{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "from torchvision import models, transforms\n", "from torch.utils.data import DataLoader\n", "from torchvision.datasets import ImageFolder" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "device(type='cuda')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "device" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\Magister Program\\Master Computer Science\\Semester 2\\Deep Learning\\Session 2\\Session 2\\neural_network\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "d:\\Magister Program\\Master Computer Science\\Semester 2\\Deep Learning\\Session 2\\Session 2\\neural_network\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] } ], "source": [ "vgg16 = models.vgg16(pretrained=True)\n", "\n", "# Freeze the convolutional base to prevent updating weights during training\n", "for param in vgg16.features.parameters():\n", " param.requires_grad = False" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "num_features = vgg16.classifier[6].in_features\n", "num_classes = 3 \n", "vgg16.classifier[6] = torch.nn.Linear(num_features, num_classes)\n", "vgg16 = vgg16.to(device)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "transform = transforms.Compose([\n", " transforms.Resize((224, 224)), \n", " # transforms.RandomHorizontalFlip(),\n", " transforms.ToTensor(), \n", " transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225)) \n", "])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Create an ImageFolder dataset\n", "# Create ImageFolder datasets\n", "train_dataset = ImageFolder(root='vegetable_images/train', transform=transform)\n", "val_dataset = ImageFolder(root='vegetable_images/validation', transform=transform)\n", "test_dataset = ImageFolder(root='vegetable_images/test', transform=transform)\n", "\n", "# Create a data loader\n", "batch_size = 32 \n", "train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)\n", "val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=False)\n", "test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def calculate_accuracy(outputs, labels):\n", " _, predicted = torch.max(outputs.data, 1)\n", " correct = (predicted == labels).sum().item()\n", " return correct / labels.size(0)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1, Train Loss: 0.03, Train Acc: 0.99, Val Loss: 0.00, Val Acc: 1.00\n", "Epoch 2, Train Loss: 0.00, Train Acc: 1.00, Val Loss: 0.00, Val Acc: 1.00\n", "Epoch 3, Train Loss: 0.00, Train Acc: 1.00, Val Loss: 0.00, Val Acc: 1.00\n", "Epoch 4, Train Loss: 0.00, Train Acc: 1.00, Val Loss: 0.00, Val Acc: 1.00\n", "Epoch 5, Train Loss: 0.00, Train Acc: 1.00, Val Loss: 0.00, Val Acc: 1.00\n" ] } ], "source": [ "loss_fn = nn.CrossEntropyLoss()\n", "optimizer = torch.optim.Adam(vgg16.classifier.parameters(), lr=0.0001)\n", "\n", "train_losses, val_losses, train_accs, val_accs = [], [], [], []\n", "\n", "for epoch in range(5): # loop over the dataset multiple times\n", " vgg16.train()\n", " running_loss, running_acc = 0.0, 0.0\n", " for inputs, labels in train_loader:\n", " inputs, labels = inputs.to(device), labels.to(device)\n", " optimizer.zero_grad()\n", " outputs = vgg16(inputs)\n", " loss = loss_fn(outputs, labels)\n", " loss.backward()\n", " optimizer.step()\n", " running_loss += loss.item()\n", " running_acc += calculate_accuracy(outputs, labels)\n", " train_losses.append(running_loss / len(train_loader))\n", " train_accs.append(running_acc / len(train_loader))\n", "\n", " vgg16.eval()\n", " val_loss, val_acc = 0.0, 0.0\n", " all_preds = []\n", " all_labels = []\n", " with torch.no_grad():\n", " for inputs, labels in val_loader:\n", " inputs, labels = inputs.to(device), labels.to(device)\n", " outputs = vgg16(inputs)\n", " loss = loss_fn(outputs, labels)\n", " val_loss += loss.item()\n", " val_acc += calculate_accuracy(outputs, labels)\n", "\n", " _, preds = torch.max(outputs, 1) \n", " all_preds.extend(preds.cpu().numpy()) \n", " all_labels.extend(labels.cpu().numpy()) \n", " val_losses.append(val_loss / len(val_loader))\n", " val_accs.append(val_acc / len(val_loader))\n", " \n", "\n", " print(f'Epoch {epoch + 1}, Train Loss: {train_losses[-1]:.2f}, Train Acc: {train_accs[-1]:.2f}, Val Loss: {val_losses[-1]:.2f}, Val Acc: {val_accs[-1]:.2f}')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "# Plot training dan validation loss\n", "plt.figure(figsize=(10, 5))\n", "plt.plot(train_losses, label = 'training_loss')\n", "plt.plot(val_losses, label='Validation Loss')\n", "plt.title('Training and Validation Loss per Epoch')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "plt.show()\n", "\n", "\n", "# Plot training dan validation loss\n", "plt.figure(figsize=(10, 5))\n", "plt.plot(train_accs, label = 'training_accuracy')\n", "plt.plot(val_accs, label='Validation accuracy')\n", "plt.title('Training and Validation accuracy per Epoch')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation F1 Score: 1.00\n" ] } ], "source": [ "from sklearn.metrics import f1_score, confusion_matrix\n", "import numpy as np\n", "def calculate_metrics(y_true, y_pred):\n", " f1 = f1_score(y_true, y_pred, average='weighted')\n", " cm = confusion_matrix(y_true, y_pred)\n", " return f1, cm\n", "\n", "f1, cm = calculate_metrics(all_labels, all_preds)\n", "print(f'Validation F1 Score: {f1:.2f}')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import ConfusionMatrixDisplay\n", "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n", " )\n", "disp.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 200\n", " 1 1.00 1.00 1.00 200\n", " 2 1.00 1.00 1.00 200\n", "\n", " accuracy 1.00 600\n", " macro avg 1.00 1.00 1.00 600\n", "weighted avg 1.00 1.00 1.00 600\n", "\n" ] } ], "source": [ "from sklearn.metrics import classification_report\n", "report = classification_report(all_labels, all_preds, target_names=[\"0\", \"1\", \"2\"])\n", "print(report)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "torch.save(vgg16.state_dict(), 'vgg16_transfer_learning.pth') #save the model has been trained" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicted label: broccoli, confidence: 100.00%\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGMCAYAAADwaFngAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9d5gkV33v/alcnXvyzOakDEIBSQRFgkQwwQGMsU2wQdgmWOYav8a+GLAxGBNMNL7c6wuY4GuDwdgmmpyDslarVdgwuzs5de7K5/3jVPX29PSEXa3YldTf55mprqpTp05VnTr1Pb+oCCEEPfTQQw899NBDD2cQ1NPdgB566KGHHnrooYdO9AhKDz300EMPPfRwxqFHUHrooYceeuihhzMOPYLSQw899NBDDz2ccegRlB566KGHHnro4YxDj6D00EMPPfTQQw9nHHoEpYceeuihhx56OOPQIyg99NBDDz300MMZhx5B6aGHHnrooYcezjj0CEoPq2LHjh287GUva61/5zvfQVEUvvOd75y2NnWis42rQVEU3vKWt5xw/R//+MdRFIWbb775xBu3Ct7ylregKMpJH68oCq95zWtOWXvOJCT3+/Dhw61t1157Lddee+1pa9PJ4l3vehe7du1C0zQuuugiYOP9tdt96KGHRxt6BOUMRTJAJX+2bXP22Wfzmte8hpmZmdPdvBPCl7/85ZMiBz308HDF17/+df7kT/6EJz/5yXzsYx/j7W9/++lu0hmFe++9lz/6oz/iSU96ErZtr0vG/uM//oNLLrkE27bZtm0bb37zmwmCYEW5UqnEjTfeyNDQEJlMhuuuu45bb711w+265557eMYznkE2m6W/v5/f/u3fZm5ubkW5KIr427/9W3bu3Ilt21x44YX88z//84py//7v/865555LoVDgOc95DpOTkyvKPPe5z+XGG2/ccBsfTdBPdwN6WBt/+Zd/yc6dO3Echx/84Ad85CMf4ctf/jJ79+4lnU7/Qtty9dVX02w2MU3zhI778pe/zIc//OEeSenhpPD1r3/9dDfhhPGtb30LVVX5x3/8x2Xvy7333ouq9uaFP/7xj/nABz7A+eefz3nnncftt9++atmvfOUrPP/5z+faa6/lgx/8IHfddRdve9vbmJ2d5SMf+UirXBRFPPvZz+aOO+7gDW94A4ODg/z93/891157LbfccgtnnXXWmm06duwYV199NYVCgbe//e3UajXe/e53c9ddd/Gzn/1s2XP88z//c/7mb/6GV77ylVx22WV88Ytf5MUvfjGKovCiF70IgIMHD/Lrv/7r/Pqv/zpPfOITed/73sfLX/5yvva1r7Xq+drXvsb3vvc97r///pO8k49s9AjKGY5nPvOZPP7xjwfgFa94BQMDA7z3ve/li1/8Ir/xG7/R9Zh6vU4mkznlbVFVFdu2T3m9Pfzi8FD1jYcSJ0qIzwTMzs6SSqVWtN2yrNPUojMLz33ucymVSuRyOd797nevSVD++I//mAsvvJCvf/3r6Lr8ZOXzed7+9rfzh3/4h5x77rkAfO5zn+NHP/oRn/3sZ/m1X/s1AF74whdy9tln8+Y3v5nPfOYza7bp7W9/O/V6nVtuuYVt27YBcPnll/P0pz+dj3/84y0px8TEBO95z3t49atfzYc+9CFAjs3XXHMNb3jDG3jBC16Apml8/etfZ8uWLXziE59AURTOO+88nvKUp+A4DrZtEwQBf/RHf8Rf/MVfMDQ09KDu5yMVPSr/MMNTnvIUAA4dOgTAy172MrLZLAcOHOBZz3oWuVyO3/zN3wTkjOJ973sfF1xwAbZtMzIywqte9SqWlpaW1SmE4G1vextbtmwhnU5z3XXXcffdd68492o2KD/96U951rOeRV9fH5lMhgsvvJD3v//9rfZ9+MMfBlimskpwqtu4UYyPj/MHf/AHnHPOOaRSKQYGBnjBC16wqpi50Wjwqle9ioGBAfL5PC95yUtWtBHkbO+qq64ik8mQy+V49rOfvaF2zs/Ps3//fhqNxoav4dOf/jTnnHMOtm1z6aWX8r3vfW/Z/sTWZd++fbz4xS+mr6+PK6+8EoAgCPirv/ordu/ejWVZ7Nixgz/7sz/Ddd2u13TNNdeQy+XI5/NcdtllKwb7tfpAgm9961ute1MsFnne857HPffcs+51PlgblP379/PCF76QoaEhUqkU55xzDn/+53++rMxtt93GM5/5TPL5PNlslqc+9an85Cc/WVYmUbv+8Ic/5PWvf31LjfDLv/zLy9QAiqLwsY99jHq93urvH//4x4HuNih33303T3nKU0ilUmzZsoW3ve1tRFHU9Vo20r+SMWFiYoLnP//5ZLNZhoaG+OM//mPCMFxWNooi3v/+9/PYxz4W27YZGhriGc94xgqbq0996lNceumlpFIp+vv7edGLXsTRo0eXlWk0Guzfv5/5+fnuD6IN/f395HK5dcvt27ePffv2ceONN7bICcAf/MEfIITgc5/7XGvb5z73OUZGRviVX/mV1rahoSFe+MIX8sUvfrFr327Hv/3bv/FLv/RLLXIC8LSnPY2zzz6bf/3Xf21t++IXv4jv+/zBH/xBa5uiKPz+7/8+x44d48c//jEAzWaTYrHYGu/6+/sRQtBsNgH40Ic+RBiGvPa1r133Pjxa0SMoDzMcOHAAgIGBgda2IAi44YYbGB4e5t3vfje/+qu/CsCrXvUq3vCGN/DkJz+Z97///bz85S/n05/+NDfccAO+77eO/4u/+Ave9KY38bjHPa5l2Hf99ddTr9fXbc9///d/c/XVV7Nv3z7+8A//kPe85z1cd911/Nd//VerDU9/+tMB+OQnP9n6S/CLaGM3/PznP+dHP/oRL3rRi/jABz7A7/3e7/HNb36Ta6+9titJeM1rXsM999zDW97yFl7ykpfw6U9/muc///kIIVplPvnJT/LsZz+bbDbLO9/5Tt70pjexb98+rrzyynWNHT/0oQ9x3nnn8bOf/WxD7f/ud7/LTTfdxG/91m/xl3/5lywsLPCMZzyDvXv3rij7ghe8gEajwdvf/nZe+cpXAnLG9xd/8Rdccskl/N3f/R3XXHMN73jHO1ri6QQf//jHefazn83i4iJvfOMb+Zu/+RsuuugivvrVr7bKrNcHAL7xjW9www03MDs7y1ve8hZe//rX86Mf/YgnP/nJD6kh6J133skVV1zBt771LV75ylfy/ve/n+c///n853/+Z6vM3XffzVVXXcUdd9zBn/zJn/CmN72JQ4cOce211/LTn/50RZ2vfe1rueOOO3jzm9/M7//+7/Of//mfy4yWP/nJT3LVVVdhWVarv1999dVd2zc9Pc11113H7bffzp/+6Z9y00038U//9E8ryF1S70b7VxiG3HDDDQwMDPDud7+ba665hve85z189KMfXVbud3/3d7npppvYunUr73znO/nTP/1TbNteRs7++q//mpe85CWcddZZvPe97+Wmm27im9/8JldffTWlUqlV7mc/+xnnnXdeS6pwKnDbbbcBtKTICTZt2sSWLVta+5Oyl1xyyQoV2uWXX06j0eC+++5b9TwTExPMzs6uOE9yfOd5MpkM55133opy7W2+7LLLuO222/jnf/5nDh06xF//9V+zZ88e+vr6mJub461vfSvvfe97MQxjI7fi0QnRwxmJj33sYwIQ3/jGN8Tc3Jw4evSo+H//7/+JgYEBkUqlxLFjx4QQQrz0pS8VgPjTP/3TZcd///vfF4D49Kc/vWz7V7/61WXbZ2dnhWma4tnPfraIoqhV7s/+7M8EIF760pe2tn37298WgPj2t78thBAiCAKxc+dOsX37drG0tLTsPO11vfrVrxbdutpD0cbVAIg3v/nNrfVGo7GizI9//GMBiH/6p39qbUuew6WXXio8z2tt/9u//VsBiC9+8YtCCCGq1aooFovila985bI6p6enRaFQWLb9zW9+84r7kWxL7u161wKIm2++ubVtfHxc2LYtfvmXf3lFnb/xG7+x7Pjbb79dAOIVr3jFsu1//Md/LADxrW99SwghRKlUErlcTlxxxRWi2WwuK5s8h432gYsuukgMDw+LhYWF1rY77rhDqKoqXvKSl7S2Jff70KFDrW3XXHONuOaaa9a9L91w9dVXi1wuJ8bHx1dt2/Of/3xhmqY4cOBAa9vk5KTI5XLi6quvXtG2pz3tacuO/6M/+iOhaZoolUqtbS996UtFJpNZ0Z7t27cv66833XSTAMRPf/rT1rbZ2VlRKBSW3YcT6V/JmPCXf/mXy8pefPHF4tJLL22tf+tb3xKAeN3rXreincn1HT58WGiaJv76r/962f677rpL6Lq+bHsyPrS/ZxvBu971rhXPvHPfkSNHVuy77LLLxBOe8ITWeiaTEb/zO7+zotyXvvQlAYivfvWrq7bh5z//+Yp3P8Eb3vAGAQjHcYQQQjz72c8Wu3btWlGuXq+vGItf97rXtd7X/v7+1rv1yle+UjzjGc9YtT09SPQkKGc4nva0pzE0NMTWrVt50YteRDab5Qtf+AKbN29eVu73f//3l61/9rOfpVAo8PSnP535+fnW36WXXko2m+Xb3/42IGe2nufx2te+dpnq5aabblq3bbfddhuHDh3ipptuolgsLtu3ETfaX0QbV0MqlWr99n2fhYUF9uzZQ7FY7Gr1f+ONNy6b6fz+7/8+uq7z5S9/GZBShFKpxG/8xm8suxZN07jiiita17Ia3vKWtyCE2LAq44lPfCKXXnppa33btm0873nP42tf+9oKMf7v/d7vLVtP2vz6179+2fb/8T/+BwBf+tKXWtdUrVZbs+p2JM9hI31gamqK22+/nZe97GX09/e39l944YU8/elPb7XnVGNubo7vfe97/M7v/M4ysX1728Iw5Otf/zrPf/7z2bVrV2v/2NgYL37xi/nBD35ApVJZduyNN964rB9eddVVhGHI+Pj4Cbfxy1/+Mk94whNas2+QaolETZvgZPpX53O/6qqrOHjwYGv93/7t31AUhTe/+c0rjk2u7/Of/zxRFPHCF75w2XlHR0c566yzlp332muvRQhxSo3hE3VIN9sd27Zb+5Oyq5Vrr+tkztNe5kTO8/73v5/x8XF++tOfMj4+3pKW/dM//RN/93d/R7lc5rd+67fYvHkz11577YZUno8m9Ixkz3B8+MMf5uyzz0bXdUZGRjjnnHNWiDB1XWfLli3Ltt1///2Uy2WGh4e71js7OwvQGlQ7LdyHhobo6+tbs22Juukxj3nMxi/oF9zG1dBsNnnHO97Bxz72MSYmJpapasrl8orynefOZrOMjY21ROuJFX5iI9SJfD5/Uu1cDd08Es4++2wajQZzc3OMjo62tu/cuXNZufHxcVRVZc+ePcu2j46OUiwWW/d7I893I2WS+s4555wV+8477zy+9rWvPSTGu8nHeK22zc3N0Wg0Vm1bFEUcPXqUCy64oLW9k+wkfbCbTdJ6GB8f54orrlixvbM9J9q/EnuSzna2t/HAgQNs2rRpGWnsxP33348QYlUPmIdaPZFMJLrZjziOs2yikUqlVi3XXtfJnKe9zImeZ9u2bcv6zOte9zp+7/d+j3PPPZff+q3f4ujRo3zxi1/kE5/4BM95znPYv3//MnubRzN6d+EMx+WXX95VL9oOy7JWkJYoihgeHubTn/5012POBKvx09nG1772tXzsYx/jpptu4olPfCKFQqHlIriageJaSI755Cc/uYwcJDidA85qA/ODCRb3aIamaV23t5PcU40T7V+rtfFkzqsoCl/5yle61pnNZk/JeVbD2NgYIKVwW7duXbZvampqmeRpbGyMqampFXUk2zZt2rSh83Q7vr+/vyU1GRsb49vf/jZCiGXv0EbO8y//8i/cc889/Md//AdhGPKv//qvfP3rX+fxj388F1xwAf/7f/9vfvKTn7SM2R/t6BGURyh2797NN77xDZ785CevOXPYvn07IGdK7SLuubm5dWeEu3fvBmDv3r087WlPW7Xcah/CX0QbV8PnPvc5XvrSl/Ke97yntc1xnGVGf+24//77ue6661rrtVqNqakpnvWsZ7WuBWB4eHjNe3Gq0C1uwn333Uc6nV6X2G3fvp0oirj//vuXGfrNzMxQKpVa97v9+XZKWxJspA8k9d17770r9u3fv5/BwcGHxPU56SvdDIcTDA0NkU6nV22bqqorPoynEtu3b+/6LDvb81D0r927d/O1r32NxcXFVaUou3fvRgjBzp07Ofvss0/JeU8ESQTem2++eRkZmZyc5NixY8sCnF100UV8//vfJ4qiZRO2n/70p6TT6TXbv3nzZoaGhrpGjP7Zz37Wakdynv/zf/4P99xzD+eff/6y87S3uRONRoM3vOEN/NVf/RXFYpGZmRl8328RmlQqRV9fHxMTE6vfkEcZejYoj1C88IUvJAxD/uqv/mrFviAIWh/ipz3taRiGwQc/+MFlM8D3ve99657jkksuYefOnbzvfe9b8WFvryv5+HSW+UW0cTVomrZixvvBD35whf1Ggo9+9KPLvIo+8pGPEAQBz3zmMwG44YYbWrEZ2ssl6BaNsh0n6mb84x//eJmtTCImvv7669edPSekqvP+vfe97wXg2c9+NgDXX389uVyOd7zjHS3xdYLk3m2kD4yNjXHRRRfxiU98YlmZvXv38vWvf73VnlONoaEhrr76av7v//2/HDlypGvbNE3j+uuv54tf/OIyT5iZmRk+85nPcOWVV55y9Vw7nvWsZ/GTn/xkmffW3NzcCqnig+1f3fCrv/qrCCF461vfumJfcn9+5Vd+BU3TeOtb37rifRFCsLCw0Fo/ETfjjeKCCy7g3HPP5aMf/eiyd/MjH/kIiqK04p0A/Nqv/RozMzN8/vOfb22bn5/ns5/9LM95znOW2Y0cOHCgpZ5M8Ku/+qv813/91zL36W9+85vcd999vOAFL2hte97znodhGPz93/99a5sQgn/4h39g8+bNPOlJT+p6Le985zvp6+tredINDAyg6zr79+9vtbVTPftoR0+C8gjFNddcw6te9Sre8Y53cPvtt3P99ddjGAb3338/n/3sZ3n/+9/Pr/3ar7XiI7zjHe/gl37pl3jWs57Fbbfdxle+8hUGBwfXPIeqqnzkIx/hOc95DhdddBEvf/nLGRsbY//+/dx9992tiImJMefrXvc6brjhBjRN40UvetEvpI2r4Zd+6Zf45Cc/SaFQ4Pzzz+fHP/4x3/jGN5a5b7fD8zye+tSn8sIXvpB7772Xv//7v+fKK6/kuc99LiBtAD7ykY/w27/921xyySW86EUvYmhoiCNHjvClL32JJz/5yWu6X37oQx/irW99K9/+9rc3ZCj7mMc8hhtuuIHXve51WJbVGiy7fWw68bjHPY6XvvSlfPSjH6VUKnHNNdfws5/9jE984hM8//nPb0mK8vk8f/d3f8crXvEKLrvsslYslTvuuINGo8EnPvGJDfeBd73rXTzzmc/kiU98Ir/7u79Ls9nkgx/8IIVC4aSMKq+99lq++93vrqtW+cAHPsCVV17JJZdcwo033sjOnTs5fPgwX/rSl1rBwd72trfx3//931x55ZX8wR/8Abqu87/+1//CdV3+9m//9oTbdiL4kz/5Ez75yU/yjGc8gz/8wz8kk8nw0Y9+lO3bt3PnnXe2yj3Y/tUN1113Hb/927/NBz7wAe6//36e8YxnEEUR3//+97nuuut4zWtew+7du3nb297GG9/4Rg4fPszzn/98crkchw4d4gtf+AI33ngjf/zHfwxIScN1113Hm9/85nWfablc5oMf/CAAP/zhDwH5DhSLRYrF4jK37Xe9610897nP5frrr+dFL3oRe/fu5UMf+hCveMUrlkkAf+3Xfo0nPOEJvPzlL2ffvn2tSLJhGK54L5761KcCLCOlf/Znf8ZnP/tZrrvuOv7wD/+QWq3Gu971Lh772Mfy8pe/vFVuy5Yt3HTTTbzrXe/C930uu+wy/v3f/53vf//7fPrTn+46QThy5Ajvete7+NKXvtTar+s6z3ve87jppps4cuQIX/jCF9i0aRNPfOIT13t0jx78Yp2GetgoEpfGn//852uWW82dMcFHP/pRcemll4pUKiVyuZx47GMfK/7kT/5ETE5OtsqEYSje+ta3irGxMZFKpcS1114r9u7du8IlstPNOMEPfvAD8fSnP13kcjmRyWTEhRdeKD74wQ+29gdBIF772teKoaEhoSjKChfbU9nG1UCH++PS0pJ4+ctfLgYHB0U2mxU33HCD2L9//4r6kufw3e9+V9x4442ir69PZLNZ8Zu/+ZvLXGbb79ENN9wgCoWCsG1b7N69W7zsZS9b5hJ8KtyMX/3qV4tPfepT4qyzzhKWZYmLL754xbFJnXNzcyvq8H1fvPWtbxU7d+4UhmGIrVu3ije+8Y0tV8p2/Md//Id40pOeJFKplMjn8+Lyyy8X//zP/7yszHp9QAghvvGNb4gnP/nJrXqe85zniH379i0rs1E340svvVSMjo6ue6+EEGLv3r3il3/5l0WxWBS2bYtzzjlHvOlNb1pW5tZbbxU33HCDyGazIp1Oi+uuu0786Ec/6tq2zney23uxUTdjIYS48847xTXXXCNs2xabN28Wf/VXfyX+8R//savr7Ub612rn7tbvgiAQ73rXu8S5554rTNMUQ0ND4pnPfKa45ZZblpX7t3/7N3HllVeKTCYjMpmMOPfcc8WrX/1qce+99664DxtxMz506FDL/bbzb/v27SvKf+ELXxAXXXSRsCxLbNmyRfzP//k/l7n9J1hcXBS/+7u/KwYGBkQ6nRbXXHNN1zF0+/btXc+zd+9ecf3114t0Oi2KxaL4zd/8TTE9Pb2iXBiG4u1vf7vYvn27ME1TXHDBBeJTn/rUqtf7ghe8QPzKr/zKiu0zMzPiOc95jsjlcuKSSy5Z9hx7EEIR4iG07Oqhhx56OMWoVqv09/fzvve9j1e/+tWnuzk99NDDQ4SeDUoPPfTwsML3vvc9Nm/e3NLl99BDD49M9CQoPfTQQw899NDDGYeeBKWHHnrooYceejjj0CMoPfTQQw899NDDGYfTSlA+/OEPs2PHDmzb5oorrthwJtceeuihhx566OGRjdNGUP7lX/6F17/+9bz5zW/m1ltv5XGPe1wrHXsPPfTQQw899PDoxmkzkr3iiiu47LLLWsGFoihi69atvPa1r+VP//RP1zw2iiImJyfJ5XK9fCI99NBDDz308DCBEIJqtcqmTZtW5JDrxGmJJOt5HrfccgtvfOMbW9tUVeVpT3saP/7xj1eUd113WfbIiYmJZTkQeuihhx566KGHhw+OHj3Kli1b1ixzWgjK/Pw8YRgyMjKybPvIyEgrL0E73vGOd3QN4f3t//4u2czxbJqKopAIVJTjP5Yds5bEpX1ft3KKoqDQfftq9Qkh5B9SUJUcL9t6/K+9nm7L5He7wCsMQ6IoIgxDwigkCsP4fKAb+rJjkr/2+lRVRUFB0zRZVlVRVRVVi1lt273sbKeiqGtee3IuIaK238vbkUCNz7tWPZ2/2+trR9d72vbcOu+pqqqtZVJfEASt+5m0D0VBVVQiEREGQde2dt6Lless649Jm5JrX60/nDjioJyKAMLj6/FZj0ON1xUQyvHf0DWj84p+qbbVpsT1CQUihTCMCMIQVZHP1nUbhFFIOp1CVSEIfHRDJ5WyW/V7rksYhlhWClVVQIHAD2k2XRRUFEVr3R/TlOHCPU+gKKBp8hknV9ne544vo/juyPshn3eS30W0LQUo7dffee8EUfyetfYKON4Vk3Ou/vxEXF5Ectl5vzvHB0VR0HV9Rdbitfpc+/t/Mhm6hRCE8Ziy3jk6kbxTIK8taUO3upL3X46vstt21rrWOLARbKTNJ4P1xqcV5ZMvwSrfp27tO2XtFcff+BM6bJ3r6nqdazyjarXKuY89h1wut+65Hxa5eN74xjfy+te/vrVeqVTYunUr2Ux2WbrvtT727WVWw4YIygY6VPv21T6i7fV1IyLdyrUjeeGjKCIIgtbvZBAwDGM5QVplYEgGPhQFJRko1PUJSvtHtRuS87UPSidCUDb6EmyEoKzVLxJylhCUhPAl9zRpX1Imud/dsF7faN/drX2rkZMTH6DaCUryYYo4PjS1LTuIyaoERYn3xB8R4snA8qbFRFBo8j75AaqmoWkazYYhCUrGRlHA9110XcdO2RA/R8s0iKJIkt+4Yl0XGIaJpuloqt7arqkqAgj8CEVV0LSEaLXoQQc5Ea1lvDc+b0jbJ6bj3rVvb79vUYtgtD45Qmmtt45qbVu+HZT4eIGIJNGJjlco72OrP6it34ZxegnKRsa+9vVHG0FZbduytsd/x1+3hx9B6bb9RJ7JiUzATgtBGRwcRNM0ZmZmlm2fmZnpmsnRsqxlmSi7YSMXeyo75sliLeJ0oi9RuxQAZCdJPrTd6umUoCz7IJ7k9TxcIYRYcW86Z93t+07NObuOR13b1dm+k4PCcTt4heMfSbWjTCdxWdGqtt3JRYiOY4/v0zQFJVIQqGiaiqoqaIYKYRRL5wSRiIhESBj6LWINIBRB06kTRfKcqqqh6yaqrmAYWosYhGH8zJSEcCjH25iQFCV+pgpty+PXI4j52bLHm1xTtw96cq3q8oOWSUraK1ztfraVSe6piNr2teP0xtE8kb54JoyvPZweJP3kVOO0ePGYpsmll17KN7/5zda2KIr45je/eVKZHFebHT9UrPlEcaLnXk/Ks9pfaxbSQT7WqrdVbhXp0C8anVKRblKSbttO1fm67V/tmBNpa/vsvVu9a7Wj83zr/7WrD2K1i1BBaPFfst4+n+r27MUaf8n+qO1PIESEH3iEYYAQEWEYEAQeqgq6oSFEgBABhqGhahCJEIhQVdB0FcPQSKVtUmmrtW7bJpqmEEUhiiLkcVFAFAWxiiZqtUWICEEY/xatNi1fdtz/lhApFgkpIIfGbn/KGvs693cSl05C9/DAWhLi1cqcCWPJmYJl96n175GHh+KZnzYVz+tf/3pe+tKX8vjHP57LL7+c973vfdTr9WVprdfDWh/hExEj/SKwFjlYr43dZjDd1C3dyndKCVYjMKd76DzVes4H244TIUadIvDVJFidZdcq163eE0N8jIBl85ATrqpT3p5ITtrXk4pFrBZI1EmKJAUiQtWSdWnzoemJKilo9UVNi5e6GktVQnRNxTR1adMSBKiagarKehIpiyQcyrJmdbdBEcvkEaJTOtFa7bxJnUQjLizE8vXk3ixT67SLdB4EzoxhDDhzJn5nAlaTULevL9vGcpJyeuVjG8NaY1j7+lplTxanjaD8+q//OnNzc/zFX/wF09PTXHTRRXz1q19dYTi7UTycXpSNEKvVjuss0824tJ2gdKoMOjvTMrJymqQop0adcXLnPdXlHux1PDhS0gml449Yz9RZros6QyHRh0DHZ12WV7tsT4zUO6UsgjCS0ovkskI/lMKKtmp83wEgnUqjaSrplIUQcrvnB/i+D6TRdQPdaLcHalc7xY1P2t+5XHE93S58A1hmSECsolHazsFx/VG30y0TRnXeR0HLAnnZzOHh8DnrIcFDpfY40/BQXudpNZJ9zWtew2te85oHXc+J6EdPd4fpnH0sswPpWHaqD1azU+lU87TPGjvJyVpSm9NJ8k61IdbJnH81G5S12gTdZ1HJ9rXKdqu3k1hupD3dkZCF5AvXxgTaq1PaZvnLdgq6GooqHcuOj6YQIJCuKYnNjaKAENLYUktsUCJJUFRlpSF3JEI0AaqqEEYRQRBKdU4UShWOiFBV2YfDUCA9bo7bsLQMfxUR84P4uXYsu9yMVX6vg4SsrHhMSVvWPHCVU672zNslVr8YnIyK59GIbtKDM+W7cyqxUalRZ9m1tq2Gh4UXz0Zxpqp3TharMdNu0pd2Q9nOj203kpIct1E10yMV60ksOgeZU2n7stpzOTVICILG8Y9ZpzpirY9gF8KSLJVklt9ep/wZRSHNZp3Evdw0DUxDJ4w8uW5ZCCFwPUeqc1AJgpAwDMnnchi6GRvJRgiUlldVyk5TKGSIIhD46JqBALQoOX+7Z1X78zp+L44L2NsJ2fJj2oTw66CzTCLJTOxhkjJr9RfRIlFd9yFYrp5L6j7z39VH63iyHpJX5pFDVx5aPKwJipydra0qOd0vyokyyPVYeLfrWsvepP33asd3nv9MeHk2YoPyYOtey+7jRMjIiahlOm1QupGTTnXcydugKMelCe2bj5/puBpimWpmDclJu11FIqVoP6sipSQyBkiEokJEKO1GgDAKQAhULYkCI5DcWhrB+oFLo1knCAL8IJCOy6qKpqoYhh7rhBQiEcbSmjBuh3K8eYjjV6GIlqnI8ecp2v633ZjkWkTH9hX3tROdUqh2stOtbLxcwV+6kabTL/Fdqx+uNv4+mrCe9GDZWNzaeyaMsieGNW1rTmCselRKUDZ6Y063qG01gnAiUoxuaiJgWbCx5G81ktLN/uTRhtXURw8VOUpUHuu16dRIVDqISesEyeYOtU9rZzKrTwK8RW0CmE4pQ/tsXh6r6yp9fYXWNsdt4HhN0qkUqqaytLSAokCxWCCKIlzPw7YNDF1nsbREo1FnYWGBZtOhVCpjmRbFYj/ZbI5sM0ehUMSyLJquixAytkbiinycTHWQE5Q29U7yr/P+RB3b1pZUrN4jknt6opKTzmMefe9jDz104hFBUE41azvd6GSla9mfrPYh68Zs1/royW/Ww+cePRR4sBKTbvrYM7PfJeSiU5WTqG+i+APaTc2zxvUoyfVLSQoIlkqLzMxOk81mUFSFe/fvA2D7jm34vk+tViWbyZLJpLl7390sLCxgWiZRGLG4WMK2UwwMDGIaJoZh8ZjHPIahoWFplyJkoDNNi9ANPW5e2zNsGQQrx/ct8/bpuJ6EuCir9YM2icaqtiWrkZONqNPOTPRsUDaGR6K9SYLVvj0PNR4RBOXhjBO1/1hN8tItSmMPPayPTpKyPK7J8e3t5VdTcyS7wtbWo0fGue2OWykW8wgi/vM//4MoinjCE66g2WwyMzPDyOgwg4MDfP7zn+fgwYM8/vGPx7JsFheWSKfTDA+P4Hk+nueTyaTIZmNblFiCYhgmFmaHRqSbCiVpYLvkqJs0aK33cb13dR3Jyarb19q3kfP2cDrQI2YPLR7WBEXpEiJ9LWPHNevagO3Kagar3WbUG7U9Wc0mIUESfG0j19FNxdN5TOesPjmfAIiiFuFJJojrGY9uVDWyVrtPlfHpiejDO8/Xfu9Wu4+Jwabnea3629Vr7fWcDPFsP6Z9/cHcH01LLli2PwilB4yqIu1AFBU/8CASoIZoqoKuawihIgR4nkMURdiWhapI6YOsJ0RTdTRVo1qrEQQBqbQlPW9CnzC2J5lbnGFqZpJydQkUsNM2QRhw+MghAEJC6s06Wlllx64dDAwN0N/Xj2GajG4aAyFzTiXmNA2nztzCLHv33k2tVicMI3K5HJs3b2bTpk1s3rwJ1/UIgxDdMFAVFU3XiYSIXZIVBHE/R0HXDUQkqNaqqKqGbWcIw4AwCFE1DVXRMAwDAN8P5TGaLsceRW1NDMJQqsSEOE6cRBwtV9O0OE1CF4lVGzFJoukqCmiazKWlqgpRJNuuxPY3Mi+RuqKvdY4TJ9NvTqUReCc6o1y3I0rGHkBrtynqgpMd4x8KbNSJoVW+9Sf7yEasjDZyjocaG/1+nupn8LAmKGslmTsRdCMnq5GJjYjx1yI5G/ngt5fpJChJ2bWuYbWBaT0ykXycFVVd5qCxXpvb61ut3tXafaqxHknpbEvnAJ/cg2TAbC+XEBQZj+N4P2n/UGykDau1uattUEe7TxTy9RAxQZEfUmlzpLby10gX4AhFRCiKjq5rrXM6bkgYBuia3XrXfCGDqKFpqKqC02ziuC6aHucrIsDzXepOjfmleWbmpjFNGWDNSlmoPhydOIptWxSLRZpOg0iEbN22FV3XqdVq6LrO1q3baTabTE9PESGIEDScBvOLc/zkZz9mbm6BwA8ZGOjnvPPPRdNh85YxPN/FdT1SSgpdj3P4RCI2rFUQUVt+Jd0iCiMaTgNdN7BTaSIR4gUuhmKCBqpuAgqR56EqCqpqoKkquqYRBBCGUUuioyhJnw8Jo4goCmKXaDXeJ59Hslz5fGWeH0kij3sGhWGIqoaSmCiJGq17DqfVDL1PtD+dyve127vRdaxAup53vjEb/SCfiVLkFRNCJEFJrveRJIM51eYWD2uC0sPq6JRuPBrQTZK1UaPT9SQ8Sb2KIpMrdiOqneXaybMsl7j+dm9P58ekm5Rq45Dtcd1Akqs4D45l6UQiiKUcUpUjCIlEgNtoYlkGqmbj+z6+73Pw4AGq1SqGoeE4DuOHj6BqGpZlEYWCKBI0m460CSGU9htqRLVWYWZ2inq9RqPRoOnI6yuXlwgCnyDwaTY16vUqmWyGTDrN3NwMIpaY6LpGrValWOzjrLP2MDExxcTEJHfddSf3338f+Xwey7KYnJxE1SAMA+69714mpyY4cOAgi4uL5LI5Uuk027ftoNhXZOvWbZRLZRYXlwBJGvqK/bGdSz+2ZWObOqoqQAmxTBNd06k3KkSRwDRtRBRSqS+RttMYRhbXa+I4LqZpoGlS2hIEAZVqHcuySKeLVCoVyuUqAwMDGIZBrVYHomXkIiHFMny/aGUqbyfNPXVCD4829AjKKcaDsSd5MHVt9HzdPqynG6eqDZ0f/k5yshpJWU2y1DkDTX63x5xp37eaymv5fV8pdVuNrDw4kinnZmEYEQlBFIYYqiJdgEOQeXJ8pCtwrI6IQsJQIQg8HKeJ4zSZm5+ltLQEiqBWrXHPPfei6zqZTBbfD/D9gDCUBMj1HCJChBpSKi9x7Ng4+XyeXC5LFMkEgc1mkyCQ5w0ChSDwpYRBBd/14zD58h43HRdFVTk7dXZLAjM3PwtCYfv2HRimDsigb1EUsrAwz8zMJHv33s3MzCzpTJpsJkuz2WR0dJRMJs3C/AIzM3OgKKiKSqNeJ5vNUSzmiaIgziPkxyH4Baoq70cYRdi2TSgEQegRRgYCeQ+DwMMwZAZmVVNQInl/VVXBskwEEb7voapqLJ2KVkjujvcp2Q+iNnUrJPt7BKWHRxd6BOVBYj210EaOa1+eLmxEF3qmo/Ojvp7kZC1ishpUVcU0zZbKp1sq+U51UadNSifxWIuIPLh+IRAkH0oDhMAPHExTR9dtGk0Za8Rx6uiaxsBAgabTYGFxlmNHjzI9M8PhwwepVqr4QYAQYKcMPNdnenoqntWr1GoNgiDATlmEIqRSL1GtlqnWq+QKOdKZNJlsBl1XsWwTx2lSKi1hWgb5fB5FkQatmVwGRVEol8sslSvcdeedDA/3Mzs7x9DQMJu3bOHgwUNUqhWCMCAIAo4cO8JAfz+btoxSr9epVWvU6jUcz+HwkcNomobre+QOZdm3/27SqRTpdIZUKoWm6dxz7z5UVWWxNIum6fh+iGVbpFIptm7dRn/fAJquYaoapqmgYGBaWUI/olJdRFEV0hkTx2ngOBFBmALAsjUi4VGpLmKaGv0DRVyvgevV8XwXqcTQY1uSlcRW2rQoqKoWS2Z0egSlh0cbegTlBLBRW5NOneNG630oJCaw9ge3VYaH3/DXeV3d1CIbtUFZbX/nb0VR0DStZdC4Ebue48cmNggr29y+vlZbThQyOZ+chScpalAExFmBNSET+nl+wNKSQ6VWYX5hlumZKebn55mfn6NarRKGEYqqYhomvhfgOG5rdt9sNqVKQoSIONqppmukUikURcHzfXTPJQxVVE0arSqxjYWmqeiGHhvmQhRG8X2LCKMA13Op1qrk8nnCKMQwDGzbxvVcXNclCAI834vbEMT1a+i6VEOpqoLnOdRqUtLi5wsoqgz0pqoa5coSqqJSrpQQQlAqlclksuTzedLplLTNidV6ihAogOd7eG6A5/hkMzlsyyYSQfycIuQjjAijCN93sSwLwzDw/UDa7iCj5AoEiIhIKNJMaIW9lkAIta1fKA/PF7WHHk4SPYLSwyMG3VQ67ViLrHQjGt0IhxTT6y2D2UR6kpwvIS6dXkHJB2aFwdwGJSknAyEiPM8FBH6gkEpZ5HJpXM+h6XiYlo5hmfiBytT0FN/85tdZWlpkfn4W07LQdZ0HHrifSqUi7S8EeK6HbafJ5Yo0Gw6O46JpBgJBaWIJO2Vx1rm7GRjsZ8vWzczNzXLkyGE8X7Zjy5ZNsboiIgh86o0a27ZtY/PmzRw4cIBStUoYBdgpnYsu2kk6naGvr0CzWefgwQfYtnUH2WyWu+++h2q1QjptgyKYmDzKyMgI23dsw/MdDFPjsReej6qqLCwsyOcVeTSbNSDCdT2CICAIfGzLxnFrVCoV7rjjTvr6igwPD7OwOEM6nWZyUkqLrrj8cqJIMDszS+hHhH7EhY+5kK1bt6JpOoalk8tKL6WlUhXHcWk2HYYGh1tkJwyTvgIQEQkQQYSIlpNX2Q/ibNAoqKouy/QYyiMGSjxjebhLrh9K9AjKSWI1Fc160pPV9p+o1OVk2rqeYebpxMm2Yy3D0rWudaMSlE7j13Z086DoVs9xewKNRJF2ouTkxPrEcXsX3VDjj1yEEIG0pwg9gsBldm4Cx2mwuDRHubyEECFh6NN06niBi6qqUioR265Eocwe7HkeruvEdioehiFn+7VaDT/wqNVqMsR97GI7MDAg7TpEhOM4rY9up3rU930832PTpk0AzM7MEUURc3NzsVomzcLCPJVKBSEi6aGjaeixG28iuZDtVQhD6YFUr9fjiLNKTCAF9Xodz/Po7+/HTpmUyou4jks+L1VRzWadZjOFqgoi4UOkUKosEAYhS0tzMnlxqDA1fYwg9LBMC9M08X2XKIooVyoYhkk2m0YQ0WxKl2ghhPSeUqS7siS6yKBzbX1RElxpkyIS6cpq0YF7ePiii8dSD8fRIygngM4P34mSk866kuVqZR8MUTnR2XhyptNhC3MqyEmyvhEJSqcoXX681GX1dNqVdB7X+fwSL4zObNLtxo6Ju2knOWo/trO9a9nQrHN3UFRBKmUQiVB+OIVH0wkIQhffd/nJT77PsYmjzM5NYVkmO3duo9E0iURAo1rD8zxUTZDJprDMNL4fUKs18DyPSqVCs+niuT6WJfPiLC0uoekq6ZxNJEJcz+Gcc85m165z0Q0N3/f47ne/jeM4DA72t+KDJDYX9XqdZrPJZZddhmmY/PCHP2JycpK9e/exc+cuduzYyT333EOtVufcc88nl8vTaNQxTbOlTnLdhAAJlpYW8DyPmZkphBCxcW+aIMgyPz+P67rs3LWVTCbDkSMHsW2bPWftoFKpsLi4SDpjohuQyRgoisLc3ASu6zI3O4euGhiazV13l9FUjWwmRzqdZvv27aiqhut6bNu2nV27trO4sMTCYgnDMNE0jXQ6KyUuukkQRHieTxC7eh+XtiX3pS2eiYAeQXnkoCdBWR89gnKCOBGbko2WP5myJ1JfNwnACm+eU3rmXxzWkkKsRVaSY7tJUNayP2knLu33sBvB6TyHDH620t5kIx47J943pB2H6zZRVLAsHcd1qFSrHD16mJnZKQ4dPsDi0jwzs1OEYcDh8QOxTYga2384MiiZolCplBBCIV/I4fshTtOXMVlVFd+X9hf5QgFVBdd1yWTTjG0aRdd15ubmyGRSCISUeOharF4JaDTrZDIZbNvGsiyy2Sy33norCgqlUgnbtrn00kuxbUlAlko15mYXUNX7SadTFAp5dF3HdV0WF31KpSUymQz5fJ7p6SkUBbZt2xrfRLAti1TKJgh9mo0Gmq6iKDKHkG2bFIo5SdAaVRqNKp7XZHR0BNOyCEIfCOPcQRa2kcJzfcLAx/Md/IrLT346QRiEuJ7Prp27aTTq9PcNkM3lsK00qqLhei6aFmKZFrqhIWOkeCh+2OatExGGAghbBE5RNBksr4dHDk5QgnKmSLx/UegRlJPEiRKVbtseCsnJevWtICZnSId/cIag62cF7iQAq0lGOre1369kXXpYLK8jmfm2k5h2CUxnfatdf7fncrISFCEiHLeJrmvk8inqjQpLS/PsvftO9u+/m1q9jOM0mZ2bpFKpcOTIUbZu3cLjLnoMURTgeQ56KgNAqVzC0E22bh2kXndo1N3WdXueJCjFYgGBoOnW6B/oY8eOHSwuLjA7N0tfUETXNTRNR9d1fD8gCH0cp0k6nW4RFFVVufnmmwn8gMHBIUZGRjj/gsewtFhicXGJcqnO5OQi9XqVYjHP5Zc/Hl3X8TyPRqNOo1Hn8Y9/PGNjY5RKi4BgeHgYRYEwCtF1eX7XczAMLVa3CHRDw7JNCoUsvu9QrVqUy2Vc12Xb9k1kczZLS01QQuyUiWXapK0UlUgSLd93cF2Xn//8ZzQaDr4fMD01ieM0ecITnsjwyBCZVBaEQrVWRdNCFBV0RUPXjhNXBUlQhEjsT47bOamqgszm3EMPjw70CMqDxFpqnpM5voeNo1NS0U1itFGblG51dm5XFKVFPLqpeBKD2E4Pn3ZyshaZai/b7p58suRNUVXy+Rye1+TQoQPs3383P/rRDzh6bJz5hTk2bxmhUMySL+4m8D2279hKOm2TyaTI57ehKCpLSyVq1TqNRo0wFIQhmKZNLpejWq3juk2ymSyGaZHLZ0EVuEGDoeFB8sUC40fHeeDAAS655GL68n2MjI0SBD5K/K1VVZX5uTluvuUWzj7nHAqFAoNDQzSaTUqVMq7vU286DA4MMTQ8wuVPuIQ9Z+9ibm6GKAqZmplmaGiQ884/h6WlRRbm53F9l6XyEqZtEUQh40fGyWQzbNm6maWlJebn51laWqTRqHN0YgbbtrnoovOJCLj7nr0oqophGwQln3qzyk9+/hMymQyXXHIxURgxNzOL6iv4qornNXA9h2x/GjtlsGv3TjzPIwwiisU+mk6duflZUqkUc7OLOI5LEIRksznOOedcUqksmXQOIRIyu9zrq72P9awVeni0oUdQNoi1pCEnY4vSrUw3I0xYrn5JSohV1tuPbW1LPn4dZaRKOz73I0QX2klU1pOgdO7rXHbWDcuDaGmatsxYttP+JPl9nPgsjyYLxO6/SrxvteByJ/50FAUsy8L3HebnZzk8fpg777qDarWM4zbZvHkI27bIZFOAYGCwLw7WFpDP52N7jVBGiY1CPM+nUqmQyynkssW4fRGWZZFKpcnlcqAKdF8hlUphmCau51Eql0FRsGybdDqNH/homoJhGKTTKebmZpmZnWXnrl3ouk4un0dRVUqlEn4Q4vkB2VyedCbN1m2b4pgiDvV6jXKlQq6QI5vL0nQaGJaB53vUG/WWu/FSuQQqmJZJEAaUyyUazQaO63D0yByWbXPxJecTRgFLbSoiRQWhRExMHiOVSnHZ5Y+Xdi6eg6qoCGyC0MPzHBQVDENnaKgfzwvwPB/TtPB9j3K5xKxlc+jQEer1Bpqq09fXz+joGEKo2Fa6TdqWPOfj/aRlp6awdj9Yb3/7vlaX6lZedJT5xePBnHa98XIjdZ/spbcft9pY/WDwYCYsCX7Rj/TBdKMeQXmYIHEu7Hz51iMq3fav+eI8jCdpnWSjm7qn44iOPzp+Hz82qU8mbgvjPFDHCUqi4pFxMyCKwtYMWIiQSEQINJmoDhBx0jdizwyBJteVqG1bTFwU6P5gom53QS4U2Q5N1XCcJvv376NUWmJoaIjh4UEUFWzbIPClLYSqKui6ytzcLIcOHWZ4eJj+/n42b97M1q3baNRd6vUGIlJpNByOHDmIrltYtoVhapiWzsBAEddzOXzvARzXQbd0TNNk9+7dDA4OkkrZ3Hf/fTSbTUZGhti0aYxdu3eiadDXXyCXyyKEz56zdsoYJ6FHyk4zNrYZ07SoVJdQVQ3D1Dh4/wSlUon+QYsg8GjWazI8v+cxtmmMYrHA4FA/WiaDrimoikAREQPFItZZe0AIgjBEETfjOA5Hxw+TL+QZHR2jUa8zeXSC3Xt203/xJXzve9+jUW9wdPwIlUqFW26+mUsuvoTHPeaxTE1OcOjwAzQaNbLZHNu2badSqXLLLffS39fPpk1buPW2m3Edjy1btqFpOrfvvYdisY9CIcfIyBiGoRJFSY4gGbxNRGo8r1BRFQ1dM9oITCTZZyKGiuPaJP1mbbSTFNHR1aN4UGnf+IuPYCs6TreRsUt0WbbGR+V42fXIQ+c4u94512tPt7KnExud7J7MdZ3IvdwoHvUEZaMqmm4eIavNdrupGNZCtxn+stm4oqzsCELE3y1l+TorO41y/Et5XG6crB8/YXyMsqFetJ5UYq3j1i7TSQ7Wb0eCtZ5FOxSFeHCOJRqIZdecEI6wJQGR7RKCWMUj1yURaQtJrrTPeIm/F0KqMgSghAjU1r4IgaqoqKqG2vq2CIQCmqbGzyQmP5oCQix7hMtnhfJj4/kuYeAj4o+N5ymUSkssLC7iuA62nUI3ZIA0JSYxruuh6xqGaSKEiuO4OI4MhOb7AYahYNt2fCYtTo4XSimIqeMHHk1HwQs8/NCPY46E8ljTJF8oAALX9VpZfoMwQCAwTJ10Nk2xr4Chy4Btqga6rpLJpMlkMhT78riuS6NZI5vJoesqMgBdhGmZhEHI5LEZUEBVIJ0qgxD09RVa9wcBURgiohCEwDCkLUomnUJB4DgumXRENp2lUWtQKVdRhELaTmNbKQIvIPADwiCQGZJVDU2XhDMMAxynia7L4TSKIpqNBkEuh67LfEOlpTIjIyOomoLrNag3NOYX5kilU3i+g6Yakpy0TEyOP11B7GpM0l8liRVCPsPjvaCtg3d8HVqvfXwzlOTdaR0Wk5+2ba0ynfV3wam0ZRNt/xPFVjtpUUTbevJudh7fdu2dH0bRqrtzv8Lyd2r1j2r7NKa1X1m+PxlKRdz+FXWdoIEsPMj7rLSNrmL1J7omuVpLJNVlX9Kd2u/liVzBo46grKZG6bavE53EI9m2mvqn20x+rbq72SS0CAiQzK3b10VbD2ifMcjvnayvxWDbPmyKAEVt33C83Ru9Dxt5WTptK7oft1Y93fd1Mzo9rjqhJe2AjvuviBZBUTQBKjJ7s6Yi09hrRJqKJgBPkfliHI8wlCoOqdbRCSNBJAR+6EpVimmi6Rq2bUEkUCIBUQiKj2lrqJpGFHoIRaAaMv6F5wWk7DR2yk64Ep4foKCQyWVRFZVIgKrIkPJ+4MqcOqaOooDve6CApiqEkfxQTk+MMzs3SxgE+IHP/Nw8C4sL3Hff/eiGTjaXR9UUVBVM0yAMA/bdcy/pdIpLLrmIbLZJNteHplt4fsRPf/ZzHMfBtqUh6+DAEOlMCs1QpYePqrHv7vuoVGosVmZJZdIMDA+QLxTIFwrYKRvPK3B0YgLf9zjn3LMRRCwtLRCJgMWleVy/gWZA/2Ae0zC4Z/9+giBgdPMQmUyGXNGidGSOo0ePcfbZZ5PL5TnnscM4TpHtW3cweWye73/7dlIpjUzGoFquYdkGmXSGVMqCCKIgoF6rMDExwfj4OIViHyk7RS5bIJsuAAqWkWV0eCszU4scPjhBJpWnXGpgaikG+tMU8wMMD45y1u6zMXSN6elJLNtkbPMYURjhBR4TkxNUa3U838O0LIZHh1gqLVKqhESKh6IZbNk+QuAH3HrHT3CDOpu3jtDfN0QumyaKNKJIoV5zEaGMfRKEIcLz0FQhs1MrAiVSUIgg7rPHl3E3V2OyodJFAJeoEpP3K2qRAkURJHFqQEFRpcHuuq/pKUQ76VcUQFWl91L7Bz15/yOZ/TmKJ2jL5l+dhKFj2TmWrla2c9xdrb5u9YhVyv6CbuWa2PB1td3YbmSsndB22ycisez+9AjKOliLpHSud/OqaCcT3Qwvu0lOTsQIdqOfa9HxY63P/vI5w/KXd0UHW+3c6xCSrgSL1cnJ8vpW2772edeSoHRtI3IGpSjJkCyOz7+U5fXITXF69GRyqSSxTJIcPCEg5MxfyIBmqgYoOoKQKFLlxwKBH3ogZHI+kMHEFA1QIkQkMwNLFZAMkCZUDVXViKKAMJJSC/nxkGoloUT4nkulUsF1mzSbDY5NHGVhcZ5GvS5tRqpVmo0mWpyBudFotAhKoyEIggDX9eIsvDLCaq0qY4tI+xW5P7GryOWkNCSdTsXJAj3y+SyGKT1jVF1lwBoiDAKmpqbI5XJks1nq9QphFJDNZQkCn8nJBo2GSbNZJ4pCDEOj0ahTFxFLpQV8PwAgCAKKxSKKKl2BFRU0TWF4ZJAwCBkaGqRZD8hkbGxLx7YMdENBU1WmJ+cwTJ1ms4GhK7iOg6ooZDIZTF1HQSHwAhRFYWhoBNuymZ6cplFvkrbTZDMFCrkitUpVSklkSmYy2RRhEFJzHXRdp1DIo6kGiYTJNE0Gh4bI5rIIIbBsK06YGBIEHpalYxgaqqIRBC7j44cABd0wULEQqPIZKRq6bhBF0nNMVZJ+eJxciBbZiD97Slyo9U6w4rfsx+1yikR20F4XMTERtOS3JzCGPRRYJgmOsYIArNHGdadFXQhNt/UTrqcbaTrdDKUL51z/urpMxNc5hRBihcquc30tPCoJyslidZXBQ/TiPoh6V4gTW3XykL0cq3nKrCdxWZ20nJhIcy2V23GD4yQLikBKtMPjg34shlrmdbPsZklyous6YSijsnq+hxAhui4Jh2np0h0UHd1QUdSIIHBlhNZGlUgERNgYhkk6lUPXFQQBnu8TBCG6boIC9UYNQzdIp9M4rjQINUxD5pgROggFEXmUyvPccsstcSbfaRqNGk2nweSkDCqWsnOkUmmGh0colZaYnJxoEZRyuUQQBKRSNlEI9XqD+flFDh06gqJI401N1VFVjfHx8Zi0mNh2imKxyMzMDOXyEuedtwfLtrj51ttw3AbZbJbZuVnu2ruXJzzhCeyIw887ToP+/n5qtQrTM9N4fpPB4QKmKY1lDx06yOLiAlPTE7iux333HWTnju2MjQ1jmhrFvhyGIQng+eefi6bpZNN5dM1gfM8RVDR0VRIUIUJuuXkfQeCybXuOMCzQX8qTTtmce/ZZOE0P1/WYPDqFYZhccPUFlMsVvvvt72HbKbZt2cG5Z5/H9m3bWJidZ7G2wMzUDKmUzeBgH57v4jgN8vk8fX1FhgZHURSNQ4fGSaczjI5skokKXZdCoUA6ncLzPOr1aku6s3nzVubm5vnvb36FJz7hKoQQpFJ5DN0mbRfQdQvbytFsOpTLFSIFKUGJyTJK++f5ZCDW+FM6ypwetJ/9ofy2rzpensJ6TtU5TgdOV9t7BOUEsZZU5EQkJmvWw9qsfMNY7Zh16jppt9YuNinreceI2K5iNQnKetKTjbR1ebviZYRUt7RCiotYsrJ2XUJE+L4PiNh2RCEU4LgOYRRQq5nouophaC1DWUVVUISCaZlEURyWHYUoCmk0PHw/oFKu4Tge6XQmjtVhkE6lSaVsdEMjnU4RCelhMzc/SxB4VKol5hfmOHbsaExQplA1BUURqKr0kslkbBRVYX5+lmazAUgbGiHANE1M06Cvr0gqnaJel0HTLrzwQgxDx/N8ZmeXqFRrUn0gFGZn5zAME9tKsbi4RKVSIZPJkUrZhGGEaelks1lc12VgYICZqTm+/+2f4gQVVF0wOjaIZdts2bKZQiFPX7EfVQNVVWQcFRFx9Ng0UaSzefMQg4P9cTA4n1qthuu6WJaN6zYwdZP+4hD5XI7R0WGZG6jhsnXrZnL5LJEiYlJkkM7YQIRtmxSLBY5WJyiXS2i6lIbdddedVCp1xsdnGBgoYhgGx44eo9lo4vs+hmGgaToKMjBdvVZnqbRIEIS4rgdCSjoOHjxEFAoyGSk56uvrIwwjgiBk//5DOI7DeefvJAhCPO8gjuuhqgqVapnp6Un27CqQSaeIwhDHbVKpNFAVDdM0UJB2N4n6BZFINaQaJlFvynUhSWwiO03sUgBp+Jq8CwJIEkq23pi2dYWH72f19OPhTErOBPQIykOAboa3JyRlOUUSmVNpuLYeukmXViMn3UiMVF2sxHpkpZ2kbMTAWVE5PmgjxdjyTxKUKNZpd7/GJABbGEdElVl5icBxmnge6LoiJQIZu0VQVAWEqmDbllQNxUQoCHxqtTrlcoXZ2Xlq1QZ9ff1YlszrUigUGRoewjB0TNOg0ajj+x5T05PUahXm5mdYXFzk8OFDLCzMMTM7RV9fkUwm02pfLi/Jwvj4USSpkioAIcC2ZZbdoeEhVFWhVquRz+fZsWMHR48eYWpqkomJeZaWKmzZ0gfA1OQ0SmzYW683aTZddN0knZYERdcN8vk8QghGR0e5b99hDj1wM7l+lUJ/msc//iJyuQw7d+4im00zODgUq7B8BgYG0XWDMLgPESns2rmdvr4iqqriui7lcpmhIWnoWy6VsUwba5dFvpBn85ZNzM3M4Tab7Ny1je07tmJYIbVaBZQwVltE2LZFf38fBw4cZHFpHl23CIKQn/70J9RqHrMzDkEQkc+neeCBBzh69Cj5fBrLMjF0E0VVY9VZjZmZWXw/oNFo4jQDPC/gnnv2IyLo6xtgbGyMbDYXB3LzueOO/ZRKFcY2DeA4TQ6Xy2TSWQqFPsqlJY6qRzhnzwXkMlmWyjWaTZfZmUXyuSIjI6OEgUcYxgRFKMuXsSGtQgdJaScaLRVJ8q4lBCWxDEjKam26iR5B6eH0oUdQThK9wGrLsRp56Py9FklZr85u60mskWR9PXIoEk9KRapz1NibJ9LidfW4vUk3SA8fMC0dy7RQlBBPBd9vEIYCz3dQNQGYaJqCrhsEIUSRShBKUlIqLdJoSHVKpSI9PObnF6nXGxQKBQzDxDQsCoUC1WoZwzDkttg4dt89e5mZnuKOu27DcZr4vocQEaZpAIIg8Gg0aqAoDCmDBKHPwsIsnu/h+x5DQ0MUi0X6in1YlomiQL1e5+DBg/T39yOETKYXBBFjY4P09+cZGxvCcVz23X0fQSiIIoX+vhwjw6OMjo1g2zZLpTK6aTI1NUW5UmZxcYFANEnl4exzdzMwWOSuu+7EskxGx4ZZWlpienqSbC5DNpum0WgQBAE7d24iigSaplOvNzl48DDlcgUhwLJsspkszYaDpuk4ToMg8DBNnWqtzuHxSfbds49qfZFI+JimxuLSvLQVUmTiv0ajxsLCHJ7ncvlll5LL5qlU6szOLnDrrXcjRMTBg4fp7y+SzWUo9u0il8uzefMmqtUKe+++g9nZeSYnp9l89TbOPutsfF9Qq9ZRFY1UNs1Fj7sY0zLRVJ1KeZ5SucSznvUUdF2j2SwTRSGDgwM0mw7HJo5QLlfIZqfZsW03fuAz0D+GbaVI21kECp7vtIjFcQKScI6ERCSSkUQG275sl5ok68m7kySxTKQzbVKalitKb7zr4RePhzVBOWHJxIM810a2bWTfevU9WLnHL1JyshbWkqh0GsieDEFZrcxqhsvxqeLJoSQkUSSlGSICoYoWOVnVyFYBVVPjnDUaWqChCzW+BqmCCUMNIUKU2PtG2qSoaKiEoaDRqLO4uMThw4eoVKqUSxWWlko0mw6ViiQkum6Sz+VRVQXLsrBtm3whh2kaHJs4ytEj49xxx+0IEdLf34dt22QyaUAQhAGe78WXKzMU1+oVHEdmIC4UpCdPKm1j2zZhGOK6LtPT00RRRH9/P67rIYQgl8uQy6UZGBigUqnheQLfDwlDBWs0xeDgAMVCEdM0CcKICKiUK1SrFer1OighqazOyOgwg4MD7N17G5quMjjUT6NRY3LyGMPDQwgxgOs6hGHA8HA/QMuGo1Kp4HsBYShz+RimgapqKIDneQSBj6qC53qUylVmZmfQjZDhkX4MU8NxG4RhAAiiKIjvQwNFUdi8eRNDQ8O4Tkg+P8GxY8eYm1tkdmZBSsyEDONvGAYDAwMEgc/CwgLz84vMzZUwDIvBwUGqFQffk8n+UnaKzZu3yFxDjQaO61Kv13nSk64gn8/zgx9+jygKyedzuK4bR7WVdiaT0zIo3ODAKLZlkklLG5RKtYaC0pGLJ5H+tdtntEs8OiQoq+qNk31q2zGxg29CTpT28uvjTBmDenh442FNUM4knLQ6p1tdnE6ztAePjUhO2stE0foEZbX97RKUboHZOr16lnllxQQFIjQt2d/WxghEFD8NRXo3KKp0ffQ8D993cdyG/EBqMiiariuEocf8wiyu6+I6DkHoEYkQXZeqinvu2cfk5CS33norpmlh22mKhSL5/DCmaSAEVKs15uabLCzMYts26UwKIaQ3x7GJI9RqNUZGBkmnU+zatQPP92g2GzhOA8dxyOXSMoz8wiyNeh07pZPL95FKbUJBYWlpnkajim3b7N51FpqmMztbRlUtRkcrqKpKPp/n6NFj1Gp1LFMm6zv33F2kUmn6+voBGdPkgQcO0Gg06B8cJF/Is3XrFmZmdCanJtmzZzdDg4PUG1UW5md5ylOeShB43HrrzYShj6IKfC/A9wL233OAeq3GL/3SDaTSNocOjrNUK3Hg/kOSGAWCYmGARr3J9NQMhmZQyBapVqocOXKIYp/FU55yCVu2jdDXl6evL4vnOUxNHyYMQTdkDJdGo8aVVz2JTZs2MzU5x9z8HJ4bUqvWyWTSVKs1VA2azQaRCNi7dy+FQgHf9wiCgKGhEVRVR1Vhbm6GW265lWJhkDAUFIv9mKbJ0aNHW89rdHSUnTt3sLhYYmlpid27d2EYMrOyrmssLi5SKdcoLS3xta99maHBYZ7+tApDQ6Ns27IbgYKmxf1RHLeTSrzKZOZjZbmLrWjr53Qbk9oLJyNOp4FsXO4kJCinIuJpDz08rAnKyZCBh+KlWc3leCOkpet2ZXkAn1/ka34q7k93Q9i1jGVPXsVzsu2V7pltEhTR2c7lpSGZpsrfYRgSRdLNNgwDNE2Sm8SVtFavUq/XqdVrRJEfq2BkUrvFxUWWlpYol8tks1lM00LXdWzbbAU5CwKfMAzxfR/HbdJ06gRBQBgGNJt1wtBH16XxpGmZoAiCUMf1FARxILQAgsDDdR00DQxDw7ZNmk0Hz/Vabsue5+D7PkJAGIY0m01yuRypVAoRCTzXw/O8VqK/VMqmUMjRbDZoNptUqzVq9RpDoyOYpomqKPH12BTyeQYHB6gdLuN6TQr5Ap4vo9JCRDpttW5rGIT4fijPoxkA+H5ItdpAVU00zcR1XOq1OmEYoikqzUYDp9nEDzzy+Rx9hTwDg0UymRSGqROEUmWhqgqplIXjeAS+T19fkU2bxhgfn6BarRCFCn4gA9bZtkkmE9udGDr1ep0oipidncW0TAqFQhycrRGrw5pk0gGgkk6nERHMzs6hqjLIXrGvQKFQYHZ2Bt936bfycRRiFcMwSKXtOCM0VGtlAGbnplE1jeGhMTTdQFNNqYpc1i+VNk5xPP5P0ndb8UuScu1SENH2e4VkZDlBWTua8SrvV4+c9HAK8LAmKKcTG41A+2jBRg1ku21rz/q7Xn2d2xIJSjcpSbdl65xCmsqqqpSgSEmKkOvJ7BMByvLQS1Ek1QR+4OL7LkKECCIMTUeIiIXFBebn57nnnrtZWFxgYWEOw9BlZFik11A2m8UwDM4//3xSqRTZbFZ69YiIYxPjOI5LKiUDo40ODFGtVVhcmsWyLAxDZ2CwiOe57N8/QbmyQLmySKGQp3+gn1TKQtdVfvKTOymVygwMmBimjm1bNJ0a1VqppS7ZtUtKQ+686w6CIOSss7YgBExNTbF58xbOOftcxg8fI4qQnkaVOvv3j5PPZ9iyZQnPk8TFdXxSVoaLHncxqq5xzz37sFMWj3vcY1EUcF2HRrNBo1Hn0KFDSGKSbkWLTaczmIbFpZdcRCQi9u+/lyiKSKXS0rajBo973G4uuug8FhbmaTabPPYxj0VTVY6Mj4OATZtH2LxpjK1bNhOEDkHgcvjwQUqlJUrleQqFPNu2nUW5XGZhYRHfdyiVFnGdJkKEDA2NUqvVWVoss2XLZs46aw+ZTA5d17nrrjup1SrcvW8vW7Zs4YYbrmd6ekra0oyOUSgUURWdMBRs2rSFqclpvvKVb5BO2xSLeVKpFAP9A3ieR7Va4e6778C0DLZv34amaWzdsonhS0cpFvo4emRKGsfOTRGGAaMjY+SyBQoFC18y6rgPx+8QiVRlFXVOQkSWzXiSlXaVTjs6JCg9I9keThN6BOUE0c09+GRIylpuxqd77nHSUokN25x07tu4fUnn+sm39fjg3oor0TKOFSwXaUsVT2sZq400TZU5doQMMR/4UjoyPz/H7OwMS6VFFhcXY28ZSVJ0XceyLIQQ6HHwNMdxWuSpXq/jOA5hKKUoui4DmLmeQxQFeJ6Gpit4nherICIUFSzLIAg8bNsilbbJ5VL4gYudkuHTPc9D1dTYXVVmZc7lsmQyGSrVKlEU4Ud+HJjNZ3ZmlpSdoVKp4Tg+9XqDKBT09/eTy6XJZrLMOwvUa3WiCBRVw/N9Is9lfn6Bvv4io5tGQMQeWkIQBmErEu7Y2BiNeoPFhQqqoqNrOv0DfRiGwfTUdCvMvgJs27qFYiEHQgaaazQaRKEMWb+0tAQCbMumr5jD8xw0XQbOk8aeIZqehPYXBIFPs9lgfmEOUAijAEWBarVCs+mixrZFpmkiREgQCEZHR3DdAtVaBcPQcV0XIQSWJSVfqqriez5BEKGpKlEElUqTKIJUymZpscT0zAxRFGEYBqqmtZ61fF4pwjDAdV0WFhao1x0y6Tyu58iYMH0uhmGioKOgdXblVd4RJe7P7aqfteSy3SQr8e9H+eSrh9OHHkE5A9Fu4vZwwUbIyYkQmPXqhe6Sl6TMaoHaJBQS0xURxU6WETLnkUhsgKR9xfHZagRKGCv+BZaloWppPK+J7wvm5mepVCo88MB9zM7NcODgfa2PqVSX2GSz2RYhSdqfGJOmUik0TaNUWqLZbEoVhqZhWRaarqLrGp7n4vteLL3xWVicjZMVRliWRq1mMTKyi6HhQRynRqVSRhBSrVbZv/9++vv72LRpE67rEQYRO3ZuI5/Lo2kac3ML3HXXXhzHw2n6TE/NIcR3aTQkAavV6gwODvC0p12NHbtB//SnP+XQwcPk8wUUFA4fPozjuOy/5wA7dm7h7LN3YlgWuqahohAFAaauM9A3wMWPexy33rqPr3zp82zf3sf27f30F/vJFwsQQbPe4NjRY2zevJlff8GzmJyc4sjhccbHx2k0Gmwe3YSqqhw8eBDP