmDhxIjQajYXe1YNxr7a5desWcnJycO3aNQAQ/yPw8vKCl5cXVCoV4uPjMWvWLLi5uUGpVOKVV17BgAED8PDDD1vkPT0IDbWLt7c3nnrqKZw6dQq7d++GTqcT53hyc3ODXC5vs9eMu7s73nnnHYwaNQre3t7Iz8/H+vXrcfXqVYwfPx5A6/0+3eu7dHfBWiaTwcvLC926dQPQetsFaLht3NzcsGjRIowbNw5eXl64dOkS3njjDfj7+2P48OEAWm/b3OuamTNnDp5++mkMHDgQjz76KL755hvs2rULqampANBqf3+Be7cNUHPjcPv27Vi1alWd57fWa4Zaj1mzZiE2NhZhYWHo168f1qxZg7KyMkydOtXSoVEDpk+fjm3btuHLL7+Es7OzmP+pVCrY29tbODpqiLOzc525PR0dHeHu7s45P1u4mTNn4pFHHsG7776LCRMm4NixY9i4cSM2btxo6dDoHkaOHIl33nkHvr6+6NGjB06fPo3//u//RlxcnKVDo/tl6eW8rdWBAwcEAHUesbGxgiAIgl6vFxITEwVPT09BoVAIQ4cOFTIzM43OUVBQIEyaNElwcnISlEqlMHXqVKGkpMQC7+bBulfbpKSkmNy/YMEC8Rx37twRXn75ZcHV1VVwcHAQxowZI1y/ft0yb+gBaahdsrOzTe4DIBw4cEA8R1u8Zu7cuSOMGTNG0Gg0glwuF7y9vYVRo0YJx44dMzpHa2ybe32X7taxY0dh9erVRttaY7sIQsNtU15eLgwbNkxo166dIJPJhI4dOwovvPCCkJuba3SO1tg2jblmNm3aJPj7+wt2dnZCSEiIsHPnTqNztMbfX0FoXNt88MEHgr29vVBYWGjyHK3xmqHWZd26dYKvr68gl8uFfv36CT/88IOlQ6J7qC//S0lJsXRo1ASDBg0SXnvtNUuHQY2wa9cuoWfPnoJCoRACAwOFjRs3WjokaoTi4mLhtddeE3x9fQU7Ozuhc+fOwn/9138JlZWVlg6N7pNEEAThgVU2iYiIiIiIiIiIiOrBOSOJiIiIiIiIiIjILFiMJCIiIiIiIiIiIrNgMZKIiIiIiIiIiIjMgsVIIiIiIiIiIiIiMgsWI4mIiIiIiIiIiMgsWIwkIiIiIiIiIiIis2AxkoiIiIiIiIiIiMyCxUgiIiIiIiIiIqJW7uDBgxg5ciQ0Gg0kEgl27tx5X89fuHAhJBJJnYejo+N9nYfFSCIiIiIiIiIr16lTJ6xZs8bSYRBRC1ZWVoaQkBCsX7++Sc+fPXs2rl+/bvTo3r07xo8ff1/nYTGSiKgJpkyZgtGjR1s6DCIiIiJqBUaOHIno6GiT+w4dOgSJRIIzZ86YOSoiam1GjBiBJUuWYMyYMSb3V1ZWYvbs2Wjfvj0cHR3Rv39/pKamivudnJzg5eUlPm7cuIHz588jPj7+vuJgMZKIiIiIiIjIguLj47Fnzx78/vvvdfalpKQgLCwMwcHBFoiMiNqShIQEHDlyBJ9++inOnDmD8ePHIzo6GhcvXjR5/EcffYSuXbsiMjLyvl6HxUgiogcsLS0N/fr1g0KhgLe3N+bNm4fq6moAwO7du+Hi4gKdTgcAyMjIgEQiwbx588TnP//883j22WctEjsRERERmd8TTzyBdu3aYfPmzUbbS0tLsX37dsTHx+Pzzz9Hjx49oFAo0KlTJ6xatare8/3222+QSCTIyMgQtxUWFkIikYi9nFJTUyGRSPDtt98iNDQU9vb2GDJkCPLy8vD1118jKCgISqUSzzzzDMrLy8Xz6PV6LF26FH5+frC3t0dISAg+++yzB9kcRGQBOTk5SElJwfbt2xEZGYkuXbpg9uzZiIiIQEpKSp3jKyoqsHXr1vvuFQmwGElE9EBdvXoVjz32GPr27Ysff/wR77//PjZt2oQlS5YAACIjI1FSUoLTp08DqClcqtVqo67vaWlpGDx4sAWiJyIiIiJLkEqlmDx5MjZv3gxBEMTt27dvh06nQ1BQECZMmICJEyfi7NmzWLhwIRITE+sUL5ti4cKFSEpKwvfff48rV65gwoQJWLNmDbZt24avvvoK3333HdatWycev3TpUnz88cfYsGEDfvrpJ8ycORPPPvss0tLS/nIsRGQ5Z8+ehU6nQ9euXeHk5CQ+0tLScOnSpTrH79ixAyUlJYiNjb3v15I+iICJiKjGe++9Bx8fHyQlJUEikSAwMBDXrl3D3LlzMX/+fKhUKvTu3RupqakICwtDamoqZs6ciUWLFqG0tBRFRUXIysrCoEGDLP1WiIiIiMiM4uLisHLlSqMb0ykpKRg3bhw2btyIoUOHIjExEQDQtWtXnD9/HitXrsSUKVP+0usuWbIE4eHhAGqGi7/55pu4dOkSOnfuDAB46qmncODAAcydOxeVlZV49913sXfvXgwYMAAA0LlzZ6Snp+ODDz5gDktkxUpLS2Fra4uTJ0/C1tbWaJ+Tk1Od4z/66CM88cQT8PT0vO/XYs9IIqIH6MKFCxgwYAAkEom4LTw8HKWlpeIcQIMGDUJqaioEQcChQ4cwduxYBAUFIT09HWlpadBoNAgICLDUWyAiIiIiCwgMDMQjjzyC5ORkAEBWVhYOHTqE+Ph4XLhwQSwYGoSHh+PixYvi9D9NVXsuSk9PTzg4OIiFSMO2vLw8Maby8nL8x3/8h1HPqY8//thkzykish6hoaHQ6XTIy8uDv7+/0cPLy8vo2OzsbBw4cKBJQ7QB9owkIjK7wYMHIzk5GT/++CNkMhkCAwMxePBgpKam4vbt27yjTERERNRGxcfH45VXXsH69euRkpKCLl26NCk3tLGp6XdUe8h3VVWVyWNlMpn4b4lEYvS3YZterwdQ03MKAL766iu0b9/e6DiFQnHfcRKReZWWliIrK0v8Ozs7GxkZGXBzc0PXrl0RExODyZMnY9WqVQgNDcXNmzexb98+BAcH4/HHHxefl5ycDG9vb4wYMaJJcbBnJBHRAxQUFIQjR44YJX6HDx+Gs7MzOnToAODPeSNXr14tJpeGYmRqairniyQiIiJqoyZMmAAbGxts27YNH3/8MeLi4iCRSBAUFITDhw8bHXv48GF07dq1znBKAGjXrh0A4Pr16+K22ovZNFX37t2hUCiQk5NTp+eUj4/PXz4/ETWvEydOIDQ0FKGhoQCAWbNmITQ0FPPnzwdQMzXE5MmT8frrr6Nbt24YPXo0jh8/Dl9fX/Ecer0emzdvxpQpU0z+/jQGe0YSETVRUVFRnaRu2rRpWLNmDV555RUkJCQgMzMTCxYswKxZs8Q71K6urggODsbWrVuRlJQEABg4cCAmTJiAqqoq9owkIiIiaqOcnJzw9NNP480330RxcbE4H+Trr7+Ovn37YvHixXj66adx5MgRJCUl4b333jN5Hnt7ezz88MNYtmwZ/Pz8kJeXh7feeusvx+fs7IzZs2dj5syZ0Ov1iIiIQFFREQ4fPgylUtmkhSyIyHwGDx5s1HHmbjKZDIsWLcKiRYvqPcbGxgZXrlz5S3GwGElE1ESpqaniHSWD+Ph4/Pvf/8acOXMQEhICNzc3xMfH10n+Bg0ahIyMDLEXpJubG7p3744bN26gW7du5noLRERERNTCxMfHY9OmTXjssceg0WgAAH369ME///lPzJ8/H4sXL4a3tzfefvvtBhevSU5ORnx8PB566CF069YNK1aswLBhw/5yfIsXL0a7du2wdOlS/Prrr3BxcUGfPn3wt7/97S+fm4jaBonQUEmUiIiIiIiIiIiI6AHhnJFERERERERERERkFixGEhERERERERERkVmwGElERERERERERERmwWIkERERERERERERmQWLkURERERERERERGQWLEYSERERERERERGRWbAYSURERERERERERGbBYiQRERERERERERGZBYuRREREREREREREZBYsRhIREREREREREZFZsBhJREREREREREREZvH/BJiZq28NXQ0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def draw_data_2d(data, x_index, y_index, subplot):\n", + " # Преобразуем numpy.ndarray в pandas.DataFrame\n", + " data = pd.DataFrame(data, columns=columns, index=index)\n", + " sns.scatterplot(x=data.columns[x_index], y=data.columns[y_index], data=data, ax=subplot)\n", + " subplot.set_title(f'{data.columns[x_index]} vs {data.columns[y_index]}')\n", + " subplot.set_xlabel(data.columns[x_index])\n", + " subplot.set_ylabel(data.columns[y_index])\n", + "\n", + "plt.figure(figsize=(16, 12))\n", + "\n", + "#high и low\n", + "draw_data_2d(df, 2, 3, subplot=plt.subplot(2, 2, 1))\n", + "\n", + "# high и adj close\n", + "draw_data_2d(df, 2, 5, subplot=plt.subplot(2, 2, 2))\n", + "\n", + "# low и adj close\n", + "draw_data_2d(df, 3, 5, subplot=plt.subplot(2, 2, 3))\n", + "\n", + "#Volume и adj close\n", + "draw_data_2d(df, 6, 5, subplot=plt.subplot(2, 2, 4))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "columns = df.columns\n", + "index = df.index" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Понижение размерности и визуализации" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "reduced_df = PCA(n_components=2).fit_transform(df)\n", + "\n", + "# Визуализация\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(reduced_df[:, 0], reduced_df[:, 1], alpha=0.6)\n", + "plt.title(\"Визуализация данных после понижения размерности до 2-х\")\n", + "plt.xlabel(\"Principal Component 1\")\n", + "plt.ylabel(\"Principal Component 2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выбор кол-ва кластеров на основе инерции (метод локтя) (неиерархического\n", + "алгоритма кластеризации) " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "inertias = []\n", + "clusters_range = range(1, 11)\n", + "for i in clusters_range:\n", + " kmeans = KMeans(n_clusters=i, random_state=42)\n", + " kmeans.fit(df)\n", + " inertias.append(kmeans.inertia_)\n", + "\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(clusters_range, inertias, marker='o')\n", + "plt.title('Метод локтя для оптимального k')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Инерция')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Вывод: \n", + "На основе инерции можно предположить, что оптимально взять 2-4 кластера" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выбор кол-ва кластеров на основе коэф-а силуэта (для неиерархического алгоритма кластеризации)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Коэффициент силуэта вычисляется с помощью среднего внутрикластерного расстояния (a) и среднего расстояния до ближайшего кластера (b) по каждому образцу. Силуэт вычисляется как (b - a) / max(a, b). b — это расстояние между a и ближайшим кластером, в который a не входит. \n", + "\n", + "Коэффициент силуэта принимает значения от -1 до 1. Чем ближе значение к 1, тем лучше качество кластеризации. Значение, близкое к 0, может указывать на то, что объекты находятся на границе между кластерами, а отрицательное значение — на неправильное назначение объектов кластерам." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import silhouette_score\n", + "silhouette_scores = []\n", + "for i in clusters_range[1:]: \n", + " kmeans = KMeans(n_clusters=i, random_state=42)\n", + " labels = kmeans.fit_predict(df) #reduced_df\n", + " score = silhouette_score(reduced_df, labels) #reduced_df\n", + " silhouette_scores.append(score)\n", + "\n", + "# Построение диаграммы значений силуэта\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(clusters_range[1:], silhouette_scores, marker='o')\n", + "plt.title('Коэффициенты силуэта для разных k')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Коэффициент силуэта')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Вывод:\n", + "Значение коэф-а силуэта наибольшее при 2 кластерах, т.е. выгодно взять 2 кластера. Дальше значение коэф-а силуэта будет постепенно снижаться." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Иерархическая кластеризация" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Иерархический агломеративный алгоритм: последовательное объединение исходных элементов и уменьшение числа кластеров (построение кластеров снизу вверх)." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.cluster import hierarchy\n", + "#linkage - иерархич. кластеризация\n", + "linkage_matrix = hierarchy.linkage(df, method='ward')\n", + "\n", + "plt.figure(figsize=(10, 7))\n", + "hierarchy.dendrogram(linkage_matrix, truncate_mode='lastp', p=16, leaf_rotation=90., leaf_font_size=12., show_contracted=True)\n", + "plt.title('Дендрограмма иерархической агломеративной кластеризации')\n", + "plt.xlabel('Индексы образцов')\n", + "plt.ylabel('Расстояние')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Визуализация кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1006 1194 1029 ... 1182 1713 1708]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "linkage_matrix = hierarchy.linkage(df, method='ward')\n", + "\n", + "result = hierarchy.fcluster(linkage_matrix, 60, criterion=\"distance\")\n", + "print(result)\n", + "\n", + "def draw_data_2d(data, x_index, y_index, clusters, subplot):\n", + " data = pd.DataFrame(data, columns=columns, index=index)\n", + " sns.scatterplot(x=data.columns[x_index], y=data.columns[y_index], hue=clusters, palette='viridis', data=data, ax=subplot)\n", + " subplot.set_title(f'{data.columns[x_index]} vs {data.columns[y_index]}')\n", + " subplot.set_xlabel(data.columns[x_index])\n", + " subplot.set_ylabel(data.columns[y_index])\n", + "\n", + "\n", + "plt.figure(figsize=(16, 12))\n", + "\n", + "#high и low\n", + "draw_data_2d(df, 2, 3,result, subplot=plt.subplot(2, 2, 1))\n", + "\n", + "# high и adj close\n", + "draw_data_2d(df, 2, 5, result,subplot=plt.subplot(2, 2, 2))\n", + "\n", + "# low и adj close\n", + "draw_data_2d(df, 3, 5, result,subplot=plt.subplot(2, 2, 3))\n", + "\n", + "#Volume и adj close\n", + "draw_data_2d(df, 6, 5, result,subplot=plt.subplot(2, 2, 4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Неиерархический алгоритм кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Применение K-Means для кластеризации\n", + "# можно изменить количество кластеров\n", + "kmeans = KMeans(n_clusters=2, random_state=42) \n", + "\n", + "# кластеры\n", + "clusters = kmeans.fit_predict(df) #reduced_df\n", + "# задание названий кластерам\n", + "clusters_names = [\"Кластер 1\" if cluster == 0 else \"Кластер 2\" for cluster in clusters]\n", + "\n", + "\n", + "def draw_data_2d(data, x_index, y_index, clusters):\n", + " plt.figure(figsize=(10, 8))\n", + " sns.scatterplot(x=data.columns[x_index], y=data.columns[y_index], hue=clusters, palette='viridis', data=data)\n", + " plt.title(f' KMeans {data.columns[x_index]} vs {data.columns[y_index]}')\n", + " plt.xlabel(data.columns[x_index])\n", + " plt.ylabel(data.columns[y_index])\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + "#high и low\n", + "draw_data_2d(df, 1, 2, clusters_names)\n", + "\n", + "# high и adj close\n", + "draw_data_2d(df, 1, 4,clusters_names)\n", + "\n", + "# low и adj close\n", + "draw_data_2d(df, 2,4, clusters_names)\n", + "\n", + "#Volume и adj close\n", + "draw_data_2d(df, 5, 4, clusters_names)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Неиерархическая кластеризация на PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def draw_data_with_centers_2d(data, x_index, y_index, clusters, centers):\n", + " plt.figure(figsize=(10, 8))\n", + " sns.scatterplot(x=data.columns[x_index], y=data.columns[y_index], hue=clusters, palette='viridis', data=data)\n", + " for i, center in enumerate(centers):\n", + " plt.scatter(center[x_index], center[y_index], marker='x', color='red', s=200, label=f'Центр кластера {i+1}')\n", + "\n", + " plt.title(f'KMeans {data.columns[x_index]} vs {data.columns[y_index]}')\n", + " plt.xlabel(data.columns[x_index])\n", + " plt.ylabel(data.columns[y_index])\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + "# Применение K-Means для кластеризации\n", + "# можно изменить количество кластеров\n", + "kmeans = KMeans(n_clusters=2, random_state=42) \n", + "\n", + "# кластеры\n", + "clusters = kmeans.fit_predict(reduced_df) #reduced_df\n", + "# задание названий кластерам\n", + "clusters_names = [\"Кластер 1\" if cluster == 0 else \"Кластер 2\" for cluster in clusters]\n", + "# координаты центров кластеров\n", + "centers = kmeans.cluster_centers_\n", + "\n", + "reduced_df = pd.DataFrame(reduced_df, columns=['PCA1', 'PCA2'])\n", + "\n", + "draw_data_with_centers_2d(reduced_df, 0, 1, clusters_names, centers)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Применение K-Means для кластеризации\n", + "# можно изменить количество кластеров\n", + "kmeans = KMeans(n_clusters=3, random_state=42) \n", + "\n", + "# кластеры\n", + "clusters = kmeans.fit_predict(reduced_df) #reduced_df\n", + "# задание названий кластерам\n", + "clusters_names = [\"Кластер 1\" if cluster == 0 else \"Кластер 2\" if cluster == 1 else \"Кластер 3\" for cluster in clusters]\n", + "# координаты центров кластеров\n", + "centers = kmeans.cluster_centers_\n", + "\n", + "reduced_df = pd.DataFrame(reduced_df, columns=['PCA1', 'PCA2'])\n", + "\n", + "draw_data_with_centers_2d(reduced_df, 0, 1, clusters_names, centers)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Q999/H7rbKT09PdRJZeEdW+vXr9fzzz+vbdu2af369frLX/6iWbNmlfHuFNzxtXbtWmVlZemdd97RV199Vea0ZantcxgAHLIinBQHgErbsGGDdblcoRYJ99xzj7XW2qeffjqspULx1ssH21LaWmvz8vLs+++/b5944gn7wAMP2HvuucdecMEFoXl8Pp/Ny8srMV9mZmZomr/85S+h4SqjRUVpLaAmTpxYbsuU4nJzc+33339vu3XrFpr2+eefr3C/bt++PayFS48ePeyePXvCplm3bl3Ydhbfjo8++sgaY8pt3VPopptuCo1v27ZtaHhZra2CwaBt3759aNx9990XGle0xUzR4aW9J0uWLAk7fmbOnFlimopaClob3qKmZcuWdv/+/aFxxVu2v/TSS6FxpbXg27NnT1jLyMq2GCt0zjnnhOY94YQTyl1XcXl5eWGxzp8/31pbfkvKk08+OTR8ypQpoeFVaVVXqLwWWTNmzKjSvDNnzrSzZ88OvX7sscfsoEGDrCTr9Xrtr7/+agcMGFBqjIsWLQoNd7lcduXKlaFxfr/fdu3aNTT+mmuuKRHLihUr7D/+8Q87c+ZMe++999p77rnHxsTEhOZ5+umnQ9MWP76uvvrq0Lhly5aFjXvllVestQWfz8JhCQkJNjc3N2z9wWDQ/vTTT5Xa58XPhYMHDw49T0tLK/POD2sLWpMXnffDDz8sdZlFz6+FvvrqKzt//nz717/+1d5zzz32L3/5S9g877//vrW2oMViWlpaaHjTpk3tpk2bwpa1detWu3PnzhLrqOhcHggEbGpqamiaW265JWz83XffHRrXqFEjGwgErLUlj7UhQ4bYYDBorS3Y90OGDAmN83q9dt++fWXulxkzZpR6vJe2z6y1Nj8/365Zs8aecMIJoWnvuuuuEtNt2rTJLlq0yM6aNSt0DHbp0iU0z4QJE0LTVmdL6fz8fNu5c+cS21NRK8OqfF+U5mBaSh/MvqqM119/PWwbCltoVnQ8Fvo954/K7pOy9nFNt5QuVPTuhLi4uNDzZs2a2e3bt5e77EIHc51SkR9++KHUz+Pxxx9f4rxTkaLzDxo0KHR8u1yu0HdrWap6vVho7dq1duHChfahhx4KHTtF75677bbbQtOeccYZoeGO44TOuYVyc3Ptzz//XGIdlTm/jxgxIjR+4MCBoXOntdb+73//C5u/6N17RT+rqampYef122+/PWy+t956K2yd+/bts//973/t7Nmz7f3332/vuecee/rpp4emb926ddj0pbVGL2wJf8opp9T6OQwA8BtaSgOoN5555plQTUJjjEaNGiWpoD5nVFSUcnJyJElz584Na8laXKtWrSq1vmeffVZXX311qfXpCuXm5mrr1q1q0qRJieGFPB5PpdZX1Oeffx7WWrA8l156aYk6hTExMbrooot01llnVTj/kiVL5Pf7Q6//8Ic/hNVVlH5raViaYDCoK664oswahsVVdd8YY3TFFVeEWhjOmTNHU6ZM0erVq0P1Bj0ej84///yw5c6bN08XXHBBmcv98MMPdcUVV1Qq5kL79+/X119/HXp99tlnh1p4StLYsWN1+eWXh15/8sknGj58eInlTJ8+XdOnTw8b1q9fP51zzjlViqdoK52YmJgqzVu8bnFl3ovevXuH7gz47LPPtHnzZqWnp1dpvZXxwAMPaNiwYZVq5V/o/PPP1x/+8Adt375d06dP14YNGyQVvEeNGzcuc76itdcDgUBYnfriPv7449DzNWvW6LzzzgsbVppffvmlzHFFj5UOHTqEjSts6Z6cnKzOnTvr22+/1e7du9WqVSv17t1b7dq1U9euXTV48OBKn9OKK2zlK0mPPPKIunbtWua0B3O8fPHFFxo7dmypNbmLKtxHK1asCLUIlqTJkyeXOL4aNWpU4XpLs2LFirBz+W233abbbrut1Gm3bdumlStX6rDDDisx7vzzzw/VUjXG6Lzzzgu1/svLy9Py5ct11FFHlZjvl19+0e23316pWO+8807deOONYcM8Ho9GjhwZds7Kzs7W5ZdfrqeffrpEi93i664JM2fOrPC9La6q3xcVee+990qtf11cTe2r4i0lK3sero7zR2W2u7gLLrig3O/F0hTdx3FxcWrfvr1Gjx6tyZMny+v1Vjj/ww8/rI8//lirVq3S3r17JRW09p0/f36JVrdl+b3XKaVJTU3VPffco/z8fK1fv16LFi3SL7/8ov/+97/q0aOH/vWvf5V610hFClu6SwV3lJx33nnlTl/Va6Jt27Zp3LhxYa3GS1P02ClaQ/nEE0/UMcccEzat1+tVs2bNKlx3aYp+h7777rvl9t/w8ccfl/q9ftppp4XuRpMKzrN//OMfQ68///xzHX/88ZKk+++/X9OmTQsdS6Up73PjcrkUCAT0xBNP6Lzzzgvtx8LhFanucxgANHR0dAig3ihauqNfv36hHyDx8fEaNmxYaNyzzz4b9uPlYBQmU8pLSBcqnqyRFHaxnJSUVOX1T5o0KexWyKpKSEhQZmZmpaYt3ilfVRNcs2fP1pdffimpcrEezL4ZP3684uPjJUn/93//p48++ijslvFhw4ZVOTlaWmeEFdmxY0fYD5GMjIyw8bGxsWE/lCsqoVFURkZGpTtpKrRx48bQ87S0tCrNW/wHXWXei8mTJ6tFixaSpA8++EAZGRkyxuipp56q0rpLU1gWQ5K2bNmi4447LnRcVUZ0dLQuvvhiSQolpCXpqquuKne+qhwHRROmw4cPrzChJJV+fihUtAM0n88XNq5o4uzvf/+7OnXqJKlg2xYtWqR7771X48aNU4sWLTRlypTKbkKZ/vSnP5XaGVWhqh4v2dnZOuWUUyqVtCzcR7/3XFSeqn7ei77XRRU/zxQ/B+zcubPU+a677rrQ/j2Yc3psbKwyMzPDEj433nij5s2bV26SVSr/GDxYmzdvDnUk6HK5dMQRR1Rqvqp+X1SXmtpXRc/BXq83LLFWnuo4f0TC3r179cUXX2jq1KkaM2ZMpeaJj48vUbqiW7duOvbYYyu93po4NyQlJem6667TjTfeqIceekjff/996B9zGzZsqHLyvjRPPvmkvvnmm3Knqeo10YUXXlhhQloKP3aK7r/qPK8WX3ZFfu959eWXX9a1115bbkJaUrnXUqeddlpomaeeeqqstYqKitKJJ55YUfiSIncOA4BDFS2lAdQLn376qf7v//4v9Pqjjz4qs5XQ5s2b9e9//zt04Vlc0Zp4ZdV9fOGFF0I/Xo0x+vvf/65TTz1