{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Импорт библиотек и извлечение данных fashion_mnist" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n" ] } ], "source": [ "import numpy as np\n", "import torch\n", "from matplotlib import pyplot as plt\n", "from torch.utils.data import DataLoader\n", "from torch.autograd import Variable\n", "from torch import nn\n", "from IPython.display import clear_output\n", "\n", "from keras.datasets import fashion_mnist\n", "(X_train, y_train), (X_test, y_test) = fashion_mnist.load_data()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Установка параметров шрифтов" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.family'] = 'serif'\n", "plt.rcParams['font.serif'] = 'FreeSerif'\n", "plt.rcParams['lines.linewidth'] = 2\n", "plt.rcParams['lines.markersize'] = 12\n", "plt.rcParams['xtick.labelsize'] = 24\n", "plt.rcParams['ytick.labelsize'] = 24\n", "plt.rcParams['legend.fontsize'] = 24\n", "plt.rcParams['axes.titlesize'] = 36\n", "plt.rcParams['axes.labelsize'] = 24" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Установка основных параметров и преобразование формата выборок" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "input_size = X_train.shape[1] * X_train.shape[1] # Размеры изображения = 28 x 28 = 784\n", "hidden_size = 500 # Количество узлов на скрытом слое\n", "num_classes = len(np.unique(y_train)) # Число классов на выходе. В этом случае от 0 до 9\n", "num_epochs = 5 # Количество тренировок всего набора данных\n", "batch_size = 300 # Размер входных данных для одной итерации\n", "learning_rate = 0.001 # Скорость обучения\n", "max_pixel = np.max(X_train)\n", "\n", "X_tensor_train = torch.FloatTensor(X_train)\n", "X_tensor_test = torch.FloatTensor(X_test)\n", "y_tensor_train = torch.LongTensor(y_train)\n", "y_tensor_test = torch.LongTensor(y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Пример элемента выборки" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(X_tensor_train[1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Подготовка данных и определение нейросети" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "train_loader = DataLoader(\n", " dataset = list(zip(X_tensor_train, y_tensor_train),),\n", " batch_size=batch_size,\n", " shuffle=True\n", ")\n", "test_loader = DataLoader(\n", " dataset = list(zip(X_tensor_test, y_tensor_test)),\n", " batch_size=100,\n", " shuffle=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Здесь мы строим 2-х слойную нейронную сеть с нелинейным преобразованием ReLU." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "class Net(nn.Module):\n", " def __init__(self, input_size, hidden_size, num_classes):\n", " super(Net, self).__init__() # Наследуемый родительским классом nn.Module\n", " self.fc1 = nn.Linear(input_size, hidden_size) # 1й связанный слой: 784 (данные входа) -> 500 (скрытый узел)\n", " self.relu = nn.ReLU() # Нелинейный слой ReLU max(0,x)\n", " self.fc2 = nn.Linear(hidden_size, num_classes) # 2й связанный слой: 500 (скрытый узел) -> 10 (класс вывода)\n", " \n", " def forward(self, x): # Передний пропуск: складывание каждого слоя вместе\n", " out = self.fc1(x)\n", " out = self.relu(out)\n", " out = self.fc2(out)\n", " return out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Обучение нейросети\n", "#### 2. В процедуру оптимизации нейронной сети вставить код, получающий ошибку на тестовой и контрольной выборках или воспользоваться встроенными процедурами." ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\font_manager.py:1320: UserWarning: findfont: Font family ['serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "net = Net(input_size, hidden_size, num_classes)\n", "MSE = nn.MSELoss()\n", "criterion = nn.CrossEntropyLoss()\n", "optimizer = torch.optim.Adam(net.parameters(), lr=learning_rate)\n", "\n", "history = np.array([])\n", "errors = np.array([])\n", "for i, (images, labels) in enumerate(train_loader): # Загрузка партии изображений с индексом, данными, классом\n", " images = Variable(images.view(-1, 28 * 28)) # Конвертация тензора в переменную: изменяем изображение с вектора, размером 784 на матрицу 28 x 28\n", " labels = Variable(labels)\n", "\n", " optimizer.zero_grad() # Инициализация скрытых масс до нулей\n", " outputs = net(images) # Передний пропуск: определение выходного класса, данного изображения\n", " loss = criterion(outputs, labels) # Определение потерь: разница между выходным классом и предварительно заданной меткой\n", " loss.backward() # Обратный проход: определение параметра weight\n", " optimizer.step() # Оптимизатор: обновление параметров веса в скрытых узлах\n", " history = np.append(history, loss.data.numpy())\n", " \n", " error = np.array([])\n", " for i, (images_test, labels_test) in enumerate(test_loader):\n", " images_test = Variable(images_test.view(-1, 28 * 28))\n", " labels_test = Variable(labels_test)\n", " error = np.append(error, MSE(torch.argmax(net(images_test).data, 1).type(torch.FloatTensor), labels_test.type(torch.FloatTensor)).numpy())\n", " errors = np.append(errors, np.mean(error))\n", "# Plotting\n", "fig = plt.figure(figsize=(16,10))\n", "plt.xlabel('Number of Iteration')\n", "plt.ylabel('Mean Squared Error in test data')\n", "plt.plot(errors)\n", "plt.show()\n", "fig = plt.figure(figsize=(16,10))\n", "plt.xlabel('Number of Iteration')\n", "plt.ylabel('Loss function')\n", "plt.plot(history)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. Для разных объемов выборки построить графики кривой обучения, показывающие различные скорости обучения." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\font_manager.py:1320: UserWarning: findfont: Font family ['serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "batch_sizes = [25, 50, 100, 200, 400, 800]\n", "fig = plt.figure(figsize=(16,10))\n", "plt.xlabel('Number of Iteration')\n", "plt.ylabel('Loss function')\n", "plt.xlim(0, 100)\n", "for batch_size in batch_sizes:\n", " train_loader = DataLoader(\n", " dataset = list(zip(X_tensor_train, y_tensor_train)),\n", " batch_size=batch_size,\n", " shuffle=True\n", " )\n", " net = Net(input_size, hidden_size, num_classes)\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = torch.optim.Adam(net.parameters(), lr=learning_rate)\n", "\n", " history = np.array([])\n", " for i, (images, labels) in enumerate(train_loader): # Загрузка партии изображений с индексом, данными, классом\n", " images = Variable(images.view(-1, 28 * 28)) # Конвертация тензора в переменную: изменяем изображение с вектора, размером 784 на матрицу 28 x 28\n", " labels = Variable(labels)\n", "\n", " optimizer.zero_grad() # Инициализация скрытых масс до нулей\n", " outputs = net(images) # Передний пропуск: определение выходного класса, данного изображения\n", " loss = criterion(outputs, labels) # Определение потерь: разница между выходным классом и предварительно заданной меткой\n", " loss.backward() # Обратный проход: определение параметра weight\n", " optimizer.step() # Оптимизатор: обновление параметров веса в скрытых узлах\n", " history = np.append(history, loss.data.numpy())\n", " # Plotting\n", " plt.plot(history, label = 'batch size = %s' % batch_size)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Вывод\n", "Величина выборки практически не влияет на скорость обучения." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4.Наложить на выборку шум. Например, перемешать независимые переменные или добавить случайный шум в зависимые, на ваш выбор. Построить несколько графиков кривой обучения в условиях наложенного шума с разной дисперсией." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Т.к. данные являются массивом (28, 28) пикселей, принимающих дискретные значения от 0 до 255, то в качестве шума будем использовать массив, заполненный элементами, которые распределены по натуральному распределению с мат ожиданием 255 / 5 = 51 и дисперсией 20.\n", "P.S. Значение мат ожидания и дисперсии взято произвольное. В последствие согласно заданию дисперсия будет изменяться" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Пример данных без шума и с шумом." ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\font_manager.py:1320: UserWarning: findfont: Font family ['serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_tensor_train_noise = torch.FloatTensor(X_train + np.random.normal(np.max(X_train[0]) / 5, 20, X_train[0].shape))\n", "plt.imshow(X_tensor_train[1])\n", "plt.show()\n", "plt.imshow(X_tensor_train_noise[1])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\font_manager.py:1320: UserWarning: findfont: Font family ['serif'] not found. Falling back to DejaVu Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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mpsnziRMnkpycTElJCevWreOKK64AoKysjHfffRdoX4k9wOOPP869994bDCyjo6NJT08Prrk/fPgwtbW1IQP84xH4HFtbkhBoumetpaysrEXgnpKSEnZsoGz9yJEjxzvVEybQKLD5n3NzgeORNhb8NtGaeQnSmnkREREROVG8Xi8A6enpWGvbfKxfv77J+OTkZK655hrgaCYe4I033qC+vp4hQ4bwve99L+L5FBQUMHPmTKy1TJ8+nYKCAjweD+Xl5cFmdoEy/0Cw39E8Hk/bJ52iAl8IlZeXU1tbG/a8QFVETk7OSZlXd6JgXgBo8FrKXY33mVc3exERERFpKisrC2i97DzcscBa7IqKimMu5Q5k3pcvXx4MhANd7NublX/zzTfxer2MGzeOZ555hmHDhjUp3YfIKgiOReBzLCwsDHtOUVER4CtD79mz5wmZR3MffPABvXv3PqbHpEmT2nWvxh3sw3WqLysr4+DBgy3OFx+V2QsA5a46vI2+cNSaeRERERFpLpD53rp1K06nk9TU1BbnbNiwIeTY3Nzc4J70y5Yt41e/+lW77z9u3DgyMzM5dOgQ+fn5/OAHP2Djxo0A3Hjjje26ViBYPvfcc0Med7lcfPjhhyGPNV6Xb61t97rv733ve2zcuJENGzaEHb9u3ToAvvvd74ZdG9/R6urqjvkLjPZugzd06FCys7MpKSlh7dq1Iasq1q5dC/ga81144YXHNK9TmTLzAjQtsQeV2YuIiIhIS+PGjSM1NRWPx8NTTz3V4nhdXR0LFiwIOTYlJYXrrrsOgIcffrjVoLG+vj5k9/LY2Nhg6fvixYtZvHgx1lpGjBjB4MGD2/VeAg38/vGPf4Q8/sgjj1BVVRXyWOMvMSorK9t1XyD4HgoKClixYkWL4yUlJSxatAiA66+/vt3XP1ajR4+OaAlEJMsi2hIVFcUNN9wAwB//+McWfQm8Xi9PPvkkABMmTAj5xdG3nYJ5AVoG82qAJyIiIiLNJSUlce+99wIwZ84cnnjiiWD3+b1793Lttde26ELf2Lx588jIyODAgQOMGjWqSbk8wO7du1m4cCFDhw5ly5YtIa8RKKdfuXIlf/7zn5u81h6BBnr5+fnMnTs32GittLSUe+65h7y8PDIzM0OOTUtLC675DsyhPS666KLglnTTpk1j6dKlNDT4/v39ySefMHbsWCoqKsjOzub2229v9/W7i//6r/8iNTWVr7/+mkmTJvH1118Dvj+Dm266ic2bNxMXF8ecOXM6eaZdk4J5AZpuSwfKzIuIiIhIaDNnzmTixIk0NDRw9913k5qaSnp6OoMGDWLNmjU8//zzYccOHDiQ1atX06dPH7766ismTZqEw+GgZ8+eJCQkMHjwYO688052794dtnT9oosuon///tTW1vLFF18QFRXFj3/843a/j7FjxwbXec+aNQuHw0FGRgbZ2dk8/vjjTJs2jauvvjrs+JtvvhmAu+++G4fDwcCBAxk4cCALFy6M6P4vvfQSw4cPp6KigilTpuBwOEhNTSU3N5fPP/+c9PR0li9fHvYLhVNB7969Wbp0KUlJSaxZs4YBAwaQlpZGdnY2L7/8MjExMfzpT3/ijDPO6OypdkkK5gU4mplPife1UVAwLyIiIiKhxMTE8Oabb/L0009z9tlnExMTQ3R0NOPHj2fDhg1tNkIbMWIEO3fuZP78+YwaNYqUlBQqKytJTEwkNzeXmTNnsnnz5rD71RtjmqyPHzNmzDF3On/99deZN28eQ4cOJTY2FmstF1xwAS+++CJ/+tOfWh37wAMPMH/+fM4++2ystRQWFlJYWBhx2X1WVhabNm1iwYIF5ObmEhsbS11dHYMHD+aOO+6goKCAkSNHHtP76k6uuOIKtm7dyn/+53/Sr18/3G432dnZXH/99Xz44Yf8x3/8R2dPscsyJ2qbBfHJzc214UqEupK5q77gf/7+FWf0SaXgGyfjz8rhv/898q09RERERLqTL774gqFDh3b2NESkC2rv3w/GmE+stbkncEohKTMvAJT5y+xPy0gCoEZb04mIiIiIiHRZCuYFgFJ/mX3/YDCvMnsREREREZGuSsG8AFBWXQccDea1z7yIiIiIiEjXpWBegKMN8E5TZl5ERERERKTLUzAvNHgthwJl9umJgPaZFxERERER6coUzAsVNXV4LaQlxZKaGAuozF5ERERERKQrUzAvwRL7no54EmOjAXWzFxERERER6coUzAtlVb7mdz0dccFgvvaIF6/Xdua0REREREREJAwF89IkM2+dh8nA91yl9iIiIiIiIl2TgnkJBvO9EqL4csIEHvvrU4CCeRERERERka4qprMnIJ2vNNDJvrachtIy+gDx9XXqaC8iIiIiItJFKTMvlFb5gvmcypLga2meKu01LyIiIiIi0kUpmBfKqn0N8DIO7Q++lu6pUkd7ERERERGRLkrBvFDmz8wnlxwN5jNqq1RmLyIiIiIi0kUpmJdgA7yYor3B19JrnWqAJyIiIiIi0kUpmD9FlFZ5+LK0ut3jvF7LIVcdWIu3cG/w9QyPU2vmRUREREREuigF86eIm/78MeOffo/Kmrp2jat0H6HBaxnkrQZ3bfD1dE+lyuxFRERE5JgYYzDGsHfv3s6eCrNnz8YYw0033XTS733TTTdhjGH27Nkn/d5y6lMwf4ooPFRD7REvuw+2LzsfKLEfVl/R5PV0j1MN8EREREREQqisrGT27NkK0o/Tzp07mTt3LmPHjqVPnz7ExcXRo0cPfvCDH/DII49QWVnZ5jWcTif3338/Q4cOJSkpiczMTC677DKWLl16Et5B59I+86eABq+l2uMLvAsP1ZA7MCPisYFt6f6PuxSAvb1g4EHIqHWyX2vmRURERKSb69mzJ0OGDCEnJ6fDrllZWcmcOXMAWg3oc3JyGDJkCD179uywe58q3n//fS688MLgc2MMPXr0wOl0snnzZjZv3syiRYv43//9X84888yQ1ygqKuLiiy9mz549ADgcDpxOJ+vWrWPdunXceuutPPvssyfl/XQGZeZPAdW1RzPoheU17RobyMz3q/YF8ztOMwCke1zUqsxeRERERLq56dOns3PnTvLy8k76vfPy8ti5cyfTp08/6ffu6o4cOUJsbCw33HAD+fn5OJ1OKioqqK6u5tVXXyUrK4uioiKuvvpq3G53i/HWWiZPnsyePXsYOHAg77//PlVVVVRVVfHoo48SFRXFokWLeO655zrh3Z0cCuZPAc7aI8HfCw+52jU2kJnvVX4AgIIBvmA+rbaGmkbXFRERERER6Sj/9m//xs6dO1m8eDFXXXUVDocDgMTERKZOncqSJUsAKCwsDP7e2IoVK/joo4+Iiopi+fLljBo1CoCEhATuuecebrvtNgAeeOAB6ura11esu1AwfwpoGsy3NzPv+w87rewbAPb2MlQnQKzXS73T2XGTFBEREZFThtfr5ZlnnuGcc84hMTGRrKwsJkyYwKZNmyIaX1payn333cdZZ52Fw+EgOTmZM888k1mzZlFeXt7k3H379hEVFYUxhu3bt4e9psfjoUePHhhjePvtt4Ovt9YA78CBAzz77LOMHz+ewYMHk5SURGpqKueeey6///3vQ67ZHj16NIMGDQo+DzT7Czwal9231QDP4/HwxBNPcN5559GjRw8SExMZMmQId911F8XFxSHHvPDCCxhjGD16NADvvPMOY8aMIS0tDYfDwfnnn8/ixYvDfk5dRb9+/fjOd74T9vjo0aMZOHAgAJ988kmL46+++ioAl19+OcOHD29xfMaMGRhjKC4uZt26dR0z6S5GwfwpoKpRmf3Xx1Bmn1znJt5ZgScGynpAZbLvWFTFoY6cpoiIiIicAurr65k0aRK33XYbn3/+OfX19dTX17Ny5Uouvvhili1b1ur4jRs3cvrppzNv3jy2b9/OkSNHsNZSUFDA3LlzGT58OP/85z+D5/fv3z+4tvq1114Le91AqXZ6ejpXXnllRO/lN7/5Db/61a9YtWoVu3fvJj4+HpfLxdatW3nwwQfJzc2lqKioyZiMjIwma+Czs7ObPAIZ5raUlpYycuRI7r77bj7++GM8Hg+xsbHs2rWLJ598kmHDhvHhhx+2eo2HHnqIa665hr///e8AuFwuPvroI6ZOncrChQsjmkdXlpmZCUBDQ8vlv+vXrwdg3LhxIcf27duXM844A0DBvHRdTvfRzHy5q46qdpTHl1V76F99EIBvMsEaQ2Wyr9Q+qqK8taEiIiIi8i00f/58VqxYQVRUFI899hiHDx+moqKCr776issvv5xp06aFHVtYWMiECRMoLy/n5ptvZufOnbjdblwuF9u3b+fKK69k3759TJo0qUkAN3XqVAD+8pe/hL12IBs9efJk4uLiInovgwcP5uGHH6agoAC3201FRQW1tbWsX7+eESNG8OWXX3LLLbc0GbNs2TI2b94cfF5cXNzkMWPGjIju/ZOf/ITPPvuM9PR0lixZgsvlCjZ/O+uss6ioqOBHP/oRZWVlIcdv27aNOXPm8NBDD3Ho0CEqKyspLi5m8uTJANx3330tqhy6k/Ly8mAlRvMGeAcPHgx+LoGAPZRhw4YBsGPHjhM0y86lYP4U0DgzD+0rtS+r9tC/qgSA/Zm+IP6wPzMfe7j7/o9fRERERDqey+Xi0UcfBeB3v/sdM2bMICkpCYBBgwbx1ltv0bdv37DjZ82aRWVlJbfddhvPPfccQ4YMCZbQn3HGGaxYsYJzzjmHHTt2sHz58uC4KVOmEBsby549e0KW8ldVVZGfnw8cDfwjkZeXx6xZsxg2bBgJCQkAxMbGcskll7B69WqysrJYtWpVsFt6R3nvvfdYvXo14Ks2mDJlCtHR0QDk5uaydu1a0tPTKSkp4emnnw55jUBH/fvvv5+0tDTAVyXw8ssvk5WVRW1tLStXrmzXvNavX99i2UCkj0DZf0d56KGH8Hg8OByO4BcUAQcOHAj+3qdPn7DXCBxrfP6pRFvTnQKaZ+K/Lq/hzL49IhpbVlXHD/yZ+UAwX+mvDIp3VoQbJiIiInLqmx3Zv6e6vNmHO+xSa9aswel0Eh8fz5133tnieHx8PDNmzAiZnXe73bzxxhsA3HXXXSGvHxcXx+TJk9m2bRtr164NBnGZmZmMHTuW/Px8Fi9ezMiRI5uMe+utt3C73fTt25eLL774eN8m4CunHzVqFCtWrGDTpk1N1skfr8Ae6Lm5uSGXBGRnZ3PrrbeSl5fHkiVLePDBB1uck5CQwB133BHy9XHjxvHKK6+02mMglLi4OLKzs9s1JiAjI/LtsduyZs2a4JcYDz74IFlZWU2Ou1xHm34nJiaGvU7gi6bq6uoOm1tXomD+FOA8xsy812spq/bQr8q3Ld3+TEiOTaYyuQqwxDtbNvwQERERkW+vTz/9FIDhw4fTo0foLzsuueSSkK9v2bIl2FX8vPPOC3uPwDZk+/bta/L61KlTyc/PZ8mSJTz55JPBTDYcXUt/ww03EBXVvuLjjz/+mEWLFvHBBx9QVFTUJFAM+Oabb9p1zbYEPscxY8aEPefSSy8lLy+PXbt24XK5SE5ObnJ82LBhLV4LCFRHVFS0Lzk3atSosI33TpYdO3Zw44034vV6ufrqq0N+YWGtDf5ujDmZ0+tSFMyfAgKZ+b5pieyvdEe8Pd1h9xHqvZYBrqOZ+X9L+zcqHJ8BkFTdcd/iioiIiHQ7HZjRPlWUlvqSQK2VNocrs29c6lxSUtLmvWpqmiaoJk6cSHJyMiUlJaxbt44rrrgCgLKyMt59912gfSX2AI8//jj33ntvMDiMjo4mPT09uOb+8OHD1NbWhgzwj0fgc2xtSUK/fv0AX+BaVlbWInBPSUkJOzawZODIke611fSePXsYO3Ys5eXljBw5kr/85S8hg/XGTQab/3fSWOBYpE0JuxutmT8FON2+zPyZfVOByDPzZdUeYhvqya4+hNdAcQYMTh8c7Gaf7NL/gYmIiIhIx/B6vQCkp6djrW3zEehWHpCcnMw111wDNO1q/8Ybb1BfX8+QIUP43ve+F/F8CgoKmDlzJtZapk+fTkFBAR6Ph/Ly8mAzu0CZf+NMcEfyeDwn5LrdUVFREZdddhn79+9n+PDhrFq1KmzP8BjfAAAgAElEQVTlQeMvk1qrmggcy8nJ6djJdhEK5k8BVR7fN25n9vGVOkW6PV1ptYccVxnR1ktFRhxHYgyD0wZT6fB9+5XqVjAvIiIiIkcF1i5HEkA1F1iLXVFRccyl3IHM+/Lly4OBcKCLfXuz8m+++SZer5dx48bxzDPPMGzYsCal+xBZBcGxCHyOhYWFYc8JbIlnjGmyFd6J9MEHH9C7d+9jekyaNOmY71tcXMxll13Gnj17OP3001mzZk2wqV8oWVlZwc+koKAg7HmBLvaBrvanGgXzp4BAN/uhOalEGfjmsBtPfcu9GJsrq66jf5WvxL4o0/dtY+PMfA+388RMWERERES6pUDme+vWrTidof+tuGHDhpCv5+bmEhPjW+Xb1l704YwbN47MzEwOHz5Mfn4+RUVFbNy4EYAbb7yxXdcKBMvnnntuyOMulyvsPu+N1+UfS9Y+8Dlu2LAh7PjA3ujf/e53w2aoO1pdXR0lJSXH9DjWbfAOHTrEFVdcwa5du/jOd77DX//61xYN70IJ9BtYu3ZtyOP79+8PBvqXXXbZMc2tq1MwfwoI7DOf4YijT1oi1kJRhbvNcWVVR/eYL0yvJy4qjv4p/alKggYDqXU11LlrT+jcRURERKT7GDduHKmpqXg8Hp566qkWx+vq6liwYEHIsSkpKVx33XUAPPzww61mvevr60N2II+NjQ2Wvi9evJjFixdjrWXEiBEMHjy4Xe8l0MDvH//4R8jjjzzyCFVVVSGPpaamBn+vrGx/0+jAeygoKGDFihUtjpeUlLBo0SIArr/++nZf/1iNHj06oiUQkSyLiMThw4cZO3Ys27dvp3///qxbt67VfgyNBSox1qxZw7Zt21ocf+KJJ7DWkpOT02qjwe5MwfwpIJCZT02IZUCmb/uFryNYN+/bY/5o87veyb1JjUvFGhPca766pPTETFpEREREup2kpCTuvfdeAObMmcMTTzwR7D6/d+9err322hZd6BubN28eGRkZHDhwgFGjRjUplwfYvXs3CxcuZOjQoWzZsiXkNQJB3MqVK/nzn//c5LX2CDTQy8/PZ+7cucFmaaWlpdxzzz3k5eWRmZkZcmxaWlow6AzMoT0uuuii4JZ006ZNY+nSpTQ0+CprP/nkE8aOHUtFRQXZ2dncfvvt7b5+d+ByuRg/fjyffvopOTk5rFu3jgEDBkQ8fuLEiZx33nl4vV6uvfbaYBWFx+NhwYIFLFy4EPD9dxpoaHiqUTB/CnD6u9mnJsRwWoYvCt8bQUf70ioP/at834juzzTkOHJIjEkkykQF95p3Fx88MZMWERERkW5p5syZTJw4kYaGBu6++25SU1NJT09n0KBBrFmzhueffz7s2IEDB7J69Wr69OnDV199xaRJk3A4HPTs2ZOEhAQGDx7MnXfeye7du8NuOXbRRRfRv39/amtr+eKLL4iKiuLHP/5xu9/H2LFjg+u8Z82ahcPhICMjg+zsbB5//HGmTZvG1VdfHXb8zTffDMDdd9+Nw+Fg4MCBDBw4MBhEtuWll15i+PDhVFRUMGXKFBwOB6mpqeTm5vL555+Tnp7O8uXLw36h0N29+eabvP/++wA4nU4uvPDCdq3HN8awdOlSBg0axJ49exg5ciQpKSk4HA5mzJiB1+vl1ltv5ec///nJfmsnjYL5U0Bgn/nUxKOZ+Ug62pdVuYNl9vszISc5B2OMf69531+etQrmRURERKSRmJgY3nzzTZ5++mnOPvtsYmJiiI6OZvz48WzYsKHNRmgjRoxg586dzJ8/n1GjRpGSkkJlZSWJiYnk5uYyc+ZMNm/eHHa/emNMk/XxY8aMOeZu5a+//jrz5s1j6NChxMbGYq3lggsu4MUXX+RPf/pTq2MfeOAB5s+fz9lnn421lsLCQgoLCyMuu8/KymLTpk0sWLCA3NxcYmNjqaurY/Dgwdxxxx0UFBQwcuTIY3pf3UFgdwPwZemPZT1+v3792Lp1K7/97W85/fTTqa+vJyUlhTFjxrBkyRKeffbZk/V2OoU5UdssiE9ubq4NVyLUEWqPNHD671YTG23Y9fAP+b8Fxdz6yqdcenovnr9pRKtj/7+5K/jtS/+FOyWBn06v51fn/IpfDv8lY5eOZeKSIi793GLvuo9hv/jJCZu/iIiISGf44osvGDp0aGdPQ0S6oPb+/WCM+cRam3sCpxSSMvPdXOP18saYYJl9YQRl9vHf+NYzlWf7svm9k3sD4IhzBMvsj5QqMy8iIiIiItLVKJjv5qr86+VTEnzbfJzmL7PfV+HG6w1fdWGtJfXgfgBKsnz7aeY4fOVJjlhHsMy+oezQiZm4iIiIiIiIHDMF891cYL18SkIsAI74GHo64qir91LsDL+tnNNdTx+nr/ldYbrvC4E+yb6OnMmxyVT4M/O2XMG8iIiIiIhIV6NgvpsLZOZTE2OCr52W4cvOt9bRvrTaQz9/87udqb7zspOzgaaZeaNgXkREREREpMtRMN/NOd3+zHx8bPC1AZm+dfOt7TXv25bOF8zvy/DSM7En8dHxgH/NvH+f+ajK0J0jRUREREREpPMomO/mQmXmg9vTlYcP5suLy8jwVFEXG8uhVN+2dAGO2KMN8GIOV6AdD0RERERERLoWBfPdXFWzNfNwNJhvLTNfs/tLAMp7pmGNaRLMJ8cm44kzuGOiia7z4K2uPhFTFxERERERkWOkYL6bczbrZg8c3Z6uPPya+fq9ewAo75UCtMzMA1Qm+b4gqC8t68AZi4iIiIiIyPFSMN/NNd5nPiBYZn+oJmyJfPS+QgDKevnGBbalA9+aeYCKJN8XBPVlpR08axERERERETkeCua7Oae7ZWY+MzmO5Lhoqmrrqag5EnJcYnERAAd6+YL9kJn5ZN/+8w1lysyLiIiIiIh0JQrmu7nAPvOpiUcz88aYYEf7wjDb06WV7gdgb4ZvL/rma+aB4PZ09QrmRUREREREuhQF891cVYg189CoCV6IjvbeujoynKU0YNiVXAFAH0ef4PGUON86+kBH+/rSpmX2DUe8WK863IuIiIiIiHQWBfPdnDPEmnmA0xqtm2+ubs9eoqylODmdKuMmMSaR1LjU4PGjmXkv0LQBXn1dAy//bhP5f/y8Y9+IiIiIiIiIRCym7VOkKwvuM98smB8Q6GgfIpiv/Oe/APgmLR1w0ie5D8aY4PHAmvmK1AagaZm9s6wWV6WHI56GjnsTIiIiIiIi0i7KzHdzoRrgQeMy+5Zr5p3+YL4sy1dO39vRu8nxQGb+sMN37cbBfK2rDoA6dz1eldqLiIiIiIh0CgXz3Zi1lmqPr8y+eTB/Wkb4MvvaL78CoCw7EYA+yX2aHE+MSSTKRHM4pWVm3l11tDt+nbv+eN+CiIiIiIiIHAMF892Yq64Br4WkuGhiopv+UfZJSyQ22nCwykNNXdOg21u4B4BDvXxjGneyB183/OSYZJxJ4MXQUF6ObfAF9u7qo8F8rSv0tnciIiIi8u1mjMEYw969ezt7KsyePRtjDDfddNNJv/dNN92EMYbZs2ef9HvLqU/BfDcWrsQeIDrK0D+9ZUd76/USs38fACW9fQF6jiOnxfjk2GQaog1V8Yng9VJ/6BAAtY2CeU+NMvMiIiIi8u1TWVnJ7NmzFaSfAEVFRaSkpAS/EFq/fn2r5zudTu6//36GDh1KUlISmZmZXHbZZSxduvTkTLgTKZjvxqrCdLIPCNXRvr64mOg6D+XxKTgTnUDLzDwc3Z6uPMF3jQZ/qb27ui54jkeZeRERERHp4nr27MmQIUPIyWn5b95jVVlZyZw5c5gzZ06r5+Xk5DBkyBB69uzZYfc+1U2fPp3q6uqIzi0qKmL48OE88sgj7Ny5k+joaJxOJ+vWrWPKlCn88pe/PMGz7VwK5rsxZ5g95gMG+NfNf90omPf418vvS+mF2+sL0EMH8/6O9om+dfWBdfPKzIuIiIhIdzJ9+nR27txJXl7eSb93Xl4eO3fuZPr06Sf93t3R22+/zYoVKzjvvPPaPNday+TJk9mzZw8DBw7k/fffp6qqiqqqKh599FGioqJYtGgRzz333EmYeedQMN+NBbelSwyXmfdvT9eoo33dHl8wX5TSk+qGcqJMFL2SerUYG+hoX5EUDxzda97dJJhXZl5ERERERI5fdXU106dPx+FwsGDBgjbPX7FiBR999BFRUVEsX76cUaNGAZCQkMA999zDbbfdBsADDzxAXV1da5fqthTMd2OBMvuUMGX2A0J0tA9m5nv4yuh7JfUiJqplZj+413xiHBA6M1/rUmZeRERE5NvI6/XyzDPPcM4555CYmEhWVhYTJkxg06ZNEY0vLS3lvvvu46yzzsLhcJCcnMyZZ57JrFmzKC8vb3Luvn37iIqKwhjD9u3bw17T4/HQo0cPjDG8/fbbwddba4B34MABnn32WcaPH8/gwYNJSkoiNTWVc889l9///vdUVla2GDN69GgGDRoUfB5Y2x14NF5H31YDPI/HwxNPPMF5551Hjx49SExMZMiQIdx1110UFxeHHPPCCy9gjGH06NEAvPPOO4wZM4a0tDQcDgfnn38+ixcvDvs5dVW/+93v2LdvH7Nnz6Zv375tnv/qq68CcPnllzN8+PAWx2fMmIExhuLiYtatW9fh8+0KFMx3Y601wAMY2LNlMF/3lS+Y35+eALTcli7A4S+zr0zyXbs+1Jp5ZeZFREREvnXq6+uZNGkSt912G59//jn19fXU19ezcuVKLr74YpYtW9bq+I0bN3L66aczb948tm/fzpEjR7DWUlBQwNy5cxk+fDj//Oc/g+f379+fCy+8EIDXXnst7HXz8/NxOp2kp6dz5ZVXRvRefvOb3/CrX/2KVatWsXv3buLj43G5XGzdupUHH3yQ3NxcioqKmozJyMhosgY+Ozu7ycPhcER079LSUkaOHMndd9/Nxx9/jMfjITY2ll27dvHkk08ybNgwPvzww1av8dBDD3HNNdfw97//HQCXy8VHH33E1KlTWbhwYUTz6Ao+++wznnnmGc4880xuv/32iMYEGuONGzcu5PG+fftyxhlnACiYl67H2UYDvH7pSRgD+yvdHGnwAuDxB/NFmb4/+t7JvUOODWTmK5OjAagvLQWgttE+87VaMy8iIiLyrTN//nxWrFhBVFQUjz32GIcPH6aiooKvvvqKyy+/nGnTpoUdW1hYyIQJEygvL+fmm29m586duN1uXC4X27dv58orr2Tfvn1MmjSJBv/WyABTp04F4C9/+UvYawey0ZMnTyYuLi6i9zJ48GAefvhhCgoKcLvdVFRUUFtby/r16xkxYgRffvklt9xyS5Mxy5YtY/PmzcHnxcXFTR4zZsyI6N4/+clP+Oyzz0hPT2fJkiW4XC6cTiebN2/mrLPOoqKigh/96EeU+ZNqzW3bto05c+bw0EMPcejQISorKykuLmby5MkA3HfffS2qHLoir9fLLbfcQkNDA3/84x+JiQmdqGzs4MGDwc8lELCHMmzYMAB27NjRMZPtYrpsMG+MOc0Yc4cx5h1jzNfGGI8xpsoYs80YM88Y02o7SmNMnDHmXmPMVmNMtTGm0hizyRjzC2OMieD+l/vvfdAYU2uM+dIY85QxJrvj3uXxaasBXkJsNL1TE2jwWr6pdNNQWUnDoUO4o+OoyvCN7eMInZkPrplP9n1U9WWlHKlroP6IN3iOutmLiIiIfLu4XC4effRRwFcWPWPGDJKSfNWggwYN4q233mq1RHrWrFlUVlZy22238dxzzzFkyJBgCf0ZZ5zBihUrOOecc9ixYwfLly8PjpsyZQqxsbHs2bMnZCl/VVUV+fn5wNHAPxJ5eXnMmjWLYcOGkZDgq1yNjY3lkksuYfXq1WRlZbFq1Sr27NkT8TUj8d5777F69WrAV20wZcoUoqN9SbTc3FzWrl1Leno6JSUlPP300yGvEeiof//995OWlgb4qgRefvllsrKyqK2tZeXKle2a1/r161ssG4j0ESj7b68//OEPbN68mZ/+9KdcdNFFEY05cOBA8Pc+fULHM42PNT7/VNL21x6dwBjTH9gLNA66nUAycLb/8QtjzHXW2r+FGJ8KrAO+73+pBkgEzvc/JhhjrrXWhkwtG2NmAQ/7n3qBauA7wG3AjcaYS6214RfsnCTBrenCNMADOC0jiQOHayk8VENWta9EaF9KLxKSqqgjdCd7aFRm7w/mG0rLmqyXB3WzFxERkVPbWS+e1dlT6BD/+Ok/Ouxaa9aswel0Eh8fz5133tnieHx8PDNmzAiZnXe73bzxxhsA3HXXXSGvHxcXx+TJk9m2bRtr164NZpkzMzMZO3Ys+fn5LF68mJEjRzYZ99Zbb+F2u+nbty8XX3zx8b5NwFdOP2rUKFasWMGmTZuarJM/XoE90HNzc0MuCcjOzubWW28lLy+PJUuW8OCDD7Y4JyEhgTvuuCPk6+PGjeOVV15ptcdAKHFxcWRnH1vuMiMjo91jvvnmm+CXEY899ljE41yuow2+E/27b4US+KIp0q3uupsuGcwD0f6f+cALwF+ttRXGmDjgMuC/gUHAW8aYIdba5t0hnsMXyJcDP/VfJwr4D2ARcDUwB5jV/MbGmKs4GsgvAOZYa6uMMWcArwDDgRXGmGHWWk8Hvd9jcnSf+fB/jAMyk/hoTzmF5TWcvd9fYu/oRXScr5lH2GA+UGbv8GXi68vKcFf51stHRRm8Xqs18yIiIiLfMp9++ikAw4cPp0ePHiHPueSSS0K+vmXLlmBX8da2HnO73YCv8V1jU6dOJT8/nyVLlvDkk08GM9lwdC39DTfcQFRU+4qPP/74YxYtWsQHH3xAUVFRk0Ax4JtvvmnXNdsS+BzHjBkT9pxLL72UvLw8du3ahcvlIjk5ucnxYcOGtXgtIFAdUVFR0a55jRo1KmzjvRPhN7/5DVVVVfzxj38kKysr4nHW2uDvERRdn7K6ajBfAZxrrd3W+EVrbR3wv/6A+zMgFbgFX2AOgDHmXOB6/9P/tNYGaksagBeNMWnAQuBOY8xT1tqDze491//zLWttcMGLtbbAGDMB+AJflv4XwDPH/1aPXaABXrg18wAD/NvTfX3I1WSPeRvt+5aurWC+JrEeb2wsuFzUHPJ9o5WalUhlSY0y8yIiInJK68iM9qmi1N9HqbXS5nBl9o1LnUtKStq8V01NTZPnEydOJDk5mZKSEtatW8cVV1wBQFlZGe+++y7QvhJ7gMcff5x77703GBxGR0eTnp4eXHN/+PBhamtrQwb4xyPwOba2JKFfv36AL3AtKytrEbinpKSEHRtYMnDkSNdNvq1cuZJly5aRm5vboi9BWxo3GWz+30ljgWORNiXsbrrkmnlr7eHmgXyz4zuBQGvH7zc7HPhf8D+ttW/T0v8Ah/GV3U9qfMCffT/H//TREPctAgL7PPx7a+/hZKhqY808+DLzAHsP1QQ72e9zZFHHIQByHKGD+eQ4318WJtrDkdR0AFzFvm/2evTylbLUas28iIiIiETI6/VVfKanp2OtbfMR6FYekJyczDXXXAM07Wr/xhtvUF9fz5AhQ/je974X8XwKCgqYOXMm1lqmT59OQUEBHo+H8vLyYDO7QJl/40xwR/J4OrXQt1P9+te/xhjDo48+Sk1NDdXV1cFH4wDd7XZTXV0drNiApl8mtVY1ETiWk9Nqu7Vuq0sG8xE65P8Z3ez1QK3KmlCDrLVu4D3/00vDjD0MfBTmvv/X//MHxphO/YrH2cY+8wADMgKZ+ZpgJ/t9aSl4OUJqXGqw0V1zKbG+b/pMlAePP5ivKT0MQGpmIibKUF/npaHeG3K8iIiIiJx6AqXQkQRQzQXWYldUVBxzKXcg8758+fJgIBzoYt/erPybb76J1+tl3LhxPPPMMwwbNqxJ6T5EVkFwLAKfY2FhYdhzAlviGWOabIV3In3wwQf07t37mB6TJk1q+waNfP3111hrufTSS0lJSWnyaNyh/qqrriIlJYUf/vCHwdeysrKCn0lBQUHYewS62Ae62p9qumUwb4yJAS7wP93e6HUDnO5/Gv5PFQJ7EzT/Uw08/8JaGy5KDYxtfK9OEcjMpyaGz8yf5s/MFx2q5sj+/QAUp/n+2MOV2MPRbvYmuhZ3ij+YL/d9Q5aYEku8f/95ldqLiIiIfHsEMt9bt27F6XSGPGfDhg0hX8/NzQ1uO9bWXvThjBs3jszMTA4fPkx+fj5FRUVs3LgRgBtvvLFd1woEy+eee27I4y6XK+w+743X5R9L1j7wOW7YsCHs+MDe6N/97nfDro3vaHV1dZSUlBzT42RvgxfoN7B27dqQx/fv3x8M9C+77LKTNq+TqVsG88Cvgd74Os2/1Oj1VHwd7wFa61IRONY8ms1pdry1saHGn1RVEWTmeyTGkpYUS0JVJTQ04ErugTehCghfYg9Hu9kTVUuNw9fcxH3YV9qS6IglIdl3T5Xai4iIiHx7jBs3jtTUVDweD0899VSL43V1dSxYsCDk2JSUFK677joAHn744Vaz3vX19SE7kMfGxgZL3xcvXszixYux1jJixAgGDx7crvcSaOD3j3+E7o3wyCOPUFVVFfJYampq8PfKysp23RcIvoeCggJWrFjR4nhJSQmLFi0C4Prrr29x/EQZPXp0REsgIlkW0ZbWrtV4K8C//e1vIa8fqMRYs2YN27a1XKH9xBNPYK0lJyen1UaD3Vm3C+aNMWdztEndH6y1jTPwjb+ychNeYBFG8zL5wPhIxoYaH5jjL4wxW4wxWwLNLTrakQYvNXUNRBlIjmu+0qCpARlJZNb6SuQrk3pgYlvvZA+NMvNRHqqTfH/R1bp8Xx4kOOKUmRcRERH5FkpKSuLee+8FYM6cOTzxxBPBtcx79+7l2muvbdGFvrF58+aRkZHBgQMHGDVqVJNyeYDdu3ezcOFChg4dypYtW0JeIxDErVy5kj//+c9NXmuPQAO9/Px85s6dG1ynXVpayj333ENeXh6ZmZkhx6alpQXXbQfm0B4XXXRRcEu6adOmsXTpUhoaGgD45JNPGDt2LBUVFWRnZ3P77be3+/rfBhMnTuS8887D6/Vy7bXXBqsoPB4PCxYsYOHChYDvv9NAQ8NTTbcK5o0xOcBbQBLwCTCz+SmNfj+WLhWB8a2NbfO61tr/sdbmWmtz27PFQntUN8rKt7Udw4DMZHq6fcF8aUIPovzBfJ/k8F1IE6ITiCIaE1XP4URfYF9b63vriY5Y4pN8mXmPMvMiIiIi3yozZ85k4sSJNDQ0cPfdd5Oamkp6ejqDBg1izZo1PP/882HHDhw4kNWrV9OnTx+++uorJk2ahMPhoGfPniQkJDB48GDuvPNOdu/eHfbfuBdddBH9+/entraWL774gqioKH784x+3+32MHTs2uM571qxZOBwOMjIyyM7O5vHHH2fatGlcffXVYcfffPPNANx99904HA4GDhzIwIEDg0FkW1566SWGDx9ORUUFU6ZMweFwkJqaSm5uLp9//jnp6eksX7487BcK33bGGJYuXcqgQYPYs2cPI0eOJCUlBYfDwYwZM/B6vdx66638/Oc/7+ypnjDdJpg3xmTga2o3CPgXMN5aW9vstMa1OEmtXC5wrHntTnWz46E0zv63rP05SZwRdLIPGJCZFAzmD8SlYGJ8wXxvR++wY4wxxEf7PoZDifEAeI74/nNJcDReM69gXkREROTbJCYmhjfffJOnn36as88+m5iYGKKjoxk/fjwbNmxosxHaiBEj2LlzJ/Pnz2fUqFGkpKRQWVlJYmIiubm5zJw5k82bN4fdr94Y02R9/JgxY465W/nrr7/OvHnzGDp0KLGxsVhrueCCC3jxxRf505/+1OrYBx54gPnz53P22WdjraWwsJDCwsKIy+6zsrLYtGkTCxYsIDc3l9jYWOrq6hg8eDB33HEHBQUFjBw58pje17dFv3792Lp1K7/97W85/fTTqa+vJyUlhTFjxrBkyRKeffbZzp7iCWVO1DYLHckY0wN4F8gFvgYustZ+HeI8A1ThC7hvtdb+/2GuNx+4Fyiw1p7Z6PX/Bn4FfGitDfm/HGPMUI42wRthrQ1d/+OXm5trw5UIHY/t+w9z9TMbGZaTyqrbL2r13De27GPHnDyu/9ffeGHoD8m/cgcmYT+vXvUqZ2edHXbcJYuvoLyumHH7f8nPXnqGjRc/Rl1UEjfNv4BPVu3lHxv2c+H1gznn0v4d/fZERERETqgvvviCoUOHdvY0RKQLau/fD8aYT6y1uSdwSiF1+cy8MSYZWIUvkC8GLg8VyANY3zcTX/ifnhHqHL9A1/odzV4PPB9qjAn32QTGNr7XSed0tyczf7TM/lBiKlFxba+ZB0jyr5s/GB+NxVBnEgB/Zj5ZZfYiIiIiIiKdpUsH88aYROAdYBS+feUvt9b+q41hf/P/vCLMNROAQCr7r2HG9gBGhLn+WP/Pj6y1rjbmcsIE9phPTQzfyT5gQObRBnhlicnYKBexUbFkJra+/iYpxhfMl8ZFUR+TBCaK+MQYoqOj1ABPRERERESkE3XZYN4YEwcsA8YAlcDYZp3rw1ns/3m6MSZUx4qf4wvW3cDyxgestTuAwL4G94SYUx8gsEDn1QjmcsJUtWPNfK+UeLL8wXx5iq+RSO/k3kSFLT7wCWxP5zIe6jN86+sTknyd84Nb02nNvIiIiIiIyEnXJYN5Y0w08BpwJb418D+01n4ayVhr7WfAEv/TF4wxVwWuaYz5CTDff+xJa+3BEJf4rf/ndcaYR40xKf7xw/BVCaQAXwHPtf+ddZxgZr6VPeYb6xkI5lN9W160VWIPkBLrC+ZrG1x4M32d7+PjfD0WlJkXERERERHpPG2ndTvHBcB1/t9jgbda2X5tn7W2eUn8z4H/A3wfyDfG1ADRQLz/+Erg96EuZq1dZYz5HfAQvuz8XcYYF5DqP6UMmGit9YQaf7IEMvOpEWTmvYcPE1d/BFdMAsHJMFEAACAASURBVJ6kGhKILJhPjU8BoM7rpiEtG4C4aF/wrq3pREREREREOk+XzMzTdF4JQHYrjxYbuVtrnfjW2f8XvrJ5C3iAD4FbgGustWFTytbah/Gtuc8HKvB9CfAV8DRwprV2+/G9vePndB/dZ74tR0p8BQiHElMx/j3mcxxtB/M9gsF8DfWpPQGIx7cbYHyyMvMiIiIiIiKdpUtm5q2164GwqfgIr1GHr6R+flvnhhn/Lr7t8LqkYGY+se0/wvqSYgDKEtKIiqkAoE9ynzbH9UjwldnX4+ZIYhp4ILa+BoCEpMCaeQXzIiIiIiIiJ1tXzcxLG6pq25OZLwGgrFFmvndy7zbHpcb5MvMmqpa6WN/vsZ4qoNGaedcRfDsCioiIiIiIyMmiYL6bcrajm319sT+YT0gjyh/M93G0nZkPdLM30R7cUYkAxNT4MvsxcdFEx0bhbbDU13nb/wZERERERETkmCmY76aq2tHNvv6gL5ivTE7FxPq62keSmU+O9e0zT1QtHn/vwJiqsuDxQHa+Vk3wRERERERETioF891UezLzgTL7iy8ahDFeMhMyiY+Ob2MUOPxb05moWjz1vv3loyuKg8cDe82rCZ6IiIiIiMjJpWC+mwpm5hMjyMz7y+y/e3YmENm2dNC0zN5T5+tHGFX2TfD40b3mlZkXERERERE5mRTMd0PW2mA3+4jWzPsz88XJvi8AItmWDhpn5j0cqfWti48pP4C3rg5ovNe8MvMiIiIiIiInk4L5bqj2iJcjDZa4mCjiY6JbPddbW0vD4cOY2FiKon3r5SPNzAfWzEdTj/eIF2MbiG6opaHMt24+IbBmXpl5ERERERGRk0rBfDcU3GM+kuZ3/qx8THY2B2p8690jLrP3Z+YTG3xfGMR5azFAvT+YV2ZeRERERESkcyiY74acwWA+guZ3xY2C+YrdQORl9vHR8f+PvTsPj6q+Fz/+/s6+JpkshLAIqAhEEbChFKoobtgqLghd7K+9XqutbS11QbkWte6IdbdXuWoXu9EiilSwFC2VSkXFBZAAKrJIIIQsk20y+5zfH2fOZJLMJBNki35ez5MnyZx1QuDhcz7LF4UZZ0Jfls5u0q+bCubd0jMvhBBCCCGEEEeCBPN9UHNy+J03l+F3yWXprP36Ub33HQDKLN6crqOUwqqcOKN6ht5uSyTPWat/75Jp9kIIIYQQoiulFEopdu7ceaRvhdtvvx2lFJdffvlhv/bll1+OUorbb7/9sF9bfP5JMN8Hta8xn0tmXi+tNxXns8ekAVDWsDvna1mVC0dM7523O/RfFyMz73BLz7wQQgghhPjiaWxs5Pbbb5cg/SBav349P/jBDzj++ONxOp0UFhZy8skn8+Mf/5j169dnPa65uZlbbrmFUaNG4XK5KCoq4qyzzmLx4sWH8e6PjJ6jQXHUaQ72pmd+PwBV5gbaTCaOjUTxVb0LJ12a07XsJjeOZGbe6dGvF6uTzLwQQgghhOgbiouLGTFiBGVlubWa5qKxsZE77rgDoNuAvqysjBEjRlBcXHzQrv15dPfdd3P77bcTj8cByMvLo62tjQ8++IAPPviAAQMGMHbs2C7HVVVVMXnyZHbs2AGAx+OhubmZVatWsWrVKq6++mqefPLJw/peDifJzPdBRmY+t2Xp9Mz8uoT+C35+awB2/DvnaznMLhxRPTPvzNd759sH4CV75gOSmRdCCCGEEEena665hq1btzJv3rzDfu158+axdetWrrnmmsN+7b5i/vz53HrrrZhMJn7xi1+wZ88empqaCAaDfPrppyxYsICTTjqpy3GapjFjxgx27NjB0KFD+c9//kNLSwstLS3cf//9mEwmFixYwNNPP30E3tXhIZn5Pqi5F2vMR5OZ+TVqFwBfDwSg6QMI1IO7qMfjnRYXzpiemXcV6UF9vNYos9cz8yHJzAshhBBCCCF6qbKykltvvRWAZ599lm9/+9upbUopBg8ezA9/+MOMxy5dupS33noLk8nEkiVLUpl7h8PBjTfeyN69e3nkkUe47bbb+K//+i9sNtuhf0OHmWTm+6BeLU2X7Jnf644zNhRmUEwvXWHn6zldy2lxpzLzrpI8/ZzVu6Hq3fbMvPTMCyGEEEJ8oSQSCR5//HHGjBmD0+mkpKSEadOmsXbt2pyOr62t5eabb2b06NF4PB7cbjcnnXQSc+fOpaGhocO+u3fvxmQyoZRi06ZNWc8ZDofJz89HKcXf/va31OvdDcCrrq7mySef5Pzzz2f48OG4XC7y8vIYN24cv/jFL2hsbOxyzBlnnMGwYcNS3xvD/oyP9LL7ngbghcNhHnroISZMmEB+fj5Op5MRI0Zw/fXXsy/5//jOfve736GU4owzzgDgpZdeYsqUKRQUFODxePjKV77CwoULs/6cjiYPPPAA0WiUc845p0Mgn4s//elPAJx99tkZS/Bnz56NUop9+/axatWqg3K/RxsJ5vugXMvstViMWF0dmoJGD3y9NQCuZL9OjqX2HqsHRzIz7+5fCECsrh5t8RVpwXwMLaEdyFsRQgghhBB9TCwWY/r06cyaNYuNGzcSi8WIxWIsW7aMyZMn88ILL3R7/Jo1axg5ciT33XcfmzZtIhqNomkalZWV3HvvvYwdO5YPP/wwtf/gwYM59dRTAfjzn/+c9bzLly+nubkZn8/Heeedl9N7+elPf8qPf/xjXn75ZbZt24bdbicQCLB+/XruvPNOKioqqKqq6nBMYWFhhx740tLSDh8ejyena9fW1jJx4kRuuOEG3n77bcLhMFarlY8++oiHH36Y8vJy3nzzzW7Pcdddd3HhhRfy73/r/7cPBAK89dZbXHbZZTzyyCM53ceREo1GWbRoEcABrTTw2muvATB16tSM2wcOHMiJJ54IIMG8OHqkBuD1sDRdrL4eEgkaXYBZMTXQBqNn6BtzDObdVndqaTpXsReTw4qWUCTq9mIyKawOM2gQCUmpvRBCCCHEF8H8+fNZunQpJpOJX/7ylzQ1NeH3+9m+fTtnn302V1xxRdZjd+3axbRp02hoaODKK69k69atBINBAoEAmzZt4rzzzmP37t1Mnz49NQwN4LLLLgPgL3/5S9ZzG9noGTNm5FxSPXz4cO6++24qKysJBoP4/X5CoRCvvfYa48eP55NPPulS5v3CCy+wbt261Pf79u3r8DF79uycrv29732P999/H5/Px6JFiwgEAjQ3N7Nu3TpGjx6N3+/n4osvpi45r6qzDRs2cMcdd3DXXXdRX19PY2Mj+/btY8YM/f/7N998c5cqh6PJxo0baWtrA+DUU09l8eLFnHbaaeTl5eH1ehk3bhz33nsvra2tXY7dv39/6udiBOyZlJeXA7B58+ZD8A6OPAnm+6D2zHwPwXyyNKfBC5MSdgoTCRjxNbB5oP5jaN7b47W8Nm9qaTqnx4rFmVxrvi0BoaZUdj4UkGBeCCGEEOLzLhAIcP/99wNw6623Mnv2bFwuFwDDhg3jxRdfZODAgVmPnzt3Lo2NjcyaNYunn36aESNGpEroTzzxRJYuXcqYMWPYvHkzS5YsSR03c+ZMrFYrO3bsyFjK39LSwvLly4H2wD8X8+bNY+7cuZSXl+NwOACwWq2cfvrprFixgpKSEl5++eXUtPSD5fXXX2fFihWAXm0wc+ZMzGYzABUVFbzyyiv4fD5qamp47LHHMp7DmKh/yy23UFBQAOhVAn/4wx8oKSkhFAqxbNmyXt3Xa6+91qVtINcPo+w/Vx9//DGg/7yfeOIJZs6cyZo1azCZTESjUdavX8/cuXOZMGFCl5aD6urq1NcDBgzIeg1jW/r+nycyAK8PynUAXrSmBoAGr+L8trD+Yv5gGDIJPl4JO16HMd/s9hz5Ni/2ZM+8I1GP2dIG2IkFTdjb6nG4rbQ2hJN9887P9L6EEEIIIY4mW0aOOtK3cFCM2rrloJ1r5cqVNDc3Y7fbue6667pst9vtzJ49O2N2PhgM8txzzwFw/fXXZzy/zWZjxowZbNiwgVdeeSWVZS4qKuLcc89l+fLlLFy4kIkTJ3Y47sUXXyQYDDJw4EAmT578Wd8moJfTT5o0iaVLl7J27doOffKflbEGekVFRcaWgNLSUq6++mrmzZvHokWLuPPOO7vs43A4uPbaazO+PnXqVP74xz92O2MgE5vNRmlpaa+OMRQWFvZqf2MeQSwWY/78+UyePJn/+7//Y+TIkakS/B/+8Ids3ryZ7373u7zyyiupYwOBQOprpzN7DGI8aMqU3f88kGC+DzIy8z0NwKvdtRWApnwLM/zJp1meUhg2ORnM/7vHYD5PeYliJmKKYP7k71gcycx8yASBOllrXgghhBDiC+S9994DYOzYseTn52fc5/TTT8/4+jvvvEMkEgFgwoQJWa8RDAYBffBdussuu4zly5ezaNEiHn744VQmG9p76b/1rW9hMvWu+Pjtt99mwYIFvPHGG1RVVXUIFA179/Zc0dobxs9xypQpWfc588wzmTdvHh999BGBQAC3291he3l5eZfXDEZ1hN/v79V9TZo0KevgvYMtkdDjCk3T8Pl8LF26NFVhYLVa+c53vkNjYyPXXHMNr776KuvWrWP8+PGpYwxKqcNyv0cjCeb7IKNnvqfM/LaP3+YYoHDAMFyxXWDPA7tHD+YBdqwGTYNu/gJ4NS8NQMgSgg9fxuLQe5fiITO01eFwHQNASNaaF0IIIcTnzMHMaH9e1NbWAt2XNmcrs08vda5JVpB2x+inNlx00UW43W5qampYtWoV55xzDgB1dXW8+uqrQO9K7EGfpn7TTTelgkOz2YzP50v13Dc1NREKhTIG+J+F8XPsriVh0KBBgB641tXVdQncvV5v1mONloFo9Oj9P3r6oMDvfe97qUA+3Q9+8APmzJlDIBDg1VdfTQXz6cd2/j1JZ2zLdShhXyM9831QKjPfzQA8TdOo36VPAR0+ZKT+ore//rl0NDgKoGk3+Hd2ey1PXP9HI2gJwPbV7T3zQSMz3z7RXgghhBBCiGyMTKzP50PTtB4/jGnlBrfbzYUXXgh0nGr/3HPPEYvFGDFiBKecckrO91NZWcmcOXPQNI1rrrmGyspKwuEwDQ0NqWF2Rpl/eib4YAqHw4fkvH1B+gOhESNGZNzHarVy7LHHAh0rNdKP7a5qwthWVlb2me71aCXBfB+TSGi0RvTA2WNvz8zXftrCjo3tky43N2zG5td7Q0aWDtZf9CT7X0wmGHaa/nUP68274nqfSdTSDIkoloF6r1AsmZm3u40y+6P3qZ8QQgghhDg4SkpKgNwCqM6MXmy/33/ApdxG5n3JkiWpQNiYYt/brPzzzz9PIpFg6tSpPP7445SXl3co3YfcKggOhPFz3LVrV9Z9jCXxlFIdlsI7lN544w369+9/QB/Tp0/v1bXSp9DnUiqfvk9JSUnqZ1JZWZn1GGOKvTHV/vNGgvk+piUcQ9P0QN5s0n+hEwmNl361gZef2MgbL2xD0zSWb19OUbN+jN2lPwXFm/ZEaliyl6mHJepsMb3EKGptAsAyQu9v0nvm69sz8zLNXgghhBDic8/IfK9fv57m5uaM+6xevTrj6xUVFVgs+v8de1qLPpupU6dSVFREU1MTy5cvp6qqijVr1gDw7W9/u1fnMoLlcePGZdweCASyrvOe3pd/IFl74+e4evXqrMcba6OfcMIJWXvjD7ZIJEJNTc0BffR2GbyysjJGjdKHTG7dujXjPtFolO3btwMwZMiQDtuMeQPpg/HS7dmzJxXon3XWWb26t75Cgvk+piU5yT4vrV9+3/Ymgs36MJH3V37Kv/64lRWfrKAwObTRak32kRhl9pDWN/9vvW8+CxVKLj1n1f+xtoyZCqRl5l2SmRdCCCGE+KKYOnUqeXl5hMNhHn300S7bI5EIDz74YMZjvV4vl156KQB33313t1nvWCyWcQK51WpNlb4vXLiQhQsXomka48ePZ/jw4b16L8YAvw8++CDj9nvuuYeWlpaM2/Ly8lJfG1PZe8N4D5WVlSxdurTL9pqaGhYsWADAN77xjV6f/0CdccYZObVA5NIWkYvvfve7ADz77LMZh/U99dRTqXkFX/va1zpsMyoxVq5cyYYNG7oc+9BDD6FpGmVlZd0OGuzLJJjvY5qDXdeY37FBL68fMLwAs9XElv9U86X3v44lbsbk9WKKJp+SpWfmi0/Qy+5ba6Duo6zXSwT17H+LtY1o0QlYRlQAEG01o7Xux5Essw9Jz7wQQgghxOeey+XipptuAuCOO+7goYceSk2f37lzJ5dcckmXKfTp7rvvPgoLC6murmbSpEkdyuUBtm3bxiOPPMKoUaN45513Mp7DCOKWLVvGb3/72w6v9YYxQG/58uXce++9qWFptbW13HjjjcybN4+ioqKMxxYUFKT6to176I3TTjsttSTdFVdcweLFi4nH9UHT7777Lueeey5+v5/S0lJ+9rOf9fr8fcWsWbMYPHgwjY2NXHLJJakMfTQa5c9//jNz5swB9Icfo0eP7nDsRRddxIQJE0gkElxyySWpKopwOMyDDz7II488Aui/p8ZAw88bCeb7mFRm3tmemd+Z7JX/8rRhXDhrLAlrjKFNp7DxpB+i+g+AluTk0PTMvFIds/NZRAN6iX7A1op/yNlYCgux9CsiETMRqapJG4AnmXkhhBBCiC+COXPmcNFFFxGPx7nhhhvIy8vD5/MxbNgwVq5cyW9+85usxw4dOpQVK1YwYMAAtm/fzvTp0/F4PBQXF+NwOBg+fDjXXXcd27Zty9pHfdpppzF48GBCoRBbtmzBZDLxzW92v9xyJueee26qz3vu3Ll4PB4KCwspLS3lgQce4IorruCCCy7IevyVV14JwA033IDH42Ho0KEMHTo0FUT25Pe//z1jx47F7/czc+ZMPB4PeXl5VFRUsHHjRnw+H0uWLMn6QOHzwO1289JLL1FSUsLq1asZNWoUPp8Pr9fLd77zHQKBABMnTuSZZ57pcqxSisWLFzNs2DB27NjBxIkT8Xq9eDweZs+eTSKR4Oqrr+aqq646Au/s8JBgvo8xJtkbmXn/vgCNNW3Y3RbKjsuncJiDv5+0gKhqoaHoRN4p+xZho2QlPZiHjkvUZRFs1YP0kCXAngFfBcB5ot7bEvy0sT0zLz3zQgghhBBfCBaLheeff57HHnuMk08+GYvFgtls5vzzz2f16tU9DkIbP348W7duZf78+UyaNAmv10tjYyNOp5OKigrmzJnDunXrsq5Xr5Tq0B8/ZcqUA55W/te//pX77ruPUaNGYbVa0TSNr371qzz77LP8+te/7vbY2267jfnz53PyySejaRq7du1i165dOZfdl5SUsHbtWh588EEqKiqwWq1EIhGGDx/OtddeS2VlJRMnTjyg99WXjBkzhk2bNnH99dczfPhwQqEQNpuNiRMn8qtf/YrXXnst1RLR2aBBg1i/fj0///nPGTlyJLFYDK/Xy5QpU1i0aBFPPvnkYX43h5c6VMssCF1FRYWWrUToQLzwXhXXL9rARWMH8Oi3xvHeP3axdsknjJjQn7P/u5x/7PwHs1fP5rtbyinc9w3CDh/F9iqm5d2C67rXoPDY9pM17IDHxurL1N20Q59y38niu1ZTsyfOkpMe5roz7+b88jHUL3iC/Y88jm94CNdvKvnDrW/iKbTzX/d+9aC9TyGEEEKIQ2nLli2p4VtCCJGut/8+KKXe1TSt4hDeUkaSme9jUmvMJzPzRr/8sDH60gzLty8H4BRbHqe8/xAeW5i68CBeaLiXloiv48l8QyH/GAg1Qk3mwR/BRn3gRMgSoCmiDyFxjNN/T4N1JuwWvcdJ1pkXQgghhBBCiMNHgvk+pjmol717HRbamiPs29GEyaIYXF5IU7iJ1/e8jkmZODaSjzPcwLkn11Bs2U5TfAAvPLoZ/75A+8ly6JsP6fNMCFpbaQwlg/nkmpChRiuWYA1KQTQUJx5PHJo3LYQQQgghhBCiAwnm+5iWcDIz77Sy84M60GDQiEJsDgsrd60klojx5f5fxlKvLyXnKVJcXHgrZa6dtPrD/O2x9STSg+5ugvl47Q4iCQcacSLmIE1h/Zxmjxt7kRk0RWTTemzJIXgRyc4LIYQQQgghxGEhwXwfY0yz9zosqSn2nUvszz/2fGL79gFgdWvYTW1MO2kZ7nwbrQ1hGvcH20847DT98643IN5xIn1o4ysAxCxtoKAl3L7Wp2OQF4Dgxo04XMYQPJloL4QQQgghhBCHgwTzfYyxzrzbbGb3Zn39+KGji6lurebdmnexm+2cfczZRPfvB8Bi13varQUllAzJA6B+T3tQTt4AKBoOkVbY+36HawW3vgFAzKoH6a3R9uOcQ/UHCMEtH6ctTyeZeSGEEEIIIYQ4HCSY72Oak5l58/4QsWiCfkO8eHx2Xt7xMgCnDzodV9xMoqkJZbVipkk/0NufooFuAOqrWjueNNMSdW0NBPdsByBi118KRNv77Z0nHANAaNtu7Mnl6SSYF0IIIYQQQojDQ4L5PqY5Oc0+tEsPrIeNKUbTNJZtXwYkS+xragCwlJaiWvWv8ZZRNNADQP3eQMeTZuqb/+gfhOL6/olkMN8Wa38IYD92GMqsEalpwm7VlzeUMnshhBBCCCGEODwkmO9jWkJR0KDxEz3jPvTkEj6o+4Btjdvw2X2cOvBUovuSwXz/UmjRe+fx9qd4UDKY75yZH5rsm//0LYiG9K8/XE4ooZfl49A/tcXaUoeo/H44fMkqgTb9XiQzL4QQQgghhBCHhwTzfUxLKEZZXBFpjeEtclA00M3ijxYDcNHxF2Ez24jt14N5a7+OwXx+iROzxURLQ4hwMC3wdhdB6WiIh6HqbYgGYds/CSaDebPDDEAonpbRdxXjLIoAYGrS+/PDbbln5sOxOI+++jHv7vIf0M9BCCGEEEIIIb7IJJjvY5qDUY6P6sH1sJOLCUQDrNi5AoBLh18KQNQos+/fv0MwbzKbKByg98037MnWN/9v2L4aom2EnMcCYHUnB9wl0oJ5dzGOQj2YV/v36NsDuWfm/7B2Fw+/+hF3Lduc8zFCCCGEEEIIIXQSzPch4ViccCzB8JgezA8dU8zLO14mGAsyvv94huYPBSC2z8jMl0BrMpj39AdoH4LXXTC/Ve+/D7qOB8Dp1pvmI4m0Je1cRTiLkpn4Kn1QXq6Z+bZIjCdf+wSALdXNxNLXvRdCCCGEEEII0SMJ5vuQllCMgriiKG7C5rRQdnw+z330HNCelQdSZfaWAjckYuD0gVVvfDeG4NXt6TQEb8gkUGbY8y5s1derD5pLAXDlOQGIamnBvLsYqzuO2Z7A3KiX2Ydy7Jn//dpd1Af0rH44lmBnfaCHI4QQQgghhBBCpJNgvg9pCcVSJfZDTiriw8atbG3YSr49n7OHnJ3aLzUAz5v84/WWpbYZwXyXMntHHgwYpwf/wQYoOIZQxAZAfp5+TDw9mLfnocxWHIURLFF9MF4umfnWcIz/W61n5ft59Yz/5uqWnN6/EEIIIYQQQgidBPN9SEsoyvFR/Y9s2JjiVFb+wuMuxG62p/YzlqazOpKZck9paltqebo9rWia1vECRqk9wMgLCLbqwXlhgReAOGnBvFLg1ofgWZNT7kM59Mw/+8ZO/G1RKob4+Nb4wYBeai+EEEIIIYQQIncSzPchDQ0hBsZNJBQUn+Dg5R0vAzBj+IzUPlosRqyuDpTCYk0uJZeWmXfl2XB6rURCcVoaQh0vkBbMayd8jVAymC8pLAAgoYIdHwC4inEWRrHEcsvMN4eiPPVvvb/++nNOYFSZPi1/814J5oUQQgghhBCiNySY70P2f+jHhCKQb+bVfSsJxoKc0u8Uji04NrVPrK4OEgnMxUWoYK3+ord/h/O0Z+c79aoPngDuflAwhEi/L5OIa1jtZgrz3GgJC6gE4Xi4fX93EY6iKNZUmX33mfnfrtlJUzDKhGGFTDyuKBXMS2ZeCCGEEEIIIXpHgvk+pOkTPegN97Pz/EfPAzDjhBkd9ont06fXW0v7Q0u1/mJaZh7SgvmqTn3zNhf86D9w1b8IBfUJ8w6PFZfVgpbQy/hbo2nHuIqx2BPYS9yoRJR4NEEsEs98721RnlmjZ+WvO+cElFIcU+jCbTOzvyVMXWs443FCCCGEEKLvUUqhlGLnzp1H+la4/fbbUUpx+eWXH/ZrX3755SiluP322w/7tcXnnwTzfUQsGidSpWfAW/vXU1lfSZ4tj3OGnNNhv2iNPlneUlraYY35dKlgfm+nYB7A0w/cRal+eafHisNmgoQ+Db81knaMuxgA15BirDG9nz5bdv7Xa7bTEorx1eOL+MqxRQCYTIqRkp0XQgghhBB9TGNjI7fffrsE6QdBOBzm0Ucf5atf/So+nw+r1UpRURGTJ0/m8ccfJxKJdHt8c3Mzt9xyC6NGjcLlclFUVMRZZ53F4sWLD9M7OHIkmO8j9nzYCDGNGnOCndZVAEw7bhoOi6PDfrEaIzOfPZgvHpQlM58m1KIH8w6PDZu5PZhvDKVNnnfpwbxjkBtLVC/ZDwW69s37AxF+85+dAFx39gkdto0q04frSTAvhBBCCCEOheLiYkaMGEFZWVnPO+eosbGRO+64gzvuuKPb/crKyhgxYgTFxcUH7dqfJ7W1tXz5y1/m2muv5Y033qCxsRG3201DQwOvv/46s2bNYsKECdTX12c8vqqqirFjx3LPPfewdetWzGYzzc3NrFq1ipkzZ/KjH/3oML+jw0uC+T5ix8Y6ALZZI2wPvg50XFveEE1Osu8uM+/r70IpaNwfJBbNXBafnplXSmHS9GC+IZgWdCcz885Sc2qifabM/NOvb6c1HGPyCSVUDC3ssK28LB+ALbI8nRBCCCGEOASuueYatm7dyrx58w77tefNm8fWrVu55pprDvu1+4JZs2axceNGHA4HTz31FG1tbTQ2NhIIBHjiiSew2WyshVBTBQAAIABJREFUX7+eG2+8scuxmqYxY8YMduzYwdChQ/nPf/5DS0sLLS0t3H///ZhMJhYsWMDTTz99BN7Z4SHBfB+gJTR2btCH2e0s2ExECzK2ZCzDfcO77BtLrjFvLS2BVv3r9KXpACw2MwWlLrSEhr+6LeM1jUn2Dq8VABNOIHMw7/BFsSTL7IP+jtn++tYwv3tjJwDXnd31fiUzL4QQQgghxBdPOBzmhRdeAODnP/85V111FU6nHnO4XC5+9KMfcfPNNwOk9ku3dOlS3nrrLUwmE0uWLGHSpEkAOBwObrzxRmbNmgXAbbfd1mOpfl8lwXwfULu7hUBThIhN0Viql9h3HnxnMNaYt+Q5QIuDqwgs9i77pa83n0mwVf+Fd3r0YN6ijDL7tKA7WWZvijRgd1kAaN32aYfzPPXv7bRF4pw5sh/jjvF1uc6I/l6Ugm37WwnHMlcJCCGEEEKIo0sikeDxxx9nzJgxOJ1OSkpKmDZtGmvXrs3p+NraWm6++WZGjx6Nx+PB7XZz0kknMXfuXBoaGjrsu3v3bkwmE0opNm3alPWc4XCY/Px8lFL87W9/S73e3QC86upqnnzySc4//3yGDx+Oy+UiLy+PcePG8Ytf/ILGxsYux5xxxhkMGzYs9b0x7M/4SO+j72kAXjgc5qGHHmLChAnk5+fjdDoZMWIE119/PfuSg607+93vfodSijPOOAOAl156iSlTplBQUIDH4+ErX/kKCxcuzPpzOlr4/f5UkD1u3LiM+3zpS18CIBjstEQ28Kc//QmAs88+m7Fjx3Y5dvbs2Sil2LdvH6tWrTqYt37UkGC+D9ixQS+xr8lvw+zajdPs5tyh52bcN7o/OQDPnXzBm7k3qGigvkNdlmA+lCqztwFgxQVAY6jrADza6nAW6hn2wM69qc21LWGeXbsT6Norb3DZLAwrdhNLaHxck72HXwghhBBCHB1isRjTp09PlUjHYjFisRjLli1j8uTJGbOo6dasWcPIkSO577772LRpE9FoFE3TqKys5N5772Xs2LF8+OGHqf0HDx7MqaeeCsCf//znrOddvnw5zc3N+Hw+zjvvvJzey09/+lN+/OMf8/LLL7Nt2zbsdjuBQID169dz5513UlFRQVVVVYdjCgsLO/TAl5aWdvjweDw5Xbu2tpaJEydyww038PbbbxMOh7FarXz00Uc8/PDDlJeX8+abb3Z7jrvuuosLL7yQf//73wAEAgHeeustLrvsMh555JGc7uNI6devXyoT//7772fc59133wVg7NixKKU6bHvttdcAmDp1asZjBw4cyIknngggwbw4cna+ry8x91G+/st8Wtl5OC3OLvtpmta+NJ0zOYiuU4m9wcjMN2TNzBsD8PTMvM2kB/PN6dPsXfpUegL1uMr0XvjAnrrU5gWrPyEUTXBOeSmjB+VnfX+y3rwQQgghRN8xf/58li5dislk4pe//CVNTU34/X62b9/O2WefzRVXXJH12F27djFt2jQaGhq48sor2bp1K8FgkEAgwKZNmzjvvPPYvXs306dPJx5vr9q87LLLAPjLX/6S9dxGNnrGjBnYbLac3svw4cO5++67qaysJBgM4vf7CYVCvPbaa4wfP55PPvmEH/7whx2OeeGFF1i3bl3q+3379nX4mD17dk7X/t73vsf777+Pz+dj0aJFBAIBmpubWbduHaNHj8bv93PxxRdTV1eX8fgNGzZwxx13cNddd1FfX09jYyP79u1jxgy9gvfmm2/uUuVwNDGZTHz/+98H4N577+WZZ54hGNRbd9va2njyySeZN28eNpuN+fPndzh2//79qZ+LEbBnUl5eDsDmzZsPxVs44iSYP8olEhoNe/VJ8Z7GvwMw7diLM+4bb2xEi0Qweb2Yosm/uFkz83owX7cnkHF7KFlmbwTzdrMezLdE0gbVOQpAmSHchHtwPwCC9XpAXtMc4o9v7gLg2gy98unKk8H8ZgnmhRBCCCGOaoFAgPvvvx+AW2+9ldmzZ+Ny6f9PHDZsGC+++CIDBw7MevzcuXNpbGxk1qxZPP3004wYMSJVQn/iiSeydOlSxowZw+bNm1myZEnquJkzZ2K1WtmxY0fGUv6WlhaWL18OtAf+uZg3bx5z586lvLwch0NvK7VarZx++umsWLGCkpISXn75ZXbs2JHzOXPx+uuvs2LFCkCvNpg5cyZmsxmAiooKXnnlFXw+HzU1NTz22GMZz2FM1L/lllsoKCgA9CqBP/zhD5SUlBAKhVi2bFmv7uu1117r0jaQ64dR9t8b8+fP59JLLyUUCnHVVVfhdrvx+Xy43W5+8pOfMHnyZP71r391OXd1dXXq6wEDBmQ9v7Etff/PE8uRvgHRvZb6IAllwR7y8401jbwzcCgn9yvPuK/RL2/tn32SvcFb5MDqMBNsjtDWHMGV1/HpZfo0ewCHWS/L77DOvMmkZ+cD+3GXuoEWImGNWF0dT75RQziW4Gsn9efEAdmz8tAezEtmXgghhBBHk/+9+vNRmvuTBWcetHOtXLmS5uZm7HY71113XZftdrud2bNnZ8zOB4NBnnvuOQCuv/76jOe32WzMmDGDDRs28Morr6SyzEVFRZx77rksX76chQsXMnHixA7HvfjiiwSDQQYOHMjkyZM/69sE9HL6SZMmsXTpUtauXduhT/6zMtZAr6ioyNgSUFpaytVXX828efNYtGgRd955Z5d9HA4H1157bcbXp06dyh//+MduZwxkYrPZKC3NXNnbk8LCwp536sTlcvHHP/6R4447jvvvvx9N01JzCjRNo6WlJWNlQiDQnpA0SvWznR+gtfXz2c4rwfxRzsjKu9uqOW4fVKwfgPcHmf/YUsPv+pVCS/LpU5ZgXilF0QAP+7Y3Ub+3FVdex798nXvmnWY3xCEQ65TJdxdDYD8Oiz4VP2pxsX/d+/z5rRhKwbVZeuXTtZfZt6BpWpd+GCGEEEIIcXR47733AL2HOT8/c8Lm9NNPz/j6O++8kxp4NmHChKzXMEqtd+/e3eH1yy67jOXLl7No0SIefvjhVCYb2nvpv/Wtb2Ey9a74+O2332bBggW88cYbVFVVdQgUDXv37s1w5IEzfo5TpkzJus+ZZ57JvHnz+OijjwgEArjd7g7by8vLu7xmMKoj/H5/r+5r0qRJWQfvHQofffQRF1xwAdu3b089BBoyZAi7du3iN7/5DQ8//DAXX3wxTzzxBFdffXXquPRheF/k2EGC+aNcwy79SZQ7oP+l+u57H2PREmTqkIgml6Wz9C+Flm36i1nK7AGKBiWD+apWBo9sD+bj8QThNj0YN6bUu616MN8W7fRUK9k3b0fPqsesLva++S6R+GjGD/Uxor+3x/dYmmfH57Lib4uytynEwILsT9eEEEIIIQ6Xg5nR/ryordWXS+6utDlbmX16qXNNMgnVnba2jksoX3TRRbjdbmpqali1ahXnnHMOAHV1dbz66qtA70rsAR544AFuuummVHBoNpvx+XypnvumpiZCoVDGAP+zMH6O3bUkDBo0CNAD17q6ui6Bu9eb/f/ZRstANBr9rLd6yMTjcS6++GI+/vhj7rrrLm655ZbUtlGjRvHLX/6SvLw8brvtNm688UYuvfRSSkpKADoMGez8e5LO2JbrUMK+Rnrmj3INO/Xp9LZwNU15MKillqalSzPumyqzL+25zB6gaID+D0L93o7/OIXSht8pk/6ky23V9w3GO/1lMdaa1/SnflGLi2ilXs5zfL+eA3nQn6aVD0hm5/dKqb0QQgghxOdRIpEAwOfzoWlajx/GtHKD2+3mwgsvBDpOtX/uueeIxWKMGDGCU045Jef7qaysZM6cOWiaxjXXXENlZSXhcJiGhobUMDujzL/zsmgHSzgcPiTn7Qv+8Y9/sGXLFpRS/OxnP8u4j9FG0Nrayj//+c/U6+kPk7qrmjC2lZVlT3D2ZRLMH+UaqvUyIy1ejf1kPeiu/dX/ksjwFz9aowfwltL+uQXzg5JrzVd1zLangnm3NfWa16bvG4p3eiqZXGvenqgHIGZx4fxkK2gaxxZnLvvJZFR/6ZsXQgghhDjaGZnRXAKozoxebL/ff8Cl3EbmfcmSJalA2Jhi39us/PPPP08ikWDq1Kk8/vjjlJeXdyjdh9wqCA6E8XPctWtX1n2MJfGUUh2WwjuU3njjDfr3739AH9OnT+/VtbZs2QJAcXFx1ioDr9eb+lnt3Lkz9XpJSUnqZ1JZWZn1GsYUe2Oq/eeNBPNHMS2h4W/S/0FJJPYxdHALDYUlxKqracywLEesJrnGfInexw5kXZoO2jPzDdUBEon2p42pfnlv+1C8PLv+FyycJTNvj+nXi1nd2IIBBgTqOLakF8G8TLQXQgghhDjqGZnv9evX09yc+f9tq1evzvh6RUUFFovewtnTWvTZTJ06laKiIpqamli+fDlVVVWsWbMGgG9/+9u9OpcRLI8bNy7j9kAgkHWd9/S+/APJ2hs/x9WrV2c93lgb/YQTTsjaG3+wRSIRampqDuijt8vgGT/D+vr6rKXybW1tqQF4nQN+Y97AK6+8kvHYPXv2pAL9s846q1f31ldIMH8Ua2kIEU+YsYUbCVuD5GsJ9n9lBAB1C/6PeGvHLHksmZm35tlAS4C7BMzWLuc12F1WPIV24tEETfvb/wJ1XmMewGvT//JEtE5/0ZI98+ZQLRa7GU2ZiJsdjPDvZlhvMvMy0V4IIYQQ4qg3depU8vLyCIfDPProo122RyIRHnzwwYzHer1eLr30UgDuvvvubrPesVgs4wRyq9WaKn1fuHAhCxcuRNM0xo8fz/Dh3S+H3JkxwO+DDz7IuP2ee+6hpaUl47a8vLzU18b09d4w3kNlZSVLM7TQ1tTUsGDBAgC+8Y1v9Pr8B+qMM87IqQUil7aInowZMwbQ2y9+/etfZ9znmWeeST3s6Dw00ajEWLlyJRs2bOhy7EMPPYSmaZSVlXU7aLAvk2D+KJaaZB+oJupQmIB+A1txjh1L3O+n4dnfddg/amTmXXH9hW5K7A3FyfXm69PWm++8xjxAgUPfL6YFOz49TGbmCdThSA7Li1pcjGzczeBCV25vFDi+nwerWbGroY3WcCzn44QQQgghxOHjcrm46aabALjjjjt46KGHUtPnd+7cySWXXNJlCn26++67j8LCQqqrq5k0aVKHcnmAbdu28cgjjzBq1CjeeeedjOcwgrhly5bx29/+tsNrvWEM0Fu+fDn33ntvKjtcW1vLjTfeyLx58ygqKsp4bEFBQapv27iH3jjttNNSS9JdccUVLF68mHhc/z/8u+++y7nnnovf76e0tDRrP3lfd/rppzNq1CgA5syZw4MPPph6MNLY2MiDDz7I//zP/wD6lP2KiooOx1900UVMmDCBRCLBJZdckqqiCIfDPPjggzzyyCOA/ntqDDT8vJFg/ijWUG0sS7ePqEP/BRwW/ZiS6/U1PRt+81tiyeUmEm1tJJqbUTYbZpV8iunpOZgvTAXz7U8+O68xD+C1O9ASFjQShOKh9hMke+Zpq8fu0vePWV2c1FKF1Zz7r5fNYuL4fl40DT7cJ9l5IYQQQoij1Zw5c7jooouIx+PccMMN5OXl4fP5GDZsGCtXruQ3v/lN1mOHDh3KihUrGDBgANu3b2f69Ol4PB6Ki4txOBwMHz6c6667jm3btmVdcuy0005j8ODBhEIhtmzZgslk4pvf/Gav38e5556b6vOeO3cuHo+HwsJCSktLeeCBB7jiiiu44IILsh5/5ZVXAnDDDTfg8XgYOnQoQ4cOTQWRPfn973/P2LFj8fv9zJw5E4/HQ15eHhUVFWzcuBGfz8eSJUuyPlDo68xmM4sXL2bAgAEEg0Fmz56Nz+dL/T7Nnj2bYDDI8ccfn5qLkE4pxeLFixk2bBg7duxg4sSJeL1ePB4Ps2fPJpFIcPXVV3PVVVcdgXd3eEgwfxTzG8F8YB9hp4e4pugf2o573Gjcp55KIhCg/qmnAYgaa8yXlqICyZKlXmXmMwXz7U+wnFYzWkJf4qI1klbylJaZt6dl5o+pr0JLriOaq1Flein/5urM5UxCCCGEEOLIs1gsPP/88zz22GOcfPLJWCwWzGYz559/PqtXr+5xENr48ePZunUr8+fPZ9KkSXi9XhobG3E6nVRUVDBnzhzWrVuXdb16pVSH/vgpU6Yc8LTyv/71r9x3332MGjUKq9WKpml89atf5dlnn81a+m247bbbmD9/PieffDKaprFr1y527dqVc9l9SUkJa9eu5cEHH6SiogKr1UokEmH48OFce+21VFZWMnHixAN6X31FeXk5mzZt4q677uLLX/4y+fn5tLW1UVBQwMSJE7n//vt5//33OeaYYzIeP2jQINavX8/Pf/5zRo4cSSwWw+v1MmXKFBYtWsSTTz55mN/R4aUO1TILQldRUaFlKxHqyXP3vMn+3W2c8v5DvDdG46z+uxhp2g3ff5Vgs4udl85A2Wwct/IfRHbu4tPLL8dZ8SWGfr8cVs+HyTfBmXO7vUbD3gAL73yLvGIH3717EgArf13Jx+tqOPu/yxkxQX8gsObjOn742gxMtnr+dvHfGJY/TD9Bay08cDw4ffw9/yW2r6+l/7a/Ul71b4Y+9xzO0Sfl/H6feX07dy/fwmUTjuHeS0Yf0M9MCCGEECIXW7ZsSZX4CiFEut7++6CUelfTtIqe9zy4JDN/lNISGg01ev+RO7CPsN3NxsSx+sa97+E88US8552HFolQ979PtA+/K+0PLdX6fjlk5vNLnZgsiua6EJGQ3qsebNEz6ull9k6bCS2uZ+YD0bTBe65CQEHQj92p/zrtzRuon+eDjb16z+UyBE8IIYQQQgghciLB/FGqxR8iFtEwx5uwxgKEbHls1Ixg/n0ASmbNArOZxhdeIPDW24BeZt++xnzP5UZms4nCsuQSdcmBe6FA12n2TqsFLWEHoDWaVmZvMoPTB4Ddpj8MqE0uhxfamHkyaDbGRPut1S3EE1IxIoQQQgghhBDZSDB/lDICa2tUz7IHLHntmfk97wFgP3YY+ZdcDPE4Tcm1Oq39S9My89nXmE9XlOybr6vSg/RM68y7bFl65qF9rXmLPom0yakP6Wh7++1erbvpc9soy3cQjMbZVR/o+QAhhBBCCCGE+IKSYP4o5a/Wl8awhfUse8Ccz1btGBImK9R9BGF9SFzJT36CSltqwdKvFFqMAXi5DQIpGtA+BE/TNIItXTPzLpsZ4hky89A+0T6hvx515mEpLSW6dy/B99/P9S0D6evNyxA8IYQQQgghhMhGgvmjVMM+PTNtb9OD+UaVTwQr4aKRgAbVGwCwlpXhS5vmae1XBIFaQIG7X07XKhqkl9nX72klGo4TjyWw2ExYbebUPs60zHyHnnkAt56JD4cbACi0Wck7/3wAml56qRfvOn2ifVOvjhNCCCGEEEKILxIJ5o9SRpm9u1UvmW9I6H3pif7j9B32tme8i374A0wuF5hMWAscgAaefmC25HStotTydIGMWXnouDRdS6RT1jyZmY8E6wDIM5nJn6avydny9xVo0WhO9wFQXpYPSGZeCCGEEEIIIbojwfxRSNO01Brz+c16MF8bdwFgHnSKvlOybx7AUljIMc/+jkH/+yssNr1vPZdJ9gZXng2Hx0okGKNutx5Ep68xD2AxmzBrejDfFO4UaCd75mOh/fqxKOwjR2I7/jjijY20rlmT870YmXmZaC+EEEIIIYQQ2UkwfxRq9YeJhuPYTE3kB/Sgvk6zoRTYBn9J32lvx1505+jReKdMaR9+58k9mFdKpbLzez706+frlJkHsJr0BwpNocw981pI79W3xvVz5k+7EIDml5blfC9Ditw4rWaqm0L4A5GcjxNCCCGEEEKILxIJ5o9CDcmsvN1ShSUBUasiarbgtVswlZaDxQH+HdDW0PXgXqwxn65ooN43X5UM5juX2QPYksF8c5Zp9pZw8tqRBAD5F+h98y2rVhFvzW06vdmkGNFfsvNCCCGEEEII0R0J5o9CRom9ybIXgIhTD6y9DqveB9//ZH3H6vVdD27t3SR7g5GZ9+/Tp+h3LrMHsCeD+a498/oAPFdsHxoa8XCcRELDOnAgzi99CS0UovWfr+Z8L+UD9In2myWYF0IIIcQh1JsldIUQXwx96d+F3CakdaKUKgAuAE4CfEDXNG47TdO07x/Idb6ojMx8wqRnuiNOfUm4vGRQz8BToOptvW/+uDM7HnyAmfniQZ4O32fKzDvMLprJvs68jyYiCuwaRNpiODxW8qddQPDdd2l6aRn5F12U070Yy9NJMC+EEEKIQ8VisRCJRLDb7Uf6VoQQR5FIJILFckBh8mHX67tUSs0C5gEO46UeDtEACeZ7wZhkH0Vfli7mcgLgdST/uAYkh+DtzbCGe4t+TG8z874yt/4nmXwQlSmYd1n0UvwuS9Mle+YLVTMJqwkiGqG2KA6PFe/Uqey7+x4Cb7xBrK4OS3Fxj/dSnhqCJxPthRBCCHFo5OfnU19fT1lZGUr19N9ZIcQXgaZp1NfXk5+ff6RvJSe9CuaVUt8CHkl+Wwv8A9gDhA7yfX1hpU+yD2nJYN6pl7fnpYL5rsvTpaSC+dJeXddqM1PQz0VjTbLM3pshmLfq2ftgrHMwr5fZ+2jFbDdBJE44EAPA4vPhOe00Wv/1L5pf/juF3/tuj/cyon8eSsG2/S1EYglsFukGEUIIIcTBVVhYyO7du6mqqqKgoACXy4XJZJLAXogvGE3TSCQStLW10djYSCwWo1+/fkf6tnLS28z8z5KfnwO+p2la+CDfzxdeoDFCJBTHYW6jORYALMScehCd50gG2EXHg80LzXugpaZj4J4qs+9dZh70IXipYD5DZt5j8YAGwXinYN5iI2T24Ii34nAqEi0QbmtfWz5/2gW0/utfNC1bllMw77FbGFLoYmd9G9v2t6Z66IUQQgghDhaLxcKQIUPw+/34/X727t1LIpE40rclhDgCTCYTTqcTt9uNz+fDZOobycTeBvMnoRdiXyOB/KHRUK33o/usVTRE9V+imFMPZlNl9iYTDBgLO1/Xs/MjztNfj0WgrR6UCdwlvb520UAPn7xXC4AjwwA8r80NYQjF29A0rcOT60aVR39a8boSNAGhtGDeM2UKJpeL0MaNRHbuxDZ0aI/3Mqosj531bWypbpZgXgghhBCHhMlkoqioiKKioiN9K0II0Wu9feQQA5o0Tas9FDcjwF+tZ8YL1XbiyWA+YtN7NlID8CBzqb0xyd5TCiZzr69tTLSHzJl5l92OlrCikSAYC3bYVpfQ+9x9rjhAqswewOR04j3nHACali3P6V7Kk0PwZHk6IYQQQgghhOiqt8H8esCrlJJU6SFiTLL3WXZDRM98h+16MJ/KzENaMP9e+2upfvneTbI3GGvNo8DuztQzb0ZL6BNfW6PtE+3DsTjVUf1BQIEjor/WFutwbN60aQA0vfS3nJZ7kIn2QgghhBBCCJFdb4P5hwAz8JNDcC+C9kn2VtseXMlGhlaLPgDP60gLsAemTbQ3gmOjX95zYMF8XpGTY04sZHhFKSZT1+EvLpsZ4voiBunB/Kf1bdRrembeaUkO70srswdwf2UC5uJiors+JfTBBz3ey6gB7Zn5vrTWoxBCCCGEEEIcDr0K5jVNewm4DbhDKfU/SinnobktUEp5lVIXKqXuUkr9XSlVp5TSkh8jezhWy+FjRg/nqFBK/UUptVcpFVJKfaqUekYpdfzBfaftNE3Dv08PhuP2PbiSawQ0m/UAOi89mC8YAs5CCNRCU5X+2mfMzCuTYtpPx3Lu90/MuN1ps6Al9HsJRNqH4G2vC9CAHnw70DPpnTPzymIh7+tfA6DppWU93suAfAf5Tiv+tig1zTKeQQghhBBCCCHS9SqYV0qtAs4EWoF7gDql1Dql1KpuPv55gPd2FrAUuAU4DziQySR1QE2Wj6zL6Sml/gtYC3wT6J/cdzDwfWC9UurMA7iXHrU1Rwi3xbBbozRbW1OZeb9JH0bXocxeqa59860HtsZ8rly2zGX222sD1Gt6MG/X/ACEA9Eux+cnS+2bX34ZLRbrsj2dUopRqfXmpdReCCGEEEIIIdL1dpr9GZ2+dwJf6uGYz1IjvR94B1iHvp79U708frymaTt7c4BS6mTgafSfzZ+A6zRNq1VKDUm+fg7wvFLqhIM9CNAosS90+WmwmnCH9B+dX+kBdIcBeKAH85/8U++bL7/wM2fme+LM0jO/o66ViBHMx+uBrpl5AMdJJ2EbMoTIrl0E1r6J57RTu73eqLI83tzewObqZqaM7BtrPQohhBBCCCHE4dDbYP6/D8ldZPaSpmkvGt8opYYepuveCVjRHyL8l6ZpcQBN03YppaYDm9Gz9P8D3HAwL5wafmetYqfZzKBkZr4BPTPvsXf640rvm4fPtMZ8LpzpPfOR9GA+gBM9i+6I6xP1w21dM/NKKfKmTaPuV7+iedlLOQXzIEPwhBBCCCGEEKKzXgXzmqY9e6huJMO14ofrWgalVAHw9eS3D3W+B03TWpVSC9BbDL6tlJqtHcTpbP5kMF+ofcw7ZjMnJIP52mzBfHqZvaalZeZLD9YtdaCX2Sd75qNpPfO1AfobmfmIfg+hQOYy+vxpF1D3q1/R8sqrJG4PYnJmH7twQqn+gOCT/a1Z9xFCCCGEEEKIL6LeTrP/vDsVPSsPsDLLPv9Ifi4DRh3MixuZ+cLEFuosFtzJrv5aTb8lj6NTMJ83QJ9cH2qChu2HJTNvlNm3RFsAaGqLUh+I0GYpAMAe0YfxZcrMA9iGDMFx8skk2tpoWbWq2+sdV6IvlbejLkA8IRPthRBCCCGEEMLwmYN5pZRTKTU4+XHIptsfoEVKKb9SKqyUqlJKPa+UOr+b/cuTn/dpmlafZZ/NGfb/zDRNS/XM+yy78Zud2GOgmUz442ZAX+e9CyM7/+mbEPSDMoOr+GDdVgfWdXU6AAAgAElEQVQumyVVZm9Ms99Rr3/2FukPEKxtezCZFLFIgng0kfE8+RdcAEBzD1PtvQ4rpXl2wrEEe/zBg/IehBBCCCGEEOLz4ICCeaVUoVLqdqXUZqAF2Jn8aFFKbVZK/UIp5Tt4t3nAxgNmIAoMBKYDy5RSi5RStgz7GyntvdlOqGlaEGjstP9nFmyJEm6LYbNruE0NtCWSBQIeNyiF22bOuPZ7qm/+o7/rn739wXRoCi70AXgd15nfUad/HtzPBzYPSotid+kPHTqvNW/I+/rXwGymdc0aYn5/t9c8rsQDwCe1UmovhBBCCCGEEIZeR31KqS8Dm4BbgZHJc6jkhyn52m3ApuS+R8Kz6MvZ+TRNy9M0zYNeEv/b5PaZwK8yHOdOfu4pDdyW/OzJtFEp9QOl1DtKqXdqa3MbeN+wVw9WC/PDKAXBcDKr7dX7xt2d++UNRmZ+W7Jk/RBNsoeOS9MZPfPba/XPxxa7waWvHmjX4/2ME+0BLMXFuCdOhFiMlhUrur2mBPNCCCGEEEII0VVv15kvBf6OvvZ6IzAPfam2UcmPc4D7ktvKgOXJYw4rTdMu1zTtH5qmNaa9tlXTtCuAXyZfulIpNbLToUbq+zM1aGua9pSmaRWaplWUlJTkdExDtf58wOfyEwViIX32nnLrwXyXfnmDEcwbA+k8hy6Yd6YNwDN65rfX6dcdVuwGt17eb7frDyIyrTVvyJ+ml9q3/LP7vvnj+0kwL4QQQgghhBCd9TYzfxPgAzYCozRNm6tp2j81Tfsw+fFPTdN+jt5L/gFQCNx4cG/5M7sDPfOugM7980bE6OrhHMb2gxZhpibZW/dQbzan1phPuPRgtsske4O7GPKPaf/+EGfmiScz80bPvJGZL/GkevXtVj2Iz5aZB7CfcAIAsZqabq9pZOa3yUR7IYQQQgghhEjpbTB/PnrW+gpN0/Zn20nTtBrgCvSA+YIDv72DT9O0AHqbAMCxnTYbvfIDsh2fHPJXkPy2+mDdV2qSPduoN5txJZeliyWDebetm1UEB45r//oQTbIHcFg69swnEho7jMx8UXtm3mHRx/Bn65kHMBcWAvTcM99P73z4pDbQ7X5CCCGEEEII8UXS22D+GKBF07T3etpR07R30YfjHdPTvkdAtnJ6Y1J9f6VUUZZj0yfYb86yT68ZwbwvspE6sykVzEfs+gIBWcvsob3UHg5pZt5kUthM+v00h1uoaQkRjMYpctvId1nbe+ZNestAOMta8wBmnz4fMe73o2nZuxr65zlw2cw0BCI0BCIH660IIYQQQgghRJ/W22A+AtiUUhnGqneklDKhr9l+VEVgSik3cGLy252dNq9Bn3wPcHaWU5yb/FwNbDkY9xRsiRBqjWJ1mPGEtlBntaXWmA879Mx01jJ7gAGntH99CDPzAE6zXpTgDzewPVn6Pqw4OTfQ6JlXej99trXmAUw2Gya3G+JxEs3NWfdTSqVK7bdL37wQQgghhBBCAL0P5rcCduCSHPa9BHAAH/b2pj6LHB403Ao40bPyL6dv0DStKe2165MPJNLP7QauTn77Z627lHIvGOvLFxabUQrqXAWpnvlQMjPvtmdYY95QNqb9a++hnTfosjjR4g6iiSib9+8D4NiSZDCf7Jl3JFfuC3XTMw9ppfYNDd3uJ0PwhBBCCCGEEKKj3gbzi9BL1J9SSp2TbSel1IXAU+gB88IDvTmlVLHxgT54z1CQvq1T0L1IKXWPUqoifS15pdQIpdTTwJzkS89qmpapTP4X6Nn5LwO/S14bpdQxwAvobQONwPwDfV+dpUrsC/Ta+nqHN1VmH7AawXw3mXlnAQw7XZ9kX9h5DMDB5bKZScTyANi6fw8Aw4qTK/QZmfmEHpx3l5kHMBe2l9p357jkwwIZgieEEEIIIYQQum4ixIx+Bfw/YCywQin1DvAvYA96xn4IcDp6GbsC3gee+Az3l22R9rWdvh9Ge8l8CTAD+DkQV0o1Je/Nnbb/Ytoz7B1omrZBKXUV8AzwXeD/KaWagfzkLgHgUk3TcltAPgepSfbuRqiDOqudE1LBvAOi4O0umAe4bBFoCbD1NIj/s3HZzGgxL9j3s6NxL1DaXmZvTLOP67MRu+uZB7D49Mx8z8G8kZmXIXhCCCGEEEII8f/Zu/M4ydK6zvef55zYMyNy36qqa6cWmm3Y24sNqCyjI3oHhXEURVRk1Jdzx+s2cx1gUOS6DKPe0QsuKCiKOOKGIKAgy5W2u0Ga7qar19rXzIxcY1+e+8dzTmRkVm4RmVmVEfl9v175iqw450SczKx/vvF7nt8PWgzz1tqyMeaVwB8CrwJeADx/xWnhMve/A77XWnur98z/Im503ouBA7jxeHXgLHAP8AfW2k+u9wLW2vcbYx7GjdW7O3iNi8CngHdZa5/YzhtudLKPumb6075p7JlfjGyiMg8QTWznLa0pEfWxJVeZv7J4AxhrVM7pCRrgVdy4uQ0r80ETvI2W2R/TMnsREREREZFlWq3MY62dAv61MeYluAr4c3HVcHCV9C8D/8ta+4Wt3py1dsNGe6tc80lg3bC+yde5H3j9Vl9nMxrL7HkcgClbJVVye+bnfTfXfcMwf4ukYj71RRfmZ0pTGAMHh4LVAEFlPlW+AMDiTGnd12oss8+uX5k/NJTC9wwXs3mKlRqJ6Dr9A0RERERERPaAthNiENa3HNj3usJimcJChWjcJ108A8BULd/YMz/ruTC/4TL7WyQVi7hl9gD+PAcGksQjQbiO9UAkQaZyAc83LM6UKBerxNYYqxcJGuDVNqjMxyM+BwdTnJ3KcW46x6nxzLb9PCIiIiIiIp2o1QZ4ss3C/fID4ynM3EXyxpCvlegtukUJM97uqswnYz42aIBnIvNLze8AjIHUMJ6pMzASBWDmWn7N1/KDPfPVmfXDPCw1wXvyhvbNi4iIiIiIKMzfZtmrLuwOjidh4SrTEReCe4JOA9O4hvy7JcynmsK8F1ng6HDP8hOCffODg26bQDh2bzX+gJtZX5uZ3fB9l5rgad+8iIiIiIjImgnRGPPW4Nspa+1vrXiuJdbad7Rz3V6wNJauDOctU5lxjLUkgj3z0zYKVOjdJWE+GfWpB8vsTXR+acZ8KNg3P9BfBPzGyoPVbHaZPagJnoiIiIiISLP1EuLbcXPiH2VpvFz43GaZ4HyF+TXMXmsaSwdM9Q6TLE1iLHi9vSxW6gD0rrHv/FZLhqPpABNZ4PDQilF4waz5wZ55YIDstXUq84OtLLNXmBcREREREQmtlxA/gAviV1d5TrZJMZjFnqy5cW7TqQypBTfC3kunWSy5472x3RHmUzEfbAxbS2D8IsN9tRUnBGE+OQkMbLDMPqzMr9/NHpbvma/XLZ7X8qADERERERGRrrFmQrTWvnEzz8nWVEouDEdLbsb8VCzZmDHvp9PkgjDfE98d49iSwYcK9WoG3y/iReaBiaUTgj3zGe8Knn+ShekilVKN6Cr37/WkMLEYtlikXijgJZNrvm9/KsZwb4ypxTJX54vs71/7XBERERERkW6nBni3Wbnownos72azT0UijbF09PZSt5CIekT83fGnSgUz3sMmeNPFqRUnuMq8X5yif8wtwZ9ZY6m9MQZ/IJw1v/FS+6PhUvsbWmovIiIiIiJ7W0sJ0RjzVmPMT7Rw/o+32zRvrygXXWU+ljsLwDR1UkHzu3rKhdfd0vwO3J55AFtx++Zv5G8sPyHYM09uisEJtzQ+u04TvMa++U0stT+uJngiIiIiIiJA65X5twM/2cL5/wl4W4vvsWfU65ZquMx+/kkApurFxjL7Wo8Lw7tlLB0shfl6UJmfLEwuPyGozJOfYiAI8+t2tA8r8y00wXtClXkREREREdnjdsfa7T2qsV8+7mMWr4DxmCovNMJ8NeHC8G6qzC8ts3eV+cn8ijC/amU+v+brLVXmNxPmgyZ4qsyLiIiIiMget9NhfhhYO8ntcZVgv3w0Btg6Nr2PqeJUY898OeH2nO+mynwqaIBn16zMuwZ45KeXwvyVtcN3Y8/8zOyG7700nm7tSr+IiIiIiMhesCNh3hjTZ4z5P4Ae4ImdeI9u0NgvH3WP8/0HqNar9FeiAJTiLszvpsp8Mub+yzTC/MrKfKIPvCiUF+kbMHieYX66SKVcW/lSAEQGN98Ab39/kkTUY3KhxFyhsoWfQkREREREpLOtG+aNMW8zxtTCr+DpsebnVvsCssB/x82k/+AO/wwdq9HJ3i8DMJUeBWCgGgOgsAsr85mk+6ChL+oq8DdV5o1pVOf9cpa+0SRYmL22ygKNer0xa766iT3znmc4OqwmeCIiIiIiIpupzJumL7vi3+t9XQV+HhfqZRWVoDIfNQUApntclbqv4sJ7LpIAdldlfjSd4K3/5un8wmu+DnBhvm7ry09q3je/b42O9g//BfzKUfxLnwKgtolu9gDHRjWeTkREREREZKOU+GvAHwTfG+ApYBJ44TrX1IF5a+3clu+uyzUq87hgOhU2vCu5z1hy0aT7d9y/DXe3tje95AgA73www3x5ntnSLIOJwaUTGvvmpxiYOApMLoX5eg0+8074vPuMJ1J5AIDazCbDfKMJnvbNi4iIiIjI3rVumA8CeSOUG2M+B0xZa8/v9I3tBY3KfG0WPJiKuiXsYTf7xaAyv5uW2TcbSY4wX55nMj+5PMw3KvPTDE48EwjG0xVm4SM/BI9/EowHto5fuQqkN7VnHpqb4KkyLyIiIiIie1dLDfCstS+z1n7HTt3MXtNogFdzQXbKGADiwfOzfhzYXcvsm42kRoD1Z803OtpfnIHf/UYX5JMD8Ia/gHgG33cV9uomK/PHRxXmRUREREREWgrzxhjfGHPQGLNvE+fuC87VLPs1NJbZV6YAw3TdzaSL5l1DvDlvd4f50ZRr2LferPn+0RTGWOazFapTF2DsGfDmf4SjL4P+g/ixOniG+vw8trJxh/ojwz0YA+en85Sr9Q3PFxERERER6UatBu3XA2eBd2zi3P8enPvaVm9qr1hqgJeD9ARTpRmwFj/n1tnPGBfmd+sy++GkC+03VeYbYf4G/j/9Kn3eZSwes4e+B37gkzBw2B3vP4Qx4Pe6rv212Y1nzSeiPgcGktTqlgtZ7ZsXEREREZG9qZ0wD/C+TZz7XlzTvH/X4nvsGY3KvClA/0GmClPEqmBqdUw8znzNLbvf7ZX5G/kbyw+Ey+wf+BB85p0MRi4CkL3zZyDWs3Re/0EA/B43iq+62Y72wb75J24ozIuIiIiIyN7Uaph/RvD4wCbOvS94fFaL77FnLBtNF4T5sPmdl0mzWHJhvzexO8P8SDLYM7/WMvt6FeJ9DP6rFwGQvbYifAdhPpJ0H1rUNjFrHuC4muCJiIiIiMge12qY3wfMWms3LIkG58wG18gqGpV5r0C17wAzxRl6Si7Y+ukMuSDM98R2aZhfqwHe8EmI9cLIKfihTzNwp/sMaOZqfvl5A4cA8GPu59x0R3vNmhcRERERkT2u1ZSYB3qNMRFrbXW9E40xUaAnuEZW0ehmbwrM9o5gsYzZNDCDl+5dqszv0mX2jcr8TXvmh+AnHnFL6j2fwaIL3Y1Z86FwmX2kALS+zF6VeRERERER2atarcyfwX0A8OpNnPtqIAo81upN7RWVoDIfNXmmEm4v+XjdBVU/ndn9y+yDyvxUfoq6XdFZPpEBzwegfyyJMTB3I0+t0nRe3x0A+MwDUNvkeLpjI+539eRkDmvtVn4EERERERGRjtRqmP8LXFO7/2GMGV/rJGPMBPBrgAX+sv3b626NyrxXYMq4UDpSc53d/Ux6aZl93L89N7iBuB8nE8tQtVVmimsH8UjUJzOSxFqYvdG0UCPZD4k+IjE3im+ze+YHe2L0p6IslqrcWCht6WcQERERERHpRK2G+d8CzgNHgQeMMT9pjLnTGJMOvp5hjPlp4CvAEeAS8P9s7y13j6XKfIGpYMb8YDUBgO3ppVKzRH1DPLI7wzwsdbSfKkyte97ghKumZ6+sXGp/CD/uqvWbXWZvjFlqgqd98yIiIiIisge1FOattXngW4DLwAjwS8BXcY3uZnFd7t8VHLsMfIu1VmlrDeXS0p75qZrbN95fcWPaaikXfnfrjPlQuG/+pvF0KzTC/Cr75iNx93vYbAM8aBpPp33zIiIiIiKyB7Vamcda+zXg2cCvAtdxy+6bv64DvwI821r70Pbdanexdds0mq7IdGUBgEzZVeErwR763dr8LrRmR/sVBoIwP3NTmF+qzG92zzzAsdFg37wq8yIiIiIisge1lRSttTPATwM/bYw5BIzhgvw1a+35bby/rlUpuyAfMQU8Y5kquyZwPW77OOWE2zu/68P8WrPmVxjct0ZlfqBpmX0rYb7R0X7DKYkiIiIiIiJdZ8tJMQjvCvAtKheWltgTTzf2nCeLrhFeKQjzu36Z/WYr82MpMDB7o0CtWsePBItC+g8uq8zbeh3jbbxg5PioxtOJiIiIiMje1fIye9kelVLY/K4Isd5GmI/nKwDko51RmQ8b4G20Zz4S88kMJ7F1u7yjff9BPB+8GFCrUZ+f39T7HhhIEfM9rs4VGyP8RERERERE9oq2k6Ix5g7gTmAAN09+TdbaD7T7Pt2qMZbO5CGeZro4DUAkX6YC5KMJoLLrw3y4zH6jbvbgmuDNTxbIXskxtM9V1uk/CIAfq1Ev+1SzM/j9/Ru+lu8Zjgz38Oj1BZ6aXORZBza+RkREREREpFu0nBSNMS8Cfh14QQuXKcyvUA7G0sW8AqV4DwvlKSJeBJNzVevFIMzv1hnzoXCZ/UaVeXBh/txXp5Y3wYunITmIH69RWfSpzc7gphpu7NioC/NPKsyLiIiIiMge01KYN8Y8D/g0kMA1vLuEG0FX3P5b625LnewLTMeSAAwlhqjPu672C5EEsLD798wHlfnpwjR1W8cza+/cGJxwWweyV/PLD/QfJBK/ALQ3nu7JG2qCJyIiIiIie0urSfHtQBJ4EPh+a+2Xt/2O9ohKWJk3BaaicajAcHKY2uJjAMz5cQDSuzzMx/wYffE+5kpzzBRnGEoOrXnuYLC0fvWO9ucAqLYQ5tUET0RERERE9qpWG+B9HWCB71aQ35pyU2V+KuJaDoxEB7CFAvg+89aF+N1emYem8XQbdLTvH3cd7eeu56nV6k0HDhKJu99HLdv6eLonNGteRERERET2mFbDfAJYtNY+tBM3s5cs7ZnPM+UbACZsBgA/nWax7MJuJ4T5zXa0j8Z8MkMJ6nXL3I3C0oH+Q/iJpfF0m3Vk2M2uPzedo9r84YCIiIiIiEiXazXMPwHEjTG7P2Huckvd7AtMB3+FkbqrNHvpdGPcWjqx+3/Vw8lhYPMd7QGyV5qW2vcfxI+5MF6d2fwy+554hH19CSo1y8WZwsYXiIiIiIiIdIlWw/zvAzHg23bgXvaU5gZ4U9Z9P1xzjfD8dJpcEOZ7Yrs/zG+2Mg8wEIT5mWvNYb6pMt/CMnuAY+G+eS21FxERERGRPaTVMP8bwCeA9xhj7tqB+9kzljXAsxUABiuu6Z2XyTQq852wzL6xZz6//p55aKrMNzfB67+DSDwM85uvzEPTvnk1wRMRERERkT2k1aT4c8B9wIuALxhjPh/8e2G9i6y172jv9rpXowGeV2A62O7dV3WN8Px0b6My39sJYT61uQZ4AIP7VllmH+vB7+8DoDq98VL9ZsdG3OudndR4OhERERER2TvaGU1ncTPmAe4Gvn6d801wvsL8Co0GeCbPlMv1pEseZcBLL1Xmeztgz3wrlfn+MTdrfvZ6nnqtjue7xSH++B3AdWqzsy29975+tzXh6nyxpetEREREREQ6WatJ8QO4cC5btDSarsh0JVhSX7KUWbFnPu7frlvctMae+cLGe+ZjiQjpwQQL2SJzkwUGxl1l3Rs5hPGuYUtl6vk8Xiq1qfceyyQAuD6nMC8iIiIiIntHS2HeWvvGHbqPPSfcM1/1ChTrkIwk8edKQNDN/nrnLLMPu9lPF6ap2zqeWb8Vw+C+HhayRbJXc40wbwYO4ce/SLXgU83OENtkmJ/oc2H+6py62YuIiIiIyN7RagM82SaVkqvML0bKAAwlhqjNB60HenspVup4BpLR3V+Zj/kx+uP91GyNbHHjBnaNjvZXV3a0d7+TWgvj6QZ7YsR8j/lilUK51tqNi4iIiIiIdCiF+dukXHCV97moC/PDyWHqC/MAVJMu7PbEIxhjVn+BXabRBG9THe1d1T17Nb/0ZP+hpY72M5sfT2eMYazPTQG4pn3zIiIiIiKyR7S0htsYc7CdN7HWXmjnum5lraUcVOZnmsJ8bcGNVyslUoDtiCX2odHkKI/PPM5kYZLTnF733MEJN05uWUf7/oP4QZivtjiebjyT4GK2wNW5AkeGe1q7cRERERERkQ7Ualo828Z72Dbep6tVSjWwEKFENuIq70PJIerzjwJQiqeAXEfMmA+F++Y3U5kfmFilo33/HY0wX5uebum9G03wVJkXEREREZE9otVl9qaNLy3lXyHcLx/18kzF3Gg1V5l3e+ZzwXMdVZlvsaN970CcWrXO/FQQwKNJImkX8mvXLrb03ktN8BTmRURERERkb2gpaFtrvfW+gH7gFcA/ADPAK4PnpUklGEsXMwWmozEg3DPvwnw+4sJpJ4X5VvbMg+toD5BtaoLnDw4CUL1+uaX31ng6ERERERHZa7Y1aFtr5621/2CtfQXwKeCvjDF3bud7dINyMJYuagpMRVxgX1aZj7rKfCfMmA+NJIMwX9hcmA872i8L88Ouul+b3ri632yiz/2+1myAVynCmY9BObf6cRERERERkQ6zk1XznwWSwFt38D06UrmpMj/nuT9BfzRDfdE1wJvzXbW+Nx69PTfYhpYr80GYf/y+6zz0uctMX17EHz0AtNbNHmA87Ga/VmX+X/4QPvRd8M/vael1RUREREREdqsdW8dtrT1njJkFXrpT79GpwrF0Ma9AznMN8JIVQ91avJ4echULQG8HVeZHk66qvtkwP360D4zraP/ZP3aN/2KRbyP9zBMMVi4Qe2KW0UNpItGNfwfhMvs1K/PXH3aPsxqqICIiIiIi3WHHwrwxJgVkgMpOvUenajTAM3nChd+pomUR8DIZciUX9juxm/10cZpavYbvrR/CByd6+O63v5iLj2S5+uQcV5+YZXEGpoeeyTTP5PFf/TJexDB2KMOLv/0Y+57Wv+ZrjaYTGAOTCyWqtToRf8WCk5lz7rHQWsVfRERERERkt9rJtPhjuGX87Yyz62qVYM98zBTJ4caxJQt1FgE/nWYxCPudFOajfpSB+AAzpRlmSjONcL+e/rEU/WMpnvkyt7x+/vFH+NIPvpO5zHEKL3g12at5rj45x/0fP8drnvacNV8nFvEY6okztVhicrHU2EPfMHvePeZbm18vIiIiIiKyW7WUFo0xd29wSgI4AHwb8C24GfMfaO/Wule4Zz5qCuQI9s8X3QIGL51mseS+Tyc6J8yD2zc/U5rhRv7GpsL8SpkjR9k/ey/j17/E8d/5YebraT70jnuZvrS44bUTfQmmFktcmysuD/P1GswGo+4Ksy3fk4iIiIiIyG7Ualr8R1xA34gJHj8C/GqL79H1wm72nlegDsS8GGaxALjKfC6szMc6LMwnR3hs5jGmClPtvUAkjp/0qJWgdvEMg897GZG4T36+TGGxTLI3tualY5kED16eu7kJ3vwVqAc7PbTMXkREREREukSrafEC64f5KjALPAh82Fr7d+3eWDcLK/N1zwX43lgvtfl5ALxMmsUO3DMPSx3tb+RbGy3XLJJOUJ4tUbv4OOYFL2doXw/Xz84zfTnHgZNrh/lGR/uVTfDC/fKgMC8iIiIiIl2jpbRorT28Q/exp4R75uu+C56pSIr6gltK7vemWQyOd9wy+2Rr4+lW4/f1wsUStWvnAJrC/CIHTg6seV1j1vzKyny4Xx6gkoNqCSLxtu9PRERERERkN1hzzrwx5n3GmHffypvZKypBZb4WhPmeaA+1haXKfK7c2ZX5ycIWwny/C+zV65cAGNzfC0D28vr75tccT9dcmQdV50VEREREpCusGeaBNwL/rvkJY0zdGHN5R+9oDwj3zFe8EuDCfH1+AQA/nWkss++kOfPQ+qz51URGxgCoTbql+kNBmJ++klvzGnAN8GCVyvzM+eX/VpgXEREREZEusF6Yr7P6MnyzynPSgnDPfKW5Mr/owryX7u3IOfPQtGe+0P6eeX9sPwDVGTdGbmh/D+DCvK2v3a5hw8q8F/wuFeZFRERERKQLrBfmJ4EhY8zorbqZvSIM8yV/lcp8JtPYM9/baWE+2DM/lW+zmz3gTxwGoDbrfh/J3hipTIxqqcb8dHHN68abKvPWNoX+cM/86Gn3qDAvIiIiIiJdYL20+FngdcBnjTF/A4SblnuNMW9t5U2ste9o8/66UtgArxhp3jPvArDpTZMru3nonTaaLpwtP1Wcolav4XutbxOI7DsGQC1XgmoZIjGG9veQny8zfXmRvpHkqtf1xiOk4xEWSlVm8xUGemJQzsPidfCiMPp0uPagwryIiIiIiHSF9dLizwEvA04CJ5qe7wHetsnXN7hRdgrzTSrBHPmiXwJirjIfdLMvJ1LALKmYj+d11o6GqB9lMDFItpglW8w2lt23wh9xC0FqJQ/mL8PgEQb393LxkRmyVxY5+py1X3OsL8HCjUWuzRddmA+r8v0HIeU+aCCfbfmeREREREREdps1w7y19gljzGngu4A7gSSuKV4R+PAtubsuZK2lXHCV+VykTBjmw272xXgK6Lwl9qGR5AjZYpbJwmR7YX5gEIBq0XNhfPAIQ/uCJniXN26C90QQ5k9PZJaa3w0cgmQw1k6VeRERERER6QLrJkZr7QzwW+G/jTFvBOastd+/w/fVtaqVOtaCT4k53+3tbt4zn4+5ZeSdGuaHUw4XnQEAACAASURBVMM8OvOo62g/1Pr1kYF+AGplD5s9jzna1ARvs+Ppwo72YfO7gcOQdK+rMC8iIiIiIt2g1cT4OaD97mbSmDEf84rkIzEAeiIpaosuqOYjLpB2Wif7UDiert2O9iYWw0tGqRcq1K8+gQ8MTvRgDMzeKFCr1PGjq/dtvGk8XWOZ/SFIuYq/wryIiIiIiHSD9brZ38Ra+zJr7Xfs1M3sBeES+6gpsBiJAtBbj0GlgonHyVn3J+npsBnzoXBp/ZY62mfcsvrqlbMARGI+faMpbN2Svbb2Uvv1K/NaZi8iIiIiIt2jpTAvWxc2v4uZPDnfVd97S67RnZdJs1AKx9JFb88NblE4nm4rs+YbS+2vXWw8N7TPLbXPrrPUfnzlrHntmRcRERERkS6lMH+LNVfm85779afcuHn83jS5Rpjv7Mr8ZH6y7dfwh91S/erk0gcCg/s3boIXzpq/Pl8Ea1WZFxERERGRrtWZG7M7WDmszHsFFoPRc8liHXCV+TDMd/qe+cnCFsL86D4AarOzUC1BJL7UBO/KOpX5IMxfnStCfhoqOYj3uSBvgs+tFOZFRERERKQLqDJ/i1WKLqzHTIF88Fyi4AK+n86wGIT93kRnhvntqMxHBl2zulrJg7lLAJsaTzeYihHzPeYKFYo3nnRPDhxyj/EMGB/Ki1Att31vIiIiIiIiu4HC/C1WDrrZR02BnHGj6eLBc166l8VSBYDeWGeG+aGkm0c3XZymWq+29RrhrPlayWt0pM+MJIlEPXKzJYq5yqrXeZ5hNBMHYP7qE+7JMMwbs7TUvjjb1n2JiIiIiIjsFgrzt1i5UZnPk7NBsM+7SrGfzpALKvOdusw+6kUZTAxSt3WyxWxbr+EHlflqyYPZC4AL6oNhE7z1ltoHTfCWKvOHlw5q37yIiIiIiHQJhflbLJwz73kFKlgiJoJZdAvu/UyaxUYDvM4M87DU0b7dffORQRe6ayVvqSM9rTXBqzc62R9eOhiG+Xx7HzKIiIiIiIjsFgrzt1hYmcdz49NS0RT1BVdp9nrTLAbHO3XPPGx937zfvGc+qMzD0ni66U2Mp4vMBWG+//DSQVXmRURERESkS7QU5o0xg8aYVxpjXrTKsX3GmD81xlwzxswYY/7EGLNv+261O4SV+brvwnxvtJfawjwQdLMvd3Y3e4DRlOtofyPf3qx5f8CF7urKMN9CZb4nf9k90VyZT7kPCRTmRURERESk07VamX8z8HHgdc1PGmMSwOeA7wBGgb7gnH80xvRsw312jbAyX22uzM8vAGE3+86eMw8wnBwGYKow1db1kYFwmb2Pnbk5zGevLGKtXfXa8b4EPjUy5WuAgf47lg6qMi8iIiIiIl2i1TD/quDxgyuefyNwFMgCbwG+D7gMHAN+bAv313XCynzVLwHQE+2htujCvJfubcyZ741Hb88NboNw1ny7lXmTSmHicWzNYGevQ6UAQCoTI5mOUi7WWMgWV712PJNgwkzjU4fMPojElw4qzIuIiIiISJdoNcwfCR6/tuL57wQs8J+ttb9trf1D4PsBA/zvW7vF7hJW5itNy+wblflMprFnvqeDK/ONPfNtNsAzxizvaB/MmgcYDObNZ9dYaj/el+CgCT5E6D+0/GAjzKsBnoiIiIiIdLZWw/wIMGutbZRFjTER4C6gDvxZ07mfBmrAya3eZDcJ58yX/KVl9rWFcJl9d3SzD/fMX89db/s1/IF+YPmseYCh/UETvDXG042mE9xh3IcI9TXDvCrzIiIiIiLS2VoN8wZYuQf+eUACeMBaOxc+ad2m5jkguaU77DLhMvti0zL7ehDmTW8vuXJnz5kHOJRxIfrs3Fmq9WpbrxEZaOpoP9Mc5tdvgheLeJyMTQOQSx1YflBhXkREREREukSrYf4iEDXGPKvpuW8PHj/ffKIxxgPSQFtrrY0xaWPMa4wxP2+M+bgxZsoYY4OvU5u43hhj3myM+aIxZtYYs2CM+RdjzE8ZY2KbuP75xpgPGWOuGGOKxpgLxpjfNcYcb+fnCYXL7AsRF+ZdN3sX5ivJXmp1SzziEfU7d2pgOpZmf+9+yvUyZ+fOtvUay5bZLxtPF4b5tcfTHY+6/3LTsYnlBxTmRURERESkS7SaGD+Nq87/v8aYFxhjXgP8CG6//N+sOPfpQBS4RHu+Efgr4OeAVwNDm73QGBMFPgq8F3gxbnWADzwH+GXgC8aY3nWu/z7gi8DrgXGgCNwB/ADwFWPMN7Tx82CtbVTm82Fl3sSxhQL4PjnPNb3r5CX2odODpwE4kz3T1vWRwbCjvQfZJxvPD+7rAQOz1/LUqvVVrz0QLLO/5o0tP6AwLyIiIiIiXaLVMP9LwAIuIN8D/AWu+v5P1tpPrzj3NbiQ/09buL8bwMeA/4Ybi7dZvwB8My6EvxFI4bYHfCuu4/4LcEH/JsGqg98BIriu/WPW2n7gMPCp4HX+3Bgz0uoPU6vUqdctHhXyERdEMxUX3P3eXvJdsMQ+dHLQtUp4NPtoW9f7A01h/sI/QzCKLhr3yQwnqdcts9fzq147Vr0GwPnaij9RGObzCvMiIiIiItLZWgrz1tpzwMuBz+KC8g3g94Fvaz7PGOMDP4Sr4v99m/f2N9baMWvtt1hr344L0hsyxowD/zH4589Ya99vra1Z56PAm4Jj37Viu0DoHbgVBfcD32etnQSw1p4H/i1uq0E/8LOt/kBh87uYyZMLRqalS+5P4GUyXdH8LnRq0O2EaLcy7wd75qu1HsjdgMmlDwWG9gVN8FZbal9aoKc2S8lGeaq0YvFFPAPGg/IC1Cpt3ZeIiIiIiMhu0PLGbGvtl62132Ct7bHWTlhrf8Bau3LWVx23pH0A+Lt2bsxaW2vnOuC1QBzXfO+3V3ndvwIew33Q8O+bjxlj+nEVfYB3r7wHa+0i8J7gn99ljDGt3FglCOsxr0DOD5bUl9xLeOne7gzzM2ewQVW9FX64zN4Ldlec/Vzj2LpN8IJmeRftCNfny8uPeV7TUvvZlu9JRERERERkt9iRLmtBFXwu+Go9yW3Ny4PHzzWP0Fvhk8Hjyr3vL8FV5ZvPWekTweMEcLqVGysX3GcDUVMgF3GBPeW2zuOnM+RKnT9jPjSWGqM/3s9caY7r+dZH1EWCBni1ajAM4dwqYX618XSzS2H+6twqf37tmxcRERERkS6wrWHeGPMMY8xbjDH/0Rjz9O187RaE7/vwOud8LXg8vaK6Hl57zVo7vcG1zedvSqMybwrkPPerTxbc3nk/szRjvhv2zBtjGvvm21lq31hmXwg+Czr3Bai731Vj1vxqy+xnzgFwwY5yfV5hXkREREREulNLYd4Y8ypjzD8ZY355lWM/C/wL8JvAu4GvGmN+ZntusyXhPLIr65wTHusNvjZ9rbW2AIRrtCfWOm81zZX5fBDm48E+eq93KcynE50f5gFODbil9o9kH2n5Wn+gH4Da/CJkDrjwfcN9PtM3ksSPeCxmSyw+fo6rb3s7xTPBBwaNZfajXJsv3rzEX2FeRERERES6QKuV+dcBLwIebH7SGPMc4J248W+XgXPBa/+iMeZ/2/pttqQneCysc05zG/TmML+Za5uvX3W8XTDf/n5jzP2Tk5ON58uNPfN5wppyrOCe8zPppWX2sS4J80MuzLfT0d7v6wPfp76wgL0j+C909vMAeL7HwEQKgK/96P/F7J/+KdO/+3vunKAyPxmZoFipM1dY0eiuEeZXtnkQERERERHpHK2G+RcFjyv3k78Z11DuI8Bha+0x4H8Gz/3Ilu6wfe3s1Q+X3G9pn7+19rettc+31j5/ZGRpPFql0c2+SM4Eo9byrkmbl86wWOqe0XSwVJlvZ5m98Tz8fledrw4+1z157vON4/1JF9Lnqy7Ul596yh0I9swXew8AcG3lUvukW76vyryIiIiIiHSyVsP8KFC21q7saPZqXAB+l7W2Hjz3C8Hjra7Mhy3OU+uc03xscZXv17u2+fgqm7bXtmyZfdAoP5JzYdNP9zYq892yzP5w32HifpzLi5eZL8+3fH0k7GifcXvvOff/Qb1G7otfhL//cwBKx57nHs+dw9brjWX29b5DADc3wdMyexERERER6QKthvl+VixBN8ZMAIeBaWvtl8LnrbU3gAVgbIv32Kpwv/u+dc4Jjy2yPJBveK0xJon7PQBcbeXGwmX2EZOnSB3PeJggzHvpDIvF7mmABxDxIjyt/2lAm0vt+4MwX03AwGEozbHwZ7/HxTf/MD3BcvrSiefjDw5i83mqTz0M1QIkB8j0u5F21xXmRURERESkC7Ua5ueBPmNMT9Nz4Xi3L6xyvgVK7dzYFoTd5u9c55ywC/0jK0bnhdeOG2OGNri2+fxNqQSVeeu7gJmKpKgvLABBN/tyd4V5oNHRvq0wH4ynq2azcPjrmT2b5NJ/+zVspcL+V7odH9mreaJHjgBQfug+d+HAYSb6EsBqy+wV5kVEREREpPO1Gua/Gjy+CSAY6/ZmXGj/TPOJxpgBIEOL1ettEN7H1xtjEmuc84rg8R9WPP8FIOyY9k1rXPvK4PEq0FKb9rAybz0XMHuiPdSyrhGbl1maM9/bBXPmQ6cG298374fL7LMzZM/EuPrPA1C3DP2Ht3DobT9FvCdCKV+lfsi9R+mxYBph/yHGwjC/VmU+rwZ4IiIiIiLSuVoN8x/ANYl7tzHmb4F7ga/HLb3/0Ipz7w4eW59LtjUfwa0G6Ad+cOVBY8y3AidxH0D8SfMxa+0c8LHgnz9hjPFWXNsDvCX45x/bm+aerS9sgFcLKvM9kRSlJ58EIH7kSGOZfW882srL7mpbCfORYNZ89o/+kOu//3EARp9fZPTHfgTP8xja54YJ5IeOAVB+6qy7cOAwE5k1KvMpVeZFRERERKTztRrm348LwD7wr4HnAWXgx6y1kyvO/Z7gcWX1e9OMMcPhFzDQdKi/+Vhz6LbWXgN+PfjnLxtj3mCM8YPX+2bg94Njf2Kt/So3exuuOv9C4A+C98YYcxD3QcFB3Jz5X2r15ykHYb0SVObH8zHqCwv4/f34w8ONOfM9XVSZPzFwAoPhybknqdQqG1/QJFxmXzl/ATyPiZfHGDqehStfAWBovwvzi0nXlqF86Zq7cOAQ4xtV5hXmRURERESkg7UU5q3z3cBLgZ8B/gNwp7X2D5rPM8ZEcbPmfx346y3c32TT15ebnv/iimMHV1z3c7gKexK3miBnjMkBfwsMAfexVGFfxlr7APBDQBV4A3DDGDMLnMctsc8Br13lw4sNhZX5asQFzDsmXWE//rSnYYwhVw4r892zZz4VTXEoc4hqvcqTc0+2dG1keNh9E42y/93vpv+bX+7+fe5zAAztd60b5msu1JeuBx3zBw4ztlZlvhHmZ1v8SURERERERHaPVivzAFhrP2+t/RVr7XuttTclNGttxVr7U9ba/2Stvbj122z5/irAt+IC+z24ZfcW+AruQ4iXWGsX1rn+/cBdwIeB67gPBS4C7wOeY639dDv3VQ7CfMlzPQH33XDhPf401/E9F8yZ76YwD0tN8Fpdat/70rsZfNObOPS+3yPz6lfBka93B866efNhZX5m1kI0SnWhRr1qoP8QQz0xor5hNl+hWKktvWi8DzBQmoNadcs/m4iIiIiIyO2wq1OjtdZs4do68N7gq53r7wde3+77ryZcZl8MKvOj19xj/IQL8902mi50avAUnzj3iZbDvJdMMvbTP7X0xOEgzF+4B6plBve5yvzM9TyRg4eoPvkE5YUoib478DzDaDrB5dkC1+aKHB4OBjB4HiT73TL74iz0DG/HjygiIiIiInJLtVWZBzDGHDXG/LQx5kPGmH8Ivj4UPHd0O2+yW4TL7Iu+q8wPXnEj7uMnTlCu1inX6kQ8QzzS9p9lV9pKE7xlekdh5LSbJX/5fmKJCOmhBPWqpbL/OACl6ghEYgDrjKdze/G1b15ERERERDpVy6nRGJM0xvw28BjwLuB1wMuDr9cFzz1mjHmPMSa5nTfb6cLKfN4vY+qWzBW3xzt+/HhjLF1PPIKb+Nc9wjD/aPZRWhwAcLM1ltoX+sYBKBf7G6duOJ5OYV5ERERERDpUS2E+6Br/V8APBNdeAT6I6+z+S8H3V4JjPwT8pem2ZNqmWqVOvWbxqJDza4zOgl+uEhkfx89kGp3su22/PMBwcpihxBCLlUUuLV7a2ouFS+3PBWE+XGrvDwFQXlga67fmeDqFeRERERER6XCtVua/H/gmXEO5HwYOWmvfYK39z8HXG3Cd5d+CG1n3TcE1e145COtRUyQfjXFwaqmTPdDVYR7g1NBSdX5LDr8EMHDxXqgUOXDaLZl/dPYoV8dfTCm71NRO4+lERERERKRbtRrmvxfXFf7HrbW/Y1dZMx2Mr/tt4McBA3zf1m+z85ULbr98zMuTi8S4Ixhst9TJvvtmzDc7NbBN++ZTgzD2DKiV4NK9HDg5wNe91u2Xf+Tkd3OhdhxbrwMsjadbK8zns1u7FxERERERkduk1TD/TKACvH8T574/OPeZrd5UN6oEYT1mCiz6kWUz5qGpMp+Irv4CHa553/yWrdg3/69ecZAXTnwGjMfXTnwPT3zmMWCdBngpNcATEREREZHO1mqYTwL5YI77uqy1ZSAXXLPnhZX5qCmQ9/21w3yXVubDWfOPZB/Z+osduds9BvvmAZ4f+wDHJj+GNT5//+dXOP/w9MaVeYV5ERERERHpUK2G+StAnzHm+EYnGmNOAP3BNXte2Mk+ZgoULOzLgjWG+DE3xa+xzD7WnXvmD6YPkowkuZ6/zkxxiyH60NeB8eDS/VDOQWEWU5rlWeWPcODSZ6jX4ePveZDatQIAk4slavWmHSEK8yIiIiIi0uFaDfN/j9sH/15jTGKtk4Jj78Htr/9U+7fXPSqloDLvFUhlIVIHb/8EXtItXFgMjvd0aQM83/M5MXACgEdntrjUPtEHE8+GegUu3AOz5wGIj/XxtCf+F4dTV6lV6nzivQ/x9GiMWt0ytVhaul5hXkREREREOlyrYf6XgCLwMuCrxpi3GGNOGWPSxphhY8zzjDE/CTwOvDQ495e39Y47VLkQVubzDEy67yPHjzaOLwaV+3SiO8M8LO2bPzO9xSZ4sHxE3UwQ5u8YxwB3Zv+eky8ap1qq8cppn7Gq4WrzUvtGmFcDPBERERER6UwthXlr7VPA64A8cBz4TeBhYBa4DtyLC/z7g3NeH1yz54WV+ZgpMDLpuq0nTpxoHM+Vw272eyDMz2xDmA/3zZ/9PMycAyB29BgAlaee4hu+9xTHnjtKtA7fmYtz/snZpWtVmRcRERERkQ7XamUea+1HgWcDvw/M45bdN3/NAe8Dnh2cKyxV5iOmyHgQ5ntPnm4cXyztnTC/LR3tD74YjA9X/gWuPwxA9OgpTCxG9cYNbCHPK970dIojMZLWcOkvzzE36fbQK8yLiIiIiEinaznMg6vQW2t/wFo7gKvQ3xV8HbfWDlprf1AV+eXKQWUer9DoZJ88cbJxPGyAl+7iMH+8/zie8Tg7d5ZitbjxBeuJp2H/c8HW4JG/AcAMHSV26BAA5bPn8CMe8btHOR+pQbHOg5+55K5N9AEGinNQr23tPkRERERERG6DtsJ8syDY/3Pw1QjwxpiIMeZuY8zdW32PblAputBYp8j4LFR9GsETlvbMd3NlPhFJcCRzhJqt8cTsE1t/wXCpfSXnHgcOETvq+hCUz7r/imMDSe6Pu9/t9JVFd57nB4EeF+hFREREREQ6zJbD/Dr6gH8EPr2D79ExwtF0tWIZgMnhGCYWaxxfWmbfnXPmQ6eGgn3z2W1sghfqP0Ts6BEASmfPAjDel2DacyshsldyS+dqqb2IiIiIiHSwnQzzIXML3mPXa1Tm8xUApiaSy46HDfB6u7gyD3BqYBvD/B0vAi/qvk8NQ7yX+BEX5stPuTA/0ZdgzrNUDeTnyxQX3e+/Eebz6mgvIiIiIiKd51aEeWGpMk/OVeZn92eWHQ+X2Xd7mD856PoEbEsTvFgKDrzAfT9w2D11JFhm/1SwzD6TAAPTvms6mL0aLLVPDbpHVeZFRERERKQDKczfIuWgMu/Nu8rwwv6BZccXgwZ53R7mGx3tZx6lth3N544ES+0HXP+B2JHDAJTPn8fWaqQTUXrjEW54QZgPl9prmb2IiIiIiHQwhflbpBJU3uMzLswXD40uO57bA6PpAAYSA4ylxihUC1xcuLj1F3zBD8LTvx1e/KMA+L29REZHseUylStXABjLxG/eN68wLyIiIiIiHUxh/hYJK/PxxRKlCNTHRxrHanVLoVLDGEjFursBHixV58/MbMO++d5ReN374cDzGk8tdbRfaoI3GSyzn1aYFxERERGRLqAwf4uEDfD8WomLw9AT720cCzvZ98YiGNP9/QLDffNnprchzK8iXGpfCvbNj2eSTPtBZf7qyjCvBngiIiIiItJ5FOZvgVq1Tq1ax9gaXr3CxVFDT7SncXyvLLEPnR48DWxTZX4V8UYTvLAyH2fBWGzEUFyskJ8vQ1IN8EREREREpHOtmx6NMVuZER/dwrVdJazKR2wBA1wYMTxj1TDf/UvsYZs72q8iFo6nC5bZHxrqAQOFlEdqvkb2yiIpLbMXEREREZEOtlEp+GWARbPityQcSxeplgC4OAwvagrzC+Ey+8Te+Pxjf+9+eqO9TBWmmCpMMZwc3tbXjx91Yb4UhPnT424M4A3qHMYttT9wXGFeREREREQ610Zh/gO4MC9bEDa/8ytFAC6OrL7MvnePVOY943Fy8CRfuv4lzmTP8JL9L9nW149MTGASCWpTU9Tm53naWC+egbPVMoeJuo72z1SYFxERERGRzrVumLfWvvEW3UdXC8fSedUSxQTM9LL6nvnY3tgzD66jfRjm75q4i1KtRKFaoFgrUqy6r0K1QM3WeNbIs0hGkpt+beN5xA4fpnTmDOWzZ0k++9kcGe5h8koBCMbTJQ+7k/NqgCciIiIiIp1n76TH2yiszEdqRW6MeGCWV+YXS+54b2Lv/DlODrh987/x5d/g17/86+ue+7oTr+O/3vVfW3r9+NEjlM6cofSUC/OnJjL843XXyT57NYdN9Lm9I8U5qNfA2xurIkREREREpDvsnfR4G4V75v1qkSsjboDAsjBfrADQu0e62QPcte8u0rE0C+UFAJKRJAk/QSKScN9HElhreST7CA9OPdjy68cOL2+Cd3o8zd+aq9SjhlK+Sn6hRk+iz4X54hykBrfvhxMREREREdlheyc93kaVUliZL3FhxAB2+TL7sju+V0bTAYz3jPPZ13+WWr1G3I9jzM09FudKc7zkQy/h3Pw5rLWrnrOW2NFgPN1ZN2v+1HgGDCzGDZmKJXslR09ywAX5wozCvIiIiIiIdBTNmb8FyoWgMl8rcHbEBdLly+zDBnh7J8wDRL0oiUhizZDeF+9jMDFIoVrgev56S6/d6GgfzJo/NZEG4Ip1v+vpK4vQGE83287ti4iIiIiI3DYK87dA82i6x4dcFT4VTTWOLxb3ZpjfjMOZwwCcmz/X0nWxw+668oUL2GqV/f1J0vEIl+rud529mmsK82qCJyIiIiIinUVh/hYoTbnKb9QrMJ8yxP04UW9ppnyjm73C/E0O9x0G4NzcuZau81IpIhMTUKlQuXQJYwwnx9NMeW7SoutoHyyt13g6ERERERHpMArzt0DhRhDmY66bevMSe2heZq+O6iu1W5kHiB9x15bOLi21n/LrQNjRXrPmRURERESkMynM3wKlrOvY7ifyAKQiqWXHc+UwzEeR5RphvsXKPEDsSNAEL9w3P56h4EEtaqgUayzaMXeiwryIiIiIiHQYhflboLRQcN/0uMp8b6x32fFwz3yPKvM3aSyzb6MyHwub4AUd7U8HTfBmg89MssVR943CvIiIiIiIdBiF+VugnC8DUE27UL+yMr9Xu9lvxoH0ASImwpXFKxSrxZaujR8JZ82fA+DEmAvzF8MmeLl+d6LCvIiIiIiIdBiF+Z1mLZWKa7pWzrhl9iv3zOdKe2/O/GZFvSgH0gewWC4sXGjp2sas+adcZT6diHLHYJIbxv2+s/PB3yGvbvYiIiIiItJZFOZ3mC2XqfkJAIpxV5nvja5YZh9W5hMK86tpd998ZGwMk0pRm5mhOuOq76fGM0z5QUf7meD3rcq8iIiIiIh0GIX5HVYvFqn6cQCKEbfcvnnGvLW20QCvJ6Ywv5p2980bY4iH8+aDpfanx9NMe0FH+ymLtUZhXkREREREOo7C/A6zpVKjMp+PuD3fzcvs8+Ua1kIy6uN75rbc4263pY724VL7oAneqYkMRQ/KUUO1YpmvjSrMi4iIiIhIx1GY32H1Yom6H8PYOnkvqMA3hfmclthvaEsd7Y+4a8vhrPlx1wRvOpw3X70DirNQr2/1NkVERERERG4ZhfkdVi+VAIiaArmYW27fHOYX1Ml+Q82VeWttS9fGg8p8KZg1f2ioh0TU47INmuBxAmwdSnPbd8MiIiIiIiI7TGF+h9UrLqzHvDy5SAxYvTKvGfNrG0wMko6mWagsMF2cbunaWGM8nQvzvmc4MZZmKtw3X3fHtdReREREREQ6icL8DrPG/YqjXoGc76rvzWE+7GSv5ndrM8YsLbVvcd987NAhMIbyxYvYSgVwS+2nw472lf3uRIV5ERERERHpIArzO841tYuZAjnfVd+XhfmiC/Np7ZlfV2OpfYv75r1kkui+fVCtUr54EQjH07nK/ExphLr1FOZFRERERKSjKMzvsLAyHzMFcp77ftky+3AsnfbMryuszJ+fP9/ytSuX2p+aSFM2UIxCrR5hvjYGhdltu1cREREREZGdpjC/wxrL7E2BnHFV+uXL7F0jNoX59W1tPJ0L86Ung/F04xkArpuwo/1ByGe3fpMiIiIiIiK3iML8DvP6+gHXAC+P26e9WgO8tML8urYyni5xF+KKWgAAIABJREFU8hQAha8+AMBgT4yxTJwbJuhoX71Dy+xFRERERKSjKMzvMK/HBfeoKbCIqwSvtmdelfn1HUwfxGC4tHCJSr3S0rWpF74AgMJ992ODefKnxjNMekETvOpBhXkREREREekoCvM7rF53gTFmCuRsENxX62avML+uRCTBvt59VG2VSwuXWro2euAAkfFxanNzlB5/AnD75qeDJnjTmwzz953L8qMf/DKXZvKt/wAiIiIiIiLbSGF+h1mXF/FMgSqWiBch5sUax8Nl9r2aM7+hdvfNG2NIvcBV5/P33gvA6fFMYzzdbHUftdzcuq9hreXtf/0wf/vgVX7yzx5ofEgjIiIiIiJyOyjM7zBrXeizfhFwVXkTNMKDpW72vfHorb+5DrOVffPhUvv8ffcBcHI8TcVAOVKmTpS52fXD+ZcvzPLwlXkA7nkqyx/fe6HlexAREREREdkuCvM7zAYV3JpXAKAn0rPs+EJjz7wq8xtpd9Y8QE9Ymb//fqy1HBvpJeIZpo3bf5+dS657/R/d40biPftAHwD/98fPcHm20PJ9iIiIiIiIbAeF+R0WFOap+SUAUtFU41i1Vuehy25594GB1E3XynKNynwb4+mihw4RGRmhls1SfvJJYhGP46O9S03wFvvXvHZqscTffvUqxsD//PfP5VV3jrFYqvJfPvJgY+WFiIiIiIjIraQwv8PCynw1WGbfG+1tHLv3XJaZfIWjwz0cG+lZ9XpZspXKvDGG1AtfCEAu2Dd/ajzNZd+tiMgWhyHodL/Sh++/SLlW5xtOjnLHYIqf/7ZnkElE+Oxjk3zky5db/0FERERERES2SGF+h4VhvhRU5ps72X/y4esAvPLO8WX76GV1Y6kxkpEk2WKWudL6DetW02iCF+ybPzWR4Ybnfu/Zyh1QXrjpmlrd8sF73P74N9x1CIDRTIK3fuudALzjo1/jxkKx9R9GRERERERkCxTmd1i4Cru8Ypm9tZZPPHwNgFc/Y/y23FunMcZsqTq/1ATP7Zs/NZ4m61ugzmxtH7X56Zuu+cyZG1yeLXBoKMXdTxtpPP/a5+7npSdGmCtUeOtfPtzOjyMiIiIiItI2hfkdFo4wK65YZv/VS3NcnSsynknwrP19t+3+Os2hjKuOt7NvPnbkCP7wMLWpKcpnz3J6IkPVQNKfwuIze+nmMP+BoPHd97zoEJ63tHrCGMMv/ttn0hPz+buHr/GxB6+29wOJiIiIiIi0QWF+h4UN0vKR5cvsw6r8K+8cWxYSZX1bGU/n5s0/H4D8vfcxmo4zkIoS9acAyAaj50Jnp3J87rFJ4hGP73z+gZteb39/kp/95tMAvPWvHmImV275nkRERERERNqhML/DbB2gTt53QS9cZh+G+VfdqSX2rWgss2+jMg/L980bYzg1noHILADTV5fvff9gUJV/zbP30Z+Krfp63/3Cg7zwyCBTi2Xe8dGvtXVPIiIiIiIirVKYvwVipkA+GgfcMvsnbizy5GSOvmSUFx4ZvM1311m2UpkH6Ak62ufvvdftm59IU/Fd47vsZK1xXqFc48P3XwTge+86vObreZ7hl1/7LBJRj7/4l8t8+sz1tu5LRERERESkFQrzt0DUFFgMwnxPtKdRlf/G06NEff0JWhFW5i/MX6BWr61/8ipix47hDw5SnZykcv48p8cz5IJ+BtmZSOO8v3ngCvPFKs++o59nHli/p8Hh4R7+z1ecBOC/fOQh5ouVlu9LRERERESkFUqSt0DMFMj7Liimoik+qSX2beuJ9jCaHKVcL3Mld6Xl640xpJ7v9s3n7ruPk+NpZr0ahhrzC3Gq5RrWWj5wzzkAvvfFhzb1um96yRGefUc/1+aLvOtjZ1q+LxERERERkVYozN8CUa9AzvMBKJWiPHBpjmTUXzbqTDYvXGp/fv58W9enGkvt7+PEWJo5k6Lfv4rFMHMtz1cuzvLQ5XkGUlG+5VkTm3pN3zP8ync8i6hv+JN7L3DPUzd3xhcREREREdkuCvO3QMzkyQXL6b92yXW1f+mJEZIx/3beVsfaziZ4iahHIj3EYOQCAF/7whU++LmzALzuBXeQiG7+b3RiLM2Pvvw4AG//64ep1upt3Z+IiIiIiMhGFOZvgZgpkjNu/NyXzhUAeNUzxm7nLXW0rTbBiz/tOH5fH9Vr16hcusTA8Bj7Yg8B8NDnLnPgCzO8ohDl24+Otvzab3npMQ4MJDlzbYE/uqe9lQMiIiIiIiIbUZi/BaKmQC74/qFLRSKe4RtOKsy3a6uVeeN5pF4YVOfvvY/RsX08M/Vx7h59D4wniGJ4TinCp//HA3z0Nx/g4pks1tpNvXYi6vPWf/N0AN79qceYWiy1dY8iIiIiIiLrUZi/BWJenhxuyXWtGueuY0P0paK3+a46V1iZPzt/tu3XaCy1v/de7ti3D2PgYOQe/jhR5H3pIv3PGMCPeJx/cJq//rWv8Ke/cB+P/NMVqpWNO+i/4ulj3H1ihPlilV/5u0fbvkcREREREZG1KMzfAlFTIGerANh6nFeqi/2W7OvZR8yLcSN/g3wl39ZrNO+bP3bwAAA9tQUuz+bpGUnyXT/yHL7vXV/Hi15zhFQmxvTlRT79gTP84c99keyV3HovjTGGt33r04n6hg9/6SJfuTjb1j2KiIiIiIisRWH+FoiYAiXqWGvARnnl07XEfit8z+dg5uD/z959x1dd3X8cf33vzr1JbvaCLHYAIUDY4ISqKG6rVREUhYqjWq2j2tY6+qurah111L3qFlGrqKjsvSFhZu897s3NHd/v74+bBCJkh1DD5/l45JHkfr/nfM+9Wvt455zzOUA39s0PHYrObsdTUECUqw6HZsGgqARSz1WTEtDpFAKCTKTNSubqh6dwxrwUwuJsOKvdrF18oN3+B0YGcu20ZDQN/rJ4J6rasWX6QgghhBBCCNEREuZ7gab3F71DNTM2IZToYMvxHVAf0CP75seNA6B+40ac+mAAogxOLh0X3+JevVHHsEmxnPe7VPQGHZnbyigvqGv3GTefPpioIDPb8qr5aFNel8YphBBCCCGEEEcjYb4XqDp/ETRNNXOmLLHvEd2taA8tl9p7zCEAzB4SQKjNdNT7bXYzKVP9585v+San3f4DzQbuPScFgEe+zqC63tPlsQohhBBCCCHE4STM9wKfzgVImO9JicGJQNdn5oFDFe03bCA03H8M3bwx9jbbjJmZgKJT2LuhmJqy+nafcd7oOCYkhVHucPPkt3u7PFYhhBBCCCGEOJyE+WPMbqnCaNkPgEUfQFKE7TiPqG9oXmbfjZl5y7Bh6IKC8OTmYtCCAAhV2l4+HxwRwJDx0Wiqxpal7c/OK4rC/eeNQKfAW2uzySiq6fJ4hRBCCCGEEKKJhPljzKxz4jH5A1ykte1ZX9FxyfZkwB/mO3oG/M8pej3WsWMBcOb7jw6ktP2j5Mae6V8VkL66EEd1++fID48L5qpJifhUjb8s3sXKD/fy5r2rcda4uzRuIYQQQgghhJAwf6xpKg5FAaCfPeQ4D6bvsJvthJpDqffWU+ws7nI/1gkTAHAWN/5P4adH4OPrwVnRapuwOBsDUiPxeVW2fZfboef8fuYQwmwmKvdUse37PGrLXeTvrezyuIUQQgghhBAnNgnzx5im+nDo/B9zTJDMzPekHimC17hv3nGgEs56BIxW2PEBPDcRdn/earuxZ/ln53cuz8flaL+wXYjVxO3TB/Kr+kPF9aqKnV0etxBCCCGEEOLEJmH+WNN8OHX+mflAU+BxHkzf0t3j6QAsKSnobDY8OTl4ki+CG1ZB4jRwlMAHc+DDa8BRdkS76KRg+g8LxdPgY8eP7R87p2kaQTtqCNAUGvBvC5AwL4QQQgghhOgqCfPHmKKp1DXOzNuMUvyuJ/XEzLxiMBAwrnHf/IYNEDYA5i6BWY+D0Qa7PvHP0u/69Ii24872P3/bslzcLm+bz9m1ooDcXRXoLXq+sfpn8kvy2z+rXgghhBBCCCGORsJ8L6hSjICE+Z7WEzPz0PK8eQB0OphwPSxaDUnTwVkGH86DD66GutLmdv2GhBCdHEyDw8vulQWt9l9V7GTVR/sAOOOqYSQMCwWgusTZ5eJ9QgghhBBCiBObhPle4DD490lLmO9ZPTEzD2BrCvPr17e8EJoEV38O5/wDTIGwezE8m+Zfer/2BZSCzYw7sz8AW7/LxedRj+hb9al89/puvG6VweOjGZwWzfDkUOoVDc2j4ayWivZCCCGEEEKIzpMw3wucEuaPifjAePSKnoK6Ahp87R8R1xrLiBEoVivuzEy8paUtL+p0MH4+LFoDA04DV5V/6f3Xd8HLp5O0ZAxhAaU4qhrYs3hpi5l7gM3f5FCcWYMtxMzJlw8BICU2iAqdP/hXyr55IYQQQgghRBdImO8FDUYDADaDhPmeZNQb6R/UHw2NnJqcLvejGI1Yx4wBDltq/3MhCTDnU1i0FmY/DalXQvhgFJ+Tcaa3ANj0QznqY0Pg+SlQU0BJdg0bvsgE4Iy5KVhs/u0Ww2KCqdA3FsErcnR53EIIIYQQQogTV58M84qizFMURWvnq9XqY4rfAkVR1iiKUqUoSq2iKFsURfmDoiim1tq1xqnXA2AzSZjvac375ru51L7pvHlHa2EeQFEgKgXGzYMLnoebN8KdmQy65maCbfXU+GI54DkVSnbhzfiO717bjapqnHRaf+JTwpq7SQizUuvP9RTmSRE8IYQQQgghROf1yTB/GA9Q3MbXERRFMQJfAC8Ck4AAQA+kAo8CKxVF6dQZc3WK/2g6mZnveT1WBG9C0775NsL8URuGoRt2JmMvSAVgkzofTYO1P6lUFjkJjbEy+cKBLZrodArWcAsAhXm13Rq3EEIIIYQQ4sTU18P8ak3TYlr5GthKm4eAWYALmAdYARswG6gAxuMP+h3mbDxXXPbM97wBIQMAyKjI6FY/ASNHogQE4D5w4Mh98x0wbFIsVruJ8iorq2vnsu1AAjqdwoxrhmM06Y+4P6Z/EAB1JfXdGrcQQgghhBDixNTXw3ynKIoSA/yu8de7NE17Q9M0n+b3BXBt47XfKIoyqqP9OhR/mLcarT06XgFjo/xnxG8s3oiqHVlNvqMUoxHr2MPOm+8kvVFH6owEALY6LwAg7ZwkohKDj3r/oAEhqGioDi9et6+LoxZCCCGEEEKcqCTMt3QxYAaqgZd+flHTtMXAXkABruhopw7NH9YCjZ1anS86IDE4kShrFBWuCvZV7utWX9aJEwFw/PyIug4aMT0Os9Vf7DDKuJdxZ8S0em9KPztVOg0FqC6V2XkhhBBCCCFE50iYb+m0xu/LNU1ztXLP0sbvp3e0U6fmBWRm/lhQFIVJsZMAWF/UtRDexNbVffONTBYD0y4dTExAJjPtT6KrOtDqvUNjgqjQ+VdslBdIETwhhBBCCCFE5/T1MD9CUZRdiqLUN1ak36koypOKoiS3cv/wxu+72uhzd+P3FEVprGzXBhX/LQGGAHRKX/+4j48JMf5K9OsK13Wrn+bz5g8exFNS0qU+hk2O5eIJ3xFiKIKyva3eZw8w4rb699JnZlZ36VlCCCGEEEKIE1dfT5cRQArgBCzACOBWYJeiKEdbJh/b+L2gjT6brgU2frXJ1xj3ZYn9sTMx1r88fmPxRryqt8v9dHfffLOIIf7vbYR5AFuEGZCK9kIIIYQQQojO66thvgD4CzASsGiaFo4/eJ+Df2Y9AHhTUZSTf9auqdx8W5uYnYf9fNSE3nhG/UZFUTY2lWSTSvbHTowthsTgRBweB7vK21pU0b6m8+a7utQe6HCYj+nnr2hfK3vmhRBCCCGEEJ3UJ8O8pmlLNU17QNO0XZqmuRtfa9A07StgCrAf/9nxf2+ti24+/yVN09I0TUtTA6MB2S9/rE2M8c/Ory/s5r75iU1hvhv9RA71fy9tO8wPHBgCgFbjQdO69a+cEEIIIYQQ4gTTJ8N8WzRNqwb+1vjrJEVRIg+77Gj83lbyPvxau5XLVIv/aDJZZn9sTYjtoX3zw4ejs1pxZ2biKe7avnkiBvu/l+8DtfXj8oYnh1KvaOh94Kxxd+1ZQgghhBBCiBPSCRfmGzUlPgVIOuz1pv3wcW20bbpWR0fCfOPZ5zIzf2w1FcHbUrKFBl9Dl/tRjEYCxo0DurFv3mKHwBjwuqA6p9XbkiNsVOn9M/J5OTVde5YQQgghhBDihHSihvnDq9Afvr65qVL9iDbaNlW8T9c6sDba13jGvOyZP7ZCLaEMDR2KW3WztWRrt/qyNh9R142l9k2z82X7Wr3FoNehBvrPpd+3v7LrzxJCCCGEEEKccE7UMD/hsJ+zD/v5h8bv0xVFsbTSdmbj9+878qCmmXmbQcL8sdZTS+1tE3py3/yeNm+zRvj/NSuQmXkhhBBCCCFEJ/S5MN/e2e+KogQDdzf+ul7TtNLDLn8CNAAhwHVHaTsbGIp/Nv+9joynOcybJMwfa5NiJwGwrqj7583rrFbcWVnd2DffsYr20XH+Wgo1pa6uPUcIIYQQQghxQupzYR5IVBRlraIo8xVFSWh6UVEUk6IoZwGrgCGACtxzeENN04qApxt/fVRRlDmKougb288CXmu89p6mads7MhiZme89Y6PGolf07CrbRZ273XIGrVIMBgLSGvfNd3V2voNhfkBzRXspgCeEEEIIIYTouL4Y5gEmAv8GshVFqVcUpQx/sbr/4j973gnM0zRt2VHa3gd8ReNZ9IBDURQH8CUQDmwAftvRgcie+d4TaApkZMRIfJqPzSWbu9VXt5fadzDMjxoWgYpGgFvD3eDt2rOEEEIIIYQQJ5y+GOaLgVuAD4A9+IO7vfH7RuARYLimaW8drbGmaR5gNv7Avhb/snsN2ArcBUzTNK22o4NpnpmXMN8rmqrary1c261+rN0N88FxYAoEZzk4ylu9LdJuoc4ACgp7pAieEEIIIYQQooP6XJjXNK1e07RnNE27TNO0YZqmhWuaZtQ0LUTTtPGapt2taVp2O32omqa9qGnaZE3T7JqmBWqaNkbTtEc1TevUemgJ872rad/8+sJuFK+j8bx5mw13djae4uLOd6Aoh1W0b3t2vqmi/Z59FZ1/jhBCCCGEEOKE1OfC/P8aCfO9a3TUaMx6M3sq91Dh6no47pl9840V7cvaqWgf7q9on5/b4QUfQgghhBBCiBOchPljTMJ87zLrzaRGpQKwoWhDt/rq/r759s+aB4jq569oX1tS37XnCCGEEEIIIU44EuaPMSmA1/smxkwEun/efNO+eUdXw3wHz5ofOCAUALXG07XnCCGEEEIIIU44EuaPMZmZ730TY/1hfn1RN/fNp6Sgs9nwZOfgKSrqfAfNFe3bDvMpQ8MAsDVo1Lok0AshhBBCCCHaJ2H+GJMw3/uGhw8n0BhIdk02RY4uhPBGisGANS0N6OJS+7ABoDNAVS64na3eFhxixqMDCwo7D0hFeyGEEEIIIUT7JMwfY01h3mq0HueRnDgMOgNp0f4Q3pNL7YsdxXy2/zMafA0da6w3QmgyoEH5/lZvUxQFX6AegL37paK9EEIIIYQQon0S5o8xDQ2z3oxRZzzeQzmhTIj1h/CeCvM1a1dz5VdX8qdVf+LR9Y92vIOmffPtHE/XXNE+RyraCyGEEEIIIdonYb4XyBL73te0b35d0To0TetyP5aUYWCzouUV4m3cN//B3g9YW7i2Yx108Kz5por2NSWtL8cXQgghhBBCiCYS5nuBhPneNyhkEGGWMEqcJWTVZHW5nzxnITv7+U8kmFWZyPyR8wH486o/U+eua7+DiI7NzA9oqmhf7enWHx+EEEIIIYQQJwYJ871Awnzv0yk6xseMB2B9Ydeq2ufW5HLt0mvZ3N9fYf7y+pHcOOZGUsJSKHQU8sSmJ9rvJLKxon1p22E+ISkYgGAv5FXKefNCCCGEEEKItkmY7wVWgxS/Ox4OX2rfWbm1/iBf5CjClzoMAPfGLRh1Rh6e9jAGnYGP9n7E6oLVbXcU3rjMvnw/qL5WbwuJtKIBdlVhd151p8crhBBCCCGEOLFImO8FgabA4z2EE9LEGH+Y31C0oflUgY7Irc3l2m/8QX5M1Bj+fPVr6AID8eTm4ikoYHDoYBaNXgTAX1b/pe3l9pZgCIoDXwNUZbd6m96oQ7Xq0aGwd78cTyeEEEIIIYRom4T5XmAzyDL74yE+KJ5YWyxVDVXsrWx7mXuT3Npc5n8zvznI/2vGvwi0BDefN+9oPG/+mpHXMCJ8BEWOIh7f+HjbnTYXwdvX5m3NFe1zazo0ViGEEEIIIcSJS8J8L5Az5o8PRVGYENPxI+ryavOY/818Ch2FpEam8q8Z/2qud9B0RJ1z/QbAf5b9Q1Mfwqgz8vG+j1mVv6r1jpuOpyvd0+bzI+P8z6oukT3zQgghhBBCiLZJmO8FgUZZZn+8NO+bbyPMV7oq+SbrG6795trmIP/CzBdaFC60TmwK84eK6Q0KHcSi1EPL7WvdrZwRH9FYBK+divaJyXb/D7Ue6t2t768XQgghhBBCCMPxHsCJQKrZHz9NYX5T8SY8qgejzojT42RLyRbWFq5lXeE6Mioy0PAfB/fzGfkmlmHD0AUF4cnLw5Ofj7FfPwDmjZjHspxl7CjbweMbH+evU/565CA6GOYj4/x/9Anz6dhbXMvo+JDuvHUhhBBCCCFEHyZhvhfIMvvjJ8oaRbI9mczqTP627m9kVWextXQrXtXbfI9JZ2JM1Bgmx03mN8N+c9R/XopejzUtjboffqD2+2WEXT0H8C+3f3Dqg1y65FI+2fcJMxJmML3/9JaNm8J86R7QNFCUo441JNr/3DBVIb2wWsK8EEIIIYQQolWyzL4XyMz88dW0b/6jvR+xsXgjPtXHiPARzB85n5dmvsSq36zi32f+m/knzW/zDy/2Cy4AoPzll1HrD+1rHxgykBtTbwTg/jX3U+P+WQG7oBgwB4OrChxlrfZvDTaBUcGiKezJliJ4QgghhBBCiNbJzHwvkD3zx9eVKVeSU5NDQnACk2InMT5mPHazvdP9BM2cgXl4Cg2706l89z3C51/bfG3uiLksy1nG9rLtPLbhMR6c+uChhorir2ifv8m/1D4w8qj9K4qCJcyCq7ie/Bw5a14IIYQQQgjROpmZP8asBiuR1qOHN9E7ku3JvPSrl7hv0n3MSJzRpSAPoOh0RN16K+CfnffVHTpf3qAz8OC0BzHpTHy2/7MjC+5FNFa0L2u7on1UP/8ffqpL6tE0rUvjFEIIIYQQQvR9EuaPsWR7MuOixx3vYYgeYps+nYCxY/FVVVHxxhstrg2wD2DBqAUA/HPzP1uG8Q6eNR/T3x/mA1wqRTWunhu4EEIIIYQQok+RMC9EJyiKQuStvwOg4rXX8VVVtbg+Z/gcwixhbC/bzk95Px260MGz5kOj/fUVwnw6MgpbOepOCCGEEEIIccKTMC9EJ9kmTMA2ZQpqXR3lr7zS4prVaOW6k64D4Jktz6Bqqv9C8/F0bc/Mh8YcVtG+SIrgCSGEEEIIIY5OwrwQXdA8O//W23hLS1tc+/XQXxNtjWZv5V6WZi31vxiaBDojVOeA29Fqv/aoAP93VSEjX8K8EEIIIYQQ4ugkzAvRBQGjRhF4xhloLhdlL77U4ppZb2bh6IUAPLf1Of+Z9nojhA3w31C+v9V+DUY9lhATOhTyciXMCyGEEEIIIY5OwrwQXRR5yy2gKFS9/z6egoIW1y4YdAHxQfFk1WSx5MCSxgaNS+1L97bZb0Ssf9+8o6wel8fX4+MWQgghhBBC/PJJmBeiiyxDhxA8axaax0Pp88+3uGbUGblh9A0AvLDtBdw+92H75tsO8yEx/qX2kfblbMrN7/mBCyGEEEIIIX7xJMwL0Q2RN98Eej3Vn36GOyurxbVZybMYaB9IgaOAj/d93KGz5lVN5ae6bwEIdQfzScbSYzV0IYQQQgghxC+YhHkhusGUlETIRReCz0fpM8+2uKbX6blpzE0AvLT9JepDE/wX2qho/9Tmp1jlWAZASH0Um0rXHpuBCyGEEEIIIX7RJMwL0U0RN9yAYjRS89VXuPa0XEJ/RsIZDA8fTll9Gf+p2OZ/sXw/+LxH9PNu+ru8tvM1aq3lgD/Ml3t34G28V1M1PA0+6mvd1JTXU1HowOXwHNs3J4QQQgghhPifpGiadrzH0KelpaVpGzduPN7DEMdY0cN/o/Kttwg84wzin2s5Q78yfyU3fHcDdrOdrwsrCazOg5s3Q/jA5nu+z/6e2368DQ2NB6c8RMlzIXhcPupMlQTrQtH5dHg96hHPNVsNXPnAJAICTcf8PXZXVpmDC59fxYVj+vPn2cOP93CEEEIIIYToEYqibNI0La23nysz80L0gIiFC1ACAqj7/nvqt29vcW1q3FTGRo2luqGat8LC/S8eVgRva8lW7lpxFxoaN6XexAWDz6ffkFAAAt2hqC6ag7zBqMNiMxIYasZsNdDg9JKxpqh33mQ3vbIyk0qnh9dXZ3KgtO54D0cIIYQQQohfNAnzQvQAQ0QEYVddBUDpU0+3uKYoCjePuRmAN5RaqnS65jCfWZ3JTctuosHXwCVDLmHBqAUAnL1wJBW/quLtsffz0fgXWPDPU1j0/GksfOZU5j8xnbn/N5XTr04BYPfKAv7XV9jUuDx8vDkPAFWDZ5ftP84jEkIIIYQQ4pdNwrwQPSR8/rXoAgNxrF5NzVdftbiWFpPGlLgpODQvr9qDoXQvZfVl3PDdDVQ3VHNK/1O4d+K9KIoCgE6vY/aEadQaaykzpFPjq0LRKS36TDopHKvdRFWxk8L9Vb32Prvi4015ON0+hsUEYdApLN6aL7PzQgghhBBCdIOEeSF6iD4khMjf/Q6AgrvuxrF+fYvrTbPz7wUHkl22m0XfLSK/Lp+TIk7i0ZMfxaAztLh/VFwkimsAAF/u+/GI5+n0OoZPjQNg14qCnn55cfTCAAAgAElEQVQ7PUZVNd5akw3ArTMGc2laf5mdF0IIIYQQopskzAvRg0KvupLQK69E83jIu/GmFtXtR0aM5PTYqbh0Oi7Tl5JekU58UDzPTH8Ea0kGbHkHvrkX3roInkhB92QKszU3AN9k/njU56VMiQUFDmwuxVX3v1nZfsX+Mg6WOYizW5iREs2iUwfJ7LwQQgghhBDdJGFeiB6kKArRf7yHoF/9CrW2ltwFC/AUFjZfvynt9yiahkOnEIqeF/LzCf/HSfDyabB4Eax5Fg58D7UFUFvI9ZWrAcis+Anfrs/A1zKwB0cEkJAShs+rsmfd/2YhvDdWZwFw5aREDHod8WFWLk2LR9Xgme/3Hd/BCSGEEEII8QslYV6IHqbo9cQ99igBaePwFheTc/31+Kr8e9oHhw3hci2QUJ+PZwvySSjPAp0eoobDyIvh9Pvg8nfhli0w/1sCE84jzuOlVqex6/Pr4cmRsOxhqMptft7w6Y1L7f8HC+Fllzv4YU8JJoOOy8fHN79+42kDMegUPt9WwP4SmZ0XQgghhBCisyTMC3EM6Mxm4p97DvPgQbj3HyD3xptQXS4A/jjrFX4aMI9R5/4LblgDfyyERWvgklfh5D/AsHMgbADET8D+m1cocUwCYHlYP6grguWPwtOj4N3LIHsNSaMiCAg2UVnooOhAdafH6tywAdfu3T36/pu8tSYbTYPZo+IIDzQ3v94/9NDs/LPLZHZeCCGEEEKIzpIwL8QxorfbiX/pJQzR0dRv2kTBH+5E8/kgegTKqXfCSZdA9HAwmFrtw2TQEWfzh/mvwgbBvC/9M/iKHvZ+DW+eh7423793Hv/sfEdpmkbpP58he87VZF1xJd7S0u694Z9xur18sNG/gmDelKQjrsvsvBBCCCGEEF0nYV6IY8gYG0v8yy+hCwqi9ttvKX74b51eCn9y/GQ0VU+ucy8VMcP9M/i/T4fkU8Dnhl2fNle137+pBJej/UJ4mtdL4Z/+RNnzz/t/d7kof+31Tr+/tny2pYAal5cxCSGc1N9+xPXDZ+efkdl5IYQQQgghOkXCvBDHmGXIEPo/9yyK0Ujlu+9S/tLLnWo/dUAcPucAQGN1gb8gHoGRMH6+/+ddn2CPDKD/sFB8HpW964vb7E91Osm98UaqP/oYxWIh8tZbAah87z28FRWdfXtHpWkab67JAo4+K9/kxtMGYtTL7LwQQgghhBCdJWFeiF5gmzCBuMceA0Wh9Mknqfr0sw63HZMQguocCsCPOSsOXRj8KzAFQsEWqDjIiOn9ANi9Mr/V2X9veTnZc+fh+Gk5+pAQEt94nYjfLiTwlFPQ6uupeP2Nrr/Jw6zLrCCjqJaIQDNnj4xt9b6m2XlNZueFEEIIIYToFAnzQvSS4LPOJPqPfwSg8L77cG7Z0qF2NrOBAbY0AFblr0LVVP8FYwAMPdv/865PSR4dQUCQkfJ8B8WZNUf0487JIeuKK3Dt2IGxf38S33uXgNGjAYhYdAMAlW+/3Vx5vzuaZuWvmJiAydD2f2YWnSqz80IIIYQQQnSWhHkhelHYnKsIm3s1+HwU3H03qtPZoXZTE4ahukOp81azq2zXoQsjLvJ/3/kpeoOOYZOPXgivfsdOsi7/DZ7sHCzDh5P03ruYk5ObrweMHo1t6lRUp5OKN9/s1nssqKrnm13FGHQKV05MaPd+mZ0XQgghhBCi8yTMC9HLIm+/HfPgwXiycyh5/PEOtZmQHI7X4V9qvzJ/5aELg84Asx2Kd0DZvkOF8DYU01DvBaBu+XKy587FV1GBbepUEt58E0Nk5BHPiLhxEQAVb72Nr+bQzH6ty8NZTy3nwudXkVF05Iz/z727LgefqnHWyBiigy0den83njbosNn52g61EUIIIYQQ4kQmYV6IXqYzmYh79BEwGql89z3qVqxst834pDC8dUMAWJ532L55gxlSzvX/vPMTQqKt9Bsaitejsm99EdWLF5N7wyI0pxP7+ecR/6/n0QfajvoM69ixWCdNQq2tpeLtt5tf/3hTHhlFtWzJqWL2Myt57of9eH3qUftweXy8tz4HgLltFL77uX4hAfy6cXb+n9/v73A7IYQQQgghTlQS5oU4DiwpKUTedBMAhffei6+6us37Q20mkqyj0VQ9u8p3UumqPHSxaan9rk/8v07zz87vWJZN/n1/Ap+P8AULiP3731FMrZ9pD4f2zle88Sa+ujpUVePNNdkATB4Qjsen8dg3e7j4hTVH3d/+1Y5Cyh1uhscGk5YY2v4HcZhFjbPzS7YXsK9YZueFEEIIIYRoi4R5IY6T8PnXEpCairekhKIHH2r3/knJsficyWiHH1EHMOAUCAiD0gwo3s2A1EgsNiMVxQ3UWmIJPvdcon5/G4qitPsM24QJBKSNQ62upvKdd1l1oIyDZQ5i7Rbemj+BN6+dQKzdwrbcKs755wr+veIgqnqocv4bq7MAmDslsUPPO9zhs/PnPrOSBW9u5LMt+dS4PJ3qRwghhBBCiBOBhHkhjhPFYCDu7/+HEhBAzRdfUPPf/7Z5/4TksKPvm9cbIWW2/+edH6M36hg8PACA/LjpRN58U5v9Hqw6yJ6KPc2/Ry5q3Dv/+uu8+6P/9asmJWLQ6zh5SCRf33oyl4zrT4NX5aEv07n8pbVklzvYmlvFtrxqQqxGzk/t16nPosltM4cwdVA4DV6VpbuLufX9raQ9+B3Xvr6BDzfmUuV0d6lfIYQQQggh+hoJ80IcR6akJKLv/AMARff/FU9JSav3jk8Kw1fnD/MtjqgDGHnYUntNI2rH5wCUxE6E6NaDdUZFBpcsuYRLllzCFV9eweL9i9GNH0NAaiq+ykps3yzGpNdx2fj45jb2ACOPXzqaf1+dRmSQmfVZFZz99Aru+WQHAJelxWMx6rv0eUQEmnnnukmsvecM/nreCCYmh+FRVZZllPCHj7aT9tB3XP3qet5bn0Ndg7dLzxBCCCGEEKIvkDAvxHEWcvnl2KZNw1ddTeGf/oSmaUe9Ly4kgBhrAqo7hMqGSnaX7z50MXEa2CKh4iCulZ+jff0hIdX78aFn34bio/bn8rq4a/ldeFQPBsXAjrId3LfqPmZ+PJPlM6MBuGjfj5w3LIyIQPMR7WcMj2bprSdz3ug4nG4f6YU1KIp/Fr+7YuwW5k5J4v2Fk1n/xxk8fOFIpg2KQAOW7y3lnk92MP2RZby0/AD1bl+3nyeEEEIIIcQvjYR5IY4zRVGIffghdMHBOH5aTtWHH7Z676TDjqhbkX9YVXu9AYafD0DpP/8JwOBk/x8FtizNYe+GIlyOlnvP/7HpHxysPkiyPZkffv0DD0x5gOHhw6luqOYx/Xfsj4HQhjpOz/kEn3r0wBxqM/HPS0fw6gXRnBWSx2/HhxEfZu3yZ3E0kUFmrpyYyNvXTWTDvTN49OJRjE0IodLp4W9fZXDyYz/wxuosGrwS6oUQQgghxIlDaW0WUPSMtLQ0bePGjcd7GOIXoPqLLym44w4Uq5UBiz/DFB9/xD3vrc/hvqXvY41/k1GRo3hn1juHLmatov6J88n6NhLFYiHpq695/9n91FU0AKAoEDPATuJJ4ZRFZnPHjpsw6A28M+sdhocPb+5mZ9lO/r7qFfTrv+fujz1UBMLDv4vk+n5TuNAQAbWFUFNw6MtRCjT+d8RohbRrYcrNEBRzzD4rTdP4aW8pTyzdy458/0kAcXYLt5wxmIvH9ceol79TCiGEEEKI3qEoyiZN09J6/bkS5o8tCfOiM/J//3tqvvovAePGkfjmGyj6lnvP95fUMePJpQQNfQBFUVl+2XJCLCH+i6pKzszhOPIVwi87l6i/PoajuoF9G4rJ2lFO4b6qFpXn60yV2Acb+NX0KfQbGoo5wACApvq4+el3CClfweyf1hJc6uWVX+n4ZpyOO8ormVvzs2PjFB0ERoMlBErT/a/pzTB2Dkz9HYQkHLPPS9M0vtlVzD++3cPeYv9ReUnhVm6dMYTZo+PQ6zpXUV8IIYQQQojOkjDfR0mYF53hrawk87zz8ZaWEvWHOwifP7/FdU3TSHvoO5zhz2Ow7eeR6Y8wa8AsAJwbNpA952p0RpWB95+L4eInWrR113vJSa/g/aVfYMwPxeaxt7geGOglwlJEiGcbkWQQbshBX1RO4So77kCYd4Mer0Hh95GTuSbpHAjuB0Gx/iCv9/8hgIKtsOIJSPcX4ENngFGXw7TbIGLQ0d+0pvln+wu2QuE2/xF7qVfCkF91+HPzqRpfbC/gqe/2kVnmAGBwVCBPXpbKyH72dloLIYQQQgjRdRLm+ygJ86Kz6pYvJ3fBQjAa6ff44wSf2TLU/vatTXxf+AGW6K84b+B5PDztYTRNI3vOHOo3biJiZA2Rk4Phtl2ga7nc/IM9H/Dg2gcJMgbzyri3qdvtIHvlFsockfgwHTEWnU7D5irDWpmFabye+/q9iYbGrWNvZf5J84+4v1lJBqz8B+z4EDTVP3s/4kKYfjuYg/2hvXDroQDv+FkVf50BLn4FRlzQqc/O61P5ZEs+T3+3j/yqekKsRv6zYBLDYoI71Y8QQgghhBAdJWG+j5IwL7qi+NHHqHj1VVAUou+5h7Cr5zRfe2VlJg8v/QHbwCcJs4Tx/rnvE7jlALnXXYfebmfgRbXo6/Pgmq8hcXJzu4PVB7lsyWW4fC4eO+UxzooYC2/MhtIMVFMo1dGzyDNP4eVNAei9QYwKsuFs3G8PgKYReko1f/fcj4bGLWNu4fpR17f9RsoPwKqnYOt7oHpav89ih9jREJuKWl+NsvkNFJ0eLnoJTrqk059fg9fHje9s5rv0EiICzXywcBIDIgM73Y8QQgghhBDtkTDfR0mYF12haRrlL71M6ZNPAhB27bVE3XE7ik7HjrxqZj+7gpDBT+MzFGHWmXj2vUDsB0uIuuN2whOyYPUzMGEBzHoMAI/Pw5VfXUl6Rbp/Nn/0zf4gX7YXoobD1Z9DYCTPLtvH40v3MnN4NC9fnYbb5aUir5YtD73OQctoAOxn1POo8x40NG5KvYmFoxe2/4aq8/xj2vwmGCwQl9oc3okdDaFJuJxe1n+Rya7l+djM9QxgKQMD1hJz6W0oqZd1+jN0eXxc/+ZGVuwrI9Zu4YOFk3u80r4QQgghhBAS5vsoCfOiO6oXL6bg3vvA6yV41ixi//5/qHoDo/+6FKdazjmnbsTxw1Lu/FilOlBH7iv3cGHYUAyvzPDvZf99Ouj0PLnpSV7d+Sr9Avvx0anPEvjuZVC+H6JGwNzPwRaB16cy7ZEfKKpx8fb8iUwbHNE8DndeHj8ueIJ9CbMBCDm9gUfq70JDY1HqIm4YfUPH3pCq+svqK8phL2nsXlnAusUHjzg+D8Cqq2BAipmBM6cSNzgEXScq1TvdXua+up4NWZXEhwXwwcLJxNoDOtxeCCGEEEKI9hyvMC/nNwnxP8x+/vnEv/gCOpuNmq++Ive661EcdYxLCkPzhnBm+O3csaUfAB9Phge2PsIlmx5meWQiWl0xZK9iQ9EGXtv5GjpFx/+NvZ3Ad37tD/LRJ8HcJWDzh/ZvdxdTVONiQKSNqYPCW4zD1L8/E284nSF73wegapmZu4yPolN0PL/1eZ7f+nzH3pBO1yLIF+yr5IO/beCnd/fgcnjoNySEX987novuGMvoM+IJsjXgVMPYucvG4qe28tqdq1j2ZjpZO8paVOZvjdVk4NV54xnd305uRT1X/nsdpbUN7bYTQgghhBDif53MzB9jMjMveoIrPZ3cBQvxlpZiHjyY7+fezcMbK7nPmsfUd5/CEBvDwRfv4Mkdz5Bflw/ApPp6FkRN5R5fPsXOYn479ApuXPc+VGZCzCi4ejFYw5qfcflLa1h7sIL7Zw9n3tTko44j/w93kr6xnD1DrgBFIWSah0fVO1E1ld+O/i2LRi9CUdo/Dq62wsXqj/ezf5O/8F1QmIUpFw9i4NjIFu01TaP08xc5sHw7B12TqfL1a76WdFI4Zy4YicGoP6L/n6tyurn8pbVkFNUyLCaI/yyYRIj1yIJ/QgghhBBCdJYss++jJMyLnuLJzydnwULcBw6ghkdy80lX8Zct7xJVXUzMgw8QeumluH1u3st4jxe3/otar6O57ajQobyRuRdDZbZ/n/qcT1sE+T1FtZz51HJsJj1r/3gGQRbjUcfgq60l84ILyfH2Jz1lDqAQMtnLo/wBFZWzks5i9sDZTIqdhEl/ZFh27s9kxw4PW5cV4PWoGIw6xp6VyJiZCRhMbYTy1c+ifXMvFd54Dibcz7a9UTQ4vMSnhHL2DaMwttW2UVldA5e9uIYDpQ5G97fz9nUTW32fQgghhBBCdJSE+T5KwrzoSb6qKnJvuon6jZvwKjoMmkp9ZCyjvvsag/lQeK6qr+TFt0/jP0YvFr2Z9yvdJFTkQNxYmPMJBIS26PfeT3fwzroc5kxK5MELRrY5BufmLWTPmUNReCrpI65F0yBkgo/H9H/Ahw8Am9HGyf1PZkb8TFJIpfJAHVlfrqO4yozb7D/3fdC4KKZcPIigMEvH3vzaF+DruwAon/AEi38cRn2Nm7jBIZxz4yhMFkO7XRRVu/j1i2vIqXAyuX8I908dRPzAUKzBMksvhBBCCCG6RsJ8HyVhXvQ0taGBgjvvovabbwB4dNwVVE09nScuHd3y+LUf/o+Slf5q9lE+H/RLg6s+hoCQFv3VuDxM+tv3ON0+vr3tZAZHB7U7htLnnqPsmWcpH3gKOxJ/japC0tRgcoZuZsuOdDyFRmJqk4mqTcSktgzrgbW5DN7/Ef1HxxLzpz9hio/v+Jtf/zJ8dQcAlSPvZPGGU3BUu4lODmb2zaMxW9ufac+tcHL7P9aQVg42TUHRQeLICFKmxJJ4Ujj6ThTYE0IIIYQQQsJ8HyVhXhwLmqpS/sorZB4s4GbbZIrqPJgNOu48axjXTElCp1OgdA88N8HfoP94f5C32I/o67VVmfx1yW6mDAzn3esndez5Xi/ZV8+lfvNm6k6/io26Kajeo/+3xFJfir06E817kCUT85ht6s+oj7eh1tSgmM1ELFpE+DXzUEwdnB3f9Dp8cRtoKtWBaSwuuZfaGohMCOK8W1KxBLYe6B3VDaz4z14ObCkFoFKnEqLqaNqlHxBkZOjEGIZNiSU8Ts6lF0IIIYQQ7ZMw30dJmBfHWrXTw1+/2MUnm/2F7yYkh/H4JaNJCLfCklvBWQbnPw+W4BbtDpTW8X16Mf9ekUlJbQMvXDWOs0bGdPi57rx8Mi+4ALWuDvXmh1m5JwxV1YhKCCIqzoxp5WLMq5dgdtdQNiOVt2YaWVe9DVVTmRM9myu+91C75AsATAMHEnv/X7COH9+xh+dtgs9vgpLd1PoiWOx4kmpnIGFxNs6/dcwRy+Y1TWPP2iJWfriPBqcXo1lP8hn9uG3jATSXl4WJMUSUeqgscja3iUoKJmVKLIPHR2MOaH8Jf1sqChyUZNeQPDqiQ6sHhBBCCCHEL4eE+T5KwrzoLUt3FfHHT3dSVteA1aTnnlkpXDUxobk6vMensiGrgu/TS1iWUUJm2aECeSmxwSy5aSqGTi4xr/7iSwruuAPFYqHfux8QMHgArvVrKbj7bnylZeiCg4l94AGCzzoTgOV5y7nth9twq27OH3g+dylnU/LAg7izswGwX3ghUXf+AUNoaFuP9fO6YeWTsPwxHJ5AFlf9jUpPDCHRVs6/dQyBoWbAXzn/x3cyyNlVAUDC8DBOuXIoweEB/LCnhPmvb0DV4KnLRjMpJIj01YXs31CM2+Xf/28w6hg/O5nUGQn+FQ+doKka23/IY/Wn+1G9GgajjkHjohhxcj+ik4M7VPlfCCGEEEL8b5Mw30dJmBe9qcLh5s+Ld/LF9kIApg2K4PzUOH7aW8pPe0updXmb7w2xGjltaBSnD/N/2cxdm30uuOtuqhcvxpySgm3yZCpefRWAgLRx9Hv0UYxxcS3uX1OwhluW3YLL5+Ls5LN5aPxfqH71dcpffAnN7UZvt2OdMhlDaBj6sDD0YaEYwsLQh4Qe9nMIiqFxvMW74fObcObs5/PKv1DuTSY43MT5t40je2c5az49gKfBh9lqYNqlgxk6KaZFiH59VSb3L9mNyaDjvesnMS4xFI/bx8EtpaSvLiB/TxUAMQOCOf3qFEJjbB36XJw1br5/Y3fzHxEi4gMpy61rvh7ez8bwaf0YOjFaZuuFEEIIIX7BJMz3URLmxfHw5fZC7vtsB5VOT4vXB0UFckZKFDNSohkTH9Lpmfij8dU5yLzwQjy5uf4X9HoiblxExMKFKPqjHxm3qXgTi75bhNPrZGbiTB6Z/ghabj5FDzyAY/Wa9h+q02FKTMSSMgzz0GFYhg7BXL8e7/oXWVJ6F6XeQeh0GqrqD+0DxkRy8uVDsNr0eIqK8eTl4cnLRXXWE3TuOTywvIC31mYTEWji00VTiQ+zNj8qa0cZP76dgaPajd6oY+J5Axh9Rnybs/TZO8v5/o3d1Nd6MNsMnD4nhQGpkVSXOtm9soD01YXU1/r/2RiMOgalRTFies/M1teU1aP6NEKire3fLIQQQgghuk3CfB8lYV4cL6W1DTz+zR6Ka12cPDiSM1KiSAzv2KxyZ9Vv20b23HkYwsOJe+wxrGPHtNtmW+k2bvj2Bmo9tZzS/xSeOPUJTDoT9Vu34skvwFdRgbeyAl9F5RE/+6qr4Sj/7dKHhqAPUVgfO5cK02AsWg2jWUVUfRHuwmI8hYXg9bZoY4iOJuaxx1i0Q2XFvjKGRgfx0Q2TW5xB73J4WPXhPjLWFgEQM8DO6VcPa56lV91udCYTXo+PNZ8eYPuyPAD6DQ1hxrwRzUv+m/i8Kpnbyti1Ip+8jMrm18P7B5J2dhIDx0SidHJJv6O6gQ1fZLJ7VSGaqpE8OoK0WUlEJQa331gIIYQQQnSZhPk+SsK8OFF4KyvR22wdr0oP7C7fzYJvF1DdUM2UuCk8ddpTBBgC2m2nut249+/HlZ6Ba08GDekZuDIyUGtrAfDpTJSHjyC0cg9Gr7