8xBhSL1WIvCbbN+xhUIhSypt4PkWhUIWyzJoNOssLM5JG556g2wmx9bNu9E0lX379qKqOoVCPwpS6jM1JaVEz33ucykU89x++60EQcChQweIoigmmpL8LSyU8b0Q07AIA0GjBqYu+9W9993HsYmjPP6yi+nr60cQ4LpNqrUyfmCjqIJDhw7ieT7f+97NNBsev/s723C9Oj/44bfZsnk7Fz42oK8wTD7XR7eRQap3kpXknUrsUNYjGIkk5fj70UMPZwJ6BOUhwEaDua1RgVw+CD3uqZKCPJjjN0o61jvvWnV2O27tpIGxQWBLgtJhfyKQLsjLZOTHSUokYsmG0DAUlXqjRqNeZ3x8nFJpiaPHjlKrVhBCYJommiaDrBmGQaVSQYlDrRuGgWVZNBoNFhYWSKdT6IYMy+56rmypKg07QRCEHqoGpmrg+U2iKMS2bQzTIJ/PoihQKi1SrQ2SzaVJpW0EIZXKEqapsXXrJoaGBtm+bTvVWo1m02FycoJpdQpDt2OPmQDTtOnvG6JcqlCrNVqqA01VicKIxYUFVFUligSGITMVh6E0Hg78ACEiBgYKRCJk//77sSwD09SJooB0OsXi4iKO4+D5LnNz05imjLRbqVSYnp6h2XSYnV3Ac13GRsYo5gs0m804HL70pMnlci3V3ujoKPValYU5GbzOcRpUq2VA2usYpsaWLZtlHqJMhsVFaVuyaWyUgYEh6tUmrheQSqcQkYLjNEmlMqQtiyiS9jjlSglNV+jr6yMIvNhYNozjm3gIASPDwwihMDkxjee56DoMDw9w4YUXUK2WaToNjhw5Qjpt09efj6VnEUKERJH0tApDn4H+PF42oFRaIAi8+FlaMmmxIpb1R5k5WyHJZpwY0IoVBKObGmct9AhKD2cGegTlJLERorERFVA3AvNwkpyshlNlJLdRctIuJVlNgtIawBNSAlI9oRwnKO1eEi0obQQl9HGcRhyTxKBSKbG4uMD+/fuYn59nanoCkNly0+lUSw0AMDExged59PX1kU6nGRwcpF6vMzMzQzotyUa9Lg1ADUPDNDVSKRPPc3FcL7Yv0anVZFuy2QyplM3AYD+VigzcNjjUTyZjk07bmKZKqTSHZRmcf/5ZjIyMsH37TubnF1haKvGdb3+PcrnCE59wFZqm4Tg++Xwfe/bs5tAhaQuj63ImrusGYRhx7NgxXNejXm+we/duLr54DxMTE60YJiDYunWExaUSP/nJLaRSOqmUzo4d28jnc0xOThJFEeNHDlMuV8lkIAiaLC76HD48jm3bjB+ewLZtLrvs8Wi6xtLSEr7vY9s2mzdvbj3LKIrYs2c383OzlBZmCQOPplNnaWkex63hBy6mabBr13YUVSGKApZKS2SzGc4+ew/btm3n61/7LqVSlf6+ETzPZ35uEcuySaVSMitxs8H09BRR5DMyMkwQ+CwtLbYyM7uui+v6PPYxF2IYFocPjeO4TUxLsG37Fq699lruuPN2Dh48wD337EdRBU+57qqWek+IKHZNl39bt40ShYKZ2Qkct5/HXXgJhYJMiaCqsJwwx5K9VT1wHrxU5GRt63pePD2cCpxygvKOd7yDz3/+8+zfv59UKsWTnvQk3vnOd3LOOee0ylx77bV897vfXXbcq171Kv7hH/7hpM55IjFHErXAWh43q9V7IkRjo/tX++gui6u6ysu+3gCwWqLD9Y4/WZffEzGMbd+XeKesZdzavkx+d7oVd6qKkv2qqi4rryhqLJlQ43PLSKOqphKJENuysGyLSsXBcR1830GIKM4kKz11avUmpbLH1NQki4sLLC4tUq9XYzfhSNp0+D5CCNLpdEtdo+s6g4NDmKaBqqqMjIzQ39/PUmmRRqMu8+JEIeVKiXq9TrlcJ5UyyGRtFIU4+JsCik5fXx+6phEEPpqmkM1mqFTKjI+HnHfe2aTSRVy3hud7RJFPpVrm2LFxgkCSsE2bx8jlckxOTlCpNPB9QaPhsri4SLPRIAyj2AVcGkqapsWmTZup1WoIMYuiCFy3Sam0RLVapW+oQKGQ59zzHsv8/DzZXBoZD0awfft28vk8x44dk/l/0imy2RyZdIZypUS1Wo7VFKrMQIzgvvvuxzB0dF0jX8hTyBdQNZkmoF6vo2oqfX195LIZhvqLSDVcFGfgDclk0hiGRhD61MpVxscPg1DZtWsH+UIOXdfo7+8jDAXHjh3BMCyGh4dJpWQ8mWJfAcOU53dd+ayDwKdarcg0B6pGvV7D83xmZmdI2xkymQzpdIYgUHBdn0ajgW1ZDA0NoqgBURTQaDZQVQVd18hms4yMyKB1tVqdTCZLFAmmp2YRQjC/IG1XVEXD2GKTyxXR4r6s6Yl9STxaKEm/J3HswdClzUoYCoJQSn00VUYCTpJmapoWv4dh/L7INAxRJHNDyXQQ8bgUJcHixLL3UAYwVFGUxJutuwH7auNC+7oqmdiyc3ZT1SbnXKuu1XAi5OlUOkCcCtL2aHLIOOUE5bvf/S6vfvWrueyyywiCgD/7sz/j+uuvZ9++fWQymVa5V77ylfzlX/5laz2dTp/SdpwsAdmo4evJkJSNosvnf+WWdV7G9hd3I2HoV6unW9nVCMhq9ibrHZ+41CZt7faXDJKdzyi5tm7n7yyrJgwDga5pKIraCkimqqBF0pAS20TXdaIoIvB9gsAHIhRFjd2IfRqNOrV6RZKTxQVqtQpNp4lp6oRh2PpLZvqapscB2GQoeFVV8H2fQqFAPp/nwMGIIPBlyPgopFIt47gus7MlBgcLZLJmTKLiD5OqUSzKkPLVahVVVUinUzQadZrNOhc+7gIKhTzFvgKNRp1yuUyjUSMIfGwrLQOMDQxgmTYP3H+YcrlBEAhc16NcruA4buyGLMmJosgQ/gMDgy1bGZD2F41GnUajRi7IYJoGe/bsplDM0XAquK6L53kMDw9TKBSoVCp4nkc6nSadSpNJZwijgHK5FJ9HxbIMfN9ncnKqlUgwlUpjWXbrY9poNFEV+YG3TIMdWzezsDjHwsIsatwnpHGyRhgGVKtVDh8+zKaxzWzbtoNUKoWiquRyWRoNh4WF+8jnCuzZ3YeiqAikEXEqZaOqKkEgDYV936feqJGyU2QyWVzXoV5vsLS4iJcJSKVkW6NIicPgN9B0nVwuTyR8wlAmKVRVGYjOtm3y+TzNZjN2784QRTB++Ehso1SS5EQ3GR7chIzFQ0xWkf1ZJJIUQFHiFA6ShGrxCB+EUavvEqdoSAzUDUPWk6iMpBRXEMVhlzsnOmtPBOKEhkRdJZqrjTVrTZaS4zvHgPa/znZ1kpnVpK1rYSOT1V+0lOjRRE7gISAoX/3qV5etf/zjH2d4eJhbbrmFq6++urU9nU4zOjp6qk9/0jiZmCpnMjpVHg+mno1uP1lys5H6k1lUsq9dzN++TH7DSgmKXMa/NRloyzD0lsRD1ZQ4FHmDRqNGKm2TzVrML85Sq1U5cPAwS0sLjB85TBgGRFGI7zt4vhd7nfixJEieM5VKySR/kfQe6e8fQAjB4uIinudRqVRiWxQTQSRtVnQNVUAul4kJQwlNMyn25THjbMYjI8OoqsrAQD+VSpljx46SyaTp6+sDBcIoZGJignJ5iaWStM1wPZcojOI8M31k0jmKxQLpVIb77jtEFAVYJjTqDg/cP4uIAgQKO7ZvI5eTNi7pdBohImq1GkeOHMMwZK6fa665Ck3XuPnmnzE/O8PNt/wM121Sr9fkLF2V8VWSa65Wq9RqNXRdJ51O43s+lmnLOCiez+DgcCwZUGJVmc3MzBz79z+AZRnouhrb9qTJ5dJYpoFlSHugIAjoH8iTzaYRwsdxXKZnJnFdh+HhYVAEk1PHUBSNQr5BNpdF0wzOO6+JZaXI57PU602q1SoDA4NkMlkqlTJB4LNz1w5cx+HosaMMDAywadMm6vUas7Oz/PznPyeXK/CMZzyLQrGP/fvvxfOqfOlL/8ng0CCFQo6UbaNqKTRdSuM0XWFpaYljx44yNz9HpVJm69ZtZNJZhkeGsExbeg15TaamJ9A1m2qlRl/fCOl0huGhUZnw0ZJ5kHzfx9RVdF0lChMj7DpCgK7LNAhaHAVZejURO/vEBuExqVBVFUs3UBQzDg63kpSs/s4+csbQHk4/HnIblHK5DEB/f/+y7Z/+9Kf51Kc+xejoKM95znN405vetKoURep53dZ6pVIBkCGEVmG2q61vpMxaROVk6nuwaH/vT1aMeSLizhOZ6WykbLfl8nIrZ1kb0WG3E5Juv7u7hAsURY2lG5BIp6IoQkRyFinVPj52ygBFj2fJNWZnp1vZg4mDy+mGzGkiI8t6LXKi6zqKIm03HMchCAJ03Yg/8HUcp0mlUmm5HqczKUzLiEOyRxiGHqs3dHRDlwHQVCn9SZL8pVI29XqNZrOBYehEIiIKQ4IwiNUwYYs0CRHhBz5O08M0bDRVx7YyaLqOrmnomiYDybkKfqiAorZISS4nvY9M0wSOu+q6rksQ+OQLeVIpGxC4rowvEoYBQejH8WWOqwaSWXC5XMYyLTRNIwxDVEVtZf1NpVPomiYzCOtq7NrrMT+/QDolg6fphpRUNRpNwsDH16DpNHAcF98LCIKASPj4vo/rOgghyGazeJ6P4zhUq1VARddSqKoax2UxZD+IpRGGYWDbFvW6Gq+bCBFhWSa2bbXshjRNpV6rSdWhrpFKWRSLGWq1OqVyiWJfQbojayqapsggbbpCKmXQbNZZWFygUilL6VejgabqZDJSyuZ5LpomMHSFcrmEIjR0w27Z1Agh3cgJI6IoIBI6ECZmtC3JJMg8TqombVlkP5Uqoki027EASoSqamiahu9HiGjt93Dle9l9e88upYcTxUNKUKIo4qabbuLJT34yj3nMY1rbX/ziF7N9+3Y2bdrEnXfeyf/3//1/3HvvvXz+85/vWs873vEO3vrWtz6UTe2Kh7NEpZsEZSM2It3qSZbrqYW6zbLWIydxqa7t6RTRdrM7SdQoCTlJ/jrPcVyCIutwPBdQYjddQAg8HxrNKvl8lnwhw7Fj4ywuLXDHHbextLTA0WPjOE6TWq2C57m4nks6Ld2DZ2amYnWR/Agbhk5/f4Cq6pTLZRzHke69YYTveXHEWEkcQFBv1NA0BZQITVPp6yvQ35/lgseMkctlUBRBs9mIJTH9aJpGJpum0UjF6iKPSqUs1RCez+jIMIah0dfXRxgGVKololAAHvMLC8zOzJPJLKLrJpu3bGFw0GN2ZpFMJs/gwAiTk1PMzc3HaiGPHTt2tFyhdV3DTpnUG1UmJo6ytLSApqkydH7aor+vj6bToOk0WJhfYHFxid07d5MeGeHiiy9mcWGRxYUlqYoJwfcCmg0HXTMIvJDF+SXSmTQXX3QxjuswMztFykqxa8cOUikbTVOYmJygUa8zMz2NpiqIKKBcWaJUWuTOu6Sk4NzzdlDsy7Fr124keXJlcsZSienpaY4cmSAMwPcjykt1QMUwxtm6dRt79uyhXK4yPT3F6OgIigJ33nk7hqEzMjKE7zs8cOA+crk0j3nMeRhmmigUfOMbX6dWaxKGAbt27WT37j2MjY1SKOT4wQ+/x9zcPINDBbLZPHv27GBi0qZaKzEWJ1z0PRmH5v779xP4EbpucvbZ5/HkJ13N1MQcR8aPxHYuJp5fA8UnjGTMGMdx0VQdVdVBSDVgodCHpuokKpwwjCWOwovLqkloHxlOX4S4nouuGWiagRAKIk5M2O2dav99/B1XWM21eT21Tw89tOMhJSivfvWr2bt3Lz/4wQ+Wbb/xxhtbvx/72McyNjbGU5/6VA4cOMDu3btX1PPGN76R17/+9a31SqXC1q1bV5TbqF6xm/50tbpOVJryUOFEbEVgdcO0jZCJbts2Qm5Oxv5E/t6YGmo9vXK3vwTtRnaJp5QApPGrnNUSk5wg9PF9j/mFeaamJpiYOCojkpaWECKM7SCElBIE/jJClNj++H6A5/l4rrQ5cBwH15Flg0CGmI9E2NLZ+76P50UoSoRuqARBGkUB2zZQVWlIbBhGbJORjo1pIwQCK5ao6Lq0c0niYERRFNvaSMND0zLJojI/V6JcrqMoJqYZYehpErIm67db6iRptxDIQG+qlBAEsRrLdT2q1Xpsn6KjtwxKpdpLiAjLNMnnci31jqIo+J6Hrh2XgPheAEjDyjCU0osoFFSrNenB1HTRda0lzdF0jcWlxdg9N0RBQ9d0Aj+kXm8ShAGqKhMziggZVl8I/EDaG9l2ikZDJhnMpIsIoeA0AwJfSsKk0bRCo1GnUqkyMNCHpmtUqxVSKSk1CcOAyA9a6ibbsuJkhmpLKpEYmjqOg65rUqJm6JJMuA61Wo1arU612iCXy5PNZmnUm4BCLpcnCOS1KQpxvJwqjUaNer1GrVahVF7EslJkMzLjsaaraLHkKwwTyYfsU4qikdgTBUHi2gxCqLGKR5ZN1D3EBrTHpYyr2/R1joOdEtFuqub2fRu1Cenh4YkHo2F4yAjKa17zGv7rv/6L733ve2zZsmXNsldccQUADzzwQFeCYlkWlmWtWcfJdPBH8kuxHtlYzxbkxElGp9pm44ToRFRK0N1or/0c7ZKUbscpiiLHW0UhCNyWvYgiNRs0mjUazQp33nkbDzxwH/fsv5tmU7oW5/M5tmzdTKlUQilJlQtEcWh6sG0bz/VYWirjNF1KpQqVShXHcWKPGOIPSIjnudgpE8uyqVRLOE4T3VDQfZVyWZNRZ20jNjR12bNnN6OjI2Rz0th8elpGXB0aGsKyLFKpFL4fEAYhqqbh+z6qpoEqjYD7+/voKw7y3dlbGR8/hqalyGag4jYJggjXDXAdj0aj2fpQq4pUwRw7dgzTNOjrL1IuLwERpVKF+fkKFz6uQLEvTyTShFHAocMHpZeKobFr13YGBgaZmJjk2LGjsn2hjKjqOB5TU9PYthF7PykIoZLPF4miiJtvvgVVlXYog0MD9PXlGBsbI51OEwYBruug6ybpVIqhgX6qlTr12lGEAN1QyGby6JrJT3/ycwQRti1D02/ZvBXXCUGoXHP1Ndh2hltuuY2lpTKTE7NEYUi5XObw4UNMT0+TzlgyIuzSIlAklbJQVRvIUCqVaTSaOJ6KoZlc+LjHMjs7z9Gjx5iamqRUKmHFge02bR5hbHSUiclxSqVFpqePMTU1xwMHjmDbGUZGhkmlFNLpDOeccx6qquJ5AQvzS/zgh9/HMlKYhs3E5Dj1RoXJqWPkcnnO2nMWhXyRgcERNEVDQaVcqeL5AY5bw9AMUqlMLEVU8IMAz3fwfJBERKp61OS9QHqLGYaG64byPRIaq5GUjb63PfRwojjlBEUIwWtf+1q+8IUv8J3vfIedO3eue8ztt98OwNjY2AmdazXD1rW2dWPrq1lrn4inzkPh1dN6yZUu21ZZX7UONkY01jrPyRCU1Y5d/ntjyQITdLuv3aQnnS6RrWOTwxUp0lZURRrIaiqGpTE1OcHk1ARTUxPU6lVUBXRdQ9qn+NTr9ThAVzsRkqHvpYuqiqJU8f2Aer1Bs+ngui6qqqMQe0iEsbg9kq61qiLdVlVFrkuPFtleTVNRVYUwlLPxJChXs9kkCGTANscJKJUWMXRp5yBEiOfp2AsahqmTyWTRVI16vYGuKeRyFiIKpXSn6eN7EbWah+tG1OthKxGeF/ioihKHxU8zNDSIrqs4TgPPCwiCiNGxYQb6i1QqS/iBh6qFUs1l6iAEtWqVeq1Gs9HANCwUVSMgxNANCvkcqqKgqKCiIiJBtVJDVRUK+Tye51Or16hVahi6Tsq2cZsOlXIFP/BQyJJJpcnnC2zatAk/kF42UnoBruuDULDtFJs3jWGaFrVaDU3TSNlplpaWME0H206Ry0YUCi79AwMMDw9z6NAhNF1rjRmDQwNkM2l8z0XTNTRdbbkLO80GgR6wdWuWMIzYtGmMcqnK7Nwc27ZupVgskEqlQJFeV4oKY33DDAzKZ1As5uPAfQ6BH7YMqA3DQtWkytD3pS1eubIIilQRqqrAcRvYnoUfOAjNQFd1aRulaOiaCorAcerSrkTXgQhVO/5eqKpyPHpyFBGGIW4iBQplpmS6SJ1Xew8739VkWzepSU/V08NaOOUE5dWvfjWf+cxn+OIXv0gul2N6ehqAQkG+oAcOHOAzn/kMz3rWsxgYGODOO+/kj/7oj7j66qu58MILH/T5HwwpWEtseaLnPJXSGbFSwrpO+RO3A3ko1Dud51q9zMYkOd2QuJ22l09IQ2KfsqweJV6PSVEkfCmSj3ws28S0M+y/dx/f+c63UFSpCDItE01XaDoNXM9hYWEurj/A98MWEdI0nWwmh4KGqi62Apo1mzJbcDqVQVWlREJmLA5jI1JFuiHrBqoGWpwFV8baUGPVjcyEXC6XKVekaioJiZ9JZ1mYn2H//qMMDqbJ5200HXRdoelU6OsrcP4F51GrNZifX8AwYXQ0j++HNBoN6jUZbGxpsYnngetMMDCQpVBI4zSbKIpKoZhnYGCAPXt2s1TqwzDVVibnc8/ZTbGvyAMP3IfnOeSVdMv4t1QqMzk/QWmpjO8H5EdzgIrn+KTtFGk7HdvnuKiKRhQK5ufnsW2Liy++kKWlEpMTU0RBgOs0CDwXy7KYmZ5CIFBR6O/rY3h4hFwuy7btW5mcPEKlWoqzQQdoukF//yAXXngxU1NTHDlyhEw6Ryqf4dChw6iqzsjwJgzdAnS2bd3Knj17OHDwAebmZ1Figrpr105UFRrNukzAqMg0BKapMze7gKYZ9PUVSacznH/+edx5593cdvtd7Nmzmx07t6GqKs1mXRr7ZlKMjW2iv7+fkeF+RkaHyWQyTE/PUqvWqNcb2LYso6kq2WyGudl5yqUy2WwG12sQBC4QUK/LHEGZRgbbshGGhWGqGKaGFve3crkSG/2mEQh0XWkZMBuGJGG+7xNGAa7nSqLpaph6Fk0z5avT9p6tNUYm73w3ArIeSXkkS7V7OHGccoLykY98BJDB2NrxsY99jJe97GWYpsk3vvEN3ve+91Gv19m6dSu/+qu/yv/8n//zQZ13o3qu1WxQVpsVnIgNykP3ciW64LYt6xCMk7UHWa3OU6XmWeuYtaUs3WdnyfNsjz0SBEFs6xG0CMvxQRNQBGEksxCrqogJSkDTqbG4OMvM7DTlcgldV1A0BUTY8nRI6pFeNCmq1RqO4xIGEYlbq+9Ljx0ZLRTM2IVWqk6kvYWiSnWQpulEofQs0jSdMJK2Hpl0Bss2SWfslo1MNpslm80QxLYvkqDIaKaaBn19Flu2jDIw0Mf4kcPUag0MU6pI5ubmiCJJ6ALfp9FoYlkZVEPFcar4fkQqZaPrEZoakE5ZpGxp+BlGIfPzcwSBx8BAkWZThsCvVMtUKmWmZ0bxA1eGmnebzMxMkstJdYxtWxSLBWamFymVaoThFKZpkk7lUFUZi8ZpOjSbDpYp45yMjIyQsm0sy2bLli1s376dufkZ5uZmMAwT0zQpFPuIQkkOa7U6R49OEoY+QeDSbLr4fkhpqYyiwsDAIPl8kSAI0TSddDqL5/s4jkc6lUdVdebnFyTBzGaJhGBxcYFcLsf27dtIpSw0TdrZOI50+R0eHqRY3ILnuYShTzaXQdMMlkqL+F4ICHbu3EF//wClUokf/ODHXHrpRaTSNmNjY6gqLC7K4Hyl0gK2bWJZJsVCkXQqzcLCUuyB5MV5fwyECKS0JA7cV62VCQKPg4fS7Ni+i53bd6BpBqqqMDU9Rb3ekGqzSOD7IZquY5lWHERNtIIjjo6NYplmbHekoukQBFHcp6VURVFEHPyt+yRuI2rZ9SYbPXLyyMODnbw/JCqetbB169YVUWRPFt1Y/HoqmLVUPCdrGHsiap8TRaea58FIPtba91CqedZvz+r1rnXOdoLSLjXpJCrtBCUJWx9GPoIoNl6ESIS4rkOlssTCwhy1ehXT1KUu3tTiNkYIITMBJzE8Go0mCGJpCDiOK6N1atJNU1VVbEsagFarDVzXR4tF9qZpyYzI0XGCEoQuQoCdskmlbHK5DMQmvZlMmkwmg+s5eJ7sEFEkDTs1TVAoWIyMDDI6Osb4kXEaDZd0RqfRlOHiTcPGNFMEQYjjuKTsPIqq4XoBUShI2yl0LUBVBJYtbWOCUOabKZVKhGHA0tJS7H0kaNTrLCzMMzc3C0jjYtd1mJycZHh4iLGxUSzLxDAMPC+iXG7gug3S6RS57UV0zYgjmoLn+uiaJHUD/QOkUikMw2RoaIhzzz2bO+68nUqlHKs9DHLZHEEY4DgNGo0mM9Oz0n1WFbiuT+BHUtJhqIyObiWbyUqjU0XaGzUbJZpNh2ymD1XVmF9YIp3O0Nc3iBAR5UqZdDrF2NhIHIMnJneBz/T0FOm0FUseQoLQI5220TQzjpki+9vmzWNcfPHFfO5zX+DWW+/gvPPOoVDMMzQ0hOc5lMtlajUZ7G9gsJ9CsUA2l42lSIsEgY/vyWjEuq4TRiGe52BZOumURbm0hOM00HSN/r4+UpaJQEpG5hfmWFhYIPBDpITOaAULDIOoFTdFVVUKxSyaliWVshBIguI4PmEg3xGBDIbSbXzsZozf7f1cCz0VTw+roZeL52GAk3l11yILa5GcjaiHVjvuRMjJemU7/1ZreycxSTxOpHjfX0FQRJy7JAg9BBGZjAwh7/kuCwvzPHDgPhmUa+cO5uamaTTqBKEa25fY8WAa4XkuURSxtFSiVq21Qp/PzUm1je8HmKYlA5CFkkD19w/GIfCl/UoQBKiKCrqKpmpx8K4MmqbieTJ+Sb1RpVgsMDQ0iBBQr9eZmp7E8zwymQy2DZ7rkclkMQwLXTfwPJ+BgX7slIFhRGiqGtt1uGhqA03TGRwcJPAFQeCRy6ZxnYBSqd7yEorCMA6mpmJlswwPD6IoMDF5DE1TsGydvv4CmWyKickpjh6bYGSkTwZ8iw3aZfTappSO2Cqjo0WS3jw5MUkqlaJYlPGRTNOMUwEYzM/PY1kW6YzNwsICd999N81Gk9HRUXzfpdlsxkbHMtNy4Mu29vUXGRjoQ9WgXtfw/WYsfdIplSocOHCAbC5LIV9g+44dGLrBbbfeRblcxfdC8vkimUyWfL6AbdvMzEwzMzNDsS+HpqocOvwAURRg2xbHjh3j8Phhstk0KTvF0NBmDAHj44eIIgVFGAghCIKQer0OQKPRoFarEfh+nINpCjtlMTAwJNV/is744SPUajWmpqbJZnNs37aLxcVFDh06xMSxGRYXyyiKQiabYvOWTSBA0y1UTdDwKhw7NsX09Ax33XU3i4tLGIaFYZgU8jJCrqJIEu04LgvzC4RRiOvWGBgcYPPmLTEpziGiMJaeSIqixsQ+8VLr7r3Tns+q++RxNdVPDz10w8OaoAiOf7yVtm3LXotEctJxHJ3lOqEo69az0XMqcFIko/N8J3TcKkRkNYnJqSApq+07GZISr7SWguUDYDsSgpLk9Eny6yQSlOOxUqRbriDCD1yECDEtKUFxXZdavcb8/FwcuCuFoiqEUQihaM2ggZZtQxhGOI7M15OyMwhBKxZKFEVEoSCKpHQlDKPWhzsJne66PiDrDaMABDL+hK7GyeMkkcpk0nEGYZkbp1yWIeRt227dD13X4kBwsg2WaQJpFNVHUUQs4YmIQg9QSdkpGpFHGMrEhkEAYSy9SZIbBkGAZaWwLJN8Pk8Q+szNz2CYOqom1TGpdIqZmVkazTqZjI6mqdi2haqqOI4bf5TraCqkUmYrGFut3kRRZLh/4nMmcWqS9AOeJ5eu25RRa3M5FhacOHCjJHmapsXdREFT5T1QUBEClLi+IIhwmjLHkKqq5LI5UrYMSd9syoB5CA3DaFKr1TFNiyAIaDYd6vU62WyKSIsDpSlI9Uq1ytz8HCPDQxT7CoyOSFVas1kiCASqYgIKhmEghDQadl2HZqPRIs2u52KnLDKZTOvZNZsOtVpdPl8rhaZLG5JarYrjurF0Rhq2ZjJp2ddCQRgFVOsVZuamGD9ymKmpCUqlCqZpY1kWIhKt+9tsOjSbLlPTk/i+z8zsNJEISaVsstksmqbiOjIeSyZtYaoyCm1rNFLiP4Qc64SIBzmxspxoDYetcVK0H9azPXnE44x0M/5FoZ0cdCMr7ety5bhFeuuFad+9gXpO+JwnUc8vEic7i3mw6p3VyiLEMlIiNyUxGgABQokDTgUhYUxCfN8njCUoQRgSxAHR/DCeDYaiJbJeLM3jeg75mlShVKsV5uZnmZmZbsWvcN0GqgqWJcXjQMuTxvNkePsk+/CWLVuw7VRsEBvQbLhxiPuAUkmqEwYGBqRkIJ2W8T2cOrZt09/fz/z8NI1mk76+PLqh0Ww6JMnvSqUloshnaGiQdCbDsWPzlEplGVcEcFyX/r5+RkbG4rxAdVRVEo9tOzYBUK/XmJkpMX54hrHRIfr7C4yNDhJFsH///RiGys5dY/h+iOu4mJaGaVoMDPRhWRaVaimOlCtoNuuUy/M0mgGOE6BpPqoacWxihkI+z8UXX0Cz2WRmZi4mTybVSgnHcRFCGgQPDw8RhoKlpSU0VarLXNclilwKhTy6rrMwv0QQBrhuU2Yf3r6V8fFDHD16FM+TarSBgSJDQ0NcfvnlTE4d5Z579nFs4gjVaoVt2zahGir77t5PsVjg0kueQK1WY3GhwuLCvYDC8NAmhgY30WxK0vPA/QfIF+YZ6F+gWOhjdHSMbE66oA8PD7O4OM++fXsxTYOxsTGiMKJaaXDBBY9laGiY2269m2PHJvjRD3/GeeddwHnnnc+mTSMsLs5z9OgRFhbm6O8vMjg4xI4d22NPMtmXy+UyZ599FpqmMz5+BEVRcR2XVMpm957djIxUaDYaNJ0KR4+NMzw0KgmZqnFs4gjT01OMjx9lamqKfK5IJmuzuFiiWoVarUoul2NoaIRCMc/gkEGtLvvQwuI89UaNw+OH0HUd27aly3a9yQ03PIddO88GBVRFRahSTYaiIhRQUECN4ncybMUWkuFt9Xi8bXvZW2xFrBx8e+ihA48IggLxh105zt8ViF+glWVbaDfyUtrqgXimrbTeIaVLsCK6MEEBKMlHdS13POQHmFXeU9EqI45vSPYt+8ivNKDtlBd17t8YaVhejyQgSX3dJCAr17v9br/adhHvMumIkEQkElF8I0QrgJTMDZKsizgnjiQoURgSxTlyhJB/crbqS7feICQSknx4nhu7baoIZIh230tULzJEuqIqGJpBEiciaV+SqTgJYZ/MBBOPmygUsXg/wPcDfN+Pf3utenw/zt0TSYPKKHZZ1nQZqTWMIIrvhZQG+bEaKzayVSRZ0lQVQzdaKpKk7iSMuarIUOiqoqMqbbEshBJLdgSRjNgl7XEAEcn8QJZlUsjnsVM2TaeG60BNVVDj2bPv+TSbHv39Jqap4jh+HHxO2tW4rouuxxFJkXY4mqbHniVSkuK6LumUhmWZ+L7M9qso0s6n0WgSRTJkvh/fZxkrhTgUu96SvISRVJssLi5SqVRpNBoEQYiuq4B0lQ0DgaJoGIYd2wr5mHFWa5CSllpNRpRVFY1cLifTb8QSMcu0saw0tp3Gsk2y6RTlSoVmU0aoTaWy2LYV288YADiO08rPpOs6mqZRq9eJRIrBwQFkOPqAwJekWtPks7TtFACaphJGEc2mQyaToa8vTxSFVKtVctk8hmmhawZhGOF5AY1mXRLsmNDrukwh4HpN9KZGrV4lFQZEkUxNoCiwsLAQpxXQME2TTDpDvdag3miyVFpgYWkW07Cl7U8+L+9lKMUgiqJIN3EFBHE2ZC2RIAcoqChJNuT4+SUdWBGQRNFXkIO1guz3yZjRPnS21EKINklM2xjSEa5AIDrGzc4xrW1UWjG0rz1V7KmmNo61pOzr4WFNUJIwXKLtd7K9UzKxggAs85k7XqYloBQyo8Vx4qOgdpRtXyYZL5Jt8gUSLea0/EVrP5dciZKXqUVu4qZ1vKDJspMsdJbpuNq24zptOpJ6Oo4Qst0iFlkkBGR1NZFouS0mWP6OJ6nYOymjIIrkBzIMfDm4BnEW4JgiaopChFTPREEUS0Wk8aAIpQQliMmJiMkJIkIhQCEk8CX5cBoNXM/F9T1Qo1gaUJMf9cBD1RTy+RzVagXPd8jn8liWSblcbhm+JqqjZrPZyueiKjKyqd1oYpoWjutSqVRoNJrU642WaL1UKgGSuIQxSVI1QSpt4PsuAkEqZWHZJkpDkhHPb6IbGnbKJgh9ms06IyM5CgUD205hWVbswp8mm8nKrMrNOrVaDc/zqFcdqbKJNPLZLLt2bEJTdXwvZOLoQZpNB8+TtjBNpUY6naZ/dFgmoTNNzj//7DgjcpWlpUXqty1hWQq5nInvLdFoeGzbuoliMc3ExDEE0r6k0WxSLlfpK/aTzaQxdANfD6TtSxBx7OhkK2psJpOh2FdAVTVc121JqObmFjEtnUIhS61aZ3pqDttKMzqyOU54p5PPp4migJ//7Eccm5jm6NFJpHeWQqPRQNez7Nl9Do1Gk5///A527NjBnj3nsLiwRKVa5Z59+2k0mmSzMtrt4mKFWs1haalCf/8g/f0DHDp4GM/3pAQrlefxlz4RP/DwfYeFhXuYnlrgc5/9AgMDg1x55TVs2rSFq666ikajya233cz4kXHK5RJXXXUl+Xyef/u3f8eyTLJZSWhs2yJQQkQUUalU0TSNKJLJI/OFPEePTfDd7/6Y5z3vGTz5yVfwrW99i6mpafwgxLJsMulsS9pY7MszOjbM1NQs9WaVodEhwiBiemqa+aVZJqaPYRpWbK+kExHxo5/8EE3VOP/88xkYGGBoaBjLtikEIfvuvYP9D+xleGiIvr5+Lrn0EhCCekP2a03VyKYzGIZBEHjSPsbOEoYBjuNJUmfauK50rZdDooKuWkQCRBShxWRT01T+f/b+LEiS7D7vBX/Hd489ItfKWrKW7uoNja0JNEAQBEmRonB1xWsmUpxLG2lsxvQqPYjSi54kPvFRL5ey0YOMvDY2MtrVNZtLXYkajZEURAogSALobqD3rqWrKvctdt/dzzyc4x6RWZlVWY0GiAba27KjIsLD3cPdw8/n3//7vr8wBFEcz11jqEC9AieFBjH6WiJLYCMoS7izy4s447r28PRxiekHM51Vkj/v9JEGKPPTKfzGsfeAimGpoDpzbxx7/4xJzM3Lo+c9Gyaofx0HOPLEq1Rf6DQm47Q1PKp0Uv77LMHp/MVgNoljrz9Ol3LadPIOpbzYnDrj3J8sRa16JxSCik1S5RfVFK+0QKrnSn9S5JkCK0VOphvlZVlClqpmfmmWkmYpkgwpJMJQjEgUhcRxqLUfmc44SbR+Q4Eh5eLIKk2LAh6mzu9QLEepqygb9M2C1mZ5LUVRgJBV07uyKWCWmRVbo9wtBZa0cGwb13Wrxne2bWEYvmYRDA2cMsaTMUKoBn/qzj3n6KiPaSpNRpZlZGmKcEwsQ+C4rt7lsWZeUv2XaHGpwXg8Qsqcg6M9ptOx1nzkpFlKveFiWhaOo7ZVxe9DkqYIYdButXX2R4hl2fi+IIpU08+FhQWl+5lMdYS/g19TluqDg0OSJMF1VbO+er1OHMdsb28znU4pioLl5WU1uPs2YThh/3ALIXIWlzsMBxOyLOfy5Su0W03CKCYMI4IgYnv7kCx1aLXqNBttrl29wXgy5c6dDWSR02g09YBpsLV1wGiUYhgJtm0owXORMxz08XyPdnuBi2tX8Nw6cZQwHgcMBiNkAcPhCN+vcfnyFXZ39hn0B2RZplkl1UhyOByR53Usy2R3p0+/P+LZ567RatWqVgN5nlOr+ayvXwRgb29P6WhaTVZWVvUxmmCaqqGkRB3HZrOB63rs6hyq3kKPIAg4PDxSLGGeqlIMgitXriClZDQe4XqebveQkeYpcRyTFzlRNGE06XPpygWiKGJzc5NGo0Gz2aDT7uB7PvVaHdOwKMhUSciUIHIKmYHIUS0XTAUmNOupQIyrA+Q4foc4d3lQAOKUa5y+iZEn33tigkOcfm36ePprnX48AMopbMgHmues+fVUgaAnrZ3OAZ9TgcTJ9X7I7OF5xLLH5zl9Bz2JsPa0zz6s2tcMSl4o1iTPqwtXtV0CMGbbXJZ0Cg0AKgePLqGkaTInklUllDhSQWmKPYlJ0oQ0iylkhqQgL5TTIo4jojjUNt6YyUQJWOM4UntFiMolBKWwU/3luuxT9uDJ8lSDEKXlUJkf6uBalqG2Xdo06jUNKAKKQqXagtAWZbAsqNVrNBoNdnd3GI2GdLtdLMsiiiJdyhFMp1PG4zE1v0av1yMMQ6bTKe+//z6gOvOahqVZBwvH9uh1u2RZweHhoQqVm4TATMSbZSn37r+PYQhu3X4XIWB1dZksl0ynY5aWFul2uwTBmDgOlZA2k4xGIbVanQurl9jb2+Pg4JBWq02tZrGxsYFtO7z4iU8yHA65c+d9fN/X3YQtYi/m/XsPSNOExcUu9XqdXq/H/v4+d+7c0VbrGteuXaPdbiHJ2dh8n9e+t8Ha2ipP3XyKV1+9Tf9owhe/+CVarQb/x//nP9Dv95lOIjY3bjMYvMn/9Cu/xCc/eZVPvvgS/f6Ir//3/wXHMfjUp67rDJ2UV165zd7emF/8xU9y8eISzWabwWDArVvvc+PGDW4+fYXlxTXSNOW//bc/ZTQa8+D+Jmmacv/+Bp/97Et85Wd/juFgxGAwZDgcEYYRnU6LPM/Z2tymt9DFcRxef/193nrrHqury/S6ber1mhYMhywv9/jFX/wyh4eHfPvb36bVanHp0iU+/elPE0UR3/jGN/B9X/fyCRhOpqyvX8MwDP74j/8Ix3H5+//X/5vWQqnsnBIcWJbNz//8zxHHCX/wB38ACK5fu0EYhwRRQBBMSJKI/YM9Gs0GC0ttdnd3+eY3v8n6lSusr6+zurpKu93m+Wefx3IscqkacVq2AJGRK7oDwxS4tgdSEIQJse7P1Gw2cT3vTHbjvNOTuYJOcuwfTz+K00cboFRq8lMoukdkk5Qn8enakBMffWi5Jx7PMZ02OJ9LRDrHOHwQAerjAMSjPz8r+5zGvJxG3Z19cVDQ7vS3j0fTP9yN+Hh5aaY5mYWwKdAQkyQKoCSJAimpLhnFcVxpRtJcMShprt6T5DpPIyJNFfAoLZK5DgKbdUFWuphYU9C2betgLJMiL0jyVGsr1LaZhonpWliWzvvQ38EwJFBgGUaV61HqE9Q8RVUOM0ybJE45PDhkZ6fPYKDKSp7nYBjK8bK/P6RsCuf7Pq7nquaHYubIUYBHRcqrWn1Ord5EIAjDABCEQVQxJypfJebg4ICygKq0Lq7aD0WG79d0xklKGEXYVo4QJvVGA6Tg8PCIPJc0Gk1qtTqmadJqtRBCMJmMyfOMbrdDUWTs7+9Vx9JxTExTOUeSJKI/OGQynZCkGXaSYJjw7nvv4HsewpCMJwNs28X3a9om7JOlCfv7e7rJXkCWFXieT60GSZwxnY7Z3lY24iCIuHp1hUZDAZ8kUVbmjc0+w+GIKFJOn52dXabTCXGcsLe3z5tvvsPa2kVarRbNRhdZmEhpgpR4boP+0Yi/+qvvsLd7ANKg3VJgROXhRDqczSVNMj7zmed48cXnuHxFsSLfffVt6o06X/nKT3N4eMidO7cBdFnIA+Av//IvlW7JNCtWptT1qNYKJlGUM51OePXVV2k0Grr1iPotfvvbrzDo7/Dee7fIcxWv73k+R0dHOJ4qQQXBmCzLuHbtGqZl8tprrwGwvr5Ou90GoN/vEwQBdb9Os9liobeEbTl4lofU7IZhGKjGh0pvlaUJQhQ0m3UdQpeTZGmVrPzQ9VWU15HqyaMnfaM3y7/SL89pdD8GKT/600caoDxJJP2jgtpOznPy3/PTk4qj5td78vOPAxpzhqNzf+Y8rz2KQZkvKZ29Dqnp4UeDoke9Nj/NgIk8FaAwt815XnZizY8BFAVM4urinGUZSZpoQWxS0esldZ0VDwOUopgpiUq2BMBxbF0fB6kBSlmWKAFKluUUeUEcp9W2G6ZRta1X3XXz2b4XhnbalODEqkoxpZZHGAaWZZAkCePxiL3dIUf9Kb5v0mi4NBo1giDizp0tajWHdrsGSBzHRmiRrG3PAEr1e9Gddms1H8tyVKmhKDBMgVGVjJTWJggm5EWmuvjaCqBYlqlzYVSYWpJkBNMQ285xHJdeq0cQhBzuH1Gr1TVAUVZpxbJkjCcjTNOi02kzmUwYjfaqjA3HMZHSQAGUmDCaMp2qdNg0SxBxwa1b71UJu6alGop6nk+91qDdqpGlEXt7e5imRRCUPYt8tYwkZjods7u7y96eAkbr6yv0ej2uXr2quxiPaLXex/OUzXk8NtnbM3Qsf8Le3gHDwYRWs8viwiqNRoeiMEAqoXHNbzLoj/n2t17h6OgIUE0QXddlPA6YTsf4vkOjUSdNMz79qRe4em2dg8M9Dg72eePNd1heXuR//p//rnZg7bK4uEi73a7Kfd/61rcwTYsXXnihAqJ5nh0DKHGcM51MefXV13j22Wd48cVPKuePMPjG1/+cjY0NFhdvqxLPaITnevT7fRaXF+nUO9Vv7Oq1q6Rpyh/90R9VrqnygjEYDCiKAtty6HS6+LUGdc/AcAwKqQCJZdgq80dfO1QZ0aTRrClXEIUWjmc4rqfnhWMg4hzX+pOA5HHzHV/Hx9MPYvqJthn/qE/zbM2TsiAnNRsfBJyc9ngWWJlf72nLOznveZibx20nSGSRA8XxbZsDQfMApQQnJbtRFFnluikFlmEYkGYpSWkz1oFtaZqSFUqgmhUZUuZgUEV/zx8rNVgq9sb3a5iWgXIGSX3xN7RrRwW0pUnpslH6C+VeUdqSUieT6QTPJIkAqRM7E+Io0d8H8qzAKJ0KEjJRMB4HHB0dsbzcZf3qBfI8IM9Ttrb2SdMU24Z63aPb7RKGIdvbW7iujW13MasLvcpjUftCEieRBjAGtbqPlJKJ7+M67rF8ldF4RJJkdDoewjDZ3d3DdR3qdZ8sLZjmEe1Wj2ZD3U0Lw0QIE8t0qNcbRFHMeDzBtm2dwRFWQM00TGzHQQjV+Xih18NxHDa3tkjiWKfqqu3wPAvXtXjuuZssLCxU3aC3tzcxLYNG06PT6VKr1XnuuReI44TdnV3SNOPixUscHIz57qt3EUaKaWZcuHCR69evs7GxxXA4IE0zFWjW7jAej9ne3iZNQlxH0GzWWVpa4nOfe4nDwyMOD/skccogGLGxsQPSxnNrmF2HLM1pNFo8+8yLjMYjDg4O6HQWkFKysLAESLqdDp7n0GrV8DyP0WjEaDxmPB5T5Dm2bXPz5lUsy+Av/uKbRFHI8vIik8mUfr/Pl770JbrdLnGsGLtOp0vJgAnDoF6vMx6PVKKuzuAJgim3bt1iNBpz4cJFlpeXefrmU6xfXefm08/S7w/5xjdexXVjvW8TwjCk1W7TbDVoNBpEUaQZs4T79+9Tq9Wo+b62hxfsH+wzmU5U/yPDxJQGtuPieh4ri6s0G218v651SgGO7eC4dZI4JYwSXNfDr9VJM1XqnaNB+GAg4mPg8VGffqwAygfN/T8Pwvt+Vd4/SAblcYDgLMbktNfVvx9e53mAz8n1n7Y9p7ExRfX63HunvKYAyvFy0Mlo+zRNlcYknQGU+d48uVRugjxXlmNDR80rTYgqvZzcRktbf5P0YY3MfOmnkEq4q2LrTf0nSIuCPJdV7T9NlT5Foliakn2ZPyal6K8oVGDZdBpw8eIqK6s9Dg4yptOM8XiKlAW2LXBdm1rNJ44Vk+T7qs+Pazu6JCNJEtUrqMxqAcUm2raN7cyXmpTtVkqJLBRrZRgmSEEYhBhCYDRb+hgoZsIwhNISSSikoUWbLmEYKVdOnICgOiZSqvh2hEqRtSyLeqOO73vsH9gKdGZ5dfxtW8W0r6wus3ZhTTU5nE45ONzDti1arZYufQg6nQ5Swu1byqV09eoiphlzdBTg16DREDQaTRYWFrTeJle6oUzZgdM0ZTKZIGWObatjadsOy8vLCCFwXZckyYnjkNFwQt8fUm/UcRyPyXiK63gsL69gmjbTiXa7mCa+75PnGbVaDdMUVShamYyrBKkFpmmwtNQly1SIWrlvBoMhg8EA13XpdrvaEZVRq9VJk5RpHGAapu6KHDCZBArk6+/U7w8YjcZkmWIKG40WS4s+q6srCKHKU0Uxi6fPskw1ytTnQ1nuzLJMhdshsUzlvMrznCCYKEF5ger/E6fU6w0ajSaO5aiSo62D9MhBFKrzNjlZFlOr+TiuRZbnSDFfzpm/npTPH309rtyXx0o7j2JXHr/Mj6cf/vRjA1CepNTzpGWa73cqy0oflEF5sgFfTfNWrvOUd45/Xpw5z6PW+bh1nbYMkFBuq5AgCqAMZSvmPlto9mQu96TIKyBS0tpxElWak3IwLIqMQg+0hczJZc5gOFCOGNdGykJFkOcZSRJpR0+k3TTqjjTLDEbjIWEQUvbzUdtWUBTzYEYxJ57nVvsxTVOSOFMMSV4QxwkgSU0Ig4jpNNSDscAQJoZhadBWEEcqTdV1LQqp+u40Gk0cx2F//xAQtFp1Wvoud2nJx3Fs9X10lL4hhM7XUCxBmqaqQV8UajBlaMGvIC8yJtMJhjBQ0egqoXXQH+J5HkvLi6qXTqOBlIrpKl1Pw+EU0zRZXF5RaaVBwkJvieWlFaI4Jk0S9vZ3kVLSarXo9Xqsr6/T7x8xGPS1JsOm223hOCZ7+4G+k4ZGs0av18VxTJI05M7d9xgMBjx4sM3Fi6tcu3ad3Z0d/vLWt5C6TLa7u0+W5YyGIUmScuGCjV/zaTRqFEXBeDTlM5/+LFmW0WjWGQ6H/P7v/z61Wo1Wq6mdQj63bt3n3r0tpMxxXZcbN57mYO+QTblLmmT0+0OWlpap1xs0G0oD9a1vfbsSaodhSJZlLCz2cF2HlZVlgjAAlHus3z9iOBgoa3gakWUpS0vKpXT12hUGgwGbm5tV1s0777zLxsYmu7v7NBoNnn76GSaTKVm2q3VRJq+99jU2NjZptVxaTY9CFrSabS5cuEAYRrz99ts8uD8gSSRf+cpnabXq/PqvfxXXdWk06tTqdfxajcP+PkEw5c233yKOY4I4omE3MB2VbZOkCXfev8N4NOaLX/gCQgjuvn+LMAgZ9ocsLi6xvLzCwcEe9VqDL33pZ+m0uywtdTCEiRAZhpEhrJy0CCHNK/cemDwMHOafS1SGzey6dR6QcdqN38fTj+b0kQYoH1azwNM+e6qA9gOe1SU4OQ/TMf84/0M67bOPAjcnn58FGB7+/OyO5fHzng1STn6mBEzl4+x9icosmSvj6GTN4/PmzLQqJXtynEFRA+XJEtC88Laoli2L44JcoUsh81oY0zSqco8QhmY29LkhyiaFpehVfVfDKG3FhtaSyAokSVk2HUQ9FkJluGQ5stSdlMAA5fRRAXSSohDkukRjqKS0StDqeS6O42DbFq6r8kvSNFWi20JZnUsRJeh/GzNH0oypUkxPpvM1bMvEdlRPmSRJq+aHIKr+QlIqF1SRFzqGXQWeyQJd4lJMkivBECa2pQLMarVaFWjmOErPo5iesh3BjCUTWiAphNKDTCZKZBsEASULZBpmxRIJUf5btT1wHXXn32h6Sijr14ijWLMRHq6n1hvHEf1+H99X5bLhcEQhx4RBRIBke3ubbrfLlSvXyNKCMEwwDZMkSbBtuyqNpWlCEEyVqytLsUwTz3N1/yZ1XsqiqJouWpZFkiSq95FtVMdXLSs7IdRWAtc8lxwejkhVtwR93pnHBNeqc7NqwTCdqCaNy8vLHB4ekSQpEjTzEVCruVy6dAmAOFYsZDFV56RpmgxHI4IgIElSLH0M0yyDKGQ8HjEcjShkgWFQ7YPxeKTBfcJwNNDOsrHSM3kNEEXVE8vSJdQsS/TvROlSHhbMzjMqpzDdJUtSPj8xy/y19axlfDx9eNOPXDfjj6eHp8cxDac9qn+fzaA8rsTyqHnmB/7TPnvaus4LUk5bVwk25h+PAZSiQMiyFHO8hw6U7ElR6UhUmSTRYVDKfRNGIVE8Y09U8urxZoFFUehSjHK7OK6DMJTeo1bziOKI8VhUrgjXVYNnp9NRrp4irXqqWJahBbYgcnXRNIwy4bTUr+S6hJOQ5akGLkL39FHlH3SZp9Dg0DAsTMNSKZtFQZKkTKcp/X5KoxHoZFHFWBiGwPNcer0e9Xod13WrfdRut5X9eDIBqAYVpCCKQtI0JQwDkjjGshxSbb9OkpQ4illfv8rKygVc12U6DdjY2FBOj+GEMIgYj5QtO0lSGs0atmUhMMlSyYP7m7iOR6PRYjIZMQ2UNbrR8Ol2FzAMwcrqMmma8M47b1Gv12m3W4ptiKYcHu4xnYY6g0TiujAej8iymOFogGWZRGGMEIIrVy7QaNTZ2trBMGyuXn2KbqeHaVr84R/+f8lSybPPPkdRFBwcHGFZNrbl8P7797h9+w7PPPMMRVHwZ//9TzFNkwsXVnn22ef40pd+mt/93f83t25tqIaLJrz77rtcu3aNL33pZ7i4tsazzz7Dm2+8w+7uHs1WjU63SRiOESLHrzkcbe7x3nvv8T989X/g05/5DK+88h12dna4c+cWSZpg2yaLi4s888wzBGHIG2+8wUs/9RkajTp37txmPBnxV9/6CxYXF1lfX6coJFGU8Oyzz9Fu9/j93/9vOI7Jc889o8uQyjHmOA6f+9zLPP98wHCo4uzfefs9lpeX+dKXlCvo6KjPyy9LvcwI13FZWFhgOBzy4MEDRpMxk+mUn/7Sl7hyZZ0Hmxv0+0Nee+0dLl1aZW3tAqPhkCgM2N3dVbqvNMGyTK5fv8re7i7bWxvYjkGzWWd3d4/DKOb9+7eYBkNWlla1s01Q9+t0Wk2G4wnTIMF3W5iGHprK0oxQicAzBuVjYPGTMP1YAZTzuHDOmv9xy/kwykLnYVDm5zmLQXlSNuNx63p4ux73+Zn19+zvNW8P1jH1x8DOXBhbkUNVvsm1Tfd4k78SaJSR7yqnI6usxWWcfNkwsGRQjoOjvAIope5llmliIEudSsXCGOS5oWLvhdJYlM4YwzAU+SMLleZS7QNZsQq57ulTlooUjBGV48KyFNMipcqCkZSlKxW/X2jLsmFAzXcBxRBYthLhttutyqWjwIy6k1eag2RO7Atl+JtpqF4rvu+TxClJniMMcw60qv1cJuWWTibX9XTYnKCMm09TBRBdz8UQFmVasGUqV9PRUV+BsyxnMplWg6hqJBhWFlnHUYFs+wdDptMJpilwXAvLRpWnLEGt5tPptKpS3nSqXCDttmIW0jTFshxs22Y0GpGmObbtICX0+0MMw8C2VYS87yl7dJpmjMfK7lyv1XB0Km8QhLzzzjtkWUqv1wJSoKAoEs0MDEnTnCiKWVhs0+21yLKI/mCfaTgiSRMMU9Js1bl8+SKe75CmIY5r02zWubC2yng8YXd3D9M0WVpaZDodE8Uhk/GEKIp0Q8gIy3J0HyhDcVyFZG9vnyjKuHJlFce2kFIJqQ8Pjmi32zQaTTzPU6nGUYRtq9KQECpd9+DgkO3tbZrNFp7ns7y8hCwkd+7eodDBcLk+r6M4YjgaglClzmeeeYpWq6F0UcGUyXhM2aJhPB7heS5LS4vqHMwUk9QfHFHIHNs2GQyPlPU/ijUjZ7G8uIzv+5imgevYCosIxegdL+ecLPfMT8dBy0mGZMaciGO/1YeX8fH0ozT92ACUD0uD8oOKPH5ScKJeO5uifNISy1nrOj+4ebz7Z+6Tx4DISRbjGEihUBH3WUqWJZWD4HgXYlkBjpI5KVNPS61Fks4sxkmSVDkpFXOiwUJWKPCQ6iCy8WQMQtJo1LUDKKyWk+cpaarEmYYhCKMIKVViqpTMxLVVxL+onifJ7HsLQ4MSqWzEruvoAdPCtiz9vTJtiU5VBooBaaYaEzqOyepqB4l63qt1cD2XRmOFolA5F8omXVCr+7g4hOEUgaBRb1TlKUtT/p1OBxBsb+8QRZHujZNRgkrFNhwwHI6o15vYlk2vt6DFnlbVBydNcyaTAN9vYBpU8fPNeo39/QPeeecdOp0OrVaT7e1tiiLn+vWrGKbBzs4O9XqN5eUlms0GtbrP2++8yd7eHpcvX6BW94iiqQI8lsXaxVXW19e5des99vcP2N0LME2L1VWhgWaGYSgB5htvvs7u7j6rq6vUajVee/V1ms0mzzxzk067w+Lisu4yLLVLJuDZ557F931arRa3b9/iv/yX/8yV9ct86lM3GQ77RFHE0dEBSRJx6/Y7jMdj+v0+v/Zrf4+XXvos//E//ke27+yAVCUR1/W5dv0iP/W5TxFFERtb9+j1WiwudriyfpH79zf43//3/4Btezzz7E1GIwXO3n//LsPhgK3tTXzf49lnn8H3fVRaoTp//uKbf0GtVufv/I8/g+sqELK9tcM3vvHnXLlyhYsXL/Lcc8/TbLY4ODjAcWza7TZFUXDnzh1eeeUV3njjTV588UUuXbrEF77wMoPBkN/7X3+XS5cu8bf+1t8iTlLiJOXg8IiNrU0QcPHSBX7lV/42R0eHfPe73+Xw8IDDw0M836Xm1dnY2iAIp3QXWmRFQhBN2d7bZBKOWL+8TqfbYXPzPhuFJM9Vacv3azz//Au0F5p4fp1GvU4QZqo/lP5NzZiTs0s7T8KqfKxB+ehMPxYA5UnYEqU3+OA5KE86nQVM5v/9KMAktV7hSddz1joet/5HbW/5/Cz2ZX6fnTbfqX/MrMPKEpkdK/EcByizpnklwCiTY8sU2ZKFmQdCx0o8RRm+Jqq8j0qUp7UfzMVeSynJ8gxTCl1fNzBNR+lGZFbpMEAzJFo0m+dptS9Mw8Q0DJJYNUFUmSemZmJE5TDKtDUaITFNSJOUJFFN8gzDVDklhkWt3sB1HaVZsEwWF5eYTqcMh0Ntz9b7XcJoNNZfBBoNFVZmWZZ2khgI/V2rYDhDaH1KTp4ntJrKFZLnZclOkmUJYRghJdT8OpapMi5syyHPczY3txkMRoSBxBAhaVoQBCqNN4oSXM+mXlcsRhzH1GoeQkCjUSeOW1rMrHQJpmnieer9OI4wDJW/srZmgw6ZU0Jmge/V6HR61Xf0vRqGYdLr9TAMg729fYoCDMOqbM+9Xo80bVTAVCXyDtUOkwUg6fWUoyaKpli2SRRNaTQ9lpbWQUTs7L5PXgS4nqTVbJMkKXt7ezRbPiurXW7fvsve/h4X1y6DMLl16x0GwxFPP73O8nKPLFPlP8dxKsdWMFWpvnmmziekIAwjhoMhl164rDtgHwBUwYBPPfUUFy5cYGlpiTAMCUMFWuv1Bp/+9KcZDoe8+eabjMcTms0mo9GIzc0t7ty5SxiGOI5DURTs7u4ymQZMg4BWt0uz2WIaTonCiMPDQ0ajEXmuBMO9Xpel5UUajTrNeg3LNHn3nXfIsozr16+zvX3AW2+9z0JvmcWFnsrVyXMEZuWiOzo64N69u1xcXafTtFBdvDmBIqRmVU66emaTqgadj/H+GKT88Kaf2ByU84hkPyjQ+CAlnUcDjcczKCffOy0D5VHLPrmM87E0p3wWeewacN598bjS02kApZBFlb56mgZlHliUzElp1U3ThDiJq745JWCZL+8cZ1EKbYUtMCwVXJZVlmGhB+tSjGjobS402NCOFi2ABap+O2XPHQnalltoy6rQTImKmU90Aq3SuJi6PCMr4JUkCbFmaSxbkCTK/QNosakKdGvUWziOxc72NvVGjeXlFba2Nun3+7qUVOpcYBJNFNNTQBkWZts2tZpQpQNB9X1NU1Qi3zjOybMcy1LizyTJdBlJBYGFYYjnetTrzSop17Zd0jTg3r37hEFGEEiSNGQ8CUkSBbLCIMKylM1XSlVKajbrCAGtVhOJYoRmg7atY98hCJRLqFar0W7b5HnO/t5+ZYH2/TqLi0vUag1s26FWq2NZDktLGdPplO3tHfJ8lrxqWRZLS0tImXP7zm3SVJ1L0+mkStwFyeLSIiA5PDrAMCCKpyyvdrh58zqSkAeb75HLKZ4vWF3rMhyMePudLS5fWWFltcfbb7/Bzs4Gq6tLCMPmjTe/i2GYPP/CC9oqnGAYhrYvp0ynykKtwgIL1R27EATTkH5/wOrqKhcvXuQ73/mObndg0Gg0ef755+n1erTbbe7evcd4PEYIQavV5jOf/iyvvPIKf/iHf0iz2aLT6cz0Ke+8AyjhspSSjY0NBsMhw9GIlz73eTqdDls7mwRhyM7OLlGkelb5vkejWePGjesKxKUx08mY73znFRYWevzUZ19ia6vPd797m0998gVMyySOQ53d4+rO13BwsA9Aq96m02xpJx9IYShjn1A3AOrmsrydeFS55+HS/Gml+rP6+/yoT2ddj88z1n2Qce28y/5BTD92AOVJPnPa3f95yz+PO9BPciKcxWDMsyengY+zgMf3s22yTG49kT8i50s0nAE28vzEZUNUy8v15yvQkeeVlVbOuRTUOktAklZunZI5maXExhUQKTNQ5nvwlICk/A7z7EkuC8JpSJbn2JZNIQtGoxFJkhBFEcIQ+L5Hva6atpUhbUEwxTAsXNdFpWFSASrfdxQokEL340nmwt4KDToMpBQ6W8PAMCBOYqIoVE4G2yTNUs2gqByTRqOF0C6hySREyoILqyGm2eDatRukacKbb77NZDzW4CHFcVSPk6Io6LY7xHHGxsY+eW6ytnYRIVTzQt/3ybKMaRAgC6nj6FXKqGXmWjsyJooifS6q305RSLXfCkkUxQRBiFSHWYtsMyQS3zcqRqdk6FU5JmGyO6zAUF4kDIaHuK5Dr9vDcWwtwI1xXZelpSVAkKY5YajKb61WGySMvUANdoWkXm9wYXWNdruL7+1xeNhX4uZcnV8LCws0Go0q1bcoCmo1n0IWRFFAo1Hn2WefZXdvmwcP7mE7akCdTscIIRFCzX9lfY1r19e48fQF3n77DTa3Ntje2sFxXH725z5H/8jlldcKonjA9s5d0nyCXzMIwiGe6/PTX3qZPC+QhcB21CW43+8zGo0QwsD364ShwDAkeQ6Tico08bwa16/f4N69B+zu7pGmKoOm2+0ihEEUxQwGQ6Ioodvt0uv1GI1GWJbN0dERcRzTbrdpt9u0Wi0uXFBC1cNDxcSsr19hMBjz2mtvY9kC2zFx3Fmzxul0qn+/BVmWcPHSGhcvrmFZBnESAwr4L68u4dgOu/u7GGbKpcstxpMj3r9/l2ajjet7JHGCaQtqDY9cpgwGh2ztbFDInKXeZVzHJQgTDMPCcz0dMpjp/SbxvHrllBNCYFsGRVEmFhxnwqvAR05hTuYlLh+h6bRKwPxrZ7lQzzMufVDnzWnLfhKn7WnTTzRAOQuofL8g5SRzcNZnzsNmnAQop7ER889P285HreuUjUdy3ApcMh3HHouToleV9zG//vltOCZUPWH/FbI4cS+khaZ6ECnBRymKzfKMJE60CHW+fDOzHRdF/tD2lS4eWRQkcUKSpZXYtXS25HmOYyr3Tq1Ww3UdCjkDPVJKTMvE0K3hJYWmqoW2JZvkipNndtVTWhtDNwI0TFEJAVU0eYTjWJiWSZ4XCKHa0hvCwPM88iKjyFPiONFNDxPqhWRpaZHRaMC7776rRcJFdSEfjyfkWU671SFNcw4ORvR6gQ7pEqoko/sAjUdTADyvhpToeRQDFMURIo4RwtQaFFXOMbStt2whkKYZcawEsVmmGCXbFmS5GmTVSUFlbZ1MJkoU6dmkWcx0anDp0kUajQbCUIxRv3+k2Z4acZzoELqEJE6xNWvjuh6WaVMUBbZtK4GoqyL8FXCSle220WhU2hMVPqfyX6R2kFmWxcWLF5AyYzTqkxcpaZaQJGHFnnmeQ6fTpLfQYmm5xRtvhfQH24zGh9TrDbq9BpIMxxVkRcjRYI9CJni+RZqGmKbg6rUrpEnG9vYepiEoipwwDCqA4roeYFMUFkUuK3bNdZW4ud/vc3SU0ev1tG6mrYDmNGQ6DYiimMuXL1Or1ark4NFoSJIkNJtN6vU6nufR6XQwTZN79+4DgsuXLzGZROzs7NNs+bQ7tar0VOSFbrkw1hopie/7rKysKI1OHGGZAmEYNJoNkJLpdIJhFfQWakTxVKfqdnEcVwEaIZSNvSgIwin94RGWbbPYWcMwSmChwtzyHJQrTv3mvROIYmbNZnay8fBALmXJTM8zxn9905OOXyev+Y8CEycfj7cQOXs7TlvuaWPtybHsPNKJ054/avpIA5Qfpel0cDF776yD+6jPnfXTOQ8KLtd5WqnnvNtcPj7JH5wO8uZBxIxJ0SxHniGLvCrPJElalXPmAUqeZ2S5duvkSVVKmbl2cqROcz2tvJPnOVmek2nWI89ykmp+dJaFg+PauK6DaSp9SBBOdXfjiXKTmG0c26bwvFmcfhKTGSmGUA4W0xIqcdVUbgZZxKRpARKS1NbuFWXvleQIw9FlB1O7G0y9D3Pd3G5CqrUGUZjqzsNHxHFErdbUYWA5eSZJk1y5P4xCOXWSFMOAw4NDXn3lu1y6fJnFhUUMoSzNtq3YkHLQ9jyPIg9IdTaK1ELFan9SYOhkUbV/tWNL371aWvibJLly5NhC3+mi2BnbZmFhESlz8iLVOSjKzt3ptLl0+aIuXZhEUcTdu/fI84IizxlPpuRZwXA4wfdrrK6sEYYx29u7LC3usLK8rdmwlF6vR1EUPHjwAMdxWFlZ0bqLTdbWLtDpdOj3lcOk0agRhgFf+9qfYDsmtbrHaBQRxwFhZFKr+bz0U59CkrO3v8nyBR9hXqLddVhda9Pu1HAcj8P+JlmW85nPPk8YxNy/d4tud4kLq0vcvn2fweBIheAZFp7nMJkqN0+73eXSpcscHBzRbiVc/hXV++bwcJ9ms8n6lYs0GjU832M6HROGIXfu3CFJEhYWFrBtB8uyee2113j77bfZ2tqi2Wxy7do10jThz7/xTbrdLr/0S7/E66+/XpV1ikIyGERauK1Kg1/60mfZ3t1mb3+P4WhAN+hx8dJF1uQaS8uLPHhwnz/7sz+l3W6xsrLM3v4OYTBlaWmhAgqe57G40NUduU0mownbO9tcWV/HtExGI5WRYppLpLlKPz46PCRLclr1Hq1mh3Z7kSzL2d7ZxnFcXNfH912EMLUrydR5PBAEiRZvm4+9Ns6uqx8x2uQncPqJBigfpB53nsH85HsfLEX20T+ixwGPs8DJafMeW2/l1pH6bmS2HecBJ2ezSifcO3P/LooceSxgLT8GKkoHTv4Q+5Izbyk+jdUpv8+xWPwiq9iU0u0DpfvCqQZMlUBbptUqYJTr4DChL+ZlT56q26q2FJfJrEIYajlS6nVRNfIrY8jVMrRA9cSdikCo2PA0V24hAUmcEEUxoNgIx3HJshzDsJBShagJDKRQVuAsU7X+OEk4POyzuLisGBqj1LWYlB2LK0u0KLdRlgdw7tyYnSfq7/idqzr3BEUOhlEKcJl9Z8DzXLI8JY/SKgq+ZM1ABa9Zlo2Uynpbnop5psBkCYqU7kWxZWEUMRgMVAjZ3DlQCrDjWLFQURRpobBHnKgmkc1WkzgKGQyPaDQbuF6Losi0LijEdS2Wl5dI05DReIc0UeAly1MkOa1OA9fxCIIxRS7xfFu5wqKAriiwHUt9fySmVab05lWWj21HSGmRper7Lyx0iaKYg4N9hGa76vUGzVZDu6XUQKzOeTTDY1bnROlyU3bqlPF4TLvdZmlpiXq9jhBCJdcmKVmmzmHl2qrT63UZT2tMgxpFnhNFYaWnKq3ipmnq8uCU8XhEEExpt5uYpqmdZzaNZpPBUFm8S9YzisK582tms0914q5hWBz1jygKSaezgBCQZakOGizPTaO6Rs2uL+U/znt3Ln8kyjsfZAz6MKfzsBt/XfoT+AkHKN/PdFbJ5ax5TpaTPgg4eRw4etzyyseH01xPfA9dYoHTAtaK6uIwe5yVb2bA5jiTUia0llH1pfOgKAryNCVPU9I01n1RSmdOqvvmzPQlZd5JybIoS3Hp7pnPPylTYwtSzbKosk6mOhpnObksSFKVg1ImcNbrdcViWAaTSUQcR0yngU64nO1TdbcpcBzlOnAcTwMcF1mUZRJ14VTWZ2XblEWOYdhYlkGt5pJlqgmeAjTmMSClBgRbi0Ahz8scjCOGwzGOa+P7HisrSzi2p8KthCTLCtK0IM9yBkmg01QtsjRjb6/P2tqUJEn1d7UJgog0TfVgXgCzrs7laSgpE3dFBX5mTRb1/tZ9kkqAkiQKlMxuaiVhqESy3c4iYRyQJAMdtW9y+/YdVG8hVYZRtu+Ifn+s76BdfK+BZTnUa22V8xGmmIbLlStXSZOM119/kyAIcByH27dvk+e5bqKY8Nprt+h2aywuNrl2fZ3Lly7xnVe+RV5kvPzy5xmNBrz62rcwDUGShIxGIwbDAeNpn+VskadvXidJAo6GmwTRmHfeeYPvfe9N7j/Y4Kt/6xdY6HXZ3NxgOgk5PBghCwPTstnd22Zvb592Z4G1tSbPPvMik0nAt/7qFQxhsry8zNe//jpvvfU+V68u0Os2NWg1aTRagGBvTzEpnlfjYP+AySTANG3yXHLv3n2klLovT40vf/nLLC0tVWm9o9GIy5cvV72Hbt68ydLSEt/+9rc5ODhgYWGRNM25desejYZPHEesX13nS1/+MpMgZGt7mzt37xLFEVDQ7XX46t/+KlE45d69u+zsbBOGSsMjBLz55pvcuHGDr3zl57hz9x6vv/kWjVoDz3G5dfsOzWaLF55/gZpf092dJ/SHQ7IUxuOAg90+7XaXpcVVpbHptXWAoUGaJOS5JJQxArP63dVqrtKgnDh1P54+nOljkewPaXoUYj0dJDx+WedlM0773GmPx/99NuPxqMfzAKKHXkMeuzN+PGtyUqtSnLnueUZk/vlMa5KfeCyOMSYnP1Oua768czzSfhbFXtmYc935OMsopN6uXIJ42FkkCiqgoO62hLIFC0iSuLIFl2CvbGZXZqSoO32p727VnZ/tBOQZuK6F6znU6r6Or1fMB8x0PLkWbpimWYlaVSNDiKOkEiur6HgDw7CwLIc8L0GdJMsLpC5BmYaJIcAw1HeO4wTLchBC0eLz+zjPlchVGAIKfQZWx7IUHBqcLKVRFoNME9NUwKQUJRqG0i2Ux2s+wXy+jCdloYPJpAZAqizkeT7NRrMqkwXTiDhS7JDSntTJpWKZptOI0SgAZlZyZS1XIDqKVaz8cKyyRwqpGv+lWaKOlSmwLIPeQod6w2M4PERK1cfJtAy63TaQsLe/T55neJ6jgu0mFmXzRyUsNhHk1Pw2nlfDc11s2yKOI90gMMb36zQaDTzPxrYFplG2V1B6pMPDPq1Wg9XVZbIsY9AfgBB4nkej0SDPc4bDIZZlVTbhEsyXEfmlrdyyLOI4VinKjkOn0yFJEpaWFgnDmCy7QxjGjMdjDGHQabcRloVhWbia8QoCBdgPDo5wHQXo81x93zwvsG0Tv+YDsLe3x9HRgPE4xDZdLNMiimJsKyKOYmzLRkr0/krwnAzLzAmiERLBcDRASonvNxTLkqbkWghrmYZmJyWzsfM8g6g849/zjp6/PsbgcdP3y7ichyH5IJliZ5lMvl9g8xMHUD6s6bzg5OTrj5rn4ZPvg4GTs9Z5FtCYrassuRwHASf/5gez+eWWg+pJcSxwTPA6/yhlTp4l5JoZKR05ZW+d08SvpQB2Fuo2Kw9JKXWPk+Px+Gma6maCCUmaYpgWaIcHQG7mlQhXZIohKUPfDGHg2Da2o9JcB4P+se0C8H0Pz/NotdQdb56XjEJBGDpK5JkE5HlOq9WgVquz0Fuk7KQbTEPiOFHi1jyvNCqqx46NbTtaY5IznYaYsdKppE5BnoFAhYOFoSTPMtJELTcKYwxhUKvVqsRWKSWD/ojLly9h2Ra7uzvVcVT7IEZKJeotkBqkqDqOlOpMMYRO5NWlNqX9kSAM3VdHtRooTwXbVoBFWcF1CUafIyUwURoch1arjZSSOM6xLInn1lheusDFi5d4cH+D4XDEg/vb5Lk6to1mg4sXL1Cr1ajX62xvD9jY2OHmzTVc16zyQpaXa4RRws7OPm+99TZ7e1vs7G5hGIL33ntbM3UxrudTb3g8+7xKTf3jP/7/keUp/f4BjabPzWdu8P69d3nrrbdpd+o8/dQlNh7cZ3PDZHlpDTAJgkQfg5xPvrjO+pXrjEchSZJx+/YdxuOAwWBAzW9w4cIFnn76EkIk1PwanqcC4w4Ojvirv3qFT37yE3zpS19ka2uT+/fv89TT11lZWcE0TQaDAW+88QaLi4s89dRTHB6qlFjldGpx48YNLMuq2jUcHh5y8eJFlpeX2dzcxHVdnn76aQaDEd/85msEQcTGxjY3n3mWZrNBe6GnmcaYo8ERGxsP2N8/5JVX3uArP/tFvvzll7l79zbT6RSQeL7PzZs3SZOEP/mTP+Hdd++zvx/hWBGWqZxGhjDY3Nyk2+1RrzcJw4jxaELNb+K4koHu23Pnzi1Wlld56qmbxFHCdBpjWx6mqaznhmExGSfkUpKmjzQdn7ieSsqS5mwWqctDP7rg5MOYTt4sf78lnseZSr7f6ScaoDyqZHLeeR8FDM6zjkd//tFg5lGsyJN+Dh5mEuY/83Bs/OngZZ5BgZlyvAIPc9bgEmwUlYZEP59v6nfiDp2HGJ7jzQBnzp7i2LpmZSIFfiTKcVBuX5KokpZpCixb5ZSUGSaGCVAowWuaEQSh1lSULJIgilQQmed5lchVaUpMLf418HxHa0YsbNvAsg11YcQiTa1K31Lup1m5Sge1GRamKbFtswoiMw2b4XCs9gUFaZJp9kYJW4scpFBJq5apRLFRlAJjkjTFtEwcx9WAQOlalB5EH0skhVCsi5xL65RSVqxKdbhFyRaZWBb4HlXfINd11HfWuh1lDbWo1xoUUgEcZc9OKYojQIW6IaFeb4I0mIxDskxiGA7Xr61XA64wIIpiGo0GjUadXq9BFDVptep4nkur1dTlwZhclxqFyOn3+/R6ytYcRSFxEjEcjYiTkCiasrK6iGW3qDd80sRgGoyRJBim6o7dqLexTRtZGGTaAba1uUcUpQwHE4pCgDQ52B9gsMXOzj5pkrOwsEqWFnhejcPDAX/2Z3+JZRlcvXqFQX9I2Wep1Wrw6U+/yMJCl+3tLQYDNXDfu3cfz/O0i6eG47j0jyb8xTffZG1tgUuXLgPK8h1Fsd6HNQxDgcfReMRkMsa2LZaWF6k36qRpSrPlkSZK2D0cDXjvvfe4fvNpas0Gk2BCkiRcu36d5emUVrtNlie88uqrJGlKq90mjmOcyKbVapHaKbKAK1cu0mi0GI+OCMIQYVikWY69t48wLAzDotXqcPGixDCMqnllURQc9Q8xTZN2p4tlOti2+5ADp7xOnryTn00nwMmpn//hTz/IQf1x06NAyePAyPw0v8/P3v/f3/QTCVDOAyLOev084OI8jMn887M+f9qxPg84eRxLc/rn0XfIJTNyUsx6nEGZByjlck6zsc3P/zCDooCDzLVItirrnGYTnjE688ueD2Ur9SrzoKgMQStLMko0mmEiEHOfz7JCfzbD81xcz9GCQJNC6nIGOVGUMhgE2Da4bhkeJQiCaTUQO46D79d0R1mTJLEoioxazaMoclzPwnZMLEtUQCbNlFW2DI8qhZ1ZVoogjaqHT8msNBptpCw4OhxgmAaWpQS5eV6ANBDSpChQGTZFgmO7GIZNGEYEQUAcJbiOi+cpSr4M/So1IOq7SUQhkYV82ArO8YuUygoRmLrhoWO7RHFAkihLquvaWLaoylaO49Jud4iikCgOCcMpSZJwdNQHwLY8fK9Gu9OlKAT9oxFJXGCZLi+++Blc1+Xdd99hPB6yf7CDaZp0Om0uXOhiGAm9Xptarcbq6ipxEnNwsIfrOriuw5tvvsH+/gFP3/w8tbrP1tZ9xuMRh4eHmCZYNtx46gqmuUSzWSNJDCaTAXFiAaqE1u0sKe1TlpGlCVGUsbf7gDjOCAPVG8h1amxt7XF0OOG9d++QZTmf/9yXVMmq2eSdt+/xzW9+l69+9ed46aVP8sorr1Uhbd1uh1/4hZ/h8PCQ27dvV7+hra0tDMPgF3/xF2k2WvhejTu3d/jWt27z67/+y/zMzzzD/fv3CcOQYBpiWSYtLWB1HId79+6xsbHBpUuXWFu4QKvVIM9Ter0acawEQ4eH+7z6asTF9cssLi9xNOyTpimf/+LL5Hmm4u5fe5U/+ZM/4dr1qywuLRLq8+fixUsUeY5pmKyuXsD3ff7rf/0ad24fkOUFlmkTBjG27WGYNr2FRbrdRbY2NxkMBgAUsmB/b48szfC8GgsLSywvNZXduDh5jaHKujH/GgWdP4zp+wE2HzTYtPzcaeF3ZwGTDwuA/UQClPNMHyY4eRRgeNxnTstQOQ84Oe+8x1gXMQ8EFAV6HuZkfr6T6ytfn0+HLcs4JUAhz5Gl9Tefb9Y3z6wc16GUAKb84ZwGoNSyihNshM5eKQrQ25XrUDgrVzoPyzbxhKvLKyZJKnT9PSDPEwwDHMfG9x2dnVIwmYSEodJ7qBh51ZRPiW9NsszEdW3yXJAkEVLmjMYGhjCVDsQA17PxfbdiXgxDkOe50mC4PrIAKQWGsBDCxDJt3Y8owLYtXNepHEpxpO7oLcMhkwVBkCKLgDxXXZdN02B/74AkSfA9HyEE/X5f9dJpNgmCgCiKdKaJRBbKgSQrTUrJlqhofEMKrZNRouDSVVKeB6ahwunkXFlIbXMNSUFeZCRJRhQltJotwGA6DTUbMca2PWzLJUlykAXj0ZTEU0Ch7FlUluTKXkpSFmR5ysbmA6Iw5PDogG63w8LCAu12E8s2iKMQyOl229TrHn7NAqGyaIJwyvvvv09RZCpEL02YTkfcf3AP13Hwa74+/pk69jl02hfI84KpGyGlQBYGNb9No97k+jWLJM0YDEbYdkSj3mRpuceXvvRZpMx44403cF0H3/cYDI/wY4/FpSXCcMr9++/zyU9+ihs3nuLVV19lMpkQxzFRFHFwcECj6fALv/BZ/JrBu+++WzXBLBONhRCMx2MODw8ZDlUmymQyQbGHCWEYVjbsw8ND5brJEt597z32Dw8p8gzLMhgOBxWLsbZ2Acc2Wb9yhXq9xre/9S0G/T5XrlwhjiI2Nja4fPkKqyurXF2/imO7JIkSq+9u77Lt7XLn9h0cx8VxlG243e4wFao9Q15kDIcD3nzzDZ5/7hNcvXydKM7IsoIwChHCVCyMzqgRP+blmQ97+lF38MDHAOXU6VHg5MMEKY8HMPCoMs9ZyznvPMdeV1YNPcDnD81znMk4nck5yaCcBAyz0s5xYWwJUE4Ck1lWyiwzZbYN6vEkgDttXacxPoVSX1brS7MUpbsAv/AA5exxHItCZkg56wNUZjuoRFmJlClBkFJ2vZVS0mq1qqaAhmFgmAaObZEZkjgOkVK7dEyn6lhrGxaOa6tiTT4DXir0zCFJUsy87PtjIISFlGklmlXJmmVTxZwiV+JYkUMcFRRFTF6k2LaF49gMhkMQsLZ2QX2PAkxLWa1L3Y5ib9T2FGrVM7ZcgBRglI+GmifLUmatAvQdmLZcK7GppEwAdRynyoVR253h+XUMBJNxRFrkyCLG90wEDlmqzr9pECohsNbllK6v8i/LlNA3zzP6/T5hGHB0dIRlGTSbDfyaj+NaJFmCjHIWlzrUai6ebwI5kowkidjfV8fKdizyPGU6nfLg/gatVlu7X5QoNk0yDMNkcbFHUUgMAq1ByXCdGr7fwF5pkCYZW1vbJEmG59Zot5osLy2xubnJxsYGN27coFarMRgMKIqMFXOZJI05ODygXq9z/fp13n///ep7hqFyGy0uLnLz5jXVOHB7G8/zcF0X1Q1bKZKDIGBzc7P6DZQlvXJ/9Xo9pJQcHh5W14GtrS2O+n3yPMc2bcIwwDTVSdDptGnUfS5duoTrugRBoLuLpwRhxMHBIctLKziOy8LCEmAwHk8Yjya8H95jOByxu7unOkz7NdpNxQalcYzUIHYaTNjd3efS2mVsy1LuNCFJ0wQwcWxLn1sfTXDyYTEN550+KINy2vPy2lT++3HL+SDTxwDlCabzgJPT5j8PODltHnWMH2ZQzrOcJwInUsJDGpTSZiz14+l2Y/XHHJAot1G9Ps9mlPH1KmAtmb2Xpsg8I0mV4PV4N+OZC0cNYDNbcVEUVdmjkBlks7LPjKWZARWY0ZUSXbbQz+ej9gsdAKfuQvXyikKXWUxqNQfHsRBCUEitb8nV9w2CBAjxvD5SqhRTwzTwPBfTykkTwXickWUQhhLHUcDCcV0s067YlyxVaMA0bHUnLlWTQSEy3ahQMh6rnjVSGhS5IElm5axKe1BztB1aDSpJkmtwk7G/d0AUxVy6dAnH8XA9xd5YllWlzEJ5DE1EISlyBRAUSFFZKUVhKOGsPlfSLAMpyLIMx7VVLLkwtJMqQYjSzaObNRZgCJOF3gLtVgdfJ9q22h0sw8b3G+Q55JkETIq8YG/nEID379/FNAuazSZ5nrG3v0MQTMjyFFAMmQIEqlfT9vYOg0Gf1Quqi3KSxgo0FTnCkFi2SbvdprfQYWPjHv3+IXmRkuUWSaICzZ5//gVkYSCliZA5QhZgZliWzWLvMnEUc7j/PkkCSSyZjBOQMb3uAs26jec2iOKYQX9Aq2XT7TZoNJqkacrS0hK+77Ox8QAhJMsrixwe7dNuN9jc2uAb3/gG4/EEy7K1SDgjDCPiOKl0XqU2J89zgiBQOpy2ag4YRRFPPfUU6+vrvPvuu/T7fRzHptls8JWv/Cx7e3s0GjWkIUAY3L33gMF4jN/waXfauk1AwXg8ZGtzg63NDdrtNp7nsbSyTM2vYdk2w1HId155wGCQsn94QK7P5yuX18lXc4b9MZ12l4WFZe7du8+t977FzZtPsbqywsrSArZtkSUZURSyubXJvfv3uHXnFouLF2jW2xTSQKFlmzwtGI/H2LaD73kPXYd/VKcfNjj5fqa/Lvz3Ew1QzmIuHvfayfeehF151Hoffn12YjwJEHrcvKeCFr3CEnCU62cu72T+32eBnPm+FzMgo/8qJiPXvX1OC1x7mEGZF8LOl3xKzcYs4EyzKHLeYaIFt/o/0Hf+c4p+YYAhyw7GZQPDXN99Ul34DV2mUJH2yqmTZ7ICJ7JAlRzSlDCM8DyVf2JaAssykViKnZoTwqqwNolpiErzkucWsshRAEVFypduIwWilNCzvPMFldSapbnKfMmyan50A0TbNo8dr6KQhGFcAbzSjlpOJWgrg7SqKPFiXlA3exQCDCGQYlabLgqp4uxdF8OQertP9kgqj4mhS2pS6X4KiW1ZWJaN47ikaYEscr1sGE8myEIynUzxfQvPq1MUBdPptGLDSodVksQURYHneUiZMw2mFEVPHcti7pgaEomB67k0m01c11VlKtR5Fup0W9v2FKOUGcgi0dkbFmBR5CqWPU0KHVRnUeSQpbn+PatsGzPNyfOZLV9piMo8HKNiIlRTSZVsnGWZLssoUFsC8EajUbF588etKFSPqThW6chKoO1Qr9dptVoVa5Vlytq+tLSIlAXdbo8oiYmSmDiJCaYBhq2EwKZhVPs2iROCICAMI0zT4umnr2uQqzqCZ5kkCCOGwyGu7eM4qq8PCBYXlnTrAYcsVVZpFdMfYZjqO2epzkrKC4Iw4LB/SKe9qJKKpeprJQtBLtRv1DJPOHNmV7ZT/v2TOX2YcfTnsRl/v9NPNEB5kulJdvx5QM33uy2PA1ff73rKXI7y7r18VO8dX8dJsFLNJCVSl2ektqIiVTlHpbRKrT1JSPUFubQFH2dQyh4+MwtymmYglKNFIlR1RYOoQuq0WJlSyJwC9SdFCmaBIIdCARbLUR+TmPriDnkeM53mZHmEZZk4jho0arUmcRQRBBFxHJLnBUGgmgY6rsr6kBKiKGVnp0+aqhyPhYUOtZqP6fqYun9MqS1xXAvHsXBcA8sSWLbOL5EKNDi2zWQSMJ6MVenAEBWzEQRhVY4r+/QoF5TEsS1M09A9Zky63W6V6pokMWmmUlUNwyRNVAmj2WgRxSFBMKnYnzJ8T431ksKQypEpJQYqk0JpUagGRsdVg0sYRTSbDRYWugThmDRNSLNZh2c1yKrB0bIsfWyLCiimaaJAjhHi2C5eyyeKApIkZXPzHghBu12j3vRpd1qMJyP6OwdV6eLgYF+7YZosLPR44YXn2dvfY3t7k0ajieM4LK8s4bou3W6TLEsYjo+wTRW2t7y0SqvVIUkioijknbffJghippOc1dWLXL1yjaOjPv2jIb1eD9OEb3zjm9U5uri4yJUrV6rgwb29bbJcdWC2LJuVlVVA0u8fMp1OiZKYnd1dLNNkNBlTCMnWzg6TYIrfqHP9xg1uPvUMr7/+Bv1+n52dHRqNBn//7/99HeG/ged5WJbFiy++iG3bfO1rX2M8HtNb6LKwsMDNmzcZj8e8/vrrOI7D2toao9EIwzB1M8CCdrvD5ttv8c4777K4uszC4iL9YR/TMPA9F6QDeU7r+Rd45uYz/Omf/SUPHmwRR2+xtNjj6vpV1q9c4Nd+7eep1XzVdNNWOSi25WAIky9/+WdIkoThcES70+QTL36ChYUurucQpzGFzIGCRrPO8594Dse1eefdt+l0Fmj3uuSZuiYZwgUhqNf9SgN1ytUM5m5IPp4+OtOPFUD5IIPyk7AoT1rimZ/m9QSn1evOeu9xy3vS907TiMxYlLJcMwMns3lnf2Vi6LG/oqg6HqPLJ+rup2RFUoq8UHf3x6zFmlUpl1nI4/+ekTcwtw3lNmV5QZbrGHxdllLdYnKyXA3YEokwCizHQORSNfrLtBZCam6lUHZhgKLIAEmeqb1iWyYIMA0LQ5jIQsW4l3fJSJC53jYTBEowmqUFQRDiOg55XuD5FlIqF06eK40IslD219xRHY5NiWlK4igBCgzDxTAlhqEYHHSUfbkPBCrcK6/iv49LBcuOwY5T/tRLBkUBvzKHpdS5ZHlaAQ21PULf+csKiEgpFEjRaypLkRL1fQSqVNKw6nq9Utu8UwXGHFsFkoFycWnXGLo5nJQKdDmOWVmWhVEAGaYpsSyp2AlT0GgqLUmepVXGihAK8CAlQhh0ux0ajboCVUIBPNM0dcNElTOTJCmyKHBtD2UNL4jClDBKcF0X1xEIbPIsYTSMaTcTslRimTae58/pnHKkzEjTmKJIMc2CdkelE+/u7pPGEZ6v+i4hCtWMMFV/RflbFALHdTXzZGLZyhUmhFBlRx38F8exEpmjGIQoimi1WtTr6rsqBkZFxAvUNaFsJpkmKZZtUTJseV5wcHBAGKrANddx6XQ6+J6PpQG60N0ey+h8y7KxLYuV5WUl3CbEtmymk0AdP1vprhzbIY5igjzAdX0c26HRa1DIQjcNBN93VcPOLFbJsaZgGoQYhonn1lV7AEMwDSYcHR3geU1M06pKPUKYqkR9Mt/k2DVPnog5mf1eZJkceO6o/JPLfvLpUdfv80zfT8Dah7m8sz7zYdyM/1gBlPnpUTvnLDrqceDkrDLNk4CKk8s+CU6elFo767WSmj9re08KRyvqX2sLJGY1cJc0q5SSvCg/myPzssNx2YI90whmVqLJMpVsWnYKLu/ycx3WVRQFRaZtxfkcQCnkiRsfpcRU+gkAZamN4og0T0mSSLEylH8pQTSmkAqYOLaFX/N0yUclh+aZisFXrE1BUUBelGyRQZ4pASjSQ2BgGTYGGTIzyeKcNAZTgGWBbs6K5wls19GaiJzD/SGDwyGWZXB5fQ3fd2k3u2RZShBMSZKI8XiAYWRAHddVg/T+/j6W5dBoOLhOQaNhYQgHFQIWk2e6346UerAXFHmuc1V0359C4rgKnPg1l0znjGRZThIrlsoQgqOjIc1mnXrDB02Xm2ak4/1TUlGQZugBQOt4MJE61TPPVTlBgU6JTFPa7TZra2uEYUAwHTEaDsiyhEuXL+g7agvVhyacK2NmIHO13w2ThYWWtmGbuulhgO1kNEwDb7GB4zh0O12iOOTgcJ84jiiyFM9xME0TyzbxfZ8bN54iikLee/ddVR4RBqYwVaNEw0Lmko37W/i+x8WLaxQyZzJMuHNri8PDAz71qU9S8xusLFxF5EfcHd1mPMwZD0N6nUVWl9e4d/82cRyxstIjigLu3d8nSV2i+JBPfPJzXLt+jf/zP/xH4iTk0z/1AllWsPFgm+kkYjSaIgwL07RwfY96vc7FS5dpNOp0ugukWcHyypDheMwbb71JlipWLI4l0+mU11//HtPplKOjIxYWFrh48SLvvPMOg8GAVqtVBeBNxgG7u/s6DM4jCAJdIoRgGvLnf/4Xahscj8uXr/Dc88/z3p3bHBwdYgoDQwiyJOPosM93X/0e7XabdrvNz33liywsLPD6977LeDTm7u27VRlvYWER23Z544032Nvb4+rVa3S7HZrNBlESMZ6O1DnsCN59910GgwE3blzFq3m8d/s9bMtmZfkCzU6bpdVFtnY32drd5sUXPkOz2SZLYwxh4lgeJpY+/3VezxwemeWn6JLEPJMihAJwczk/p103T5tOY7PL6/Gjnn8/g7cqoT3Z+srXfphi4vMCoUdNHzpA+Zf/8l/yW7/1W8dee+aZZ3j77bcBlbXwT//pP+X3f//3ieOYX/7lX+Zf/+t/zcrKygde53nAwnyt7Dwnx3kYiPNM5wElJ+c9z4/ivNNpAOvRGpgy30K/d+z9cjn63+V7etlibj0ntSel5qT8N2Wmif4TshxbZQVK5PxGcHJ7ZHVHWLl1ZKHvoNT7pqVyEVxfNf/za5624eYIIyPPwcpUV14rKbQrZMakKE3CnBBYW2yVBdhEiBxDHzNDlI3/LAyhmJYcCYWgQPXRSeJMuWoMAympmg0qoWmuyx3KSWTZhu6mrEpZlmVom7FiobKswBAm6OZ8hmnoO+Iyw0Y1CLRMs2rwBoo5Mc2ZRiHPJdNpoLIyWnUEgjLeX4jyogZCZ8pVTIoQFHJ20St1QKYp1J21rZmTIiNJYy2SLpeJPs9m7QikLFQpJE9JUjUYpmmCYZpYpkWea5CM2h9ZHiOTnOEYbS2OKifTTDszY/sMw6h0GlBUrME0CEFKhsMRQRCCFJhaCzQaThmPQ1Qyv4Vt+7hujUbdp9ftcGH1gnIPZSlpkhCGAdvbOcLI6XZbuJ5JFE8Zjg45OqqzemEJv+axublZOX4sa0IUJaRZUTWltGwlJI+ihJ3dPeI4pt1WVuWaX2M6nhBHKi4fFCOnbNUz19zR0RFHR0d84hOfoF6v47ouDx5s89ab97mwusDScod+v0+SJLRaLaRUoutWq8Xi4iLtTptGq8nb773LeDRWzQprdZrNJlEU4ToKhC8tLrK3u8fe3h57u/tVeS0MEg72Rwz6IYPBkDzPabfbSoslJVEcE8UhURTi+z61uioFmpbgqH9InISK+TQVczKZjtnYfIBleTi2SxgFuJ6HZXgIAbnMEFJgoH8Tx4BGCUfkMWBSziHnn4vZte9R03mu0R8WGHgS++95Qtc+TJDy/bIsj5t+IAzKCy+8wB/90R/NVjInvvsn/+Sf8J/+03/i3//7f0+73eYf/aN/xN/9u3+Xr3/96z+ITfnIT5rxPeX1x7M/p713lm7kOAiZe7+Qs+cPWZ5PvF7MwIos/11o/UmRg/43GqCIqkwxAyfqtbO299hbyEKSpIlOK9U6E5lrUSM4rqXLACrm3a/72kWUYjs5eS4oCouikCRxrssdGXmme8AYaltKW2xRSDWAmTaGUWAaMzrZMHRImWljGBZg6ouhqfeDIApTxQIZNoYhMU0b00x0vxhVFjB1HxvPsxAIsjwGYWDZJlkitXMjJk1zDOFQdgI2DaMqpygGJUUIiaUtxa5ra3soWJFab5qq7zwcDDENg4sXVwFVRhAiV6BE/xlGeWz18RKzO7kSZJUCzWazoTNZVAPIOA6186iYnV/MnGDKMpsQRkHl0gK1vNJRZFk2pmFRussiPSCPxn3tusqrfjQl8MtzbUFOMwQG7Xa7cngZBvq7j8mylIP9PlIW7Gzv0Ww2abVaHB2OGI6mKJmMjes0qNcyFhZaXFy7wM2nnuHBg3vsHewRRQGj8Yid3YROx+Nzn79IUWQE4YDtnfsUMubGUzdI05z/5Xd+j3q9yf/0K7+C5x8yngSMhlOSJCYIQ30MUpI05d1bt2i3WiwvLnHl8joryytsb24x0BqUoiio11USbAk6syxje3ubg4MDvvrVr7K4uIhpmmw8OOTr//0NXnzxCoiLbG1tEUUR169fRwjBoD+k1Wxz9epVmq0WtUadJE44PDhg/eo6nXab5aUlijyn2WyyurLC1atX+ZM/+RPu3r1bBQguLy8z6E959Tvv02wJWl2DT3ziE1y8eLEanIJgwnQ6ZRpMaDTr2p6d0h232dh6gGEIOp0ulmMq0HJ0QL9/h6XFVTqdBcbTEa7n0u3UQArSJEUAlgYooDuMy/IK84OZPmiZ5oNGxH9U7dQfdPqBABTLslhdXX3o9eFwyL/9t/+Wf/fv/h2/8Au/AMDv/u7v8txzz/HNb36TL3zhC0+0nrPotZPznHz+OLrtvOzJBwUJ55/nOHNRznMayHgUK3Ly77RQterv1M8Uc5+dfyyOzVNoYFKyGSdLSEWhGA7JbF7FTMzNU3VGPj0Q7rTvUugwNokCJ+W8qmmd0oOUqa4qpEygdKYeZfJsZGdkaa4G7kQly6K1OEWRkyOqMtVsKtkWUQ2KlqkG01n6YhlOJgmDSGWEGJ4Kg/NsTNPBtjKKQkWT+77qalyr1clzBUjU/aBBmbFS6H0sRUYhRVXWMfX3VW4mRd2Xg4ZypChhbhCE2rKsyjyDwQDTMlT5LVfHzbRmbhBTl1nK/S+ECpgrKvakUM0BLdXU0LRU6akMT1O6kAJhoM+ZWfDe/G+xfK1sF+A4MwCmlT2VdsayZkxeUTFfijGJYxWX7jgOUqoY/KIoCHRcexzHWFpEXLpmVldXybKMIAgQwtDR+U08z6fm17Ftp0rH7bS7xHHMe++9SxBOyLOUpeVFeosdPvFii3rd4eKlJkf9A7a2NtjeVt2MNza3sCyHF198DiFMbt26xcFBn83NbYaDmDDMefrp5+gtLFJvNImTmP5wwP7+Pvu7e6RxShInCClxXbfaT2tra5imyd7eHlJKwjDkwoUL1Ot1NjY2GI1G6nnD4aWXnuK5565z46krDAYDptOpbnKpkm0ty+LNN9/Er9fwazUa9To3btzg8OiAaTDFMGA8nrC9vUmn0yaOV6nXfZaWFllYWND2dIs8k1xeb+G4AtczNHNS0OstYJomo9GQKIq0ay1jOp0wnU6IopBnnrmJ67kc7B9g2xa1mo9l2Xh+DdtyyYuUnd0tkiRhsbuMadlImWEIQ/8mDXWTUvZeOHZjpUo/J66WyHK+x2hQTl5nzyq3P+r5WdOHoQF5kuV/FKYfCEB57733WFtbw/M8vvjFL/Lbv/3bXLlyhW9/+9ukacov/uIvVvM+++yzXLlyhT//8z8/E6CUyZDlNBqNjr1/2uD/QQDBkyznScpK39/nTjIcp5dpTnvt5LpOZ0xOgJGHXjuhU5l/r5iPxZezMs7cew8vR6fUngA85XvI08HIw9uqnpcDqgI3WiSnv7ZhlIOs6rszu+NXQWtCzPJZhEhJzQwpBYIMyFUfGwmyKMhlTiYy7b5R1z2tyABJNZCqO31zDqCULiiI4pgsN7BsgSdVYmjZhbgoUlTMvlqW53mkaU4wTRAYKgztoWOZ6VLFzEFjWZYqDUllTyq7LKvBPgeEnkfti6KQTCYTPM+tUnWhZEOUwLaQ5b6TYAIYajCQgkKU6y73gS4fyYI0SpVdNktBqD5H5blyEqDMnyNlg8R6vV7tQ2XpLm3l5cCgwGFRSKxMVmFtSZKgOus6gKgyQsqI/yAIcF1Hs0sq+n5lZVnbthV4iuME1/VpNm1s29XpvUpU22g0SZKEBxv3dcsCk26vi+fZXL9xWXerNoCc3V2lYxlPAtyNTer1Bl/+2V8kjjO++9qbHB4OOTg4ZDDIiEJVHms2m9TrdSbTKXsH+0zGY4b9ATW/hm07LC0sVmyR4zj0ej3CMNSATCXD9no9arUau7u7jMdj2u02vm/z3POXeeqpddbX1/nOd76jS35Kq7OwsMBgMODu3bu4nofre/j1GpdrPvc37hEEAcPhoBLkTiZjkiTG8zzdYmAV27YJw5A0TVlerc/9LkxA0mw2MAyDo6ND1YjTEDqJNyCKQpIk5uKlizQadYbDAZZl6PYELvV6gyhUx+jo6ACpNVS2ZZIXspK7zhCIqNjdh2La5/6vSFv9W2YmQH/UtXV+epKB/7SQs8ct77y6xA+yPT/q04cOUF5++WV+7/d+j2eeeYbt7W1+67d+iy9/+cu8/vrr7OzsVG2+56eVlRV2dnbOXOZv//ZvP6Rr+WFPH4SOO8/yHgU4yov5aZ85beA+a7lnMSjzj+W8lbOlAiHHI+bLZnyVULYonRezxNdcW4rnuwyXPXbyXJV5KkGlZhfk3MBVzK2v2q45rUL1h9SD4fFqsopeN0gzLdQdpNiOTZIkuK6F41paOGiTJCrHRA2wQgeVmUgpyA2phKBVLkuhskaqtNKyJYDAdew5gGDqCPsy6VbdZYVBjAopy6nVVfdjwzRx3RpxPCXLFHNjmQLb9kBmCFTEvNqnoACGqcWps/5GKi/DwrJdfM/FdtQdqwIM6MwLnZOhmR0VPS+JoljfFe9gOwbNZlNpPcjIchNJru90tZRQaBBiCIpCYGWy2i4pYTKZVPkaeZ4ikLieq7bPUsmfea46GCuwaCCxkFPForiui+/7tNttpJzlypT2cwDX9TFNE9t2Ve8f0yUMQt2OYESRJ1img2nYqoFinuvyWE4cJwih7OlZGhIGIaPhGCnVsYnimDCMSBIllt7eVkFp169fR0pVAjNNA8MyEUI5rJYWe9QaPr7vIAxJFIe0Oy0+/elP8e57t9je2eH69adptzqVzfrateusreU89VRK/2jCeBxy9+5t7t69xWQyxbRMugs9Lly4wBc+/zIbDzb51re+xbX1q9RrNUDdvL322mvs7++ztbVFq9ViZWWFg4ODKqxtYWGhai549epV0jTlvffew7Isut0u77//Pp1Oh/X1ddI01YDFo9FqUm/WMU2Tn3rpp5hMJ+zu7mJZVpW98uDBAxzHYXFxkbt37wKwvq4aOUZRxNraGleuXGFhYYFaTTUsLLtZj8dj7ty5w5UrV2g2mwih9GB/9Ef/Bcex6fV6CAqOjvYptCDbdWrYtqfBbsFgdECt1sD3m8oENpf/o87Kh4Wvx6fyvYeFp38d00chfv6HOX3oAOWrX/1q9e9PfvKTvPzyy6yvr/O//W//G77vf6Bl/vN//s/5zd/8zer5aDTi8uXLxwZmOB+rcBoldx4m5bT3Pujnznrv4eU9nhV53OOjgMp5359nOE7tycPc+2Ww2jEwcfK9EyCpXH95v3PKtlUsjTy+X4QhEMVpP2rFXKhkWuUkMkwDwwTbMatBtrw+letQ2gpRxXkXAs2klOmnZTNDDaykPlBaTGpUTI04dnGUkkqHIQxVEsqyAtswsU2TRKjPFIXKGnEMk9yQukRUbp8WrAoDwyjIq+3KMQx1XpuGEssKQ+3z+WvZyX8LYWgWSaX3jkYjmq0a9UZLJbcW8iHRKXIGUMr29Op9SZkyWpbCskwl8QJz+hAlgC21JOXxKlkppeMxNfiwq8A85KwEVH6mAoSGjW05pFaGadqK2SlmpbA4TvW5qxgj1Z+pwMjKtOSCOFbdqA3DIAgjJpOAKII0hSKPGHXqXLp4WYuwhT5H9XKMQneFtipgmKSZ7jXUotmsMxrX6LTbNLUg1TAMer0eaVoQxwWm4WDbY3Z39ytHju/7dBd6VcPD7a0dJpMJo9GIIs+rAf3o6IjhcFi5ckpwMJ1OAbSmSNmrG40Gg8GA4XCIaZrU63X29/cJw7Da52VMfslc2LbNwuICnu8xHo8r1kZK1QG70VCsyGQyqc6lEsQ7jkO3262C78Iw1OerKtdNJpNq+8qBd3NzA9My6PW6ICBOY32jAI7taQZN7f9pNMWwTOr1pgLypzp15q/5oqr6zK6kc0zK3HSe8eS06byg4gchdP1xY1J+4DbjTqfDzZs3uXXrFr/0S79EkiQMBoNjLMru7u6pmpVycnUmwIcxPYpaO89n/zqmx7Eip23bPPtwkjmZf35y3pIlUYvTnzkWmjafXVK6c/IqfbWQZdKrYknyU/7UezolshzkEUhtVz4Obua2Q8pj2hakGvgkBVkulC5Cot0sUolJ84zRaIplmyRpgmV1aTR8rSXJKo1EFKlGeoWUCNPENkzMQqh8kyJDZgV5kukOw6ke5NAgAWoCDFPdGc9oXPW9ihw9cCu9RBxHZBnU6xNa7Qb1eg07U31vslRlq1imahjoOC5ZJsnS0oGgOgyjnTplCq9tG5oOt/F9jyRR4KxMm1XR/SlxHFcJpKX+QuWHJNy5c5ur165w7foVgnBMFE2wbQshCrLMwjRVcz6BiWFYFYOiLM+QZsqhoZJblQDXcVQ/o0a9hue7eL6n6X513qVpSpLGJElc6SrKnkLj8ViDh5g0yfTAXuphVB5MEITkWUAUHlbAYzgcEwQBk0mgM2BcPM+l02kBJpapm9YlKTW/hmmYWCakWcJ4PCWKMsJAiYMdG/b3E0YjwYULGzSbPr1ej+l0zHh8RBSNyfKIpJiwuNhl/erLmCYU/ZB+/5DdvV3q9RrPPfcsR0d9Dg+PWFy8SLPV5dq1a2xt7fLgwS22t/cY9Ee8/PIXaLXavPXWWwhDsHLhAqZh8Pbbb7O0tMSVy1cYDYakSYLv+1XKcVkWU+WwvCqRtdttWq0Wh4eH1f6eTCaVBbnb7bK4uIjjOEynUzzP49Of/jRxGpOkCY7jIISogMSlS5eqa8XS0hJLS0vs7e0pcKubTL766qvEcazZLCVePjo6Is9z4jjGMAzW1tYq1qQcC2xH9aISosC2Ta7fuKIyVMIEw7BV48tMkmYxWR4TJVM2N+7T6y7Q7SyUVz7UsFbqUcTcX3lBLdmV6oUK0vywprMcnGc9P+u1H/fpBw5QJpMJt2/f5h/8g3/ASy+9hG3b/PEf/zG/+qu/CsA777zD/fv3+eIXv/iB1/E4FuVR8z/pcs6Dqj8oA/Pw62drRk6+dtayH8WUnLa8h9+fE8ieYFPkCbZECV9nGpRj880/f0hgO9MmPI7dYZ5NYdZLp9R6qIwO5YkVQueDFIWOIC/0Z4yqZKRYkUw/V/tOtSFRcfZSCExTvTdztJR3+8w+MxeDj16nPoRVeUgWyuiUZZI0yYmjlKyuLqKGMFUPnqzMh1EAzDBMTENSGAW5mOl9mHPBQOkgMrVF1iBNqZwyZRlIhaWpvkIlUC81OlJKptOYJM6r1+bZExV1rwS/KohOzDEouqOxUdqNj2tYVCZJ6cYxdauAGftT6kbKFNRSHzMPao9v74zNKTNskiShyCV5UWgQmetlKKbHNI3KhSWEiTgG1PW6MnWcQCihZ57rUDzNlmQZaZIRhgqA2bZFXliIzCKOQ8YTi8PDA0xLMJmMGE/GTKcTlezrFNr9JJhMp0jMSqRaxvC32+o4pGmqyiGmoUBImhKFEbalAu7QgmjbtisWw3VdLl26RK1W04A7JghCLEs1o5z/DTmOo2PmVSLxvF25ZDYc28F2bMIoJEkT5coDDXBzoihlcXGJdrvN3t5e1T+rKAqtAVKx+mX7gcFgRBTFuK6t+lKZJp7n6YRjo+qs7Dgqlt+yTKI4JEsTpuOARqNNvdUgn8bkeUqSxAgE48lINUXMEwzUb485FkWe8A0LMQ9OHs+cfFDG5KzXH6VBOS9z8ihgc9prH2Vg86EDlH/2z/4Zf+fv/B3W19fZ2triX/yLf4FpmvzGb/wG7Xabf/gP/yG/+Zu/Sa/Xo9Vq8Y//8T/mi1/84hM7eH7Y04fNnjwKXMzPc/LHchZz8jh25TT25LSgNlnMMxRSD6wFeTEXrFYyJEUOx7QnWfX5ItcMSjH3Vw42FQujLvyKPREndCanf4d5hqbsZlz9MYvjF4I5507ZZ4cKCCTJlKKIiZOIYm4ANE090BsWUqrUWCnBzLQlVus2VKlAMU1FISqnjOM6yELR9uU2l3S3clcbJHGOIGc4nOL5PkUOpukghKED1HJSO9UMikOuk2SLPCaTx7tBq8FK4DgWtbqL59s4rsk0UCWWLM+RUlH+SZIRRzFZmmma3UTdaVrEcU6/D5OJWrbQYlorNwEFeoqiLMeYWrirNSiWAgy2pSzVrmvrY6nuiJXN2VX7yLERhsp3KWROFAdMJhOCIKDVair9i1SsWsn0SCkRhoEldKKpvkgXsiBLlYNH9UDKyFLlxipyibAMHWanygOp7odjmpZ2BkllK88VW1P2kar5Hl7XZWtrwmQSs9ATNJqqe3UcJ2xu3Wdlpcf6+iqmtYQwCrZ27rG7u8l/+sMNLMug3nApe9ZsbGySpBkvffbz1GoNXnn1LcIw5a/+8lXa7R7LyxdZX79Gq9XmT/74v3F4eMTTTz9No9mgXveJQkEcRbz33rsc7B/ywnPP0+v2cF2XJEnY2NjgmWee4dd//de5desW9+7d4969B2xubpPngosX13j55c9VbNTly5ep1Wrcu3ePo6MjHjx4QLvd5m/8jb9Bv9/ntdde49r1a6yvr/Nn//1P2dzaZO3SRfIi54033mA0ijg4CGm3F/nCFxZ4/fXX2d/fp9/vV+CqdGGlacpbb73F3bvbjEYBL730HIuLPdI0xbZt1tbWuH//Pnfv3uXa9Sv0eh2yfIk0jXnllb8iS3PCacTzz73AxYsXCIIpUTzVOiCbKIqQMmMyGeDaPq5VA9TvQmKqRo7qisCsFff8gP2jMXg/SVnng1qUP4rThw5QNjY2+I3f+A0ODw9ZWlriZ37mZ/jmN7/J0tISAP/qX/0rDMPgV3/1V48FtX2Q6eQAftY889NpB/+8DMjj5jsvc3LWew8v79Fo/rysylnMxKnLeYjJKCrr7kPLOPnaaRH45TKO/XtOl1Ko0Cy9JQ99ZvZaGYde3h3N1g/quBa51AOySlQtG9GZpokxd1eu7vBSVJiZCjmzHcW2CGEihIkhLIpCMSiqb4yyHVuW6gZM2aOITNXGdYS7bVtKa0JSDVCqe3NR6UlAaSGSJCVJMtIkxzAFpqGix6UGhkpMaWhxq256gzgGysp9UbEWmrlgzm4tpawYlHntjNTlM9W0TulVVJljpOP1j7MoUoJhlKDQ0IZOPY+eXxgCBJWbR5V4bP1cHNP8zLdGmD/f5/VJ80xU+T3UcVTnW56jS2DquMaRyncpS29qXnVXPxlP1LHQOSggieO8Ok+KQhDHuS6JqX3oudBqNWg0/UrXYlkWcRyzv79Hb6FFre7O/Y7UuZqmSfUdSjHzYDgkTVWvG0HInTu7TKeSIIAwTLTTxq86GgshGI/H5JlqvdBpt/Fcr9KYdDodTNNkPB4TRUpD47qq0eHKyrIu90gWFrokSVLpjGa/gbwCCZZl8cYbb2AYBsvLy7ieAj+eFis3mg2YBAyHMXGcUa/bjEZHvPPO24RhgG3bRFFCFMUIYequ37kG8pDnKa5rVK6dw8MD0lSVX4fDPmma4LkurVaL/YMNsizFtCykVG0ywihgMDgiTWMME0xDCbYn4xG2ZfNg4z4L3SVWFj3K8o5gdl05CUSOXQJPOHweNZ1nPPmg5ZonYT4+1qB8wOn3f//3H/m+53n8zu/8Dr/zO7/zYa/6XNNp1NpHYTq13HHK87PmOfn6WVkos5yT47bgU1mYapBRLEtRJsWeWM88W6MaBB5/bcailGAo19t1Imelmp/Z+vVIK4QgLzUNiWo0pnCPYjfK61OSJgTBFCFShMhVjw9hqjt7YWgQobqkls4Bw1CuHt+DNC1w7ESVIiwDYYRkaY7nOXieq2v2KhE2180NkyQnjnMcW10whVBlnyBICMOYKEqp1RxMS/UVkVLd7StNiaXtwbPOzYapQJVyMKHC74QCGEK7kcqBUuhjmyQJefbwPgQqTY1tQ5qE7O3t0uk2aDZrujQys2iXQKj8K3KVf1JIpcExcoAC07IqoWUJ3EqQeJwNUwBElZlmXaTLbazOacqQulJTk6Mc7oI8F2SJap4YBCFRpPRBrltmwuSV9iLLJHkusW2BYcJ4rM6dpSWfosgZDnOEyDGMCN+HZlOwurpMrVZTHYkpqNcbTIMBu3v3eOGFp6k3VlBuHoHvu0BBliVzol61jo0HG/h+g+df+Cx7u0P+7M/eI88HwAbdbp12u8bnP/dFFhYWK0Cxs72jskA8n6vXrtJpd3nvnfcYjUZcu3aNIAg4OjpiMBgQBAG+77O6usqLL75QaXhs22YymTAej9ne3tZZJTa1Wg3f9/n0pz/NYDDgD/7gD7h58yZ/7+/9PabBlOFwSLfbpdGo02g3kLLP/n6C68L16x12d+/zn//zFqurqzQaNabTkMFgQhyrfd9qWURRThgWLCzUWVio4TgmWZZy+/YtBoMxd+5s0GrV6PWatNotlleWefe914jigFq9A1I5pcbjIfcf3KPmN3FdH9uyyXPJ3s4+48mELCt45unnWFlcQQGSWSbKfMlHn0w8pEv5ePqRnH6sevE8im34qE7nYVDOel6+dhoQmZ//9OXou8ETDEalO9FW4ooNmWM0ZtqUnBnAKY7Pr23C8uSdTrkMjgOoatvmWJbZ+tR7RV6oRmhphJSqQ68a2M1q8AuCiKLIqdctHMfAMi3lwLC9CqBkmcrcKMO/lGVYYAgL2y6qwRq0+NXMcHUpowyemt8HpaC2sFREvGkojUyWSa2fSPF8u9LMqD5D82U3VU5CznczNpBFQZZnZFkpbk7UPkYqoGLqrJDS1XLKcVZgSCKBWs1AkigHSc1W0fdipi2R2pkkNGtSjgMzB446Qkmi8llK67Pj2Bg6A0U1t5NkuWrOZxgCx3ErTUW5b8vvX2pr1H4TOodGKICSF2S5JM8kSaQAjGVZ+L5OAhYzJ0/psFJ6IkmcqO9u26qspzQUUK8LXNelVvNZWGhRr/t4ngNAEAQYBjieYGlpkevX11i7uESn08Cv28RJyP7BDqYl6HYvEAQBg8GAtLKmB6SpYj8KmdFuW0ynGUFQ0OstcuXKKjdu3KDZbPL1r3+dNEvp9DqkScJR/5DFhUU8z2M6nXKwf8DXv/51iqLg+vXrLC0tKZZIu3ykVHqOstwCUK/XuXbtGrdv3+G99+7w9NM3WFxcoNvt4jgOly5dwjAMvv3tb9Nb6NHpdXAdBymVU2g6HXPz5gXiWAER33ep1TykVKzSzZs3iKKYySTUbF1EsynIcxBCaYLK3kCbm5tIWbC+fpFut8XCggq/29h4wOrqKkvLPbI8RSBYWljE82tYlsl4PGIwGLK4sIrv1Xj66acwhYUQNpZtMhPG6uuXjqsuU6ul1NbjYz8F+ZAO5eR18TzjyZPmlZx3nscFi56c56N4A37W9GMFUM47nXWyPckJ+STA4UnXcd7Pl8/Peu28rMrx5Rwvs8xuYx8GKVXoWiVa5dT3T5Z1SnBSfo65f5fLmL/rObbt89+J49+x1HtEkWocCK4SbwqDXFtCozAiTWMcp47tOJg6Sl1Z4MsSSgpSpbuCxBAqIdW23SosrPwuSZLqQdbWIlCDNBXH9kNJc8sCpGY4Cgl5JslSBapkoWy/aLvxrMQ1YxzKUo5yaxgKCKEGWsVGZFVH51JQKgVItEC4ePicKApJmqHv/g2kTOn3+ywudTQo0+DDEBgnHBHH7cEVU06qLbam7g9kO3ZlDc21eyvPlQZFCIHrOoBTAZQZYzazOWMYIA1tz1b6mzTLSZOcLC2IowLV+djCsoTejrRi6gxt7ZZSZd6kIaQZdDoCy1LbLISgVjNotXy63S5ra2u02236/UPCMCSOY6X38VwWegs89fQl6g0H17VY9RdJkojRuI/jWFy6dImjoyMdaKastXGUkyZCJ9tmtFqqx9BkUtDtdLlyeZ319Su4rsve3i55kbN26QKjNGEw6JPlWWXVPTg44K233qLRaPD5z3+ehYUF4jhmOp0qG7JmTjoddRyDIKBWq9HpdHj77Xe5desOq6vLLCwoLaDv+6ytrTEej/ne977HC594gaWVJWzHIcszBjsDwijkxo0V9vYOefvtPUBi20rLY5omN25cpSgK+v0+QRBweHioj4fFYDAgyzKazSaGYVQJtpcvX6TX67G0tMRRf5/RVp9nnr2K41rs7W1j2RYLnR55rn4rhwd9xuOAZrOtAddVihwODwZYpjmzgaNKdKp3oFldMaiEtBqszOs5PuC4/mGUW36QupJy1R/Fe/afSIBy2vQ44PA4MPEoNuK07pOPKr/Mz3Oa6vu0GPiT4GM+M2L++fFyy/GgtnkR6iwRttADSl49HrMZV6UX5XIoStvxsUC3E2Weh7ZHayPyssSUV/PJuTyLebbEMFS35TxJ9PbKShhbrzeQsiDNYsgLbZWVQFrtjyTJKCURtpMiMKskWCEElm1pkKOcPlmeVeFsSaIswa5n0xYNypj9NI10tD70et2qL0wUqsTNJM0UE2AqQGC7pm4IeDzfA9AiQJXwadsqMXQyCYmjhDyPyPNMf1+B65o4OtF0FsymHEVFpgFMIUmzjCROqoG7PKauC2WzvywrSCc502nANBjrIDUL3/coChVyVuRlt2RVDlPshMJWpmXQbPnUfJ9Gs6YBR661PRDFodZAqAaCaZrSbrdotVrEccR0Guu8mNlFW2V7mJULRn1HE8OQqDRddbxmg0CpPSodSkY1ZhmmwBIm9YaaZ2VlQTMBNZ1bMtOTWJYCgbW6j+1YuulhWsXlR1FEr9ek3Wmwf7