VsbGx+ve//x2WBC9u27ZtYT8Gil9cV8ann34qqaBu9sUXX6wlS5aUOe1ZZ52ltm3bKjs7Wz/99JMWLFigjRs36g9/+IOio6MrrGGakpIS9nr16tWh2sxVidVxHD300EMVJifWr18fel7ZfRMfH6/x48dr5syZkgpaSy9fvjw0vrQfj8VrzlprdfPNN4d+rBTf7spITk6WMSaUmN60aVPY+H379oX9WCqrFVhhTemcnBw999xz+u677/TSSy/JGKN//vOflYolLy9P33//feh1mzZtqrQtRd8HqXLvRUpKit555x0deeSRB5XUL8+YMWMUExOjG264QVLB5+i4447Tm2++WenjcdKkSbrvvvtC/5Tq06dPhfMWPQ6ioqL05z//ucxpCxNOK1asCKtBee655+ruu+9WZmamjDFKT08v88d3UUVbxZXX6rFbt2769ttvtXz5cn3xxRf64Ycf9MUXX+g///mPgsGgHnjgAZ166qkaNGhQhessqmnTpoqPj9f333+v//u//9Oll14aqrlcXFWPl/fff1+//vpr6PW1116rP/zhD0pNTdX+/fsVGxtbYp7SzkXVpfiyx40bpy5dupQ5fdF/GBS1efPmsNfFzwFlJZUKz5NNmzbVH//4R5166qllrvu4447TPffco9zcXP38889auHChtm3bpnvuuUd+vz90J1DR+vddu3bVc889pw4dOsjtdmvkyJFhNferW9Hv4yuuuEI7d+6sVF35qn5fVKR169a67LLLQq/LqqdfU/uq6HmgVatWlWq9XF3nj6Lfb5Wt61/Yd4BUsl5wWQr3cSAQ0DvvvBO6M2DBggW67777Kpx/xYoVuvPOO8OGLVu2TH/961919dVXVzi/9PuvUyojNjZWxx9/fOjaYtmyZdq1a1el/9FQyOv16qijjtIHH3yg/fv36+yzz9bSpUtLPedV9Xpx3759YbWzBw8erNmzZysrK0sul0tHHnmkPvvssxLzpaSkhM5d1XleLb7s/v376/TTTy9z2n79+pU6vLLn1aKf47i4OL344os65phjFBUVpVmzZmnSpEkVxtutWzft2rVL77zzTuh77bzzzqt0Y5bqPocBQENHUhpAvVC0lXRlpy8rKX3xxReHEg579+4tNSm9bdu20PPExESNHDlSjlNwc0lFnToVJk4LVaUEQVHGGD300ENasWJFqeP37t2rmJgYHX/88aHbGiWpbdu2oQ4S33rrrQqT0n369JHb7Q5dkN9111065ZRTwm5D3rBhg9LS0sq9tfTiiy9Wr169yl3Xd999F1YyoCr75oorrgh1hvfcc8+FfshlZGSEOv4qtH79enXu3Dms08DHH388rPVM//79K73uQjExMTr88MO1bNkySQX/vJg+fXqohEfRjgClsn+A9evXT9ddd52kgn1Q+COurE6ASvPQQw9p//79oddV+WFkrdVDDz0Ueu31ekuUjyjLDz/8EEpI+3w+TZs2TS+++OLv7uhQKug4yOv16pprrpFU0JLp+OOP1+uvv66+fftWOH9hx1eFCaaKjn0p/D3KyclR586dddJJJ5WY7tNPPw21Zi56fpAK/jFU2BnZu+++W6mEUlUsW7ZM3bt3V9euXcNKbBx++OGhcjJffPFFlZPSL7/8smJiYtS7d2/t379f8+fP14ABA0p0PJafnx9WIqhFixYVJmqK76Pzzjsv1EFpWefQDh06KC0tLbT/Zs6cqQk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jjz++0yyQrjQ1NQVvvfVWMGnSpPSyd9xxx0qP65dffhnk5OSk19l0002D2trajGU++OCDjP1svx9PP/10EAqFOrS1s8y3H/7wh+n5o0aNSk/vKtsqkUgEY8aMSc+79NJL0/PaZta2nd7Za/Lss89mnD9XXHFFh2VWlikYBEGwySabZGRY1dfXp+e1z2y/99570/M6y7Spra3NyIzsbsZYyte+9rX0ujNmzFjhc7XX3Nyc0dZbb701CIIVZ1Luscce6emnnXZaenpPsupSVpR5e8EFF/Ro3SuuuCK47rrr0o+vvfbaYMcddwyAIDc3N/j0008zMqXatvH+++9PT49EIsE777yTnheLxYKJEyem53/nO9/p0Ja33347+P3vfx9cccUVwSWXXBJcfPHFGRljN998c3rZ9ufXqaeemp738ssvZ8z74x//GARB8u8zNa20tDRoamrKeP5EIhG899573Trm7a+FO++8c3q8qqqqy19+BEEym7ztuk899VSn22x7fU155ZVXgltvvTX45S9/GVx88cXBz372s4x1/v73vwdBkMxkrqqqSk8fOHBg8Nlnn2Vsa8GCBcHixYs7PMfKruXxeDzo27dvepn2WYu/+MUv0vP69OkTxOPxIAg6nmszZ84MEolEEATJYz9z5sz0vNzc3GDZsmVdHpcLLrig0/O9s2MWBEHQ0tISzJs3L5gxY0Z62Z///Ocdlvvss8+C+++/P7jqqqvS5+DGG2+cXueYY45JL7s6M6VbWlqCCRMmdNiflWXq9uT9ojOrkim9KseqO/7yl79k7MPHH38cBMHKz8eUr3L96O4x6eoYr+lM6ZS2v04oLi5Ojw8aNCj48ssvV7jtlFX5nLIi06dPD2pqaoIjjjgi+MlPfhKcfvrpGZ8zgGDzzTfv1raCIPO822677TIywVMZ4l3ZZptt0ssee+yxnW7zq57L7X/dddttt2VsKx6Pd3odWtH1IuU73/lOev6YMWOChoaG9Lz2n9vvv//+9Ly278nRaDTj+W+77baM523/2ainn807y0Y/4IADgiAIgpNOOqnDvJVlSr/33ntBfn5+h/XMlJakVWOmtKR1wi233JKuSRgKhdLZJLNmzSI/Pz+dkXLDDTdkZLK2N3z48G4932233capp57aaS28lKamJhYsWMCAAQM6TE+JRqPder62XnzxxYxswRX5xje+wbXXXpsxrbCwkGOPPZYDDzxwpes/++yzxGKx9OPvf//7FBcXZyyTyjTsTCKR4KSTTupQi7UrPT02oVCIk046KZ1h+Nvf/pbTTjuNuXPn8uKLL6a3c/jhh2ds98Ybb+Too4/ucrtPPfUUJ510UrfanFJfX8+rr76afnzQQQelMzwBjjzySE488cT043/+85/MmjWrw3bOPfdczj333Ixp22yzDV/72td61J62mYaFhYU9Wrd93eLuvBabb755Ovvo+eef5/PPP6dfv349et7uuOyyy9hzzz27leWfcvjhh/P973+fL7/8knPPPZdPPvkESL5G/fv373K9trXX4/F4Rp369p555pn0+Lx58zjssMMypnXmo48+6nJe23Nl7NixGfNSGXIVFRVMmDCBN954g6VLlzJ8+HA233xzRo8ezcSJE9l55527fU1rL5XlC3D11VczceLELpddlfPlpZde4sgjj+y0JndbqWP09ttvpzOCAU4++eQO51efPn1W+rydefvttzOu5eeddx7nnXdep8suXLiQd955h4022qjDvMMPPzxdzzcUCnHYYYela903Nzfz2muvseWWW3ZY76OPPuL888/vVlsvuugifvCDH2RMi0ajHHzwwRnXrIaGBk488URuvvnmDhm77Z97TbjiiitW+tq219P3i5X529/+1mn96/bW1LFqn+3d3evw6rh+dGe/2zv66KNX+L7YmbbHuLi4mDFjxnDIIYdw8sknk5ubu9L1f/3rX/PMM8/w7rvvUldXByR/DXPrrbd22sFgZ77q55T2rrvuOkaNGpXujwCSmckzZsxI//rk+eef5/XXX2fjjTfu9naBjFr5e+21F9///vdXuHxPPxOtyrnctk3jxo1LZ6+nhMPhTmufd0fb99B33nkn4zNRe8888wz77LNPh+nTpk3LeP7Zs2czZ86cdG3sF198MZ1R/1U+m0Oyf4l4PM59993HK6+8kv6lUGp6d5x66qnp7xySpK/Ojg4lrRPalu7YZptt0l9ASkpK2HPPPdPzbrvttowvL6siFUxZ0YfelPbBGiD9xQuSPzXsqW9961vpLxtbbbVVj9cvLS2lpqamW8u275SvpwGu6667jn//+99A99q6Ksdmzpw5lJSUAPCf//yHp59+OuMn43vuuWePg6OddUa4MosWLcoIplRXV2fMLyoqyviivLISGm1VV1f3uJOm+fPnp8erqqp6tG7b1wG691qcfPLJDBkyBIB//OMfVFdXEwqFuOmmm3r03J1JlcUA+OKLL9hpp53S51V3FBQUcNxxxwGkA9IAp5xyygrX68l50DZgOmvWrJUGlKDz60NK2y/heXl5GfPaBht+97vfMX78eCC5b/fffz+XXHIJRx11FEOGDOG0007r7i506ayzzkp3CtmZnp4vDQ0N7LXXXt0KWqaO0Ve9Fq1IT//e277WbbW/zrS/BixevLjT9U4//fT08V2Va3pRURE1NTUZP33/wQ9+wI033rjCwBSs+BxcVZ9//nm6U69IJMJmm23WrfV6+n6xuqypY9X2Gpybm5suMbAyq+P6kQ11dXW89NJLnHHGGRxxxBHdWqekpISjjjoqY9qkSZPYfvvtu/28q/vaMGbMmIyANCQDwqnOklP+85//fKXneeihhzrtrK+tnn4mWpVzue3xW53X1fbbXpnuXlcjkUjGf0Cmrqtf9bM5wK677kpeXh7xeJw999wzffz33Xff7uwCf/nLX/jjH/8IJN/DV/Sf3pKk7jFTWtJa77nnnsv4cvD00093mSX0+eef89BDD3WajQHLaz4CXdZ9vOuuu9If+EOhEL/73e/Ye++9KSoq4qGHHsoIgre3cOHCjA/D7YMW3fHcc88BybrZxx13HM8++2yXyx544IGMGjWKhoYG3nvvPe68807mz5/P97//fQoKClZaw7SysjLj8dy5c9O1mXvS1nA4zJVXXrnS4MTHH3+cHu/usSkpKWHOnDlcccUVQDJb+rXXXkvP7yzzq33N2SAI+PGPf5wO/Lbf7+6oqKggFAqlA9OfffZZxvxly5ZlfMHsKgssVVO6sbGR22+/nTfffJN7772XUCjEH/7wh261pbm5mbfeeiv9uG2dx+5o+zpA916LyspKHn/8cbbYYotVCuqvyBFHHEFhYSFnnnkmkPw72mmnnXjkkUe6fT5+61vf4tJLL03/p9RWW2210nXbngf5+fn89Kc/7XLZVMDp7bff5pVXXklPP/TQQ/nFL35BTU0NoVCIfv36dfnlu622WXErynqcNGkSb7zxBq+99hovvfQS//3vf3nppZf485//TCKR4LLLLmPvvfdmxx13XOlztjVw4EBKSkp46623+M9//sM3vvGNdM3l9np6vvz973/n008/TT/+7ne/y/e//3369u1LfX09RUVFHdbp7Fq0urTf9lFHHbXCDMiusgY///zzjMftrwFdBZVS18mBAwfyox/9iL333rvL595pp524+OKLaWpq4sMPP+Tuu+9m4cKFXHzxxcRisfQvgdrWv584cSK33347Y8eOJScnh4MPPjij5v7q1vb9+KSTTmLx4sXdqivf0/eLlRkxYkRGILGrOrxr6li1vQ4MHz68W9nLq+v60fb9rbt1/VN9BwArrAffVuoYx+NxHn/88fQvA+68804uvfTSla7/9ttvc9FFF2VMe/nll/nlL3/JqaeeutL14at/TllVq5KNHgqF2HHHHXn88cdJJBIcdthhvPzyy51m7ULmf6J25314Vc7ltsdvdV5X2297woQJK+wLoqtrbvvrajweZ+HChenHqevqV/lsnlJVVcVhhx3G//3f/6Xf13beeWcmTpzIPffcs9L1U9cwSP6qq7vnsCSpawalJa312mZJd3f5roLSxx13XDrgUFdX12lQuu2H4bKyMg4++OB0Vs3KOnVKBU5TelKCoK1QKMSVV17J22+/3en8uro6CgsL2WWXXdhll13S00eNGpXuIPHRRx9daVB6q622IicnJx3I+/nPf85ee+2V8TPkTz75hKqqqhX+tPS4445j6tSpK3yuN998M6NkQE+OzUknnZTuDO/2229PB/6rq6vTHX+lfPzxx0yYMCGj08Df/OY3GZnI2223XbefO6WwsJBNNtmEl19+GUh+QTr33HPTP1dt2xEgJDP6O7PNNttw+umnA8ljkMrQSX3Z744rr7wy3WkR0KPgThAEXHnllenHubm5HcpHdOW///1vOiCdl5fH2WefzT333POVOzqEZOdnubm5fOc73wGS2VG77LILf/nLX9h6661Xun6q46vUl/KVnfuQ+Ro1NjYyYcIEdt999w7LPffcc+ls5rbXB0j+x1CqM7Inn3yyWwGlnnj55ZeZPHkyEydOzCixsckmm6TLybz00ks9Dkrfd999FBYWsvnmm1NfX8+tt97K9OnTO3Q81tLSklEiaMiQISvNCG1/jA477LB0B6VdXUPHjh1LVVVV+vhdccUVHHPMMen1IPnrg0gkQmlpafd3tHXbffr0SberoaEh/TfY1ueff87TTz/dZSmAW2+9NV3CIwgCbrvttvS83NzcFZZAgWRHju3LDqQ0NDSQk5PDFltswRZbbJGePm3atHR5orbvV22P8Y477pi+3n3xxRddduy5ulVXV3Puueeu9BcJ7XXn/aI7Bg8enPE6XnnllZ0GpdfEsfrwww/5/e9/n37c3Wvw6rp+tN3v119/vVvX4N122y0dNHzyySe7FZRue4xPPPHEjL+9Dz74YIXrNjc3c8ghh6Tfq8aNG5f+D43vf//77LTTTt36HLC6PqdA8lc+r776Kl//+tfJz89PT29paeHqq6/OWHZlf8+dOfHEE/nVr37FjBkzePzxx/n888855JBD+Otf/9qhk78bb7yR2tra9OPuHItVOZe32247/vWvfwHJ/1D6/e9/n1EuLAgCPvzww/QvoXpim222SW/7008/5ZBDDunQOWcsFuOBBx7otLQRJF+TefPmpT+b33HHHenSHUD6WvFVPpu3deqpp2Z0Snvqqaf2+DPMrrvuyqxZswxKS9JqYFBa0lqtsbEx44vf8OHDM76wp7z22mu8+eabADz44IMsWLAgI5jRE20DdIsXL2bPPfdkm2224amnnuoycPi///2PI488kn/+85/padOnT1/ln0oeeeSRbL311l0Gpe+++25OP/10dt55Z0aPHk1+fj7vvvtuRhZNd+o1VlRUcPzxx3PVVVcByeDW+PHjmTVrFuXl5bzzzjvce++9fPrpp11mAVZWVq60Xuq3v/1tfvvb36br8OXl5XWoa7giY8aMYebMmTz88MMZmehHHHEEOTmZb2U/+tGPePvtt9luu+0oKirihRde4E9/+lN6fv/+/Tv8nLi7vvvd76Z/tjxv3jw233xz9ttvPz755JOMMhZjxozpMmvnmWee4ZJLLqGxsZHf/e536ekrqsWY8uGHH3LhhRdy3XXXZUx/7rnn0sHytnVOU8+1++67M2HCBJ599lmOP/74jEzzQw45JOPLeVfq6ur4xje+kX587rnncuaZZ/L222+vlqA0JL8c5ubmpuvOLl26lJkzZ/LQQw8xbdq0la5/ySWXpM+r7mRN7bnnnhmBklmzZrH//vszfvx4EokE7777Ln//+995//33ueGGG5g8eXK6FmkqY+uUU07h5ZdfZuHChdxwww1fYe87t9VWW1FTU8O0adOoqamhtLSUV155JaO++aqUCerbty/Dhg3j17/+dfrXBieffDJbbLFFOjjywAMPcOqpp/Lee++l1+tOTdr2/8lx+OGHM3v2bObNm9dlNnY4HOaMM87ge9/7HpCsiTpu3DgOPvhgqqurmTt3Lvfddx9PPPEEkydP7tG+hsNhTjvtNH70ox8ByQDGe++9x4wZMygpKWH+/Pm88MILPPfcc2y33Xbst99+nW7nkUceYeedd2b77bfnqaeeyvhPtkMPPXSFNYV32GEHvva1r3UZOHruuefYZ5992Gmnndhoo40oLS3lgw8+yMh8bHtNHzt2LK+//jqQ/E+3cDhMYWEht9xyS7cDm20zbNv/DV9yySWUlZWly+J05qKLLup2yYqU7rxfrG6r41i19etf/5oLL7wwo+TNsmXLuOSSS4DM+vNLly7lkksuYfDgwcyePbvXrx9fVUNDA//73/+Ix+Pcf//9GfPaBx/b+9GPfpQu19K/f3/+8Y9/8I1vfIO7776bpqYmDjnkEF544YWVvvetjs8pKQsXLuSkk07irLPOYvfdd2ejjTaitraW+++/n3feeSe93E477dTt/6xtq2/fvoTDYW677TYmT57MZ599xt/+9jd+8pOfpM/7RYsWMXv27Iz/ZBo1alS33uNW5Vw++eSTufrqq2loaACS16o77riDyZMns2jRIp588kl22GEHLr/88h7v77e//W2uueYaGhsb+fLLL5k8eTIHHXQQgwcPpq6ujjfffJMnn3ySxYsXM3fu3E4/l7a0tLDttttyxBFHUFtby/XXX5+eV1ZWxkEHHZTe95TufjbvzMSJE9l///157rnnGDx4MHvuuWePPsPk5ubyq1/9qtvLS5JWIls9LEpSd9x+++0ZvVvfeuutnS7317/+NWO5yy+/PAiCFfcwf/bZZ3fa2/bChQuDmpqaDj1rAxk9zbfdXvvnGT58eDBv3ryMNradf8MNN6Sn33DDDRnzysrKgvnz53c6r6t12t8KCwuDF198sVvHuKGhIdhjjz1WuL1FixZ1uh9AcPXVV690H9v2Xp6TkxP89re/zWhD2+M6ffr0Ttv54IMPdnjuN954o8Ny7V+jtrfq6urg+eef73T7XR3r9tr3ZN/+VlNTE7z++usZ67Td/65uP/zhD7t8zpT251l3b6nXov0+brrppsHixYvT2587d27G/CeeeCI97+STT05P32qrrYJYLNbheHf12rXX/nna91r/m9/8JgiHw+n5RUVFweOPP97puldcccVKn2/69OldtvHtt98Ohg0b1u1jGARB8I1vfKPTZXbeeedg4MCBne7Xys6vrp4rLy9vhe0aPnx4xmvYlRVdC9u+hmPGjAmWLl0aBEHmNRIIZs6cGTQ3N3drm7vttlun7W3/99l2XxOJRHDssceucH///e9/d9i3rq7lbcXj8eCII45Y6evc9vxof67tueeena4zbNiw4LPPPuvyuOTk5ASvvfbaCo/Zyv62I5FI8MADD6Sfo/17Y+o2YMCAYMaMGd3an5Xd2h7L9q/b1ltvHSQSiQ7z2v99td9md94vVmRFz9X2Otv2b29VjtWKdOd6vqLzanVfP7p7/Nse4+5eD7q67bPPPit87kcffTQIhULpeX/84x+DIAiCL774Iqiurk5PP/HEE7t1zHv6OaUr995770r3bcKECcEnn3zSrXYFQdfn3V//+tf0+1goFAr+/Oc/B0HQ8e+wb9++wQsvvNCtba7qufynP/0pKCkp6XKfTznllA77taLPA+2PaVFR0UqPa9tzrO178lZbbRVUVlZ2WD4cDge33357ep1V+Wze/rmOOuqoTvdhRe8h7f/ezzzzzJW+TpKk7rOjQ0lrtbalO8rKyth///07XW7HHXfMqAPa05IfbVVWVvLUU0+x//77U1paSkFBAZtvvjn33HNPl/XyQqEQ5eXlbLrpppx77rm8/PLLDB06dJWe/5xzzllpbcGpU6dyxBFHMHbsWMrLywmHwxQVFTFu3DhOOOEEXnzxRaZMmdKt58vPz+fBBx/kzjvvZK+99qJ///5Eo1FKS0uZOHEip5xySpcZgFOmTOH4449f6XMUFBQwbNgw5syZw7PPPsvXv/71brWtrT322INRo0alH2+55ZbpDuDa2m+//dhtt90YMGBAej+mTp3K2Wefzeuvv/6V65heeumlPProoxxwwAHU1NQQjUYpLi5m8uTJnHXWWbz66qsZpUO6EgqFKC0tZauttuKqq67iZz/72VdqV3eEw2H69OnD1ltvzf/7f/+PZ599tluZjs8++2y65EdBQQE33nhjh58ir07HHnssN9xwQ/qnucuWLWPPPffsUTZUd40ZM4ZXX32VX/ziF2yzzTZUVFQQiUQoKSlh0qRJHHvssdx7770Zmf1XXHEF5513HkOHDiUajTJkyBDOOOMMHnjggQ6Z+1/V1VdfzdFHH82kSZOoqqoiJyeH4uJiJk2axPe+9z2ee+65HmertnfVVVel/5beeeed9N90JBKhX79+7Ljjjvz2t7/lz3/+80p/Hp/yhz/8gVNPPZUBAwaQm5vLqFGjuOCCCzKy4NoLhUL85je/4ZFHHkln2+Xm5lJcXMzYsWM5/vjjGTRo0CrtYzgc5uabb+ZPf/oTBxxwAIMGDSI3N5e8vDyGDh3K3nvvzeWXX87tt9/e5TZOP/10br/9dqZOnUp+fj59+vThqKOO4plnnllhZ6vf+ta3VljDGpJ14Y877jg23nhjKisriUQiFBQUMGrUKI444gieeeYZ9tprr/TyX/va17jzzjvZZJNNiEaj9OnTh9mzZ/Pss892u6PbVZWqCd3Tmrvdfb9Y3bJ5rDrTm9eP1alv375sttlmXHbZZRm/ympv4cKFHHXUUen+F+bMmZOuo963b19++9vfppe96qqreOCBB1b63F/lc0pbM2fO5A9/+ANz5sxh4403Tl9TKyoqmDZtGpdffjkvvPBClzWge2KnnXbirLPOAiAIAo444gg+/vhjQqEQJSUlTJgwge9973u8+uqr3S5ns6rn8h577MEbb7zBGWecwaRJkyguLiYajVJTU8Oee+7ZoQxaT8yaNYvXX3+d0047jYkTJ1JcXJzurHDrrbfmjDPO4Omnn+6yVv/YsWP517/+xYEHHkhFRQUFBQVss802PPTQQxllRlbls/nqNnDgwPRrKklaPUJB6hODJElrud12242HH34YgGuuuYYTTjghyy3qXU8++WS6dvATTzzBDjvs0OWy8+bNS5ePueGGG3rtS5u0vmj7NwQr/5tbX8yZM4ebbrqJoUOHMm/evGw3Z60zbNgw3n//fY466qiV/gf4DjvswN/+9jemT5/ea7W+pbVd6u8C6NbfkSRp/bX2/ne8JEnAW2+9xccff8yzzz6bzpQtLy/nsMMOy3LLJEmSJEnSqjAoLUlaq1100UUZnQgCnH/++RQXF2epRdkzePBgvvvd76bHV6SsrCy97MpKB0hSyu67707fvn2prKzMdlPWSscffzxffvklm2+++UqXnT17NpttthkjR47shZZJkiStWwxKS5LWCXl5eYwaNYrvfOc7q1STen0wcuRILrnkkm4tW1FR0e1lJSll9uzZzJ49O9vNWGv98Ic/7Pay3/zmN9dgSyRJktZt1pSWJEmSJEmSJPWacLYbIEmSJEmSJEnacBiUliRJkiRJkiT1GoPSkiRJkiRJkqReY1BakiRJkiRJktRrDEpLkiRJkiRJknqNQWlJkiRJkiRJUq8xKC1JkiRJkiRJ6jUGpSVJkiRJkiRJvcagtCRJkiRJkiSp1xiUliRJkiRJkiT1GoPSkiRJkiRJkqReY1BakiRJkiRJktRrDEpLkiRJkiRJknqNQWlJkiRJkiRJUq8xKC1JkiRJkiRJ6jUGpSVJkiRJkiRJvcagtCRJkiRJkiSp1xiUliRJkiRJkiT1GoPSkiRJkiRJkqReY1BakiRJkiRJktRrDEpLkiRJkiRJknqNQWlJkiRJkiRJUq8xKC1JkiRJkiRJ6jUGpSVJkiRJkiRJvcagtCRJkiRJkiSp1xiUliRJkiRJkiT1GoPSkiRJkiRJkqReY1BakiRJkiRJktRrDEpLkiRJkiRJknqNQWlJkrTOu/vuuwmFQp3eNt5442w3T1qvnXPOOZ3+7eXn52e7aZIkSVpL5WS7AZIkSavLD3/4Q8aNG5d+fP7552exNdKG5eqrr6a4uDj9OBKJZLE1kiRJWpsZlJYkSeuNGTNmsMMOO6Qf//a3v2XBggXZa5C0ATnwwAPp27dvtpshSZKkdYDlOyRJ0jqvubkZgHB45R9tbrzxRkKhEPPmzUtPSyQSTJo0iVAoxI033pie/uqrrzJnzhxGjBhBfn4+/fv355hjjmHhwoUZ2+yqfEFOzvL//99hhx3YeOONefHFF9lmm20oKChg+PDhXHPNNR325Sc/+QlTp06lrKyMoqIipk2bxhNPPJGx3Lx589LPc99992XMa2xspKKiglAoxCWXXNKhnf369aOlpSVjndtvvz29vbaB/Pvvv58999yTmpoa8vLyGDlyJD/96U+Jx+MrPdYAH3/8MV//+tfT6w8fPpxvfvOb6desJ69HSlelWlLbmD59Optsskmn7Rk7diy77rorkPxPiylTplBcXExpaSk777wzf/3rX7v1XKlb2/8E+fzzz/n6179OdXU1+fn5bLLJJtx0000Z22v7uoVCIaLRKMOGDeOMM85IH5OVSR2z9rdhw4Z1uvzKjhdAXV0d3/3udxkxYgTRaDRjue7+x04QBCxdupQgCLq1fNv2nXPOOenHsViMPfbYg8rKSt58881u7Xvb1+HLL7/k9NNPZ+LEienXdvfdd+eVV17p8NyNjY2cc845jBkzhvz8fAYMGMD+++/Pu+++2+G16uw2Z86c9LYWL17MqaeeyuDBg8nLy2PUqFH8/Oc/J5FIpJdJbfOSSy7hsssuY+jQoRQUFDB9+nRef/31Du17/PHHmTZtGkVFRZSXl7Pvvvvyn//8J2OZ9tefkpIStthiiw7XBUmSpLWJmdKSJGmdlwrm5eXlrdL6t9xyC6+99lqH6Y8++ijvvfceRx99NP379+eNN97guuuu44033uDZZ58lFAplLN++fEH7IPmiRYvYY489OPjggznkkEO48847+eY3v0lubi7HHHMMAEuXLuW3v/0thxxyCMcddxy1tbVcf/317LrrrvzrX/9i8uTJGdvMz8/nhhtuYNasWelp99xzD42NjV3ub21tLQ8++CD77bdfetoNN9xAfn5+h/VuvPFGiouLOe200yguLubxxx/nJz/5CUuXLuXiiy/u8jkAPvnkE7bYYgsWL17M8ccfz0YbbcTHH3/M3XffTX19Pbm5uZ2u19Xr0dZ+++3H/vvvD8A//vEPrrvuuvS8I444guOOO47XX389o6b4888/zzvvvMOPf/xjIPn6brfddhx//PEsWbKEP/zhD8ycOZNbb72VQw45JN2WlNTzXHbZZemM4OrqagAaGhrYYYcd+N///sdJJ53E8OHDueuuu5gzZw6LFy/mlFNOyWj/8ccfz7Rp02hqauLhhx/mkksuIT8/n5/+9Kcr3O+2zjvvPIYPHw7ApZdeyqJFi1bpeAGcccYZXHPNNXz9619n2223JRqNcs8993Dvvfd2uz0jRoygrq6OoqIiZs2axaWXXpo+Pj1x7LHH8uSTT/Loo48yfvz4Tpdp+xq0L9Pz3nvvcd9993HQQQcxfPhwPvvsM6699lqmT5/Om2++SU1NDQDxeJy99tqLv/71r3zta1/jlFNOoba2lkcffZTXX3+dXXbZJeP1Tx2PttNGjhwJQH19PdOnT+fjjz/mhBNOYMiQITzzzDP84Ac/4NNPP+Xyyy/PaOPNN99MbW0t3/rWt2hsbOSXv/wlO+20E6+99lr6mD322GPsvvvujBgxgnPOOYeGhgauuOIKtt12W1566aUO/wmRateCBQu46qqrOOigg3j99dcZO3ZsD18BSZKkXhBIkiSt4y6//PIACF555ZWM6dOnTw8mTJiQMe2GG24IgGDu3LlBEARBY2NjMGTIkGD33XcPgOCGG25IL1tfX9/huW6//fYACP7+97+np5199tkBEHzxxRddtnH69OkBEFx66aXpaU1NTcHkyZODfv36Bc3NzUEQBEEsFguampoy1l20aFFQXV0dHHPMMelpc+fODYDgkEMOCXJycoL58+en5+28887BoYceGgDBxRdf3KGdhxxySLDXXnulp7///vtBOBwODjnkkA770dkxOOGEE4LCwsKgsbGxy/0NgiA48sgjg3A4HDz//PMd5iUSiSAIevZ6BEEQtLS0BEBw7rnnpqe138bixYuD/Pz84Mwzz8xY9+STTw6KioqCurq6Ttvb0tIS7LDDDkF5eXmwdOnSDvPbP09bqXPw1ltvTU9rbm4Ott5666C4uDi9vdTr1n6/ampqgj322KPTdrV33XXXBUDwwgsvpKftueeewdChQzvdp5UdryAIggEDBgS77rprxrrdOa+DILnvJ510UnDbbbcFd999d3DKKacEOTk5wejRo4MlS5asdH+A4Oyzzw6CIAh+8IMfBJFIJLjvvvs6XfY3v/lNAATvv/9+etr06dOD6dOnpx83NjYG8Xg8Y725c+cGeXl5wXnnnZee9n//938BEPy///f/OjxP6vxsK3U8OvPTn/40KCoqCt55552M6d///veDSCQSfPDBB+l2AEFBQUHw0UcfpZd77rnnAiD4zne+k56WujYsXLgwPe2VV14JwuFwcOSRR66wXY888kgABHfeeWen7ZUkSco2y3dIkqR1XqqcRlVVVY/X/fWvf83ChQs5++yzO8wrKChIjzc2NrJgwQK22morAF566aUeP1dOTg4nnHBC+nFubi4nnHACn3/+OS+++CKQ7BwulUGcSCT48ssvicVibLbZZp0+55QpU5gwYUI6S/L999/niSeeyCgr0N4xxxzDX/7yF+bPnw/ATTfdxNZbb82YMWM6LNv2GNTW1rJgwQKmTZtGfX09b731VpfPkUgkuO+++9h7773ZbLPNOsxvn2WesqLXA7qXFV9WVsa+++7L7bffni4lEY/HueOOO5g1axZFRUXpZZcsWcKCBQtYsGABixcv5sQTT2Tx4sU8+uijXW6/Mw899BD9+/dPZ1gDRKNRTj75ZOrq6vjb3/6WsXxdXR0LFizg448/5rrrrmP+/PnsvPPO3XquVDZ7fn7+Spft7q8Iamtr6dOnT7eev71TTjmFK664gkMPPZQDDjiAyy+/nJtuuon//ve/XHXVVd3ezpVXXsmFF17Ir371K/bdd99Ol+nO/uTl5aV/pRCPx1m4cCHFxcWMHTs242/oD3/4A3379uXb3/52h210dX525a677mLatGlUVFSkz6cFCxawyy67EI/H+fvf/56x/KxZsxg4cGD68RZbbMGWW27JQw89BMCnn37Kyy+/zJw5c6isrEwvN2nSJGbMmJFerq3Uc/7nP//hmmuuoaioKH29kiRJWtsYlJYkSeu8999/n5ycnB4HpZcsWcIFF1zAaaed1mmZgS+//JJTTjmF6upqCgoKqKqqSpdLWLJkSY/bWVNTkxEQBdKB4Lb1fW+66SYmTZpEfn4+ffr0oaqqij/96U9dPufRRx/NDTfcACTLbWyzzTaMHj26y3ZMnjyZjTfemJtvvpkgCLjxxhs5+uijO132jTfeYL/99qOsrIzS0lKqqqo4/PDDgRUfgy+++IKlS5dmlM9YmZW9HpCs2wtklEnpzJFHHskHH3zAP/7xDyBZCuGzzz7jiCOOyFhu3333paqqKn07+OCDAfjf//7X7XZD8hwcPXp0h5It48aNS89v69vf/jZVVVUMGjSIE044gaOOOorvfOc73XquVI3nsrKylS7b3eO19dZbc++993L33Xfz6aefsmDBAurr67vVns4ceuih9O/fn8cee6xby//5z39Olzj58ssvu1yuO/uTSCS47LLLGD16NHl5efTt25eqqipeffXVjHP23XffZezYsRm131fVf//7X/7yl79knEtVVVXssssuQLLeeFud/X2OGTMmfR1InS+dld4YN24cCxYsYNmyZRnTU885fvx4HnvsMW677TYGDx78lfdNkiRpTbCmtCRJWue9/fbbjBgxosfBpZ///OeEw2HOOOOMDp0XAhx88ME888wznHHGGUyePJni4mISiQS77bZbRudlq9Ott97KnDlzmDVrFmeccQb9+vUjEolw4YUX8u6773a6zuGHH873vvc9nn32WW666aZ0zeQVOeaYY7jqqqvYYostmD9/PgcffDCXXnppxjKLFy9m+vTplJaWct555zFy5Ejy8/N56aWXOPPMM1f7MVjZ6wGks7v79++/wm3tuuuuVFdXc+utt7L99ttz66230r9//3SQMKV9LeaPP/54hVnmq8sZZ5zBzJkzicfjvPHGG5x33nkEQZD+z4UVmTdvHtFoNF0beUW6e7yuu+46DjnkEA466KDu7UA3DB48eIUB5rb+9a9/cdxxx1FUVMTPfvYzDjrooE4DsvPnz6e4uLjDf+60dcEFF3DWWWdxzDHH8NOf/pTKykrC4TCnnnrqGvu7TSQSzJgxg+9973udzu/sVwirWyq7f9myZfzhD3/g4IMP5sEHH2TGjBlr/LklSZJ6yqC0JElapzU1NfHyyy9ndPTXHZ988gm//OUvufDCCykpKekQBF20aBF//etfOffcc/nJT36Snv7f//53ldv6ySefsGzZsoyA2jvvvAOQ7rTs7rvvZsSIEdxzzz0ZJQS6KmcB0KdPH/bZZ590KZCDDz44nU3blcMOO4wzzjiDU045hQMPPJCSkpIOyzz55JMsXLiQe+65h+233z49fe7cuSvd16qqKkpLS3n99ddXuiys/PVIefPNN4HlGchdiUQiHHroodx44438/Oc/57777uO4444jEolkLDd16tSMx/fccw+wvAO77ho6dCivvvoqiUQiI1s6VeJk6NChGcuPHz8+HSDfddddaWpq4oc//CHnn3/+SoPNL7zwAlOmTOmQld2Z7h6vYcOGceuttzJx4kSOOeYYZs2axc0335zRqV9PBEHAvHnz2HTTTbu1/IwZM7j66qtpbGzkvvvu4/jjj+fJJ5/sUEbjzTffXOm+3H333ey4445cf/31GdMXL16c7hwRkq/xc889R0tLC9FotJt71rmRI0dSV1fX4T89utLZdeSdd95JXwdS58vbb7/dYbm33nqLvn37dgjMt33ufffdl+eee45LLrnEoLQkSVorWb5DkiSt0373u9/R1NTU7Xq8Keeeey7V1dV84xvf6HR+KniZqkmccvnll69SOwFisRjXXntt+nFzczPXXnstVVVV6eBoZ8/73HPP8c9//nOF2z7mmGN49dVXOeigg1ZaqgGgsrKSfffdl1dffZVjjjmm02U6a0tzc3O36gSHw2FmzZrFAw88wAsvvNBhfvvjurLXI+WOO+5gwIABKw1MAhxxxBEsWrSIE044gbq6unTZkZR4PJ7xuLm5mUsuuYSSkpIeB/L22GMP5s+fzx133JGeFovFuOKKKyguLmb69OkrXL+hoSHdhhV58803efPNN7usudxed49XLBbjsMMOY8KECVx22WXssssujBgxolvP8cUXX3SYdvXVV/PFF1+w2267dWsb22yzDZFIhKKiIq655hr+/ve/85vf/CZjmQ8//JCnn36anXbaaYXbikQiHc6vu+66i48//jhj2gEHHMCCBQu48sorO2yj/forc/DBB/PPf/6Thx9+uMO8xYsXE4vFMqbdd999Ge3517/+xXPPPcfuu+8OwIABA5g8eTI33XRTumQJwOuvv84jjzzCHnvsscL2xONxmpubaWpq6tF+SJIk9RYzpSVJ0jpp2bJlXHHFFZx33nnpINStt96ascxnn31GXV0dt956KzNmzMioU/zII49w2223pTsVbK+0tJTtt9+eX/ziF7S0tDBw4EAeeeSRbmUJd6Wmpoaf//znzJs3jzFjxnDHHXfw8ssvc91116UzNffaay/uuece9ttvP/bcc0/mzp3LNddcw/jx46mrq+ty27vtthtffPFFtwLSKTfeeCO//vWvM7JH29pmm22oqKjgqKOO4uSTTyYUCnHLLbd0O2B3wQUX8MgjjzB9+nSOP/54xo0bx6effspdd93FU089RXl5eXrZlb0eL7zwAmeddRZ/+ctfuOaaa7rVEd2mm27KxhtvzF133cW4ceOYMmVKxvz99tuPmpoaNtlkE5YsWcKNN97I22+/zW9/+1tKS0u7tY8pxx9/PNdeey1z5szhxRdfZNiwYdx99908/fTTXH755R0y0f/5z3+Sk5OTLt9xxRVXsOmmm6YzZTvz8MMPc/rppwPJDijbnu8ff/wxy5Yt49Zbb+Xwww/v8fE699xzee211/j3v//d46zhoUOHMnv2bCZOnEh+fj5PPfUUv//975k8eXJGx57dteuuu6ZL0uy9994MGDCAq6++mgsvvJDCwkJOPvnkFa6/1157cd5553H00UezzTbb8Nprr3Hbbbd1CLIfeeSR3HzzzZx22mn861//Ytq0aSxbtozHHnuME088sduBf0iWY/njH//IXnvtxZw5c5g6dSrLli3jtdde4+6772bevHkZf2ejRo1iu+2245vf/CZNTU1cfvnl9OnTJ6P8x8UXX8zuu+/O1ltvzde//nUaGhq44oorKCsr45xzzunQhtT5sGzZMu677z7mzZvHqaee2u19kCRJ6lWBJEnSOmju3LkB0O3bE088EQRBENxwww0BEEyePDlIJBIdtnfDDTekp3300UfBfvvtF5SXlwdlZWXBQQcdFHzyyScBEJx99tnp5c4+++wACL744osu2zt9+vRgwoQJwQsvvBBsvfXWQX5+fjB06NDgyiuvzFgukUgEF1xwQTB06NAgLy8v2HTTTYMHH3wwOOqoo4KhQ4d2aO/FF1+8wuPTdv7K2tnZ/KeffjrYaqutgoKCgqCmpib43ve+Fzz88MMZx3RF3n///eDII48Mqqqqgry8vGDEiBHBt771raCpqSkIgu6/Hj//+c+DzTffPLjttts6PEdqG3Pnzu0w7xe/+EUABBdccEGHeddff30wZcqUoKSkJCgsLAy22Wab4P777+9yX1b0PEEQBJ999llw9NFHB3379g1yc3ODiRMnZpxPbfcrdQuHw8GgQYOCo446Kvjoo4+6fO4gSJ5D3TnXg6Bnx+sf//hHEIlEgmuvvTZjue6c10EQBMcee2wwfvz4oKSkJIhGo8GoUaOCM888M1i6dOkK10tp//cUBEGwYMGCoKqqKthvv/2CIAiCLbbYIjjooIOCt956q9PjMn369PTjxsbG4Lvf/W4wYMCAoKCgINh2222Df/7znx2WC4IgqK+vD370ox8Fw4cPD6LRaNC/f//gwAMPDN59990Oz5M6Hl2pra0NfvCDHwSjRo0KcnNzg759+wbbbLNNcMkllwTNzc1BEGT+XV566aXB4MGDg7y8vGDatGnBK6+80mGbjz32WLDtttsGBQUFQWlpabD33nsHb775ZqftSt0KCgqC8ePHB5dddlnG35QkSdLaJBQEPfxtmiRJ0lpg3rx5DB8+nCeeeIIddtjhKy+3pu2www4sWLCg2zWWtXr88pe/5Dvf+Q7z5s1jyJAh2W7OV7LDDjuwww47dJolC8vPdT/er71Sr9HFF1+cznqXJEnaEFlTWpIkSeulIAi4/vrrmT59+jofkJYkSZLWJ9aUliRJ66Ti4mIOO+ywjDrRX2U5rT+WLVvGH//4R5544glee+017r///mw3abWYMWPGCjssTJ3rkiRJ0trO8h2SJEm9wPIdvSdVIqG8vJwTTzyR888/P9tNkgDLd0iSJKUYlJYkSZIkSZIk9RprSkuSJEmSJEmSeo1BaUmSJEmSJElSr8lKR4eJRIJPPvmEkpISQqFQNpogSZIkSZIkSVqJIAiora2lpqaGcHj15DhnJSj9ySefMHjw4Gw8tSRJkiRJkiSphz788EMGDRq0WraVlaB0SUkJkNyR0tLSbDRBkiQpOxob4fDDk+O33gr5+dltjyRJkiStwNKlSxk8eHA6prs6ZCUonSrZUVpaalB6QxNrhOZF2W6FJEnZE6qHRx9tHa+FnHh22yNJ0oascEC2WyBJ64zVWYY5K0FpbcCe/zF8+rdst0KSpOxpbBOEfvQgyI9kry2SJG2IwhEIRSFaDJv/DKqmZrtFkrTBMSit3tX0JTQugOIh2W6JJEnZ0TYzOqcQcgxKS5K0agJIxCDRDPFmaF4MQQzCeZDfF8I5EIpk3kfyIbcc8sqhanPou2mW90GSNkwGpdW7QiHILYFcy7ZIkjZQidjy8dwSyPXjmCRJHcSbId6YDDings6JFiAEISAg+U84mrzlFCQznisnQn5VMthcPDT5H8Bh/wNYktY2fguSJEmSJElrhyCAuvchiCcDypFcKKiGwhooGgh5lckkp2hp8j63HPIqWm+VyUQoSdJaz6C0JEmSJEnKvlg9LPsoGXAeORtGfi1ZhiMnP9stkyStZgalJUmSJElSdgQBxJZBw2cQCkPlJNj4ZBgwLdstkyStQQalJUmSelN+Dvx5r2y3QpKk7EvEoW5usmPCvlNh9GEwcJdkh4SSpPWaV3pJkiRJktS74s1QNy/ZKeHmP4X+29shoSRtQAxKS5IkSZKk3hEE0LIE6j6CivEw8TtQs2O2WyVJ6mUGpSVJknpTcxwufjk5fsZkyDUrTJK0ngsSybrRzUsg1gDRomQgerNzoXhwtlsnScoCg9KSJEm9KRHAU58mx7+7SXbbIknSmtZSB8s+hNwyyCmC4QfAsFlQuXG2WyZJyiKD0pIkSZIkafUJAojXQ8MXEMSgfDxM/j5UTYVIXrZbJ0laCxiUliRJkiRJX128OZkVHSQgpwDy+0L1trDZORA2/CBJWs53BUmSJEmStGoSsWSd6HgDNH0JlZNg1CHJTgxLR0EkN9stlCSthQxKS5IkSZKk7gsCaPgUWpZBKAw5hcnbkD1h41OgdHi2WyhJWssZlJYkSZIkSd0Tq4dlHyc7Lhx/IvTZBEqGQtEgS3RIkrrNdwxJkiRJkpQpSCQD0PFmSDQmxwEIQdkYmPw96L9dVpsoSVp3GZSWJEnqTXkRuHe35eOSJK1NggCaFkLjQogWQyQv2WFh3ylQvhEU1kC/LSG3NNstlSStwwxKS5Ik9aZQCPL9CCZJWgvF6qHuQ8gtgREHwaivQfGwZHA6FMp26yRJ6xG/EUmSJEmStCFKtEC8KXnfvDg5rWozmPAtqN7GQLQkaY0xKC1JktSbmuNwxWvJ8W9PhFxLeEiSelkQQN28ZN3onAIIR6FwAGx0LAw/wA4LJUlrnO80kiRJvSkRwGMfJce/tXF22yJJ2vDE6qHuAyjoB5NOh76bQl4lREvMjJYk9RqD0pIkSZIkrc+CAGJ10PA5EIKqLWCzc6FsVLZbJknaQBmUliRJkiRpfRQkoGUpNC6AcC70nQKjDoWanSAnP9utkyRtwAxKS5IkSZK0Pgni0FwLDZ9BbhlUToIxc2DwbpbokCStFQxKS5IkSZK0rgriEG+GRBM0LYFES3J6tBgG7gybnAElww1GS5LWKgalJUmSJElaVyRiEG+EeAM0L03Wi87JS5bnKB4EQ/aEstFQNhaKhxiMliStlQxKS5IkSZK0NgsSUP8JxBogFIFIPuQUQPW2MGR3KB8H+X0grxLCfs2XJK39fLeSJEnqTXkRuH3G8nFJkroSBFD/KcTqkgHnEQfDgGlQWANFgyCSm+0WSpK0SgxKS5Ik9aZQCMrzst0KSdLaLgig9j2IlsDGp8DQfZLlOSRJWg8YlJYkSZIkaW0Rb4RlHyWD0rmlMOk0GDk7262SJGm1MigtSZLUm5rj8Js3k+PHjYdcS3hIklq11MKyj6FiYxhzZLLDwooJ2W6VJEmrnUFpSZKk3pQI4MH3k+NfH5fdtkiS1g4ttdDwGYSi0H872OxcKB6S7VZJkrTGGJSWJEmSJKk3xRuhpQ5alkGiGcI5ULUljD4MBu6S7H9AkqT1mEFpSZIkSZLWtCCA2DJo+ByCOOT3gb6Toc9k6LMJDJieDE5LkrQB8B1PkiRJkqQ1pWkRNC5IjucUQOVEGLI7DD8AosXZbZskSVliUFqSJEmSpNUpSCRrRLfUJrOfB+8O1VtBxXgoHw9hO7mVJG3YDEpLkiRJkrS6JOJQ/xFECmDwHlC9NYw4yDrRkiS1YVBakiRJkqSvIlYPzYuhpR5CQG4FbHwyjPpatlsmSdJayaC0JElSb8qNwI07LR+XJK2bgjjEGiDeCPXzoWQoDJwB/beDqs2hsDrbLZQkaa1lUFqSJKk3hUNQXZjtVkiSeioIkoHoVBA6BEQKIScPBs2AKWdB8eBst1KSpHWCQWlJkiRJktpLxJJlOWLLoKUuOS0UgXAUimpgwregzyZQWAM5BdltqyRJ6xiD0pIkSb2pJQE3vZUcP2ojiIaz2x5JUqbmpdDwGYTCkFMIueVQsxMM2B7yypOPC2sgvzLLDZUkad1lUFqSJKk3xRPwh/eS44ePMSgtSWuLIICmhdC0GPptCSNnQ+XEZAA6bB8AkiStTgalJUmSJEkbrkQsmR3d9AXkFEO/LWD730AkN9stkyRpvWVQWpIkSZK0YWlZBo1fQKIlWSc6Jx8G7Q4TvgllYyEUynYLJUlarxmUliRJkiStfxItEG9K3idirfepWzOUj4Fh+0H5RlA0CEqGJetIS5KkNc6gtCRJkiRp3RUklgea400Qq0/ehyIQyYdwTrIUR0EVFPSDgmooHACjDoX8PtluvSRJGySD0pIkSZKkdUcQQKIJYg3QuBAIIBxNBp4j+VA+Dqq3gr5ToHgI5JZBtNTOCiVJWosYlJYkSZIkrZ2CIJkBvexjIEjegqA1AF0ANdNh2CzIr0pmPRcOgEhelhstSZJWxqC0JElSb8qNwDXTl49LkjIlmqHhc4g1ksyCzoGyUTBoV8irhLyKZAmOooGQ39dOCSVJWgcZlF5LXHTRRfzgBz/glFNO4fLLL892cyRJ0poSDsHQkmy3QpKyKwiWdzoYq4eWWgjirR0NBlBYA2P2gdIRycBz5USIFme71ZIkaTUxKL0WeP7557n22muZNGlStpsiSZIkSWtGoiUZfG5aDEEMwrmttaDzYOCOUDioNQu6HwyaYRBakqT1mEHpLKurq+Owww7jN7/5DT/72c+y3RxJkrSmtSTgjv8mx2ePhmg4u+2RpDUlEUtmQccaIFYL8eZk7ed+W8Dg3aBkBORXJjOhc8uy3VpJktSLDEpn2be+9S323HNPdtllF4PSkiRtCOIJuK01KH3gSIPSktYfQQDxRmhaBLE6COVATgFES6DvplA2BkYeDMWDs91SSZKUZQals+j3v/89L730Es8//3y2myJJkiRJqyaIQ9OXyWB0JD9ZgmP4/jBgeygekuyQMOxXT0mStJyfDLLkww8/5JRTTuHRRx8lPz8/282RJEmSpJ4J4lD7PgQJyCuD0UfCkD2gfBzk+B1HkiR1zaB0lrz44ot8/vnnTJkyJT0tHo/z97//nSuvvJKmpiYikUgWWyhJkiRJXUjEofZdKOgP478JNdOhcEC2WyVJktYRBqWzZOedd+a1117LmHb00Uez0UYbceaZZxqQliRJkrT2CAJINENsGTR+CQRQPBQ2Px/6bZ7t1kmSpHWMQeksKSkpYeONN86YVlRURJ8+fTpMlyRJkqReFSSSnRamOi4MEhCOJjsurNkRqreGQbuYHS1JklaJQWlJkiRJEiRaoH5+MhBNCCJ5ydrQlZNg2CwoHQnFg6GgGkKhbLdWkiStwwxKr0WefPLJbDdBkiStadEIXL7d8nFJ6k1BItlBYeqWiEPLUog1JAPNxUNh4C5QMQ5KhkNhDeSWGYSWJEmrlUFpSZKk3hQJwdjybLdC0oYiCCBeDy3LoOEziBRAOAKhNrfcMhhxEJRvBDU7QV55tlstSZLWcwalJUmSJGl907QImpckM6BziyFaCoN2hT6bQN8pkFO4/JZbBtGibLdYkiRtQAxKS5Ik9aaWBNw/Nzm+73CIhrPbHknrjpY6SMSARGsZjqCT8SBZEzqcm6wB3W8rGLgz9JmUrBEtSZK0FjAoLUmS1JviCbj+P8nxvYYalJbUPfWfJrOeo8UQCrfeQhCOJoPN4dzkfSQf8vvA0H1gwPYQ9iufJEla+/gJRZIkSZLWRkHQGoxelgw2j/oajP9WaxA6mrzZAaEkSVoHGZSWJEmSpLVJrAHqP06W5cirhDFHQNUWUL1VMkNakiRpHWdQWpIkSZLWBi110PBZMihdvTUMm5XslLBsVLZbJkmStFoZlJYkSZKk3hIE0LQQmha1lt5oLb8RJJLlOPptCf23TQak8/tms6WSJElrjEFpSZIkSeoNiTjUzYOcQhi2DxQNSo7nFCfv8yqSGdJ2TihJktZzftqRJEmSpDUlSEDTl8nM6EQLFPSDMUfC+G9mu2WSJElZY1BakiSpN0Uj8POtlo9LWn+11EH9J5BbBkP2hPKxMHAGlA7PdsskSZKyyqC0JElSb4qEYJJ1YqV1WpBIZj0nWpLjQTzzFm+BRHPyNnh3mHS6gWhJkqQ2DEpLkiRJUmeCOMQaWgPMMYjVJ2/hKIRzk/ehMIQjEIpAJA9yipIlOoqHQMlwGLoP5Fdme08kSZLWKgalJUmSelMsAX/+IDm++xDICWe3PZKSEnFINEK8KRmIjtVDKASRQojkQiQfCvtDXiUM2w+KB0FuOeQUJDspjBS0BqlD2d4TSZKktZ5BaUmSpN4US8BVryfHZwwyKC31liCRrPHcUgdBLJn5HMSBEIRI3kfyksHnokHQZyL03x7KRkF+P4gWG3CWJElaTQxKS5IkSVr/BAE0LYLmLyFonZZTCEUDktnO6VsFFFQnb4X9k7doqQFoSZKkNcigtCRJkqR1XxC0ZkC3QEstNC2GaAn03w6qNk/WeC4eCuUbGXCWJEnKMoPSkiRJktYdQQCNCyC2LBmATgWYgwDCOa2dEEZh0EyYcCKUjzMILUmStJYxKC1JkiRp7RcEkGiG+k8gnAtVm0HpKMjvk+xwMK88WYojt/U+rw+EI1lutCRJkjpjUFqSJElS9gVBsuPBeCPEmyHRlAxCx5uTmc5BkMyAjhbDgOmw5c+z3WJJkiStIoPSkiRJkrIn0Qyxemj4AkIRiOQlb3mVUFQDxcOS9wXVUDQISoZCft9st1qSJElfgUFpSZKk3hQNw7mbLx+XNjSJWDII3bIUYg3JOtA5hdB3Kow+HMpGJwPQ0WJrQUuSJK2nDEpLkiT1pkgYtqjOdiuk3hEE0LwEmhcnOyUkBCQgWpqs/TzyEOi/LZSOTAaiDUJLkiRtEAxKS5IkSVo9giBZEzq2DJqXJmtE5+RD+UZQMX55B4QDpkHRYDsilCRJ2kAZlJYkSepNsQQ88XFyfMeBkGMJD62jUh0TJlog3pQsyRGrg0h+a2eE20H1NtBn02RAOuxXD0mSJCX5yVCSJKk3xRLw/15Jjk8bYFBaa58ggCCRDDgHCSCerP3cvDT5OBRKLkOQ7JgwnJMMROf3hYEHw6Bdk3Who0XZ3hNJkiStpQxKS5IkSeu7IAEttcms5iDRLuicgEQ8eR8EyeVD4WTAOXUfyUuW3CgdDQX9kpnQ0WLIKYLcUijsnyzLYU1oSZIkdYNBaUmSJGl9kogl6zrHG6FpcbJvwSCAaAlEciEcTWY25xRATmHrrRgqxkHhgOT0SMHyZSL5kFcJ+ZXZ3jNJkiStJwxKS5IkSeuqVF3nIA6NC5J1nUPh1mByHgyaAX0mQUE1VE6EwppkUNqMZkmSJGWRQWlJkiRpbZNohpZlEMSSpTXS9y3JQHQo3KaucxhCOZCTD6OPSJbZKBqcLKmRU5DtPZEkSZI6MCgtSZIkZUMQJGs8J5rb3MeSt8YFUDIkGWzOK03WbY6WQn4VFPaD3IrWaW1qO0dLoHREMkgtSZIkrcUMSkuSJElrWhAkazy3LIVYQzIIDRDOgXAeRKLJ2s655ZDfB/L6wrC9od9WyWUkSZKk9YifcCVJknpTNAw/nLJ8XOu2IAEtdZllNoJ45ngoklwukpvMcK6cBKWjoHQ4lAxLZj/n90lmQlvrWZIkSRsAg9KSJEm9KRKGaTXZboV6Kogny2qkgs/NS5KZzwDRIgjnJjOao2XJMhq5Zcls57zyZJmNvEooGwMV463zLEmSpA2eQWlJkiRt2IIExJuSgecgkXmfaE6W2yDUWmojJ1nnObcEavaBignQdyoUVCfLb4Qj2d4bSZIkaa1nUFqSJKk3xRPwzPzk+Db9k5nT6j1BAPF6iKc6FWyGWB1ECpNlNkLh1lskmf1c0C9Z17lqarLMRm5payZ0aTIILUmSJKnHDEpLkiT1ppYEXPBScvze3QxKfxVBACSS90ECSN23m5Zogealyx9H8ltvUSiogr6bwrD9WwPNBa3zCiCSZ41nSZIkaQ0wKC1JkqS1R7w5Was50ZwMJret40yQzGKG1gAzrVnNIaDdfSjcZloIqjaDPptAfl+o3BhKRiQzni23IUmSJPU6g9KSJElaM4JEMrAcb0rWZQ5aWms1J9plNpMMHgdBsmxGTmuWcn4V5JUlOwnM67O8dEa0BKLFkFMEkVwIR1d+yy0361mSJElaSxiUliRJ0uoRq0+WyWipSz4O0RoUzk0GkvP7JktjtC2RkQpAp24V46F0VLKWcyQvq7sjSZIkac0wKC1JkrSuSWUgty1vESTa1Fhuk4Xctu5y+j5o3VDbzOFQm7vuZBQHyc2EaN0mrdnNfaBmR+i3RXI8tzwZjC4cAGE/ekqSJEkyKC1JkpQ9sUZoCZHZMV9n47FkreUgvrzMRUZ5ipw247nLs47DucnyFpG8Nh335SSXD0Va6ymHW+syR1rvuzFOuPN1C6qTnQYafJYkSZK0An5jkCRJWl1SAeRELNlZX0ttMpAcxCGRSAZum4LlyzctgFC0NdAbahP8DbUGj1OlL4qhaFAy27hoQPI+rw/kVUBuWbLWcijHmsmSJEmS1gkGpSVJknoqCKB5CbQsTQafQ+Hl08OtmcjhXKgYl+ysL1oCOYXJW5ALF76c7LxvxuGQX7w8+ByOZnbcl9quJEmSJK1HDEpLkqT1X5BYnrGcrqkcLB/v7rRY/fJtREugfBxUTICCvq2Zy+XJzOVoaXK8oH/n2cub9NJ+S5IkSdJayKC0JElaO7XttK9tUDnWAPEmOtZeTpDsdS+UGQhOTQ+3qYccInmfXjaUOZ6+b7NMOAdKhkPNDslSGhUToHRE7x0PSZIkSVpPGJSWJEmrR5BI1lJOtEDQ0hpI7ir7uJN5qfGWpclO+QjadbLX2qFeTmEyOJxTCJH8ZOd9OQXLx9t27pdTlLxFi5J1mSMFrR385WTetx9vv0z7QPdXEYvBww8nx3fdFXL8OCZJkiRpw+K3IEmSlClIQKIZ4i3J+0TL8lsQW549TJC8TweVW7OJM+ohpzrvCy0P8IZzkp37ta29nF6v9XHfqVDYPxlozimAcB7k5CcfFw5IBpzXVU1NsNdeyfG6OoPSkiRJkjY4fguSJGlDlGiBlmXJMhipwHMQp7WuRWZne7mlUFAF+dWQ3xeiqQzl/OXZyangcW758rrKkXwI5bSWzchZfZnGkiRJkqR1mkFpSZLWZUGQzF6Otwksp+svt+3cL768tnKoNcs5Wgq5xVDQGmzO75sMKpcMS97yKpO3nEIDypIkSZKk1cagtCRJvS0VSE7EWoPFMUikgsapTv2CTsZTnfoFraUxSD5Ol8CILi+RkVOSrJ8cLU4GlXPLk9nL0eJkfeW8PjBgGuRXGXCWJEmSJPUqg9KSJEHngd9UiQvibeomQ4eO+dL3dJyeKodBaPlowPKSFu3vI7nJ+snp+9ZbTj6E8yEnLxlgjpZCbknyPr8v5PeBvIrlnf+lgtaSJEmSJK1lDEpLktYdQZDMLE40J7OMOwSFE51MazMvAIKWZFZyqoRFAOlgcygEhDM75sutSGYXhyPJx6GcNp31RZZnJodas5VDEYi0duSXnhdePp5XkcxOzquAaElr5nIx5BQng89mLUuSJEmS1nMGpSVJvSsVKE7EWgPEsWSQOdbQWhO5NbBMuF2AtjW4HIoks4jTHeeFlmcFh8LJx+Fwm0BxzvIM5FAkGTiu2izZcV84urzsRfvxSG4y47h0RPKxJEmSJElaLQxKS5KS2panaF+Oou14omV5p3qkOtNLlbxoVwM5FSRe/iStgeVQa8A42pp1HIXycVA8FKKt5SfCua2lK9qWschPlqnI7wu5pctrKGeUwcixdIXWbrm5cOWVy8clSZIkaQNjUFqS1jYdSk6kHidaF0gk6xzHG1s7yUsk79MZw0G7DYYyp6XKHAdtl2tT+ziVfZxat/3jVBZxbmtHejn5yWBxJK/N48LWGsi5kFPQZnpBctmc/NaayKXJzvdyy5LrSxuCaBS+9a1st0KSJEmSssagtCStilTAOBGHINZaiiK+vPREkOg8czgVQA4SJMtTtN9mq4yyFKnAcHj59EgeVE5qrUncWpc4pyB5S2cPh9vch5PrhyMsr5ncbn5n4x3WiSQDyQXVEC3qjSMtSZIkSZLWMwalJW3YgtZyFLG65fWM2waO04HloE3GcKoERZvO60I5mYHgcHR5CYq2GcPhvOXZwdFiyClKBnfDuZk1kFMlLdrWRA63KXcRLU3WRJa07onH4R//SI5PmwaRSHbbI0mSJEm9zKC0pHVDRgmLoF32cZv7tvM7y1hOxJKZzakgcxC0BnmLk7dIa4mJnALIKVx+ixQky1VEiyGnddlUhnLqllOUzGBOBY4lqTONjbDjjsnxujoo8lcHkiRJkjYsRk3Uu4IAmpdC85Jst0Rrq0QMGj5vzQ4OtZZCbi1rkVHCovU+VWKibbmLdMmLVMZyXmunefmQV5nsKC+vEvLKk2UoCqqhbHRyuiRJkiRJktYog9LqXfl9oKBfsoM2qTOhCFROgJIR0H/b1qzj6PLs43C0tdRFtJNbZ9P9WbwkSZIkSdLaxKC0etfm55slrRXLKUiWwpAkSZIkSdJ6yaC0elck187ZJEmSJEmSpA2YQWn1qou5mId5mCjRbDdFkqSsyCPGfa3js5hFkx/H1AsaaOgwLad1iBDh63yd/dk/Cy2TJEnShshvQepVb/Imb/AGAxmY7aZIkpQV+cTT4wtYQCPWvtfqFSPGEpbQQANRouSSSz75FFNMIYXkk09Om68BRRSxGZtlscWSJEna0BiUVq8KE6aKKgYwINtNkSQpK3KiCf7vF00AVEVriBHOcou0LgsIWMxilrKUZpoJtQ796c9mbMZ4xlNFFf3ox3jG04c+hAhlu9mSJEnawBmUliRJ6kWx3DD3njEy283QOiggoJZaFrKQFlqIECEgIJdchjGMyUymH/3YiI2YylQqqMh2kyVJkqROGZSWJEmS1lIttNBII3XUUUsthRSyKZsyhjH0aR1GMYpN2CSjJIckSZK0NvOTqyRJUi8KxwNGvrQEgHenlJGIWEpBHbXQwmd8Rj31lFBCIYXMZja7sisTmWgJDkmSJK3TDEpLkiT1omhjnP+3xVMAHFi3G01FfhxTsjTHUpayhCU00USYMP3oxxzmsD/7U001ueRmu5mSJEnSauG3IEmSJKmXJEhQRx0LWECMGOHWji7jxCmiiDGMYQu2YDKT2YqtKKEkyy2WJEmSVj+D0pIkSdIaECPGstahkUbixAEopJCN2ZgpTKGYYopahyEMYQu2sDSHJEmS1nsGpSVJkqTVIEGCRhr5gi9oppkwYYoppooqRjGKkYxkFKMYy1hGMpIIkWw3WZIkScoKg9KSJEnSKqqnnqUspZZaAPLJZyhD2YmdmMQkxjGOAQww+1mSJElqw6C0JEmS1ENftg4hQlRTzeZszi7swmhGM5KRFFKY7SZKkiRJay2D0pIkSdJKpDoobKKJOurIIYeZzGQndmJ3dieX3Gw3UZIkSVpnGJSWJEnqRfFomN+dPTo9rrVHjBhLWUpz69BCCwkShAjRQANVVJFPPuMZz2Ecxj7sY1kOSZIkaRUYlJYkSepFsdwwt58zNtvNEMuD0MtYRiONNNFEP/pRQQXVrUMllZS2DmMZyxSmECWa7aZLkiRJ6zSD0pIkSdpgxIhRRx211LKMZfShD6MZzUQmMoIRbMqmjGe8GdCSJEnSGmRQWpIkqReFEgGD/1MHwIfjignCBj/XpICAOuqop5466ggIKKWUIQxhZ3ZmNrPpT/9sN1OSJEnaoBiUliRJ6kW5DXF+vfHfADiwbjeaivw4tioCAuKtQ4wYceIkSKTHW2ghRoxGGtPlN6YylR3ZkelMpx/9zIaWJEmSssRvQZIkSVonNNLIQhZSTz0AkTZDDjmECRMhQgklVFBBJZUMZCAHczBjGEOESJb3QJIkSRIYlJYkSdJarJlm6qhjKUuJEWM4w9mCLRjHOAYzmCKKKGw35JJrFrQkSZK0FjMoLUmSpKwJCKilliaa0qU3YsRooYUQIcKEKaGEwQxmP/bjKI4il9xsN1uSJEnSV2BQWpIkSb0mIGARi6innmaaiRGjkEKKKKKCCsooo4IK+tOfQQxiBCOYzGTKKTf7WZIkSVpPGJSWJEnSGreABSxmMQEBxRQzlKGMYARDGco2bMMUpljzWZIkSdpAGJSWJEnSVxIQpEtuxIjRSCMNNNBCCwEBYcIEBOzFXuzIjgxjGOMZn+1mS5IkScoSg9KSJEm9KB4Nc8/pI9Lja7uAgCUs4Qu+ACDUOqTmpYYoUXLIIUqUfPIZxzhqqKGSSkoppS992YM9yCc/m7sjSZIkaS1gUFqSJKkXxXLD3HDx2pMlnCBBnDgNNLCUpTTRRIJEOrs5ICBChClMYVM2Jb/NkNc6FFJIaetQRhl96EMeedneNUmSJElrKYPSkiRJ66k66mimOR14jhEjTpwmmggTJkGCECEiRIgSZQhDGMUoaqihjDJK2gyTmEQZZdneJUmSJEnrAYPSkiRJvSiUCKj6oAGAL4YUEIRDq7SdVKA5NaQeN9FELbXEiVNAAYUUEiFCIYUUU0wJJQxnOGMYQymlFLcOJZQwhjHk+PFQkiRJ0hrmtw5JkqRelNsQ5/rhjwNwYN1uNBWt+ONYQECCBC200EQTja3DIhZRRhkRIoQJE2kzzGAGk5jEaEYzhSkUUGCwWZIkSdJaw28nkiRJa4kECRaxiFpqiREjRChd3zlKlDzyKKKI8YxnGMPYhE0YyUgKWod88tPZ0anOCCVJkiRpbWNQWpIkqZcEBLTQkn78Lu/SQJhQ69BAA1VUMYUpTGYyAxiQ7kCwlFL605++9CVMOIt7IUmSJElfjUFpSZKkryAgoIkmGmigmeaM+s5t71OB5OI2Gcz7sz+5VFBIYTrDeSQj2ZIts7U7kiRJkrTGGZSWJElaiQYaWMjCjI4FAUKECAjIJZcCCihqM6Q6Fkw97kMfqqlmIOXALgCcxVlAUdb2S5IkSZKywaC0JElSq4CAWmppppkWWogRo4kmwoQZxjD60z9dSqO4dRjIQIYwhEEMog99ulHLeVmv7IskSZIkra0MSkuSJLX6jM9opJEyyiillAoqGMQgpjOdmcwkj7xsN1GSJEmS1nkGpSVJ0gZvCUv4nM+JEuUADuDH/JicNfUxKScHTjxx+bgkSZIkbWD8JiRJkjYYAQGLWEQttbTQkp6eQw5bsAVzmMP2bL/mAtIAeXnw61+vue1LkiRJ0lrOoLQkSVpvBQS00EIzzSxiEYtZTCWVTGQiwxhGX/pSSSUjGclUplJAQbabLEmSJEnrPYPSkiRpndJAA0tZSpw4iS6GUOsQEBBtHfLIYwd24DAOYwYzsrcDQQALFiTH+/aF0Mo6RpQkSZKk9YtBaUmStE6oo47P+ZwWWuhPf8opJ7/NUNg65JNPHnn0pS8DGEA/+lFJJRVUUE45IbIcBK6vh379WneqDoqKstseSZIkSeplBqUlSdJaISCglloaaaSZZlpoIUYsHUTOJZcxjGEnduIYjqEIg7mSJEmStC4yKC1JkrKikUbqqaeRRlpooZZayimnlFIGMpDq1iGV5TyGMWzO5oQJZ7vpkiRJkqSvwKC0JElaY1IdDaaynlNDPfXEiVNOOdVU049+1FDDzuzMjuxo4FmSJEmS1mMGpbPk6quv5uqrr2bevHkATJgwgZ/85Cfsvvvu2W2YJEndlCBBAw0000yMGHHi6ftmmjt0NJjTOhRSyEAGshu78TW+Rhll2d4VSZIkSVIvMiidJYMGDeKiiy5i9OjRBEHATTfdxL777su///1vJkyYkO3mSZLUqQYaWMxi6qmnmWZKKCGPPHLIobR1KKOMoQxlMIOpppo+9KGSSsooo4QS8snPfmeDkiRJkqSsMSidJXvvvXfG4/PPP5+rr76aZ5991qC0JGmtESfOEpZQRx1NNBEQ0J/+bMImDGc4B3AANdRQRBE5fqyQJEmSJHWD3x7XAvF4nLvuuotly5ax9dZbZ7s5kiQBsJSlfMqnVFLJeMYziUmMZzw7szPFFGe7eeuunBw46qjl45IkSZK0gfGbUBa99tprbL311jQ2NlJcXMy9997L+PHjs90sSdIGIEGCOHESrUP78UUsIkSIbdiGH/JDxjAm201ef+TlwY03ZrsVkiRJkpQ1BqWzaOzYsbz88sssWbKEu+++m6OOOoq//e1vBqYlSatNQEAzzTS2GZppBiCHHMKtQ4RIxvhYxrIVW3EmZ1r/WZIkSZK0WhmUzqLc3FxGjRoFwNSpU3n++ef55S9/ybXXXpvllkmS1hUBQTq7OU6cGDGaaaaJJuqpJyAgSpQCCiimmPGMZyhDmcxkaqghr3XIbx3yyKOgddAaEgRQX58cLyyEkEF/SZIkSRsWg9JrkUQiQVNTU7abIUlaS8WI0UgjDTSwlKUErUMquzk15JFHNdWMZzxTmcpIRjKUoVRRRZhwtndD9fVQ3FqTu64Oioqy2x5JkiRJ6mUGpbPkBz/4AbvvvjtDhgyhtraW3/3udzz55JM8/PDD2W6aJGktECPGUpZSTz2NNKaDz6ks5u3Yjh3ZkQoqKKSQIooobB360pciDHRKkiRJktZOBqWz5PPPP+fII4/k008/paysjEmTJvHwww8zY8aMbDdNkpQFbctuNNLIUpZSSSXDGc5IRjKa0WzERgxiEDXUkE9+tpssSZIkSdIqMSidJddff322myBJypJlLKOeeppoooEGQoQIEya3dSihhN3YjZM5mX70y3ZzJUmSJElarQxKS5K0mqVqPTfSyCd8ki69ERAAECVKGWUMYhAbszETmUg11VS1DhVUEMLO7yRJkiRJ6yeD0pIkdUOCBI00Uk89S1hCQJAROE4FnNt2PhgmzAQmsCVbUkwxRa3DAAawOZsTJZqt3ZEkSZIkKWsMSkuS1EaMGPXU00ILMWK00JIusZFHHoUUMo1pbMzG5JJLlOgK7ycykVJKs71bkiRJkiStNQxKS5I2GHHifMZn1FNPggRhwoQIpbOeUxnOBRQQJUoxxVRSyaZsyhSmMIQhDGMYRRRle1e0LotE4MADl49LkiRJ0gbGoLQkaZ2VIEEzzSTaDQFBxuOm1iFEiP70ZyYzKaaYAgrII4/81iGPPPrRj2EMow99KKTQ2s5a/fLz4a67st0KSZIkScoag9KSpHVGQEALLdRTz0IWkiBBHnnp+s2pzOfUeA45RIkymtFszMaMYxzbsR196ZvtXZEkSZIkaYNlUFqStNYLCPiIj2ikkShR8slnC7ZgFrMYwQjyyCO3dWg7nksuYcLZbr4kSZIkSWrDoLQkqVcFBMSJEyNGvJMh1jq00JKu8ZwgQTHFHMmRzGAGAxjAQAZaWkPrpmXLoLg4OV5XB0XWKJckSZK0YTEoLUla7VIB5maaWcpSmmgiRiwdYA4TJkqUSOuQKrWRTz7llFNJJX3pSx/6pO9HMYrxjDcQLUmSJEnSOs6gtCRplaQ6E0xlPC9iEfXUp4PGOeSQSy5VVDGKUQxiEP3oR5/WoZRSCiigkEKKKKKQQqJEDTpLkiRJkrSeMygtSVqpWmqppz5dWqOZZgKCdKZzqkPBvdmb7dmektahlFKGM5wc324kSZIkSVIrowSSpLQYMRazmEYa0/WdW2ghn3yqqKKcciqooC992ZRNqaGG4jZDf/rbsaAkSZIkSVohg9KSJBpp5FM+JUaMPvRhJCPTtZ3LKWcCE9iHfSytIUmSJEmSvjKD0pK0AWmmmbrWoYmmdJA5RIjxjOdADmQmM6mkMsstlSRJkiRJ6yuD0pK0nkqQoJFG6qlnMYsBiBChmGLGMpaN2IhKKqmggmqq2ZEdySMvu42WNgSRCOyxx/JxSZIkSdrAGJSWpHVEnDj11NPcOsSIkSBBnDiJ1iHUOqTkkUcBBezETkxjGkMYkg5GS8qS/Hz405+y3QpJkiRJyhqD0pK0FgoIWMYyGmmkmWYaaSRGjBJKyCWXPq1DAQUUtg5FFJHfZhjIQIa2DiWUZHuXJEmSJEmSAIPSkpR1AQEttNBII000UUcdLbSkg83VVNOPfmzP9uzETlRTTQEF2W62JEmSJEnSKjEoLUlrWJx4OtM5TpxY69BMMy20ECJEhEg6w3krtmLr1mEkI63zLK1vli2Dfv2S459/DkVF2W2PJEmSJPUyg9KS1ENNNFFLLfXUp+s5BwQZNZ1TdZ0DAkKEyCefHHKIECGPPPrQhxpqGMEIhjKUUYyihhqqqSaX3CzvoaQ1rr4+2y2QJEmSpKwxKC1JXUgFmptpTgeiG2ggl1xKKGEiE6mggjzyKKSQXHLJI4/cdkMNNQxhCKWUUkwxhRRmdEYoSZIkSZK0ITEoLWmDEiNGE0200EKMWPo+VVYjICBMGIAECcKE08HmQQxiJjPZnM2ZyESKKc7y3kiSJEmSJK17DEpLWi8EBMRbhxZa0uOpoal1SJXPiLYOVVRRTjkVVFBOOWWUUdpu6EMfqqmmD33SAWtJkiRJkiStGoPSktZ6AQEttNBAA4000tw6pDKZg9Yh0jpEiabHc8hJB5fHMpaZzKSGGiqooIwyokSzvXuSJEmSJEkbFIPSkrIuIGAZy1jCEhppJCAAIEQoHXCOEqWgdRjOcAYzmL70pZJKylqHYoopaR2KWodCCs1uliRJkiRJWosYlJa0xjTTnO4cME6cRJsBkkHnVOA5l1wGM5gxjKGGGooppoiidMeAlVQymMH0o59BZknrtnAYpk9fPi5JkiRJGxiD0pJWi2aaWcQi6qknRowQIcKEKaWUkYykhBIKKKCwdSiggLzWoYIKxjCGTdmUCJFs74okrVkFBfDkk9luhSRJkiRljUFpST0WEBAjRgstxIjRTDMLWEB/+rMJmzCSkfSnPyMZyUQmUk55tpssSZIkSZKktYRBaWkDFxDQRFO6E8H2ZTZSQ6pkRogQCRLkkEOUKDmtwzSm8TN+Rg01Wd4jSZIkSZIkrc0MSkvrobbB5HjrkCBBrM3QTDMttBAilO5EsC99KaOsQ5mNVKmNfPKpoIJKKqmgIt3BYGqdEKFs77okrf2WLYNhw5Lj8+ZBUVE2WyNJkiRJvW6VgtLLli3jb3/7Gx988AHNzc0Z804++eTV0jBJywUE1FPPMpZlBJZjxAgTzggGpzoRjBAhTJhI6xAmTA455JFHNdX0pS+bsimjGMUABjCIQfShj4FlSeoNCxZkuwWSJEmSlDU9Dkr/+9//Zo899qC+vp5ly5ZRWVnJggULKCwspF+/fgalpVUUJ04TTelg8yIWERAAyaB0PvmUUEI/+lHZOlRQQRFFHbKaCykkv3UooCA9XkIJxRQbeJYkSZIkSVLW9Dgo/Z3vfIe9996ba665hrKyMp599lmi0SiHH344p5xyyppoo7TeiROnmWYaaGApS4kRAyCPvHSd5r70ZSxj2ZEdqaCCAQxgIhOJEMly6yVJkiRJkqRV1+Og9Msvv8y1115LOBwmEonQ1NTEiBEj+MUvfsFRRx3F/vvvvybaKa2zAgIaaWQZy6innkYaCRNO12jehE2YxjRGMYqBDKSMMkoppZBCM5olSZIkSZK03ulxUDoajRIOhwHo168fH3zwAePGjaOsrIwPP/xwtTdQWlcEBOmOBVtoYRGLaKSRgIA88iiiiI3YiK3YislMpooqaqihkspsN12SJEmSJEnqNT0OSm+66aY8//zzjB49munTp/OTn/yEBQsWcMstt7DxxhuviTZKvaqxdYgRo4UWYsTSweZE6xAm+R8zqUzmoHUItw655JJPPmMZy0EcxAhGMIYxFFGUzV2TJEmSJEmSsq7HQekLLriA2tpaAM4//3yOPPJIvvnNbzJ69Gj+7//+b7U3UFoTUp0KpspqNNGUnhclSj75RInSl76UUUYxxRRRRDHF6Q4FU50Ith1PdTBYQQX96U8JJVncS0nSWikchs02Wz4uSZIkSRuYHgelN0t9iSJZvuMvf/nLam2Q1F2x1iHebmg7PXUfJpyR1QykazqPbh360Y8KKtiIjRjOcMopJ5fcbO6iJGl9VFAAzz+f7VZIkiRJUtb0OCid8vnnn/P2228DsNFGG1FVVbXaGqX1U0BAE03EiNFEU7oURtDJ0H56ggRAuoxGAw1AMrAcaTeUU05Z61BBBWWUUUIJRRRRSCHFFFNCCQNah3LKs3hUJEmSJEmSpA1Lj4PStbW1nHjiifz+978nHo8DEIlEmD17Nr/+9a8pKytb7Y3UmhcQpDOLW1qHtuNtHzfSSD31NNCQcZ8ar6WWpa1DalojjTTRRJQoYcLMZ366/nKo3dB2Wmo8hxyiRMkhhzzyGM94tmRLhjM8HWxO3ees+v+1SJIkSZIkSVrDehy9O/bYY/n3v//Ngw8+yNZbbw3AP//5T0455RROOOEEfv/736/2RqrnWmhhEYtY0jp8wRfMYx4LWcgSlqSDxrXU0kADzTRnZCi3v2873rbDv1TwGJZ39hcilM5aTgWeU+Mf8AEzmMG3+Ta55BJtHSJEMgLPESIZ46nnkCRpnVdfD+PHJ8fffBMKC7PbHkmSJEnqZT0OSj/44IM8/PDDbLfddulpu+66K7/5zW/YbbfdVmvj1LUFLGA+81nMYhaxKB1kXspS5jOfl3mZZSxLZzfHiAHJwHEqSNx2aJuVHCZMDjldZi23DTb3NFi8lKVsyZZMZvIaOCqSJK0DggDef3/5uCRJkiRtYHoclO7Tp0+nJTrKysqoqKhYLY1SUjPNfMqnLGIRddRRTz3LWMZ85vN7fs8SltBCS7ojP0jWXA4Tpphi8snPyD5OLSNJkiRJkiRJ2dLjoPSPf/xjTjvtNG655Rb69+8PwPz58znjjDM466yzVnsD1zdLWcqrvMpCFqaznBtoYBnLqKOOWmpZxjLqqedLvqSRRpppTtd7jhABIESIAQxIl76wvIUkSZIkSZKkdUGPg9JXX301//vf/xgyZAhDhgwB4IMPPiAvL48vvviCa6+9Nr3sSy+9tPpauo4JCPiSL3mN1/icz1nCEuYznyd4gs/4jDjxjFrMqfIYqdIYqZrKxRSTS25GmQ1JkiRJkiRJWlf1OCg9a9asNdCM9cervMpt3MZrvMaXfEkttekOAQOSdSMHM5hccg0wS5IkSZIkSdrg9DgoffbZZ6+JdqzVEiT4iI94mZeZxzyaWof61qGRRuqpp4EGPuADFrGIEkoooIDBDCZKNNu7IEmSJEmSJElrhR4HpQEWL17M3XffzbvvvssZZ5xBZWUlL730EtXV1QwcOHB1t3G1iBHj89ZhAQtopJEmmmimOR1kTg2NNLKYxSxkIYtYxBKWUEcdy1iW3l7bkhtth3zyGcMYs6AlSVLnQiEYP375uCRJkiRtYHoclH711VfZZZddKCsrY968eRx33HFUVlZyzz338MEHH3DzzTeviXauUC21fMRH6YBzHXXpzOU66ljKUt7kTb7gi3QgOhU0bh88DlqHVA3nnNahiCL60S/d0aAkSdIqKSyEN97IdiskSZIkKWt6HJQ+7bTTmDNnDr/4xS8oKSlJT99jjz049NBDe7Ste7iHMGGaaCLWOsSJZ9zHiNFMMzFi6eVa2gzNNPMhH1JPPc00pzOYYXmAOZXBXEIJFVQQJUqYcE93XZIkSZIkSZL0FfU4KP38889z7bXXdpg+cOBA5s+f36Ntncu5QLJmc4JEOojcfuiOAgrIIy8jkznUOgA0tg7Krjrqst0ESZIkSZIkSVnU46B0Xl4eS5cu7TD9nXfeoaqqqkfbmsUs8sjraRO0DgsRYipTs90MSZKyp74eNt88Of7888lyHpIkSZK0AelxUHqfffbhvPPO48477wQgFArxwQcfcOaZZ3LAAQf0aFvnci6llPa0CZIkSeuuIIA331w+LkmSJEkbmB4HpS+99FIOPPBA+vXrR0NDA9OnT2f+/PlsvfXWnH/++WuijVqPfNxQy/vLlmS7GZIkZU14WT1btY4/u+BjEg1mSq+rmhMJamPNLIs1UxdroSCSw8GDNyIatmNsSZIkaUV6HJQuKyvj0Ucf5emnn+aVV16hrq6OKVOmsMsuu6yJ9mk9c8F//smTX3yQ7WZIkpQ1BY1NvNA6ftLLj9KQbymzdVV5NJ/ccJicUJhIKHk/oawvk8urs900SZIkaa3W46D0zTffzOzZs9l2223Zdttt10SbtB5riMcggCGFlm2RJG2Y8tp0vDwov4SmgvwstmbD05SI82VzA82JOC2JBAEQCiUrqYSASDhMJBQiQphwKEQkFMq4DxOiKCfK8KIyplT0Z3RxBcU5uRTnRKnMLaA6vyjbuyhJkiSt9XoclD766KPZbbfd6Nev35poj9ZzqS97OeFwtpsiSVJWtH0PzAmHifueuFo1xWMsi7cQD4LWW4J4EBBLJIgTEE8kGFhQwuiSCqryCumTW0BpNJeinFyKIlGKcqIURnIozIlSEMkhL5xDfiRCQSRKXjhCXjhCKBTK9m5KkiRJ67QeB6UDO+SRJElSLwmCgFhrYDkVZE60jseCBLEgQUsieZ9SHs0nJxSmNCdKcTRKcU4uldF8agqK6Z9fzO4DRlCVZy1vSZIkKVt6HJQGuPPOOykt7bz8wpFHHvmVGiRJkrReC4X4rH9VelwdxRIJmhJxFrc0UhtrJjccaa3bHCISWl5WozASpTI3n765hVTlFTCwoITBhaVs23cg5dF8wh5fSZIkaa0UCnqY+hwOhxk0aBCRSMdexUOhEO+9995Kt7F06VLKyspYsmRJl8FtrZ++/vxDPL9oPkOtKS1JkoDmRJy6WAstiTi1sRYCAsKEyItEyA/nUFNQzCmjN6MiN5+CSA4FkRwKI6nSGpbSkCRJkta0NRHLXaVM6RdeeMGa0pIkSVolyZIcAYuaG1nU0kif3AJKonmMLalk5+phjCgqpzq/kIEFJRTn5Ga7uZIkSZJWs1UKSkuSJEmwvOZzLAhIpG50HG8JEjTFY6R+ohcOhSiI5LBpeTXXTN2V8mieWc+SJEnSBqLHQemhQ4d2WrpDkiRJK5fb1MRFJ50NwPevPJfmvLwst6ijRBDQnIjTnIjTGI/TlIilOxpMBAGEIEyIgIAAyAmFyQmFCKduLB/PIUw0EqYiN58RReUMKSxlQH4xAwqKGVxQQk1BMdGwny0lSZKkDUmPg9Jz585dE+2QJEnaIIQSAaPfejc9nm2xRIJFLY0sbmkiRAhac5lzwxFywxEKIjkMKyqjLJpHaTSXkpxcCnOiFEaiFOdE6ZtXSN/cAkr+f3t3Hl9XXed//H3O3Zfcmz1p2qT7Slu6spZSaFlKWVr2xbKDClXZBvkJiooogoMMAiLMKDOOiCOCMoAoooCMjCAWHyiLw1qB7s2e3O2c7++Pm9wkbSlNm+RkeT0fj8P93nPOPfdzEw6k737z+QaCCnW8JmT7FOro+Ry0fSw4CAAAAKCHXofSn/3sZzVp0iR99rOf7bH/jjvu0Jtvvqnbbrutr2oDAABAH2l3cmrMppUzbn7Ws+sqZ1zZlqXiQFjHjZqkcbGkKkIRlYeiKgtGVB6KqCoUk9+2vS4fAAAAwDDS61D6Zz/7mR555JEd9h900EG66aabCKUBAAA8lHNdtTlZZV1XWeMq29GGozmX1YRYsSpCESUCIRUHQioOhDWvpEr7lY5SZTjmdekAAAAARoheh9Jbt25VMpncYX8ikdCWLVv6pCgAAAB8vO6LDGZdRy25rJqyaRUHwwpYthKBkCpCEdVGijQqEtfKmimaEC/2umwAAAAAI1yvQ+lJkybpiSee0Jo1a3rs/+Uvf6kJEyb0WWEAAADYUcrJ6YP2ZhlJxkh+284vNGjn23CcXjtdK2omalw0qYjPL4t+zgAAAAAGmV6H0ldccYXWrFmjzZs36/DDD5ckPfXUU/rnf/5nWncAAAD0IdcYpd1coRVHznW1Od2u/UpHafmoCRodiSvh71qAsDwUVdjX6x/vAAAAAGBA9fpPLeeff77S6bRuvPFG3XDDDZKkcePG6bvf/a7OPvvsPi8QAABguGlMFhXGxhg5xihrXGVcR21OVu1OTo4xsiSFbJ8Ctk9+y1bMH9DckmpdNnm+pifKvfsAAAAAALAXLGOM2dMXb968WZFIRPF4vFeva2pqUjKZVGNjoxKJxJ6+PYagC158XC/Wb9DYKN93AMDI0jnruS2XU3Muo6zryrYsuTLyWZYClq2A7VMyENK0ojJNLirRuGhSE+PFKgtGlAgEFfUFaMcBAAAAYED1R5a7V7/fWVFR0SdFAAAADAdZ11FzLqOU48gxrpyOhQiNkWRJYduniC+gBaWjNK2oVJWhqMpDUZUEwyoJhFQajKgqHJNN8AwAAABgGNujUPrBBx/Uf/3Xf2ndunXKZDI9jv35z3/uk8IAAAAGI9cYtTlZteaySjk5ZY1bOGZblor8QY0Kx5QIhFQcDKk4EFYiENKkeLGmFZWpLppQIhDy8BMAAAAAgLd6HUrffvvtuvbaa3XuuefqF7/4hc477zy99dZbevHFF3XppZf2R40AAACeybfdcNTuZFWfScvIKOLzKxkIaZ9khapCUZWHIioLRjQpXqJ9kuUqDUY++oLt7dIRS/LjX/5SiuziXAAAAAAYhnodSt9111265557dMYZZ+i+++7T1VdfrQkTJuhLX/qStm3b1h81AgAADLi0k9O2TEqNuYyiPr8iPr8WV9RqefUETUuUakKsWAHb1/sLu670zDNdYwAAAAAYYXodSq9bt04HHXSQJCkSiai5uVmStHr1ah1wwAG64447+rZCAACAfmKMkWOMHOMq19GWozmXkWuMfJatylBUq0ZP0YqaiaqLJnY9AxoAAAAAsFt6HUpXV1dr27ZtGjt2rOrq6vS///u/2nffffXOO+/IGNMfNQIAAOy1jOuoKZtRq5NVxnFkWZIxks+25JMtn20p5gtoUXmt5hVXaWayXPNKqhTxBbwuHQAAAACGlV6H0ocffrgeeeQRzZ07V+edd54uv/xyPfjgg/rTn/6kE088sT9qBAAA6BVjjNqdnLZk2pV2HVmSLFkqDoY0JV6iReVjND5WrKjfr6gvkN/8fo2JFCnmD3pdPgAAAAAMa70Ope+55x65Hf0PL730UpWVlekPf/iDjj/+eH3yk5/s8wIBAMDI5hhXKceRY9yOVhumMM4ZVznjynGNLCsfPBsZGUl+y9bkeIkOKKtRdTimmkhcB5WNJnQGAAAAAI/1OpS2bVu2bReen3766Tr99NP7tCgAADAyucaoJZdRxnWUdh21OzlJUtjnl9+y5bMs+SxLYV9AMX9QJYGQSoIRlQbDSgSCKvLnt0QgpEQgpAUl1Qr7ev3jDgAAAACgH/X6T2mPPPLILo8ff/zxe1zMSPKNb3xDDz30kF5//XVFIhEddNBB+uY3v6mpU6d6XRoAAAPKGKOscbUp3aa2XFZFgaDCtl9jIjFNKcrPdN43WamYv7PNRkABy5ZlWV6XvueiUa8rAAAAAADP9DqUXrly5UcesyxLjuPsTT0jxjPPPKNLL71UCxcuVC6X0xe+8AUdeeSRevXVVxWLxbwuDwCAPmeMUVMuo63pdrkyXa02OhYbLA9GdPH4fXVE9XjVRRMK2j6vS+4fsZjU2up1FQAAAADgmT36fdb169erqqqqr2sZUZ544okez++77z5VVlbqpZde0uLFiz2qCgCAvmE6ej/njKvGbFrNuayMjKI+vw4uH6N9kuUq8gcV9wcU9weVDIQ0M1mhZCDkdekAAAAAgH62R6F0957S6BuNjY2SpNLSUo8rAQBg97nGaHO6Tc25jIyRbCs/+9k1Rn7blt+yFfH5dXT1OM1KVmpucZXmFFcO7dYbAAAAAIC9skeh9L333quSkhLFYjHV1NRozpw5Ki8v7+vaRgzXdXXZZZfp4IMP1syZM70uBwAwQrnGKO06yrmucsZVtuMxZ9yOfUa2JVnqDJTzs6HLQ1EdO2qSKsNRJQOhwta56GB5KKKaSJGnn21QSaWkk07Kj3/2Mykc9rYeAAAAABhgvQ6l6+rqdM899yibzaqpqUmtra2ybVsrVqzQD3/4QyUSif6oc1i79NJL9de//lXPPfec16UAAEYgx7j6R1uzssZVyPYp0DHDOeTzqTIQVUkwrLJgRKXBsOL+YMdig35FfH5FfQHtkyjX2FjS648xdDiO9PjjXWMAAAAAGGF6HUq/++67PZ43NzfrhRde0Jo1a3T11Vfr7rvv7qvaRoQ1a9bo0Ucf1bPPPqsxY8Z4XQ4AYBhzjVHKyWlbJqW0m5MryZbkSqqNFOmC8bO1T7JCxR0zneP+oGzabAAAAAAA+tgete/orqioSEuXLtVdd92lCy64oC9qGhGMMfrMZz6jhx9+WE8//bTGjx/vdUkAgGHAGKN2J6emXEbtTk451y30eTaSwrZf1eGoZicrVRqMKBkMqSwY1uKKWlWH416XDwAAAAAYAfY6lO502GGH6e233+6ryw17l156qe6//3794he/UFFRkTZs2CBJSiaTikQiHlcHABiM3I7A2TH5/s5Z19G2TEpB2ydJ+eDZSEGfTxWhqOaVVKkuklBJMKxkIKTSYFi10YQmxosV8QU8/jQAAAAAgJGq16H0yy+/rDlz5uywv76+Xp/5zGf0n//5n31R17D33e9+V5K0ZMmSHvt/8IMf6Nxzzx34ggAAg45jXG1Jt6utY8azY1zFA0H5rXzP56Dt05SiUh1cPlpjo0nF/AHF/QGVBMKaU1wlv217/REAAAAAANhBr0Ppww47TI8++qgOPvjgwr5f/OIX+tSnPqVZs2b1aXHDmTHG6xIAAH3MGCNXRo4xck3XY36fq4zrKuXklDOujMnPbLZkqbNts9Xtn0ZGWddVdTim+SXVGhMpUkU4qvkl1aoJxxX3BxSj5zMAAAAAYAjqdSh9yy236JhjjtF//dd/ab/99tOll16qxx57TDfffLM++clP9keNAAAMONcYpV0nvzk5NecyHUcsdY+B852aJWMkWZItSz7Lkm11Pdqy5bMsJQMhzU5WqCIUVcjnU8j2K2DbCli2ArZPATs/A7r7vgPKajQ6UjTQHx8AAAAAgH7T61D6wgsvVCKR0EknnaR4PK7Zs2frlVdeUV1dXX/UBwBAv3M7+jOnXUdtTk7N2YwsSwrZPgVtv8I+vxaVj9GYaJGCtq+wBTpaaOS3rnHYl39NuGMc8fkVsn2K+4OymNmMWKzjbzEAAAAAYGTao4UOTz31VBUVFenkk0/WySefTCANABj0jDFKuY5ac1llXEcZ11HWuLIkGUlBy1bQ51ORP6gjqsbpkPIxGhtLqjIUVUkwLJ9Ff2YAAAAAAPpCr0PpK664ojCeM2eOPv3pT+sPf/iDSktLJUm33npr31UHAMAeMMYoa1xlXVdZ42pLuk3GSEGfT3F/QKPCcY2OxDUxXqzaaEIVoahKg2FVhKIaFY6zQCAAAAAAAP2o16H02rVrC+NgMKjFixfrvffe03vvvcevJAMABkxn8JxycmrJZZU1rnKuI8fklwoM2B19mi1b5aGoFpfXauXoyZqZLFfEF/C6fIxkqZS0enV+/MMfSuGwt/UAAAAAwADrdSj9u9/9rj/qAACMQMYYZTp6OaccRyk3J8cYGWPkysg1RpaVX1iw5/KCkiujgGUr5POpKhxVVTiu8mBEZcGIKsIRzUxUqDwUUTIQUjIQUsD2efMhge05jvTgg/nxffd5WgoAAAAAeGGPekoDAPBRjDEyyi8emDOucsaV0zl23Y59RhnHkZFR0PYp5PMp6gtoclGJkoGQIj5/fsFA26+Qz5ef9Wx1LC5o2wrZPpUEwyoPRVQViqkumuC3dQAAAAAAGCIIpQEAO2WMUbuTU6uTVZuTU8Z1lO+03DP8zUfQkjFd+yxLsi1LPsuW37Ll7xjH/AElAyGVdsxoXlharYnxElWGoqoOx5jNDAAAAADACEAoDQDDnDFGKddR1nXkqnMms5Fr8oFyvlVGzxnOjozSTk4RX0Bxf0CzkxWakShX3B8o9Gn223aPx4Dtk9+yOh5tBW1bMX9QRf6g4v6A4v6gIj4/M5oBAAAAABjhCKUBYAjrbJGR7WiLkXVdZVxHGddR1nVlWfkZzGGfTwHbJ1uWLCvfn9m2JEu2fLZVaIsRsH0KWvnxfqWjtLRqnCbFi1kYEAAAAAAA9BlCaQAYJFxj1JzLqN3JyS3MZs7PYna3W/zP7jbb2G/ZCtgdbTJsW1XhqEaF46qLJlQTias6HNfYaEIVoWgheO4+o9lm5jIAAAAAABhAexxKv/rqq1q3bp0ymUyP/ccff/xeFwUAI0nGddScy2hDqlVlwYgSgZAitk8hn18h26ewz6+wz6eI7VfI51ekY6sOxzUqHFNxMKyEP6hEIKRkIKSwj79vBAAAAAAAg1evk4u3335bq1at0iuvvCLLsmQ6Vrbq7BHqOE7fVggAw4BrjLKuo3RHa438Y77lhmtMftG/klH61MQ5WlJRR99lYDiLRqWWlq4xAAAAAIwwvQ6lP/e5z2n8+PF66qmnNH78eL3wwgvaunWrrrzySn3rW9/qjxoBYNAxxsgxRo5x5Ur5x459rjFKuTm1OTnZkkzHFrR9Ctk+BW2fxkSiGh0p0rhYUmOjCS2tGqeKEOEUMCJYlhSLeV0FAAAAAHim16H0888/r9/+9rcqLy+XbduybVuLFi3SN77xDX32s5/V2rVr+6NOAOgX3RcK7B4sO8bIkauc6yrt5n8DxJJVeI0syWdZ8smSbdnyWZbsjs1nWUoGwjqhplZV4ZiKAyGVBMOqDMVUGY6qIhRV0PZ5+bEBAAAAAAA80+tQ2nEcFRUVSZLKy8v14YcfaurUqRo7dqzeeOONPi8QAHaXa4w2pduUcnJy1bEwoJGMjCxZsqyuYFnK7zeSAh0LBfo6Fv3zWZZCtk9RX1glwbDGRZMaFYkp7g8q6vMr6g8o5gt09HYOKOzr6Pts+xXu6Pccsn204ACwc+m09MlP5sff+54UCnlbDwAAAAAMsF6H0jNnztRf/vIXjR8/Xvvvv79uvvlmBYNB3XPPPZowYUJ/1AgAO+UaU+jP3JrLqjmXUVkwogPKahTzBRTqWCAwZPsVsO2O8NmnoJ1/DNs+lYUiKgmElQyEFPXng+aoL0CoDKD/5HLSv/97fnznnYTSAAAAAEacXofS1113nVpbWyVJX/3qV3XsscfqkEMOUVlZmX7yk5/0eYEARha3oyezK1MInVNOTumO8FnKz3bOz3Hu6tNcGgzrnHEztWr0FNVGE15+BAAAAAAAAOxCr0Ppo446qjCeNGmSXn/9dW3btk0lJSXMKgSw27Kuo3+0N8vks+VCKw1JspVvoWF1tNGI+PyaEC9RXTShUeGYioP5mc3JQEjlwYgqQvk+zX7b9uzzAAAAAAAAYPf0OpTemdLSUknSq6++qhkzZvTFJQEMM625rFpyGaVcR2knJ79tqyQQ1oljpqgmHFeoow9zyPYVxkHbp7JgWNXhOIEzAAAAAADAMNHrUPrcc8/V97//fdndAiLXdfWNb3xDX//61wutPQAMX8bkZzWbjhYbjjFqc7JKu44c18iRkeO6coxR5y9Q+C1bpcGIphaVal5JtRaWjtK4aEJjaLUBAAAAAAAwovQ6lF67dq1OOeUUPfDAAwoEAvrb3/6mc889Vw0NDfrlL3/ZHzUC6APGGGWNq4zryO0IlfOPHT2cTVfI7Moo3XGepa62PJ0NNlxjZFuWLFmyrfwW9flVFoyoyB9UMhBSUSCo4kBYxYGQKsMxjY7EdXDZGGY8AwAAAAAAjHC9DqWffvpprVixQsccc4wOPfRQ3Xjjjbrooot00003KRqN9keNAHbBdFsU0Om2SKDTsUhgSy6rnHFlSfJZtkK2r1ug3Nm/2VbAthTobJ9h+1QdjmlGolwxf0AB21awo52G37IV7HgesH0KWLZCPp/GRZMqDoa9/nIAAAAAAABgkOt1KF1SUqInn3xSJ5xwgq6//nr97Gc/08qVK/uhNACuMcp1zG7OuK5STk5tTrbjqKXOuct2txnLPssqLBQYtH3av3SUZiTKVRdNaEy0SFWhmMI+X49QOWj7CgsLAgD6WTQqbdrUNQYAAACAEabXoXRTU5Mk6f7779dZZ52l66+/XnPnzlVJSYkkKZGgPyywO4zJt8hozmXU5uSUcZyO/ssdYbMxsqz8LOb8LGVbFaGoZiXLNSoSV8IfKrTJiPoCCtk+hX1+hX0+hW2/wj6/ivxBRf0Bjz8pAKAHy5IqKryuAgAAAAA80+tQuri4uDCb0ph8f9kJEyYUAjTHcfq2QmAIcoyrdienbMdif47JP3bOepYkIylo+ZQMhjSvqExjowlVhmOK+QOK+vyK+gKK+gOK+QIqD0VUHooq4Q8ymxkAAAAAAABDWq9D6d/97nf9UQcw6JiOxQCNjHKuq6xxlXU7NpNvp5FzXclSx1KA+RnOnSI+f0dbDFsRX1BFgaAS/qBGR4o0NpbU6EhcoyNFmhIvUVEg5M2HBAAMvHRauuKK/PjWW6UQ/w8AAAAAMLL0OpQeP368amtrma0JT3QGxW63xf2ybkfPZePk9xsjt/OcjvNkpM5/ZS31/HfXyMiS1dGdufN9Os618uf7rfwigAE7v6jf6FBc1eGYyoNRxfwBRXz+ji0/TgZCGhtNqCIUVdQfUND2DcwXCAAw+OVy0l135cc330woDQAAAGDE2aNQev369aqsrOyPejDCZVxHbbmsMq6rzZk2hWxfYf6xUT6U7lzQz1Z+Yb6AlQ+KywIRRX3dA+J8SBz15x+Dti2/Zctn5R/9tpV/tGz5LEv+Hsd7Pi/yB1UcDKk4EFYiEJTPsj3+SgEAAAAAAABDU69D6c4+0sDeaMtltTHdqpxrCrORjYx8lq2YL6Cgz6fZyUpNihdrfkl1x0J/+cX+usY+hWyfkoGQKsNRRXws6AcAAAAAAAAMdr0OpSXp/fffVyqV2umxurq6vSoIQ4MxRhnXUbZj4b604yjtOkq7OaUcRyknp7Sbf2xzsmrKZtScy+gf7c2qz6TkGqPZyUpNT5SpyB9U3B9U3B/QmGhC04pKVRIMMxsZAAAAAAAAGIb2KJReuHDhDvuMMbIsS47j7HVR6HtuR4icdp18/+WOILnVyao5m1ZTLqOmbFrNuYyasvnxlky7WnNZpZzcDq/Nuq6MjFyjQm/nzs3Z7rksye7o49zqZDWnuFJXTd1PB5eNkd8meAYAAAAAAABGkj0Kpf/4xz+qoqKir2tBH/lb42b9cdt6PbnxHTVk00o5OWVdt2d4LCNjpJxxlTOuHGM6YuN8B2djJJ9tyWfZsiVZHT2cbSu/TKDd7blflmy7q8+zr7Pnc7e+z53eamnQcTWTdGgFM+oBAAAAAACAkajXobRlWaqrq2OhwwHQlsuqJZdRqqMNRsrJKdXRHqM1l1F9Nq36TErbMu3amm7Xlky7tmXatSndppZsVgE7vwBgZ3hsK7+wn213hsXqsdBf9/AYAAAAAAAAAPoDCx32o4zrqDmbUauTVbaj5UXnzOTOcWFft+cZ19HzWz/QC9vWK+M6cmXkdLbG6NYWw7YkyZJrjHyWJb+dD5ijPr+q4zFCZgAABqNIRHrnna4xAAAAAIwwvQ6l33nnHVp37MK7rY1as/bJQsicb43hyjX5QN9IHa0zOsYdj/nnRm7HuM3JyTHuDtf3W7ZsK98iQx0NN2zLkpGUdV1l5ardyWlrZucLUXotZ1wRlQMARjTblsaN87oKAAAAAPBMr0PpsWPH6ve//72+973v6a233tKDDz6o0aNH64c//KHGjx+vRYsW9UedQ0ZpMKzxsaQ+bG9RIhBUkT+kuD+goO3Lt8qwbfmtfBuNgO1TwO7WPmOExLWHVdJPGgAAAAAAABipeh1K/+xnP9Pq1at11llnae3atUqn05KkxsZGff3rX9fjjz/e50UOJYlASN+Ze4TXZQAAgMEqk5GuvTY/vvFGKRj0th4AAAAAGGCW6WWT6Llz5+ryyy/X2WefraKiIv3lL3/RhAkTtHbtWi1fvlwbNmz42Gs0NTUpmUyqsbFRiURij4vH0PPCCym99lrW6zIAAPCMP92qsz45SpL0o++tVy4U87giYHhJp402b3b0j3/kNGaMX1ddlVQ4bHtdFgAAwJDVH1lur2dKv/HGG1q8ePEO+5PJpBoaGvqiJgxj99zTrN/8pl3R6MhoVQIAwPYibpvO6hjfemuj2m3+shbYW6mUketKkYilSMRSMGgpHLb0j3/k1NaWUDjsdYUAAADortehdHV1td58802N226Bnueee04TJkzoq7owTBkjJRK2xo7t9b96AAAMC6FcQHojPx4/PqC0P+BtQcAgZEw+ZHYcyXGMslkplzPK5aRMxiiTMXIcI9u2ZIwUDluaOjWg44+Pqa7Or4oKWzU1fpWX+7z+KAAAANiJXieDF110kT73uc/p+9//vizL0ocffqjnn39eV111lb74xS/2R40AAAAAhplUytXmza5SKSO7o7uGMflNkmw7v/n9lvx+KRCwFApJtbV+jR7t16hRPpWW+lRSYqu83Kf99gspFqNNBwAAwFDQ61D6mmuukeu6Wrp0qdra2rR48WKFQiFdddVV+sxnPtMfNQIAAAAYBIzpmq2czeZnMXfOZnYcdcxuNjImP84HzEaSJcuSLKvzOvnjkycHdMABIVVX+xQK5VtubL/F47YSifwWj1uyLNrAAQAADHW9DqUty9K1116rf/qnf9Kbb76plpYWzZgxQ/F4vD/qAwAAAOCBzhYamYxRQ4Orlpb8FGa/XwoGLQUClnw+KRSSolGf4vF8gByNdgbKtkKhrnM7HwOB/KzneNzS0UdHmd0MAAAwAu1xY99gMKgZM2b0ZS0AAAAA+okx+RnM3Wc0Z7NSNpvv0dzWZtR9ErLr5ttnBAJSOGxr+nS/zjmnSNXVPpWV5dtmxOOWQiFmLwMAAKB3djuUPv/883frvO9///t7XAwAAMBwl/GFdemhTxfGQF9rbXW1aZOjXM7IsvJtM/K9mvPPfb582Ozz5Wct+/2Wysp8Ou64kEaP9isatRSN2opELEWjloqL84sGlpXZhM8AAADoE7sdSt93330aO3as5s6dK9O5+ggAAAB6xVi21hVN9boMDAOOk2+rkUoZpdNGjpMPnR3HaJ99gpo3L6jycr8SiXzI3NmjORLpeiwp8SmZtBUKETYDAABg4Ox2KP3pT39aP/7xj/XOO+/ovPPO0yc+8QmVlpb2Z20AAADAiGNMftHAdNp0tNaQcrmuBQVdV8rl8ueVlflUV+fXuHH+QluN0lJby5ZFlUzSqxkAAACDk2V6Me05nU7roYce0ve//3394Q9/0IoVK3TBBRfoyCOP7NWv8jU1NSmZTKqxsVGJRGKPCh8Onn32Wd1yyy166aWXtH79ej388MNauXKl12X1qwsu2KwXX0xr7Ng9bmcOAMCQ5nczOuX/bpck/XTyZ5Wzgx5XhL7iOEbNzfkgOZs1HcFxVy/n7pvrSpZlevwM3Tl0Xcnnyy8QmN+kZNJWUVF+SyRsFRVZqqry6+STYyov93n0iQEAADAS9EeW26tkMBQK6YwzztAZZ5yh9957T/fdd58uueQS5XI5/e1vf1M8Hu+TokaK1tZW7bvvvjr//PN14oknel0OAAAYAD43pzP/758lSQ9NvIRQeghw3XybjNbWfNjsuvl9tm31WBgwk8nPXA4EpMpKvxIJW8FgvmdzKJTv3xwIdI39fqtj6xoHAlJpqU+VlT5VVNgqL/epuNiWz0d7DQAAAAwfezxd1bbzC53kf73Q6cuaRozly5dr+fLlXpcBAAAw4riuUWurUUuLK8fp2R6je9icn9VslEzamjzZr7o6v2Kx/CKAoVDPLRi0tM8+QU2bFpDfT4gMAAAAfJRehdLd23c899xzOvbYY3XHHXfo6KOPlm3Tsw4AAADeMcaovT3fNsNxOkPm/DiVMh0tM/JBsyQFg1JJiU8VFfnZyCUltpJJW7GYrWg0vxBgNJpfJHDy5IAmTQp4+wEBAACAYWK3Q+lLLrlEDzzwgGpra3X++efrxz/+scrLy/uzNgAAAIwwnf2X8y0yumYqd3/e3OwqnTYdz/N9mS0rH0CHw/lezD6fJZ9PCoctxWK2Ro/2a/bsoIqLbcXj+S2ZtDVnTpBZzQAAAMAA2+1Q+u6771ZdXZ0mTJigZ555Rs8888xOz3vooYf6rDgAAAAMT8YYbd7sqrHRlWV1zWB2Xcm2uzbLkmzb6rGvuNjW7NlBFRV1zmjOt9MIhy1NnBjQxIl+RaP5Y4EAgTMAAAAw2Ox2KH322Wf3WB0cAAAA6C6TMcpkunozd7bRSKfz+zt7NRuT34qKLB19dEQTJgSUSNhKJGzFYvnezPlN3cb5LRCQEglb0Sit4wAAAIChardD6fvuu68fywAAAMBAyS9ULeVyXQv8GWMK7TE6Zyznxzvud938azp7NHey7Xy7DJ9P8vnyAXJpqU+jR/s1frxfZWU+xWJWR/sMSyUlPs2fH2TiAwAAADDC9GqhQ/StlpYWvfnmm4Xn77zzjl5++WWVlpaqrq7Ow8oAAEB/yfpCumLRLwvj3WWMKYTI2Wz+sXtY3L0Xc9e+HY+3thr5fCrMOvb78yGyZVmFdhk+n+T3S4GApUDAViDQeX5+tnIkYimRsFVUZBXaZEQiliZNCqi21q9YLD/jORq1CJwBAAAA7IBQ2kN/+tOfdNhhhxWeX3HFFZKkc845h5npAAAMU67l0/8Vz/nI450zk1033/oim5WyWaPNm52OkLgrTO4KkS35/fmt85jfnw+S8/vy+/OhslRUZGvp0oiSSbvQCqMrhO4ZVAMAAABAXyOU9tCSJUtkjPG6DAAA0Eccx6itrfuM5R1nL7uu6dEKI53OP99+ob98CwwVguipU4P69KcTGj/er+LifJicD50JjwEAAAAMLYTSAABgRDImPwu5vd0U+io7jumYoZwPj7fvpWxZRpJV6KO8fRacyRgVF9sdM5jz51mWCjOa/X5LEV9WJ33wb/LZln417UKVjYpqzpygYjFbkYhV2MLh/GNJiU+lpTatMAAAAAAMG4TSAABgUGpvd9XcbHr0Q+78BaOdjfPPzXbPdzY2sm1LxkiBgBSJ5FtchEJSNOpTNGopFssvxBeJ5Hsod/ZfDgbzbS4622MEAla35/nWGPvsE1Rpqb3Tdhq2bUmtrVL8a5Kk8178vBSLDejXFQAAAAC8RigNAAD6XWef5O6tLFw3Pzu5vd0olTJynPxCfvnWVvmAN5m0FQhY8vmsjr7J+WC3s7VFfn9X6Nt5Ttc+q3Be5/5AwFJpqU9VVT6NHu3T2LF+FRf7FAzSBgMAAAAABgKhNAAAKOi+yF5+6+qJ3H3f9q0uugfKnbOQ89eTpK6WF7bd1crCtvML9UWjlqZODai01FZJiU/JpK1k0tbcuUHNmxdSIEBQDAAAAADDCaE0AABDXGdri/w4Hxw3NbnK5br6IufD466xMabQ87jzdZ0zlDuD464Aufu+/Njvl4qKbEWjtmIxS/G4XQiVEwlbRUWWQqH8An2drS92PrY0ZoxPkYjt2dcPAAAAADCwCKUBABgA6bRRU5OrVMoom823quicUfxxHSM6A+cdnxsZ07WYnqTCOB7Ph8XhcH7xvGg0/xiL5cfxeP4xGrU6jluKRGyFQvm2GV19lK0d9nUuwmfbzGAGAAAAAPQeoTQAALtgTGerivxMY8fpmmm8sx7JPZ9LuVz+PNuWSkpsTZsWUE2NT5WVPkWjdmEGss9n7cW4awZz53jMGJ/Gjg14/eUDAAAAAGAHhNIAgAHT2WbCGBXC3e7tJTrHned0va7rsecs4R2P7+zxo4999DWyWaN02igSsXdYVK97SwvLUsfie1IgYBdmE3duFRW2xo8PaObMoA44IKRYjDYVAAAAAICRjVAaAEYw05HAdg+Cu2b69pz127WZnZ6fzRq1t7s9+hR31/maziC3M9ztnOHbfdy5IJ7Us7VF5zndF8nb/jU9r9d1fmeo3H2xve3P3X4msusaLVsWVTKZb3OR3/ItLvz+fF/kzv7IPh+tLLCbwmHpd7/rGgMAAADACEMoDQCDSPeZxDvfeh53nHx7iO6P3VtMdO813PUeO447Q93OrXMmcNe4+9YzBM7PFLZUVGTrgANiisftwmJ2XX2JVehP3LkvFJJCIWunW2cLiu4BspR/b2DI8/mkJUu8rgIAAAAAPEMoDWDY2Z1ev9vPBu7eFqLn84873jMwlnacWSyZnc4e3j4c7lzwbteb1eN55+zfcNhSImGrqMhWMmkrkcgvZBeL2R2L1+Vn8/r9XTN8/f58mNw527f7MZ+v5/k7ewwE8u/t9xMWAwAAAACA3UcoDQxBnaGr42y//6Oemx2ObX/+R40//tofdw2zW6/f0+u7rlEu1zVLOB8+d7Vg6D6bt/vM2+7PP2rL9w+2evQS7v7YGc527zfs93eFxJFIPrgNheweM4Xzs4W7wt/Oa3Rdq+s6nY+d77H9udFoPnyORCyCYWCoyGale+7Jjy++WAqwICUAAACAkYVQGhhgxnS2WMj34G1udgvPO8PmzgXfbDsfMnZmjd1n53YPXbvr/nznY2unx3f12t05vuP5O84M7s31O9s1fNz5kUh+VnBxsU+lpbYqKnzaZ5+golGrR7/f7cdd/YC7Al/b7hoT8ALoN5mMtGZNfnzuuYTSAAAAAEYcQmkMO71ZuM11pfp6p+N1PdsxbP/Y1Yah850+OnTdfpZv537XzT92n/VaUpIPUsPhrkXUotH8TNtQKN97NxLJP++55VsybN/OofO9uvfg7b6vc9zzXKvHvu2vtbO2ETs/39ruvbXde1s73b/jtaxdvEfX5wIAAAAAAMDQQyiNQa8zZN5Z6wZjpKYmV+3tRqmUKYS+0u4v3FZS4tPEiX5Foztv1ZBvn5B/jc9nyba7WkPkN6vjmD7ymG3nZ+VGIpZisa7gORazNW6cX4EAASsAAAAAAABGBkLpEcR1jVpbjVpaXKVSRpmMUTptlMmoMM5m84/ptFF7u1Fbm1Fbm6vW1nybiXS6awE5x+lqNbF964nO452zkTtnKXe+/1tvZXfZM9iyumYVd58x26n7vnjcVl2dX+PG+TV7dlA1Nf4ei7h1X9RtZwu3xeP5xeEAAAAAAAAA9L8RH0p3b+fQ2cc3v1haV5DadaxnEOu6PY91Ps8HtDuGtPkF2NRjX+f+7u0kOmvqus7Ozum5r/tru1+/qcnVSy+ltWmTU+hdnMvt/DN0XkPq2Sah8/rdZxd3ntMpP7Z2OLb9OVu2ONp335DOPju+04Xndr4YXc8F6bZfpK6uzq/a2hH/rzIAAAAAAAAwJHia5N1/f7OCwa6ZtrlcVyDsOJ2LwZkex3O5rmPdn2//2D18zeW6wubOY91n927fN3hX/YR33Lez15idXmf7a+7ssfv18oGuUWfY27Uvr3tovKv2usZIsVh+hrDPJ0Wj9k7bS3QFw/3XSiKVMjruuKhOOSXeb+8BAAAAAAAAYPDyNJS+6aYGWZZTmFUs9QyGe4a+O+n1MOCsHWYKf/y4a2G33Xnc/vV5ZpcB9/bjnWlpGQxfP6m9fXDUAQAAAAAAAMAbnobS551XpHA44WUJ8MDBB4e9LgEAAO+EQtKjj3aNAQAAAGCEsYwHU5CbmpqUTCbV2NioRIJQGgAAAAAAAAAGo/7IclkdDgPq//7v//T22297XQYAAADgiWw2q7Fjx2rWrFlelwIAAOAZQmkMqG9961t6+umnvS4DAADP+I3RcU1NkqT/TiSU68cFhgEMPqFQSHPnztW///u/e10KAACAZwilMaByuZxCoZDGjh3rdSkAAHgilMvppieekCS9OXeu0n5+HAOGE9d11dLSoqamJrW3t8u2bdXU1GjcuHEaNWqUKisrdfLJJ3tdJgAAgKf4UxAAAAAA7KXW1lZt27ZNzc3NKikpUV1dnebPn699991XRxxxhKLRqNclAgAADBqE0gAAAACwB9LptDZs2KBsNiufz6eqqiotX75cq1ev1vTp02XRngcAAGCnCKUBAAAAYDe5rquNGzequblZPp9PY8aM0apVqzRlyhQdeuih8tOSBwAA4GPxExMAAAAA7AbHcfT222+rpKREK1eu1PLlyzVr1iyVlZV5XRoAAMCQQigNAAAAAB+jublZH374oerq6nTddddpyZIlXpcEAAAwZBFKAwAAAMBHaG1t1aZNm5TNZrV48WJdc801mjRpktdlAQAADGmE0gAAAAMoa9u6ad68whjA4OO6rrZt26bGxkYZYzRlyhQdccQRuuCCCxSJRLwuDwAAYMgjlAYAABhArm3rf2pqvC4DwE64rqt169YplUqptLRUBxxwgJYuXarTTjuNBQwBAAD6ED9ZAQAAABjxjDF69913VVlZqbPOOkuLFi3StGnTvC4LAABgWCKUBgAAGEC26+rADRskSc9XV8ulhQfgqVwup82bN6u5uVmlpaX6whe+oCOOOMLrsgAAAIY1QmkAAIABFHBdXfPnP0uSTj76aKUJpYEBY4xROp1WfX29WlpaZFmWbNtWIpHQOeeco1WrVmn69OlelwkAADDsEUoDAAAAGJaMMWpvb1d9fb3a29tljFEgEFBZWZlOOOEEjR8/XnV1dZo8ebJGjRrldbkAAAAjBqE0AAAAgGFn69at2rJli6LRqIqKinTiiSdqn3320ZgxYzRjxgzFYjGvSwQAABixCKUBAAAADAvGGG3ZskX19fUKBoM64IADdPXVV2vSpEkKh8NelwcAAIAOhNIAAAAAhrRcLqf29nZ98MEHKikp0cqVK3X88cdrwYIFCoVCXpcHAACA7RBKAwAAABhystmsGhsb1dDQIMuyFI1GVVNTo8suu0yrVq3yujwAAADsAqE0AAAAgEEtlUpp06ZNSqfTsixLlmVJkpLJpJYuXapVq1Zp8uTJqq6uVjAY9LhaAAAAfBxCaQAAgAGUs23dtu++hTGAnTPGqLGxUY2NjcpkMpo+fbr22WcflZaWKpFIqKqqSocccoiKi4u9LhUAAAC9RCgNAAAwgBzb1lO1tV6XAQwqruuqra1NqVRKqVRKmUxG7e3tKisr04wZM7R06VKtXr2axQoBAACGCUJpAAAAAJ7JZrN65513FI/HFQ6HNX78eNXW1qqmpkZHHXWU5syZ43WJAAAA6GOE0gAAAAPIdl3N27xZkvTnigq5tPDACLZlyxZt27ZN48eP15e//GXNmTOH2dAAAAAjAKE0AADAAAq4rq5/8UVJ0slHH600oTRGoFwup/Xr10uSLrroIp133nkqKyvzuCoAAAAMFEJpAAAAAAOioaFB27ZtUzabVXV1tT772c/q5JNP9rosAAAADDBCaQAAAAD9wnVdpdNpNTU1qbGxUcFgUAcffLAWLlyoE088kdnRAAAAIxShNAAAAIA+t3XrVm3ZskXRaFSRSEQnnniiDjnkEC1fvlyWZXldHgAAADxEKA0AAACgT23ZskVNTU068cQT9YlPfEI1NTUqLS31uiwAAAAMEoTSAAAAAPpMfX29Ghsbdc455+jKK6+U388fOQAAANATPyECAAAA2GPGGDU2Nmrz5s2yLEs+n08rVqzQ1VdfTZsOAAAA7BShNAAAwADK2ba+O3NmYQwMZZs2bVJjY6Oi0agOPfRQ7b///qqrq9OSJUsIpAEAAPCRCKUBAAAGkGPbenzcOK/LAPZYJpNRY2OjmpqaZIzRqaeeqtNPP13Tp08niAYAAMBuIZQGAAAAsFPGGGUyGW3evFltbW2ybVu2bau4uFjLli3TokWLdPzxxyscDntdKgAAAIYQQmkAAIABZBujGVu3SpJeLSuTy8xSDEKu66q1tVXr169XMBhUPB7XkiVLNHfuXI0bN05z5sxRIpHwukwAAAAMUYTSAAAAAyjgOPrG//6vJOnko49W2s+PYxhcHMfRW2+9pXg8rvHjx+vyyy/X/PnzVV5e7nVpAAAAGCb4UxAAAAAASfkZ0m+//bbq6up0yy23aObMmfLzFycAAADoY/yECQAAAIxwruvqww8/VFtbm2pqavQv//IvmjFjhtdlAQAAYJgilAYAAABGKGOM1q1bp0wmo6qqKl144YU68sgjNXnyZK9LAwAAwDBGKA0AAACMQG1tbdqyZYuMMbrkkku0atUq1dbWel0WAAAARgBCaQAAAGCEaWpq0vvvv6/x48frmGOO0SWXXELvaAAAAAwYfvIEAAAARpDGxkatX79ehx12mG699VYlEgmvSwIAAMAIQygNAAAwgBzb1venTy+MgYGSy+X03nvvyefz6fjjj9eXvvQlAmkAAAB4glAaAABgAOVsWw9PnOh1GRhBcrmcPvzwQ6VSKVVXV+uqq67SMcccI5/P53VpAAAAGKEIpQEAAIBhpr29Xa2trWpqapLjOBozZozOPvtsHXHEERo1apTX5QEAAGCEI5QGAAAYQLYxmtjYKEl6K5mUa1keV4Th5oMPPlAmk1EymdRBBx2kQw89VCtWrFBJSYnXpQEAAACSCKUBAAAGVMBxdOtzz0mSTj76aKX9/DiGvlFfX6/NmzcrHo/rc5/7nD7xiU8oEol4XRYAAACwA/4UBAAAAAxhxhh98MEHymazOvbYY7Vq1SotWrTI67IAAACAj0QoDQAAAAxRuVxOb731lkpKSnTJJZfowgsvlEVLGAAAAAxyhNIAAADAEJPNZrVx40Y1Nzdr2rRp+n//7//p4IMP9rosAAAAYLcQSgMAAABDREtLixoaGtTa2qpJkybp7LPP1sknn6za2lqvSwMAAAB2G6E0AAAAMIgZY9TS0qJNmzbJcRyNGTNGZ555pi6++GIlk0mvywMAAAB6jVAaAAAAGEQcx1Eul1Mmk9G2bduUTqcViUR04IEH6phjjtExxxyjSCTidZkAAADAHiOUBgAAGECObev+yZMLY8AYo0wmo40bNyqVSsm2bQUCAfn9ftXW1uq4447Tfvvtp7lz57KIIQAAAIYFQmkAAIABlLNt/XjqVK/LgMfS6bTa2tpUX18v13Xl9/tVXFysSy+9VJMnT1YymVQymdSoUaMUjUa9LhcAAADoU4TSAAAAQD9zXVcNDQ1qbGxULpdTIBBQNBrVjBkzdPzxx2vq1KmaMmWKiouLvS4VAAAA6HeE0gAAAAPIMka1LS2SpH/E4zK0Yxj2jDFat26dgsGgFi5cWGjFMWnSJJWVldGSAwAAACMOoTQAAMAACjqO7nzmGUnSyUcfrbSfH8eGq2w2q23btqmxsVFFRUU677zzdOmll3pdFgAAAOA5/hQEAAAA9CFjjFpbW/XBBx+ourpaJ5xwgk444QTts88+XpcGAAAADAqE0gAAAEAfcF1XGzduVHNzs4LBoPbbbz/dcccd9IkGAAAAtkMoDQAAAOyBXC6nVCqlTCaj1tZWtbS0qLS0VBdddJEOOeQQzZgxQ0VFRV6XCQAAAAw6hNIAAABAL9XX12vjxo0qKipSMBjUmDFjtHDhQp1++umaMmUKixcCAAAAu0AoDQAAAPRCa2ur1q9fr8MPP1yf//znVVlZqaKiIoJoAAAAYDcRSgMAAAC7wRij9957T47jaOnSpbrppptUWlrqdVkAAADAkEMoDQAAMIAc29ZDEyYUxhg66uvrFQgE9NnPflarV69WOBz2uiQAAABgSCKUBgAAGEA529YPZszwugz0UiqV0tatW7V69WpdeOGFtOoAAAAA9gKhNAAAALALjY2NWr9+vSZMmKDLLruMQBoAAADYS4TSAAAAA8gyRhXt7ZKkzZGIDAHnoGKMUTab1datW9Xa2ipJcl1Xhx9+uK644grFYjGPKwQAAACGPkJpAACAARR0HP3bb38rSTr56KOV9vPjmFeMMdq0aZOam5t77LNtWxUVFVq8eLEmTZqk0aNHa+nSpYrH4x5WCwAAAAwf/CkIAAAAI47jOHrrrbdUWlqq5cuXa+LEiSouLlYymVQymdT06dNVXl7udZkAAADAsEQoDQAAgGEvl8uppaVFqVRK6XRa6XRaY8aM0c0336z58+d7XR4AAAAwohBKAwAAYFjKZrPasmWLWlpaZFmWioqKVFxcrNraWk2dOlVnnHGG6urqvC4TAAAAGHEIpQEAADBsGGNUX1+vbdu2yRijmpoaLV26VAceeKD2339/VVdXy2JxSQAAAMBThNIAAAAYcpqamtTa2qp0Oq1sNivLsmRZllzXVSgU0vTp03XCCSdo5cqVSiaTXpcLAAAAoBtCaQAAAAx62WxWra2thS0ajaqiokJ1dXUaPXq0SkpKlEgkVFxcrAkTJmjGjBkKBoNelw0AAABgJwilAQAABpBjWXps7NjCGLvW2NioTZs2ybZtxeNxjRo1SgcffLCOOOIILViwgFYcAAAAwBBEKA0AADCAcj6f7p41y+syBi3HcZTNZpXNZtXS0qKWlhYdfvjhOvXUUzV9+nRVVlYSRAMAAABDHKE0AAAAPGGMUSqVUnNzsxobGwthczAYVCAQUFFRkU477TStWbNGkUjE42oBAAAA9BVCaQAAgIFkjBKZjCSpKRiURuis302bNqmhoUGRSESRSEQrV67UrFmzVFNTo7KyMpWWlqqiokKhUMjrUgEAAAD0MUJpAACAARRyHP3oySclSScffbTS/pH145gxRhs2bFBjY6Pmz5+v6667TmPHjlVRUZHXpQEAAAAYICPrT0EAAAAYcI7jqLm5WS0tLdq6dasqKir0qU99ShdeeKGSyaTX5QEAAAAYYITSAAAA6Dfbtm3Tli1blEwmNXr0aC1dulQrV67UwQcfzIKFAAAAwAhFKO2xO++8U7fccos2bNigfffdV9/5zne03377eV0WAADAXmlvb9f69eslSWeeeaYuvPBC1dTUEEQDAAAAIJT20k9+8hNdccUVuvvuu7X//vvrtttu01FHHaU33nhDlZWVXpcHAADQK8YYNTQ0qL6+Xq7rasaMGTrxxBN15plnEkYDAAAAKCCU9tCtt96qiy66SOedd54k6e6779Zjjz2m73//+7rmmms8rg4AAGD3pNNpbd26VU1NTYrFYpo0aZKOO+44nXPOOQoEAl6XBwAAAGCQIZT2SCaT0UsvvaT/9//+X2GfbdtatmyZnn/+eQ8rAwAA2DXHcZTNZtXe3q5t27bJGKPa2lodc8wxOvzww3XYYYd5XSIAAACAQYxQ2iNbtmyR4ziqqqrqsb+qqkqvv/66R1UBAID+5liWnhozpjAeKtLptN5//305jiOfz6dAIKBQKKSDDjpIRx55pI4//niFw2GvywQAAAAwBBBKAwAADKCcz6fb5szxuozdks1mVV9fr8bGRvl8PtXU1Ojwww/XQQcdpJKSElVWVmrUqFFelwkAAABgiCGU9kh5ebl8Pp82btzYY//GjRtVXV3tUVUAAGCkchxHra2tymQyamtrUzqdlm3bKikp0apVq3T44YfrkEMOYTY0AAAAgL1GKO2RYDCo+fPn66mnntLKlSslSa7r6qmnntKaNWu8LQ4AAPQfYxRyHElS2ueTPGjhYYxROp1We3u7UqmU2tvblU6nVVJSomAwqEmTJmnJkiWaOXOm5s2bp2QyOeA1AgAAABi+CKU9dMUVV+icc87RggULtN9+++m2225Ta2urzjvvPK9LAwAA/STkOHrwiSckSScffbTS/v77cSyXy6m5uVmZTEaO4yiXyymXyymbzSocDisajaq0tFSTJ0/WPvvso8WLF2vKlCkKBoP9VhMAAAAAEEp76LTTTtPmzZv1pS99SRs2bNCcOXP0xBNP7LD4IQAAwO5yHEcbN25UKpVSKpVSeXm5YrGYioqKVFxcrOLiYk2cOFGLFi3S+PHjVVJSImsILbgIAAAAYOgjlPbYmjVraNcBAAD2SnNzszZv3izXdeW6rkpLSzV//nzNnDlTJ510kmpqagieAQAAAAwahNIAAABDmOM4eu+99zR16lStWLFC48eP1/Tp0zVx4kSvSwMAAACAnSKUBgAAGEKy2azq6+vV1NQkKb9o4ZgxY/T5z39ehx12mMfVAQAAAMDHI5QGAAAY5FKplJqbm9XS0qJsNquSkhIdffTRmjdvnioqKjRv3jxVVlZ6XSYAAAAA7BZCaQAAgEHKcRxt27ZNDQ0NKisr08KFC7Vo0SIdf/zxqqio8Lo8AAAAANgjhNIAAAADyLUsPTdqVGG8My0tLVq/fr0sy1IkEtHixYv17W9/W7FYbCBLBQAAAIB+QSgNAAAwgLI+n745f/5HHm9ra9OHH36oRYsW6ZRTTtHEiRM1duxYBYPBAawSAAAAAPoPoTQAAIDHXNdVW1ubWlpa1NDQoEMOOUS33nqrksmk16UBAAAAQJ8jlAYAAPCAMUatra3asGGDjDGKRqNKJpM64YQTtGbNGgJpAAAAAMMWoTQAAMAAcV1X2YYG/foPf5Ak7TdjhiZPnqwLLrhA06dP17hx42jTAQAAAGDYI5QGAADoJ+3t7dqyZYvS6XRhX5FtF8bf/va3NX/xYoXDYS/KAwAAAABPEEoDAAD0EWOMUqmUUqmUWltb1dbWpvHjx+vYY4/V6NGjlUgkVBIMSosXS5IOPvhgiUAaAAAAwAhDKA0AALAHjDFqaGjQli1bZNu2jDEyxigUCikSiWjMmDE66KCDdPnll/ecCd3a6l3RAAAAADAIEEoDAADsgQ0bNiiXy+nYY4/V5MmTVVxcrOLiYo0aNUpjxoxRSUmJLMvyukwAAAAAGHQIpQEAAHaT67qqr69XS0uL2tvbdfnll+uSSy7xuiwAAAAAGFIIpQEAAHbBGKNMJqOGhgY1NDSopKREM2fO1KJFi3TOOed4XR4AAAAADDmE0gAAAN2kUim1tbWptbVV6XRaxhgFAgGVlpbqyCOP1FlnnaXp06fv+Rv4fNIxx3SNAQAAAGCEIZQGAAAjTiqVUiqVkuM4chxHruvKcRylUikZY5RMJjVmzBgdccQRqqurU01NjWbOnKlYLLb3bx4OS489tvfXAQAAAIAhilAaAACMKE1NTdqwYYOKi4vl8/kUDAYViUQUi8UUi8W0aNEinXHGGUokEixUCAAAAAD9gFAaAAAMe9lsVtu2bVNTU5P8fr+WL1+uL3zhC0okEgqFQoTPAAAAADCACKUBAMCw0dbWpnQ6rWw2q1wup7a2NkmSbdsqKyvTokWLtGzZMh111FHyedXPubVVqqzMjzdtkvqiJQgAAAAADCGE0gAAYEgzxqihoUFNTU1Kp9MqKSlRKBRSVVWVJk+erP333181NTWaNm2aysvLvS43ryMsBwAAAICRiFAaAAAMCcYYGWOUy+XkOI6y2ayy2ay2bt2qRCKhSZMm6aCDDtIFF1ygZDIp27a9LhkAAAAAsBOE0gAAYNAwxiidTiuVSqmtrU1tbW2yLKsQSFuWJZ/PJ7/fr0AgIL/fr1mzZunLX/6yZs6c6XX5AAAAAIDdQCgNAAA85ziO1q9fr7a2NoVCIUUiESUSCR1yyCGaN2+eotF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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import silhouette_samples, silhouette_score\n", + "import numpy as np\n", + "pca = PCA(n_components=2)\n", + "reduced_data = pca.fit_transform(df)\n", + "random_state = 9\n", + "def get_clusters_silhouettes(data, random_state, max_clusters=5):\n", + " silhouettes = []\n", + " for n_clusters in range(2, max_clusters + 1):\n", + " kmeans = KMeans(n_clusters=n_clusters, random_state=random_state)\n", + " cluster_labels = kmeans.fit_predict(data)\n", + " silhouette_avg = silhouette_score(data, cluster_labels)\n", + " sample_silhouette_values = silhouette_samples(data, cluster_labels)\n", + " silhouettes.append((n_clusters, silhouette_avg, sample_silhouette_values, cluster_labels))\n", + " return silhouettes\n", + "\n", + "\n", + "def draw_silhouettes(data, silhouettes):\n", + " for n_clusters, silhouette_avg, sample_silhouette_values, cluster_labels in silhouettes:\n", + " fig, ax1 = plt.subplots(1, 1)\n", + " fig.set_size_inches(18, 7)\n", + "\n", + " # Первый график: Диаграмма силуэтов\n", + " ax1.set_xlim([-0.1, 1])\n", + " ax1.set_ylim([0, len(data) + (n_clusters + 1) * 10])\n", + " y_lower = 10\n", + " for i in range(n_clusters):\n", + " ith_cluster_silhouette_values = sample_silhouette_values[cluster_labels == i]\n", + " ith_cluster_silhouette_values.sort()\n", + " size_cluster_i = ith_cluster_silhouette_values.shape[0]\n", + " y_upper = y_lower + size_cluster_i\n", + " color = plt.cm.nipy_spectral(float(i) / n_clusters)\n", + " ax1.fill_betweenx(np.arange(y_lower, y_upper), 0, ith_cluster_silhouette_values, facecolor=color, edgecolor=color, alpha=0.7)\n", + " ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n", + " y_lower = y_upper + 10\n", + "\n", + " ax1.set_title(\"Диаграмма силуэтов для %d кластеров\" % n_clusters)\n", + " ax1.set_xlabel(\"Коэффициент силуэта\")\n", + " ax1.set_ylabel(\"Метка кластера\")\n", + " ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n", + " ax1.set_yticks([])\n", + " ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n", + " plt.suptitle((\"Анализ силуэтов для KMeans кластеризации на данных с %d кластерами\" % n_clusters), fontsize=14, fontweight='bold')\n", + "\n", + " plt.show()\n", + "\n", + "silhouettes = get_clusters_silhouettes(df, random_state)\n", + "\n", + "draw_silhouettes(df, silhouettes)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_7/lab_7.ipynb b/lab_7/lab_7.ipynb new file mode 100644 index 00000000..d5f4793b --- /dev/null +++ b/lab_7/lab_7.ipynb @@ -0,0 +1,2598 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабы №7" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Загрузка даанных" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume',\n", + " 'SP_open', 'SP_high', 'SP_low', 'SP_close', 'SP_Ajclose', 'SP_volume',\n", + " 'DJ_open', 'DJ_high', 'DJ_low', 'DJ_close', 'DJ_Ajclose', 'DJ_volume',\n", + " 'EG_open', 'EG_high', 'EG_low', 'EG_close', 'EG_Ajclose', 'EG_volume',\n", + " 'EU_Price', 'EU_open', 'EU_high', 'EU_low', 'EU_Trend', 'OF_Price',\n", + " 'OF_Open', 'OF_High', 'OF_Low', 'OF_Volume', 'OF_Trend', 'OS_Price',\n", + " 'OS_Open', 'OS_High', 'OS_Low', 'OS_Trend', 'SF_Price', 'SF_Open',\n", + " 'SF_High', 'SF_Low', 'SF_Volume', 'SF_Trend', 'USB_Price', 'USB_Open',\n", + " 'USB_High', 'USB_Low', 'USB_Trend', 'PLT_Price', 'PLT_Open', 'PLT_High',\n", + " 'PLT_Low', 'PLT_Trend', 'PLD_Price', 'PLD_Open', 'PLD_High', 'PLD_Low',\n", + " 'PLD_Trend', 'RHO_PRICE', 'USDI_Price', 'USDI_Open', 'USDI_High',\n", + " 'USDI_Low', 'USDI_Volume', 'USDI_Trend', 'GDX_Open', 'GDX_High',\n", + " 'GDX_Low', 'GDX_Close', 'GDX_Adj Close', 'GDX_Volume', 'USO_Open',\n", + " 'USO_High', 'USO_Low', 'USO_Close', 'USO_Adj Close', 'USO_Volume'],\n", + " dtype='object')\n" + ] + }, + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Date", + "rawType": "object", + "type": "string" + }, + { + "name": "Open", + "rawType": "float64", + "type": "float" + }, + { + "name": "High", + "rawType": "float64", + "type": "float" + }, + { + "name": "Low", + "rawType": "float64", + "type": "float" + }, + { + "name": "Close", + "rawType": "float64", + "type": "float" + }, + { + "name": "Adj Close", + 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5 rows × 81 columns