NFW0NUFMb4eEz9+9GQmYVr+3bQ6wm68WauqR/CvlInpw6N5N9Xpx2xciFrRxk/vJ2Bs3GWfuwEK5FfPoVr6xbcw8azo/8lVHsD0elg4vkDSZ3Z/j77qhIn6ataztaH9wtk/LlJDBjdfqh3u7xs/S6XLd/m4G3woegUdDoFn1cF/DUCxs1KIm5QSJv9HMFVDUYr6GULgBBCCCFEWyTM91ES5oVo297KvVy/9HoqXBWMjxnPs6c/i9XY+SXimqbhLSjAlZGBKz0Dd1YmBn0tRvcBTM6dGG0ejDYvOnsMpP4GUq9CsydS+vTTlP/7FQD0k6ZyXb9zyPGZmDclifvPG3HEc1wODyve3sXeLf698PbqA0SUbScz6RxUvYkAZwkj0l8jMi4A68QJ2CZOxJqWht5+5LGAh/N5VNJXF7Dp62zqKhsA/0z9hHOTSR4dccTye9Wnkr66kPVLMnHWuAFIGhXB5AsHYrYa2PZdLjuW5+Nt8BfyixscQtrZSfRPCW19KX91PqR/Drs+g9y1EBgDZz4MIy8GKdYnhBBCCHFUEub7KAnzQrTvYNVBrlt6HaX1paRGpvL8jOcJMgX13ANqCmH7f2DL21C+/9Dr8ZMgYSK1+SYKn1+Mr6YONSKSe0ZczvbQRB48fwRzJic13675fFR98AElTz1NiSGejCFX4DYfCulJoVUMK/gKz5YNaG73oecoCubBgzENHIA5ORlTUhKmxu/6oJbv0+dR2b2qgE3/zcJR7e8jIj6Q8ef4Qz1A1o5y1nyyv/kovaikYKZePJC4wS1PAXDVedj2Qy7bl+XhrvdvL1BDjRTEmYgZFsrCUwdicRbB7sWw+zPIXXdYawVo/P+H5JNh1hMQOaQLH74QQgghRN8mYb6PkjAvRMfk1ORw3dLrKHQUEmeL475J9zG9//SefYimQc5af6jf9Sl4Dh3P53HoyF8TTn2ZERTYMWIAXwyZxsLLL2LqqKE4N2+h6MEHaUhPB8A2ZTIht9/Nho1e8vZUMuXCQQweHw2A2tBA/dZtONevx7luHfXbtqF5PEcdkj4iAlNSIubkZCwjRmCfPRudzYbX42P3Sv9MvbMx1EcmBGE06ynY56+wHxxhYdIFAxk0LgqfqlFY7SK3wsnBMgcHSus4UOrgQEkdpZX1pDYYSGswYNP8M+xefQUTw95mkv6HQ4MxWGDQDBhxIQye6Q/53/4Z6itBZ4Spt8D0O8AkxfWEEEIIIZpImO+jJMwL0XEFdQXc+sOtpFf4A/PZSWdz54Q7iQiI6PmHNdTCgR+geBcU74TinWjlWZRsD6YiIxAAW6yLyNG1pO8bRMCBagBqg8NZP+tqikdPJsBswGLQERlk5rzUftgDjr6/XK2vp2HvXtxZWTRkZuLOzMKd5f/SGhpa3Ku32wm9eg5hV16Jzm7H4fSwc0U+u77Pw9W4p15nVjAO0qi211BRU0NlTQ0ORx0mrQELbuyKg0ilmkiqiFSqiFKqidVXE6Q62es8nS2OC3Co4Sj4OMm6hKikAgadchn6YWeB+WcrIhzl8P39sPlN/+/2BJj1KAw9u92P2O3ykpdeSUiMlbDYY1N8UQghhBDieJMw30dJmBeic7yql3fS3+G5rc9R760n2BTMHWl3cMGgC7p9bFu7GmqhJJ3a/35GwQtfoB5+tJ9OI29IFH8eNJ9Cw5F/XAiyGLh2ajLXTktuNdT/nKaqeAoL2bVuJxtXbCF203IGlmQCUG8w81XSJJYOHM9IWxan6XbQryEUo6ZnlPVLzDrnUfv0uRUUHegMrfy33WzHHRDPmtrfsDM/BVCo0KkcTDLz52vHkhzRSujOXQ9f/B6Kd/h/HzoLzvo7hCYecWtNeT07fshj96pC//J+BYZOiGHC7GSCI9ovcCiEEEII8UsiYb6PkjAvRNfk1ebx0NqHWFWwCoDxMeP586Q/k2RPOp8/ajkAACAASURBVObP1jSNkszdlP7hbvS79qMfZCdx6D7MQV68+gD2JM9lW8IcarQAXB4faw+Ws/agvyBekMXANVOTmT81GbvV6F/aX5kFtYVgjYDAKLDYafCpfLGtkNdXZ7Ejv7rpwZxUfoB5e//L8JJs/2s6jZAkJ+EpdZiCfNRjwaMPQNWbQbHgrTHhq9DjKVVxFTbgqXSjmPSEnTqMsAtOxhCbDIHRjV9RYDwUposOVvPFKztpKPevDthp8TH5woHMOTn56H848Xlhw79h2UPgrkUzBKD0GwteF3hcFNVEsa1sKgfqUtHQAxBhOEiFLwFVM6DTwYhpsYw7ZwA2u/nI/ruj4iBseQeSp0PSyaDTtd9GCCGEEKIHSJjvoyTMC9F1mqbxVeZXPLrhUSpcFZh0JhaOXsg1I67B2MEj0zRNQ9VUVNRDPzd+uXwu8mrzyK7JJrsmm5zaHHJqcsipzcHhcaCoGhE14I4O4aLYk7k8L524fcv8HQeEwfTbYfx1YLSw7mA5T3+/j50HsknVHWCiMZOzw/JJcmWgqy9vMSaHzsRWfQg7DYEcMJrIN+mptimEGBQWVlUxvTyX+goj5emB1OZaAAUUheDTpmA99Uxc6btxbduOa+9e8Hpb9K2YTM3F93RWK6FXXUXYNfMwhLYsjtfE51VZveQg25bmoGhQp2gUDAzgjwvGEh1sAcDtVckud7CvpI59xXWUFGQyM/cZTvUsR9V0HHBNYpvzPIo9Q/3PxctAyypSbUuIMh6gxhvF+rrL2eM6BdBh0HkYNaqBMReNxxIV2+4/w90FNSzdXcQ5J8UyOPpn2wA0De/y58l/+TXKKqOItOfTbxzoJ86D1Cv9f8DoZR63j/0bS3DUNDBiahwBQR0/rvGXTtM0XNu2YUxMbPXfOSGEEKKvkTDfR0mYF6L7qlxVPL7xcRYfWAzAQPtAhoYNpd5b3+qXy+vCp/m6/MwgUxCJQYl4NS8ZFRkA6BQdp4aP4oriPCbkbEYBCO4HY6+GikzI39iiWr4GZBsMbLSGkh4USqZaT75epdCgQ2tjy8D0Bi93hKYxIOUCGvQDKX/7Q6o/XwI/L6KnKJgHDcIy6iQCThpFwOhRmAcNwrV7N6XPPodjxQr/uG02QudcRfi8eehDjn7efEWBg09e3E5DcT0AmRYVBgZSWOmivMYFKug1MAB6QK8pxFFDgjsQi+qfZXcrPmojfSSmhTFlTDyD4iJQUPxV8vd9Q/n2LazLmUxmwyQAzEodY+LWM2qyHePYiyFsQPN4PD6VpbuKeWN1Fuuz/KsezAYd9541jDP7h1Ge56BkdxbFGzOoVKPxGQ6tODB46wlTsogOyiQyMZiI8dMISzsZvclw9A+8vgoKt0HBFijcCo4yGHWZ/8vQ8SBeUeDw1zdYXYDaoAKgGRTGn5NM2swE9Ia+vVrAsXYtJf94Etf27eisVsLmzSXsmmuOOLGhN6kuF57CQkyJiShHWa2hqRqbl2ZzYHMpabOSGJAa+f/s3XeUHNd94PvvrarOuXtyRM4AQQIEKWZSFC0q2ZLsXdtaWZRsK6zXlp7Xb21r39rHb99Zh2c/WXqS15bDk72yZNlWsCRaJikxB5AEiETEQRhgMLnDdA4V7vujejCDwQwwIAFiAN3POXWqq+pWd3XPr3vqd+vWvdfgKJXFyk9WOLknzZod7YTiV7h1j6IoypugkvkblErmFeXKeXn0ZX7vpd9jqDh0WftpQkNDQwiBLnSEEGhCw9AMukJd9Ef76Yv2ufOIO4/74ueamu+f3M/XjnyNxwYfw3LcK+GrAh38XH6K94wMEGz+jhaF4EAwzL5UL696fOy3itS1xgXHI9Bo97WxJtzGciPKMs3HMhv2mVn+snCYsl1DFzo/s+Zn+NTWT5H0JzFHR8l+9auYIyMENm7Ev2UL/g0b0cMLdyxX2bOH9Jf+jPLzz7ufQzhM8hc+TPIjH5l33HvHkex8bJBd3zuF7iz+83XCBkej8HilyOx32xXzc8+aFNv7U2zuibOyNYRRGGLshWfY+RwM53sACGg5Wo1BCLdgR3sZbvg5k6tSsxwcJLqmkQh4oGCSdAQaF1aE+OwykYSHQs6koV/4mWhYJBMNWle00t1Zpdf/OsHcbjd5z56c/43FeuHOT8PNHwaPf94itulwYu8EB58dOTfKAADGBEFRpGKudI8vUOf+h7ys2NaNiHVf2NHgdax64ACTn/sc5RdfAtzKI6fsjhShxWKkPvYxkh/+D2jBS4+CIKWktn8/+e9+j/LOnfhWryby4IOE771n0ZUC0rIov7STwve/T/GJJ3AqFQLbttHxu7+Df83M8Iq1sskPv3KI0wdmWs5svLuLO39mNR6vfjkfwaLZtoPVcPAFFqhYuk7ZpRKaz4fwLK7F1OVqVC12/WCQfU8O4ViSUMzLu3/lJlr7bpzvkaIo1zeVzN+gVDKvKFdWzarx1NBTWI5FwAjMP3kCBPQAhmZc0U7z0tU0/3Tsn/ino//EZHUSgIju43Y9zklMTjZySM7/TY17U8h6P41yF7f1rOdDt9zKtq5VC94mkKlm+LO9f8Y/D/wzjnSIeCJ8fMvH+fn1P49Xf2PNtSuv7SH9xS9SfvFFALRIhOjDD+Nd4Y5171u2DE9397kT8UKmyne/ephqvk4o4CES9OD16uiGhu7R3Lkh0A2NjpUx+jemEJogW27w3MAkzxyd5OlTe+gsfZc7ho9hO0FG2UrWu4FYfy9da5azfnkrXeUGo08OMjlxGVespUOwMk6kdJZw6SxtiRz9n/gYqbc/4G62bca/9QNOffX7TFV9lMK9lGLdVHztFzxVi3GCPt8+egOv09nrRe/ZDJ1bQQh44QuQPuoWDLfDHb8K2z4KPnekg/xkhYPPjXD4xVFqJbfFhMSkx9zJutwT+MdHseoaubb1HOr8d5Q8XQB0if3cGf4bWhNTiFgXJJdD723Qf4f72pfREuByVIsNHFsSjHnd74TjQGkM8mchPwRTQ1AYhkgnrHkntK13P4eLqJ88yeSffp7i448DbmVR6pd+ieQvfJjakSNM/unnqbzyCgB6LETLQxuIb/KiFU65rxlug9Z10LqWht1KfvcQhR++SGNw8MIX83gI7dhB5MG3E37g7RhtraTPlsgOl+hZnyQY9VLbt4/89x+l8IMfYGdmEnTh9yFrdTAMUh99hJZPfYpM2uYHf3GAYqaGL2Sw7m2dHHj6LI4libcHeegXN17RRLFSaHDgmbMcfHaYatEk2RWie22CnrUJulbH8YeuTBIsHYfawYMUn3yS8rPPIR0H/7p1+Nevx79+Hb51685VikgpyU9UsW2HYMSLL+RB0y7v97J+8hSTn/88xccew+jspOUTnyD+gfcjvFcmjs2pPK9/ew+7d9Wp2+5n5K+mqQVa0IXNPfeFWP/TtyH0xVW+mOMTlJ55mtIzz1I/fBgtHEaPxdDjMbRYrPk47s5jcTxdXfg3bbz6na8qinLdU8n8DUol84py4zFtkydOP8HXjnyNfZP7zq33aB42pDawpXULW1q3cFPLTXSEOt7QieBAboA/3vXHvDjiJuDd4W5+fduv847+d7zhE8vK7t1MfvGLVF7aeeFGw8Db3Y132TK8y/rdJH/tOvybNqIt8sRcSslrB55gz99/nr4XTtKbXrhs3htiPJggHUxQbVmNaUOfmKCbNB7p4EgdqfuQoQ5koBW7WMY4uotQeRSDBsFldf5u1TsJvPvTfPrBNRj6+RUC0jSZ+uY3SX/pz7AmJ7F0H9XlKzF7WxjRt5K2VuIwc3VUxyJljZIsDBCbOoGMJjH9AUynQUN4aHii1L0JasEeaiJOtTrzWqHqWXrOPkv72C4M+/yhBgEcoTHcdQ+nlr0byxME6dA99hzrJv+FUGAKb8jGE7bxRDW8K9bj2XIn2qq7oXcHDT2EaTsEvfpl/d2llGSmahx6eZizL58mNwogCHjKtHkHaRVHaDUGaPWcIKylL8zb431uUr/mnbDsLjBmmjSbIyNMfulL5L/9HXAchM9H8ud+mtTDt6CXT8DYAcgcR6ZPUDldYWJ/lFrWjSEjYNOyqUh8eQXHFBSGAuQHA1TTM8+vBwWxre2Ed2yiPlqkuOc0lYFxLM1HNrGWTGoj2dbN1I0o4La66J18gZ6Bf8PXKADgjdhE+8vE+qvoPofJk6vJ7SuDlIyve5jDXe/BcaC1L8I7P76JaEuA9Nkij//1IXKjZTRdcPtPrmTrg70ITSAbDczxcYTXhxbwowUCi7oKnRkusfdHQxx7ZQzHcs+3NE3gOLPOvQS09kboWh2jq8ugJVLDa4DR2Ykej8//dzdroBmgGzjVKuWXXqL01FMUn34ae3LhL17Vn6Sw4m3k2zeT1jupWTPfASHAH/YQiHgJRr0EIl4CEXe5f2PqvMoNc3R0Jgbs829neqNJvZQS8+xZKrt3U92zl+HXxzjofxulSC8AsfwJVh//Z6JakUMd72as820ArBp7gs2bvUTf+RChHTvO+7tIx6H2+uuUnn6a0tPPUDt0aNHHMy2wbRutn/41Qjt2nLfeatjsf+osmZESfeuTLLup9YZrcXGjcMplyjt3Uh84jtHRjrevD29vL3pLy5KtqMlPVjmycxQBrL29k1irGglmqVPJ/A1KJfOKcmM7mDnI4cxh1iTWsC657g1fPV/I88PP88ev/jEn8icAWBZdRmeok2QgScqfIulPkgrMzFP+FLa0GSuPMVYeY7wyfu7x9HLyRIY1w5LOrKRrStCVhVR+/nb1jqEj1q0ifuvtRLbfSuDmmzGSyfPKWOUSr37ji2S/8y2WHSsynVbXI35C73onp51JBo+9SmzKpCUvaSkKDPvy//doHofEyjLxBzbwt8t+m//xUgUp4Za+OJ//2ZvpTc4047Zsh31np3j+9WHsb/0jd77yr0TNmeH8bM1DPraSTHI92cR6yuHuyzsWu0HbxG66R54nWhxEAJ6kj8CGdfh33Id/0xaM9nbMkVHMs0PUzgxxdP8gZ+rLKaa2gtAxzAqdYy8BElv3nTc5hhfb48PU/YAF9iR1SmR8gslQDCeaQItFMaIxvNEIloRMuc5UocSKySGWFR2MeicSNx51GujCpCEvvAXB76nSmijT2ibxNUYxxwdpVB1M2+9OMohpJLG0CKbjRWYzGGYF3a4RSkiiqSkCcgyvVsEnKqBVCAh38nol3lQb9UyI9LNp6sPurQhGawv21BTSdG9bER5BZBnEutKE2usIrTkQhN3D6fo2BqvbGDXXI8VMsuStTxGsTjAVd5vOa06DFZWn2J74JsnkJMIbhGAK6gWo5SmmgzyZ/jXOxm8DYJl2igd++50Eemf+9lbD5sVvHufAM8MAtMdqbJl6AufVZ5GVOcNBejxogYA7+f2IYNBN8gMB0v5lnGANk/b0MJaS7mCadcHXSTmDTBQTjFXbmZDd5Iyu896XkDaBahrNMdGkia45GJqFrlkYWh1Dq+HRqmi2hShL5OQUnnoJj1nCY5YJJEIk776V6AP3URNBzrw6yMjpKhPlMFU9et5b8DYKGFYFMxDHFPPfSjJt9fY2tt+XwvynvyX39a+7HW3qOvEPfpCWT32S6r59pL/0JeoDbr8hblL/cWIf+ADlksPx3RMYHo1Iyk80FSCS8iMqBSo7d1J+8UXKL7yIOTJC1ZfkxMqfYqJtmxufToktHROsvWc5wZu3oieTVA+8zq5v7OVAuguEoGNsJ+uOfh1PNET47W8neMvNVF7bQ+mZZ85rpWF7fRzrXscTsdUcSK0gbkje1R/i7d0+2mhg5/PYuQz28DGckZNUTqSxq25lReiOO2j9zKfxb97M8V0TvPit45RyM5V3miHo25Bi1S2t5xJ7KSX1YwPUjx3DLhZwCkXsQgGnWMAuFLELeXddsYgWChHasYPg7bcRvPVW9HB4wb9FvWpRmKySn6xSSFfJp6sUJqsUxgtohk6sPUKsNUCsLUC0JUC8LUgk5b9kvx3StjFHRmgMngZNNFspxNHjcbRQ8KKJr7Qs7FwOK5vFSqexs1nsYpHQ7W/Dt2L5RV/3amicOUPp6WcoPfMMlVdeQc7tcwYQgQDenh48fX3NeS+eri63ZUYkghaNokciiEDgiif9dqkEjoMenflOOo7kzMEMB54e5syhDOca+gnoW59k4z3dLNucQtNv7P5XrlcqmV+ChBAdwG8D7wG6gTzwCvCnUsofLeY5VDKvKMqbZTkW3zz2Tb6090vk6rk3/Xy60PHqXqrWzOVljynpmILOrKQzC10ZycpRSd88F/nqXUk8N20mdcvtnH75R/iefQ1fw60MMHXIbV/F2g99gvb7f+LcVbJ8Pc+X93+Zrx35GrZt0lb18uHkO7nfuJnCmUlSQQ9enwdheBCGjtANyB5DnHoSMXEAoUuCnRr6w78Dt30SNI2dJzP8b9/Yy2i+RsRn8N/eswHTcXjuWJoXTqQp1mZ6+o/aNf7jxE5uOb2PhsdHwR8l6w0xYQQZEQGmPHE8vg4iRoKo8GFJC8eugV3FMEt4GwU662dZVRsgUZ3EWy8SiNWodrQSu+ddJN/7y+htvZf87As1k7/47hGyz4zQY7+xptW6VSNSPE2sMEi0MEi4OEg50kK64xYyiVuoGzP9IbSLQ7QF9lFvt3iukCJXSmLUE/T6krQbISpVLw3nLbiaKMDr1/FgIfJp9Kp7BV2LRNESSUQkgkRD2jbSrCPNBo26Q6XmnfUUko6WAn2tWVorxzCOvE7tdIbG2q0cb30HZ9Ju7/m6Idh0Vzs3P7zSHQKxViD/w7/h3x6LkTb70WWDtce/QcfwTkQwSPDjnyT7E+/HKBUw9u1G7H6FySM5DnW+F9MbwTBLrD/6NTrlINJxkDUTp16H5tV1CVhGANMIkUuuY6jnfirBDvdY7Dqdoy/RM/w0weatOXO5FUsryMXXMJVcQyHcjxRv/p59w6dj1c+/au4LGHR0GbT58iSmjuEZ2E11714wTRyhYXrCsHID+rY7Ye0WrHg7+YkqR14axbYkwrHoGX6GZaf/jdRD99H6a7+K0d3F4MGXyFseCv5uxIsvEf3Hv8V3dpBCpI/Ble8iHd/kBsEcnkYRfy1DoJbFX8uAP8DZtrfhoKPrcPNDfdzy8PIF+zA4sWeCH/71QSxLkqieYeNrX8Rrls8rYyaT7O+7iX8JrGBfyyoauoeAR6c/GeDIeAmAKGV+sX2AD4b2051+HtFw19umIHs0RPZoxG1JEunnxLZfJEcKgJbeMKu3t3PmYIaRgSmmT6k1Ddo9WVKDz5I8/hyGXbu8P56u49+0keCO2zHX7yDn62ZiqEJ2tEw+XaVeti79HHMIAeGkn1hrgGjcICTKBGoZ/LkhPMPHcAaP0zh9+txoKBfweJq3HzRvRYhGccplzGyG+lSFSlVQ98ao++LUfTEa3jgNbxh/LUvbyiTLfvYnaLt94+XdyiElcmoI6/h+iPUiEl0Ir/fcZJqSQrpGIV2lmq8SKZ3Fu/85ys8+Q+PUqfPefGDLFgJbb8KaTNMYGsI8cwY7n1/ccRhGM7mPoEeiGO3thN72NsJ33Ymnv3/Rib6VzVL84Q8pPv4E5Z1uC7nI/ffjf9/PcNrq4eBzoxSzbqzohsaq7e5oLMd3TWBb7v/YUMzL+ru62HBnF+GEj8FMBa+h0R2/ulfu65bNSycytEX8rO+MXPMWDTXTZjBTZlkqhN9zdfo4uRxmw8brM1Qyv5QIIbYAT0LzFxsKQBjQcP93f1ZK+QeXeh6VzCuKcqVUrSon8yfJVrNkahmytex5jzPVDJlaBg2NjlAH7aF2OkIddAQ73Hmog/ZgOy2BFnRNd68a2XVqVo2aXaNiVdzHlvt4MD/I8TN7qe7dS/TYKGvOSlaPSHzznEee6vWgvevt3Pnh3yTS0rHgexgqDvGF177Avw3+GwBJf5JP3vRJ7uu5j4Q/gd+Y5+rg5FE4/D1Y/z5oXXPepqlKg9/85n4eOzh+wW4rWkLcvbqFu1e3cvvKFGHf/EmrlJJi3WKiUGeiWCNTalC3HBqWQ800ydYnmayNkG0MkzNHaNSOojl5tvfdwQNrH2Zr21aCnkt37jb9/p89+yxPnHqayYEibcVe0AIEvW20hnrpSSynJRqgRVRJViYIn91HdXiMybyXTCNFVuuh4mm56GsEK+O0j79Cx/irBGruVUnpMcCRiDlNoiVQ9yUoRnophntxNA+atPB4dQy/gSfgQfcKpJXDY04QcUYRKZ1MYgUZo5+s3sVZTWPSTGObFTy2H68VwGv78doBfJY79zhvrOfxQMRD38YU/ZtS9K5P4nhNDmcPc2DyAAfSBxgqDnFL+y28Z8V7aK/0setfT3Nyr5s06x6NTXd309of4blvHKNesQgFyjwc/j2S9ROM7YlTGnLjLe/zE6ufn3CVw3EGNnyIbHADACt8L+HVKtScyHlTXYaRnH8yGZRp1lqPs7L+FIZVxZFeHE8LNRHDNIIEkyECcT9G2IMR8WCEPBghHSEcGg0oNSLY3iSmE6Je1slPOYyNV8lmqlSnamjVGrbHjxWPEYlqhIWFbXmoOVFq0j0uiY6mNWiPjdKfnKS3NUdLqo7mDYAnAIYfPEFsTwulUzVKL+2j9OyzOKXSufdhtLYSfNvtpHe+zvHk3Yx1uK0avF7oWTVJp/mPrCy+SAS31YIjBcOyhf3VexnN30Ndcyu4hLSJZQ/ga1Ro+BLU/Elq/iRSm79Ca9Wt7dzx/pVEkrN+D6SE2hTkBmHiCEwehokjTJ4p8OjQxyg7LUTEONtzn8PKZPC3NOjsqBCOWhRkiD3mDtKeHdj6OmqVBOWiJBEvk5C72cjjdHmPoAv3+zEeWIV343tItHbDrr8mfybNs2OPcCZwp/v+GwU2hAe55dfeR2DVCqxslsnHnuX4c6cYmgqRi6wA4V49FY4FtXFMu0JdNqhgUhIOUzrkDJ2ix0/ZEyBZzXNzepC11RpRLUQxupxCdNl5I3VM06VJwMwQrE7gr0zgL2fwVzIEammk0KkGWqkEWqkGWqgGWqn6W6j5k+eOaT7e+hSBahq/U8TrqaFpGpotkaaDZTrYUsPRPNi6F1vz4uheGt4odW8MZ5Et0nQsUh1+2td10NoXpqU3QrIzhCYkTuY09tgxrIkBrPFTVI6doHAkR2HUR90MUfMl3ffjb6EWaKHqT2F6L+zXwrAqxKZOkKgN0b0ySvd9NxG59+4LWpQBVCdyjO0dZGJgkvRwhdwU1C2diDVJtDJCJD9IKHMcb2F8nqool6enh9DddxG+6y6Ct91+Qae05sTEuQS+8sorbn8lgNR1CpHlnO28k4nWm899FyIJD5vu70Osy/PMpDsU7r2tDyCOxTn43AhT4+53TQIjQXhJ1BnXHVbFg+zojrOlNcKyaABZd6iVTWqFGtWpCt6Ah1h3jGhLwK3QaQngCy7cr5Bl2hTSNUaHizyze5RDA1mMmkNVk5hBnb7+KLdsauO+bZ1EgzN/fynlVUv0a6bNs8cmefTAKD86PEGpbuHVNTZ1R9nWn2Bbf5Jt/QlaI1d/pAuzbjN2Is/wsRzDx6aYGCzwH//nAyqZXyqEEAHgMNAP7AE+LKU8KISIAr8D/Odm0Z+QUj5+sedSybyiKDeCilnhaO4oh8YPMLZvJ/b+g8RPpmm0xVn+7x/hobseWbBTv/nsn9zPn+z6E16beO289UEjSMKfIOVPkfAnSPqTJPwJEr4EQghMx8R2bGxpYzkWlrSwHZuDozmOjhVI+hNsaOthe28f69q6aAm0kPKn5q0kMB2TXC13rlIkW3fnk9VJThdOM1QcYqg4RH2e++BnMzSDzS2b2d6+nR2dO9jauvXc65mOyd6JvTx79lmePfssJ/MzPecLBD7dR23WVbuAEWB7+3bu7L6TO7vupD964VWfSnqK8YMnGB+YYGyowUTajy5slncU6e/SCJpZJgZfpzB0EntsnGCmQqTq/q/PByETgVxEIxPykg75SQdCWC0tLFuznN7la2ho3eSKSU6Ow6HRIqczM83LdWxsNBAmnthreJPPo/nc5hvS9tPI3YaZuwOhlzCiB/BED6B5Mwip4bF9eOpJ9MJG9NJahB0lFQ7QHgvRHQ/RkwjTm4qwrCVKMuwDTTKhD3Mwe5D9k/t5Pf06x6eOLzjkZHeojx2tD7Kqfie1XRLzzPlXaAcMmx8EG0S1LD8X/Abh8H5GJ/zc+5ROex7qBhzrhbFeh0aXSSLaYJlpI7IPcjT/H3BYOL49oopfFIka46xv20fb8jrDoV4OO63srsZ5LS84k8tj4f6tpRXGp8Xpj7WzIpViZVuEFS0hlreEWN4aotqw2Xky05yynEoXEXoZYRQRRoFAoIzhLVG18wi9hDBKeI0pDL2IqZtIwGsHsLQ6juYgpCTmOCRsh4Rjk7QdErY7T9k2LbZNQg+RSqwjVu6lcdKk+NoA1vhMawLP+tVMbl3P6dxKMrVVAES0CW6PfBVf4ARC+MiWNnKg8m4Ktluh52gVysbzbDrwDCtH3VsszrTCmV6D8fYQhdgKtPpKzEY3ph3HlgHy3kmi3iHWB6ZY6c3SK9K0ywnijTG8Vom5JHBA6+TpzG+h1/uo61WeWvX32MKkvbicvsJyUuV+dOfitxEYWh3bP8Uu6WGfESSjSW7rj7O9ahA6WULaAg2T1cXH6Nj/JLpZB03gW72G+rFjMOt8+lhyFYf67qcRW0NKBBdMBAG8YQ+BuJda1aKWqV9Q1mjkSOaOEyucIlIcIlBL420ULijnCEHJCOBogqCs45MmOBIpBTgCRxhU/UmqgVbK4Q6m4n0Ug+00PDHQQvAmWoMIQ2D7NEo6pG2LScuirDn4RJHeRpUVhQa6lqDuvzChFti47W4uv+m45pj4q24lhm7VyMdXUPed/xqGV9C5Ik7X2gTJjhDZ4SnSJ8eZHK5SyC/uPQeEO+JKyhgipY0RrGWoXScY5AAAIABJREFUjUFtqIxTNRHSRkgHoUG9p4PX25aRkWE2pMeJ5ArUvXG3xYI/gdW5AjPaQVX6qZaaNeNS0pI5QPfIc8SnjnBorY/vb6qzd4VANlsyJL0dxJ3tWEc3sDkdpdsJob2Bz+y8z0ZYhAM2kahOJKZjaX6KJUEhb1EuLK71h5QOHrtAtDFOtDiMPzdM0MoS1MuEAjbeeAS9pQ29rQeZTDLld8h6Gnh1D0EtQED34Zc+GlU/+aJgqqSRLxuUarr7nZKSumVTMy3qDRMpbbw08FPDIxqgV7C9NRoBC1OzqQsw/B6SyRhd3S0s700R1Bs07CJT1Ry5WpFcrUi+XibfqJO3ajhS0BdpZ1XrWtb03EqiYy26z4tmCCoNm3SpTr7YoDJSpnC6RGawSG6ohJzV94kQ8Ct//naVzC8VQojPAJ8DSsA6KeXwnO3fBn4KeE1Kue1iz6WSeUVRblSWY2Fob7yJtpSSJ888yVcOfoWR8gi5Wg7TufC+xish4omQCqSIeqMUGgWytSyFZmdpl5Lyp+iL9p0btrAv2odX8/LaxGu8MvYKR7JHcORMnwMezcPmls0k/UleHn2Zolk8ty3sCXNH1x3c03MPd3XfRcQbYe/EXp4feZ4Xh1/kaO7oea/dHe5mc8tmot4oYW+YiDdC2BN2H3siRLwRQkaIscoYeyb2sHt8N69nXj83hOK0Vf5eov44E1aOTC1z3i0WC5FWEKfRCmYbLb4eVsZXsLG9nzPVl3k58z0qtvv5RYw2boq+l1X+BxD4aVhO8+TLplK3yJiDjNmvkGMXDe3CFhTzv3jzJFU4F6z32F14rH50sx9pJShq+5GhPWjGTKJnV/qITd7FjvRWljW8vBSosa/lEPHWE9i+w9TJnisbMB22TVgcbNHJ+eY/uW+pdrG2vJ0qNUqiRFGUqBplas1J6ia6Bggbh8uLYekYSCuCtMM4VgRpRQCBMApozeRdGEXE3M9ioeeTAmkH8dg+DCxsvYalN+Zr5b6giO3QYtmsG4fVQz7MWJ16d4UgkqAtoXQThcyHoOEm7cE2nWreRNbdv1veN8mBzmc40vYylt4g4EjuHWpwMq5zLHbhb0abZbGp3mBTvUGnZdFi26SaFQ1xxzmXspSlj7OylcOyi+f9UfaHbMZDkzjeAobt4f7jH2Jl9uZ531PeN8lY5BTjkUHGIqco+XJ0FlbQm19Hb2EdsUrbeeXLRhmJIGy5rW4GwkPsbd3F+sBhthVOsnqXoPWoByEFjgaTXRpn+nwM9ISZSkaIxeJ0tKYIGa14Ci2kqlECZR+NvKBUEhTLXso1/3lJrIZFq+cECe9RJiKneCUxxHPROkZdsOGMJFyDig+qXqj4BFWvRkG0URVdSNGDT/ZgNhIUyjrC1HlY280jxmPcLI6DBNsRPG3dxISeYKN+mnViCJ8wcaRGyU6RtzvI252knX4Mx8QjahiigSHqgMlZkWTA6eAwXYz6+khbJhExTo82Sr+YoF0fIegdA2+WqqfKmCGoaBoNIdArgk17IvSf7qMW6KMY6SUb78XyNkcakTa6bbp9RTimm+T7PBCNokXDVD2Csj2FXT1DyDzGau0Qm/XDtMsspiNoCAh6Hap2C6ONjQw3NjLS2Eje7lowzjVMksYZot5TBL2DaKEJzKBOtd5GtdxNudpDpdaP4yw8BOyb4fPUaek6zvG2lxkaOszWPVW2D0iM5le9GPUw2uZF1iqEqpJYGSLNut+GJ8JI5+2MdbwN0xPCMMt4rAoes9J8XMZjVhB2BUuYaJoP24hT9aeaLRtasOdrCdckpI2/lsVfTeNrZAk6RSKiQq3mUPakqATbqQTbqflTCz4HgKdRwF/L4a/n8NVz+Gs5PGaRmr+FcqiDcqiTSqAN+SbOJa4uC4kNeBCzvqtSOthyBNs5jrSO4qkP8Ol/2KOS+aVCCPEqsB34spTyE/NsvwN4obm4Xkp5ZKHnUsm8oijK4kgpKZmlmavlzSlXy5Gr5xAIdE3HEAaGZqAL/dyyrrlJWK7mJquZaoZ0NU26miZTzWDJC68yaEIj4UuQDCRJ+pIk/clzHQv2RnrPJfBh78IdUQEUGgVeG3cT+11juziSPXLeEIXLY8u5t+de7um5h61tW/Es0LQYYLIyyYsjL/LCyAu8NPISU/WpBcsuRCBYk1jDtvZt3NJ+C7e03UJrsPW8MhWzcu5zOluY4NGDx3hxcBBHT+MPZbC0cSwunvBvTG3kkU2P8GDfg4uq1JFScix3jMdPP85zZ5+j2ChRtRrUrQambbqtLKQFYuZv5TQS2LVe7GovTrUXu9YF8sImvV5dEk8Nokf3UjH24oh687PQ6PKvZLw+iCVnkuyUP8XdPXdzd/fdvM1IEhnejUyuJJNaxqlGjlP5U+5UOMVgfpCR0sgFw05e9L3aXnThx6cHCHuCxPwhUsEIUV8YRzpkqhkmKpOkqxkazuLup4774rQGW2kNuFNLoOVc55ezO8IMG1GGsnUOjxWZqjSwbEnDNilZBUrmFGUzT9nOU7HzVKw8hUaWgpnFciZxyGEaNRxx6fcqpGDN5A52nHkXITMOwEjkOPu7nibbdpqtHVvdGGy7hY2pjW67htIEk+kjvD6+mwPZI7xeOsPr9TRF5m9tAaAhCIowBjEcO4ZpC+rGcRwx87mFPTFu77iTh5Y9QGR/PwMvpYm1BGhbHsHX7VBNZRmTZzlbOsvZojuNlccomaVzFYiheozu/Bp68mvpzq8hZLp9T0yGhnhx2bcZjZ644NhapyQdOclAl6DmW1xtSZtlsbphstI0WVl36KtGSNbiVDWHPfExngx7eM3vw57VImeL9HAvUSK+dk7EOzhFjcHiCSaqF68c8+l+gkaYoDSI1oukqhmijo0hJY5wr4lbnhCOP4YMRHF8URxfGFs38EiBv15EL6bxFScI1zL4HYlfSnxSoklBVhec9RicNQyGPAZTixgiMFyRPLzL4V27JKE6OEIHJJp0KPrh5XWCF9cLDvUJbGEgzTiOGQMkQjNBayCEiWFYCM3EoX7ed1OT4Efgc8DnOCTqYTqKK0gWV+NrtFL0jzERHGEkPMpYcBTTWDj2AJAQradoLfXRWu6ltdRLpJ5CkxpCamhSR5szF2ggLSxtinJgirovh+3JYXuyCCMHRhbNyHEoVGHAN/P/IGHbvGeiwkP7HcJHfZjlC39XHaAYdFtZFUICM6QjgjpZX4OJoGQ0rJENC3d70K38mR6uxGtKEkVIliBZkHQVA7SVUkQbKTx2Cl+jSrAySaiSJlTOYZgOQl4Y16ZPUo06FKKQjRmkY11MhHooGR1I0Uq4ESVST+C3YmgsrvWDtNPgjOLYozhyFJsJJDaOpuFoGlJogEAXAkPoGIYfnwgRyhsEil48ZhDLE6HhCWN6w5ieMA1PGNsIIBy72XrCRpP2BctIiaMZSM3AEQaO5jm3PHOADpHiGRJTA8SnBojnT1zQF8aGo0dUMr8UCCEiuB3dCeCDUspvzVNGA7JADPgVKeWfLfR8KplXFEW5thzpUKgXyNQyFBoFYt4YCX+CmC+GdpF7SN+ofD3PrvFdTNWm2NG5g97IpTvGm4/t2BzOHuZU/hQls0SpUaJoFik2iucelxru+qgvys1tN7OtfRtb27YS9UYv/QJzTJ8PCCGQUpKups9Lak/lT3GmcIZViVV8ZMNH2Na+7arcG+k4DqOFCoOZIrrwomsCTQh0zT2R07XpCQxNIxHyEvXP3PtZMSs8PfQ0j556lBeGX8CWNgLB5tbN3N19N/f03MO65LrL+ttXrSrpShohBLrQL5hXGg6vDU4xWbLY3JViY1ecoHdxV5oqZsWtdKq5FVCTlTRSStpCbtLeFmyjJdByxUfKmI+Uknytwcn0JAOZEUbHD1LMHkSGw6S6O7GoUTErlM0yFatCxaxQqzUIjrYSawmyaf0qtrdvZ1V81bkKtktxpMOZwhkOpA9wKHNophKuWdm0UAuaVfFV3NtzL/f13sfmls2Lfr25TNukYjXfk1mhbJUpNUrkR2uUSzW0rro7RKXdoGbVmSxVGC+WmSyXyZTLaHaZ/qhBVwgMp4GwamhmDWHVwKohzCp5aXFcl5yUDWpcuoWFIQx2dO7ggd4HuL/vftqCbfOWKzQKHM8dZyA3wMDUAAO5ASarkxQb7u/EQrekXC1+YdDTrAztSaymJ7aMiDeCV/fi0314dS9ezX3sqZro334c+8kXqPS3c+LmZezp9TBUGWaiOkquMUbVWVxlpkfz4NE8NOzGvBW3FyPQMAiiEUCTARzbS90CywakADSQzdsAppdxEFoDodUxPCYBn4XQ6jScqls5JAUgF9UaxusYrK61srneylonSkg4BDQLn7AIjEzhs3WSK1YRW7EGo28d9KxlT3mQxwYf44enf0imlrngOYPoJByHVKNGwnFvqTGFIKNrZDWdtG6Q0zXmydPPJyW6Az7TnbymW0FQ9V98R6/moyvUR09wGf36KjrpJ2W2EyoLrHSe+lSJkBwmaR2gvf4qKf00aHXyukZe05jQg4wZMXqtCaK2Q9RxiPoTBDa8H7Hl30HPrecqKKY5tRr1gePUjx6hdvQYtSNHqB89il0oIDwGeiIJsThWJEYtHKUSiFDwhZnyhihrXuLCIiYbhOwaVCewCmepF9PUy1XshoOwTKTHRvNqeLw6Pq9O0GsQ9upEvR6Chk7rF55SyfxSIITYAbzcXFwnpTy6QLmXgR3Al6SU/2mh51PJvKIoiqJcG9lalsOZw2xIbSDhT1zrw1HeANM2zyX2mVqGUqPEltYt9ER6rvWhXTbbsRkuDXN86rg75Y4zMDXAYH4Qj+7hru67eKDvAe7puecNVcjNJqWkalUpNArnkvtio0ihUcCWNrrQ0YR2bppenq6kMh2TulV3O0m1a9StOlW7em5dvVEkGWyjN9pPb6SX3kgvLYErO257xawwUhphojKBR/fg1/34DT8BI3Bu7tN957UMMh3zXEeuNatG1a6ee2w6JiFP6NztShFvhIAx/7BzxZrJ8FSVs9kqZ3MVzuaq7jRVwXHgvrWt/MTGDjZ3x87roX+6cqhiVmg4DWpWjYbdoG7X3Qohe2Y56U9ye+ftl9XfzGy2Y7Nvch8ls3Sun5mEP0FgutPEchqGXoahV8AThM6boHMLRDqpmBb7RobZPzrMkckRhvITtMcEN/dH0HXL/Rs3O8ht2A1qZplGLYffnyAaSBHxRoh6o0S8EWK+2HnLLYGWxVeWNsowuh+Gd8HZXTD8GuTPuNu8EVj/Xtj807D8XtAvrym+lBJZrb7poQWllFiOdcm/kxqabokQQvwk8J3mYlRKWVyg3PR989+SUn5woedTybyiKIqiKIqykOmm/he7BUdRfmyUJiB7yq148FzdIfeupGuVzC/V3gaupdm9XFzshsHp7n0vuJlSCPFx4OMAfX19V+7IFEVRFEVRlBuKSuIVZZZwmzspi3Llbxa8/r3p9kFSyi9LKbdLKbe3trZeegdFURRFURRFURRFuQwqmb/Q7EFML9a2IzhPeUVRFEVRFEVRFEW56lQyf6GRWY8XHpxyZtvoVTwWRVEURVEURVEURbmASuYvdATODVi5cb4CzaHp1jYXD70VB6UoiqIoiqIoiqIo01QyP0ez9/rp7uffsUCx23DHmAf40VU/KEVRFEVRFEVRFEWZRSXz8/tac/4hIUTnPNt/oznfvdA49IqiKIqiKIqiKIpytahkfn5/AZwGIsD3hRAbAIQQESHEHwEfaJb77DU6PkVRFEVRFEVRFOXHmBpnfh5SyqoQ4idxm9DfAhwUQhRwx5TXcO+p/6yU8vFreJiKoiiKoiiKoijKjyl1ZX4BUsp9wCbgC8BJwAdkgEeBd0gp/+AaHp6iKIqiKIqiKIryY0xdmb8IKeUY8OnmpCiKoiiKoiiKoihLgroyryiKoiiKoiiKoijXGZXMK4qiKIqiKIqiKMp1RiXziqIoiqIoiqIoinKdUcm8oiiKoiiKoiiKolxnVDKvKIqiKIqiKIqiKNcZlcwriqIoiqIoiqIoynVGJfOKoiiKoiiKoiiKcp1RybyiKIqiKIqiKIqiXGdUMq8oiqIoiqIoiqIo1xmVzCuKoiiKoiiKoijKdUYl84qiKIqiKIqiKIpynVHJvKIoiqIoiqIoiqJcZ1QyryiKoiiKoiiKoijXGSGlvNbHcEMTQhSBo9f6OBTlCmgB0tf6IBTlTVJxrNwoVCwrNwoVy8qNYK2UMvJWv6jxVr/gj6GjUsrt1/ogFOXNEkLsUrGsXO9UHCs3ChXLyo1CxbJyIxBC7LoWr6ua2SuKoiiKoiiKoijKdUYl84qiKIqiKIqiKIpynVHJ/NX35Wt9AIpyhahYVm4EKo6VG4WKZeVGoWJZuRFckzhWHeApiqIoiqIoiqIoynVGXZlXFEVRFEVRFEVRlOuMSuYVRVEURVEURVEU5TqjkvmrQAjRIYT4vBDihBCiJoQYF0J8Twjx9mt9bIoCIIToE0J8phmXZ4QQdSFEUQixTwjxB0KIzkvs7xVC/BchxF4hREkIMSWEeEkI8XEhhHir3oeizCWECAshhoQQsjk9cpGyKo6VJUcIsUII8TkhxOFmXOabj/9GCHHvAvuoWFaWDCGEJoT4qBDih0KISSGE2YzJl4UQ/1UIseBY3CqWlbeKECIihHifEOK/CyF+IIRIzzp3WLeI/UUzLl9qxmlRCLFHCPG/CyG8i9h/uxDiH4QQI8188YwQ4q+EEKsu632oe+avLCHEFuBJINVcVQDCuBUnEvislPIPrtHhKQpCiF7gNDD7n2IBCAF6czkHfFBK+dQ8+0dxY3xbc1UFMIDpH67vA++XUlpX/ugV5eKEEH8KfHrWqo9KKb8yTzkVx8qSI4T4GPBFINBcVcY9f5he/msp5S/N2UfFsrJkCCGCwPeAB2atLgARZs47TgMPSClPztlXxbLylhFC/BTw7QU2r5dSHrnIvh7gO8C7mqsagM3Mb/WruDFeWmD/jwB/hRvfEvc7EmtuLgPvk1I+uZj3oa7MX0FCiADwXdxEfg+wSUoZAxLAn+D+iP2+EOKha3eUinIuYX8U+Bkg2YzTIO6P0incmP2OEKJjnv3/EvcfbRZ4L25lVRB4BKgB7wF+7yoev6LMSwhxC/CfgJcXUVzFsbKkCCF+FvfkLoCb0K+UUoallEGgA/gw8OI8u6pYVpaS/4abyEvgs0C8eY7hB34OmAL6cWN9LhXLylttAvhX3Lj6+GXs93/hnjPXcOMziHtR7L248Xsr8Bfz7di88PuXuIn83wPtUso4sAx4ovk83xRCtC7qSKSUarpCE/AZ3B+vItA9z/ZvN7fvvtbHqqYf3wm35u+mi2xfB1Sbsfq7c7bd3FwvcWsN5+776ea2CtB2rd+rmn58JtzK6VcBa06cPjJPWRXHalpSE9DWPAGUwG9fxn4qltW0pCbcq+4StxXJfNsfmRWziVnrVSyr6S2dAH3O8rJZMbjuIvt14CbxEvi1ebb/ZHObA2yZZ/t3mttfnecYwsCZ5vY/Wcz7UFfmr6wPNedfk1IOz7P9/27Ob1nMvRiKcjVIKfNSyn0X2X4E2Nlc3DZn888350ellN+dZ/cvA3ncK0sfeLPHqiiX4VeB7cD/lFLuuURZFcfKUvMp3BZRR4E/vIz9VCwrS017c77Q7/DuWY+Dsx6rWFbeUlJK+w3u+kHAhxuPF4wtL6X8F+AYbovsn5+9TQgRZ6Zp/v8z9xik2yz/z5uLP7eYfiJUMn+FNDvzmE58Hlug2E7cPzycfy+Roiw1meZcn7P+/ub88fl2klJWgeeaiyrGlbeEEKIb+O/AOPB/LGIXFcfKUjN9MeDvpJTOZeynYllZagab85sX2D59rjwOjMxar2JZuV5Mx+qzUsraAmWm43hurN4FeOaUmWs6j+wE1l/qYFQyf+WsZ6Zjj4PzFWj+gz7aXNzwVhyUolwuIYQB3NlcfH3WeoHbBB8WiPGmQ825inHlrfL/4nau9BtSyvzFCqo4VpYaIUQKWN1cfF4I8YAQ4jEhRE4IURFCHGqOMtIyZz8Vy8pS9JfN+UeFEL8lhIjBuV7q/z3wOdwmxL8hm+2KVSwr15np+FtMrK6fc3V9et8xKWWG+R2a9fiSsa6S+Stn9lBeIwuWmtl20aG/FOUa+hXc+4Ec4O9mrY/idsoBKsaVJUII8V7g/cDTUsqvLmIXFcfKUrN61uOHgB8259Mto9YDvwnsFULMvkqjYllZiv4U+BLNTp+BKSHEFG5fPP8AHMG9J37277WKZeV6Mh1/i4nVcHNa9L7NVihTc8ovSCXzV05o1uPqRcpVmvPwRcooyjXR7GHzfzQXvyilnF3rqGJcWVKEECHcXr9N3EqoxVBxrCw18VmPP4t7tec2KWUUN/7ehdvjcjduD8dGs6yKZWXJad4D/BngP+N2SApux7vTOUcEmNtLt4pl5XoyHa+LiVU4P14Xs+/s/S8Z6yqZv3Iu2UGBoixlQohO3B42g7gd1Pzm3CKzHsu36rgU5SL+T6AP+JyU8tClCjepOFaWmtnnYjbuONqvgHt7npTyB8DHmtvX47ZEARXLyhLUHNL2Bdwhmf8euAk3IVkN/DawAvgbIcTvz95t1mMVy8r14o3E6nSsX7E4V8n8lVOa9ThwkXLTPXeWLlJGUd5SQogkbkccy4EB4N3zdOoxO2aDLEzFuHLVCSG24g5VNISb1C+WimNlqZkdY49KKY/PLSClfBS3d2SAB+fZT8WyslT8HbADd2i6R6SU+6WUZSnlcSnlHwCfaJb7L0KITc3HKpaV60m5OV9MrML58VqaZ/vF9r9krKtk/sqZfe9D10XKTW8bvYrHoiiL1uyc5jFgE+7Ylg9KKcfnKVpg5gdMxbhyrX0e957i/4rbf1J49jSrnK+5bvofo4pjZamZff5wdMFSM9t6m3MVy8qSIoTYALyjufi5+cpIKf8X7og5GvCe5moVy8r1ZPo3ezGxWuL8hPyS+wohAszcfnXJWFfJ/JVzhJkmExvnKyCE0IC1zcXFNglVlKumec/xv+KOzz2Gm8ifma9ss9fZw83FeWO8abrnTRXjytXU35z/HVCcZ5r2583lQ6DiWFmSTjJz/+Riml5KULGsLEmzO2g8dZFyJ5vzZaBiWbnuTMffYmL18PSoDXP27WiOZHKxfWeXX5BK5q8QKWUR2NVcfMcCxW7D7QQE4EdX/aAU5SKaNX/fA+7ArSV/UEo5cIndnmrO541xIYQfuLu5qGJcWapUHCtLRnPY2qebi+suUnT6YsDpWetULCtLiTPrcd9Fyk1Xxs6ueFWxrFwvpmP17mZczmc6jufG6vO4nfbCzC1Tcz3UnI8yU8m1IJXMX1lfa84/1OxMbK7faM53Sykv1pROUa4qIYQX+BZwP+7wFw/N6bl+IV9vztcJId4zz/Zfxq2wqgLfvhLHqijzkVIuk1KKhaZZRT/aXLds1joVx8pS87+a83cLIVbN3SiEeDewprn4r7M2qVhWlpK9sx7/8nwFmsOJtjUXX561ScWycr34FlDHbQr/S3M3NmN8LW4rqq/P3ialzDPzG/7rzVbbs/cNAZ9sLn5tzlX9ealk/sr6C9wa8wjw/ea9QwghIkKIPwI+0Cz32Wt0fIqCEELHrXh6J26t+MNSytcWs6+Ucg/wj83Frwgh3jX9nEKIXwD+sLntc1LKiSt75IpyZag4Vpagb+COImIA3xZC3Aru7XlCiHcCf90s9wrw6PROKpaVpURKeQq3M12Azwghfl8I0QbQ7LvkEeArze2DwHdn7atiWXnLCSFapicgMWtTfPa22Um3lHIMt98egD8SQny4eW5NM27/v+a2r0sp98/zsr+Le3V+B26stzT37cOtKOjDvdD2h/Pse+F7WETCr1wGIcRNuE0qpu+DKOAOyaHh1tB8ttmbp6JcE0KIe4Bnmos1IH+R4kNSylvn7B8FngS2NVdVcDsi8zWXv487tJKFolwjQojpf24flVJ+ZZ7tKo6VJUUI0YP727yiuaqIG5PTnTceBd4hpRyas5+KZWXJaLZM/RHn3z9fxL3QNW0c90LCnjn7qlhW3lKzzhUuZbmUcnDWfh7c4Zzf1VxVxx1adPr3+lXg7c3bsOd73Y8Af4VbgStx88XpW7HLwPuklE8u5sDUlfkrTEq5D7dX8C/gdvDhw70f+VHcf8IqkVeutdnfez/QfpGpde7OUsoC7n32vwXsw/0RqgM7cYeceZ/6R6ssdSqOlaVGSnkWd0zu3wNex01iJLAHd9SG7XMT+eZ+KpaVJUNK+f+3d+/BVpV1GMe/T5ZyEw8KgZVpZWSRRRmZlRNWlJlKgN1sIJ3CKacCrSY1TdIM7aJ2mUpzkJzGSS2KbpPZFESpFFOZpaGZOOUFNW4CclF+/fG+i7Pa7rXPPrDP2Xvr85nZs866vO9612UGfuu93U8KxucCvwXWkAKcDcCfgPOBQ2sD+ZzW77J1hYjYDhxHahJ/M+k9DVJXk08Br68K5HP67wBHkFqjrCZNa/5vYAEwsdlAHlwzb2ZmZmZmZtZ1XDNvZmZmZmZm1mUczJuZmZmZmZl1GQfzZmZmZmZmZl3GwbyZmZmZmZlZl3Ewb2ZmZmZmZtZlHMybmZmZmZmZdRkH82ZmZmZmZmZdxsG8mZmZmZmZWZdxMG9mZjaAJM2TFJIWtrss7SBpkqSfSHpY0o58L+a1u1zdQtJC3zMzM6vHwbyZmbVVKVgJSSskqcGx330qB8bdRtILgSXAscAo4GFgNbCxyfTFe3FSnX3z8q+ndSUePJJ6imtod1nMzKw7Pb3dBTAzMys5DJgGLGp3QawlTgGGAcuA4yNiXQvzPjcvFwKtzHew9NB7DfMaHHc/sJL0IcTMzGwn18ybmVmnOU+S/316cpiQl9e2OJB/yoiIMyPikIj4ervLYmZmncX/WTIzs04lpxSQAAAK30lEQVSxFNhMCgBPbHNZrDWG5mVTzerNzMyseQ7mzcysUzwAFLWP8yT1qytYqX/1QRX7DyqOqbNvSdE3W9JISV+QdJekRyX9S9J5koaUjn+TpOvzoG6bJP1W0pFNlPFpkk6TdEtO919JP5b06ibSzZR0g6SHJG2TdJ+kayQdXpFm58B7Of1HJP1B0rq8fWJf5a05/wckLZW0RtIWSXdLulzSwXWOX5Xv8+S86crS81nV7HkryrKw5hneXcq77ngKksZImi/pVkkb873/m6QLJO1bcZ5VOb/Jkp4t6Rv5Xdgq6S+l4/aX9GFJP5N0p6TNkjZI+rOkz9br0y9pCXB3aT1qfvNqr7eqb72kvSSdLmm5pPX5nV0p6WJJ4yrSnJTzXJLXj5P0m/xubJR0s6T31ktrZmadw33mzcysk1wEfAh4AXAy8O1BPv8oYDlwCLAJ2AN4HnAOMBE4XtKppI8OQapxHgYcCfxK0hsj4vcVeQu4DpgOPJbz3xc4DjhG0vsi4ponJJL2Jo0h8Oa8KYBHgP2BdwEnSJrToBm2cvqpwOM5bdMkDQN+CLwlb9pOakFxEDAbmCnpPRGxuJTsIWBIvr5nABuAR0v7dsd60iB6Y/P6w6TrKu8vl//1wOJcFoBt+fgJ+TdT0pSIWFlxvvGk5zaadN3ba/Z/DZhRWl8HjCS9LxOB90maHBH/KR2zJpd7dF5fXZNnswMEjgGuB16RN23N1zc+/06SdExE3Nwgj3OA84AdpHdjOHA4cLWksRFxaTNlMTOzweeaeTMz6xgRsQa4JK+eI2mvQS7CuaTg98iIGAGMIAWsjwHH5cDnUuBCYL+I2IcU1N4E7Fkqez1T8+90YGRE9AAHAzeQPhpcKekFddJdRQrk/wq8HRiezzsKOCuX7SuSXldx3unA0cCp+byjSIHwv/q8G8nFpEB+K+lDy9657C8ijVQ/hBT4jS8SRMSkiBgH3Jg3zYmIcfk3qcnz1hURc3LehUmlvMdFxJxih6QDgZ+QAvkrSB9phpIC1pcCvwAOABZJ2qPilF8mDUL3uogYnt+LE0r77wTOJn0YGJrv7xBSq4Q/kj5MXVZzDdOBSaX1cTW/LzV5O64iBfJrSR92hkfEyJz3raR35EeSRlekfznpnT+H9D73AOOA7+f986taLpiZWfs5mDczs05zManm8gBS8DiYhgPHRsTvACJiW0RcQQqaINVgfjcizioGdIuIe4D3kmrMJ0l6bkXe+wDnRsQlEfFoTnsXcDxptPKhwJnlBJLeDLwDWAUcFRE/L6VdFxHzSYHY02rTlowAPhYR34yIzTntgxGxoa+bkYPh2Xl1TkRcFhFbcx53kD4u3EVqnXB2X/m1wQWkUeO/GhGzI2JlROyI5O+kjyu3AC8hzaJQz2PAlIgoPkwQEf8s/X1mRFwQEbdFxJa8bXtELCV9RHmI1PLiea28sNyt4+i8emJEXBcRj+fzrwCmkIL8scDHKrLpIb2Tnyu9z6uBmfS2rji2leU2M7PWcTBvZmYdJQeZX8irZ0kaPoinv64cqJX8qvT3/NqdOaAv0r20Iu/NpFr92rRbSLW/ADMkqbT7/Xm5MLdaqOfqvDyqonb5v8CCirR9mU76v8IDpJrt/5M/DhTPanqD2u1BJ2ko8M68enG9YyJiG7210FMqsroqB7j9lp9Z8RHgiF3Jo4GidcCKiPhFnXOvBr6VV99VkccWqt/J6/Nq1ftsZmZt5mDezMw60ddI/YifSXWt4kC4tWL7g3m5hd6gvVYR8I2q2L8iIjZV7Fualz2kPvqF1+blaZIeqPcDVuRjhgH7VZz3sYrz9uWVebmsqPWt49d5OZzU9L5TvIrU9QFgeYP798l8zAEV+dzU14kkvVrSAkn/yAPI7RzMjlT7D/Cs3bqaJyqezW8aHFM8m/EVH8Vua/BO3puXVe+zmZm1mQfAMzOzjhMRmyV9HvgK8ElJ34iI9X2la4H7K7YXgezqiHjCaPg1xzyjYv+9Fdtr942htz/7/nm5T/71ZVidbbsz4NyYvGxU9vLAbmMqjxp8+5f+Hlt5VK969w76uH+SPkFqnVC0qHic1Lx9W17fh9RcvdUtTPrzbEQabK82cG80GOKWvKx6n83MrM1cM29mZp3qMuDfpJrBj7e5LANNFduLf6enRoSa+K2qk0dVjXp/NBqIsOrjRrsV925tk/duckU+lfdP0gTSDAwizXAwAdgrIvYtBrOjtxl/1TPeXYM9SKSZmXUIB/NmZtaR8kBr5+fVuQ1G5C4UQdeQiv3N1GwPpEbNrMu1yOWa4KLp/ktaX5ymFGU5sMEx5ebpuzvtXCvt7PZQNd96C8wg/V/q+oj4aB4Erzb4b6ZVwK5o5tk8Jy+DNBWemZk9iTiYNzOzTnYlabT0vYEz+jh2XV4+p2L/bk2J1gKT8pzt9bwhL9cBd5e2F/21Z9Aef8rLwxuU/Y15uYk0Kv9gKVoEVNV4ryCNRA9pIL+BULxrf663M/dTf01F2h2l43al1r54Nm9okL54Nnc06BtvZmZdysG8mZl1rDxw27y8eiqNa7eLweum1u7I89XPbWnh+m8YMKd2Yy7b6Xn1+zV98hfm5askzWqUuaSBGKhsESno3A84pc45h9E7gNyiBoPkDYRiar2eejsj4hHgB3n1bEmVNeSSni5pxC6UoRjH4dCK/Z8mfYiqpzw1YN1r6EPRfH8C9d/5sfRO7XjtLuRvZmYdzsG8mZl1uquB20jzsB/V4LgiYJkt6eQcJBf9mn9O60cT76/1wPmS5uRp05D0fGAx8GLSgGMXlhPkKccW5dUFkj4raWeTfEmjJE2VtJiK6dd2R55y7/K8eqGkU0r3dTzwM+Bg0rR7n2v1+fvw97yc1WBKvDOANaRuDDdKmlaUH0DSwZLmAreTRr/vrxvy8u2SzipaL0gaI+mLwJmkqQGfIM/rfl9ePbm/J46IZUAxJd0CSScU90HSYcAvSeNNrCYNJGlmZk8yDubNzKyjRcQO4DNNHHoFsJw0INgCYKOk9cDfgInsQsDUYouBH5Pm9V4vaS2pC8FbSf39T46Iu+qkmwX8CNiDdB/uk7QuX9uavO/4ASz3x0lB616kQQkfyWVfCUwGtgInRsQdA1iGeop57+eSnvU9klZJ+lJxQB4Q8GhS0Px80oeRjZIelrQFuBO4hPRBot8D+UXEL+n92HJBznsNKYD+BOk9/GkT1/DlPKXdqvxrthXJLOAvpKD9unz+DaQuBi8jjao/LSLqflAwM7Pu5mDezMy6wSJ6+wjXFRHbgSnAF4FVpObhm0hN1Q8DbhnQEvYtgHeSmtTfTpoDfS0p2HttRHyvbqKITRExDTiWdB/uJbVS2JM05/3VwAmkbgitL3TEZuBtwAeBZaRa+GHAPaRg9NCIWDwQ5+6jXFcCs4E/kPrGH0AaDG50zXF/BA4BPgXcSJqOrQd4lBT0XgRMioilu1iUd5NaANwObCf14f898P6I+EAfac/L5fprTndg/jXV7D4iHgKOIH1wWZHPvyfpI8WlwISIuKk6BzMz62aqni7XzMzMzMzMzDqRa+bNzMzMzMzMuoyDeTMzMzMzM7Mu42DezMzMzMzMrMs4mDczMzMzMzPrMg7mzczMzMzMzLqMg3kzMzMzMzOzLuNg3szMzMzMzKzLOJg3MzMzMzMz6zIO5s3MzMzMzMy6jIN5MzMzMzMzsy7jYN7MzMzMzMysy/wP3ONNKbV5HqMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deviations = np.arange(0, 100, 20)\n", "fig = plt.figure(figsize=(16,10))\n", "plt.xlabel('Number of Iteration')\n", "plt.ylabel('Loss function')\n", "plt.xlim(0, 100)\n", "batch_size = 100\n", "\n", "for deviation in deviations:\n", " X_tensor_train_noise = torch.FloatTensor(X_train + np.random.normal(np.max(X_train[0]) / 5, deviation, X_train[0].shape))\n", " train_loader = DataLoader(\n", " dataset = list(zip(X_tensor_train_noise, y_tensor_train)),\n", " batch_size=batch_size,\n", " shuffle=True\n", " )\n", " net = Net(input_size, hidden_size, num_classes)\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = torch.optim.Adam(net.parameters(), lr=learning_rate)\n", "\n", " history = np.array([])\n", " for i, (images, labels) in enumerate(train_loader): # Загрузка партии изображений с индексом, данными, классом\n", " images = Variable(images.view(-1, 28 * 28)) # Конвертация тензора в переменную: изменяем изображение с вектора, размером 784 на матрицу 28 x 28\n", " labels = Variable(labels)\n", "\n", " optimizer.zero_grad() # Инициализация скрытых масс до нулей\n", " outputs = net(images) # Передний пропуск: определение выходного класса, данного изображения\n", " loss = criterion(outputs, labels) # Определение потерь: разница между выходным классом и предварительно заданной меткой\n", " loss.backward() # Обратный проход: определение параметра weight\n", " optimizer.step() # Оптимизатор: обновление параметров веса в скрытых узлах\n", " history = np.append(history, loss.data.numpy())\n", " # Plotting\n", " plt.plot(history, label = 'deviation = %s' % deviation)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Вывод\n", "Величина дисперсии шума практически не влияет на скорость обучения." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Благодарности\n", "Большую благодарность за мотивацию к раннему выполнению данного задания, а также за содействие в решении и обсуждении различного рода проблем, хочется выразить Каныгину Юре, Макрополо Юре и Грибовой Ольге.\n", "Также выражаю свою благодарность сайту https://python-scripts.com/build-neural-network, откуда была позаимствована основная идея создания данной нейроной сети." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }