From f2f3bdf769947f7a13bb0d0692fa780245f4f5b6 Mon Sep 17 00:00:00 2001
From: Polina Elistratova
Date: Sat, 13 Dec 2025 19:43:53 +0300
Subject: [PATCH] added lab2
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stud/elistratova/lab2.ipynb | 526 ++++++++++++++++++++++++++++++++++++
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "bPLQQB5PbvPX"
+ },
+ "source": [
+ "# Лабораторная работа 2 (Задача кластеризация)\n",
+ "\n",
+ "ФИО |Вариант |Никнейм\n",
+ "---------------------|---------|----------\n",
+ "Елистратова П. А. | 6 | TIoJIuHa\n",
+ "\n",
+ "**Цель:** научится применять модели кластеризации библиотеки scikit-learn к набору эмпирических данных\n",
+ "\n",
+ "**Дано:** excel-файл\n",
+ "\n",
+ "**Результат:** число кластеров, обученная модель\n",
+ "\n",
+ "**Ход выполнения:** \n",
+ "1. Загрузить данные из файла (использовать библиотеку Pandas).\n",
+ "2. Визуализировать загруженные данные (диаграмма рассеяния).\n",
+ "3. Оценить число групп (кластеров).\n",
+ "4. Выбрать модель кластеризации.\n",
+ "5. Обучить модель кластеризации на обучающих данных.\n",
+ "6. Проверить качество полученной модели на тестовых данных.\n",
+ "7. Визуализировать результат.\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "b15Hd86NrGgy"
+ },
+ "source": [
+ "## Загрузка датасета"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "mu7Um4QBbzqr",
+ "outputId": "1b90e777-cec0-4722-a5de-31ec5a419a73"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: scikit-learn in /Users/p.elistratova/dev/studies/ml/venv/lib/python3.11/site-packages (1.8.0)\n",
+ "Requirement already satisfied: numpy>=1.24.1 in /Users/p.elistratova/dev/studies/ml/venv/lib/python3.11/site-packages (from scikit-learn) (2.3.5)\n",
+ "Requirement already satisfied: scipy>=1.10.0 in /Users/p.elistratova/dev/studies/ml/venv/lib/python3.11/site-packages (from scikit-learn) (1.16.3)\n",
+ "Requirement already satisfied: joblib>=1.3.0 in /Users/p.elistratova/dev/studies/ml/venv/lib/python3.11/site-packages (from scikit-learn) (1.5.2)\n",
+ "Requirement already satisfied: threadpoolctl>=3.2.0 in /Users/p.elistratova/dev/studies/ml/venv/lib/python3.11/site-packages (from scikit-learn) (3.6.0)\n",
+ "\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.3\u001b[0m\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
+ "Collecting openpyxl\n",
+ " Obtaining dependency information for openpyxl from https://files.pythonhosted.org/packages/c0/da/977ded879c29cbd04de313843e76868e6e13408a94ed6b987245dc7c8506/openpyxl-3.1.5-py2.py3-none-any.whl.metadata\n",
+ " Using cached openpyxl-3.1.5-py2.py3-none-any.whl.metadata (2.5 kB)\n",
+ "Collecting et-xmlfile (from openpyxl)\n",
+ " Obtaining dependency information for et-xmlfile from https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl.metadata\n",
+ " Using cached et_xmlfile-2.0.0-py3-none-any.whl.metadata (2.7 kB)\n",
+ "Using cached openpyxl-3.1.5-py2.py3-none-any.whl (250 kB)\n",
+ "Using cached et_xmlfile-2.0.0-py3-none-any.whl (18 kB)\n",
+ "Installing collected packages: et-xmlfile, openpyxl\n",
+ "Successfully installed et-xmlfile-2.0.0 openpyxl-3.1.5\n",
+ "\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.3\u001b[0m\n",
+ "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install scikit-learn\n",
+ "!pip install openpyxl"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 359
+ },
+ "id": "ElWEH1CiJa29",
+ "outputId": "4ee32df8-ebdc-49d6-cfc6-d5a987bb5efa"
+ },
+ "outputs": [
+ {
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+ "import pandas as pd\n",
+ "\n",
+ "raw_data = pd.read_excel('../../tasks/lab2/dataset/lab2-06.xlsx')\n",
+ "raw_data.head(10)"
+ ]
+ },
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.scatter(raw_data[0], raw_data[1])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Из диаграммы рассеяния видно, что всего данные подразделяются на три кластера."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "la1cn_8bsgI-"
+ },
+ "source": [
+ "### Метрики\n",
+ "\n",
+ "В качестве метрики в данной задаче использовалcя Силуетный коэффицент - измеряет, насколько объекты внутри кластера похожи друг на друга по сравнению с объектами из других кластеров. Значение от -1 до 1, чем ближе к 1 - тем лучше."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "id": "n0Spnfa-KHvf"
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.metrics import silhouette_score\n",
+ "\n",
+ "def print_evaluation(test, pred):\n",
+ " print(\"Silhouette score:\", silhouette_score(test, pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "CNe19lgasp8C"
+ },
+ "source": [
+ "## Создание бейзлайна и оценка качества"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def plot_predictions(test_x, test_y, pred_y):\n",
+ " plt.scatter(test_x, test_y, color=\"green\", label=\"Исходные данные\")\n",
+ " plt.scatter(test_x, pred_y, color=\"red\", label=\"Предсказанные данные\")\n",
+ " plt.xlabel(\"X\")\n",
+ " plt.ylabel('Y')\n",
+ " plt.legend()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "wyUONwCTr5jU"
+ },
+ "source": [
+ "Разделим исходные данные на обучающую и тестовую выборки"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "TmbeQUzpuD9C",
+ "outputId": "14868e50-fe93-4b53-f9f8-8c4d522f2153"
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "train_data, test_data = train_test_split(raw_data, test_size=0.2, random_state=42)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3qONjSchuNLo"
+ },
+ "source": [
+ "Для решения задачи кластеризации воспользуемся KMeans из библиотеки sklearn."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Центры кластеров:\n",
+ "[[-2.98217104 -7.82453942]\n",
+ " [-4.23733595 1.8977035 ]\n",
+ " [-6.86467215 -8.6392498 ]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "cluster_model = KMeans(n_clusters=3)\n",
+ "cluster_model.fit(train_data)\n",
+ "print(\"Центры кластеров:\")\n",
+ "print(cluster_model.cluster_centers_)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Silhouette score: 0.6652094232784255\n"
+ ]
+ }
+ ],
+ "source": [
+ "cluster_pred = cluster_model.predict(test_data)\n",
+ "print_evaluation(test_data, cluster_pred)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "labels = cluster_model.predict(raw_data)\n",
+ "plt.scatter(raw_data[0].to_frame(), raw_data[1].to_frame(), c=labels)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "С помощью KMeans удалось успешно разделить наши данные на три кластера, что хорошо видно на диаграмме рассеивания."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Попробуем разделить данные на большее число кластеров."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "n_clusters = 2\n",
+ "Silhouette score: 0.7649710333539604\n",
+ "\n",
+ "n_clusters = 3\n",
+ "Silhouette score: 0.6652094232784255\n",
+ "\n",
+ "n_clusters = 4\n",
+ "Silhouette score: 0.6004111231120324\n",
+ "\n",
+ "n_clusters = 5\n",
+ "Silhouette score: 0.5297206017282104\n",
+ "\n",
+ "n_clusters = 6\n",
+ "Silhouette score: 0.40702878585729285\n",
+ "\n",
+ "n_clusters = 7\n",
+ "Silhouette score: 0.32714875073862615\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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UK0j1QokpQnz2a0IN0AkhpLqSS57FClfJK0IIIVWbTCZ5dMTgKnlFSFVEiSlC3JDUPa/rLVXKr5GyEyRJSe8lIYRUU73i65XoLVVaQqpzrdpQyuWVul2EEEICR7fm8SV6S5UWK9o3plhBqh9KTBHijuYWQBbDz4c7WcAKST+L3kdCCKnGRjRthhidDnInFVFWxnBvp66Vvl2EEEICx9DOzREdphOVU85ixd1Du1T6dhHib5SYIsQFxgyA6RAQ8hgA/XXD9WyJKinkX5A0Q+h9JISQaor3jTp45Qqe6NEbepWqZKSwJ6qe7NkbQxs38ds2EkII8S+DyYyjFy7jgZE9odeoRKNzB7k9UfXgqF4Y0L6x/zaSED9R+OuJCQlkjJnBcj8H8n8AWK79VgWgaG3P55oBZRtIuimQlK38vLWEEEL8wWy14tOd2zF7/x7kGG0TYChkMrSJqyGGY/D7+fU72rZH67ga9CERQkg1ZLZY8e2KHfh17V7kFtpjhVyGFvFxkMtk4v6W9eJwe//24jZCqiNKTBFyHcYYWNb/AYXL7PMoOZgB8zFA0RhS1FxIMl5BRQghpLrGimdW/40lJ46VjBRWK45eTUHjqGgsuH2yqKAihBBSfWPFKz+txIqdx0vGCotVzL7XsGYUfnh6EnQaihWkeqPEFCHXM+0FCpc6eV8sgPkUUPA7oJ8Z9O8dYwVAwZ9g/PVaMwB5A0i6iYCqDySaOYoQQpzak5yExSeOlXofb4J+Ki0Vvx0+iFmdgr9XSIHJhKUnj2PJ8WPIKCxAw4hITGrTDn3r1adYQQghLhw4m4TlO4+Xeh9vgn4mOQ0LNh/CnUM6B/37WGA0YeWuE1i+8xgycwtRr0YExvVpi54tKVYQ9ygxRch1WMECe/8oZzPxMbD83yEFeWKKWVLA0u8ALOftvbMYYD4DZlgFqG8BIt6FJNEughBCSjP/6GHRP8rZTHz81l8PHQj6xFRKXi4mL5iHc5kZjkiB0+lp+PvMKYxo2hwfDL9FDF8khBByoyVbj4j+Uc5m4uMh5I+NB4M+MXU1Kxf3vv8HLqRkiN5Z/HWdu5yGf/adxrDOzfDG9JvF8EVCnKFvByHXsyS4SEo5lkkO+veNZT5mf63iJ/v/9tdtWAHkfeWvTSOEkICXkJ3lNCnlkJSbg2D38PJluJiVWTJS2F/38lMn8MXuHX7cOkIICWyJqVlOk1IOlzOCP1Y8+81fuJRqjxX2l+t43av3nMTslTv9uXkkCFBiipDrSdFFM+45/82JCOr3jZmOAKY9rqvC8n4AY7YGjYQQQkqK1uqKZtxzJkKjCeq37XDKFexOTnJZFTZ7/14YLW5O5hBCSDUVFaqDzD7jnjPh+uCOFccuXsH+M0nOq8J4BfE/+2AyU6wgzlFiilQZzJorGgyWl6Qd5aZiSgZoxyGoGbe7//VnWbZ+WoQQUoXw2fN8ESvGNG/psmKKz8p3W8s2CGbbLl0Ur8OVzMJCnExLrbRtIoSQysBnz/NFrLi5WwtYXVRM8aTVqJ581u/gtetEgttYkZVXiNNJFCuIc5SYIkGNGbbAmnG/7frVfmBXB4DlfVu+Sh91f0DZ0cmvh1xUS0m6OxHUmNXDBT1djhBCAtfmixdwz7JF4nrv779Cn9nf4Os9u8pV6TOgQUN0qlW71D/GeSVVpEaDu9vzWBK8rIyJvlKeLEcIIcFux7ELePzzJeL6zc99g1v+/S1+XLW7XJU+fdo0RPtGtUqPFTIJ4ToNJg3ogGAmYoAHwcIXiT5SdVFiigQtlj8fLGMGYNx97UZrMljOO2AZ95Q5OSVJckiR3wHqIfam4I4Lny6gOaSo3yHJYxHUVB3dJ50kPaBoUllbRAghFWLukUO4e/Ef2JWUWHRbcm4O/rtlI2YsXVjm5JRcJsPsUeMwtFHj6yMFWsTEYt7tkxGr1yOY8cSbuz5aeqUSTaP4EHhCCAlei7ccxgMfL8S+09dixZWMXHy8eBMe+WxRmZNTPFZ88vBYDGhvixWcI0fVpE4MZj89ETHhwR0r2jeq7bIqjNOplWhYi2IFcY6m3CJBiVmugGW/ZB+1fH2ChdmGquX/Auinl2n9kiwEUuSnYOYEwLgFYGZA2RZQtqsaU2MrO4skG8ynnQxblAG6yZAkrR82jhBCfONKbi5e+Ge1LVJcl2DhP21LuIifD+7HzI5lmw0pVK3GFyNGIyErC5sTLsBksaB9jZpoV6NmlYgVXWrVQYvoGJxKTys1QcUrAKa2bQ+tUumX7SOEEF+4mpmL//y6Rly/IVYw21C1uRsO4I7Bncq0/hCtGu/ed6tohL792AWYLVa0blATrevXqBKxokPj2mhaJwZnk9NK7TMlhrb3awetimIFcY4qpkhwKlhQbH6g0rH8OeV6CmbcA5b7kVgPK1wGmPYBLBdVAQ+CUsSngCzqut2A/bqqG6SQx/y1eYQQ4hPzjx52EymAnw7sK9dz7E5KxPvbt4j1LD1xHHuSk0Qfq6oSKz4fMUo0ei8+DMVxvXuduvhXj95+3EJCCCm/JVuPFM0kVyoGzF2/v1zPsf9MIj5fuhVz1x/Ail3HceBMkuhjVVVixTv33orI0NJjRaemdfHArb38uIUkGFDFFAlKzHzC3RKAJUEM55MklXfrZgws520gf7Z9dj5bRREz7QfyvgaifoakaIxgJynqAzHLgPy5YAWLAWsWoKgHSTcJ0NwKSaKzGoSQ4HYi7arL+/lxSEJ2FgxmM9QKhdex4s3NG/Ddvj2ip5Sjomjf5SR8uWcnfhs3AY2rwBC3BhGRWD71Lvx2+BAWHTuCTEMh6odHYErb9hjVrAWUcjez2BJCSIA75aYpN9+782ono8kMldL7WPHBgo2Ys3av6CnlqCg6dDYZP6zaha//dTsa1uQnioNbvbgIzH3hTizcdAh/7Tgqmp3XjY3AbX3b4qZuFCuIe5SYIsFJDDFzV/oqL9tXvGChPSmF64a5McCaAZYxC4hZDUkK/l8fiVdMhTwAKeQBf28KIYT4nEahdB8pJKlMyZU/jh0RSSmu+DA3fi2joADTlyzEP3fPhEIW/MXpUVodHuraXVwIIaSq0agUtr5PLqqm+Ox5ijLEiqXbjoqkFFd8mBu/lplbgEc+XYTFr06HQh78sSIyRIuZN3cTF0K8Ffy/AaRaktSDnfRGcpAD6oGQJJn31VJ537pIelkASyJgWOfVegkhhFQ+3pjcVfNunpQa3LCx22muS4sV3+zZ5TxSMIZLOdn459wZL7eYEEJIZRvQrnGpvZEceKVTv7aNRHLK21jx0+rdRc3Or8efMyktG5sOnfV2kwmpcigxRYKTeiAg58PpSjtzYTvlIenv9X69LAOw8AMJVwPNFWC8uTohhJCANqhhYzSJjBIJqOs5To7f17mr1+vNKCzA6Yx015FCJsO2Swler5sQQkjl6tu2kRhOxxNQpcYKBkwb5n2syMwrxLnL6S77V/FYwZurE1LdUWKKBCU+jE6Kmg0oGhW7VW4PHypIER9AUnXwfsVupsW+tpwFzLAV1pyPYM35EMywBYxdPzsgIYQQf+J/8P845jY0irzWv4MnqUSkkMvx8U0j0LFWba/X62ZW7CIWqxVbEi7gg+1b8P62Ldh08fwNMz4RQgjxLz6M7vNHx6FBjWKxQiaJSielQo63Zt6Cdo1qeb1e5kmwkGyxYsfxi/hi2VbRIJ3P3Gf1NNAQUkUEVJOct99+G8899xwee+wxfPjhh/7eHBLgJHlNIHoppPyNALIBzS2QtM0B7RhIsvCyrZT3XJLXASxJLqqmzIBhLVjBr0W/Qizvc0DeAIj8ElKJZBkhxNcoVhBv1AoNxfIpd2HDuTPIOXwUI5u1QPO4GhjXohXCNZoyvZnRWi3qhoYhMSfbeaSwWrH67BnMOXSgqM/Up7usaBgRiW9uHVMiWUYI8T2KFcQbNSJD8fsLd2DL4bPIOHcEwzo3R9P4OIzs3gph+rLFishQLWpHhyE5zUWssFix/sAZzN94EHJ7rPh2xQ7RTPzDB0ajQRVojE5IUFVM7dq1C1999RXatWvn700hQUSS5JBUfcR1WfirkPR3lykpxZgBrGCRrbG5qHxyFj74eXYJsDpm7zDbL/zUeAJY+h1g1oyyvhxCiBsUK0hZ8D/2+9ZrIK6/PnAIpnfoVKakFJ+9b+GxI6KxOa98chMpkJqfV5Sk4hfuYlYmJi2YKxqkE0IqBsUKUtZY0bNlfXH9+SmDMWVQpzIlpQwmM/7cflQ0NueVTy5jhQSk5+SLn3nlFL/APgvgPe/PFw3SCakOAqJiKjc3F1OnTsU333yDN954w+WyBoNBXByys7PF/yaTCQr7VM/8enXjeM302r3HLFfBMu4DLOftuVoeENT2e4tP0cHv498xk/220n59ciFlLxAJsspCnz197yvi+xSIKFaUH+0vyv4dv5qfh1lLF+FcZoZols4TU2p776oSkUKSRIWUyWKxRYpS+lvlFhRi/uEDmN6hMyoLffaBvX8Lts89kN9LihXlR/uLsn/HU7Pz8Pjni3HhSmZRrFDJS4kVMnusMNtihdy+THG5BQVYvOUgpg7qhMpCn31g79+qcqyQGJ8uwM/uvvtuREVF4YMPPsCAAQPQoUMHp0P5XnnlFbz66qs33P7rr79Cp9NVwtYSQkjVlZ+fjylTpiArKwthYWEIJBQrCCEkMFCsIIQQ4stY4feKqd9//x179+4VJbee4D2onnjiiRIVU/Hx8Rg2bBi0Wi1Wr16NoUOHQqlUojrh2Uh67d5/7sx0VAy/c0kWDSlmhWi4bk0dLYbsuV6+JmSxy1FZ6LOn33lf7u8cVaiBhmKFb9D+omz7iyMpVzB54TyXy0TrdFh9x3RxBvzWX3/GhexMl8vXCgnFyjumobLQZ0+xgmLFjei4gvYXvtxXHk+4gnve/8PlMpGhOix8+W7RcH3yf+bgUmqW295Xf7x0FyoLxQqKFUo/HVf4NTGVkJAgGp3zX36Nh70e1Gq1uFyPv4GON7H49eqGXruXiSnDNjAF7xFlcbFUEiQpAZKyGayaeoDhnIvl5YAqHjI/fP/8/dkzay5QuAqwXhHJPGiGl70JfZC9dn/y9WsPxPeRYoXv0e+Md9/zrUmJopugxUWReVJeHi7m5qB5dAzqRUXhTHam0+X5zIDxkZF++X3z92efazTi79MncSUvFzFaHW5q0qzMTeiD7bX7E8WK0tFxReV+b6r6a991MglmBpcz6l3JzENiWg6a1IlBfI0oXLiaBYuT5flQwLqx1TNW5BUasXbfKaRk5iI6VIfBHZuWuQl9sL326hor/JqY2rNnD1JSUtCp07VxsxaLBRs3bsSnn34qeknJ5XJ/biKp8mwNBt1hzAjkzwdMx90ksSyQdJNQ3bD8X8Cy/wegwL5bsQDZrwEhDwP6+yCV0mOFEE9RrCD+xnuEeIL3lZp75BCOpl51mcTi901p2x7Vzc8H9+PtzRtQYDZDIclgYVa8vOEfPNqtJx7o0o1iBSkXihXE33hCSvIwVizechgnL111mpQS62MM4/tVv4nB5m04gA8XbkSh0Swa0lutVrw9dx3uG9ED04d3pVhRRfk1MTV48GAcOnSoxG3Tp09HixYt8Oyzz1JSigiiDZppv605uRQKqHtDkrS+eXeUHdwkmsRCQM67YKatbpaTAPUwQD2kSnxyjFkAS6LtB3kdMQNiqcvlLwDLLt73zT5LIYxgue9DkpSAfmbFbzCpsihWEE9jxb7LyTifmYFQlRp96tWH1kdn/TrWquUy0cQpZTK8vWUDtia4Hu7ND1qGN26KoY2aoCrgM0gl5mSDvz11w8KKpju/3vyjh/Hy+rVFP5vFDLiA0WLBu9s2QyWXY1anLpW23aTqoVhBPI0VB88lIyElEyFaNbq3rAetyjexom2jWi4TTZxSLsNHizZh53H3sWJQxyYY0K4xqkqsSE7LFo3ea0c7jxVLth7B27//U+JxHG8S/+mSLVAq5LhzSOVNHEKqSWIqNDQUbdq0KXGbXq9HdHT0DbeT6okZ94JlPQ9Yzl67UdID+gcA/T3lz5iregDyBva+Uc4SVGbAXVJKioCknwHoZ0GSSt/RBlVCKv8HsLzZgDXFdqMsDtBPB3TTSiSoGDOL5JPL9eV+Cuim+C6ZSKodihXEnT3Jifi/NatwJiO96Da9UomHuvbAfZ3Lf3a1Z916aBgRiYtZzofnma1Wt0mpSI0GMzt2wb2du4ohGsGMHyzM3r8X3+3bjSt5eeK2OL0eMzt2xowOnUscdPD35t2tm12u7+Od2zC1bXufJRNJ9UOxgrhz4EwSXv15Fc5fySi6TadWYtbN3XH3sC7ljhVdm8WjXlwEElOdD88zW6xuk1Lheo1Ivtw1tIuYvS/YY8Wv/+zDnDV7cDXLFitiw/WYOriTuJSIFRYrPluyxeX6vv5rO27r185nyUQSOIL7CJpUacx0GCz9LlulVIk78sBy3wXL/bjcz8GTSFLk54AU5uLXwd0QDgnQ3Aop5H7RID1YMWsmrLlfgaV0Bcv577WkFGdNEbexrKdtFWwOpn2A9aqbFecBhk0Vt+GEkGrtUMoVTF04H+cyrx1ocHkmE/63dRM+3OGu2tU9nkT6csRohKnVThNKHkQK3Nq8JR7s2l00SA9WmYUF+GLXDnT8+jO8uXlDUVKKS8nLw1ubN+LJVStKxIq9yUm4mn9tOWe9pzZevC7eE0KIjxy9cAX3fvgHLqaUnJgi32DCx4s348s/t5X7OXgS6f37RyFUW75YcVOXFphxUzfRID1YZeUV4vu/d2LAk1/ggwUbi5JSHL/+4cJNePGHv0vEigNnk5Canee299S2oxcqdNuJfwTcUfT69ev9vQkkQLCc9+3Dwpz0gcr7CkzHZ9Qr35T2kqIJEPOn6JMEfmFZ3m6pLUETxJj5Ilj6VHsyykXILPwTTFYTUDYBFK0Aq+tZp4pYA3OmNxK8KFYQh3e3bhJnZJ31gfpi907c2a4jwstZidM0Ohp/T50m+iTxS5ah0KvH863bm5QU1B8crxib+MdcpOTlujy4WnryOGqEhKBZdAxaxcaJZJYnsgq9e08JcYdiBXH4bOkWl7Hi+793YWL/DgjVli9WNKoVjXkv3iX6JM3bsB/Z+QavHs+37uC54I4Vl65mYtb783E1K1cM83bm710nEBcRgsa1otE8Pg7ZeZ7FgOx8ihVVUcAlpgjhmCUVMPJSTld/+lqBwr8A1eRyv2mSPBZS6OOw8uc0HfTgfMZ1LMEbQPiZCpb5CGBN9ex15397bSlFM8+eRB5fnk0khJBS8SqczRcvuI4UjOGvU8cxpVXbcr+LsXo9nujZG5sTLuDA5WRvIwWSc4M3Sc9jxYN/LUVqfp5Hr/ubvbuLrvOZCj1RLzyiHFtICCGlS8vOw/aj7mPFqj0nML5P+dvJxITr8eCoXthx/AIOn7vsday4nJGDYI4VT3/9p3jPPZk35KfVe4quN60T7dFz1I2pnFm/SeUK3vpAUrVZ0zxIksjA3A0j8/p5ebWUt+GDPyQDzHqtt0mwYMwKZtwDmI950AS+FOYzPOvkYlciAfK6gKpreTeVEEJukJaf7z5SSJIYYuZLvLKnDJEC6QUFYpuDDT9g252U6Ha2QWdOp6dBLklOh7ZIkETj9G516vpgawkhpKT0nAK3+2y5TCox3MxXw9nKEisycwqQkROEscLKsO90Ek64mW3QmbPJ6WI4pNNYIdkap3dqQrGiKqKKKRKY5LH2UdaudmoWSLIavn1eRSM3jdCdYbaqKVmUzzaFWS4DBUvArFcgyWIAzUhIinq+WbdhB1jeN4Bxs/Ohkh6x2JNSkv3/4uuy3S6FvR70DeEJIYEpVqd3HymsVtTQh/j0eRtHRrlshO4MXzopNwfROp3PtiU5JweLTxzFldxcxOj0GNW8hc8qj7ZfSsBXe3Zi08ULToe/eIK/TyIiSJJIUBV/3/gBCP8M3xw0LOgbwhNCAlNMmE4kNVztxnis4MPKfKlhzSiXjdCd4Usnp+cgMtR3seJKRg6W7zyGlMw8RIfqcFPX5qgb65tYsftkAn5ctVv0fipXrLAyiF7v/EQGpBLrErFCAl6cOiToG8KT0lFiigQkSRYFpuoPGDe5SBLJAe2IMhX6OH1e3SQwwz9lfHD5el2VGFrHG7vnfWG/RQbGQ1TuR2DaOyCFPV9iZjyv158/Dyz7xVISSWXF16EFVO0B4/ZrNyvbQwp9GpKKpv8mhFQMnuAZ0KAhNl447zRJxGf8ubVZC58+7+S27bDmHK8Y9V6YSu2zWMEbu3+2a0fRH+38tg+2b8Gd7TrgxX4DnU7H7Ym5hw/i+X9Wi/WW50CjeKTQyeXoULMWtl66NiMV//nZ3n3RtTadASeEVAye4OnduiG2HT3vNEnE95fDuzT36fOO79sOGw4Wm1ncC6E638UK3tj9uxU7xc88qcP36V8s24oJAzrgqdv7lytWLNp8CK//skZUnPkkVjBAq5SjTcNa2HXiWqxo27AmHh3bFx2b1Cn3c5DARIkpErCk0CfB0niig5WaQJFCHoMkiwQsJt89KU+GqW8BDCu8GNInAYoWPqtmQv4PQN5nxW4o9toLfgaThUAK/VeZVs0siWDZL9lfmw8zeiiAFPmdrU+VJQWQRUNS0EEGIaTiPd2rL7ZdSgCzWEr9o/hfPXohUquFyeS7WDGgfkOMaNocy0+d8CJSSGgZG4P6Eb45Q/39/r34ZOe1kwHFX/tPB/cjVK3Gkz37lGndidnZ+Pe6NbZI4YMDDYd8sxmzR48XvcH48MoYnQ51w6hXCCGk4j0ypg92n0gAY6XHigdu7YmIEN/Git6tG2BY52ZYveek57FCAprViUW8j6qZfvlnH75ZbjuBwVkt17Zk7vr9CNGo8NDo3mVad1JaNv7z61pxvSxD95wpMJrx6SNjkZaVLxqoR4fpUDuaYkVVR+NrSMCSlM0hRf9qm/2txB0RkEJfBPT3+v45eZloxHuQQv513bA8levHlTFRdD3GjGC5n7teKO97MGvZmiKy/F/L1kPLHSkckqSEJK8FSdWeklKEkErTIiYWc2+bhNaxcSVuj9Ro8Er/Qbi/c7cKiRUfDr9FJH6itNqi21VyV9WsrMyJousZzGZ8tqtYhWopvt27G9kG72aDcphzaH+JKbx9JVytgVIuR+3QMFEpRUkpQkhlaVonBt8+OQHN42NL7pf0GjwzcSCmDetaIbHiPzNuFomfyJBisULhIlYwlDlRdD2jyYzvVlxLSpVmzto9yCkoW6yYv/GAbVSHj4Xp1CJW1IwKRduGtSgpVU1QxRQJaJKyDaSYhWCm44DlAi+TEo20JUlVcc/Jh8mF3A/oZwLm8yJCMN7AO+c9oOAXe2KHBxSz2B4p7DVI6gG+eXLeiJzxBuyuGMDyvgN0kyDJa3q8apa/QCS1fJ+YkgO6CT5eJyGEeK5tXA0smXQHjqVexfnMDISq1KKRtutEUfnwoQ8Pdu2Oezp1wbnMDLFnjQ8LxztbN+Hng/vFrpYPmTBbrQhRqfDGwCEY2KCRT557T3ISMgtdT5dtsFjw7d5dmNymPWqFhnq87vlHD4ukls8jhSRhYpvyz4xICCFl1ap+Dfzy3FScvHQVCSmZCNGq0KlpXShdJYp8ECtm3NQNdw7tjItXMkSfqzox4fhk8WbM28ATO7bG62aLFXqNCv+eMhh92jT0yXPvP5MkGrC7YjBZ8PPqPRjfty1qRHoeK5ZsPYI5a/Z4NPOeN3jcHNuHYkV1RIkpEhQkZQuAXyrzOSUloGxqu87/CX8RLOReoHAlwLIBeTygGQ5J0vjuSZmHM3DkfQ6W9wWYegCY5nn3qy1YBpb9HHxPDshiIOlmVMC6CSHEOy1jYsWlMvGzus2iY4p+ftlepbXi9ElRsVQvPBw3NWkKjULps+fMNxk9Wu7TXTtEDyqeEHuxTz+3yy85cQzPrlkJVEBSijeqn9WReg4SQvyvWd1YcansWNG49rVYwau0pg/vijV7T4mKJZ6sGtyxKTQq3x2eFxg8G5b47Yod+O7vHSIh9tT4vm6XX7HzOF79eRV8jSfoosP0uHNwZ5+vmwQ+SkwR4gVJXgPQ31Vx7xmfFdBjDDBsAMs/AOA5WK90g1VhAdT9IelniSF1YilmAcv5XwVsrASoekMKfwOSPLr0LWQGoHAFmJE3XJQgqboDmpsqtOKNEEL8rUZICKZ16FRh628U6fkMsPxk9vrzZ3EgKREv1IpHp68/g0WSMLBBQ9zTqasYUueYkertzRt9vq38xE6fevXFrHu8p5SzoYnLT53EjsQEMfSle5143NykKdQK+jOVEFJ1xUaEYPKgjhW2/gY1vYgVDNhy+BwOn03Co33rYOCTX/D5z0Wy6q6hncWQOkes+HBhxcSK7i3ri1n3osKcxAqTGav3nsTek4miF1fnZnUxpGNTqJQUK6oC+hQJ8SPRw8O4Dcy4g3cmB1imfZigp43JrQDLs183i2F+MKwBM6wE093NS80AyxXAesXHCam+kMJehqSId7oUMx0Ey7gXsKYX7WpYwXwg520g8htIytY+3CZCCKnasWLrpYvYfilBHBRkFBaKKiRPG5PzKTRy7VVWfGihgTGsOnMaK06fwvQOnaCUyXA5NxdX8nJ9epDRr34DvDZgCOLDnTetPXDlMmYtXYi0ggIoJJl44Nwjh/DmZh2+HzUObeJq+GybCCGkqseKnScSRJN3Hiv4MD5eheRpY3K+WF7htVhhtDCsP3Aaa/edwuSBHaFUyJCSmYurWY5jD9/Eip6tGuC5yYNE1ZgzR85fxqOfLUZGboF4TfyRi7YcxgcLNuLjh8agZT2KFcGOElOEeJNEMvNeV0mALAJQdrD1o/ISs1wGzKfBLFlA7ieA9az9V5Eno3wxUNue1Mr/0Z7k8n1PKSnsRUBeA6xgIVj+fMCSDMjjIGnHA9rRgDUbLH1asaGJPGlmZ00HS78biFnptNKKEEKCOVYcT72KxJxsRGi06FizVpmm4r6cm4NTaWnIKizEhzu24mxmBhQymTjY8EmksCe1Zu/fKxJCvlnrNfw182GNcXo9Fhw7grmHDyIpNwc19CG4vVUbjGnRUgx1vGvRfOTZZ8EyM36yxfb49IIC3LFoPtbcOcNppRUhhARzrDiVmIrktGyEh2hERVJZYgVPFJ1JSkN2XgG++ms7zl/JEOux+ipW2JNav63bJ9br62bncrlMDGuMDddj2bYjItl0OSMHseEhGN2rNW7p1hI5BYV44KMFyLcPTbRtk207MnIKcP9HC7Do5WlOK61IcKDEFCEeYMY9YNmv2hJTDrJaQOjTkLQj3T/esBks9wvAtNtJoqhY4sanPK284mT28+pu6KYBsmiwtCmA+eC1x1mTwUz7gfw5oqLKlpQqbX38wCMXKJgHhDzgzYshhJCAtjspES+vXyuasDvUCgnF//Xph1ubue+TuOnCeTHb3q6kxNIjhdWDfXQZiISQbyMFZnTojGitDhMXzMXBK5chkyQxRXtyTg72XU7Gjwf2oX/9BiIpVdrU7fy2XKNRVE891LW7l6+IEEIC1/4ziXj793WiCbtDjcgQPD62H4Z3be728duOXhA9ofadKj1W8BMYFcGb9XoaK6YM6oioUC1mvj8PR85fKYoVVzJycOhcMn5fvx+9WtUXSSlnsSKvwCgSWjNv9v0svKTyUGKKBCVmzbcNYeOVSxX9XMZ9YOl33Zjk4YmYrCf4ApB0467bvkyAVxMZNtlmE7RcQuDzJHzIIelngmW/BpiPXPc4e7AwnwYsCW7WZwUrXAmJElOEkAqUbzIhz2hEhMaHk1Q4sTc5CVMXzrtheF1ybg4e+/sv0UfptlZtStyXWViAP44ewcaL53EhMxMJ2e5mZQ2SSCFJmNWpC17Z8A+OpNiGkjsOKBzvzun0NFzKzir1QKPouRgTTeQpMUUIqUi8STgfwsYrlyragbNJuO+DP24YXnclIxfPfb9cxIpRPUu2u+BD8ng10daj58Vsgolp2agSsUIm4a4hXfDfuetw7GJKyVhhf3vOJachKdV9rFiz7yQlpoIcJaZIUGGmw2C5nwOGtbY/byUtrMqJAFqXu5yWN1wt9b6cN+1JqdJ3sSznP4B2BCRJbfvZuB8sY6atKsjnw+j8SQJ0d9quFi5zUY1l8Wx2QU9nICSEEC8dSrmCT3duw5qzZ8ReWKdQYlKr1ijvBNSuYsXrG9eJpJSzP55f37heVE05GnrvS07CtCULRFVQFYsUuLu9rZnv0hPHnPbB4rc7hvD5YgZCQgjx1tELV8SMdBsOnhGJEK1KiXG9W6GJ7U/6CokV783fIJJSzmLFu/M3YHiX5lDbG3ofPJuMhz9dKBJnHrYVDAr83Zk0oIO4/veu47A66YPF3yvHED5fzEBIAhclpkjQYIatYBmz7Mke+86LFQD58wC8CmZJBZS1PF+fJQ0s/weAN+TmfY+kKEB3GyTddNH7SMxmZ74AmA64WVEOYPgH0NwsKqVsSSneFLAKRQ9OewcQ8hRY3ldeDhEsjQxQtPTRhhFCyDVbEi5g+pKF4sDAsRfON5vw++GDaBvfCKn5+ajlohn39fjys/fvEUPKeN+jKK0WE1q1xYyOnUXvIz60gVc78SberuQYDVh77gxuadpcVErxpBRPzFSxSIE723XAM7374YtdOzxuzu5qKEir2DifbRshhDjsOH4Rj3y6yBYr7LuqAqMJCzcfwjODGyAtOx81oz2PFenZ+fjln71YvOWwaNAdGaLFmN5tMHVQJ9H7iMcKXu10+LzrWJFbYMDGg2cxtHMzUSnFk1L5haYqlZTiJgzogEfG9MXslTs9bs7uDO+F3rwuxYpgR4kpEhQYM4FlPemkQbgtScJyPwI0b3u2PksSWNpEwHr1WiUUSwfyvgXL/xVMCgGsPHAoPVibDOANzbmCBVWwUoqLgBRyD1j6OMB80gfrs0LSTSn6ibFCsOx3gMIltkQff0+V7YGQJyFTd/XB8xFCqgOTxYLH/14u/si9vkGrI0nywfYt+N/wWzxaH29gfvu833A1P6/o8Tw59fXeXZhzaD9CVCoxmx2f1c4d3jcjOdc26x0fvlfVKqU4PmTyvs7dMPr3OTiRllru9fHofEdb2xl1rtBswn+3bMLi40dF43T+nravWRPP9OqLbnWczxJLCCHXx4p/f7/CNpnEdTtiR5Lki2Vb8eq0mz1645LTszH9nblIzc4rqvzhyakfV+3GvA0HoNeoRJNyPoGFO3y/diXTFiuWbjtS5SqluHCdBtOGdcEdb/+K00k+iBUMuL1/u6KfC41mfLxoE/7aeQy5+QZRvda2YU08MqYPOjWtW+7nIxXD+9b/hPiDYT1gTXOd8ClcCWb1rD8Hy3oOsKaWMjzP3phbJKU4T8pCrYAsxrZe3lOqyh1qcNlgqaMB8xmfrZHx5vEiSZgCltIXKPgZYNn2988CmPYCGVNhzfvFZ89JCKna1p0/i7SCfJezBvGeRXymO088u2ZliaTU9Y25eVKKM3nQEJY/xjG73IYL56pmpDAYMPK3n0X/KF+pFRIi/k/Jy0Wv774WTdOzDAZbpGAMe5OTMWnBPPx8YJ/PnpMQUrVtPnQO6Tn5LhM+a/edQnaeZ7Hi1Z9XIa1YUqpEY+5Co0hKeTqBBX9MdKgtVmw9cr7KJaW4nAIDJr85B+cu+y5W1IgMFf9fzcrFTc99I5qm5+TbYgV/Tw+cTcas9+dj3ob9PntO4ltUMUUCDh9Ch8LlYPm/2BIhkh6Q8ySG3M0QMrOt0bisnev1m88Dxm0+3GINoB50bRuqJJ6wy/DpGiXzIUBZDyx9Os8UOl8w51UwdQ9IisY+fX5CSHDjZ7r/PHUCcw7ux+n0dOhVStQJDRONt10NIeMHBuezMtFeU9Pl+s9lZmBrwkWfba9GrsCQho0rdHY9f+N//GcUFvi8X1j9iEjctegPZBqcHyS+vOEf9Iqvh8ZR0T59fkJI8MeKVbtPisolngjRaVSoFRUqGm+7GkJmtliRcDUTrfWuY8XFlAzsPM4n/fENjVKB/u0aFW1DVY0VmbmeJf286RcWHxuBBz9aiOx85+vmsyF2bV4PDWtG+fT5SflRxRQJKIyZwTIfsQ3bM+23JSysSbbqGU/6Gkm2MwwumY76ZFuLPSmY+bjtqqK9vZ0fcf+2KUQze1hOuV2U5c2hN5QQUoQndh5cvgz/Wrkc+y4nI8tQiKScHOxOSvSorxFvhu7O0RTbDEG+wvvgHk+1TQ3eoUYt+gPMQwqZXCSnTnpQhfUTVU0RQorhiZ2nv/4T/569AofOJSM734DL6TnYfybJo75GWrX7WHE8wbexgh9GnEy0DW/jw8+c9FAn11HIZSI5dSbZfayYu54qbAMRJaZIYMn73j7jHlf8LIEHdazyuoDcg6oayZO+Ud4oANKnwlq4ETCsKftQPikS1YcCUHUDjDs8W9y4vaI3iBASRL7duxtrzp4W14vPbOTJ3rdeWASaRLk/U6qU+/ZPpAKzGRMXzMWG8+ew6uxpj6bSLk2kRovqgvdj6V6nLrZf8qxybdsl31UtEEKC35w1e8SMezfECg+CRd2YcI+qapRyPqLDd3h/pFnvzcPWI+ewbv/pMg/liwjRoDolpTo3rYvdJz2LAbtOXKrwbSLeo6F8JGCIWfDyfyx7YkfV2d4TSuXiORiY6Qh8zwpk8hkDvSUHVD0BWSxQuAj+JQG87xOvUKtQMkB7OyRZJBjz9NCMdlWEkGvDMn7Yv7fMPZo61aolekKpXBxM8FhxOOWKz99yfmA0felCrx/HhyfyYWqxOj0WHvd11a93+Mn7WqGhokKtIvEGwBNat0WkVut0WvXryT1oLEwIqT6x4td1+8qc2GnXqJaouFIqXMeKYxcrJlY8/Olirx/Hhyd2a1EP0aF6/LnDz7FCsvV94hVqFfs8Esb0aoOIEC9ihZzK0AIRHe2RwGG9Yp8lr4wKloBd3QIW9T0kWQ2gcClY4XLAmgMomkDSTQRMB4G8z+EX6iFAyBOQDGvBWD4kRRNAMwws71cg9y3/bFOJ7RsGhL8BpJR1Fjx+QOBBoknVB1LY82Dm02AWDz9vzbAybhMhpKq5nJeLlPy8Mj9+8Ylj2JJ4CT+MGY+aIaFihre/Tp1AjsGAJlHRmNy2HQ5cvoxPd3lY0eljQxs1xtM9+2L1udPIN5nENt3UuKmYBfA/mzbA34Y3boq3Bg9Dx68/K3PCyZODh7716uPFvgNEI/WreZ593vx9IoQQjjccT80qe6xYvvM4dp5MxGePjEVcRKiY4Y33qsotMKBRrWiM79sWR85fxrcrdvrlDR/QvjEeHt1bVITlF5rENg3q2ATzNxzA+ws2wt8GdWiCF6YOxcCnvqjQWNGrVX08eXt/nE1OQ5qHn/fgDhQrAhElpkgA8cGZTmsikDocTAqzz/DGM+IMMB8HK1zCC27hN6YDkCmbAMomRV2o+JkW5H4Av9M/BFnoY+KqVdFSvF/eV655kJSS4gDdNLCMBwEjn8HQEwpIuilebgshpKri1UPldSknG0N+no0wtVrMJGePFDiWelUkrpR+rLw5cOUymkRHiwuKxYr3tm6Bvz3atQce79lbXG8VG4tjV1NdzoBYGk8ONOL0eszo2Bn3/bkEGy+e93jY39R2HbzaFkJI1eWLCsqktGyMfeVHhGrVYiY5Hn74LuxU4lUs33lMDCHzl8PnL4tkFL8UjxWfLd0Kf7vnlu544NZe4nrzurE4mXjV68o1T2JFbLgeUwZ1xBNfLsW2oxc8Wi//zG7vx3sCk0BDNc8kcPAqJ3l93zQPF0kpccX+v6NxOh/q5ycs/8abRD8t385KUSYK2+wfnKSfWfbhlO6wFCBzhhdJKRkQ+S0kOc2yRAixqaEPQYOICJ9MM8GTUmLXZP/Z0TidD/XzlzzjjXFqzdkzKLT4f9bXRsVmvJvVsavXSSlPpeTl4e7FCzxOSvEz67NHj0OMzoMJUAgh1QJPWtSL802s4EkpzpErcTRO9+eseQWGG2MFr54ymPwfK4r35rpzaOcyD6d052pWHh76ZJHHSSkeKz59eCyiwihWBCJKTJGAwccIS3rep6mC9l5+JQPk15I/nOivlB0AQ/i4rOfB+JBHTnMroLvbfoc3DR0lH+1WZIAUCmhuAWI3Q6a2nXEhhBCxp5Ek3NuJJ0WqHv5Hc+PrGrPzs8ZvbFqPQPB/a1YWJfNGN2+B6R06eV3FVhQpyln5xh8fqlJjZNPm2DbzXvSO5ye2CCHEvq+RJNw1tEuVjRUNapScNMlqZXjvD/8P4eNe/Xl1UTLv5q4tRFWToweWP2JFiFaNYV2aYeXb94geXCQw0VA+Eli0EwDzGSD/B3tShFc6OQZZBDMrJP1UMGYCDOsBywUw0ynAGigzCBnB8hcBmt4A38aQxyGpB4Ll/wKYePNEGWC97KbijAHyeIAn3PiQyrKS14csdmXZH08IqfImtm6L0+np+H7/HpEU4ZVOVSJSMIY723WAyWLBuvNncT4zE6fS0pCQnYVAYLCYsfDYEdH/yWi14okevTGoYSPMObgfh1NSxAHAldwccZ8z/DOKDwsXQ074kMqyqh8egbV3zSjz4wkhVd/Y3m1w7nI6flm7VyRFeKWTYzhesMeKCf3bi1ix+dA5XEzJxJnkVCSmBkasMJrM+HP7UfRoWR8mswUP3toLfds2wrwN+3H84lXIZBJSMnNgMruOFXWiw8FgRVJa2Ruox8dGYNGr08r8eFJ5KDFFAq9qijfG1twClv87YD4JyEIBZTsg7xvP+hgFJDlY9odA9mv2IX2OpFugkIC898Fy37D/rAXT3Q7oHwNy/wMYt3lYFVYfkEUChXxmvzJGfWtG2R5HCKlWseKFfgMwomkz/Hr4IE6mpSJUpUL7mrXw1Z5dHs/ME2h4ku39rZvx8vq1ovG5I+kWSO/7u9s247WN68TPWoVCJAn/1aMXXtu4HlsTLnp2pj8iQsy2l3giu8zJxIzCgjI+khBSXfB91pO39cfQTs2wYNNBnE5KQ4hWhTYNauLHVbuDN1bIJHy+dCve/n0dCowmkejhFVMBQ5Lw2ZIteGeerdpXo1KIJCHvO/Xu/PXYeTzBo1hRr0YEIvRaJKcdL3OsyMyjWBEsKDFFApKk6iAuxTFFC7Csp/mIbl88gw/PrXuyLgvALpf8OaBYr+uBVQDkzwHyf/UiGWiFpB0HZj5hH85Xxtcor1O2xxFCqp2OtWqLS3EtY2Lx5KoVPukTVemRgjEk5+WW+DmQ8IM4njBzKDCb8dPB/Zhz8ACsvFrWw3Xc1qoNjqdeFQceZX2NdcPCy/Q4Qkj1065RLXEprlndWLz4w98+6RPlyyosT9bFK7+uZF6LFQGVlLI3Yc8v1gOr0GjG3PUHMG/DQVsrEw9jxagerUXjdJ54c/T18lbt6LAyPY5UPuoxRYKGpB0BKXYjoL8XQFmb1kmAdhKgtPXF8I3ACgbOf9W9HaNttScBPQzY8jaAZhgk7fhyJd4k3cQyP5YQQkY2a4HNM+7F/Z27Qacs20ysfG85uU07dK5dp3pFCl617OVj+MGDmVk9PoXRJi4Owxs3Fcmp8iTe+OdDCCFlNbxLc6x4cxamD+8KrbqMsUICxvdphw6NS54gKY8AOx/h01hhsVrhaX6pZb04DOrYBKN7tS5zUoob16dtmR9LKhclpkhQkeQxkIU+BanGTkD/oJNki2S/FP9626+rB0IKexGy6N8A/cOoHmRA6AcVf1ikGwNJUkFSNAD095RtHYr2gHasr7eMEFLNxOr0eKZ3X+y550E83LWH00ghg1SisarjOu+b9Er/QZh32yQ82q0HqgP+2j8adkuFJ9DGtWgNlVyOhhGRuK9z1zKto32NmhjXopXPt40QUr1Eh+nxyJg+WPfO/Zh1c7fSY4VkGxJYWqzo26Yhnpk0AN89ORH33lJ9YsWbM26q8FgxskcrKBVy1IuLxLRhXcq0jjYNaoj1kOBAQ/mIXzBmFg3AbQ2z60OSlKWWgcK0G6xgAWBJBKQYSNpRgLq/LQES+jiY5iYgk/eespPCAN0kQDMaKFwGFCwDWB6gaARJN1XM9CZJtpnmpJBHAFkIWA5P2thmjggOGl4Ua78ueTjEri+YaSxQuKjiNsuwGdDfZduqkKcAWRxY3peANc2zxytaQYr6AZKkrrhtJIQEFbPViguZGeIPYN7sWimXlxordiUlYv7Rw0jMyUaMVocxLVphQIOGUCsUeKJnb9zctBm+2rkdMNnqesLUakxp0x5jW7TEkhPHseTEMeSZjGgcGYU72nUQM73JZbYTGo9174UQlRrvbdsMgyXQhmE7p1EoUGg2lzhd4+5sdr8GDTG+RSssOM4nvagYmy6exzT7bH7P9OqLOH0IPt+1A2kFxYeTO9cqNg5zxt4uPltCCOH4cLyEq5kiHsTHOY8V+04nYsm2I0hOy0Z0mA63dGuJ3q0bQqVU4MFRvTGkUzP8uHJHUeV/qE6N2/q2wy3dWmDFrhNYsfOYGKLWoEaUaD7OZ3pzxIr7RvYQ/as+W7oFBlMQxQqlAoUme6zw4LCCx4perRvi1h4tsWz7sQrbrm1HL2DyQNtsfjx5GBOux/d/70R6jmc9o1rEx+LLx26DWkmxIljQJ0UqFWMWIO9bMD7rniNhIUUC+rvFED1JUhQlrljWs7bkUlGjcBmY4S9A2RWI/AqSLASSsgVkEW8DWC6G+UmqcEiSvTpK+QQQ+gQYKwAM220JKvMpQNnC9rR876ufAWgnghWuAUy7AEsGYNxULPETiBRA1Fzb+5c/FzDvdLO8DMycYGtKLn7lfdGjqxSmPWCWNEjyaPt7ezegmwJWuBLIesLNJtaFFDUHkkxfMdtGCAkqvNz/67278P2+vUUJiyiNViQ07u/SDQr7gQBPXD21agWWnjxe1Cic///nqRPoVrsuvh01FiEqleg79c7Qm7B8+XJsmXEfInS6ojPeT/XqIy4FJhO2XrooeiidTE8Tj+H4/mxWpy5i6NiqM6exK+kS0gsKsOnCeRRYKmh/6gMKSYY/bp8s3r/fDx/E9ov8ZJBz/P3gs//xpuT8/eXvbUXYk5SE1Px8xOh04r2d3qET7mjbHitOn8TjK5e7fGx8WBh+Hz8RepWqQraNEBJ8seKn1bvFrHuOhEVEiBZTBnbEtOFdoZDbY4XFipd+/Bt/7zpRNDsf71u0cvdJdGpaBx89OAZ6jUr0nXrlruEiVqx46x6E63ViOe7h0TF4eHRv0Wx814kEFBSacCYpTTyG4/uzO4Z0FkPH1h04jb2nE5GZUyASLI7ETyCSy2X44fGJ4v1buPkgdh+/6DZW8Nn/wvUVGyv2n0lEenY+osJssWLKoE64vX97rN17Cs9/v8JtX6lvnpgAnYZiRTChxBSpNPxMBct6Cij867o7MsByPwJMR4CIT0RiieV+AhT+aV/AcdbBei0Bkv0CpIgPS6xGJKocSSnxfFYg70swPpsfT0o5ble0hRT+JiRlc/vj9JB0owHwC2DNehMo+AGBKxfIeUe8D7bhee4qjKxAOn9tFTyZOssBSxsLxK4RFW0cr4Rjpr1uZiGUAEVT8fkRQgiPFU+sWoFlJ4+XeDPSCwvwwfYtOHL1Cj67ZZRt6NmOrUXLOfoVOf7fnZyI59euwsc3jyyxHj57X/EhGfzsL6/Y+WrPTuQVa+zdLq4G3h4yHC3sCSqeDBnbspW4cK9vXIfZ+/n+LTDlmoz475aN2J2UaIsUbk6F8/dh5G8/g3cOYRUYK7KNBoz+fQ7+uWtGUdUTr27Ym5zkchZCvvXNomNEopEQQniseGH231i5m0+6c01mbgG++HMrjiVcwTv33CoSS1/9ua1oOUe/IkfD8P2nk/D6nNV4e9aIEusJ0aiKklKO5XnFzg+rdpVo7N2qfg28fOcwNK0TI37myZAR3VuJC8dnofv1n30B+4HlFRrx0aLNIhHEd78quftYMfnNX0SySIxuqSC5BUZMffsXLHl1uqhoc8SKA2eTi5KLpeFb37h2tEg0kuBCPaZI5TGsvzEpVYQBhtWAYY2twin/JxdJFCtQuALMkuTy6VjO/8ByPyyRlBLMR8DSJ4OZz5X+QP10BDyR7PE2GFRCN0XrZbDsN0veZuQJNFclzQwwH6roLSOEBIl158/dkJQqvhdbeeY0Vp89LSqcfti/13mkYAx/nTohhve58vbmDXh/+5YSSSnuyNUUTPjjd5zNSC/1cTM7dEag25OcVIZIUfGxIjk3B29ssk0j7rA7OcllM3R+z8ErxWe3JYRUZ5sPn7shKeXAdyXr9p/B+oNnRIXTb+v2OW0qzmPF6r0nkZzuOlZ8tGgTPl+2tURSijuekIIZ787FhSsZpT7ujsG+nHCpYhw4k+R10/WKTEo5XMnIxXt/bChx2/7TiS6bofN7jl64UuHbRnyPElOk0rCCufbKGWdkYPm/AcYDNyaTblwbYNjq/F7zJSB/tpN7rXxjwHI/vba85QpYwRKw/IUAyyrDDHaVrWLKZn2iYB4YM3lZmEnFm4QQm98OHxCVM87waqdfDh3A/svJNySTSvsDdYuLIWyXsrPw3T6ePL8RT5Lw5NfHO7cV3XYlNxeLjx/FH0cPI8tgCPxIEcDTO809cgimYj27HMMzXXH0ciGEkAWbDorKGWd4tdMfGw/g8LnLNySTrsd3lTtcDGFLSsvCnDWlxwpeSVVoNOHrv7YX3XY1Mxd/7TiGpduOIDs/8PvYBnKsWLTlcMlYYR+e6QrFiuBER4Ok8pjPuKmcsQLms26WKbFC53cVLnUzdM0iqq6slueBnLftvayKJ3sieDGwh9tBbvhcjFsA9QDxk6QZCJZ7xEUyTQ6oB13X9H4/YE0BZDGAsmOJIZqEkKrtTHq6y8oZ/gf02fR0mPlwbQ+46n+x+Pgxl8MR+HYsP3USL/QdiDc3rRe9rIr/AR+h1iDTEMg9CQMX/1w2J1zAwAaNxM+DGjTC4ZQrTg+QeLJycMPGJRsZX07GlbxcMQtjp1q1SwzRJIRUbecuZ7isnOEJo/NiGQ9jhcX5cst3HIckk8CcPB/fjtV7TuLJ2/rj/QUb8feukrEiXK9GVl7gJ6gCEf9cdhy7iD5tGoqf+7ZthGMXU5zHCpmE/u1sccURKw6eS0ZqZh6iw3Vo17B2iSGaJHBQYopUHj5jnjuyMEDRwk1PIjtlW6d3MZ7UEAWBroKRGch8EDAdKGW5apCU0s0A+HBG4zrfr9tSrIRWOwHI5TMnGkp5n21zRUn6O8RPrHAdWM4bgCXh2iLyOkDovyFphvh+OwkhASdMowGy3CyjVqNlTJzLnkQO7WrUdHpfSl6uSGa4OlvMEyj3/7kY+69cvmG56pCUmtmxM85lZuCfc/zEkW/xCjSHSW3aij5ffObD699nESkkCXe1s83QxLfl1Q3/iGbtDnVDw/Biv4EY2riJz7eTEBJ4wnTuZ3Hms+o1qxPrsieRQ+v6NZzedzUrzxYr4DpWPPHlUhw+f2OsqA5JKd74/eKVdGw85KRVSjmkZF6LFWP7tBF9voym0mMF/3figA7i2qZDZ/G/eetFs/bijdGfun0ABrS/dqKDBAa/lyG89dZb6Nq1K0JDQxEXF4cxY8bgxInSxwuTIKcp2VTwRhIkzSgxqxs0t7gY9icHFO0gKVs7X5MszoPhbjLAtC+wh8VVIEk7DlLkR4Dc1pzRp8T7b38eeRykyK956dR1QyT57kchmthLiia2pFTm/YDlUsl1WZLAMh8CK1zl++0kQYNiRfUxsqltYgpneHPu0S1ailndRjRt7nTYH7+dJ6XaxDk/2IjTh7gdwsDXs/dyckAPdahIt7Vqg09vHonW9ibwvhSr15f4LL4bNQ4ahUJ8xg78YJAP8/vk5pFoGh2NtefO4J5li8QwzOJ4L7H7/1qClWdO+Xw7SfCgWFF9DOvSzOX9PJl9c7cWYla3oZ2bOR32x2/nSamW9ZzHithwvdsYwKtweGVOdY0Vo3q0wtuzRqJ5vO9jRUz4tVgRGx6Cjx8aA7VSYZsFvFis4DMM/veeEWhUKxobD53F418sQVKxpBSXnJaNJ79cin/2n/b5dpIgT0xt2LABDz30ELZv347Vq1fDZDJh2LBhyMtz12OIBAtmzYM1510g7zMXS8ltw7Z0t4ufpLAXAHmDUr6iMkAWCSnifddPqhnlptk3f76abnpeVWHyhraZ8CQNpOg5gLKvD1ceCqh7l7hFUneHFPsPpJCnAFUvQNUDUshDkGLXQtIMEzMospzX7Utf/7nZfmbZb4AxT4d5kqqGYkXVl2c04n9bNuGTndf6dJSWJOIJqYmtbRWzL/cfhIYRkTcM4eI/R2l1+Gi46xMiY1q0dNnAlT9fDX2Iy55XVVmjiEg0i4qGRqHEb7dNQr969X227jCVCn3r8Th/TY+68dg4bRae6d0HveProWfdeDzSrQc2TJuF4Y2bigM+XinlPFJA3O/p0B1S9VCsqPryC434ZPFmfLN8p9NleLIpKlSLsb1tseKZCQNRLy6yRCLDESsiQrR4cyY/Ie7cLd1bOB3G53i+uPAQlz2vqrL6NSLFTHgalQLfPjEBvVr6LlaEaFXoed36ujSLx5//mYlHxvRG9xb10LV5PO65pTv+fGMmBnVoIoZx/m/uOhEYnMUKfj/FisDi96F8f//9d4mff/jhB1E5tWfPHvTr1++G5Q0Gg7g4ZGfbZlDgCS2Ffdphfr26cbzmQHvtzJoPlnEPYOZVcPwPxevLbu19oOQNIIV+CMmiByz8NYSAhf0GFPwBVrAAsFy2J6n47sQKZHwASXcHJFU7J6+9Bqyq6UD+L6VslYyXC4llYE4LhF+DcjFb1CX+94h6FGRms2gSzzIfByx8iMb1jw/hk7V6v0HqvpCZ+edqKiVhNc12ceBfCasJzLgfzHAVgKupXTMg5e+ApOoa8N/7ylBRrz1Q30uKFb4RqL8z+UYjZixdiONpqSL5oL7u4MHRMZAnoT6+eST0coV4DSEKBeaNm4B5Rw/hjyNHkJyXIw40eLLJYjbh/S0bcWf7jmhfo2apr72GVoeZ7Tvi54P7b9gmnoziCZmaOi3S8nKhCPLklOM9vf69dWV002Ywm82iOunhFX+KGQqvf3yoUoUck9Hr7ekXXw+S1QrTdUmkUIUSM9p1FJfi+OfGe0pdzcmBysVryMjLw/aLF9CtTt0Sjy3+f3VCsYKOKwLpe1NeBQYjHvl0MU4l2mKFSn5drJBsjczr14jA2zNHQKeSi9egVyvw/ZO3iUbay7YexZXMnKL+ghaLGZ8v2YQJ/TugTYPSY0VsmA5TB3XAvA28/ceNlVIapQKx4VqkZ+dCft02BRvHe3r9e+vKLV1ssYJXJ/3ft3/h3JWMGx4folEht9D7WNGrZTw/oITJVDJWhKgVmDqwg7gUxz+3Q6KnVA6ULl5DZk4edh+/iE5N65R4bPH/qxNTABxXSKwy5nr0wunTp9G0aVMcOnQIbdq0ueH+V155Ba+++uoNt//666/Q6XSVtJWEEFI15efnY8qUKcjKykJYmAd94fyEYgUhhPgPxQpCCCG+jBUBlZiyWq0YNWoUMjMzsXnz5lKXKa1iKj4+HqmpqdBqtWI44NChQ6FUKlGd8GxkoL12MTwrdShgzXCxlAxSyMOQ9NNKX4dxF1jGfS4eL8EcPhdr/jlZ4rVbr44FrM6nCBfVQOEvAFn/h2DHK6XW7H8RQzq8DoU8AJorKlpBxocHesFq2AxkPup2OSnyc0iqHgH9va8sFfXa+T41JiYmoBNTFCvKLhB/Z/hZ74E/fYeMggKny/AqqEe79cSMjp1LvX9n4iXMWrbI6eP5OdMF4yfi5K7dJV77qN9+xvks55NdhKpUeKn/QDy9eiWCHa90ejW+EV5OOAtDAPzp1zo2Dr+Nn+jVYzZdOI+HVvBZdF37auQYMQwwkL/3lYViBR1XBNL3pjz48KwxL89GRq7zWMGroO4b0QNTB3cq9f69pxLx2OeLXTwe+OGpCTi+f1eJ1z7lzTlIuJrlcrjZ0xMG4OUfg78fKq90enJQA7z3z3kYLf6PFbxnFR8e6I1tR8/jmW/+crvcB/ePQpfmFCsCJVYE1Bgm3mvq8OHDTpNSnFqtFpfr8TfQ8SYWv17dBNJrZ9ZsMNllN53MeI+n05A52WZr7hxAYXYxQ58cyHuNz+cDefZdkOvaA1INyGUn3TyvATD+Cuj7Aoa1bvpRBQeelFIq/J2YkgO6Nk4/T2eshvOA223XQtL1hCQpAvp7X9l8/dqD4X2kWFF+gfQ7k20oxOX8fLiNFFmZTrf5p8MH+DyrTmfo48PyXt60HlM1IZi65A90qF0XNfQ6nMh0deLEdjJszuFD6N+wMVafPV0FIgVEUsrfiSn+ebStVdvr7+C5nGy3265VKNCrfgPRMD2Qv/eVjWJF6ei4onK/N+WRk1+IK1luYoUMOHfFeayYu/EgeK7F2Qx9fFje2/PWY0wzPe77aCHaNqqDuAg9zlx2PVt3eq4B8zcdRq82jbDh4BkxnDDY8aSUvxNTojF9A+9jxcXUbLfbzvthdW3ZAAr+pQng7311ihUBk5h6+OGH8eeff2Ljxo2oW/daXwASxCR1sc4gThcSy7GC5WDGLSIBJSnbA5pbIclC7LPmuWp4bQHMh21XeR+r/CNuli/GtAuIWgjI44H83wBU/Wm/K54Vkm6y9w8z8uSgGxKffaNidlmM8fHPMkhSNW2GH0QoVlQ9arnCfaSQJKjlcvx18gQ2J1wQ03J3qFkLo5u3RIhKhb3JyU6TUhy/71DKFaBeCI6npuJwaqrL5YvbmZSIJROnIj48HL8cOoBCM0+BkfJWyU1p097rx605634WJaVcXmpSyhdMFott5qcKWj/xHYoVVY9KzMJm6yHlnASVUo5Ve05gx7GLIla0bVATN3drCb1GhYNnk5wmpRxVWccupGBMs4aij9WxS6niNk/waqxf/m8K6saEY/7GgzCYKFaUF3/vb+vXzuvHbTjAe+d6ECtKSUr5AsWKsvF7YoqPJHzkkUewaNEirF+/Hg0bNvT3JhEfkXjCST0AMGx0kSwyA4bVYAW/27+ODKxgIZDzPyDi0zLMmuflrG1530AW+RFYyCNgaZMBC2/STrzHPycLpLCXICmaeP9wq/Oy7GtkPh9qioJFYPk/2JvzS2B8tkD9LEhqX85SSHyBYkXVpVYoMLBBI2y4cM5psogfXKw8cxq/Hj4okg78+7Dg2BG8vXkjvhgxyuuZkDxNSjl8tWcXPr3lVjGccOIfv4sm7aRslVL8vX9lwGA0jY72+vEFHjRRlUSa07dJNP5dm71/j0hq8rXzYYL3du6GfvVLzipI/I9iRdWlVirQp01DbD1y3mlyic+ytm7/GSzYdMieQGZYtu0oPly0Ge/dO9LrpLKnSSmH2at24X/3jMS9I3pg5nvzRHKLeI/HdP4ZPztpEBrVKkOsMHoQK3zco55/V5ZtP4pf/9krPne+ej5M8O5hXdCrFcUKT8gCYUjGnDlzRPPy0NBQXL58WVwKXPSaIMFD0t9vPw8uOfn6KQCrozy22JA9xmfzuw9Q8jHiFVjFYtwMqzUHLPNJSkqVmQSoB0KK+gWSbmrZVqFs4+ZzlgHKlvDlH64s63mw7OcA80nHrYBxJ1jGTLC8H332XMQ3KFZUbQ927e4yUihlMmQWFhQlqRyJpXyTCfcsW4TOteqIpEdF2XTxPHIMBvxr1XJKSpUR/3QGNWyE38dPxJ3tSs6i5Kk2NWq6/Jx5NVOr2Fj4MlY8u2aluJxItR1g8m/ejsRLmLZkAWbv3+uz5yK+QbGiaptxUzdRMVVqrJB4WwsZsvIKipJUjgQWn83vsc+XoH2j2l6fyPDG9qMXkFtgwAuz/6akVBnxXXzfto3w7RO3Y0J/7ytruVb1eFsXF7FCJqFZ3Tj4Mla8+vMqcTmddC1W7Dl1CQ9/skgkq0gQJKa++OIL0QxrwIABqFWrVtFl7ty5/t404gOSqiOkiI8BSWu/RXEtASHjQzad9Y9i9tsdyYoKCiIsB8iYBRjXV8z6qwTJTU+pOyETTcm7lv0ZdJPcVLvxIYJ3wGcKVwCFC+0/FD8bZtsGlvMmmNl9GTCpPBQrqrZOtWrjs1tuhdbei4BXRckl258o8eERMBVLRhXHwESiypGsqKjDjRyjEdOXLMC6c7RfKFOkkCTc3b6jaErerU7Z2zVMbdPOZbUbr266q31H+MryUydFtdQNkcK+DW9sXIezGek+ez5SfhQrqjaeWPrfvSOhUdljhVxWVAVVJyYCZsu1ZFRx/FeWJ6p4QqIiY0VuoVEkIjYdoljhjKtzSDyZNGlAB7x//yh0alr2WMGH/7kbsjlpYNlOkJRm9d6TolqKKx6iHBV3783fgPOXKVYEfGJKVC6Ucpk2rfRZ2kjwkTTDIMVuhhT2GsD7D+lnQIqaCyji3YQGC2DcBiniA3uCqoK+rqKPVRXoUlhhmO97Sl1HUraEFPIv+0/FP2f790MzHlAP9Xh9zHLFNqOj6YhtyN719+fPcfN9koHl8+GlJFBQrKj6hjduiu0z78d/Bg3F1LbtMbNTZ/xx+2TEh4W7jhSMYduli/joJtswDV41UxH2Xk6mSFHWSMGY+EzLq2VsHJ7s2UdcL/45O67d3qoNhjXyfDj5ldxcMaPj4ZQrYhuv99PBfS6/T/w+3neMBA6KFVXfoA5NsOq/9+LfUwbjtr7tcMeQTpj99ETUiQ5zmfTgiYpdJxLw1sxbKjRWHDxHscIVVyPp+X74tn7ljxXN6sbioVG9b4wV9quje7XGwPaNPV7f1cxcUf107OKVUod3zl1/wHWskEn4Y9NB715ENeT3HlOkehCNzHWTShxcMFbgQULIAElzExDbASx/rq1hOU9SMTNg2u2jhBJPUNyYvCCu8EShVSQbJYXnO3ZXpJAHAEVTsLxv7MlCvodqAkk3HdCOF82P3WHmS6LaqcRMi7JaQMhjkHTjri1oPurmM7cAJntTfUJIpeGNzCe3KdnotMBscrunLzRbcEvTZuhYsxZ+P3JQJBt4xZWFWbEr8ZJP9vAUKbzHK6X4gQZPNjaO8r5PSGke6todzaKi8dXeXdibnCRuaxodgxkdOonElCex4lJ2Fl7fuA5rzp4p+m7VDg3F49174bZWfGi5zdGrKaUmrIonRXlSixBSuXgj8/F9r4sVJrPb2fAMZguGdGqGtg1rYeHmQ6Jhua2fkRV7Tyf6ZDY9XpTlZWuqao9/Bjzh8+8pQ9CwZpRP3o+ZN3dD49rR+HHVLhw4myxu4/2qpg7uhNE9W3sUK5LSsvDu/A0lZlqsGRmK+2/tiVE9WxctdyLBTazgTfUvpvjiZVVplJgi/qNsBZgOuBjCJQMUzcU1SV4TUuhjJRMQqUO9b3ZeKkpKeU3RCgh9FpK6G3xJ0gwRF8aMtsSXpPH4scySDJZ+u71nWfE62mSw7P8DWAYk/Uz7jSrencbVlvCNKfsLIYT4TOvYOOy/7HzWPX6WskVMjLheKzQU/+phO0vqSEAM/PE7d9M4eYQiRdk+u+f69kf3OrxC2neGNm4iLgazWQzn1Cg8n446KScbY+f+KnqWFf9WJOXk4Jk1K5FZWIhZnboUzdoEFw3X+WGNRkF/ShMSCFrEx+HwuWSnQ7h4rGha2xYrakSG4oFbe5VIQIx+abbXE2OUhpJS3mseH4cnxvcr1/C90gxo31hcjCaz+Fw0Ks/315fTc3DXf38XPcuKfy0uZ+TglZ9WISuvEHcO6SxuUyrkgMFNrPDiuasrvw/lI9WXpJ1c5r5CkqIupPB37V/hCmyOTkpnPgRk3AHr5bawZj4NZjrmuqzesAXWjPthTekFa8oAWLN5D6cLTh8jSSqvklLieXI+tielSv9OsZz3wCxpth80Q91+byTNYK+enxBSMaa0be+2r5CzZtp1w8LxwfBbxAFJRTZHJ6U7mHIFkxfMQ8vPPsSTq1bg2NUUl7GCN5nnzey7f/sF+s7+RlQ1nc/McDmjozdJKe6jHVtFUsrZd+p/WzchNd924oIPC3T3vRnixdBBQkjFua1vW9d9hRjDxAGlDxOrHR2ON6bfLIZcVWRzdFK6oxeuYNb789HzkY/x4g9/4+Slqy5jxfZjF/D450sw9NmvMOLf3+Ld+etxMcUxmdaNVEqF14mhr/7cJpJSzr5TnyzajPRsW6wY2KGJ2+9N/3a+GWFSlVFiiviNpGwKKeRJF32FRgKaW5w/XjsCUvRSQDuqYjeUuGAACpeCpY2DNX8JmGEzmGEbmNW2o7aaE8AyHwHLmA4Y1gPWVMCaBOT/DJY6QizvC4wViu1wl+hE4RJxTdJNs3/PSgsickAWBWhG+2TbCCHl0yw6Bk/3ct5XaFSzFhjZrIXTx/P7/ppyF8a2aEUfhZ8YLBYsPn4Uo36fg0XHjmLThfPYmnBRzKrIJWRl4qHly3D3YluD+av5+UjMycZPB/bhpl9+FMv7QqHJhMXHj7lNdPJt5WZ07CyGe5QaKSQJUVodfa8ICRCNa8fgkTGl9BWy/39T1+YY1tk2EqM0w7s0x+/P34FbuvtuFmjiHT7UcvmOY5j61i/i/21HL2Dn8YsosFcjJaZm4umv/8SDHy/E5sNnkZadj+T0HMxdvx+3v/6TWN4XCo0mLN95zG2iky/DTR3U0Wms4MnOyFAdRtD3yi2qKSN+JYXcBygageV9e62vkLweJD3vKzQJkn1WJqePVzaDLOxFPncOpNBngILXK2fDyY0zKGY/XWxYhAZMCgXYVScDYXgCyQqW8RAQtwGSLKJ876iFz3ThvITWRgZmSbSlo5RNgYjPwDL58FBDsSSVRSSlpMjZtr5ohJCA8ECX7mgcGYWv9+zG3su2vkL1IyIwo0NnUVHlrolt8+gYvNR/EJYvX47n+vTHK5toJla/RArG8OTqFUW38WFwYSo1UvLzSo8UjMFqseD+v5Zgy4x7EaFxzPBbNumFBWKGR1f4d4knxRxJ0S9HjMbDK5aJYYMiUkiS2K5onQ4/jrlN9EUjhASG6cO7oUGNKPy4ejcO2vsKxcdFYOqgTqInlWNWPmea1InBMxMGiljx+Ph++N+8DZW05aRErLAyvPDD30W3qVUKhGrVSM0qFiuK5Yz48lZmwZNfLcWKN+9BuL587TgycwtgsriJFTIJSWnZRUnR9+67Fc9+85eIFbDHCt43KypUh88fGSf6ohHXKDFF/E7SDBUX0QydWQBJ71FDuhvWw5urq/RgOR8A1gpoRipF2itpBgO8QTfNz+RCIcCrmFziEaUQKFgE8ERkechC7YklV70BWIkEmKQZCMRtAgoWgoleZwpI6j6A5mZIkrp820MI8blhjZuKS4HJJBIDeqWyTLGCN1fXazR4d+tmXMnL9fl2Rmq0iNZqxRCvr/bspEjhQqHZLC5uI4XZjAXHjmJmR1s/j7IKVavdRwrGEKG5dlAzqGEjbJtxH/44dgQHLieL2bz61Wsgmu3zoYSEkMDCh1XxS4HRJBIDOnXZYsX4Pm2h16jx2dKtSMn0fayI0GsRGaoVPZB+WLmLYoULBqNZXFzhhbAGkxnLth/FHYM7leuzCdF6FiuKJ8D6tm2Ev9+6B0u3HxW9zuRyGXq2qo+hnZpBraRY4Ql6l0jAkCRt6SOrvFmHdpxtCJbpIJglATDuBwwrAKu9t1B51h2zDJI8Tly3WpKAwuXUDtcHmHGPrUKuPJ8NT0yp+gHGzS6G81kAza3XPS5cJMWomwAhwUOr9K6nUGnGt2yNMc1b4sCVy2IY2b7Lyfjr1EmkFbiaFMEzK6behTh9SFGj7T9PnXA5Ww/xzO6kxPInplRq9K/fUPSycjacj98+qnnJoTzhGk25n5sQUrm0qvLHilt7thZD+w6fv4zE1GwcOpuE1XtPIj2HzyxePnNfvAOx4bZYkZyejVW7T1Ks8IH9pxN9kpjq1boBth27IJKbpeFVWjd3K9lGIEyvKfdzV2fUY4pUOZIkh6TqCJl2FGThL0EWtw1S3HZAd3c5VhpalJQSP4a9BigdzXbp16h8fPP+SaGP2tdV2vokQDMekqKBT56LEBL8eOVLp1q1MbpFK7wyYDB23fMAds16ANM7lP2PylCVqigpxb0xaCg61qwlrrsbbkhc89X793iPXmJdpa2P33J7qzZoGBFJHwchpChWtG9UG7d0a4FnJw3Cmv/dj7X/uw9TBnUs8zsUolUVJaW4f08ZgnaNKFb4grvhmp564NaeopdgqbFCAkb3ao16cRQrfImOqEm1IPEheCFP8Ak9y7YClgNmOlVsfSGQouZAivgUUA0AEOu7ja1WGCR1D9s1azqsOR/aZu673ML2f84H4nZPSMq2kCK/A2SxxXZvPJjIAO0USOGvVeDrIIRUBbxv0FM9e0MlL9tsrzlGI06mpRb9zPsP/TZ+Ir4YMQoD6zdEnE7nw62tPvj56p5148X19IJ8vL9ti5i5r8kn74v/39u2GWn2mfTcaVejJn4YPR6xOr34mR90iEghSbijXQe8MXBIhb4WQkjw482sHxrVG0pF2WJFboERZ5KuxQref+jrf92Od++7FX3aNEB0GMWKsuCFsF2b2WJFRm4BPl+6Vczc1+XBD8X/ny3Zgowcz2JFq/o18ekj4xATfl2skEm4vV97PD+FZu/2NRrKR6oNqXAJmNsG2S6YDgG8abZjfZIC0AwDM2wF8A+Ck7sR1BVJxrvfA5pRYJZksLSJgJVPJW5vNshn8Mv7Coz3oIqeC0luO5Pkikhyxa63Dekzn+GNxwD1YEhyShwSQjyz+MRxGC2uZvh07eCVy6JptoNCJsPwxk2x5eIFrD1/Nig/Bp7mt/rruSVJJPjGtGglhkbeNv83pOTlFQ154TP4fbF7JxYcO4I/bp+M2qFhbtfZM74eNk+/B5suXsDp9DToVSoMadgYsXrbAQghhLjDZ2QzmcseK45cuCKaZjso5DIM6tAEO45dwMZD54LyA+CVRP4auc5jhV6rEkMvL6fnYPo7v+Nqdl7RUDw+g9/sVbvw5/ajmP30JNSM4v1pXevaPB5//Wcmth+9gHOX06FVK9G/XeOiZBXxLUpMkWqBMQtY7qflW4c1Cyz7VaBgKcByAXldQDUEKPgVQUveHLAc98MTSyJpJEV+K6rPrOkPA9arpRz6WMXtLOs5SFE/eLZmSQ6o+9suhBDiBYvVio928JMNZZdlKMTL69di8fFjyDUaUDcsHMMbN8GcQ3ySheDULCYWx1OLz7JaeadOdEolZo8aJ5JTD/61BFeLJaUc+M/89mfXrMTPY2/3eHjOgAYNxYUQQryNFV//tb1cb1p2XiHe/v0fLN95HHmFBtSODsfA9o0xf+PBoP0wmtaOwcnEa5VglRkreNLok4fGiuqzp75ahtRiSSkH/jO//dWfV+GLx8Z7HCt6t2koLqRiUWKKVA+mw/ZqnLKSAbkfAjBea67Nm6sXzEZwCoEU8T8weR0gbXTlPrUUaWt2rr0dkjwazHwBMLo6ELSI+5n5PPWIIoRUqMMpV0Q1TnnO2L6/bSuMFnNRc+2E7Cx8u28PghHvmfXu0JtRJywMI3/7uVKfO0qjxYyOnTGhdVvE6HQ4n5mBzQkXnS7P3+8tCRdxLjODekQRQirUsYspuJpVvljxxbKtMJotook2l5iahTlr9yIYhWhUeG3aTagVFYrJb/5Sqc8dEcIbjnfGmF5tEBWmw8WUTOw47iJWWJm4/2JKBvWICjCUmCLVA8sv5yAGNZ+stArNwmcAM58GLIn8XICLmex8TDUYUuQntmGQDqYjnicXqXk5IaQC5ZlM5TrQUMvlMFjMVWZmJYPZjFPpabiUky2awDqbyc7XhjZsjM9GjBLDIB2OpKR4nFyk5uWEkIqUX8hPVJcjVijlMJgsVSpWnElORVJaNuQyqSjZVtH6t2uEd+69VQyDdDiecMWjxx67kEKJqQBDiSkScJglESx/LmDiwx5UkPiQLO0YMeSrzOuU1/Oin5IjUWPvqqFoDpiPoWox2SvAKikg8l5Sof+GTFdK2azkWUN6Zk0TnyAhhHCJ2dn47fBB7L+SDJVMLoZkjW3RCqFqfiKhbOqFR3geKeyJGkf/pRbRMTjqh+FuFcloteL97VvAKungKUSpwgv9BmJC6zY33KcsduDhiqdN0Akh1QNPlizcfAiHzydDpZCjd+uGGNG9JUK0ZY8VdWO9iBX2RA2fLI7na5rUicHJS1UrVpjMVnyxdFulxQq9Romnbh+A0b1KixWeNaRPz6VYEWgoMUUCCitYCJb1vP0n/qe+BGbcCOR+AkTNhqRs5fm6LFeBggVgxj2Acaeb8CEDZDUB3WQg70eA8fHRVkAeD8jqAjhRhaqlHCr49cjqAbqJkHjDeFWfklVSxam6iQSkbZikC7mfgWluhiSPq5DNJYQED97o+v/WrBR7dX7GmR8gbLhwTvSH+mnMbWgdV8PjdfHeRPOPHsae5ERsv5TgOlJIEmqFhGJKm3aYfWAvUvPzxZ40Pixc9JLifZiqXKSo4AONeuHhmNy6HZrFxKBvvQYlqqSK614nXsyW6K4x/cc7t+GWps0Qpy/7ySxCSNWwbNsRvDpntTgEcMSKLYfP46s/t+Hzx8ajRbznf1OmZuVh6bYj2H8mCXtOuo8VNSJDML5vO/y2bp9ovM2TUnViwlAnOgynE6+Kn6uSio4VdWPDMa5PWzSpHYMeLeuXqJIqrnPTumK2RHeN6XmPsCGdmiI2nGJFoKDEFAkYzLhPNLkumUCyX2dZYOnTgdi1HlVOsfxfwLLfsCdf3O0oeWadN8weAOS+Z6+UsuND3XgvKeI1KeIdSKqO7peThYNpJwIFbvqXsByw/J8hhT5JnwYh1dje5CQ8s/rv0iIFsgwG3L14AdZPmyWaZbvz88H9eG3DP+IPareRQpKKGma/s22zOPAoXr3Fe0kR770/7BZ0qlXb7XLhGg0mt2mHHw/sc7lcjsEglnm6V1/6OAipxg6cTcIrP68qMUuc42p2vgEPfrwQy16fIZpluzNvwwG8M2+daJ7tNlbIJMhkMvRp0xCfLtlSIlYkp2UjMTW7rC+pWnt92k1o38h9rAjTazC+T1v8vn6/y+VyCgz4fd1+PDKmjw+3kpSHZ3XRhFQClvedi6+kFWAZQOEy9+spXGObPU8Mx/Mge69oBYS/U2x2veLnu6vaue9KIqsDKNt7vLgU9iwguTtrZQEKFpV70wghwe3bvbtL/KFfHE8wpRcWYMkJ98OvV585LWbP48PxPDnP2zo2Du8Puxm/2GfXK3522FpZw6KrmDqhoehQs5bHyz/Xpz/i9K6n6eaf58JjR32wdYSQYPbzmj0uY0VmbgFW7HQfK9YfOCNmz+PD8TzZ0zePj8N/pt1UNLteiVhBoaJMeFP1tg08jxX/Gt8PMeGuYwVPMv65nWJFIKHEFAkcho1umnBLYGIZ11ju5158tSVAXhMw8aF+no1JJh5g2WCmfW7HmvP7eaUcChYCMtcBRLDSWSZCqrv1F865bMIthvWdP+d2PZ/u2u70oKW0ddYMCcWOxEuicor4RrbBgD1JiR7FCl4px4dw6pXuqxuyDIX0ERFSzfEhe66acPNd+ZYj592u55vl3sWKGhEh2H3qkqicIr7Bq5sOnPUsVvBKOT7kUq9238OWV86RwEFD+UgAcTczHAOYyX1fKfNhL56TrzMbMKV48PyOpuiVOItdsGI5QPpkMOjAeJ8p/SxI8tiSi5iOgmU+BVhOe5FEdF/CSwip2ixW15Ws/M9Wk5tleF+pQymezdzjWGe20YCUK3luZ6ZzNEWvzFnsglWO0YiJC+ZCr1RiUpt2uLdTV8ReVxF19GoKHl+5HKfT0zxaJz8UrBMaVkFbTAgJFlZ3sYIBZovVbV+pYxc9mxFUrNOeRLmaled2ZjqZTBJVO5U5i12wyi0wYuZ786FTK0WfqbuGdrmhIupEQgr+PXsFzianexwrakdTrAgkVDFFAoeyjZuvpAxQtnO9Dlbg5ZPKAXljQPJkZg4loOxmm6VP1QuQ+TtJ4sWZGEUPQFbf9+t1Kx/I/wksbYyYbdGBmc+DpU8FLO6rGkpsGW9OTwip1trG1XR59prf175GTZfrKDC7PslxPZ5kahwZBbXCfWWtUiZH9zp10SImFr3j66F2SCj8yZs9es86dVE/PMLn63Unz2TCD/v34tbffhb9uhzOZWZg4h9zcS7DswMNhyltPR9KTgipmlrWr+E2VrRu4DpWFBq9jBUyCQ1rRkGtdF/7wWeP4426+Sx93VvUE8PV/MmbfXqXZnURHxvu8/W6k28wiWbyU976Rcy26HAxJQMz35uH81cyvFrf+L5tfbh1pLwoMUUChqS7201PJxkk3QTXK+HD8iRvZlewiHVK6iEe7DoLbUP+zEcB4za+wfCNMg4hlEUDyo6e7fKVzQDrZffL8Sbkyi6AFOnDUGIBrOlgWS8U3cJyv+TNwLyoPJPZeoG5+/wJIVXe9A6dXM7+ww82JrVx/cdmDX2IR83RHXjlE2+8PbRRE/eRwmIWQ/6OXE3B1oSL0CndDyfwRFmHEEbrdOhUs7ZHe/TmMTG4nJvjdjn+XnStXReRGo3vIgVjSCvIx3P/rCq67fNdO1BoNnlceSYONGPjMKk1HWwQUt1NGdTRbazg1TeuxEWEeNQc3YFXPvF1Dmjf2O2+0WAyY8+pSziRcBU7j1+EVuWjWFHGIYRRYTq0b1TLo31649oxuJKR63a5cX3bomOTOojQa8TQSV/g73FGTj7e+GV10W3frdgp3k9egeYJ/tnzGRnHuvn8SeWixBQJHJqbAe3kUr6aPHEjgxT+P0g88eSCJKlsyRW3X2373lE3k3ddBxPPofPiV4J5MQTNCUVrSFFzAPVgQIqyXTwms1VsKVp6lkAqXMdDoJuF5JDkNSCL/gVSBJ+dkPlw92EBjFvAzBfB+HBM0cTe06QU/0wnQIr6GZKk9eI5CSFV0S1NmxVVxBQ/G84TN/znd4feJPpBuaJWKERyxV2yx3HvPR07I9dohEImiUSTF5ECp72s9rlem9g4/DZuAoY0aoworRZRGs/3g/z94MPaWsbGQvLgqOCfc+dgsLjeNyskmUjs/X7bRHw4fIT7SOHF0QhPQG2+eAEXMjNhsliw9MQxj5NSKrkcE1u3xS/jJkDro2QgISR4De3UDLf1bXdjrOCz5kkSXps2XCSeXFEpFSLRxIfdueK4984hnZBXaBTPoVUrPU7G8L3c2cvlixUt68Xhm3/djv7tGiMyRCsunuLxoVZUGJrV9SxWbD50Fkaz61jBZ7GNCw/Bt09OwH9m3FJidsRyxworw/ZjF5Fw1RYr/t513OPhkCqFHGP7tMFX/7rNZ8lA4hvUY4oEDLEjDHsFUPcEy/sJMB0CJAWgHghJPw2Su2F8jvWEPARm3AKYTzqvwJLXBdQ3AYZVYPl8NsDr8cMOvoOrwDHflouQVN3ExcGa+SxQuMSD2QCtgPkgoJsGYIH752IJHmwQf632s0J8qCKvUDKfcJ5AkmIA5vm4e8F8HJDx0l93pdEyQNUXUsgDgKIpJJl/y5sJIYEVK14fMBi96tbDjwf24uCVy2L43MCGjTCjY2e3w/gcHu7aQyRBTqSlOj2rXjcsXCTCVp4+hW/27fFHpMCFrCx0rxsvLg5Pr/4bi44fdVkNwPH7D1y5jOkdOuOPw7YZoly5mJ3ldhk+AyFPAnG969UXFUrHU686TSDFaHVIyc+DN46nXUWERuO2Vxh///vVb4iHunVH06gYhKk9GZZPCKkuseK5yYPQrUU8flu3H0cvXIZCLkefNg1xx+BObofxOdxzS3fsOH4RpxOdx4raMeEY0qkp1u07jZ/X7L1xWyo4TnA8SdO5WV1xcXj5x5X4a8cxt7GCNw0/fP6yqDJbsuWQ2+dKLDaMzuk6eaywD3/nQxV5hdKpxKtOE0jRYTrRm8sbpxJTEa7TwOSmVxjPK/Zs1QCzbu6ORrWjEaqlWBGIKDFFAi85pbkJkuamsq9DFgJE/QqW9x2Q/yvAMuyJjgGAdjQkZRswPrtbOq+sMpe+EnlDwHK+Ypucl9IPSwp/DYwPcTOs8GwdiiZePCH/E97VjtsKqAfYtkOSAZHfgmXMsg1dFLsKZn+8Agh5FMjlVVVe4r28JD3AK59c9gOTAGUrSKpO3j8HIaRaxAqeMOKXsgpVqzH3tkn4Zu8u/HLwANILC8QZ24ENGmJsi1ailxWf3e32+b85TZA0iorCuYyMCm1yXlo/rDcGDhFD3P46xU/AuNcsyvOKXP4euDqI4ffxJKBj2e9Hj8OMJQvF0EWFTGabbZXZqhIe794b72zbBG+p5QroVSroFErku+gHxr8HrePi0LlWHa+fgxBS9fF9xJBOzcSlrEK0anz35AT8tHo35m88iMxcW6zgCa4RPVqiVb0ayM4vxPR35jptpt6gZpTog1SRTc4LDTce0zw/ZTAKTWas3uNZrGhUK9p3scLKxHsklpVJ+OThMXjk08U4npAiqqn4cQV/O3gl8v239sQni7fAW7zvo06jEpVPBS76gfHvAU+MtW/s7/7AxBVKTJEqiSenpNDHwEIe4Q2NAImPbb42Rpylz7InnZwkaixnK/7chqzkLHWcJKkhRX4Ea05jIO9TNyvgSR5vfoVdJaXkokpKUjazzZaXPxcwnwZkNQBdb8DKz6KbxP3QjgXL+9H72Ql5MkrZBZKkANOOB/J/c/F4CyTtOC9eGyGEeI/3mfpXj954rHsv5BoNIiHCh/k5vLRkDcxWq9M/vs+kp1f4WfBYXcmZhzi+jZ/cfCsaR27Fxzu3uXy8Wi63HwR4xtWBBh/62Du+PppHx+BIyhX8duQQTqeliaF9vHoqq7BQvF/8/nEtW2H2/r1ez06oVSjRtXYdkeS6rVVr/HLogNPH89vHt2zt8boJIaQseJ+pB27thftG9EReoUE0N+fD/Bze/vQfl7Hi/OWKjxXXz1LH8e3876wRoiH7139td/l4tVIu9rs+iRUyCd1a1BON3XkiauGmQzh7OQ2xEXp0b9kF2XmFIonH7x/ZoxV+XbvX69kJeTKK969SyGUY1as1/th4wOnj+e239qRYEegoMUWqNFH5I5WcCpRZ0wEjP4PraudXCdO2uuiXJOlngeV96byiSzDYq448DSJqQD8NyPuqWFLJ/r+yLRD+Hqw57wB53xS7XwYY1wHyBpCifirq8cWsvArNyy6GurshyWxBU9LfB1b4NyDWU0pySjcDksLTWQQJIaR8+JnfMLWmxG3pBfnYeOG8vyOFy+bp93buii9273A55I33jOJVV57279DI5ZjesTO+2L2zKKnk+L9djZr4cPgteHvLRny9Z1fR7TwK/XP+LBpEROLXcbcX9fhKLyiwVUJ7kZjize15tRT3QJfuWHH6lPgsSktOzerYWTwnIYRUBl75E6orGSsycguw9Yj/Y4VG5fyw/u6hXfD93zudVnRxBpNFzELorp9W8UTWlEGdMHvlrqKkkuP/1vVr4s3pN+OjRZvw46rdRbfzcLDp0DnUi4vA1/+6vajHV2ZeASQvBzxOHtRRVEtxM4Z3xZq9J0U1W2nJqTuHdBbPSQIbJaZI9SOSIb4OEbziaACgbOlBpZOdxTZLHjOdBCyJgCwSULazJ9PU9uSQq8SUTPTIgrqPZ8+n6gRZ6JNg2tFg+fNFjyuetJO0IwBVH6BgIZhISomNs/9vD2CWBLCM+4HoReIgQ5LX4gW48JiyB6SQx4p+5E3WETUPLPuVkklCKRxSyH22pvSEEOJHGQUFvo8UkoRBDRuhZUyc20onh+Qc2yx5vBfWpews0fy8fc1aItHEq6HcJZx40mjlmdPoV6+BR6GvU+06eLpXX4xp3grzjh7CxaxMkbQb2bQ5+tZvgD+OHhZJKc6RLHJEg4SsTNyzbDGWTrpDxIraoWFue5sU16NuPP7Vo1fRzzVCQrBgwmS8uG5NiSRhuFqDB7p0wz2duni8bkIIqQg8GeLzWCGT0LdNIzSLj3Vb6eSQkmmbJY/3wkpKz0aEXos2DWqKRJNKKRfxx+VRhQSs3X8aPVs28Oj52jeqjUfG9MGI7i2xeMthXErNEr2bhnVpjp4t62Pp9iMiKcU5kkWOcJCYmoXHP1+CX56bImJFzUjvYkWXZvF44NaeRT/HRoTgx2cm4a3f/imRJAzTqTF9eDfcNbSzx+sm/kOJKVL9yGI86LfkLQukkJmAsj1YwVzAetWjR1lTxwLmI8W2rTYQ+jSg7ufBLHoSYE4CFC0820RFM9H7A5arkORx9gbw/SEp6tl6gohKKmdnKyy2XlOm3YCqqxjOh9yPPHtefg5EMwSSJC95q6IupKhvwXhSjg8bhAZQdSwx5JIQQvwlRqd320PDWzyRM6tTF3SoUQu/HT6Iq540BZeAUb/9jMNXr002wWfae7Z3X9H4290sevyP/qTsbLSIiQGuup/1qXlUjIgJfNv4EL34sHAMaNAQ9cIjxO1f7tnpPFIwJnpN7UpKRLc6dTGuRSt8sN2zviF8ncMaNblh2CFvQD979HgkZmfjVHoaNAoFOtasVWLIJSGE+Et0qM73scLKcOfQzmjTsCYWbDqItOx8jx439c1fcCzhWqyoFRWKR8f2Ra/WDWBwM4seL2e6nJ6N5nWjAWua2+dqUtsWK1Kz8kRiiDeA79O6AerG2mLFDyt3OY8VViaG+O09nYjOTetiZI+W+GLZVo9eIz8XM7B94xtiRe3ocHzy8FgkpWXjXHIa1CoF2jWsVWLIJQls9EmRakeShYOphwCGtb5rbq6dDCg724YsRH4BljYFgNHFA/jOtBAwHyt5szUJLOtfQNib9hnyXK2D2YbZmXizvzc82EgFWOowwHLh2lxSOW+AqYfbmpmL212Rgxk2QlJ1tQ3pC3kEzKPkFLMnA0snyesA/EIIIQEkXKPB0EaNsebsGZ81N5/atj261KojYsXXt47BxD9+h9FFYklECrMZR1NLnuxIzMnGo3//hbcHDxMz5LlaB9/0tefPwmQy4e16jd1uI+/XMein73EhK1McbPEDjFc3ADc3aYbHu/fC+cxM14+XybDhwjmRmKoVGorHuvfEB9vdH3AwJ/20HOqEhYkLIYQEkjC9BgPaN8aGg2d81tz8tr7t0KFxbRErPnxgNGa8Nw8mF4klXu1UaDTjxKWSsSI5PQfPfbccL90xFEqF3OU6eLDYeOiciBXPDbU1LXdFLpdhzMs/iNkARawAwzsMGNypKe4f2RMXU1zHCp5Y4tVNPDFVIzIU943sgS+Wua8k5jEtOlzn9P7a0WHiQoKP5x3OCKlCpNB/iYbo5f4VkNWGFPoSpLBXbEkpvm5lOyB6Ph+/5uKB1mKz3JUi5y1Abpv1yOU6eGN3j0i2ZuOWS9c9P7MNB8z+t2frKJ7I0z8IhL5sH3Lo6mF6QDPQw+0khJDA8VTPPtAolB73Z3KGVzi90n8QXhswuChWtK9REwsnTIHSRbNZsadmfOai0g92/rNpAxq56bFkBUOu0dVJjmv4lvFm43zIoHgsr6a1R4u/z5zC//2zyqP1WIr1vHq4aw/xuvkwElf0SqUY5kgIIcHmodG9RaPx8sYKXuH07MSBeG7yoKJY0bpBTfz0zCQo5S5iBeP7aeex4v0FG9GghptYwYC8Qs9jxR+bDiIxrVisENsA/LPvNF6bs9r9OqSSsWLWzd3xf5MGimGMrujUSvRtS7GiKqLEFKmWJEVjSFG/A7K4Mjw6Aoj4AlLMGkix/0DS23ppFCdTtoQU9TMg8aZ+0nW/co6fXZxVYTmAxbOpXd2TAHlD+9DA0s6UWAHTPp6tc7Mesy3p5lirJEGmnwpEOIYAOnn20KcguWj0TgghgapxVDTm3z4JcXrnlTzORKo1+HrkaKy/eyY2TJuFu9rzocol95WtYuPw6/gJYnbA4vfwJI7jDzRX599zjAacTEuFL/DnbxgZBYPZXGqFGD/w2JuchFB7Y3Jn+MxU7WrUurZeScId7Trg21vHupwy45ne/aB10eidEEICFZ/1bvbTk0qdGc+dcL0GHzwwCktfm45lr8/ExAEdbogVzePjRLNwPjtg8bt4/yjHz64Ke3MLDDiT5KNYIQH1a0bCaDLDai09Vhw8m4wQrZtYYbGKHljX1ithQv8O+OjB0S5jBR+ayGfkI1UPJaZItSUpmwOaIe4rfgQ5oGgLKfTfkOLWQKYZLHoziUblztav6gQpdi2k0GcAVQ9A2QXQzwT0T3qydb7rgaUZA1iS3AxblAPyeBe7BBkgiwXUg2+8R9MPUuTXtv5YxfFG5mGvQdJNLd/2E0KIH7WIibX1PvLgTDhfpl1cTbzYbyDWTZuJIY2aiN5Mrs6id65VBxvunoX/69MPPevGo2vtOqIP1VO9+lRmpBD9oJKzs10OW+Svz9Xr4bfz4Xh8COT1+jdoiO9GjRPVY8VFqDV4Y+AQ3Nmugw9eBSGE+EfTOjEY2IH3yfMgVsgktK5fA0/d3l8kpPq3ayx6M7maEa9949pY9voMPDa2L7o2j0fHJnVw15DOeGR0b7fPx3fZPhpliJHdW+FyWo7LYYv89dWNCXcZK6LDdOjf/sZY0at1Q3z80BhRPXZ9Au/5KYMxoX97H7wKEoioxxSp1iR5vIezy/H61AxAx6uj5J6vn8+0p58JST/T1mA8910g713Pnq+8ZHGQon4R/ZtY4SI3C1sBWS1AFQEYeS+Q4u0K5WKWQCnic0hS6WcoJHV/IPYfwLgLsCYCUiSg7k2NzAkhVUK8aPztfjm+n88oLMBd7Trc0JjVlUitFvd06ioufB3/3boJ/9u62f3zofx4g/Pfxk8QTcYXHD/qcll+Jpz3jYrUaLAl4WKJbeBJK96Q/KuRo6GUlx4neRN1Xj22M/GS6JMVqdGid3w9amROCKkS6sSEe5QA4vt5Ppsfr47yJlZEhGhx19Au4sLX8fHizfh4sfsJJnzRJjE2XI9vnpgg+jct2+4mVlgZakSGIVyvxY7jF0VizLENPGnFhz2+f/8op7Gid5uGonps7+lLSE7LFq+7e4t61Mi8iqPEFKnetKOBnHfEMDXXrLb+TIYNgGZQ2Z6Lz9aX9w0qDSuwV0pJgMzdDBsygFeAhT4FFCwEy/8VMJ8DJB2gvRWS7i5ICl5R5ZyoHlN39/nLIIQQfxvTvCX+u2VjqcMWiuOnORKys7D+/DkMLqVqyBN8tr6v9+xCZck3GZGUkyPOYMfodEjNdz77E1+mfngEnunVFwuOHcHPB/fjfGYGdEolbm3eEtPbd0J8eLjL5+Pr6FHXdTwhhJBgNKJbC3y8cBPMbjJBPJQkpmVj8+FzolqqLBZsPoQfV+1GZSkwmMSsfbyoKypUh/QcF7FCJiE+NhyPjO2DZduOYv6GA7iQkgGtWomburTAlEEdRRLPFb6OLs0oVlQnlJgi1ZokiwJCnwXL+Y8HSyvAjNshlSExxZgVLPdLVCqWA5Zxt+265HxWPBsLJN3ttooo3URIuomVsYWEEBIUonU6PNenP17fuM7tsnxWum2XEsqUmOIVSV/s3onKlGM04o5FfMIOiMSUK3yY34RWbcVZ7klt2okLIYQQm8hQHR4f3xfvzt/gUazYffJSmRJT/CTJ7L8rN1bkFhpx/0cLxPXoUDexwsowpncbESvG9WkrLoS4Qz2mSLUn6e8GQl+s2PfBcgGw8uolP2FuGh7qpkFSNKmsrSGEkKAzvUMnMbOeJ2xz2XmPVx/xIW7+4qpaipvRoTOaRkdX2vYQQkiwmTKok5hZzy0xvK1ssSLhaiaS03PgL2kuqqW4qYM7oVEtihXEO5SYIoTHBt6gW7o2M0TpzJBUncv2fjFTgL7PKkihz0MKfc7fG0IIIQGPzy5XK4TPtup6VrquteuWaf2mYlNnBxKVXI4X+g7Av/v29/emEEJIwLu9X3vUiHATKyxW0cC8LExmVxMa+Y9KIceTt/XHE+P7+XtTSBAKiMTUZ599hgYNGkCj0aB79+7YubNySxMJ4f2RpJAZ9qbfpZEDspqlzkrnEUU9QPJ+CtmKZwTL+R9Y2kiw/N/BAjaBRgjFCuJ/vD/SzI5dnEcKSULNkBAMKWN/qfrh4dArA28abKPFgre3bMTNv/6IXw8dgMkSmAdFhHB0XEH8jfdHumNIZ5f388RVWftL8Rn8dOoAjBVmCz5auAkT3vgZf2w6SLGCBFdiau7cuXjiiSfw8ssvY+/evWjfvj2GDx+OlJQUf28aqW50dwGakfYfis8SIQOkUEiRX0GSytaWTZI0gHZCIPzKlcIMmE+DZb8ElnEvGDP6e4MIuQHFChIopnXohFHNWxQlooonrULVanx361jRO6QsNAql6NvkbIptf+KVYKfS0vDCujWYuWyRSFYREmgoVpBAMXlgR9zctUVRIqpErNCq8dFDY6CQlzFWqBSib1OgxoqzSWl489e1eOyzxQFb3UUCj9+Pkt9//33cc889mD59Olq1aoUvv/wSOp0O33//vb83jVTHqqnwdyFFfAGoetkqpOSNIIU8DClmOSRly/KtP+QxQMmb//EgEmiBxD7G3bgVyPvO3xtDyA0oVpBAwQ8E3h92C74eORq94+uLCqnGkVF4tFtPrLxjGlrGxpVr/f/q0Rvt4moEcqTA1osX8c3eyps5kBBPUawggYIno96YfhM+uH8UerSoh7iIEDSsGYV7R/TAHy/dhWZ1Y8u1/gdu7YVW9WuA56YCNVbsOJ6AH1dX3syBJLj5dVY+o9GIPXv24LnnrvW3kclkGDJkCLZt21bqYwwGg7g4ZGfbmoSaTCYoFIqi69WN4zXTa/cBeT8g9Lqx0bzth7W83yslWOhsoGA+WP58wJLEm1sB6j6A8UCZm6ObLeoS/5db9lxIqumQpOJVY4GJvve+/50PxH0IxQrfod8Z333H+8fXFxdn73FZ8cEZP40ai3lHj2De4UO4lJMFvUqFvvUaYH9yMhJzy9YcXW0/s+74v7x+O7gfM9t1hLyM1WGVib73FCvouIJ+Z/y1v+jVqp64OHueslLIgM8fHoPF245g8eZDSE7Phk6tQo9W9XHo3GVcTi9brFDJpRL/l9eCjQdwx6AOFCuqaZw0ebE+iZV1OgAfSEpKQp06dbB161b07Nmz6PZnnnkGGzZswI4dO254zCuvvIJXX331htt//fVXUWlFCCGk7PLz8zFlyhRkZWUhLCwsIN5KihWEEBJYKFYQQgjxZazwa8VUWfDqKt6TqnjFVHx8PIYNGwatVovVq1dj6NChUAZg89CKxLOR9NqD93O3Zr8GFCwD4P04bF4ptWb/ixjS4XUo5AZA0Ur0jOKNzW2jdb2f5UmKWQNJHoVAR9973+/vHFWowY5iRenodya4/0Z4Zf1aLDlxDJYynFPklVKvxjfCywlnYWAMrWPjcDo9DQaLRQxPtJZhnevunoVorRaBjr73FCucoVhBvzNVcX/x37nrsGLnMVis3u/XeaXUk4Ma4L1/zsNoYWgRH4uzyemisbkkSShLTcvS12YgMpRiRXX83md7cVzh18RUTEwM5HI5rly5UuJ2/nPNmjVLfYxarRaX6/E30PEmFr9e3dBrD87PnYVNBjPNLdc6FAo5lGGzRE8ssHzAsBawZoLJYgDzJaBgnn24oKtElQxQNIWkjhPBJ1jQ99533/tA3HdSrPA9+p0JvO+5J6Z26ITfjh0p1zrkCgXu7dBJ9MTKM5mw9uwZZBQWIFanR0J2Jn4/cghJOTkuE1UySGgWE4MaoaEUK6rp7zzFiuqBYkVwxorb+3fAwi3ljxV3D+koemLlG0zYcPAMsnILER2mQ2JaFhZtPozL6W5ihQQ0rh2D2EiKFcFC6cdY4dfElEqlQufOnbF27VqMGTNG3Ga1WsXPDz/8sD83jZBKJSlbAaHPguX81z4joKNyyn5dFgdY05xUVNkSSFLMasjU9hJJKRTQ2n6nitJLofeDMStY2mh7RVVp67JC0t8XVAcapOqjWEGITavYODzXpx/e2rxRzAjoqJxyXI/T65GWn19qRZVjr77urpkIs7c+CFOrMbZlqxLLPdi1hzjQGPnbT2IWvtLWZQXDA126UawgAYViBSE2zePj8Pi4vvhw4SbIZVJR5RRvyG61MsSG65Gek19qRZXjEGDpa9MRqrfFCj6L4MjuJWPFzJu6i3VNfnMOzianlbouftOM4RQriGf83rGSD8v75ptv8OOPP+LYsWN44IEHkJeXJ2bpI6Q6kfQzIUXOBlQ97TljBaDsDCnic0gxSwFlO/uS9vvEYYYaUvhbtsfLtJ7NPBj5DSCPv24XYGt0LoU8Dkk7skJeHyHlQbGCEJt7OnXFj2PGo1d8PShlMihkMnSpXQdfjRiN5VPuQvsatcRyCsl2H48UGrkC/xtyk7hd68HZSz6077tbx6FeeETRz44EmPh97NEbtzazTYNOSCChWEGIzV1Du+DzR8ehW4t6UMht8aBj4zp4//5R+P2FO9G6gW10Ep/Agt8vjiqUCrxy1zBxu0blQayQSfj4oTGoG3NdrOClUvxEx629MLxrc/pIiEf83mNq4sSJuHr1Kl566SVcvnwZHTp0wN9//40aNWr4e9MIqXSSure4lCrqd8C0G6xwNcAMgCwKUDYFLHxq8kTPn0NeE4j5EyhcBVa4EmC5tuF7ugmQFE1892II8SGKFYRcw2fo45fSzL99EnYlJWLVmdMotJhFD6hm0TGI02rhzdyvtUJDsWLq3Vh55hRWnDqJXJMRTaOiMblNOzSJiqaPgwQkihWEXNOjZX1xKc3spyZi3+lErDtwBgajWfSAalI7BjGhWlz0IljUiAzFvBfvxD/7TmPNvpPIKzSiUa1ojOvTVvxPSNAkpjg+bI+G7hHimhhep+oqhumx7FcA015xOzPznmtvgBXwqqrxHr2NkqQCtCOpOooEFYoVhHgWK7rVqYtQtRovrVuDPclJRc3P367XGIuPH8PtbR0VuK6p5HJRGUXVUSSYUKwgxLNY0alpXYRo1Xjr939w4ExSUfPz54Y2xPIdxzG6T1uP3kqlQi4qo6g6igT1UD5CiOeY6RRY+iTAtP/G+7JfgTX9fjBrBr2lhBBSjZ1MS8Xt83/D/svJN9z30vo1uGfZImQUFPhl2wghhASGM0mpmPHuXBw6d2OseOv3tXj88yXIzKVYQSoHJaYICSIs913bMD5nM+sZ/wG7OhxMNDf3Yr3MDGY6AWY6CsYKfbOxhBBC/OJ/WzbBYDaX2ricW3vuLAb//L1obu4Ns9WK46lXcfRqCgrNJh9tLSGEEH/4ePFmGExm0cS8NBsPncXYV34Qzc29YbZYcSoxFScSUlBoNPtoa0lVFxBD+Qgh7jFLGmBYz6+5WTALLOMeIGYNJEnuelFmBfJng+V9B1hTbTdKejDdZEghj0KSNPTREEJIEEnNz8e682fdRQpkFRZi5tKFWHf3TNH81hU+S993+3bjm727xfq5EJUKU9q0w+M9ekGjCM4p1QkhpLpKz87H5sPn4OT8RZHs/EI8+tliLHltuvtYYWWYs3YPflq9R8z6x+k1Kozv2xb3j+wFjYpSD8Q5qpgiJFhYU9wnpQQGWBLtSSwXSzEGlv0iWM5/ryWlxB15QN73YOkzwZix/NtNCCGk0lzNy/U0UuBSTrZIYrlcjjE8v3YV3tq8sSgpxeUajfh23x5MW7wQRovFB1tOCCGksqRm57lNSnF8maS0bGw+dM7Ncgxv/LIGHy7cVJSU4ngz9Dlr9uLhTxfCZKZYQZyjxBQhwYLPwucxBZhxp+tFTLuBgvlO7rQCpl1AwWJvtpAQQoifRWl1Hi/Lpw/fkXjJ5TJ8hr95Rw87raTamXQJi44d8Xo7CSGE+E9kiNarWLHnlOtYwWf4W7zVeazYeyoRf24/6vV2kuqDElOEBAlJXgNQdvPi19b1aRCWPw+Aq6F+Elj+b15tIyGEEP+qERKC7nXqQsZncvWAuzPmvx8+CLmLdfF75hw64O1mEkII8aPYiBB0buphrJDcj9lYuPkw5DIXsUIC5m886P2GkmqDElOEBBEp9EkPf23NkFQ8ieWChZfkWtwMCbzo7SYSQgjxs6d79fXoYIM3M+dJLFfOZWY4baLO8XsuZmWWaTsJIYT4z8NjekPyJFZYrCKJ5cqFlAxYnDRR53gYuZRKsYI4Rx3ICAkikqojEPkdWOajosl56eSArAagHlB0C7Nmi2F5zHwSkLSQ1IMBKcKe5LK6eMJQ378IQgghFapTrdr4YfR4PLR8KbIMfCbXG/EqKF5dNbBho6Lbsg2FWHT8KE6kpkKjVGJow8aI0GhEkosPxXAmVK2ukNdBCCGk4rRvVBufPTIWz3zzJ7LzS48VMpmEuIgQ9GnTsOi2nPxC/LXjGE4l2WLFgPaNEaF3HytCtBQriHOUmCIkyEjqnmCx2wA+855pi30ghYMMkMIgRX4NSbL9erOC5WBZzwIwFg3dY/k/ArJ410kpvi7t6Ap+NYQQQipCr/h62HXPg5ixZAE2J1wsGSkkCeFqDb4bNU70DuH+OnkCT61eIRqZyyUeS4Af9u9FfFi4ywMNvq6xLVrRh0gIIUGoW4t6WPPf+/Ho54uw/dhFMeTOgVdThek0+PjBMVDIbbFi1Z4TeOmHlaKROU9a8WDx27p9qBMd5jZWjOjWsjJeEglSlJgiJAjJZAqwqO8B4wYg297AXNEEUsgwQDcRkr1ROjPuBst6wj7Ygl/M11ZiTQSgtt92/ZA+uaiWknRTK/FVEUII8SWedPpxzG1Yf+Ec5h6w9YFqGhWN4c1aYFLrtojW2Rql70q6hMdW/mWbrZVHBWYtaiiSmJ0FtVwuhv1dP6SPV12FqdW4s10H+uAIISRIKRQyfPbIOGw5ch4LN9piRaNaURjcqQXG9WmDyFBdUYPz579bURQrbEP3bHEhOT0bKqUcFov1hiF9vPcUr5aaMKC9H14dCRaUmCIkSIkx4eoBkEX0BrAcsuh5kJTKEsuw3K/sFVWlVUbx2wyAvAlgOV2sEboFkMdDivwckjyuUl4LIYSQiosVAxs0Qp868Vi+fDkWTJgC5XWx4otdO11HCotFJLROpacVNULnSap64RH4csRoxOlD6OMjhJAgjxV8uF735nVFrPjxmck3xIrv/95pa4ReSmEUz0UZTRY0qhWNs8lpopqKRwuepKoTE4737x+F2HCKFcQ5SkwRUkUxZgSMG93MzqcAVN0g6f4LGLbaklLKDoCqp0fNEAkhhAQ3g9mMDRfOuY4UMhm61amLd4behC0JF8SBRsdatdCrbj2KFYQQUg0YTWZsPXLeZayQy2To3LQOXrt7GHYcvwiLhaFto1ro1jyeYgVxixJThFRVjDcxdDe5K+NNqCAp2wL8QgghpFrh1VBuIwVjKDSb0a5GTXEhhBBSvRjM7mMFP64oNJrRqn5NcSHEG5SYIqQKYdZ0wHRMNC5nijaALAawprp6BCRl00rcQkIIIf6WXpCPI1dTRJPztnE1EKvT4Wp+vtPl+cEIH8pHCCGk+sjILcCJhBTRuLxV/RqIDtMhLdtFrGC8NxXFClI2lJgipIqwZr0CZl5UrMG5BlC2Aniyyunse3zmvXGVuJWEEEL86aV1a7Dg5HHRzJzTKhRoFRuHtIICpzMq8b5S41u2ruQtJYQQ4i9v/roWf+06AbPFFis0KgWa141DRo7zWMH7So3qSbO0krKxzftICAlajBXarhT+VXLWPRQCpr2AFFLKrzr/WYIU9kbRDH6EEEKqrkKTSfy/rFhSiiswm7EnOQkhKpU4K14c/5nf8p9BQ4tm8COEEFJ1FRptsWLlnmtJKdvtZhw4mwS9pvRYwb0wdUjRDH6EeIsSU4QEu8Kl9iuW0u9n2YBmBFA8AaXqCinye0g6qpYihJDqYPHJ40Wz6ZUm22DArU2bI0qrLbqtW+26+GHMeNzWqk2lbSchhBD/WbHrhPjfyqfZK0VOgQHDuzRHZMi1WNGpaR18/ug4jOpJlbWk7GgoHyFBjuUvBHCXiyXkADNCit0CsCyelYIko+laCSGkOllw9DCm68Od3s+H6xmtFuyYeT8yCwuhVihEFRUhhJDqY+nWw7i9dZjT++UyCUazBav+ey+y8wqhUipEFRUh5UWJKUKCnSXZ3QKA5RIkSQ5INGyPEEKqo+TcHMBFYopXUiVkZYnpvmnYHiGEVE9XMnMBOE9MWawMSWm2WEHD9ogv0VA+QoKdLNLdArbZ+QghhFRbkRrXfT94j5AYvb7StocQQkjgidBr3MYKPjsfIb5GiSlCgpykHe1mCSsk7dhK2hpCCCGBaEyLFi7v57MsjW9B/UEIIaQ6u6V7S7exYmQPmnmP+B4lpggJdtrx9ivyUu6UA4q2gGZoJW8UIYSQQHJ7q7ZFvaSux29rF1cDwxo38cOWEUIICRSje7Yp6iV1PZlMQqv6NTCwA8UK4nuUmCIkyEky+zhwZbvr7wHUAyFFfQ9JUvpj0wghhASIMLVa/N++Zq0St/NDj0ENG+HHMbdBKS/tBAchhJDqIlRnixVtGtwYK/q1bYTPHxlHsYJUCGp+TkgVIYv6DhLOAqZ9tpyzqgckRT1/bxYhhJAA8sPo8TiTlYm9yUmiUqpnfD3UC4/w92YRQggJIJ8+MhbnU7Jw4KwtVnRtHo+6sRQrSMWhxBQhVYikbA7wCyGEEOJEi5hYcSGEEEKcaVonRlwIqQw0lI8QQgghhBBCCCGE+AUlpgghhBBCCCGEEEKIX1BiihBCCCGE/D975wHfVNmF8edmdA9aWvbee+89BAFBBRwMFUVREBUVRVAUUEAR1E8EEWWLDGXvvffee+9C924z7vc7b5q2aTPbtGnp+fuLpMnNncl973nuOc9hGIZhGIZxCSxMMQzDMAzDMAzDMAzDMC6BhSmGYRiGYRiGYRiGYRjGJbAwxTAMwzAMwzAMwzAMw7gEFqYYhmEYhmEYhmEYhmEYl8DCFMMwDMMwDMMwDMMwDOMSWJhiGIZhGIZhGIZhGIZhXAILUwzDMAzDMAzDMAzDMIxLYGGKYRiGYRiGYRiGYRiGcQksTDEMwzAMwzAMwzAMwzAugYUphmEYhmEYhmEYhmEYpmAJU7du3cLbb7+N8uXLw9PTExUrVsSYMWOQnJzsqlViGIZh8hg8VjAMwzA8VjAMwzzdqFy14EuXLkGv12PmzJmoVKkSzp07h0GDBiEuLg5Tpkxx1WoxDMMweQgeKxiGYRgeKxiGYZ5uXCZMdenSRTyMVKhQAZcvX8aMGTOsClNJSUniYSQ6Olr8q9FooFKpUp8XNIzbzNte8OBjz9/7nPg+5RV4rHAufL7Ie9/x3IKPfcE89jl13PPavuSxwrnw+SLvfcdzCz72BfPYa/LAWCHJsiwjjzB69Ghs2rQJx44dszjN2LFjMW7cuEyvL1q0CF5eXjm8hgzDME838fHx6NevH6KiouDn54e8CI8VDMMwroXHCoZhGMaZY0WeEaauXbuGhg0bimwpKulzJGOqdOnSCA0NFV5VW7duRadOnaBWq1GQIDWSt73gHXeCjz3/5p35vadzalBQUJ4VpnisyB58viiY5wuCj33BPPY5ddx5rHi64fNFwTxfEHzsC+ax1+SBscLppXwjR47EpEmTrE5z8eJFVKtWLfXv+/fvixTcl19+2aooRbi7u4tHRmgHGndi+ucFDd72gnncCT72BfPYO/u459a5k8cK18Lni4J5viD42BfMY89jhXk4rsjd701+oiBve0Hfft52tVP3pb04XZgaPnw43nzzTavTkJ+UkQcPHqB9+/Zo0aIF/vzzT2evDsMwDJMH4bGCYRiG4bGCYRiGyRFhKjg4WDzsgTKlSJSiEr65c+dCoVDwUWEYhikA8FjBMAzD8FjBMAzDuLQrH4lS7dq1Q9myZYWv1JMnT1LfK1asGB8dhmEYhscKhmEYhuMKhmGYpxyXCVNkrkUmtvQoVaqUyXt5xI+dYRiGcTE8VjAMwzA8VjAMwzzduKx2jnyoSIAy92AYhmEYHisYhmEYjisYhmGeftjUiWEYhmEYhmEYhmEYhnEJLEwxDMMwDMMwDMMwDMMwLoGFKYZhGIZhGIZhGIZhGMYlsDDFMAzDMAzDMAzDMAzDuAQWphiGYRiGYRiGYRiGYRiXwMIUwzAMwzAMwzAMwzAM4xJYmGIYhmEYhmEYhmEYhmFcAgtTDMMwDMMwDMMwDMMwjEtgYYphGIZhGIZhGIZhGIZxCSxMMQzDMAzDMAzDMAzDMC6BhSmGYRiGYRiGYRiGYRjGJbAwxTAMwzAMwzAMwzAMw7gEFqYYhmEYhmEYhmEYhmEYl8DCFMMwDMMwDMMwDMMwDOMSWJhiGIZhGIZhGIZhGIZhXAILUwzDMAzDMAzDMAzDMIxLYGGKYRiGYRiGYRiGYRiGcQksTDEMwzAMwzAMwzAMwzAugYUphmEYhmEYhmEYhmEYxiWwMMUwDMMwDMMwDMMwDMO4BBamGIZhGIZhGIZhGIZhGJfAwhTDMAzDMAzDMAzDMAzjEliYYhiGYRiGYRiGYRiGYVwCC1MMwzAMwzAMwzAMwzCMS2BhimEYhmEYhmEYhmEYhnEJLEwxDMMwDMMwDMMwDMMwLoGFKYZhGIZhGIZhGIZhGMYlsDDFMAzDMAzDMAzDMAzDuAQWphiGYRiGYRiGYRiGYRiXwMIUwzAMwzAMwzAMwzAM4xJYmGIYhmEYhmEYhmEYhmFcAgtTDMMwDMMwDMMwDMMwjEtgYYphGIZhGIZhGIZhGIZxCSxMMQzDMAzDMAzDMAzDMC6BhSmGYRiGYRiGYRiGYRjGJbAwxTAMwzAMwzAMwzAMw7gEFqYYhmEYhmEYhmEYhmGYgitMJSUloV69epAkCadOnXL16jAMwzB5EB4rGIZhGB4rGIZhnj7yhDA1YsQIlChRwtWrwTAMw+RheKxgGIZheKxgGIZ5+lC5egU2btyILVu2YPny5eK5PXfM6WEkOjpa/KvRaKBSqVKfFzSM28zbXvDgY8/f+5z4PuU1eKxwDny+yLvf8ZyGj33BPPY5ddzz6r7kscI58Pki737Hcxo+9gXz2GvywFghybIsw0WEhISgYcOGWLVqFYKCglC+fHmcPHlSlPVZYuzYsRg3blym1xctWgQvL68cXmOGYZinm/j4ePTr1w9RUVHw8/NDXoDHCoZhmLwFjxUMwzCMM8cKlwlTtNhu3bqhZcuWGD16NG7dumWXMGUuY6p06dIIDQ2Fp6cntm7dik6dOkGtVqMgQWokb3vBO+4EH3v+zTvze0/nVLpRkFeEKR4rnAufLwrm+YLgY18wj31OHXceK55u+HxRMM8XBB/7gnnsNXlgrHB6Kd/IkSMxadIkq9NcvHhRlO/FxMRg1KhRDs3f3d1dPDJCO9C4E9M/L2jwthfM407wsS+Yx97Zxz23zp08VrgWPl8UzPMFwce+YB57HivMw3FF7n5v8hMFedsL+vbztqudui/txenC1PDhw/Hmm29anaZChQrYsWMHDh48mElkatSoEfr374/58+c7e9UYhmGYPAKPFQzDMAyPFQzDMEyOCFPBwcHiYYupU6di/PjxqX8/ePAAzz77LJYuXYqmTZvy0WEYhnmK4bGCYRiG4bGCYRiGcWlXvjJlypj87ePjI/6tWLEiSpUq5aK1YhiGYfISPFYwDMMwPFYwDMM83ShcvQIMwzAMwzAMwzAMwzBMwcRlGVMZKVeunOi+xDAMwzA8VjAMwzAcVzAMwxQMOGOKYRiGYRiGYRiGYRiGcQksTDEMwzAMwzAMwzAMwzAugYUphmEYhmEYhmEYhmEYxiWwMMUwDMMwDMMwDMMwDMO4BBamGIZhGIZhGIZhGIZhGJfAwhTDMAzDMAzDMAzDMAzjEliYYhiGYRiGYRiGYRiGYVwCC1MMwzAMwzAMwzAMwzCMS2BhimEYhmEYhmEYhmEYhnEJLEwxDMMwDMMwDMMwDMMwLoGFKYZhGIZhGIZhGIZhGMYlsDDFMAzDMAzDMAzDMAzDuASVaxbLMIw5dDodjm06hW3/7EVESCSKlg1Gl7c6oFarapAkiXeaBZ7cD0NAkD88fTzNvp8QmwC9XoaXryfvR4Zh8j2yrAOS9kBOXAPoQwFlSUievQF1Iz7HWdtvuhDIygBICm/z7+vj6P+A5M37kWGYfA/HFVmD4wrXwMIUw+QR4mMSMLrH9zi75yIUSgX0Oj2UKgW2zNuF9n1b4Yv5H0CpUrp6NfMMD2+EYOGE/1Dl+dJ4p+an0CXr0Lp3U7z+zcsoW6M0ZFnGrqUH8O/k1bh28qb4TOlqJfDSJz3Q5e0OUCg4YZRhmPyHrI+FHPEeoDkKgMYEnfhXTlgBePQA/CdBkvjyLnV/ae9AH/U7gOaQQ7tCVmkguz8LyfdDSKpKYqxA4nrIcbMA7QXDh5QVAO+3AM+XIUk8VjAMk//guMIxOK5wPTzaMkwe4Zd3/8D5/ZfFcxKlCJ3W8O/OJfuwYOy/Ll2/vMSdS/fxfuMvsHvZwdTXaJ/tXX4YHzQdhSvHr2POV4sxsd//cP30rdRp7l1+gF/emyn2tQhGGIZh8hly9GhAczzlL53pv4nrIMf+5qpVy3PI2uuQw3oBiZvSvaoHkrZADusNWXMOcuzPkKM+BbSX0ibR3YQc/TXkqNE8VjAMky/huMJ+OK7IG7AwxTB5gJDbT7D734OpglQmZGDlbxuQGJ+U26uWJ/nfezMRH50AvdZUXKL9l5yowXev/IwlP6wUr8n6tGmMWtSmOTtxcO2x3F1phmGYbCLr7gOJGw3iivkpgPgFkOUE3te0N6K+BuS4dAKeER0gJ0GOHAbEzUx5Lf0+TRksEpcBSTt4XzIMk6/guMIxOK7IG7AwxTB5gBPbzti8K5sQk4jLR66hoHP38n2c3XvRoohHrz+6+ViUQ1qC3lvz++YcXEuGYZgcIOlAmmhiCRJiks8U+N0va28AmmNmRCkjekB318alsBJy/D8Ffl8yDJO/4LjCfjiuyDuwMMUweQBjyZ4ttBotCjp3Lz2wazqL2Wcp791IV+LHMAyTP7AksmSExwqQMGUX1sZfHaC9aOd8GIZh8gYcV9gPxxV5BxamGCYPULVxRZvTkBF6hbrlUNDx8HZ3ynzcPN2cMh+GYZhcQ13bjomUgKpaLqxMHkcy36XVcTycNB+GYZjcgeMK++G4Iu/AwhTD5AEqN6iAKo0qWiw/o9fbvNwCAUX8UdCp1bo6fAqZb/WdXsSTJMni+7Q/273SIgfWjmEYJueQ1DUBFYlTljq0KgGPbpCUhfkwuDUGJD8b+4H2o2T9fc9uvC8ZhslXcFxhPxxX5B1YmGKYPMKXi4bBP8g3kzglKSSUqlIcH0wd6LJ1y0u4uavR76velieQgBc/6Aq/wj5mhT7an24eajz//rM5u6IMwzA5gFToZ0ARYOYSTgEoy0HyG837nfaT5AbJZ4j1feH1Bu1QC5fDCoDm4dWf9yfDMPkOjivsg+OKvIPK1SvAMIyBkpWKY+apKVj120ZsnrsT0eExCCpZGM+92wk9hnSGl6+zyhLyJuGPIrBx1g6c2nlOGMHXbVcT3QY9g8LFKQAz5aVPuyMmPAbLf10n/laqFdAlK6DX6/HC+10waPLrePat9hjVdQLCHkRAqaK74rKouadsq+/WjESRMsEu2EqGYZjsIanKAoXXQI7/G0hYDugjAWVRSJ59AK++kBQ+T/UulnVPgIT/ICcfEud1ya0p4PkKJGWRzBN7DQT0UUDUvHSXveS/pQc8+0PyHQF49oIc8Tagf5zyPpnL6wDJF1LATEjKErm9iQzDMNmG4wqOK/IbLEwxTB4ioGghvDW+r3gUJI5uOomxvSZDm6yFXm/oOEWd9xZ/vxJjlg1H0+camkxPZXoDJ/RDl0EdcPT0YXR+oz0KBfmhY//WKFGxmJimfO2y+PvGdOxbcQSndpwV863ZshravdoCHl7O8aliGIZxBZIyCJLvJwA9ChBy0h7IEUMBaFJNy+Xko0DsH0Ch3yB5tM80Vki+n0JSvwLgOODVE5JbIODxPCRVGcNE6qpA8A4gcUuK2KWHpG4oSvgkp/lUMQzD5D4cV3BckZ9gYYphGJfy6NZjjOn5I7TJOpEplb5znqzXY2zvKZh9/pdUwSk9wSULA6eBwT+9AbVanel9tZsa7fu0FA+GYRgm/yJr70GOeD9FlEobKwwClQZy5AdA0MY0wSkdkrKo+FfhOwqSmbGCyv7g2R2SZ/cc3QaGYRgmZ+G4Iv/CHlMMw7iUtb9vFiV26UUpI/QSCVRrft/sknVjGIZh8gZywiJDiZ2JKJX6rhCo5Ph/XLBmDMMwTF6B44r8C2dMMQxjQuiDcGz8azuObz0tyt9qt66O7oM7oXh5wx1nZ3N4wwkhPlmC3ju8/jgG/zSAjxTDMEweQdaFAAn/Qk7ab8hacmssfK4kVemcWWDirhRhyhI6IGkngFE5s3yGYRjGYTiuYOyFhSmGYVI5tuV0SlmdNlUsunz0Gpb/shYj//4I7V51fkmcVquzPY3G9jT2QFlZ5/dfwsObj+EX6IP6HWvDzcPNKfNmGIYpKMhJ+yBHDDHxeoLmLOS4OYD/FEiez+XAUrVOmsY2IoNXcxzQ3QMkf8C9BSSJvQkZhmEcgeMKxhFYmGIYRvDkXpgQpTSJmkxeT8T3r01F2RqlhKm4M6nVshoeXn8Evc5ceQagUEqo1aqa2fcin0SLf7ct3IvK9cujUr3yFpdD3f5+eW8mHlx7lPoadegb8O2reGFoF2GSyzAMw1hH1j1KEaWSM5TVGW4gyFHDAVUlSGQq7kzIkFx3J00Iy4TCMI3ZdQ43/JuwBjKqQ1LXsLgYOekQ5OjRKctKQfIDfIYBXq/xWMEwDGMHHFdwXOEo7DHFMIxg/cytIlPKnNcTQefXlVM3On1v9Rjc2aIoRdB7rV9qhoS4xNTXkpM0+N+QPzGw+kfi798+mIUhDUbgg6ajcO/Kg0zzOLf/EkY+Ox4Pb4SYvB4bGYfpH83B8l/WOXWbGIZhnlbk+CVmDMjTI0GOX+D8BXtRt1rLZd/iPfdnIevjU1+R5WToo76BHPqs4e/osZDDXoQ+9CXI2puZ5iAnH4ccMRDQ3c3wRjTkmO+A+LnO2x6GYZinGI4rGEdhYYphGMHRzaesej2RQfnRTSedvrfCHkTYnGbMCz/ied/X8XHr0Ti49hgm9P0FG/7aBp3WNDC6euIGPm41GqH3w0xe/3PE36LDn6w3H0jNHb0YcdFpwQzDMAxjgaQ9NgQiXco0zkXSP7Y9UdT7kB/Xgz6sD/SJOyBHfgwkLM3sTaU9Dzmsj8j+So8cMyll28yPFXLML5D1sdnaDoZhmIIAxxUcVzgKC1MMwwh0dng96awIV1ll87ydUCjtOxVdPHQV37wwCQdWHTUrMpGwFhMRh2U/rU19jbKkLh68IozcLUEZWPtWHM7iFjAMwxQk7PH8c44vYHrkhBUAlPZNrDkFRA4GkrZZEJl0hiwo8sQyzl97x/A5q6JbEpC4xfGVZxiGKWBwXMFxhaOwMMVkmYjHUTix/SzO7r2I5ETymmDyM9R9T6GyfEpQqhSo06a605cbei/MaqZWeuyZjqbZNJc6MxkIfxRp8zNKpQIRdkzHMIzj8FjxlOHW2IZApATUNI2TEdlN9gpe9owpOiBhebqPhNrxGSWgf2LnOjAM4wjhSbE4EnYNJ8NvIklH5cJMfobjCo4rHIXNzxmHiXwShenD5mDPf4dShQIykX5peA/0HdUTCgXrnfmRHkOexerpm6yW8r34QVenLze4dBCunbpltzhlD3FR8dDpdFAqlQgsXsjm9LRthUsEOm35DMPwWPG0Inn1hRy/0MoUOkjerzt/wcrigPaic7Ox5BjIsg6SpAQUwXZ8QAcoizhv+QzDICI5FlMurMP2R2ehT8lw9FV5oH/51nizQlsoJI4r8iMcV3Bc4Sj8S2ccgsyiP271NfYsSxOljK/P+3oJfh3yJ+/RfEqZaiXx6V9DRMchyo4yYnz+zg+voVar6iblb+Q5tWPRXlw4dMWsaTql8YY9jBDfD0t0frOdU0Upwi/IV4hSRPHyRUVXP4XCcncMdy93tOrVxKnrwDAFGR4rnl4kVUVIfhOEyblp5pThueTzOSS3RiYG5HLSHsgJayEnnzI7VsiyFrLuMWR9tOXlevZyfomgFGAQpcR2lU7p6mft0tgTcO/s3HVgmAJMjCYB7xyaiR0h51JFKfG6NhF/XN2KH86vcun6MVmH4wqOKxyFM6YYh1g5dQMeXg+BXm9eSNjw13Y8924nVGlYkfdsPqTLW+1RvnYZrJy6Hsc2nxY+TrXbVEevYc+hTpu09tprZ2zG3K+XICY8zQS2VNUS+GTme2K6xPgkLPlhJdbO2ILosBjxfs2WVdH/q95o3KW+yTKbPtcA9TvUwuld5636QNkL+VV1e+cZk9fenfwGPm37DaDVmV3GOz/0h6ePZ7aXzTCMAR4rnm4kr96AugrkuAVA0l5D6ZxbY0jeb0ISpX4G5PhFwjAcclTah5XlAf/xYjpZToAc+ycQ/w8gG8oeZHUDSD7vQ3JvY7pQ93aAW3MgmXw7nHEzQwF4vWK6Xb4jIYf3S/kr8zIk388gKbydsGyGYYiltw/gfny4iSiVnlX3jqFn6aao7l+Sd1g+hOMKxhFYmGIcYv2fWy2KUsbsmk1zdrIw5QAJsQnYtnAvtv+zR4g4paqUwHODnkHjrvVdUhZZtVFFjFzwkcX3l/+yDn8Mn5/p9ftXH+KLTt/i+02jMXvUP7hy7LqJCHTx4FV82W0iPvlzMLq90zH1dcps+nbNSMz4ZC42z91ll1miNVEqqGQgen/ynMnr1ZtWxuTtY/C/wX/i9vm0NuCFivjjrfF9TdaHYZjsw2OF85H1cUDiGsgJqwF9JKAqB8nzVcC9LSQXlLpI6tqQCk22+L4+di4Q+33mN3S3IYcPgBwwB4j9CdCcNRWBNKcgR7wD+I2HlE44EplNAX9Ajp4ACCN0bTbWnkr3ikLyfst0m9zqAoELIEfTjYyraW8oCkPy+cRkfRiGyT4r7h6xKEqJX6qkwNr7x1iYcgCOKziuyK+wMJXHoEyTXUv24/z+S3QVJjJJWvVuBjd3tatXTaTfhz2IsOnV8/gOG4Pay5N7YRjebgwe3gwRRRFU4XD/6iMcXHMMrXs3xVeLP4FSZWcXolzg9sV7mPnZArPvUXaVXpIx+a3peHw3NFMjJKOgOXXoX2jeoyECiqZ5P3l4ueOTmYMxcEI/nNt3CQ9uPMLskYscFqnUbiqMXzcKhYL9M71Xq2U1/HXmJ1w9cQMPbzyGb6CPMHNXqfk0yOQ/eKwoWMi6R5DD+wM6EtbFaGEQeJJ2AO7PAoV+gSTlnXOZXnMdiP3B0ruGf6JGAvqHZrrmGd6Xo8cC7h0gKYNS35EkT0j+4yH7fgokH4dM+yNmShZEKjUQMBOSIrMHiOTWECi8DtCeN+xvyd+QDSa5/jqMYRwlUZeMLQ/P4HTEbWHV0CiwAjoUqwU3hSpPxBWhSYasekvoZD0eJbCJtL1wXGGA44r8ics9ptavX4+mTZvC09MTAQEBePHFF1FQOX/gMvqVGYyf3pmBrX/vxtYFu/D9a1PxeoWhuHHmtqtXTwxoZHJuDcqYMicKWCMuOh73rjwQpuoFCRqQx/b8EY9uPRbX5UbbDaPf0r4VR7BoIt0VzhtQ58XPO4w16w9ihNb98Z3MolTGaTan65qXHv8gP7R8sQle/vR5jFs1wuF11CRrsX3hHqvfYSozbftyczToWJtFqXwEjxVp8FhR8MYKOWIIoLtnfCXl3xThPmkLEPcH8gqynASEv2ZGcEqPHtA/sD1N+q556SBBSfLoBIX3QKDQ71lYS43IPrM2VkjqWpA8ukJyb8GiVD6Cx4o0zkTcRvddkzD+3ApseHAS6++fwDdn/sWLuyfjagyJwq6Ffmdkcm4NypgKcPNxaL6x2kTcjgsVpuoFCY4rMsNxRf7CpXL58uXLMWjQIEycOBEdOnSAVqvFuXPnUBChLKORz36H5ITk1MwjI5GPo/B5x3GYe+lX+BX2deFaAp0HtMOqaRstmlXTend8rbVd8wq5/QRzRy/GrqUHUjNjKEPsze/6oEbzqnjaObHtDK4cv2F1gCGflj4jX4TazfV3anf/dxARIVFOy7zKyN3L94WoRYNIxXrl0OCZ2g7Pl76XK/63HsmJGjTr0Uh8n+jCx5nQcTmz5wK2LdiN8JAoBJUIwLNvtUf1ZlWcvizGAI8VafBYUfDGCjlpvyF7x/IUkOPmA97vQpLc4HISNwJymFNmJWuvifww09duALqHgCIAUFUXwpHj7oQ6IG4+9HISJPcOwrsqJ8YKaI5CTlgF6J4AyqKQPMmbqx6PFTkEjxVpUJbRh8fmIkmnSc08MhKeFIv3j8zGf60/RSE3L7iS50o2xH93DpqsX3ro9S4l6tk1r4cJEZhxZQu2PjqbOr9GgRUxuHIn1Akog6cdjitM4bgi/+EyYYpEqGHDhmHy5Ml4++23U1+vUSPNYLkgsXr6ZhFMmzNmpmA7JiJWZJm8/NnzcCUvDe8hsrniouIziVPkh1SvQ03Ua1/L5nwe3gjBh81GISYyDvp0Itzp3RfwSZtv8MbYV9DgmTqo2riiS3yWcoM/LZTEpYfMxW9fuIdK9crD1ez572BqBUl2oJK/qyduiu9A8QpFcenIVfw+bC4uHk7z8yhVpTgGTXodHt7uSIxLcjhras3vm4WoV7lBeVHaF1gsAM7KGhvf5xdRaknZgSTE0r8bZm1Hu1db4IsFH3IWlpPhscIUHisK3liBmEm2pyFzce01QO36ayiZhClnDBaUMaW5AFl7B5KqDOTk05BjxgOa02mTKMsBPiOoZR8gJzg4/2Rhui7HLwBUNYGAPyEpg+GsrDE5chhApZaiWyEJqkrICf8CHs8B/j9yFpaT4bHClP/uHBKilDn/JnotWpOAdfeP47Xy9t1Mzin6l2+FDQ9OIE6bCF2GjHwFJDQqXFGUH9qCDNTfOvi76OaXXuQ6EX4D7x6eiXcrdUSToMqo4V8SChd48uUGHFdwXJHfcZkwdeLECdy/f19cSNavXx+PHj1CvXr1hFBVq5ZlYSMpKUk8jERHG1oLazQaqFSq1Of5jYPrjkLppgT9Z4n9a4/ixWFdzb5n3Oac3vZCRf0wZddYTBk4HbfO3yMbLFGCRv+SJ9LQqW+LiwNb/DFiPhITk6BUK8UjI/9MXC4ewaUC8caYV9Dm5eYW55Vb2+5MwkMice/6Q6g9bWdC6XQ6q9uWW9ufmJgItYdzMrce3Q7BB81H4t0fX8fvn8yFTqMz2ReP74VifP9fUL9dLZzZex46rfkAR+2pMvk3PQq1Aneu3sc3L/6An3Z/65SgdcZn83F8++nUdVWkfHfp3wNrj2LeN4sx4Ns+yA1y6rjntd8RjxWm8FhRsMYKWfcEchKV8rvbnFbS6CBRiZqLt1+fnAhonZS5pb0HhLwC+I4AyPRceEml2xfaR0DSp4BbU5GdlFremHE2OneTf01RAdqbwJPBkAIXOcVIXh/9PZBwMN26GscoFRC7HZB/hcJnGHIDHisKZlyx9+EFqGTr3+U9D87j1VLNXHq+CFR64Y+Gb+PbM8twI+5JqqRN/7YvVhOfV+thV1zx6/l1SNIkQylLZmOpOVd3ikcRDz8MqtQRzxSr/VSNFRxXcFzxNIwVkmzNMCYHWbJkCfr27YsyZcrg559/Rrly5fDTTz9hy5YtuHLlCgIDMxtSEmPHjsW4ceMyvb5o0SJ4ebk2HZVhGCa/Ex8fj379+iEqKgp+fn6uXh0eKxiGYfIgPFYwDMMwzhwrnC5MjRw5EpMmWU87v3jxorgL3r9/f8ycORPvvvuueJ3uWJQqVQrjx4/He++9Z/edjdKlSyM0NFQYqG/duhWdOnWCWu16Tx5HGNd7Ck7tOge9zvzhUKoktHmpOT7+4z2LamRubrtWo8XEfr+KembC+C1SKCVRqkUd1tq+Yv7O9YWDlzGq60SHlufh7Yb5V6eJLguu3nZ7oM5ylAlEHfaM0E1Yyi6mY1mycnHcuUjGr9Zp1KUevl7yiXhOP1Wa76a5O3D30n14+Xqida9maP1KM+w7uNfh7adyzPjYBPgH+8HNDg8rMuCn0pnc5t1Jr2HLgl0iQy8jlCk1cHZvzHl7OTQJ5u+oUald+76t8OFvaSXDWWHfikOYPHCGzem+XvoJGj1rnx9Cdsip7z2dU4OCgnJcmOKxImvwWPF0jRVy8jHIlAmkS9/gxJgzoASUZQGdZS/CVNzaQBHwv3TeRscgxy8HdNcByQeSR2doVN2wbdt+h7df1scAcrzwdLLHw0rWXIIc3g+5ju/nQMJKQ0ljBihTatupr/FMve+gUloqD1cCnj2g8MveOCcnboYcNcrmdFKhXyG553wZFY8VBTOuGHFyIY6H34AZhxCBUpLQsVgtjKrZM2/EFXodRp9egiNh18XfxtVWShDb8GWtnhaznMjkfdjx+Q4tz1OpxorWw+GhcssXYwXHFc6D44q8O1Y4vZRv+PDhePPNN61OU6FCBTx8+DCTp5S7u7t4786dOxY/S9PQIyO0A407Mf3z/EL3dzvj8LoTFt+nJLjnBnW2uV25te3r/9iGw2uPpwpSGflp4O9o2KkuAopk7tDn4+8DTYJjaYI0/aE1x9Hp9bZmS92I1b9thru7G5p2b4CSlYrDWcRFxeHY5tNIiE1E6WolUaO5dZPrc/suYtSzE6DX64VIl2lbAFw/YV+XxcE/viGOJwUaU9//C+tmbk31NqLY5ezuS1j+63q8NMXw3VAqlbhw4DLCH0WicIlAs+t6bv8l/D3uX5zYdlb8TT5OXd7qgNe+eUkYj1uiasNK6PVhNyz9cXUm+xBaRvGKRfDgWgiciaQgoROYfngSLh25huunbgmBj47H/pVHUqcjUcrSd0qnVCAhOjHbvwttst6u761Oo8/V84+zf/O5te48VmQNHivy7lghBJykvQYRR1UBUNe3OlYIUSrmbUDSASpL9wgv2nelFvgFFCrDWCFHjwESlqR5G8kSkHAUsp4Ct4/Eb1ylUgKaE4A+FFAUMbuucvJxyLG/AckHDC+Qj5PnS5B8hoqueBZR14Ze9wYQ95cZrykJUJYGdJav87KGBIn2U9EVgOYMoL0ImZZFxyNpa+pUJEqpVZaEKQWgjIUim+dAWauFbHEZ6dZYpYXEY4VNeKzIGr3KNcf+8KuGn6AFepZrlmfiihW3j2Jf+BVxusqEBHx3YSWaFqmCQPfMHfp8PbyRTOdRB0jW67A3/Aq6layf6T2jR9W/9w7D3c0NrYKrobR3YTgLjisMcFzBcUWOC1PBwcHiYYuGDRsKgeny5cto1apVqlJ369YtlC1bFgWNps81QLdBHbHhr+3i4tCYyGYIzGX0GdkTNZpVyfH1CHsYgd1LDyDySRSCSwcJQ2ffgMyDwMrfNli1NdXp9MKsvc8XL2Z6r3ztMiheoQge3nhs93opVUrRsc1c9tX3A37DS5M74Z8Jy5Acr8GMT+eh9UvN8Pmc9+Hp42n3MjJvgw4LxvyL/35eC01imiBRuloJjJj3Aao1qWz2czM+nW9RlLIXOu6UIVeiYjHxN5l5kygl1stoFi+LXkyIeBwp/jy45ihmDv/bZD+RufjQqQPRtFsD8feBNUdFxkV6yFx8zYzNOLzhBKYenIBCwZnFRCNvf98fpaqUwJJJq3D/qkFc9g/yRffBncU8nA3tQ8root9E9aaVxYN4blAn0W1jaLORdsxERrmapbO9LlUa2jbfpIunSvVdb1SfH+CxImvwWJH3xgpZ1kGOnQrEzTYYaqeuTAXAfxIkt7rmP0c+RGTwnS2TcAlw7wqFKqXjVPw/KaIUYQzUUuavN3TK0ydug5wwCdCny9olscjva0ju7QyfSNwOOXJoirBknE0CEL8IctIuoPB/VsUpyeczQFkectzMtGwwKQDw6gvELYLzkQFFoEFco/3tVtew5l6vQk9d/B69ZNdcJJUTrrPUthvAiP2qcr1RfX6Ax4qs0Sq4Kl4s1Qir7h0zkYclSOLa8c0KbVG7UM53qgtNjBZd8iKS41DUwx+diteBnzrz+Xbp7RQB3AIkFq29fxwDKmS+6VDJtyhKegbgfkKE3eullBR4lGi4fk7PmYg7GHNyKd5EFcy9sROJ0OGXS+vRoWgtfFO7N7xUtv3+LG4DxxWZ4LjCBlLBiitc1paAUrkGDx6MMWPGCF8pEqiGDBki3nv55ZdR0KCLKSrTGz5rCMpUL5n6esW65fDloo8xcELfHF0+CSl/fbEQ/coMxh+fzcd/U9bgt6Gz8GqJQVjx63qTaZOTNHhw7ZHVa2kaBK+fvmX2PTKhHjDOMYNo6gBYKNg0m+f2xXsY8cy3iHgYnjKNnCoGUTYNCTDZqVT949P5WPT9ChNRirh/5SE+az8WN89mznoiseTKsevZEqWImi2q4tO/Bqcem/9+WmPxrpc+xRj8hzem4fFd04Ds0c3H+LrHDzi8/jiSEpLw45vTIOv1mToq0t8hd55g7leLbX5PuwzsgLmXfsU/t2dgwfVpWHxvJgKLByAmLBY5QfXm5gVAyp7SJtt3h4zWObuUrVEatVpXh0Jp/rSpUCnQpGt9FCtXJNvLYtLgscIUHivy3lghR08E4maYilKE7hbk8Nchay5n/gyJJVrKWjXfIt1u1A0g+Y83zFPWQ44nccxSikTK+TJqBKB/mOGte5Aj3oOcuBOynAiZphGDfMZzrA7QPYAc87PN76nk9RKkoC2QgndDCtoOBO81ZGchczDoDGS1+RJqSXMxJVfZDjx7Z3s9JFUlQN0oJWPNHEpReimpSmV7WUwaPFZk+B5KkijTG12rF8p5p12XVPErjvF1X8WQyp1z9Oujl/X47fImdN81Cb9e2oCFN/fgxwur0XXnRCy5td9k2mS9Fvfiw61K9HRWuxqd4byVAnXZe69yJ4fXL8DN2+S1m7GPMfTobIQlGQzwqUsg/UfsCjmPL07+w3EFxxUCjiuesq58BHXgo44Xr7/+OhISEtC0aVPs2LEDAQHOae2e3zAG/fSIj0kQne6ycxfXERaM/Rf/Tl5tUutNaJK0mPHJPHj5eaHLW+3Fa1RKplBI0FsRXyjjx81KB7eO/VsjJiIWMz9bIDqy2QoKqHNf696mnUOW/LASGo3WbFc/Ck6Obz2D8/svoVar6nCUhzdDsGraRrPiG223Jlkr9tmY5Z+bvBf+MPsX3HTcv13zBa6euIFzey8hNjIOIbee2PfhDOtL+5W+V9OHzcXrY15GXGS8xY/qtXpsXbgH7/00QPhXpUen1eHg2mO4fOQaVG4qNO5aX2Qvhd4Px9DGI3Hz7J0sbafaXY3kDMJfRlb/tgmDfxqQ6XUqV7SnedILH3ZD4eLOOaeMmDcUH7ccjcgn0SbiHolVQSUC8cmfBjGRcS48VpjCY0XeGStk7V0gYaGFd+kcoRHlcFLANNO3dHae060iAYX+ALQXDGWB+mhAd9/Oz2Yc3Ax9sOSY8YD+Q0COsfJZHZCwCrLvSEgK04xqWdYCSTsgUzkd1JDc2wLquoA+BAjvBWivOLyVhpCUfGBslMfF/w34mfF2onJFe+7Der0OSemcGwuS/yTI4X0AfXgGcU8BKIqmiomMc+GxIsP3UJLwfKlG4hGnTRK/pOxk/DjCX9e24++be1L/1qdc52v0Ovx8aT28VR7oUaphavaSAhL0VqQp2hY3peWwtUuJeojWJAgRTEtZrDbWTyUp0b6oaXbj/Bu7xGeVZsR9WrfDYddwOvI26gWUg6NwXMFxhTk4rshDwhTVLE+ZMkU8GFMyCgM5CdU6/ztljdVp5n+zBJ3eaCM8jOjRqGt9HNt0KlPmjREqN2vWne4YWubFD7qiQ79W2Ll4P87suYC9yw6J182JVP1G9YJfYd+0+et02LX0gBBTzAUbxpKOHYv3ZynY2LFon8jssrR99PqB1UcRFx0Pb7+0bpABxQohu9Dmv1PzEyFykQhoTQC0b34yHt4IweppG1NLQy1B2WFUBpO+9O3i4asY22sywh9GGPa1LGPhd8tQtUklRIfF4PHtJ1neTluilLFstOdH3VC0rGmJMHlopdgAWKX7e47dRbNG8fJF8cfJyVjxv/XYOGcHokOjUahoIXR7pyN6DXvO5DvKOA8eKyzDY4VrxwokrksRPSxlb+qApG2Q9bGmIo4yCNlHBsK6QdbTOZi2Lbu9bGRAd9cg8GTyhspIMqB7CCjSMlrl5NOQI98HxPrQ5aUMOW46oKoD6CNMSwcdXS9bohQRvwCy9xuQlGlZ5wIhNtkeLCQvxzK5rc5LVRoovBpy/DwgfhkgRwCKwoDnq5BoHRUF8wZsTsNjhWW8c0mQImI1ifj75l6r0/xxdavwdyJRih7Ng6vgUOjVVH+njNDrrYOrWZ3nK2Wb49nidbHl4WmcDL+J7SHnxOvmzmRvVmyHQm5eJvPf+vCs+FdpIduR1pPmnRVhiuMKjivMwXFFHinlY/IOh9efyFSulhHKjKFsGSN9RrxoUeCgkqYSlYqhxfPWhSnCL9AXLwztgq+Xforx60ahcImUi7WUmxXuXu5487s+wpg7PSRoaJPNd2FLL8hQVlZWiAyJEllh1iDBKCbcdP5lqpVE5QYVhACUHYyZVyTwZbcs0Mjlo/aVGHr6eKQ+J0FrxDPjxP4Q66PRpXpcUcniw+shaZ5XOQQFlIsnrsj0erPuDeDtZ1nApWNAvlB0TJxJQNFCoiZ+WchsbNb+i38f/IU3v+3DohTz1MNjRWZkkY1j63yvB/Sm2bSSqiKgqpn9yzAhAiFFGHPSuViUGNox7ijSgjpZewdyxBupPlaANk2s054D9HetiHfOgry+/sj8snt7QDIt2TFFAahqGY6JE5GUQVD4fgZF0UOQil6CosgBKHyHsSjFPPXse3JJlOdZ40lSNM5HpnVbfqN8G1FeZ0kQKu1VGK2L2L554O/mhZfLNsfE+v3wS8MBCHI3Le32UKgxuHInvFPR1OIhWaeFRtbZjCuikxOQFTiuMMBxRWY4rsgjGVNM3iAuKt72zVHjdCnUbl0dI+Z/gClv/y6yh6QUIYBECvLY+XHrN+IutCOQP8/CW7+LbnGPboTAJ8BHGP2aywigVuC+gT6ZhKGMFC+ftbT8wiUDLWZLGaHtI+PvjLz30xv4otO3BktbJ4lK1rCnnM2++UioULsMipRJu5O//Jd1wlOMfK4ykhvbZmTr37vxwbS3oVKnnbLcPd0xcGI/JCPW7LZQxtvgn613CM0u1jpuMczTBo8VmZEURSHbFIRUgJkMGclvFORwKlO2YwDOU/ciybi7KqAokfqKyAySyWPL3L7I2ZsXJlCJod83kKQ0KwFJ8oDk+5mVfaIQxyIn4bGCKUjEahPtmi4u3XT1A8tjbJ2X8d3Z5allf/S7oQymEp4BmNZ4IFQKx+KKFsFVsabdCBwJvYb7CeHCdL1lcDWz2WMeSrV4n8oBLUHrU8LLSkdSK3BcYYDjCutIBTyuYGGKQcnKxe26JqYsqPQ881obNOxUB5vm7MT10zfh5umG5j0ao3mPhiYCgiNQmWDjZ80bmGb84VKJ1tIf03yxMkJiSlbN6Z55rTXmfGW5cxCV2FHHQnMeYHXb1sTEjaPx6+CZeHA9JMN6G0rYnAWJL+lLCbMDCU2vj3nF5KS4Y/E+kbHkaihDLj46IVNWEn0HN2zYgMDihRByI62ksHTVEvho+iAhoDIM4xx4rDCD5/NArDUjcCXg0Q2SInPGjuTWBAiYDTn6G0CX0afP2WKVglrlOWleMiSfD00voBPW5kJGlD0kAXKsoQNgOiTPFwBsABRUEp6WpUGdAyW/sZDcGuf+qjLMU0oZL/tKlUt5FTb5u2uJ+mhSuBLW3juOKzEP4a5Qo02RaiJTylFRyoixTNAWdD7rVbopFtzYbXEayuh6PsUXy1E4rjDAcQVjDRam8gkht58Ij6A9yw8hOSFZdOt7fmgXNOveMNvqar0OtUSWzJN7YWazYMjYuVaraihZqbjZ9MO+o3pmev32hbtYN3Mr7ly8JzKeyIy2Ve9mcHO3bIjuKC9/9jz2LDuE0IfG0gFT+n/VGyUqmopp9hJUsjBeG/0S/v72P7P7w8PHA2+MfcXi5xt0rI15V37D+QOXhXE5pf/eu/IA968+FMbZp3YY6t6zgtpDDZ9C3mK/dujbCl3eaY+Dx6232bVrvm4qBJcunMl/LC+gdlfBy88TkU+isOGv7diz7CASYxNRuVF51Hq1Iv46+zOuHL6OqNBo4UVVpVHFAn/XgSmY8FiRu2OFpCwG2ft9IC6DublAScZFkHw+svx59xZA0FZAc0IYl4sOUNqboqOf8GVKPois4w4ofA2ClEd3SGrqeHwE2UcNKDNcD1g1S89N3MT2ymQ6Hr8UcuImSueCHmRy3A4ovB4Szhg8n5QlAFVtHiuYAsnDhAj8d/uQ8GFK0mlQxbc4Xi7bDK2Cq2X7N9GocAUU9fDH48To1K526VFIEuoVKofS3qbXnERhd1/h/5SRG7EhWHn3iOic56X0QIdiNdGhWC24KZwXyr5WvjW2PzqL0HiDfUVGBlZsn0lMsxeOKwxwXMFYg4WpfMC5fRcxsssEaKikKqW87MT2szi25TS6DeqIj/94L9tZN5/NeR+jukyALMmZuo25e7nhw2nv2D0/EnOoYx1lFVFpH3k17Vt5BKW+/Q8/bhuD4FJZO6lnxDfAB7/uH4/ZX5p2RCKRrd+XvdBt0DPZmj91sfMJ8MY/45cLk28jNVtWxbAZ79oMZGhgr9Wymnhk7HD3SZuvcfnoNdG23BHoeFBG1vcbv0p9bd/qw3AGOp0ek9+ajj9P/yTWPSEu0S5z8ZxGoZREZtSt83cxouM4xEbFpwqoYSHhQpiaN3oxBk95kwMMpkDDY4VrxgrKHoLCH3LsdEBO5yWlbgDJfxwkVRnrn6cg0I3uwjc0cauiDndyeD9AdLhz9GSsBNyaQBE4O+2l2G1wDjrIUSOBwmvFust6KvPPvdJuyygAyozSXjWUSAqxLGW/aSmjth0Q9wsQMIrHCqZAcyriFj46OhfJsja1bO5I+DUcCruKF0s1wqiamW84O4JCUuCb2i/ho2NzRZVA+m57lMFEmVCf13je7vnNurYdf17bLj5LpX3UwW/X4/OYdW0Hpjd5W4hgzoBK+WY3G4xpFzcCt9Jep/mTKPViqexlVnJcwXEFYx0WplxMUkKS6NSwed4u0fWsaLlgdH27I9q81EyUw5E4MPr5H6BJTDbpzmYUjyh7pHrTKuj4eutsrUf9DrXx8+5xmPv1ktRsHvLpaf58Iwyc0M9uA+kdi/YKUYowmmIb15sM70Z3/150NTPejdEka7B/5RFcO3kTane18JSq2riS3ReN/kF++HD6IFHONXn7N/D08kS5WqWF2JZdRFrvsOfQY0hnnNt3CQmxiWI/lKqS5quRFcib6uXhPfDdK9bKP8xDx73H4M6pf5NA+f1rv+Ldha9ma52M87517q4wNadjsG/5YbMdEh2hSbf6OLLhZDbXSxZZYl92m4i46ASTrD6d1vB87R9bUbFOeXQekPkuG8M8DfBYkbfHCngPALz6AsnHRYYOVBUgqcpnc74qyN4DgchhWfi0DhKtTwpy0gHIkcMBfIvsowe0Vwwm6eo6QNLm7AtTbm2B5N3ZXy+4Qw5/x1DOZyLmpZQZxi8GPKsBnr2yuSyGyZsk6jTY/PA01t07jtCkGBT3LIQXSjVGx2K1RDlcgjYZnx5fIMzJ0wtGRoFq1b1jqFWoDLoWrZut9WhcuCJmNnkXf1zdgmPhN8RrJChRZ733q3RGOR/7PGA3PTglRCnC2LHPuN7kG/XJ8fn4p0VaabFGr8WukAu4HP1AZFO1DK6KGv6l7B4rCrl544saL2DDrQ2Y0fhteLi7o6JPUSG2ZReOKziuYKzDwpQLoSycz9qPxc1zd4QIRAF3yK3HQhhaO2MzJm78CjsX70dcZJrpuLmT3LJf1pkIU1TutOq3jdg8byeiQ2NE+ijdESaBxVpr8RrNq2LytjEIexiB6NBoBBYPEBfz9kIixvwUUcocJFTdOHMbp3aeE0LY6d3n8d3LP4vyK5VaKT6/8Ltlomxw7IrPHVo2UaVhRdEqmIiPScDRjScRGxknvLHqtquZ5QBE7aYW6+ssqFPgpAHTHPYQoWPd4sXGaNYjrb591siFdnzOMV+rOxfvi4Dv0c3Hor06deLLCpQxRwEkdVVc/vNaxERkvSxwzXQKfKxv479T1qDTG235Tjjz1MFjRf4YKyTJDXBvDmch66OAyBFZWRPA/RnAPc1jUY6ZYt/nHBGYtNcNwpTuXsrlpPUuXJahkkc3SD6fQI6bA8jmy2jsIsHWmChBjpsNePTksYJ56ohMjseQI3/hemwIJPquQxYleyQMLbtzCFMbvSVEK2vm5HQWWHRrn4kwFZEci39vHxTeT1GaeAR7+OHFUk3Qu0xTs0biRuoElMHvTd5BaGI0IjXxCHL3FcKPvdC5/q8UUcocJFRdi3kkto+EsBPhNzDy5CKxLJWkEGezWdd3oF5AWfxY/zWHlk1U8y+ZOlbEaZNw4Mllse+onK9hYPksi1UcV3BcwZiHhalc5O7l+7hy7IYI2Ou2r4Wf35mB2xcNJpzGLBBjdtGFg1fwx6fzodVoU0viLJ20b5+/i8Q4wyATcvsxhrcdh8jHUalZVQ+uP8LsL//Blvk78cue72y2tS9cPEA8HOXM7vN4cO2RzWwhCgICixXCqK4ToEs2XMhq052kLhy6It777dBEYYbuCLQ/Fk1cgcXfr0RSfFLq65SJ9ulfQ4T3U2J8Es7sviD2WdkapUQwcmDVUeHfFR8Vj9LVSgohr1zN0sgJtszbheQEjUPZSOSv9PLw54WflzFoouN69fgNqD1t+XZJonOfvV30yD+LoK6H2TE+p+/sobXH8M1/w9Hm5eYY2vgLJMYl5Ug3P9qV9DugrmHkv2XkzqX7WPnreuxfdQSaJC0qNSiPFz/oihYvNOaghMmz8FjBY4UgYYXBzNuhbCQfSD5vA97vQUoJmmTtHUBLmdCWA8g06DN2nvellMYbkn82jc91QNIOoNBvgEcXIKwXIFNnrJyoJScPr6uGMj8pTdCUtdchxy0AkrYauguqa0Dyel0IfAW9SxKTd7kd+wQXo++LEreGgRUw/twK3Ix7LN4zejsZs4vORt7BL5fWQyvrUkvizEFT34h9LDKrCBK2Bh+fjfCk2NR53YsPx/Qrm7Hu/nH82fQ9FHKz3oQnyMNPPBzlePgN3I037w1ohLbl4JMrKOzug4+OzYNWbzgXadNt39nIu+K9uc2HiOkdga7V597YhXnXdyFRr0l9nTLRvqrVS5i1y3S+Sj5iOG+pKgHKMkDiNsiUTaqPAVQVIXm+AkldGTkBxxUcVzwtsDCVC5CpOHn3nNx+1sQ3x5q/EIlKm+bsgF+Qr0VRKj1Siljx0zt/iIyp9D5RBIkB9648xLQPZ+PLRR8jJ/jzC9vZOzRQapK1+HfyGui1OpPyRCMkhpDgcmzTKTR9zrHuF1RGSHfSM/L4TihGdRmPrm93wM4l+0WHNyPUTZAM5Y3H5MSOs1g5dQNe+/olDBiX/RK5jJw/eNmhG9PkK1W/Y22xPumJCrVtNktC4DNvtMHdi/eF2GkLynA6vO449q88jKiwmGyX8tF3lzy1Vv5vPZISknNElEoPrS89KCtv2997sG3hHrGjjb81EiQpI7Hbu8/g4xnvcsDB5Cl4rEiDxwrSR046mMWkEBlbks9Q05fJRN0m1D2wJ6C7DmjsKb92g5y4C3LiVkBH88/uuZ2CSS0QNx+Q6UZbThscGsYKJB+CnLAKSDR2+E1ZbvIRyMmHAM9XAb9veaxg8hQhiVH49swyHA2/nvoalcmlL83LCL235t4xkTVkSZRKjyJFj51wdgUikuMyzZvO0SQaTbm4BuPr9kFOMO3yJtsTyTI0shZ/39grtsvcPqDXL0XfFwJWqyKmvq+2oIwtyrrKyKOEKHx8bC6WN/BBUf2/gJy+KoBu8CamCf3JByHHz4fsPRQK36yUZluH44qcg+OK3CX7BbOMzRKMj1uNFtlE6bHH9JrEpcgQ6yntZCxOHcjcPd3E35ePXreY5ULz273sICJC0pmzOgnqOHflaNoAaQlaN1rfXf8esCq4UZYYrasjUJkHZUqZgwQRvV6P9X9uMxGlCBKl0h8T4/4jgWvr39n1vMiMUqlw6CKXjtvZPRczvR5cKtAQs1iBRKF67Wrh1/0TMPfyr6jTprrV6clgn7aZfM9IGMwWElC8QhHhlbZlwe5sZV/ZXJQElKleEmEPIjCwxscY8cy32DJ/l9h36X9rqd5sf25LEa0YJm/AY4UpPFaIO04OfosoADqa+WVl0RSByxo6SO5NoSi8FAjaAqhtmfwmA4krgcS1gGYvsocEKClDWQ0krMxm9pU9y6oIWfcYcmgXyBEDDNshBKn0Y1TK84Sl6UQrhskb5XqDDv2BExE3TV63JkqlnyY8mfzXLEMCV3W/knBXGuKK89H3LQpZ9Pr2R+cQluT8rpy340JxIfq+zel0kFHdrxS2PTpjVXCjTClaV0eITI4T2VLmIGFuSPHTKKqbm0GUIoylksb1STmnxU03COFOhuMK58NxhWtgYSqHWT1tE0Lvh9uV9ZQVKOPolc/s72xBF/vXTqVrNeEk7l99aNd07t7uaNWrSaoYZK1DXEYByRb7Vx3NlClmguz4SWnJDyuznTWUkfod61hfTwvrkhHyDmvUqa7I9LKEp68HWvVqioTYBPzw2m84szezwJURWjdnbDP5G7wwtKsQu9KXVeYEtLpdBnbA8HZjbJaTinVTSFjxv/U5uk4M4wg8VpjCYwXZLrXIQuZQ5vFAUhYD3FoasqIsfswb8OgMWR8HRH4GaMwIXJmgdXPO+Ch5vWYQu+DYuO84MuD5EhDeH9DdsWN6BeS4eTm8TgxjP//dOYjHidF2ZT1lBRKvXitvf0MlWo8r0fbFAI5wNy7Uruk8lW5oV7QGkvRam+sZp7PsrWWO3Y8vQG9hPxd3i0PfYNuVCKZIkGNnclyRRTiuePphYSqH2Thnh8MihD1QRhHR/6veaPtKCwc/65hvkz1Qpoo9kE+Sp7cnipQNsjod+SiVqlzcoXWIehINRcp+cZbYQUbgJCw6k/Z9WwqzXirRs/dYN+hUx+x77055A24eaouxyfv/GwgPL3fM+3oprp64kasdveu2r4nnhz6L1dPtSMXOJiRKUcYJGRjb83ujDDrq7kUZZQyTF+CxwhQeK6gapDsgkd+jveOaEnAnASozku9IYTBu5p2U90dDkjwhx/6a4keVi7g1Bbz6Q46zbQeQbUiU0kcCcrSdmVnUgfACZDmrxu4M41yoHM+e7ChHMXovDazYHp2K13Hss07obpqR0CT6jdqmf7lW8FK5o5hHIavTKSQJZbysxx4ZiUiKs+hJ1TXgNmSbmagZkQ3l0voQOBOOK5wPxxWugYWpHIb8npwNCRUd+7cR5uDU8Sw9tirEPLzdUb2Z8833NszaZnMaEmJ6fdxNPH9+SBeRtWIJEhe6vtPRoXUoXDIwR4QGbYpBu7Pw9PbA95u+grefl9V9kD57rNew58y+V75WGUza8k2m10tUKIrRSz9Fl7faC7N3Oj45IZBagrarcLFCOLz+BP78/O8cX97gn97A9oV7HdpGWkd79j/D5AY8VqTBY4UBSeEFKXAOqUZ2lOIRekheA8y+I6mrQAqYm/kNZWlIhX6F5NXbYOBLpWs57u+UHgUgBUNO3A3ETsrxpUm+o1JK8xzZRtr3fLnM5A3I78nZkPjSpXg9zG02BIMrdzJ5T7IjY6m2fxmnr9Oqu0ftWu++5Qw3518q00xk1FhCL8t4oZStEmVTqPugpcy0IHUismybSg0WnAjHFc6H4wrXwObnOUxg0UIIuf3EqfOkrmOfz81gbpoClW3tWnzAbIBOvkYvDO0iTmDOhDqfkbeVLWidlv+8Dm9+20dkAJHBeNjDcJMsHhLWKFOJBLeSlRzLmGr1YmNM/3AONIlpXTOyC3WmCy5dGM6mcoMKmHd1KjbP3YWDa44i/FEEHl6nTirkhSWnCpDkjzRsxiBUa2JZTKTugRdun8Wfpybj8e0wsc6V6pdP9bGiMkvqhpebUEbS9kX7xCMnUbsbsv9oWylbyl4o8K3btkaW28LnRchD7fiW08Jbi7L8gkoGovOb7dGwU52najufVnisSIPHijQkdU0geCuQsBxy4nZA9wTQ3zXuqZR/6Tyoh+Q3DpJbWot3c+IUcA1S4TWQFA8ARSFAVSPN81B7K6UbXm6iB5LWGh45iiFbTGyryJayFyXg1iS1w+HTgEyBdvI+yPErAf0jQFEMklcvUe75NG3n00phNx88THSuV6yvygNj6pg22DHSvmhNbHl81myWFglBL5dpBk+VuWzMrHMr9rF9/lKyHotu7cd7lTuhaeGKWOruKzKt0q+psX0ECW6lvR27nm9XpCamXFmPZDNlguFad5vJAGahLqZKx+Ibe+C4wjlwXOHauIKFqRyGsn4WjFlqtvtcViCxomZLyx0lhv46EE/uhAmzbAq+6QKfytvIW6p176aZMqycAXW8s5elk1bh7qX72LPskPBGoovE9H5GpauVRN9RvfDMa20cXg8vPy+8O+l1TB82J9N7lBnjaEc4+szz7z8rzLtzAr9AX7w8vId4EI/vPMHaGVtwdNMpaLU61GlTQyyfhCd7KFquCEpVLpnpdZXb0/sz7/lRWiZZsQpFcOvsHSFs2oJ+F617NxPfvaehFXhSQhLG9pyMY1tOp/3ulQrsWnoAjZ6th7ErPoO7pz2t4hlXwWOFKTxWpCGRgOT9NiTvt8Xfsu4B5PhFQBKZjmsBt8aQPPvb3YpcUpWCpC5v5g0zZeFPC97pMsnIaF1L3jD2XBPoAI9nn5qxQpYTIUe8L4Qpg6BJWeZKyEnrAbfWQMB0SJJzb14yzuWF0o3x59VtTivno6yjugFlLb4/vHoPhGiicTLiVmrnP/oMiUIditbMlGHlDB4l2l9tMv/GbtyMfYwdIefF+mWkrHcw3qrYDl1L1Hd4PbzV7viwahf8dHFdpvc2h5fDO8Vs+7aaogC8XoOUQ+dajiuyD8cVro0r+NZIDkMZSsXKFzHvfZSFaxwyUX/xw64W3/f08cAPW75GjyHPwt3LcAeDRKmK9cqh04B2uHX+Ls7uvYjQB87zTfIPojID+9BqdNiz/JBhvXRyJrEoq6KUEdo3w2e/j8IlyJcjjWpNK6Pdq3Z6cUmGzK3arauj35e9kFsUKROMt7/vjy8Xf4znhzyLsjVKmZQm3jx3B/97byb6lxuCfmUG44fXp+LSkas251uqSnEElXJ+1pcrIdGQjk3fUT1TX+vxXme7RCkjU4fOwqA6w3F0kz2t0fM2v38yD8e3nRHPjdmSxn+Pbz2NGZ/Od+n6MbbhscIUHissIylLQOH7GaRCP0Py6gdJWckgUKUga65AH/U19I/bQf+4DfSRn0FOPm37S6gsL7Jnni4UgPcQSN7vpb4iefV1zLQ9eizksO6Qk/J/J1c5egKQfCDlL53pv8n7IUdPdNWqMXZCGUolPAMseh85CglMr5S1fH3spXLDb40H4qXSTeGhVKd+popvMTxXogFuxIbgZPhNPEl0JBPROoXUXnZPq5X1QpQiSDTL+Mt+q0LWRCkjr5Ztga9r9UaQu2msU8irGiKVadeg1qGATwLUjSD5DEZuwXGF/XBckTfiiqc3lSKPQGV3v+z9Dr+8NxOH1h1PvRZSe6jhG+CDyJBIu7KpKFOKRKnXv3kZ9TvUtpp2N3nAdOz+76CJ7nXj9G183eOH1L/pzl/T5xrg/f+9heIVqJV01qGysZKVi+P+tYf2XetZmebvcf+iY//W2bozSb5Knd5og4uHriIuMg7FKxZDmWolxb6h9Vz28zqTLnFlapRCuRqlcHzrGeHHVLJSMSHsdRv0DNzcc/4Osk5nuCiMCY/FD6//JtImDZtvyCar2aIq2vVpiRmfzBOvGzs8bl+0F9v/2Yu6HWqg9YcNsGHWdjy8+gg+AT5ChCtVpYSYTqlUos8XL2Lah7PxtEDeWm+N7wuNJq1s89mBHfDniL8dKlu8c+Eevnrue4xZ/hlavtgE+REyfd88Z6fFjEB6ffOcHXjruz7CdJ/Jm/BYYQYeK0x3h5wiIMhRkKlznsh6MY6VMmR1A8DjOSBmQsrrKdMnroGcuAZ6qSk5sUBO+Bf6hNuQFP6ARzdIKkP2lCQpAe93Icd8i6cGZWUofD+BlG6sEAbo0eRn5UDZovYa5IhBQKFpkDycnyGSG8j6CFESatlfSw8kLIPs+zEkRWAurx1jL75qT/zZ7D18f24l9j25lHqadFOo4Kf2RHhSrF3ZVMasp3cqdkDjwhUtTkdd6cadWYFtj86axBVXYx7h05MLTMr6WgZXxfDq3VHSK3vfn6p+JVDaqzDuxochu/x1bTu6lKiXrbiiR6mG6FayPs5F3kWMJgGlvAJRzqeIKIuVY0sAcXR9na7jn7IioKosxF5RHq0sK24iwOtVSGabUDgXjisch+OKvBFXsDBlJyRqkIeN2k0FTx9Ph3ZyYLEAfLd6pPCaos5oVBpWq1U1DKj8oU1RisrdPLw8UKt1NZFe2KizZf8IYvfSg9j970HxPP2c05fLGf8+svEkLh66gh+2fo1bZ+8iITZRCDh12qbznDBD2MMIbJ2/C/evPYJvgLcQTd798XWM6fUjssuD6yEiq4tOENmBxJhaGUoeqR6W/K1e+fwFnNx+VmwvZSVRXXZuQ/t/z38Hsezntbh05Jp4jTLcklP8sQyHy3DMLh6+gvMHLpuZieGfCwevCmFq5mcLIGv14js1f8xSkXn2yV+DEfYgHBtnb8fTxM2zt3Hh0BVUbphWjpIVLy3xu5CAX4f8iWbdG2apY2VsZCzmjl6Cy0evQe3hhmcHtBXZifQdzA3ou2HL9J+yT87suYjWvSgwZXISHivS4LEi+4hzVOJGyPFzAY0x64lKrYzmuenGds0pQHPC8szofRKmon8AVDpDbkHsr5A9XoDkPwHQhUBO+A9PFborkJNPAVLNtNfIS8sRUSp1P0uQo8cA7u0hSY5fPuv10UDML4DmDCC5A569IHn2NAiCuYH4bthq5qIFko+K8kUmZyHBJ0aTCLVCKbrKOQJl7/zU8A08TIjApegHUElK1Asoi157frIpSlG5m4fSTUzfp1xLNAuyXgK89dFZIUpliisyTEfnk4OhV/DWwd8xrdFAXI8LQbw2GeW8g9EgMM331ByhidFY/+CkEKL8VJ6iK+BHVbvi85PZ79R5LyFcZHVV9C3m9JJH8mSTfIdBpjLr5IOAHA+oKhm8AXMZjiuyB8cVeSOuYGHKBppkDZb/sh6rp20Uxl8ElXj1GdkTTbo6lhpatGyweBjx9vcSqqQl6CReu3UNTNkx1u5lrPtzq91+SpSSFx0Wi/cbfGEiXBUvXwRtX22BM7sv4Mk9g9kZtc3s2L+V8ED664uFQjmRUozP/vtprQjqR8wdip8G/QGdJnud8Ugwykm8fD1dnh0z64uF+HfKGijSdYVLijffpYNKHu2FThRGKKOKvKqObDiB+OjcNrTNWejrOmXg7/jjVJoY+jirTQZkICIkStRRN+3WwKGPLv5hBeZ8tdjkCu3c3osiBfbX/eNRvpZl3wZnobezE6W90zFZg8cKHityAjl2MhA3K4PzgqUx0pFOc+kEisS1kGUSJHbTAvF0IUOOGgXZnzrxpaC7n+V5QR9qyFRzb+fQJ/WxM4HYnzMIiccgx0yAHLgECnVV5DjGjDtnTcdkCY1eKwy7/719EE+SDOVv9QLK4c0KbdEi2LHvQXHPAPEw4qPyQJQm3uL0dMVZP7AcZjQZZPcyVt45IrKhMhfJZYYysGj5rx+cZjJ1SY8APFO8Dk5E3MTjxCgUcfdDj1KNRCbT8juH8dvljYb1SxGvFt7ai9bB1TCm9kuYcG6FKNfLDvE653bBy4ik8AFcnEnJcUX24Lgib8QVLEzZCDRGd/8eJ3ecMxF6SEn86rmJ+HDaO8KcOqt06NcKi79fabHFPQ0C7fu0dGiety/cccjkO2MmFfHw5mMs+WFVqjF56P0wkVn1z/hlpkbn+rQvJGVfuXu64bdDE/Fxy9HQJGlN5m3stmcLMlYrUTF7pYWOGLuRidv+VUdEpk2FOmXR/b1OqSVwOcXJHWeFKEU4yxTfHPQ92LVkP55WyET/847j0OEzg8jol8100htnbuPRzcciM5LKOVu82MRqKeeOxfsw58vFZt9LiEnEh82+xNIHf8Hbz36vhKyW0qa2nbGEBFRpbDlVn8kePFbwWJETyEkHU0QpInuBme3OeOvx1KK7DjniDXKxNPydzTI1WXMZ0N4D5BhAWUYEpNbKc/QJa4HYnyzMLA4IexlykQOG4DYnUdVI16PMEuSDY9kugsm+KPXJ8fk4GnbDROg5E3EbHx+fjxE1nsdLZZplef5dStTF3Ou7LGZN0audi1uvvMjIjbgQu0Sp9MvIyP3ECMy/uTv12/c4MRpno+5i9vWdCEnfYTBdoLD/yWW4K9WY22wI3j48U+w7c932bEEZYlR6l1vNBZCwAXLS1pTsqWqQvPqklkvnFBxXOAeOK1wfV7D5uRXW/bEVJ7ebilKEUUia/tFsPL5rf0e6jJCPkbefpxBjMh0YlQJFywSjQ//WDs1T7eY8TySjsGTcfmvd92ifkK8VZSNNO/w96rY3TWMtWaUEvvlvOAKK+ouMLks+WtQ5sFCwP3KaB9cfYWD1j0XWDXl/UWnfqt824K3qw0QGWE6yevomsa1M9rl26mbqd7Vq44omGYmOMnf0Ykz/aA7+HvcfJvT9H/qUGIS9Kw5bnP7Pz9O8FcxBGXDLf8ncycXZUDfGJl3qmz2PEPRdo/eLl88dwbcgwmMFjxU5gRxPZSy5VOb1tKO5mHZdQ8KLIhs3oGJ/hhzzHeTYqZCjPoH8uCXkxM2Wp48hPytrJEKOm4uchroxwq2Nle+UUrwvqezrBMw4zoo7R3A07HomoccoJE25sBYhCemEGgfpXbopfNQeZrvTUSlacY9C6FK8nkPzJO8qZ2HcauP2m4hSGaB9QiWEXioPzGv+PhoGmtpulPEOwvf1+iLQzUdkdJmDtrlDsVoIcMth0Ze2SXsH8pMukKNHAkk7DKV98Qsgh3aBLDyocg6OK5wHxxVwaVzB0bEVVk/faP0ugSRh0+wdWd75hYsHYMrOcQgubeiYplQrUz1uylYvhSk7x8LT27G2vc17NHKZ6EEZVnO+XAQPHw9M3jYGf9+YLsoQZ56agjkX/ofWvZthxPwPLdaZe/p64r0p6Vo65xBUNzuqy/jU0kyj8CZMxWWD4HBgzdFM2VWUOUbm6NnlyrHrqQbmTPYwZndfOHhZeIgN+vH1bMxLFkGLsa46JjIO373yE06kdKUwQj5xE/r9grAHETbnuXXBbuQGn84agiJlgjKJvvQ3dWUZPntIrqxHQYXHCsfgscJONOfSdU5jskfKYKE5afCF8fsiG/OSUx5GM/poyJHDICeZZijLmvPQR3wC6B/bnmXCSuQGwktMWdzM5b8CUJaA5M9d+XKSf+8YPGCtsfresSzPP8jDDzOavIOinoYbvCpJkdq9r7x3sCjh81Q5Zr7dKri60zoAOgpd0fx+dTM8lW74vck7WNXmc8xo/A7+afkh/m31CToWq42xdV622OTcS+mGYdW65fh6Uim0HDEQ0IcYX0n5l84RMuSYSZATt2fKrpJ1jyCTOXo24bjCeXBc4dq4gkv5LEDB6f2rj6zuPFmvx81zd6xOEx+TgO0L94hSN02yFlUbVcRz7z4jDipB5WPzr/6GY5tO4dx+Cq4lNHimjk0Dckt0frMdNs/dBVcgjPeWHcKe5YfQ8oUm+GzO+yjWrojJNBXrlUOhYD+Eh0RmShGMjYjD4fUnRDldTkIZUmSybg3qYEddCx/fDsXf3/6HnYv3Cf8mkdX1UjO8/s0rwig+K7h55HxHjoLGgVXHUK9tbbR9uTk2zqojOixmG4PXLeZ9vUT8JokV/1uPGZ/Os3gXISOOmrFnR+T+/dgkkbmzYdY2RIREIqBoIXR75xn0GNJZdHxjcgYeKxyHxwo7yYXuTQUNOWkb4N0UkkdXyG7/pXQ2zPZcDcbosf+D5G6wX5Dj5kGOmehAxlvu+EBKyiJA4ZVA/GLRnRG6UEAZDMnzZcCrHyQFd27NKbR6nc0uc3Qz/Hqs9evTOG0SNj44iQNProjythr+pdCzdBMU8ywk3q/sWxwr2nyGg0+u4EzkbZFN1KRwJZsG5JboUbIB1j06CVdAv6ztj86JR7siNfB17d4o4WWaOVXFt7jIiApLzuzZG6NNxP7Hl9CrTA43fknaCeisx4Ny9LcGbzrdfcix04W3n8HrTwnZowsknw8gqbJWGsVxhfPhuCLAJXEFC1MWoMBTpVaamElnhMy/qZOaJa6fvoUvOn+HqNBog3GgLIuSsSWTVmH4rCHoPMBgnkndu5o+11A87CHySRR2Lt6P0HthKFTEH+37toR/EcPFxDcv/uiQx1SOIAMH1x7DyGfH43/7vhNdCI0s/PY/RDyOsli3On3YHLR5uRn8An1zbPWObjolMtOsdRx4cjcM37zwI84fuITE2MTUDCf6d++yQzi87gR+3v2toQ7XQch4nbrxWfIWYxwnMjQKu/89IH5j1GnRXmGKfuP0PbDkf0a/pYuHr4qS3YfXQ4QoRdh77HLLL43wDfBB31E9xYPJPXisyAY8VljHo3NKG3IeK5yGPhxywgbDl49ausNeYUqVmv1gYcaia6KsewhQSY8QpWB/xpsie52IHUFS+AM+gyH5DM61ZTKGsjLqnqe1Yi5PsYKH0rIlx5Xoh/jw2BxEJMelWsBQaeD8G7sxunZvdC/ZIHVZrYpUEw97iEiOxZYHZxCSFCVK4zoXr4MApcEf87OTfzvkMZVT7HlyER8em4tZTd+DSpEm+M6+vkOsvyV+urhOZFb5u+Wc36ectDflHGGl66X+IeSIIUDycUpbSHdu0AGJmyCTuBW4CJKavOAcg+MK58NxBVwSV7AwZQG6q9CyZxPsXX7YYhBKr7d80bwKnxCbIESpmPBYMXIYT+rGeZG3UakqxVGjuf0dOCjoXvrjapHBQS3JlUoFdDo9/hq5EG1faYZar1a02NmNvJ2iQmNyTQyh5Vw+eg37Vx0VWSxEcmIy1v+1zapwRiLB9oV70fOjnEu91SbTwGF7kKVuduY6HJI4lZSQjMlvTcf0Y5NweN1xbJqzAyG3nyCwWCF0frO98Mqy5PdFhvlUD077w+UiooP4FPJCQLFCuHvpAfIS+1Ycwc5/7Dd6L1TUH4OnDMCN07ew/Nf1NjtJ0u94+f/WiYw5R8owB3z7qt3TMvkTHiuyR0EZK2ac+AFS8k7ICcsMXeEUlKXSW4hPloyzJa9+kOPIZyopH4pTfoAyCNDdQJ4icQtkrQM+klJhSH6jIGsuAfHzrAeehD4Scjz5RSkdK8P0/cj+aZl8O1a0K1oDO0POQWfhbhj5KlFmkDnitUlClIpKNnTdkzP4U313djnKeAWhTkAZh+KKBTf34I+rW6GXZSglSfw77fImPBNcE43hjUSd1lBTl4FAN29EaRJEJ77cgNbrQtQ97Hp8Ac8UMxj0J+k0WHn3iEWzd4I6+m16cAqvlmuRg2unsc+KPZkqWijjPuM+0wFU2hf1BeTAlQ6PFRxXOB+OK1wDe0xZocfgzlaFnGLli6DF843Mvrdj0T6RKWXx8xIwf+y/Dh2sdTO3YvaofwwZHnpZZHMJXxy9jP2rrdekR4REoWFnQzlSVqELbw9vd7vLmGi6rQvSygr/+mKhTQGAxLYH16yXUGaXImWD7BYXLAVGdFypi9t7dYdjbK/JolTz5tk7IiPu+/6/4uNWo0V3N3OQQfeE9aPg6eMhvge0X6mEk56TOu3maV/5htpNZfZiISeJi05Ah76OGfLnRdRqFTr2b43S1UtZzZwzfo/JB+7UjnMOiVKNu9RDg47Z+80x+QMeK0zhscJ0rLh35SZCz/eCHDkUSNoDaK8IY1w56lPIYX0g6w0t4zMiKUtCCvyLFKoUtxUae1PGX4k8ZOz1oKSbJLk8WCAG8OyBfI+khuT5fEqJjQ1RSvg0FQeSDzsmSrm1hiKlBJB5uiFzckuiFFHCMwCti1Q3+97mh6dFppRlEUbGn9e2ObQ+K+4ewfQrm4W4RDfQScShZ/TY9djQMMAS4clxaFq4ErIDnZXIP8qcWbs5aLoN90+k/v3b5U1ina1B2WO2SiizjaK4A795S+urB7SXgbAeDo8VHFe4Ho4rnAMLU1bYsXi/xQ5yhMpNKe42RIfHiHbh6SGhwlKXCKPgcWLrGXz36s/CWNsWWo0WCxwUsjJydOMpu6ajznqEEEtSggyicv3ywsi854dd4eVnmMYadEEe8cjQceP+9YdYNW2j7c/o9fD2z7l021vn7zq1U9qdi/fFv0YBUp8iZF07eQs/DZph8XN129bEojt/4IOpb4ssgTavtMCw39/FP7d/R4Xa9t3tqtehFhRZ8AsgSGhp83Jzu0XG9N9b/+CcK7PMLZKTDL/Xti83g4eXu8XpqDtmq15NRGmpvbltane1yOKYsP5LJ60tk9fhsYLHCmu8M/oBAgMvpfylMw1OtBchR31l8bOSWxNIwXsg+X4NeHQBPLpC8vsWUvAuQF3Fvi+oW/OsC1NSMcC9Sxa6A8qAFIB8j5yShU77XrJ23aME3DtDUpDPj72jhRvg+QakgFnOWFMmH0DikrVfoloyxBWUFUX+Uek58OSy9biCYo+waxh1ahESdaYxiSXPK0eFrIwcCL1i13ReSsN1llGAMm5HNb+S+KfFh3i1bAt4p0xjDRLMwpIMZXt348LsMpPXy3rRqTCnkDVXgTiDzYNT0F03PnForOC4wrVwXOEcuJTPApTtQtk+1koJ7l1+iOf934AmUQOVmwod+rZC3y97oVTl4qIEQLQltsG+5YdEedCX/3xsdboLB68gkryZcpDytctg3MoRKFwyUPj1bJqzHfcuP4JCKQnfng792whBY/DPb4ruZ+/WHZ4qzJiDhK2i5Q3m57O+WGjXtZpeJ6Ptq9bTbeOi47Ht7z04vvW0EISqt6gCnxr2fZWnvv9XrhhS03rtX3FElPfRnQxzePt54YWhXcQjPc8P7YJLR6bZTAm/f/WhEMIcCRfIW6t4xaKIi4zDvhWWy1StcenINUOMk7+qEE2+l6WrGlqFe/p44sNp74hSG9qn6X+zJNr5+HvjnR9eE3/XaVMdxzYbvnNmkYDnBj2DfqN7Y9fi/eK7RiIvmeVXbVwpS6ajTN6HxwoeK6zh7adD1/7hSGeJkgEdkLQFsu6+yJAyh6TwAbxfgwTDuSgVr9cgR42w8Q2VAN2tLJQCKg2+R3IMkLQ1a90BNU5oQuFSFIDK4CMpKbwBvzGQo0Yi8wCoBCRfSL6fG/5UN04xVbeyzzz7AF7vA0lrIUePhazwhuT+LKCuw2PFU0qMJgHrH5yweul0Oz4U7bd/i2S9VohUnYvXxVsV26GMdxA0ep1dXk87H50XWULj6/axOt2ZyDsiAysnqeRTFJMbvI5gDz9se3gWq+8dxZ34UCihQDmfIuhaop7oIPhJ9efwYdUu6Ld/Km7FPbE4PxK2insaBO9pl23f7DaKWZ1SSv8sIetjgYRVkJP3A7IOsoK8uigLyjZy9Jhcal5ge6zguMI1cFzhxH3pxHk9VVBmjSbJVto2hChFkBC1/Z89GNr4C2F6Xq1JZbuyUUhYICPz+9ceWp0uLspQU56T3L5wT5QnurmrUatlNYQ/ikL4owhhVn5q13lMfnMa+pUZIsygSeDoPrizzW2r06aG+Py+lUfsWodytcugfC3LGUPkRfJ6haGY9tFsHFp7XHTxWzRxuXhv38pD2LFoL77q/j0+bP4lJg34DWf3XkwVG+5deSD+zi2fLVru6V3nHf5ch36thP+YrXlHh2XuQGINZYrR973LD0RpZ1b3A3WZpJLL/Ap9L6n0ygg1ISBBtkyNUqmvUZZgs+4NMe3w9yhe3mBg3vvj7hb3GWlOKpUSx7acRv8yQ0TZKpXe/vfzWnzY7EuM7DJeCKrM0wePFTxWWKNa/Ti4udsKJuWU8i8H8egBKMvZnrc+wsEZU+mfDtDfBOTQrIlSROLqLGRa5SX0wufLiOTZC1Kh3wFl+vIlBeDeHlLhZZBUpQ3Teb9pZZ+RqKUCyCw5rA0QOxlIWAzEzYEc/rJoOS+CZOap40bsYyEu2YJEKUIj67Dp4SkMODBdmJ7XLFTarpI3EmK2PDwjMoqsEadNRG5sM5UnuilUqBtQFuHJsSLjKSw5FifCb2Dc2WXovmsSzkXeFYbmVOpoa9saBJRDeFIsdj6+YLc4VtG3mMX3Zc0ZyE/aQ475DkjaIXyg5FhDxYM+cTPkhLXQhw+CPuxl6CNHQE4+mhpXyNqbgOZY1s+RDpO1sYLjipyF4wrnwRYkzM8AAQAASURBVBlTFiDhxVHIf4aycX54fSombvgK/0xYZtfnSMAik7VXR7yQ6T0SU5b9tBbbF1HHh5yFgu4Ns7ajQ9+WGN5+DMIfGi5m0/tCRYfG4ItO3+Kvsz8juFSQzXme3XsBFw5dsTu7ZsDYly2+RyWTFODHU4CfzlDeWF4++a0Z0CRoUk1orx6/LjKrnn2rPT79azDuXbEu/pngpIwgY2mfI1CXxuQUwdPad0apVqWWW9qDLX8vu+ej1Yvl07Kzsn2uhLKWGnernykrr8ULjdH8+Ubi90YiMGW5UVvU9DR4pg7entgPs79cZGKCbhSgyfMt5JbpnT5jxiX5U03o84s4LzBPFzxW8FhhbayQ7NXw7ciwzjRvUfZjKwNYmSI0OXIzwXYZkH3o0vli5Tfzdglwawt4mJrrSx7PAO4dAd1NQB8DkA8Ymbynn4b8onyGQ479KYMJOj2n46wF9BmzzVP2D/nJRH4MKZDL+542KIvJUcj7KUGXjDFn/sX/Gg7AnOs77TpXkIC1M+Q83qjQJtN7t+NCsejmXmx8aJ+9R3YgIWnV3aN4tkRdDD7yF0KTDDdU0xumU9ni0KOzsaTVMJE9ZYuTEbdwNuqu3eswqNIzFt+TqVlB+EBAJjE4/X5NWb+oUZBVSWnnMM05yImrAI/egP8EQEvZqLkcWGRhrOC4IufguMK5sDBlgYr1ysE30MfQVc9BcefWubsIvR+OEfM+wA9v/Gaz8xoJKdTFLyPn9l/CyGfHQ5uscch0OTv8772ZOLrxJJ7cCzN7/iQPKOoytOq3jYiJsL1v9iw75NB5uHpTy54Zm+fuEqKBrf1pfN+4zzbP3YnSVUuiWlMHTBqdpLfUbGF5e8iXjEoh6c5LmeqlRKaakagn5g0O03/P/Ar7iulccT/amDlEv5PrpxwZmF0H/c5e/+Zl0faUBulM70tU4mc+PdpIn5E9UadtDayatgkXDlwWWWg1mlXBtoV7bO6vo5tO4drJm6hU31Aawjwd8FjBY4U1rp7xBDW1Utq62nKrb/EtmXyOtOQ7IgMqKgtO1yDDZjaUDiDfI104XEPKtYuquvBIyR8oIPl8AHi/J8S/jIiybFUFq3OQfN4D3JpAjl8IJJ8AJBWgrpeSRWYNPZC8B7LmQpbaxjN5lyp+xeGn9kS0JsFhced6bAieJMVgTO2XMObMfzZL+sh/NEGXWbQ+HXEbHx6dI7Kxcqub3vcXVuFg6BWEJEZZ3D7qrvfv7YN27ZvtIeccWn7NQmnZ8JlIWG4oV7Z50W/cVykic+JywznArS5yPbCwMlZwXJG7cFzhfFiYsgCJBL0/6Y553yzJ0rnk/IFLeOmTHggsXggjnvnOqt8UZbKUqVYyk9n5ty9NgSYxOdezUvavOmIzyN61dL8o+7OJg6u+a+kBsd/NcXj9cZuilCWW/bwWf9+YhkJF/HPcq4ugjJq67WqaFTqonG7RhBVY+duGVOGTDN+bdmsgyr0uH70OjWhTbhnKVnJUNHU2lCnUvk8rfLX4Y5zZcxG/fTDLaVlZObGund5oK4Sp7FKjeVXxMDJ16Czhw0b+aLa+E+TrxcLU0wWPFZbhsQKIClNj58oAtO8ZYUGcUgJuTSGZETpkWQvEzYActwCQU8YtyReyeztDto72rB3ZTQpAn/NjnnWUkDy6Ax6/iDIYRI+zo8Odq1ACHi8ahKlsIrnVFw8j+uixdmaPKSEnbmFh6imDytn6lWuFP66SZ5vjnI68jf7lWiHI3VdkGFm74qBOdWW9gzOZnX9x8h9RKmi5s1/OsMtG2Z2x/JDK/pzNtkdnxX43h5xEncOzti/k+DmA13ZAURjQ53DXPxtjBccVuQ/HFTlD/jWKyQX6jHwRLXs2ydJn/xqxEDuX7Ee99rVFQEzdvcxBN968C3mhVS/TuuqDa44ZfIDyaKlUQlwiohz0OLIFBe5hDyzf1dWkdFLLCiRG3b/6CG+Myb4wYRZjRZ1kuJtatFwRjJj/odm7GaO6TsDf3/5rIixRJtiOxftweMMJsa62/J/oexEVaj2rKqchsVXtrhLiG5l+0yOvQpl+tdvUEKWq9Lu0J9vPXq4cv25TlCLoe5EYl/OeDkzuw2OFZXisAKaPLokbFzxFBYYspxss6KEsBcn/x0z7Ta9Phhz+DuTYaWmiFEF39xPXCh8UQzBk62aAHpAd9ZhyNnpSaURApfB6FaBHnkUPuDWGHP8v5IR1kJ0p6mko08OeLBWJol7nLZfJMwyo0BbtimYtE+63yxux5eFpNCpcEd1KNLBYGkhnFh+VB9oXrWny+p7HF4XHU26LUvZCJYtRGud+75WQEJoYY7vrZlbQh0HS3Ybkk/la37lYHys4rnANHFfkDJwxZQUq96nWuBIOrDrqcKYOCQvfv/aryCp6+/t+OLXzHEIfhEOfriTP6E1DJX9uHm4Zgt0bBrPqPJiBQtk6ZauXypZQZGmfBRRLu1uSGJ+ERzcfC/GjRMViwlD+0tFrJvvQEWh9g0oVhruXO5Lis9+Zz9jFrX2flsKb6PHdMAQU8UeXgR3Q5e0OojtG6rbp9Vjxv/VYOH656IhnEQe+ZlnNHnMWtPwm3RoIE/Y1v2/G3hWHkFchv6gpb01P/Zu+Uz0/6oaBE/uZLetzBA8v2y2OCa1WhzI1DOa4RqhrY0RIJAqXCERwqcLZWg/GdfBYYR4eKwwkxKrwac9KmLCsBuo0PgfoHgLKwpA8XwI8XzZ03UtBpvKa+HlA7PSUEhNn4Gp/JxlwbwtZHwE5bhGQsBl5FqkwED0y3VDsBtnrDUi+w82W9Tk2b087J9RCUplaD1AnLuhCAWVRSErLRs5M3obEpJp+pbE75KJdHfbSo5dlfHP6X5TwDMTQqs/iePgNPEmKNinJM5qjj63zMtyVafYQxKXo+1BJCpFNldeg9S7vUyTV+N1ZkAhX2D39+TUB0N4TQjmUZQB13ZTuoVmLtUSZtYJ+j55O6syX4kPl8ZzBv8rKWMFxhWvhuCJnYGHKBgkxiaIDGaXAZuWifNlPa/D1v8NFd6+/x/2HLfN3CY8mol77mqK0qFar6pk+q3ZTZcngLjegbB0yRo8Kc24pmaRQoH3flqKcbd7XS7Bx9o5UAalEpWLo+nYHyHZkpljiq+e+FyIK1QQ7gybd6gsz7PK1y1qdjsSr34bOEl3asgt9F2n/WysNNSee5QQ+Ad7C42pIwxFIjM1iJpCTvCBtkbF8kzpu/jdlDeKiE/DxjHctfi4pIQlndl8QTQ2oax8Jshlp1bOpmMbWfiYBq32fFqn+cdS5j3yqjNRrXwvvTn4dlRtY9y5h8iY8VmSGxwrHxwqZyr0SljjhG0kiit6BE2wOnowlP0AfDjn0RQBZzYjIpcFCzpi1nQzEz4Ysx0Ly/9byx+REIPkIQIGvqmImYYmQ3DtBpmlsbYfkZQhMRULHccgxPwKak2nLcmsGyfcLSGrTjBgmfxCvS4JSkqDNUsMDCf/c3Ivv6/fD3OZDMOvaDqy7fwJJesONYsqmeqdSB9QLyNytU0XNEpA3IQEpLCkGkcnOzZiSIKFz8bqi06Uc+z8g/r80AYmEKU+qosiGUBcxCJAj05VNZBO3tgYRXJ1mF2EOjiuswHEF8nNcUSCFKZ1Oh8PrTgiRiLKYipQJwrNvtkfjLvWgUJimxpauVlJ028rScrR6HFx3PFVZ/ej3QXjvpzcQ+Tganr4e8Av0tXoh+/e3dALNmzzK0H3MGbzy+fPw9vPEJ62/xs1zd03K2R5cf4TZoxZla/4kSjkz06hGi6o2Aw3i4qEr2RalqjWphDfGvYo5X/6DayftNxt393bH6MUfY9+qI9g0ewecSWxEHEZ0GofkhKxnzlVtXAlXjl13+Jh0HtAWWxbsFqWw9mBu/nRNuH7mVrz0aQ+Uqlw8w3sylvywCksmrUR8dNpdsBrNq+DTWUNMBKpOb7TBwvHLxPfL0naQGEqZkZ4+niJ7kpoayHrTi6Ezey7g41aj8dOucSI7kHE9PFZkHx4r7B8roDmVfVFKVQeS7zDIMVMcNBv3hFToF8iJW4FE+zoK240cDTl8AEn9WZ+HqjagtbcULh0ePQHqomV34Ghu/rI4LrL3QEgq04Bf3JCImwk5biYgp2VDy+r6kPwnmApUnj2BuN9TDOstjXkSJP9JkBTekJMOQY4YmHmdko9ADusDBC6E5JD5MpNTUNbSvseXsP7+CTxOikYxj0LoUaohmgdVhiJDyV05n+AsZy3RcvY+uSSeF3b3xRc1X8Cwat0QkRwLL6U7/N3SMvUz0jK4KmZdd+51oDN5kOD8kuPXy7dBkJsScnhfQHvF9LekuwOIzpnZQIhS4gmcglsDm6IUwXGFZTiuyN9xRYHzmKLud593HIcxPX/EwbXHcPnINexfeQSju3+Pr7p/j+RE03rj1r2bCmPqrIrhumStSSaFu6e7aEVvTZQi6AtUq3X11HI/V0B3Zty9TEsMcxISAFf8bwNunL2T2WMpD97m+YfK8qKslOWlQL5G5J+VVUh8CSweIEq9bpy549BnKZOpYv1y+Gj6O/ALsv6dywrZEaWIy0evZUkoPLnjHH7dPx5tXmqWreXT72u7mY56s75YiDlfLTIRpYiLh65iaKMvcO30zdTXvP29MXn7GAQWK2R4IcO5onLDCvhp5zi07t1MpF7/9M4M8W9G/zj6zmuTtZj6PrcJzwvwWGE/PFY4Z6wgXyNDplNWIR+SIobSEm3aXVP7iIesqgHJfywgOd+AOFuiFCGM3rMQzCcfBAKXAO5dsrd8MiRPyNxRT46dDDn2ZxNRSqA5BTm0F/TJaeKgpPCFFLAAUBhNqTMMFqqakEhs8nhWlHTK0V+mlBhl3G76W2PIrmNcTrw2Ce8fmYXPTy7EnicXcSHqHnaHnMcnx+eLB3WcS0/7orXgo7LPAsAcVMGRPq7wUKpR3DPAqihF1CxUWmRSWfKmyg3oG++uMC0xzEm0sg6In59ZlMqrxE6HTI0tbMBxhWU4rsjfcUWBE6bo4Jzfb7hgM4ofxn+PbzmNPz//22R6EpI+nztUXHhnFIlEy2ArUJZEudplbE5niTHLhqNCHcNdVlcIVDTwJcUnY/isIejYv7XoPJaTLPtpLeaPWeJy7yR70SRqsG3hXrPdMaiz4biXJmNYy69waN0xkT2XdSTRkn7q0L+ytG/++W451G5qTFg3CnmOLB7qJ3fD8Fm7sZkyHB2FfqMZy/we3XqMf6essfybSEjG+w2/wKrfNqa+Xr5WGSy4Ph0j//4InQe0Q/t+LTFwQj8suvMHfj86CbVbG8p1z+69KHzTLB1HEquunriBG2duZ2u7mOzDY4X98FiRtbGCuu5RhpI+4gPow14FkiibIZu+kqpqkKPGZu3kGvs7JPJeCfgTT81goX8EhL/mhMtdSZQjmqwRedXEzbKyvolAeE9DV0XjXNRVIAXvgOQ/xZBB5d4d8PkUCNoDRdBKSG6NDRNqjgG6e1a2Ww9oz0PWGLJnGNcx6fxqnI64neoDRehSjtuh0GuYejntWsEoJH1T+2Xhq2T0hDIi2VGaVtG3aJbjikn1+6GSj8GjLOOycwPaK1R2OLpWL3QpXi+H1kFGa78HmFFpJwb6fgZ97K/5Q5QSJAPmBPAMY0XbLitQqyldu2Y1XuK4IiMcV+QNXCpMXblyBS+88AKCgoLg5+eHVq1aYefOnTm2PCrbo85nljqeUbC4ZsZmTHlnhlBcjbR8sQmm7BiLOm3SOmm4eajRoX9rq35FNL+eH3bL8voWCvbHtCPfY9yqEaLc0BWQIEam1mf3XbSr81h2yaO2WmahTou3L9CFYxrkj/Vp228wttdkHFh9DBcOXkFUaEy2gz7yJzu752KW/KK2LtiN5CQNHl4PwdOEJlmLnUsPZGse9BslQ/z0LPlhpV2fmz5sDjbNSUuLd3NXCwH38zlD8eXCj9F3VM9MhuYPbzy2a70e3ni6jlV24bHCOjxW5L+xQniehPeDHDkUSNpm8BBKLQvJKlRWNg3QHs1awJK40mDmSyUuTxUaIGl9Nuehz2Q6Lsr37PicHDMecnxaeSSJf5Ln81D4/wBFwM9Q+AyGQpXB0Fx7177V0tk5XQEht8eKJ4nR2PzwtMVOd2RwvuzOYYw/t1xkUhmhzny/N3kHDQLLp77mrlChS4l6VqUamt+rZQ1elVkhwM0H81q8jykNXkcxz5Qs71yGxKgdj87hVMStHOgQKOOHcgcwucIB1PcJg7dSCykvllxYRAlZlxZ/Whor6rW4ix//u4HRf92GUuX49nFcYR6OKwq4MNW9e3dotVrs2LEDx48fR926dcVrjx49ypHlndl13qIolT7g3DpvJz5oOgoT+/8KrcbQIYJEKSrXWf5kDhZcn4YVYXMxcsGHIpuIRhG68DRivJPR9pXm6PxmO7vLRkLvh2UqJaRuT3Xb1kDo/YyGnLkD7a/Hd0Jt7rf0qFMC9KceapyRodSRyrQuHTEMKqn7zMVjImX4HFh9BBNfo7tGTMbfe6c32pq8dnwLdWixjzmjF4sMOXvxDfC221ieSYPHijR4rHg6xgo5alRKNyjCOL66OoBKNHhMRX3m4vXIi8iAJ5m3pyNpn/2fjv1ZZD3YjcLPzun87Z9nASC3xwrqjGdLXCExad29E3jz4O/4+vTS1GZKJEqROLWlw2isbPMZtnb8GuPqvIKva/UW76cvuTOKVc8Uq43uJRvYXWL4ODEqUykhzbdBQHk8ToyGK6D9FZIYBb0DPltqhRJdi9n2U/uoxBm0K/QQ+RtPm2OFUmn4zrXsGoUBI3J/ezmusAzHFfnU/Dw0NBRXr17F7NmzUadOHfHaDz/8gN9//x3nzp1DsWLm2+EmJSWJh5HoaMOJVaPRQKVSpT43h1ang9rTvtpmcnnYv/ow5n0TiAHf9kl93dPPQzyMy+nQvxWKVQjGiqkbRCkgZRWVrVES3d/rjI6vtRbmufSwxK3zd7Fk0iocXncM5IXs5qFC+z6t8MqIFxBUIlBMQ342klKyuu5qT5XJv86CKqWKlg1C5YblReaUTmt5AFaoJDR8pi5Cbj/B9TM37d7X2SWntt0emr/YKPX7FnLnCQ5tOA6lmxL0X25hz/Yv+3mt4Xi4Ou7JY8f+5U+7I6CYf+oxJCE6/HGE3d/d2Kg4nNl3AbVaVrNr+rodasIv2AcJsZb9VgoV9UfVJhUtnseMGN+3NZ2jOHt+2YXHCgM8Vjw9Y4WsfQA5bjetSa6ug1bnbvKvWaLmAlp6/+kaLOzadmt4D4RCHwSkdD+TZQ3k5DDKc7FzBjGQ4o9Bcmto19SyohlkXWBm76r0KApDQm1IPFa4bKygG1Nusv3Xe7senEMRtS8GV+6U+pq3pIa3Wi00B41eg2eL1kFxN38svX0Ah8Kugir/y3sHo3eZpiKjipZJ/1niemwIFtzYLczYScZwVyhFZ7rXKrRBEXeD4Hk54j4UFHNYuVZ1kxUm/zoLmlsxtR+qehfDzpDz0FmpBKC1axpUWRijX4l6YHVfu0ta9Aq8g2Ste7YLBLN9vsgGkvKZ1N+0PWNFtzdiseg3JXRa5x0njis4rnBVXCHJOdVL3ga02OrVq6N169b43//+B3d3d/Hv5MmTcenSJQQEmDffHDt2LMaNG5fp9UWLFsHLy7rxH8MwDGOd+Ph49OvXD1FRUaIUwtXwWMEwDJP34LGCYRiGceZY4TJhirh37x5efPFFnDhxQpgYFylSBOvXr0f9+vUtfsbcnY3SpUuLOyWenp7YunUrOnXqBDXdfTDDmBcn4Qz5JVnJ/MnIl4uGoWk3+1JnjYTcfoxRXSci/FEEjNmqlJVLz2u1qoqv/x2OD5uNQui9MJEplREyGm/YuS5e+ex5fN7xW7vU7YGze2PO28uhSTCfLk5ZT/7Bfji/9xIS4mx3yKF1qFivPL7f+KUwz177+2bM+nIR8hr2bHtO8emfg0XJZmJ8Ej5q/iVCbofa/EyVRhVx5dj1p2L7XU12tp2yEweMfVV0vyxXs7R4jU6Hb1b5CJFP7E9xn3pgPMrWMHzeHmgZy35eh6U/roQmWQelUgGdTg93DzUGjHsVz72bdifV1h0IW+e7rEDnVPLnyCvCFMFjBY8VT8tYIesTIIe/Auju2/6QqnZKNzrnQHf/t536Gs/U+w4qZTa75OUzsrft7oDvR5DUDYV5ufE8Lod2ymSIbg0pcCkktf0tu8XlefwcyLF/GXyyRK4JZcp4QKL18UrL5rcGjxU5G1d8duJv4ZdkLfMnIxPqvooWwVXhCA8TIvDRsXkIS4pJzWekzCB6Xq9QWUys1xcDD8/A44Qos1bfSklC08KV8Hr5NhhydLbN5VGm1DBNA/yqPoFkyXzZXTXf4ghw88apyNtIyFAyaA76BlfxK4Gpjd6EWqHCsjuHMP3KFjiDUaWO4ZkAUy+//HiulPzHQ/Lo5tBYMe2bLti+1I4xxU44ruC4Qu2iuMLp+ewjR47EpEmTrE5z8eJFVK1aFUOHDhVi1N69e8XJf9asWejRoweOHj2K4sWLm/0sZVbRIyO0A407Mf3zjHz61/v4pPXXotzM3g5numS9QweILiYmvPorHt8Ohd5MN7bT28/j54F/4P5l6zXvB1ceQ7HSwdBrdHZ3daOLbU2C+cHhwj5ql2o/3n6eqN2yGhKik+BV3Au9hnXHyl834NGtJ8iLWNv2nDKGj3gYKb4bs79dhPtXHtn8TtFnLh++Jtp35vftz0tkZdtp+t8/nieu6mq2rIavFn8szMq7DuyIv8f9a9OIX6EwCLeV6lZweH37jeyFHu91xt5lhxAREoWgUoFo3bsZvHxNvQXswdr5Lis4c17W4LGCx4qCOFboo6cA0i1AZWtMp5KV04DK+etJgZZaVbCEqextexKQMB5IoBNkQ0iFfhFG6LLfy5Bjf7Oj7FEBqKpD4ZXWQMdu3AZD9usLJG4C9GGAohjg0RmSwsfhWfFYkTNxxei6L2HQ4Zl4lBBpt5m3RiE7HFd8dfZfhGiioTMjEh2LuokJF1fhTmK41dZ+u8Muo5hPIHQKGTo7PZ5IlEqWzJcOnolNJwTZUT/nrXJHvaDyiJc1CFJ7om/F1lh675Ao1csulX2eiN93FhsW5pFzpQKSIhSSA2PFozue2L74HjRJHFc4E44r1E7bl46c65wuTA0fPhxvvvmm1WkqVKggjAnXrVuHiIiIVPWM6sDpzsT8+fNF0JITkG/TjOM/Yt3MrVj3xxYhUNmiYr1yDi3j4uGruHbypsX3qSX8oXXH0251WBmIwh9Fkps6XEFcdAL+m7wGa2dswQ+bv0ahYD88vkueCk8nnr6eCCjijyf3w4SBfXKCqRF9RsjcvHCJAJEtteGvbTZFKergWKpKcdy7kt+NGfMe9drXxNENpxz/YMohu3T4Cj5p8zVmnpyMlz7tjgOrj+LGmdsWTf8p0FSpVRg2Y1CW19k3wAfdBj2DggqPFTxWFLSxQpYTgISldrQuVwDK8oDO8nUEk0XUzQCZPFuyiOYU5PC+QOE1gNdbQOI2QHvJyjGlHBE1JP/MFhT2IpHBuderKKjk9bEi2MMPf7f4ACvuHsHyO4fxKNF2d80qvuZFMkuci7qLyzEPLL5PgtjeJ/Q9hE0jdsq4ck1UAcRpk7Dw5l6xn35rPFBkW5Gg5wzcJL2rwiUr+ADKQEBHiQi0crZELj2gKOLQWLF2YSPotLFOXGeG4LjCNThdmAoODhYPe+oNCSrhSw/9rTdX2+ZEfAp5o88XL4rHp+2+wfkDl81mNilVCtRuUwOlKjs2gFw4cFlkU5AAZQljtz97LoB1Gvu7fjkb2obE2CR81X0iKtUr71B3PmtQYO+seTmLti83w/BZ74vnyUkavFpiEGIjrBiPAihdrSTuX32IhNhEm/P3D/KFVqPLc9udX/H09UD/r18Szz/9azD6l3k/y/uWMhKp++SGWTvw8vAe+Hn3OCz8bjnW/7kVcVGGc1V66rariXd/fB2V6qe1emYcg8cKHisK2lgB7S1Aznw+yYSCPDYpU8p1Y/9TheQNyWeo4bn/BCCyjR0BnyV0gO4BkPAvJO+3gcB/IMf9DsQvAeSYzJO7NYPkOwKSOgvZUky+GSt81Z4YUKGteLx3+E+cibxjNiOJOuLVDyiHMt5BDs3/TMQdyqWxmpGlle07X3gp3aF1oCOes6FtSNAl45Pj84VAZ2+WmS28lXlrnBB4dIGi0ETxVJaTIT9uAcjWrSJkVQVIDowVh7Z6Qa9zTYfFpw2OK1yPc1stOEDz5s2FwfmAAQNw+vRpXLlyBZ9//jlu3ryJ5557LtfW4/M5Q+Ff2Fdc/KaH/vYP9sdnsw0Xn45Ag6AzTrNuHmpsnLUdroYG9JiwWJzc7jyvi7wWaBAtXmiS+tzNXS2EB1sZUCunboBKbbsjC03bY8izdpePMuYpV7sMRsz/AONWjcC/D2eh17Bu4nX/ID+8liJSZRU6Nlvm7xTPPX08MWjSa/gvZBb+vjEd/z78C//c+h3TDn+PxXf/wI9bv2FRKpfgscI2PFbkj7ECkj3p7BLg2fep64qX6yirAH4/Qio0A1KRA5C8B4iXFcoAwPuDbM5chpywUjyTFN5Q+H4OqchBSEE7IAUfgBS8C1LhZZCC90AROI9FqQI2VnxT+yX4q72Ep1N6SFiiDKGva/d2eJ4KJ6UCuSlUWH3/GFwNiVFRmngcDXeO3yp15PNW2L5BnOt4pGXFS5Ib4DPCxgckIG6BQ2OFTsNjRXbguCJv4TJhikywNm3ahNjYWHTo0AGNGjXCvn37sHr1atStWzfX1qN4haKYcWIyeg17TmRSEb4B3uj98XOYcXwSipa1fZcmI/U61HKKAJGcWDD9glyBUqVEzZamRpS3z9/NJFimh47xzsX7UKxCERQuGWh1/jQtCXtefp7CVJ7JGncv3kPpqiXQ4vnG8PByT81U0yRr0H90b/T8qFtqo4GsEJXO9PzK8ev4edAfwtT+3bqf4c8vFoqMt6CShfnw5SI8VtiGx4r8MVZo9aUBRVEbS5CB5IMiy8eFl2j5H911SKrykDw6QpI8IevjUrMWJJ/3Aa83UibM4nhMfk8pyJpzkKO+EkbFclgPyNE/Up934UPFFLyxoqRXIBa2+AB9yraEr8pDvOan8kS/cq2woMUHKO5pvuu4NRoVruCUzKJk/dPXIIdSAV4ofBMeeS5jSgXJLUPjLN01G+d1GUhcB1lRyu6x4u2vYxBUnLNrswrHFU95KZ8j0KCxefNmuJrCxQPw3pQ3xEOn1YkLz+xQoU5Z1GlTA+cPXLLbtJxQqKhtnyFDSalUinVxlLxXX533oYCiQ79W8Av0FX/fPHcH/01Zg+3/7LWZ2UVChSZRK7onzvhkntVpz+27JO6cc9ZU1qHjMbbXZIxe+ikWf78CJ3edw3v/vIrXyw9F8+6NUadtdbz/61tY9tNaUZrnCHRsipYrIp5vnL0dP7/7h6FjXspveN/yQ9i99ACG/Pwmen2ce3dfGR4rMsJjRf4cK5LitfD2fgdyzATrC9IcT9dvi8kaesiRQyH7TwXiZkCOPwzgO8hPOkD2bg+4NQF8Rouud9Bb9u6x7AFWSjyT4/+DHD06Xcc8spHZDDlpA+D7JSRv695IzNMZVwR5+GFYtW7iodXroFJkL66o7Fsc9QPK40zkbbtNywklJHEWIW8phaRw6LNG8l5YQVskQQE99FCgvs8TvF/CeRUdzkEJeHSHpCgk/pI1VyDHzQIS19hRRqyBhGTAzrGiVWcJTdsBEweXxcHN/s7bhAICxxV5C5cKU3mR7IpSRkYv/QSfdRiLOxfvC3NU0fbXBtWbVkGz5xogsEQAJr85PUvLHfXPRwguEYTNc3cKg3d7llvQA40SFYsKUZKybo5sOInvXv2ZbqvaVW5IGVBUk0yZOg+uPcLq6ZuEN5klQTK9KCUpJcg6w9/2fkdsoVQrXepJltPQLgp7EIHhbceIqyWlm+H3mhCXhM3zdopHluetl/HcoGdw+8Jd/PLuTHHtk/44Gp/P+HQearSogmpN7G/7zTx98FhRsHDWWAHFG4D2NpCwMKXznqXzdfrxgEQP4zKcJVjR5d/Tlz2RBt3lewxE9EvZZymXu+TbkrjC8Mgyekier0LWXksRpeQMx9HwXI6ZCKjrQ3LLvWwdJu+RXVHKyMR6fTDkyCzcinti91mgVqEyaFWkGoLcfTHu7LIsLfe7Oq+giE8A1t47jhV3D7tULldCj7Ie0UjQq1HSLVZkSrUvdB8qKS/FOiRcl4bkN9LgK5W4G4galnLE7BAGJR9DxqyXfWOFJMlQuwGj/7yFoV2r4dYFQ4dJjivsg+OKvAXniecQAUUL4fdjkzB89vuoWK+s7Q9IQMd+rdBnZM8stYw3Eh0WK7xvPvp9EF794kUUKCTHbu1QYNn7k+745K/BmPr+X+ju/ZrIxiFhx55MNwpUur7dUWS30QDwwW9vCw+iLm91ECWitnD3dIeHjwc8fTxQtXFFkbGTHTy83fDLnm9REKCsQmf6lNGxrNG8Cjr0b401v2+2Wm5JwuOqaRudtmymYMNjRcEbKxT+3wgPIni+JAIY23gAkpchWFHVdkIOgycQuBgFAzo+zrxZowDU9QDP5yHH/2PjMloJOZ6CSobJPoXdfUUp4Ne1etvd1e/ZEnWFIbuXyiBWZIUobYJY3hc1XxDzyk0KqxLQq/B1vF7kEtr530dbv3tYVG0bVtbYiGmV9qJTwL0cFqUcPdeqAK+BgN94yFFjIYfUAaKGptwEsOc8pAQ8X4YkOTZWULWMUgm8MzpCxBQcVzgOxxV5AxamchASHrq81R4/7foW7p5u1ieWgerNKousGdHpK4vXndM+nIOvn/9B3NF9a3wf9B3VM9uCR14nuJTB32nOhV9Qs4Wp94c1aF9fOnoVX3T6DvtWHnFI6CBxgtp/ZxT/qjauhI9nvocgG55TRGJsIirVL4f2fVvh0pFrkGwcdPI+MxdQGf2UFlybhiJlHPdEK4io3NKSRdXuKnR7pyN+2DxaGBmf3n3BarBJ753ZfSGX1pQpCPBYUfDGCkldBwr/7+zwESHiAVUNwL07oD1jO1iS/C1MkzJYBG+HpHSs23DBJb0JsRvg+QqkgLkGI+PkIzaCTR2QTCWEDOMcPJRq9CjVEH80fRfuCtsG2bX8y4jzV1XfElle5uQLazH8xN/Q6LUYXLkT3qzQLsfL+ygz6tOSJ7Gm5gZ8Vuok3it+Hj+UP4hvyuWScbtk8IeTgjYAqgw+UVbRA5rTQMRbQNJWB7t/KgFFEUje72ZprKBYoHG7EKy6qUOnN1pyXJHLcFzhHLiULxegDKju73XCiqkbzPoLkSpOJ5QhDb8QKvezb7ZHvXa1cGbvBegd8KgycmzLaSz7aZ0QpQZO6CfmOWf04qfWruLJvXDxb+Higalm2PZAwcXZ3Rcd9n2i6Zs/3xhDpw5EQBHz9dzUQtwezu29JB5ifcy0M/b0cUeH/m2EGX/hEoHYumA3ti/cg6jQGBQtF4wOfVuizavNsXXbVhHcevl4iSCIyt3yIt7+XkiMT3JpuSEdv7fG9xVZanTcSQg2Nj4gyFfKFhnbUTOMM+CxouCNFSAvEXvQHDM8DGtkZgIvkcUjPI0URYCEVZATVwP6CEBZUvidQEnNIbZBoaCSQm/DdFTulichH68EF5cbSoDPJ5Dc6lCtN6CuAUnhl+59e0q0nFPGxTDp8Va5o1fpJlh6+4BZU3TDPUwJbxycBk+lG3qUbIhGgRVwMuJWlnymDoVexT839+HNiu3wfpXOYp4zrm7JsYMyvNRJvFj4Joz31Y29zt2lXDI4lx+JfyQliUHxDgpTR7NQcq0A3DtC8vsakrJwtseKqHt0Xg/guCKX4LjCebAwlUsMnNgPty/cE6IRpfXTha6x/lc8UuJ0ulhe88dmePt5iQvZrAgMdOG8cup6vDLieVE68Nx7nbBg3H/QJj+dfhLpNYInDhpeE46akT8/9Fm4u7th15L9aNq9IU7tOIezew0ZNLVb10DH/q1RvWllXDtxwyHze3OQd1KfL15EsRRT7heGdhGP9Gg0BhFs1siF2L30IGIjDN2H8iL0/c5OCZ4zzOPp8w071UHFuuXMvt+4Sz3cOn/X4npSBgRNwzA5AY8VBWus8KCyMM15J5SbJYg77ZLKYMoN79cgeb9mMoUiZazQx0yBrF0P6NO6kOY94rO5T5zhxSVDcm8JSV3d/NvurQHtVSvrqQTc22RzHRjGPCQQ3Yx9jENhV6GAJAQq47feaHhOJOiSsfzuYfio3BHg5o3QpBiHdynNa8ntA3i9QhsoJYUQxWZd2w6NMXhxIsXd4kxEKdc0eEo3WOgeZuHzDp57PPsDCncgcT30bu0haQ5BTiaBC5DcGgMePQwlxHaMFTod0KVfOHavMd/9keMKUziuyFvwbf9cws3DDePXj8I3yz4TQXGpKiWEEaq5MjvKkoqLikdwmSBUa5o1g+WIkCjRJU6n04kOQh9MHYi8Bvl2OKPMMH2ikU+AD3Ka1b9twvJf1+PPEX9jYLVhwnOEAg/q2DZ16F/oV3YwqjWpBJ2TPJCObT5t9f1z+w0ZV+tnbRNCZlKCnXdVXIAlsUflrrKrfLVExey13yZRqWbLahZFKaL74M5CPLZ0AURGiS980DVb68EwluCxomCNFdcuNXWw3MMKyfusvi0nH0/RfJamZErZnzWW+1gKvqh8yY7vgtIOb0/rMwDUDS2LUrQWnn1TLqMtrY8MyctUHGQYZ+GuVOOXRgMwqV4/NA2qjDJeQcJLypwtBGVJxWqTUMyjEGr62+Nrl5nw5Fj8fHG9mJe/mxc+q9EDOUHHQvdSJLas5ls4Q71Kd042yZLMIRL+BuLmQY6ZBIQ9Czl6jBCpkLhBPJeftAXUdewaK8hrqkgp63EAxxVpcFyRt2BhKheh7KXWvZpi4oav8O3qEYiPTrB4B5YC+EuHrmLAuFfg5qHO0nl29bRN+HnQH+L5c+92wpjln6FkpewF9tlF5aZEhbplxb+yrM929kt6Ih9H4ZnX2uRKmRWVoqVfdxIr9PS3DHFcfx3yF976rk+2l0NZdRoLZYF3Lt3HvK+XYGzPH8Xfem3+rNUkEcjD093mDSYylJ917me0ebmZ+ExW9mVw6SCMXvKx1ekoO23Mss+gVKtMlkPPSdgatfAjlKuZtQs7hrEHHisKzljx2TMLEKcf7pyFyeaDEVl7HfqY/0GOeN+4VsifKEgNsp2NoCgNKWg94E7ZxVk5xuQkXBxSoV+sT6UqBanQtJRgWJGhfE8Jyf8nSGru3srkHJS91L5YLfza6E381OB1xGmTUjOlMkKC0rmou3ivcke4SVkrmPnvzkFMOGfoaNmzdBNMqt8fpT1te6o6gp8yGY6d7tWAqlrK75CEG+eNFbIuDPB4IZfCZW2GdU/XxU+OA6K/AXysX78aM6bCHln2H+O4Ig2OK/IeLEy5iBtn7tjdZW/ixq9EaR8h7ho7IFJtmbcL107eFM9b9WyKuZenon5H6upjGwrCcyLgCrn1BDoNdVVzrpCyY/F+9Hj/WfgW9nGp4TsFIZS1pEnSotew57I9r8oNK5i8lpSQhAl9f8HbNT7GookroEnOr0FGmghL22QLdy83qNQqfD73AzR9rqF4TaGy/zi/MuIF/HFyMoJKWqrfT6NZ94aYf/U3UUZZtUkl4Uf10qc9MPfSVLR7taXdy2SY7MJjxdM/VqyY6Q94Dcju3AB1TdNX5EToIz+GHNoViJtBhd/I3+gB2Y4sL4UHJEkNqdAkwL29415PXoMgFV4DSWn7Rp7k0R5S8DbA+z1DRgN1TfQeCCloMyTP7I3/DOMIV2MNvki2iEpOwNTGb8JH5SH+dvRKf939E7gc/UA8b1+0Jpa1GY7GgRXtFtJs8SDZG0qHOu0pAd39FMHdyR5UiesgefUHpEIuDplTzn1088HGWEEZU1v/tSwWclyRBscVeQ/2mHIRIgvKzunqtq2JxXf/wLaFe3Hh4GXcvfIAlw9fs7sEYvO8neL5sp/X4sCao0hO1KT6W1mD7urS3WqtE4UPugjPqVKzuxfvYekPK5EYl+iwQa0z78YbxZZ9Kw7j1wPjsWHWNiTGmRdejEGRueVThk7pqiUydY+aMvB37PnvoOFzNo5hvoD8ZQt5IzosxqInF4mk1PGQ8PByx7erRgjBdceSPeI1N081NAmWgy76fFxkXKrAaw9FSgcJk3R6MIyr4LGiYIwVr4/5Foj/N8Xw2+zSUx7mzpFKQFkeUJt2j5KjRgKJm4x/If9DN+b8ADnCuq+Tqk5KZoAnpIAZkDUXgJh1Ke+705WIlWUoATkGksL+Uk/qcCj5fgKAHgzjGtwV9oV0bkoVGgRWwLp2X2Djg1M4E3kHd2Kf4Hz0PbvFpXX3DWXB/9zciz2PLyJZp7XL1U0vy1BJSmiteFNtjSiNj0uegjvIi9eeNSLBJmfKkinbVI6bCcjxDopezvC4y4geSNoCBC61OlaE3HPHnnXmhSmOK9LguCJvwhlTLqJO2xpw93SzGZDU71DL8NzTDYWLB4gL6WsnDBlQ9l70Xj56DUObjMSupfuREJOY0hHN9gmTLsApsym/cHzbGdH5MCneMeGrUj2D31BWysOsQQLguX2XLYpSxn1MHmAZl01/e/t54qslnwgRMX353q6lBwylIDmAs/eBvbR5qblVo3h67/n3n039mwS5kzvOYct8gzCVbEWUMn7+6OZTTlxjhskdeKwoGGOFpDluRZQiZECizn4Zl60EJB9Ihf5nMlZQQEX+JE7PIEi/XFfgQeOAtZtlOkje/VP/Ejdvkg8CCYbyI+uilOHzSDKMKwyTn6gfWB7uCus3vd0UqtTsJvKoCnL3RYI2CZdjDBlQ9kDi0vnIexhwYDq2PjqLeF0ytHaeZ6jMUGfDMD1Or8Iv9+oJUcrl916T9gPx8x3341PVyJnzpJxkc6zw9NIiuKQXxxUcV+RLOGPKRVDmRs+PumHpj6vMnnjpAvPFD7rC298bl45cxU9vzxCdwhQKySFRQqGUcPnIdeipPWy6j6VfplKtTBGrMpOfMnKiw2OydDf76/+GI/xhJBZ+twzHnCRekBJfpXEFbJm/M7ULoyU8fTzw4oddse7PrQh/EC6Oeac32orHvuWHMbbXZNFpr0SlYggqEZgjd+2Juu1qiuw830AfXDh0GTsX70duQAJs8YpFRTMAEk7TY9zWgRP6oUrDtFTxRRNWYN43S6D2tC/zkMiJfcYwOQ2PFQVjrJDjV6YEMVaCNskbkvcbkOOXGMzLJV/Asyfg+SKQtBn6yKGAPgpQlQUURVNErBwQptRNILk3hUzlLZqTotwld3ADlGXEfhCeKyYYtlXy+RSS2nBDTxA3A3Ls/wCZMqXshccKJv9BpXl9yrbAgpu7zX6DSbZ+pWxz+Kg9cC7yDsafW4kbsSGpHf3sRSFJuBBFBuWyEKmMpJ+DSlJAS3GHGTIuSSXpoJXTBJxSbrFo538/l7vwWUCOzNr5oNBUSPonkGOnA8l7nbQy1JChts2xwi9Qh6kb7mP1osEcV3Bcke9gYcqFvPldH4SHRAofKCq50+v1woxVp9WJNtINOtXB4Pqf4frp26mfcTRTRmSh2MgotSRK5TcsjIEWIcGobtsaKF6+qHhQNpotEcleRIbPkC6YNXKhzflFPonCa1+/JB4kBJIoeffyfXzS5hvEhMemfj4mIhaX6Pjn0EBNJut9Rr0ItZsahUsE5JowRdlOf3xKd6Qy4+auxmdz3jfxdYoKjcbC7/5zOPgzZh8yTH6Dx4qnf6yAfqxtU3I5DJLPUPEwjhWy9gbk8H6Q9RRApayPJhqA9W6u2UMjPJUUkhvkxCKQc02YSgJiv7fwnhvg9z0krzRfJ1kfDjmWzMkdQQm4NcvWWjKMq3iv8jMIS44RPlBUckfCEQlJZHzepUQ9NAmshP77f8PVmIepn3FElCJoXrawJEqlQcuU0NDnMX4qvw8XEwIQqXVHsDoRNb3CxbukeblcmHJYlKLzRxMoVNQgpzRkUQLorBsEOkhe/SDHTLE5Vnj7POG4guOKfAkLUy6ExKiPpr+DomWCsXH2dtGhh8xYKVOqbI1S+LLbRCFWZRXKNilcIhBh9+kkz3cA00NBBZVHvjLixVRB8PqpW9kONIzBSp+RPVG7dXUElSpsM4AJKFooRXTU4/Su8zi14xxWTduIhFhT/5PU5zl0KC8cvIJXig8SQqXOCQGXM9Aka3Hr3F3g1bTXqJTRWtmfOWh7Xvigq/NXkGFyAR4rnv6xQh9RzHbGlCJI/ENdCpF8GPokKlFbmJI9lH5gyOHzt+Yk5MctIZNA5ajKl2MkA7qrpi8lUCmjozfe9JC8X3fmijFMrqFSKDGixgso7lEIq+4dE136/N288EqZ5qjgE4yPj89zWIhKjwQJwe6+eJIUk624gvQmBXT4ruxhqBV61PcJy/R+/oPKqt0Br3fEOVoio3ftRSecj1OELe/3ILk1hqxwfKzQJR3EmOePISZcA326j3FcYYDjirwDC1MuJOJxFD7vMBa3L9xLLVlKjE/CzM8WiAvh7Fz4Unne80OeRURIJPYsOwTZyV2N8jt0pzkxNhGjuoxHsfJFRPc1KikjMcga5AuWnKQRx4rmUalBeWg1Otw8Y8hqq9akkuje1rq34Y5r5wHtUo3Kza6HQkK3dzoK/6Of3v4dYQ/I1DXnsFUGSCWDeQn6DVCJ44BvX031T4l4FAmFSmFXph9lSpEo9dH0QajcwLS7IcPkF3isePrHCsmrJ+SkjVbmqIDk+QrkpL2Qo74E9CFO3U5zy7MaUMlRyFvogYQlkH2GpY4Vsj40JYCjNuy2oOn0kPzGQsrQ3ZBh8gvhSbEYcnQWbsY+FiISiUdJicn49fIGYY6eHVFKBQV6l2mG8OQYbH90Llv3SGVIeKvoRQSqbXdkzj+QKVY8EPk2ZGUpwPvdlGYLlDVlDeqOmJxyvpUAFZ1/NID2suFtdV1I1OlT+Otlbaw4vc8Hd6/a1znRUTiuYJwJC1Mu5PvXfsW9KwbDQaNYYBSjkrPYuU6pklD7mdqoULec8ORJSkgSSjBjCpVLGnl06zH+N/hPVKhTFrGRcVazcRp2rot3JvUXN4kLBfvBr7Cvyfwos4GCkRPbzojApVTVEmjwTG2RBZWxDJPumBctG4wyNUphdPfvnVIWYo2c8qbKaaKeRIsyQzcPQ7MAKjPU25ExRdM1eKaO8O9K70+VXW6eu4PV0zbh1M6zIs+84TN1RDZWmWolnbYMhkkPjxVP/1hRulollCrSAkg+ZEYQoq57JSCrKgERg3I+I8pi9788jj48JcAz+ElJyiJktWz7c4oigFtLkSll4k+VTWTNFcjxCw3m67RP3VtC8noNkipnAkSG+ebMUtyJC001Gid0KT5QSXp7BNrMKCUJTQpXRBXf4qjmXxKJOo0wPc8qSuhR1C0eA4tdyiPles4i3f7V3Ycc/Q2gqgZoqbTaynnIvRXg+7lw+oKCfGQDxMuybJifJKkgy8mQyYhdjodMHVjdHBsrLhzzglIpQ6dz7s7muMI5cFyRBgtTLuL2hbs4uS3rJ3ZL6LQyTu08j9O7L4iMEp9C3uKCmC6ic1r4cBnZPc+maDU3ztwWmWbWTrQHVh/F0Y0nhQlueiGCggzy/PhvyhosmrhC7G8jNVtURaveTbF/5VGTIIfMxj+bPQRjek7OVsmmPZAIRmWdoffD8p04pXZXQeWWdqpq+0oL/P7JPGiTzV9k0fFr2Kkuvt/4ldPXZdPcnfj5nRmiqYAxKH10IwTrZm7FyL8/Qvs+aV5YDOMMeKwoOGNFrdZVMWxKD5Qpvd40yFE3BfwnApHv54Ixt9Ig1IiMrPx2zUA3L9I1xPDoCkRPMGQfmEUhBClF4Gynr4kcvxxy9JcpmWcp4378XcjxiwH/KZA8uzt9mUzBhozMj4Rdd/p8Sdg6FnYDJ8JvCu8oX5UH/NVeiNUmpIpe9iPDT5WMnyrsh0IqAIOF9lJKqG3F7DdpG5C0Gyj0GySPNNHaIEjJkONmQ46dAcgkcKWgbgC4dzZ81o6xQqF0/sjBcYVz4LjCFNf0hmeEeJS+tbMzIQHKWOZEF73UgYjKCghHlunl55nnjxSdGJ21F6nsq2GnOqn7yprv0bjek0XAmJ45Xy3GnyP+Ngk0iIuHr+LEtrP4df94fPrnYDR6tp5YxsntZ/FGpQ9w7eTNHI01qOytSJkgvPL58y4VpSiIywpNujUQvi5GSGht1Lmu5eVIEgZO7Atnc/30LSFK0YVC+kwJek6/uR9en5qaAckwzoLHioIzVlw4cBWfdHmCR7ErAb8JgFtrQ5mH5gAQ2hHQXshhYYruthcHvN9xsSiVxUtT97YGX5cUROaB2IdW8PkUzkbWXEwRpeQMmRL0XA856jPI2ptOXy5TsDkediPHvJmoBNBoaB6jTUSUJh5uCoMITCWD9tK/yAMsqbYV5T1iUDBCYzJDbwVItuIpDeTIoZC110xelWN/hhwzyVSUEpOfBpIPAIWX2jVW1GsVA70Ts6U4rnAOHFdkhoWpXIYuRNf/uRUH1xwVAW6uICPVDyOwRIDwybBHoLLloZEX8Pb3wrjVI8RzhSp7J10SGBLjkjDz9BSb+4d8i1b9llbj/fjOEyydtMrstCRaxMckYOmPq7Fg3L+idCMppVTTURPvrGQbdX6jHaYenCi8rMpULykCtNyGRE6VWpUlcapDv1Ymf1OQd2j9cYvT0/4Ou+98r67V0zaKTCmLSMCa3zc7fblMwYTHioI7VqyaugKInWoIPGAch3O6e64b4NETUuB/kLxeAZR05z6thXuuIfmkyzBwEI8eJn+KIC95p5UP6CHpH8PZiPI9q5fXEuT4RU5fLlMwidEkYOXdI9jz+GKutjlK0BmuY4PcfVHCM8CuX+xrRU7CX5XXfaX8gIAZKc+zew6k83Y8UHiNHec0HeS4v1P/knUPgLg/Lc+Xml7E/mXXWFG1XgKqNYgT5XzZheMK58FxRWZYmMpFVk/fhFdKDMKvQ/7CqZ3n4ArIONo30McuUUyYtpKQkIfTbWPCY7FgzL/iuV4r27zLbQ2FQhKlj0fWn7S9f2Rg34rDqX9u/XuPVdGFPJH2rjiE8EeRuVJS+eG0tzHjxI/479EsDJ81BAFF/IVH05QdY1GrVbXU7aVHbkAdJ7UabeqdNVEGY2f2nk8hClTSWPfHVqviGr236jfqxuRcTm4/Z1VIpGN8Yrvzy3OZggePFQV7rKjTYEWKcXdOi1EAfMdAKrwKUpGDUBSaCElZGJLkDinwb0DdMGUiRe5dLsqxKaUpxn3kgEil8DOdFZXNWV1vJeT4BXA6wlPK2rHTpQSSDJM9/rt9EF13fo8fzq/CsRwo47OHsKQY+Kk8rYpiCujRwOcxAlSJKb/nPBxYIBKImZry3NY52JZwpQAkP0hJu+zLdv0/e3cB3uTVxQH8f2N1F9zd3d3ZcBgM2YCNMWP2wTZgygZsY8IMJmwMtgFDBgx3d3d317o3cr/n3tQba5u0TXN+ezra5E3yJmnfk3vee85NzHByM2GFlddJDyStB2yIFeLj9ke/X0fxciIpKMZ2xn1RpPxrCxpX0LgiP1BiKp9s+nsHZrw+G9pEbbZSoPwkkiKXjlxF3fY1bZq9Iku/OFClUeFd0ezyses2bWftNRfNyUX/InFG25aYKRrXpgq7E249ycPTm9s7FAPmfrgQZWuUhpefl7xIlJid2nUO0WEx+Hz9B/jl2Fd4YdqzeP6zYajcoEKuy+xyQv4uMaBC3XLo/8aTaD8k80wocy4cyrwE+PlDly02Pxev8YXDBfMBjZC8oljh2rEisJgWzbtGgeVHUkrsfOx3gKoymMLYnF2UmPHkQ+CGCLDAP8CCVoCJxrze4wBlrXz62Ji6OlU1wHMEoOlh2820J038bCVBpKWTCcQ5rb1zDF+dW4Vkgy6laLRgWjWIMr/zMXfRMLCCybI+sTagMLq4KC8TxM8cUNlvoQG7k6VwtrB2nDaAuT8Jrr9nWzKOp88m4/oHNh5vbYsVQcV1+GnjBUz+6xp6PPsYVerEIbiEuf57WdC4gsYV+YQSU/lANLae84E4c2eDfDiJIGaUiLO9XYa3s/nxRDKrKBOviShzazOgGXyDM591NUfjoZGrHgoBxfyzrbpXYDgQExGH/asOy5l5rzR6F89VfxNj232EF2qPRQ+PofjimR9kSefT7/bB5+vfR4XaZfNl10TSSCyX/uSLXRDzOEvNvBln9qQsmZtCTCO2Rp2hWbq9NOhU2+JMClFz37BTHbs/LnEdFCsKP0fHijKVE5GhpZ6DiRNPUUDSVvCk/TA86gv+uBt4+DAgrAf4g9rgkW8DytJg3qPBgmYDqir5tG96uVw683zaOIPBFslHs1xguQeYxGzYJqc0LazMpBB9Z1ra/3GJyzBwA36+tBGFhYIx2RS9R6kGclihAIcqpU+dj1KLLyrsQwNv42qBaXQFUzmSf0TPvkqAe9e0lfasYu7g3FiSJ2av2runoLsn0LRzDF7//C5+WHcZz4y7b1s/QRpX0Lgin1BiKh9cPHwFj26FWd3O298zXxIEIjkQ9TAa7/wxBr8c/UqW9hHgpa+HQ61Ro+OQVjY1c4x6GIUpT38rZ8B1eqaNxdlQzFJvIgcQSZKD647h3S6fGpurZ3H9zC18+tTX+PvTJfAP8cOMg5+j+6iO+bZ/p3efw5HNWc5uW/j7ybhqYYteTSzO8BLJo5Z9msLe+rz2BAx6Cx8SOND71W52f1ziOihWOAdHxgptcn4vlqwET9wBHjEC0JuYJaC/BB75OnjsDDCxlHnQUsD9qXzbO558GEjeY9vG2lPgKQ2aBeYuYpql90cJuHWGvTHPZ6wM9jiY51C7Py5xHeei7uBBYpTV7USyqJJ3MYfvj4FzRCTH4aM6T2FZm5fxeqmbGFn8HCaX24/VtVajrZ+YMeSCfCeAieS3ratw8nDwyLeMJeLufazMhsrbEF6U93UbHIGZGy/ZlACjcQWNK/IDJaYcJCE2Aat+2Yj/tfsIk5/+1ur2ot/OiE8H49fjX6PpEw0c2qBazvpgDK82Ho+XG7wje2+4OvFh9vNnfkBMRCxCy4agz2vdbbgNsH/1EZw/eBklKxU3JiVMfAYW76XGTW01ASi2a9YztadH3ohSt+0L91hdhe+vSYtx8cgVWbpy52L+fXC4evKmzSsERjyIkr25UnV7rr1sZGzqb0QEWvG31O+NJ2BvleqVx9jfX5H3n3HmlAjWYl8m/P0GSlctaffHJUUbxQrn4uhYcf2CH/QGfyv3qAA07WEfeiBxjdWBCY/9AVwrZjjoAb1tJZF2obtg+6wBHgYYHqX/7DEAYKJE0dTnKWOfG+Y13G67mnbP6hpgvp+lPEbGmVPiewWY39dgqgp2f1xStMXrkrD05gG8eGAWJh63XoUhkuYvVemCBa3eQMvgquI3z2H7pmQKFNckwPC4H0rEdMaQkEN4ofg5dAm4DY2iIFf4LEgGIHIcuCEKTFkS8BAJa2u4nMEqypCZqizgMczMduKYpgFY7mNFapvXyrUT0e/FDMdNM2hcQeOK/ECJKQcQfSdG1x2HH8b8hjO7z+HhDet/8CI7XqpycTno/WDxWLTqZ8zMil4USpXtq0L4Blmf/SSSEGf2nMelY0W7PC8nxEnWuMh4bPpzh/z55ekjMPDt3lZvJ96brfN3ye9f/f45DJnQDxp34xK6qUTZx/Qdn2L4x4PM3o+YAdTtuQ44usm2WUS2SF35zxIxEJo2/Ec8FTpK9qDKDyq1UjZjz4mMPVl8A30wbeOHMjmV9jlLJKQUDGo3NT5e+g7K1SwDR+j+XAf8evwrdH++E0pVKY5SVUug54tdMOvkN+gwuJVDHpMUXRQrnI+jY8VXWz6Fyu81C/ekMM5YsmvzbFtW4FWAR74D/qA5oD2M/KECmChnyd3HWqbwBwucK5sPp0ttvKwB858JpqoMR2CeA8DESlweAwFlOUBZHvAcDBa8GszW2ROEpLifEIkhe37AtLMrcCLiOu4nWi9v5eAo4ykWM2D4vP5QtC8mesTJ1KhMJNnKV+1hdRs9N6CXz9Ic9GZyBaJUOgZIWC5/Yr7vAZ6jbLidCjxxZcptPgC8XgbglmWTymBBC8C88x4rxImTgS9bH6cKNK6wPxpXZJbfc8aLPJFg+rjfV3h8O8x4TLLhNmJAHVQiAA271JU/e3i546PF43D70j3sW3kYSfFJKF+7DP7+ZAmunrph8U7F4Hj/qqO4c+meyRkpIkClrSJUSFoiFRbiddm/5jD6v9UDSqUSz3z4FJZ8vdLqbaLDY+T34jbPTx2Kp8f3xZGNJ5AQm4hyNUujWpPK8nWv0rAiIh9GYf5nS6FQKFLOVjDodXq0faoFnp86BOt+34L8JEpKbp67k6f7EL1W3L3d5UBNzCQSy6Ob+90Sv+tdn+sgB2C2Kl2tpOzLklHVRpUw//pP2LxgFwxIQPMeDVGtURV0f74D/Gzs+5JbFeqUw1u/vOjQxyBFH8UK5+XoWMF5RcAQDsSJJcszDiD1gFt3wGcskGhcYTD/GAB9HheV0HQFFF5AohioiRNuBgsfRBRyxhNTV7L9o4qyAqAIznQRU9cGQraBxa4yXuDWDsyjLiASR4pAOBJTVwPz+9Shj0GKPnHseOfoPDxMKd2zaVwBhmA3HzQNNiZePVQafNFgKG7GPcauh+eQqNeioncx/H55Cy7Fij5D5nUrXhe7wy/iZnyYTHZlfyygnd9tNPZ+mMtnWJRx8KRtYF4jwZgS8B4DHj/bym0MgMGYeBS3YT5jwb1eBJJ3A4Z4QFUJUNc1xgpVrTzHCjEWCSwmVkIV723eZ9XRuCLnaFyRjhJTdiZmIpnq6WNpxoo4KIyb/ar8sJpR6SolMHBcr7Sf715+gKvj/7Z4fytmboBOrvyX/To3TzeUrV7KOFOKklImaZPEwdnI3ctNzsqJi4q3+JoXKxeS6WcvX0+ZaMpKBJGRkwej2/MdZBLnwc1H8AvyQcdhbVC5fgWZoBKJG1tL3LLdv8JE8jEfPPvxINkbbfD4ftgybyce3wnHmX0XZGmgTFTpDPL3XAQrD28P2fw8tHQQPH09EB+dYPX+B47rLZ9TVuK+xJmGtWvXYuK8N6FWZ559YInoWXV82xmZwBXvcbMnG6StYEhIfqBY4dwcHSuYz1vgHgPAxdl2w12ABYB59AJT1wTnYhUucUzM7XE+w1TTfPwwwHzeAFNXBde9CJ6wEtDfB7THUkoDlSn9VBQpCStPQHsBXFFcvFIA4qzfv9cok7GCKbzARFkf1kLhPx0sB7FC9qxK3g/obxjLAkViK2UFQ0Lyw4nIG7gQc9fm7cWMKPF38GGdAdlmRpX1CsawCm3Sfr6dEIZLF9ZbvL8ltw5Ay0yv+eeuUGNAceCVkENppWEkC56heoGJmf4+xplUZjFAmfnkLVN4A+7dHRYrMrTmy/K46Y9D4wrLaFxhH5SYsrNjW0+nDcZtUadNDZmsqN2qutVtD284ZtPBIevVogyqbM3SMoEwffTPLpWUEoHS1hyNSArVaJa+4pCY1dRjdGf8++1qs81qxeXdn7fcNFyv18vm9yI5E1I6CCUqFMPwSYNMlnpUb1oF5/ZftG2HU/c75cPAC58Nw5wPFiIhxpayjLwTv+d12tRMa9gvkp7PTRkivxe/o2JFwI1/bse5/ZdkAki8vvHR8fJn0WvFltX1+r7+BJ6wc1N2sV9fP/8THmQosRUlNYPe6YNnPx4o33dCHI1iReFSGGMFU5WRyZzs+6oCV9UDdMdt2+H0Wxr/7/M2kPgtwK0ne+xDCaibyKSUfHxVJTCf/8nv5eeZ5P3gCcsA7YmUJJU4Bscan59OlLfbkEjyeNZYNmdHYqVCHjXBONhL4wbu9QKY9+tgOSiHIiS3DoddkQkmUS5niwaB5fFyla6oF1DO6rb7Hl2yKT3NTSS/KniH4o+GNeEWMwHglpp0FzU5SegrAHX99FsyBbhYaTRujoXG5nowD8sLTHDxeuvviZWVAEXxPMeKM4c8M82WonFFztC4wn4oMWVvNh6rhkzsh95juiO4pOmp5Alxibh05KqcPVOpfnk5oBcDmdwQS1NfP30Lkwd+A1ciehmVrFzc5lI18QG5x0tdMl026N0+2Ll0Px7efGxywCHeR9HMNuN9CCKBqNPqsOTrVVj+41pEpDTvFvsz6O3eeHJ0Z5Nndl+f+QJebfSu7U8ytV0GgJ4vd8Vv785DfilVpQTe++ct07vFGBp0rCMHWJv/3ikvyzgTTHyvS9LBzVMjS+/E65tKpVGhXruasjymdusadt3ncwcuYWL3KcZywwySE7WYN/lfaJO0eOELWxpUEpJHFCsKDWeMFfCdBIT3RW6CBfMcAiR8iXyjLA/mb3oRGPnc3FrIARYPX5FyacbXT3yvFXMzABYI8IxJIjWgbgrmMwZM09iuu8yTT4BHPG9idb0kIG4mOJLBfN6x62MSYvJ30caXZWSFdhhYrgVC3E23M0jQJeNc9B157KnqWwJxuiQcDs9dea4BHE08dsEteqaLvWkqY884m8uaDWCegzNdwrxeAE9cb0wsmUpOeb1sbHxuIlZwrgXiZoPH/wUYUj43K8sCXi8AHk/nKlaIu587rUSGHaRxRU7QuMK+KDFlZ7VaV7dpttSiL/9Di95NsiWmtMla/PnRIqz4aQMSY40zX8TMksbd0jPuxDai79HsM99h/+rD+LD3NKvbP/vRUyhVOcPBGZBJkx/2TsVP/5uDXf/uT3tvA0sEYOh7/eXqSuIs98a52+WgQiQARTKmetPKcrWtqyduZrq/e1ce4LuXZ+HG2dt49bvnsu1DlQYVMHHeG/hi+I9mS/rEDDimVECv1ctSkLGzX0YEjLX95WuVweXj13NdDmjrTKkXvx6BHqM7wc0jS0PGLBZ8tszsTASRME2KT5Z9WsSMwchH0bLURTwHR/nj/QXycc29Pku+WYV+b/aQPd8IcSSKFYWHM8YKhaYmDH7fAFEiOWLuM4ci5UsHMG8w/6nGxIqgqgLoxIIXjlwxS/RUmQjmNQiMuVvcksf+ZGEmgtjHRED0aXFraOypoigFpk6ftWZvPPablMc18/qIwaHnCDBlqMP2gRBBzHyyZbbUX9d2om2xmtkSU1qDDr9e2owlN/cjQW8sK1MrlGgRlPu/n3Ju0XijpP0W63EazBOKkHUwJG4DIl+yvr3na2CqzDPXZG+7wMXgMVMBkaBKTU4pQsC8XgE8hxlnRCUsMyagdKKKQgmurgsY4gC9WKk0A/0t8OiPAN1lY7N0G2OFPNJyYMb7pXD2kA+UahpX5AaNK+yLElN21qBjbdms+e7l+2an9BsxLPhsKSavmJCpPnXyoOlyWemMA2fRy0Jc5pIY0HZAc+xZcUgmYnKiWY+G8t+mTzZEsfIhskTC0nuyZtYWdBneXpbaZSQab7+/4H+I/D4Kty/chcZDg0r1ysvSOzHQ+GzId9j57/60z9R6gx5n9mQJHFnOfCz/YS3aD26Fms2NpQ0ZdRzaBk2ebIC/Pl6MI5tOyN+F+h3qYODbveTZkN3LDiAuOh5lqpVC6/5NoVApZJ8loc9rT8gyNUua92qEdgNbYtfS/di/5ohcAtaWPmhioOUf6ofP172Pyg2sL3V94dBlm1YZPLLpJAa85fhVisLvR+C4lVmH4v3ZsWivTJYR4kgUK+zMBWOFwqMXDJp2QNz3QNIe46BD00L2WpKSNoEbYsFUFQD3rmA60cfJGCuY57Pg0emfP0xy6wjm/gR4wgYgeZuF0pNUqX0y9YAiCCxgtuxzYg3XnrRtlcGk3WDeI+FoXP/I2FfKmsS1MllGiCM1CayEcl7BuBUXJmcqmSM+H865sg3fNBqedpmBGzDx+D/Y9fB8psblWoMeux6dz/U+9Q26KuYCibU64XzELM1uQNJmY9I+J9zaG+/BrR246AMlZz1Z+AyduAjcs58stcu0B8pgOYuUGz4EdFcBkbhXVTeW3nE9eOT/gKSMvb90gPaomQdJeQ/i/wJ37wmmqW9TrGApsWLQB24oWZPGFblB4wr7o8SUnYnA8Mnyd2U5lqVlNcWH3gNrjiIpISlt1snhDSfkKnymOHIGTKHGgQFje+LBjce4cPhyjvpjiUSKaCguBgXv//M/vNPpE/l6m7uPyEdR+Oq5mZi+3fQqOv4hfvIrow1/bDMONFL2NSezjtb8usnkYEPw8ffGmO9FGUF2WZcm12pFmYNR52fbyiTm7uUHMu1TavPxl74ejqfGGhvqi5XxDq49Cm6i4brYvmbLaujyTFuc3nte/l7X71Ab7Qa2gMZdY/X5iZl/H/b+ArY4suE43ntyqkyqNX2igempyHYQ9dhSs0kjpVKBiIfGlW8IcSSKFXbmorFCofQFfD80fWPVqCxrLKXHCnj0AZK2Akkbs8xUMjYfZz4TwLxSYpCqEnjYdjMzmpSAqgHg0RfQHpHNSZimOeD+BBizPKNW4DwZPEIsh24D7W4Ywl8A83oG0LRzWKyAIcKGjRTghjA7rGFFiGXi9/yrBs/g2b0zkWTI8DechZhVtfvRBbninrvS2Jdt/+NL2PlQzIzMLi+jimqekVAxZx2XcMDrOUB/N6WHXU5uqpcNxUUCCX7fgYeLJKCFRXwM4bJPHQuab/JqOXtKk6WlS8K/WZJStlKCxy80mZiyFCtKVKRxRW7RuML+KDHlAKIJdKu+TbBt0V6LCSWeUsqUmpha9/vmtAQCMWrYuQ7GtfvY2BMohzFw+8I90CXr8OHisbJR7aSlb2PiE6KUwTQxc+jUznO4cfYWytXMXk5298p9OVtJLO1dtkZptOrXFEu/W52rt0oMhK6fzly6YQ9iZccPFv0Pq37aiGU/rJHlIELNFlXx9Lt90bxno7RtqzaqhMmrJuKzod8hJjxW9lkRZW7i969hl7r44J+35Ep1osdJTu1edhARD2xL8IjHFLOmDq0/Lpudi7IVRww4RHmetVUPxfsSWibI7o9NiCkUK+yHYkXOyKXL/b8H4ucby0X0KfFI3QDM60Uw9w7p26prAwGzjGfxeVTKR0dxHNUDmpZg/t+lrFSXfVEPqxI3pvdKsUqskLcHPHmnsdm57weOSU4pQzKsDmiOHkyZuZyTEEcp7x2KdqE1sen+yUwzn7IS12VMTP136xCUYDC9pl7uJRlUEB+lFM6YmVW3BMKH2TAD1ISkNeCRWsD/BzBNPXD/GUBkygxVk/SA9hC4KLNTVc52LdfdlCcHuCFOLgohZrbyuLk536/Ux5Jlf/ZF4wrzaFxhf5SYcpAKdcvLxJQlPgFe8PIXKyEY3bv6wC5JqdTkluhFJAb9IWWC8eiWrR/8Co+qjSri6JZTeTqtIxJJe5YfRJsBzZEQl9Jbw4pLR69lSkyJM+ffvPAztv2zx1jWpmCyVMTb3xOxkZaXBzdHfJjO+N7bO4iIBE+f17rLJJo4426uF1TjrvWw8M4s+TpdO3UTbh4atOzTBBXrWl/NxZKz+y5AqVbaXFKT+nv/34/rULNFNXQY3Ar25hvkgxa9GssZZeb+zlQapSybISS/UKzIO4oVeUhOeQ0HPJ81rtDHVGZ7QTG31kDoHplI4roLxu3cOoGpra8obAnXHk/5KGprSU1KTEn4G9CImVr2LwNnigBwt45AkqXyRTXgTiXfJP9U8S2OzTIxZZ6vygM+6vS/4TsJ4XZJSqUmt8RqfKKc8GJSDTT3vQ+no6oNaPflbb6YmGWatAlw7waGeNvuSXsGyJCY4jwRPOo9IHF1Wi9ALo6BUaI/WHQud4wB8gSB/dG4wjQaV9gfrXXrIN1GtpeJIbMvvFKBHi92kX/sqUT/Hku3sUSpMt5OzA5q0buxXMmvYdd6eG/BW/jl2JcILO4vH9MZiKRNhTplEVw6SJZW5e3OgFW/iFIFQK2xLQ/701tzMGXItzi92zj9edqIGbLvkCASGqnJltwmpVL7h7Qf1Mrhr6Onj4fVBuUaNzU6DmmNUZ8NlSvh5TUpJeT2fRO//8tyOQvNFqM+HyZXAjT3t/DC58/I1+zR7TBEh1kv/SMkryhW5B7FCvu9jkzhbbVBOWMaMI+eUPiMA/Mek+eklFFuY7wCPP5POArzGWfs+5LWNyvr9W+L5bXA9ffBbSr9IyRvepZqaHGGoEga9SvTFEqW/jcVqPGWl+eGMuWxPq8/BG1Ca6CqTwk0C66MKfWexjM1vgRThJj9+yh8GKCsBihFX8C8joUYePyClO+tt7YQePQUGCLeAk82tmvhke8Ye9RJhgyJ+dwmpeS9grk/CUeicUV2NK6wL5ox5SCiCeor3z6HGa/PzlY+JAbFZaqVxOAJmZfvFM1URUmTOeJ+gksFykEzEwfG1CVEFQz+of5pM2Ba9Mi+bPKXWz7GhK6T8fhOuMPLBd/98zVcP3Mbi7/8z+q2WVdsEysQdn62HV786lkMLPaCTSscWsSBG+du4/Kxa4iLipMzYnTJlmfxiLK23Uv3y2RU39eflCss2ZNoVh5SKggdhrZGQRE9UrbO340HNx7JjH+HIa0yLWWeVw0618XS79bk+HZihp9omi4WAlAoFA4pnfp+z1T8OOZ3nNqV3nchqGQAhr4/AI9vh2FgsVGIiYiTl4sVs8TlYqYVIY5AsYJiRWGOFVysgJewElx/F0zhD4jmuhmWMs8r5tYSPD43pSsGQHsSnBvAMgzE7bZfoqwmcBF49CRAm6H3pyIU8HoV3HAfeNgipbQR4Op6ckUt5t7R7vtCiBDk5oOx1Xvgq3OrjGOADHN1RPKpnHcIRlRsl+nF6lGqIQ6EXTb7Aor7CXH3wcPE6Ewd5MTlARpvuYhn8+AqaFMi+yIGPPBP8PDnAMODlARVLkrjbOX3JaC7BMT9ZsPGWXvhaYw98LzHA4+a22E/OaC9Aq49C87FCUxRNqm1cpMoIGkDeNJacFGGnLQB9qUEFMUAd2MP2YJA4woaV9gDJaYcqM+Y7nLAO+/TJbhy4oa8zN3LDd2f74jhkwbJ/j0ZtXmqOZZ8vQLXTt/KljgS5Vhi2ekf93+O/asOY82sTbh//ZFcorrriPbo9nx77Nq/0+y+lKtRGn9eniFLtpZ+uxoXD19xyHNWKBkad6uPLs+2w5Xj13Bs6ymzq76J10JsW6tlVVk65+7ljvK1y8AnwFsm3UQzWnsQM19eafRujm6TmhD778e1dkvkiUGGeC3KVC2JyasmwMPL8tlpRxHv/2/j58nkj5jZJJJBcz9aiCdHd8LrM16ASp33w0LjbvVQqkoJ3LkkVizJxdl7RzW1FaVTtcti+o5PcfvSPbl6ppefJ8rXKYvxnT/FpaNXM73XFw5fwUd9psnXRSz3TogjUKygWFEYYwWPmwMe81XKQE4JLpJBsd+BewwC8/0YjBn72OSJpg2gLA/or+fixiJOOC5WMHVVsKAF4LrrgP6GmCYFrqoKhI8EdGKF1wyfC7SnwCNfBsTr4in61xBifwPLtUCwuy9+v7wVl2KMn688lBr0Lt0Ioyt3hneGMj6hY/Ha+PvaLlyJvQ9DxrPAckaUAsFuPpjT/BW5Qt+yWwdxLyEC/movOTurZ/GG2LNZlLOaJnsmhWwxlvfG/ZHyN+EICjBNGzCPvjBozwHJohTP3PjAA3BrA2gaAsrKYAoPQFUVTOEnxxWyXM4eeAR4WObJBTkqQ7baw85WKQlBZQWwgF/BFI5pEWINjStoXGEvlJhysNb9mskvMcspKT4JIWWCzJZWiZKqLzd/jC+G/4hD647Jz1upM6OqNq6M9/95SzZaEyWA4svcymzmiPtvN6gFZr3zFxxFJJeiH0cjINQP784dg3HtP5YJAFNF2IlxSTJRJlZ6a9K9QfYSjdplce30zTyvSCgaoJtirRG2cSP7rIgoShPFcxQNeht0quOQ2UC22DB3G34Zl17+oDOkB/d1v2+VK+6ZWw0wJ0SJ6tQ1E/Fq4/GIj7awYkkWIglYr11NhyamUpWuUkJ+CfOnLsXFI1eyvdepP8988w/Z7F78/RHiCBQrKFYUpljB45eBx3ye4ZIMcTRhCTjcwPzMrAaY0z5XAb+Bh/UDeGwObqkENE3zJVYwVXlAfAmxP4NnTUpJxp959GTArQuYMtTh+0VcU4diteTXg8Qo2ei8mLtfWrPzrDQKFWY2GYVJJxdj7+OLmeYT1fQthSn1B8tElygBFF85HVeI8l7u/gQQY9sqzLnCPGUiCAgC85sGLhqXi0Sxye5OCcYeUG5PQOHeNsu+MmNiWTYIz+vnenMJLlMrl+ZmGxuI0kT3tmCaloCmhUNmjtqCxhXpaFyRdw77LZ46dSpatmwJT09P+Psby8yyunnzJnr06CG3CQ0NxTvvvAOdzk7Z7EImpHQQSlctabXfjyir+mzNe5hz/nu8MeMFjPnhefx85Ev8sHcqipUT9dx5I2aIhN11XD8EkWwSyajw+xEILB6Anw5Pk+VQlnz+zA+Ijsjez0c08LZHUsjc8V8kQbwDvKzeNrVk0iJzn40Z0P+tHvI9HD3tGTTqUq/ABhpihtRfkxabvV48z1U/b0DEQ9tW08vo3rUH+GXsXAwp+zL6Bz+HtztOwpXj1/HL8a/kjCSb91FvwMC3eyM/iee98qcNln/XOMf6P7bm5265DIoVmVGsMI9iRf4Q5XE89ntLWwAJC8D1YTm/b90tGKI/g+FhWxgeNIUh7FlAdw4IWiFnJNlOD+ZlaTUs+5MzLuLnWZ/pkLA0v3bJpVCsyEwkpMp5BZtNSqXy13jiu8YjsaTNWLxbszfertELf7d8DbNbvIISHnY42SaSRIaHcBieAB42DFz/CEwZAha0HFDXtXyb6Ldh0Gf/LMs8h9snKWT2PsQMJj8bbmvLPlhIunuMBAteDoXPO2BurQosKUXjCtNoXJF7DvtNTk5OxsCBA/HKK6+YvF6v18uklNhu7969+PPPPzF37lx89NFHjtolpyKSWL1e6SZLPCo3qGC3+3Vkb6nU+xf9ecRAXxArs1krGxS3ebbCa9i17ECmy7uObI+2A1vI7zOeFRVljeLncrXSV87LDdHEXDSFzwvRrLvdwJby/ZL7qRBlaMbrRFni3PM/4JXpI6FUFXyDyGNbT+PhzcdWSxj3rczQT8MGokn86DrjsPzHdbJHk+jRJfo3TR40HX9+uAgzD32BKg0rZHh9sgdb8Z4KInmXdfacoyXGJSL8npVkLWO4ee52fu2SS6FYkTcUKyhW2BtP2g8YrJVh64GkLTm73+TD4I97AvF/A6JHE480LqUe+QYgEmGBywBVLStlesZYynzeBXPLPCPC4Xg8YHhkfTOd+Z4+JPcoVuSNSGI9Vba5LAes5mv8zGofjh1XyGMNj0prOM5FsY/2lPXbPOoAnpill5NHfzmbyohlOa6IBulV8rivOkAZnMf7UACaJ40lzqk/p+6r2L/gjVD4vQfGCr7oicYVptG4Ivcc9lv9ySefyH9FssmUjRs34uzZs9i8eTOKFSuG+vXrY/LkyRg/fjwmTZoEjcb0SgdJSUnyK1V0dHTalFOVSmXz9NPCRDTnXjtrM87uuyBn8TTqUhfdR3VCaBnbD26pz9nacw8uF4SAEn55WlHOFlsW7EJ0eAy2/rMLSo3K6rodYr8/H/49oHgDzXs0Srv8nT9fRcOudbHm142yobpYfbBR1/ro9/oTsr/W6y3eg0JtTGqoPVQ57odVolIo7t98CG4mrorHK1ezLK6eNPYIM+X8kUt4549XZVLn4pGrsm9Tg851ZF+v1OfmSNbee51WhzkfLMSa3zZB7WH5zJqYzJUQG4/LJ65iw5ztuHn+Njx8PNCqT1O07NsYGrfMf5dJCcmYPHg6ODNAqVFC/JdKfL9z2X7UaFkV3+2dIvs3XThwWf6OV6pfDucOXMb+NUeQnKBFlUYV8eQLnVC+VpkcvV62/t5bwpQMbl5qGCx8thKJM08/j0J1bLHHc7d0v/mFYoXtKFZQrHDkMYNzLXjMt0DCIgBu1vu+aOOA+LPgicsA3RW5Sh1z7wK4dZYlPpnvOxH80ZspEwVErM4Sr2M3gCkaAL6LjEur604YV95T1QDTnQRP3CoyW4C6FpjHQNn/CfkcKzhXgOs8rAzEVYDeGwqKFXZHscJ212If4L/bh3Ei4gaUUMjV9PqUaYxi7v52/5vhvAS4PkTUscKholcCyZFAwqqUhuPWaIHH74D5MzC3DmmXcq9pgLIVePw/gEwiKwG31mCezwKKQPCwQdDpjZ9ldXprx0FTTcjLALq7Fo4TSkBVBdCdN383hpOA3+dgIsEmjoei5FndAkxdWR5D9TSuoHFFER1XMG5TnVLuicTUW2+9hcjIyEyXi5lRK1euxPHjx9Muu3btGipWrIijR4+iQQPTsyZE0io1OGW0YMECWRJICCEk9+Lj4zF06FBERUXB19c3315KihWEEOI8KFYQQgixZ6wosHmA9+/flzOlMkr9WVxnzsSJEzF27NhMM6bKlCmDrl27wsPDA5s2bUKXLl2gVtthtRgHEyt+vdvlU5OlxqLaSe2mwi/Hv0ZQ8QCbspG2Pvdj207jy+E/Ij4mEYXRF+veQ40W1Wzadvey/fjhjd8xclZ//DFqKbQJxh5l3v6e8A/1xZ3L983OhtK4qdCsZyPsXXEQel2W1UpUDHo9x0tfDZczecSMqf+1NV9mKrZv0asx3pnzmvw5PiZBliiK/kqObs5q6b0XPcVeaTze5vvy9HZHfKzp3wuFiqFstVL4bveUtOc0440/sHXBrrRVDM2Zf/0nePtb6eeVCzn5vbdEND6f0G0yDHou2klle94V65THV1s+KrD+YI587lmlzkItLChWUKwwh2KF/Y4ZXHfD2IDcVsxLLNtnYUZABbDARWmxwhD9KZCw2kLT4JS7DdkOpvAttMdLnnwaPOK5lNkQ3MTzrg4W+GeB9XwxhWKF64wrzkXdwauHZpu8TvwlqhVKzG/1hlyNz56/NwaxUl7kuxaOCQWLBcwG09jWJkKU/2nDJ2Pz8ffQuf5kqJQpVTqiB54iyELjdUEDiNlZSZtNrBwoZmEZwHzHg3kMAteeBw8famFPxEyujlD4TzPul0G8tnq5HzSuoHFFUY0VOUpMTZgwAdOmGf9AzDl37hyqV68OR3Fzc5NfWYkXMPVFzPh9Ybb8uzXQJerMNl3WJeqxcfZ2DJ80yOb7tPbcD60/hg97fWFs4mlDY3HRE0j0RzK3sp0jRDyIkc9Br9Nj78rDOLHttNzfOm1qyJXR1Brj87t87Bq+eGaGLCETRFJKm2CcLhiZFI3IB9EWn6OCMWxfuFcuy50JA5r2boIRkwfLlQGFHWI7rUHukyniUXcs2o8WPZvg3+mr0/pqFa8QigFv9USvV7vKleocydR7v2PRPuiT9Tb3FtO5aYy/k2YmUl46fA2nd11Aw0515M+MM/m6m3tdUokSQEf+Teb1b75W8+qY+Pdb+OKZH5AQlwiVSikTVOJ51WxRFZ8sf9fkcacwsPfxzh73RbHCvihWmEaxwn7HDEPiWkAl4rzlY3k6cTxMtjBAOwPGDxtXjBL3r2KAKsl6YkrtBqYovLEC6gbgym/Ao8YZe06lfYzWyetYwE9gCooVtqJYYV//3NoLLTOAm/m71HIDVt07iherdLbb3wxP2gke82JK+zdbPmsqUv5uxPEjfzBlGJhaDc51sjceTxY9bTmYujHg3iWt9Jhrz4LHvQ2e0lBeJKXU8riFlP0NA1SWxk4M0K8BVFmPowzQdAbzedNYhixeqQQbjrn6dYCuIxA3B9Cl9NVSlgbzHAl4DjOuaupANK6gcYU95CTm5igxNW7cOIwcOdLiNqIUzxbFixfHwYMHM1324MGDtOuKOtHoe+e/+y0uzCBWOzi65WSOElOWiIbz01/8FdxgyDYrxFxfHYVKiffmv4npo3+RTa2tESdH81ocGlQyANfP3ML7PT6TzbpTG4eLhuqiWfnkVRNQtVElLP1utdmzBpYSUh7e7gguFShnU5lK2IiE1dVTN1GuprFHlGDLcxf39dnQ72VD9FT3rz/EzLf+wKnd5/D+P2/l+4ybqMfRcn8Mtow1GBAXaflsl2hmf3j9sbTElFjSfM2sTebvUsFQqV55ePkW/jLblr2bYNHdWdi2cC+unrgONw8NWvRpglotq+XLkuRFCcUK+6FYYR7FCjuSy7HbepwT21k7A6oCT9oF5mZMTIl/ecJCC9srjLONFN4o7Jh7J0CzB0hcAy76xDB3MLdOgLohxYocolhhP9vun8bWB6ctrvcmUlYHw67kKDFlCed68KgPcrDSnPg8rwT8pgPRHxgXQLDpeJPHgYUiFFx7CTxiNGC4mzb85ZgPxIQAAb+CqWuDiwSQ2eOghX1gnoCiGKC/aSbRJBJW5wFVhlXKeZQNx1w9ECVm82UYO+jvgMdMAZKPAP7f5vvsTBpX2I7GFTmXo8RUSEiI/LKHFi1ayKVfHz58iNDQUHmZmD4mag9r1qyJouzo5pOYPPAbm46ztsxqstXxraflqmm2EIPy9k+3xMC3e6NczTKo3qwKJnafguunb5m9jYePu0zmnD+QuxVpxNhfzDAqXa0kXqj1v7RkUMbZOJGPomX54+wz3+HAmqPyutTm57YKCPXHrQsiMJlmMHDcu/oAJ3ecRf0OteVlxcqHmp1FZOr2aVK+3blknzxAdRrWBvmpWLkQ6G1didGGpydCqE6b/n607NMEoWWD8fhOuMkkn/j9ffrdPnAWHt4esnST5A3FCvugWGEaxQr7Y8pS4DavrmXr55IMs6NE4kZREjA8MDNwM4B5jYazYAovwHOQzak8YhrFCvs4+PgyJhz/x6a/THOzqXIlWazgab5MMjN3wP1JMO8XwFSVwTX1wMOfB/SXLJcMKysBupO53EGx0l5pcGUFIOxJwCCSQVmOTYYw8PARQPA6IGl7yvEpp51uggH9NQvXGwD9LSD5IODWPBfH3Izbpbx/SeuAxE6AR2/kJxpX5AyNK3LGYWnWmzdvysbm4l8xU0d8L75iY43JBlG7LRJQzz77LE6cOIENGzbggw8+wJgxYwptyYy9zPngH5tOTIrVy+q1T106Oe/uXX1o03b+xf2wKnYe3v5jjExKCcElA/Hbyen4fu9UdBzaGvU61EKX4e0weeV4/HLsS/x85Essuf873L3d87CHDC99MwK/j58nM/KmEh3isoSYRKz+ZSP0GRIkOXH36n2bBj43z91J+7nryPaWk4RM3Mb8mypmLa2YuR75rdMzbW06gytmx5WpXhIBxfwsbieSUtWbpp/xUalV+Gzd+/AL8TU+TuqKtimz3Ia9PwDtn26V16dBijCKFeZRrDCHYoXduffOwapTFY29VizSganrpv3EmBos8HdAIXpmikCRGpdSSlG8XgXz6JG7fScugWKFeT9f2mhTklQBhkaBtlW22EQkW2yhCAYrdgIK/y9kUkpgymJQhKwBAhYD7r0ATTPAvR/g/wsQuAIs6D+w0H3G5FRe+EwEYr4CDOFmk+KiN5Zcpc9KqbFZXMyUskbMmjK2+ZA8+ltJ8mc8TpqiAI+fh/xG4wrilIkpseqeWFnv448/lsko8b34Onz4sLxe9NtZvXq1/FfMnnrmmWcwfPhwfPrppyjKHt58hPMHL9vc36nnS13s9tg+gbZNkY+8HyVnwJhSs3lVvP3Hq+j1cjdZVieeS1KCFpXql4ebhxvO7buYq30rVj4Eoz4fhhmvzcaGOdsslzjqDdi+aC+qNa0sk3eOICZHiZK/VKFlgjHik6fNJnVEgsbSjCoxi+r6aVsCl30FlQjAyE8HW/098wn0kX2U+rz2hPzZXHLNN8gHrQcYz/akKlejNOac/x6vfvcc6ratiaqNKqLriHaYeegLjJxs+bEJoVhhGsUK0yhWOAZThoJ5v2VlKwWg8AcL/AnMc7iFQZNCdBsG3LtlfgxVZbDgjWA+7wOaJoCqthycsaBlUPhYe2zi6ihWmHY/IRJnom7LMj1rRKuK/mWa2u9NUVg+mZnG8DhltqSJu3CrD+b3OZjnUEAZDGhPgSEJUNUAY+6A9lju9k1ZCvB+G4j+BEhcam0HAdFnT10vPVlud9xY8peCKUuAeb9pZltlyqwty4WZ0OVuzJUXNK4gjqRy5NLf4suScuXKYe3atXAlMRG2rVghZp+8v+AthJa1T+mk0Lhr+tlLa0QfKlNO7z6HT576BpEPo2S/IZHBmT9lqWwQPWn5u7maxfTy9BGyV9FrTd+DLtnYvNwa0aC63xtP4tiWU1A6IIioNCo069Ew02VD3+8vZxTNm/IvHt0ylkSKxFjr/s0Q8SAKp3aes5ic0ngYmyvmtyET+8Ev2Ad/fboEYRkSjiq1EoElAtD9uY7o+UpXBIT6YdA7vXFq1zkc2XRC/g6mJlBl8k2jxifL34HGLXsTO9FDqu/rT8gvQnKCYoVpFCuyo1jhWMz7ZTmjicfOyDKIVAGKEDDPpwCPoWDKIHCvUUDyISB5d5YeMCIea8ACZqY1FM70GKKHlNdwMC+R2CLEdhQrTIvWJtj29w1gSr3BKO7hb7dfO67JyYx40+MKnnwYPPJ1WVKXmozhcTPlYgLw/yl3s5jELCmxb2EDUpYnsgGPlwl3nrzXQcNjNeDWPvNFXq+AKYLAY2dmKIlUAG5dja+H9pCV5FReqlRyj8YVxOkSU8S0kNJBMplhbZW0kVMGo02WmSl5lRhv2woYbp5uCCoVmO3yWxfuYEK3KUhOMh7kMyahLhy6jIndJsM32Afh92xpZmiMku/8MQZdR7THtBE/QqfTZe7PZIaYuVOhdhk079kI/d/qgVW/boQ9iYo0kWARs4MyX87w5OjO6PZ8B1w7eROJ8UkoVaWETOiIBuCiJ5XZfVYp0PapFigoqft96chVJMQmonTVkvJ3MSux4uGUVROw8c8dWPnTetw6fwfuXm6yHE+81qUqlyiQ/SfE1VCsyIBiRb5hnk8DHk8B2tPGVedUFcCU2RekkUmngF+BhOXg8fMB3VWAeQAePeSKUUxVLv92mhAXFuruJ0v0rM2YeqVKF3Qsbuybai+MJ9rYscrD2Bw8C667auwzlbZCX4YklPYkeMRzxtmX/JHt++T3BZhHfxgi30m5PxtXClRVBdw6AGLFu2hR1mdPDPB8FkyWMme4VAw4Uo+5ugsATwCU5Y3J//iF4NrMi4RlpgQ8uqOg0LiCOAIlpvKZLIXq1xS7lx80m5wSiQAxG8je3D1tm7EjSrFEiWVW/36zCjqtzmQZol5nwJUTN+TMJ1sSU+Jg3PuVrjIpJXqQbV+4BwadbU0ARfLqxrk7clW9l78ZgVptqiECD6FxV8n9FgM6kVDJCTF7SNyvWAmxx0td8cLnw8xuKx6jcoMKmS7rOKwN5k1ZivB7EdneV1Eap1IpZWKnIIn9rt60itXtRFmiaABujybgYgbZuQOXcPHQFTnrqlHXeihZqeivuklIXlGsMKJYkf/kEuSaejZspzY2APfM+8rBcrax9oQcjIKpAE1rMFXZPN8vIUWdv8YTHYrVwvaHZ6Hnpj9Heyg1eLqcA/p9imS0LdS1jceVLHjcHykzmkzttx4Qq16qWwJaWxJTIskzTCalxGqBsjTPZE8pc2VxlwH9DTCfiWCKRuJ0vjhVL2ruAEVxQH8VOR9ii+cleoMMBvN52/yei8dQ18ze9y/2J8DwyMTzEG1MVPIkQEGicQWxN0pMFYAXvngGx7aeRlxUfKYkhiyd4hyvz3gBHl72n57p5eclm6mf3HnWYo8rc32Bti3cIxNQlhzdfMqmfRHP88rJGzi957zsT5VxpTdbPL4ThnHtP8ZvJ79Bi56NZUnokvuzoVarZXLpz48WYfFXK6zer0gaVahTFnXb1JQNvEVj99wkTsT79dWWj/HeE1Plin7G5t9cvl6ePh6YtOwdlK7iWrONxAy7KYO/xdUTN4x9qziXvbvESn7vzh0jfx8JIeZRrKBY4QrkrInIt4yD0LS+VRzcrTOY3zQwRebZy4SQzF6r1h2Hwq8gTpeUKTmVWmT7Ts3e8FDZv52E+Nvkomm5WG3O0twpc/3rEldbTx5pRWmdLURy+xx48hHZn8rmEr5Uhgfg4cPAgleDuXUEsBaKYvugUKvBuQE89nsg7jcbSgsVgFLMvmoCpgiUjd1zk2RnCk8g8C/wiFEpTeZTe07pZUN45j8TTFUeroTGFUWfw5qfE/NKVCyGGQc+l6VoGRtNh5QNQs+Xu8oZU6JMzBGGfTDAbB8ksS912tSQX1mJ29h7n87uuyiTS6JPVNayOWu4niPiQSTW/r4l23UKhQLPTRmChXdmWS2fEwm60dOexZgfnsczHz6Vp9k8IvEkmoCLJNQTozqi64gO+N+sl/HP7V9Rv4N9p08XdmH3IvC/Nh/i+ulbaa9z6q/d/tVH8N6Tn8mZcoQQ8yhWGFGsKLq4/iF42BBAl7pkPM+wHPo2OSiTsx8IIWaV8gzE3BavonVINVnWl6qClze+rFkOPYIegosyMQdgXq9aKZFrDKZpnO0aORax9z5pj8vkEk8Wq/nltJeWwdjXKX5JtmsYU0Dh8z+w0N2Am7XyOQOY77tQ+H4I5j0mTzM/ReKJBW+QSSh4DDQuFuE7BSxkF5ibfdu9FHY0rnANNGOqgIgEiFgFTSRXNv29E0u+XoGHNx5j9S8b5ZeHjztGTHpaln/JGmQ7adCxDib89Qamj/4Z2iSd7H0kPgPqdXrUblUdn/z3btrjxcckYP+qw4h8FI3QssEoXiFUzgaysaBcEv20RGPsmIjYbNeJ2WLiob56biZ6jO6MJd+sstp7KyOR7NgybycGjO1hdhXCfm8+iQuHL8tm5aZK7ESDc1F+aC9iplSrvk3llyv774e1snmzqfdTXCYGmgfXHkOLXtk/rBBC0lGsoFhRlPH4vwAebWbWhF4ONJG0A3AXMxgIIeaU9gzCVw2fRVhSDO5GbYZ34k8oq74hP2dz0WGDeQHeb8geSvYcVzC3FoDfV+BR76f0ikot2dMB6oZgAT+nPR43xMqEMwzhgLIEoCgNGG5bafBtak6Fr1hD3MR14jjCgKjxgMfTQPxsG3tMpTKAJ64A3J4z82T9Aa8RcuVAY7PyrMctZuxTpWkJe2GitNm9C5i7/VZpd0Y0rnANlJgqYKIv0+8T5skyp4wSYhLxy7g/5SB+4Nu9c3if1+XAX6lUoEGnOvKse0adhrVB0ycbYMu8Xbh+5pacoSUarYuV9VLLCUU/qT8nLUZSfJJM4IgkkJuNPaoyEreLi443fz0HYiPiULJycfl19/L9HCWnTCW8hPV/bMXfny7Bw5uP0y/MsHCQxl2NXi93xagvhskZVsS+Nv653eL7KBKWIqlIiSlCbEOxgmJFkZSw3EopjxI8YQUYJaYIsUkgTiDAIFaly5Ls4XHgMZ/LNukQq2rmANeeMyaJRVJI0yLbLCDm0RtwawckrAAXvZqYB5h7N7myXuq4AvF/gMf8IP7oU5JL4jOiew6TUnJvxFqElq8XyW6xAIOyHKC/mYNeU2K3okzfa/y/4LE/AoZ7Zm7oBngOkb2kxAwrYl80rnANlJgqQOJA/evbfxqPoWaOy39+vAg9Xuoi+xSZI0rsti3aLaIRhlcag8e3I9KvZEDL3k3wzpwx8PZP7+njE+AtV54z5d/pqzHr3b/T9zOlH1VSyqp+qYkqW4gEhJiNZYlSrZSzxb7fPUUm6TbP2ylnc1m9bwVD6arZ+zYtnPYfZk+cn+1ysd/efl547cdRcqaUmMlFHMNcwjCVSFpFPDQd/AkhmVGsMKJYUQSZGQSm0wNcLCNPCLElVvCYLzKXxGbdJuZ7OZuIKbwt3E8CeMIa0bUchocdwZUPMlzLwN06GVe/U/imX6rwA7yGZygkzEAmpaZluCD1xGVi2n3anqASM7KsjRFUgP4uWNBC8JivZcIsfeU/a/2hsvdt4rGzwGO/Nr098wF8PwJz62DxNSV5Q+MK10Ap3QJ04+xt2YPHXM8nISkhGXtXHDJ7/YVDlzGs3Cv48TUxXRWICsuSEODGnj4Tuk2WK+pZkxCbgL8mLbK86IWvR3p/UissPbe0bQwc7t7uss/U2N9eweJ7v2PGwS/w+swXLN5OrKLX48Wu2WqQ53zwj9m+VGL21uld5ygp5WChZYItXi9W6CuZZSYfIcQ0ihVGFCuKIFHOY3kDQEmr8xFiEzFbSXfRSpInEUjK3p81FdeeBH/YHjz6k5QLspbMcWP/t/DnwLn1BuPcEAceK2ZKmcMAlpOEji1VFaJViCeYIgAKv6lgoXvBgpYCPpOs385zcPY+eLHTze8LjwWSj1BSysFoXOEaKDFVgKIeWZqKaiTKzCLNzCwRM07Gd52M2Ejrs1MuHLpiMcGV6sCao0iMs9DknANxkfE2n9gQj12qSgmL9exim9b90nsyiZld1RpXkqV27Z9uKevjTc1+EuWIbQdmbv636a8d5qeficfSGeR00OSkHK7WQXKkx0tdMzX2z0qsVth9VCd6VQmxAcUKI4oVRY9xEGjpTJcezOOpfNwjQpyY6N1klcLY5NsErg+TCSdwG2Yy6k5ZTHClSdpupcm5KBuJge0MxhI9i8cNg+zLlErM7GLqOmCeQwD3HmZuywBNO8A9SzVJwn9W9kcPJCwD57bMyCK5ReMK10CJqQIUXDrQ6jYGgwEhZmafrP1ts2xQbtBzm0rqZNLGiqjHMXZriigSE+0GtcCoz4eZnTklyvHaDWyB0lVLZr89Y5jw9xsY8elg+AX7ZEpcDZ3YX65+p1SmNlk0un/tIZjS8q+1mIUWHZaTIEhyqudLnVG+Vhn5e5cNAzo/21b2NCOEWEexgmJFkeUxGFCJWJA5lqdx7yv71BBCbKAsbmNix8xMxYTFsheVbbOSFOCyR5y1hxPtRezVbF0BuD0h+ziZP0Oeso2qgslxBfP7Csz7LYAFZLjCF/B6BSxgJhjLfCzi+ts2DJcTU54ncRQaV7gG6jFVgEpVLoGaLavh/P6LsizNFC8/T7To1cjkdXuWH7C515M40xx+39QKFpkVKxdiU/mdLUTC6e0/XoWbhxve/PlFzHxjNvR6g2zKLh5DzJpp2bcJ3p4zxuIqd8PeH4Cn3+2DW+fvyMlQpauVhMZNbXJ73yBvizOmUpNhXqIckTiMh7cHpu/4FL+MnYst83dBp9WnJRXFSpND3+9v11VhCCnKKFZQrCiqmMILCJwPHv0ZkLgyvXcM8wXzGmkcLFKsIMS2vydVOXCRyNWeMJ9cEj2R3EyvcskTN+ZgFTsDoH9kfTNlqVw0ODfDvbuxtxVzB3w/BY/+NKWxuTLlMfSAW2cwf9Fny8Iqd96vAF4vALqrxtupKoIxMws8Kfxt2H/Ra4r6SzkSjStcAyWmCtgr00dgbLuPAK3eZHJqzPfPQ+OuMdv03FYKlQLFK4RY3a5xt3rwD/VD5KMok8dhkdQxl0TLqHztMnj/n/+l/dzzpS5o+1Rz2dhcrLwnEm7tBrVExbpiOq51KrUKFepY37bDkNb453PzZ3DEDB6xEpw4wBHHEkmot/8Ygxe/Ho5rp27K97BKwwpmf58JIeZRrKBYUVTJMhv/L8ANE1L646gAdS0w5lbQu0aI02E+74GHD0tJ8mZPMjHfD8z/bVksuTPV/6209c3cWgOKoJQyQ1Pjh9QV+qw9XFUo/L/LXAYsVv5LWAmuvyETbsz9CTB1dZv2njE1oK5mfTv3nuBxv1jaMUA2Pk9fYIo4Bo0rij4q5Stg1ZtWwTfbP0Wl+pmnnBYrH4IPFv4PXYa3M3vbqo0rySbSthC9lZ4Y1dnqdiJ58EZK0/GsZylFUkehMjPdPovi5UOzXSaam/d/s4dcFe+5KUNsTkrlRIXaZdFhcCuT/Y1EUk28Xs98SP0q8pNvoA/qtauFWi2rUVKKkFyiWGFfFCsKH6bwB9M0BdM0pKQUIbn9O9LUAwucD6hqZL5CWQrM7zswj37mb6yuY76sNhs9mOcg6/vD1GC+qU3Hs342V9j+eHLmVZb7VgSAeY2AwvcjKHz+Z3NSKieYumpKXypT4y3j/jPv1+z+uMQ8GlcUXTRjqhCo0awKfjo8DdfP3MKD6w/hG+yLak0qycbnlvR+pRu2zNtl9f5FgqlF78Zo2FkEHOvaDGiOKSsnYNa7f+PmuTtpl1drWhlD3+uPD3t9YeUBgZKVbalzdwxRGuju5Yb1c7bJkzMiSSVKGQNLBMieVZUbZK87J4SQwo5ihX1RrCCEFNnkVPBycO0lQPRIUgTKpBNjlscVzHMoeOIKWx4BcOsEaFratj9iZpP/L+AxXwL6K+lXqOvKcl1EvmT9TmTD84LB/KaBM08gYWnKrC/xOuoBRQiY39dg6poFtm+EFCWUmCpERLNo8WVNQmwCNv21E1vm74RPoDdiwmNhLta4eWrQZ8wTGDn5aauJroya9WiEpk82lCVYkY+iEVomSDYoF72hRNJJlOOZxYFGXerBEe5de4CVMzdg19L9sol5pfrl0evVrpm2Ef2nxv72CoZPGoR9Kw8jITYR5WqVkWWKWZulE0KIs6FYYR3FCkKIq2PqKoD4soIb4oDE/8ATVoosTMqqfOb6gLoDXs+Ceb9pNdGVaV/cOwBu7QHdBWNZn7KEbFAuxhVcWRbQ37Ry+1ZwBK67BR4/H0hcL5ZHkjPNuGZY5sdmGjC/qeDerwNJWwEeD6gqA5o22ZqlE0JyjxJTTubhzUcY2/5jPLjxSIYMnjIjiGcozxYlck2faIBGXevJmVe57ackZlplLbcTlz39Th98+9KvJm8jyv1KViomk0D2dnLnWbz3xFRok3VyBpRwbMspnNx1Fi8teDpb0/bgUkHo9Uo3u+8HIYQUdhQrKFYQQog1XH/X2JNKfzf1kpQZQRk+U6uqA5q2gKY1mKZOrvspyRYhWcrt5GVeo8GjP7TQy6qMTALZG08+BB4+CoA2pYk6gOR94PGHAEzJNq5gYtVDz6F23w9CiBElppyIOEBOGvA1Ht8Ok/Ei9XCZcWU+sXrdiI+fduh+PPFCJ1l2uPyHtbJnk1hdT8QVsReiXG7K6ok5mp1lCzFL7KM+06BN0mZqvi4SVMqU+vQt83fjiedMrzRCCCGugmIFxQpCCLElVvCI1wC9qILImITJcLbb60UoAl537IvpMQjQXQLi/0rpOaVPn7ElyuUCfsvR7CxbiFliPOJlkYnK0nxdnz48TlwFaAbY9XEJIeZR83Mncm7/RVw6clUmgsxZ9/sWaJNF5t9xxNmNV797Dt/umixXwRPldLXb1MDrP76A2We+lUub29vWBbsRFx1vcUXAlT+ts/vjEkKIs6FYQbGCEEKs0h4HdKfTZwuZEr8InIvkjWPHFQqxWmDgP4B7T2PjdnVjMN+PwILXgqkc0F9KJJ14jMUVAXn8PPs/LiHELJox5USObzsjS+VSy9hMiQ6Pxa3zdx2y4l1WtVtVl195ER+TgC3zduLEjjOyLLFO6xroMrwtvPwyTxM+s++CnIVl6bnfOHsHifFJcPekJaYJIa6LYgXFCkIIsSp5f4YZSmaIflO6q9lK8ByBaRrJr7zghlggcSV48gHjfaobAR79wBQ+mbdLPmb9uesug/MEMJa7liiEkJyhxJQTyVrrnNftCtqZvRfwfs/PEBcVb6wxB7Dr3/3444N/MHnFeNRrXyttWwVTyHJBa2zZhhBCijKKFdZfI4oVhBBic1RxipeKJx8FjxgN8Ni0UkAumprHfitXBWRuzdI3trk0kAYWhOQXKuVzInXa1LA4Y0jw9vNEmeqlUNiF3YvAxO5TEB+dYOyXZeDGL86RGJeI93t8Jhu8p6rfsbbFEkahaqOKcPOg2VKEENdGsYJiBSGEWKVpbHnGkMB8AFWlQv9icv1D8IjnAR6XkkgzpHyJQUaCTFhx/Z207ZmmufXnrq4Dxtwdv/OEEIkSU0422Chfu4xsOG6pMbnGTY3Cbs2vm5AUn5ypcXsqcZlYeW/VzxvSLmv7VHMEFveXpYzm9H/zSYftLyGEOAuKFRQrCCHEKnVjQFU1paTNDM9BYExT6F9MHr9QTI8y0zNKXKYFj1+QfpF7d9lY3dJzZ17DHbOzhBCTKDHlRES526Rl78A/1A9MkT61NGOy5unxfeAM9q44BIPB/FltMTNsz38H037WuGvw2br34e3vlem5Z0zStejdxIF7TAghzoFiBcUKQgixJVYw/5mAIihLyVr6Z2vmNdo5XsikLRYbmcvZUYmb0n5izA0s4HeA+WZ57umJKubWyUE7SwgxhXpMORmx4t2sk99g3e9bsXneDsRGxKFU1RLo8WInRCMcak3hny0lJCdaX+EjOSHz6oKV6pXHnAvfY8Oc7di9bL9sdF6lQQU8+XIXXLp3zoF7SwghzoViBcUKQgixRq54F7waiF8CnrgCMEQByvJgXk/LZI4zzJaSeFKOt2HqGkDIBiBhKXjiRlnyB1VNMM0QANcdt6+EEJMoMeWEfAN98PS7feRXKq1Wi7Vr18JZVGtaGXev3DfbN0rMhBLbmHruA8f1kl8ZnzslpgghJPvxkmIFxQpCCLGEKfwB79Fg3umzo5hWnBx2nnGF6AcF/Q0LfaOUgLqu6efuNQrMa1SW506JKULyG5XykQLR65VuFpuZi+v6jOmer/tECCGkcKFYQQghxBrmOcxKM3M9mOcz9EISUohRYooUiJrNq2L4x4Oy9chSpPSPEmf567WvRe8OIYS4MIoVhBBCrGGa+mDer5sY3qZ87zUazK0ZvZCEFGJUykcKzLMfD0SlBuXx7zercHrPeYBzVG9eFU/9ryfaDBDLuBJCCHF1FCsIIYRYIxNTqprgcbMB7RHjhep6YF7Pg7l3oxeQkEKOElOkQLXs3UR+pa7Qp1DQJD5CCCEUKwghhOQMc+8kvzg3jisYo3EFIc6CElOkUKCEFCGEEIoVhBBC8ooSUoQ4H0ojE0IIIYQQQgghhJACQYkpQgghhBBCCCGEEFIgKDFFCCGEEEIIIYQQQgoEJaYIIYQQQgghhBBCSIGgxBQhhBBCCCGEEEIIKRCUmCKEEEIIIYQQQgghBYISU4QQQgghhBBCCCGkaCWmpk6dipYtW8LT0xP+/v7Zrj9x4gSGDBmCMmXKwMPDAzVq1MD333/vqN0hhBBSCFGsIIQQQrGCEEJcm8pRd5ycnIyBAweiRYsWmD17drbrjxw5gtDQUMybN08mp/bu3YsXX3wRSqUSr732mqN2ixBCSCFCsYIQQgjFCkIIcW0OS0x98skn8t+5c+eavP7555/P9HPFihWxb98+LFu2jBJThBDiIihWEEIIoVhBCCGuzWGJqdyIiopCYGCgxW2SkpLkV6ro6Gj5r1arhUqlSvve1aQ+Z3rurofee/q9d8TvU2FGsSL36HjhHL/jjkDvvWu+9456353htaRYkXt0vHCO33FHoPfeNd97bSGIFYUmMSVK+RYtWoQ1a9ZY3O7zzz9PO8Oe0caNG2U/K2HTpk1wVfTcXRe9967J3u97fHw8CjOKFfZBxwvXRe+9a6JYYRqNK/L398aZuPJzd/XnT8+9YMYVOUpMTZgwAdOmTbO4zblz51C9evWc3C1Onz6NPn364OOPP0bXrl0tbjtx4kSMHTs209mQsmXLyl5W7u7u2LZtGzp06AC1Wg1XIrKR9Nxd730X6L2nv3l7/t7HxMTIfznnub4PihWFFx0vXPN4IdB775rvvaPed4oVRRsdL1zzeCHQe++a7722EMSKHCWmxo0bh5EjR1rcRvSKyomzZ8+iU6dOsvH5Bx98YHV7Nzc3+ZW1lK9ChQo5elxCCCGWA4mfn1+uXiKKFYQQ4hooVhBCCLFHrMhRYiokJER+2cuZM2fQsWNHjBgxQi4ZnhslS5bErVu34OPjI5+wWOFP/Ozr6wtXIhJ09Nxd730X6L2nv3l7/t6LMxriWCqOrblFsaLwouOFax4vBHrvXfO9d9T7TrGiaKPjhWseLwR6713zvY8uBLHCYT2mbt68ifDwcPmvXq/H8ePH5eWVK1eGt7e3LN8TSalu3brJ0rz79+/L65VKZY6SXwqFAqVLl5bfM8bkv+LFdLVfplT03F3zfRfovXfN994R73tuZ0rlBsWKgkHHC9c8Xgj03rvme0+xwjY0rnD8742zcOXn7urPn567b4GMKxyWmProo4/w559/pv3coEED+a+oXWzfvj3+/fdfPHr0CPPmzZNfqcqVK4fr1687arcIIYQUIhQrCCGEUKwghBDXpnDUHc+dO1dO3cr6JZJSwqRJk0xeT0kpQghxHRQrCCGEUKwghBDX5rDEVEEQTdHFyn4Zm6O7Cnrurvm+C/Teu+Z778rve1658mtHz90133eB3nvXfO9d+X3PK1d+7ei5u+b7LtB775rvvVshON4xnpc1wQkhhBBCCCGEEEIIyaUiNWOKEEIIIYQQQgghhDgPSkwRQgghhBBCCCGEkAJBiSlCCCGEEEIIIYQQUiAoMUUIIYQQQgghhBBCCkSRSUxNnToVLVu2hKenJ/z9/U1uc/PmTfTo0UNuExoainfeeQc6nQ5FzcWLF9GnTx8EBwfD19cXrVu3xrZt2+BK1qxZg2bNmsHDwwMBAQHo27cvXElSUhLq168PxhiOHz+Oou769esYNWoUKlSoIN/zSpUqyZUlkpOTUVTNnDkT5cuXh7u7u/xdP3jwYEHvklOgWJGOYgXFCooVFCsIxQprKFZQrKBYQbEiPxSZxJQYgA4cOBCvvPKKyev1er1MSont9u7diz///BNz587FRx99hKKmZ8+eMuG2detWHDlyBPXq1ZOX3b9/H65g6dKlePbZZ/Hcc8/hxIkT2LNnD4YOHQpX8u6776JkyZJwFefPn4fBYMCvv/6KM2fO4Ntvv8Uvv/yC9957D0XRokWLMHbsWJl8O3r0qPwb79atGx4+fFjQu1boUaxIR7GCYgXFCooVhGKFNRQrKFZQrKBYkS94ETNnzhzu5+eX7fK1a9dyhULB79+/n3bZzz//zH19fXlSUhIvKh49esTF27pz5860y6Kjo+VlmzZt4kWdVqvlpUqV4r///jt3VeJ3vXr16vzMmTPyfT927Bh3RV9++SWvUKECL4qaNm3Kx4wZk/azXq/nJUuW5J9//nmB7pczoVhBsYJiBcUKgWIFoVhhHo0raFxB4wojihWOV2RmTFmzb98+1KlTB8WKFUu7TMwwiI6OljMsioqgoCBUq1YNf/31F+Li4uTMKTGLRJQuNmrUCEWdmD1y584dKBQKNGjQACVKlMATTzyB06dPwxU8ePAAo0ePxt9//y1LVl1ZVFQUAgMDURRn/IiZkJ07d067TPy+i5/FcY7kDcUKihWugGJFOooVJDcoVlCscAUUK9JRrHA8l0lMiTK2jEkpIfXnolTiJnoKbd68GceOHYOPj4/sPzN9+nSsX79e9loq6q5evSr/nTRpEj744AOsXr1aPu/27dsjPDwcRRnnHCNHjsTLL7+Mxo0bw5VdvnwZP/74I1566SUUNY8fP5alyaaOZ0XpWFZQKFZQrKBY4TooVpDcolhBsYJiheugWJE/CnViasKECTLRYulL9JZxBba+FiI5MWbMGDlDateuXbIhsmj83atXL9y7dw9F/fmLPkPC+++/jwEDBshZYnPmzJHXL1myBEX5uYtETExMDCZOnIiiIjfHADFjrnv37rLnnJg9Roo+ihU5fy0oVlCsoFhBscLVUKzI+WtBsYJiBcUKihX5RYVCbNy4cXIGiCUVK1a06b6KFy+ebdUqMT0x9brCztbXQjQ8F7OEIiIi5Ip8wk8//YRNmzbJhu8iEDkjW59/avKtZs2aaZe7ubnJ68SqjM4oJ++9mFounm9GYvbUsGHD5PvvbHJ6DLh79y46dOggV+icNWsWiiKx2qZSqUw7fqUSPzvDscwRKFbk/LWgWEGxgmIFxQpXQ7Ei568FxQqKFRQrKFbkl0KdmAoJCZFf9tCiRQu5TLhYtUrMJhJEskYkbzImMZz9tYiPj0/rOZOR+Dl1NpEzsvX5ixlS4gB64cIFtG7dWl6m1Wpx/fp1lCtXDkX5uf/www+YMmVKpiSN6KMmVnBr1qwZnFFOjgFippRISqXOksv6N1BUaDQa+Ry3bNkiZ0MK4m9b/Pzaa6/BFVGsyPlrQbGCYkUqihUUK1wFxYqcvxYUKyhWpKJYQbHC4XgRcePGDbn62CeffMK9vb3l9+IrJiZGXq/T6Xjt2rV5165d+fHjx/n69et5SEgInzhxIi9KxOoZQUFBvH///vJ5Xrhwgb/99ttcrVbLn13Bm2++KVdb2rBhAz9//jwfNWoUDw0N5eHh4dyVXLt2zWVW5bt9+zavXLky79Spk/z+3r17aV9F0cKFC7mbmxufO3cuP3v2LH/xxRe5v79/plVHiWkUK4woVlCsSEWxgmIFoVhhDsUKihUUK2hckV+KTGJqxIgRchCe9Wvbtm1p21y/fp0/8cQT3MPDgwcHB/Nx48ZxrVbLi5pDhw7JBFxgYCD38fHhzZs3l0t9uork5GT53opklHj+nTt35qdPn+auxpUGG3PmzDH591+Ecu/Z/Pjjj7xs2bJco9Hwpk2b8v379xf0LjkFihXpKFZQrBAoVlCsIBQrLKFYQbGCYgWNK/IDE/9z/LwsQgghhBBCCCGEEEIyK5rFkoQQQgghhBBCCCGk0KPEFCGEEEIIIYQQQggpEJSYIoQQQgghhBBCCCEFghJThBBCCCGEEEIIIaRAUGKKEEIIIYQQQgghhBQISkwRQgghhBBCCCGEkAJBiSlCCCGEEEIIIYQQUiAoMUUIIYQQQgghhBBCCgQlpgghhBBCCCGEEEJIgaDEFCGEEEIIIYQQQggpEJSYIoQQQgghhBBCCCEFghJThBBCCCGEEEIIIaRAUGKKEEIIIYQQQgghhBQISkwRQgghhBBCCCGEkAJBiSlCCCGEEEIIIYQQUiAoMUUIIYQQQgghhBBCCgQlpgghhBBCCCGEEEJIgaDEFCGEEEIIIYQQQggpEJSYIi5n7ty5YIzh+vXrBb0rhBBCCimKFYQQQihWEJI/KDFFiJ2tXbsWkyZNKtKv68iRI2VyL+tX9erVC3rXCCHEKbhCrBAMBgN+/vln1K9fHx4eHggKCkLHjh1x4sSJgt41Qggp9FwhVpgaU6R+denSpaB3j+QTVX49ECGuFEBmzpxZ5IOIm5sbfv/990yX+fn5Fdj+EEKIM3GVWPH8889j/vz5GD58OF577TXExcXh2LFjePjwYUHvGiGEFHquECv+/vvvbJcdPnwY33//Pbp27Vog+0TyHyWmCHECnHMkJibKs82FhUqlwjPPPFPQu0EIIaSQxorFixfjzz//xLJly9CvX7+C3h1CCCGFMFaYGk9s375dzpgaMmRIgewTyX9UykcKnDgDIA48ly9fliVi/v7+cubNc889h/j4+Bzf3/nz5zFo0CCEhITIA261atXw/vvvW7yNeHxTZyLKly8v9ymVVqvFJ598gipVqsDd3V2WJLRu3RqbNm2S14ttxVmN1PtM/cpY0vDdd9+hVq1a8vbFihXDSy+9hIiIiGyP27NnT2zYsAGNGzeWz+PXX3+V14nHEo8pXidvb2/5/N577z0UBL1ej+jo6AJ5bEKIa6FY4XyxYvr06WjatKlMSon4J2ZLEUKII1GscL5YkVVSUhKWLl2Kdu3aoXTp0gW6LyT/0IwpUmiIZFKFChXw+eef4+jRo7JMLDQ0FNOmTbP5Pk6ePIk2bdpArVbjxRdflAfiK1euYNWqVZg6dapdgp3YvxdeeEF+2BZJGTHVVOyvqIEWSaa7d+/Kg7ypaanietFQVyTd3njjDVy7dg0zZsyQZQ179uyR+53qwoUL8iyBuM3o0aNloDhz5owMLHXr1sWnn34qy+lEQk/c1pqoqCiZWLNGJMxEYLJGJA19fX3lvwEBAXJfxXtly20JISS3KFY4R6wQ8fHgwYN49dVX5SDnxx9/RGxsrIzzX3zxhXwfCSHEUShWOEesMFe+GBkZiWHDhuXodsTJcUIK2Mcff8zFr+Lzzz+f6fJ+/frxoKCgHN1X27ZtuY+PD79x40amyw0GQ9r3c+bMkY937dq1tMvEz2I/sipXrhwfMWJE2s/16tXjPXr0sLgPY8aMkfeX1a5du+Tl8+fPz3T5+vXrs10uHldcJq7L6Ntvv5WXP3r0iOdUu3bt5G2tfWV8vuZMmDCBjx8/ni9atIj/888/8jbitq1ateJarTbH+0YIIdZQrHCuWHH06FG5nYjjxYoV4z/99JPc96ZNm3LGGF+3bh390hNC7I5ihXPFClMGDBjA3dzceERERI5vS5wXzZgihcbLL7+c6Wcx82n58uXyrKuYmWPNo0ePsHPnTrz55psoW7ZspusyltPlhZjmKs4uXLp0SZbz5cSSJUtkiaKYWfX48eO0yxs1aiTPJGzbtg1Dhw5Nu1ycVe7WrVu2xxdWrFghZ10pFLZX437zzTfZpvaaUrJkSavbiFljGQ0ePBhVq1aVJZP//vuv/JkQQhyBYoVzxAoxO0oICwvD/v370axZM/lz79695T5PmTIF3bt3t3m/CCEkJyhWOEesyEqM+9asWYMnn3wybf+Ia6DEFCk0siaTRHmYIA56tiSmrl69Kv+tXbu2g/YQcpprnz59ZBJGPI74UP3ss8/KKbDWiGSWmPYqyhNNybpCkQggWT399NOyxFGUEk6YMAGdOnVC//798dRTT1kNJiIB5kj/+9//8OGHH2Lz5s2UmCKEOAzFCueIFalNdcX+pSalBHEiplevXpg3bx50Op1cSIMQQuyNYoVzxIqsRG8p0ZidyvhcD30aIIWGUqk0ebmx0g4F1tw7o7Zt28qeVeLMwsaNG+XB/Ntvv8Uvv/wiD+qWiMavIiklls02RTRrz8jUShniMjErTMyuEmcT1q9fj0WLFqFjx45yf8y9hkJ4eDiSk5OtPGPjY4iZXTklbieawYvHIYQQR6FY4RyxIvUsuVjkIysRC0VvEtEMPTfxhhBCrKFY4RyxIisxThLbi95XxLVQYooUGRUrVpT/nj59Ose3FbOzRJO9jMTB9t69e9m2DQwMlNNdxZcoVRDJKtEUPTUxZa5ssFKlSnI2UatWrfK0PKs4gyHOaIgvseLRZ599JkvoRFDp3Lmz2duJMyA7duywev8jRoyQDdpzKiYmRpYoZk2wEUJIYUKxIn9ihUhMFS9eHHfu3Ml2nVgkRDTE9fHxycE7Rwgh+YdiRf6PK8S4S4xnxCrnohE7cS2UmCJFhkiIiCTRH3/8gbFjx2aawitmXVnqMyWSRuKMQUazZs3KNmNK9MoQs4IyliRUrlwZt27dSrvMy8tL/isSXRlro8XqID/99BMmT54sk0kZiXIGkeSyVkstzk6IxFhG9evXT1taNT9qwcX0WnGmO+uAQjwv8TpTzxBCSGFGsSJ/YkVqmcj3338vV6oV/RUFcQJDzDoWZ+Rz0s+EEELyE8WK/IsVqRYuXCgrTKiMzzVRYooUKT/88ANat26Nhg0b4sUXX5T11NevX5fTU48fP272dmK2k2iSOGDAAPnh+cSJE9iwYQOCg4MzbVezZk20b99e1lWLBNHhw4dls+/XXnstW831G2+8IZsMimmwohl4u3bt5BKtonG42JeuXbvKZVxF7ynRGF18eBc13dZ6XIkEWo8ePVCuXDnZl0oku0qXLi2fd37Ugt+/fx8NGjSQS85Wr15dXiZeK7G0q0hKiR5chBBSmFGsyJ++IRMnTsTixYtlbBUnjER5hih9Fyc3sp6gIYSQwoZiRf72mBJlfCKRJcZaxAUV9LKAhKQu65p1qdI5c+bIy69du5ajF+n06dO8X79+3N/fn7u7u/Nq1arxDz/80OL96vV6Pn78eB4cHMw9PT15t27d+OXLl+XyqhmXOZ0yZYpc6lrct4eHB69evTqfOnUqT05OTttGp9Px119/nYeEhMglsbP+mc2aNYs3atRI3t7Hx4fXqVOHv/vuu/zu3btp24jH7dGjR7bntmXLFt6nTx9esmRJrtFo5L9DhgzhFy9ezLdfJLF06zPPPMMrV64sXyuxnGutWrX4Z599lul1IIQQe6JY4VyxItWVK1dkTPb19ZVxr2PHjvzgwYP5vh+EENdAscI5Y8X58+flmGns2LH5/tikcGDifwWdHCOEEEIIIYQQQgghroeK+wkhhBBCCCGEEEJIgaAeU8QpREVFISEhweI2YvUfQgghrotiBSGEEIoVhDgfKuUjTkEsG/rnn39a3IaqUgkhxLVRrCCEEEKxghDnQ4kp4hTOnj2Lu3fvWtymc+fO+bY/hBBCCh+KFYQQQihWEOJ8KDFFCCGEEEIIIYQQQgqE0/eYMhgMciaNj48PGGMFvTuEEOLURElsTEwMSpYsCYWi6KyPQbGCEELsh2IFIYQQe8YKp09MiaRUmTJlCno3CCGkSLl16xZKly6NooJiBSGE2B/FCkIIIfaIFU6fmBIzpVKfrIeHBzZu3IiuXbtCrVbDlWi1WnruLvi+C/Te09+8PX/vo6OjZbI/9dhaVFCsMKLjhWseLwR6713zvXfU+06xomij44VrHi8Eeu9d873XFoJY4fSJqdTyPV9fX5mY8vT0lN+74i8TPXfXe98Feu/pb94Rv/dFrTSaYoURHS9c83gh0Hvvmu+9o993ihVFEx0vXPN4IdB775rvvbYQxIqi00CEEEIIIYQQQgghhDgVSkwRQgghhBBCCCGEkAJBiSlCCCGEEEIIIYQQUiAoMUUIIYQQQgghhBBCCgQlpgghhBBCCCGEEEJIgaDEFCGEEEIIIYQQQggpEJSYIoQQQgghhBBCCCEFghJThBBCCCGEEEIIIaRAUGKKEEIIIYQQQgghhBQISkwRQgghhBBCCCGEkAJBiSlCCCGEEEIIIYQQUiBUBfOwhDin8Mg4HDx+HUnJOlSpEIoalYuDMVbQu0UIIaQQCY+Iw+HD15CcrEOlSqGoXq0ExQpCCCGZcP1jIHk3wBMBVQ1AXZdiBXFZlJgixAbJWh2+n70Nq7echN7A0y6vVC4EH7/1JCqWDaHXkRBCXJxIRM34aTPWrTuRKVZUrBiC9yf0RoUKFCsIIcTVcZ4MHj0FSFgCQJ9+haoa4PcNmLpqQe4eIQWCSvkIscGn363Bys2Zk1LCtVuP8er7C3H3QSS9joQQ4uI++2IV1qzNnJQSrl9/jDf/Nw/37lGsIIQQV8cjxwEJizMnpQTdZfDwIeC6WwW1a4QUGEpMEWLF2Uv3sH3/JXCeeaAhGAwcCYnJWPDfIXodCSHEhZ07fxc7d12wGCsWLj5QIPtGCCGkcODJJ4CkDSIymLhWD/B48LjfC2DPCClYlJgixIoNO85CqTT/pyLOjK/bfkYOPAghhLimTZtPW44Veo6Nm05RrCCEEBfGE1cAUFrYQg8kLAfnphJXhBRdlJgixIrI6HiTZ8AzEs3QRR8qQgghrikqKsF6rEjSyT5UhBBCXJQhXKSnrGyUKCJGPu0QIYUDJaYIsSIkyAfW1t3z8tTATUNrCRBCiKsKDvaBtUVavbzc4OZGsYIQQlyWojhgbWTBfAC459ceEVIoUGKKECue7FA7WyPbTH9ECobenWl5V0IIcWXdu9WR5XqWYkWPJ+vRUuCEEOLCmMeA7E3PM1ECHoMoVhCXQ4kpQqyoWDYY/Z+ob/I6pYIhKMALQ/s2odeREEJcWIXyIejbp6HZpFRQoDeeHtgs3/eLEEJI4cHUVQCPZ8xcqwQUIWBeL+TzXhFS8Gg+OSFmRMUkYM3W09h35Aq0OgPq1iiFy9ceIT4xWV4vSjaaN6yIcS92RoCfF72OhBDigqKiE7B+w0ns338FOp0edWqXxuUrD5GQkB4rmjWthLfe6IqAAIoVhBDiirghAkhYBp60DeA6QN0I0J4HEJeyBQPc2oH5TgJTBhXw3hKS/ygxRYgJpy/cxbjJ/8okVGovW3HGW/QqHNK7MRrWKStnUhUL9qXXjxBCXNSZs3cwfuIimYTKGCvE94MGNkWD+uXkTKrQUIoVhBDiqnjyMfCIUQAXSajUkm+xMh8HPEeBuTUHVFXBlCUKeE8JKThUykdIFtGxiRg35V8kJGrTBhqCwcBh4Bz/rDwMHy/3IpOU0usNOHHuNnYfuoKrNx8X9O4QQohTiIlJxIT3FiPRRKwQq/MtXnIQ3t7uRSYpxbkePPkweOJWcO2lgt4dQghxCtwQBR7xAsDjs6zGJ/pMGYD4PwDmW2SSUhQrSG7RjClCsli//QziM5z9NtVXatGqw6hdrbfTv3brtp/Br/N24XFEbNpl1SsVw9svdkH1ymLVEEIIIaZs2HQK8fFJ5mOFUoF/lx5ErZr9nP4F5AnLwWO+AQwP0y9T1QHzmwSmrlOg+0YIIYVawnKAi8/Z5hbHUIDHzQHTNICzo1hB8oJmTBGSxYHj18wONASxQt+BY9ec/nX7b+MJTP1xXaaklHDx2kO8+uFCXLz6oMD2jRBCCrtDh63ECr0BBw85f6zg8QvBo8ZnSkpJujPgYUPBtWcLatcIIaTQ40m7LCSlBD2QLLZxbhQrSF5RYoqQLCwt9522jcH6NoWZmBE2Y+42k9eJMhTRwHfmXzvyfb8IIcRZGPQG69sYrG9TmHFDHHj052auFc9NCx4zLZ/3ihBCnIko2bOC27BNIUaxgtgDJaYIyaJOtZLGRufm/mgUDLWrlXTq123HgUtITNKZvV4kp46cuokHj6Pzdb8IIcRZ1KpZymqsqFmjFJxa0kZRh2JhAwOQvA9cfy8fd4oQQpyIuoGVIbcS0NSHU6NYQeyAElPEqYkGs2cvGj8Q/zJvF9ZtO42kJG2e7rNXl7pgYn1vC0mbgT0awpk9CouR/U+sbheeucyPEEKcNVacO39Xfv/b7O3YsPFUnmNFjyfrWY0V/fs1hlPT309ZOcradlT6TQgpGrGCJ5+Q3xtivgFPWAbOE/N0n8zzaStDbj2Y5wg4NYoVxA4oMUWcVkRUPF59/x/8b/K/8udVm05g6oz16PPCL9ifhx5QoUE++OjNJ+XZbtHoPFXqmfGhfZqgVeNKcGYBfp42laEE+Hrmy/4QQoijREbG443/zcO74xfJn9esPYFpX63BwKdn4OChq7m+35AQX7w3oZcxViizx4qnBzVDyxaV4dQUQSkle9a2C8yPvSGEEIfhhnDw8CHgEc8ZL4hfBB41AfxhK/Cknbm+X6YsDub3VcqwO2OiP+V7rxcAt45wahQriB1QYoo4JXEmetyUpTh7Kb18QJfS9ykuIQkTPl+ep+bdnVpVx+wvn0W3djXh5+sBby83NK5bDl+91x+vDm9n8Sy5M2jXvCpUKvNnwcXzq1W1BEoV98/X/SKEEHvHivHvLcL5c8bZUoJeZ0y0xMUn4YOP/sWly2JWUO50aF8Dv8wciS6da8PPzxgrGjUsj8+mDMRLozs4fayAezdRh2JhAwWgrg+mKpuPO0UIIfbFuQE8fBSgNc6WMkppecFjwSNeztNCD8yjB1jQMsC9D8ACAOYDaFqABcyCwuddihWEAFDRq0CcdeW81MRTxjPVglglSUzFnf/fQXwytleuH6NKhVAMH9AcbZtVhYe7GnWql4RGXTT+ZHy93fHcoBaYtWB3tuvEOEqc8H/lmbYFsm+EEGIvhw5fxaVLlmIFsHDRAXz4fp9cP0blysUwbEhLtG5VFe7uatSuVRoaTdGIFUzhB3iPAY/91tS18ov5vFMAe0YIIXYkVsXTnUn5IevxW5z45uBxv4H5mzoW2oapawLerwDuXUWmCtA0AmMaFAUUK4g9FI1PTsTlbN93UfZIEstxm1s1b/v+S/JsuaXmtObcuhuBr37diKOnb2VK5jw7oBkG92rs/Gc2ADzbvxlUSgXmLNmHhERtplLG8a90Q/1aZQp0/wghJK927rpgOVboDXKb3MaK27fDMf379Th+/GbaZT4+7hg2pAUGPtW0SMQKeL0MxtTgsTPEeuDplytKgPlNAdM0Kci9I4SQPOOJG1JK68ytjqcHEjfImVWM5bzgiOuug0d/BCTvT7+QicT/y4Dn8xQrCKHEFHFWIpEiBhKWiAGHTq+HRpGz/Ou9h1F4aeJ8xMYnZbo8OjYRM//cgeiYRLw0rA2cnRgwDe3bFP2618eBY9fl8ytZzA8Na5fN1QCNEEIKm4SEZNtihU6f41lO9+9H4rU3/kJsXOZYEROTiF9mbUN0dCJeGNUOzk4m10QPFI+hxlkFhkhAWQbQNM/VAI0QQgodHmdDPz1dylfOZjlx3W3wsEEAj8lyRRR4zDR5TGU+4+DsKFaQvKIZU8QplSsVKEvORBmGOSFB3rkqvZu7ZJ/sPWJuMDNv+QH06VoPxUN8URR4uGvQvkXVgt4NQgixu7JlgqzHimCfXJXe/TVvj8VY8c+ifejVqz6KhfqhKGAKz5SeU4QQUsQoK6aUJ1sIForiuSq947EzU5JSZmZjxc0C9xwCpiyJooBiBcktOtVFnFKPTnVkHylLWfv+3Rvk+H6TknXYuPOsLAW0dN/rd6TWoRNCCCmsnniirtVY0adPwxzfb3KyDpu3nIVeb/m+N246neP7JoQQkr+Y50DLSSkowDyH5fh+OU8CEldaKBGUjw4k/Jfj+yakqKHEFHFKYrbSayPay++ztvAQZWg1KhfHwB45H2zExCZCm7Jik6XBxqOwWPm9TpYL2rCUNiGEkHwnZiu9/JJxGe6s/Z5ErKhWrTj6922c4/uNjk6Q5X+WiMd7/CgmrVzQXJ8rQgghBUvMVmI+E1J/MrH6aB3Aa3jO71iUPiO9j6tpCnC9cXVYznXyixBXVKgSU1988YX8IPfWW28V9K4QJ/B0r8aY8nZvVCobnHaZj5c7hvVtiu8nDYS7m6Ulrk0TS30rrfVX4hxR0fGyD1X7QdPl1+jx87Blz3mLZ+YJIfZBsYLkxMABTTHpo76oWCFDrPB2x+BBzfHNl0PkSno55e3tnm2Vv6xEPIiKTpB9qLp0/1J+vfran9i2/RzFCkLyAcUKkhPM6zkw/x8BVbUMF/oBXqPBAv4EEyvp5ZTCN6WpuiVcJrAMYYPAH9SUX4bHT4EnrKFYQVxKoekxdejQIfz666+oW7duQe8KcSKiN1KrxhWwdu1a/DV9BIqH+kOlshYATBN9Qq7deow61Uvh5Pk7ZvuGpK74l7FB+IUrD/Dx9NXy31eHO3+zW0IKK4oVJDfatqmOFs0ryVjx+6znUbx4QJ5ixfUbj1GrVmmcPn3bbKwQl4sV/zLGiouX7mPy1BXy35dGd6A3kxAHoVhBcoO5d4MiSMyyXQsWtBrMvaRclTQ3xAp+0F0C1I0A7RHLK/4lrc88X0R3Gjzqf4DuDJjPu/RmEpdQKGZMxcbGYtiwYfjtt98QEBBQ0LtDnFSxEN9cDzREX6mBr8zC6PHzcfys+YFGRhm3MaTMlFqw4hCOnkpfNpwQYj8UK4g9FCvml+tYsXnLGQx99mc58+nkyVs5jxUp3y9afADHjt/I1T4QQiyjWEHsganykJRKWAn+qAN42FOA9qCVHlOpDNm/j/sdPGl/rvaBEGdTKGZMjRkzBj169EDnzp0xZcoUi9smJSXJr1TR0dHyX61WC5VKlfa9q0l9zvTcc27N1tP4Yc42+b1GbT5Xq1YqULyYH+7ej4C5ViFKBfDfxmOoU70E8gu99/R774jfp8KIYkXe0fEi97/j69afxE8/b7EaK1RqJUoU98Odu5EwmAkWCqUCq1YfRe1a+bcKE733hfv45mzve2F+LSlW5B0dL3L/O84TloJHT035yc3ClhpAWQrQ37SQuFIC0Quh8G+E/ELvfeE+vhXlWMF4ATfFWbhwIaZOnSqn3Lq7u6N9+/aoX78+vvvuO5PbT5o0CZ988km2yxcsWABPT8982GNCCCm64uPjMXToUERFRcHXV/RGKBwoVhBCSOFBsYIQQog9Y0WBJqZu3bqFxo0bY9OmTWm9pawlpkzNmCpTpgweP34MDw8PeV9dunSBWp27qZfOSmQj6bnn/H3fsPMspv9mPANuyT8/jkKgvydeeW8Brt4Ks7ht6eIBmP3VM8gv9N7T37w9j3fimBocHFyoElMUK+yHjhe5O15s2nwGP/y40ep2f819EQEBXnjjrXm4du2RxW1LlQ7ALzNHIr/Qe0+xgmJFdjSuoOOFPY+VsoQvepKVrRhY8AYwZTAMYYMB3UXLmyvLQRG8HPmFYgXFCnUBjSsKtJTvyJEjePjwIRo2bJh2mV6vx86dOzFjxgwZLJTKzH0g3Nzc5FdW4gVMfREzfu9q6Lnn7H1/GBYny/KsLeMdEZ2AoEAflCoRhAtXH4n1M0wSTW5bNalcIL9/BfneR8cm4t+1R7Fy00mER8bBz8cDPTrWxqCejRDo7+Xwx6ffe/u974Xx2Emxwv7obyZnv+ePHsfaFCsiIxMRFOSLkiUDcfHSA7GIq9lY0bJ5VZeLFdwQBcT/BR6/GDA8BhT+gMcAMM+RcpDmaPR7T7GCxhX0N+PI4wVPuguuEmV5OovbMWUYoAoBdy8LJJ42rsxnkgLw6ggFxQqKFfnE3nEyJ/dVoImpTp064dSpU5kue+6551C9enWMHz8+W/AgxN78fT1gMFgeaAhhEXGYOG0WHoXFmt1GwRg0ahX6dqsHVyJem5ffW4AHj6LTmsBHRMXLRvBrt53BL58NQcli/gW9m8SJUawgBc3fz9PGWBGLD59ZikePY8xuI5JSGo0KvXo2gCvh+kfg4U8D+rvpjX0NYUDcbPCE5UDgQjBVmYLeTeLEKFaQAqcItKnRuTgeIuJVwHDf0p0BzA3McwhcCcUK11WgiSkfHx/Url0702VeXl4ICgrKdjlxTeLs9M6Dl/DfhhO4eScc3l7u6Nq2Bnp3qStn5eRVhxZV8f3srdBbqWid+MV/4GbPZhh5eGjw5cR+KBZcOMqf8iIxSYvNu87j2Nlb8iRO/Vql0bl1dXi4a7Jt+/Wvm/DwcXpSKuPqU1HR8Zj8/Vr8/NnQfNx7UtRQrCC2xIrdey5i1epjuHkrHN7ebujcsRZ69KgPP9+8x4q2baphxk+boNdbjgMffrQU1jokiFgxdfJTCA11/ljBeQKQsBo8Waw6xcE0TQH3nmCK7D0/efRHgP5elpWnBD1gCAePegcsaGG+7TspeihWEGs41wNJm8Dj/wF0VwGFL5h7L8DzaTCFHVaGd+sOYIr15FTkKxZmSaVgXmABv4Ap829BJUehWEGcZlU+QkzR6fT48OtV2HXosjzDLBIdj8JjMWvBbixZcwQzPh2MsqXEmYncC/DzwtC+TfH3sgMWt8uadMnqyQ618NaoTvD0yJ64cbaE1L9rj2Hukr1ITNKBMYAxJntx/fT3Tnz1fn/Urpq+itSDx9HYffiy2XIVvYHj1IW7uHrzESqWDcm/J0IIcalY8cnk/7Bn76W0WPH4cQxmz9mJpcsP49tvhqJsmaA8PYboGzV4UHPM/2efxe3EY1vSrWsdvD6mMzw9La3U5ByDDB73NxA7E0CC8cw+GHjiSiDmKyDgNzBN/fTtRUIqaauFgZge0B4F114EU1fNt+dBCHEdnGvBI98AkrakHLMMgOEBeOx3ssQYgfPAVBXz9BhMGQTuNRqI+8XKllZm4Lr3B/P9AEzhDWdGsYI4dWJq+/btBb0LpJCYt/ygTHpk/bAvzkZHRSdgwhfLMf+H5/P8OKOHtIZKpcD85QeRrLU+/daU8Mh4p05Kidd00aojmL1oDxIS05f1FAmn1LP/cXFJGPvpv1jww/MIDjQGykvXHppNSmV0/vIDSkwRu6JYQVL9s3A/9u67ZDpWRMXLWUxz/xid5xfsuZFtoVQp5ONpcxkrIiPjnDopJeNB/Bzw2B8AHm96kMVjwCOeA4LXgymLGS/TnrU+O0BudxqgxBSxI4oVJE3crJQEedbEkEhQRYBHvCKPW3nFvN8CF0Ns8XhIzt2d6MOcOilFsYLkhkgXE1Ioz4AvWXPU4kycm3cjcPjkzTw/ljjDPurpVlg5+1XUrVFKzhDKqZt3w+HM5v93EDP+3J4pKWVq1lh8QjKefWsO+o7+RZY3Xr1peYXCVCo19YsjhDgmViz777DZWCESVbduh+PosRt2iRUjh7fB0iWvo07t0rmLFTYeMwutuN/AY77IkpTKygDwOPDHPWB42AaGiFfBdcbEoVWs8C2+QAgpIrOl4v6yPGtTfw1I3pvnx2JMAYXPG2Ch+wB1o9wNt/VX4dQoVpCiMGOKEOHO/UhExYjyAPOUSgVOnL2F+jXTS8vywtvLDZHRCVb7g5ibMSV6nIh9cjYxcYmYvdD2QBwTlyS/9kZekWWW4jlbWqlKqWBoXKesnfaWEELS3b0biago67Hi5MmbqFunlF1eOtHrMDIqPlexIsKJYwU3RBtnStl8g2jjV9JjIGlzykdOSytVKQFNC3vsKiGEZKa/CfAIK6+KCjz5MODe1C6vHlP4gBvEY1pfOCMbw2PZD4sx5zuxS7GC5BYlpkihZNOZaM5zdcbaEk0uZ/aI3kw37oSjYtlgu88GiEtIhqe7Bmo7zzo6f/k+9h+7hrOX70Gry3lZipi1Jv+1kJQSKxV2b18Lgf5eedpXQggxycYQYPdYocndx6fERC1u3gpDhfIhdp8NAB5rbJbL7FtWzrWngKSd4Mknc1mWkhpfLCWlFIBHPzClfWMoIYQY2RIDcn6ywSqW29LtBGNzdnUVu+4OxQpSmFFiihRKJYv7y2RGeGScxcRIQzvPxGnbrAqu3nxstYGtKblJ7pjzMCwGf/27H+u2n0FSsg5qlRKd21THiAHNUbpE3lYNiYiKxwdfr8SJs7flbKZcPNVMxHjPx8sd0bGJ8v7E+5L6b5N65TD2hU55ewBCCDGjVMkABAZ4ITzCQqzQG9Cgfjm7voatW1XFtWuPchcrctmfyhSuvw8e+zOQsFykvQCowd17gXm/AqbK23PmYqW8iNcA7WHjbKY8D9rEahp+AI9MuT99+r+aVmC+H+Xx/gkhxAxlWUARLGcimacHc7PvrE3m3hk89kLuZk3ltj+VCRQriDNwvrnkxCWolAoM6tnQ7PUi8SFmJ9WvWdquj9u7S124aVRypk9OiNuUyWPCKGMZ4/Nv/4VVm0/KpFRq0mvjjrN4/p2/cfn6o1zft05vwNjJ/+L0+TvyZ5E8yk05Skbi5iIpNXPyYDzZsTaa1i+Prm1r4vtJg/D1BwPg5kY9QwghjiFK4gb0b2Lx+grlg1G3bhm7Pm7PJ+vDzU2V45lY4jZlSudtNdlUXHcTPKwvkLA4JSklaIHEFeBh/cC153N/31wHHv4coD2Wcok+lwOrTPdqTEoFLAA8+gOa1oB7b7CAP8ECfgdj7nm8f0IIMY0xFZjnSAsvjxJQVQXU5uNJrng8LbJTuRhyuwPK8nbZBYoVxFnQjClSaA3p3UQmYTbvPp82A0cQ44CgAG98MaGv3cszggO8Mf3Dp/DO1GWIi09Km/lrKXcjGuKKhIy9VuX76peNiIlNTHu+qcTPomRw8g9rMfeb4bl67nsPX5Er6dmb2JM61Uuhnp0ThYQQYs2ggU1x9epDbNl2Fkolg16fHisCA70w5dOn7B4rgoK8Me3zp/He+0vkiqXGWMEsJvpFrOjetS487BQrePRHgCEqQ6lcKr1sTs6j3gGCVubuuSdtA3TnYH8MTNMQzK2xA+6bEEIs8BoF6M4DiaszzNpMOT4qQsH8f7Z7rGDKUCDgD/CI0cZy6zSWTgorAc/+YAr7tMGgWEGcBSWmSKElznR//FYP2aNoxYYTuHEnTDad7dq2Bp5oXwteDlpyWyRYls16Cet3nMHR07dkVqp4iB9WbDyBZK0uU8JIBLBK5ULw8rA2dpstdfiU+ZUGRdnIlRuPcP7KfdSoXCJH9y1W1Ptjcd5XGzE12KpbvZT8lxBCCiJWvDexF7p0qY1Vq4/Jle+8fdzRqWNNdOtSB15ejokVtWuVxsIFr2LT5jM4dty46l+xUF+sWnMcWhErUhJkqbGiYoUQvDCqnd3OgFtePcoA6C4AulOAum7O7tsQCx47A/ankCtUiRWrCCEkv8lG4n7fAB59weP/MfZwUviCufeSsziZwtsxj6tpCITsMM5mTTpgTEopSwLxi8RZgCwnFxRy5hbzftsuj02xgjgTSkyRQk18mG/eoIL8yk9i9lP/7g3kV6p+3etj4arD2LDjLBISkhEa4ot+3ephwBMN4OFunzPg125Zqn1P9+HXq2TJXJ+u9VCxTKBNfaVe+3ChbNBubyJZNri3nac+E0JIDmNF0yYV5Vd+8vR0Q5/eDeVXqj59GmHJkoPYtOV0Wqzo3ash+vZpaLfZUtBdsmkzHvEmuFtrMM/BAKra1lcqbKiDlio3gIkZC4QQUkDkjCi3tmBubfP3cUXSy3MYmOewtMu45zDw+D+AhJUAjwMUJcA8hwKez4ApPO3zwBQriBOhxBQhNipV3B/jRneWX6Jcw97TfQU3jW39mO4/isaaLaewctNJDO/fFMW8IZNmKpVKJvEqlMm8stE3szbh1l1ry+TmTGp55QtDWqF1k0oWE1ePI2LlZOngQG+HvG6EEFJYlCzhjzff6Cq/HBUrjD1LbGC4AyT8C56wCAbNKwAqgsf9Aa5WAW7twFSVM23Ooz4G9NftvLPGkhnm/RaYe0ezW3FuAAwppeaKYhQrCCFFGlOVBfOdBPhOolghUaxwdZSYIiQX7D3QEKs0cXBUrRACjVqJZBtWbUotKRQJqTeHVMJf/+5DUjLHzD93oFmD8vj4rZ7yvh6Hx2LHgct5bnKekbjfzq2ry1lk5koKRUJq6bpjWLTqsEykCSVC/TC4d2P061afSv8IIUWeQ2IF51CpaoojsY2rNqXEE3FmHlPkKn5clQjETAPXtAHzny5qTcD1D4GkjXZeMt0NcO8B5jUUzExJoUxIxc+TCTMY7hovVJYGPJ8HPIdS6R8hpMizd6zg3BgbOMUK4kQoMUVIAdpx4BL+WXEIpy8YP4xnbPKeU3pxsjkl+XTw+HX0G/1L2qp+9vbOS13wRIfaMvl09PRNmfwK9PdC/Vpl5IqKYuD02Yx1WL/jbKbb3X8YhW9/3yIbsI9/pSudESeEEBvs2n0Bi5ccxJmzd1C+dAS+eX8jfL2SZYP3nMuwwl7ybvCHbTKs6mdfzO8TMI/+Mvkke6sYHhiXbNc0latkiVjBoyYAif9l2cU74DGfGhuw+06hWEEIITbgiRvB42ZnWFE1tcl7blCsIPmLElOE2EAkYPYdvYpVm0/i7v0o+Pt5oHu7WujUujrcNNb/jMSH73OX72Pz7nM4c/EeYuISERmdgOiYzIOB3Calsj8eHJaUqlQ2GN3a1cKug5dlkulhWEzadUEBXnh9ZAd4eqizJaXkfqX8u3rLKXRqVQ1N6tlnKVxCCCksseLAwStYs/Y47t6LhL+/J7p2ro2OHWpCY2OsOH/hHrZuO4dz5+7IFVqjouIRHW2MFWq1DtPGr4e3R2Iuk1LZHtFhSSkoqwHufcETN4NHTwYM99KvU4QAPhMB5pU9KZW2XwASlgDuTwJurRyzj4QQUgDkTNGkHbLMGvpbgCIIzL0v4NEDjFlfsENWQWhPgieuAbTHjSu0GiIAHplly9wmpbI9IsUK4nCUmCLEhtKJD75eiT2Hr8jyMzHwYLeZXLHvn5WH8MMngxDgl31JV5EYunT9IR6FxeDvZQdw8WpK74xCKuMy65aMGdEee49cxcRp2QcTYRFxmPTtalQpH2Jx9pe4bvmG45SYIoQUqVgx6dPl2Lf/cnqsYAzHj9/E4n8P4psvhyAgIHusSE7W4fLlBzJWLFiwD5cuP7DwGCr8Mr8p3hm9G0qlvQYcufnoaMOJD5/xQNJ28Mgx2a8zPAKPGguoalg5o68Ej18ARokpQkgRIcrseOQbQNLWDMe/y+DJ+4H42UDAX2DKIBO3SwK058D194G4XwBd9hPAhQvFCpIzlJgiTkcke7bsPo+YuCSUKuaHzq2rOfTxfl+4B3uPXJHfi4GGkNqv6eadcHz63Vp8+/HAtO31egP+Wrofi1YfQWycWAbWOVhLSokBVslQPzSsXRZDXp8tz9aba1t15cbjtLJCk49l4Lh6w7YVCAkhJDeuXHmArdvPITYmESVKBqBjh+oOfSHn/LkL+w+YiRU3w/DZF6vw1TSxOl56rJi/YC/+XXYIsbG2x4pt+yuAMY73Xt2JgmEtKcUAZRlA0xw8rGvKZWbige5CelmhSXpAdzG3O0oIIVZxkewRM48M0bIhOVf2dOirxmO/B5K2pfykz3yM1F0Fj3obLHBO+vZcD8T9DB43F+DGnq3Owf6xIiFBhX0HyyAswgNBAQlo0fQWPDzE41CsKAooMUWcRlKSFp/+sBY79l+SM25EZoQbOOYs3o3Xnja/Kpwl0bGJ2Lb3AsIi4xDk74UOLavB1zt9taOExGQsW3/MbAJGJFgOnbyBa7cey5XwxCBk6ox12LTznF3bxxY0kYTycFfjk3E9ce7yPdx7GGVxe0tJqVSennZaNp0QQrLEis++WC37MimVCnmZiBV//b0TL71QNVevVUxMInbsPI+w8FgEBXqjXdvq8PHJECsSkrFi5RGzi0yIRNWRo9dx/cZjlC9njBXTvlqDLVvPmI0v5imwdV9lDO93HKVLFLZBiojNnmD+3wG6k+D621a2N9hwl9722jlCCEnDeSJ45DtA0oaUmUsMHAZw3QwAn+TqleKipC5xnZwVKkuW3Z8AU/hluD4eiJ9vYZEJPZC8B1x3Wa6aauzDNx5IXGXnhSmcL1asXFcNs/9qiMQkFRQKDoOBwd1Nh+efPYo+T16gWFEEUGKKOI1pP2/ErgOX5ffGEjHjAVpvMDba2Lr3PLq1q2PTfYkDvWg6/ts/e6DT6aFQKmAwGPDd7K0YObAFiof64tadcETFJCAhUWs1aSPK+kRi6sTZ29i48xyKGh8vd/w27RlcufEIM//aYZf77Nwq8+wF8T6s2nIK5y/dlz28urWriYplQ+zyWIQQ1/HNt+uwZ+/FtFlJqQwps0K37ziPLp1tjxWLlhzEnLk7ZameMiVW/DhzE4Y/0wrFivni1q1wREUnICHBeqw4fvyGTEydPHULm7ecyfVzVCgM2HmoPIb2PolChfmCBS2VZ7d5zDT73KVHj0w/Gww6Y+8p3UmABYJ59AFT5y7hSAhxXTzqAyBpU8pPGcuJjd/zxLWAuo9t9yXOMMTPBo/5ThRdp5foRU8B9x4DKEoB+mspfaDirdwbA5L2A6rKgPYwkLgSRU4OY8XaTVUw87dmaT+LpJSQmKTGT783g1rF0WNAj2zjinWrjuPC2bvw8/dE5+51UKFSqAOeDLEXSkwRp3D3QSQ27rKc8Pl72SF0bVvbptV7lq07hp/+Ti+DSB28aHV6/PbPbvm9WF1Ob7DhbG6Gco3VW0/naWW9wipZq8fWvRfw6/xddmm4K+6jezux3LnRghWH5H1nHETO/+8Qqlcqhq/eH4AAP8+8PyghpMi7dy8Sm7dY7ruxYOE+dO5kW6z4b8VRzPptW/ZYodVj9pydOY4VqbNJ160/aXNfP1MUjCMuoRDOOhW9U8RsgdhvjIOrPGPg7n3T7skQ+zsQOz1TiQiP/w1cVQcs8DcwRaAdHpMQUtRx3S2rs5B47K/g3r1tWxU0fh54zJcZLkg9RiUDsd9mGHbb2hvQGFN4/L95XFmvkMpBrNDpGP74u4HFbeYsaIBug/tBnfLz4vl78ccv2zONKxbP34eqNUpg6teD4W+i3yMpeMY57oQUMqLs4eipm1i+/jg27DiLzbvOWw0MInl140641ftO1urw+6K9VrfT6Q02lViIbepWL2Xch/uRRS4pJSQmaWXiSMh52Ul24j4uXX8kv1+w4iB++mtHpuCR6vyVB3j5vQXyPSOEEFOx4tjxG1ix6ig2bT6NLdvOWo0V9+5Gyp5P1oim5HP/Mh737BUr6tQuLb8XK/blNillfEwFShe3XFJdMBJSBhqCPWIhB9MZT0oZ4kRSSgz8TMQD3SnwsEGyqTAhhGQ7knADeNJ+uZgCT1gBnrjaevJcrJanv2L9KCWSLLE/2PCi62w8LnJA0zhlH24WvaRUDmLFwSOl8PL/eiEmNr103pToaDccPxqZloD6beZWk+OKi+fu4Y0X58j4TgofmjFFCp2T5+9gyg9rcfdB+oduscKRLQdz0RPKmmOnb8kluO2lZHE/VC5vnBrq7+uRthoTsSwqNhHxCcmYtcA4Q82cO/cjsW3vRVnaRwghqU6fvo3Pv1wtZ0nlPFZYLrsTTpy4KXtL2UvJEv6oVLGY/N7fzzMPsYLLvhrtm12DSzBEghvigJjUWQdmiAGcOAPvYVvpDSHENfDkI+BR7xoTTZnmZthyRsFa2Z04i3FA1AXCbhRlAFVKuws5C1Tsq22zcouS9Zsr49ufWtr83GNESX18Mub8mj7L2ZR7dyKxc+s5WdpHCheaMUUKlUvXHuKtSYtx/2Hmhq7iw7u1M9KihK5UMX+rjyFW87Onu/ej5D6LzHzpEgGUlLKRWOFvx4FL0OmsB5yVmwtZHxVCSIG6fPkB3n73H9y/H5XjWCF6CookkTX2PIGROktK7LOIFaVK+ecpVox59gC276+Ab/9ogaRkUeZRhClLA0kbU/q2WMbjl+TLLhFCnAPXngUPHwHo72S5Rnz2tHYMVgHKstYfRDQ8tyfDLbnPcjU+ZTmXTEpFRbvhx1+bpbxHtqUripfwx+4d520aV6xbecwOe0nsjWZMkULl94V75Id2W1Z1y6ptsyrw9fGwup23l/37chw9cwuj3vkbl28Yy9NyqmrFUETHJOL+o8K2wpL9iSobkcCrVbUEjp4WU5StC4+Ic/h+EUKcx5w/d6WU0OU8VrRpXQW+vtZjhVeGFVrt5fiJm3jp1Tm4ejV3saJK5WJQKsLxze+t0i7T6xV4feQ+uKmL2uBFLCVeDlDXB5L323YTw0NH7xQhxIkYS+xEKVwujo/uXcAU1k9icIUP7E57APxxX0B/IXe3V9YyzuIyWFvtrnDavL0i9AaRkGI2jStKlQ5EjdqlcPzodZvuPzws1g57SeyNZkyRQiMmLhF7j1zJdY+mg8evY9dB46p9ghi0iLLA/ceuyXKw1D5Un80Qy8Lan7WkVICfB+pUKylndgnFgn0xrG8T/D5tGG7fjSjwpJRo4DtudOdc396W3pCi94tCocA7L3aR39va1Ly0DbMbCCGuITY2EfsPXM71jKPDh69hz95LaT+LkyGiLPDgoau4czdCXibKA7/6ag0cwVpSKiDAE7VqlZLN0YXQUF8MHtQMP88Yjtt3InD+YurMIXE9w/qd1TB2cg9ExeZXM3QV4JO7pdSNmI0fT5Vgvp8ae4Ypgmy7azm7gBBCAG6IBpK25b5HU+JuGBI3p/3Iuc5YFpi0E1x3M72JetREx7zc1pJSLAhQNUxpji4OmyUBz9FAwDJAf70QJKVsixW37vji59lN8MrYnhjzdg/8Ma8BLl4OgUJh+7jizXeflN/b2tS8ZOkAm7Yj+YtmTJFCQ5RN5KWxdlxCMiZO+w+tGldC3RqlsGjVYYRHpteGN6xdBnHxyYiMtqFe3M7E5+oyJQLx09Qh8gy/SL6JRJDw3Li/EG9DvxNHKh7iiynv9EbVCsUw86/tSEzKeVNAJlZPsjItukSoL94b0x0qtRIffbMKB47b1iNlUM9GOd4fQkjRJPo+5SlWxCXjw4+XokWLyqhTqzSWLD2EiAyzMuvXL4v4uGRERhVMrChVMgA/fPesjBUi+aZMiRUvvvwHEhKSTSZ3LlwLxiffd8L099c5dgcVpcACfgRUNcFjvjA2sM0xG/qAKUsBvl8ATA1DxJtA0i7b7tlrZC72hxBSJMkSu7z0fI0BIl+FQdMR0DQE4ucChsdp13JNc8AQAxiMJzTyFwNU5aEI+idl5rAejBmH9YbHos9eAVca2BgrNm2riG9mtJSxzyBnSAFXrwfIGM+Y9T5gxUv44e33e0OlVmDKB0tx+ID1ZvVC/6dFmSApbCgxRQoNf19PmawRM53yYs/hK/Irq2NnbtllRbncEI97JWVGlcjoq1LOhD8Kj8Gl6wVfevDxWz1QvVJx+X339rWwatPJHM9cs6X8UjS0/+nvHTh76T7ExDFbHqJBrTJoXJfOghNCjPz9PaFSKWzqI2HJvn2X5ZeppucFGSuuXkuPFamzpsLCYnD5iqVYwXDyfAkMf3sA+nQ+i/7dztk8kzVH/L8BU9c27qtHPyBhUS5mI9jwvokmxTFfgutO2N74V90M0IhGuYQQkto4XAx187gCW/JW41e2yw8WYP8nDuiMM6qMK9GmJKX0D4GUlUwLlA2x4sq1AHwzo5WMe5ynB6vUBJUtpfpild3fftqM82fuyhlWBhvejnoNyqFhkwo5f07E4aiUjxQanh4adGpVPa3Uzd4KaqCRSqPJngeet0wEtYIl4tnsRXvTAsAz/ZrB28stV++DLYMgkZQSrCWlxH11bVsD33480Ory74QQ1+HhoUH7djWKbKxwMxErFvyzz6bbhkd6omfHi/Ics/0PmwyI/SEtVjDvFwHmm15GktP7skYmpQRrIw0GuPcGC5xDsYIQkn5kUHgB7j1yeYyyRQH39WNu2S+L/RUFz7ZY8d+aGlAoZLQyf082hAqRlBKsJaXEfXXqVhvTvh9GsaKQosQUKVRGDW4JL0+3lCW/iw4xgOrQomqmyx6FxWDZuoJfFULEjcMnb+DMpXtpZX0/Tx2K6pWNM6hywsNdk/fG6MX98b8XOmHjvDfx0Zs90koeCSEk1XMj2sDLqwjGCiVD27Ypy4SnePQ4GstXHLXp9jUqP4RapZczUu2PA8l7Aa0xYcSUJcGC/gHUuVly27b+guYpjP2kfD4CQo9D4f91WhkLIYSkYt5vAEw0Jy9qq5cqAffumS4x6O4DCfNQ8GyLFUeOlZSLd1ji7pH3cUWp0gF4bWw3rNw8HhM+7gulisYVhRVFcVKolCzmj18/H4bpv23GoZM3MiU8EhOT81QpXqAYkw28F68+glWbT8pm7KL0rbA8HzG4m7Nor5wppdUZ5CqBn73bF1Ex8di27xKOnLqB0xfuWm02LJJKgQFe2H/Utt5RppJksfFJGPBEg1w+E0KIKyhRwh8zfhiO73/ciCMZVuERs6kSE5w4VoChdKkALF12CGvWnpDN2HOy8mCDmsYTDI6jBI/90bgKFdeCqWuB+c+UPVZ44oaUwYg44WLl1LWqHKAIAZJ35rIHjEH2dlF4PZPbJ0IIcQFMVQYIWgwePcl4fEq7whPgou+R80YLKMrDEPunsUxOfzPluRSO55OcrMHO1Wtw6NhVaHV6VKlaHE/0/gMBQXdx9sRRrFgRjoioCKv7K1bbCwzyxkETZfc2jytik9DnqSa5fCYkP1FiihQ6ZUoGyPItsYLerbsRssSvQtlgvDVpMS5ee5jrlZgKklj16Yc521FYidf0wPHrUDAmE2a7D17GnMX70KpxRew8cFnO+LL2uovkVoPaZRATlyS3z+3qiqmNfgkhxJLSpQPx1bTBcgW927fD4eGpQYXyIXj73X9w6fIDp40VM3/ekuvbFwuOTenV4ajnrgeSRSNyY1NanrQFiJ0BuHUAkjalzEqwVt6iBDTNAB6dcj+5XDGLFbUZEIQQR2Cq8mCBc40r6InV6pgXuKoKED4S0J0p+JK8XNEDsVNRGIlV9iZ+0gWPHnMoFOdkLN636yL+/mMXmreugj07LsvP+raMK+o1LIfYmES5vYiPuUHjCudBI0BSqGdPNWtQAXWql4K3pxt++ORpPPVkQ6hVyjxN6Qzwy2sJQdGV2sBc/CsCgEhKCbYmmfp2rY+m9crnOiklEmMtG1XM1W0JIa47e6pJk4qoXau0LO+b/vVQ9OvbCGp13mKFaLLubA6dLA2lMj8ScmKAwFP+1aUkpWBjkomDeQ4B07TKfVJKfHwVyTBCCMnB7Cnm1gZM0xAKhQ9Y4F+A53DRBTYPr6ECYEH0HqRITlZgwqQuCAv3kD+nJp/Ev2JcsWeHsWG7rUmmnv0aoVHTirlOSonkVrNWlen9cRKUmCJOQ8yceuO5Dlj312t4aVgbkw1irSU9VEolvnq/P2ZOHoxAF0pQVa9UzAGNcDN7YXArOdutXbMqCA3yzlXvF1HcKJKPhBCSW6Kcb8wrnbFi2Vt4YVQ7uLnlLFbIlVNVSnw+dSC+mz4MAf5eTvNm7DhYHo/DPaHX5/KArxKrKDk4WHi/JWcwwL0roBC9DHOTQBTJrWcdsHOEEFdqjq7wfQ+s2CHAe5zoaJSLYbQKCPgNLHA+wILhMszEih17yuNxmFfaynp5MXJ0O5QuE4jW7asjJNQnd+MKztFvYNM87wvJH5SYIoXevYdROHHuNm7eCZc/u7up8Wz/Zlj75xg0b5i+3KdKwWTyRTTLbla/fLaZVcVDffHdxwNRvVJx1KtZGrO+GIaQIG84o5wmmaa91182NXcUESwehcfK78UshekfDYS/r2eO9/WTsb1QqVyIo3aTEFKE3b8fiVOnb+HmrTD5s7u7GkMHt8B/S99E06bpMzFF41MZK1QKNGlcIdvMquLF/WSJYLWqJVC3ThnMnDEcIcGieW7hp9Wq8O60boiMcU9ZXTD1AGzjgThgFqAo6cA9FOt5G1dmZUwDFvhHypLu8hKb74X5fwemruagfSSEFGVcdxs8+TC47qr8mTEPKLxfAkIPAZp2GbZUpRyX1ICmTfaZVcpScjVQhaY2mKYJWPCSlGS7My7KYZ9YcfBIaSiYwT7jikcx8nsRoz//bhj8A3I+rnh/cn9UqBSa5/0h+YN6TJF8F5+QjI07z+LYmVvyg7NIEnVvV1OuxpfRxasP8MPcbTh+5nbaZVUqhOLVZ9uhSb1ycNOo8fX7A3D1xgOcOr4fvbrUk+V/XdrWhK+3O6JjE7H/6FX5eGVLBqJ+rTKZsu3FQ/0w95sRcmW8f9cdQ3RMQoEvE26LksX8UL50EJKSdQiLiMP9R6J5oGUebmp0bl0D85YfcMhzFFN0T5+/k/az2L+FM0bJ93nbvos4df4OkrWWSzY+fqsHOrakgQYhxCg+Pgmbt5zFiZM35VlPkSTq0rm2LNfL6NLl+/jp5y04cfJW2mWVK4XipRc7olHD8nBzU+OLqYNw7doDnDy5Hz2erIcSxQPRuVMt+Pi4IyYmEQcOXkF8fDLKlAlEvbplM8eKYn6Y9evzWLHiCJavOILo6MQcNSTPbzfvBmDE20/hmf7hGNw3HkAiYHgE6NKP0eYw5g7u0QuIE0uOO+I5GoDk9NVomaoyELwBSFwFnrgeSBarDyZZvgu/6WDuTzhg3wghzogbYo3HkOQDxtmU6iaAR18wReaTz1x7Fjz6M0B7MP0yVQ0wn3fB3FpBoXADAn8D87gI4Bzg+TSYWynAozeYwg/cEAUk7QB4HKCsAGiagrH0OR5MWQoIXgEeNx+I/xvgkYWmGblFyrKAspJdYoVWp4BB9jnM+7ji7Kn08V+58sGYs/BVbNl4Gru2ncOZk7eQnGx5XDHxk75o17FmnveF5B9KTJF8JRIU73y2DLFxSbK0TpRubd17AbPm78K0if1k8kg4f+U+Xv1gIXS6zAedy9cfYtzkf/HZ+L5o3aRSSrP0QJw6Drz8TBuo1eq0bUVyqmn98li1+RR+mLNNJqjEbJy+3erJy0W5hp+PB54b1FJ+CVqtHmOn/Itjp9MHOIXN3QdReGtUJ+w9fAX3HkbCYOXEhJhhNnXGOoSFx8rn7KgB1aXrj7BkzREM7NEorfSyb7f6suTyyCmxWoh5IiHVpU0Nh+wXIcT5nD5zG++9v0TGCnHcErbvOI/f/9iBqZOfkskj4eLF+3jjf/OyxYorVx/i3QmLMPmT/mjZokpas/STJ4HRo9pnihUiOSVmTolV8ESCSyTEKlYMRe+eDdC4cQVjrPD1wPBnW8uv1Fgx/r1FOH7c8rGtoCQmqfH7P8XQrUdHBLivAXTiA761s9ge4JETAf4wb03JrdGdgyHuLyi8hqeU03gDnkMA5gaevM/ybd2ehMKjp2P2ixDidHjyUfCI0QAXs2uMSSKZ5I6dDgT8Kmcyycu0p8HDhoijd+Y70J0HjxgF+P8E5t5RXsRUohrjHBQ+48AyxAqZnHJrDcQvBo//DOCx4KpqYJ5DAU1rGSuYIgDM5zVAfMlSsmTw8FGAViTNCimxop/Ph0DSVquxwrh6tj++/3A9igdr0bVNAMqWNla0CJUrhuPA4dIwGPKenLpy6QGWLz6IfoOMpXieXm7o1a+RLM8/djh9NV5T2nWqiY5dRLkhcSZUykfyzeOIWIybslSelU5tsJ2aI0lI1OLtqUvx4LFYpQf49vctcqCRdcUGsb1IZn35y0borDTCu3LjEYa98QdmLdiNyzce4e7DKOw9ckXuw7SfN5pcDUJMF326pzGxUpi9+9kyrNpyEncfGF8vS5KStdh54BLOXrrv8FWqvv9jG85cvJvpsvU7zqYNLC29V4QQIoSFxWL8xMXyZIIgkumpCfXERC0mvLcEDx8aj33fz9hoNlaIaDH92/VWm6ZevfYQI57/DbPn7JQJrXv3o7B//2WMf28xvp6+zmysGNC3cSF+wzheHHwQAfwZIGExYLDlZEsikLwR0J5wXFIqVcwUGJKPZ7qIJ6yw/rFUd96x+0UIcRpc/9CYVBIzmCRD+sIMPB48/AVw/T3jttGfpiSlssYDcXzn4NEfgHOd5cfTXgB/9AR47HfGY5H+NpC0Xe6D8fbZY40oWYbXCBR6kaNtihUiti5eVgm7t5/H0qVajH6jJ37/q2HaeO6JzpdSigHtM9746buNOJehckbYvP6U1XHF1csP7PL4JH9RYorkmxUbTyAxSZu28ltG4jJR6rV8/XHcuB2GMxfvmU2iiJuHR8bh0Anz2XKRtHpn6jLExCVlmiGUulrc6i2n8N/GzB+KUzWsbTwTX9jp9bYd9GUyj6evuOdok75dk+nniKh4q7O0omISHLxXhBBnsWrNMSSJWGEiBojLtFodVqw6ips3w3Du3F3LsSIiDoePXDP7WCJpNVHMzIpNNBkr1q0/iVWr00vPMmrQoBwKqx4dLmBQj9MpP9maZDIO0PJt6fSosZl/NoRZf2yDKI0hhBCRe1ooMtpmjhvismTw+PnguiuA9riF44v4kPwYSN5j9mUVSSse8SLAo7LcT8rxNWEJkPCPydsyTXMnebvMxwo5jjAAJ04Xx/JV1dN+Fpb8Vxsr1xlbcQQFJmDsa3tlHyiFwj6x5LOP/8v0c2SE9XFFdBSNK5wRlfKRfLPrwGWLM3bEdWJmT2o5nyUspSm6OXsOX8HDsBiLt1+48jD6dasvm6qLHlOiNE4MUmpVLZnWo4rknHhf7tyPRKni/vLn0iX8ZbIxdaCX7b1gDCVC/eilJoRIu/dcshordu++mFbOZ4n4cHz/vvlYsXffpbQGq+Ys/vcgevdqgFu3wrH8vyPYd+CyjBU1a5SEr6+77DlVmDDGMXLAUTlwcPRqrHmivw2uuwmmSnkfleUAMYA0OzhSAKrS+bmHhJDCLGmzlWS2HkjcJHtBWceMM6DMPtZWwHDP4u153B+Ax1BAfxVc9JhK3GbcB1V9AOIzsfMm1h8+8sLKddXx35rq0OmyrqTKsXBpHfTsdhFKJUfHtldRLDQGfy5ogFNni+W5Gfz9u5G4dycCJUoFyJ9Llg7AjeuPYNCbH1cUL2kcgxDnQokpkm+StDobttHLpJA14lAk+kOZc/zMLSiVCrMlHDylV9Parafx5a+b5KmA1MTJ7kOXzSZRihJPdzUSkrQOaYZ+4uzttMRUr851sfPAZbPbirMefbrWk9+Lkpyt+y5izZZTMrEYEuiNJzvURqdW1bOtnEUIKZqSk3U2bSN6Q1kjjm++vuZjhWiYbilWCPfuRWL9hlOY/t36TLFCJLVsnbman/p0PosAP3smy7xEK3rHNPFNPgykJKaY5yDwpE0WNjaAeQyW33GuBRLXgyf8C+jvA4pQMM8BgPuTxtIZQkjRx5Ns24bZcvJTZPLNJzN48qGUYbO5+MQB/S3whKVA9Ecpx8uUJHvyFseXRzvY9JktcPyUuRVbGcIjPHHtZmlUKHsH9+57Y8/+crhwOdhuKxSePH4zLTH1ZO8G2LPjgsVxRc++DdPGFTu3nsP6/7N3F+BNXl0cwP+xuntLC1VoixR3d3eHbcjYxty/+WDOxlxhjAHbGAx3d3eXQqHu7prke+5NU421TUnant+ePGvTN8kb4T255z333J1XkZyUBUcnawwbFYL+g1vTuMIIGXwq3+eff44uXbrA2toaLi4uGD9+PEJD1X/YSMMV5OcGUYWVjqpif2PbBPq5wc3ZRuN9mZmK0aNj+fLftfXVsgN8QFIxEdUUklLMNx9MwYovH6uXRW1ZHzClbu190Lerv8oz92zlq3aBzTCsbzDvJ/P8B+vx0Xe7ePP56Lh0viLjJz/uwcJ3/+VNkEnTRbGi6Qhs5Q6RSEOsEAnQqpU7WrV05yvmacKapHbvplgooy5YUqparDDCpJRIJMPjE1VPPawtgcNKCBw319MS6BVeQ7Ycu+lgNY8jBCSd+OpYbAUuedpsyDNfA9gqXNJwoPgC5Jlv8ubGcpnmCjjSuFGsaEIkbdlRT8MGIsU27MJWzNPIHDDtX/d94kkpaZVEVMNOSrEpe+NGae/vV2K1GhE5RzD/xfHYsjMYRUX6q3+pOHWvczc/9OrbSu24ok07Lwwa1hZ5uYV47bm/8Pmirbh6ORIxUWm4cTUKX368Ha88swq5NDPG6Bg8MXXs2DE899xzOHv2LA4cOIDi4mIMHToUubnKRnakMcjKzuerGmlK+rC/TRzRnh9UFj7WV+P9zZnSg6/6pk77YE+NZ8DZscza0hRSbUvaNVJisRDNPezRytcVH74yWu/TPUKCyqdbsPfzo9fG4LGJ3WFpUf6esdX6Jg5vj6/fn8TPWnzz+0Hcvq8ok1b2w1L+/154Ir5atl+/O0kaFIoVTUNWVj6vcNKU9GF/Gz+uIz+2PLVA80Di8dm9Ya4hVrRr66W1ObqVlRlkDSRWdGoTCxsrRdN4/ZAAYh8IJK0hsP1a/8kpk/IG8mzZdYHd94DlM4Cg4jLvZoDFLAjs/+DVULyJMW/Qzsgq/7/kFuRZ7+t3H0mDQrGiaZCzfnNCOy1JHykEFrMVxxarNzTen8DqOQiElur/zo9Vmqp5BYDApnR/jO+kRV0IhUBgQIrGbcRiETxbOCKglTveWTRB7+OKtu3Lp+6z2P/eJxMx4/FefKW+iieixk7sjM++ncHHFT9+vRd3b8Xyv8lLx5/KNgH3QxPw3Ze79buTpOFP5du7d2+l31etWsUrpy5duoS+fTUnJ0jDcODEHXz2815eTskOVFWnjrEDDDtQzBrftazxOJu6VVhYgu9WHuaVNKyaiiWu2JSL7u290bOT5mqpXl384eJozVcCVNWrhF1jZ2PBm6M3RYN6toJN6VRIayszNG/mgMiY8uVelVP98gqqLKurA1bx5umuKLetGLCemtkbT0zqhvtsXrhcDv8WzmXJxfTMXP45UddXhl1/5PQ9PP9ENpwdrWu8T6Tho1jR+B06fBtfLt1VGisE1ZqbKmPF9Gnd0T5E0Xi8f78gvlLfT78c5Cu+KrdhsaJLZ1907665WqpXzwA4O1vzlQDVHX/s7Cx4c/SGwMmeTbnTIzY1jg/+ADmbDiPyBaSsD1QFAssKq2LVgLgtBOLKDeQFAgkE1q9AbrUQKL6jSDix5diFikSVXJoKFOzQ0FdGppjiJ02AQORW830iDR7FisZPnr8T8sy3SlfZYxkQuYq6CxlguQAC0278GoH5SEBeAHn2J4A8p7TSiiWRRIBJX8hNB2hOu5sOAoTugCxJTTJMDggdAKn21bIbIvYKCwQyyOWqa1r6DQoqmzZvbWMGr+aOiIpkC1qUM7cwQX7pyuw10TLIHc08HaqNK+Y+PQAz5/TGg3uJfFzh6+dSlqhKT8vFkQM3NY4rjh2+g6dfyIKTllk6pAklpqrKzFQ0KXVwqPwBVCosLOQXpawsxQGAVVqJxeKyn5sa5XM2tud+424svvhlDz/YS8SqD2aBfi6YPLIj+nQNqLT/Q/q0Qr9uvth95BY27LqMlHTFF9+LNyJw4c0IdGzjhf8tHAZLc9Xv+5RR7bFi3SnI5dVDzfB+wbxJd2KK+qa4NSESAn7ezrj3MBmPmolYUOH/uhVB2lqb8tfrj3Wn8N+uy4rbSyrftkQqrXadLlwcLdR+DtlZl1a+zmW/K7e7dpv1eRFonL6j2C4K/bq3NPrP/aNQX8+9obyWFCtqx1j/zdy8FYOlX++sEisqHw9atnTFxAmd0atny0r7P2hgEPr09se+/TexcfMFpKUqYsWVKw+x8NmHaN++OV5/dSQsLFTHiokTOmLVqhMqY8WQwa2RmJSJpET9NK0VigTw9XVG2H02uNG/M1d8cOteBFr6Vj+7XSI1rfR/nUjtISwuhiz7ByBvVemVVW/PqghqcJ9KQnd+36qJAEGb0n1gF8V28sKLkJeItX59FeRdhMBsmNF/7h8FihU0rjCmz01dyYsuQ57+Tml8MFGf9LZ6DALTwZBW3H/JGMjthyr6QOX+BcgSFfdTcgbImwiYdIfA9lOUSK1UPneZyRNAzneqjz/m44GSWKBEU4P0mhABokBAeguPWtVYwVI7t0ObQcx7var+nm5rZ8ZfrzUrjmHT+vP8OolJlXFFSUm163Th5GylcVwREMgarCsot7txPYLHW3bR5MbVSPTuH2j0n/umEisEcm3rLT5CrFR+7NixyMjIwMmTJ1Vus2jRIixevLja9WvXroWFhcUj2EtCCGm88vLyMHPmTJ74sbExzrNIFCsIIcSwKFYQQgjRZ6wwqsTUwoULsWfPHp6U8vT01LliysvLCykpKTA3N+d9qoYMGQKJRIKmhGUjje25s1WTxs7/VeNMazZFb8TANnjhCdV9QtbtuIhVG85oXDnupTn9gMIYOLi1Qis/d5ibijF+wTKtM7yfnN4Tf20+h6Jiab2sTPeosEqphVN88euGhygqMewTYVM1OwR74fO3xtfodmcuPcSi73Zp3W7Nt3Pg6mRt1J/7R6W+njs7pjo5ORl1YopiRe0Za6yYPPVHjcdhoUiI4UPbYuEzA1X+fcPG8/jr79PVpv9VtHDhAEAWB0enlmjZ0gPmZmJMnf6z1uP/3Dl9sHbdGRQVsljREIKFHHa2+fjji80Qi8r3l539Pnj1fQxu/zHEIkNPYxfyJdyF9r/U6FaywmNAxitathJA4LSr0lQ+Y/zcPyoUK2hcYUyfm7qQy4sgT+qhpYeTGLCYAKH126rvI3cl5DnsuKO+b2CJxXs4eMIMg/tbQ2IaDDksgJTe2ntHWb8MZC8DwKZ+N4RYUWGaXoXfK8YKkagQS3/ohdPny3s8PUpsWn9Ih+ZYvGRqjW537sx9fPbBVq3brfj7aTi72hj1574pxQqjmcr3/PPPY+fOnTh+/LjapBRjamrKL1WxF1D5Ilb8uakxpudeUCRFYbHmhrEioRAFBSV8GmZKWg5vQuvkaA0xmxsHYPeR2ygs0nwfP6w+hhen++HDb3ejRCrnDba1PS7zx/oz+OSNcXjvq+182pq6ecjGT/FasaRUkQ7Pu74N6hNc48/g8fMPte67tZUpPN0djP5z/6jp+7kb++tIsUI/jOnfTGGhVOtxXiQD8pWxIlURK5ydrHkvKWbv/lsoLNK88tFvvx3BM0+1wief7lDECktTrY/L/Ln6JBZ/OAGLPtqKkhJZg4gVSSlmuHzTBb06RVX7G0tKScSGTkwBAuuRENTwMyjL3Q9o23eBLYRmXkb/uX/UKFaoRuOKR/u5qQu5LB9ysbZ+fyWAKA8C1t6FT9WTAkJXCASKIa+seDMgztdwewGQ9ymAjyHOfgnifDYNyRrQ+rgA8r8HnH4EMl4o7X9l+O/kdcFixV//BuPYSU+DPpcBQ9rW+DN4+lgYirXEd2trM3h4Ohr9574pxQqDJ6bY2ccXXngBW7ZswdGjR+Hj42PoXSJ6YmluCgc7S6RlqG+KylbFyy8sxswXVyI6Lp1fZ29rgUkjO2DWuK58NT9tKp7AZgOG7BzdvnCzQUxMfAbW//wkth24hp0HbyA5jTVEJLXBqt+8PBwwsGerGt82Ikbzah8VV9TQJza4PXM5nK8GyPpbdQ3xRptWHvwMDTEuFCsaLwsLUzjYWyKttI+gun+rhQXFeGLe74gpXaiBNSWfML4Tpk/tzlfzq3GsyNatoXlRkRSxsRn4a9XT2Ln7KvbsuY7klGwYu3+2haBz2xiYmrCGtXW7L3b7IrkQIoEcYkFdj8UivtIfa6xeYyVVGq+rItf/0uxydp+FxyDnqwGKIDDtDUg6UKwwQhQrGjG2WqfQCZBp+s4oZd3RIU8ZBkgjFFcJHQGLxwDLJwGZYqyhHju+VTzGseSGrv1oCwBpJATOByDPWw/kbyhNjhkvqVSAgkIRTE2lvMK24gK0v6/uhG27/A22b+x7uWdzR/QbGFzj20ZGaO/5q1z5W5/Yd5XzZ8L4aoDsxFmnbr4IbuNJsaKhJKaee+453h9q27ZtsLa2RkJCAr/e1taWT80jDRdbHWniiPZYue602n/8QoGAr7ZWUXpmHm/KfTM0Dq5ONsjKKai3qXY7Dl7HlFEd0buzP/7ZeqF+HqSJaBfsiY9eHQ1Tk5ofVqwsTVWu2FiRpUUtmutqEPowEW9/sRVJqdmKqgu5HH/+dwZB/m74/H/j4eRQcblyYmgUKxp3rBg3riNWrzmpthqJJYuPHr9b6bqMjDysWn0Ct2/HwtXFBtnZ+fUWK3btvsobr/fsEYB168+hIbgX7owXtvXHO2PPooVJ7VbrK5ELcDbPEWfzHZApY42G5fA3yUFfixT4mNRiJT5G0hkCu+8gENSmYbq1mlW4Km6j3ynI8uJbkKc/C8hYU2MW3+SQ5/4EiNsB9j9DICpvvEsMj2JF4yUQCAGL2ZDn/KChgkcIFOypPDlNlgp5zvdA0RVA6AFIWaKpnoJF/n8QWD4OOVvFL/d3GDuBQI6wh464eMUdsXG2cHLMQ1aOFVr3AHYfaGnQSqk2Ic3x7kcTYWJam3GFmfZxRekKfvpyPzQeH/5vA5KTsiBii7jIgb9WnkCrIA8s+mIKnJxpVXFtat4aX89+/fVXPuewf//+cHd3L7usX7/e0LtG9GDGmM4IbunOE1BVByKMuoQVu/rs5XD4tXCu1/5PD6NSsPfoTSx462/e54TUDHsXvTzsserrJ/Dj4mmwt7Ws1Us4qFeg5v4yQgGG9AnS29uTkJyFFz9cj5T0nLIzHNLSAfG9h4l4adF/KCqmz4MxoVjRuE2d3BVBgR5lsUFJ+bu63k7s6nPnH/KV7uozVoRHpGD/gRt49vnVDSRWyGHbKh0ufZNwKt+Jf0HXegs5kC8T4nSeI/7N9MK/GV74KdUP+3JdkSlTluIL8KDICiszvHEl364G+yMARN4QOG6H0PEvCESqp09ovRdeZaWxcyVgPhr6IpfGQZ72WIWqB/bel1ZkldyCPO0J3veGGA+KFY2c5TxAEqJiCMtWjEOFRErV4wQr+zwGSFhVfz0Gi5J7kOVtBdIms7kZaAi27grEf1va4tS5Fti2Owgnz7Yw2L6wWOXp5YBlaxZg6U+Pwd6hduOKfoODtY4rBg4tXflVD5ISMvHG838jtbSaWloi42MLJuxePN58kcaZDSIxxb5sqrrMmTPH0LtG9MDUVILvP5yCedN68il6Sh1be6FHR9+y/iDqzpCzxBGbWlV1sKJPS3490CB6hhiKpgENe9XmTO4Bf2/nOj3G4N6BcHex5dMBq2LvvYWZCSaO6AB92bj7MvILilW+7yxBFRmbhqNnKlfyEcOiWNH4Y8XSL6fjicd6w96+/Ito+5Dm6NZVh1gRnozWwc3qNVZ8/e3eBhIr5DwP5DUknh+/Q4uskS6VaD3v/aDIEktSArEnxw13Cm1wu8gGqTJ2Rpm9puWvq7z0563ZzZAjUw4GGU2vvRwCq+cgkJQvy10rZqMBEet3UvFxlYSAwAICi9nQF3nuGj4tSHXVgBSQPgQK9urt8UjdUaxo3AQCMwgcVkNg9YJiip6SSTfApJ+aY0PZrXniiE3DrdchcNZ75QlsI8YSN3sOBOD0OZaIEhjHuEIOzJrbB77+datEHTCkNdw87Ph0wKrY9wRzCxOMndQZ+rJlwwXk5xepHldI5YiOTMWJI3f09niNlcGn8pGmMeCYM6UHHp/UHTm5BZBIRDA3M8HCd9aWZZPVfbmIikvDthUL8dvfx7Hz0M2yKhaWwFBWuNQVa3xOoHHQp6pagb0H3l6OGNCTlfrWDfs8/Lh4Kt78fAtPRrJBKAslJVIZHO0tseStCXBx1K0E9n5EErbtv4bw6FRYmptgQM9WvO9VxSmGB47f0TjAZBV+B0/exdC+NZ/XTgipfax4bHYvzJrZEzk5pbHC3AQvvPyX1lgRE5OOjeufx/IVR7Fn7/Wyqib2pZR9KdSHkhJpg1hbyb5tOvwmh0NsKS1LJK1I88Ucmxi1t0wpkeDvzBaQliahtL9iAsggx6U8e/SzUvR7yZVJYC4ohrBaDyrWU8ofMBtRx+cHCIQWgMNfkKc/rRhgln2NLQGELhDY/1ZpNT5N5MV3FH1gSu7z3jUC8+G871WlKYYFO7QMMIWQ5++CwHxs3Z4YIaRGySlYPQdYLgTkWSwrxY8NstTpWv69ygFpOATOpyDPWQrkbaxQ1cQSWvo6xrPG58aLfaVnyaFTZ73wyx9djWZcIRQJ0MLbGX0H1n2GBPvusPTH2Xj/zf8Q/iBJcXJLoKhkcnCywsdLpsHZRbdp3w/uJ2LX1suICE/mPTH7DQrifa8qTjE8vP+mxnGFQCjAkQO3MWhY2zo/t8aMElPkkWEZahtr80o9g9QdnComLCzMTfDqgsF4elYfhEUk8/tJSMrC4u936WW/GsTq3wak7kDbsU1zfPDyKJhI9HMYcXOxxepvnsDlm9G4eD2SN8Zv26oZenTyLVulURP2Ofr931NYs+lsWeKSBd7Tlx5i1YYz+H7RVLg5K4JQbr7mqRdsimlObsMowSakUcYKmxrGCnMJ/yL60gtD8eS8fnjwMInfT2JiJj79nCUXGlusUC7wXWGnhIDvpHC4dq/e9DVLLsFP6QHoXNo3SlL6fNitWZHZ/hy3sqSU7gS4WOCAnhYpSJKaY12mF6bZRsNTkg8WNth7xlNcJt0hsPsaAgHrUVV3AlEzwHEHUHQW8qLTvJpJwCogTPuXrbyltaIm5zsg99cKg1EB5EVHgJyfAYc1EIg8SjfWtiCKrHRgTAgxSM8pgV3l5ujaetAJLCEQWkJg8yHkVq8BJayKRQS5NBbIfE1PeyY3uiRUxfgllQnw47Ju2Huw7ieW9TmuaN/RG28vGg+TWvSqVcXV3Y5PCbx6KQKXL4ZDJpWjdVtPdOsZoOgBpUOsWLX8KNauPlV2kou9ludO38ffK0/gqx9nw8XNlm+bp2XMwBZwys3RbcGVpowSU8RgWKXN2SvhmvsK9Q6sNDgJCWYl/EBQgDs27b3CV1Mjj56VhQlMTcXYd+wW+nQNQDM37b1G7ocn8YbjJhIRuoS0UNmPig1kOrVtzi81tffYbZ6UYpTVdMpAnJCUiTc/28wTX+wxPN3t8CAyWe1AkyW2Wng61HgfCCH6169vIM5feKi5V8SA4EoNTdu19eI/s75VW7ddxp27cQ38rVEmohQkNsWw9ctCSQFLrAhg45MNl67JkFhr6n+luP0XqYHwMMmCd2nz8vBCS8RKzWs1lSNDJsGxPBfEl5gjQ2aCZel+aCbOQ3NJHksXIU7qAkuzlvApOYkg265wNNVezRSXH464/IcQC8Twtw6Blbh6fOErp5r2gMC0R433GQVbS5NSqFAhURoMpLGQpz/FE1/8MUTeQMldDQNNVg3mW/N9IIToncBsBORFxzVsIQLMRpVvL7QCTLoofpG3gzzvb4CvvNlwKRNRSmnp5rh20w0W5kX8+pt3XLDvsD8yM41rgTFLK1OYmolxcO8N9OzTEh46fAcPu5fAL6y6umMXX5X9qNhxvENnH36pKbYvLCnFKCuvleOGxIQMvPfGep74Yo/RzMsBD8MS1Y8rREJ4tahdb8WmhBJTxGAG9wrE6o1nkZicVW1aHhtosKlXk0d1VHlbVkHz9XuTsOTX/Th18f4j2mOilJNXhJMXHvDLT6uP8alybz83jFe4VRUdl46Pf9iF2/cVK24qEz8jB7bFy/MH1moVP1VnNf7eck7tChzs88WmCF66EYXO7VpgwrD2+GrZAbX3x7YfO6QdveGEGIGBA4Lw99rTSErKrDYtj8cKUzEmju+k9svgF59Nxdff7sGZBto3zrlbIpqPiEVJnhiFqaYQmUth3SIHrFigdgSIKbHgl7oT4ESeM09CKcWWWPCLghQouoC7WRewJ2EV2tj2xCSv52EiNKt2TymFcdgQ9T1i8stjuhBCdHQYhNEe8yER1r3iSlEttVxDVYVUMUWw6Axg2hMCixmQZ32g4R6lEFhMq/N+EUL0wHwUkPsLII1TMS2PVVeZQmDxuMqb8mpL+z8gz3wXKDnSIN+OnXv9sWZdB9hYF8LdLQc5uSa4e88JMpnBW0prlZtTiDMn7vPLsh8Pot/AILz27hheCV1VTHQalizeiru3y084sYqmYaPa47lXhtVqFT9VsWLdX6fVjyukcj5F8MqlCHTs7IMxEzrhuy93q70/1o5g1DjVY1pSjhJTxKD9RH5YPI1XslTtK2RnY47P/zeBN8RWh1VQffTaGMTEp+HS+RNwc7JGTGJWA2lO27gcPh2KK7ei4eJoBYlEzBvbt/R1wZ4jN3H07P1q7wlL/Ow8dANpGbn44q3xijPTdZCWmYfImDSN27DP17kr4TwxNXJAGxw6dRdXb8WoXBlyyqiOCPJ3r9M+EUL0Fyu+WToD77y7ga+OVzFW2Npa4JPFk+CmoWqTVVB98N54xMal4uKFk3BxtUFcXKaRxwpFhZRFsxz4TYnkX45NrEtg4Wp8UwEqJqW0uZl5GuE5t2ArcYJYKEZL607wMPfB5fQjuJ15FrIqTcbZ75fSDiKnOB2zvd+uc6yALAWQPtCykRjywhMQmPYEzCcC+buA4guqG6BbPAGBhE5iEGI0vad4D7qnVPSgc4DA7lcIxJ7qby+0gsD+ewjMowFcBoTNAEQadSNzZYVU6H0H/LicVZAKkJlljujYmqyaanyOHb6Da1ci4exqw8cVXXv4I6CVK/bvvo4TR+5WH1dI5diz4yrS0nLw0ZKpdY4V6Wm5iIpQ9E9Uh30XuXj2AU9MDR0VgiMHb+H61Sg+ba+qCVO7olVw6RRxohYlpohBsZ4/bHoVq2Q5fy2CZ5SDA9zRt2sAL83UhauToin21+9Pxisfb0ZMfHq97jObilZUbLxBylDSM/P4hbkZGqfT2YhTFx/g+t1YhASp/6KgC02NkZVYiFJW5rHP1lfvTuIVe5v3XinrJ8U+j7PGd8X4YWwpYkKIsXB1scWK5fNx5UokLl4K5//mg4I80KtnS51jhUtpj7kln0/Dm2/9h9jYeo4VJiIUFekSK+QQmUohLRYCpWe2hSYyuPVJhNfwGI0rGDVEudJMfmGi8kK1bi+HHHezLyIy7y68LevaFFd7rFBQvG+8L5bDCshzfgHy/invJyVqBoHlAsB8Rh33hxCiT7w/HO9BdwbyolOAvAQCSQhgNljnPnfKBRQEDiuA7HmANKKe3yS24IL2vqZsraaCQjFMTaQQixXfZ/MLRNi2Kwir1rZ/pCvrPQoZ6Xn8wty+oX7xjorjirMn7+PW9Wi0Cal5S5Cajit4M/XS7dj3kM++noF/Vp3A9s2XkJOtOInk6maLabN7YvQEqpbSBSWmiMGxrDarYmGXunBysMLqrx/HwVN3se/YbUREpyIjizVh1c9Z8QUzesHbywmd2zbH7Jf/REpajpE1w214WOnt3qO365yYcrSzhL2tRVliTJWS0qSnEptC+NTM3pgzpTviEzP5mQ8PV7t6XW6eEFK3WNGxoze/1IWToxVWLJuHw0fu4OChm4iITEFmhv5ixdw5feDdwgkdO3hj3pMrkJKarSFWyGFiU4zgZ+/C1K4QRVkmEEpk/DpSTggRrqQfrXtiSuikWGJelqpho5JKVVBslT6B9SuQs1XApKySQgyIvBSNlwkhRkfRg66nouqxLvcjcoXAaTuvmpTnb1Os4ClPr0GCWwvLlyGQ+ENu0hNIGQnIEtX2s2MxJD3THG++PwxJKZZwdMhDYaEY6RnG1SvK0Nh3+QN7btQ5MeXgaMV7VrHKKXXYCn+BwayqToFNIZz79ADMmtsHCXEZvMG6u4c9jStqgBJTpNFN+Rg1sC2/MHn5RTh65h6OnbuHSzeiUVBYuy/7LIkxc1zXsjPzry0YgreXbFE795johpXepmeqP+jXJBBNHtkRK9adVPl+CAVsRUgz9OsWUO1vbFXBFp7UkJCQphYrRgxvxy9MXl4hjp8MxckT93D5aiQKCmoZK0zFmD61e1mseOnFoXj/w01VYoWcV0SZ2BbBrWcSnLukQGyuqNAxc6TVQFWRQYqckgzUlUAg4j1m+Kp8KgeAQkBoB5gNVXFbE0DsV+d9IIQ0sOmBFpMgsJjEf5fLciAv2A+wSxFbcEf9CVHNzCCwepIfV3jHO5tFkGcsrNT/jsWMggIxklMtsGtfK+w/4oe8PEXVV0KiYrYIqYxVMGlKJtVkXDFuches/v2o6nGFUABrG3P07l++SJcSW1WwubcTvTW1QIkp0qhZmJtg5MA2/BIVm4aZL66s1f2wucwyGTtDohhs9O7ix6eC/bjqiNbeRkRzxZSzY3lwzc4twLEz95GSkQMnOyv06xEAa8vqTXJVmTmuC58WyPpIVRwEsuDBkk+f/2+8zlN+CCFNi4WFKYYPbccvUdGpmDPvd73Eip49AvD5p1Pxy2+HEBWVCqFYisAFd2Hrn1t1oT2ipWLKVlJ+AiFfmotbmWeQXZwOa4k9Wtv2gLmo+opMKlnOB4ouAXz1ropN0EUAGyTa/aLzlB9CSNPC+1BZTAQsJkJe8hDylOG1vCdppcorgdlAwP53yLM+533wCgpEeO+TQbhxW/tKpqRyQsnJpXxcwabUnTh6B2kpOXBwskKf/kGwstZtXDF1Vg8+LfDC2QeVxxUixbhi8ZIpNK7QM0pMkSaDnckWi4UoKal5CW5xiRTnrkagb4WKm+4dfNCtvTdOXgzDB0t3oLgW99vUsYqpUQPb8J/Xbb+I5WtPoLhYCqFICJlUhm9WHMSCmb0xfUxnrY0MWdJpydsTsPfoLd43iiUizUwlGNw7EFNGdUIzDc1iCNbOAAEAAElEQVSRCSFEiR03ah0riqW4cDEcvXu1LLuuaxdfdOnsgyv3b2BL/qeQCUqrsSgpVaOKqU72g/jPJ5O340DCPyiRF/OEFfvbjtjfMcRtJno5jdUaK3jSyf43IH8r5KxvVMkDQGDBV/QSsGbm4rpNASGENBECNo1Owo78tbhxMVB4AjAbUn53pn0Bpz6ICb+AhfMPorCQxhW1qZgaPpr12wI2/nsWK5cd4XFZJBRCKpPhx6/3Yu5TAzB5RjedxhUffzkNB/Zex/ZNFxEVmQozMwkGDG6NCVO7wMPToRbvO9GEElOkyfj+j8N1WoUpK7sAKek5OHbmHrJzC3mio2dnP3zy/Z4GmZQy9DREFg6G92+NQD83nkj6afXRsr8pmwmyJvM/rz7Gz0xMGtFB632KRUKMHtSWXwghpDZ++uVA3WJFVj5SU3Nw/EQocnIK4OFhj569/LCzaEl5UqoBEUDAG5AbUgf7AWhm4YezKXuwJ35V2fUsKcWwJNWe+NUQC0zQ3WmE1vvjS8NbTIbAYnK97jchpPGSZ31ctxX7ZBlITcnGiaN3eWWPRzN79OjVEs8/fbRBJqUMPq4QAINHtEPLQHeeSFr248Fq44riIimW/3SQ94MaN6mz1vtkfaJYokuZ7CL1ixJTpElgCaWTFx7UqbntmcsP8eWy/XzVByHLvEtlkIhFvJqqIfLxcsLEYe2x9PfyA/ejYmYqxrQxnTFvak8UFZdgxb+nNG7/x7pTGDO4LU9QEUJIfWEJpVOnw/hxvrbOng/DN9/trRQr7P3zEbgwHw2Ri5kXujkMx/a45Y/8sSUCU/RyHoNBrtNQIivGwcR/NW7P/t7ZYTDEQlbFQAgh9UMuTQIKD9epEfq2rfH49ZcfeDKHtZ3g4wqJiFf4NEQtfJwxdmJn/LB0zyN/bDMzMSZN747H5vdFUVEJVv1+TOP2q38/hhFj2vN+UMR40LtBmgTWB6q2SSmWgTc3leDYufvVM+8NNCnlzFYw/OYJxCUqlux+VFjgfWFOf17RZG6m6OFx8XoksnIUy6qqw/5++WY0nz5JCCH1JTIqpdZJKRYrWJn/yZPVY4VdSAJkUtabAg2KjdgBLwR8i7QitlrUoyOAECPd56Cz42CYCBX9QB7kXEe+NEfj7djfH+beQEtrWpqbEFKP2BTgWielBMjOtcOvv2RCJhOUtbZgGmpSysnZGsv/egrxsWzVwkc7rnjmxSEYPqY9zM0V44rLF8KRnaX5RBD7+7XLkejSnRa0MCaUmCJGiTXBjohO5RVJ/t7OEItFde4ZUpsyVLaaG5tzll/LFZqMVXJaDgbO+A6W5iawsjBFTl79rwTlYGuB7xdNhU/zyitVsGmRusjKbpjVBoSQ+sOmykVEpvBY4efnUudYoUyY1zRWsF4V7Lr8fNWxwtyloMElpZiskjR8eHM6zITmMBVaoFBW2xWodGcltsU8n8VwNa/c64k1PNdFXrHm5BUhpOmRy7KAkjBAIAHEgRCw/9cF60un24ZVVgAV8t+++KZTWVKqMUhJzsao/l/A0sqUX3Jz6n9cYe9giS9/nA1vH+dK17NpkbrIyqz/eEZqhhJTxOgSUr+sOYa9R2+XVSPZ2ZhjxrgumDG2C8+M10RhUQlS0nJw7U40RKxMVkPfEJaEauXngjth5WeGPVxt0bWDN7bsvap6ZekGjJ2VySjO54Op+pyy5+XhgHFD2mFE/9Z8ifaq2Gusi1MXH2BInyCtzQoJIU0jIbVs+RHsP3iz7Ayzra0Fpk3piqlTutU4VrDS/5SUbFy/EcVvq6nHFDsGtWzpitDQhLLrPNxt0bmLD7Zvv6Kyx0ZJvghyGVvRCQ2OVF6MXGkx7zVVn1P2nEw90MVxKDra94dEaFptG3sTV53u6272BYTY96FYQQjhCSl59pd8sQOgSPGKCB0Ai/l8hU5BDQ/Kcnkh5CWJQNGF0tVXNVU4CSEXtcWtm/G4fM2dJ6ICgyxRLOiHS1djGt27w8cV6Xn1Oq4wNRPDq7kjRo7riKEj26kcV7g3022xo7On7mPg0DYUK4wIJaaI0cjLL8Lz769HeHRKpUFBRlY+fv3rOOKTMvH6U+WrV2iSmZ2PP/87jR0Hb/DklDZsoDGoVytExqXx39nAhB1XYxIykHHsDv97XXqOGLP6elovzh2AqaM7ad0uyN8N3p4OfLqlpl05dCoUg3sHoU9Xf73uJyGkYcnPL8LLr61FRERypViRmZmH5SuOIiEhEy+/NEyn+8rMyseav05i955rKCzULVYM6B+I6JgKsUIAxMZlIOPgbbWxIvWqIxzbZqAhq68G6CPd5/I+Utp4mvvD2dQTyYWaB3Q3Mk+hXVYfBNt21eNeEkIaGrksF/K0WYpKqYoJJFka5DlfAdIYCGwX63hf6ZDn/ATkbQCgS0WOEMk5U7D40xa4H5oAkah0yt5GOSytkmlcUQsLXxqCidO6ad2uVZAHmns7ISoyRWNRwdGDt/kKez37tqrN7pB60ADP3ZHGasu+q3gYVTkpVdHWfddwN6z8DLWmpNTTb6/F5r1XdUpKMf27B+B2WAIeRCTz39k+KKurcvML67RCU1PEqtMG9w7UaVs2kHtz4TCtZ1jYAHDDrkv62UFCSIO1bftlhIdXTkpVtH3nFYSGxuuUlHr+xTX8/nRJSjF9+7TE3dB4PHyYVB4rSnuD5OWpjxVpN+yRG28OecNsH1JvhBAixK6PzrFigudCrZVbrD/VmZSdetpDQkiDlbcWKGE9/9QcePP/hbz4hm5JqdRpivvTKSkFFApG4M13XPGwdBYGixNlsSKXxhU1xRJ7A4a01jlWvPLWKK2VUGxcsWXD+RrvC6k/lJgiRmPb/msaq5JYsmPnIe0BZOX604hLzNA5mTS8XzC6d/RBbEKGyql+jbRQql4F+LrAzkbX+fdAu8BmCPDRPE2DvZ93dEhMEkIatx27rmiOFSIBdu+9rvV+Vq85gfh43WPF0CFt0LWLH+LiMsoGGLrGCrlUiDvLWyE/RdHImyi4m/vCQmyj88vRwjII7uaaF8GQQ4aYfFYhQQhpyuT567Q0KBdBnrdR+/3k/AhIo7VM21Niq2BMwLELTyAupuaxgqjm39INtnaWOr88bdp5wT9A+7ji7u04esmNCE3lI0YjMTlL499Z0ig2UfNUiMLCYuw6fKNGFU6sEfihk3d1Kqut2vCWqHY3LBGPv7IK44a249Pv7G2rJ6nYa338fBg277mCsIhk5BeUzv3XQCSiXDohTV1SUrbGv7OBQHx8utZYsWfv9ZrFiuRsHDmqfrqexlghlENeLIRQRAGkotj8MPx472V0cRjK+0JZiqv3HGSv9e2scziXuhfx+REolGlfCEPIe78QQpo0qbakgxSQRmncQi4vAPI26ZiU4rcAZPF8mhiNK/Qn9E48npq9DKPGd+SVU3b2lipjxanjodi+6SIe3k9CXr72BuxiGlcYFRrlEaNhaVm92WnVkkttVTgp6bko0HFKhnLwYCIR85XhtA00TE0UjbyNia4NBl0crWBhXscVSGooIiYV3688gvELfsOaTWcrvb5sMPjZT3vx7pfbcOVWNJ9+WaRliVxWMdezo+8j2HNCSEOPFawRuiapabk6T99THmtNTcXIztEhVpiJ0byFfYUby2EfnI62L9+CmVP9r1Skmm7BwkbsCFOhOR6lpMIY7IpfiS9uP4mjSRsrxwq5DJtjfsLayC/xMOcm8qRZvBm7tumBrWy09zckhDRyAmstGwgVjdA1kbJp2/k1PNaaISc7X3usMBXDs7kjGuK4wtnFGuYWuq1iqy+RESn45bv9mD72e6xdfbLauGLppzuw+O2NuHY5kvecLC7SMq4QCdGtV8Aj2HOiK0pMEaMxol9rnnxQhx10hvTR3LeopskXdkzr280fLZo5aK3GYf2qomLTYGYqweDerTCwZ92b5dV15QqWLNNFm1YesLLQPoXEqh6CjFQqw/K1J3lllNKOg9ex5+gt/rOuFQvsvdKlmTohpHFjU+o0rbrHjimDBgZrvA9zs5rHil49W6K5l6PmWCGQQ+ycAffn96HrO6GYvcgOc7+xQODcsDolpeq6Ip5EoNuxvblFIMxE2qdhm+m8VLruZJDiQMJanE3dU3bdxbSDuJx+pGyKnq5N2ns6jdb7/hFCGhjz8aUr56kjg8BMy7FCoPv0MQU5BGaD4dXCSfu4orAE0ZGpMDOToP/gYPQbFARDjytMTHUbVwS18YSVleaTRIylDtvUZlzx57Kj2LbpYtl1e7Zfwf7d12s0rpDJ5ZgwlRbJMCaUmCJGY+qYTrAwN1E54GDXtWnpgW7tNfeWsLe1RNtADwh1ODKz+3S0t+RNuscNDeEHOl0UFBbj4MlQHD4dirqwsjBF6wD3Wt2WPbuu7b3Rv0crnYKQiYkYSamap7+wkuMnJvfATx9Nw8gBrfW+fOrK/07zpWTZGY71Oy7qHDzZ+8QSlu+9OAKB/m563SdCSMMzeWIXWFiYqo0VwcEe6NJZc3Wlvb0l2rRupjHBVfE+HR2sMHBAEMaMbq85VsgFcOuZxI9vIsdMPLDej7uyY6gLM6EFPM1rf1Y3wKo92tj20Cm5JRZKkFmcqnEbdj/9XafgSd+P0dF+QJ2TZlUdTlyPElmxYlpGynadq71Y03P232SvF+FpQau3EtLUCSznliaWVCWnRICkPWDaV/N9iBwBSUcdh8wiQOgMmI3G6AkddR9XFBTzqX/HDt1BXbAkUGDrZrW6LYtZnbv5ou+AYJ2+/7MEVrKWafXsfmbN7YOvf34MQ0eG6H1c8dcfx8vGFRvXnavZuEIkxP/eH8tX8CPGg3pMEaPh6mSDnz+Zjve+2o6ouHR+4GAHG3amunsHH7z/0kidegzNm9oTr3ykvZmhg50Fpo/pjDc+3YyouDRYWpggN097nyN9cbK3xG+fz8LDqGTcDI2HQCDHsn9OIiu7gGfxNWF/vXE3FjPGdtHpsfYeva11G/Z65xcWo31rLzRv5oB9x25DRc/GMlaWpsjJ1b0CIDO7AFdvxyA4wI2/v5qw4MWShqySrXVLD4wd0g5uzro3yCWENF4uLjb4/ptZWPTRFkTHpJXGCkV/iW5dffH2/8boFCsef6w33nxrvdbtHB0t8fRH/vg77mOkCGLR+2M5Ik5YIfG0C4pzKlReCeSwDciEUyfNiZ2ashY74JmAL5BYEImo3Hv8ugMJ/yBPms2rg7SJzLuL3k7jdNgSuJpxVKcEUJG8AD5WreFs2gxX049p3A8zoSUKZLnQFXteEbm34WkRgJRCzT1iWFLMWmwPJ9NmaG7ZCl0chsDOxFnnxyKENF4CkTvgsBbyjBcAaXhpcokdq+Q8ISWw/QoCgfZ+dAKrFyBPn6dpC36fUrkzTl5ZhJ3bN/JKKJYoys15dNO3HZ2s8MPyuQh/kIQ7N2P4bq387Siys/K1VhGxGHrrejQmz+xR+hppdnCP9sWoWGwuyCtCuw4t4NXCEYf23VDZDF7JyppNgdRt1UMmKzMfN65GolVwM8REaTmhIhDAwckKzVs4Iqh1M4wa1xEubtV7GhLDosQUMSq+zZ3xzw/zeAKDrcAmEYvQrYM3mtegt1OXEG988NJILPl1P4qKSvgARSaTgR2TnRws0T7YCz06+uDwmXv4afUxfuBUHrCV2fZH0eA8JiGj7DmzC9PMzR6vfbwRshLtO5BfUIyuHbzx95azWrdVhEzN2JmdZq52/GcHO0u88uQgLF1+kFefVUyUsdfLx8sJMVqaC6vCGhHqWqHA3qP/LRxW48cghDR+Pj7OWLVyAa5fj8bde/E8VnTp4gsvT91jRedOPnjnrTFY+s0eHivEYhYr5Pzi6GiF9u2ao2t3HyR478ShnOU8IcOnk1kAXkOz4NEnCTd+aoX8RAuIzEvg1jsRnoPj9N7gPK04nv/f1awFvzCOpu5YFf4RpHLtfbKKZAUIsG6Powmb9TblztFEUb1qJbHD6GYLsD12GU8SVUxQsdfLxcwLqYWK/a8J1uBcKNCeXGSP0dKmIyZ4PlvjxyCENH4CSUvAaS9QfAEoZskUCWDaBwKxj+73YdoLsP0K8sx32RG1tAKLVUPJAKELYNIVMvEAfPJJHk4fP61iXKF9wQx9iItRfC/38XPhF6aZpwPeeuVfyORSrQOB/PxidOnmh3V/ndT6WLosBsXGFe7NFP0W7R2s8Nyrw/DDV3sqvT4M+93bxxkxMWmoqdzcIp3HFV27++HVt2matzGjxBQxOiyr3aG1F7/U1tC+wejV2Q8HTtxBZGwanyLYv0dLBHgrDtSsGffpiw/4zxUPjuwgyw5eDrYWSM3Q/QxvbUgk1c/SdGzTHMs+n4UPv9mJaB0SP6YS3f4JK58hmxLHVjesih3Szdlr1F0xXSQ5NRveno54Yc4AHDhxG3cfJPLrWVXZ2MHt4Oluh6+WHURNebrbw9zMBK38XHHvYZLaQM2CWae2igEYIYSoixUhIc35pbYGD2qNHt39cejwbURFp8LCwgT9+rSCn59imWnWjPtuwsXqPY5YLykLKXr9LxYpCXkwdSyCUFw/Aw+RoHo/LF+rNnjG/wusi/waqUXxeusxpcSmxMnU9HRizdFb23bnP7Npfy6mnhjpPhfX0o8jtkARV02FFrx6ydHUDdtil6GmHE3cYSI0QzNzP8TlP1RbkcWSZH5W7Wp8/4SQpoNPITPpqrjU9j7MxwKmA4GCHZCXPORTBAVmwyCQKPpCrVt9EmdOXFMzrmCJGUukpdbvuEKsYlwR0tEbPy6fi08/2IyYaO2JHxMT3VY0VX59F4kEqqugBODxtM8ARW/glOQstPB2wsKXhuDQvpu4d1cRtywsTTFqXAd4eNrj+y/L+wvqytPLgY9fAgLdERaaoHFc0aGz7slIYhiUmCKNlqWFKcYPa1/t+hKpDBt2XVab6WcBpb6TUoyHq+oS0pa+rlj86mjMe+MvjbeXiIUw1TGAKFlZmSEnp6BSckp51uPNZ4byVQ2/X3kYZy4/LHt92BS6V+YPRM/Ofnx6HVvF8OvfD/JKNF3nz7NkX4CPC/xaKCrDZo7rwpNv6rZ1tLNEv260UgYh5NGs8jd2TIdq10vlUpxO3qW23pQlqnLl6TBX5LDqjYNE9QN4mPtieovX8PP91zXeXgQxxMKaJabMRFYokOZUSk4pK6LGey5EdnE6dsatxL3sS2VJIzuJC0Z7PIlAm858eh3rV7U9djmEEPEEki5YBZSHuQ/czBUnJvo4j8e6qK/VbmsttkOwTbcaPTdCCKkNgdAKsJhRreudtESGLf+d1ziuqO+kFONRWp1UlX8rN7z70UQsnLtCa2JL1+bnSlbW5sjOzodMWn1c8fKbo5CWksNX0jt3+n7Z6+PqbovnXx3GV8RzcLTifXB/WLoHIrGQv5a6YGMF/5ZuZZVh02b1wCfvq64K5gUHjlbo3V/zAlrE8Kj5OWlyEpIykZ6Zp/f7tbc1h6uTtqVpy2naB5acYj2cNCkukeHOg0S4OFrp9Hhe7nZYsWQ2+nYLqFT2yh5r6XuT0KalO556+x+cuxJeKbgmJGfh2z8O4+SFBzwpxWhaPVEVMWsy+MzQst8H9QrEnMndq90XC2Y2Vmb4+v1JKivKCCHkUckoSkKuNFPv92spsoWtRPc+SDka9oElp1gPJ02kKEFsXhhsxY46Vys9G/Algm278eRPxcd6wuc9eFm0xK9hb+F+9uVKlUwZxUnYGbcCd7Iu8KSUsvKqJkQQ8cSXUlu7XhjgMqX0virGBAEsRFaY4/t+2WMRQoghJCRkICNd/+MKO3sLuLjq3l81PU198oslp7StkFdSLMW9O/FwctFtLNPMywE//TEPvfsFVhpX+Ldyx2ffzEBwm2Z4YcGfOH82rNK4IjE+Ez99sw9nTtzjSSlGxMrKalB0LBKL8Mr/RpX93m9QMGbN7a34W4Uek2xcYW1jzveHxhXGjyqmSJOj71UhFPcJzJ7QDb27+GPac5rPSCixRuusMmnHwRuITcjg0weH9gvGwJ6teCmqtsbiLKFz+UYUBvRgZwC0T/vz93aBu4stPn59LDKz85GUks2TX+w65uPvd1erpqro59VHMbRvEGytzXkfr427r0BXM8Z15gmwip6c0Zu/Xlv2XcX98CSYmUr4dMsRA1rD2tJM5/smhJD6IaiX++znMhGBNl3wTahufZEKSvIQmnUZF9MOIK0oAZZiW3Sw74c2tr14YkhbY3GWHHqYexNt7XpCl7ay7ubesDdxwYwWbyCvJBsZxSkwF1ny65j/or6rVk1V0d74VWhv1xcWYmv4W7fHmdTd0FVvl3E8AVbRYLcZ/PU6l7oX8fnhfIpfG7se6GA/gO8XIYQ0ukghAKY/1gs9egfgiam/6HSbvNxCnD8Thj3bryAuNh12bOXx4W3Rb2Aw7xWrrRE7S+hcvRyB/oNaA9C84h7j5+8KN3c7vP/JJGRl5iEpMYs3MGfXMV8s3oacKtVUFS3/6SAGDWsDG1sLdOrmi60bL0BXU2Z058m2iuYs6I8evVtix5ZLeHAvEWZmEvQZEIShI9vx/SLGjxJTpMlhU9NcHK2RlKr9oKsLdpbA2tIUIwa04dU+44eGYOv+azrdjq0IqOz7FC4Q4ML1SPy77QK+eGu81tuz5BVrQB4WnoCxfVSX71bk29wJB0/excbdl3kiiDUL7tPNH1NHd+JNzw+duqs2KcVIZTLes2vyyI58lUTWLyouMUPrSh8sYDvaq67qCvR3w9v+w7XuOyGEPGr2Js6wlTjyPkr6wKqPWCKlI0uoiK3Q1WEYzqft03o71gR8TcQnZX2f2JS6BznXcSJ5G2a3eFvr7VnyKrUwDrFFD9EcmpdGZ1xNm+N6xkmcSdnFE0EigRhBtt3Qy2k0HEzccCPzlNqkFCOTy3At4zh6OI1CS+sOvAIrrSixco8uNdgUQFU8LfzhafG81tsTQsij5upuB2cXGyQnZenl/tj4gCVSWEKFVfuMHt8RO7de1ul27762rqzvE/v98oVw/PfPGXz85TStt2fH7tjoNDy4H49h47XPUff2c8aRA7d4QunBvQQ+FbBX31aYOK0b3D3scOzQLY2r8LG/Hd5/C+OndEGX7n68UXt8XLr2cYVAsQKhKq2CPPiFNEw0lY80OeyMwPSxnet8P8qyVTsbc3y3aCpPSjEvPzkIA3u21GlVPUaZDFKufBcZk4qvfjuAZm6KMw7qsJtduxOLcB1XsbhyKwaLvt2J2/fjUVhUgpy8Quw/dhtPvvEX9h69xXtvacLKbOOTMstew6/fm8R7QWnDnlVIkKdO+0gIIcZCKBCht/O4Ot+PcjqcpdgG83wX8aQUM7rZk2hj01Pr7YvkijonZTJIOX0uuSAG22J/48kiTdj2EXl3kFQUo9P+hufewvqobxCddx/F8iIUyPJwLf0Yfrn/Bq6kH1Ws7qTl+aYXJZW9hk/4vM97QenC2zJYp+0IIcRYsO/Ek2co2lPoY1xha2eBL3+YzZNSzPOvDkffgYom69pW1WOUySBlgicqMgXfLtmltgeVklwG3LgWjYjwFJ329/rlKHz24RbcvRWLwsISXpHFGps/N+8PHNx7AyVa+kWxBFpCfEbZa/jZN9N5Lyht2HCpbfvaL3pCjBclpkiTxKp+Rg9qW+vbe7nbY0ifILz7wghs+PWpstX+lP2UFr86Rm3zbpbpF2qYTsgSVaxyKjefLUlbd+yxWEXX5ZtR/PeKZyLYY7HLD6uOaL0fljhj0/iUWOJs7Y/zNK6eyKrBQoKalTU9J4SQhqS740h0sh9U69uzaqEQuz6Y7PUCXg/8De7m5asCiQQi3rw82EbdgIbVRqmPFSxRFZZzDYXS/FrvX9VHY/2q2LQ/pmKFk6z0v11xf2q9H5YIY9P4lNjKfK8E/gQfyzZqb8OqwVpYBJU1PSeEkIaEVf0MH1N9wSVdsX5NA4e2wZvvj8Xfm16AX0B5xRJrCv7exxPRu18rlbdlQwqBht6vbCodq5zKy9M8la+mFV1s2l+1cYVUxi+/fr9f6/2w29nYlo8rPDwdsHLdQoR0bKExmdUmxKus6TlpXCgxRZokdlD938Kh6Ns1oEZzw62tzPDM7D7454d5eP/FkRjRvzVMSxv3Ve1jtfi1MZg7pQcsLcpXQxKLheje0besOkodFmQy9NCgnSWGWGmtrY05v0912NkVTze7Ss0LVQUQ1rS8InMzE3z5zgSefFLsd+VG5q7ONlj0yug6Pw9CCDEENo1uguezNV75zVxkhWFus/Fyqx8xpflLvB+SRMXKeOyYyZJTA1ymwlRoUXY9mz7Xyrpjpebiqgn00qCdJYZEAgmv6tKUDJNDypNtFZuiV99Ghna2iia0Sqwv1OM+7/Dkk2KvKz6GALYmzpjW4tU6Pw9CCDEE9v351bdGoRdLHtVgYGFtbYb5Cwdi5b8L8b8PxmHIiHYqV8ZjseK9jydh9rw+fCVZJbFYhK49/CHXYfqbPhq0s8QQe0yWUNI2rmjmaa91XDFgMOtnVc7c3AQffzUNbUO8VI4rXFxt8e5HE+r8PIhxoh5TpMliB7tmbrYQioQ8u68Na/z91rPDylam04ZVTs2f3guzJ3RFaHgSfwwLcxP8sPKw1ttqyVvpbHDvIN54fM5ra7Ru6+xkjfjkrNJlXivvALtuzOB2KqcXsuTUdx9O5T2qth+4jrikTD69ceSANhg1sA0sLTSvAkIIIcYeK9h0ObYqnAyap7ExIXb9MNHzWZ1Xi2OVU4PdpqOfywTE5T/kfT5MhebYFfeHDrfWT7Boa9cbfZzH46f72pNDrO+WYqqeQEXiTIAuDoPhYFp9eiFLTrGpjKxH1YXU/fw+WCKso8NAdLQfCDNReWKOEEIaYqxg0+VY6wtdxhWs8ferb48uW5lOG1Y59cST/TD9sZ64H5rAH4Od/P7lu/2PbFzRf3AbTJnVHc88/rvWbZ1cbJEQn6l2XDFibAe4q5heyJJTS36YjaMHb2HXtitIiMvgKxQOHRmCYaNDKiXmSONCiSnSpLHqpX+3X9Rp24Mn7uKZ2X154/SaMDWVoF1gM94ofMH//kF2jn6mXWjj4miF918ayc9IsOl8mqq0eCNBO0ssfXcSPvlxN1LTc/lZDnZbVnU1cUQHPPdEf7W3Z0uwDu/fml8IIaSxaWnTESdTtum07fWM4xjmNgu2Jk41egyJ0BQtLIN4o/Bf77+JfGkOHgUbsSOmNn+ZJ8RYJZPmKi0BrCT2eMLnPWyM/gHZJem8eopVSbGqq26OIzDCY47aW7NkXQf7/vxCCCGNDWvivWHtWZ22PXzgFq+WYo3TazquaNPOizcKf37+Sr7y3aPg5GKNtz4cpxhXlI4RNI0rHBwted+oJR9tR1pqTvm4QiTA2Imd8fQLQzSOK1j1GLuQpoMSU6RJ69jGC/7ezgiPStG4Ih0nAPYdu43HJtZsSofSb3+fQE5uAW9a/iikZeThmXfW8il6Lf1cEfogQe0ZExYounXwQZeQFti07GmcvxqOqNh0XuHVu4sfHHRock4IIY2Vr2UbuJl5I7EgSofV5QS4mnEc/Vwm1uqx9sX/hQJprg7T+PQjpyQDy8LehoOJOzzM/RCb/0BtJRZ77i2t28PfOgRvBC3H/ewrSCmM4xVeQTZdYCXRrck5IYQ0Ru07efP+UOEPk3hvJ03YJLVDe29g+uO9avVYf/xyGLk5BZBpL87Si4y0XLz01Cp4eNojoJUb7t2N1ziuYEm6jl18sXbLi7h47gGio1JhYWGCHn1awt5Be5Nz0vRQYoqgqZfdfvnORDz//jrEJWru08GqjlLSancGOys7H0fP3tO6BKo+sVX2bobG8VX4ND0uO4Nhb2uBgT1blU1B7NnJDz07PbJdJYQQo48Vj3u/g98fvo/0okTN20KArOLUWj1OXkk2bmWe1SH5pT9semJUXihfhU/T47LKKCuxLdrY9iqbghhoU/cVbgkhpDHFCtYj6bVn1yA+TrHinKbv3ykp2bV6nKysfJw4evfRjitKZLh9MwZ3b8dqHVfY2Vui38DgsimI3XoF8AshmlDzc9Lksal5vy+ZrbGJH8OmwtW2cigpNeeRBo+KtD0u6wf17QeTVTZxJ4QQosCm5j3r92XpeW71WKWTlVjzstzqsITWo0xKVaTtcVk/qLm+H6hs4k4IIUSBTc37ccU87eMKmbzWlUMpSVlGO66wtbPAF9/NVNnEnRBNKDFFCDuIWpujX7eWvJ+SpgPxsL6KFYVqytrKOBv1ScRCjB3SDrEJmbzCihBCiHoWEmu0tu3O+ylpSvC0t+9bq5fRTGSc0xtEEKOLwxCkFiZCKtfeAJ4QQpoylpzp3T8QQpHmccXgYW1qdf9W1mYwRqw31KhxHRAfmw5pCY0rSANMTP3888/w9vaGmZkZunXrhvPnzxt6l0gTNH96T0gkYrVLm04b3QluLra1um9XJxsEB7jz6YDGpLhEhjUbz+HtJVsx8alluHAt0tC7RIhaFCuIMRjsOp038WZT21Tp5TQG9iYutbpvOxMneFm05NMBjYkUJTiatBH/RH6BL+8sQFj2NUPvEiFqUawgxoCtoGeiYVwxaVo3uLrXri+fi6stglo3g0DDCXVDKC6WYu3qU/jwrQ2YMf57XL7w0NC7RBoQgyem1q9fj1dffRUffvghLl++jJCQEAwbNgxJSWwpYkIeHR8vJ/z08TT4eDpWut7MVIy5U3toXJVOF0/N7A1jpFytLz0zD298ugl3wuINvUuEVEOxghgLFzMvPOn7Cf9/RRKBKQa6TMVw9yfqdP9DXGfCGCmbseeWZGJ1xCeIybtv6F0ipBqKFcRYtPBxxte/PM7/X5GpmQSPzeuDp14YXKf7n/O0ca5uqpzql5Geh3dfW4fQ23GG3iXSQBh88uc333yDBQsWYO7cufz33377Dbt27cLKlSvx1ltvVdu+sLCQX5SysrL4/4uLiyEWi8t+bmqUz5mee934NXfE70tm4l54EqLi0mFhKkbHts1hbmYCqbQE0jrMYAgJ8sBHr43CNysOISe3EEIhO3gr/iYRCVCsZfUOdUzEggr/r1uume3T6o1n8PFrY9AQ0Ode///mjfUYQrFCP+jfjH4+4y6S5njGewniCx7yVelMhGbwtWwLE5EZpCVSsP9qq7lZEKY1ew074lYgX5rLK7OU/Z9EENX6voUycaX/1wXbp8NxGzGjxetoCOhzT7GCxhX0b8YQxwsfPyf89McchIUmIiY6FWbmEnTo5A0z87qPK9qGeOK9T8bj56X7kJ1TwCuzlEkhNqWOVS/VhsREWOn/dcH26e/Vx/HBJ5PQEFCsgEHHFQK5XN1Cj/WvqKgIFhYW2LhxI8aPH192/RNPPIGMjAxs27at2m0WLVqExYsXV7t+7dq1/L4IIYTUXl5eHmbOnInMzEzY2NgYxUtJsYIQQowLxQpCCCH6jBUGrZhKSUmBVCqFq6trpevZ73fv3lV5m7fffptP/atYMeXl5YWhQ4fC3NwcBw4cwJAhQyCRSNCUsGwkPfeG+76/9vFG3Lofj9qkiVml1MIpvvh1w0MUlcj5KiDsoqzGqo01386Bq5M1jB197vV/vFNWoRoTihX6Q/9mGvZ3hFUPP0JUPptCV/NgwSqlOkZPxWWv/yATlvC6J/ZfXVYBfCngO75aobGjzz3FChpX0L+ZpnS8eOeVtbh9K7ZW4wpWKTXvuSCs/PkOiotkpeOK8mqs2ljx99NwdjWOk52N/b1vyOMKg0/lqylTU1N+qYq9gMoXseLPTQ0994b5vg/sHYzLt2JreWtFqS1LSplIJFj86mhcvxuLPUdv8dJeKwtTZGTn85JeFly0BSkTEzGcHawb1L8h+tzr771qSO+7JhQrNKN/Mw3zcx7i1BsRsbfqdB8sKWUilmBa89cQmXcHV9KPIl+aAzOhBfKk2SiRF5cmrDQHC7HABLbmDpAIG85rSZ97ihVVUaygfzON8XjRb3AbXL0cXaf7YEkpExMJ3v1oAm5dj8H+PdeRnZUPKyszZGbklY4rBNA2+YqNKxydbRrUa9mQ33tje+41uS+DJqacnJwgEomQmJhY6Xr2u5ubm8H2i5BHbVjfIPy77QISkjIhrXJGgi24octJijlTumPM4BDY21qiWwcfLJhR3my9sLAYx86HISI6BX9vOa/2rIdIKMDwfsEwNW2aB2NinChWEKLQ3r4fTiRvQ0ZREmTVKp1Yn0HtwWKgyxR0cRkMK7EdWtp0wBC38mbrxbJC3M48h8SCaBxP3qK2mkoIITrY94NEWP1EISGGQrGCEIVBw9piwz9nkZiQAWmVHrYCISDXoVB29tzeGDGmE+wdLNGluz/mPNW/0rji1LFQRIQnY/1fp9WOK4QiAYaMaEvjCmL8q/KZmJigU6dOOHToUNl1MpmM/96jRw9D7hohjxRrrv7TR9PQys+1rFmgcnlZby8nPDO7T9n1FbHfW/kqliWfMbYLT0qpwhJNQ/sE4amZffC8mtUFWVKK3X7etJ56fW6E1BXFCkJK/y0IzfCk38fwMPcra0LOLoyrmReGuc0uu74i9nszM1/+c2/ncTwppQpLNIXY98VQ91kYoWZ1QZaUshTbYaDrNHpbiFGhWEGIgrm5Cb7+5TEEtHKvNq5o4e2M+c8OLLu+Iva78jZTZvbgSSl144qBQ9tg3tMD8LSa1QVZUsre3hKPze9LbwtpGFP5WL8o1uy8c+fO6Nq1K7777jvk5uaWrdJHSFPh7GiN5V/Mxu378bh0I4pf1y6wGdoFNeOlsq18XbF601lcvRXD/2ZrbYYJw9pj2pgOOHzooM6PM3V0J9jZmOOPdacRm5hRFoj6dW+J5+f0h5O9VT09Q0Jqj2IFIQq2EkcsDFiC6Lz7eJhzg1dJtbAMQguLIB4rPMx9cTRpE8JzFVP+LETW6OY4HD3sx+BgaPmJQG16OY+BpdgGhxLXI60ooSzBFWzbHSPd58BG4kBvCTE6FCsIUXBytsGPK+bh7u1YXL0Ywetp27TzQpsQLx4rAlq6Ye3qk7h+RTHmsLE1x5iJnTBpehccPqz7uGLitG6wtbPAmhXHERebXjau6NMvEE+/OASODaBnLTEOBk9MTZs2DcnJyfjggw+QkJCA9u3bY+/evdUaohPSVAQHuPNLVV1CvPmF9Y1iiatDp+/i1KWHuH0/Dv1CTFFYVKzzPN6hfYMxpE8QwqNTkFdQjGaudrC3pVUtifGiWEFIZV4WAfxSlb91e37JL8nhiavrGadwN+siorLuwRHtUSQrggQSnacOhtj1RVJhFAqlBXA0dYOl2JbeCmK0KFYQUllgcDN+qapTV19+ycnOx5WLETh66DbOnryP0Nsx6N7fmk/X03VcwaYOsgqqiIfJyM8vgkcze9jZq662IsRoE1PM888/zy+EEM3YHO4fVx3F7iM3+dQ71o/K1ESIfiF+mPPaGnz3wVR4euh2FpudLfFt7kwvOWkwKFYQohuZXIbd8atwOf0wn3rH+lEJZSY8MfXzvVcxr+WHcDL10DlWuJq1oJeeNBgUKwjRfVzx2w8HsW/XNYhEQkilMpiYCtG9f2s8/fjv+PKH2Wjm6ahzrPDxU7QXIaTB9ZgihNTMuh0XeVKKUTZJVy6GkZaRhxkv/ok1m85qXSGDEEJI43UqZTtPSjHlTdIVcSFbmoHvQl/A0cSNFCsIIaQJ27TuLE9KMSwpxSiHEOlpuZg77Tc+3Y/GFaTJVEwRQrQrkcqwbvtFjduwwLF87Unk5Rfhmdm6NRtk2+4/cQcXrkbwMyetW7lj1MC2NLWPEEIaIKlcipPJ2zVuI4ccBxLXolBWgGHuiobp2hRK83Et4zjCsq/xZFdzi5bo5DCIpvYRQkgDJC2RYcPas1rHFX8uO4r8vCLMX6homK4N2/bQ/hu4dD4cMqkMQW08MXx0CE3tI1pRYoqQBiImPh1pGbk6bfvP1vOYOKIDXBw1Nxy8+yABr360EVk5BbwElwWgkxfDsHL9aXz02hj07uKvp70nhBDyKKQWxiOnRLGwhTYnkregu+Nw2Jo4adwuNu8B/gxfjHxpDgQQ8MTW3awLvDH69OavIci2q572nhBCyKMQE5PGq6J0sf7v0xg7qTOcXWw0bnfvbjzeenktsrPyy8YVZ07ex19/HMe7H09Ezz4t9bT3pDGiqXyENBAymXI6hnYsGOw7dlvjNlnZ+Xjlo43IySvkvyvLdNn/ioqlePer7XgYlVLHvSaEEPIoySGtwdYCXM04rnGLvJJsnpQqkOaV3n9prIAcJfJirI38CokFilWdCCGENAysmqkm44pDe9kqsOplZeXjrZf+QW5OQZVxhRxFRSX46J2NvDk6IepQYoqQBsLT3R5WlqY6bSsUCJCanqNxm91HbiEnt4BP31NJLsfG3Zdrs6uEEEIMxNHEA2Yi3VZDYtVP2cVpGre5nH4EBdJcyMt6VVUlx5mUXbXYU0IIIYbSzMsBVlZmOm0rFAqQmqJ5XLF/1zXk5BSqH1cA2LrhfI33kzQdlJgipIEwkYgxcXgHftZCG5lcDkd7K43bnLoYVtbgUBXWXP3E+bDa7CohhBADEQsl6O44giedtGFVT9YSe43bsCl7yiopVVi/qdtZNNgghJCGxMREjLGTOuk2rpDJ4eCkeVzBpuxpapLOmqufOn6vVvtKmgZKTBHSgMyZ0h2d2zXXuh0LDEP6BFVrnp6SlsP7STFsup42xSU1mRJCCCHEGAxwmQI/q3Y6bClHiF3fas3Ts4rTkF+iODvOputpI5WV1HpfCSGEGMasuX3QsYu3TuOKQUPbVGuenpKczftJMcVF2uNAcTHFCqIeNT8npIFVTX317iSs234By/45obbiacbYLnBzVjQozC8owl+bz2PrvqtlSam2gR581T2RUMAro9SV7Qb5udXfkyGEEFJvVVOP+7yHU8nbsD/hH7UVT72dx8HOxJn/XCQrwLGkzTiXupc3OWeaWwTCSmwLIYS8MkoVAYRoZuFH7yQhhDTAqqlPl87Ahn/PYuVvR9RWPE2Z2QMubrb85/z8Iqxbcwo7tlwuS0q1busJOwdLiEQCSKXqxxWtgjzq8dmQho4SU4Q0MGKRELMndEO39j747Oe9iIwpb1BubibBrAld8fjE7mVJqRc+WI974UmV5nzfuhevcQ44w/4+aWTHenwmhBBC6otIIEJfl4nwt+6AzdE/ITEvpuxvJkIz9HWegH4uk8qSUisefIC4/IeVeklF593T0FtKgf29h9MoeiMJIaQBEomFmP5YT3Tu5ouln+5AVGR5g3Jzcwmmze6JGU/0LktKvf78XwgLTag0jrhzK1anccX4KV3q8ZmQho4SU4Q0UAE+Lvhz6eO4fT8W929fxKJXRqFLiA/MzUzKtlm3/SLuPUziPacqUgYP5VKuFSun2BkNnpQa0QG9Ovs+4mdFCCFEnzzMffB8y68RlXUPVyLvYJrXK2hp354np5ROJm+vlpRilL+zflWs6opVR5Vfp/i5u+NIBFp3pjeNEEIaMP+Wbvht9QLcvR2D0PuX8M5HE9Cpix/MzcvHFRv/PVstKaVqXCEUCSCTVh5XjJvcGd17BTziZ0UaEkpMEdLABXi74P5toEdHX0gkkrLrWRDYvPdqtaRUVWMGt0Vyag4uXo/ktwnyd8PU0Z0wsGcrnRoiEkIIMX7u5j64gjtoZdMJEmGFWCGX4VzqHq2VUZ3tByOrJA0Pcq7x23ha+KOX0xi0se1JsYIQQhoJvwBXhN4HuvXwrzau2LH5ktbKqJFj2yM5KRtXLobzbVsFe2DStG7oOzCIYgXRiBJThDRSeflFSM/M07iNUKBocL70vUll88opGUUIIU1HkSwfOSWZGrdhFVNSlOAJn/coVhBCSBOUn1eI9LRcjdsIhAIUF0vx2TczKFaQGqPEFCGNlImJCKzgSWPBlEBQNvWPElKEENL0iAUmZVP11BOUTf2jWEEIIU2PxERcNlVPHTbPwqx06h/FClJTlJgipJGIS8zAjkO3cO12DEQiIbq190bHNs1x5Va02rJbqVSG/t1bPvJ9JYQQYhhpRYm4nHwQEbm3IRSIEGDdAT6WbRCee0vtdD4ZpGht2+OR7yshhBDDiI9Lx57t13HjWhQfV7Dm6O07tcC1y4rWH+rGFX36Bz7yfSWNAyWmCGkk5r/5F4qK5WXB4vb9eIiEQl4xpapyijUjDPRzQ8c2XobZYUIIIY/cz/ffgExYXJaEis67DyGEvNW54nx35WDB/uZh7gdfyzb0bhFCSBPx7Nw/UFwkKxtX3L0VyxNUascVIgFatnJH+07ehtlh0uCxbyKEkAYsLCKJ/18mK18VQ/G7HCVSKUQiASQSMR9uiEVCHlSY4AB3fPnOBCq1JYSQJiChIIL/nyWkKlZGsZ9ZRZQQIogFika37Gd2YTwtAvC4z7sUKwghpAl4eD+xbBxRbVxRUjquMBHz8xgicfm4IjC4GT5ZOp1iBak1qpgipIHbuv8agj1V/42dzWDLtc4Y2xGuTjZ4EJUCUxMx+nT1R7vAZhQ8CCGkiTiXug8SqK6QZf2lWHKqr9M42Jo4IbEgEhKBCYJsu6GFRSDFCkIIaSJ2br0E/9YaxhUyOSbP7AoXV1uEP0iCqakEvfq2ROt2XhQrSJ1QYoqQBu7CtUgEe3qo/btMLseVWzH47bOZj3S/CCGEGI+w7GsIUpOYUianwnNv4mn3zx/pfhFCCDEel86Hw7+1j9q/s8TU9StR+H7ZnEe6X6Txo6l8hDRwMjaHTwvWjJAQQkjTpa6xeUUyOcUKQghpymhcQQyFElOENHBtWzXT+HfW5Ly9url+hBBCmoTmFq00/l0AIbwtgx/Z/hBCCDE+wW29tI4r2rVv/sj2hzQdlJgipIEbNyxE6zbjh7V/JPtCCCHEOHV1HK7DNsMeyb4QQggxTmMmdNS6zejx2rchpKYoMUVIAxcSVF4NJRIKKv0sFAjw7vMj0MzNzkB7RwghxBh4WwaV/Sys8PWP/SyAAJO9XoCjqZuB9o4QQogxaBNSXg2lXHFP+bNAKMAb742Fh6eDgfaONGbU/JyQRuLLdyZg855ruHYnlpfZduvgg6mjOqKlr6uhd40QQoiReNz7XZzP2I2I3DsQCIRoadUBPZ1Hw8Pc19C7RgghxEh8unQatm28jBvXoiAUCtGlux8mTu0K/1Z0AoPUD0pMEdKIKqc6t1O/igYhhBDCKqcC7NrRC0EIIURj5VSHzn70CpFHhqbyEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhJCmlZiKiIjA/Pnz4ePjA3Nzc/j5+eHDDz9EUVGRoXaJEEKIkaFYQQghhGIFIYQ0bmJDPfDdu3chk8mwbNky+Pv74+bNm1iwYAFyc3OxdOlSQ+0WIYQQI0KxghBCCMUKQghp3AyWmBo+fDi/KPn6+iI0NBS//vorJaYIIYRQrCCEEELjCkIIaQIMlphSJTMzEw4ODhq3KSws5BelrKws/v/i4mKIxeKyn5sa5XOm59700HtPn/v6+DwZM4oVtUfHi4bxGa8P9N43zfe+vt73hvBaUqyoPTpeNIzPeH2g975pvvfFRhArBHK5XA4jEBYWhk6dOvFqKTalT51FixZh8eLF1a5fu3YtLCws6nkvCSGkccvLy8PMmTP5F3obGxsYG4oVhBBieBQrCCGE6DNW6D0x9dZbb2HJkiUat7lz5w4CAwPLfo+NjUW/fv3Qv39/rFixosYVU15eXkhJSeFN1A8cOIAhQ4ZAIpGgKWHZSHruTe99Z+i9p3/z+vzcs2Oqk5NTvSemKFYYBh0vmubxgqH3vmm+9/X1vlOsaNzoeNE0jxcMvfdN870vNoJYofepfK+99hrmzJmjcRvWT0opLi4OAwYMQM+ePbF8+XKt929qasovVbEXUPkiVvy5qaHn3jTfd4be+6b53uv7fX9Ux06KFYZFx4umebxg6L1vmu89xQrVaFzxaD83DUlTfu5N/fnTc5fo9bXUld4TU87OzvyiC1YpxZJSbArfn3/+CaFQqO/dIYQQYoQoVhBCCKFYQQghxKDNz1lSik3da9GiBe8rlZycXPY3Nzc3encIIYRQrCCEEELjCkIIaeQMlphicxhZE1t28fT0rPQ3I+nHTgghxMAoVhBCCKFYQQghjZvB5s6xPlQsAaXqQgghhFCsIIQQQuMKQghp/KipEyGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQggxCEpMEUIIIYQQQgghhBCDoMQUIYQQQgghhBBCCDEISkwRQgghhBBCCCGEEIOgxBQhhBBCCCGEEEIIMQhKTBFCCCGEEEIIIYQQg6DEFCGEEEIIIYQQQghpuompwsJCtG/fHgKBAFevXjX07hBCCDFCFCsIIYRQrCCEkMbHKBJTb775Jjw8PAy9G4QQQowYxQpCCCEUKwghpPExeGJqz5492L9/P5YuXWroXSGEEGKkKFYQQgihWEEIIY2T2JAPnpiYiAULFmDr1q2wsLDQeSoHuyhlZWXx/xcXF0MsFpf93NQonzM996aH3nv63NfH58mYUKzQHzpeGOdn/FGg975pvvf19b4b42tJsUJ/6HhhnJ/xR4He+6b53hcbQawQyOVyOQyAPezIkSPRq1cvvPfee4iIiICPjw+uXLnC+02ps2jRIixevLja9WvXrtU5uUUIIUS1vLw8zJw5E5mZmbCxsTH4y0SxghBCjA/FCkIIIfqMFXpPTL311ltYsmSJxm3u3LnDp+/9999/OHbsGEQikc6JKVUVU15eXkhJSYG5uTkOHDiAIUOGQCKRoClh2Uh67k3vfWfovad/8/r83LNjqpOTU70npihWGAYdL5rm8YKh975pvvf19b5TrGjc6HjRNI8XDL33TfO9LzaCWKH3qXyvvfYa5syZo3EbX19fHD58GGfOnIGpqWmlv3Xu3BmzZs3C6tWrVd6WbV/1Ngx7AZUvYsWfmxp67k3zfWfovW+a772+3/dHdeykWGFYdLxomscLht77pvneU6ygcYUxfG4akqb83Jv686fnLtHra6krvSemnJ2d+UWbH374AZ988knZ73FxcRg2bBjWr1+Pbt266Xu3CCGEGBGKFYQQQihWEEIIMWjz8+bNm1f63crKiv/fz88Pnp6eBtorQgghxoRiBSGEEIoVhBDSuAkNvQOEEEIIIYQQQgghpGkyWMVUVd7e3nz1JUIIIYRiBSGEEBpXEEJI00AVU4QQQgghhBBCCCHEICgxRQghhBBCCCGEEEIMghJThBBCCCGEEEIIIcQgKDFFCCGEEEIIIYQQQgyCElOEEEIIIYQQQgghxCAoMUUIIYQQQgghhBBCDIISU4QQQgghhBBCCCHEICgxRQghhBBCCCGEEEIMghJThBBCCCGEEEIIIcQgKDFFCCGEEEIIIYQQQgyCElOEEEIIIYQQQgghxCAoMUUIIYQQQgghhBBCDEJsmIclhGjyMD0Nqfl5cLeyhqeNLb1YhBBCqglPTkNabj7cbK3QzJ5iBSGEkOqiQ2ORmZwFJ09HuHm70EtEjBIlpggxIiejIvHFqWO4nZxcdl23Zp54r09/tHZxNei+GaPozEz+/w+PHoK9pSUmBAbD38Gx7O9SmQzHoyJwJjoKMjnQycMDg338IBGJDLjXhBBSN2fCIrF09wncjS+PFZ19PPHW6H4I8qBBR1UxaYpY8cn2w7C3ssSYDkHwc6kcK07di8S5h9GQyeTo4O2BAUG+FCsIIQ3a5YPXsfzNv/DgakTZde36BWPhN3Pg38HHoPtmjBLCE/n/f3x+BWwdbTH4sb5oEeRZ9nepVIqL+67h6uGbkMtkaN0rED3GdoZYQikVfaBXkRAjcejhAzy9axvkcnml6y/GxWLyhnX4b8p0tKXkFMdeo89OHsPfVy/ji+Z+2BF6BwVyOX69eB5Tg9vgk4FDEJ2VifnbNyMiIwNioWLW8sqrl+BqaYXfx4xHG3otCSEN0JE7D/DiXzsgR+VYcTkiFrN+XY+/npmK1s3oRIYyVny1+zjWnbmCD7v4YPfVuyiUyfH70QuY1LkNPhg/CLHpmVi4aisiU8tjxZpTl+FiY4mfHx+HYHotCSEN0JkdF/HhhC+rXX/z5F281Ps9fHv8I7Ts5GeQfTPGWLHs9TXY/ts+PL12Go6sO4Xi/GKs+2ILhs8fiJd/fQrx4Ul4b/TniL0fD5FEcYJ703e74Ohhj4+3v4WAjr6GfhoNHvWYIsQIlMhkeOfwAX5grDzUAKRyOYplUl4VRBR+u3Qef1y5VP76yeX8dWI23L6JT08cxcxN68sqqtjryy5Mcl4uZm/egMScHHo5CSENSolUhkWbDypiRZVgIWOxQirFJ9sOG2r3jM6KYxew+uTlst9ZnJCy8lkAmy/exJe7jmHO7xsQk149VqRk52Heik1IyqJYQQhpWKQlUnz79DKWcYG89JinJJPKUFJUgp9e+MNg+2ds1i/Zik3f7iz7XVoi4xdm38rD+O211Xh9wIeIf6ioqJIWS/mFSU/MxBuDFyMlLs1Ae994UGKKECOZwscSJlWTUhUHHFcT4nnvqaauoKQYv108r/bv7DX8+/pVJOXmliWrqr6WOcVF+OfGtXreU0II0f8UvpScPI2x4np0Au891dQVFJdgxdELav/OXsN1564hOSu3LFlV9bXMLSzCurPX63lPCSFEvy4duI70hIxqJzAqJqfunL3Pe081dYX5hfj3i61q/85ew+2/7kNafAZ/3api1+VnF2Dnr/vreU8bP0pMEWIE2LQzgS7blVYANWUX4mKRXVSkcRuWkFI3cFMOOHbcu6v3fSOEkPoUk5alU6xg2zV1bGpjTqGWWCHTHit2X6NYQQhpWBLCkyAQ6LZdU8emNuZl5WncRlYiq9ZqpdLfpTIcWXeyHvauaaHEFCFGwM7MTOOX47LtzM3R1LGz4PqQoyW5RQghxsbWQsdYYWGGpk5fsYJVTRFCSENi7WCltlqqIhtHazR1hXn6OcbnZRfo5X6aMkpMEWIEBnj7wlyseS0CTxsban4OIMCxfCUlTYQaThWxv+l6P4QQYiz6BfrATMvqP83sbaj5OVBp1b26xAp/V6eavk2EEGJQ3UZ1hKmFqcZt3HxcENCJGna3aF2+6p4mQpFQ4990vR+iHiWmCDECViYmeL5rd43b/K9nX41foJsKbzt7dG/mBZGa14Jd38LWlk/BUIf9bXbb9vW4l4QQon+WpiZ4ZmA3jdu8Orw3hEKKFS2c7NDF1xMiNa8Fi6dejtpjxfTu7er8vhFCyKNkYW2O2e9N0rjNk5/PgrB0JdKmrJm/O0L6t1abeGLXe/i5quwvpcT+NnbhsHrcy6aBPo2EGIlnOnXFaz16w0SkWIJUmXhhSasvBw/DqJat0NjlFRfjYlwsLsTFIFfDVLvPBg2BjalpteQU+91cIsHPI8bgsXaKxFPVIQn7fWRASwz3D6iX50AIIfXpyX5d8NLQXjARl8aK0sQLS1p9MnkohrdrArGiqJj3kLoUEatxqt3iCUNgbaYiVggFMDeR4NuZozGze4jaWDGsbUsMaU2xghDS8Ez733jM/WQGJGYSfkBTJl4sbMzx+spn0W9qTzR2+bkFuHnqLm6evIP8nHy1272y/GlY2VlCKK4SK8RCmFma4v0Nr2Hcc8OhKlgIBAL0m9IDvSdqPmlEtNNcD04IeWTYge25Lt3wWLsQ7HsQhrT8PHhY22CIrx/MxJJG/U4UlpTg6zMn8c+N68gvKebXsamN09u0wxs9e1d7/qxqavuMx/Db+bNAaaCRCIUY0zIQz3XtDh87eyxydkGgkzOWX7qAyMwMvo2blRXmte+Eue07UvUZIaTBxoqnBnTllTyHbj1AWm4e3O1sMDDYT+s0v4ausLgEPxw4jfXnriO/SBEr2HOe0rUtXh7Wu9rzZ1VTG16YhRVHzrF0Fr9OLBJiVEgrPD2gG1o42eOdsQMQ4O6EP49fQlSqIla42lrh8V4d8VivDlR9RghpsLFi5jsTMfbZYTi55Twyk7Pg0twJPcd1hqm55ml+DV1RQRH+fG8ddi7bj4LcQn4dm9o4asFgzPtsRrXnz6qmfr20BP8u2VJ2nVgiwoAZvTHz3UnwDHDHcz/Mg0/b5vhv6XbEhSXwbZw8HTHxpVGY+PJIqj7Tg8b9DYaQBsjG1AxTgtugqSiRyfDUzq04FR1VaUpFfkkJVl+7gtCUZKwaPxniKuXGzaxt8EHfAdi9ezeOPvEk7CwsYFqhTxcLyDPatMP01m2RlJvL79vVyooSUoSQRsHG3AwTOrdGU1EileH5Ndtw9kF0pVjBmpz/c/oq7iWkYPnciTzxVJGHnQ3eHt2fx4q9r8+DnZUFTKrEiqld22FKl7ZIzlbEChdrK0pIEUIaBVYJNHzuADQV0hIpPhi3BJcP3YBcVh4rCvMKseXH3Xh4IxJf7H0PotKqYyWX5s549ru5PFasCfsRNg42MDGVVIoVo54agpELBiM1Pp3ft6OHPSWk9Iim8hFCDGr/gzCciIpU2eeDXXc6Jhq774dqvA8Hc/NKSamKWCBhCSl3a2tKShFCSAN16HYYTodVPoGhxK479yAa+27c03gf9pbmlZJSVWOFi40V3GytKSlFCCEN1Kmt53HpwPVKSSkldt3VwzdxbMMZjfdh61Q5KVU1Vjh5OMDZ05GSUnpGiSlCSDU5RUU4Ex2FU9GRyChQPydbH9bduq51VaR1t27Qu0QIIUaG9XdiCaGzYVHIyKvfpbI3nr+hNVZsvHCzXveBEEJIzeVl5+PqkZu8iikrLbteX8Ldvx/UvIKeUIDdKw7W6z6Q2qGpfISQSr2elvJeT9dQUFJS1rtpQmAw3us7gDdi17eozAytqyJFZ2bSu0QIIUaiqKQE3+07xXs9sal0jEQkxNgOwfjf6H68Ebu+Radlao0VMWkUKwghxFgUFRZj5TtrsfO3/SjMVyxUITYRY8hjffHMN3P46oH6FvcgUfMKejI5Eh4m6f1xSd1RYooQUvalfuGu7TgeGQEZyr/8F8tk2HjnFkJTU7Bu0jS1U+Zqy8Hcgiee1A03BKVT9fTRy2pP2D2svXENUZmZsDMz4wm3qa3b8L5ehBBCtGNf6l/6ewdO3IuEvEKiqFgqw5ZLt3AvIRmrn5oKUz03YmfT8FjiSVOsYNvoo5fV/pv38d+564hOy4CdhTnGdAjCxM6teV8vQggh2slkMiye9BUu7L1aaVpdSVEJ9q06ioc3ovDN0cUwMdPviQw7ZxskhCdC7XkMAWDrbKOXXlbHN57FruX7EReWCBsnawye3RfD5w3kfb1IzdFUPkIIdzj8AY5GhldKSlVMWl1LTMCWu7f1/mpNDAxWO9Bg2N8mBVVv8BuZkYEvT5/gPw9csxILdmzBiciISgOlipVg87dvxkt7d+FCXCzic7JxNyUZn588hpFr1yA2K0uvz4kQQhqro3cf4nio6mMtixU3YhKx/codvT/uuI7aYwXbpiq20t63e0/yn0d+vQrPrd6GU1WSahUrwZ5dvRVvrNuNSxGxSMjMQWh8MpbuPo6JP/yNuHSKFYQQoouzOy/h/O4rKns9sYqm0PNhOPjXcb2/mEMe76c+KcXIFdtUFfcgAX+8/Q//eU7gi3h/3Be4uP+a6lhRWIz3Rn+Oz2Z+hxvH7yA5JhUPrkVg+Rt/4en2ryMxMlmvz6mpoMQUIYRbf+sGRBr6d7C//Hvzut5frR5ezbVuczo6Cl+cPMb7XrEAcTIqEsP/WYV/b1zjf0/Jy8XRiHA8sW0TTzZVDSLfnjuNU1FR/GflVBB56SUxJwfP7t6uMvAQQgipbNOFm5pjhQDYcF7/fQG7+nlp3ebcgygs3XOc971ix/QzYZEY990abDiviF2pObk4cS8cT/25GUv3nKh23P/xwBneYF1VrEjKysHL/+ykWEEIITrY88chjb2eBEIBdv2u/15PIQO1r2zOGqD//uZfvO8ViwOXD17Hk21fxc7lB/jf0xMycX7PFbw9/BOebKoaK1Z/sB6XDl4vqyLm5ODbpcal4aMpX1OsqAWaykcI4WKysiDVkJxhf4nN1v/Z4q13b/OmtZp6hxx4GAaRUIjlly+ilaMTIjMzUCSVwqTC4Ei57yuuXEJ7N3eMDGjFf88vLsY/16+qrART3u5GUiKuJyYgxM1d78+PEEIak9gMLbFCDsRl6D9W7LhyR2usOHz7AV8l6c/jlxDg6sSn4hVLpXwApCQtHUSsOnEJ7bzcMKxtS/57flEx1p1VfXZcebtbsYm8IozdjhBCiHqJEckaez2xSqr6qCw69Ndx3uC8LGGkwultF3jS7L+l2+HTtjniwhJQUlgCsaA8NSIrUez7xm92ILBbAPpN6cF/L8grxI7f9qmsBGOkJTLcu/gAoRfCENg1QO/PrzGjiilCCOdsYaFxxSPG0dxC76/WmehojQMNRl7aI4q5l5rKG7OruwV7Dn9cuVT2+73UFOQWF2u8f3ab83Extdh7QghpWpystMcKBz30eqrq/APdYoW0NFaEJaXyxuzqbsKew+qTl8t+v5+Yirwi7bHiUjjFCkII0cbe1ZYniLT1g9I3VgWlKSnFsBMQrEcUE3ErmjdmV3dSgj2HTd/tLPs94mYU8rM1r0LLkl5sih+pGaqYIrUSlx+Hw0lH8TAnHBKhBB3sQtDbuResxFb0ijZQE4Na42S0YgqDKiy0TAnWXh5b3+Qau4wopl9cTYjn/+eDJy0DKCUBf4aEEH2KvBPDV+MJvfAAElMxeozpjKFz+sPGwZpe6AaK9XE6UzrdTRV2yJ3Y2QhihZYkFosR16Pi+QCGDTx0jQACHWMKIUR3D+NTsenEddyMSICJWIx+7Xwxpkdr2FrSggMN1ZDH++PyQfXTulkl67C5A2Fo6iqflFiMuHv2Hm/mzipydYoB7C4pVtQYVUyRGjuQeAhv33gfhxKP4EHuQ9zNDsW66A1489o7CM+NoFe0gRrh3xLBzi4qe4ew65pZ22Bq67Z6f9xezZtrPfteUxWDRitHR1ibmGgdoHTz1N6/hBCiu60/7cGTbV7B9l/34c7Ze7h+7Dbv1TAn4EXcu/SAXsoGaljbAAR6OKuOFUIBPOxsMKmL/hNT3f3rN1YEuDnBylR7rOji66nXfSCkqVt39CqmfLQG/x27hhvhCbh0Pwbfbj6OcR+sxO3IREPvHqmlvlN6wK+9t8o+UyKxEC7NnTDySf0npjoMaquxt1VdY4V3Gy9Y2mqeQcKSWCH9qy/GQTSjxBSpkTtZd/F35Fr+swyySlUs+dI8LA39FgVSzeWNxDiZisX4e8Jk9Pf2qfa3Th7NsH7ydNiYmvLfswsL8efVyxi77m/0+fN3zN6yAbvvh5ZNoWCyCgux5toVvHv4AD46fqSscXlV01u34wMcfQ032MClq4dn2QDGTCzB4yEd1N4/e+yObh5o6+Kqpz0ghLBS+p9fXMnPGir7NDDsGJCblYe3h3+K/Jx8eqEaIFbN8Mf8yejTyrva3zq08MCap6fC2kwRK3IKCvHXqcuY8tM/GLLkD8xfsRH7btyrFCuyCwqx9sxVLNpyEJ/vOFrWuLyqKV3b8sSXPmNFZ59mZVNNzCRizOzZXu1JbvbY7Zu7o3UzihWE6MuF0Gh8uf5I6TTc8n/37BCQk1+E53/cjLyCInrBGyATUwm+PPgBuo7oUO1vrXsG4tvjH8PS1pL/zr4XbP5+F57t8j/M9nkWbw75CMc2nIFUqphux7fJzMW2n/fiu6eX4ZeX/yxrXF7VqKeGKBJTegoW7L7a9g3m1VKMqbkpxj03XG3lFEu6BfdoiZad/PSzA00ITeUjNbI7fi+EEFZKSimx5tI5JTk4nXoWA1360ytbA6x/0oXYGGQWFqKFrS2CnF0M8vrZmZnj9zETEJ6RjnMxin4eHd09EOjkXLYNa4A+feP6So3Q43Oy+cp5/Vv44LfR43Dw4QO8vn8PCqUlvGk5+8ax6upltHN1wx9jJsDRovxMg7u1NX4ZOZavjMceT1NTXV2w+1jQqXOl617o2gN3U5JxKPxhWfNcFk7YIzWzscVPI0fX6TEJIZWxhqLsy5yqxqfsuqy0bBz8+wTGPDOUXroaKJHKcCkiFln5BfBytEOge/mx+VGyszDDz0+MR2RKOs4/jOGDg/YtPNDSzalsG9YA/YllGyo1Qk/IzMbZB9Ho28ob388eiyN3HuDt//ahqEQRK9gx+e/TV9DG0xW/PjEeDlblscLN1hrfzhqNV/7ZyadW6CNWzO1TOVYsHNgd9+JTcPRu9VjBKsG+mUmxghB9WnPgIk/6VkxKVfw3mpFbgN3n72By3xB64WtAJpciNu8GCmXZsJV4wNnMMEkSNm3/4+1vIeZ+PK4fvcWP3a17toRP2xZl2yRFJePVfh9WaoSeHJOKK4duoOvIDli0+Q2c2X4RS574CcUFxWXVUFt+2I1WXfzxyc63YOdsW3ZbZ09HfLDhNb4yHvu+oakBuy7Y7ae8PrbSdbM/mIyHNyJxdselsu86LE/FPsWuLZzx/n+v1ukxmypKTBkhmVyG9KIM/gG3l9gbTT8D9sXzVtZtlUkpJXYu81bmbUpM1cD6m9ex9MwppObnlV0X7OyMTwcMMdgqcT529vyi6jPw2JYN1VbnUzakPRYZjrcP7cO20Lt824pNy5lbSYmYt30ztkybVWlKxiBfPxx4bC7+vn4VRyMjkJ6fh9T82lVTvN6jNwZ4+1a6zkQkwrLR43HwYRjW3byBiIx02JubY0JgML9YapnqR4gxYmcSU+PSeYxwauZgVLGCLb2s6csgixVXDl2nxFQNbLxwA9/vO4W03PJjI0tMfThhsMFWiWvhZM8vqj4D81dsqrY6nzJWnLgXgQ82H8Cuq6pjxZ24JDyzaivWPTujUvPcAUF+2PHqE1h39jpOhIYjPTe/0utREy8P64W+gZUrhE3EIvz4mCJhtuH8DUSmZsDe0hxjOwRhTIcgWGqZ6keIMWIViskZuXxc4WJnZVSx4tydKJVJKSW2q+fuRlFiqgZuZuzG6eSVyJdmlF3nbOqHgW6vwM08EIbgGeDOL6o+A6w6qurqfMrvDxf2XsU3C37DoX9OKKqj5GzVu/IqqvtXHuLdUZ/jx7OflVU0Mayf5crb32H7L/twYe8VZCRnITO5dqvFzvt0JrqN7FjpOomJBIu3vMkTZrt/P4jY+/GwcbLBkMf6YvBjfWFupf8FQJoCSkwZWUJqX8IB7EvYj/RixcHE2dQZI9yG8USPMQQSto+asK+XUnn5AYNoxqqI2DS3qu6mpGD6pvXYMGUG2hjRFLOPjh1BREZ5oKuKfbXYXiEpVRU7w30jKRGnoiPRp3nlaSDNbe3wTp/+eKcPUCSVYt62TTgdE13jfQxyVl1BwBJhQ/0C+IWQhp6Q2vzdbmz+bidSYtP4de6+Lpjy2liMfmaoUcQKuZYzlOwYUVJMsUJXf5+6gs93Hq12/b2EFDyx/D/888w0BBvRFDM2JS8qVUOskAO7r2mIFTI5bsUm4uyDKPQMKD+zzng52OGNkX35pahEimdWbeHT/2qqlZuaWCEUYFBrf34hpKEnpNYevoJ/Dl1GUkYOv66Zky0eH9wJk/u2M4pYoXWlTbmiUpTo5mraFhxL+rna9SmF4dgY9SqmtvgeLmbG8z2YTcmLvZ+gsTH5kX9PliWlqmKtAu5dfMCrqzoNqVxV5+7riqeXPs4vxUXFeGfkZ7h6+GaN99E3pHIMUmKJsF7ju/ILaSQ9pnbt2oVu3brB3Nwc9vb2GD9+PJoilvD59cEyrIv+rywpxSQXJmNN5N9YE/mP1hVm6hsLYL6WPhpXL2N/C7DSvVw0oSARG6I34dew5fgr4h+EZYcZ/Hk+KqxP02cnjqkN1Ozs8Renjj/y/VInLC0Vq69f0bodSz5pegdFAiH2PQjTeB+swmn5mJofC9gn8+fz55BZUP99zuKys3A9MQEJOdn1/liEYkXFhpqfz/wev7/5V1lSiokPT8IPz63Aj8+vMIpYwcrrNS0TzVbjCe7RSuf7ZNMA/nhnLT6b9R1+euEP3D4TavDn+aiwPk1f7dYQK6QyfL3nBIzFg6RU/HPmqtbtWPJJY6wQCnHwlpZYIRbh58crT7HQBftk/nbkHDLz6z9WxGdk42ZMAhIzFYkBUr9oXKHApky988cefLfpeFlSiolLycTn6w7ji3WHjSJWtPZ21bioAftTiK+HzveZXhSDU8l/YE/cpzia8CPi828b/Hk+KoXSXBxP+k3l3+Rsvou8BCeTlsOYVu3d+uMerdtJWZ9KDW+hSCzCyc3nNN4Hq3D6aPv/aryP7LvK2k83ITu9/o/fSdEpCL34ACmxqWiqDFoxtWnTJixYsACfffYZBg4ciJKSEty8WfNMZmNwKf0yzqddVPv3w0lH0M2hCwJtdP8iXx+GuQ3FLw9UH/QYkUCEPs59tN4PCxIbYzZjZ/xu3rOqdF1NHEw6jBDbdnjO/xmYihTNUxurJaeOo0RDBRpL8LC+TfHZ2bwPk6GtvXm9rNdGnaeqVpi2yD4Lp6Kj8N+tG4jOyoSThQWfXld1Op4u2L5dTohDh+U/o4ObO57r0h0DfWp+P5pciY/jCcMLcbFl1/X09MJbvfsZVXVbY0KxotypLed5Q9BqSv9h7vh1P/pN7YmQfq1hSJNeGY1Ppn+r+o8CQCwRY/i8AVrvhx0fVr77L9Z9saWsrwQbzLAGqF1HdcT761+FmUXjjhVf7z2BEg1TXVhyivVtYv2bWB8mQ/vv3A1Frw153ZOw6bmVYwWroNp04SZi0rLgaGWBsR2D0LdV9QU7tGG7di0qHj0/+hUhzd3x9ICu6Beo31jB7p8lDFlPMKVufl54fUQfo6pua0woVpQ7cjUMBy7fq/YaKf9Zbjh+HUM7tUKnloZdZXLWoI54a8VulX9j3zklIhHG9dQez9jx4XTKSlxM/ReCsroLAa5lbIO3ZTeMbPY+JEIzNGankn5n81bU/p0lp6LzriC7OBnWEsP0J6xo17IDPPHDqqLqWkWemZJV6bPAKqj2/HGIn7Szd7HF4Mf6ofvoytPxdMH27faZe5joOBdBPVpi1jsT0W1UJ+jT7bP3sOJ/f+PGiTtl13UY2AYLvnwMAR31G5eMncESUywJ9dJLL+Grr77C/Pnzy64PDta8tGJhYSG/KGVlKT6IxcXFEIvFZT83NEfijsFEZqK2fxNL3hyJPwY/c9UfUOVzru/n3sE6BIMdB+Jo8vFKTdDZz2yw8JTPkzCHmdb9OJJ0DHtj90Nc5SPI7udW+m28fvl/8LZogS6OXdDJviNMhBK19/Wonrs+sYHEvvuhMNWhjDohMxNOZmYGf/73kpJgoqey7yMPwvDx0UN4uWsPvHP4AA6GP+Cr47FkHDtzdjIiHG2cXdDW0Qlh6WlqS72Vr5+q1/FuUiKe27kV7/bpj2mt2+plvy/GxeKpnVv5/lR8zKtxsZi9cR1Wjp2Etq6PZsBRX++7sf07olhR2a4VB2BqZQKZVPW/CZFYgN1/HEBwz5YGPV70GN8Z418agV3LD0IoEpTtL9s/Nlj435oXYGlnoXU/di0/gE3f74TEvHIMEEqEuHL4Bp4IeA7+HX3Rb0pP9JrYBSYaegA1yFghk+Pg9XswFekQK9Iz4Whh+FgRlpAEEw3VcjVx/M4DfLHtMJ4b3B2Lth7EkTsPK8WKM/fDEeThgtbuTniYrD5WKPdH1X7di0vEK39vx5sj+2FSlzZ62e/LEXF44a9tilhR4b27HhmLecv/w29zJqC1J8UKfaJYUdnmE9dgJhaq/TfBGo5vOXkV7XxcDXq86N/WBzP6h2DTieu8ypYd85T7x2LFp3OHw8pMonU/bmbswqWkjRCgcqxgSarIrMtYmfM4XMz8EWDTD35WvSEWNq5YIZfLcC/jBAQy9eMlpcyCJJjBzuDPP/x2JMSm+klFnNtzGb+8+ieeWDwV3z69DKe3XeTfN6Qlcv4d5NKh6wjo6IOAzj68UktdXYDEXFzp/xU9vB6OxVO/xjNfP44R8wfpZb9vnrqLD8cv4T21JBW+59w+fw+vD1mET3e+g1ad/ZrMuEIgN1B94/nz5/kUvpUrV+KHH35AQkIC2rdvzxNVbdqo/2KwaNEiLF68uNr1a9euhUWFlb4IIYTUXF5eHmbOnInMzEzY2NgY/CWkWEEIIcaHYgUhhBB9xgqDJabWrVuHGTNmoHnz5vjmm2/g7e2Nr7/+Gvv378e9e/fg4OCgc8WUl5cXUlJSeJ+qAwcOYMiQIZBItGeMjckHNxcjqbDyigRV+Vn64o3AV9VmIx/1c7+bHYoVD1cipySXT+FjHyVWQRVk3QoLfOfDQqw6URiZG4XP736p8+OwKirW2+r1wFeM5rnr0nDyUPgDbLpzCzFZWbA1NYOPvR3szMz5z1YmJjr1j2phY4cdMx+rdB1bUY5dLCQmaO/mDoFM9kie/8Y7t/DRscN41Eb5t8SusHtlZ8krYlVLi7188WH0QxSqOZSxs+oLO3fF053q1pyQTRGcs3WT1u3+mzwdgU71XyJdX597dkx1cnIymsQUxYrKnun4BuIfJql/wQRAUFd/fLHvfaM5Xl4/fhtL5/6CzNRsiCRCXhrPKqhC+gfjzVXPw8rOUuXt7l8Jx+sDFun8OEKxAIFd/PH5nvcaVKw4evchtl66jdj0LNiYm8LbyR52FmawMTeDlakJn8qnjZeDLTa+MLvSdZEp6YhMyYCFqQlftU8gfzSxYsulW/hCRaP2+jasTQD23bzPj/lVq0RYpdTbnbzx+aUIFKmZNsJu92S/Lpjfr0ud9uNqVDye/nOz1u3WPD1VbQN2faJY0TTHFTM+/RsxKZlq/87qkdr4uOOXFycazfHy0r0YLPprPzJy8iEWCfm4gvWi69zSCx89MQzWaqZtJxXcx6ao13R+HAFEcDNvhfFeXzSYWCGTSxGecxZ3MvchszgBZiJr2Jl4wkxozX82EVrhZPIyrfdjI/HALJ/KLVnYinKsj6OFtTkCu/nzD8ejeP77Vh3BL6+sqnuPkBrqN6U7jm04W6maW4lVSs37YxJWzt+E4vwSlbdnt5v+vwmY9ua4Ou3HnTOheGvEZ1q3+/bER/Btq7oBe2OLFXqfyvfWW29hyZIlGre5c+cO7x3AvPvuu5g0aRL/+c8//4Snpyc2bNiAp59+WuVtTU1N+aUq9gIqX8SKPzcUXZw7Y3vcTr6qnboAwrbR9rwe1XOPzovBdw9+5CvwyYVylKBEsZMAbuXewQ/hP+O9oLdVrvghFUlRIlT9j12du/mhiCuKQwtL9f8wjeV9LywpwdN7duBEVGSlL8iXkhSrTtSkT9PUkJCy53Q/NRXvHN6PS/FxZX+3NzPDC527wb4Gz58F+qsJ8dh1/x6yiwrhbWeHyUFt4GypenCoNDYwGD9cOIuUvLxqCSJGVeJIHzp4emFEqyDeeP1WUiJ/7Vhz84qfLJaUUpuYYlM1MtLr/NmIyclR+xgVxebmoq277o0660rfn/tH9W+IYkXt9JnQHf9+vqVsKeWq2DG3z4QeRhMrwm9E4v3RX/AV+FhCqji//G+X99/AovFf4buTn6iOFYVSFOfXrKT82uHbiLwZA/8OPkYfK4pKSvDiP7tw6n7lWHE1OrHGsWJS1/JYEZaYikVbDuJKZHmsYImuhf27wrqGseJ6dAL2Xr+HnMJCNHe0w/hOreFsrTlWjOoQjF+PnEdqTp7KZeDZFB1Ny8PXVntvTwwNCcTa01dxO06RvGXNzSt+slhSqlDNNFg2cygsOaPOn43YjGy1j1FRfGYu2nhRrNCGYkXtDOrUCn/sOa92Kh/7dzGoY0ujiRX3Y1Pw0m87IJWyJt1yvjqz0rnQaLy6fCf+fH2a6pUEWXwR6R4r5ChGXNE1pEsjNK5QZyyxokRWhN0xixCVd5FPTWRlAJkyILH4duUNRdrvK8RxZNlzirwdzae93ToVWvZ3G0drzP5gEoTNaxYr7py7j+P/nUZuZh6aBbhj6Jz+cHBjoxP1Bs3og78Xb0R6YqbK7zSsr6S67zp1Edw9EH0n9cS2n/bg/uVw/onITs/lvRGVWFJK3fcPtl+Rt2Lq/NlICE/R6TtOUkQqWnX0bxLjCr0npl577TXMmTNH4za+vr6Ij4+v1lOKJZzY36KiotDUDHTpjwOJh1AgLajWZ4pVDNlIbNDLqccj2Rd+hkIuhVio/uOxK34Pb2KtKpHG9j8s5wFuZ91Ba9vqPcM8zNwr9afShRAC3Mq6Uy0xxfbhdIqiEfBzl1/iB+VO9h0w3G0YWlg2R10l5ebg7+vXsOPeXeQVF8HfwRGz2rbHcP8AtauIfH3mJE6VfoZVfSHQ9eu4vZk5nmjXgf/8MD0NkzesRV6VebrpBQW8ifoXzf34IGdH2D1suH0Tibk58LCyxpTWbTHSvyVvHsnkFBXhud3bedJMLFA0nWfvwjdnTuG9vv3xRIj6xoCWJib4Z+JUPL51I+Kys3kiSvkczSUS+NjZ41ayhkqOWhCUVhQM8vXjF6V7qSn48+plbL+tfbEE9iwtJep7CejKVkVCXBUbHbdr6ihW1M6YhcN44++8rPxqX9jYlyV7V1sMebwvHlmsKJHyRubqrP9yG99PVc1N2fWsqeiVwzfRcVD1PnDNg5pBJBYqVuTREXsNLh+8Xi0xxZqjHvz7BOAATHSeC8gE6DW+Cya/Ogb+7WvePLuq5Kwc/Hv2OvZcD0VeYRH8XB0xrVs7DGkdoHZ1wu/3n8bpMD3ECgszzOrZnv8ckZyOWb+tQ35h5ViRkVeAb/adwIddfHis2H3jPrZcvIWk7BzeMH1i5zYY1jagLFbkFhbhlX928qQZWx2P7Q3bxR/2n8Zbo/thVk9FbFLF0tQEK5+cjAUrN/MV6XivGLniOZqZSODtaIc78ZorxGsVK+RyDAjy4xelsMQU/HXqCnZduaX9PgSAhWndv4yzSjddWJtTrNAFxYramdy3HdYdvYrcgqKyvk1K7N+kg7UFRnXX3NdXn7GCrTStPL6osmrfBV60oOpYyBLZ1x/G43xoNLoFVv9u72DSnFdBaWr8XRVL8ETnXq6WmGKVSXczD/Kfl92bwCtx/ax7oaPDZDib1T05kFuSiuvp2xGadQTFsnw4mLZAO7ux8LfuDQH/Xl7dmZQ/EZV3if+s+NZeO2YiG4Q4KFa8jrkXh5d6vYf8nMork2alZuP3t/7B02unoaioGEf/PY19qw4jJTYdzl6OGDFvIPpO6VEW9/Oy8/HRlK9xaf81vjoew97HP99fh4XfzMH4F0ao3R9zK3N8dehDvDXsEyRFpfB4z95+dnu2qIlnSw+EXWGJI/1hx3n23aPHmM78ohRxKxqbv9+Fw+u0z2ZhyVFzy7o30reyt9RtO7um06pI74kpZ2dnftGmU6dOPBEVGhqK3r17l5WQRUREoEWL+i9XMzZ2JnZ4K/ANfHv/B6QXpfOpceyLnBRSOJs649VWL6mdGqcvKYUp2B2/DydTTqFQVggrsRX6O/fFcLehsJZYV0oGnU+7oDGxxBJP59IuqExMsfvq6tBF631Uxs4mV96W/f5L2G+4knoNYzGSJ9NKZCU4m3oe59LO43n/59DRXvFlvTZYdc6sLRt4MkcZKFPz83EmJhqjAlrhu2EjS7+wl8stKsI/N66Dpezq+iV7yeChZff/7dnTPCmlqSJp5ub/cCM1pezMe1RmJk7HROOv61exetwknlh6dd9uvgIeU3VFwMXHjsDZwhIjA9Sv/Ohr74DDj8/HgQdhOB4VwZNGIW7ufFW6IX+vgr6xZ8tW16uqpaMTHg/pgK06JKZK5HIM81N/RkxXvZu34FMw2edBHUdzC3TxaFbnx2oKKFbUjqO7Pf8i9/7YJUiJSYVIUhorSqRw93XFJzvfhqWtbl92aisxMhn/fbUNB9Yc419q2RnWkQsGY/Kro2HrVF6mzb5cHvvvtMbEEvsie2z9KZWJKXZffaf0xLENpyGrQXKqasKOJaU+m/Edzuy6xL9sS4tl/Czl0XWncHTdaXyw8TX0HFv76Vt34pIw7/eNyCksjxVpufk49yAaw9u2xJfTR1SPFYVFWH/uep2XMWdfsj+aVB4rfjx4GvlFmmPF3N834FZ8almsiE7N5Pv675mrWD5vIk8s/W/9HpwpTZqx43xFn+04CidrSwxrq7rBPuPj7IDdr83F4dthPLlVIpWhnZc7X5VuzLeroW/s2YZ4VY8V/q5OmNmjPXZc1p6YYoPfIa3rPvDsGdCCv4bsPVbHwdIcnbwpVuiCYkXtONtaYfnLk/HyL9uQmJFTOjVO8e+5mZMtfnhufL0nR+NSs7DmwEXsPHsbeYXFsLU0w8TebTF7cCfYW5mXbccSZ2wFQU2VlOwYt/9SqMrElLnYFi2t++Fe9tEaJW6qjkFYUmpP3Kd4kHEGLfAMZGwUJi/mSaR7WUcwqtmH8LXuidpiUw43R72BIlle2X7m52UiJu8qAqz7Y7jH2xCy8V8FRbJ8XE/foYc1sQUY4vZ62f2v+nA9CnILNFYkvTlwEe5dCC9bOS/+QQKuHr6Jbb/swxd73+WJpS8e+4GvgMew7yFKrHDh55dWwt7NDv2mqC+s8GrVDKvu/YDTWy/g4r6rvGIusGsA2g9sjfnBqlu41AX7NxDUvfqYwLu1F8Y/PwIH/9GemGLPs/fEbnXel05D2sHCxpyfaFTHzsUWbfsEoakw2Kp8bI7hM888gw8//JDP5WbJKNb4nJkyZQqaIlbh83XIElxJv4b7Off5dcE2wWhr2xpCNVl0fYnJi8Wnd76oVLGVU5KD3fF7cSb1HD4Ifocnz5gSeQlPAmnCDkgFUvX/0Ga2mIYHuQ+QWpimU3KKbeNvVXlVgiNJR3Eh/VK1lf34/cnBk1bfd/galuKaD9KKpVIs2LGVJ5oqnr1R/rzrfihCXN3wZMfybDtzJyUZ+SV1W82ADRZWjp2Ivi28+aCFTbfbG3ZP6zS5+2mplfaxbFpIQjwWHzvM95WtfqcpGfbD+bMY4d9Sdal06TRF9uVgVMtW/MLsf3AfC3dtr/VzVVdmrpRZWPlsjtKF2JhKUzTUaWFrx1/LujITS/Bi1x747OQxtdu81qOXxjOCpOYoVlTHKnz+fvgzzuy4iJsn7/J/rx0GtUXnYSEQVkmA6Bs7q/hK3/eRn51flnBiZ1hZourIvyfx/elPefKMKS4s5lP4NJHLZPyMqzoLv3kCd87e42dTdSnpZ9sE96ycXN+17CCObzoLiVnlahi2/+xQ9+mM77AuZhms7a1Qm1jx3OptlZJSfD9Kf9574x7aerlhTp/Ky0uHxifzBFJdsOPnr3PGo3dLRazIKSjEgZv3tU6Te5CUVmkflf9n0/Y+234Ec/t24qvfqcNes18PncXQNgFqYwWrymLfW4a3a8UvzKFbYXjpnx31Fiuy8lXHiksRsTrFCjZVsVeAHmKFRIxnB3XHV7vVD3BeHEqxQt8oVlTXyssFOz6Zj+M3HuJqWCz/99q1lRd6BHurreTUlwdxKZj39X/IKygqOyZl5hZg9YGL2HshFKvenMaTZ0xRiZQnrzVhx7jcfPXJ3j6uCxFfcBvZxUk6JafYNh7mrStddyNjJ8Kyj1db2Y9VYskhwJ64TzDffz3v6VRTUnkJtse8XykppdwP5n72UbilB/LKrIpSCh6gRK762FaT6rBxnp+ihVUXxeuYlYeTm85qrUaOuBWj2MfS909ZeXf33H389OJKTHltLM5sv6j+cQUC/P3xBvSd3F19rCgshkgkRL+pPfmFObX1PBZPWlqr51pxZUd12LQ9VW6cuFNpOp86Hv5u/PtWXZmam+KxD6Zg2etr1G4z9+PpGqvSGxuDPlOWiBKLxXjssceQn5/PV+k7fPgw7O01z0ltzFilVGeHjvzyqLCD1G8PlqucRsh+ZxVcayL/wYsBz/HrJAIJbCW2yCzW1FRRAFcz9Ushs9svCn4fuxP24kjSMeRJ8zRWX7mZuaGVdeWzs/sTFaW26rAE2smU0xjmNgQ1xRI4Cbk5GrdZefUS5nXoVGlKn7oeYTXBvnzfTUnGLxfO4WJ8LH9/dLlXuYb72xp6B04Wlnxam0zD7dkUudjsLHja2Fa6/fpbN/jUubC0VP4Fv5dXcyzo1AWhKSk8UVPbrzfaBhrM+0cO4fDj86oFNXVBrqq3e/dTO+2ypuZ36MT7Hnx/7jQvS2dJOnb20UQkxhs9e2N6m3Z6eRxSGcUK1ZVGvSd045dHhR2LPp/1vcpphOz3lNhU/Pj8Ciza9Aa/zsTMhJ8tTU/IUH+nAgGa+VevdFGyd7XDz+e/4ImvXb8fRI6aL5QMmwbASv+rnl3c/MMuDc8JKC4oxoHVxzDx5VGoKZbASczSHCvWnLqMx3t1rDQQ1EeHJXb8vJeQguVHzvN+UvqIFTuv3uXVUBpjhRy4n5iKuIwsNLOvECtkcmy8eAN/n7rCk1/s2Xb3b455fTvz/WSJmvqMFR9tPYTdr8+tHit0fNTXR/TR22D9id4dedLy54Nn+IC7LFaIRXh5WG9M6Vq9QpDUHcWK6lil1MD2/vzyqLBj0Tsr91RKSlU8TiRlZOOLdYfx9dNj+XWmEhEcbSyQmqV+LMD+GTd3UT8+tBTbY7r3z7iU+h9uZuxCoUz9cZlN+7M38YSHeeV/h1fTtmh6ViiRF+NO5n50cFD0Rq6Jh9mnkVuSonGbK2kb0cF+YqUpffoYV7DkV3LhQ5xP/Rfx+TeRG8WmyGtPrqk77LJ4f+jvE3BwsyurplJ9ezkibkbzKms3b5fy28tk2LPiELb8sBuRt2N4MoidXJv6xjg8vB6F5W+s0SlBpHLfdOhf+MOzv2NV6A+1Hlc89eVjejsJOOmV0SguLMGaxf9BWizl7QhYlbeJqQTzP5vFq9GbEoMmplgzrKVLl/ILMZyHueGIzldkxVVhyanL6VeQVpQOBxN7/g93kMsAbIndpvaAyW7T17mPxse1klhhqtdkTPGchOySbPx0/1eE5tzjXyKV98t+thJb8qRYxQNGkawICQWKBrHqsNuG59ZubvKluDiIhUKefFAnIScHiTk5cLcuP7gHO7nAXCxGfknNmrtXxVbs0+UMsa7Y8/j9Mps6qV1+cfm+s8d/Zd9u3mNL+eqzPWLTGU+WTglUXldfIjMzsOXubUwMqnxmq3szL62PayYS8SSavrDP4LNdumFm23bYE3Yfybm5cLWy4lVm1Fuq/lCsMA53z4fh4fVItX9nZ19Pb7vAE1ROzRz5v5exC4fhr8X/qf2yyL6gDp8/UOPjsqmCT34xG/M/n4XMlCx8NPlrxZnNCl+I2Zc5awdrfLjp9UqxojC/ELH3FD0t1WH3E3oxDLVxJUJ7rEjMzCnr5aQU6O7MK2sKKhxva+PrPSf0Hiv+PHFRt1hRVCFWyOR8+t/u66GVYgWbIqicEqi8rr5EpWVi+5U7GNexcguBLr6eWh/XVCziSTR9YZ/BBf27YkrXdth/8x5SsvPgamOFoW0DYG1GvaXqC8UK43AzIoE3M1eHJauOXXuIpIwcuNhZ8X8vU/uFYNnOs2qPZexYP75X5e+BVZmLbNHbZQF6OT+JfGkmdsUuRlz+jUpLSbDqIVbxNLrZokqxokRWiIxi9WMhxW0FSCwobxReE/H5tyCEiE8PVCenJAU5JamwlpS3xGF9rcQCU5TIy1eOrI1Tyb+XNU6X2MkBgRyQ1z4Rz6azbVi6XW1SqqLCvMJKMf+L2T/gyLpTZckn9pZfPXILlw8qpgQqr6svcWEJOPjXcQx5vF+l69lKwdoe18TcBB0H6+/EAvsMznh7AkY9PRgnNp5FWkIGnJo58Cqz+m7LYIyaTm0YUSsqT3uzeZYois2L5YkphlUhXUy/xKcAqpqKx5JNzqZOOv+jZM3d3wx8DadSz/ApekkFybynVm+nnrwxPPt71SoqXYgEtfuI63rStGolDuvjNLNtCK8uqutAQV8DDSVdVswzFYnhUSHRtu3uHZ6UYireuj5W39Pk98sXqyWmAhwd0c3TS+MXiFnt2vP3RN/szMwxg6qjSBPz4GqE1m3Yl9Twm9E8McVMemUUTm4+y6+rWGXFDp3sMDL/05mVzqRqixV2zrZYcuB9/qVy57IDvOeFlb0V/4I5+pmhsHcpr+BRVpYpH0v9/QJik1rGCh2DRbVYYWrCm6OzxtxGFyt0GGiwRI67XXms2Hn1Dk9KMfJ63Ddt/jx+qVpiyt/VEV18PDV+rqZ3D+Hvib6x1RCndqVKWtK0hMZoX9yAHRvC4lJ4YoqZNbAjDl0J49dVPJGhTCk9P74XPBwrH981/Zu2ENthYvMvcSfzIG5k7EBmUTzMRFYIsh2KtnajYSGuXH0l4L2XtK2FKoBQULsFEtQ1Nq/+CJVjhYnQHG3txuBq+qY6V08ppw1KbORw7V+MpOMSyKV1SU5pP4VhYiaBS/Py8eChf07wpBTfnwpPpz5W39Nkw9fbqyWmWgR7IaRfsMaTWGOeGcp7a+mbjYM1Rj1V8xk+jQ0lpgjEOiZvJMLyg7GZyAzvBP0Pm2O24Vjycd4sXbni3hiP0ejp1L3mH0ahGP2c+/CLLtsGWQciNPue2m1YwizErnZZ7e6ezbHiimIFDFXYYdzL1hYultWz2a/36M2n4rEm4/o8k13f2Cp7k4JbV0rkrLp2uUZLlteX0NQUZBcWwrrKinefDxqK80eO8p+V+6l8zXs3b87fC0KIfkhMdYsV7IuoEvsC9/Wxj7Dmw/+w549DZSsAeQU2w8x3JmHQrD413w8TCUbMH8Qv2rDeDCED2uD6sSrLalf5ct11RO2mz3f19cSqE5pjhaeDLZytq8eKl4b2Qmh8Cs4+aHixYnyn1pUSOX+fvmoUseJ+YgrvtWVVpSpp8cQhOHe8NFaUJiqVr3lP/+Z4eVgvA+0xIY0Pm7KqC1NxeUyxMDPBilen4LedZ7Dl1M2ylUW93Rwwf0RXjOxa8wbQIoEEbexG8Iv2bcXwtGiP2LxrardhvaZ8LLuiNjwtQnA5bYOGLQSwlbjDUqw4qVNRT+d5SCl8iOi8y5VmldRFqxcLkHxaoliAQ1Y//cZYJfPQJ/pXSuRs/XGP9vzfIxB+I4r32rK0qbyw2Ku/P4PTFxWJM2VVNnseLHHWaXA7zPtspoH2uGmgxFQDklOcgxuZN1EkL4aneTP4WvroPB9Wk7a2bXgFkqYm5BYiC/ha+Va6zlxkjlktpmOK10S+op9EaAInE8X0DSarOAtJBUkwFZnx/dXHvlY0ymME7oTeVVk9xa5zMHFARzv1S1pr0q+FN2+aHZOVqbI6iF3zVMcuKp8TC7R/jpuE3fdDse7WDURkpPPGjlmFBXyFOH0yE4vxVPuOQHIaHyzUpfbVXCzBy90qr5zBEmyGHmgoKfeDrU54NiYaBSXF8LNVNORf1G8gNoXeRWp+HrxsbHmvpyG+ftVWwiKkKWDNyNnqNoX5RfBp2xytuvjr5fjbeVj7si9o6ljZWSKoW+UVb9gXv4XfzsG8z2YgISIZpuYmcG3hXLZP6UmZvPLJ3MoM3m2a6z1WTHtzPF9JSITqgyX2fNgS2L3G125VPtZ4nDXN/j97ZwHfZrmF8SfW1N117dZ5p527uwETGGOMDWdcYAxnuNuwARsDxoAxd3d3r6+ru1vaeO7vvGmq8abtNvLn5q7R70vy5Tvv+7znPCezuFRrphHdQh5LWmOFgI9fFszA/psJ2HQxCqkF6lhRLhZDbkTWkilQ2eBjg3sCVYXqWNGEM7udjQDPjK4fKxKy78BYIZXhYlI6K5cMrc60eGPKCGy/GodCUSWC3FzwQN8IjOxsjRVW/puUVFThbEwqJDI52gV4okuIj0XOvwM6hxgU26kjYNdQ33q3OdoJ8fLM4Xhu2mBkFZbC1oYPP3fnmn0qKqtEekEJ7IU2aOdfO9+wFJEes5FReZV5UDWEyuCoxC7MyTwRO8ShD1wE/iiT5TKBqzEq9HafpfU98bk2mB70CW6VH0dUyR6USDOY35VEUaHjtQzj3EGBAX+U49obDhAl175fis8zX1F7f3F5Tft8bR2EeOS9WfVuS7qR0uqiVA3Vx2eVSIwbx6IhrpQiqJM/u+3Z7x7DoTXHUZxbyjoek9fTwGmR4FkbHDUrVmHqLkCulOPf9I04kne0Xje8ILtAPNn2cQTZ605RNwbqtjfIcyBOFZzWqcJP8BsHmzoZU3Wx4drA3079Qyao0966tPW4XHylRuzyEnrhvoDpZmVS6RPU5oXMxb/JG2pu06wk0Hta2vElllllDiRorJ46A3O3bECeSG22S58MDehJqJoX0V1vKRd5jkzt0IldNFCHv5yKcpSKJZi9+V+zy+ECnZzxXN/+cLSxwZDgNuAqlTh04IBahNHjc2IIkUzKssReGzS01Ur2tEFhsZ27B3u/ZDpOZX0kThFCDgefBrdFLz9/zO7Wo7V31YqVVkUuk2Pl0rXY+dP+et3wwrqF4LW1ixEaEdKk16due5T6fnDNMZ2eUQ8smcJMz3V1oAnpVBuv8tIL8MuSNTi19UKN2EUDwPnvzTYrk0oXkWO747nvF2Lla7WdbzQroR7+bvh0/9tmd72h8+5P86djwaqNyC+vEyu4HCZUPdi/u16jazImntSjI7toEEmkzJeKusw9snKDUaV12ghwc8JTI/uzzKZB4SHgUKw4WB0rTGip3hDavzUnL2PJhCF3XKxo6+3Bsn5XHDqL309eZuIUIeRx8E6fUPQI9sMD/ZreTcmKlbsZMuZfvvkENp64Ua8bXniAJz5cMIH92xSo296UAZ2x82yMTnFq3pjeTJzXBglSYX61mUM5ReX4evNxHLmaWPN6AZ4ueHrKALMyqXQR4hCJ4T6LcTzrlzq3qoV8ymSaHvRZEyxCeJgW9DE2py2BSF5Ux/OKx8Slbq5T0dV1kt7nd3AeyS4apMoqVMjyIVZUYFPaiyaLVG7dFRi+qwyK6AB0KZsPOyc7dbc5rgqHDh8CT9C0LtPUcXfTV7vw+GcP19ymVNwBsYLDQXDnQPZ+1763ERu+2gFxdTa3wE6AJ/+ZjS4D2mPSwv+W8fidgFWYugNQqpSsJI0yjCjLp51j23qK+a/Jv+Nc4flGolFmVRY+iv0U73VZBnde0zoZPtLmYZTLy3Ct5AbLNqJtkchDwtJIr+GY7DfRqNehDn7vx3yIMll5vQysfEk+fklaxUzOtXXJkypl4HG4rCuhKYz2GYkujp1wIfcCujh3Yl0ee7n1RF+PPkwwawphbu7Y//ACbImNxq5b8aiQStHBwxNzI7qjj7/pGWA0WG7rrg60n44ei6UH95u8T7QCNa1jJ8zqop7okEDz2PbNeFDowAYadTF1TZweu+baFTwT2Y8Zecfk5zW5tMQSRvC0Bw907ooPThzFmutXtT5m3tZN2DRnbr1uglas3GtQp5aok3Eozi2BV5AnOg9oX+889MWCH3F03Wl1an4dUqLT8eLQZVhx6TN4BTcuEzCF539chJL8MpzfdZn5N5GgRKuqVA5HHk9k4mkMBVlFWNz/DZTml9bLwMpOysWn875DaX6Z1i55UrGUbZcupjDt2fHoPS4Cl6MvoffoCPB4fAyc1gfDZg1ggllTaOPlhh0vzcf2yzHYeyOeCTfhvp7MQ6p3GzNihdAGYd7u7O/37xuLNzeZFysm9eiE+yK7susk0Dz1x1bc72fXOFaYmGxLD/3rzFU8MaIvM/KOzbJArBDw6zXeMAfagxm9u+DTXcfw99lrWh+zaPVm/P3sQ/W6CVqxcq9BHSCvJmayLne+bk7oFuZX7zz07poD2HcprtHv/nZ2IRZ+tR5/vz4Xvq5NM15+bc5IluF0MiqZieE016HzEgntDwzphsfGGVcSl19SgUc+X4fi8sp655nMglK89fs+FJdXYe6oxqXYcqWUiTl0MYXubtMQaNMbpxIvI9ihN/h8HsuSau80DHxu02IFdQKcF7oasaUHkVB2FFJlJTyEoejmNoV1CDQ1VpD/lLtQ3bRhtO9LOJjzhcn7xOVw0XfYMAz0GlmTPfTm5I8w7IVIyCX1z8n6OvBpRQVs/X4PHnpjBjPyTryW3GQvKaGDDSSV0iZlXdEYadyjI/DTi3+oSwu18OqYD/Dt6Y+M9sC0YhmswlQrQ4LTurQNKJHVttP2Fnrh4ZC5zB8pVZSGs4XntD6XhB+JQoJdWXvwSNDcevdVyitZJ70yeTk8bNzR062HXqGGsqFeCH8eiRW3mQF5ORPJPDDUa7BJGVlbM3egVFamM/NqffpGDPDoD2eBE8v+OpJ7DAdyDyFPksfu7+rcBZP9J6KTc+3qsSE8bdQrO4vDn2UdWSwJCTSP9ujFLpaCToh7blH3QdPOqxTQhTweHupau9r75dlTuJmXiweDwhq9ljnFGhKFAqfSUjExvD1OpKY0yfeEtj+zc1dsi49l/lDmxhB6nZ8vnUexWL2aoY0KqQQ/XjzPPKesWLkXIbPQX15eg8Ks4prb/Nr64LnvFqLvhJ5swHfkn1Nan0sDQbFIjH8/3YrFKxbVu09UKsLpbReZEEQlbQOmRuoVaigb6oPtryLmbAIOrT3ORCrvIE+Mf2yESRlZa9/dgOK8Eqh0rJ6ufGUtRs4dzMzOqfvPzp8OsAEuddOhsXvvMd0x+9Xp6DFCLbwYg0+INxANLNv0ssVjBQk0Dw/qyS6WjBVU5mdOrCCPFxLGNHy7/zRiMnNxv18bi8QKKjk8cysV4yLa4/St1CbHihmRXbDrWhzKq5oWK1Ydv4CSSt2xgkTDlUcvMM8pK1buRfZfjGfZRfml6gxOItDTBa/OHoFBXUMRn56HvRfVTW0aQpmw5O30+/6LeH328Hr30W/z2LVEFFdUwcfNCcO6tWWZTbqgbKjlz0zDjaRs7D4fi6LySvi6O2HawK4mZWT9vPssispE0KWHfLvlJCb27Qg3J3soVQrcKN6Ba8VbUSrLYmeFYPveiPSYgyAH47PqnW182L+TAt6xeKwQ8hzRw30Gu1gyVtwqP2Hy8ygBgXy4yFxdw+9vrkPC5SQMQ6RFOuPJxDJcPngDQx8YgEv7r5subtXdXw4H4xeMZAbqopLKRotwprwOjYfI9kAXoopK/PPxFry08imztmHFPKzCVCtytuAcfk5a1ej2fEkBvkn4Fkvav4Cosmi9/k90OwlXcwPnsOv0I92dvRdbM7ZDppLVPJf5QQXPwRCvwXp/qOFO7djFHMQKMU7kn9RrykcrJmcKz2KMzyh8d+tHXCu5Xq8DRUxZLHvPC0MfxVAjTNC1QZlnR/KO4UzBWVQqKuFj68M6+/X36KczI4s+tyxxNnsPVHZIwllzcTErE0dTks3ygKLyQr/qrnmULbU+6obOyYDmiDF1wiCpznCSKRUNeoOYBm3xUNJtnHh0ETbFRGPVlYvIrS6LNPV19IlSmjKSbXExeG/4KNg0qP+m8snjqSmQKhTo7OWFXr7+FvclsGKlOTnyz0l88vB3jW7PScrDW1M+wUe738DlA9dZFhGJONqgjCYazD3z3YKac976z7fjz3fXQyqW1XhHObio/aBoNVEX9PvpMrADu5hDZUUV9v52RO/glFpKH/7rJKYvnoB37/sC53dfqbmPTmdXDt/EpYPXsWTV0xj/WG1pgymQt9Wunw/g0F8nICoRISDcj2V9jXxwsM6MLPrcEssKIJJLEeTgCg/b5mvnfCUlEyfizYgVNgKsmD8Nvi7VsUIqw6aLN3UO4jVfg8mxojrDSSZXqNt+mzmJoacdjUnC/qWPYdvlaGYmn1tmXqzQJ0ppYsWOq7F4c+rIRgbNVD55KiGFiW4d/b1Y2Z81Vli5m9h7IQ5v/t44AySzsBT/W7Ed3z03HediUlkGE2VVaYMymvacj8XSB9S2DnTe+OPARfyy6ywkMgXrREoClqOtDV6eNRxTB9TvmFwX+v10b+vPLuYgEkux/XSUTlGK7S/Ney7E4aGR3bEr4x0ki87XuVfFDMPTKi9htO8SdDHCBF0blfJi3CzZhbjSQ5AoK+AqCECE2xRWVqcrI4s+tyJpGmTKSjgL/FiXwOYiqyoKKfXet3HwubaYFvgR887SZEvt+fWwzjigidmmikvkd0nIpXJ2/Jhbnk6f6dkdl7D29o/Y/8dRbPpqJwoyi8x6HX2iFKGUq9jYYPEPC1nDlboUZBbi4r5rkEnkaNujTaPsdSvmYxWmWohb5Yk4mHsYiRWJTBzp5tINZwvPan2spoxubeo/8BR6Guy+QAKUVKH+0R/KO4INWZtq7tMIWlWKKlYSSFlT/TzM6yhhiK2Z2wzuK6WM5ovzcSzvBBOliLrP0ezv78l/oqtLV7jbmFaimFWVjY9jP0OFvKLmdSsqRCwTjISqRWGPsX/PF11iIhRlg/nb+uJc4UXkSdVZWyTmUTngQ8Gz4SFsWtmLNrbHx4LP4UKuMj6ddXRYW3w5ZgLL4NKQWFTIyuTIZ0kX3GpPqrSyUva3MVv0sndghu3t3Nyb7BuSVVEOW74A7nZ2ZolSpmZ7UWaWh726wwaZo7915BDL2KIgq5k3hbt74Nvxk9DRUx2IrVi5k4g+E49tP+xBzJkE5u/Qb0IvHPr7hM7BFcWKH55fDb823kzM0QcJUJJKdQfV7T/sw6+v/VVznya9XlRaiS8fW8EMUIfPbp5OZdShz9CglsfjsrK+PasO4dzuy41ED83+fvPkL8wTwzPAtHN1WlwmXhq2DOWF5TV+WeVFFSwT7PBfJ/Dipv9hW0YUdqfHMv+9jq7eCHP2wO7UaKSKSmqEnLEBHfBmj9Hwd7B8adjOa3E1XlXGMrJTGD6eNZ5lcGlIyitkBuDks6QLig8Bbs5ILyoFl1MrVunD08kBqQUlaOvtbvZEQ0N2aTlsBQK4OdibJUqZAglP1LnP3bE6VsjkeG/rIZaxVTdWtPP2wBcPTkR736b57Vix0hxcv52Ff49dxfWkbOZrOrhrKPZciNX6WDaU46jw2fqjCPBwhsrA+JN+I/S7INYfv47vttZm42rOlxViKd798wDLjBoXad4ihSGoQ5+hUwudI6msL6pkN5JFjStMVNUj38M53zADckeBab/nIkka828SK8prXov+zs6OYULVGL+liCs7hISy40yE8rQNg5tNEBJKj6FUnlVjnN7WaRCGeD8FZ4E6G8uS0PY1XlXGEuYwAGP9X2UZXBrSYjPZGIF8lnRBohSVt1F8pjJ+Yzyj3H1dkZmYjeDOAWyRrCnkpRVAaG8DF09ns0QpU7O9aExEmduEpEqCb59exQQrGsOQGEXjsJAuQXjzn/812cfTilWYahF2Zu3Gpowt9TKfDucd0Svi0H25klx2MYSQK4SQpx6E7srarfexG9I3oY97JBOILIlUKcWxvJMGH0cZUw58BybS6YPeP2VfTQ9Qd4YwBjo5fHvrB4jkonqfrebvqLIYvHL9DSbkaW6jEsJLDb4H+o6oDDKh4hbe6/I28/2yJNQ5TmGCKEUkFRfVE6UIdWclA3A4eCiiG7p4+2BHfBwOJiWiREf2Eb0aZRs9sr1W2GwqNFiiy+qrl8FlnmXNZ3pI+04G6dQN8berV3A1J6ve1lR1Pss5m9Zj10PzrJ5UVu4oKG3897fWgcfn1gzetq/Yp1fEYdmet3LYxZgOOUIH9XmE0tj18evrf2PozAHgWrizJQ3s9v6q//xPKBRKOLk7YtsPe/WXmqmAvauPYN6ymUbvA31m78z4nAlRdU3cNX+fjb+F3Tt+RBWfIoX6trSK4kbnLxIxDmbG41JBOraNeQx+9s6wJMWiKp0m87pILiiuJ0oRRnUn5XAwq28EOgf4YPf1OByOvo3SKt2xQsDn4fHftsDSsWLNqStGC2NNiRXk40Vlkn+euoLradlaY0VyQREe+WUDNj8/1+pJZeWOYvXeC/hxx+l6wvWG49f0/m5InErPK2EXY7Iu7arL9H7bd0HvY7/bdgpjerVnmTCWRCyVY9vpKIOPowUZZ3shrhWvNViYHF26F/0855kUK3ZlvlNPlGK3V/+dVnkZa5LmQ66S1myXSggbzu/o8bfLzyCrMgpz2qyoyVCyFFXy0nr7ZwzFsox6opRmQcgQJMZMfnIM2vUKw9F/TuL09osoL67Q/rFzABuhDV4b9yEsBS3YUUbz5m92Naks0BgEQj7sne1wfONZbFm+C7HnEuqVN2qykNPjMvHisGX4+coXVk+qJmLtpd7MRJVGM1GKqFuOZyizyFhI7CIfKI3QJFGqM6d0USAtRLIoBZaGMpLESv0p9Jr33c+9D7LF2QYfl16ZbtI+xFckIEeco7PskZCqpFpFq4bQa1TIKrAlYxssjb+jE1tpN4UCUWWj29p7eLJMJH3QxIk69w0KCsGINmGQ68moUFVnHVkKEs7Gtw1n6eLRZKTejKIUbWta+4749PQJPLd3F67l1p9o1IWywCgDYuXli822P1asmMrlg9eZKEXUXVG01KCLy+eykjdNq+MqkTpzShe5KfmIv3gbloYykqhTjyHofZMxOa3g6kvcpJX/pBupJu3DzZOxyIjP0mrCquIB2UtDUclRNMjmVek8nxRLqrD85nFYGl8XR5MnewXljWNFOx8PuDkYjhUD27dB/3bBGNohVGeZD6GqzqiwFDS5HtO1HVuwURupW+ylG2+LmcJ3wFd7T+Klf3bjRnqO7lihVKFSKsVvJy433w5ZsWIi52JTmShF1M1UtNTvhn6P0wd1qRG0yXNKH9mFZYhONbwwYio3krJYKZ8h6H2PiwxHsTRNryhF5/N8sWkxLavqJoql6XpFH7mKYqnheQVlM1UpynAu/w9YGhK6KCvLFCpZZ8D6tOkaBBcv/QssFDd7j+2OXqMi0HdSbygpFuj62FXqhiWWghbthtzfj+1D4tXkZhWleHwORj40BKte+Qsfzv4asedv6RyL0P5UVYix4YsdzbY//xWswlQzsz/nIBOPmgN6XUeBIyb5mVYzTWVuloZM2I0hzCEU/nb+Brvv0XsTcE0zHEyqSLLoZ63x76KSP0tChuCmlMjRtMTHsf6qBiHg8bCwZ2+9A/D+AUHo5OWNk2kpeHbPDoiklgsQxqyqPNm7D3JFlj/eGuIgsEF3X7+arn2GfFLo898SF2O2caIVK5Zm8/LdzOepOaDXdfFwYmbhpmDIg8EcxAYEMQ0d+7VDSOcgg+2qOVwubGxNixVx5xPZAFcbot4uUHja0AnU6NcjQWV7WjQTvC3JjMiuJpXI0R57O2uPFfMH99I7Ee0bFoiOfl7M0PzFf3Yxk/CWgspRFw7rg/xmLuEj7Gxs0C3It6Zrn8FYoVRh+xVrrLBy5/D34SvsN9sc0Ou6Otrh0bF9THpeqciy42SiSqpfENPQtY0vQn09wYWBWAEO+CZ2686pimUlcpaCxKm48sOQKg0vzphCZ5fxJpXxEQ78xiWNfAEfD7w4WR1MdCxwdR/RBW27t2GLaR/M/AoiIxaaLDmvmL10OgqzmreEj7B1sEXHvuE1XfsMiWBKuRIH/zxmnVc0Easw1czEl8frzeBpCp2dO2FZ5zfhZqIPE/lWWZqbpYbTbQkyYKcTS0/X7npFJPrMeroa30GD4Fi4PJGQqxQolZVa9DVJKHqoa223JGOYo+PxT/bui+kdOtUr7dNkY7Vz98D3Eyazv786c8qszkvmQvvy6aixbB/mb9vc7Nv7Y/r9rITPqPLGasg8XmbAk8eKlZbi5omYJrdR1goHbGXzu7Mfw9PftLJk3zaW92GjrjzG8NTXj7JYMWBKpE4RiaDPjB5jCiz9X8fJUNzZkfqMw1SoWUS+2LIiPAlFVF5nCjP7au9SuHBoH0zq3lFrrGjr7YGvHpxU072vpWPF+/ePQZiXu0VLA3Wx6rEZ2HfzlkmxgibIsub4bVqxYgZXbmU02dNNG/SL6NsxGGtemQMv18YCtz78PSxbxkycjTEuE/blmcNYrAhzHKhXRKKspzDHASbuBcUey37WSpVca7ZSU/CybYsIF/V43zg46OqqPuc3ZNYr0zDqocE1WUOEJnM3pFMg3vr3Rfb3b2+uM6+laxMW2F5a9RSCOwVYtDRQF5/ufxvHN54xacGQFt7k1d5sVszDan7e7Fh+VYM8pT6KeI91j2uIi8AFhYpCHXvCQRuHEATYmdcdQ1+21KmCMwYfR9u356vNRif6TcDlYnV2S0NIsCLT8d5uuld4tdHBqT2U2ZYfPNrz1PtsSd4fMZp111t5+RLKpbozCGjwHObmjlmdtU82aGJBnej27t2LieEdkFhaAndbO0zr2Anj2oYzL43MsjLcyDPsVWZJKCPp5YP78O35M0gvK2v27ZEARu/RlEw0N1vbRh387gXIQytPJIK3gwM7dqzcJTRDRxc7R1v8cv1L+IU2Nlt193NFXnK+VoGGBqHkH0EZS5aEOv7QiqIhyNfK0VXd7W7W0mk4ve2C1gEwrd76BHth0AzTGnpEDO3ULCKgs42txV/z7Wmj4OvqhN9PXEa5WE+s4HLQxtMN90XqiBVcDt6eNpLFinER7XG7oISV903u0Qmju7RjHeqyissQldnyseKNjfux4tBZZBQ3f6wI8/ZAdIZpscLV3rZRB797geT8IuSXi+Dl5IBQL2us+C/HCnuhAOvfmocAz8ZNHDxdHJBdRA2FtI9BOwZ7I8zPso2CqHxw57kYg4+j7TvaqT31envMwu2KWpP2ulCZG5mOt3XS3ZlcG4EOEThfYvlYIeSaJvwZwwjf5+Eo8MLlog2QKnVnn9JnQebsujoUUvxd/MMiFiuGPjAAaTFZzGh81NwhGHxfX9ahLjc1HwmXLF/qrw+K2Z8/+iP+fG8jcpLVzaqak+COAew9mjJWcPZwatTB714gPT4TRdklbNwY1CGgWbdlFaaamU7OHXGj5KZFs6ZcbVy1ilKajKTvk1c0qnNmKawcPuaFzIWlSRIlQ6I0XJ5B+/P9rRV4uu2T2J9zoNH9GnN4T6EHXum4BHyuaYdnqH0bhDq0QaoozSKfN5l1d3TuCCeBuuW2JaFg+myf/ljUMxLXcrJRLpVif2ICdt6Kh7Ta54keM65dOD4YPhoONrrTjzUtSj8aOQYCQeMTYom45dJsG9KcohSJdm3rCC8CE0ya6bN9sGt33EtcyMzARyeP4WYdEbKbtw/eGDIcfQMCW3XfrBimx4guuLDnqkUFE3c/N62iFPH014/ivfu+VOs9dSbptDpI5XPUItnSJFy8zXwYjDGzff+BL/Hmuhewefku9Y2aXeSoB870OfmGeOHTA2+bPBDsENkW7SPb4va15EYdgmzjRCgbZ1qmGJ1P+nuFwF1o+UUMEpSeHNEPjw7uzfyQqJvcwehE7L1eP1aM7hKOZdNGMlNvQ7HinRmjtcYKXWbnLUFzilIk2oV51sYKvgkr4PTZzuprWobznc6l5Ax8vvs4ojNrJ3ddA3zwyqSh6B1qjRV3On3aB+F0dLJFs6ZIfNImSmkykl5euUc9ilfV/23Qb+m1OSNhacizypC3laYUd+nKXfj5lcG4UrS5kXhGIgxlSjkLfDEj6DPwOKbFCm9hB3jbtmfeVKaWymmD9ifQvgfs+Jbv4kpVI30956KX+0zkiGMhVYiQWH4KCeVHoVDJauaC7ZyGMBHLhmtnMFa88POTWmMFNQ5pLZpTlKLxD2Vk1S1tNOW5k54YjXuJGydi8MuSNUi4nFRzG42dnvpqPiKGqKt1LI1VmGpmxvuOxbUS/aULdKIw1gydHjvEU3cL726uEXi5w4v4N20D0qsyam4PtAvAY6GPIswxFJaGOu0ZS5Y4G+9Gf8Deb8P3TJ5SD4c8iIEeA0wWpTQn0ufDn8UnsV+wbnuaz1UjeAk4AihUCqNEK3ou/f99AaZ5spiKkM9Hv0B1VsLosLZ4c+hwXMnOZsaz3Xx8G3lLqRTZgJRMu5WAoCc4fMOtSSkziwYQhrw07iZINHQSCvHlmAmIP6duDzwqtC22xsUYtRJO3Z9iC/Jw4PYtjAxty67fzZxJT8P8bZsanUWi8vMwd8sG/Dn9AQwICm6lvbNiDA+8OAXnduo3WTalAw09dtyjI3Te33dCT3yy902sXLq2nnl4my5BLF2+Q592Fv/iqNOesZDp+TN9X2POtg3fs42dAM8ufwyj5w01aeBYN1a8u2UpXh75LrISc2paPlPJoMPFUtiLOZDYqbN5DL5W9eWFiGFoTqgle58wtWgwonNbvDJpGK6nZbHJaddAn0beUtkl5bicnMHO+92D/RHi6WpwG74u916soPmVo1CIj2aOQ9wldawY3ikMO6/GGjWxp9gQl52Hw9GJGNYxzCRR607k3O00PPHblkaZkjFZeVjw6yaseux+9Gtr2UxJK5bl4dG9cOJm7URR13Fv7M+Yzn9TB3TRef+gLqH4YfEMfLP5BG5lFtTc3tbfA8seHoMubXxhaUwR3ZJzirD8zNvwCaBqkfrP43NsMNTnOXRyGQ0ex7xYMTngPWxOW8K67WlSd6lkkIQqHseGleYZ1xFPHS36e85Hc0I+WoH26oXXMKeBGKp4CtlVMVCqFPCx7QBHQX07l3JZHjIrb7L34GfXGa42hjNivII8mr0jXktD78fBxR6v/P4sbiap5+0DpvTGob9ONFrA0gaNH27fSGUZ3v0n92adA+9mrh65idfHf9ioM/CtK0lYOupdVurYY4T2DO2mYBWmWiBj6qHgOfgn7d8agYTQ+CtpE2h0Qc9xEThjhJf+AbAtV4gyeXnNc1iHu6oMrLj9M3yEPpCr5PCz88MIr6EIcTAsbBgixD6YmZmT6GMMCh2rDjKlDDFlcRjqNcTsfXG3cceHXd/F2cLzOFd4HhVyEfzsfDDcaxgceA74LP5LVCmqaj7zut9J3euOfAc8HrYQ4U6Wn5zpw4Ubj+GufwDSU4BIBaWsLzj28wFBF6hK3wIk++p3/+B3hdL+A/Y3TSbKJRLYCQT1hBZ3O3uMCWuLA7cTW8w3pLkJdHHGuvtmw9PWFvHVty3o2RubY6ONGhpQpsHx1BQcTUlGLz9//D71PiZ03Y3QhPqtowdZZ5qG5xI6Juj9vnX0EA7NW1CzCmblzqP78C4si+mnl/5gAxzNQKjG30ClajRA0AU9383H1eDqHZX6leSV1tsOiVQfzvkGAeF+kElkLJ190hNj0K5n0xc12vVoA76AB7nMyFhBj1Np6/Ijw7WjUazLoLl4BXrgl2tf4sg/p3B03SmUFZUjqL0/Jj4+Gja9vDDv2D+okElquvFRhmZdoYrH4TLTczehPT7vOwW9PVs20yS1oBg7rsYys3LarcjQAMwb1AudA7zx7pZD2B9Vv601ZcS8M304+5uOI8q8sqVYUUdoodK+kZ3bMhHmnokVbi7444mZ8LC3RVz1bY8M6oXtl2OMjhWnElJxIj4FPYL98MuCGXC0vXtjxftbD7O40FC00MSK97cdwq6X1P5uVu5MItsHYckDw/DVpuMsG1Aj4pCorBGkjBWX6fkezg64b7B+Lzs7oQBF1R0/6Tn08iRSvfbrbgR5u0ImVyLU1x33DYlAxyDvJr/HDoFe7NwkN2Ixg8NRIT/HEd4BjTNp5CopMiqvoqvr+CZ1vJsbuhLxZUfYRawoY6VwXV0nQsh1xtb0pZAqK2vEKU2WVs3+VYtYdjxnjPF7Bf72ukXA5qBYmoHY0kNIE11i1wPsu6GH233wtm2Hwznf4Fb5iXrzCm9hewz3eqEme1lUVglbe2E9oYVK+wZN64PT2y7eM2bfvqHe+Oroe3D1ca4Rpu57YTIOrDHccZd+dzKJHJf2XcOF3VfQeWAHfLznDTg4Wz6LuiWg7/Tbp1eysUJD8ZGu09FN9/8W+63FY4VVmGoBxvmOQUen9jiUewS3Km6Dz+Ghh1t3nMw/jRJZicHnazJ/SER6tt2TrBOfLvIk+fg8/mtIleqOOnVFl3xJAbsQCeW3cDTvGCb6jceswAdMPrBIRCqXl8OOZ8f2Z4BHf5wuOGO0yKYN2tcLRRfwcPCDet+jIYQ8IYZ7D2WXhnwS8SGO5R/H+cKLECvFCLILxCifESyj7ErJNdaBz8/WFz1cu5uVtWUK1OYc0rNQSdXBAioRULmm2myxeuImOQaV5DDA9QWU+Y1NVuRRUBXNAfAhZqz7DnGl1HWEi4nt2uOpyL7o6KkuSRnZJgz7byfiXoEEOE97e4qaNbcFObuw927I0FzzCWoGbtdzsvH64QP4YeKUJp3Ei6qq2PadhcIWHdRfz8tBSonu8wi9y+SSYlzNyWYinJU7l/temIRuwzpj+4/7EHMmHnwbPlt52//HURRmFRt8vibzp13PMLz57wvM70AXOcm5eHXsB0zkIeqWEFKqvCZdPvp0HHb9cpB5PS36dK7Jx7ZUIkNpfhnsne3Y/oycOwSH/jxunMimqzWzXIlj68/gmeUL9L5HQ9Bge+KiUezSkAMTnsS/SVexOy0GFXIpOrp4Y2673ujg4oVDWQmsA1+YswdG+odDwG3elVH6rCjT5XJKJhMPRBIZ1p6+wsr8NJPSE/HJOBqbBF8XR9bdruFcgbyjHv55A97pE4oxn69GYaWYna/GRoTj8eF90d5XvYpOWUGHou+hWCGWwMOxfqwIdHdhk15DhuYNYwWVUr69+SC+mWuKyXCD11SpUCyqAo/HhbNty8aKmxm5SC3UEytUQEpBCa6nZaNHiDVW3MnMHdULvdsHYv2xa7iRlM2O56ERYdh+NhoFpYa7W2oELBKRPl00iXXi00VmQSme+XYLJNWmznWzmTILy9iFuHY7E5tO3sD8sZF4fvpg02OFTI7iiio42Nqw/ZnQpyN2n481KLKxeznaH0NT6FtlxzDM5xnY8cwvnxNwbZkQRZeGzAv7DVElu5FQdgwyZRU8hKHo5jYVHjahSBadYaIVCVmhjgPMytoydV6RVnkVWZU32eyRtn2teHONOEYkV5xHUsUZOPK9IJI3zjLLkyRgY+r/EIKnsLDP08iNKmfl/UMf6I8HX5uB0Ah1QkO/yb1xausF3CuISivh5uNSbx5LYhW9d7lUv6G55hDVjKPizt/C14//hLfXL2lSrCgtKGOCIHlutmSsiL+QiMxbObr3TalCRkI2Ys8loPOADhbdtlWYMtLc+3zRRaRVpjGfJhItyGjblIOERKWFYQvq3XYsj1Rq/bgJ3Jh4FO7YDqGObQw+/nDuUSYaGRKINILVnux9SK/MQFZVFsQKCfzt/DDKewT6uEcioeIWiqUlcBW4sMwvLoeLMlkZtmfuxImCUzXiVzeXCFaySN5O6VXpaAq0Ap0ryWuSMKUPVxsXTA+Yyi4NGePTeHLSXKjkSVAVPwUoUqp/hvR9aAbJdbMJqv9W6j5BaI7CHwdswgNHJqNYaofdt+Kx//YtrJn+AI4kJ2HlFSr/u3coFovx9bnTeKlvbYeVqzlZZnXZoyyIvYkJyCgrRaCzaQMXkVSKlw7sxZHk2zXZFC5CIZ6O7IfHe0W2SCDJMtLHi96fVZhqXsSVEiaY3L6aDIGQzwZu3YZ2Nuk4oMykJb8+Xe+23asOGXyeZ4A7E49opY48lAyx/cf9LCPKkKeVJnNrwxfbkXwzFakxGcwnKrhTIKY+PRaDH+iP6FNxTDgjT6vuwzuDx+OhOK8Uf3+wCft+PwpJpYSdqKh8kFpRJ15NRtJ14zou6d4vBTITc5okTOnDy84Ri7sMYZeGPBJuWiv1phpUP/fnDqQUFIPH5bKJh2ZeWHeCqPk7p9Sw90eFRO0JKVcqsf9mAhOifn3sPhyLS8ZvJ6oXSu4RSirF+P7gGSwe1b/mNhJezOmyRxPkg1G3kFlcigA3E2OFWIrXNu7D8bikmu/KxU6IRcP6YMHQlokV2SXGxYrM4jKrMNXMUKfHA5cSEJ+eBwGfx0SlXuEBJh0HJCq9M29svdu2nCJBQj/ero6YPyYS3dv6oXOI4TK8DcevQyqXGxSINMf1mgOXcCsjH0k5RcwnijKpZg7tjlG92uFaYhbyS0XM0yqyfSA7pxWVVWLV3vPYfiYKYqmcjWkHdmmDh0f3RnxGPhIyaFFWDyoO/EN0P0YJBUqlWbCzs7yvE+HAd0c/z3ns0pDuNs1rB1KXYkk6dmS+jRJpBrjgVWf7qs9zdf2xNH9XyPMNNwr5OhdFs2xBORQnNp5lQtRn+9/GuV2X2ZjgXqKsoBx/vP0v5n8wu+Y2El4MiVLaoHHViU3nkJOSB982pmUQVlZU4bN53+P87ss14y8ndwfMeXUGZr48tUViRV56bcmuPnJS8q3CVEtzsyQKP97+mZV/Ubka/aT35uxnJtsvhD/PhA5zoQ550aUxOj2PqKyMPKPG+hpvpnax6JLJxt83S6Nq/k6suI1bFYlYnfwHZNVmeYSrwBXT/adiZ/ZuFEuL620jqjQa0WXReLbt00yw0uWpZayXlg1Xt3lrc/hjkTBHIpuvrU+zGJ03RKUshqroYUCpyYCwTGtRb7tKLOpwA1/c7MdEEpVSiUU7tqBCZthA8m5k1eVL6Otbu6prbJmTNlTVPk2zukSYlLU17I9fUSKpbxhcKpHg09MnEFuQj2/GNV5dszRutnbGPc7OuMdZMY+L+6/hoznfsFU3KlejMfzGr3Yyo8gPdrwKd183sz/a8F5huHLohk4RiUr3+kzoiRnPG3+8ndx8zijfhLpc3Het5u/Ys/Esm8pm0U81WVeEh78b5i2biXWfbEV+RmHtPquAS/uv4/KBG3h740vYt/oIG9xqw1jvClv7losV5PsXX5qHKoUcoU7uzWJ03pASURXmr9yIksqqmn2wNDSZJLHr6T+2QSS9N2MFdTSMDParud4U02h65vnb6bgv0vixX3mVBOO++K2RuXxplQRf7TuF+JwCfDZbe4csS+JiZAygkk4rzceZmBRWAldRJWWZThQr1h66jM4hPlj+9DQm2phLp2BvnI9L03mMUxneoC5t8ODInka/5qErt0z+zZyJqV14oIyua7ez8N5fPEjrlHF7uTjgiUn98du+C8grqajZBv3/2dhUnItNw+dPTML201E4cTNZ63a4HMA3KB9uHvoFeT6n5cpvycupUJIMmVICN5vAZjE6b0iVohSb0l5i/7J9sIBROyH0VqLtAjHivrFn4wWKy29N+QSVZa3XVKk52fDlDkQMqzX1blIzGhVw7YhplgOiMhHmtX0O5YX1j+fyIhFWvfoX87B6fe3zaG6c3I2bC7t4NkNzMIu/4j1EWmU6lt/6jpV3EeShRBk9BGUHfRH/tUnG3w0Z7T1Sr4hE943yVntCGIsmi8lcNMJRXVGKoJLDP1L/RJG0qNE+03VaSfktZQ2ebfsUhngOruejpTYSB8vGMoSHjQcC7Jo/hZxSJI/lHceS669iWfR7+DD2Ezx/9SX8lLgSJVL1ib3ZqFwPKIsaZEY1HT5HhdlhsTVpufSd3KuiFEGrQc/u2VFzvbO3N/NYMBcyTu/xyw8I//5rjFizGquvXoZYrvvze+nAnkaiVF22x8fiUmZtA4LmItI/wKA45W5nh/4BVkPb5uL29RQsm/YZKsvVgzXyUKKMHiLxWjJeG/chFNUd1Mxh2rPj9Q6QaMA49elxJr2muLJpHdg0QnBdUYqgzKnlT61kK24N95muk2fF14t+xlsbXsL4x0bUCGsEl6f+/VI2liG8Q7wQ0iWoRWLFv7evYtiuHzHlwGrMOrwG/bcvx4tntyG/qnk7E228eJOVfVmy+5Y2KFbcq6KU5v29+M+u2sm7v1eTYsWOK7Ho/94KRLyxHBO+/A1rTl2BuLrMSRuvb9ynt+PhrmtxuJKSieamd6g/3OwNxAoHuxqTfSuWh7J/XlyxnWXQEeShpBGcKXvqme+3NEmAnjW8h97zBd03c1h3k7O7moIm06quKEVQ5tRH/xxGbnGtKFXzHPKxUSnxwdqD+GzRZEwb2KVGWCM0v9+2AW4YMv6q3u078X3gITRccWKJWEElfb/ffhj/pDyFjWn/w6rEWdiX+TFEchrzNx+03SpFiZEm7MZDVerBs6S18wql6p4VpQgS3t6f+VW9DPYan08zOLj2OGa4P4pxgtmY334xNn+zC5Iq3V3sP5v3QyNRqi5H/j6JqNMat8TmI2JIR4Oik4uXM/NGtTRWYUoPVObGTCK1ZPmQGJNRlYHrJTfM/vC7u3bDCK/h9cSbun/fHzjDZHNyb9v63RYsja6MJ7q9Ql6B66U3sDD0UbzV6XUM8hyA9o7h6OnaA8+1exrvd3kH/d371XuvDZkWMIWVDDY3O7J24fcUtdBW3+PqIj6I+RhlMrV5fHOgEu+sU7ZnWVyFEgh5lhW87mQ0R2OJWAwvewdMCu9g9oTjYmYGyiQSlm2WVlqCj08ew4ObN6BSi7h3u7iQlUga4utzZ9DcCHg8vDJIf8OApQOHsMdZaR42frmDZShqy/IhP6Tkm2m4sEf/4Fkf/Sb1wuSnxtRkE2nQDJge/WCOyebkfmE+zGekudCV8US3lxWW4/yuy3hp1dNYfupDjH54GLoO7ogBUyLx9oaX8POVzzHyocHMQ0kXD791P7gt0E3zh5hTePPSHmRX1ZZB0Tlid3oMHjj8BwrFhv1czIUEi3upQ15rovkUSyvF8HRywPhu7c2OFZdTMph3FX036YWl+GLPcTy6aiMqtUzgqRTzWKzhWPHdwZaJFS+OVy8c6uKFcYOtsaIZoTI3bebzBIkziZkFOBWlPTvIGIZ0DcUDQ7qxv+uePjXH+jNTB5psTh7o6aJn1N50dJ3j6OYSkRgno5JY97/fX56NSf06o0dbfwzrFobPH5+Ev16bh+4+Q5jhuC76ej4MTgvMKy4U/s3MxOuWyFHZXEL5MWxIXYxKuWFPYXOJLz3SJI9ffdi4qMC9O/s9mIXmcCwvqmBNZIbNHFBv3GUKUadiUVEiYotyWbdz8MvSP/HyiHdRJWq8UJEen6kzi7wuVG7Y3FC344WfzNX7mIUfP2RWV2RDWIUpPcq3obI4ygi6UGTYj0GulCNFlMrK5Crl6q4WBNWJzm/zMOv+FmRfu0JFflL/C38OU/1NN9gc5tnY8LslWZX0G35N/o2V4y0Kewxvdn4N/2v/HPOsIjPxx0LnM3NxbTjzndHDVR1Qm5NCSSG2Zmqvjabvu1BaiK0Z22puU8nToCz/DsrSN6Es/4b5QzUJpXE+D+YglvMgUfz3BIidCeoVhPeGj2QeT+ZQ95euqr7czMvFN+dO19yeLxLh8Z1bMWbtH0YNARKLyViy+ZndJQLvDR8Fe4Gg3iCUrr8/fBS730rzxYoTm87qLYvj8rnsMYaQy+SsFW/MuQSI6hjYUqx4/sfH8cofzyGsW+1iRecB7fHe1lcw9837Td7vCQtHG91OvDn4YsGP+PKxFRDa2+Dl357BNyc+wLtbXsHQBwawwc6LK59CUEftbatpsEim8M1NlqgU30Zp94IkcSpTVIrlde5Pqyhmj3/94m58dfMYksqa9vunEjArlmX3dXUf1zenjoSznZmxQtUgVqiA6Ixc/FBHXMovF+HZNdsw+es1RsWKpLzmzajQcH+frnhr6kjY2zSIFTYCvD1tJLvfSvPFisNX9ZfFUUYQlc4ZQqZQIDYtl5XJ1T1PUKx4/cGReH/+OIQHqJvfEN3C/PD1U1OxaEI/k/d7xuCIVu3S+c6aA3j3zwOwteHj3UfG4reXZ+Orp6ZidK/2TEQd5fsSMxfXhj3PDaGOtf5yzUWZLBfnCqh5UWMoi6lMllfvfvK8Ope/Boeyv8KZ/N+YP1RTkCibL3uXioaU/8FQRN16ied+WAgnN/N8j5WK+sGCFuYSLidhzbL1NTcX5RTj7amf4rHOLxjV4TAttvkrMYgJC0dh8Q+LWPfmuguhdP35Hxex+5sDq/m5DkigkKvkBh8j0fNrpTTU/TkHsSd7L8rk6gwcAYePQZ4DMTtoJuz59iyIDPYcyC5kWk7ZRMZ0g6ODl8r2BFxBvQwj2g55YVHZYWtAn8eZgnM4XXAWT4QtwkDP+gHhRulNZImztT6XMq6+SfgO73R+q1nN3cgHS5/fFd1+JP8Y6zTYDpuByt+rNVzaJxVUop+gspsNjvO74DDfMRPhhwHSfItnTclVHGxPC69jh/7fIbFIPQF0tbXDlPYdsfbGNaMGUupvVP9K3rqoG1gyYBBrGz5z07/ILDO+1NOmBbOU5nXrgfs7dcGhpETkiUTwdnDAmLB2sKsWq6w0D7QSRm2C9aFSKJlhuM7XUCqx+ZvdzEy0JE99fAmEAox5ZBie+PxhOLioO7LQdbpQpzvKJjJmtYpihaRKChtbQb0MI9oOeWFR2WFrIBZJcPjvEyzV/dU1izFqbv2sv4t7rzKjdW2UFpaxgdz35z5p1lixKfk6m7hrGhs0hG795/YVTAvpggOZCfgt/ry6ZXt1fFkRcxpzwnri/d7jmcmvqYR6uTGBw5o1ZTmS8qtjhb0tJnbvgHVnrxsXK6q7mOmCvqONF27i+bGDmFH0vJ/XI8tIs3HCpk4r9ubmwQHdMa13ZxyNuc2OLy8nB4zs3BZ21WKVleaBBClpdYm3LliplESm9/6/j1zBmgMXUVRdOk7HzuT+nfC/+4bCyU7d6XFy/87sQp3uKNvDmIxpihVUkirk8+tlqxaViZgXFpUdtgZUSrjnQizr0Pf+o+MwsW+tBxCRUnEBRVLtzTSqFGXYmfEWZof80KyxIqZ0vwEfXRVuluxEB6dRSBKdxpWijSzLS/Oci4X/oKvLJIzwfR5cM+YVJMxRuaClS/mUCiB9h81/cl6RWi0AObs7YcScQdi+Yp/+CYORHpk0Ztyz6hAWfDiHjR1fHPI2clLzjXptzdiwpZj6zDiMmT8MZ3dcQlG2usHNwGl9WEfj5sIqTOmAxB0voSfyJQV6M6b0+Sb9lfoPDucdrXebTCXHifxTuF2RhLc6vw5bnlqJJEhkMkSprJSVGB7PP8kM2SkziYSu4e7D2P10n4KraJL5eFPRZJmtSlqNdo5t4W1bu2qzLXOH3ucli1IQX56Ajs6WbT9ZlwI932ldvo7/HF8GnII9lz6zBp9p1QaouC7gOL2sVrjlsYAiB+B6AIJuegMgx/5BqKSGsyfM8Zia0zYObZ1LsDq+Ow5lNX9N/Z3Czdwc5gtFx7er0NaoozzAyRmBzs64lJWpc+JJUClfSkkJDicnsc52pkwSJ4Y333GsDcqQmtqh/qDNSvNCrXz9wryRnZSn8zEcLhchenyTfnz+N+xYsb/ebdQxb99vR1jb4eWnPoBdnXbeNkYMTIpzS7Dhix3Yu/owM2QX2tkwUWvS0+qSwI1fbtcuSnHUq+7GmI83FU2W2eeP/sCyv6i8UMPa9zbqfB6VR8ZfvI2bJ2NZ18PmIl1UaoR8Dcw7+g+k1YtB6nNJ7ePXJ12Fq9AOS7uNYLEipiQXOZVl8LB1QHd3f72xYla/bjh3u2kr6VbqE5ORy3yh6GtysTMuVvi7OiHAzRlXUrL0xwqpDGmFJax0jzrbmRIrxkW0b9GvijKkJvXo2KLb/K9D4k6ApwsyC0r1TmrDfN113v/5hqOsS15dSOzadiYaN5NzWLmbvW1tUwgbIxYvCstE+PPgZWw9dRMVYilsBXwmat0/RO0fQ/fpEqVYrGiB1FtNltmyNfvRLdQPgV6uNfedL1ir83lUSpcrjkdW1U0E2DdfRUaZVHfn7LpsSV8KJdTCI4lIdT+5qNI9sOU5YZD3IvaZ5ksSUSErgD3fFT62HfXGigjXKUivNN8uQBdyFR9H/fpCulgO16PZcIjSNG2696Hs9fnhi9l34ezhaJRw5BPiBZ82Xog6FafXF5QWKrMSc3B252VkJ+eZNN4aOrO2G3lLYOdgi5EP6i8BtyTWUj49jPLW76RPk+BhXtpL56h0r6EoVd+fKlPn/boolBThnaj3cSDnEBOlCMqaOp53Ap/EflazT9oEKVuuLQZ5DKwxJG8pjuYdq/mbDOPpfeuDx+E2ybfLGBx4xnU8qVIpcFpUO1GqjwoQ/Q6l+AhUhZOhKpwOVclTUBXNhKpgDFRiPe3dhWMBIXVa1BVkmrYy0csjFz8P3o9nOxuuVTYVV1tbPNzNNOPMliCxuAippSVIKy3Fjbxcg48Pc3PDyQWPY3BwiNGZT+ujb5g00RBwuXiuT/OnkFtpfaY8PV7vz5YGHRMWjdI5+GkoSmmggU1yVBp2rDhg0v6Q8fgzka9iy7e7mShFUNYUiVRLhi9Tv7aWMRMNfO2d7DDmkaGs/LAl2fVz7Xskw3h634YEQfKpak5cbWjhyPBvXiNKaYOevTruPI5kJmDCvpWYemA1nji1Efcf+gMjd6/AwUx1aZk2xnQJZ5ksOiPFHbyI7WJvizn977xYcTu/CGmFpUgvKkVUZq5RWWsHX12EAeEhRoVmAY+LTRdvmhQrSLB4aqTpJVZW7j5mDeuu9zCiSfCMwdrLKal0r6EoVTeTKjGrEBtOaL9fFzlF5Zj7yT/458gVJkoRlDW19fRNLPpKvTig7Vimc4+DrQ3L1NIYkrcEtKVNJ2vnCHlViSiU6vfk4oKH5IpzzbpfJCgZg0aU0o4KV4o2I6n8LP5KfhzrUp7Gzsy3sT51MdYkzcft8lpbiYa0cxqMMMdBFplX1P26t12JRFmVPcShTshZ1AFFY7WX1zcFJw9HTH1mPO40UmMymS9UdlIuWwgzRFAHf/yVvAK9RhsngPJt+Njz6yGTRCm+gMf8Ne9lrMKUHjxtPPR+eJ2dO7GsKm2cyD+pVwQiAYmyh1JF2tNPtbEmZS1KZWVau+LpKzukbYmVYpwuPKPXM4vQZ0xODPUczLLJDD1Os1+U/cT+Vinxdfxyo06IDTsCWhIqmUn/Ldfg56Ahuqp2VaYxMqDkKUCeWP9mRTpUJc9CJd6n9Vlkwshx/RYcx/8BnDorY1xPcByX1r9NHzztK6w8luEFvNj1Ekb76w7YzkKhyeavZDLuadf8bdKbm5LqDknDQkL1roBrMqvauLoxfylTRKl/7pvFPmMr9z60QqZPv+g1OgK+bbQbzu5dfaSmK502aNDy1/sbkXjVeEPcb59ZxTKmGq7YUYaSTKJHRFGpO+4c/PMEy0rSh05jcrqZA9YimcQjY0xDaT9vnIytOUe/NfkTg8+hD5xKGpsLmoxRZpOh84MxyFQKPH5qIxLL6mfrpotK8PSpTdibrn7v2j7jrx+ahOfGDISbQ23GnKejPV4aP9hghzUN4T76xzKGcLI1PVaQybiHwz0QK0TqRcAh7dsY7I5ImVUhHm4oKDchVvC4+OPxmewztnLv4+fupFfq7tcxGP4eLlrv23Y6Wq8IROfvlbvPIS5dd/ZuQz5ed5hlTDU8tum6TE/ZIZ0WqbPg7nMxBn8XBkIF67jH53KNOsfQtq7eUi9wq1RK7Mh40+BzWM1DM84raD/KZfkWKaMj4YrEqIaliaWyLOzKfAe3yk7onFdMDHgbAzznw47nUs9ja5DX47Djaj+mGiGNwLG4zth6uQ+7WljhVO9LLJ4YhIoIN51Pd3C119u0RBvUhc7F2xl3O2VFap+vvhN66s2W0nQVDgj3Q3GO8Yb4fBs+vjz6LrN2uJexlvLpOcFv0WGQrSGuLB5bM7ZDpBDBie/EPIk0ZWt5knyD4gdlO70f8xFeav8Curh0NmjYTR3vmoKhMj4XvjO6unRBgJ0/DucdYybgGtwErpgb/BD6ePTGzKAHcKbgDDZlbDUoImn8r47lHUeJ3LA3D31mIfbBRhnKZ1Zlscd782pLBQ2x7pOtOPTBKbg52sF2KN9gzbnCqFUGldbrqrL3WWYUh9P4Z8bhCADHZwCHxwEFZQZwAF4we6xKmQ1U/m14pZ7rCBgwOv958AGcyfXHW5eGIk1EnVVU6OUlx8uR7sgUSfHyCdMnXeFuzdv5sSWgVHWiq7cP+gUE6i3neyqyLxswedjbI6tcf7dGB4EAj3TviWci+6FSLoNIKoWDTW1avZV7M1b8+U6tkaU2rh+Pxp/vbWADMFdvF9ZxTlO2lp2Uo9c4nRBXSrB4wBv4aNfrBlfj8tLycWHPFaP9CrRhaAXPzdcVkWO7I6RzIHb8dAB55I9QjWeAO55ZvgBD7uuPhZ88hENrT+D3t9ZBKtYfKzTi3O5fDqIwy3C5AH1mxnQilCkVuFWaz37fIXbGD35/ij2NPRmWbcusPVIA713ZjzEBHdjkrCHkDUPZNAuHRbIOcBSygtxdWZZNTmkF1p017KdHmQ3mZDW4O9hjXEQ4CisqcSDKsCFzQ9r5GLnIcgdjW+271DnAB31CA3ElNVPnRHzR8D5sUubuaI/sknKDpXRzB/TA48P7okomg0gihYPQGivu9Vjx8y79Ng6XEjLwy66zKBWJ4e5kj/F9OtSUrWUUlBgUgcRSOeZ/tg7fPTsd/TrpzwjPLirD6ajkJhl8GEr28HC2x4BOIQj188CmE9eRXVT7u/ByccTS2cMxqmc4np8+mHlI/bjjNCQGfA81Jsw3inehQl5oMHOUyvm8hO0MvheFSo4iSQqbVzhxdNu0NORi4TokVmgXjMxH+wd7LPd7tHUapNWHisfhsw6EvT3mMHN1SiBwsfFnj62Q5eF6CVmp6P/CLt7uieiMArU4oEPLyl3YAaUJpfBenwRBoQQqDuDU2Qd9XxiF0sxiXH53r8nvNrSLbquDuwWySyDCe4Wh27DOiDodp3OBb86r05nnJ40H89L028vYOdpi2nMT8NCbMyCukKCqoqqetcO9hlWY0gGJHlniLL0fngIKbM/aycQXtZC1jZX/PRzyIBz5DixjypA4pVAp8dPtX7C8x1d6Tc/Tq5rfhZ+yrp5ou4j9PcFvPHtvp/LPoEBagGJZCTZkbESpvBQjvYdjvN84pFam42zhOb2CF2WVEVszdHtL1YVPJ1Z3tVKvDcq8Ih+tfTkHUF5tKO8Ae4zDaEgVUrZCn1qZxrofegm96vlbSaokzHOFKF5WBZ8tjuBqxs2qasM6lapGrKL/Dxc2oYOesgCQngGEujslMoGK37b+bfbzoaqkdqD6DJU5gJxWVBQGf8Z9vbKxadQ2rE7ohic6JsDFRq3Q93Lg4FDgKOzPCKv+Bo2buCzevwtCHnX/ax3T5KbC43Awri2ZxKv5ceIUzN+2GdH5eUyAokwJegxNZJ/oFYmHuqqFgFmdI/DdhbN6SzQW9YzE8dRkrL56mZml0ydK5YLP9e2PPv53f+C10hgy6NZl0q1BLlXgr/c3MfGFSi7+eOdfTHtmPJ5e/iicPZzYQNvQCptCrsDHD32LdRk/Q6DHpDj5ZlqTRCljkEtkrEMgMfPlqfj7g8048Ocx5CTnoSCjCKte/QtF2SWY8vRYPPDSFNy+noLDf5/UK3j1HKXuHLn2fd3eUnUhM/dhswbqvJ9+pyvjzmJ1/HkUSdTljK48IZYJwiGWy8Dj8xFdnIMyqRhBjq4IdqxdBab7V8Y1b+lHXfLFIpzOTcYwv/qxoKFAFeZdX+h5eGBPbDh/A3JtdZnV0DkorXpCy+cZL07ZCfgoElVi3TnTSoPqsmTdHgj5PEgMGD7fqZCYN7pL7YT2m7mT8fhvWxCbVSdWcDnss10wtDdm9VXHivsiu+Knw+f0xopHh0TiVEIy1py6UhMrBrQLxlOj+qN3G8uXy1hpfZKyC5GUrb/7Ink5rdxzjjVLoOPnp51nWPnfy7OGw9XBjgmfFEP0voZSidd/24v9nzwOgR5T/cTMgmZ3naWsq/cfVZdpzR8TiVV7zmHnuRhkFZYhr7QC3245iYJSEWYO7Y6HR/dGfEY+9l6I0/vb6ddB3YFv4/mD8DK8NgEexwbhzmofXl0ZT5eK1uNq0SZUKaqbjyidEIBHIVNKwFfxkCdJhERRDheBHxN7NMiVElwu2oCWolJRjDTRZbRx7KvzMSRQuQvrL/D3cL8PN0t2QdnQL7ceHCQUVrCxL9+A2idu64zMF7vC+WgWZONDkCQArouSAGcVfLq7w+G6+jg3NuJ8MPsb2NjZQFqlLie926Cx3eAZteXYyzYuwWvjPmSZ7prxHT2GFtRmvTwVk59Ue31SZjllxOv7TT+wZAou7ruGzd/sVDfa4QC9R3fDw28/gK6D7z1PWaswpQPqEGcMJMrU7YB3OO8I7Hi26O/RD2cLzxv1/HJ5Ba6UXNUpyLBsqZKbaG5EikqI5WLY8m2xPXMntmXtqFeyR1lga1P/xq3yW3iy7eMY4NEPZwr1r/7Qs88VnkeZwjiBZ7jXUAh52lPaSTT6LfkPnCyoX2ctUapPZB/FfgoJR8qENA0dnTrg4ZCHEGQfiOgzCagsU09QIAHyHqoA144D4RA+OEIO5LeVUBQo4f6xPfhBVJWuwjBH4wwNdaLQ3oFQHxx+CFT8LoD8uoFP1rgTOJ+rgptQgqXdLjQq+fu2/2H8mZiLPxIikFmpqZFX6Q0nNGC4W0UpdddLHh7p1rPmNnc7e2ydPRdHk5Ow81YcyiQShLq6YVaXCHTyrBU2H+neAxtjopBTUd4ou4omKbY8Hr69UP/3QI86nZ7GLj9MmILx7WoFMSv3BmWF+jMj6p6/6pqNU4cXOyc7Zip55J9Thp+vVKG0oAxntl/CMB3ml5QtdX6P5Q1QG1JeLEKVSMxMMUlwIzGpbskeeTL88PxqRJ+Ow2t/PY8RDw5mmVOGOPrvaRTnGtf1csKi0To7w9Bn/frF3ayrXl2qFDJAAMw68icqVXJkMHNzNf28gvFOr3Ho4OqNy4UZqJC1bH/s7ErTF0FCPF3ROcAbN9J1xylaaJGZ0U2rSqa/06QxsFhxl4pSNC+jDLaHBvSouY3KKf995kGciE/GnuvxKBeLWene/X26ooNfbayg52y9FIXcsopGGS70fdgKeFhxuHGsIKN7ulD55piu1lhxr1Ei0t2ZtS6sn06d3+z649eZoTllT+29GGfU80sqqnDs+m2M6d1eZ7bUqSjjy8PNpaxSgkqJFPZCGya4Ualh3ZI9MoL/bP1RXLudhY8WTMCEPh1Y5pQh9l+Mx7lzHphihDDV1XUiBNzaRlMNY8WhnK9YV726yFXq72pj6gtQ8sQok9WeYwPsumG4z3PwtA1DVlU0pErjS3ctQYW8NkPZWFxtAuBlG45cse7jh/WT5RgZ93gcKBwEKJ7SICuPy0Hu/HC4nMiBy/FsCIqlRswq1OObu1WUorEPJUVMe67WJ8vF0xk/nP8E53dfwdH1pyEqESGgnR/zGg3rVvuZ0XP2/34UBZmFjTLnOVwOhHbCxo1gVMDVwzdx5fBNvL1hCYbcd2/5E1qFKR14Cs33ZNifcwDjfcehrUMYkkSUJqt/TYI8mzIqMxsJU1SuRkIQdeBrKd6MWoZ5IXOZKEVo2/dzRRfQy60ncsSGjUNp3+sKd4agz00X5FfVUJSqS64kD3Ju/cF0QvktfBDzMZZ1frPRSU9VCihKVajcWKfEhAcUPCWC91p7PBkeDxdeE+vSqUufOSga+FY1QglwqEtEtdBmAA5H+zFI4tSC9jfxaPhNFElskSlywMPHp6JSLjC41qHpVWW4Z9Wdg72Aj58nT0OIa33vMJqAjGnbjl104Wprh40z52DpwX1MaKp5LofLsgJEMu3Himbl7+WDezEkOMRa2nePQV1YzEIFbP5mF1sN69Q/HPEXEg2uhPMEPKREpTUSpmRSGX5Y/Bv2/nq4xbo6Px7xEp77fmFNhlO9bChVrdBErYUzbxkW+PetPgK5CWLIA0sm67zvYn56I1GqLqkVxZA0yGa+VJCOBw7/gc2jF0CiaLooYyoetub5MSXm1pbc6zr/OAgFbHLYWtA8lE6Dd1OssBMI8P28qQj2aBAreFxmSE8XXbja2+Kvp+bgzU37cTaxNlZQFgzFCurepy9WvLFxPwaGh1hL++4x/NzN99H5+/AVzBvdCxGhvohOyTVork/HaWJWQSNhijKYPlt/BFtPR6GlmPXBWrwyewQTpYi6+675a/+leAzv3hbpeYY9d8hri0q0i8udICoXwt5RorucTwX0cntA52tRt76GolRdSmWZUCnr/16zqqKwIfV/mN3me8hVLX9etePp877VTZFEv6cxeWR18i1DUZJxRu46xxpcDkqH+6F0mC+4Ijn4hWIE/BhL/jUGhyesckWparFuj5aAFsje3foK/Nv61rudxCoa/9BFF87uTqzr8hcLfsSVQ7UJKPRcGzsBqsq1i9lsrMgBvnj0B0SO7XZPlfZZhSkdeAo90cmpIxNDjDXK1iBTyRFdFo0lHV7Ed7d+QFy57q47BP34bLiNvQXWpPyFkwWnDApblqRAWoifbq9kyrmu7dJ9h3KPwJ5veCBNJYCmkCPJgZetdg+j4/knjCqPrAs9VqaUYX36RjwcMdfwyFgBKItUsFlWjMgd+gf8BuG46CzjUynLgKqtUEkpq04Fjk0fwO4+QJEFyKIAPWb2ta9PwcN4k0u9L8WhiZGYXU5P/hsr47rjp7heBp9HpWuUQXQ+Mx35lcaJZK0FmZjvfuiRJhmS+zo6Ye2MmUgqLsLNvFwmSuWKyvHhyeMGn1spk2HXrXjM7qIuWbJy7whTPUZ2xY3jMQbL8Roik8hw5eANfLznTbx73xe4fixa7+NpwKbxMajLd8/8ylbd2ECuhcJFbko+Ppn7Lbg8DpQK7RulFPbtK/bD0cVwrCjI1F/i0pCM+Gz4hmg3lF+fdLWmHNdY6LEkSH12/TDe7z2hRUUUF4EthvpqFzrKqsTYfiUGF5IymLrTOzQQ03t3QXZJGaIzc6HQU8angYy1800w5LY4Kipd64Xc0gpcTM5AQfmdHSvIxHzL/+Y1yZDcx8URvy68Hyn5xaz7H5/LQV6ZCJ/tNiJWSGXYdyOBZWJZuXfw93BGnw5BuHwrw+AiREOkcgXOx6bjh+dmYMkvO5kXlT5I/LG14Ws1O99xNrpe57Xmhsr23vxtL/PP1vW2KYuKOg46aYlvDaESwOpnYfvaYeg/MgphHRtbr9CpUS7joViWAWeb+qKBhqiSPeCw+gjjF9BJwJGrJDiVtxIjfP+HlkTIdUKIg3ahQ6KoQEzpAWRU0qKMCgH23dDZZSzKZXnIFdNcVv97pGMi2E0G3cv/JkLlzo4CSB0FSH2vF1wPZ8HtUJbBWEGLdZRBdONYDIpMMAdvrfHfL9e+aJIhuWeABz47sAwZCVlIuHSbiVKFWUX46aU1+p+oAqoqxDi2/gwmLNTe9fluxCpM6WFuyIN4P/ojSM1QxE/kn0IP1+54reNSvHz9tXrlZdrEk15uteniRJ44HycKWi5Tqi7UwU8fJFhlVGXCw8byxqZkKB/hon0wlivOM1kkJOg5N0pvQhgqQJ/xPXFxr4FSFxWQflkAuRzgN+EXwnFaAg6ncZBVSS9CVfxEvWwnleQwUP65OhPKWBQJzdJY08lGihH+aQaFKRpIuNvZ4Y0hw9iEeOI/fyK+UL+JX2vyTJ9+FuuSF+bmzi7E/G2bjHoOZWXdKmyi2GnljuSZbx5l5uSSStNjxb7fjqD/5F744vA7mNf2WSb46IKErwENVt+obG7f70daJRWFOvjpg/Y35WYavIMt2zCBVlVJxCMDdm2klBeZ1U2PnnM8+zbrqklC0fEcwy2iLcHS7iMg5DUONpeSM/DMmu31sp2OxCbhy70nTJpY3sotVJfPtFxX93qQL46bgz2WTlTHivu++wsJOXdurHh8RF+Ldclr4+XGLux1f9tsdKwwlAln5e7k5ZnDmTm5WGl6Vua2M1EYEhGKX154AFPe/o0JProg4WtYt/pid0Z+CXaciW6VrEXq4GdISKMML183I7N1qpHJ+Di5vyekEj7aR6Srb1TRoogK6Uk+cHIWM6EmxCFS6/NLpBkmiVJ1xakU0QXm50RCUaroIlqCQd4LwdeSyJBZeQPbM96ErGb+pkJSxRmczPvFqCWWCrEQO6/1Ql6Zq84uik1BaceHqIubQWGKw+OwMrgnv3iExYone7yM5Kjm9800Cw7w4OszLNYlL7C9P7sQr43/0KgUY76Ah9To6uP+HsHys9p7CPIlmhE4zaznxpTF4tO4L1jnvQcCZ+h8HGUA9XTtAX+7WjM94mLRRXbfnQpleCktfKag96vvFclQvq7nlTHULS8plBbhfysW1XT00Ps8FQfbfjVmMkWv1eD1OM7gOH8Ajv2cBvsigrJiJVRFjwAqWr1W1bkQ5rSabXp7Wm0EOpSznDl9sC5XNSVxEnw9DFje7xDLabuToCPG39EJO+Jj0WfVTxj+x6/44sxJZBvosGcs5EllDBRk7QW6Taut3L2ERoRg/ruzzHru1SM38fLI9yCpkuKxDx/U+Tg6bw2YGomQTvVN9I9vPMu6u9ypCO1toDDD40gfrEGFHmXGVWgHrpkqjKra7+mD3uPBs6CSQ98QZXHVxVlgi48iJ+LBtvUXAahD26/HL+CxVZvY3w0jhTnZDoZKf5oT8lnSlMSR59TITmG4U/FzccKea3EY8uHPGPfFb1i+/xRySi0TK8qN9FChxT87PQ0OrNy9hAd44qkp2j0CDXExPh1PLN8EsUyOZ6cO0vk4EqGHdQtDmF99K4lDV24Z7ETd2t2STc0k06jt5491xdWz7ZEU54/Y622wa90gHN/TC07OEr0nTFsedas2/zMpl+VjhA9lTVkyBtMe1X89IdcRo3xfRIRr/RJ2qbIKlwr/xea0lyFTVjWIFIThz1Ou5GLLpb7IL3du1lghdxeyDn76oC52Ae3U2W2UwRyxbBxy57Uz+LwWhwN4B3kyu4KZvovwSLvnsPqNf5CfYZkFhYoSkVFiHM0rbB20+6fdrVgzpgxQqahkHlCm+CRpBhYpolQczjuKiX7jUSIrZeVkmhMg/Utd/ahr3ZPVnfAaGpGrB9+44yABKcwhFFlVpht7G8ps6uCkrocvkZbgRMEppInSwOcK0NO1O/q498H1UsMm8EqRCqL1Uoi2SqHMV4FjD9iNF+DC8Gs4vvqM0eU2q973h4OTAoMnleLIFjekJdjC1l6JQRNL0ak3ZTtxwLEdAzi/DY48FlDkqD2lhEMbZUqpZDFQFS0AVIbboOvHnAITCnCmTQy97Soxwi8Vx3OCoVA1DrgkWrkIgZFtQqAs/xYQrUYHvhgdQoB/kzvhQp4flM0orGo6IhkDPSqrohy5InW3kcIq4JfLF7H2xjVWltfdR3uKt7GEu3sgKi/XYIYG3T+22sOKgsnZjHRsjYtBQaWIlQg+0LkLevn639EDRyu6qSipZB5QCgOtrrWJ57euJGHHj/swa+k0FGaX4NdX16rra9n/OKwjH3Wte23t8423W1yh7tR0B3pMk5jWoU87pMdlWvR16RweMbQz+zuvqhwbk68jtjgXNjw+RvqHY2JgZxzLNj/b6WROMvZlxEJhoQBMv+ixgR2ZuXpMSQ5yKsuZpxRlZTXMlKKOb9T5rVhU1fKRwoTzqimQr9KQ8Db4/uAZ/HHiMsSUjtxCmPqeskvLkUem5SoVikRVWH38Ev45ex2rF96PiKCmxYq2Pu6IyaLySwOxQqnC6C5ta2LF+aR07Lwai4JyEXxcnDCjdxf0CPazxoq7lPJKCfOAqmtwbgx0HMem5WLDseuYPzYSBWUi1tWOUA8bqEOkEv06BuPDBRMaPb+sUlwdK+68iQXtV5c2vkjJMa2kuxYOoi7VeoRyOEqEhGdDYCtmJW2ESF6I6JJ9yJfcBo8jQJhjf4Q7DUOKyHCjKl2kVlxCYgV9B5ZafOGgndNgDPdejHxJIjM6J08pyspqmCmVL07E1vRXazoJmktijh+KKx2bPVYoXGxQ2dkV9rEl4Gj5uOjVbJxtETmpF745dxqrrlxSx4pennA6mwe7xDLosMu1CBp/K6NQUbOZAmZBQOORkrxSbPhiO3as2IfPDy5j456m0KZzIBKvJDUyRG8I3T9oRt+aWHHtaBQO/XUCxTklrERw3IIR6Dyg/V0VK/6zwhR9gVSOViorhZuNGwIaZCxpEHKFZhuwkTh1OFctTE3wG4d+Hn1xquA0K0mz59mx62SQru2A8RZ6mSyGWRpdPlMkIFEXQUtD7znCpQtOF5zB6uQ/oFQpa/bjbOE5uApcYcOx0VtaqSxTMfNyeYqyJk5QxVzlVhl+27LOxB8nB8uXBmP5UvVnwK3uurvpZ284u8nw6pqn0HdydRcGnnavE7Z9ZXm1KGV61yXNflAWFnhBgKoCUJCBoQnHJL89ICcR0bTg9UaPs7h82BcVMpt64pQmI+qTyBMQlKcBkn31nrew/Q2cyzOu3TWV1hmbcVQXyjyq0mE2rou6whEFVPJ8enznVpxa8ARseI1bKhdXVWFDzE3svpUAkVSKjp5emBvRHQMCg+odRw927YZNsfq9gejRQ4LboKu3DyRyOZ7evQPHUpNrfHDo3/XRNzE5vAO+GjuBtYa3cmdA538yHCevA88Ad4R0VreqbojQXmj8oKbhNpQq7PzpABOmZi6ZghFzBmL/H8eQdTsHDs72GD5nEDr1C9d6/iLDTXkrdj5ju0RGpQ3fO/mJKJQ4s93CJQ4cwD/MB5HjumNryk28dmEX+z3TfzRY3p4aBR87R9jx+Kgy08T8m6jjFq16o6yo2W3VnUC97XQPWMvFEixavRllVeZ1BKR9drITIsjdFSKJBKkFJSaJU+G+HsguKTd7+7qgfXhj034ciLpl9mtQaR19PqZib9P0WFElleHZP7fj0KuLYMNvfG4uEVVh86Uo7LuZgEqJDO19PTG7fzf0C6sfK2b17YZtl2P0bpsePrBdCDoH+EAik+OFv3fiRHwKeFwSHVTs380XozChW3t8Mmu8NVbcYbEiMasQhWUieLs6NspY0mBrIzBbAKanbTyhFqbmje6NcZEdmGdUen4JHG2F7DoZpGuLFYFerhbPXjWF6lCh1WeKMqWoi6BFtsNRwtZOisjB8XAR+LMyvtjSgziU/SWLE/QfzSviyw7DgecBPoSQU6tuMzhX+IfBRkGmMMrnRXR1m8j+dhCoBQddflJb0l9h/5oHh2Vhudj44WRRR3AgMylWdPDwRFZ5OUolxnWa1FAwvQ0Ck2+CK1bUE6c0GVG5c0Kx9Mh+7Ekkq5JayEzd/pZxcyhHV3u2UGgqdo62kFSadhzUTXSgv8UiMd6e+in+Tv0JAi1Zr9TFee/qIzi+8QyqyqtYh77JT41FjxFd6/1mJz4xho0BDQlpvcd0Q3ivMEjFUrz3wJe4sOcquHwuyzzj8bnYu/owhs8eiFf/XAy+4O6QfO6OvbQwUaXRWJe2nglTGkLsg/FQ8Bx0dO5Q77FUZrcpY4vZ2yJvKQpWdMC527hhqr/uTkJ1IdHq77R/WSlga6ERpShjjN6DOf5OxkJBYm7wg0isuI1VSb/VE8Q0f5cYMFKXZytR/G1lPVGqzouo/zFrMKA+WdTNSCgrFuCfz06jz6RxhsWuqq2AivbdXKlfBQh6gOP2C1R5g018HT64njuglF4DikwrNWrjVIYto7fiixt9cSAzFMpqcaq7Rx5e7HoJA30yAUljY3/yp3qp6wV8HdUXPI6yjqjVuGHsjLAKrI2jQZpJu4YnekUitbQUe+MNtxXWBQ0MCyorsf/2LUxp37HefeSVNXfzBhSLq2o+7bTSEuxNTMC8iO54d/iomu+9p58/5nfviTXXdYu1/QOD8P0E9W//3WOHcSItpd4ESPPv7lvx8Hd2xmuDtJvmW2lZLh+8jp+XrEFKVG0Nf7ueoXj6m0fRrTpjRwN1Xvn9rXVmbys3Na8mVtBK19w37zfqecNmD8SKF35npYCtATt0q49fMu0kKMOrubJ9SXx6evkCXCnMxNLzO+ptRvM7yq0yd7BeiyV3f3PKDcwK62EwVmy/HIPSSnFTIgW6B/lhxfzpGP7JStMiBZeLLc/Pw/W0bDz007+wJGTc3BRRSmNInpArNTmGLxjaG+mFpThwQ3ebdGNiRWFFJQ5FJ2Ji9/pjxFs5BViwahNKqqpqKobSi0rY+32wf3e8OXVEzffePdgPcwf0wN9nr+ncVt/QIHz90CT290c7juJUgrqTlibLSvMvmaP7uTpjyYQhZr8vK5bjXGwqvt50nAlTGjoGeWPJzGHoHV6//Hp49zD8uMN8i+nswrKaWEEC2KIJxrWLH9u7Pb7ccIyVArYGdUIFO9/Q2N5Q9qCpcLlKtGmfhV4D4+HoJMUw72eQVRWNA9nk4dp4XiFSWKL0ynLvIabsALq4TjAYK0hoEyuoxNj8aOFn1wlTAj/CNwd/hgrGi/f03VEjoavZWbh/o2ljHrmXLTJeioDHzjQ43CiqyYAShziieGIQqtq7NBKliMoubiicGASPPemgKYVG1Go8qwCcRraFaFuUyQuFM1+eiuzbuTi++QzMhbIRi3NLcWrLBYyYU7/clryylo58F2VFFTX7Rh6hJzadw9RnxrEux5zq771z//aYvngCtn2/V+e2ug/vgrfWv8T+/mHxalzcp44rJEoRmmyr4xvOwjvYC49/9jDuBu5cY4pm4nrJDXwZ/w0yq+obsKVVpuPz+K+Y+XZdAu0DmIm5uX5Ptlxbs1Lo7Hh2mBcyl/3dlPrnpkLvu497JNo56m6NbCmoG+DvyQa6EGhBfFEdZPMfFkFygtrqoUWIPh2H2PPaB9s0aFDJEqCSnIVKvKeJW+IBPF9AtBJQmWoYK4eyche4Nj0Au0dN3nKIYxl+GHgI56f+iZ1jN+LE5L+wcdR2tSilh2c6X8WW0VswNfgWwpyK0cm1AM91uoy+nurncTlK9PbMxgsd1yLUsdign1VDvj53hv0qfpwwFU2BAuzlrPrvRa5UYsH2zfVEqbqT3rU3r2PRzq0oEdeW2iwbOgIfjBiNQOfadtBCHg+9/fyx/v7Z+GvGTDgJhcivFLHsKl2rpXTr2utXUSFtPUHaiprze67g9QkfITWmfvej29dT8Mro93H9eP0suTZdgtB/cm+jPOy0YetoXqygjKrnflCXg7daujaHRCkuhs0agE4DwpttM/T7qGrvgNf++AtvXdjdipHRNC4XZOBaYZbOWBFfkoczuSnYG2++eEJQNo2vqxNWn7jIhBRToPMeeSuRePLIIHV2151EfI56kc9Uvj94lh2fXz9k3KKgvlhxNbX+d0ilWE/+sRUllbWiFKGZbK87dx3PrtmOksrarILXpwzHsukjEeBWGysoC4tK8/58YhZWL7qfZb5Q2d62K/pjxT9nrzEPMiuty6moZDz3/Vbczq4vciRk5OOp5ZtxuUEHvbb+nhgaEapuSGAGdkKBWed6RzshXp0zkv3dmpU9dJ4a07s9uoVpr1QxD7W3Uv+RNzBk3HU4OJHAr8LerI9wJGc57hayq6KQI9a+4ErnvwJJMtJFV5FQdqxJghh1InQUeOHnSxdQUGV6rNgZH8cWZR/rYbh7d6Pne9oid0F7pHzYG+lLI5DyTk9kvdCViVL6KBkbgIyXuqK8tyek3raQBNijeGwAKts61WRdVYU64XRfISRetib7Uq1Ztp79MJZtXIKmQJYOND+sCy3WvTnxY5QV1opS6tvVE9YdK/azTKuyolo/w2eWL8DzKx6Hb2htRY6NrQCdB3bA1yfeZyWDNP4rzi3BgTXHdApxdNxs/3EfKsubZg/wnxCmEhISMG3aNHh6esLZ2RmDBw/G0aNHm217VBr2R8pa9nfDEjW6Tvf/mvw78zeqy1NtH6/JpOLW/Edykf6jnh41wMO4lQxtDPUajP+FP6ezzLCloO57cpW8WQUy+vypG2CWOFtr+aDW58hUKFslRvHrrfNjo+yA01sa16arJMehKpgMVeFkqIrnA7IrTVxRUQDSG1BVfGve0yt/Vf/rsMDsPXATStDJtQj+9sa3HO/mno8v+h3DgQkbsHPsZjzf9TJWDtkHB74Etjw53u91Ck4CGdaP3I772sSbbJpOAs+LB/ZYJAOjLntvJSCnokLvN3Y0JRlT/lmLPJE6M4MGiVTmd2z+Ipx89HEcfWQhbj79PDbOfBB9AgJrBpFn09MMelFVyeW41EAs+6/T4rFCqcS3T5MQXL+BAkHX6f6vFv6Eopz6nnGv/fU8W8XSnB9IrCGhytAkgh438kHzMx/GLxiB97a+gpAu9VfmWwz6nFSAV6AH5BI5SzG3NJIAIdKXd0LmO+2Qfr8HbpUX3mFtFnTD43CxP7Ox6HQsOxET9q3ExP2rMO/Y3zjnkARxOzGU9uaVZpIgcjM9B98fMG/F97eTl9m/8wf3xr0Elc+9ur5+ybk5NDysD0QlILdUf6w4Hp+Mmd//hfyy2lgxu1937Hv5MRx8ZSH2vrwAF999Dn8/PQe9QwNqzhXnb6cbzCahzJcrKdZY0bqxQoWP/jmkLhBr8HWRqEjzivfWHkBBaf0sTvKAiuygPl/zuFwm1tBYxJBgRI+b0Ld+hrcpTBvYBV8/NRVtdZQZtgT0Mfm4OUImV1hQIKv+3RyNgFRam6UvU1WhSGqi/UUrQoLR7fJTjW5PqbiAv5IX4e/kx7ElfSmyxfrtIwxBnQjXXeYzLydzWHlFXaK/sKf2bofGoHQQQBrgAIWb8R1QJcGOyJ/bDulv9EDG0m4onhCI7Mc7QC7kQmXDRcHMUKhs+ch8vgvK+3iZLE4d+OMoPp33HZpKwzEQZUWRMbq+xZXzu6/g6d6voDBbPa6kWDDlqbFYc+t7/JW8gv27o2wtvj31ISIGd6qJFVePRBn0oqISxahTTVv4+k+U8k2ePBnh4eE4cuQI7OzssHz5cnbb7du34evbNJNJbcSVx6NIqttYjwJLviQf/7u2BBEuXTEz8H6EOASz7KVXOizBrYpEXCi6iEp5FXxsvTHIcwC+v/UT0irTGpW5kYgj4Aow3m9ck/a5l1tP9HDpjqU3XkOBtOXbB9P7otJHMm83RjBqibI/ev3KTTKU/SqGqhQQ2LVO9xo6J1RV1K+vVokPQlXynOU3pjC/ZA3yGCgV2UDpC2hN6DztKJDj2KR1ECt48LNXr9K4CiX4tM9xvNXjDHLFDiiX2WBXWjtsTmmPCpn+gFUlN807RNvKz4DA4Hq36SvJq0t2RTnePHIQq6bUdt2kgWVAnayphsiUxv0uZIo70Mn6PxQrrh+LRn667vMtiVOUgj3b/wlEjuuBhZ88hHY9Qtnq1WcH3kb0mXgcX38GorJK5gE1+pGh+OCBr5B4LaVR8wUSrgRCAR5YMqVJ+0ylhP2n9GbdYXJT8tHS0Pu6fOgGirKLjUqhpzbHNKkzphmF1F+IzE87Avzqwd5dZORJ0N5WyupnthzIiMczpzc1eqzKQQlpOwlsEoXgVpruNReXbf53T8brOSVlWLKu6YL/nYbYArGiX9v6seLvM7pL8upCXf3e3XoYP86fVs/s2b9O1pS5MUDWip5BdyItHSsuJaQjt1h36TDNQzMKSjH2tVUY2DkEi6cPRocgb5a99NPz9+N6UhYOXEpARZUEQd6umNSvE15ZuQvxGfmNhEkaX9jw+cxbqikM796WZWxNefs3ZNfJ0Ggp6Lx/LjYNBaUiozqMklE8ixUGH8yBo7MIAsHd+5uguSN12qvL7fLT2JX5rsW2QR9jXLY/jtwmPyXzYml0fh6yysvw/N5daFVoLGDLR/qynuBIlTUil9KBj/wHw1AwIwT8UinztHK8UginC/ngifWfW8WipmWhUgOcniMj6t2mrySvLgUZhVj+1C/4YPtrNbdR12WfEC+dz5FLjSvNNfZx/1lhqqCgALdu3cLq1avRrZu6Y8Knn36KFStWICoqqlkCSKHEeGEnujSGlfW90elVhDmGMmWyvVM4u9RlaYcX8UPiT4gtj1PnUTEzYwVcBC5Y3O5p+Nr6GNxWRmUGzhSeR4W8HB42HhjsOQgeQvea+/Ol+a0iSmmgUODMd2ZG8fqw59mjt1svKFRy5tm1Ln2DxfZBckmOin+lkF6Wg3nC3wHZ63KZAsGdazMUVCo5VGXvaK7hjqLiB0Bm3CC6uaHsK22xxclGBiebEuY31d09D493uI65x6YgtUJ/eq+5kOG4v5MzRoaG1RM94wqNm9jR0OdIchIyy8sQ4KR7glEXMj83BA0TOnvrNtP/r9EasYK6rRjLlUM3cONEDL4+9h7rxEIxoOugjuxSl0/2vYUPZn3NuqawLCoyM5Yp4ObjwlLHA8P9DG6LPAqO/H0SpQXlbKAyZv4w1rJYA4llrSFKaSBBytXbhRnF6zsFOro5YND0vuz9k2cX+XjpI/uVMFbRfLciVynRzsWznsjx9iX1QLXRx1Q9T5AFyCC81fJvesXh88xnykqDEkkXJwzrGFq/BDPHuPMExbTj8UnIKimDv6txsaJLgBGxggN09Nc9Yfmv0RqxIqfYeGHnXFwaLn/xL359aRbrQEexokfbAHapyw+L78Orq3bjYkI6O/bocVQ26uFsj8+fmIxgbzeD20rMLMDei3EoqaiCn7szJvfvDF93dckTkVFQ1iqiVN3fj7uTHTOK1zdapmYOI3u0g1yhQIdgb3y96YTe1x017RLuZpSQw0MYUntdpaguRbTMnEKu4OBKahjO3aYmHE1b4Pn+wllczbkzYgVlX8GhwY3UlMWOD5kdn6lxkhBHlIz0Q8APMRAUWLbBhwYa23kHe6Lf5F71jvWkG2qvQGM8qs7vuoK8tHzmC2UM4b1r5zC6oHNIu55tcDfQasKUh4cHOnTogD///BO9evWCUCjEL7/8Am9vb/TurXs1QCKRsIuGsjK1S79MJgOfz6/5WxsOcABfadpb/uP2n3ir0+s6SzGEEGJJuxeQXpmOm2XRUCgVCLYPQleXLix7SCQWIbosBiJ5JTyF7mjv1B5cjjrNVK6U48/Uv3Ch6FKNqEUH8M703ZjkN4Fd6LZz+RcM7rfmfn2PE3AETDQzJZuJ9quzQ0e4C9ywUbRZ76mRjNrP5p1jf1/AJfAtdHiJNkhQ9ouMlATwIVBPUOxq7xfQSafOvy3J8DkDa443lfQUVFIK9PVbujY3coWw3r+N4QDlB1p8v5qKi0CBFQOO4P5D9+k87oTVv0vNv6bgamuLVROnQKlQsAtB3fcUcrlJrxeTkw1v2zoHpB7CnF3Q388fN3JztJb0kVg2NDiUvZ6u85gGzf2GHmcqln69uzFWOHk4mpSJyeGq8N1zq/DNyQ90xgo7Z1t8vO8NNkC5dOA6ZBIZE2Uix3ZnZX8VZSImcpUXi+AT7ImuQzqCV92dUSaV4ftnf8XxjefAo6yh6i54/3y6GbNfmY45r01n26VOL4b225jzpcCWD6VcAYXc+MEwl8dBz9FdWTnf6jf+0bsSLhFLcWT9KTbWPr75rN59lgUKwfexs0g0EVa7F2j+bUkm+3eqOd5O5iShXFIFG137QYeQA0BNfThKy2WH2VSXF2j+1bbZgzfjYcO7uzLSLPHe9eFiZ4sfH64fKyqlUigVcghN+Kxi03Pg5WBcrGjj4YI+bfwRnaE7VgwMb8NezxorWi9WuNjbmPR74ahU+Pifg/j95dk6Y4WDkI8fnpuGhMx8nItJZSVvlGXVv1MIyx4qF1XifFwaykUSJjb1DA9g5YBsP+UKfPLvERy8nKAWtcCBEiqs3nsWj47tgwXj+rDtHroUa3C/Nffrexz5oymUSpNMzGm/+nYIZOV83289pXdeIZFKsfeCupPlwcv6z02u7uVwdpQDyqZXUXCqX0Pzb0vSzm54zfGWKrqEKmkF1eBY5LVVCh6uJ4WrY4+er9/Q2Jpu3ZcQD5u7JXtZs5/Otih6sjMCvomqMV5vSFPmlM7ujnh/x6vM7oEuBFXWkDZgypgy4WoS3PxcjXpsYAc/dBveCfGXb0OpZcxGY8beY3uw17sbYgVHZV6bMouQkZGB6dOn48qVKyxVjYLH7t270bOnbuPNd999F++9916j2//55x/Y29s38x5bsWLFyr1NZWUlHnroIZSWljKPjjsBa6ywYsWKlTsLa6ywYsWKFSuWjBUWF6Zee+01fPbZZ3ofExsby1Y1SJQiFe3NN99kteC//vorduzYgYsXL8LPz8/olY2goCCWwkuvcfDgQYwZMwYCgXZl8mT+KfydZlor5EWhjyHS3bTOA/tzD2JrxvZGt6vXLzhYFLqAGa3ry15yFjhjku8ErEtfb3B7lCk1MX8s9ngdgJyrvY6Utmussbjm8Q8HP4hBXgPZ9VJpGd6P/QgiufEG2E2BDs3SL6pQdUjB/L91Qar2Y6vvx28LN0NWJW9RAX7hRw9hyjPjoJKeh6r4GePSbfmdme+TpaBMqUPX3sboHh+Az2ue9NTWQq7i4M9bXfFdtHaDRVrNeS8oDO+kJ0FixqnMycYGffwDMbdbD/TxV6fTP7NnB86kpRqVV2jH5zOjc3sb07LRqAvKPzeuY0tcNErEYnjaO+D+Tp3xUER3uAhtjXoNOncaOt+ZA51TyTi2uYWpOz1W7Pv9KH568Q+T3tMrvz+DQTNMa3ix5ds9WPPOeq3nFyr3W/r7M/jisRVaV8I0uPm6YPYr0/Dzkj8NnoKMOV9SUq/KBJsOevyzyxdgzCPD2XXqEvP8wDdZB5qmkvNyG4g7OVrEV4oypd617Yh3xXGQtKB1Ou35yxEj8HB4b5zLS8VTpzYajhQqoEdJMOIyLFeaSdlCr/dug08up0Bq4TbtdzpNfe8OQhv0bhOAOf27s3+JF//ahXNJqaxUzxBCPh/7li4wOVZQd8X1569jx5VYlFaJ4eFoj+m9OmNmv+5wsTPONNgaK5o3Vmw/G40vN1CXNON5b/5YjOxhWgfTv49cwc87z2qPFTQWemQc3v1zv97sJQ9nBzw6NhJfbzpu8BxE2UlLRrbBV0dSIFVofzRt25ShF50LX5k1ApMHdGbXC8sq8egX/7KSw6YyasoFeAcUW8SCkDKlgpMWIi1sNVTclswi52CQ10J0c5uKjMrr2JmxzKh5hZewHfIliUZtYculPsgt05+N09Sx9R2NQgWXkzlw35fZLHNKB2c7dB3SCVOfHoeug9WWDu/P/ApXDt8walwltLfBn7e+h62DcXMBDSV5pdj58wEcWnscZYXlcPVxw7j5wzHpydFwcnO8a2KFxWuflixZgkcf1d+WPiwsjBkT7tq1C8XFxTU7SXXg9IGsWbOGTVq0Qam5dGkIfYCaD7Hu3w0Z6T8CKp4KG9I3sy5wxuAodDDpC6qUV2Jb9g69AtH67E2QcvUbJRUpipAovs32l0rwjIG2qWu75vB31jrkKwpwf+AMePDdIedY9vUNUX5UDJWRcxs6gciqZBapETbGkFfddYHDjg1l2bcAn75PA8/jeACqq81SREuilIB/bwlTUFK6sVxnYKRyBoLL40FiRuopDUYPpCRhb/JtLB04GE9H9sPjkf1wJDXF4FCAtvxotx5wcWhY2G4YP4ELlgweyi5NRd/5ztzXawnu9Fgx5YmxUMlV+PX1v1BVblyscHBxNOnzE5WKWItimVim8xyz6uW/ISnXHyvykgsQfTIBKpmSed+15PlSw4rn/0D27Xw8+sFseAV4Qlops8jri9z5kLOce8sNjkmUsoQwRecfQ102CeriCz6XHRvfxJyElLoAG3g/3mInXE/NQ3NAwoxEx0TzXkUTKzhcM2NFpQRH4pJxMCYJL4wbhMeH98WC4X1w7FaKwYk5bfnhwd3NihW+bi743/ih7NJUrLGieWLFA0N7QKni4LutJ1EpMe7YcnKwNylWlFdJ8POu83oEIhWWbz2FKpn+81p2cQWuJeVAAbVvlTHQNnVt1xw+33QCGUXleGbqQPi4O0MsU1rk9e3dygC+zKIOryRKqXhNj2MccNlZ3/DjOODy1fOK88V/VG9b/zuy47khTx5rlA+jTMFFdoUDZEaKTTT2vueEKaUSUplC5/iE2SWwZgNcs8YwJVUynNl2Eac2ncfCjx/CnNdmYNaSaTi/84rernwEh8PBfYsnwsm11g/OWGjc9dgHD7HL3RwrLD499vLyYhdj0roIKuGrC13X1GU2F6N8RjKD8cvFV/Bb8hrIVLoPPAeePTo6dzDp9el19b0mZS0VGmlmzufwWbvZ1kKqlGFX9h5mfE7eWSKFZbKluFIulDb63xf7Abfg+bDzgPaY8fxEZnxcnFeKTV/t1Pt48niJGNoJKkUmILtu3EZ4HoCcWoHevV1DWhIBV4kL+X46A7irndqv452hI/Hi4f1mbUMzsfzizClE+gegb0Agvhk3EUsP7odcqWh0CNIkkyaVk9t3xJIBg83appW7I1ZMfWYcxj46HKe3nsfXj/8MqQ4BSWPo3X14F5Ne/9TWCzpFKc05JjfVuIwZgZAPRSt26JJUSbH+s60sWyqsWwjKi5qeLUWQp8qd1kuml3sA5nfoi6zKUhSIRVgdf17v4+l80dcrGJmiUlwvyjJqGz4VrqjgFBnRicqKIUiTcrFXx4o3po7AaxvJc9F0NJkoy/efRq82AegdGojPZk3Am5soVigbCVS0dkVPmdCtA54fM8j6Rd3DsWLWsO6YMqAzjl5NxPt/HYRUrnuBwNleiMjw2sY5xnD0WqLe16Rjz1gzc0G1L1RrIZHJ8cf+iyxbqn2gJ8oqjVv4MYiKJr8Wei0L4WfbBT3cp6NclgeRvARXizfqfTzNDwPsIlAmy0WuOM6obdjzXCFWUOd0/d8pnYuiMoIhU7SavfSdAZ8L29vlOhcDnaqbBDz77WP47OHvzdqEUq7+Lshvk7KmIoZ0wmt/PY8vFvwIhVzRaH5LHp1kfD589kAs+PBB/JdptaNzwIABcHNzw/z587Fs2TKWLrtq1SokJydj0qRJzb59IU+IgZ4DUCYr09s9bnrANAi4pqmGZfJyZhpuism4LshU3ZTyu+biZMFp1nXPUlQcEcNunECn+SNB93GdOFCUtcz7HzitL4bPrh085qcX4PiGxmnTdYk7n4h2Xet3VNGJcDQgi7WKUkYiV3KQXemIk7nqARyPo2QrGG62DnCzs8O0Dp1wf4dOOHPkCCa274Afr1xEYnERmrKi/uf1q6y0b2qHThgS3AabY6MRV5CPUkr1V8jBAwf+zs64v1MX9PT103v8Wrk3YoWtvRCj5g5FcW4pfnn5T52Pe+SdWbARmhYrSvLKjM7QNASZqpOQ1ZrQWGv/70eZSGcpJKZls7cIYwI7YHKwuhSFyKksw+50Orfr5nphJrq5+xv3+gHtcTulzCpKNQE6n7s52sPN3haTe3bC9B4dcfrYEYyPaI+Vxy4hKb8JsYLLwT9nrrGSvkk9OmJQeAi2XYlBQk4+yqokkMgUTJTyc3NmZXfdg62x4r8QK+xsBJjYrxOKyivx9Wbd3eOenDQANgLTpl/0mlwuB0oLnONvZeabVH7XHNDmd5yNZl33LEV6sjs6di+3SCmfpQhzGoj2ziNqrlfI83GrXH/ZZ444Dr529bv66qKt4yDkSRINilJMuCxxw5lb7fGfRqECv1gC+7gSdlXFBWsy4+rpDBcPJ4ycOwRjHx2Gk+dOYNjMAVj30RakxWov+TMGHp+LbT/sRdfBnTDywcGs2c2BNcfYeK2iWASpWKru5BfkyRZBO/Vv/5+fV7SaMEW1hvv27WOeISNHjmR1jV26dMH27dvRvXv3FtuPcb5jIVFKsT1rJ8tMoomv5t8ZAdMwxmeUya9JHeyaKkpRNgiRVpmOO4VKhXo1qimoFCrIEpUo/0XChClSjXVN7hWlSiiyWy569hnfo971LoM6GRSmtizfhUmPv8PyaAxmQfE7AnJaLadL64uNdyqahYQymRBPnBoPJUUOAB1dCvHFwEx0aPs7OJzGnXJ+mjQVM9b/A5GMCmXYK5nUDpcypy5m1QYgEr/GhLWDE6X4q1Qsm6qtu4cF36mVuylW3P/iZEgqpVj7/ka2+s7jcaGQK9nAY947szB98QSTX9Mr0L3JohSt8NFRfvtaCu4E6HROA66mouIA0mA7qJxaviuSIYb61m/PHOkZZFCY+i3hAv4dMa8m41IfHV28ke8gQXaJNVKYS5i3OzYtfphl3DWMFd8+PAVzVqxjnfXMmaBT5tTllNpY4epgh5Gd28LJVsgWEnuFBLDtW/lvxoq5o3pBLJVj5e5zUKiUrGMeZSjRvyRKzRlRf6xpDD6uTk0WpdQNKTmIT7ecb11T4FSXKFqK6Cth6Ng9lf2m7xRxKsShT73r/nZdDApTV4s34wHHb4zyBfYQhrHsqnLk6nwMfR5lVXbYcqlvzXj6P0f1iZ5bJYffr/E1Hfkk/g5we74f/n7pSfC5jWPFO5uXYnH/11lnPVr4M21WATZGjDpVm/nm7OGEgdP6wMHFnu0SZVMFdzQyueE/Qqvm80VGRmL/fvPKbywFiSLTAqZghPdwXCi6iBJZCdwErujn3heOAuPMwhrSy60nhFwhJErzTriUbUXQT8ASWVd3CiRKEWXfipngVLZcDOcXbLWKU/TY4jerWqziLSDcD6ERwTXXs27nMAM5Q2QkZENcaQ9b4UhAcpROQ7ofLPqBkqitopQBmJEnrTRAiec6X4FYwUMH1yJ0dStg96vKPgDH5T2oZFFQVuwDEA6VaA3CXKZjx4MP46uzp1FQcgzv9DyBg1mh+DGmF6RKTfG9/pCiCUzFVVV45dA+HE5Oqnf/wKBgfD12ArwdzDs3WLm7Y8Xct+5nRpIkWBdlF8PD352lXtNgwxwGTu8LO0dbNugxBy6fuRexCYuqFcv46mKJlXgSpeiNFc4zLsOoJWnj6IYOrt4111MrirEl5abB5yWXF8GWL8CogHAcybql15vq+5hTEHjzmG8NP1sADvtArJjCrdxCfLzjKJbNGIXozFzsvx6HtgDWnr6Cqb27YuNzc/HdwdPYfyPBrGUiTawoEVWxUr5jccn17u/fNgifzhoPL2drrPgvxopFE/vh/iEROHA5AQWlIni5OmJs7/ZwdVSXlJrK8B5tYS8UGO1hpS3Lj6DTzp1SHmzpvRCV2+PiiU7oMzT2jhCnXAUB8BSG1lwvkWYhrvSgweeVSDMg4AoR6jgAyRXn9GZDXShcC64RU/krqaH/XVGKqD4YVBwOisYGgCtTMlFKGuSATFTi3eNH8OGI0biZl4u9cbEgA5/fr13GjC4RWHHpM/z+9r/YfyUaefcFw+FmMdwOZIJT3ZDG0GHG46vnH2RITqV853Zdrnd/z1ERePXPxfDwc2umN3938R8vNK3FWeCE0T4jLVYm+FDwHPyessbk59pwbdDDpRsuFF8ya9thDqFQ8pRIrLiN1qah4KTIUqLkczGkV9TijWi9DLJUJVyW2IIfyGWPpefIYhQo/VIMWWzLTbQWfDCHbZ/SKslL5vDfJ41+LqVhcuyWss58UFFWmT7z4Zbs7nF34yKUYlKwluO46l8oFSmA9Cwgp/LS96Cq+A4q8RcI5rjj20hHqBSUaahCe9ermNcuGgcz22BbajjO5QVApSOMUOnH8DZhkMjlmLt1I24VqoWwupzPSMeczeuxY848OJrYXcnKvYGrlwumPTveYmWCT339KL554meTnyu0s0G/yb1xYqP+rE5ddOrXFnKpCjFn4tHaNFyFlHvboGBhEMRdzBP8mpOXIoazWEGlva9f3IXtqdFGP5fH4eLV7iNZZ75KuVSvOCWjhidegMpeCcFtoVWcMoMNF24gtbAI525nwJ7PxVuRbfDj4bP4ev8ZuDvYw8HWhh14tHquMnGSP7RjKPPKeezXTUjMa+wZejE5A/NXbsTGxXNZRz8r/z3cnOwxe7jp2VG6ygSXPDAMH/x9yOTnCgV8DI0Iw8ErCWZtOyLUh1krXE/Kxp1O7LUwlBY7YNjEKxAIlK0qTg3wWsBihVwpxaGcrxBfdtjo53I4XAz2fgKZldchVVbpFaeUelwYlUoOy5aKzbJm5RAqBz5EvTwbfU7rbl5HSnERzmSkw57Lw0dBoVh+7gw+O3sa7nb2cBzvjOwBnVicKPFzQNlgXzjcLILj5QLY3SqrycBqCGXU953Qk80tl456DynRjaugbhyPxpLh7zABzN7JPOH6XsIqTDUTw72HMpFpQ/omFMvI7Fo/lLJJpYOT/Cbgask1s4Wpxe2egbOdMypkIrwb8wEKJAWt5lEljVWg/CcJeK4cyHNUkN1sLNhIzymQP1MEji3AdeNAWaGCyjj/xho0gYfM40zFxtYGzyx/FG26BuHPdzfgyD8nWbaUMVC9f8d+4WxyCYQCHhuhKvsIkJ4yYS2IVjAs2HHKdgYg3op7GxUdONV/a46p6s9QVQgoCutNcp1tpLg/NAEDfTIxeu8cSBW8RuKU5toj3Xpg16145iulDZpIppaUYHNsFOZ379UM783Kf42Ji0YxkenX1/9GQUahUaV789+dhVmvTMO5nZfNFqbe3vgyXD1cUF5cgWf6vIrclPxW86iShAhRPDcQ3DI55F42kITbN8tyN6duhzYT36qQx8fbPcegvYsXvo06ge2pUUirMBzbCcpr6+7hDzu+AKFOHtgyegE+uHoAJ3OS9O8GmWc7KKFwU0BQrM62tVSyw7SeHbH9qnHmuncr9FGdv53B/taIgJpS8UJRJbuYeww9NKA79t6IR3xO4wUMtj2lCmmFJdh2ORpzB/ZswruwYkXNjMERENrw8d3WU8grMdxcgk5zT00eiEfHRuLEjSSzhanPH58CN2dHlImqMPfTf5BVWNbqHlX6yEr1wYHNAzBpzukmvAqnTjc90+BxbDDM5xl4CENxLn8N4sqOoFRmXNML2p6PbUcIuLZwswnE7JAfcDxvBVJFF03YcyoBJFTILnXB3hs9m2R4fl/HTtgSp79U/W6HPq+zGWrRiMpvNbexWFFVyS51UdrzUd7PG5UdXBD80TVArmosTlUHi2nPTcCx9WeYr5SuK5GeSwAAokRJREFUcr+sxBwc+OOYWZYQ9xr/4by+5megZ3983eNzPBm2yOBjSTzyt/MDn8uHA99849j3Yj5EbFkcHAUOeCH8OYsalutDnqlE6ZdVyB5bhqzBZcibU4HKLVJILypQdVCuVZSqi0oMVt5nqihFuFenP46eNwzu/q4mPXfxikW4djQKi7q+hL8/2ozMxByjAy6Vz8xaOq3mOocfBq77anC8jgM2A437ednNABweB/i90WQcFoLj9CL+G5g+KvKzF+GXQftgw1Mb02rgcjjM++Hb8ZPR3sMTm2Oi2W362BhjfJaEFSuGGDV3CP5K/pGlcxuCxKPgToEQ2AiaZDK+uP8b7Nzn5OaI97e9CkcXEoOa/7uSUTbUowFIWdkVSWu7If2Ljigb642qCCeIBrlB0t6h2WowvG3VZVXTQ7rCW2jaZ/d+r/E4m5uK8ftW4oeYU6yEz9izEHlKPdFxQM31MGcP/D7sQZycshiDfNqohTJdcAB5oBTTBnXEwqF90CtEe5dSU1gwJBLPj/tvdBRt6vy57jejiRVfzJmIdj6ezPDcUKzYetkaK6xYjol9O2H3Rwvx4aOGs3ZpLBvm68668DmxBVTzeOTzf3ExPh3ODnb45qlpzLD8Ti8uLi1ygEJh/l468tUecZ1cxsCBZ5pf3Aif55Euuoa/khfiQuHfKJVlGn0mosyoSI/ZNdfdhEGYHvQJHmu7DkH2PZlwZYhOLuPQ2fERJKTMwqaLAyBqQgeRJ3pGYsmAIfgvYE6sULgKkbOoA1Rkq1BnYkGVNFTC98Y/L6BNlyBmeF73/sbbVmH/H2QHY8WaMdXMkIk6df/bl3OAGZnryl4ScAS4VZGIQmkR+rhFwonvhHK56SpNqawMX8Z/jbc6v4FQhzb4MOI9fH/rRySJ6vsfWBJplByFiyuhktYmsMhTlOzSEpQVlrF/n12+AJlx2SjKUndbMAgH+O6ZVZBL1WmwxpoQa7poLfz4IQya3rfxy/J8oVLSPhnxelXbaC2ecgb076hwPCCIACp/BZR1uwk5AXYz1fvl+CzAsZyRZPMhaLWSxsG+mTg28V+sz3wcp3PcmddCv4AgPBjRDQFOzuwxeZUivR4MdE9BZdPNna1YqQt1hhn98FBs/mYXbl9P0Zm9ZGNng+gz8chLK8CQB/rBxcsZpfnqc6ApFOUU4/UJH+Hb0x+ife+2WHnjK7x735eIv5jYbF+MuK09st9sC5UNtcJRD9Jk/kLIAizXmUkfxdIqwAZY1msckk6VIC/PuN8x7emyy3shq26xbqxHCwlOlKmztNsIjA0k14r6+Nk7o0wq0VvSx+ACG0VX4XTLAbJKpd79HBsRjq6BvvjtxCUUi6pq7nOytcF9vboAylI8NbIfpK3cwdEYBFxuzWfeGtDnOah9G1RJZew77xMaiJn9IuDvqo4VBeVGxIrypjeNsWKlLiSOUve/vw5fQXwGddhT6Szhu56UhezicozuGQ43RzsUV9SeE4ylsFSE577fgt+XzkHnEB9sePsRLPllB6JTdBtuNw+a92lYcArtkA0ez/xzXJVCHVOH+TyL0uwMiCqN7+J5NOc7KKvHuIa65WlQZ2YpMdBrIdo61XYH1+Ak8IJEITLq9WJLD2L9uRHIK9ddQkyf4IR27dHNxxcrr1xEUVXtceFsY4OZnboAJeV4rt8ASO7k9Lg7IFZUdXBFxrKemJhpD050AWuO021oZ0x+cgy8g71qxlt6M9JVQHGukXPXexyrMNVCkOfU5/FfsY5/2sQpmUqGQ7lH2P3r0zYiwqUrrpfeMHk7zDBdpcK2zB14sf3zcLdxw+ygmfgk7nMLvZMG25OrUPRaFVSkh7TS+FEmqc3GSoszoa2nCpCJTRdIRj08BNOeGY/2kW2r0zAVyE5SB2i/MB+10R3XzbhOfUzJo4Cg64TlDHjtAZenNttVOcwHpBfY5AL8IIDfFVw5CWt7oFIUArIzAL8DIG9935jGYZBb/X5118O3BF52IizuHYzn7SZrvT/QyRkpJcU6JxxUlqMRsaxYsTRPf/MoXhn9Pmt8oW0gQ14F23/YC4VCiZWvrGXdRM/vvmLydihbnQR26jL4wfbX4BnggSe+mMe8DpoD8l3NXRJaT5Ri6FlFtDRSZW2suF1muGxSA30LkjrPNZZpIV0xr10kItzVWU5ypRLpInX5X5CDGzPQdhXaGdWpj7p6VThXgV+hfbLhbCvEjpfmw8tJnQk2b1BPXErOQGmlGIHuLugS4AO5XI49e/agsKISZ5My0N7XEwk6StFaNVJwOawUjj6v1oS+kak9O2FSD+2t2wNcnZFaUKI7VnAAf9c7zyfNyr3BkpnD8NTyzezcoe0QJA+0f49dY9n9y7ecwMDObXAqyvRFajq+KRRRl8Hlz0yDt6sjXrhvKB7/eiNaFo6RApUKQW2Ns+TQhUJVOzcokqSZ9lzQKr1pdHQejW5uU+Fjq17AUKoUKJWpPb1cBH7gcniw5TnXCFj6oHlkuN9tZJdpP2+52Aixf96jNU18FvTohfOZGSgVixHk4oII79pYUVBVidMZ6ejo4Yk4Lb6rrQlrkkQeXqrWjxUyJwFG/G8MpnbopPV+nxBvZN7K0ZkAQdlUGhHrv45VmGohOjp3wNIOL+HPlL+QJdZuIKggs9NqcYlEqR6u3XGt5LrJ26IJDT0vpyoXvnY+6ODUnpmip4hSLd7lT3xKDmXBnaOma7KfmpOj607j4JrjsHUQIrRrMCv/o24LhJuPC+773yTMXDwJHKmxBur6Pr8ycGTRQLUwxeEIAGH91RQVS1UDVAXjoeLfqauznDrvs5WPF449QF0UdTC7awROpKXovJ8GgXO6dmumnbPyX4dW2j478Da+e3YV0mK1CO0qQC6rjRUkSvWf3LtRpxdjoEESPS/jVhYCw/0RMaQTOvZth4TLSUZnkBpLZS8XKNwoW/LOQG6G0GQqO9NiWMc+O54AHVy8kFJRhBKpugOjp9ABCzr0xZTgzsxryiAcQOGk0DloKxNLEJ2Ri+Gdwth1AY+HAe1C6j1GKle/5ylf/4FK+Z3RxbEhmiYoRGuPLOxtBBjRWb0ApY37+0bg1C3tviEETeZn9rXGCivNQ+/wQPz0v/vwybojSM7RntEj15zHVWCi1JCIMJy8acT5pgEkFJ+4mYTU3GKE+LihV7sAdG3ji9i0XHZf64wnG7bNUOPkUgW/wEKjK8Ir5QLIVVzY86Tgc1UmmYtbiviyI4gtOwA+x5Z18iuWZkLCKi8Ae54berjfhw7OI5BWadh/mMNRIcidfFK1C1OlUgnrPjcq1LEmVgwObhArFOpYMebP31DZyqKPvlihvFNihUCA0WHt9HqJXtp/Tef9tAg58fHRzbR3dxdWj6kWpJNzR3wc8QHe7fw2nmr7BIRc/Z1a4ssTMD9kntnbWxb9Hm5XJLEf7wvtFyPAzvKtt2WxCrPkTb5A3T6TYaEFc0qf7NC3HSu1awnxSyySIPb8rRpRiijOLcVvb/6Dz5+8DfB0n6SMhwsodK/WqFQKqErfrL7W/BMt86HApie4cbwNHwgkKLl8DXBcm3TQcByXgMPV7b02JqwdBgYGafUOodt6+PhianvtAd+KFUvQfXgX/Br1DX648Cne+Od/TATXx40TMXh+hWEvQ62ogKd7v8LOZRQr3t/+KvNEsDSStvakBpn8PAGn9nxuqdwqGsx2c/fX7+1kAWTV4leVQoZrRVk1ohRRIBHhyxtHcSTrFto5N+4SpBU9u0vnpvSiEr0ZV8u2qFuVGywdbEU02Rm68HKyN3gckKD0+ewJcLG3bZJd2QvjBrPX0sXITm3Rr63uWNEtyBeTejQu4bRixVJEtg/CpmWP4K/XHsTHj01g3fv0cfVWBl5/0PwO5A998jduJmezWPHN01MR5ueB1oEsLurHE74NB9yOIsiGlyNT4mbQLzZd5IY9mV2wNaMndmZ2x+b0XrhUGMwa5GhQqZQsi8kYb6emoBG/5CoxcsSxNaIUUakoxpn835BUcQ7uNvUFJH3ilC7o3JRWWqo3Vrx2eP/dESv03O9t72A4VggEWD5uIlxtbZs0vnhl4BD2WroYOK0Peo7sqtVniuasHfu1w8iH/hu+j4awClMtDJ3MQx3bwIFnD4lSf7pnlaIKrgIX9HI1r92sRCnBV/HLIVFI4CJwwftd38GzbZ8G15JfO4lSJpy3nDwc0X9q75oVf4aFzns3jsdg+nMTLL7Sbyp0Hj/yzwVcvrQE4Bg54dCJEuA2LgVQyWKgLH4BqtwugMT4FrR3JjxARUHSkM+KH7h2k8Fx/VL9HHYxBWdwnN8Hx0G/2EvlNb9OnYGHI7rDhserV8P+QKcu+HPGTAj51mRTK80fKzpEtoWjqwMTwfVRWVYFDz93NvgxB4lIgjcnfYwqkRhuPq5YcfkzvLX+RfDqLiDo3VkjHiNXmWRq7iqwxSi/dpBVd8ghLDVEPp+XikfaR7b6oJu2vi8jHk91HMAyqAw9mFvO0ztId7JtLGDGZuVhybrd6PHWtzgaext3MzwutT6XGDwOfF2cWPndZ7MmgMfhsueZApVFvjN9FOYO1D/24vO4WDF/Oub07w4bKuGvRsDjYkbvLvh14f2wscYKKy0QKzqH+MLJ3pb5oemjQiyFl4sjhnfTnQmoD7FEhsU/bEWVRAYPZwf888ZcfLZoksm/MUvAHVwC3uAiuPWXYfh0X2B8HrgdKiEHF+cK27AsKF0id0KZN07kh6NYVrtIKVfxkFDugwM5nSBTqn/PGVU30MNthtFeUc2HCrcrTiLSfQ7LoNKHUslBRpGH3ljhLGwcK2Ly87B47y50+OEbHEq6y2MFh4NSidhgrPB3dGLld9+Mnci820xdrHIRCvHhiNF4pLv+zqtk8fLBztcw9elxENjWClh8Gz7GPTocnx1YBhvhnZNR3ppYhalWgkQnY8WlZ9s9jQcC74Mz33RfG5FChDOF59jfeZJ8lMiK0cc90qjn8jl8CLn6V+ptB/BNStQpL6zAuR2ml5wYw8W919CuVyi6Dm79bBZSwLetuACO+6omvpINIBxV7xaV5DRUhTMBCa1otHawtAQKI05FHICr7rjIEQ4Fx30dIBxmWg6F88vg2M8x6qG2fAHeHT4KFxY9jTXT78eaaffj3MKn8OnocXC00Z/paMWKJRGVGleeKxaJ8faGl/DYRw+xkmJTIH2mvKgCR/5Wlx9nJ+WhMKsYQ+7vb9TzBQI+7Bz1xwr762X1vaUMUCIT43B28xixH8+5ja6uvoj0DERrQwPh3emxWD20thNTI6pH17wC3YI4lWM0LDs7m5iKB1esw8GoW3qzkO4WqGTIUBc8utfVXt2FakiHNlj71GwMaR9qUubUi+MHY1Y/40rwbAV8vDl1BE68+SRWPXYfVi64D8defwLv3z8GDkJrrLDSclRUGdf8hkSlz56YhOemDYK7k2mdu+k0UlYpwZ4Lsex6ZkEp8ksrMKZXuFHPpw6B+rIQjcZWAY6DEhwPBcp9SnBKdbPecJBEpmN57aFsIE7R31VyAS4VaTKP6p8YVOCgTGaHuDJfdj214gK8hO3gb9cVrQ1lbSWUH8O0oI/1xnLKlrqRHqzzMbTgOjq0fqw4lZaKGev/xr7EhHtjVqEyMlbY2rG/h7UJxcYH5mB4m1CTMqdeGTgUD0V0N+qxQjshnvt+ITZmr8Kn+9/CJ/vewvrMlXhp1dOwd1LvhxWrx1Sr4WvrY+TjfMHn8jHFfxIm+I5DTFkcNqZvQlpVulHP54CDqNJo3CyNwuXiK+y6schVcnbRh6ALD4IILmQxylavJEuNScPc4Kcgr/bRMBZKrWS1yhbMtKLXSovJALhkZkeTCTNr1B0WgsN1qecnpSp5sfr17oGZBoMH8NsC8hg9QpsKHLupNdc4Nt0B/qcAZ13ta+iFC1RtAYwUpjTQqtKQ4DYmPceKFUsS2N64EuyA9v7gC/h48PUZmPnyFFw9HIXVb/6N29dSjDpVkJh++eANXNx/Dae3XtDb2rghMqmcXfQhTKyEML4CknYOJglUzcGt0nwM3vk95HWysYyB08DXwlID6MSyAnjbOYJfbeSqbcMcEQdciW4Bf8HQ3nCxq20LLpXLsWTdHmYKewdXY5gEZWW09fZATFaezu+Abp3cs3ZxisrpPpo5DhvOXgUq8qpXxPWVuQDbrsQYLUxpoGy1geHGldlYsdIckPeTcY9zZUL2Y+P7Yt7o3rgYn4bvt59GfDr5EhmGJvznYtNwNiYVR64lsnMix8jxqEyugMwCkwVOh0qDYnOe2Bm7MiMQ7pyHIPsi8DhKFEkccKU4SO/ekjh1u6K6m5okFb/dfsgMnyn6TOhTsdy8gl6rSJoGB747OOBBpeVzpM8kp9QZRSLdTRce7xUJF9vaWCGRy/H8vl2QK8m18t4IFnSeb+fugeh8/bFiWsdas/Luvn74Ysx4/H3tKpCbz+Kxvo6E1LRkU2wU6+ptCg4uDug9xjgx67+ItR6llQhxCEGwfRDSKzO0ngjogPe3C0AbB/VA50bJTaxP34iMKhO6ztXxqhLJ1W2xLXHSIWNSZlCqVLHJi+PDQhS/ZnoLWktz83R8/RJBIyEF++Tmc7h2JMqi++Pk5gBUUdcSpQFRhrroUaeUquqfZHUGkcNCwH4hVFV7ABVlGwRBpSgAVM3VUlQzYKeSEnH1frdEkFIAjs8Apa8Aqgot9/MAni9gWytMqeSpUBXNBaRUh/+BEf5aJJxqbzpgxcqdTLueoWjbow2Sb6ZpFc9JUArpHIj2vdWm1xf3XWXd+lKijFu8qEGlws0TMSgrUv8G63UE1D+X1/2SmqeSsKICXHbkIW9JKFqbSwUZkJkxYXi39zjsS4/H2TzdzRHMwdnGFuuTrunNauI6ctA+wg1pceUQy+Ss5FihUrJJ4oIhkXhsSCT23YhnpW5BHi7IL69kHfmaA5r80HjdQShg+0ID/5YQvyhj6smR/fDahn0QSaRahSsq45vco3ayQV3zHl25AWVVlVgWGWqwfJO+g+ySWn8XK1buFjoGeaNDoBduZRZonYzTuSLM3wOdgtUL46ejU/DtlhNIzDK+Q6mGK4kZKBWJa+YEFphZ1Ak0df/VQlAVuCHGndtECiGuFQexS+Pt6UaqVE+PM6tuQsUzfWF5uM9iJJafREblVVgSIdcRUSV79e6/n4sID/YSY9sNR1TJq2OFUh0rHu/Vh112J8SzUrdgF1fkV4pQIm6eWKHpTe4gEEAsp1hhmXmoIeg8v7hvf7x0YC8qpFpiBYcDP0cnTK/TRY+6cT+4eT1KKyvxSXBb7YtEDRohZZXXegxbsQxWYaoVWRi6AB/Ffgq5Ul6vWx55QFGW1II2j+B6yQ3szNqNRJF59b50AiiXW+aHo5KoINouhSCUB64XB4pcFSp3SiE+Kr8jkneoxbSpOLk7YsLCkazul7pg7V55yCKZUyTYjXxoCFTS9QaEKQWgSAfH+wwg3g8oMwGOG1TCceCIN0GVPxgqJhJpXtihzqnewji+BI7DE+qMAMl5oJjMlI1LDW8aNkDpMh2iFJ2lOoDj9iM4XIfaQVDx04Cy0IRTGJUCWluxWrk7WfLr03hx6DLIJLJ65ycSpQQ2fLz4y5OsO9+6T7cg5kyCWdugluIl+Tom5FQewFWLEcac62lMXz7SAzaZEvCKZJB7CFA+wgOiPi6WczBvAizF38SY5Wpjh1mhPfFwu0gsu7QX65KuWiRzilbVp4V0xeFMKqHQ/XokQiXbFuD0m8/jQNQtZBeXwdXBDmO6tMOWy9EY/slKJhJpoDIyroWzuzT8b8wgLBreh8WKC0npeOr3rZCYmKlsDuTj9O7WQ1pFKaK9rye+e3hqTQkdxYrFa7ejUFQJvpHHHT3My0ndrcqKlbuNZfPGYOFXG1hmUt1ueSTa8nk8vP3QKJyMSsZvey/gRrJ5i3V0Tiku170YbdI6BkcFTkgVVBV8QMwF7JTgBIvB8ZFAGe0ApNrXCUIqcNqLwO0gblJTg9q91IeqpnzO1DOoLdcJXV0noLvbVBzJ+RZRJbstlDnFQUeXUUgqP6v39SiTKtD7Ai4s2oi9iQnILC+Dm60dxrcLx8aYKAxY/TMTrDQ4CpovViwZMBhPRfZlseJ8Rjoe3b4ZkuqOf82JDZeHN44c1CpKER09vfDzpGlwsKmNFU/s2o6CykpTZhXwdjDgDWnFZKzCVCtC2VDLOr+JTelbcK30es3tES5dMTVgMjZnbEVMmbqO29wBL5dD9dU03DX/hMNaN6uAko+rUHXgzhChtKFUmL5js5ZOg6C63p3KVywhSnH5XLh5u2DcghGAioQpwzDRxf6+muuq8m+hEv3Y+IEqdeZbs1CxXH2ccOwAyRlKukbLIAVUBbrvdlwKDi+gzsPPA4pEk09hHPsHmrCPVqy0HuG9wvD92Y/w21vrcG5nrUdfnwk98PCbD7BOoFebkPFJQjqPx2WdTXWdR02peit4IhgVg9zUdVF3IOYMwJ/o2L+mGcKBzHiLDOJp1dbD1gEPhHZjwpQxkOhCxtoafjh4Bj8dOd/ocbrEG0vw/aGzLAvOTsDHucQ0yFpgokFI5QoUVuj2XHtp/BD4u9V6cV5IysDtvCL2N9+E8tH7Ims/XytW7iYoG2rNKw/ix+2ncOImZeKrGdi5DRZN7Icftp/GxXgTs2nrQAIGLQKzWKHtFEipsT5ScP0lAF8FVPCgTLUFRA3Hauonc3uWgxMo0So0cXuIoFByoMq0BZzk4PUrBceu+ScgHCjhZ1emHpqaISj19pgNHkc9r7hdftoiohQJZPZ8N3R2GYekchqfG4ZElwc613pjfXPuNL6/oPYcrkuFrPlixTfnzrBv2k4gwJm01JaLFUoFE5l08erAIQhwro0V5zLSkVikzhykEj5jmVnn87ViGazCVCuTUZmB1MrUercVSAuwPXMnYsvimiRKCbgChNqHIL7iVtN2UgXI05So2m+mT9Idin87X6REp+Hw3ycx5IH+qKowLpWVlH/m+VHHl4oyF+i6Qq5AYLgf3tv2KpzcHKGq6AeV9JKeDCceYNMPKpUMEO+EqmIVoKDjoTU+awVQ8TWrr79z1EceUPkrYDuo9ibZxWpPKWMDHJUCtgFspzfXTlqx0uxQKV/ildqJBpGTnI+172/E9WPRTRKlbGxtWClg1CnzF0I0yLxtUDHYzaQOfHc6IY5uiC/Jx/aUKIwP6ohKucx4Tyr6j1PbdpvHrpOXlBKhTu74efAsuNjYob93CC4WpOsUvEjEosfIlArsSI3GyrizSC0uBvemjUnekZaAykK+3X9aXdJ/hxhY0efz+4lL9XyeLidnsEyRupkjel+Dy0GIpxum9urcjHtqxUrzkphZgLgGflFZhWVYteccLidkmP26dB6zEfCY+HUtUYutiFAJ3oAScFwU6oWM6qEkP7wKilh7qBIaZJc4KHSKUhp4vSoAurQYtDzLgUhuXuMCF4E/CsTJiCs9jHZOQyBTGmtzojmL1/pSkRhFtyqhgKtNIKYEvg9bnhMCHXogqypKp+BF/lOB9j2YCLQjIQ6/XL6AlOISkz0VLQFt88uzp9g70ZcR3NKxYtXVSxgcUusfeyErg91ubKdeemyoqxvu62RdxLA0VmGqFTmRfwqrk39vdHtWVTYyq7LMfl07ri1GeA/HKJ8ROJh7GLcqbtcrFTQZFVC0pNJsn5E7jur3kZOUi5zkPBz+6yR+fe0veAV7Ij0us763St2ncTnoPbY7QjoFojCriLVVHz1vKCpKKnHjuHpi2H14F/QY0VUtXhF2s4CKX6qzj7S9rgKwfxCqogWA7ALuDO6kL1kBSM9ApZKDw9GcrkyZhHEA4RBwXD4Fh2ta9xl9qBQ5gIy8AziA4P/tnQV4U+fbxu8Tq7u7UVqgRUtx9+E2xhi+wZjLfxvMhblv3wZTZAwZG8Od4W7FKRSoQd09aXK+633TtEkba5tU39+ujDQ5OZqc57z3eZ776QpO6G6yeTMY1dm94iC+nP9jjdcTbyQj4Vrd735bO1hjzIKhGPfUSGz+fheunYwFX16/i1darqfHHqQ5oQp5SYW5SC7KxZbEq/js8n/wsrbHnfxMnWdK8rl+nsEItXdDakkB3CxtMCEwEvmyUpxJT6TT9HAPQC/3gMpYMS2kC5bdOAEZL9ceKXgej4Z0xexDa3E6QzkPYY6oUVsrNxVRSrV/TsYlolyugEhYsVdqIY6SKfu2DcTSycNN0zWsgtS8AlxKVJZMdQ3whps9KxNkmI8tJ67hvT/21nj9bmoW7qTU3ktKha2lBJP6ReLhAZ2x4VAMLt99UE3w5SGMzgPslDcMSem38onyH2G7YsiLheCTq0y3BT3z0DQhnfmU14u1PcXly1LpI7bgAI5n/AI7sTs1LNd9Xc0hwDoKzhYBKCrPhLXIGeH2Q1GmKMT94st0Cl/rTlRoUsWKCIeHcC5rXYWIwmst5WtnPx6zNv+N0/frLkSakqYiShHIfiNdCEljEOK/RajNzR0y5YCAIHw6dASsxaaLFSkFBbiYSsb+HKK8veFu0zpjBROmGgmpQoq1ieu1vleXsjvVj8pZ7IQseTZ2pu7GuZzziHKOqp8oRdI810ghv990Tir1hq/yVFH9kZ2aSzOmdIlS9GMKHpcOXkNwhD/+9/tTtPWniq5DIum/hblF2PTNDhz+6wSKCkoQ3NEfY+YuRkTEx+A4hVqWjzLjh7NbDL7sCCAjWVXmhJx8yfo2vkl97SHHRO07LIkG8J3+jxAvLrs3wUm6gxP5m25NFLngiR9W2V61dRKAtxwNzv49cILWGUgY5qOspAzLX1qp9T195ytdCCoaWLr5OiM9IRN/fb4VRzedRv/JPaGopyhFUFgKlQ7STbSMrzbw6hfVFX9klBaiSCY10NUJOJ2egDBHd3wWPQaWoqqL1z4eSvP3fGkpVtw6gx2J11FYLkW4gzue69AP31w9Qq8BKjOsOKXJ+eudh+Jwyh2czVATIs2QWEtKdSxEQpSo+VU1q0hBswKUg43uQb74wcBvxNpCjNfHDERUsC/8nB1Nti65xaV479/92H8trjILjuzbUR3D8PaEwbC1rLp+YDBMQam0HF9uPKT1vbpoyKpTuIeTHVJyCrF633n8dzEOQ7qG1sxCdCoH56z7nEGWLwgthjyZfO85cKElENg2fAaPYVRxy7j4RbZLXf9Wz2IqKs+GlCPX3PqjRXJxDFwtgzDM6xWIBFXnBX+brvTfMnkhLub8g9v5hyFVFMPVIgjRrrNwKoNcF/BqGVbKTn393J/E2pg8nL1f+2ZZtY4VQqGGX1Vzga/I/FUJUz18fPGNgR8JMXB/e8BgOi0xjTcVuaUleOO/fdhzRzNWjGkbhg8GDoWdReuKFUyYaiRici+hRG46kYAYphNyZXmQC5TiR3pZBnal7KZiVbYsp9bzVBTzKFxZhsLV5qs/NgWCWnhHKGvja558SEleUV4x/Nv5ICn2gc4BHzEf/uuLrbhx5jY+3ftWpT8VIeFGMl4Z/C5y0/Mr7yTfv/UAh9YrMG7RE3jqoxJw0kPERR4QOAMiP/CKHKB4nXnMzDW3UCnoSI/VogSuiSAMBMeppVWLuwPCEECuuyEANXG3nmzS1eD5UvDZs4Dy29WOlwIo3QFengg4/6m5rgxGPTm1/QI9N5kKUnZMyE7NQblUeS5IuZtGz2tuvi7ISK77XXWC5H4pIGrMPB796ffGoqv0gAhGBeVlaGPvgjv52TpvJJUp5Pjl5ilcyryPVQNnVPpTEeLyMzHj4BpklRZVfvpeQTa2J13HhIAIOFtY41BKHG3j7WRpDX8bJ+SUFWPdnYua6yQ2/Q0jcmHcPdgPx2/HG10C11QIcHGERFR1WRsV5INgN2fczVD6TGnjiQHRmBhlWp8QYkI/79e/EZeq2R2NPN91ORZJ2blYteBhaubOYJiKo1fuorDUdNfrwopBe2ZeIc1EJNzPzMPqfefg4WSLtJyqEjuBp5SW71VmSlWDnnrtSQfmcgj8yqgw1ZRRiXLpZfZwEypjYvXwUfXT1t6QiAhGUr4IThJ/5EjJDQXt51M5ZDif/RdSim9gUsBnlf5UhOyyBPyT+D8Uy3MrP58jTcatgkMIsx8Ka6Ej7hWdQkEJh/j0dhDIg3Eg2wPrrpw3e5YSOZ/19PHDkcR4o0vgmgqBjo6wUIsV0T6+aOPsjLhs3bHiyageJveUKi2XYcamjbiVVTNW7LgVi8TcXKyf8ojG9UNLp2lePbYCssqyTOoLIa8QG6pnR5GLZiJKiTgRJILaDZiFS21QtKahDLDrTofebY2eVpsopYKkybr7u+Kxt6YY7PB35cgN7P/jSOXfxFvqjdEfIS+zQKO8QV6RgbB12XHs2RgNzmoyoEgFyq8DpfuAol+U5t9m+2mTkxkHzu51cPavNYAApot6lNFZjqj2gtTAPhODN4efVMlmoPymDmFPAcguAaW7Tb9cRqsmPTGjTh1HdVEuVZ4D5OVq50KSEKTgqSglthDDwrp2scIj0J2WOhNszuWBK2ma4ncXF7UmCgbQd1FPttTb2gHPduhLBSx9nMlMwuaEK5V/k/KB+UfWU6FJfQkkK4qwOeEq2ti7YkpQJ6SWFuB6Tho1W//pxkmUKTTvTMsd5fUumaQdCiv+JU9fGz0AL4/qpzdWmpP6lEYMjwytYZauz2xXLBRgXJeqduGmYuvF64hNydA6WCMDjstJqdh7pW7dMxkMXZBOnarfsymQVYhRGgK1ixRcVB4yusfDMrIUltYVA2bSMc+IefqNEkDU1hRd9cxLR0elV93R9DY4n+Nf6TlFftLlCqUHVWyBB2QKQ12yOdiL3NHDZSb1jNLHg9IruJG3v/JvBS/HluTXUSInJY9Vx4BkRRFi8/fD2cIfJdlP4dv/IrH5qgibbybhp/NnzdL5TvXdIjd4yLM3+w3E4r4DzNLNz9yxYlQbzXGjVC6nD12IBQJMCje99+C/N2/gRqb2WCHnecSkpWLn7dYVK1jGVANSWF6I3al7cSj9CArKCxpy0SgnHj08tWFFtHMUTmcTA2ndKPJ5pB9Pp4OVpmRwWh0yYHvsram4m3nbYKAjAye9pXo8D5m0HJ0GdMAf7200uOyty/Zg1Pwh9Dlp1Z4Wn6F72RyQduP/wBeqmxSbSyQSAhZkveTEdRKc1cPgRL7Kt+zeAl/wfi3Nw01Bsdoya2lWJlHu40pKdwJyfb46cqBkA2D3AkwJX/K3gXUX0Gk4q3EmXS6j9ZGfXYB/vtqOHb/sR15GfoMum2SFkixU8ug3uScO/3XSKPFMFStQzoMrU4C3FDQpA3QiID3Xvh/un7lkcABF4qS+knq+ousP8Yn67tpRg8tec/scHg7uTJ8fTLmN5CLd3ipk3b68cghZZVVZcjov/IVAubcM4vuSCsve2u1vYvY9uF0IvQBu4+6CKdER8HFyoO+9Pm4QPtx6sFbm4aagWCarXGZtbS2HtAvW+Hv3lVtIyta9r8ky/jpzBc8N7w1TsunsNf2RguPwz7lrGGMGUYzRusgrKsWa/eex6dgV5BSaNwuJa1tEvaJUmVHlwQUQBBdBnCfEEN8O2F8QY3AeqVKSZdq0LWtJrHg8eDAS0q6AhwCx+Z6IzfeAkOOh4ElsqDrPtrXT01G6UkYqh691R5zOMnzNfzlnCyIcR9Hn9wpPIV+WpmdqDj9f3IftV3zr1XHWGIgYNSxYGStCnV3xSEQkfO2VseKdAYPx7uH/amUebrJYUbHM2n6fhgWFaPy943YsEvP0xAqex7qrl/FSL7VGTCbgr2tXDMaKjdevYEJ464kVLGOqgciT5eHda0ux48GuBhelVPAV/53NPg8boY3Oi1hezqNokxSKMkWlYGNtZ4WmCLmr+9rwpfS5ofMh2Y5KU3IdJS6hXYJxft8lo5Z9/7bS0JRw8b8rEIp1p1pyHI/RM2MbKBDT6mkInJZBYPdSlShFS9weA+f8J2AxkKQiEdWnAU8DFUIY51LLj2l2leRLthtYZwVQsqUO62doPcgFgr4jqACIKTqDUQ9y0nLxTPQSrP90c4OLUioUcp6eW4n3lJ2zrcGMLSJKUcc+0mvA2xYKB1GTEqVUGVCzjpCyaWMuYPXf/ScXwx2cPHEs9a5Ry04orCqlP5mWAJGuepeKdVMXpQwhdyuH1L+sTmV9yrv/Cnw/cxyeH9GnUpQiPNqrM1YtmIr+YUGwFIsgFgpNmo2hD5UQ5mJbu0zbW2maZRg7L93Uu85kELft4nWYmvT8Qv2RgueRlt8414GMlkNWfhEe+2QtVuw9a35Ryk1KRSn6XO30Ras0HGQ4WHAJ9mIrgxmkvNq/NsKm6Z1DYsUz55WNqap+x0QAEdSIDNlSMjbSvc0kS8rdMhSJxReMWnaetMoXinhPCegNXR3ryfM4eMsVDQHZD+UKHj+NmYD/9e5bKUoRZnXqgvWTp2FQYDAsRSJadtZgsaJi4OdqXctYka1pWbA11nCs+Pem6WNFWpHhWJFa2JBdKRsfljHVQPwRv5aW79XXiNwUkCFEJ8eOOJt9DnJeXrlOqmwi6TU5CleUaX6miWZM1QrqX6t7OxQKBUYvHIbdvx0w6naOhZVauYuBaUM7lsDVs6EMAhVA2QHw5fGA0B+QHgVf/K9S4CHHURwGWD0GzvFHZTZc8Sbw+Ysb8B6WDHA7oxSPCj80YvJqLewVpNbewO+IN8OAXugBKNL1ZkxB6Gn65TJaFf/37G80A4n43jUqFb0hejzUFYf/PgmuXF5ZmqxOWaAlcsd7oKibA8l3h10JyZRq/DhXHwydBcnF4vSQrth4N8aos6ZEIKpXcxNDKJzlKHOSU+2fk3IQJoghKjN8eUcHNjfuIiEzhxp/E1+pzeevIy4ti65lmJcrFaiIcEVixb/nr+HNv/c2XKSQK3D8rUXYduEaPtlRVTqvi5sp5PysaUBuKIOgwISePCrc7W31ilNkAORhb2fy5TJaF59uOIjU7PwGKbvlgqsypaqjaiPUxy0MB1Kv0rJkVWlyc+nUVldi893h6qb7BgXxmYpwHI1rubuMmp9QzfzcUKxIz3dAUVlVl0NzQs6j++/dwb3cHAQ4OOJIQjz+uXEVt7OUsSLc1Q2zOnbGT2PG01jx9/WreHX/noaLFQoFLix4Cv/euI4PjmpvAKDO9YxqsaK0xHCsKNMcF5sCDxtbpBXqjxWetq2rqRLLmGoAcqV5OJ9zoUmIUpW+U9JsvB/xNvq69gZKlaKU/L4C+d+VIeuZYurPrQ7pWNfSWfTVHPiGeqFdz7ZGnUlzM/JxdvdF+jyibzjkMt2lcZa2De25IgBfuh98zjzwOU8AZTuVpt3yOGrUjdy54DMfAl+eBM56EjjH7wCBR8OsGp8HrvwSUPSjcdPLqqWHi0hXK31GgBwgVPoDmBLOaorBjCnlNAxG3SCG5Mf+PaNVAGoMiDiWnpSJZec/w7BZA2tknBZ1s8f9pWEo6u5IRSlCgWXT9JcyJW90HoYgO2d0dvEx6qI7R1pMO+oRolz9UG7EoK3WkEMjBHhrHuXhUsjtjbsRQi58D1yPwxO/b8KTKzfT8re49CzcSc/Czkux9PVxX69GcnYeJnbrgK8eHU2Fl4Ygr6QUV5JSsPygfusBFTEJVVnMhEBXJ1oWqAvydfZzqbrzbyomde9g8C745KgOJl8uo/WQmVdEO+Q1VJkt51Ku09hcJTKllebhj97PYLR3F6OKikvkTbuxkjHEF7ngXqELveerrmuoDkt/90VwkvjCy8o4f6ISeS7iC8/Q595WEVDosdyQlTesITaJFfvuxGH25r8xb+sm7Lh9i2Ye3c7OwrZbNzFryz8YsWYlkvLyMKV9BP5v1Fh4NJCokltaipjUVPzf2dNGTX8hVTNWBDk5622OQt7xdzRdJz4VD3eINBgrprZXdn1vLTBhyoyQbKSb+bE4lHHYKFGqt0tPPB/6DMRqHRnMBSnjSz6UhtJveeRPlCOldwHSpxahaL3UPF7czYC7lxNoZljPMd3g6uNs+AM88P7UL1GUV4TeE7rD2cupsuNVde7ftTCuXa/AH6aBA0jJm/SE7knkd8FnzwSvKAJnORKwGGBA8DEdvOwawBvZKbL8Gl1HFZz1NAP+WDw46+kwOVYTAFG4jn0kAMSdALIfGYxaQponXDp8DTt/OWBUptSQGf3w/pZXadamuTPmSRkf8c+ztLGAjWNVurzcRoj05wKVVxHqnVGbWAmfObiZl05jxWDvUHhaGc58Iaf+Z47/gwJpKYb5hMHd0rbepQ7+NlouktVmKQuSQiExLBKSj+yMicWpO4k6p7mXmY05v2xEUZkUIyLbon94UK06HNaH6/fTkVtsXJnSjQfpdB1VTI2O1DtwJzH5kR6dYGrGdWmPMC83rfuIHPeOfp4YHml80xYGQwXpjnf+VjL1lDLGT+ih6HB8vWgcLMTC+vVJ4I0bV6SU5MBKJIGtqGnaf5geDicyg3E6KxB5MuU2k8OSVmqPA6lh2H6fp7EiyLYnbETGld3tvP8+yuSFCLHrAxuhs07TdEcb40q+A9TK7uoD+f5si72B40m6Y8WdnGxM37QBRVIpHgptS8v7GipWXEtPQ06pcbHienoaXUcV0yM66vXHIu/MiDR9rJgY3g7tXLXHCiHHobOHJ92PrQkmTJmJg+mH8cLFl/Hxzc/w733j/G7C7cPR1akLnm7zJIScAOQ/c0CCR+yKu7SL3JYfdqMwp2rQ35rZs+Igrh2/CaFIiPe3vAYrI3y1SovLsO+PIxBLxFi6bTGs7Cw1xCnV806DhoCz6K9H+BEAAm/aUc40kLIOQ/XQPKB4AL74T/CFy4DSvQ1niK7QbTJYE16zNE8cBVjqykwiAlEPwGo8TA3HWYJz/gOwGFbNU0AAWI4G57QCHFe7bmYMxo6f9+ER34X436B3seqdDUbtkE4DO6DX2O54Y/2LEAiFEIrqGCsMNYzgONy7mqSMFcv2oCBfGSsUlgJkPuYNXsy1CiGqOn/fu4TzmckQCQT4qe9U2IgM/+5L5DL8m3CF+m/80u9h+hl1cUp1YTo+IAIDPEN0XswTDxcfawdIBHpuIpCPcoDM13BXXXIxfiNFd+MOArleT8ktwLqTMfjp4GnsvxbXYCa3ecXGZ2uTNcovqUr37hbog0ndtGcmkX3fPdgXY81gQE48uVY8MQVDOrTR+HmQZT7UKQy/zJsEiaj1tP9mmIZ/jl7GyCU/44mvN2L5dsNNKQhRbf0woGMIPnl8NAQCgd4MQr1kSGgpn75xxZ2CNLxwfhX+SjiFgnLzel41LTjcKXTHjgeRWBcfhXUJ3fFfWjhSSx2w7f4FXMpNgIATYpzvBxALDHshyfhS3MzfDyEnxji/DyERWGmIU6rnUe59MDAgUHes4Dj42NlTf0BTQM751zINxArSXbCgAH9cjsEPZ09hT9ztBosVuWXGxwryVc5Tm767tw+mto/QuR97+vhhohm68lmKxFg76WEMD2mjOargOIxpG4ZVE6bQa4bWBPOYMgO7U/ZgXdJftfoMOalHOigvoLo4dcY77d/C7tQ91KicdNTzsvREWlk6zcLSR2+nnrh16C7u3IuHwJGDRW8RBJacxnIUpTwyViizVfR1qWttkMHdzl8PIKJvO4R2DcaP5z7B3LDn9X6GBPrYs3H0OfnMb9e+wfble3Fow3Fa/hgY4Y9xi0ag59hu4BT3wWdPrRBl1I8jOekIAYePgJw5aHAKv6CdR+reJdCiYnsURsyD+DD5AsLAWsxfDAiqsgNoOZHDUkAcAuT9UTUZZwtYTwdn+5zZBCJO4ADO6TvwxORcRso4OUDcFZzQ3SzLY7Rs/v5qG3763+pafYZ0F40aoezw1mtsFP7vzMd0Pkf/OU076vmGeeNBXKre0mLC0Mf64fb5e4i7cE/ncogikZ9VUOnBV+4sRkmEHfKGuEDWxgatFXLjaMPdi4hy80OEsxe2DJuPobuW6f0MudC8lJUChIJ+Zu+ohVh75wK2J15HkUyKMAd3zAjtiiHebXG/KA+T9q9AnrRUw6uFDEDIsj/uPhqzDq81uJ68rWlLBr/ec5xuR107P1mIhHSQQr5Lhi49yHJ8nR0Q4Gp8+YRYKICjtaVGrHhv0jAEuztj7fEq82EbCwmm9eiIZ4b2MptA5GBlia9njEFqXgEuJSrLRroGeMOtgcogGS0L0nnvq38M+6xV/w31aq+0NSDi1JrF0/HH/gs4cPE2pOXlCPBwRnJGLsrlcnCuMnD+peBs5eDLOPD3LYE05W9pdI9wxFok4RanI1ZUOAnlyYrM5qPXXFBUSygg5+stSWfR2SmQmqBPD/gRq+/pv84nwlNqyU10cgL9zMzg33E5Zztu5R+ETFECF4sgdHQai2DbXugwsACT/vqTlrKpC0A0VggE+GTIcMzcTDpKNyyfnThav1ghFNLPykmsMDAtWY6fvQMCHWoRKwQCOFlaacSKj4cMRxtnZ6y+eL7ydVuJBI9GdsKLPXqbTSBysLTEDw+NQ0pBAS6mPqDfgChvb7jbtM5YwYQpE1NUXoSNyZtq9RlyUidlfM6SqvKxABt/LAx5gj5U3eRW3FtNywL1cWDiKWTcrOpMw9kA9k9awmaqhC5HoBAg46V8lGe1fB+Q2kJ8XdQ77bn7uxn8DNFIhGonKxcvJ8x+bxp91EDgB7hsAl/wPVC6VWkCTgK6xUBwts9Ssab+4byuVoP1GMDYfwhO0h584Q9A6W49WVcVAdvqUUDSxciZc4DlWHCcZvYaR8wObOaDEz8KYC8453XgrMjd6YYxguSIyblQ2dKXwagLBTmF+P0Nw+JC9bK6wTP6wc23qrNlm85BWLz6OSxeXdV59JuFP2HHL/v1zuvMrhhkJWfrXA7JHJVJy8ELgNyJHsgb4QqFQ0VGZ0tohlEPiFgUX1C177xt7I34FAeRWraCu5UdXogYQB/V8bN1xJZh8/DttaPYknAVMoWcntkHebXBcxH9qb+VUQiUg0RtHXhJ7KrLYaxPO/L3Jw9DO293LDtwCnuv3tZZZqfyMiPiUecAkklsGPKJ0Z3CYSUR1/guz+0fhUeiI7F3z2788eQ0hHi40aymhsDTwQ6ekczonFF38otK8f2W47X6DBmsj4oOh4dT1XcvzM8dS+eOpA9VrPhw7X5sLjoOzq+sytycBwSeMgjzlBklJ10vIpMr0JnBScQXmYGb5q05ViQWV3WAsxMbcxOToxlWKmxELujlNps+quPn4IDNjzyG706fwOabN6gJOI0VgcF4vkcv6p3UaKOKesQKIqh1cPfAd6dPYlfcLZ1ZV+R7zlWU2XXz8jFq3mT6cWHtYCWuFis4Dk907Y7HOnTE3t27sXHKI2jj5kazmhoCLzs7eNmFobXDhCkTczr7LOS8kaajEFDvqUiHCMwOnKlzOtVFmo3IcApoboJm8OCLgLwvS+EiccHIRYPw39xTkF4w0tunlUETcVyrBhgSCzEi+7XDtROxOn1fiJjVfWRn45ch9Abn+DF4/m1AkQ1wDuAEtlWdDzk7gK9jG2miQhJhhpa9NdDAkbMFZzVcWebm+DV4xYd0+bQjYOHXFVlFKir2YeEnQJGN0k9LkWhg/vbgbJ/S/TanPIVx4jBwRnqz8eT3WboNfPE6gKwn2f+W48BZzwAnNCxGMhim4NCGEyiXGnExT8VvAT3XdBvRGc8vW2AwVtg6Gc5mUmVCVccjwBXD5wzC6Z0XEHvuDoq6O6AswAoKW7XLhVZYvqcO2Xoni6p4bCEUoburHy3v09VpigxQ+nuGGL0MbxsHfBo9Bu92HYHssmLYSyxhJ7aojBX2Ygvky/R0CSKrQbr0aRGlrCUSWIJDfklpg+U2kCyloR1CqSD0xfTRKJbK6PJJR8Dv9p5ATEVWEV11Xplz8fnOI7CRiOHn7ICkbP3l33ZWFnhySA+d74sqyurberhCbKQoRfx8dly6iQ2nLyM+Iwd2lhKM7twO03t1gptd680YZDQse8/HorzcOL84IsQSwZdkSr3+6BDd01acwx06ycElKs8jKnPzytM7ybgsB/Kh3cvI09IRY3264lhGLG7k36/9hrUCyK50FFfFCpFAAm+rSKSUXKMd+7TBQ44Am+5GL4OU6306dCTeHTAE2SUlsLewgJ2FWqywsEB+HTvK2YglsBJwyCttuFhBspRGtAmlgtB3o8agWCajy4/PzcGXJ4/jAs0q0hS/Pjp2GDZiMfXTSsjXHyvsLSzxbHRPne+TEn1CmKsbxEaKUuUKBbbG3sCfVy7RzoV2EguMD2uHmR07w82GxYrawIQpE5MjzaFKt6GSu3C7MHhaeqKPay+E2pJMD/0X+jKFDIfSDafxioI4yLRYCz34Pgt7dh3DnZh4tBbIPqV3hQScUSWL5Pw2+NG+Gq9Ne3U83hz7idbpiX8UMUnvMzFa5zxLCkvw39pjuHYylqbVdh3WCX0nRUMssQKEPjXX13oGULTc6G2sWBPl/92PAlkkE6nhshk4u9c1spQ4Wj9vrcwostgAhfQ6kPskoCCtWRWaiil5gNzN0yHEibqDc/wAnMhUhvDkGEvB5ywCpEcr9psCkOfSfc4XrwWc14ATty6jQUbjkHU/m5YPlxsouevYvz382npj6Mz+6NAn3GCskJbJaElyXcnLKsSJLWeVsYIDbM7mwvZULsqdREh7ORhlIYZvkDQ3VHeEyd1/Y1qYkynGBWj6USxs1wuPH9Vewk/KKjys7DDcV/fdUFLOtzXxKi5k3qfT9/EMwgifcFiJxPARaZrXku/AY22i8OMN/VkUwkzNSzyVp9XBJU8g+r1lDVpws3jMAI0sJWuJmD5IRtGfi/ypcfkzq7ciPb9Ao8yvSCpDUXYeFYUKSrV3ZukW5IP3Jg6Fn7PpuiZJy+V4dvUWHLudUFmSQroE/nLoDNafvoRVT0xFqKdxZsYMRn1Izy2iNyeIUKqPrm19EeDuhNE92qFziLfhWKEox+bUMzq9BvV14SPkkW6j6Tdwq0Czw1lLpi6xYqS35s3rKJdp2Jr8po75C2ArckWIneZYRB1i2r311k1cSHlAz019/QMwIiSUZgD5VMsCIt+BmZGd8cM547rVVY8VJ+cvROTPPzRorHiz30CNLCVrsZg+SEbR337+uJaejgXbNyOtsEBD2iuSyVAky4O9RIJ8NWNzdaK9ffHRkGHwr0XZnyGkcjkWbNuMI4nxlbGClFb+eO401lyJwbrJ0xDmwmKFsTBhysTYi+2hMKIVNBGaZgRMh0RQU43Nk+XhSMYxXMm7SoWVtnahaGMbgiK5YZNyi64ilFyv+YMsLSzFvcsJaE2ILURYvOZ5ai58fu8lg9P7hHrVEJl6jO6GhV/Mwk+vrKZ+UiRzSiV4OXk44JM9b0IkFkEul+PMzouIu3gPYgsx7eyXl5GPdyZ+hqL8YipikTvXu1ccpGLWx7vfRGAHvxrrwNm+AL5kN6AwVkAkHkdq5q40Y6oB2ipyTuDs3wBnNU7/ZNLD4BVpesSyAsDmOUB6AVCkKn2iLPoBlmMgEAeZfLWpybv0WMVf6r9TBc1U43MXAa77lKWCDIYZcfRwgNyIDnzSUime+nYuJJY1fdNy0nKx67f/6PmN+PYQf7z2vdqiILuwzuulHiu4iqwbgjC3HF5L45D8WRjK3ZR3Y1sKxEj8614TsO7ORRxNvWtw+kBbJwz30RSZBnmH4vXOQ/FxzH56cUpKD1SDGFdLG6wa8CjEAiH1zDiUEofruWl0ueRzJCPqyWMbUSAro6IU+W/jvUtUzFo5YDraOtTM5HwxcgB2Jt1AfKGWckyyUBkgSq+6viBxi5TRqbCUiCAtMX/5jZONJRaPHogxBkzGj8bGIy2vQHekKJXi6SE9EZP4AKn5RfSuep+2AXioUziC3JxMvt4/HzyN43EJNUpSyPPC0jI888dW7Hp5Ls1QYTDMibO9NT1vGEIqLccrDw+EhZaMwKyyAmxNPo9Tmbfod7iLcyAiHP2RL6u7SXmJQoq4glS0JsQCET7o+DA2JZ3F6azbBqf3s3bBQA9N02zSoa+f+5M4mr6cClHKzClltLAWOWGi36cQciKaZXsiIxax+Q/ocvu6hSMjT4qF2zejQCqtihXXr8LTxhYrJ0xGWy0CyIu9+mBHXCzic3ON2kYyzwh3j8q/rUQiKr6YGydLS7zVfzAmhOuPFYcS7iG1UHesIKLUCz164fyDB0gtKqSxor9/IMaGhSPYBKWN1SEm70cTtceKgrIyLNy2Gf/Nnl/vTrytBSZMmZgezt2xLnG9wS4Ed4vuYU/qXoz1Hq3x+vX8G/j61ndUuFIZCMYV3jHeTFCPN5uimRqdW9paoLSw9mmovm290G9SD3To3RbT/Z402Ia93+QeVGSqzpSXxiL6oa7Y+fM+xMXEw9LaAr0nRGPQ9D6wsrHE9ZOx+ODhr5B5P5sKUGQ5vy35U2MeivKqZWen5uKVIe9hZey3sHHQTPEkggjvuhPIfw0o3anm10QEqJ6AwAUo2wegDBD4gLOZAU78CHEXq9hZY4AS0tnLQBAReFVkLal1uzMWySDA8QdwApHBkjm+8GcDGVwCQJECgcvvMDckWwrFa/SsD+lkmKQUrmgHRQbDfAx4uDeWv7QKcoX+32rs2Tv4+6vtePT1SRqvX/zvCt4a9ykVrlQZoddP3jJJxqS2WEFFKqkC9rszkT3TOC+HhsZaKEax3HAnuuoE2blghG84urr4ove27wx6Y4z0DafmqdWZH9YDA71CsP7ORVzPSaPZTsN82mJsQAdYiyS4kJmMZ05sQlpJAUjzdjl4fHb5oMY8lNcOyuVnlhbisYNrcOChRbCTaPrnkYvcPaMW4n+nt1KBSmWSTi59e7oGwDPbCQcEdyBVyOHtaE/Lzx6O6oAD+0j3VWBUxzD8ffaKTp8nFV4OdigsK9OZraSPAeFB+O6xsRAZMI0lmSAkE0lvpOCA1PxC/DxvMswNyZZae/KSTg8uss+Ss/Nw/HYC+oXVppEHg1F7hndtiy83HtZohKCNqwmpWLP/AuaP0rzBejbrDl6+sBpSeXllls+VXAM2CkZiTNZQU8RKKEGJvPbnNH8bVwzyjECkUwDGHPzE4PYPdo+ASM0vSkVX5ykItInG1dwdyCiLg4izRIhdH4TZD4JYYIXLOYlYErMWGWX5ldlZP9zaA4WcQ7mNFSCzhJwuWrn8jOIizNi0EQdmzaOle9Vjxd7H5uJ/e3dhx+3YyvEpjRW+fnC1tsbeO3Eok8tpWSApP3u0fQcc2EvGGsCYtuFYf/WywXGtt60dCqVS5EtrP14bHBiM5aPHGY4VCgWWnzttaFSBlMJCrJqoq3u36SCC3R+XYnSO0ck+S8zPw9GEeAwINP3N9pYIE6bMkDE1xms0tjzYpnc68iXel3YAo71GQVCRnZErza0hShFUPQlUZoX6kN1oeQaEL/+yCGuW/o2Ea8m1+hwRkwjOnk4Y8+QwbPtxr9LHSQfrP9kMRzcHTH5xTI33/MN98ORXNTtpJMXex6tD30dZxUW7IfFLNQ3Jptq3+ggmPFvTQFtABB/HL8HznwDlN5QZUKI24Co60ym3gWRuKU/gnKxqIMbZzAFfQsz3ldNUm7NSkHL+HZwwACj+HXzB53oGskJA4AQoMis+7g3OZj5AvJiMyCji898jybWG9gZQdhK87Ao4cSTMijwR4PMMnhJ56QVwTJhimBkndwdMXzIRaz7Q3zGHiE5bftiNRxZPoFmbhKyUHLw19hNatqdepmzM+ac+cArA9nhOkxWmPo4egx+uHcOtfP0tratDxCSCm5UtZoR0xZq483ovfJffPAkXSxvMC6vpaRRi74o3ugyr8frd/CzMPPQnyuRKD0oiShmCXNSSbKpN8Vcwu213rV4Y3/SagM97jMWNnDQqQrWxd4WjhbJZBD+VpyIbKSMnyNRixey+XbHlwnXwvLyGEEdEIC9He/w8dxL8XRyx8th5fLX7qE6hhty5d7SxQlah0ovG29EOc/pFYXrPTkZlFC3d8h/1nNIH+ZqfjkvE1eRURPh6wpwkZefSsj19kH1/MeEBE6YYDZIxNW9kd/yyU385Fvl9bjgcg7kjulf+7jJL8/HS+dW0bE9zXNE8BSVT8WbEJPwW9x/uFhGbCePp46rMlHW1sMMk/x74J5GIJLr35ar4w3CytMGjgTVL85wt/NHfY1GN1xMKM/D02d8gVchqHCtOwMPatRiWjqXIS7aHQiasihUlxfj35jXM7qQc+9SIFSNH4/NhI3E9M4OKlKHOLnCs6ExHxhW6YsW8Lt3wz41r4OVaYgU539vZ02ytQEcn/HrhHD49fkT3qILj4GRlhcxiZawgQtgTXaPwWMfORmUUvXPoAC3Z0we5CjqRlIDLaano6GHeWJGYl4vcMsOx4nzKAyZMGQmrVzEDE33GI9Ba2aJVH6Rkr1heZSp4KONIDVFKA14lSmh5q1z5uvSKeQcmDQ0pl7t2PJa2P68t/36/C1eO3qDPF301B8Nm1+x+VJ3V721EWYlutZ+evNVSqv/6fCtt0V7bGE+O8dFNp/ROQ8y8OXFHcJKoSlFK+TpXKUrV+IwoEJzz79RUvUp7rtCfRWHgXNZBIApSCkvWswAJMQAkwUA9IJB5C8A5fgXO7Sg41//AuR0E5/YfOJuZxolSxFScZm4ZgSIZfNZkKDIngC+/A/NhTKtXpXsAg9EQzHr3YYR2CzY4XXZKDgpzq0Tenb/sV3bMa4QsWEEDlH/VBVcLG5zPTNJe2maAVbfP4myGMoOAiEqTAjsa/AzpmFdarvsCWXWhr+Lnmyfp3dW6HLE9yTf1vk9KBDu6eCPKza9SlFLFCtVAozoBrk74ed4kOFhbVl48q0xf23q64Y+F0xDo5kQHuI/17oIewX41I4WAdI/i8Pn0h6hv1d5X52Hfq/Ox55X5mNG7s1GiFDE/33j2ilH7ITknH9N+WIcp36/B3fTaH2djIV3GjInhZPsZjIbgyTG90M7fcEe3zLwiFKhdw25OPgtZNVGqteMssUVMTgKS1LrlGcuGhBO4mH2PPn8pfDRG+xjuMP1L3AGUyg3FiqpxxR/3jlQcs5oQ7YY8BCIF7L1rNjraHae/vFAsFKKThye6e/tWilKGYkWQoxNWTZgMR8uasSLc1Q1/TX2ElsiRWDCnc1f08vOvGSs4Zaz4duRonJy3EEfmPI6jc57A4TmPY1anLkaJUsRUfN3VyzCGpPx8TNjwJ8au+wN3smt/nI3FmPUmx5eV8RkPy5gyA+QHHmIbgsTipMpsJ12I1TqJXcq9rDd4UBNvGQ9eRBQq5d8EXs5DkV+Rmln9N1JhckEuEJtbKZ9QLIStky22LiPpq7UX3MqKyrBk1If4/frXcPd3w5AZ/bF35SG9nynOL8aF/VfQa2yUxuv3riTgry+24sjGk5CWyuAV4oFxi0bgwJ9H6rZfeaCsuG5dMgxBhCwQI/TSvTQTCZwInKQ/IInWyLjjOAng9AtQ/Cd4UuJGytiIeGMxCJzNE+AkFQFX5Fv7lSjdViEE1WIQWx4LPms64LoFnNALJkfoDwg8AOp5pQs5OIvepl82g6EF6vvTI5QajRs6xxHvOhVndl6od3ZUXWIFzwEyz6bnLyXiBHCQWNJMp7q0qC6Rl2Pu4fXYO2oh7YY3PjAC/8TrvwAulJXheNo9DPHRbJYQm5uOX26ews6k6yhTyOFv44jH2nTDloSrdcpSIJ8oqUN5ojF0C/TBf4sfx/5rd2gmEulc17dtILoH+WrEColIiGVzJmLdqUtYezKGlrGRC+0B4cGY3z8KnQO86XQ+Tpom7cawI+YmFXgMlRSqcys1E4/9tAH/PPsYvBxJAw3T4ufiAHd7W6Tn6/ZqI+vbs43pGnMwGPogv8fIIC/cSsowWFJFfq8qjmfE1js7StfQ21gD8KYEEZ3txZb4J/FUnda9VCHD8+dW4q9+L8LTypEam2+/f0HvZ4rKy3A2Kw793DW9k4g/15p7R7A/9SrNaPOxcsYU/x7Y9SDG4LqR07PIQgGxtQyyYklVrDCQTVRXiJB1fO4C7L0bRzORiDA1ICAIPXyqxQqhEL+Pm4Q/Lsdg9aWLSMrPo6LU4KBgLOwWja5eyljha1/7WEG63pF5Gfr+q3MzMwNT/16P7dNn0swuUxPg4AgPG1ukFemJFTyPPv4sVhgLSw0wE12cOukVpcgJnXTmsxBWXeQbY5quKOCR92kpym8r6PPyBwoUrpAi8wnl3fTACE1Dbe9gDyz4fGazE6UIREhKvvWgXgMwkv20bZnSU6MwxzhD4FPbzyPxZlXr2/P7LuGp7otxcN0xKkoRUu6mUUN0WZmyLKO2kG5cbTqbr96YiE6c1RgI7JdAYPcKOIseWstA6XQ2cyFwOwDO4yo4j2sQOP1YJUrVEV5B7mbX9m6yXGlAXmQevymSZUZLEXUiBEQdAHE3syyfwdBGr3Hd9Z7jiG9dp4EdqJ+dCmNM0w1Rp1jBA/nDaxpxNzYTAiNwtyC7TqKUCnJH+887ygFGvlR/ar6K/x7E4U5+RakzgGOpdzF+3+/YmniNilKEpKJcfHTpAC2zq+tAqr2j+coRJCIRHuoUhldHD8BLI/shmmRGaYkVZLBLyv/2vDIPFz94FpeWPo/vZ46rFKXqSnZRCTXbrQ1EFCIG5CuPnoc5IJkDc/vpjgNESGvv7Y6u9dx2BqM2DOgYondQTsTiqLa+sFK7iWHIl8oYgm01M7V8rZzxXNioZidKEUZ5dUZCUVa91p2IU6SEj1BgpHn80fSbiC+sKhs8nXkbs0/8gD0pl6koRXhQko1vY3dBZqCruwryVSDClAoi2nRQMy03NRYiEca2Dccb/QbitT79qT+V1lghFGJ+l240G+rGU88j9pkX8dOYCZWiVF3JLikxaGdTHXmFAfmvF80XK0gpos73OQ4Rbu6I8mqa9gdNEZYxZSY62LeHv5UfkkvuaxWoyEmxuvF5W7u2erOsOJ6D9JIcxVtkKN6sqYqLrZSB6JujS5F88wHSk7Lg6GaPtlEh9Ieck5qLjV9uq+p1akaiRnRGzMGrKJfWXrQhWWBkfV9Z8TRWvrW+/qUqPHDkn1OY//EMeIcYd3FPymTIo9OgDnhh+UJ8MO0ryGVyzTLKeq6WvFyBMYuGozHhyQULMUDnrMCRrCqSQWUiOIFXRaeR2iIHSv4B7N+AWSDli+W3gZKNahldFT8KoQ/g8AlQ/AcU5Tdph0POYggg6cW69DHMRtehkQjpFID4a0n0vFAdUjpMvKjUiezbDncuxWs0VVBH1YRB3/m+trGCZEuVtrdFwQDTdUDr7xmMk+nxkBnRcao6XMVA7LPosfjqyuF6l6qQT+9KuoFXOg6Cv61x27j+7kX66OkegKXdRuHZE5tQrtAs16tvuCUDyxltanqGNCRErCQtykk7cpJVRcQsU+HpaFcnQZGIU5vPX8OSsQNhDkj5YlxaFv45d7Uyo4uMiciqEjP5D6eOwJ8nYmj2FumCNqhdMHqG+LMufQyz0SPcH2193XDnQabWDEPyO5o3UtP4vLNTEG4XpOoUqIzJevq155NIKM1CWmkenCQ2aGfvQ2NFdlkh1sQfbYhhBXq6huJc1l2UGynaqKMsK+PwTscpWH5rn0nKGg+kXcXTYSPga+1i1PSkpJI8ujkHY3GHCVgSsw7lvEJjXeqyVuo6DRFhZkR2QmNCu5ZKpbAmsUIgoGKWqfCyrWOs4Hn8c/0q3u4/COaAlC/ezs7ChmtXKjO6VL8JH3sH6uu16tJFmr1lKRJhSHAI+vgFsPI+HTBhykwQQ/OXw17A57FfI7kkGQKanKY8BZET5OzAmYhw6KDxmcHuA7Evbb/OefIcj6mRk7DRYwcdPKiwsrXErPemVp7WgiID6EOdJz6bCZ9QL2z4bAvN9jEns997GO/++woe8VmAwhxD5teAxFJMW6e7+jijY/8OGLNwGNz9XfHprO9Nsj4F2QV4a9wn1KfK0saCltAZc267evQGnuv1Oopyq3zA6ouqTGb2e9PMmjFlKJuJL/xJKc7wJItMBN5yNDjbJ8GJlCbA9cZqPFD4VR1XsJAa8ury0aoP1B/LfildP754PVB+FxA4gLMcDZ6zALKmgAcxsie/V05Z4ihqT0seOWHTyxRhNH+IofmHO9/AkpFLce9KIs2mJOcn6ksg4PDcjwvQbZjmxSZp5vDv96Rrp3aIKDX7/WnY+uMek8QKua0Q+cNdkTPBgxhMmGzbX4joj2UOU9B763fIkxnOUrIQiOBqaQMPK1v0cA/A9JCu8La2x8unt5pkffLKSvDEkQ1IKMyBlVBMs6iMuQwm/lRTDqxEvsx05dlEdCMX4WQftXcyr4GrLrILi/Hr4bP4++xVFJVJqSj1UMcwPDEwGsHupmm7Pa5LO3y753idPltYJoVcodDpjVIfyG/vvUlDMbZLO/x15jLuZeTA3sqCZpeRwda0H9ZCJpfTaz0yCCElju283bFszgS42Wl222UwTPWd/P6ZCXj6+38Rdz+TCqaqa1kiULw+fQh6ttM8n0/2i6a+SLog0sjCNkPxd+IpZEkLNbrWLQgaDFzLoX+3sfOkD3WeDRsJPxsXrL57BPdLzOf5RiDr+HkXTzx08BMUlBvOUpIIRNRLyt3SHl2dgzDRLxqelo545zK5KVl/8qXF1FQ+uTgLlkIxyoyMFTE58Zh/chkKy43LytUHOeayElFlrHixZ2+0dzPsQ2YOsoqLsfz8GSrOEGGKdK0l3fyeiopGiLNx4p0hJoa3xxcnj9XpswVSM8YKjsNHg4dhQlg7rL16GXdzsuFgYUGzy0isIF5XUlWs4IDVl2PQwc2dljy62bBYUR0mTJkRR4kjPoh4B5fzruB8zkVI5VL4Wvugn2tfOEpq1td6WXlibtBs/H5vJRWyVJlTqueTfCZgfPRYTEoci/P7LiMtIQMOrna0+5xQLMDOnboHKuTuxugFw/DQE0OxeMRSXDhw2Sy3OBzdHaiZr1AoxMLPZ+HLx5fpnT68ZyiWblsCB5eaPhFkEFVSWP+Td0F2Ec7sukgHa2Q/GCu4k+yFguxCk/pzkayEh1+dgH6TanZzagh4eRr4rGkVPkuqO0/lQOl28GV7AafV4CT1v+PCCT0A22fAF35Xhw87m0WUqpw9iQzEb0tSdWeRdOJD9qMVA3bykGt6X+XMB1w2s8wphllw8XLCsguf4dzuGBz79wwtQQ6KCMCIuQNpV9Hq+IX54MWfFuKrBcshFAoqM60EIgHNoprz/iOY8eZkTF88sV6x4vGNK3HiwT1I3STEyMm022xhjQgnL3qhuKTzECw+u0Pv9F2cvfFL/2lwsrCu8Z61SIxiPUbkxpIrK8Xh1DsadzyNgUyfKy01qedKpJMXFrbrhRG+4WgMiL/So8vWIz2vsLJ8qFyuwI5LN7HvWhx+f3wKOvrVXzAjXk6LhvTED/tP1vqzTjZWZhloqP8Wugf70ocK0olv1k9/UeGYRgq1TJRbqRlYuOJf/P3MDJY5xTALbg62WPf6DJy4Fo+DMXdQKpWhjY8rxvXqAFeHmoPcAFs3vB4xER9d3UQHxqrvq7Di+cLQoZgfMhizgwfgTFYcUkpy4SixRh+3MAgVHHZe0x8riOAzwbc7nj33O85m3TFL5hQRmMLtvSEUCPF8+CgsvUo6T+smwsEPX3WbBUdJzf1BBLcSubKLdn3ILy/BicxYKgjVLlYo6GfrGyvozSs5B2mhBJ08PKh/08g2oWgM0goLMXnjWvqvKlaQLGjiCbUn7jb+nDQVnTzr7xvrYWuL56J74ZvTuoVWXThbmT9W9PD1ow8V51PuY9rfGzRjRcUhJ9lTc7b8g23TZ7LMqYYSpj788EPs2LEDMTExkEgkyM2tumurIjExEYsWLcLBgwdha2uL2bNn4+OPP4bIhKl/jQ0JBJ0dO9GHMQxw6wdfKx/sTd2HK3nXaI5VW7tQDPcYig4O7ek0QpEQ0aM0PYDUW3vqIz+rABf/u2K2vNvc9Dz89PJqLPp6DkbOG0wl/WUvrEBxgfY7HDdP3cbb4z/Ft8eW1nhv8PS+2L3iP63lLbVF5eFSWY5Xi0hSX1GKZGkt3bYY4T1CYWHVuMbBfP6H1UQpdX+nMvB5LwGu++okwFBfqbLDAF8KiELBWz8FyLOBkjW1mAvpFjgNDQ1f9HPFl0Lbd00OkNI+6THAon+Dr1tLh8UKJUTM7zG6G30Yw6j5QxAU6Y9N3+zAub2XaMlfZL92mPjcaHQdElnvWJEjLcERPgUKL/Ocs7LKivFRzH682WUYpgZ3ppnEH1zci8Jy7YOGi9kPsODoX9g4dE6N98b5R2DjvZhamaLqQjWPusypvqKUtVCMX/pNQ2cXb1iKqnxiGoOPtx2i4lT1fUpKiMpk5Xhl/U7senlunQQYkol19FY8SmUytPFwxZODopFTVIy1Jy/V6i711Gjl97wh+fXQWXrXW9tlAdk3sSkZOH47Af3CAht83Vo6LFYoIQPsfpHB9GEM432j0MbWA+sSjuNU5m0qpnRxCsS0wN6IdmlDpxEJhOjtFqbxOdIl3BjyZMW0zM5c5XzZ0kJ8c3MXXmo3GuN8o2is+OrGdhTJtWeoXs1Lwsvn/8BvvZ6s8d5Ir07Yev+8Sby3FI0ZK0QSfNl9FiJG+jV6rHj/yEENUUoF+btUXo7ndu/Awdnz6yTAkEyswwn3UFJejrYuLnimew9klxTTrCNjIcudHmG4066pWX7ujO5RBc/jRmYGjibEY0Bg41TPNFXMpgBJpVJMnToVvXr1wm+//VbjfblcjtGjR8PT0xMnTpxASkoKZs2aBbFYjI8++gitmRDbYCxqs9As8856kGP2FuP/frcTXYd2RM8x3TBy7iCsef8vncIU4fqJWKx4ax1mvDEZEssqn6MpL4/F/j+PgudlNcyBVV5UdTZGr9gFpGTl/u2Uus2jYj3snW2Rl1mgVeyKGtkZLy5fQLsCNja8PBMgWVE6vZ8Uys580lNALTrTkePD538MlKxXZl+pEAaBc/wSPGcDFP9UUR6n73gJAYEnOJvZaEjI+qPskIF1E4Ev3QuOCVMmh8WKuhMeHYrX174Ac5BeUmB2c9uVt8+ij2cQBnuHYkpwJ3x39YhOYYpwIes+vrp0CE9H9IWFsOry5fHwHrTrXZm8vMY6U4m9otShPgTaOiG+UFnWUhfIHXLSOZAIftoY4BmMpVEP0a6AjU1mQRH2X4vTuc/I66Qz35m7SbXqTEdK3z7bcQR/nb6McjVfsUBXJ3z2yChYSyS0dNBgpBBw8LC3w6w+Deu9Rdb/SOw9vd8lIhrsv3abCVNmgMWKutPB0Q9LHR+BOcgoyzd7rNiQeALRrm3Qzz0cY3274ZfbB3QKU4QreYlYHrsXc9sMgoWwSrh5NKgf7XpHblLXjBVK4aS+2+Jv7YLE4qw6f54Ibw5iK+TKtNuI9HJtiyUdJtCugI1NRnER9txRip3aIK+TznwnkxOpr1JtzrUfHj1ES+PUY0WwoxO+HjkaNmIJlp0/YzhWcBw8be0wt3PDx4qD8fpjBekmTPYdE6Y0MVte23vvvYcXX3wRkZHa72jt3bsX169fx5o1a9C5c2eMGjUKH3zwAX744QcafFobmfezcHzzGZzcdg752QVmW46Dm+nbZWoz3t38/U5kJGdh9Xt/IS2hqmuRLtZ+uAkv9nsLRXlVnlS+bb3x2f634eShvFAXioV03oROAzpQL6v6QEQlS1sLWv5iqE078X3RBhH5+k3phdfXvYAOvcMgkohgYSVB30k98O3xpfh45xtNQ5QqTwKf/76BUzhBAJTfUn5GngFeeg687LrSKF3XvPOWACV/aopSBHkC+OwZ4KwngHP6BZD0BjhrgLMFhOQunZXaxBxgMQicywZwAtN4lxgNLzViv5AU3PqXlTJqwmJF04wVzlpK5kwNuWhcdessUorz8e1V4lOSb/AzP9w8jmkHVqNArXNekJ0L/hg4A25WNpUXfGTeBOJF9UKHAfVaTzJgIXeoVfPUhUQg1DkNGew85NcO3/aaiG6uvhALhLAUimip3sYhs/H7gOlNQpQigtOHW/8zKOSRu9DE+JuQUVCE8/H3ceNBut4M4zf/3ot1p2I0BhqExKxczP55I8Z3bY/lcyagV2gArCVi2FpIEOLuDCtxlQhJdu/A8GCsXTSNlvI1JNJyucH9Qga8pbK6detl6IfFitqRXpqHQ2nXcTT9BvKkpvNKrY6T2Pw+OeR881fCCWrA/vPtA0gtq1mFU53f7x3CgtM/o1DNvzDAxhU/RM+Hi4WtWqxQXt8TLyriZVUfiKhEygVV89SFmCOxQse4AjyGeEZiaadp6OgYQKe1EIgxyKMDfu3xJL6NmtMkRKmkvDy8e+iAUbEiNrMiVhQV4eyDZFzPSNf7udf278Efl2vGivi8XEz/ZwMmtWtPPZr6+AdQo3VbiQShzi6wVqu4IpF4SFAI/nl4OpytzH89ow7xlDK0X8g1AckEY2jSaDVzJ0+epKKVh0dVa8sRI0bQ0r5r166hSxft7erLysroQ0V+fn5leYKqBNDYUoWmACmtW/bSSjrIUI39RRIhhs0cgHkfTYfEwrhOaaptNrTt9q626Do8EtdOxEIhN98djutnb2FOu2c1OgYaIiE2Gf/3/G946ZdFla+FdgvCytvf0VKVOzHxVCTqNrwjgiMDaOnK7Yt3ceHglYrl1O7rTMqN2/UKReLN+1T00gaJG1NfHofTO84j4fp9LRMAe1YdRG5WHj7Z+yYtnVGnIb6Lho49L70MPndRhbBiqCyHuCmWAhnPKcvyVIKN0Ftpjm45RnPestvgC/eQIZnu+eX+AoHDB4CdZhYWz5cBMlK6IaNCFfWlIoszMn1cfZvrs595Xgxe4V9R4qhvaNoWXBM6t5hi2/XNt6nAYkXjxAonkSX6uPrjQibpLGumWMEDMenJGLbtR3oxbmHkvbI7uel47+xufBxd1dk2wsEdB0Y8iWNpd3E9Nw0SToi+nkEId/SgF4jXs+7jRMo9Oq2xy1H/9Xdx9MKd3AyIKu6qaxuQPN62Bw4+iENcfs2bMeRTf9+JQXZxIVb1fYR2LGpqseJKUiqe+WMrymQyWAj1i3Dk3TKpFC+t2YIjsfGVF+GejvZYOLA7Huqk6Y1FOtztuxILiY7SP04hx28HT+PdSUPRU83TiUBKBy8np6K8XI4QD1e429vUep+Z4nwp5gA/Jzta4qhvEBbq7tSkzqMsVrSucQURob6+uR1H029W3nITcwI85NMVT4UOg0Qtg8gU3xsHoRWiHYNxOSehTr2YjYIHrmYlYOrBL2g0ktCuyoa5l5eKL65uwRsRkypfC7fxwt+9X6SeWrfyUyASiNDTtQ01d1fwCtzMTcbZ9Dg6rYSvbawAIux8cS8/HUId60jOgI8F9sOx9Ju4V5ShdZptieeQU1KA77vMpmWWTS1WXEpLxcJtm1FSLoMFZ1yseGb7FhyMv1sZK3xs7fFU9x4YG6YZK25lZWLXrZuQ6JqvXI7lZ07hoyHD0cenWqwolyEmLY1mLIW6uMDDxrZxYgXJnLOzoyWO+mJFmBOLFdXh+ErTHfOwcuVKvPDCCzU8phYsWICEhATs2UMGtUqKi4thY2NDjVlJBpU23n33XXrXpDpr166FtXXDKqIMBoPR0iDn4UcffRR5eXmwtzd/hqUKFisYDAaj+cBiBYPBYDBMGStqlWKyePFifPrpp3qnuXHjBsLDzddFZsmSJXjppZc07mz4+flh+PDhsLKywr59+zBs2DDqVdXU2frDbvz+5jq9XeLe2vAiokZ0Njgvouwas+2lxWX4aPo3uHT4Opoqi9c8i15jouhzopsW5hTRf+2cbZUd1SqQlkrx+kMfIzE2CXN+mYTf5/8DWUlFWiQHuPo4IzNZewtbcgPC3tUBuWl5EAg5WpKncRw4oPe4KDz55Ww4uNpj76pD+OH5FXrX283PBT/FfI5Lh64j5r8r1LQ9LCoEPcdHQSIx3/dR37HnS3eBz3vD+JlxLgCfq8UcXYUInOtucEJluZ0i/z2gZLue6Stm63YAnKBmd7H6Yuz33hA8LwWf8yQgu1ytrI/c/+LB2b8Nzmo8mhKm2vbqqO4W1wcWK5p/rCgpl+L5k5txOiMRTZWveo7DEO+29DmJEXmyUno33VFsqREryF3UeUc30Iynty3C8G7pTZSp/c49LW2RWlqoM1vKycKKmrWTMj1yt7daqKDr8EaXobT88Z97l/H+ReLlpxtvK3tsH/E4Tmck4GRaAsp5BSKdvTDUOxQSNe8sU6Pv2O++cgvvbNpn9Lycra2RV1Ki03CelMhse3kOnCvK7T7Y8h92Xbpp0KB+zyvz4WhtiaZ6vpTKymlW2ZXkVI1SDXL3m3wH3xg3GGO7tENTgsWK1jOu2Jh4Estu7dOb4/pRp0fQy0153jTJuKJcijcub8CFbGVGalPk/Y4PU38qAvmd5tPyPh72YivNWCGX4YXzqxCfl4pnZV3xrfgCpFxVrHC3sEd6mfZrJHK1SDoBZkuLKq4cNW1nyVL6u4fjhfDRdLod9y/gixvk+lk3HpYO+LP3MziffQ/nsu9CzsvRzsEX/d3bQSJonFix83YsFh/QH+PUcbGyRm6pnlghEGDfzHlwsVLGircP7ce2WMOx4vCcx+FkadV0Y0V5OZ7YvgWX0lK0xop3Bw7BxHBlU7OmgqwJjCtq9a1++eWXMWdOzY446gQHG9clgpienzlzRuO1tLS0yvd0YWFhQR/VITtQtRPVnzdVSDvw9Z9sgbRYd6og8VPau/Iweo3pbvR8DW37V88ux4W9V2gZnLE+TBF9w3HlyA00FEJOSNOn96w8hI1fbEHiDWUJnXcbT0x5aSxGLxgKgUCAHT/tx40TsRBZKreXiFKykqr9mXI7Tec2WdtbISNeu/cViVFDHuuP11YpSxEJt87cgUKmgLxctwDz4FYqFnV5DcmxDypLA+UyORW23tv8KvWgMifajr2i5DIgIutsbB1zqgG/JRk4+Q5wlvOU85e4AbIyA8KUFTiJEzjOfL/J+v/mxeDdfwWKfgdf/AegqPhuSHqCs1kIzqIPmiqmPt+ZYl4sVjT/WLH4/E4cyyClGcYlVRMBh3gnnc1MQkMhEIporCBi0C+xJxGXrzScDbB1wuNhPfBISFd6EbguPgYXch5AUlHCR0QpdWEqoVT7RRMZSNiKLfCgrEK04mu+PyEgEl/0HFf52uW8VMg5ULFJF/dKcjH2wArcLciiAg6h/I6CClvL+06l+9GcaDv2V++nQ85zNTw9dJFWUKQ/UnAK7LpyG3P6KbtMujvYoUzO6x1sWIpFcLS1hlhoXJlOY5wvyWeXz5uMlcfOY+2JGGQWKr17ooN98cTA7ugdarzBb0PDYkXLHleUymVYnXAUZZxc73l6R1oM+nt3MHq+hrZ96fV/cSbnDhSccbGClD13dgrAxZx4NBQCkXJcsf3+Bfxx7wjiK0rofK2dMSOwHyb6dadd1P99cA5XCpKorxOBiFJStf2ZLM1Rnvi1bJONyAKpsnwd7wOjvLvg3Y5TK1+7XvgAcgE5J+o+kyaVZWPm6R+RUJxJPanIfMqTT8HxljW+6DoTHZ3Me77RduwvZaRDzhkfK1KLDcQKhQLb427h8a7KhAR3O3uU8fpjhZVIBCdrmyYfK1ZMnIJfL57D6ksXkVGsjBW9fHzxZFQ0+vk33c6t4kYcV9RKmHJzc6MPU0C69ZHWr+np6XB3d6evEZWOpHi1b9+0FERTU1JYgleGvI/c9Dy905GOcxlJho3Da2Oae2DtUYNd+TjiLcEr7yoMfaw/XvhpIda8vxHrPv5X/+fq2ymPtjcXoF2vtlj24kra3U+9xDjlThq+e+oXxJ6Nw8u/LsKOn/XfFdJFt2EdcevcHZ3vk3PhwXXHsODzWXByrzBer+YdpYsHcamVgpSKguwCLB7xAX6+9CW8gqs81ZpmfwPD5ui8PLky7nJWk8AX/ahneiFgPcmsopSp4DgLwHYRYLOQOLpTFwNOYH5Tz5YIixXNO1akFudja8I1g6KU8uzCUX+oCYERtKvc91ePYtnNEwY+R2KFsmVyXSHZS11cfLD04j7a3U99LJBYmIO3zu/GpewUfNJ9NNbduVinZfTzDMblbN1dW8nab028isWdh8DVssp43RgSCpXZvOoCVm5ZCWYfWoudI5+Av63pM0z1QQZlJo0UHIf7OVWC34RuHbD8v9N6O+1N7NbBrAMNU2EhFmHhoB54YkA08ktKIRYJYWOkxxtDExYrTENxeRmeOvsbzdbRBzmnp5Xojye1NVjfk3LJ6FhBphvl3RmvR0zEr7f/w8p7pCOybojgQ87t9fE5JIJOpIMfvrqxg3b3U48V94uz8en1Lbiel4Q3IyZjU9KZOi2ph0sb3MjX4kNbAZkn2U/PhY2Cc4XxuiGDdBXJJcpYoS5g5ctK8Oy5FVjb5zn4WDs3+1iRnF/1nZzSLgL/d+aU3tg/pX1E84gVIhGe7t4Ti6J6IK+0FBKhEDYSFisapStfYmIiYmJi6L9yuZw+J4/CCiMwkiJLBKiZM2fi0qVL1GvqzTffxNNPP631zkVLYtXbG3D7wl2D05G74C7epjvhXNh/xaAoRXD3c8MTn87E6rj/w6srn4HEQox5Hz6Kzw68A98wb427AaR8rX3vMPQaG4V5S6djwMO96rx+ZHsHTe+LpJv3qShFUB+3qOzQ9qw4iNM7LiA1PqPGHWxjIEbq+Vm6DekIpAzvzM4LlX9HjeysN1tKJaBpE+VIlyJpmaxymxoSzqJvLbKlyElev4kh3eFcVTcQTuQH2Dyhe34CZ3A2T6I5wZG7UgInJko1ECxWNL1YcTwt3qiBAOki91qnwTg4+ml83mMcLIQi/K/TIKwZOAPBds4aZxMvKzt0dfHBEO9QvNxxIB7yrXu5E7mQHecfQTOOiChFUF9b1fO/713CwZQ4JBfl1mmwcST1LnKlJXqnIeLaoRSlUS6hv1eI3mwp1T7RJsqRfS5VlNNOhQ0NyfQx9g44GRgYjhS8Rkmer7MD5g/orlOUcrK2woJB0WhOCAQcHG2smCjVQLBYoZufbu/HzTzdwoj6TQE3SzuTHZMzWXeMihUelo54Nmwk/u3/P5o1RMrQngobjh+7z0eAtWu1aR3Q0dEf/dzC8VTb4Rjmqb27uzGQ7R3h1QkJxRlUlNIVK7bdv4BjGbFIKcmp03JOZd1Gnkx/50MiLJ3IiK38m5RTyo2KFQqdsWJDgv6bQOagn7+JYwXPw1GtJM/PwQELu0XrnB/psPdUVA80J8g1i5OVFROljMBsBapvv/02Vq1aVfm3qhvGwYMHMXDgQAiFQmzfvp124SPZU8T0fPbs2Xj/fdLSvuVCPJ52/HrAqKwiMs3w2QNNtuxyqXECRUZiJi2Xs7bTrN3tMigCK258i8LcInp3Xmwhglewp0Y20SO+C+q8fqHdghEe3QbvTPzM4CBs64+7Yedog9LCqjawRmPMCIUDpCXSyj97jO4Kn1AvpN5Lo6JVjVkSvaaiblgbinIFDq4/jqe+mYsGRdIXEAYD8gSDPlCwWQTIrgDSY3qmlYOz0uzMx9m+DAhcwBcuq/Cnoq/SZXP27yi77TEYOmCxounFCpnCwLmiggdF+XgkpAstd1Onl0cg9j20CPnSUqQU50MsENIMIPVOdL23fFvn9Yt08kInF288eWyj3unIReya2+dhL7ZEcbn5OhmVyati6yCvNgi0dUJSUa5W8Ym8wukJQ+Qz2xKv462uw9GQ9AkNQJCbExKzciE3cANr4eAeuJqciuO3EnRmvZF5PNRJs3z9hRF94GxrjZ8PnkZusTJ2cxXLfnP8YLjbKzMJGAxtsFihnVK5FJuTzxolEJFpRvsoy2tNQbmRsSKtNA8T/KJpuZs6US4h2Nj/JRTISug0pISOZACpd6Ib/d/HdV6/dg4+aO/gi/9dWKN3OpK99HfiKdiJrVAir7r2NzWlal2n+7iFwc/aBQ9KcrSKT4ZjhQJ7Uy7hpXaa1+Tmpl9AIEKcnBGfS9Zb/3eOZAtdTkvF0cR43bGC5zGuWme+V3r3hYu1NX48ewo5pVWxgpS/vT9oCDxsWaxoqYjM2WGJPPQREBBAO/C1JlLupBonpnBAZN926DnGdAEkLLqNUdMR/6m8jPwawhSBZL/9t/YYNn23A/dvpdBMoS5DIjHttYnoOiQSuRm1N05293fFnA8ewbF/T+H/nv3d8PrJFbh7JREjZg/E+k83wyzwQGCEf+WfREj9eNcbeGXIe0hLyKgUoUjpIRGqPALc6OuGBpqNkf0Dp1/A58wC5LruplmCoyVsTwLlV8BnHdcRDjnAcgI4kaaPHDWOtJkLWM8AZJeI4zogCgEn9DbbdjFaDixWNL1Y0cnZuN8uGeRklxXXEKYIcoUCWxOu0oymewXZ9IzS2yMIC9v1Qh+PIGomXluIafhLkQOwJzkW716o6uirC3LBezMvHZODOuKnGyfqlGFrDG0dqiwOhAIBVgyYjscO/on7xXmVZ1IikpH18bF2oK/rw5wDI33ZP8vnTMS8X//WKMGr7gFFspoWDIzG1eQ0nLidqCzkrO69xQHjurRDkJtzjVgxu29XTO/ZCVeSUlAiK0ewuzO8HRuu+yej+cJihXaSi7ONPmd0dgpEXzfT+Z0S0cfYWJErLaohTKkEFlLmtj7+BBKLM+k5s7tLG8wK7o9olzbIkekvT9SGp6UDngwdhoNp1/DFjW0GpyfrEFeQijE+XbHq7mGYixBbDw0x7LuouVh05lekluaqxQoBXR8vS0eklGp2tK9Oidx8N1z0Zf/8Pm4SZmz6C8kFOmIFLWHrQTObLqen4VhSAogFmWbrEOVIgxiABzvVjBXzu3TDzI6dEZOagtLycoQ4O8PHjsWKlo75LP0Z2ne4xLhdHtIxEB/uWGK0t5ExeAYa7w9GOuBpE6U+ePgrHN9cZVpPLkhjDl6jZYIvLF8AkVio4a9kiKBIf3x99AMcWHMUJ7acM/pzVjaWGP/MSOz4ZT9KS+qQNWUgI8sn1JOavqtD/KF+u/41Dm04gWP/nkZpYRld/9ELh2Hzdzux67cDWrOpVP5b/uE+aAxouZ3rTqBkB+3SB0UBIHAAxOHgRGGAxUBwgorjLe4IOP0GPu9/gIIIbeT7R7aJA6ymgbPX3eGP4ySAxHjzZQaD0TRjha+N0lvPGBwlWm5gKBR45sQm7LtfVbZALkdPpcfjeNo9LI0aRbOoymvhRxjm4I4NQ2ZhS/wV7H9wy+jPWYvEmNUmCuvvXESptMzkF+hBts6IcvXTeJ1kh+0dtRDbk65jb3IsisuldP2nt+lKy/Q23I3RWcJBSk9C7DRLWxoKUm635YVZ2HU5Frsv30JhaRnsrS0R7uWGtp5uGBAeVFm2FunniZ/mTcTiDbuRUVBU2bGQDCimdo/E4rG6M/gkIiG6BZnX4J3BaC2ojLoNEWrriW+6zdbIRqov3lbGe+GRDnjVIefBJRfX4lD6dY1YcS77Ds5kxWFJhwkQcUK95dHVaWPriZ97LsDuBzE4nG584yYroQRTA3rR7DOTxwpw8LNxpcKgOiQ77K9+L2J/ymUqohGBsY2dJyb6RdMyvS3J53TGClIkF2hjGt/n2kLK7fY8Ngfbbt3Eztu3UFBWBgdLS7Rzc0O4qxsGBQbDtsJLqZOHJ1aOn4yX9uxEerFmrHgkoiPe7j9I53KIJ1O0D4sVrQkmTDUwpByMZAilJ+o3qv3fiqdgZWvaNpilxcbdUSHZP7aONU2f96w4hOP/anZSJKhKTYgxeZsuQbh13rAnCoHsByJKkcwskoFVG4I7+sPZ0wlfHX4fHz32DX1NIOSoAGSMj5YuSAaUxFKCxX88p9FCVoWFlQVGzBlEH+qMXjAM23/S3WqbrNP4p0eiseA4K8B6CjjrKYantegFuB0Gyo4C8rsAZw1YDGYleQxGK4kVxt6F9bV2gL2kykcIat5Oe9VEKRWqVP63z+1GeycPXM1RNoswhLe1PRWlbEWSSk8pYwl3cIeblS3WD56JF45tIo1FqaAk4JVGvHWFXFwTT60ve47XGissRWJMCepEH+qQ0se1d6r8C6tD1mlmqLI7UWNgJRFjUlQEfRiiZ4g/9r/2OI7fjsfd9GxYW4gxqF0IK8ljMBoQPxsX6stESuH08U7HKbDWkrFU3zJCYyDZP6RMrjrbks9riFIqiHBB+PTaFrS198LN/AdGLcfT0pGKUjZCC5qBVRtC7T3hamGHn6KfwJsX1pH2rdSImQhA1TN9agPJgCKeWu93fFh7rBCKMca3G32oQ8QpYsauC7JOREhrLKzEYjzcIZI+DNHbzx/H5i3AkYR43MnJgrVYgqFBIawkj9Fw5ucM7QgEAjzy2gS92TqdBrZHm85BJt+Fjm72sHMy3GVs4CN9tL6++f92UuFHFySQ5GUWGL0+RMwhopS0VErLAmtz3j/y9yn8tuRPmoX03YkP6Wuz330YT34xG+/++yrN+CL70tgSBgLJ9hr8aD/8cPYTtO0WYvzKkDs0XYLw6OuT6PPqgYf8Tcpshszoh+YCx4nAWQ4CZzMfnPX0OolSpNSRLz0IRfYcKNK6QpHWHYrcV8DLrpllnRmMlkRjxgpnCxs4iGsKTtUZ46+9g+7q2+f0Gp4S8SWnFqV800O6UlGKeDmRssDaDBF2Jd/E55cPIsTeFf8MnUNfe6FDf7zeeSiW95lCM76IyGQMymbdJENBgPEBEdgybD4inb1qsTZABydPPNVeGWOrL5X8Pdg7lM67uSASCjAgPBhz+0dhWo9OdRKlSKw4dOMuHv/tH/R49wf0fv9HLPlrN67fTzPLOjMYLQnSJW128AC9wkhX5yC0tTe9vYKjxAb2IsM3RoZ7aQr0Kv5KPFnRd093rMiTGh8riJhDRKkyRTktC6wNB1Kv4ofYPQi0dcfvPRfR1xaEDsML4Q/hsy6P0YwvclOjNrGCZHuN9OqE1b2epn5XtSHM3htzgwfqjBXEHJ7Mu7lAPCYHBwXjia7dMSOyU51EKRIrDty7g1n/bkTH5d+jy08/4OW9u3A1ncWKlgLLmGoExjw5HCl307Dxy22VHkVkkEEyj4I7BuCtv142y3JJqcfohcOx4bPNOrOKRBKh1sEQORnEX03Sn43EQ8N/yRAr3lyHK0ev4/W1L1BPitp2Dif+Ut2Gd0KHvsp6+QnPPgSxWEyft+32Bf79dgc2/98uyMp0m74Toe2xt6fSskArW0uIJcrP1wXik0W6Fm74dDMSrifT15y9nDDxuYcw5aUxJi21aepQUargE6B4RUU5YEV5Z+l28KXbAIcvapioMxiMphEryAXko226YvmNEzpFIFI+srBdb62//di8DIPi0f3ifL3Grup8eeUQzmYk4uteE4z+jDpkO/p6BCHKWTkwmN22e2WsiHD2wspbZ7H69llI9Rj5koHGcxH9MLNNFKxFElpiUFdeihiAYDsXul5x+crBk5ulLea27Y55YT00TOJbOuT78vnOI1h17EKlDxdhx6Wb2B5zE588PBKjO2uW1TMYDE0m+/XAg+IcrIk/WulRREQUcsOYlIZ90vlRs+wyUhY4yT+a+jLpOi8TcYb4RWn77d8pSDOYjUR8low97y+7vRcXc+5hacdpdYoVq+4dRg/XNuhkr/SYnRbQqzJWEGFpQ/wJWmIn4/XHisfbDMZU/140VogFdR9qE5+sABs3un/vFaXT10hW17SA3pgR2NekZZlNHfJ9+ejoYfwWc14jVmyNvYEtsTfw1fBRGBdW926/jKYBE6YaASLcLPh8FobOHICdv+xH0q0HKMotRkF2IRV2Xuj7Fu2wNHrhUNg7m66tK2H6kok4u+sC7l1N0uj2pCqBe+X3p7WW8ZF1FluINTrV6cIYUUoF8ab6Yt6P6Dw4EpcOXTOqA5UKMlAjwpNKmFLHzdeF7uO+k3vi+T5vaI1OZJskFmLagdAU+5nMb9jMARj6WH/kpudBXi6Hk6cjNU5vdZQdqBClCOoBXPmcz3sFkHQDJ6xdtgGD0ZpozFjxZLveOJRyB7F56ZVlFXSdKi72P+sxRmsZHz2vCoUanep0UZtBw7G0e1h8Zjt6uQfidIbubnDaIAM1ksUV1aPmHWsva3ss6TwEI33DMfXASq3rRLaZbNMjwV3gaFH/skmyjyYGRmJCQASyyopo620iTBHj9NbGwRt3qShFUD+mqs6ASzbuRtdAH3g5mvb7zWC0JMg55bnwURjl0xmbk84ioSgThbJS5MuKkVKcg8dP/USNvUlGkYPE2qTLnh08EMczbuFOQapGebQqVrwdOVlrGR+NFQIhzW4yZaw4kxmHD65uoh3/zmff1YhfxsSKvxJOolNkVfMjFaRckuzjQZ4dMP/Ucq2fJ9lfRIiaYKL9TPbRQz5dMMq7M7KlhVRwdLGwo+vZ2th/9w4VpWrEiornJHMqytsH3swgvVnT+r7ZTQhyx3v+JzNQWlSG2LNxSLmXRgccybceYMVb67Cw8ytIjVcq5KaClM59deQDTHt1vEZZX6eBHfD5gXdoKRshLzMff7y/ETODn8Y4+5mY3+FF+IV7Ux+n2uLirdsckQhRJ7acxaBH+tRKlCKQ7IHYM3Fa3yPlgftWH8a6j/+Fb6hS/FAv7SPPJZZivL91MfWqMiUkkDh5OMLVx6V1ilLkIqJolYHTCw+++K8GXCMGo/nSGLGCdNojvkwLw3vBQU2A6ukeiDUDZ2BcRbkZ6cr3/bWjGLD9/9Dxn88xYtdPCLFzqSxlqA3ulrpLzcngYt/9Wxjr375WohSBXMxfztbuUUIEtE33LmPZjeMItFV2BlIv1xBUeEn93O9h6lVl6ljhamkLT2v7VilKEf44flFveQw51H+fvdKg68RgNFdC7bzwTNuR1Pvpen4y7pfkIL+8hJa1Lbu9DzOOf0czq0wJ6bT3c48FmBU8QMPgvJtzMH7sPh8jvTvTv0lXvl/jDmDC4c8xcN+7mHb0a2reXZdY4SbRLVQTcexw+nUM9+xYK1FKFSuu5ykrHqpTJpdhx/0LWHnnEPytlQ0q1NedPCdeUl92m0mzmkwdK4gg5W7p0CpFKcKKSxf0xwoAG66xWNHcYRlTjcwvr67BzdO36XP1MjnyPDs1B0unfYX/O/2JwfmQjnmEg+uP4+jGU7h2IpaKL9GjumDS86OpB5K6ODXvw0cx+71pVICysLaAjX2Vsk8GOC/2ewvZKTlQVKxT4s2KE3Ut82LJOmQ9yDE4TV5GPp778Qn83zO/0l7TxopUYsuapXdk/V8Z8h5S76VXZoJxQuU8iWDk5ueC7iM7Y8zCYVQ8YpgB2aWKbn66UAAy3QbADAbDTLFCofxdbk+4jp0PbuJC1n16sTfQKwRz2kZTDyR1cep/HQfhhYgB1BOKGHrbiavMc5OLcvHwgdXIKCmsvFN+p6I0rbYlFCQ1P71Uf1twsp7Z0hJ80G0k3jm/h5aAGytSkQFDdcj6zzj4J/1XdXefXPKTwYyrpQ28rOwxwCsE00O6UPGIYXouJ6XoHTyS92ISjDM+ZjAYwPe3duFqbhLdFeplcuR5lrQQr19ah5W9njK4q1Td4PaQjnEZ13ApN4GKIr1d2+KRwD7UA0ldnHqq7XAsaDMEubJiauhtK6q6oUHEsCdO/4SssoLKWBFflFHHWCFAhlS/ny0Rich6vNZ+PD6/vpW+ZmyzC22ld2T9nzr7Kx6U5FSaoZNlkHm6SGypYNTbrS3NSCPPGaYnJtVwrDifwmJFc4cJU41IUV4Rdq/4T6cIoyAZQWfvIPbcHYRFaTfjVigU+Pfbndi8bDemfD4M3zz5M2QlVR2V/lt7FPvXHMGrK5+hJWbqEM8jbdlCHz36LbLTcitFKUrFU5X5OS3XM+Icr60DRY1pBBxKi8vwyOKJVDAiJSt3LiUgNT4NSTce6CwNJIJWn/HRNfbHG6M/QnpSxeCoYht4ufLfnLRcPPXNHAycpt3gnWEiSPtig98PdvphMBosVvA8Vt46gz9unsEL8Mcb53eiTE083pJwDZvjr+LzHmMxIVCzyw7xPNKWLfTCyc3ILK0SpQiqZ6o7ycYOBpQGuPqnJfMsKZfRMsP+XiFYf+cibuSmU2GJCGK8HtFrmG/bGvtj/pH1SClWdrJSfVa1RzJLi/BWl+E6Dd4ZpsEYM2FisM5gMAxDyve2Jp/Xed5VZQSRR3sHX63TKHgF1iecwMa7JzAHYfjk2mZIuSpLht0pl7DrQQzt8jfKu4vmb1Ug1Jot9Nal9bQUTVusUJmf16fznbbzCskaI6bwvVzbYnPyWdwuSMGD4mwqiOmLFQM92tfYHy+cX1nZ9VC1nqptIWLfS+3GYJhXR5OtP0P7sTFEa/JnbKmwI9iI3L2cCFmpzKBoc/1EzbbbBCLYEH+m5S+vQtb9bJ3lbkSc+XzuD9RE1xBxMfdw49QtOtDRukySfUSdyg3OqmL5cgjF+svZ5DI5Ajv40eeege40m+vD7Uvw+f53YGljobUTIFkHMt9xT43QeP383ktIvHFf5/qTeW34bItxK8+oOxIiguo77hw4C91dZBgMhmljxWtntuHDmP1IKy3UOWAhF9qvntmGxELDpR7Xc1JxMeu+zowlMi8jGxhRynmFwQtPMk2ogxt97mvjSLO5fus/jZYWWokkWktCyCsiToDH2mi24j6aehdx+Vk6158Mln6+Ubt244za0z8sCEI93X5p96m2pu88yWC0RIj4IjXg2UTObVdyEnXGig+u/INvbu5ERlmB3ljx3uW/cb9Y+9hDnVv5D3AlL6kyA6vGMkmsMDgXzeUbKmcjsSLYVtlN2tvaiWZzfd1tNn6IfhyWQl2xgoOQE2KKf0+N109nxlExS9f6k8+tvnukFlvAqAsDA4P0XiOQdwYGsFjR3GHCVGPufGPuAvJVWUrVOb/vMvVRMpbty/canObGKWWpiD7IXXtd66QOmcbWyYYaguvaViIw2TnbovcEzcwnAsnm+nj3m7T0kJxxyLRcxb8WVhIs3boYXsHKwKPizK6LeoUwIqzFXbyH/Cz9acCM+sHZzNVTyicAOFvAqmb3RwaDYfpYQYzDN8Ub772w9o7hMtuYrPsGpyGijzEDDnJhby+2xOTAjjovPMmrjhIrDPPRzHwikGyulQOmw0YsodOpP0hJyS/9psHfVjM7+HDKHSpY6YIMlq7lptESRob5mNW3q87yDJL1YGtpgXFdWaclBsMYjPUf0lXNcDorDjseXDRyHsA/SacNTneloqxQH/RGhjHLBAc7kSVG+3TVmW1JpnEQW2FAtcwnAsnm+j5qLqxFFhUxQpmvRR7ES/CrrrPgY630GlRxIjPWYKyILXiAXCmLFeZkXuduemOFnYUFJrVjGc7NHVZL04i06RIIa3srFOeX6JyG3L3oMkSzrELF9p/2VrYQN0ZMunz0hsHphEamzKt7nOicl0iIN9e/iNCuwbh67AYe3EnTKEUhgy2BgMPra1+g3fG00aF3GP5MWEYFONK1j+yPyL7tMGz2AK1dqIzZF4RymeEuIIy6w0k6A/Yfgc9/oyLkq9LAibJoA87pd3AC5tnCYDRErFgbd6GyhbgxYtLZdO1309URGDkAMia5lqTff997IvW3OpuZRDO21DOZiFhF/vum1wQ6eNBGN1dfHB37LP6Nv4xT6QnUNLu7mx8mBXbU2knPmH1BIB3zGOajk78XPpg0HG9v2qeMFBXHnTy3thDj57kTYW9Vs/sjg8GoSVt7b9gILVAkL9MrpHR30V7yvSnxdK1iRUx2vMnEMqNiBSfAR52nI8zehy47uThLozyQLIucOz7o9IhWX0FCR6cAbB34Knbev0i79pH90dkpEKO9u2rtpGd0rODVO1AzTE0XL298MnQElhzYWyNW2IjFWDl+MuwtWKxo7jBhqhGxsLLA+KdHYv0nm7X6KAlEAnQeFIGAdtrrwBOvJxstxBBEBkrqCF2GRlb1eK0HJFPqi//eRUinQPr3dyc/wvqP/8WOX/ajKK+YClK9xkbh0TcmoW037QFSBTFmn/DMKPowRHh0G2xbtkfvNK4+znB0Z+aE5oazngxIuoMv2QBILwKcWFm+ZzUJnMDR7MtnMFoK9Y0VcfmZRl9cq3xCDNHHI8gUoQL2YgusHTQT7ZyU2a//DJ2DZTdOUP+oAlkZLbkY7B2Kp9v3RaSzssOqLogx+6zQ7vRhiI7O3lgTp2w9rQsPKzu46OkUyDANE6M6ICrYB3+dvoJLiSkQCwXoFxaECd06wNGaDTQYDGMhGaJTA3ph1d3DWj2biHAT5RyMIFt3rZ+/V5Req1hhjOikSwSrLSRTaln0E2hrr4wDv/dahJV3D2Fz0lkUlpfSWNHPLRxzQwahnYOP3nkRY/aHA3rRhyHaO/jh70T9mWFuFvZwlrBYYW6mto9ADx9frL16GRdTHkAsENISvyntO8DRsuYNKEbzgwlTjcysdx9G4s37OP7vGZpBRDKKiGhDjMfJIOP1P5/X+VkbB2ujRSRS4hE1XNmyVR9eQR7oMyEaJ7ee02q0S9J/dZmRqxMcGVApShHsnGzxxGczMe/jR1GUW0y9oySWEpiaAQ/3wrKXVlLxS1tWF1n/Cc8+BAEzyGsQOJE/OLtXGmZhDEYLpj6xggg2xopI9OLeM9jgdH62jhjmE4YDD25p9Wkydnnhjh6VohTBQWKFxZ2G4JXIQciXlcJaJNGZJVUfRvu1w9KL+1AoIxbw2td/dmh3o8y5GfXHz9kRL4/qx3Ylg1FPSGe8+MJ0HEq/Xpn9pOogF2Tjjg86TdP5WfVOeoYg8+zpFmpwOlIaN9CjA46kXdd5rjUmVrSx86wUpQj2Yis8FzYKT7cdgQJZKayEYlgItVdf1IehnpH4+sZ2FJaXaRX7yPpPC+htdBYxo374OzhicR/NZl6MlgP7FTUyIrEIb298GR/ueB29x3dHcKcAWo7x2upn8X9nPoGDq+5yp0HT+1Z2szAkShER6KEnhhi1Tq/8/hTCuodoeJuQkkFCt+GdjJqHZ5D2uzFCoRD2LnZmEaVUmQXv/vMKxBJR5ToTVN4r3R/qgskvjjbLshkMBqMpxoqxAR2MWgaJJ0QEeiTE8E0MwmfRYxDprGwZrhJwVB5RxohbBF8b7dmrQoEAThbWZhGlCJYiMZb1nQKxUKhx118VUQd6tcG8sJrehwwGg9GUIRmvn3R5FN90m43+7u0QaudJs5be6zgVK3s/BUc9mT0jvDoZ7fUkEYowwddwdirh7YjJlV0AVcbjqvNuDxfD4hbB20rT+0kFmY+jxNosopQqC+2zLo9BIqgeK5Tb0dstDI8Gsk7fDIYpYBlTTQCSvRM9qgt9GAvxSCLiDymZI9lBOuFARaCl2xbDycO48ikbBxt8feQDnNx2jno75aTlwTPIDSPnDUF4dAgmu85DuUxPLTUHBLTXXlJiCvIy83FuzyWUlUgR3NEfwZ0DNN7vNLADll/8HP9+uxOH/jqB0uIymlFASmGGzRpAva8YDAajNcQKmUIOPxtHOEgskS8r03lrWmkULsIv/R6Gq6WtUfO2k1hiw+BZNGvq3/gryCwtot3ypgZ3Qicnb3Tb/BXtjqQLskxVlz1zkF1WjKMpd1EqlyHc0R3t7DSX1dM9ANuHP46Vt85ge9J1lJbLEGLvilmhUZgY2JG1nmYwGM0Skr1DBBPyMJZyhZyKP3ZiKxTKSnVOp24U7mJR0+tVG7ZiS/zcYwGOZtzEzvsXkFVWSLvljfONQgd7Xwz7b6nBWBFsp/2GtynIlRbhVOZtGiuIkBdqrdlYqZtLMNb0fhbrE05gX+plOh3JPpsa0BMPeXcxqvydwWAYhglTzZAdP+/DirfWIy8jv/I1IZQnRaGIA2kqLrYQI6CDL/pO6IFRjw+mHe5qAxFv+k7sQR/VGTCtNw6tP67T34oMnoY8Zvo0S5lUhuUvr8KOn/ZDXl4ljLXtHozhr/fWmNYvzAfP/fgEfTAYDEZrZN2dC/jqymEq0FShdreaV9C7wKH2rhjuG45pwZ1ph7vaQIzLR/iG00d1xvi3x7bEa1pL/SpLqwMiYGqkcjk+itmHdXcuagx2Iu09MBea4lSwvQvejxpFHwwGg9Ea+TfpDJbf3occaVGN91RZsGJOiGBbdwz07IDxvt1ph7vaQMSbQR4d6KM6w7w6Ym/KZZ3+ViQ7aZSXcZm8tUGmKMfXN3fS7VdfdriNFybDX2PaAFs3vNZhPH0wGAzzwISpZsY/X2+n4kx1VDYYgx7pi74TeiJqRCez+SjNfncazuy4gKL8Eq0+VI+9NQUuXrUTwozh8zk/4NCGEzU8rhJuJNN/0+LT4Ruq3/CQwWAwWgO/x57GhzH7a7yuKtMY69cOwwPbo79niNl8lJ6P6I+DKXHUx0mbOPVch35wt6rd4MYYXjmzFTsSr9dIDrtTkAlYuCG5KBdBjubL1GIwGIzmwtr4Y/jm5s4ar6uiwnCvjhjkHYmerqFm81Fa0GYojmfEoqi8VGuseLzNYLhamr6T83uX/6YZUNWXSDy6AH+klOTAX2y+TC0Gg6EJ85hqRhTmFuG3N9ZqfU91Hs9MzqJlHuY09/YK9qBd9jr2b6/xuoObPZ7+bh4VpkzN7Qt3cXD9ca3G6wq58rW/v95u8uUyGAxGcyNfWoovLh/U+p7qDJpaWkh9lMxp7u1v60S77HV307zz7GxhjXe6Dscz7fuafJlXs1OwXYsoRVANeIhox2AwGK2dAlkJfry1V+t7qnNoemkBLQk0p7k3MUj/recidHEK0njdSWKD/7Ubi/khg02+zJt597FXiyhFUN1yXxt/3OTLZTAYumEZU82II3+fgqyMFOrpJubQdWQ+yIart3aTQFPh29Ybnx94Bw/upCIp9gGsbC3RvldbatBbW4hf1v24VKqu+YR6aZ3HgTVHaHmheglfdQ5tOI5nv3+cGqwzGAxGa2VX0g1IFXp8AAGcSk9AWkkBPMyQsaROkJ0L/hz0GBIKc3A3Pws2Igm6uPrQNs+1hfhlkfmQGxSBds5a57El4WplJypdEOHq3e4PUYN1BoPBaK0cSL1Ky9n0cT77LjJK8+FmhowldQJsXPFj9ONILs5CQlEmrIQSdHT0r5N/E/HLSirOol30/K1dtc5j14MYg7Fib8olvBI5XsP0nMFgmA8mTDUjsu5nK8UZfcbjZLoHOWYXplR4h3jSR12Qy+X467Ot2PTtDuSm59HXSMe+Cc+OwvQlEzUEqtyMfK3ZUupIS8tRWlQGG3vrOq0Pg8FgtASI4EQupPWZyaqmM7cwpSLA1ok+6oJcocDPN09ixa0zyKrwy3KSWGF22+54sl1vDYGKvK+tpbc6ZQo5iuUy2Aks6rQ+DAaD0RLIKMs3KlaQ6cwtTKnwtXahj7pARKY/7h7BuoTjlX5ZDmJrTAvohTnBAzUEKvK+wXGFQo4SuRS2Iss6rQ+DwagdTJhqRjh5OkKhw3BcHWdP47rvNSYKhQKfPPYdDv9FPKOqXs/PKsAf721E3MV7ePvvlyuzn1x9nCt9tHRhZWNBM7cYDAajNUO66um7C6zCzcjue42Jgufx0qkt2JGkWZ6XIy3Bt1eP4Gp2Kn7sM7ky+8nTys5gu3NrkYRmbjEYDEZrxkViXKwwtvteY6LgFXj70gbsT72iESvyZMX4Je4AbuY/wKddZlRmP7lb2tMGHBqDkGpYCcWwFrJYwWA0FCw3sRnRf0pPCMX6U1oj+obBzbdudxoakrO7YyqMzGu+R+5gnNhyFic2n618bficQTq7AKoYOrO/Wb21GAwGozkwyi/cYPlDlKsvvKwb5g54fTiccgfbq4lSKshr+x/cwr77typfmxzUUWcXQBUTAyLM6q3FYDAYzYHBnpEQcfpjRWfHAHhYOqCpczLzNvZVE6VUkNeOpN/A4bTrla+N8elqUJR7yLuLWb21GAyGJuzX1owgZW66jMVV582Z7zyM5sCOn/dBINT99SPvbf+pypDRP9yHlvhpn1Y5wJj04hgzrCmDwWA0L5wsrPFsB+3G4oKKfKLnOwxAc2DdnQuV7cq1Qd5be+dC5d8h9q6YHRqlc1rC3LBoM6wpg8FgNC8cJdaY30a7sbjqrPtE6BA0B/5NOqPXC4rEvk1JVY0vAm3d8bB/L72xYnpgHzOsKYPB0AUTppoZj74+CQu/mAVreyuN1z0Dle1Mw7u3QXMg8cZ9KOS671SQ94ipujqLvp6DuUunw8ZBzUOKA7oMjqRPnT2afgkjg8FgNARPteuD1zsPhW21kjVfG+Wd744uXs3iQNzJz9KbAUXeI6bq6rzZZThejhwIO3GVhxQZZvRyD2w2JYwMBoPREMwNHojnwx6CjVDTc8/bWukJ2N7Bt1kciHuF6XozoBTgqam6Oi+1G41FocNreEhFOQc3mxJGBqMlwTymmhmkHnrKS2MxdtFwnN93GUW5xfAK8UDb7sHYtWsXmgt2zrbKkYKeigtbBxuNv0mZHhHmprw0BtdOxEJaIkVABz+4+Dhh586d5l9pBoPBaEaxYn5YD8wI6YpjafeQLy2Fv60TOjp4NKtY4SixNBQqYC/RHFCRMr2n2veh238+MxllchlCHdzgIbFhsYLBYDCqxYoZQX0x2b8HzmTFoUBWQs3H29l4NatYQUzOk6B5k6I61QUoUqY3N2QgHg3sg8u5iTRWBNt6wE1si50pbFzBYDQ0TJhqplhYWaD3uO6Vf8tkMjQnBk/vi9gzcTq7J3ECDkMe66/1PYmlpDJLqjluO4PBYDQUliIxhvq0bbbny7EBEbiUrZk9qw4HDuMDquKBOhZCEXp7KLOkmuO2MxgMRkNhKRSjv3u7Znu+HOHVCdfyknTexCCxYpR3F63vWQjF6O4S0my3ncFoKbBSPkajMHzOQLj6OkMgEmj1l3Jyd8Cox7XXvTMYDAajdUDMzD2t7bX6TJHXXC2tMS24c6OsG4PBYDCaBqN9u8Ld0kGrzxR5zVlig/G+2v0HGQxG04AJU4xGwcbeGl8eeg8B7ZS160KRgD4Ivm298OXh92HvzGq7GQwGozVDfKLWDZqJNvZulQMM1cAjyM4Z6wbPgqOFpucig8FgMFoXpExvefQTCLKpGSv8rF3wU48FcJCoedQyGIwmByvlYzQaXkEe+CnmC1w+ch2XD10Hz/OI7N8OnQdF0Jp3BoPBYDD8bB2xY8TjOJORiNPpCbRUo7ubP3q5B7BYwWAwGAyKj7Uz/uzzHC7m3MP57Ht0XNHFOYiambNxBYPR9GHCFKNRIYGi04AO9MFgMBgMhq5Y0cM9gD4YDAaDwdAVK7o6B9MHg8FoXrBSPgaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEajwIQpBoPBYDAYDAaDwWAwGAxGo8CEKQaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEajwIQpBoPBYDAYDAaDwWAwGAxGo8CEKQaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEbLEqY+/PBD9O7dG9bW1nB0dKzx/qVLlzB9+nT4+fnBysoK7dq1w7fffmuu1WEwGAxGE4TFCgaDwWCwWMFgMBitG5G5ZiyVSjF16lT06tULv/32W433z58/D3d3d6xZs4aKUydOnMCCBQsgFArxzDPPmGu1GAwGg9GEYLGCwWAwGCxWMBgMRuvGbMLUe++9R/9duXKl1vfnzZun8XdwcDBOnjyJTZs26RWmysrK6ENFfn4+/Vcmk0EkElU+b22otplte+uDHXv2vTfH96mhYLGiYWHni9Z5viCwY986j725jjuLFS0bdr5onecLAjv2rfPYy5pArDCbMFUX8vLy4OzsrHeajz/+uHIgo87evXtp2SBh3759aK2wbW+9sGPfOjH1cS8uLkZTh8WK+sPOF60XduxbJyxWaIeNKxr2e9OcaM3b3tq3n21744wrmowwRUr5NmzYgB07duidbsmSJXjppZc0Bij+/v60ZNDS0hIHDx7EoEGDIBaL0ZogaiTb9tZ33Ans2LPfvCm/9wUFBfRfnufRFGGxon6w80XrPF8Q2LFvncfeXMedxYqWDTtftM7zBYEd+9Z57GVNIVbwteC1114jc9T7uHHjhsZnVqxYwTs4OOid75UrV3hXV1f+gw8+4GtLUlKSwXViD7YP2HeAfQfYd6B23wFybq0rLFaw3xv7vbHvAPsOtI7vAIsVjX8M2IPtA/YdYN8BtIBYUauMqZdffhlz5szROw3xiqoN169fx5AhQ6jx+Ztvvona4u3tjaSkJNjZ2VFFjhipk7/t7e3RmiBeW2zbW99xJ7Bjz37zpvzekzsa5FxKzq11hcWKpgs7X7TO8wWBHfvWeezNddxZrGjZsPNF6zxfENixb53HPr8JxIpaCVNubm70YSquXbuGwYMHY/bs2bRleF0QCATw9fWlzzmOo/+Sndnavkwq2La3zuNOYMe+dR57cxx3BweHen2exYqmDztftM7zBYEd+9Z57FmsMA42rjD/96a50Jq3vbVvP9t2+0YZV5jNYyoxMRHZ2dn0X7lcjpiYGPp6mzZtYGtri6tXr1JRasSIEdQzKjU1lb4vFApNKn4xGAwGo+nCYgWDwWAwWKxgMBiM1o3ZhKm3334bq1atqvy7S5cu9F9iqjVw4ED8/fffyMjIwJo1a+hDRUBAAOLj4821WgwGg8FoQrBYwWAwGAwWKxgMBqN1IzDXjFeuXElrCqs/iChFePfdd7W+Xx9RysLCAu+88w79t7XBtr11HncCO/at89i3lOPOYkXD0lK+N3WhNW97a99+tu3N/7izWNGwsN9M8//N1BV27FvnsbdoAtcIHHFAb7SlMxgMBoPBYDAYDAaDwWAwWi1my5hiMBgMBoPBYDAYDAaDwWAw9MGEKQaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEajwIQpBoPBYDAYDAaDwWAwGAxGo8CEKQaDwWAwGAwGg8FgMBgMRqPQYoSpDz/8EL1794a1tTUcHR21TpOYmIjRo0fTadzd3fHKK6+gvLwcLY1bt25h/PjxcHV1hb29Pfr27YuDBw+iNbFjxw706NEDVlZWcHJywoQJE9CaKCsrQ+fOncFxHGJiYtDSiY+Px/z58xEUFESPeUhICG15KpVK0VL54YcfEBgYCEtLS/pdP3PmTGOvUrOAxYoqWKxgsYLFChYrGCxWGILFChYrWKxgsaIhaDHCFBmATp06FYsWLdL6vlwup6IUme7EiRNYtWoVVq5cibfffhstjTFjxlDB7b///sP58+fRqVMn+lpqaipaA//88w9mzpyJuXPn4tKlSzh+/DgeffRRtCZeffVVeHt7o7Vw8+ZNKBQK/PTTT7h27Rq+/vprLF++HK+//jpaIhs2bMBLL71ExbcLFy7Q3/iIESOQnp7e2KvW5GGxogoWK1isYLGCxQoGixWGYLGCxQoWK1isaBD4FsaKFSt4BweHGq/v3LmTFwgEfGpqauVry5Yt4+3t7fmysjK+pZCRkcGTw3rkyJHK1/Lz8+lr+/bt41s6MpmM9/Hx4X/99Ve+tUK+6+Hh4fy1a9focb948SLfGvnss8/4oKAgviUSHR3NP/3005V/y+Vy3tvbm//4448bdb2aEyxWsFjBYgWLFQQWKxgsVuiGjSvYuIKNK5SwWGF+WkzGlCFOnjyJyMhIeHh4VL5GMgzy8/NphkVLwcXFBWFhYVi9ejWKiopo5hTJIiGli926dUNLh2SP3L9/HwKBAF26dIGXlxdGjRqFq1evojWQlpaGJ554An/88QctWW3N5OXlwdnZGS0x44dkQg4dOrTyNfJ9J3+T8xyjfrBYwWJFa4DFiipYrGDUBRYrWKxoDbBYUQWLFean1QhTpIxNXZQiqP5uSSVuxFNo//79uHjxIuzs7Kj/zFdffYXdu3dTr6WWzt27d+m/7777Lt58801s376dbvfAgQORnZ2NlgzP85gzZw6efPJJREVFoTUTFxeH77//HgsXLkRLIzMzk5YmazuftaRzWWPBYgWLFSxWtB5YrGDUFRYrWKxgsaL1wGJFw9CkhanFixdToUXfg3jLtAaM3RdEnHj66adphtTRo0epITIx/h47dixSUlLQ0ref+AwR3njjDUyePJlmia1YsYK+v3HjRrTkbSdCTEFBAZYsWYKWQl3OASRjbuTIkdRzjmSPMVo+LFbUfl+wWMFiBYsVLFa0NlisqP2+YLGCxQoWK1isaChEaMK8/PLLNANEH8HBwUbNy9PTs0bXKpKeqHqvqWPsviCG5yRLKCcnh3bkI/z444/Yt28fNXwngag5Yuz2q8S39u3bV75uYWFB3yNdGZsjtTn2JLWcbK86JHtqxowZ9Pg3N2p7Dnjw4AEGDRpEO3T+/PPPaImQbptCobDy/KWC/N0czmXmgMWK2u8LFitYrGCxgsWK1gaLFbXfFyxWsFjBYgWLFQ1Fkxam3Nzc6MMU9OrVi7YJJ12rSDYRgYg1RLxRFzGa+74oLi6u9JxRh/ytyiZqjhi7/SRDipxAY2Nj0bdvX/qaTCZDfHw8AgIC0JK3/bvvvsPSpUs1RBrio0Y6uPXo0QPNkdqcA0imFBGlVFly1X8DLQWJREK38cCBAzQbkkB+2+TvZ555Bq0RFitqvy9YrGCxQgWLFSxWtBZYrKj9vmCxgsUKFSxWsFhhdvgWQkJCAu0+9t577/G2trb0OXkUFBTQ98vLy/mIiAh++PDhfExMDL97927ezc2NX7JkCd+SIN0zXFxc+EmTJtHtjI2N5f/3v//xYrGY/t0aeP7552m3pT179vA3b97k58+fz7u7u/PZ2dl8a+LevXutpitfcnIy36ZNG37IkCH0eUpKSuWjJbJ+/XrewsKCX7lyJX/9+nV+wYIFvKOjo0bXUYZ2WKxQwmIFixUqWKxgsYLBYoUuWKxgsYLFCjauaChajDA1e/ZsOgiv/jh48GDlNPHx8fyoUaN4Kysr3tXVlX/55Zd5mUzGtzTOnj1LBThnZ2fezs6O79mzJ2312VqQSqX02BIximz/0KFD+atXr/KtjdY02FixYoXW338L0t5r8P333/P+/v68RCLho6Oj+VOnTjX2KjULWKyogsUKFisILFawWMFgsUIfLFawWMFiBRtXNAQc+Z/587IYDAaDwWAwGAwGg8FgMBgMTVpmsSSDwWAwGAwGg8FgMBgMBqPJw4QpBoPBYDAYDAaDwWAwGAxGo8CEKQaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEajwIQpBoPBYDAYDAaDwWAwGAxGo8CEKQaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEajwIQpBoPBYDAYDAaDwWAwGAxGo8CEKQaDwWAwGAwGg8FgMBgMRqPAhCkGg8FgMBgMBoPBYDAYDEajwIQpBoPBYDAYDAaDwWAwGAwGGoP/B5SjcHqvq1qZAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "n_clusters = [2, 3, 4, 5, 6, 7]\n",
+ "plt.figure(figsize=(12, 10))\n",
+ "\n",
+ "for i, k in enumerate(n_clusters, 1):\n",
+ " model = KMeans(n_clusters=k)\n",
+ " model.fit(train_data)\n",
+ " pred = model.predict(test_data)\n",
+ " print(f\"n_clusters = {k}\")\n",
+ " print_evaluation(test_data, pred)\n",
+ " print()\n",
+ "\n",
+ " labels = model.predict(raw_data)\n",
+ " plt.subplot(2, 3, i)\n",
+ " plt.scatter(raw_data[0].to_frame(), raw_data[1].to_frame(), c=labels)\n",
+ " plt.title(f\"n_clusters = {k}\")\n",
+ " plt.grid(True)\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Можно сделать выводы о том, что KMeans достаточно хорошо решает задачу кластеризации. Силуетный коэффицент при разделении на кластеры показывает, что чем больше кластеров, тем менее они различимы становятся между собой, но тем не менее при эксперименте показатель всё равно остается ближе к 1, что хорошо."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Выводы\n",
+ "\n",
+ "При выполнении данной лаборатоной работы удалось поработать с библиотекой scikit-learn для решения задачи кластеризации.\n",
+ "\n",
+ "Оценка по выбранной метрике:\n",
+ "\n",
+ "| | Silhouette score |\n",
+ "|-------|------------------|\n",
+ "|KMeans | 0.665 |"
+ ]
+ }
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "gpuType": "T4",
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}