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" + ], + "text/plain": [ + " Date Open High Low Close Adj Close \\\n", + "0 2011-12-15 154.740005 154.949997 151.710007 152.330002 152.330002 \n", + "1 2011-12-16 154.309998 155.369995 153.899994 155.229996 155.229996 \n", + "2 2011-12-19 155.479996 155.860001 154.360001 154.869995 154.869995 \n", + "3 2011-12-20 156.820007 157.429993 156.580002 156.979996 156.979996 \n", + "4 2011-12-21 156.979996 157.529999 156.130005 157.160004 157.160004 \n", + "\n", + " Volume SP_open SP_high SP_low ... GDX_Low GDX_Close \\\n", + "0 21521900 123.029999 123.199997 121.989998 ... 51.570000 51.680000 \n", + "1 18124300 122.230003 122.949997 121.300003 ... 52.040001 52.680000 \n", + "2 12547200 122.059998 122.320000 120.029999 ... 51.029999 51.169998 \n", + "3 9136300 122.180000 124.139999 120.370003 ... 52.369999 52.990002 \n", + "4 11996100 123.930000 124.360001 122.750000 ... 52.419998 52.959999 \n", + "\n", + " GDX_Adj Close GDX_Volume USO_Open USO_High USO_Low USO_Close \\\n", + "0 48.973877 20605600 36.900002 36.939999 36.049999 36.130001 \n", + "1 49.921513 16285400 36.180000 36.500000 35.730000 36.270000 \n", + "2 48.490578 15120200 36.389999 36.450001 35.930000 36.200001 \n", + "3 50.215282 11644900 37.299999 37.610001 37.220001 37.560001 \n", + "4 50.186852 8724300 37.669998 38.240002 37.520000 38.110001 \n", + "\n", + " USO_Adj Close USO_Volume \n", + "0 36.130001 12616700 \n", + "1 36.270000 12578800 \n", + "2 36.200001 7418200 \n", + "3 37.560001 10041600 \n", + "4 38.110001 10728000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"..//static//csv//FINAL_USO.csv\")\n", + "print(df.columns)\n", + "display(df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Создание лингвистических переменных**\n", + "\n", + "Входные переменные: OF_Price (цены на нефть) и SF_Price (цена на серебро) . \\\n", + "Выходная переменная: Adj Close (цена)." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from skfuzzy import control as ctrl\n", + "\n", + "\n", + "# Инициализация лингвистических переменных\n", + "oil_price = ctrl.Antecedent(np.arange(df['OF_Price'].min(), df['OF_Price'].max(), 10), \"oil_price\")\n", + "silver_price = ctrl.Antecedent(np.arange(df['SF_Price'].min(), df['SF_Price'].max(), 1000), \"silver_price\")\n", + "adj_close = ctrl.Consequent(np.arange(df['Adj Close'].min(), df['Adj Close'].max(), 10), \"adj_close\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Формирование нечетких переменных для лингвистических переменных и их визуализация**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Алина\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\skfuzzy\\control\\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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bsdTdCAF4pqTSE9IxJZi8fm5JbsJQii6WlIQY6ZgSgUNR4JPbPCMbV8yFiBD80aRtC0mdpO5GiBNsTpvXW8DrhOBPENEUmQYdOxxSVCwCxKY3YNtnMPq/0Kad2tH4jskiIzdCANWuarYc2uKTYmKQ5CZsmY06CmTkRgSC4gJYci/0vQ56jFE7Gt9KP5HcKIrakQihqq2HtlLjrpGRG+FdWUY9u4rLqJWOKaEmVw18eDPoTTByjtrR+J4pGypL4OjPakcihKpsThvaSC1ZyVk+Ob8kN2Eq06CjxqWw55DsdSNUtGKOZyTjqgUQq1M7Gt+r6wCTHcJFmLM6rPRK7UV0RLRPzi/JTZjKMuoBKJC6G6GWPavh+ydh2P3Qvp/a0fiHzggJaVJULMKaoihYnVb6GPr47BqS3ISplIQYkuKjpWNKqOP4UfjoL9BhIAy5Q+1o/EejkaJiEfYOlh+k+Hixz+ptIACSm+eff55OnTqh1WoZMGAA69atO+3xTz/9NF27diUuLo6MjAzuuOMOKisr/RRt6NBoNJgNenbIWjfC3xQFPp8BlaVw5UsQEal2RP4l2zCIMGd1WAGwpPluoU5Vk5tFixYxY8YMZs2axcaNG8nOzmbEiBE4HI5Gj3/77be57777mDVrFnl5ebz88sssWrSIv//9736OPDSYjTryZY8p4W8578HmD2DUU5DYQe1o/M9kgWMHobxY7UiEUIXVYaVTm04kaZN8dg1Vk5unnnqKm2++mRtuuIEePXowd+5c4uPjeeWVVxo9/ocffmDw4MFcc801dOrUiYsvvpjx48efcbRHNM5s0LHLWS4dU8J/juyBz+8Eyzjo/Ue1o1FH+ol1PQpt6sYhhEpsTptPtlz4NdWSm+rqajZs2MDw4cN/CSYiguHDh7NmzZpGXzNo0CA2bNhQn8zs2rWLL774gksvvfSU16mqqqK0tLTBl/AwG/VUu9zsPSwdU8IPXLXw4RSIT4JL/6N2NOpJOhti9FJ3I8JSRU0FO47s8GkxMUCUT89+GsXFxbhcLoxGY4PHjUYj27Zta/Q111xzDcXFxQwZMgRFUaitreWvf/3raaelZs+ezcMPP+zV2EOF2fjLHlOd08KgDVeoa9VTsH893LDEsxVBuIqIAFMvqbsRYWlz8WZcisunxcQQAAXFzbFixQoee+wxXnjhBTZu3MiHH37I559/ziOPPHLK19x///2UlJTUf+3bt8+PEQe2NF0sbeOipe5G+N6+9Z41bS64Gzr8Tu1o1CcdUyJMWZ1W9NF6Oid29ul1VBu5SU1NJTIykqKiogaPFxUVYTI1vkPoQw89xHXXXcfkyZMB6N27N+Xl5UyZMoUHHniAiEY224uNjSU2Ntb7NxACPB1TOtkdXPhW1TH4cDK0PwcuuEftaAJDugXWzYOqsvBYvFCIE6wOK5Y0CxEa346tqDZyExMTQ79+/Vi+fHn9Y263m+XLlzNw4MBGX1NRUXFSAhMZ6WkjVWSvlhYxG/Wy1o3wrSX3eTqDrpwHkap9ngosJgugQNFmtSMRwm/cipuc4hyfbZb5a6pOS82YMYP58+fz2muvkZeXxy233EJ5eTk33HADABMnTuT++++vP3706NG8+OKLvPvuu+zevZtly5bx0EMPMXr06PokRzSP2aBjp7MMl1uSQ+EDVcfA+hb8/u+Q7Nth6KCS1g0ioqXuRoSVPaV7KKkq8Xm9Dag4LQUwbtw4nE4nM2fOxG6306dPH5YuXVpfZLx3794GIzUPPvggGo2GBx98kAMHDpCWlsbo0aN59NFH1bqFoJdl1FNV62bf4Qo6pSaoHY4INfbNgAJnX6B2JIElKgYM3cEu7eAifNgcNjRo6J3a2+fXUn2MeOrUqUydOrXR51asWNHg71FRUcyaNYtZs2b5IbLw8OuOKUluhNfZcyAyxjNSIRpKt8gGmiKsWJ1WzElmdDG+rzMLqm4p4X0GfSx6bRQ7pGNK+EJhjmeEItI3O/8GNZMFHHngqlE7EiH8wuqw+mVKCiS5CXsajYYso54C6ZgSvmC3nSieFScxWcBVDc7G1/USIpSUVJWwq2SXzxfvqyPJjcBs0MnIjfC+2mpwbPtluwHRkKkXoJGiYhEWcpye/89l5Eb4TaZBR4FDOqaElznzwF0jIzenEqv3dJDJYn4iDFidVpK1yZylP8sv15PkRtR3TB04clztUEQoKcwBNGDsqXYkgSvdIiM3IizYHJ7NMjUajV+uJ8mNqO+Ykqkp4VX2XEjpIivwno7pRMeU2612JEL4TK27lpziHL/V24AkNwIwtdGij42SbRiEd9lzZErqTNItUH0MjuxWOxIhfKbgaAHHa4/7rd4GJLkReDqmMo068h0yciO8xO32jEikS3JzWqYTxdZSdyNCmNVhJSoiih4pPfx2TUluBODpmJI9poTXHNkN1WUycnMmujTQp0vdjQhpVqeV7snd0UZp/XZNSW4EQP1aN27pmBLeUHhiWwFpAz8zk0VGbkRIszqsZKf592eBJDcC8LSDH69xceCodEwJL7DngL4dJKSqHUngk44pEcKKjxdzoOyAX4uJQZIbcYLZqAeQuhvhHYU5Um/TVCYLlDvgmF3tSITwOpvDM4orIzdCFe3aakmIiZS6G9F6iiKdUs1RlwTK6I0IQVanlfSEdEwJJr9eV5IbAdR1TOnZIcmNaK1jdih3yshNUyV2hNi2UncjQpIa9TYgyY34FbNBR4FMS4nWqvslLSM3TaPRgKm3JDci5FS7qtlyaIvf621AkhvxK1lGHfmOMhRFOqZEKxTmgDYREjuoHUnwkKJiEYK2HtpKjbvGr4v31ZHkRtQzG/RUVEvHlGglu80zEuGnPWRCgsniWRuoskTtSITwGpvThjZSS1Zylt+vLcmNqJdp8OwBJNswiFYpzJH1bZqrrj7JvlndOITwIpvTRq/UXkRHRPv92pLciHrtE+OIj4mkQIqKRUsdPwpHf/aM3IimS82CyFipuxEhQ1EUNjk2qVJMDJLciF+JiNCQadDJ7uCi5YpOjDxIMXHzREaDsYfU3YiQcbD8IMXHi1UpJgZJbsRvmA16mZYSLVeYA1Faz0iEaB7ZhkGEEKvDCvh/8b46ktyIBsxGHQXSMSVayp4Dhh4QGaV2JMEn3QLObVBbpXYkQrSazWmjU5tOJGmTVLm+JDeiAbNBR1lVLYUllWqHIoKRbLvQcqZscNeCY6vakQjRamot3ldHkhvRQFb9HlMyNSWaqabSM/Ig9TYtY+wJmgipuxFBr6Kmgh1HdpBtkORGBIj2iXFooyPIl6Ji0VyOraC4pA28pWLiIcUsdTci6G0u3oxLcamyeF8dSW5EA3UdU7KBpmg2e45n5MHQQ+1IgpesVCxCgNVpRReto0tiF9VikORGnCTLoCdf9pgSzVWY4+mSiolXO5LgZbJA0RZwu9SORIgWszltZKdlE6FRL8WQ5EacJNPoGbmRjinRLPYcqbdpLVNvqCmHw7vUjkSIFnErbk9yo2K9DUhyIxphNug5VlVLUam0pIomcrs8Iw7SKdU6dfVKhTZ14xCihfaU7qGkqkTVTimQ5EY0IstYt8eUTE2JJjpUADUVMnLTWvHJ0OYsKSoWQcvmsKFBgyVV3Z8FktyIk5yVFE9sVAQ7pKhYNFVdEazsKdV6UlQsgpjVacWcZEYXo1M1DkluxEkiIzR0SdNRICM3oqnsNmjbwTPyIFqnbhsGqXkTQcjmsKnaAl5HkhvRqCyjtIOLZrDnyqiNt6RboOIQlB5UOxIhmqWkqoSdJTtV2yzz1yS5EY0yG/XsKDomHVPizBRFtl3wprq6Jam7EUEmx+n5f1btYmKQ5Eacgtmgo7SyFucx6ZgSZ1B6AI4flmJib2l7FsQlSd2NCDpWp5VkbTIZ+gy1Q5HkRjTOLHtMiaaq+yUsIzfeodH8UncjRBCxOTyL92k0GrVDkeRGNK5DcjwxURHskD2mxJnYcyAuGdq0VzuS0CEdUyLI1LpryS3ODYh6G5DkRpxCXceUjNyIM6qrtwmAT2shw5QNJXuh4rDakQjRJAVHC6iorQiITimQ5Eachtmgk93BxZnJtgveVzfFZ89VNw4hmsjqsBKliaJHSmBsnCvJjTgls0HHDtljSpxOxWEo2ffLtgHCO1IyISpO6m5E0LA6rXRP6Y42Sqt2KIAkN+I0zEY9JcdrKC6rVjsUEajqfvnKyI13RUSCsaeM3IigYXVYA6IFvI4kN+KUzHV7TMnUlDiVwhyIjoeULmpHEnqkqFgEieLjxRwoOxAwxcQgyY04jY7J8cRERkhRsTg1ew4Ye3lGGoR3mSxQvANqjqsdiRCnZXN4drGXkRsRFKIiI+icliC7g4tTk5WJfSfdAooLiraqHYkQp2V1WjElmDAlmNQOpZ4kN+K0Mk8UFQtxkuoKOJQv9Ta+YugJmkjPpqRCBDCrwxowLeB1JLkRp5Vl1FMg01KiMUVbQHHLhpm+Eq2FtK5SdyMCWrWrmi2HtgRUvQ1IciPOwGzQcbi8mkNlsseU+A17jmdkwRAY61qEJNmGQQS4vMN51LhrZORGBJe6jimZmhInsedAWjfPCIPwjXSLZ4TMVat2JEI0yuqwoo3UkpWcpXYoDUhyI06rY0oC0ZEaCqSoWPyWFBP7nskCtZWe2iYhApDNaaNnak+iI6LVDqUBSW7EaUVHRnB2aoKM3IiGXLXg2CrFxL5WV88kdTciACmKwibHpoCbkgJJbkQTmA16aQcXDRXv8IwoyMiNb8UlQmJHqbsRAelg+UGKjxcHXDExSHIjmsBs1EnHlGioftsF6ZTyuXQLFEo7uAg8gbh4Xx1JbsQZmQ16isuqOVwue0yJEwpzIKkTaNuqHUnoM2V7kknZwFYEGKvTSqc2nUjSJqkdykkkuRFnJHtMiZPYc6Texl/SLVBZ4tl9XYgAYnVYsaQF5s8BSW7EGXVKSSAqQiN7TAkPRfEkN1Jv4x9SVCwCUEVNBTuO7AjIehuQ5EY0QUxUBJ1SE2TkRngc/dkzkmAKvHn2kKRPh/hUKSoWAWVz8WZciisgO6VAkhvRRFlGnYzcCI+6EQQZufEPjeZEUbEkNyJw2Jw2dNE6uiR2UTuURklyI5ok06CX5EZ42HMgwQD6wNkBOOTJNgwiwFidVrLTsonQBGYaEZhRiYBjNuhwHqviaIV0TIU9WZnY/9ItUHoAyg+pHYkQuBU3NqctIFvA60hyI5oky6gHkNEbAfZcWd/G3+rqm+yy3o1Q357SPZRUlZBtkORGBLlOqfFERmjYIUXF4a28GI4dlDZwf0vuDDE6qbsRAcHmsKFBgyU1cH8OSHIjmiQ2KpKOKfHkyx5T4a1updz0wP3EFpIiIsDYS+puRECwOW2Yk8zoYnRqh3JKqic3zz//PJ06dUKr1TJgwADWrVt32uOPHj3KrbfeSnp6OrGxsWRlZfHFF1/4KdrwlmXQyzYM4c6eAzF6SDpb7UjCj3RMiQBhdVgDtgW8TouTm+XLlzNq1Ci6dOlCly5dGDVqFF9//XWzzrFo0SJmzJjBrFmz2LhxI9nZ2YwYMQKHw9Ho8dXV1Vx00UXs2bOH//3vf2zfvp358+fTvn37lt6GaAazUSfTUuGuMAdMvTwjCcK/TBY4VABV8gFDqKekqoSdJTsDut4GWpjcvPDCC4wcORK9Xs/06dOZPn06bdq04dJLL+X5559v8nmeeuopbr75Zm644QZ69OjB3LlziY+P55VXXmn0+FdeeYXDhw+zePFiBg8eTKdOnRg6dCjZ2YH9jxwqMg06HMeqKKmoUTsUoRbZdkE96RZAgaItakciwliO0zN6GJIjN4899hj/93//xzvvvMO0adOYNm0ab7/9Nv/3f//HY4891qRzVFdXs2HDBoYPH/5LMBERDB8+nDVr1jT6mk8++YSBAwdy6623YjQa6dWrF4899hgul+uU16mqqqK0tLTBl2iZuo6pAqeM3oSlqjI4tFPawNWS1h0ioqXuRqjK6rSSrE0mQ5+hdiin1aLk5ujRo4wcOfKkxy+++GJKSkqadI7i4mJcLhdGo7HB40ajEbvd3uhrdu3axf/+9z9cLhdffPEFDz30EE8++ST/+te/Tnmd2bNn07Zt2/qvjIzAfkMC2dmpCURoYIcUFYenos2AIiM3aomKAUO3X4q6hVBB3fo2Go1G7VBOq0XJzeWXX85HH3100uMff/wxo0aNanVQp+J2uzEYDMybN49+/foxbtw4HnjgAebOnXvK19x///2UlJTUf+3bJzvrtpQ2OpJOKQnSMRWuCnM8Iwdp3dSOJHyZLJ51hoRQQa27llxnbsBulvlrUS15UY8ePXj00UdZsWIFAwcOBODHH39k9erV3HnnnTzzzDP1x06bNq3Rc6SmphIZGUlRUVGDx4uKijCZGl/WPT09nejoaCIjI+sf6969O3a7nerqamJiYk56TWxsLLGxsc2+R9G4TIOOfIdMS4Uluw0M3T0jCEIdJgvkvg+uGoiMVjsaEWYKjhZQUVsR0CsT12lRcvPyyy+TlJTE1q1b2bp1a/3jiYmJvPzyy/V/12g0p0xuYmJi6NevH8uXL2fs2LGAZ2Rm+fLlTJ06tdHXDB48mLfffhu3203EiW6NHTt2kJ6e3mhiI7zPbNTxwYYDaoch1CDbLqgv3QKuanBu93StCeFHVoeVKE0UPVN6qh3KGbUoudm9e7dXLj5jxgwmTZpE//79Oe+883j66acpLy/nhhtuAGDixIm0b9+e2bNnA3DLLbfw3HPPMX36dG677Tby8/N57LHHTplACe/LMuqxl1ZSWllDG618cgwbtdXgyIO+16kdSXgznkho7DmS3Ai/szqtdE/pjjZKq3YoZ9Si5MZbxo0bh9PpZObMmdjtdvr06cPSpUvri4z37t1bP0IDkJGRwZdffskdd9yBxWKhffv2TJ8+nXvvvVetWwg7mQbPipQFjjLO6ZCkcjTCb5zbwF0jIzdq07bxbMVQmAN9rlE7GhFmbA4bwzKGqR1GkzQ5uZkxYwaPPPIICQkJzJgx47THPvXUU00OYOrUqaechlqxYsVJjw0cOJAff/yxyecX3tUlTUeEBvKLjklyE07sOYAGjIE/HB3yTBZpBxd+V3y8mP1l+4OimBiakdxs2rSJmpqa+v8+lUBvDxOto42OpEOy7DEVduy5nhGDWL3akYh0C6x6GtxuWSla+I3N4VmCIBiKiaEZyc23337b6H+L8JNp0LND9pgKL1JMHDhM2VBVCkf3eBJOIfzA6rRiSjBhSmi8mznQSNovms1s1FEge0yFD7fbM3Iji/cFhrokUzbRFH5kc9oCfsuFX2tRQXF5eTlz5sxh+fLlOBwO3G53g+d37drlleBEYMoy6jhYUsmxyhr00jEV+o7shupjMnITKHQG0Jk8dTc9x6odjQgD1a5qthRvYUT/EWqH0mQtSm4mT57MypUrue6660hPT5c6mzBjNpzYY8pRRl8pKg59dcWrpuCYaw8L6RYZuRF+k3c4j2p3deiP3CxZsoTPP/+cwYMHezseEQS6pOnQaCBfkpvwUJgD+nTQpakdiahjssCmN9SOQoQJq8OKNlJLVnKW2qE0WYtqbpKSkkhOTvZ2LCJIxMVEkpEUT4EUFYcHe47U2wSadAuUFcGxojMfK0Qr2Zw2eqb2JDoieMoQWpTcPPLII8ycOZOKigpvxyOChNmgY4cUFYcH6ZQKPHXJpmyiKXxMURRsjuAqJoZmTEv17du3QW1NQUEBRqORTp06ER3dMJvbuHGj9yIUAcls1POp7aDaYQhfO2aHcoeM3ASaxI4Q28azmal5uNrRiBBWWF6I47gjaBbvq9Pk5KZuc0shwDNyc+DoccqrakmIVXUXD+FLdUWrMnITWCIiwNRbioqFz1kdViB4Fu+r0+TfSrNmzfJlHCLImI2/7DGVnZGobjDCd+w20Lb1jBSIwGKyQP6XakchQpzVaaVjm44kaYOreaRFNTf79u1j//799X9ft24dt99+O/PmzfNaYCKw1W2gmS9FxaGt8EQxsSz3EHjSLXB4F1SWqh2JCGFWhzXoRm2ghcnNNddcU78Fg91uZ/jw4axbt44HHniAf/7zn14NUASm+JgozkqKI1+KikObdEoFrrr3pWizunGIkFVRU8GOIzuCrt4GWpjcbN68mfPOOw+A9957j969e/PDDz/w1ltvsXDhQm/GJwKY2aCTkZtQVlkCR/Z4ajtE4EnrCpGxUncjfGbLoS24FFfQdUpBC5ObmpoaYmNjAfj666+5/PLLAejWrRuFhYXei04EtCyjnnyHjNyELPuJEQEpJg5MkdFg6P7LCtJCeJnVYUUXraNLYhe1Q2m2FiU3PXv2ZO7cuXz//fcsW7aMkSNHAnDw4EFSUlK8GqAIXJkGHfsOH6eiulbtUIQv2HM8IwOpwbMqadiRbRiED1mdVixpFiI0wbfHdosifvzxx3nppZcYNmwY48ePJzvbU2z0ySef1E9XidCXZfTsMbXTUa5yJMInCnPA2MMzQiACk8kCzjyorVI7EhFiFEUJup3Af63ZC5QoikLnzp3Zu3cvtbW1JCX90h42ZcoU4uPjvRqgCFxd6jumjtH7rLYqRyO8zp4D7fupHYU4nfRscNeCIw/a9VE7GhFC9pTuoaSqhGxD8HVKQQtGbhRFITMzE7vd3iCxAejUqRMGg8FrwYnApouNon1iHDuKpKg45NRWgXOb1NsEOmNPQCN1N8LrrA4rGjRYUoPzZ0Czk5uIiAjMZjOHDh3yRTwiyJiNOgqkqDj0OLZ6RgRMwfmpLWzEJECqWepuhNfZnDYykzLRxejUDqVFWlRzM2fOHO6++242b5b1FcKdtIOHqMIc0EScGBkQAc1kkZEb4XVWhzVo622ghcnNxIkTWbduHdnZ2cTFxZGcnNzgS4QPs0HP3sMVHK92qR2K8CZ7DqSYIUZq6AKeqbenbd/tVjsSESJKqkrYWbIzKBfvq9OiHQ+ffvppL4chgpXZqENRYKezjF7tpag4ZBTmSL1NsEi3QE25ZyuG1Ey1oxEhILc4FyCoR25alNxMmjTJ23GIIJX5q44pSW5ChNvlWdK/+2i1IxFNUVcXZbdJciO8wuqwkqxNJkOfoXYoLdbilXl27tzJgw8+yPjx43E4HAAsWbKELVu2eC04Efj02mjS22rJl46p0HFoJ9RUyMhNsEhIgTbtpahYeE3d4n2aIN4wt0XJzcqVK+nduzdr167lww8/pKzM84vNZrMxa9YsrwYoAp/ZqJei4lBSV5wqG2YGDykqFl5S664l15kb1FNS0MLk5r777uNf//oXy5YtIyYmpv7xP/zhD/z4449eC04EB7NBJ7uDh5JCG7Q5C+KlOSBo1G3DoChqRyKCXMHRAipqK4K6mBhamNzk5uZyxRVXnPS4wWCguLi41UGJ4GI26Nh7uILKGumYCgn2XJmSCjYmC1QUwzHZuFi0js1hI0oTRc+U4F4GokXJTWJiYqO7f2/atIn27du3OigRXMxGPW4Fdjllj6mgpyie6Q2Zkgoudcmo1N2IVrI6rXRP6Y42Sqt2KK3SouTmz3/+M/feey92ux2NRoPb7Wb16tXcddddTJw40dsxigD3644pEeRKD0LFIRm5CTZtM0CbKHU3otWsDivZacG/MnmLkpvHHnuMbt26kZGRQVlZGT169OCCCy5g0KBBPPjgg96OUQS4tnHRmNpIx1RIkGLi4KTRnKi7sakdiQhixceL2V+2P2g3y/y1Fq1zExMTw/z583nooYfYvHkzZWVl9O3bF7PZ7O34RJAwG3UychMKCnMgLgnanqV2JKK5TBbI+0TtKEQQszk8yXGwd0pBC5ObOh06dCAjw7PITzD3w4vWyzToWLndqXYYorXq6m3k+zn4pGfDmufg+BFPgipEM9mcNkwJJkwJJrVDabUWL+L38ssv06tXL7RaLVqtll69erFgwQJvxiaCSJZRz55D5VTVSsdUUJNtF4JX3VSiPVfdOETQsjqDe7PMX2tRcjNz5kymT5/O6NGjef/993n//fcZPXo0d9xxBzNnzvR2jCIImA066ZgKdhWHoWTvL8v5i+CSaoaoOEluRItUu6rZUrwlJIqJoYXTUi+++CLz589n/Pjx9Y9dfvnlWCwWbrvtNv75z396LUARHMwGPQD5jjK6p7dRORrRInW/FGXkJjhFRIKxh7SDixbJO5xHtbs66Bfvq9OikZuamhr69+9/0uP9+vWjtra21UGJ4NM2PhqDPpYCWak4eNlzIDoeUmTzxaAl2zCIFrI6rGgjtXRN7qp2KF7RouTmuuuu48UXXzzp8Xnz5jFhwoRWByWCk9moY4e0gwevwhww9vSMAIjglG4B53aoOa52JCLI2Jw2eqb2JDoiWu1QvKLJ01IzZsyo/2+NRsOCBQv46quv+N3vfgfA2rVr2bt3ryziF8bMBj3f50vHVNCy50DHwWpHIVrDlA2KCxxboX0/taMRQUJRFGwOG6O7jFY7FK9pcnKzadOmBn/v18/zjbNz504AUlNTSU1NZcuWLV4MTwQTs1HHGz/+THWtm5ioFjfiCTVUV0DxDvjdLWpHIlrD2AM0kZ5ROEluRBMVlhfiOO4ImWJiaEZy8+233/oyDhECzAY9LrfC7uJyupr0aocjmsOxFRQ3mHqrHYlojeg4SM2SuhvRLFaHFSAkViauIx+vhdeYZY+p4GXP8XziNwT3TsCCE9swSHIjms7qtNKxTUeStclqh+I1LWoFr6ys5Nlnn+Xbb7/F4XDgdrsbPL9x40avBCeCS1JCDKm6WNljKhgV5kBaV4gO7p2ABZ6Oqa2fgNslxeGiSWxOW0hNSUELk5ubbrqJr776ij/+8Y+cd955svWCqGc2yB5TQalu2wUR/NItUHscivPB0E3taESAq6ipYPvh7fwx649qh+JVLUpuPvvsM7744gsGD5bOCtFQllHHDzsPqR2GaA5XLRRtgV5XqR2J8Ia6uil7jiQ34oy2HNqCS3GF3MhNi2pu2rdvj14vBaPiZJlGPbuLy6lxuc98sAgMh/KhtlJGbkJFXBIkdoBCm9qRiCBgdVjRRevo0raL2qF4VYuSmyeffJJ7772Xn3/+2dvxiCBnNuiodSvsKZY9poJGXfGpdEqFDlmpWDSR1WnFkmYhMsTqs1qU3PTv35/Kyko6d+6MXq8nOTm5wZcIX1nGX/aYEkHCngOJHSEuUe1IhLekZ3uSVkVROxIRwBRFwea0hcxO4L/Wopqb8ePHc+DAAR577DGMRqMUFIt6yQkxpCTEsKPoGJf2Tlc7HNEUhTbZLDPUmHpD5VEo2Q+JGWpHIwLUntI9lFSVhNT6NnValNz88MMPrFmzhuzs0PsHEa2XadDJyE2wUBTPyM3A29SORHhTXf2UPUeSG3FKVocVDRosqaH34aZF01LdunXj+HHZmE00Lsuop0DWugkOR/dCZYmM3ISaNu0gPkUW8xOnZXPayEzKRBejUzsUr2tRcjNnzhzuvPNOVqxYwaFDhygtLW3wJcKb2ahjV3GZdEwFg7qiU+mUCi0ajRQVizOyOqwhWW8DLZyWGjlyJAAXXnhhg8cVRUGj0eByuVofmQhaZoOeGpfCz4cqyDSE3ieCkFKYAwlpoDepHYnwtnQL5H6gdhQiQJVWl7KzZCc39r5R7VB8okXJjWyiKU7HbPQkNAWOY5LcBDp7jqf4VJoCQo/JAqv/CxWHIV66WEVDOU7PqJ6M3PzK0KFDvR2HCCEpCTEkxUezo6iMkb3UjkacVmEOWK5WOwrhC+knGj4KbdDl9+rGIgKO1WElKTaJDH1oFpy3eFfw77//nmuvvZZBgwZx4MABAN544w1WrVrlteBEcNJoNJiNeumYCnTlxXDsoBQTh6rkLhCdIHU3olFWp5VsQ3bILuXSouTmgw8+YMSIEcTFxbFx40aqqqoAKCkp4bHHHvNqgCI4mQ068otkA82AVl9MLEs6hKSICDD1ko4pcRKX20WuMzdkp6SghcnNv/71L+bOncv8+fOJjo6uf3zw4MFs3LjRa8GJ4GU26NjlLKdWOqYCV2EOxOggubPakQhfkY4p0YiCowVU1FbQx9BH7VB8pkXJzfbt27ngggtOerxt27YcPXq0tTGJEJBl1FPtcrP3cIXaoYhTseeAsZfnE74ITekWKM6HatnrTfzC6rASpYmiZ0pPtUPxmRb9VDOZTBQUFJz0+KpVq+jcWT4FCsg80TG1QxbzC1yFOVJvE+pMFkCBoi1qRyICiNVppVtyN7RRWrVD8ZkWJTc333wz06dPZ+3atWg0Gg4ePMhbb73FXXfdxS233OLtGEUQStPF0jYumgKH1N0EpKoyOFQgi/eFOkN3iIjydEwJcYLVYQ3pKSloYSv4fffdh9vt5sILL6SiooILLriA2NhY7rrrLm67TfaoEZ6OqSyj7DEVsIq2AIqM3IS6qFhI6w72XLUjEQGi+Hgx+8v2h+Rmmb/WouRGo9HwwAMPcPfdd1NQUEBZWRk9evRAp5MF28QvMg16rPuOqh2GaIw9ByKiPb/4RGgz9ZaiYlHP5vSM4oVypxQ0M7m58camLdP8yiuvNCuI559/nv/85z/Y7Xays7N59tlnOe+88874unfffZfx48czZswYFi9e3KxrCt/LMur4YON+XG6FyIjQXEshaBXawNANomLUjkT4WroFNn8ArhqIjD7z8SKk2Rw2TAkmTAmhveVKs2puFi5cyLfffsvRo0c5cuTIKb+aY9GiRcyYMYNZs2axceNGsrOzGTFiBA6H47Sv27NnD3fddRfnn39+s64n/Mds0FNd62afdEwFHnuOrG8TLkwWcFVB8Q61IxEBwOq0kp0W+t/7zRq5ueWWW3jnnXfYvXs3N9xwA9deey3Jya3bs+Spp57i5ptv5oYbbgBg7ty5fP7557zyyivcd999jb7G5XIxYcIEHn74Yb7//vvTtp9XVVXVLzIIyK7lfmSu75g6RqfUBJWjEfVcNeDIgz4T1I5E+IOpt+fPwhwwhm7rrzizalc1W4q3cHG/i9UOxeeaNXLz/PPPU1hYyD333MOnn35KRkYGV199NV9++SWKojT74tXV1WzYsIHhw4f/ElBEBMOHD2fNmjWnfN0///lPDAYDN9100xmvMXv2bNq2bVv/lZERmvtoBCKDPpY22igpKg40zm3gqpZOqXChbQNJZ0vdjSDvcB7V7uqQ75SCFrSCx8bGMn78eJYtW8bWrVvp2bMnf/vb3+jUqRNlZc37JVZcXIzL5cJoNDZ43Gg0YrfbG33NqlWrePnll5k/f36TrnH//fdTUlJS/7Vv375mxSharm6PqQJJbgJL3XL88ik+fKRbZBsGgc1hQxuppWtyV7VD8bkWdUvViYiIQKPRoCgKLpfLWzGd0rFjx7juuuuYP38+qampTXpNbGwssbGxPo5MnIrZoCP3QInaYYhfs+d4tlzQtlE7EuEvJgusfgYUBUJ0o0RxZlanlZ6pPYmOCP3C8maP3FRVVfHOO+9w0UUXkZWVRW5uLs899xx79+5tdit4amoqkZGRFBUVNXi8qKgIk+nkSu6dO3eyZ88eRo8eTVRUFFFRUbz++ut88sknREVFsXPnzubejvCxupEbl7v505bCR+y5MiUVbtKzoaoEjuxROxKhEkVRsDlsYVFMDM1Mbv72t7+Rnp7OnDlzGDVqFPv27eP999/n0ksvJaIF+9PExMTQr18/li9fXv+Y2+1m+fLlDBw48KTju3XrRm5uLlartf7r8ssv5/e//z1Wq1XqaQKQ2aCjqtbN/iPSMRUQ3G5PciOL94WXumRW6m7CVmF5IY7jjpBf36ZOs6al5s6dS4cOHejcuTMrV65k5cqVjR734YcfNvmcM2bMYNKkSfTv35/zzjuPp59+mvLy8vruqYkTJ9K+fXtmz56NVqulV69eDV6fmJgIcNLjIjDUdUzlF5XRMUU6plR3dA9UlUobeLjRG0Fn9NTd9BijdjRCBVaHFSDkVyau06zkZuLEiWi8PF87btw4nE4nM2fOxG6306dPH5YuXVpfZLx3794WjQqJwGBqo0Uf6+mYGt7DeOYXCN+qKyqVkZvwY7LIyE0YszltdGzTkWRt65ZvCRbNSm4WLlzokyCmTp3K1KlTG31uxYoVp32tr2IS3qHRaMg06sgvkg00A4I9B3Qm0BnUjkT4W7oFNr2ldhRCJeGyeF8dGRIRPpdl0MtaN4GiMEdGbcKVyQJldig7/ervIvRU1FSw/fB2SW6E8CazUUeBowy3dEypz54jnVLhqm6lYpmaCjtbDm3BpbjCYvG+OpLcCJ/LNOg4XuPiwNHjaocS3o4VQVmRjNyEq6SzIUYvi/mFIavDii5aR5e2XdQOxW8kuRE+l2XUA5DvkLobVdV9YpeRm/AUEeEZvZGRm7Bjc9qwpFmIjIhUOxS/keRG+Fx6Wy0JMZHkF0ndjaoKbRDbFpI6qR2JUItswxB2FEXB6rSGzfo2dSS5ET7n6ZjSs0OSG3XZczyf3GX5/fBlssDhnVAlo6jhYk/pHkqqSsKqmBgkuRF+kmXQUSDTUuoqzPmlqFSEp7p6K/tmdeMQfmN1WNGgoXdaeH3vS3Ij/MJs1JEvHVPqqSyBI7ulmDjcpXWDyBipuwkjNqeNzKRM9DF6tUPxK0luhF+YDXoqql0cLJGOKVUUbfH8KcXE4S0yGgzdpe4mjNictrCrtwFJboSf1O8xJYv5qaMwByJjIa2r2pEItZksYLepHYXwg9LqUgqOFoTV+jZ1JLkRftGubRzxMZGyDYNa7DmeT+yR0WpHItSWng2ObVBbrXYkwsdynJ4RunArJgZJboSfRERoMBt00g6uFtl2QdQxWcBdA848tSMRPmZ1WEmKTaKDvoPaofidJDfCbzJljyl11FZ5fpFJvY0AMPYENFJ3EwZsThvZhmw0Ybj8gyQ3wm/q9phSFOmY8itHHrhrPdMRQsTqICVTOqZCnMvtIseZE5bFxCDJjfCjLKOOsqpaCksq1Q4lvNhzAM2JT+xCcGIbhly1oxA+VHC0gIrairAsJgZJboQfmQ11e0zJ1JRfFeZAqhliEtSORASKdIsnuXG71Y5E+IjVYSVKE0XPlPD8UCPJjfCb9olxxEVLx5Tf2XOk3kY0ZLJAdZlnYUcRkqxOK92Su6GN0qodiiokuRF+ExGhIVM6pvzL7fIstS+dUuLX6uqvCmW9m1Blc9rCdkoKJLkRfmY26MiXPab85/AuqCmXkRvRUEIq6NtJUXGIKj5ezL5j+8g2hG8TgSQ3wq8yjZ6RG+mY8pO6T+aS3IjfSrdIO3iIsjk93/fh2ikFktwIP8sy6DlWVUtRaZXaoYQHew60aQ8JKWpHIgKNyeL5/0M+aIQcm8OGMd6IKcGkdiiqkeRG+FXdHlM7pKjYPwqlmFicQroFyp1wzK52JMLLrE5rWNfbgCQ3ws/OSoonNipC2sH9QVE87b5STCwaU5f0St1NSKlx1bCleEtYT0mBJDfCzyJPdEwVSFGx7x0rhIpiGbkRjUvsANpEqbsJMXmH86h2V8vIjdoBiPBjNujYIe3gvlf3S0tGbkRjNJoTKxVLO3go2eTYhDZSS9fkrmqHoipJboTfmY168ouOSceUr9lzPJ/M22aoHYkIVOnZMnITQmrdtby3/T2GtB9CdES02uGoSpIb4Xdmg47Sylqcx6RjyqcKbZ5RmzDcEVg0kckCR3+G40fVjkR4wZd7vmTvsb1MtkxWOxTVSXIj/M5s9OwxJVNTPibbLogzqZuylE00g55bcTM/Zz5D2g8J2/2kfk2SG+F3HZLjiYmKkJWKfen4ETi695dl9oVoTIoZorSS3ISAb/Z+w86SnfzF8he1QwkIktwIv4uM0NAlTSft4L5U98tKRm7E6URGgaGHtIMHOUVRmJczjwGmAWHfJVVHkhuhCrNBJ7uD+1JhDkTFQapZ7UhEoJNtGILe9we+J+9wHlMsU9QOJWBIciNUkWX0tINLx5SP2HPA2BMiItWORAQ6kwWc26CmUu1IRAsoisJLtpfok9aHc03nqh1OwJDkRqgi06Cn5HgNzjLpmPKJwhxZ30Y0TXo2KC5wbFU7EtECa+1rySnOYYplChrpjKwnyY1QRd0eUwXSMeV9NceheIdngTYhzsTQAzQRUncTpOblzKNHSg+GtB+idigBRZIboYqOyfHERMoeUz5RtNXzSdwknVKiCWLiITVL6m6C0Maijay3r5dRm0ZIciNUERUZQee0BNkd3BfsNtBEgrGH2pGIYGGyyMhNEJqXO4/MxEx+n/F7tUMJOJLcCNWYjXoZufEFe67nk3h0nNqRiGCRboGiLeB2qR2JaKLNxZtZfWA1UyxTiNDIr/Lfkn8RoRqzQUeBJDfeJ8XEorlMFqipgEMFakcimmhezjw6tunIxR0vVjuUgCTJjVCN2aDjcHk1xdIx5T1ul+cTuCzeJ5qjrvhc6m6CwvbD2/l237dM7j2ZSFnuoVGS3AjV1O0xlS8dU95TnA+1x2XkRjRPfDK07eCp1xIBb0HuAtrr2nNZ58vUDiVgSXIjVNMxJZ7oSA0FsseU99QVhUobuGguWak4KOwu2c2Xe77kxl43Eh0RrXY4AUuSG6Ga6MgIzk5NkN3BvanQBokdIC5J7UhEsDH19hSjy6rhAW1B7gLS4tIYmzlW7VACmiQ3QlWejikZufEae47U24iWMVng+GEoPaB2JOIU9h3bx+e7PueGXjcQExmjdjgBTZIboSrPBpoycuMVinKiU0oW7xMtUFenJVNTAeuVza/QNrYtV2VdpXYoAU+SG6Eqs0HPofJqDknHVOuV7IPKozJyI1qmTXuIS5bF/AKUvdzO4oLFTOo5ibgoWcPqTCS5EarKqttjSta7ab26T9zSKSVaQqORouIAtnDLQuKj4hnXdZzaoQQFSW6EqjqmJBAVoWGHJDetZ8+B+FTQp6sdiQhWsg1DQCo+Xsz/dvyPa3tcS0J0gtrhBAVJboSqYqI8HVMFssdU6xXmeDpeZAM90VLp2Z7pzYrDakcifuX1La8TFRHFNd2uUTuUoCHJjVCd2aiTPaa8wS7bLohWqqvXktGbgHG08ijvbn+X8d3G0za2rdrhBA1JboTqMg16WeumtcoPeVp4pZhYtEZKF4iOl7qbAPJm3psAXNfjOpUjCS6S3AjVZRl1FJdVcaS8Wu1QglfdJ21pAxetEREJxl4ychMgjlUf4+28t/lT1p9I1iarHU5QkeRGqM5s8OwxVeCU0ZsWs+dAdAIkd1E7EhHspGMqYLy77V2qXFVM6jlJ7VCCjiQ3QnWdUuOJjNCwQ4qKW64wB0y9IEK+pUUrmSxwKB+qK9SOJKxV1FTw+tbXucJ8BYZ4g9rhBB35SShUFxsVSaeUeFmpuDVk2wXhLekWUNxQtEXtSMLa+zvep6y6jBt73ah2KEFJkhsREMwGvSzk11LV5VCcL51SwjvSukNEFNhtakcStiprK1m4ZSGju4ymna6d2uEEJUluREAwG3UyLdVSRVsARUZuhHdEayG1q2eHcKGKjwo+4nDlYSb3nqx2KEFLkhsREMxGPY5jVZRU1KgdSvAptHk+aRu6qx2JCBVSVKyaGlcNr2x+hUvOvoQObTqoHU7QkuRGBASzwbPHVL5DRm+azZ7jmUqIilU7EhEqTBZwbAVXrdqRhJ1Pd32KvdzOzb1vVjuUoCbJjQgIndMSiNAgKxW3RKGsTCy8LN0CtZVQvEPtSMJKrbuW+TnzuajjRXRJlGUdWkOSGxEQPB1TCdIx1VyuGs8nbKm3Ed5k6u35Uxbz86slu5ewv2y/jNp4gSQ3ImBkGnQyLdVczu3gqv7ll5EQ3qBtC0md4MAGtSMJG27Fzfzc+Vxw1gV0T5H6udaS5EYEjCyjXkZumqvuk7UkN8LbeoyFDQvBvlntSMLC1z9/ze6S3UyxTFE7lJAQEMnN888/T6dOndBqtQwYMIB169ad8tj58+dz/vnnk5SURFJSEsOHDz/t8SJ4mI067KWVlFZKx1STFeZA0tmgbaN2JCLUDLsfUszwwWSoOa52NCFNURTm5czjd+m/IztN9ofzBtWTm0WLFjFjxgxmzZrFxo0byc7OZsSIETgcjkaPX7FiBePHj+fbb79lzZo1ZGRkcPHFF3PgwAE/Ry68LbOuY0pGb5rOnivFxMI3orVw1QI4vAuWzVI7mpD23f7v2H5ku4zaeJFGURRFzQAGDBjAueeey3PPPQeA2+0mIyOD2267jfvuu++Mr3e5XCQlJfHcc88xceLEk56vqqqiqqqq/u+lpaVkZGRQUlJCmzbyaTeQVNa46DFzKbOv7M24c2V9hzNSFJjTEQZPgwvuavFp3G43LpfLi4EJb4qIiCAiIgKNRqNOAGtfgiX3wIT/gfkidWIIYYqiMOGLCURHRLNw5EL13ucQE6Xmxaurq9mwYQP3339//WMREREMHz6cNWvWNOkcFRUV1NTUkJzc+Hbws2fP5uGHH/ZKvMK3tNGRdEiWPaaa7MgeqCqB9JYPY1dVVXH48GFU/owjziAmJobExESiolT4kX3eFMj/Chb/DW75AXRp/o8hhK0pXENucS5zh8+VxMaLVE1uiouLcblcGI3GBo8bjUa2bdvWpHPce++9tGvXjuHDhzf6/P3338+MGTPq/143ciMCU6ZBzw5Z66Zp6ouJWzYt5Xa7OXz4MDExMej1evnBGoAURcHlclFaWorT6cRkMvn/fdJoYMwL8OIg+GQqjH/X85jwink58+iV0otB7QapHUpIUTW5aa05c+bw7rvvsmLFCrRabaPHxMbGEhsrK7cGiyyjjsWbpH6qSQpzQGcEvfHMxzbC5XKhKAp6vZ6YmBgvBye8KTIykuLiYmpra4mOjvZ/AHojjHke3hkHP70M58qeR97wk/0nNhRt4JnfPyMfLrxM1YLi1NRUIiMjKSoqavB4UVERJpPptK994oknmDNnDl999RUWixRUhgqzUcfBkkqOScfUmdlzvLJ4n/xQDXwB8R51HQn9b4IvH/CsryRabX7ufLKSshiaMVTtUEKOqslNTEwM/fr1Y/ny5fWPud1uli9fzsCBA0/5un//+9888sgjLF26lP79+/sjVOEnZoMegAKZmjoz2XZB+NvF/4LEDvDBTVBbdebjxSnlOnP54eAP3Gy5mQiN6o3LIUf1f9EZM2Ywf/58XnvtNfLy8rjlllsoLy/nhhtuAGDixIkNCo4ff/xxHnroIV555RU6deqE3W7HbrdTVia/DENBlzQdGtlj6szKHFBml20XhH/FxHvawx3b4JtH1I4mqM3LmUenNp24qIN0oPmC6snNuHHjeOKJJ5g5cyZ9+vTBarWydOnS+iLjvXv3UlhYWH/8iy++SHV1NX/84x9JT0+v/3riiSfUugXhRXExkWQkxZNfJNswnFbhiWLiMBy5GTZsGLfffrvaYYSv9Gy4cCb88CzsWqF2NEFp2+FtrNi/gimWKURGRKodTkgKiILiqVOnMnXq1EafW7FiRYO/79mzx/cBCVVlGXUycnMmdhvEtoHETmpHIsLRwKlQsAw+ugVuWQ3xjS/FIRo3P2c+7XXtueTsS9QOJWSpPnIjxG9lGmSPqTMqzPHsJxUh38JCBRERcMVLUFMBn073LCgpmmTX0V0s+3kZk3tPJioiIMYXQpL8ZBQBx2zQceDoccqratUOJXDZc2SzTODIkSNMnDiRpKQk4uPjueSSS8jPzwc8a8SkpaXxv//9r/74Pn36kJ6eXv/3VatWERsbS0VFhd9jD3pt2sHlz0DeJ7DpTbWjCRoLchdgiDdweZfL1Q4lpEnaKAJOlvGXjqnsjER1gwlElaWe/X58UEx8vNrFTqf/R826pOmIi2l+7cH1119Pfn4+n3zyCW3atOHee+/l0ksvZevWrURHR3PBBRewYsUK/vjHP3LkyBHy8vKIi4tj27ZtdOvWjZUrV3LuuecSHx/vg7sKAz3GQN9rYcm90HEQpHRRO6KAtq90H1/s/oK7z72bmEhZW8qXJLkRAaeLIQHwdExJctOIos2eP31QTLzTWcaoZ1d5/bxn8tltQ+jVvm2zXlOX1KxevZpBgzyru7711ltkZGSwePFi/vSnPzFs2DBeeuklAL777jv69u2LyWRixYoVdOvWjRUrVjB0qKwx0iojH4eff/DsHn7TVxCpwiKDQeLlzS+TGJvIVear1A4l5ElyIwJOfEwUZyXFScfUqdhzITIG0rp5/dRd0nR8dtsQr5+3Kddtrry8PKKiohgwYED9YykpKXTt2pW8vDwAhg4dyvTp03E6naxcuZJhw4bVJzc33XQTP/zwA/fcc4/X7iMsxergygXw8kWwYg5c+JDaEQWkwrJCPt75MdP7Tkcb1fiK+sJ7JLkRASnLqJeOqVMpzAFDd598Qo6LiWz2CEog6927N8nJyaxcuZKVK1fy6KOPYjKZePzxx1m/fj01NTX1oz6iFc7qB7+/H755FDIv9ExRiQZe3fIqCdEJXN31arVDCQtSUCwCktmgY4eM3DTObpPF+4Du3btTW1vL2rVr6x87dOgQ27dvp0ePHoBn24Lzzz+fjz/+mC1btjBkyBAsFgtVVVW89NJL9O/fn4SEBLVuIbQMmQEdfgcfToHjR9WOJqAUHy/mgx0fcF3364iPlvouf5DkRgQks1HP/iPHqaiWjqkGaqs9q8OmZ6sdierMZjNjxozh5ptvZtWqVdhsNq699lrat2/PmDFj6o8bNmwY77zzDn369EGn0xEREcEFF1zAW2+9JfU23hQRCVfOg8oS+OIutaMJKK9teY2YyBjGdx+vdihhQ5IbEZDMBk8Nxk5HucqRBBhnHrhrZOTmhFdffZV+/foxatQoBg4ciKIofPHFFw12zh46dCgul4thw4bVPzZs2LCTHhNekNgBRv0f5L4POe+pHU1AOFJ5hEXbFzG+23jaxLRRO5ywITU3IiBlnkhudhQdo/dZoVMD0mqFOYAGjD3VjkQ1v161PCkpiddff/20x/fp0wflN4vM3X777bKFg6/0/iPs+BI+vxMyzoOkTmpHpKo3tr4BwHU9rlM5kvAiIzciICXERtE+MU6Kin/LngMpmZ4OFSEC1WVPgDYRPvwLuMJ3arm0upR3tr3DuK7jSNImqR1OWJHkRgQss1FHgUOKihsozAnLzTJFkNG29dTf7F8Hq55SOxrVvJP3DtWuaib1nKR2KGFHkhsRsDwdUzJyU8/t9izgJ/U2Ihh0HAjn3+VZ+2bferWj8buKmgreyHuDq7KuIjUuVe1wwo4kNyJgmY169h2p4Hi1S+1QAsPhXVBdJiM3IngMvQfa9YUPb4aq8BqFXbR9EeU15dzQ8wa1QwlLktyIgGU26FAUVNnrKCDZbZ4/ZeRGBIvIaLhqPpQ7Ycl9akfjN5W1lSzcspAxXcaQrks/8wuE10lyIwJWXcdUvtTdeBTmgL4dJMgQtwgiyZ3hkn+D9U3Y8pHa0fjFB/kfUFJVwk29b1I7lLAlyY0IWHptNO3aasmXuhsPuxQTiyDV5xrPDuKfToeS/WpH41PVrmpe3fwql559KRn6DLXDCVuS3IiAlmnUS1ExgKJ4Rm5kSkoEI40GRj0N0Qnw0V/BHbp1dJ/s/ARHhYPJvSerHUpYk+RGBLQsg7SDA3DMDhXFMnIjgld8Mlz5EuxZBT88q3Y0PlHrrmVB7gIu6ngRnRM7qx1OWJPkRgQ0s1HH3sMVVNaE7ie9JrHneP6UkRsRzM6+AAZPg2/+BQetakfjdV/s/oIDZQeYYpmidihhT5IbEdAyDXrc0jHlmZLSJnr27hEimP3+QTD2gA8mQ3WF2tF4jcvtYn7OfIZlDKNrcle1wwl7ktyIgGY2ejqmCsJ9Gwa7DUy9PbULwu9cLhdut1vtMEJDVAxcucBTWPzVA2pH4zXL9i5jT+kepvSWUZtAIMmNCGhttNGY2kjHlGfbhWy1owgYS5cuZciQISQmJpKSksKoUaPYuXMnAIMGDeLee+9tcLzT6SQ6OprvvvsOgKqqKu666y7at29PQkICAwYMaLAh58KFC0lMTOSTTz6hR48exMbGsnfvXtavX89FF11Eamoqbdu2ZejQoWzcuLHBtbZt28aQIUPQarX06NGDr7/+Go1Gw+LFi+uP2bdvH1dffTWJiYkkJyczZswY9uzZ45N/q4CUlgUjH4OfXoFtX6gdTau5FTfzcuYxqN0geqf1VjscgewKLoKA2ahjR1EYFxUfPwpHf/ZPvU11BRTv8P11fis1C2Lim3x4eXk5M2bMwGKxUFZWxsyZM7niiiuwWq1MmDCBf//738yZMwfNiZGuRYsW0a5dO84//3wApk6dytatW3n33Xdp164dH330ESNHjiQ3Nxez2QxARUUFjz/+OAsWLCAlJQWDwcCuXbuYNGkSzz77LIqi8OSTT3LppZeSn5+PXq/H5XIxduxYOnTowNq1azl27Bh33nlng9hramoYMWIEAwcO5PvvvycqKop//etfjBw5kpycHGJiYrz0jxrg+t0A+cvgk6nQ/gfQm9SOqMVW7ltJ/pF8HhgQOiNRwU6jKIqidhD+VFpaStu2bSkpKaFNmzZqhyOa4J+fbmXFdgff3DVM7VDUsft7eG0U/O1HMHT32mlrampwOp2kpaURHR3tefCgFeYN9do1mmzKSmjXp8UvLy4uJi0tjdzcXIxGI+3ateObb76pT2YGDRrEBRdcwJw5c9i7dy+dO3dm7969tGvXrv4cw4cP57zzzuOxxx5j4cKF3HDDDVitVrKzTz1i5na7SUxM5O2332bUqFEsXbqU0aNHs2/fPkwmzy/rr7/+mosuuoiPPvqIsWPH8uabb/Kvf/2LvLy8+uSrurqaxMREFi9ezMUXX3zSdRp9r0JBeTG8MBBMvWDCBxARfJMJiqJwzefXEBsVy8KRC9UOR5wgIzci4JmNOhb+sJuqWhexUZFqh+N/9hyI0kKK2ffXSs3yJBr+lprVrMPz8/OZOXMma9eupbi4uL4eZu/evfTq1YuLL76Yt956i/PPP5/du3ezZs0aXnrpJQByc3NxuVxkZTW8ZlVVFSkpKfV/j4mJwWJpOFpWVFTEgw8+yIoVK3A4HLhcLioqKti7dy8A27dvJyMjoz6xATjvvPManMNms1FQUIBer2/weGVlZf3UWthISIWxL8JbV8G6l+B3t6gdUbP9cPAHNh/azEsXvaR2KOJXJLkRAc9s0OFWYJeznO7pYTjaVpgDxp4Q6Ydv15j4Vo2g+Mvo0aPp2LEj8+fPp127drjdbnr16kV1dTUAEyZMYNq0aTz77LO8/fbb9O7dm969PbUQZWVlREZGsmHDBiIjGybLOp2u/r/j4uLqR1bqTJo0iUOHDvHf//6Xjh07Ehsby8CBA+uv2xRlZWX069ePt95666Tn0tLSmnyekGEeDgNugWWzPK3ixp5qR9RkiqLwUs5LWFItDEwfqHY44lckuREBz2zwfMLNd5SFZ3Jjz4GMAWpHETAOHTrE9u3bmT9/fv2006pVqxocM2bMGKZMmcLSpUt5++23mThxYv1zffv2xeVy4XA46l/fVKtXr+aFF17g0ksvBTyFwcXFxfXPd+3alX379lFUVITRaARg/fr1Dc5xzjnnsGjRIgwGg0yN1xn+D9i90tMefvO3EK1VO6Im+anoJzY5NvHcH547KREW6gq+CU4RdtrGR2PQx1IQjkXFNcfBud3TBi4ASEpKIiUlhXnz5lFQUMA333zDjBkzGhyTkJDA2LFjeeihh8jLy2P8+PH1z2VlZTFhwgQmTpzIhx9+yO7du1m3bh2zZ8/m888/P+21zWYzb7zxBnl5eaxdu5YJEyYQFxdX//xFF11Ely5dmDRpEjk5OaxevZoHH3wQoP6X34QJE0hNTWXMmDF8//337N69mxUrVjBt2jT27w/tfZdOKVoLVy2AQzvh63+oHU2TzcuZR9ekrlxw1gVqhyJ+Q5IbERQ8HVNh2A7u2AqKS9rAfyUiIoJ3332XDRs20KtXL+644w7+85//nHTchAkTsNlsnH/++XTo0HDxw1dffZWJEydy55130rVrV8aOHcv69etPOu63Xn75ZY4cOcI555zDddddx7Rp0zAYDPXPR0ZGsnjxYsrKyjj33HOZPHkyDzzg6aDRaj2jEfHx8Xz33Xd06NCBK6+8ku7du3PTTTdRWVkZ3iM5xp5w0T9h7YuQ/7Xa0ZyRzWnjx8IfmWKZIqM2AUi6pURQ+McnW/g+38nyO4epHYp//fQqfD4D7j/QrFbppgjZDpwAs3r1aoYMGUJBQQFdunRp0TnC5r1SFHjzKrDnwt/WeAqOA9Sty29l/7H9fDTmIyI0Mk4QaOQdEUHBbNSx51AFVbVhtseUPbfZa8AIdX300UcsW7aMPXv28PXXXzNlyhQGDx7c4sQmrGg0MPYFz2jlx1M9yU4AyjuUx3f7v+Nmy82S2AQoeVdEUOhm0uNyK/xn6XYqqmvVDsd/7DmyWWaQOXbsGLfeeivdunXj+uuv59xzz+Xjjz9WO6zgoTfB5c/BjiWeFYwD0Pzc+WToMxjZaaTaoYhTkORGBIVzOiQx46Is3vjxZy58ciWf5xQS8jOqbhcUbYF0SW6CycSJE9mxYweVlZXs37+fhQsXNlg/RzRBt0uh/43w5QPgVGHF7NMoOFLAsp+XMbn3ZKIipOE4UElyI4KCRqNh2oVmlt0xlJ7t2nLr2xu59uW1FDhCuIPqUAHUVMjIjQhPFz8Kbc+CD26C2qavI+RrCzYvwJRgYnTn0WqHIk5DkhsRVDqkxLNgUn9evf5c9h85zsinv+exL/IoqwrBqarCHM+f0gYuwlFMvKc93JEH3/5L7WgA2Fu6lyW7l3BjrxuJjgzhwu4QIMmNCEq/72bgy9sv4PbhZl5fs4cLn1zBx9YDoTVVZbdB2w4Qn6x2JEKoo10fuPAhWP0M7FJhW5DfWJC7gGRtMlear1Q7FHEGktyIoKWNjmTqH8x8PWMofTOSmP6ulfHzf2S7PUSmqgpzpN5GiIG3Qach8NFfoeKwamEcLDvIpzs/5fqe1xMbGataHKJpJLkRQe+spHjmXteP1288D0dpFZc+8z2PfLaV0soatUNrOUWRTikhwLNT+BVzPfVnn05XrT38lc2voIvR8aesP6lyfdE8ktyIkHFBVhpLb7+Auy7uyjvr9vKHJ1by4cb9wTlVVbIfjh+RkRshwFNYPPppyPsErCdvOOprjgoHH+V/xMQeE4mPljWngoEkNyKkxERFcMuwLiy/cygDOicz4z0bV7+0hq0HS9UOrXnsdcXEktz81rBhw7j99ttP+bxGo2Hx4sVNPt+KFSvQaDQcPXq01bEJH+p5BfS5Fr64x7MHlR+9tuU1YiNj+XO3P/v1uqLlJLkRISm9bRzPX3MOb00ewJGKGkY9+z3/+GQLJceDZKqqMAfikqFNO7UjCTqFhYVccsklaochfOGSOaAzwIdTwOWf7+XDlYd5f8f7XNP9GvQxer9cU7SeJDcipA3OTOWLaedz3yXdeP+nffzhiRW899M+3O4An6qynygmlg35ms1kMhEbKwWfISlW72kPP7gJVv7bL5d8Y+sbaNBwbfdr/XI94R2S3IiQFxMVwZQLuvDNXcMYYk7lnv/lcNXcH9h8oETt0E6tUIqJT8ftdnPPPfeQnJyMyWTiH//4R/1zv52W+uGHH+jTpw9arZb+/fuzePFiNBoNVqu1wTk3bNhA//79iY+PZ9CgQWzfvt0/NyOa56z+MOx++P4J+HmNTy9VUlXCO9veYVy3cSRqE316LeFdsna0CBvGNlr+++e+jD+vA7M+3sLo51ZxzXkduHtEVxLjY9QO7xcVh6F0P6Rn+/3Sx2uPs7tkt9+ve3bbs4mLimvy8a+99hozZsxg7dq1rFmzhuuvv57Bgwdz0UUXNTiutLSU0aNHc+mll/L222/z888/n7Je54EHHuDJJ58kLS2Nv/71r9x4442sXr26NbclfOX8GVDwtWd66pZVoG3rk8u8ve1tat21TOwx0SfnF74jyY0IO7/rnMJn04bwxpqf+b9lO/git5B7RnZjXP8MIiICYBpIxWLi3SW7GffZOL9fd9GoRfRI6dHk4y0WC7NmzQLAbDbz3HPPsXz58pOSm7fffhuNRsP8+fPRarX06NGDAwcOcPPNN590zkcffZShQ4cCcN9993HZZZdRWVmJVqttxZ0Jn4iIhCvnwdwh8PldcNV8r1+ivKacN7e+yR+z/khqXKrXzy98S5IbEZaiIyO4ccjZjMpOZ86Sbdz/YS7vrtvLw2N60ScjUd3gCnMgOh5Suvj90me3PZtFoxapct3msFgaJn7p6ek4HI6Tjtu+fTsWi6VBgnLeeeed8Zzp6ekAOBwOOnTo0KzYhJ8kdYTLnoQPbwbzRWC52qunX7R9Ecdrj3N9z+u9el7hH5LciLBm0Gt56uo+XHNeBx76eAtXvLCacf0zuGdkN5ITVJqqsueAsZfn06mfxUXFNWsERS3R0Q339dFoNLjdbq+dU3OikLu15xQ+Zrka8r+Cz++EjAGehMcLjtce57UtrzE2cyymBJNXzin8SwqKhQD6d0rm06mDefjynnyRW8jvn1jBGz/+jEuNrirZdsFrunbtSm5uLlVVVfWPrV+/XsWIhNdd+gRoE+Gjv4Db5ZVTfrDjA0qqSrix141eOZ/wP0luhDghKjKCiQM78c1dwxjR08hDizcz5vlVbPj5iP+CqK6AQ/nSKeUl11xzDW63mylTppCXl8eXX37JE088AfwyOiOCXFwiXPkS7FsLq55q9emqXdW8uvlVLut8GWfpz2p9fEIVktwI8Rupulj+/cdsPvzbIACuevEH7n7fRnFZ1Rle6QVFW0Bxy8iNl7Rp04ZPP/0Uq9VKnz59eOCBB5g5cyaAFAqHko6D4Pw74dvZsH9Dq061uGAxzuNOJvee7KXghBo0SlBuvNNypaWltG3blpKSEtq0aaN2OCLAudwK767fy3++3I7LrXDnRVlc+7uOREX66HPB+gWw5F74+0GI8u1CdDU1NTidTtLS0k6qYQllb731FjfccAMlJSXExTW9/VxN4fpeNYurBl4Z4VlK4a+rIFbX7FPUuGsY/dFoeqf25j9D/+ODIIW/yMiNEKcRGaFhwoCOfHvnMEZZ2vHwZ1sZ9ewq1u857JsLFuZAWjefJzbh5PXXX2fVqlXs3r2bxYsXc++993L11VcHTWIjmigyGq6cD2UOWHpvi07xxa4vOFB2gJstJy8VIIKLJDdCNEFSQgyzr+zNx7cOJjY6kj/NXcMdi6w4Siu9eyG7rEzsbXa7nWuvvZbu3btzxx138Kc//Yl58+apHZbwhZQucMnjsOlN2LK4WS91uV0syF3AHzL+QFZSlm/iE34j01JCNJPbrfDeT/t4fOk2alwKtw83M2lQJ6JbO1XlqoHH2sNFD8PvbvFOsKchUx3BQ96rZlAUeG8i7P4ObvkB2rZv0suW7F7CPd/dw7uXvUvP1J4+DlL4mozcCNFMEREa/nxeB769axhX9G3PY1/kcdkz37Nm56HWnbh4B7iqwNTbO4EKEY40Ghj9X89CmIv/Ck1Yq8ituJmXM4/B7QdLYhMiJLkRooUS42N4ZGwvPpk6BF1sFOPn/8ht72zCXtLCqarCum0X/JvchNngbVCS96iZ4pPhirmw+3tY89wZD/9237cUHC3gL5a/+CE44Q+S3AjRSr3at+V/fx3EE3/KZs3OYi58cgUvrdxJdW0zV7e150BSJ59tAvhbERGeb3+XyzsLnwnfqa6uBiAy0v+rVgetzkNh0FRY/k8otJ3yMEVRmJczj3NN59LX0NePAQpfku0XhPCCiAgNf+x3Fhf1MPJ/y3bw+NJtvPfTPh6+vBdDzE3cdM+e69di4oiICGJiYigtLSUyMlIWtQtAiqJQXV1NaWkp8fHx9QmpaKI/PAS7VsAHk2HKSoiJP+mQVQdWsfXQVhZcvMD/8QmfkYJiIXwgr7CUWR9vYd2ew1za28SDl/WgXeJpWo8VBR7vCINugwvu9luctbW1OJ1OmfYIcPHx8bRt21YS0JZwboeXLoA+E2BUwxWMFUXhuiXXAfDGJW/Iv28IkZEbIXyge3obFv3ld3xsPcijX+Rx4ZMrmfqHTCaffzaxUY1MLRz9GSpLwJTt1zijoqIwmUzU1tb69bqi6SIjI2XEpjXSusKIRz2ba5ovgq6X1D+13r4em9PG8xc+L4lNiJGRGyF87FhlDf/9Op9Xf9hDh+R4/nF5T4ZmpTU8aOsn8N51cOd20MsuxEJ4laLAO3+G/evhljWgNwIw+cvJlFaXsmjUIkluQkxAfBx4/vnn6dSpE1qtlgEDBrBu3brTHv/+++/TrVs3tFotvXv35osvvvBTpEI0n14bzYOjerBk+vmY2miZ9Mo6prz+E/sOV/xykD0HEgyS2AjhCxoNXP4caCLh47+BomB1WFlrX8sUyxRJbEKQ6snNokWLmDFjBrNmzWLjxo1kZ2czYsQIHA5Ho8f/8MMPjB8/nptuuolNmzYxduxYxo4dy+bNm/0cuRDNk2XU8/bNA3h2fF9y9pcw/KmVPLM8n8oal6cNXDbLFMJ3dGkw9kUo+BrWzWNezjwyEzP5Q4c/qB2Z8AHVp6UGDBjAueeey3PPedYicLvdZGRkcNttt3HfffeddPy4ceMoLy/ns88+q3/sd7/7HX369GHu3LlnvF7dtNSO7d+h1zd/YzUhvOF4jYtFP+3jU9tBUhNi+C//prbb5ZSde5vaoQkR0vRr/o2j4BOmGJO4v8cM/mA6X+2QRDOYMjKbdJyqBcXV1dVs2LCB+++/v/6xiIgIhg8fzpo1axp9zZo1a5gxY0aDx0aMGMHixYsbPb6qqoqqqqr6v5eUlAAw6vPJRMbJmhFCZelwBLiUaDi4BD5eonZEQoS+Nm3oUFLJJR9OR34LBJfS+/ej1+vPOJWoanJTXFyMy+XCaDQ2eNxoNLJt27ZGX2O32xs93m63N3r87Nmzefjhh096fMeMHS2MWgghRLDLA5LVDkI035ymNQSFfCv4/fff32Ckx+12c/jwYVJSUppURFZaWkpGRgb79u0Lue4qubfgJPcWvEL5/uTeglMw3pterz/jMaomN6mpqURGRlJUVNTg8aKiIkymxrtGTCZTs46PjY0lNja2wWOJiYnNjrVNmzZB88Y3l9xbcJJ7C16hfH9yb8Ep1O5N1W6pmJgY+vXrx/Lly+sfc7vdLF++nIEDBzb6moEDBzY4HmDZsmWnPF4IIYQQ4UX1aakZM2YwadIk+vfvz3nnncfTTz9NeXk5N9xwAwATJ06kffv2zJ49G4Dp06czdOhQnnzySS677DLeffddfvrpJ+bNm6fmbQghhBAiQKie3IwbNw6n08nMmTOx2+306dOHpUuX1hcN7927t8HS44MGDeLtt9/mwQcf5O9//ztms5nFixfTq1cvn8QXGxvLrFmzTpraCgVyb8FJ7i14hfL9yb0Fp1C9N9XXuRFCCCGE8CbVVygWQgghhPAmSW6EEEIIEVIkuRFCCCFESJHkRgghhBAhRZIb4MUXX8RisdQvYjRw4ECWLPllj5/KykpuvfVWUlJS0Ol0XHXVVSctJBgs5syZg0aj4fbbb69/LFjv7x//+AcajabBV7du3eqfD9b7qnPgwAGuvfZaUlJSiIuLo3fv3vz000/1zyuKwsyZM0lPTycuLo7hw4eTn5+vYsRN16lTp5PeO41Gw6233goE93vncrl46KGHOPvss4mLi6NLly488sgj/Lp3I5jfu2PHjnH77bfTsWNH4uLiGDRoEOvXr69/Plju7bvvvmP06NG0a9cOjUZz0v6ETbmPw4cPM2HCBNq0aUNiYiI33XQTZWVlfryLxp3p3j788EMuvvji+pX6rVbrSecI5u9BkOQGgLPOOos5c+awYcMGfvrpJ/7whz8wZswYtmzZAsAdd9zBp59+yvvvv8/KlSs5ePAgV155pcpRN9/69et56aWXsFgsDR4P5vvr2bMnhYWF9V+rVq2qfy6Y7+vIkSMMHjyY6OholixZwtatW3nyySdJSkqqP+bf//43zzzzDHPnzmXt2rUkJCQwYsQIKisrVYy8adavX9/gfVu2bBkAf/rTn4Dgfu8ef/xxXnzxRZ577jny8vJ4/PHH+fe//82zzz5bf0wwv3eTJ09m2bJlvPHGG+Tm5nLxxRczfPhwDhw4AATPvZWXl5Odnc3zzz/f6PNNuY8JEyawZcsWli1bxmeffcZ3333HlClT/HULp3SmeysvL2fIkCE8/vjjpzxHMH8PAqCIRiUlJSkLFixQjh49qkRHRyvvv/9+/XN5eXkKoKxZs0bFCJvn2LFjitlsVpYtW6YMHTpUmT59uqIoSlDf36xZs5Ts7OxGnwvm+1IURbn33nuVIUOGnPJ5t9utmEwm5T//+U/9Y0ePHlViY2OVd955xx8hetX06dOVLl26KG63O+jfu8suu0y58cYbGzx25ZVXKhMmTFAUJbjfu4qKCiUyMlL57LPPGjx+zjnnKA888EDQ3hugfPTRR/V/b8p9bN26VQGU9evX1x+zZMkSRaPRKAcOHPBb7Gfy23v7td27dyuAsmnTpgaPB/v3oKIoiozc/IbL5eLdd9+lvLycgQMHsmHDBmpqahg+fHj9Md26daNDhw6sWbNGxUib59Zbb+Wyyy5rcB9A0N9ffn4+7dq1o3PnzkyYMIG9e/cCwX9fn3zyCf379+dPf/oTBoOBvn37Mn/+/Prnd+/ejd1ub3B/bdu2ZcCAAUFxf79WXV3Nm2++yY033ohGown6927QoEEsX76cHTt2AGCz2Vi1ahWXXHIJENzvXW1tLS6XC61W2+DxuLg4Vq1aFdT39mtNuY81a9aQmJhI//79648ZPnw4ERERrF271u8xe1Owfw9CAKxQHChyc3MZOHAglZWV6HQ6PvroI3r06IHVaiUmJuakzTaNRiN2u12dYJvp3XffZePGjQ3mxevY7fagvb8BAwawcOFCunbtSmFhIQ8//DDnn38+mzdvDur7Ati1axcvvvgiM2bM4O9//zvr169n2rRpxMTEMGnSpPp7qFvJu06w3N+vLV68mKNHj3L99dcDwf3/JMB9991HaWkp3bp1IzIyEpfLxaOPPsqECRMAgvq90+v1DBw4kEceeYTu3btjNBp55513WLNmDZmZmUF9b7/WlPuw2+0YDIYGz0dFRZGcnBxU99qYYP8eBElu6nXt2hWr1UpJSQn/+9//mDRpEitXrlQ7rFbbt28f06dPZ9myZSd92gp2dZ+EASwWCwMGDKBjx4689957xMXFqRhZ67ndbvr3789jjz0GQN++fdm8eTNz585l0qRJKkfnXS+//DKXXHIJ7dq1UzsUr3jvvfd46623ePvtt+nZsydWq5Xbb7+ddu3ahcR798Ybb3DjjTfSvn17IiMjOeeccxg/fjwbNmxQOzQh6sm01AkxMTFkZmbSr18/Zs+eTXZ2Nv/9738xmUxUV1dz9OjRBscXFRVhMpnUCbYZNmzYgMPh4JxzziEqKoqoqChWrlzJM888Q1RUFEajMajv79cSExPJysqioKAg6N+39PR0evTo0eCx7t2710+71d3Db7sXguX+6vz88898/fXXTJ48uf6xYH/v7r77bu677z7+/Oc/07t3b6677jruuOOO+s1/g/2969KlCytXrqSsrIx9+/axbt06ampq6Ny5c9DfW52m3IfJZMLhcDR4vra2lsOHDwfVvTYm2L8HQZKbU3K73VRVVdGvXz+io6NZvnx5/XPbt29n7969DBw4UMUIm+bCCy8kNzcXq9Va/9W/f38mTJhQ/9/BfH+/VlZWxs6dO0lPTw/6923w4MFs3769wWM7duygY8eOAJx99tmYTKYG91daWsratWuD4v7qvPrqqxgMBi677LL6x4L9vauoqGiw2S9AZGQkbrcbCJ33LiEhgfT0dI4cOcKXX37JmDFjQubemnIfAwcO5OjRow1GrL755hvcbjcDBgzwe8zeFOzfg4B0SymKotx3333KypUrld27dys5OTnKfffdp2g0GuWrr75SFEVR/vrXvyodOnRQvvnmG+Wnn35SBg4cqAwcOFDlqFvu191SihK893fnnXcqK1asUHbv3q2sXr1aGT58uJKamqo4HA5FUYL3vhRFUdatW6dERUUpjz76qJKfn6+89dZbSnx8vPLmm2/WHzNnzhwlMTFR+fjjj5WcnBxlzJgxytlnn60cP35cxcibzuVyKR06dFDuvffek54L5vdu0qRJSvv27ZXPPvtM2b17t/Lhhx8qqampyj333FN/TDC/d0uXLlWWLFmi7Nq1S/nqq6+U7OxsZcCAAUp1dbWiKMFzb8eOHVM2bdqkbNq0SQGUp556Stm0aZPy888/K4rStPsYOXKk0rdvX2Xt2rXKqlWrFLPZrIwfP16tW6p3pns7dOiQsmnTJuXzzz9XAOXdd99VNm3apBQWFtafI5i/BxVFUSS5URTlxhtvVDp27KjExMQoaWlpyoUXXlif2CiKohw/flz529/+piQlJSnx8fHKFVdc0eB/gmDz2+QmWO9v3LhxSnp6uhITE6O0b99eGTdunFJQUFD/fLDeV51PP/1U6dWrlxIbG6t069ZNmTdvXoPn3W638tBDDylGo1GJjY1VLrzwQmX79u0qRdt8X375pQI0GnMwv3elpaXK9OnTlQ4dOiharVbp3Lmz8sADDyhVVVX1xwTze7do0SKlc+fOSkxMjGIymZRbb71VOXr0aP3zwXJv3377rQKc9DVp0iRFUZp2H4cOHVLGjx+v6HQ6pU2bNsoNN9ygHDt2TIW7aehM9/bqq682+vysWbPqzxHM34OKoigaRfnVsplCCCGEEEFOam6EEEIIEVIkuRFCCCFESJHkRgghhBAhRZIbIYQQQoQUSW6EEEIIEVIkuRFCCCFESJHkRgghhBAhRZIbIYQQQoQUSW6EEKpasWIFGo2mfpO+hQsXkpiY6PPrdurUiaefftrn1xFC+F+U2gEIIcLboEGDKCwspG3btn697vr160lISPDrNYUQ/iHJjRBCVTExMZhMJr9dr7q6mpiYGNLS0vx2TSGEf8m0lBDC56qqqpg2bRoGgwGtVsuQIUNYv349cPK0VHP84x//oE+fPrz00ktkZGQQHx/P1VdfTUlJSf0x119/PWPHjuXRRx+lXbt2dO3aFTh5Wuro0aP85S9/wWg0otVq6dWrF5999ln986tWreL8888nLi6OjIwMpk2bRnl5ecv+QYQQPiXJjRDC5+655x4++OADXnvtNTZu3EhmZiYjRozg8OHDrT53QUEB7733Hp9++ilLly5l06ZN/O1vf2twzPLly9m+fTvLli1rkLDUcbvdXHLJJaxevZo333yTrVu3MmfOHCIjIwHYuXMnI0eO5KqrriInJ4dFixaxatUqpk6d2ur4hRDeJ9NSQgifKi8v58UXX2ThwoVccsklAMyfP59ly5bx8ssvc+6557bq/JWVlbz++uu0b98egGeffZbLLruMJ598sn66KyEhgQULFhATE9PoOb7++mvWrVtHXl4eWVlZAHTu3Ln++dmzZzNhwgRuv/12AMxmM8888wxDhw7lxRdfRKvVtuoehBDeJSM3Qgif2rlzJzU1NQwePLj+sejoaM477zzy8vJaff4OHTrUJzYAAwcOxO12s3379vrHevfufcrEBsBqtXLWWWfVJza/ZbPZWLhwITqdrv5rxIgRuN1udu/e3ep7EEJ4l4zcCCFC3pm6ouLi4k77fFlZGX/5y1+YNm3aSc916NChVbEJIbxPRm6EED7VpUsXYmJiWL16df1jNTU1rF+/nh49erT6/Hv37uXgwYP1f//xxx+JiIioLxxuCovFwv79+9mxY0ejz59zzjls3bqVzMzMk75ONyIkhFCHJDdCCJ9KSEjglltu4e6772bp0qVs3bqVm2++mYqKCm666aZWn1+r1TJp0iRsNhvff/8906ZN4+qrr25We/nQoUO54IILuOqqq1i2bBm7d+9myZIlLF26FIB7772XH374galTp2K1WsnPz+fjjz+WgmIhApRMSwkhfG7OnDm43W6uu+46jh07Rv/+/fnyyy9JSkpq9bkzMzO58sorufTSSzl8+DCjRo3ihRdeaPZ5PvjgA+666y7Gjx9PeXk5mZmZzJkzB/CM7KxcuZIHHniA888/H0VR6NKlC+PGjWt1/EII79MoiqKoHYQQQrTEP/7xDxYvXozValU7FCFEAJFpKSGEEEKEFJmWEkIErJ49e/Lzzz83+txLL73k52iEEMFCpqWEEAHr559/pqamptHnjEYjer3ezxEJIYKBJDdCCCGECClScyOEEEKIkCLJjRBCCCFCiiQ3QgghhAgpktwIIYQQIqRIciOEEEKIkCLJjRBCCCFCiiQ3QgghhAgp/w96PwchKjsxLgAAAABJRU5ErkJggg==", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import skfuzzy as fuzz\n", + "\n", + "oil_price['low'] = fuzz.zmf(oil_price.universe, 40, 50)\n", + "oil_price['average'] = fuzz.trapmf(oil_price.universe, [60, 70, 80, 90])\n", + "oil_price['high'] = fuzz.smf(oil_price.universe, 100, 120)\n", + "\n", + "silver_price['low'] = fuzz.zmf(silver_price.universe, 35000, 45000)\n", + "silver_price['average'] = fuzz.trapmf(silver_price.universe, [35000, 45000, 50000, 60000])\n", + "silver_price['high'] = fuzz.smf(silver_price.universe, 50000, 60000)\n", + "\n", + "adj_close['low'] = fuzz.zmf(adj_close.universe,110, 135)\n", + "adj_close['average'] = fuzz.trapmf(adj_close.universe, [135, 145, 155, 165])\n", + "adj_close['high'] = fuzz.smf(adj_close.universe, 160, 170)\n", + "\n", + "oil_price.view()\n", + "silver_price.view()\n", + "adj_close.view()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Формирование и визуализация базы нечетких правил**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
, )" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import skfuzzy as fuzz\n", + "from skfuzzy import control as ctrl\n", + "# Нечеткие правила\n", + "rule1 = ctrl.Rule(silver_price[\"low\"] & oil_price[\"low\"], adj_close[\"low\"])\n", + "rule2 = ctrl.Rule(silver_price[\"low\"] & oil_price[\"average\"], adj_close[\"low\"])\n", + "rule3 = ctrl.Rule(silver_price[\"low\"] & oil_price[\"high\"], adj_close[\"low\"])\n", + "rule4 = ctrl.Rule(silver_price[\"average\"] & oil_price[\"low\"], adj_close[\"low\"])\n", + "rule5 = ctrl.Rule(silver_price[\"average\"] & oil_price[\"average\"], adj_close[\"low\"])\n", + "rule6 = ctrl.Rule(silver_price[\"average\"] & oil_price[\"high\"], adj_close[\"low\"])\n", + "rule7 = ctrl.Rule(silver_price[\"high\"] & oil_price[\"low\"], adj_close[\"average\"])\n", + "rule8 = ctrl.Rule(silver_price[\"high\"] & oil_price[\"average\"], adj_close[\"high\"])\n", + "rule9 = ctrl.Rule(silver_price[\"high\"] & oil_price[\"high\"], adj_close[\"high\"])\n", + "rule1.view()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Создание нечеткой системы и добавление нечетких правил в базу знаний нечеткой системы**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "price_ctrl = ctrl.ControlSystem(\n", + " [\n", + " rule1,\n", + " rule2,\n", + " rule3,\n", + " rule4,\n", + " rule5,\n", + " rule6,\n", + " rule7,\n", + " rule8,\n", + " rule9,\n", + " ]\n", + ")\n", + "\n", + "# Создание симулятора нечеткой системы\n", + "price_sim = ctrl.ControlSystemSimulation(price_ctrl)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Пример расчета выходной переменной adj_close на основе входных переменных silver_price и oil_price** \\\n", + "Система также формирует подробный журнал выполнения процесса нечеткого логического вывода" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=============\n", + " Antecedents \n", + "=============\n", + "Antecedent: silver_price = 60000\n", + " - low : 0.0\n", + " - average : 0.014110000000000011\n", + " - high : 0.99765774\n", + "Antecedent: oil_price = 30\n", + " - low : 1.0\n", + " - average : 0.0\n", + " - high : 0.0\n", + "\n", + "=======\n", + " Rules \n", + "=======\n", + "RULE #0:\n", + " IF silver_price[low] AND oil_price[low] THEN adj_close[low]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[low] : 0.0\n", + " - oil_price[low] : 1.0\n", + " silver_price[low] AND oil_price[low] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[low] : 0.0\n", + "\n", + "RULE #1:\n", + " IF silver_price[low] AND oil_price[average] THEN adj_close[low]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[low] : 0.0\n", + " - oil_price[average] : 0.0\n", + " silver_price[low] AND oil_price[average] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[low] : 0.0\n", + "\n", + "RULE #2:\n", + " IF silver_price[low] AND oil_price[high] THEN adj_close[low]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[low] : 0.0\n", + " - oil_price[high] : 0.0\n", + " silver_price[low] AND oil_price[high] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[low] : 0.0\n", + "\n", + "RULE #3:\n", + " IF silver_price[average] AND oil_price[low] THEN adj_close[low]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[average] : 0.014110000000000011\n", + " - oil_price[low] : 1.0\n", + " silver_price[average] AND oil_price[low] = 0.014110000000000011\n", + " Activation (THEN-clause):\n", + " adj_close[low] : 0.014110000000000011\n", + "\n", + "RULE #4:\n", + " IF silver_price[average] AND oil_price[average] THEN adj_close[low]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[average] : 0.014110000000000011\n", + " - oil_price[average] : 0.0\n", + " silver_price[average] AND oil_price[average] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[low] : 0.0\n", + "\n", + "RULE #5:\n", + " IF silver_price[average] AND oil_price[high] THEN adj_close[low]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[average] : 0.014110000000000011\n", + " - oil_price[high] : 0.0\n", + " silver_price[average] AND oil_price[high] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[low] : 0.0\n", + "\n", + "RULE #6:\n", + " IF silver_price[high] AND oil_price[low] THEN adj_close[average]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[high] : 0.99765774\n", + " - oil_price[low] : 1.0\n", + " silver_price[high] AND oil_price[low] = 0.99765774\n", + " Activation (THEN-clause):\n", + " adj_close[average] : 0.99765774\n", + "\n", + "RULE #7:\n", + " IF silver_price[high] AND oil_price[average] THEN adj_close[high]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[high] : 0.99765774\n", + " - oil_price[average] : 0.0\n", + " silver_price[high] AND oil_price[average] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[high] : 0.0\n", + "\n", + "RULE #8:\n", + " IF silver_price[high] AND oil_price[high] THEN adj_close[high]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - silver_price[high] : 0.99765774\n", + " - oil_price[high] : 0.0\n", + " silver_price[high] AND oil_price[high] = 0.0\n", + " Activation (THEN-clause):\n", + " adj_close[high] : 0.0\n", + "\n", + "\n", + "==============================\n", + " Intermediaries and Conquests \n", + "==============================\n", + "Consequent: adj_close = 149.2413379761956\n", + " low:\n", + " Accumulate using accumulation_max : 0.014110000000000011\n", + " average:\n", + " Accumulate using accumulation_max : 0.99765774\n", + " high:\n", + " Accumulate using accumulation_max : 0.0\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "np.float64(149.2413379761956)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "price_sim.input['silver_price'] = 60000\n", + "price_sim.input['oil_price'] = 30\n", + "price_sim.compute()\n", + "\n", + "price_sim.print_state()\n", + "\n", + "price_sim.output[\"adj_close\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Визуализация функции принадлежности для выходной переменной adj_close** \\\n", + "Функция получена в процессе аккумуляции и используется для дефаззификации значения выходной переменной influx" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "adj_close.view(sim=price_sim)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Функция для автоматизации вычисления целевой переменной Y на основе вектора признаков X**" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def fuzzy_pred(row):\n", + " price_sim.input[\"silver_price\"] = row[\"SF_Price\"]\n", + " price_sim.input[\"oil_price\"] = row[\"OF_Price\"]\n", + " price_sim.compute()\n", + " return price_sim.output[\"adj_close\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Создадим выборки**" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: 1030\n", + "Размер контрольной выборки: 344\n", + "Размер тестовой выборки: 344\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "df=pd.read_csv(\"..//static//csv//FINAL_USO.csv\")\n", + "# Разделение данных на обучающую и временную выборки\n", + "train_df, temp_df = train_test_split(df, test_size=0.4, random_state=42)\n", + "\n", + "# Разделение остатка на контрольную и тестовую выборки\n", + "val_df, test_df = train_test_split(temp_df, test_size=0.5, random_state=42)\n", + "\n", + "# Проверка размеров выборок\n", + "print(\"Размер обучающей выборки:\", len(train_df))\n", + "print(\"Размер контрольной выборки:\", len(val_df))\n", + "print(\"Размер тестовой выборки:\", len(test_df))\n", + "\n", + "# Сохранение выборок в файлы\n", + "train_df.to_csv(\"..//static//csv//train_data.csv\", index=False)\n", + "val_df.to_csv(\"..//static//csv//val_data.csv\", index=False)\n", + "test_df.to_csv(\"..//static//csv//test_data.csv\", index=False)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Тестирование нечеткой системы на обучающей выборке" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Adj Close", + "rawType": "float64", + "type": "float" + }, + { + "name": "Adj_Pred", + "rawType": "float64", + "type": "float" + } + ], + "conversionMethod": "pd.DataFrame", + "ref": "395d9ad8-c2bc-4e96-abd7-aef80b9b35aa", + "rows": [ + [ + "0", + "168.0", + "130.5622120836427" + ], + [ + "1", + "112.57", + "114.71860410116727" + ], + [ + "2", + "152.619995", + "128.22795726015912" + ], + [ + "3", + "114.099998", + "113.72211141602136" + ], + [ + "4", + "122.370003", + "114.11963744183743" + ], + [ + "5", + "110.739998", + "118.65233525899755" + ], + [ + "6", + "120.339996", + "114.2920790567826" + ], + [ + "7", + "108.529999", + "117.6578355279135" + ], + [ + "8", + "155.990005", + "119.31665642030298" + ], + [ + "9", + "152.619995", + "122.122485315354" + ], + [ + "10", + "114.690002", + "113.14420001833811" + ], + [ + "11", + "116.720001", + "119.85874650696019" + ], + [ + "12", + "133.919998", + "117.72446713035714" + ], + [ + "13", + "124.389999", + "114.49943272887351" + ], + [ + "14", + "124.230003", + "117.6826810238513" + ] + ], + "shape": { + "columns": 2, + "rows": 15 + } + }, + "text/html": [ + "
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Adj CloseAdj_Pred
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Adj CloseAdj_Pred
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" + ], + "text/plain": [ + " Adj Close Adj_Pred\n", + "0 117.589996 116.428542\n", + "1 121.650002 117.405395\n", + "2 166.339996 139.323579\n", + "3 116.309998 113.383973\n", + "4 115.199997 120.439259\n", + "5 126.940002 113.266077\n", + "6 127.480003 115.502123\n", + "7 120.779999 118.493430\n", + "8 151.619995 128.041918\n", + "9 118.290001 115.096439\n", + "10 122.860001 114.249403\n", + "11 118.360001 113.150825\n", + "12 123.320000 115.117051\n", + "13 120.650002 118.467985\n", + "14 161.509995 131.978154\n", + "15 120.589996 118.541233\n", + "16 120.959999 115.595202\n", + "17 115.989998 113.315718\n", + "18 120.989998 115.774836\n", + "19 168.789993 166.732904\n", + "20 114.290001 119.828262\n", + "21 114.209999 119.669656\n", + "22 115.050003 112.657356\n", + "23 118.860001 114.268250\n", + "24 120.050003 115.009975" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "val_df=pd.read_csv(\"..//static//csv//val_data.csv\")\n", + "result_val = val_df.copy()\n", + "\n", + "result_val[\"Adj_Pred\"] = result_val.apply(fuzzy_pred, axis=1)\n", + "\n", + "selected_cm=result_val[['Adj Close','Adj_Pred']]\n", + "selected_cm.head(25)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Оценка результатов на основе метрик для задачи регрессии" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'RMSE_train': 14.063806361503557,\n", + " 'RMSE_test': 13.63382917388284,\n", + " 'RMAE_test': 3.152710529049624,\n", + " 'R2_test': 0.35443568923237845}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import math\n", + "from sklearn import metrics\n", + "\n", + "\n", + "rmetrics = {}\n", + "rmetrics[\"RMSE_train\"] = math.sqrt(\n", + " metrics.mean_squared_error(result_train[\"Adj Close\"], result_train[\"Adj_Pred\"])\n", + ")\n", + "rmetrics[\"RMSE_test\"] = math.sqrt(\n", + " metrics.mean_squared_error(result_test[\"Adj Close\"], result_test[\"Adj_Pred\"])\n", + ")\n", + "rmetrics[\"RMAE_test\"] = math.sqrt(\n", + " metrics.mean_absolute_error(result_test[\"Adj Close\"], result_test[\"Adj_Pred\"])\n", + ")\n", + "rmetrics[\"R2_test\"] = metrics.r2_score(\n", + " result_test[\"Adj Close\"], result_test[\"Adj_Pred\"]\n", + ")\n", + "\n", + "rmetrics" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}