BNf9DnwYM9oGA8HtJoNFi7cBHXrdOaBAhpI4TJaDhCGBaf/cxPMRgE7OwO6A+O+NrXvsH+/iGtVoPFxUVq9RoXL13ENATbW1s6sC5kbW0N11Hb6ThOBQCOjo44ODhgOBzy0ksv0ev1eP/994njGCEE7XYbz/N4/vlnWV1dYWdnm9u3b3P58mUcx2F1dbWyLodhyIMHD+gudOgtdBGWYG//gG/+xX/D82w+//lPkyQRSRLT7nRotZvcuXOHJEmo1WqEUcjB4YEqk+aCTrdJp9smCJVrKdP7dXl5iW6vx+LiAoVMCQKTVruF59mkWYRlWrTaLeIoJQxiskxFAiz0FPNz794dkAaG4bB/sMvb75gsLa7SanWwDA9TGFimqUuBWiprGGRpRpEXlXOpTFA+a/ow8kjOw4ScfH3+un+e9f64TT/RAOW8JZLHff7RpZLzbcdp7AacD1k/DuycBmROc/HMQMvJ14tj780+exykFNWdb3HMDfQQiJpjakD1usmyXHfrlRW7AmWI2zyQUt9JsRAPD+6z3i2SJI1BzqzIs32BKuGYqpEcQOqomHvDmC2rZAXU95EURaYFr1l1t66EiAVZqlxMWZ5iGCae55BmKUniYNnKSVTkqluQYRjqXk67i1RY3UyrUAZwFYVUllwUCxRFCUnpYClmmhPTUroUZfWdWXwNUYpS1Xcq7cYnAWoJqkCJT7NchdulaYLrKteNbVjkuepHVLU4kFBaxNU+U9/JdW1cT5W8ymNeXk+V1TnTWSmFzslQyaVRFGpxaXnxNWbfFVH9Fo6LhFHAw9AIZO63oqpQqsSl5pOAasZo24oJazbr1Go12u0mjuPgeR5JkhBFEWW8v+s6WJaJ57mkKURxQp5nJEkCAizTqnI/gmlEXqRAjGXZ1OsNCmngeQ3d40kSRAmOY7K8vIRljUmznPfvbrG7e0S97tLttllZWVHMhueq2HnXBam0RPV6HVlIlbSqy11RNGUwGGjr8gTLsqjX6wyHQ8IwpF6vV7qWMvtkb2+X0WjEaDSiXlf7IcsyarUahVQhau1uE9NUDSDHk4B+f8LSUoeLl1arz7quAuLT6bSyPGdZShgGpKkkTaHVblTi4qIoqhA4x3Wqf7uuS54nOsJfOb9Mw1S9oERWgVbTMHBcBcx2B/sIYdJsdJhOJxwaBzTqTer1BpaQYJT6JqHMPXPXAfUb0gwrDwOUDwoCTgMkJ187C3jMT2eNKz8p4AR+wgHKk0zfD/12npPxjE+eexsehcbPOtHn35+9N/coSi1ICQzKMk8Zb3+yTFNUj7Ka56SD57im5dh3LAPIivll6tfmij96ZmDmLpESLNPGtgqEodZrCINCStW1N8+IY9UTRgho1H1M09ElFSWCLXeBYhwK3dslm7ujVwyF75d6FaH0FoZy5BSFpAgVeEkth6LIsB2TbtfH80ym40RHrWeQQZyAZYe4nqDTqSGEh++7+s49BSSTyVg3IHQwDQPTUpoJ1Yl51rvoOMDMZ7oRmVffq9S3qP01N5BrMFboslaWKaAyy41R7iZAd15WLJdiyVS5CqEi61VvoYYuxaTU6zU8zyeKA+XMMFXvIFVmc+h0unpgyitraplJo+6+FfiTUg1QZa+cQvdesW1ba4ayCtioryYrkGZpbZDrurOWALolQafbxrIsxQ4lIWmq2AbTEjRbqlme7djaiZORpDFxrDQz/X4fKRN2d12kKLBMhytX1kjTmEKmmKZDGCZ88pOfYW3tIv/m//n/4v79TW489TRFLrh9+y6DwYjdvUPa7S5raxdYX7+C73sc9Q85PNwnSqe0Wx1+7ue+wmQcsre3RzAJEELwa7/2a+zvH/C7v/u/Mp2qZoOdjk+nUyOOYyaTSSWKffnll4njmK2tLRqNBrVajV6vVzUHdByHtbU1Go0GL730EtNgyiSY8OabbxInEevXr1IUKS++eJl2u83CwgIXLlzAcRzu3LnD3bt3uXTpElJK+v1+JXQGBRQVszMgTVN6vR6//uu/Tr/f5zvf+Q4XLlygLPs5jksUxqq7dRCRxDEb9zdJEyU2v3z5Ci++2GNvb5fNjU1kLnAcH8euYRkxoaV6+sRxiGvX9G9An/8zE5myq1tiDjgYc9ecj6cflekjDVBOlkTK1x71/KzlnPczH2R5J197VFnn4fnP3razPnva/CfXedp2Hn9d/50ECprhOK4hKWd7WMA6/9m5NWlm5Ozvf2z7RPmZ+fnm70hK7UjJnpTci4ZLRdnxuKiuUELnochCCWKjKMaySveQYgUqi+vcdpe2ZNUpddbPxjDKuzItUi3UMlQJRpWNslSFxKVZrstWkBdFpSURQuiU1aJy4qRpghAGtigZEqMCH+qrz47Tsf2t5+cEGJm/g5t7UYFRKZUrqDzsc8e/ZJTKPV8yUQpo6iaMc52j1fxSJ7lapKlBLubPLaqwLqUNOZ5pU50nUmpwUGbPaJt0JaLVN8WCWbS5/riybhvYthLgup6DY9s4rno0TRPXdTAMQRRnICW5LHR2jlXt31LgjdYAqV5IOUGQ4fnKzZUXKXmR0Wq1FHiTOWCyvz8hCkt2zsIwLB0GV5Z+BXmW47ku7XaTWt3HdVSjx0KfT4Yh8DyPKEgAquj/kg1zXVczFSpbxDQtjo4GJIkq1dVqPmVbANd1kVJ1mm61Wriuy9bWVsVsCKFAn+u65DpzR4Wi6UFdqGNeliBBMhpNODwcqI7Pplmtp9lskqY5SaLSl0uNTL1ep9PpVNsfxxHj8RjfV6XM/mCAYaCcX0ZOEqcEQchkEnDlyrqO5z8iiiMMbExTsR8qOXkWsw8zRxvyYfZCGCfFqHMnz8fTj8T0kQYoH8XpPODgJDg5bd7HMSanAZH5x9PKL/PzFHMgo2QUqs8UpwCsh5Zz+vbIkl059nrJysx/75Pf/eRAPCvpVAyKZWkNTamdAVkUpDpBNUn0ogQ4tk+9Vmcw7JMkqsNteQdfq/n4vleJNi0LPUDmmimYu/PC0IyGrdYRK91KWQayHRPXbYA0sK1QNaozVK+WMJx1RlaCUhNh2piZxLKFHgSnatCvGzrd1KoSRLM8RWghr6xEsmpwNA1BYZ7QPlViuRn4KvchSJUyq+P7q6wUdIquMCqtScms5Vo3BEq0a9uqy7HjKL1KlqfYjoXrOSSpRV6UTfvyqudLs9kkL1RH6QoAGjr1VQ/SJZOVplkFUKqyDULrZJh7rsCqyl+x8H0fx7Gp1/0qTr8cTAuplilEyRYpu7RlQRhNSLOosjb3jw4RBni+RzieEoZjer0O7XaP1773Cmka84UvfJ5Wq0m31+HP/uy7/Pt//zU2N0c89dQKly5eYHVlhfduv0/Nb/CJT3yajY0dwjCj0+nqyHdJmiUVoLq8fpE8K9jcfEDNb7K42KN/eMThwRH/5t/8G9rtNr/xG/8XptMJW1vbDIcDRqMR/+W//HcGgykLCxYLCx3ef/99VldX+exnP8udO3d48OABn/vc5+h2u/zX//pfCcOwKsHs7OzQW+xx5coVpMiZBmNWVlfo94e8++4DajWHNA2rc+mdd7Y4Ohrz3nt3abcb/PRP/xTLy4usr19hOBzQ7w/Y2dlhPB5zeLgPFEwmIwwD1tcvE4Yh779/h0984gV6vR7/4f/8P8jzlP/7/+MfkGc5SZSzt3fE22+9w+rKGu1WF9tykK4gDhXTWDJvpYvJdWssdJbVMc4ViFZxAeqcNk2zcg9+P+z4x9MPdvrIA5THsRVnzfNBPnMWC3La4/y/T961nsWgnM5unA5SHrWck/OcBkQeXs4JwDDHlBwPTdP24BMAo3ytKutUNuFqLbrsU955n7XfjjMtZ713fN8ed5YcF+FqcCFnOghhlGmitk4aFSRJjiGUHdg0VQnA1nfZwhAYRUGS5pqxmGMNtNLWcWYR7aWwtwwuU6FSBp6vBHlpWiNJM0wroV538HxXu16UlXcWFz8Db6IUeFoqzt7MzYpNqRgmKStRs/r8cd0NiIfvIivGYnasSi2JULfLFaApdUclk1CxF5p0KsGF6mpsKF2MQHevVYCoFOZ6novt2NV5c1JIXbIzpZapBDaZTvQtGzGW+8BxdA8kAaahjpnjOFimievZutOzjtk3QIhyexQ4UjkmZfqwAj2qnBPpfk0Jk+lYsWeGpMhzDMPCNCwMYRFMY4Jgyu7uPmEYaTZCcvnyElLmSvzaLJBSMB5PEUI1OKzX65WWZDKZkKRxFbRn2xbtdovJeEz/cKJKfabNeDxmPB7T6XTodDq4rkOee9TrNSXGTpTGxXEEjYbqx9Pr9fB9vxL3BkHA1tYWw+GQ3d1dAK5cuUIURezt7RHFEcPRkMP+PnES4e/7hGHMlSsX8TzVaXg4HDIYDDCMAt+3WFhQjRHjOKkaBrquy8WLa1V5LwgCQMXrl8BPMZDqvdHI5tKlS+R5xsbGFmmccHBwSBRGui9VThhGmKaF65oIqRibKIowMBHSII4joiisHG3q5JSV+VgTjLpp5fw16oc3ncZknnztVLbzJ2z6SAOUvy5wcvK1s1iR0z77KGDzOHDyKMZjfvnzDMnJ18/8q7QjKoyqqISpeTXoFcVMk3JsPRTIIp+9V80zL6A97vg5DSydfrE4RatSfQB9tz0bcKFszFfmjxTkuouwaahwLkUfO1iWh2HYIDOSWA2IIo61pdii0airzBGh9kOaJUBBITMd9W6qMoIQWJZLUYCj9QpJkuqNFJhauNps+eSZcv/keUqchNTrDo2mR63uYtsmEhWMZpq6G7NUDiEodPnHwXVtpCywUhMpTZ1RwrFBfsYuydnukzPR9TxAMUQpOFZbbFnKHWRZ5XJzvY/L0kVp2zUUdVUdGlX+cnRJSwiXLMtUP5pCfU51OIZWu4NlWeR5WjnDShACZdfhEpRkOoAvrQCKaViVBdmyTBzXmXuu3nOc8tGpjqlpqsE/yxNEAXGsEn8NE12acKrTazwYEwRTgmBKkqSMx2Ns2yTLlC23XmtgWR4Ci0E/Yv/giCT5Do1GjdULy7RaLf7Hv/053n7nXR7c36LmjykkbG/tkWcGhmHTbne5dk2wubnJxsYGCIllmVy+vIbnOaxdXOHB/YSj/j5gUORq3uFgxN/8m3+TVqtVDfJlHx4pJWtrHTod5cxZXV3lhRdeIIoidnZ2ODg4YDAY8Kd/+qfEcczm5iYLCwv8/M//PNvb29y6dYsoiUjSBNs1MG2Dnb0dmq0mv/zLX9Z2eovvfe97bGxs0GxadLseL774IrbtsLm5ocHGiBdffJFPfepT+L7Pzs4O9+7dwzAM+v1+lWxbhsapuPwjfumX/iZCwO/93u8xmUwgL3Bdj15viTyXDIcjup1FbNuBGmRpztHREbZl49oe48kYx/FUXyvKsq5iCYUEqYG6Yehmn8yBlx/x6SdJIAs/BgDlvEzH45bzqOfnfe9x8zwJODkNpJzFuDzqvbP+/fBnSrbkBDPyOGAjS9By8rWTtglfyAABAABJREFUx2duG4CzBbMPb/NsP5RASj8X89qI2bpVd97ZwKcGNBPbUjkllq1sh1mS4zgeQphKD5Ln5EWG77uaPVEXYmFAUaiSAcxfJIqKRlC2VxBY5EWhQtKKshyhaGWlewHXtSikwHYlvu/o9WmwUyiwYOl8iTTNq3WpwVUNtEoboKLAy35DZeNGBRqZ29Z5dkSVP0o2RYjZXpUSLFvguirB1rJsJKkuqygWRFmqqfQHAklRGDMHlj6XyqC20hFT6DKO0hWIyuGTJPHcuVmC3TmRclbau2fsCVKVYUxDleRsx6ZWKzNvdMquMDAttV8MEwwhkZSx9nmlWzGMQpftTEzLmJXvhMD1LKR0cBxDR+wrx1chcyaTgPEwJI7Ar22R55JWs4nv1RDCpN8f0Wx2WFm5wNbWLofugJWVC5imRRgWuI7Hgwcb1OsNFheXODrqI4RBveHjOJYGE9t87WtfYzqZMhoNSeOCvjUkDCPyPOf+/ftVJH5ZMqvVatRqNTY2NkjTtIo4mE5VMuzW1ha+73Pz5k2++93vMp1OuXxZCV+3t7dJkoRnnnmGKI6IkgjHU/slJ8f3/aq5nyphqsaCtm3jOA6tVkvZ6iPFOs0zY2EYVsm2aZpy584dPM9jcXFRgT3tMpKyYDKekhcFjUYbz61R83xcx8XzfOI4ZWNji05bhdaZwtLZRA5FXlBkReWoihPVuds0XM24zV1LhDwmN/mgA//3y27Mr/cs5uQnDZTMTz92AOX7ZVDOe8Kdd7knbcJPAk5ODu5nMSdnvXfWus4ENHN0+8MBa8f/jjEhp2wfD4Giue9fAqJjjEopSC0hSPnZ+e0ura2n06Lldim9QlIBFFBMi+d5qqW7YyOlIE1zXMfHsVVEfZapLqm2M+/0sDGtEqA4/3/2/uxJkiTN7kN/qrabb7FHZORalVlLV1d19fQyM5gVEOzk5ZULQnhFyPtACimkkMIn4oVCEfKBfCEf+Q+A83AB3jcIKKQAIKaBxgCYnunpRi+1da1ZuWdGxuKrue2q90HVzD0iIyIzq6tmUD2tVZ4e7m5upra46dHzne98S31uwFQTanCMSNcVaGVmwUbTUVNVoGuNEBqkwA9ckxUjHMLQJYyaVGSTMqy0qaaLNroQYTUfDRBpAIoRa7rt+2AHhNoINJfTcJtj1hTba0AKiGPnzXUFnY5LGBrjuaI0xQuLsmjPkdbCxvBBWUdcBdZzZWFdbzJ+jKeGUsZd11Q1dmzNosrWbrEpxJYta3xvjKV9ZUWPNVW1CC05jgGcJj3V6EtE62p7sl6RCelorVAItFpcX031ZM+31ajdRf2hMPQQQuF5sdXU5G1fZtOU8Sjn1q1DlBK89MqGNTwLqOuK4dGYy5cE21sX6PduE4YHXLiwSxBEjMamcOPt23e4evUaL7x4g7t37yGEpN/vEQQeo/ERR6N9fvTTHxAGISv9AaN6hq4lWZZSVVXLRmitWV1d5dKlS2xsbDAYDHAch7Is2/2fTqccHR1x7949Xn31VV544QXeffdd5vM5r7/+egtqVlZWeO2110izlDRPCSIX6Qj2D/fxfGP8Zso0zFuAYsTGRhQrRFOY0jBlzXlMkqQFKFVV8dFHH7Gzs8O1a9fo9/usrKyYEFdRMJmY535vFddx2Fhbb4tx/uxnP2N/f5+vvvYGQRAS+CGq1rhuSJqkzIqEPMtI3IQiL0xoKQiaH8GpLIkRvH82IHCSqX7edlra8VnA5OcFQ1/G9qUGKCfbFwVOzkOyZ4OKxefnaVCevp6zQdhZQOO0ZU6KYpfX1fiLaPRSwb+FILa1qee4B0ob3jkGZGjDQ2c9ljUiJ/dLmz/akNMTx3v5GJxy/Jp0QZMpgX1PWLOxqK0PoxXkeYmQpk9lWRgfk6pCOoYRaLxO/MBk1hgnVJMp0FZVrmvqWlsdg8R1PIRsGAhJXTut/0WS59R2kEVopFRIx0W6NUUpkY7CcTSeZ8IToMgLwyzUdY3nmgyZIDRsgcnwgbxw2yNjBlJjQqeUYRpEDVqX7fExbI+0OpPFuRACoihkY3OFTifGdV2K0oRbqqpsr2XzfTvwS2Et9DVKmnUs/FZq6rpCSsysX9VsbqzjWnDShHOWwRMIVOs2W7cg04AS2vBCt9O3oQEDOqPYg7a8QnPN13afTT+bAoaLh8B1TSHDIPDaMFADbILARUjFYNAHDXmRkaYZk/GUKA5wZNA6BKfzlDyfc3go7e+k5L13P2Q6SSjrmm63x+O9Q5TSDIcjtIYo6nJwcMjPfvYB9+7dZzgc8vLLL7K+scbm1irjyYgkm9Dr9Nje3Obe3T0ODg7I5xVSOKytrdHpdOj1eiilSJKEtbW1Y468SZKwsrLC7u4u4/GYjz/+mJWVFba2trhw4QKO43Dz5s22Jo/neRwdHZnyD77Pzs4Wru/w07d/itKK3d1djo6O+OlPf0pVVbzwwgsWIEvef/99pJRcu3aN1dVVrl+/zt7eHu+99x67u7tcuXKFt99+m6OjMffujZjP91Dq+7z22mtsbW0xn6cMh0OmkxkAu7uXUFXNbDKlqiaGFa00ve6At996lyi6ycXdS6yurHH9+ksMj0YmRbkqSZKEJEmI4y6B30EITVU32jEziaiXJk6/TN75t7N9qQHKF8GgnPed84DCac+nfe95wcXJkMdZ23iWdZ/2evHdRRClYR0W7AhLItgFqDkJTjijv0/05zxQuDzLadNoTz/XsCySNV9YFnaaz8370pEtFR0EIVVZtOyEUiarxmR01Hh1k7li1mfCGdLe+I23SF0b9qSuNFrXdl1mFm6cTWWbFqxt3SJVN4OyBQaOwqkMA1FVHnUtWjbEgBvZhq+aDCLzmYPWHq5nMmNMqrMFmU3dHsd4u7TsRBvika0+pcHbTcaMEEZD0+t1CYKgDQ80gE9rZYXATUaP0a00rIYU+lh/lVowKrUyVWk9WziwSWs9fh1YczkWgH75PDqOaAvdBWGI73mEUYjrmVRi482irW+NYZ3MicQavTUuu4tqy65nQkUm9CRNAUh7HTmuxNWN740wbrq2FpDnOriRzQrRkKQT6rwCIRHCVJ9+/PiQ8XjMpcuXWd/YYDJO2oq/UjrEkSSdG13IaDQymTSeS6cT47gRrifpdjv0ul0GgwH37+6RJAnUDr5nXIZN5eJtZrMZ+/v7S2DT7ENRFFRVRRRFaK05PDxkMpmQpindbpeqqrh79y5lWdLpdACYzWaEUYh0JVEUEUZBGzKZz+cMh0Nu377F+vo66+sbNMaCDx8+xHEcvvKVr3Dp0iVef/11kmTGo0eP2N3dZXt7m/v375NlFWl6SFHMkDLl4sWLSCnJ85zJZMrjvX1c1+WFF25QlSWjIxPWSpKEMAwJgpBHj4ywN/RjAj8iiiLmwdyydopCF+RWMLwA740x26JUhb0ylu4lfzZtmWk/Sxz75zHU86UGKF+2dhY4OPnZWd9bfn0aG3Jy3c/KrjRAhCWtwvGifk/a4wNLbMtSeOg0IGTiMov1neJUeypbsjzDOadJ2WSPuAgpcD0Pr65a8FHXJhbfeDS4joPrxGilGI6G5HnGaDzC6Dw0dW2K5M3nJpVS6dL6nFiRqGiydwS1BKVNporAZAj5aGRoRJu4S3hM1ihrOKa1QlcVtRKUlUCIiroO6PW7NuRgUqY9z4Rq6rpGQEunS+lYW3aTYmkcWkvrq1KDrgCjxZCiAZ0GcJhMFcMKKa2pKwNuHBc6samG63nLoR+1AHpStjf0RjzbZEW4nglz1RaINZb6rusSxzFaKwtqVOtT4bpue60UxSINWWttwmyOR+BHNuvKJQhCXNcjDDomzOObrBohTHq3kBrp6CWNgRFDSmnSoM01YB6Nn40JrTkto9SwiXme2IE8REqHsswoq8LY3edQZBrPDUzWl+PT7fb4jd/8Cyhdc//+bQ4Pj3j4cI/d3Su8/vrr/LN/9l1G4wkrg1VW19Z582vf4JObN/nBD39gmSbJO++8w927d/jmt75Gv9/nV3/1V0GDROK6HmVZ8dorr9LvDTg4OCDLMi5evNja2E8mEx4+fIiUks3NTWM7n6b8o3/0j7h37x5KKQ4ODvjwww85PDykqip++7d/m06nYw3rFHEc82jvEXv7e+TlnI3Ndb71rW8wT1Pef/89HMfhN3/zN/j00095662fWjO+kGvXrtHtdllZGTAeD/m//q//kzt3brO394gkmSHEFn/jb/w1jo6GHBz8HrPZnDyvSZKU8XjEnTu3uXXrLvMkw/MCbn16j9XVVV5//U1bBiHh8uVLdLtd/u7f/buMRyN2dnbxPJ/vfe+PCIOITthlPs8p8pTZdEYnnrX3ibo26ffCNe7Pqq7xXA/kn83A/+cQbzx3+4UCKKcxFU9b7lm//3mJqE5u4zwA8Sx9Pm09x5e36+Q4YDj+Hb0UVmneP87gtOvUtMuY9xabWQYiT352rMetKLPp4Xk45Ni+66XXdmYMS54oGEGsofAdG3I4obsQAs/xwOj5zay7rOzM17iXKqUoi5LckQhRGwGrc/w4L+scDJCjBXRtCi5GpLnQRyyOq9bGR6QSUJQFTgF1HdnlmlCMAzZsskir1S3IaB5NOAMLIqVoWBGxdCfUbT2bxmvE7L/tG+B6DZgo0ZQ0g7WgPXStpmUBThcpv82xMGGesmVsAt+nMYNrjx+0oYgGqBpwYhgsRzrgSBzp4ro+nuvhByGO4+K5vk3jtmCkyfYSRusjJDh2vxsAu/wQrRZnOc36+G/IaGDKpcyiZd1Vc/2a68p1PYIgZHV1laoqePjAQQpzbjwvIAjClt1zXIfA9+l2OziOJElm9Ps9orjPdDonz42w2HEj4ig226u1CT1qiOKIbq/LZDpBo0nmiWUHPRBQViXdXretq4OAeTony3NqpZklCUdHR5RVhes4bNsaPGlqALlj/YTyvCBNU9Iso9vtIaRkNBoTxzEbG4uMGlP+oW5Bc6fTYTabcnh4QJKYtOKyNMzR5uYmvV5FrxfbelEBrusym02ZTmfMZjPSeYnvaWazhDAIbZVqj35/QK/bI+50CHwfz3oWCSGZzWY4wsHtuqCNiLi0YvlGKqaUoinpsGCBlzmUZ20n71ZLr8VS3v1ztl+mGT/ZfqEAyhfZGtr0T3mrT/Th6Rerxrh3LQCHya1r7OfNzVwvL9dWF15kSaAWjMoiNGM30SbdNCJLYcHJk4r0J0M8mJTWpbBMs55j+9ys/yn72wxyUkqEI3G0g+f51LW5YTb1c8SSnb1SmrgX43keyTxBSEFRZAgBnm/SZEEwnsyYTKdtIb64E7TptebhWtCyqBOzrOdYPBSIGs937DGxWpGqRmtjQJamxpMjCIxg1/N8HGkGPW1rDgE25GRSJj3Poa6d1qq9LJsbr0aJRqzqIeXCO8SEYqw5m258YpoQDYSBbwSLyZA0TdGYMJjJILLMkdboti6RQuJhbOdd0FAWJXVdUlYFrmMYq9W1FTzX5fDggFrVuJ5nMm1kg9xgOpmRpRlCGGAWhRGe7xPFMYEfEvoh0nERUlIVJbWqKaoMrSvQuQEnaBOaESYNfBHOWgBWo3MBrcD3nTYUYkBV0V5PjQeKyeCxjJIygNd1PbxegCN9pHDxQ0kch8ymc4ajET/5yfv0+x2uXrlCOp/z8cefEAQBa2trFJUxP3v46A7j8T7ogm984w2++vrr/G//2z/g008fceXqTQaDmLgT0uv1WV/fIAw9/ECiqBCO5s1feYNknvC9P/7XbGxs8NLLL7O2ucKFS9t0O0Y384Mf/gDXdfnmt76J+5N3+dff+wl37+8xnoz59q/+KpcuXeKF6y+itebdd9/FFNvssLG5RRTHRHGPqgaVlkwnKXuPDowbrZLs70+YzSDPEyaTjMHgPlWl+bVf+00ryH3E6uo6YdhhMpnz0Uef8OiRCUNdvXKdtbU1vv71r3P37l3eefsDHj8+ZJ7kjA5TXKdktDNiOprw/s9+xo0bN3j99a9y9+49irzgxRdeRErJYNBHayiKNaIwJgg9mCjKqiDPUvI8w97EWssEwAKYGtfzkcu3n6e1E8sJacDjk5+dtsJfUibP236hAMrJON4XwaKcF5p5VgbkWfp1kgF5cpkmXNIADLNsm/K7xIosMyUtaDnmL2JmnWYQMw9jDCCsP4CZY2h0y5wLO4sUdhZpBn87OGpjmW5LxRx/tJkjzc40U3KxmI3rhu9Zmvk3s10JUh9nX0yIYRGSaJmHytbHqbV1kjWhHikkRWnYAZPCapZzHKMBcaSLIz2UNvbnqoZaaOoKtORYaKuqNHWtEVhxpC0mWBR5a/hmQh6lGeQ9U8sGvWxKpqkrTSVM3RlHanzPRYoarUV7mpplG5BhMllcwiAw6b5W31JXNaLN4tFIYdN6a21cNZcOXjPoSlcQBoalwJ5XsXziaABSEzkRyIYRqk0Hq6oGDZU1ZnNdB981FaIdaz7nSMeeWdM3VSt7vSh0bVgi13Vtob0Yz/MJ4whXumb2KxoAaFgiKRS1qqlUYbZhz6G0IMcAE9dqD1z7u2iE3Jjji6AqS5SubeXkRr9RUZW1vQ6N3sjUIRL4rk/gd00GkwIpXJSCvcf7TKfTY7/VJqzp+x5RFECeI1CMx0fk2RzPbSpcawb9gNk0YDweUlcpVdUlDELiyLgbh5GP0hVVneOHLmXtoqioVEFRplR1QTKXtsqxh+eb0FhVlwgHOp2QMDSp2VVdkWXGkE3VislkatLrXZe8KMmLitF4ijdPWV1bRQgP8EjTinv3DpgnBWEYsrLSIwwD5vOMw8Mh+/uHFEXBxsYmk8kUIaZMJnMODsb0+4n1mzG1sGazlDyvUEqgagFasrG+SRCERGGE0jVpqiiLgnQ+ZzIek87nxtbfdZnPE8sCLoC06xkH57IqyLKUNEtxPSMsb0oXSEfiYupaLZLdTgEQ7VvL92N7E2TB1rWLN1Rj80W9YEIWnz1f+/PMpHypAUoz01lu54VUgGODwsn2LN89+dl5wOQkVXfye09fz+nLNI82Y+FYyGbJIE0vsSI0Wg+NtmZbDUhpwUkrdqSBKWgkEo1eChU0BKa0a0ALhBZtITdtwYmpNWMeSi/MwAzj0hTnUnYQXoAc3dwDxKK68HJYoIEvqtkQAqUEWpkBprGsn8/nFEVFnldUNdRqShxXlJHxwXBdyWQyIs9ziiI3VVmlh++Z9MWFBbtCK0FdOdQ0NziN4ygLbpTRMCAprPdCVRXWk6JDXqRkWUHgx+A5FHlNrmrKvKApXlgV5oDlqUJoTa8ToOuSumjq/4CuFaqqbYhCEPoeniPxXMcILK0HRTbP8X0TknIdB9eVDPpdsjQnmSZmFqk0uq7RlUJV4Hse62urdKIYVRl6QZqDjFY1qMpeG4aJcIS0AAeq0lZALjPDDOUpfuDT7cWEfoDveVQ2jBaFgQmf1TV1VZswWlGQlwW61njSVOGNwpCtjU1cz8P1PfIsI89yqqJCaY0rHTsgKWpVkBdTUwHXs+yT4+JI37Axwj5Lt2WuqsKkofueg0Yzm6WYwooLU8F5khnDPe0gcMkyRZ5rtJJEYZeN9V2OhiOS+RyNJMsqfvjDnwCKbq+D4zrM5gkaTRj69PoxfiDxU0FVldy/9wlJMqPbdSnyCUdHD7hxvc/Ges2nt+8ghGBra5Net8/G+gbr66usrvWpdUqSjXE8RRAJun0f6dZMZkcc7B8yGo154403WV1dJeoEAOztP6SoEi5fXSOKTAHHyXRCmmVktrL0/XsPTEXjumY8mTKeTsmyAikkv/4XfgPP6xOGAx4+PODDD99lc7PH5tYGb775NVZXV/kn/+Sf8OjRId3u97h06SJvvvlN7t9/wJ07d3nnne9z69Y9Nja6DAZ9vvEr3yLLNH/8xz82QMrrIwgRBPzqt7/FymBgwkJ5ihRQVxWPHj7iYP8Rs+nE/MYDn3t3wrb+UBz6eL6k0w2Na22acDQ65PHhYzqdHr3uKgCVqvD8gNDxsMQgdcUzNP3Eo8kuo707LdMxDTv8+bQ/j0DlSw1QFvH/s0/Y0xTRy++fXNdpHiangY3P2s5jXM5a9qzPFuBkeZ3L32lAypM/Mm1nxw27svyTEu1XRZNQ035yvE8NbGlisE3fGoaEJbZkEQ5aMCpNOGc5hnuCDTsRBWr0FA2NL7WD69LWqjHPUJYmdXjhAYK1L28KrtVL14OpmFuWFbWq7DnXaAl1pVsdhVmXg+cGaDSOA5p6CQQu6vc0x1wphdBNfw2zYPbPsD4C2W67LCpqpXEct1F4nNBMcOzvJ68Fcz00jIe2wNNs29jvq6VZnhSCMAha/5WGmhJLdZMMIrFiW7vephKysAdP6MYmf+l2Lcz2pNDguNTU1EoZ0Nt8LiRBJ8B1TGaO53s2nKSoq4KqLCiLjErZY+yY1OpKlYAi8D1cz4Axc7kp66paGYCFyT6qq5qyqsjzjLqqyLIAhGY2G1uBbmWzjzRllYM2rsRSWvdaYUTOWZ4zHA1RWhGGAWtrK1Y4XVOrEiGMW22eZ+ztPTLVmwMP6QiiyCfPYTab0O112dhcJ4wCZtMpe49GHA1HVGVNEPjGGXU645133mE8HhNGAZ1uTByHZEWKEHDjpevMZgmPD/bw/ZDdSxfIipTDYU0cdQDBdDZjnhr7d9dziToxvW4f3w+ssFoRdzr0+n3WNjaYZzlZmpvwnyOYzeYmtb6GwWDA17/+Oo6r8VzNYLDK2to6V69eI88z4riDlC5pmtHr9XnppZd48GAfKR16vcgUPsxyPM9nc3OLw8Mh9+49QAiH9fUNLl26RCeO+ejDD6hVxdrqKt1uh04ccT/LGY1GXLy4y2DQZ31jDVUrhsMRR0eH5HmO6wQ4jo/SNXme8cknH7O2tskbX91EKayBnYeU2v4GRMvEHmuCBdsItIU5m+wwy6SIYzempd9j+/L5QMp5UoKfZ8z5t0WU+zz9+FIDlGfRZJz2+XL65EnA8UUIlT7rd5e/tjzwnLE0CyOtZQDC0t8NVW9ThBstShv6MbS+WFq8ASWipcOPr3pZW7IYkiQLMMTxz/Tic/OZfa9Z5hhIeXqTQtAq3wQIZVJRAXzfGDQ1jpqN/wcIm+ZaWQakbt9vBH9aLxxOmyyQyl2AJNeVONIzdVusfb65gS/s4LXWbUZKE1ZAg5CuZXmCY/sihKAqFYLKeLQIget4S5/LJwBK05b1L+a1QmtpXB/sIW/M05xaoaWgagCPBkdIwjDC93x7zhvgakCKYRcwZQ9aTYvJLjHkmkbYIpKmqrEwISLbT7fJlFDmN1bXNVoYoOdIiXYc48RqnVFNRWSj1dF1TZGn5Lk1fEOjXQtQdIV0DEPhuMY9tmEJ86KirqAssNoRbHXd0pqdlQSBC0IzT6eUZWXDDeYy9H0IAklRVDiONqZ9skIrSOZzknnBymCNTqfH1tYWfuARRh5FkZNmMyaTEdPpiHv37rL3+CE3brxIv98jjEOEhFpVbKysc+PGDYbDIePxiNt3HnN4MGZ1VeCEDlHYYTQc88ePvo90TMpzf6VHFEfM04Q4jnn9a6/z4Ycf8fa7b/PKK8aE7fatOwxHQ1577auAYP/ggFmSUCmF43l0ul02t7YJw5CDg0Pj3Nrvsba+xs6FXR7vH5KmGa4X4rgO4/HUZsTBxvo6N166zuHhAYeHB6yvbbC5scWrr7xKlmfEcYTrekwmU3Z2LnDhwgWODkd04gjP81BKMx7PGAwCLl68wsH+iJuf3OLK5UtsbW1y7do1As/jx//mB7iuw8ULVwmjgCgKyPOUw8NDXn75JTY2NrhwYYfZLDH2/+MxVVWze+Eya2sbKFWT5Sl3br/Dxd0rfOPNX6WsaqqqwHVrXEejtL3XtPeopXYMb1hwvnxzXJ4pwYlbVvPi3xJU8CVtX2qA8lna8k39PMbkNKCyHOJZXv7k89PaaUDj7DDRGem3x8I654eZTKx9idU4r29L/TsttHTMYO3cbZ587/Tlnt6j81u9lP4MtOnEWpv0WzBsSbO9praL1uZhBsLm/MnWvXRZ0+I4xoa+rGxWi64JI5+yDAkCF8d1cJ1m1m61OQK0koBr0mSFTzIrUXWN67ogJK7n28FdtEdAaWMoVVSV0ZfEsTWDq5C2cKFwDKATJlPYAE2h0EKjhUJhTOSOx9StDXyb0WKM5xAmNdd1HXq9jjGxsyZ0jUmaagFoc5yN/qM5fQYjGl2RlC5BGNjzYMCLEZma41+WFapW1DZk5PseQeAjhGAw6OH7gbU81xSFKbpXq8qGzor2fm8yeKTVSxljNGr7u1AapQRZavxqysKGFpWw57+24buKLCvtb0m1HimmtAGt4+1sNiXPi9agz/NdkqRkPElNdpEnmc5G+IVHXqTUlWF1ojhg09lgMp0wn2f2+JjilI50WVlZw/cj5vOcRw/3efToMVHosrO9Sr8fEQQ+VSnIC0UyL+gPOkRRxMOHD9HAyy+90hbKS5KM4TAlTU3IcTAYEMcVaTpHa0EcdxiPp7YY4D7T6QwhHNZWTdVi3/etZsqwj+vr67z88stsbV8gjCJu375NkiR0uhFr6ytcvHiB0eiAx/uP+PTWTSbTEdPZBCkFg8E2SZLwwx/+gGvXrjGfJ6TZnCDw2NjcoJkIxHFAGHq8/Mp11tZWDAMHfPTRh4S+z6/92q8xmYz54IP3uXhpl/X1a7z55td58cUXEcIUHLx//z5SSC5evGi1XxVra2v0uj0C30drSa/XJYoDyipHCJc4jkwWm67RNpOtAdq/bP92tV8IgPIsepKmLc9Az2NQTr4+CUDOAidPE+o+LVRzfJnTQYL96MT7nL0sJ7NxztHg6NOBz7GNNts40b8/7aY5oSlqBy95Shqu9fywIlaoAd06ijYFB5vCa8vrbYrP1ZVhRpSqW7dcCHBrF+WZmVhlw0AmSUaAlriuj5Sa6aSkqhWOawZXx3Xb8FRz/KqqoFaGxXEc11ZwNYOoaAZlS0CZ1xhgYhkPbWkvpRXCZme1EfEWoFhWpaXHjHFZGIWtjf5yZWGWzq1SyghyhWrXvAizmZo2cdxhmdFrwlzm+JYswk8Sz1aN9jzj9Ot5nvV0MdlNRrhqMoJqVbVhukaHI6TTntcmkqhqI2wuy4qqgrKwomwt7X4ZjY3G9AcUjmuOp+OCsFlNxi/FJctSu65F0ca6zkmSlCzPKEqf+XxKWXlUVWFN9TS+7xGGHrMkIc9NJpAQElUbMBxHXVzpkWclo9GMg/0joiimE4f0egNcx0XgoJSgLBRSuAR+wP0H9yiqgpdfeoWmLo5hf1RbrygMI3zf1KVBC4LApPM2xRvTNGV7a0on7rC6ump9UHyqqmI+n9OJO2xvb/Pi9ReJ4phbtz6lKHJ83yWKAvr9LqCZTEbs7+9RVTlK1YRhSBSFTCZjbt36FMeyPlVVEIQe/X4PEBwEh6Z4oyvZ3t7iwu4FDvcPTZhr7xGh7/P1N/8aDx8+4Hvf+0NW11ZwHIfLly8B8OmnN8ky4zwbxx0u7Fygqgzz2Ol0CIIAR5qq2qGtrVWUBb4vCYLIuj8rm6wontAyPveN6JftC2m/EADledpJivwsBqV5DX82g6/ZbvOsn3hui8K1QOK4+Pc4WIEnQy7HgUz72RN9eNImv30ofernJ7/P0prPWu4zHR+l2tk2YFX6i3O7LKI2zESFcYGV9PsxQeABhiUoipKiKKw2paIs64VoWFZ2tdqGCTS+nxEEgiD0cF2TNWA8R8wAFoY+vgeqNhkVQkjCQFHKGtfx7cBvfTkcx54UU3nZFFfLAEGvZyz3HcdYscMiRNnUujleG8g0hcmoqesKLcwscRnELQBEjeeCHzimerPvUJR5m2KrlQESRi+j22OpyhKtJVpJpPCQrrRmaGYQquuaosjboo2mn4uQl2GmJEHoE0cRYRQZ/QugMTqOosgse2O9ZWQTPjLVnoVjc85scUGNRmhNXZmMkNoKtk0Wj4PrLCoV1ypCqYqiSNEofF+2227Ckd1OBz/wmScpRZFZsbfRG3W6HtsiYj6fMZnMuP9gnzDyeeWVy3i+JM8NUxaEPp1OSFlmltGT3LlzDyEE/d7AhKBKTRx2ubBzmcPDIUVesrHeZXV1jZdeepn5POFweECtM2qds3PhArWqW2+RjY0NGz4ylY3HoylJMqeqalzXw/cD1la79Hpdtra22Nm5wNbWNloZVvif//Pv4jgOOzsXcC1gTOcZWZbjBwHdXo8rVy7T6cR897vf4d6929y7f5vpdEocx+R5xng8suaCFfcf3KEsS168fpVkPuEP//Bf8pu/+VtcvnKFB/cfMhqNOTjYY5ZE+IFrU+sD5mlCWWW4rkS6ktFoiFI1N27coCxy/uiP/oitrQ0Ggx47F7ZoqiKHQUAQBpBBnpUksxnzJCOOekjpUivBLJnw/gfvsb11gauXX6DWppCnYzO9zgcZx39bp7df0i9fRPtSA5STA92zMCnPw6Asv7fMipx8/zxgsxwqONmnpw/WZwGOhuk4A2ScXPYkE8Pp2zwVhJzS1/ZxBoNyWj/Oalrrz/zTXmZQwGSYiBMA5eT5NWmiBkSYcEbdhjMabURVWX8PyzQ03TezbyhL7HegqmtcV+IVpqia6wi0r/Fcr12P6wpcx8FxzPakcFAY8a1s/To02go5tdJUZU3l2eq7ernIn7WVEk9qUMz1RgumGvCIEEjRGMjpBXNib7yuJ/A8aezeBdS1ARWVTW1oNCEtEG4Agb1vN9k9ruvg2iKLzfeO/56WbvRWOtSkhfq+uzBtsyUUal2b65wGKLLYv1MvGnH8WTfXgmxZNZOqLnCURCkHhClD4PuOPS5O2++4ExEEIXlW2OujOeYa1xWEoUOW5WRZSVHmaEJb0wfStEIIF89zCcPAGoqZ6yvLDPgMg5iqVOR5ieN49PsrjEeJSUmXPp4bEPgRWkOvKklSTV0UdDtdNMpWeC4BQbdrWINHj/Y42D9sgaupKmz2x3U9oiii3++zurpKbm33R6MRWkMUxQRBQBRGrUV+nme2WnREmkZtDaXDw0NUXbeePErV1BVUUlAUeetRUpYFeZEhHUEQGMfjuiqNBqcuGY9H9Ho9PM9DYJjHMApxHYeDwwNUXbO6tsLBwT7D/SGdTkQY+oRhZMNvM4QUhnWz16wRRVd4Xogjochr0JLh8Ihed2CvxIbFa8oznHGf0izpTpqnBdA/fhn+EqR83u1LDVD+NNtZGUPLIAWezracNWifPtAfB2GNzmLBWJxRcO8cwNKu+JRll9d5rB5P+zjxWp0NQJ7s19n7/HlTpM1gagR5phy8xjhsGrdSTRiG9HpdYyhWVuS5YWKML4qmro1nhyMXIZhamcFZAHW9EF1KWeM4FY4jCCMPrwR0SVWlZJkiDis83yfwOwS+NNuyVeaUlghlQzcC0A5aKbKsBKS1/XZwvcbkzSACM2BL27fG02YBzJr6OlVVWb+Q5vppUIVCSIXjarqRT2/g4wcOtSrI0oQszyiLwlb5NV4a7fFRTZjMHAs/MGUGwjA0pnF13TrbNiUImnPSPCtdmZmyw8INtrGZ1wpjEGdYExOiwzA2ugmFlSA0ta5MynUYWwZLUEtBXUNdlSbco1ykNCxXc8yUBSjSMWEbxxVgi/w1LY4jut0egBHWpgV5XjAeTwGF60EUm4SiwaDDYDDgxo0Xmc8T7t67heNKOp1NLl++TF3XTCczRsMJYdChqhWPHx+RzlMmk4Q33/wVrr94HVW7JMmcMOgwnaT8s+/8SzrdkNWNAUk6JiumXLpykTDyuXfvAXWtSNMUz/PxfZ88yxkOh1y79iJhGPHjH/8EKaZsrG8A5rpPkoQHDx5w4/pLdDpd0tSwhisrK8Z3Jgjpds0x6HV7+J5PUZYEnsc3v/ENAMLQ58HD+zx4eJ9OvEmv1+Xo6ACwBSEtSL129QphGHLr1m0+/eQT1tbWiKKAb/zK19g/OOAnP/4Jr7/+Bl997SsMD49I04yt9Q2SWcLf///+fba2Nvlbf+v/ie87ZFnCYNCj1+uZUgW2QnlRFNy6dYu6VtSVxvdCXDcgikyo8L13PyKKYrSSDAYDFCZDr1YKqaweS3tWs3USUGNuXsfEsSzdsxas7S/b599+IQDK01iU51n+PGZhuZ0liH1es7hzgcQp7y2HTBZ44yzNyOnf1+dsYxlInMXILBiU87d9cl9O7vfP2wTHrdKbmXLz3jEdis3UMZtVVoth/FNEmwq40FKY2b20ReWcpX0UuK5oaw61MzD7mbZeL2VZo1Rhnivw/RqnFyGFsDVnKgtuFMp6lRgQLBHSQVjTMq3tJE6IY+emKWi3fG9caEHsdadt5hCNzV5zXS4zEoYpiKLA7oetRGxDMosie8LOOJeMrSybI+0xboHICcTZsA7NtmHhZmtSkpuqyk0F5JK6trV1RHMOhE3bVu1xb7bSXAfC1hPQjWDXaXx+TlYxlvZ90DiAwPVMTpLWRnhtTO/MgOT7HkIIVK1bJqWx5ZfSVJ/udmP6fRNGMWFE03ffD+jEHYR0yNKCulZEUZeyLElmqdm2awCglA5pWjKdpnRiAxr29vbZYp2di9tUKkRRGH+fMresibHQz/Oc6dTUnen3+4RhiO+bwopFUXHv3j6e57C9vWOPmrSGeG47uarrGs8Dz/NbDZJhTBQPHjxins4tGHKR0tj6B75HEBqxd1PPJ8tMOMv0wSe2Qu80Takq45bc63WZzWZGz6XM78HzXLQKyPKMNJ0ThD5+4JnQncAW0jTApCgKW5fKhO3SNDXmdJEHmJR9Y5Co27T3qira89r8xpWq0ErhSscymMutYUr0gjlh+Xn5+v5l+yLaLwRAeZ72PODkeYHPs2zzs3zvdIAADY1/3uO09XDOMs2Pr/ns1CKBS8+n6VNO34+z2ZbP2oQQ+L7f9kM6psZKqzuxLFAQBAghqGpD5y/Em3ZQ1M1Ny9DgAoUUyrpxmsEDhK03IluxoRHUmkFQqcpMpvCoK5hXJWU1pypLoqhjUoovGHfP4XDcUvCOY0IjQRjgeeYG7AmJko241kHYQVRrbV1ohWVRjuupTN9suEizKCmPQoraDuQmU0VrYRkFl+3tTQaDnvGFUBVlmVMvMSAGfDRgbvFoXHcDa83fZOMsZ1S115G2xoIYCsqREtc1/XUcEEKRZSl5npOmszaTahGKa0S21TF2D20zm3AsuJNom9LsuQIlQStpa+L4bahMKQO4XNfUCDLHwrAhaZqSJAlVVVAUGWHo22vIABvHERSFCdU4jtEb7ezssLW1xfb2tgGTClzHo9fts7m5RbfbY55kzGYzLl++QpLMOToc4fdC1te3icKILMv46KO7PN47AG2KJ77//qeEUczFixdJ0ogk7fCTt35EmqX87b/971sGJOXg4BHvv/8BL1x7kTfe+JrNaCnZWN/k0aND/s//81/z7W9/jf/sP/t/s7f3mIP9Q1zXp64V83lKlmU25dtY3RuTw4LhcMR8nvEP/+E/YTqdsHOhx8bGGjduXOe1r7zGq6++yr/+wz/g/v27vPjiiwDc/PQTOp0OV69etQLeRuRNe/5WVgak6ZwoiijLioODAwa9HlEY8pMf/ZgkSfj1X/+2LYA4IsvSVoMkJBwdHeG6LleuXLKVxAX9/oCN9Q2OjkZMp3PmyZyyrNncWsfzAmtsaQwIPdfBcSSzWYqqNZ3IszUDl1kUdeIZnp3uPTMO+cv2HO1LDVCeZSb+tFn984AUOF+Dclq4p7mZn+ZC+yz9PR1EwHngZHnZ01iRk1s/tt7zQjEnNSdnHMeT2zTvnX8uPtNPuQ1nKHvMn1zL8oDaLKN1Y8ZWttk4ZhA2gsJK1khb/Mx4tpjvNbM3Kd12kG/8TgwG06jacBWm2KCmKIyZletClpVIqZgl8/Z6cByJ6zjUShujMZua21ANy6UDTHkd83pBRwv7ZLQVQkskDrI2OT1Si5at0EIDEqUl4KC0qTG0utqn2+1YVsICGuuZshjQF+cVGpt9z7qAunZWvQCGy9e+kBgXXDsrNwyOqR4sW6txAz7KqqSqDZNispzMMTLXj7LAwrLuT+iMDFCR0jA7riuNrxwG+Pn+MkCRBqza/YUaIeRSFpGPdJoikA04Kqksg+J6HnEsmc9LsqxmNkuJ44QsMyyJ5wVoDbNZQhQlCOHQ7w9wHI/79x5QVhXr6xsmpBLGpFnGeHyHOPbYvbjJy6+8xGw64+OPb1KrnOl0QqVMmnUcRwgJBweHFEXJysoK/X6fzc1NiqLg7t07FEVJVdVkWWrZiZq6zhgOR9TVItvGdY2+pKoqDg4OjdeL41DXiizLyLOSLMvZ3tqgGwcolTEdJ9z85A6duEu/18f3AtbXNhkejdG6ptfp0el08FyP/cf7fDz6iNF4TJ5l1KVhUi5fukwYRLz2ldeIopiqLI0WRmnG4zFZlhF4pkyE77v4vs/F3V3W19fodDocHh5QFDnj8QTHkcRxhOe6C98hNLNkRl0ptjZ3TekKVZEXKdNkgu+bKtQLTVZT7XvB9tk71BnP7R3mxN+/BCafZ/tSA5TP0p4VnJw2mJ5G5T2vF8rpYOPpYOtJpuLp6z6LFTmPQTkrbLO8zfazc/v99JnGyf49bxNC4CwNUMv9WWYXmpRUKaWl3o3VeFFImtouBpxAHMcUeUkh6gWgsdWQpRBWl+IikKAX/th1BRpFXdmMoUqR54qigDA0WSXJ3OhcRqNpC4oaBsUrChzXsSZXDp4v0QhqpZHKHPtamWOutMlWaXzvLGYwgM2RVoBo0oHRTaE8aY+ZAmHYAiF9fN9ja3uDMAyAiqaApCOFCTs4iwrFJjVTW2bDJQh8fD8kCH3LPAlr5lW350dIc/9v3leqssDCaUWyJolCU1aF9TtZlA8wqb9NiE0Y4e5SWM6RS5MBLWjACELg2cQjIRpjvGWA0jBnEqUr0jTBcYVlgUwIyXFMfSUsiDUZXgVg0najyGM8HnJ0VHBwMMFxXGazOUVRE0Ud6hqOjsZI6VGWNevrm3Q7Od//4z/B9wO+9a1vE8cd4rjDD3/4Iz768CO2t3dYW1vjL/yFb7O/v8/3/uhfUdcp+/t7BJGDFwhWVlYJ85Dbt2+zurrKxYsXaepPffjBR3z66c8oCuN4u7qyTl0XdDpQ13Pu3btLJ+4SxzHdbs9mXfXJ0pyP7n2C5wY4jkdV1cxmc7J5RlVWvPLSC8znCe+//zOGhxNuffoAXWuEVmzvbDG4OOB73/vXVFXJG2+8ThybMgfv3r7D97//fTY2Nuh0OmTZHt1ul1duvMJgMOC3fuO32N/f5+HDh0wmE+bzOYdHR5RFga5L4jhGSsH29hYXL+4SRsbG/ujogDzP2N9/TBzHXLhwEYEgy7I2PDgejahrzVdfexMQ7D06IJnPOBrtszJYpdPpIqwlAJiCnosfE82MYPmOddadaOn5hFD7l+3nar9QAOVZQjInB9RnZVBOZiQ8iynbsyxzVh+X+3oqmDmFQTmt/8+6nfb5DJajmZUcZ1tOAJ/n3P7P3bQRrjaDX6OyaAbjJuNg+WE8OWpLPTsmrCIkvi8tY2K0CErllEWT3dNoIUxBuLrSrU6huSaK3NbtEQswJ5C4rqYTd+j2uubGXze269p6XGiKoiQvciu+rU2RvcDFt464cScy1X+lpqllhDYZPwLZ6lEajY3WwmhbtEZqkyXk2IIhxjxNI6Sx12+8KfzAJUnGdl81son3W4Kmqo0dulLme55rZrVB4LfsSWPAlqaJFaV6hm1wG4ZlESbyPAN+tFaUZUFVlUhpjNt830Upjee5NgRk06mty29ZloYZEcYHxWgRQqTj4Tge5rYmcZ3mPDhIRxqXXDuG1Mo63woHVVYcHR3geg51XRiA6Bk2zQAvh6KoSJLEZu3kSOnhuJIo9NlYl/S6PRzH58MPP2E6nXHv7j4rK3081+eQIUmSMuhnpv6PHyKlYH//Mf1+HyE043HC4eEc1z2gqjLefufHTKczpKOo6pzR5IAb2y+we2mH4fiANNO88cYbaK35l//yX7GyssqVy1cBQZpmrK2tEwQRAiOYHgz6uI7D8GiEIz2iqMPHH39CVVWsrq4jhctbb73D4eEhb731Fo8ePeLRoz10ZY6ha8Hqzs4u8/kcx33MxsYGW1s7RhOSF/T7A9I05fbtOwwGfa5eu8La2jqvv/46GxubxFHMeDJGK83Nm5/S7fa4cMHoWupatV4tr778ElmW8tGHH5Cmc3zfo65LZsmUGzdeZH19vU2H7vf7SCnZ33/MbJYwGo24cvkaq6vrrK0PybOC8eQIKVxcV3B4uMcPfvjHvPzSq1zcvYTnRbiea4Ta6OcAJcvtJBj5JTj5vNqXGqDokwMmzwY4zhtMn/b9s977LMs8SztzNees/rOClOXwz2ngaJlBabrwPGDv52/H6ddm+62x2AmdywKUqFZg2dRZqWvVggFp2QIzs9ZWvFpirPCNc6rRHzQW/dqKSM37QjSiWNXe4BpA69rBM446dpDXi/UIaUWCZpDWukZIM3jXtUfl120WS7djSWipQRv/j0VYS7QgpQU/oqk2LNsQT3PUHMdoWBzHJQw94k6E50mSuWqzaRp2pwlhmePXDPiirdTs+57VvUhbx6YmL3IjwPQWISKzDC0D49jj3pi4NSGvxhxNKWX/dlrmSylNXdVUZb34XUgTLnIcD8c1AEVghJKObEJvwi7jttkYStOG0pRWTGcTy2aJ1ujLt9qaqjSsUpZlZFlBWVY27KQIAo8g8IjjGEd63Lv7gMlkxsHBBCldVlcLlJqRphm6Nvcs1zUZUePxCNCEYcBsljKd5cSdKYiCW7c+Js8LA0p1QZJMCKOAne3tNhPq2rWrjMcT/sE/+D+4fv06L914Ba0hzwu63R79/oDZdEZV1XS7XRzHYTKZ0u8PEELw4MEDZrOEX/vVX0fY4p2TyYRPPvmER4/22Nt7bMKFSIIgoNPp8MqrLxEGIVk2Z9DvMxiskiQT8qIkDGPqWvHo0QPKsuLChQv0uj1eeOEF1tc2iKKY4XBIkiTcvn2XOJ7ac61tWMx4oqz2e6TzOW/99MfkecZg0CcvMsaTEbu722xubrRasE6nQ1mW7O/v8/jxPvfvP2B7a4der0u/3yNxUmazCY7jEfgx48mIBw8fMOgP6Pd7rK4GuDZV2rBl59x9TjDo2l5Di/vcKcBEt/880zq/rO15bvXPs+yXGqCgnwQb54VQTvv7rPdOW+aYOO+c7583MD+Pd4p5fVq67yIj47T1P60Pp4GQZZak+WxByzemcKqdqTd901ZfsxyCOk1Q26x3ef9bEaXVJyz6d7roVjT/LmWCNIVElVJI+1nj/NrMsuq6NrNwZepwVJUGDBgZjYbUdU2eG9trw4yYgbRx5Wy1JqrEFPlzrIZCtoO354VmH0UDDkyoRQpBWdSMRtOW7fH8AJrsEu2gcXF9H7RCOqaIX1FVlKoiL3OyoiDNc1ZWenS6MdJ1cTyXqgKki3Q9RF2DlNRl4wdhUqJdFNpmIzW+FlWdo3XN669/hdW1FfIiYZ6WJMmsrVHT2Lw3AEoKB6RAeEanEUURURQRBIEFfDVFkVJVNXEcL2mvapsNUlohsy1WaMFPXRsxZ1kW1m7dodfr0mS3GOdVY2Bnzocp0qjqpmq2oshTjg6nJlzS6dLrrRCGHq5jdCDzuWEuyjJjMh0xHg/JciOCFVLhupKtrS072CwAkwnjxNy984DJZEo6T9Fa0Im7uG6E68Xkmc0UIUDXDpPRCI3kq6+9ipTGAbbf69Dr9ZinCWk65+joEJNFpRlPRnz08UfUquKlV1Z5441XWRn0yPOMyWTKylpIr+8ThpJPPvmABw/v8Ghvj6qqeOutdxiPZ+ztzZDyAT8a/Ihbt+4wHs+4cGGXy5cvc/fuPbI0p99fZZ7M2d/fZ2Njs00DzvOc7/3RH6Fqze7uJYqiYDqdceXyVd782q/w6MFjppMZ8/kcIeDRw32K0ni/3L//CMd5l6ouKMuc9372IVorXnvtOmEYsLe3T1kVlEVBlpaEYcgrr7xqs7JMOvWnn97i8HDIwf4Br7z6Eru7O1y9tMva2gp/8S/9LnWt8D2P+w/uc+vWp/i+y/379+z1Z6wCptMph4eHOI7DtWvXSLOUmzc/aa+nW5/exvcDLl++Rhi6eH6P6WzIrdsfG/+V7oC6zAFjOthm05kbli2IKfE8f+m6biY8i8w0w4qeBByL+97n0Yx+6xcD1DxL+1IDlNPCNU8DKie/f97rk+89bZ1ngZTnYRKOA5cnQz3tZwss8UztZBjnzD7p4985ZnnOcdEpS2DovFDTyW2dDJctf3oW8Gq+p5dvAlojhUAtr08s/EGa91zXpbIgRaklzYo2lU3LsmI+z20NF1q2RNmIV9N9pRsjtAWT0gBIx1bXbW4gTbqvlMJqN0qTmgxIu6zprtFNYAvzNRoQpTU0aa0yBwFhZBwzG11Kw2qYjVqTN5r+LnQ5AhY+K0t9HKz0WVtbIcuTJdfXJr23qa9jGRqxcOZt0lObFG5TNdiADa11G04yx3i5NICy2Tb2TLcg2GRENcCyybYxTIHR9yhFy+AYBkm2R7CuK7KsQEofx62IIsO24AjLKJQ2pFcwGk45ODwiL+bUdUEce4SRTxRtICWUZd4yFM0FtXAYrnGkSxhGSBkghDFlU7XGcXwcR1KWhglYW1sny1KSZEpVGebMhIcycy0pzTzNybKU6XTMYNCh14vY3FxhdXWFvb1H+KHDYKVDHId4vkuWzZmnCVVprqW9vcdMp3PK0vjmTCYTyrJECFOIsgGRps8dHOkyGk2WUvFNGHTv0SEAKysrgCDPC/wgYGNjg9kkpSyMs3HjuFzXCsdxyHOT5aN0SVWVTCczy0IZNjJNU4oit8ZthhmLohDPM6nHBpiWTKdT9vYec/nKxZZJCYOAlZUBda2QUrZhnuHQuMvu7u4ShkGbQmxCZwFx3KGua5JkZv9WZHmGxrgqm2wuh7IsmCVTyiqnVqYEhdASnCatnoYeQYuGYdGLSdIZTZ/76efRmqy9L3Qjp295cdtt25nDyHOMu+e1LzVA+dNsnxWcPOt6ToZazN9P6dMpIa5zlz+n71+8duSkq+gzfuukCNk6ejTteXvdCEabfQ7DGN9XeK7JZMiygrpSlmXBhml8+z2TchwEwSKsVDfHrgEE9dLAa6q/mmrHAjfwkUI2Bqc8mb7YABSA2q5SUZUlw3SEEKINMfi+a0S5dUWaNf4ODq4TmEJ+Tg1Koypj522ybkLijk8U+QShT68X47ig8xqtK5QubGXgYAEOWnbLeJF4nncsDJMXuU0dNeEoAVSlcTc19/cmRAZIc3yUEraoojLp2VhmxVkYzzVAsamgrbUwxf4qQVWZbB1HOgRRBx1Bt6NMDaNSMzyaMh7NQRtwcffeA9J5wWick+c1WVbR6Wo6Hcm3vv06g0GHNBsThgHb25vM53Mmkwmj0dhYzxeFZWIqut2IixcvMxwm7O2NqEsTstvc2CGKIo6OJviey9rqBvfu3+XOnXvcvHkPpQSbm126vYhvf/tbHB7O+Kf/9Mesrjlcvjygqgvm6ZR5OsYPYDh6hO/7/OW/8pvkRcl0Nmewskan0+fW7buMxmM++OADqrLi6pUNLl26xKuvvsb6+hZHR0MeP37M0eERm5vb9HoD4rjD7u5FXnvtdZs+76NqTTov+PD9e6RZjh9IPM8hDF1Urdh/vE82L8izkocP9wgCnxdf/Dqe79rUcPOYTA0b9Ru/8S20Vnz66U2iKGR39wJHR0fs7T3ir//1v86NGy9xcLDPfD7n8ePHRFHEr//6r/Gz994nz3NWVvp0OxFK1YzGQ7773X9GFEW8+ebXWV9f41vf+mYbIjo42CdN5y1b98IL15jNZoxGE9bX14mikN///X/KbDbjt37rd0zV5sM9mzUV0Ot3CAMH41WUAgGO6xPHAY50caTX/qYbXdl8nlpzSmnT6sPFJOGX7QtpP0eFpNPbtWvXjs2ym8d//V//1wD8xb/4F5/47L/8L//Ln2ubZw2wp7Erp830z3p9XvjovMdp632e9Zy27Cl7/RzH5sSxOG/ZZ1rrs7TjguLzscnJVL3F944tJUwI51mBzrFjeuw4LpgfU+emYQSaVFnRHrcGWC0ex8NoLQ9iGZPms+O6F2XZF+vT0hiHOc3DsaZwjs0Scqx7q7PwYKkVRW5SPpNkzmyWMJslpmBdmpPnpS1op1qmQWksK2QEvVIKwjCg2+uysjLA84y9u9K1qd2DbkFIY8zWHLqFz4pr9TrWXbeqrSFW3Rx1+726De8YYKnbeL2ybEuj49F2u7JlwgzzYSoQN8JgQEsjeBUOUrgI4QKmIJyqNUVeMU9SJtaxdTSaMBpNGY8SJpOEZJZax2CjHel0YqIwIgxDgsDM7JvrrBHmNpbvWmmTmRJG7bk3YSYz427cdqWQVJViOBwzGSfM5zmTyZzRKEE6DlFktheGAWFo/WW0agFjUaTMkjHSMfWR4jig243o9zuWfXDp9Yy+xHVdU3TSES1zEcexcUu1DrNFYTKj0jQFbUzcHMclz/N231ybJq61tiC9ZDyecbA/pCyqhVdP4LO5scGg3wetqSvjwJxnGXmWEQQ+URTa0FbF/v6Y6SShLAvr0FwwnU4YDYccHBwymyWmoGIU0OmEVGXJdDppU6N7vS5RFFq/GWmvWQ+NIgwDgiAgSRLSNKURYzfg2pwjA/b7gz6dToe6rhC2iKNSNWmeMp1OmM6mOFJYb5RGK1XRGAcaqZJlZdtsuIUYv2Wzn2C1l984udCfPqhpfsuf5bH8/eX1Lf4+PSz/87bPnUH5wQ9+sHSzgnfeeYe/+lf/Kv/Bf/AftO/95//5f87/9D/9T+3rOI4/l22fxkI8bdnz3jsJLpZ1Eud99+R6TtrGn+zrac9nvbdYz9n9ePJCObGec4DRz9OOZzmdzgA9DVw0ks9m1rL8vWUGxYR7OLaRRvS4YDCOZ/As9rOpbmvEmgCm0q2ZHSld22yVxhfBNKWW6vWUta1ua5rnmdi1SUxdaHe0Vriei8QlwIRaEIu+LozWHEz4xUIeCc2NrFIVOoc0z6m1Istz64JZ26KRppihI4XNvjHCWLSGqsax/QqCHoNBn+2ddVbX+ihdGNfWKqOuc4Q0xeWCIDQ+GmVjRAeu61n2KGpp9bIqrKbHhHjMwLCoWNycE2GXF/YYaqUpraV8a/jmOG3mENaYztjUm6wpVQvAxfdclPWg0RqK3IRORsMxs/mcWZJQlTWqNqnjda0ZDjMbCoMogjCE69e32dxcxXFMler1tQ2KsuDBg0c2i8dF68w4viZztBa8+up1lMKal5lSBJ7v4zo+VWXCH0pphsMRP/rx25jK2SbVHCSXL19jd3edskrx/JpvfnubyXTC0dERX339BleuXODuvU/Z28+4fv0F4k5EXs6IO122LlxmeJQwmUzY2bnAzoWLhi0aDrl16xZJkjCbzZBSmrThLCdLM/b399Fak+clF3Z2WV1dZzQac3Q05OjoiCRJeOXVyyilmUzGjMcJDx4cossUXY947avXWVsb4ErJ6uoq3/72N3nw4D7f/e7PWuOz2WyC1hXzZIc4Drl0cYf7D4747nd/wvqax9ZWwP17t8mzObPZjMlkyp/8yTtcurTL9Rcv4TqKjfUBj/buc//+LVb6EZtbG/ytf///xfDoiB//+KdsbW+xu7XN4dEBs0Ty8isv0Yk7vPPOe2it6XQ6dLs9rl69Spbl5HnBSy+/hEDw0o3rFEXBaHRErxdz+fIuR0dDbt8+IJklrKys87t/4RJx1AEkeZ4zm8/bO1K/t4rn+nTijg1zVXbi0NzPGgb1tHubtsLs0z778mhJzCTlT3+7nztA2dzcPPb6f/lf/heuX7/O7/7u77bvxXHMzs7Oya8+dztrwH9aGOW0z55nmbOWP+s7z9LH0/v8bH05D2ScZFBOY0mOb/uLQvZnX92NGG2pR8e6cSzMw6Iyr1j6XErZphk3+9MAk6qqqKzOocneMayHEWAqra2xlWUCmuOhNFpo6kYfYoGNEPIYQDGDrPFa0boxJKstk2HNyVRtnWd16wfVsDHS6kOW2ZnmmAih8VxTHK3JmGkLB0qQepHZpDToWhsdiZ3uiLoBKIpON8RxjYOr40iqojIAoy7RurbakiZ7R7fHyehBPFvw0ICQxX6qNhNHSBbVh+31KKRA6mVbfvP5ovieXBjCtfF1AVpYBshm/mD6JW3YJ89KyqpmZlN/Z7M5aZZT5AY8KqWpSnNM0Brfd0yhucghjh36fTOrzvOcui4Q0lQHns/nBEFAY53vuT69fh+BQ6/fs2BpjhQBrqOpShPGe/jwAaAZDo+YTBPStGIw6LG9vcpkOifPCibjIZCBqPB8h2vXrjAaDfE8yeXLl3jhhcvM52NmyYRON8ZzHWazCb1ej4sXL/B47z3u3LnDizciwrBDUz260+lYS/uS2XRGMp/j2msmTTO0Bt8PqJXi6OiIujZC5l6/T54XHB1NjXjbMxqRfr8DtQAlcBxjET+ZzKkrzYcfvs9oNKQoMrZ3ttje2eLoaJ8snZMkE9JsaitDVzjSXlOesKyQZjAY4Lp9Ll7cYHUtJsvnKFXiepKyzEnnhtUIQqPvmU6nhu1I523fPc+jLEvywgirDYhMWiGr1ljGZQWAo+EhqlZ0OjEIA8QMC+OT5ynTyZij4RFlVdPtrIDACsR1e59Z3J4WxV8blvSZ2pcHi5zZnhxejk+Un3WS+zyT4S9Ug1IUBX/v7/09/s7f+TvHZs5//+//ff7e3/t77Ozs8O/9e/8e/8P/8D+cy6LkeU6e5+3ryWRy7PPnASfPy5w8z3JnA4RnDxcd/+7p63qWdhaD0oQ7zurX541PFgzBSYZlKdvoZChnKVOnWeY0BgUWdupSSlt3ZrGfxu67aB9GBGpmfQLje1IUmXXczKmqRVoyGPdU0Ki6oumQqSBbW51KvRCPOk1mSlPpeMHYKFUjlLmOpRQtQGnEioZBaICKswRSzKAeBBFB4NsMmOPHpRGh1nVNrepW6FqXxhTOA6TQlAX0BzGeJ3FcoycxlWZTyjJDa00QeDbc5YDGZj/5SOnie0ELJLQtVa8s+DMARSGUyW6o1WLfpQWCwlaaNiDSVOFt2BMhvKWaMMKeY2HBCagapHTxXB8pfECSJiOyNGfv0ZG1x0+pakVV18anpl4ImKWEThxw8eImcRwQdwI2N1aIOyH7+3ep6oI0C1CqIs0Sm+JsQjZR5DEYrOM4Ht1O36SgiwCtHZRyGR5NmU3nvPfeO8ySGVrXFAVkKdy4sclv/fbXefDgPoeH+9y7/ynFrZxuN+DS5Yv8pb/0mxwdHbCyGvPm177KSy9fZ56OOTzcZ3V1hbLM2btzn0uXL/Hqq6/wh//6h/zkJz9hZXWTjU3XDqSe1VzEpGnG7Tt3uX/vPr/yK99gdXWN6XQOCFZXVkDDnTt32NzcYn19gws7Owgkb71l/FBeeeUqvZ4FqTY93XU02Tzh4f19tFZUemLS1NG8eP0Kf+kv/S537t7i4OAx3/3ud5jPEy5dvgDkdLoQdSRBKBmOHjOdHfHCi79FHMd4gfkNJ/MhZZ3ieVAUKZPpmMOjA2pV8PjxQwPqUYzHI2azKQBhGDKdTinLkl6vR5Ik3L9/nzwvqKqaXq9HFEVcuLBNXdfcvGmydS5evEie5zx4eI/NzS1WVwfs7w9J04w792+ztrrBlcshruMSx5ENS9UtsMbaHBhmtEZr2V6vfx7bZwEnz9u+UIDyD//hP2Q0GvGf/Cf/Sfvef/Qf/UdcvXqV3d1d3nrrLf7b//a/5YMPPuAf/IN/cOZ6/uf/+X/mf/wf/8cn3j8ZdnnWsMnPA1I+y/dOAoHzQMp57x/fxnmfPbntY8fgjH34eS+yk6nSC3ByHJicDN3YP5Z79MSPvlnngskwwEZgBnqlDOhojstyiMfcaKqWwdBaHcsSacI+Ujr4nqSWJuuiKCrqqkmJFvh+0AKSStY2dGEL5i2xA1o3fij2PFmwU2Zz03tnUcvG9EO2zIjJZLGMjBAt8HFdvwUxnu+aWjae1zIvDVOUFyYsURaZEc6WOUIrhLAVlYOAqiqZJROybE5ZZVbgKvB8o3dp/Ey0bkoAmHRtIQ1oqG0RuTZ0iRG8VlXjlbKo39RoVYxWY8HQLTKdZPu3mY3WNmtCIjD7KX0HgYsQDmWuKMuK8ThhNpszHidGB6OMxsd1XQQaKTVFUbR6nFrRhvGqqiZJUpSqiOMuQmp8X1ApUyG5mYUrpdF2eVXDsBgjaLJUXBAuly/voLXg0d49ap1x9cqLdLsDNjcvUtcZjx/v8fDRPkeHQ156+QZR5PNo7z55lvP97/+JYQ2yGXfv3jPsluOxvr7BlStXGY+G/PSnP+bWrdv8m3/zI8Zjw6aMxxO0lriOMcsDA36HwyGrKyusDFZ4/HifO3fuYUzaBly6dInxeMzNm5/S6/URQnDz43t88vFtpFB4nuDoaGgZlAFVWVAVBcPhhDwv6PVNIcbZbIbnSaLQIZkNefz4PlEo2dlZ4/KlbY6GRxwdHlDXiqtXV9jd3eDixW329/eYpykH+w+I44i1tS6j4Yyf/OQDXnzhIt/85ut4Hjx6uIfnS5RqfqtYZiei0+nw6aefMhyOuHr1Cq7r8NZbbyOFZHNzk43NTXYvXKQoCuraAJWmoOBsNuPDDz8gCALiOGY2m1AUOffvP6SuYH31AlVZcWHnElJIPFdS2euyqiuU1rhu0N4nzO/ElMMwWX3tHe2Mu+PJe+ufBag5Wxrw3Gt6xnHvtHaeVOJk+0IByt/9u3+Xv/k3/ya7u7vte//Ff/FftH+/8cYbXLhwgb/8l/8yn3zyCdevXz91Pf/df/ff8Xf+zt9pX08mEy5fvnwmAHna87MwJM/Kopz23nnLnMecPA1YHV/f2X07D9g8lUH5HCgUA0LO//z4G0vgZjmEc2I53cxilj6TgG5CPKopArgYIFsNSrUQbIJuAUoTttEakwrpOFSVQkpFWSqgsn2WbdFBaNiPpcrVreV6k7XSDMYNy6HJ8sKIZZ1l5sQAFKW8Nr3VsBQWoGiBlL7NIDLLh4ERS8ZxbL7vyhaINcLIPJ+jqpIynaHrCqXA9zyCIKCuS+bzjLxIqWtjECeFSb+sa0VRVm2NouW0YmDJ0XWxTLOfBtgshxQbsGKUOZpFOOqkUL45dloJtFB2XmrFpzJEKYlWgqLMyOYF08mc6WzObJougJTn4koX6RpwUeSlEdlqrIbFAMWqqm3abMXGVg/fdxGypq4Le+6s0Nka60lRU2lFakMng8Gqcdl1XDY3jAHZD37oU5QeN156gYsXL/LNb36Tt99+m3/xL/4FB/tHHA1n/OUrV9ncWiGZj5nNpvzkJz8lCDyi2OfBw4dIR9DpBvT6XS7sXEAAk8mU+/cf8Pbb7zCZGq+XZJZQVZpez1jVA1YIm3Pl8hW2t3f4x//4n3L37j02NjaIoojt7W3K0qTpmlRnwZ1bj/jw/dts7IQ4rmA8HiOFZGe7QzqHuiyYzhKS2ZztzQgpYTROUYEkCgPm8zGHBw/ZvbjDYDBgZ2cDRMWDBw8IQ4+LF9e5dm2HF158AcjZ3y8ZDvfI85gLF15jNJzywfufcvXKLq+99hKz6RBH1vi+0YHVlbJhG5dOJ2Z9fZV3332HBw/u09SK+uSTj+h2e7z08g0u7Gzz4osv8PjxY6bTKb1eF9/3WVkZcP/+ff7Vv7rJ+sY6V69cJUlmzGZTHu09pCoUF7Yf4Lk+ZVnguZ6Z+FhGzxSuNKnkCANQmvCPmSgt3cjObc1N8cvFuHzR4+V57QsDKLdv3+Y73/nOucwIwK/92q8B8PHHH58JUILAKLZPa88DTp72/bOWPWs9z4sinx+kPHvo6WmfHdvGKZ81r8UXw9TRZLqc8cnST9e+Oo1p0bb3S58td1dKGxpoQIMQLRBwPY/ALi2lsE6hAVFU4/uKKAJpszHyvCDPC+ragCUTYgnY3NwCmgydhp0xbENR5Pa5QkhwXdlm8ZhMGSOYNBbryjIoVZu9YyobO1abYQrdGZ2JsGGlqgVFZVlZUa6xk48cQ0t7bkgc9QCNEAqtambDfeq6QNUZGxvrpsx9ckSaJtS6ca9tRM12vxrRrWsG/cZlV2tt9TyNnsaAMZYYk+WYvBHIQlOMzbAo2Ewh1+6P02ZDVLVCVYZtkQICX9rwT0CWlqTznL1HB0zGCfuPjyiKEik8am0Fqtr4tjRFHo3tfU2ZV5RlTZLMqZUPwqfTMYXyJuMpjgvdbkitKvKsIC9MZkqaFlSVYnVlDSEc9vdH1JUJ/0VWwzGeHBJHMZ2uR6e3w7d+9U081+O9n73F/sEjur2QX/211wmCmDSd8sknB6SpAVWdTof19VUuXtplNDrgR//mx/z1v/FX2N7a5Mc/fossm/Otb/4ak2nC+z/7kJs3xzx6lPBX/spLXNjdIkkSUyYhN6nnZVlb1khx4cIOYRiwvr6B74f84R/+IUppdnYuMBpN+NG/+TGVSlhZ91ldXcHzPRvyLHn//Q/odkI6nZCvvv4Cge/hOhVVmfP48T6OK4hjjyyf8MnN90jzI+I4YjLdx/Nq/vJf+VVmyZT7924zTQ4ZjSOQBXHHpdOJEFLy8c33kMLlb/37v47j1Pzz7/4jhsMxeVmwvr4OWvL++x8jpWQwGBDHEb7vs7m5aRgtpSiKgt3di3Q6HeI4Js8L7t6921rg3717l6IoWF9fRamKN7/+tbaG1MOHjxgNR2xtbROFPRxHUFUFWTbHc10IY8tKlggUQhi9VePnYswHFVI8LRG2uect36m+sJvsn1r7rODkedsXBlB+7/d+j62tLf7df/ffPXe5n/zkJwBcuHDhubfR7P/Py6A868H+rN87az3ngZNnBUVntZP9Pba+89iVzzGiejzMc5z1OWbUdoJBOcmSNP1bztwRdoXLYKRpzYC3rPHQaJR220G+yUrxPB/HMQZihi3wLGUr8NwMZWuEhGFIt9s1lK8NbyhVk+eND4i1xReaRQqi1bJoE+5pz7cCYZdrnGcXVVgbBmqJXdBLGh5hNB11rQijAsDUmHFlG44xhfEc0DWiLqirHFV7xJ3Y0N2JMahD1jQeJQ1AaR5CYB0/zfFaPg+6dQ22lX6XmKLmHC+LfcVSRlZzmowbr7AUuc28qg2A07VCSwNosI+qVGRZwWw6ZzyekiSZMQzzfJMdVIOWGuU04UVpZ7qArlC1piwrXM9B1Rrs51k+QxRGRKvt+apKw7DMk4yirOl2BkgJ82ROnhdkWU6317Xi4op5FOJ4gk4cs7u7TZ4XvPfeO8zTmWUStlhfX+edd99hNBq1WY6u69Lt9tje2uZgf4+9vT1z3XkBR0dD6rpibW2NNC0ZjcbMZhlpqgkCE+6Yz+eYWkZVO2g3LGEUhVRVj263h9awt/eYMIxYXV1jPJowmUxRlEQdjzCKbF2lgPFozGQywXUhjn3W1/sMBh3KPCHPPfJiBqI5XiXJfMp8HoOoKKsMxxVcvrLDcOixt3cbpQvSbApUuB6EkYsGptMR/cGAGy9f4OGDB9y+fYe6BoFDGPqAQ54bpseEJasWrDS/laoq6XZNscWmCnXDnAgRMJlMSNM50jGlFra2Nq1hX2nEsbMJV66+yEp/BV1ryqokyzLCIGqv7eZ3C2aSgTLMXjP5OTt7B04HJ3+27ecBDZ9l/Pt52xcCUJRS/N7v/R7/8X/8H7fUMMAnn3zC//6//+/8O//Ov8P6+jpvvfUW/81/89/wO7/zO3zta1/7ubf78zAnp7138gScH3J5NirrLHBymo3+0/bjLNB0Ggg6vr4nl12sxwKEz9BOalBODlbN30/uz9Ln5zAoWusnUpCPu9zKlvrVWrcW90oZEy+lVVt8rtuJ27/RRoTZzOiNUNRDKyjLik6nRxiGrK6uAtoad5ltJsmMosjJ8gRdNcZjZgDW2ugvyqpE1zV+6KDQBpCxBOAE1JgBpi6NQZuo2pwWfFWjrM5EK+Pq6TgOaZ7jex5RHON5HoHvWxASMOjFeI6k1+shiHFkj34/btOhDdCoEULj+cb7IcuMoNJxHETg4nnGkwWNBWGLejyATXGu23RTMIJUW8fvCYCptbaMkVgSxUojhq2xmVEK1/FAC+pKURYZk3HG8GjK8GjK3qNDprM5dWnOWRh0UKq2IZcmXdn4tHiuQIiKqixxXVOPR1iFshQmpTmd51RVxmw2ot/v8cKLV6xR25Th0Zgsy3nppZfxPJ90XjGfz/H9lKKsuP9gj/2DfTzfYWN9QBT32d5Z4+joiAePbuN7AesbK+xc2GJzc5MPPvwZWtfEcYhSNVVdsrKywiuvvMqnn95iOi1466fvcnhwxI3rLzMajfjn//w7COnQ76/xW7+5Q6+3RhBF1v8jYz7PmM/nxHGHnZ1NoiiiKAoOD484PDxkMpnS6w145ZWvMJvNuHfvAXuPHnNwcEin02Vzc9OIVj2fwWBAFEY4jkuRJ0wmI5TawnE108mMui5Y3+hRlBmz2YQrO9u8dONFdi/uEEYBs+QxeZHhejUXdtfY2f2LHBzs8/jxY9JsbkAUHt1ul9de+1WaGkuDlYjdao2HD/dJ53MuXrpAHPeZzVJGozGPHu4ZEXRV8c1vfoM47vDuu++yv79PXauW2ZNS4krNT9/6CY8f7/Piiy8QRiHf+94fMhgM+I3f+A2m0wnj8RAhBL1el16vQxQF3L39mDTN+GTtYy7s7BKEIb4b0Ot2qa1YO50nlt0z1bvDMDJi7GeXVHxp2xcFQJ7WvhCA8p3vfIc7d+7wn/6n/+mx933f5zvf+Q7/6//6v5IkCZcvX+Zv/+2/zX//3//3n2k757Ea5zEQTwMXz8OGPO93zuvjeYCkSQ4W7d/6SdbwrH3Vx99rlz/WGorj5+dPnluDYt5serjUl+X16WMTkva9pWPWGKU162/Ased5uNrM9F3PtZoKzxZ8MwOuI1wbUmk0F7VNNzWUsKna6yz5o2BZBmfJ1MymFIsmc8Vm/tiKyJ5rAIpqdMFLe2yeF+dr+TNXuS1bpHQTNjJMDoDMsoUIGGOe5jkQeC6RJ6yLrGyL1DXN/NloXsyMVDourmMqIGvpNHkLrWAUFg/TH2UYlcYtlgacLJ9nc4yb9xoxqznPgqoNEZmBQLgm60cpTVnUJLOC2TRhOk3IbKaGFN7Csh0M+GiyhdrMCjPbNQ61BnhKZyFqVArKoqIoS6SjrPV6jesGrKx4ZGlpmJu0oCw00PSrCfNVVBVGNSUNy5KmCfN5QlnmSCGo6pKyzClKUyXZ9z1ms8zY+9eLattGoB0wnSYcHQ3ZvXiBoqg4OpoQRTFxZ4Vev8PG+ipHowlZVgCiFTA3ZQK0xhrM5dbgzCOOK7rdrjX5S0jmc5Jkju+HOI5HVVYIhK3TVOF5LgIfx1UIadPWRY10oNOJyHLIi4Qw8IjiwGRBpSVQI6VGCo3rSvzAZz4PiSIf1zE1uwLfw3MdwsBDa01RZPi+w8qgz+HBkFSn5Hlms8ek/a0thO8NA9JM6DzP/G7n8zlgKmBXlTnmQpiJQtyJCaPQsqlGWDxYGdDpdEy4xiKMqq4YjYeEYchguMqgt0IcSaT0EM5i8qWs7YCdW7T35uO/6l+cdu649BkY/ucBO18IQPlrf+2vndqJy5cv8wd/8AdfxCb/1NvnDU5O+faJv5e2Z7Mmmuy309aw/NkyuGk/1SZ0oDWI5u+Tm/0c2jO5vp7DhJ7OuNjFtbYW74D10TCpka4ZDX1N7bi2iKDRc5gKtd7Cu8NWcTWDr+mIIx1CP8ARLkprwjC0zAOYooGVdZQUCAwwqUrj2FkVpQEtvtcaptWqRqNNKEYK6oYBqhW1NuwOSpmMEdsvlE3I1ZrA9/Gsy63SCs812S2OYwBEkafUqaJSNZ51oO3GAVHoc/3aLpHjGSGooK2bI4QwPi9aI4SDVjVZVhCGDmEnpAmv5LkphldXTfhGgDC6FV1X1HVuWSON6znHbs9S2jCcwjBH2rBcJrQWQptKXFGqkro2VvZuFCKlS1loZrM59+89ZniUMBwmxtdECqIwNNoYidkGi7pBTTZQa5TneoRhSK/bx/MknidRtaDISyYTAyb6gy6zacHP3vuYGy+9xBuvv0mZ/5TpJOeff/dPKIua7a1ViqLi4GBKFEsGAx/paBwH4jgAofjjP/4j0jRFSkEyn3I0PKAoUlYfP6Lbi3C9Lf7kT26R56bi88OHD3n33XcRAq5du0KSzLlzJ6euNbPZjKPDlNW1EIGHEC5KCD65+SmT8ZQ33niDOI5tscvChmY8PM9jPp9bZqWL4xj32cPDIw4ODphOZ3Y/DpBS0olic23UJb7n0Yk77O5usr1zg6qeMJ0d4fkQBhEXL+2SpnN8XxCEHlma8PbbP+Lo6MDoVroxUmjqMmecjOh1Ira++hXCIMSRkoePHpEXOY8fPkApRVkXrK6uc/nidcZHY5LJjB/98IcI4ZNlpsqxqX0kKYqCP/zDP+Tw8JCvvPYKa+sruK5DnufcvPkRm5ubXLp0iZ2dLdbXV+159/kP/z//IXVV8+DeAzqdDqtra/R6PYIw5MMPbjKezFhdW0Upwa3bN9k/2Of+g4dcv36D3d2LbK7tEPghURzaLDCN4zZofOGR9HRwIs74+5ftrPbLWjxL7TTQcD7aOw4iFoue9vdyeKXJdFAnXusnll/MVlULKrDixDY8Y5GGWAIry2LXZkapMFV2lTbqeCWaxNymboo+tt4mDCGFaAvdtaxFE1axoAAh7cyClgEQWP1E81+rqbAmazZNuF4cHfv/8eP/RAjKHh9hwxEA2q5LaEw2T6t9EbhN8Top2s+1BQQtY2G3q5VuFfyu66C0NvUgtKIsjE26wIRHNDb92FqMSynQVY3GZIDYqX27HV0b7wQlsAN3iyCXMKhodrzdXWMpntPr9wjjEN8yQ2VVUtUVRZbZmZ1GeiZVWqmSolCMRkfU3Yhedx3QFqAI64Tpoa2IVKPwXM8eKwP8GlM7U49ncVZMOKdECIUjFyB0IVWx51dbozdhrjukAY+OdEGb2b6qbYaNdgj8GN8VOE6AUpAkCZPpnPEkJbUZUE5rVKdN36vc0vy1YQ/UgkGrVdVmcuVFwXQ2JQg8AuXhepJaGQ8WKUErB6Uc0C6zac69e48pS0EU9XHkEbmqmExMtWatNa7r0+l0yPI5ZVFSlTV5XnJ0ZMIH29vbrQ+P7wd2Rm8M+a5cucxslrC3t0eWZUynU7QFwg2ef/hgn/k8tZllRih8dDjiaDTj0cND5vOUvcf7xHHEysoKaZqitDm/o/EIx3XodDr0+33iKCJLM6SQbG1u47shoW/CRKbKdGXLDJj0bMdROK7A9wW+CJDSY3U1JooCNtbXmM08kmRCGBiWw3ddAs/HlQ6OFpSZEYwnyQTV6eBogacdpOsSeT4OkM5MdeTIC3ERqKIi9Hx6nR6eG1LXkqNkTLlkD9DrdsnznNFoiO97dLsR82RGWWk0FbUqKescz3fwA5eiqKhURZYZvVJVK1zPwQ8ilJbkecXh0YjpZMbOVgff9/B9A/zn6QxFjee7aFFT6ZKiqjHu074Vf1ttGaZWVfPr1Uvmie17bcB2+V2eG6ecDNM/ZekT3z3te6dNop+nRyf29Qn2/MnU5udZ/587gHIyLn6ynabhaJpsU0lPij6XSPoTIaSGmnxaOGd5maXemMHQiiyb8V+hFldbO5BZwLAELsC4SWj7lxQmFOG0z65Zly3Oq4WirmxxODtwO0KipQEaTVppC2DsdhzpIISirhaHoulWM69oUva0EOilYn12DKeuj2twTns+eXwE4LuePSaL5VQjOLV99GxoowEJVVsDpsE6y+cLBNrYxjfhA61RVUWSTI1HgtW1GMZC4schiA3yPENoY1CYZhlSCBxp3Gp1rSnqwmxTNOzLApNokwzTgrrmspJAmRdM6zFXrlzk4qWL+J5LrSruP7hHMisYzsZGIOt7RFGXXjcmTSYUecqdO0esrQ24fHEDrRVZmoMG3w2ppQEys2RsBYg9pHWRzXNDtTchsObaXj4XjlRITy6dJ3t9CN1+TwrHFF9zPaTj4HkhQkh0JalrMxutKwdqh363j+sGlIVmPs94vH/E0VHCw70JUhh9ix+4RuhaVdRKk5elAe64BnQuIfOyKlDKZFqVVUlepHQ6Mb1el7quCSIf1+3iusYN1tD/XR49nHD71o/Y3t5mbW2XwWCEUmMePBgjhCLuQBx3WF/b4cGD+8xmKUlSACkPHjxifX2Nr33taxhvF8W9e/c4ODigqkz21e/8zm+zv7/P//F//F8kyZzDw0N836fT6dLpdCjLij/4gz+mKApWVztEYYfA7/D+Rx9z+849xuMapQW1Uly4sMnv/O5vM5/PEY7k8OCI0Z4pfGiYkF3CMGZ4OMSTHm++/nUODw8ZDofcvHmTyWRsfHKkoBP5eJ6L74PnKaRbs7o6oNsNefmV60RRiIPm6OiQLE3oxDGB77Oxtk7sexTZHIkgGU4o8pyjwwN6vS7loE/V6RCEAb1uh9oNSA8n+IHPWn+VulYkR2O6Qczu5jaOu0qaVnz44R3maUqWZVy//qI1Xqs4PDyk143Z2FjhaPgYp6pxPYUWOVk5ZWWwShR1ONgfkhcZt+/cMddcLQhCiefHzGZzktmcjz++zWw2Y2v7EnG3w9raOrNpwuHBEMcTdAcxioq8rpjOMxzpsbYSGlYWhRa1BSga82uVp2AOsVQXdAmYfEYS5bQB/nlCLcfHwPPXc/x7p7/XFPQ8bbnjk+3nb3/uAMrn0U5mpMDZYOdZ2hMXlx06RcMULLMKp53wkyBlaQlxbDHrRLE0Oxe6CaE0zIRowcnT+rzc7dNyf57l93cyBHTM1v4px++YKBextH+c+gxL+3pKH/XSayNkXaRdG6ACUJv0YykJfG/BGsznxnPDgiMpFsXvpJBI0XJElkGhBWiGSdEnzoNlrzCeHnle29m7smXmQ7a3t8j6XaLI2H2XZYGw4AKhcVyJUAYkCRvzM+Ess04zsEsc6SFtmXm00bA0xf6azrTghEXmTpvlsPRsgi0L1aBh4Qy70jApojFiE1hez6zbVBlQdsCfkyQpRZ4jBaYgnitsP+3JEDYDSdq+N4qA5ncgTep44Pg4jjTsSRAY/Yswviq+H4LWZFlGUShm09Sm7uYIDhmPZiSzjLpSxHGA5zmsrEYEQUiW5mirA5lN55RlRRjGzGYJDx48pDEWDIKAixcvcufOHcqyYDDoE4Yhv/u7v83e3hEffviI1dWYwSBic3ObIAi5du2qqag8PGI4nOC4j1hZWWN1bZNPPr1HluVcurTL2voqdV21xfRMfZ0ZnuvjBA4Xdy/hSJf7dx8ZRqyCsijxXI+qVKTzEtc1IQs/kOSZIkkKarXHbD4ljo3OxPEgCDxGh4eMhlPu3nnMlUubXL68ydHBPtPJ2IQVOx2uXr6Mqmu21tfac7+1uUm32zFjtVJErgcCpOu26fp5+ojh4ZC461NWgk4cEQQeQg6oypx333ubMHS48dJVlCpIkgl+IMlyzWw2AqlwfEm/3yMIHZJ0ynSasPd4H98P2VjfpqxqJtOEXm+FKO4wnkzZ39/n0d4jprMpjx4/JvAD4rDDdDblwcP7bG/sEvgRnchcY0WZ24KVNU22XXOXEEt3ksU9cVEsdZlB0TwvW/Fs7bPoQJ42fjUuz6e186L4z6M3Oa39QgCUz1uY81nXcVpo6MkQxfHlT/2smbE2A+TSoKo5ATKgfd3emNulT5F3LDMTS2O1bsHJ8sJn7+ciHPX5/MKezAB6vvW2+3kGOFmAlOPsDpx+rBZ/my8uvquptcJ3fQJ/kREjAN2keSplQUEDUJqUxGVypAkv6dZgbnH+dPurl0JQVoqiMNb6WtWEoY8f+PiBQ1nm9Hoxs9mU8XjUplD6nmP74OCcTBPWJhtnYYbmtQJjjbH2b/QbyxdEw5IsznsDTpYAtO2/6b7xM2nEsbIRD+OAkO37BmwYgFJXaqlS85y8KJESHFfgepIGh2hhUrqbfkunCRmZfimtbFkA0RrNmQq4RoMksADFCwFIElPyoCzqtjRCOs8RQhhTN63pdEKiKDS+Gro0QlUNruMxm5msmtWVVWZScv/+A5qiii+++CKbm5vcu3eXLDP27JubIWtrq/yLf/FDfv/33+LSpR513SWKOqyvbfDiC9fY23vMwwePKKspRal54+tv8sKN65R1xWg85tLlS3Q7sc1WMwOzEJDMZ8Rhl9APubB7EVVr3n37A/LciH7DIMD3fIpCkaalYUyUYfryomY0LpjPZxwNQbqGter2XTxXcPPjj5iMCvYeFaBq1lZCjg4PGI+GRLsX8D2Pq5cuIaUgS+fMkxnJbMrO1iYrKyvM5wlaa7Y3NiirkmmSGIbLKcnmKUcHh2i6COnTiSOEI+l0Y8oy47333mZ9fYWXtq5Qq4IkGeP7Do6jmSVjlKgRDly6tEsQuMznMw6PDjk8GNLp9Ol0+hTFjHSe89LLX6E3WGU8NaDk0d4j/MAnSwt2L+zy6suvMJ2NuXdfstrboBN2cSOfWinSPLe/qxpHeCZk2U4sGhfsEwDllHvMZ2lPmxifBzSOlRd56nY++4T782y/EAClac8iQD1PcPk8NNmzhCKetq3Tll2+8TdmpJrTt/WsVZKfNcx0kl144tg8BWh99nY2BF9mVJb7etayJ5c5DewIIUwo7OfpsVjYtDcma2YQDClL46fQHHfpOPiOQ6UM/4DWT5y7431mAW4ck1nkOIaZKMuiTTc2GRwOnU7MfN6j2+1weHhgysc7AkdC4ISEQQAsO+sqtKJlTRzHtYO5ceOtK2UHetGClAWDQotZdPNoPzh+HsCyGJLWkG7hHSERSrfgRGtj115Xmv0Dk0o8mRSousZxLIPi2DpFDZjm+IYNI2V/OwLrceMQRRGu6+L7Xqu1as7P4/291nQvCHzW1lYJAlN3aDqdkGWZSYmWgk4nIu5ErK2tkedz5unUmsJBUYCUmiwrLKsDSTJnNBoThsboL8tyJpMJ/+gf/WOiKGRlZZXDwwesrUFZpuztVfzsvfdZW1uz5pQxsxlcubrJt779NVbW1mzIsCZLUz788H3CIGBltU+322V9dY04irh0cZdkmpEXBR9/9BFhEHPt2jUmkxl7j/Y5ODhkPBoxGk6pSsHGWgfPEwhdM+jG7F7YBlGAKOkNYoLQM/XPdI3veaxv+Gyseyid8tbb79HvuOzubnHh4iZxFPHRJz+jLHLGoyFXr1zl+ksvoOqa6WzUujHX1hCwLE02ku97puq3I3jw8B7SDbh85UU0mmQ+w3ElnnDxQwfXk+TFDOmEvPzyS+wf9Ll9+yYISNMZk8mITieiP+jiei7dbpeyqPn0009YGayxtb3DZDJiOpvyyis32N3dsfdYwZUrV5hOpvz+7/8+GxubrKysMRlN2N66wMsvG7FvZAsvllVpssIarzY7kRH6ONvQsifLvxGg/lMe75fvo1+W9qUGKE8bmJefz3rvrHWeXPY07cqzgJPTBqCn93mJL2kYjjNAyrOAk5P9OL+fpx8z04c/3XYWuDjtPXjyvD7r95+3T83z8t8NQPF9v70RNADFdRyE45iMI2XSFJf7vAxWmgHcACBaQaiUZuA1BQ2NaLUxoArDoK1APEumzNPEuMPKxY1/eVvHrmnRmLFhl4G61rYq8eK95eOrLUBoAMpxzukEQLHZU2IpBbzxIlFi+ZqyxR3zilli2ZPcONp67sI0rtkummP9W1y/i/DSgjkJTaq15xrfFrWozzQej6iqqvXO0VrbIoFhO9s35neSMAyJwogwjFCqQmSynS2DKU+glAnFlWXJbJawv3/IeDwhSRKyrCBJckaj24RhwO5uQZrO6HYdsqwmSWr2Hu9TliVXrlxFSpeqEgSB0ZIIWzvKhEQKhsPcZKRpk64cBSGe67K2uoqqhhRFzf7+Pr1un92dy6ha81gckMwS9vb2SdMKrYVhVHxJUc4JQ5/tzQFFlVHWGaurfYLQYzQ6oK5LPAv0OnHI6GjMcDhhdbBNf9AzgMBxODjYI0vnjEdDdnd36A96TMYj8iw3IRshTYq1zf5apP+aDKTkcITjFvQHXZTW5KVJIRZS2ErcwtTqoWaw0qOscuJOZByA84z5fEaSzIiiAM/zcV3f6koe0e/36fW6jMYzkiRjdXWFXq/L3bv30EqxurrKeDTm008/ZT43oca11Q2yvGD30kWklIRRjNYVSpXgaJtJZq/3Y8HuRWhn8U5ztetj1/DztvMm008b356WGXne9/6025caoDTtecDJad99Vspr+cQ+D1A4rZ9nAZgFg6KWLuBmlnk6c3LaPpzFrpz3sL0893h90e15NCjnrQOezqR81nU3/ipNhW2tTQZGk8KcJEnLopRliev7uI6DRlBLE0I57dpYfq9xcDVGcgacFEXBdDolyzITPpDKAhOTxtztxvR6HaqqoCozpIB+v08njlqflLKo0Hb9jisRUqN0iSn2V1ndybE9PvG3OvHesb1oj1Hz3AALISXCWbhvapvkpLVG1RpVwyxJmM9zZrOE+bxAqUZ74ljNSCMmX7A3dW00MUItbvaNJ0gz4DVeGUqZrJosy6xxmAm3AAyHIyYTM2gFgU8cG8Go53msrKzg+z6Oayz6y6JkNpvZNF1NGIRsb+/Y7RiN0NbWBp7rU9cVDx8+5PDwiLff3kMIl//qv/pbeJ7k1q3btuoyHOwfMZ5MmSeJZcd8iqLi6tV1oshUIfbCAMd1GQ1HzJM5L7xwlU63w8bGGkky48MP3+fipcu88MIL/MrXv41W8E/+73/Go4ePifweBwdH3L//gP3HY0ZHJXHXVGte31jHcx3SbEq3G9Hp9BAZVGlFnhkgl84zXFewub2DpqbI51y/cZXtjTVUlSKoWVntUVcln3zykDAIuPHSCyBK3v/wLXa2dhisdLh9xwhf86yg2+tz5eoLJnvM9XntqymDtXWcdz6iKGuCSOJ6Lp3+RZJkwmQytunNkrW1dRxH8v3vfw/pSL7xza/zyc2bvPX2O3z6qeTo6Ihf+ca36fVWGI8S9A68/PJXrIh8BSH3qOuajz++yWg0Zm9vn53tHTY216nKgsnoJV577atcuXKV9977gLt371OWFRcvXOK3fv13jRu1ZXyWfyZC01ImJ38loom9txq0M35GT2l/VvfmP4v2pQYoz8oeLC9/1utnBSnnPZ/Xj2dhV479bf/VGnPVf0ZA9LRtPvHZGcfnvPc+j3aeBuUkaDmJ5J8GRE79/mfcjYYFOHkcm6JtTcjH941w1Xaw/UxaDdETQ/xSf4QVlDYCW6VrtNKURWHCILWpg9Noj6qyRMim8rFhClCOqWcTBNb3RbW1ckzYRbTsTKM9UrVCtceu2c8mBZ0lcbho+7m0e9DE3xvdif3DsCg0byK0QOmG0Vk8irIkL/I2y6phgYRsjNUMs9OE+1ug0h7ARb8a/YfpnwE1DXPSPKqqPHFOjc5HyoIsUzbDx21DS41FfVP7pqpqgsDFdR36/S6BH5AXKa7rUlX2WAsT6plOTd2cIPCI4xghFPO5sXJfWVmhrpStvGv8XbIsRyvN6kqPMPDJsoysNFlg83lGUdTGnt73TeiuqsgLYw4XhiErKwPQRldSFjVlUVLkBXmWo5TRzfi+i++7pgaVa0IhURTYejM+QRARhj6uKwzgdUymU12b49SJIy7sbnO0/5A8m2Ny6RRIjXTA8x0DZoqMqiqoa49ZMmU2M0DQVPnWto6QKSmxsrJC3IkgzUnThFjErKwPqCpT2FIIheMIgsBHSkGtSqTjm/BbHBFFAUrVZNkc3/eIooCjwzFCSKI4xPc8hND4vin9oNHtZCLLM8qywHFdVlZW7PGIqGuzvqOjQ8IgYjQa4Qc+jufZ6043v5ilH/NpSsCTv/nPHmZ+FgbkWZjmZ2VSPq8J3vO2XxiA0rw++f7zHNSnDfhnLXMeADmrPye/c9zqXrNsatKyKs+xzaexLGZwUE+uR53NtpwGkk7u32dp5zGHp4GLs7Z1GrBZ7ueJpfksKKXZ1+W6J0KIVufQ6Zi6IIblkK2HQ1EUSNdYyptojMBpxAooa3Fj3pNIHGFr1WCr72YZ46GgKnKuXr6I7MR0oxila9J02oqnhVaEgY8nDPswGAzwXKd14KyqygoLmwrF2oITTW2t74UEgRGziiUnTzBurwuvA/OeEE04yIAC4ah20JfSQUjHZjJZIKQVla0qXBYVRV5TFDXJLGE6m4M2TqRxbJ1ghdMWTGzgnamvBLWyGULOkijZaoPKsjSOrZUpTVDbIofNcaiVYjw2KdqdToTrOgRBYO38FXEcE4YBs9mMqqqYzWZ4vsvqah+lK6IwIgh9gsBjc2OLOI4pypzJZMx77/2MNE2Zz+cW9AleemmHfr/He++9w2Qy4wc/eIsXX7zKt775da6/+DJCSOOWm2XcuX0X13V55ZVXKauaNM+4d+cue/v73H84Q2mBI13KIudn7920oGQFz/Ms4zEHLVnpDygLRV0ZIFDkJWtrfba21inKDKVqppMZvV6Xr77+KlVVMJkO6fVW2OntcGF3m243YpYMmc+n3L71MVmWMJ+NCYKQy5cvc/D4HkfDA1y3wnUdLl7cRlUlB4cPuHBhl9W1TY5G+zzcu8/+wWPjAfPogOFwTBB0mUymHB2NuHjlKv3+Cr1eTFak/PDf/IArVy7zt771/yBNRxwcPmJ1vUsQruB6mjD0+da3foU0y3hw/yEbG6v8zu/+Fnt7+ySzOd1uhOc5vPPuT6krzebGLlHUodsZsLl1ga3tbcbjCb7v8+jRHtPplLfffptep8elS5dIkoQPPviAKAoIg03SdM69+3f4v//ZP+bypSt89auvIwKB6xtXZPMbkS1QaWToi3uHhSr2Vqp+jnvmZ2mnTe6+6O/+vKDmSw1Q4NlZg+f5/tO+e97A/KyMxXmgxS7VXsiaJwHKWd87bTsnt3l+n88GG6exK58Pqj6uWVj+MTzL+p8npPPzzgSagW55fcuMipQSz/NsddWcNE0pypJaKYSWxyZTUjzpC9MY2sFi0cZsrq5MccJ0PieNQrq9qBXUaqWorBGNIwXSd/EcB9/zcKS1xbfUzbJ+xuxTw0johdBPNOEYe02IZv8MGDnOIrFgYoRus2eWxb72hZGwasOGmJl4RVnV9lFZ23ejMxBSgl4YP5lxfrmcQSMkdpZq+zTXg7For2taJktrwxAJYSo1OyyKIXqeYUoMW2IKFYZhSKcTty6mdV2jC2WK9FGjtUnvdV2TQSSlw/raOlpr5vOUuq4tsyYsiA1wXcnDh/sWiBTkeUlRlAhhqlh7nmccha3WKElSHNcwK71en7KumWeCqlY4rgSh2u2sr68TxTFCCO7evU82L0yV5xrG4zGz6YwsyxGh0Xw4jnEkVlpZUz5FWZbM53MTzvIdPMuk7B88YjadM59nVGUJCIrchBxNnaoVK8JWxHFIlirGozl1XRrdiOvgVI49dxIpXdKs4Nbte7iuRxR1qCpFksyN1Xy/x9paRhj5jEYjtFasra3iOJI8NyAwy3xqrciyjPF4TK/fZ3N7m8l4yng04eDwkDDMiMKoBdaN+1BVlRRFThAEreW91sYcMPRDXM9leDRiNktYXV0jikKiKEZKI55O5jPKssB3A4zuSWDS9lWbxwMCvWTgtizu1pYC/Cx3otOAwrOwIs1np90D/yzYkWdpX2qA8nmBk2c9OYtZ4+lA4FmZk9OWObbsApk8AVA+DwB0GnuyWOaZDkW77BdxYX8eQtZnZ1Ker2ltKOGmSvJyJk9Th8f3fdbW1tp+HB4dkc/nVvG/GESldI4dw+bm0fbXvmfEng55kVNM5zx+fIBSNatrA1PzxPfJ85SyKgBtar54Pr7nEkY+5oac29CHCZuY+kGWrTMbN681x/pH2xPrf6LFE31egIgm9VdZwLKoKC2QoKUJAlhavyiNQ26aVWR5RV6UlFWN63s4WqCVCSeURWl/B8bTxazTmO814uQoshVotWrPRZ4Xbf0WIbCiYiuc9SMrjDXAwNRdMoNJ4068urrC6uoqSZIwn8/Z39+nyAsOixyoQdTUdRelY7KsoNeDGzdeIggiZtOUKA5YW1uzWiJJJ+6gFLz11ofkucn2SecZBweH5LbG0OXLVwiCkDw34bwsK9nc2uKFF19kZW2FWtes3vyIJJkRBB5VVeK6Lmtra7z66qtUpaIoKv7lH3yXe3cfcvXKFVzHY3Q4YzSaMhqOKeKKOFb0ej081yXPEsqyZjyekKYz9vYek2Y98jznxRev4zohNz+5y3B4QDIb4rqCTuQxPBrx8Ucfs7uzxsXdbT766F3KqqDXW6WuC0bjIVm+jZSCbqdDFEYcHo4pK023N2A4nPH2O3/CN37lV/jN3/x17t5/wOODhwxWBqyurbJ7+SJFaSpDdzoxr7/xOuPxkNHoiIODx+b34piCg/Mk5Y033+SrX/0qd+/cZzb7lJ/+5KdEUZcrV64jhEOWFnheiB/4TJMJk9mUKApYW1u1oRzNZDKhE3dwXYfHjx9x+/Ydfv3Xf4P+oMfW1g5FXnL71l1mswnzNMF3fVQQgJYWoDRCWYfGXRabzk/DoLCYFHzWe9CXLRvns7YvNUBp2tNAwPLfZ53Y85gF++rU7T3Ptp8JnBwDKQvAoM9gUM5iT07u11l9fvL75/xsngBDpzE/n62dByJOZlA9jwZl+fUxduazRXhO3dfljJ2mgJ/rugRBQBzHzJKEsqpALEDAcZaCY+faEACi1aNKKY3tfl1R6prxaIhWFRubK8RxSNyJLAiwzsMoPNe3ok1oQiII3YIUY11fA8qAFSRSSzSqZTGaIoLYAJKx+Jctm4LGOLc2AMVOE4VcaFFMvEjYe7dNdVaaqq6pyoq8NAxCUVRopexxMYLiSptQS62UzeBwF6nKwrAWri2UZ6pHG20LNkVaOoa1cTB6HMeCOfMIcF2n9VFpql4XRWEFxSUPHz5sQ0BKKTqdDtKR9Hod8nxOMp+alGTpkKYZo9GEW7du8/jxY5TWDPor3Lhxg6oyIaXDwwPm8xTPk4Brw20+3W6PwcBoQaqyYjZNWpv7ne0L1FrxwQcfsLG1Rn+lb4vhFRS5yeK5evUaqyurFHkBWiKFcQXO5hm9bg8pHERdEgYl3bhLVWnGwwSJQxB6FHlOWRbcu3sfrSt0DbW17v/4o5vcvXufjz7YI8/nbG5GQMVsOkc6PqurG1R1xWQy4969I4o8pSpTQLG2ZhgdDWRZTpYVTGYJSZIBDkEYs729Ta00n356nzTP0Nrh4u5lFJrv/sEfoXVFf8UniiNcG5aU0uHg4ICiKOn2YwI/YH19E7Tg/v2HpGmOI13StECIwgKxgCJW7O3t88H7H7G1s8tgYOrvKAUHB3OqqiIIItZWTZr3xsYGSmnG4yF5buzypXAMqMszHjy4j3PRoRN3GnrPGF+yYGpMky2D0mR9fXb1yZP3o/Nen3zvWSd/Z93j/rTblxqgnAcqzhq0n/XkPPm99q8nlnmW50YTcnIb566nuYx1+9dTwclpQOS0/Tr7++cAnROvv+j2rKGb01LAz1v282JSGrAjWxGnasu+G8GjoY+j2YyiLCkqM6NveuvIRmNhs1pOdkub7BbPMiJ1VaB1ydHREfP5jI3NAaurA/q9DpVcjnxrPM/B99w2ZOO6LlKZmXxdl6ZYojI1eKQ0WhilpNmHJYDSMHftsXVOXrss89dgDdQWoSSJkA7mptxUAdZUZW0YlKIkKwqyrFiqBG3AhknlbEzXXHzXsyEYaeo3aY3nSFxHmsrUYLxVLOPoKNkKZqVcpGSHYdiKh5vQkNbaVgBObarqnNlshpSS9fV1giCg2zVW9Jcu7zIcHbG//whhzeLm89TW3skZj8dG4Lq6xle+8pqpIJwk3Lx5i8PDA+I4wvM8ZrOKMPRZWVml1+0RhhHvv/8BR0dD5vM53W6PS5cuc/vubd566y1e/9pX6fY6lEVJnuXkuQlR3Lh+AykEeZobB1nHZWNtFYlg0FtBK4EqE6pS0e/12X885uhoiuc41JVPWWZoVTMeHRKGASsrPapSkWcF7733AWlW8MH7+3ie5OKFy5TVnPF4juv4bG5uc/D4LuPRiFu3DkiSKfO5YH1twIsvXKPT6aI0JPOU2WzOaDwly0oCr0ccB0TxKkVe88EHN+mvDOj1ely9eo2irHj3nf8fjqd48+tX0Uq3dYkcx+Px4yFJMmdHbbC+7rO9fQGQ3Pr0NvMkxXE80qxAiJxeb0AcdVBK8OnN23z/+3/CN775bcKwg+P41LXm0aMZZZkTxy4Xd3cJgoDt7R06nS7vv/8+83mK1ppO3GVlsEaWpdy5c5t+d8Dm+pb93VlgYmvxiJZBofVAETYlvf2JPydQeR42+LMsc9Z3/qxYmy81QPk82vMNVuej0+fZ5vnAygCSxqjtWbd5FmtzcnvPe+H+WSDnz7t9XsCkAR/Gi6Jsf7TNzH451KO1bvUoSmtG46Gxwl/0yoZajBYFfULcDKDV/5+9P4uRbUnv+9BfRKwphxp3Ve29zzz2wG7OTXGwLZgS76UoW5ZovfBe4cKQDAswoAfDDwYM2AYsGDBg+MGQX/xoC5Dvg1/0ZNGWZdm8sGmKPbHZ7OEMfcZ99lBz5bSmiLgPX8TKlVlZtffpblI6NOOc3FmZuYZYEbFW/OP/fd//Y7EoWSwWpJkmzwtm85LFwnJxcUGSKKw7FH8L19C2tWhE+AEoh3diwkjSOOlryrLBuhZra8CR5SkGg/Ma3xB8GpKNACU+qPrXKL8FPxMU6CVjJdS2is9snBedlcYGv5OmCVEcknwxghkxAzVB88WRphI2bIwAiiYkZZRIJ/DedqZQYUUMxkRzmgAYCTlOu3BwrXVImNd2zElZLiTD72hEVVWdCJ/Wmslkwnw+Yzq7Ik1FAO7i4oyyXHB0dMTW1hilPePxFm+++SZFUfD++x9wdnbGZDIhTVP29+9IFt+mRasyRF1lfO97b/H48RPu3Dlgd3ePX/jKL1I3Dd/73ve5vLokTTOuriY8+PgTDu4ccufOHR49eshsNqcsKw4PDnn1lVeYTefM55d4D2mScXl5iW09i6lEHQ2HQ55/fsC9e/fQWtprNnNYK5FN5aLh4eJC/E9Sg0MixrZGijRVXFxcMRplvPH657hz5wijU95592M++vB9tsaGO/t7vPDCLtvbY3b3D1Aq4fxiyqJscE7zxptfxDvNYm45P5/w7rsfcnlRcn5Wcff+nP07c548PiXJDG+8eY+qWjCZTGlby2Qy4+rqkkVZcv/+PdJUhPWyPKepBfiaVHRjdrYd9+/vonXC1772DYp8wN27z2Ot54UXXqYoRlRVw2x2RVnW/OqvfoW2bfBeInp+53d+h7OzM6bTKffu3efo6ICdnR2UUjx+/IiDg0OO7h6RZhpPC97g0ShvV1gShQcveb+6dBwxiFD9cHPH/13MO/CnEKB8monoJrPHpm1u+rz+3adhcG5jMYDOoXDTQH6WOj/LuW4rt5lulpEcN5W+4+tTT/VjKzeFJPe/i7W7rfo3tWlkFpZhu67zQ4kTd79EJsU6x9XkCqXalbpGz1UfMlX3zUVy3qUwV5YNSdMM7yta61ks5pRlEfRLZCJxrsX5lqUkvSOKsYmYmJzSe4vtsjumgQlS4TcfJv/YUtfbN5p/4jhQHYuighBduL5o/hG01eUBstZjO2VbSeBIiBpyTsa+dVYiHYKZK01DJmQUNozNTifGx2vxIamngBSllqah6H8SPwNUVdn5e8R2HgxE+bVtW6H1Q//Gba4ml+zt7TAaH9A0LbPZnCRJKYoB1jaoQnN0dIRzltOTU548Oebq6pLRaMhwOGQxL3E6CMBpg0Lx8OEjvv/97/MLv/CL7O7ucef5Qy4uLvjed9+iakRavSwrLi+vePm1l8nylA8//ICqqqiqmjwrSEzSCcR5LyHBk2oq8v2VA4wkJRzmJEnKYrGgaWrK0gT9GwF+i0UlIoEGTALGQDFISVNFVVZsjQccHd1lNNzCe83x8QUfP3jCm6/vs7MzYP/OAaPRgKIYCuiZLWgaD15xdHAXYzJOT6ZMJjVnZxPOThecHJckWYI2mqurKcNxwdHhNpOZ5moyoW2nzGZzLi+vqKqaL33pi2xv7zAabwGKtg0hzspjdEqeD7mzf4Dziq9/7ZtkWUGejXEO7tw5IMsy2rZlPptjreOLX3yFprEcH59wcX7Bu+++y+npKbPZjKMjidDKi4y2tlxeXbK1tS3KxHjatsbonBiqHs2hquPAffdQjyBleUPd8hD6EcuzzIX/vEw3z1o+0wAlPjg2lZvCUm/rjNs76naTymqY8M2T+00DYv04KFluWhso8zXT0iZzzaZreNZ6dFEZXJfF745x7Tir0SD9v7VWOBcyAnslDw+3ua6SmO5aFT91ieMhTj6xLftgYmXb8He/Pv1tNrV1XFEDnXlAHDKrDqT0HV2NMZLyfiSOd03bdOGFsUm9LLJWP0cmzUuCQOdblHKgHHmRELUc6qbmwScfkmUJeZ5SDEYkiSYvUpJUS/4aFN5ZnGtDpI/thNq8c5Sl+Ax4JAdPkhgUHuvacC3LCIiuj3tJ0qTdpe1b23A5WXTmlKq21HXDYjGjbR1G5zgnWiKLuayOq8rSNI4sHUgOl0q0UFCQ5injfEie52R5EXIdeVps6NOgRhonApZmtxj6PRgMuj6RMOOWxWLeRaxYa0kS0Y8ZDAZhzIpUvkRtTDuBuSRJSRJxipxO5mRpzu7uviS7qxqee+4ebdvy5Mlj5os50+k8gBzD1dUk3FuK0WjEz/3cF3DO8/Wv/wGnpxcYneGs5CQajbaYTEo++eScuqmx3nN09z7PP/8iRVbgnafIBowHY9544w2cs/zRt7/TgcE0zcLxDIt5xeT8jMRAWhRcXJwzuZpirZUInqYCJaHdRa4octOlWGgaAWmLucVsZbz+2ufZ39/i8GCfxaLire+/y872mC9+8U1+7mc+z3CYMZ1eUFcV77//oNO40TrD6BTUKd4ZHj0858MPT/je9684PNjnyz/9OoNBSjFIObuYMitLsmzEnXzEiy++xocffcg7b7/N5ZWlqeH11zRZYnnvvbfIsoyjo3s4X2GdYzqZC2jLd1DK4JwWhsNrRqNtXnh+SN20lIuaL33pJxmNRsznEnHnPWxvbXF0cBAimyyPHj3i/Pw0aPNo5vMJV5MLTk6OuTy/4Dt/9B1+6Rf/JY4O7zK5mgOaPEsCa5fRNo62dcFxNia2RPJJ/ZjL+nx42+dusXaLT98fR/k0DNBnGqDAzU6QPywQudl8cjM7chtQuI2FuOnc0UF2ibyfDaDcBnyeuR7++j43ATylCKvnm0Hisi9WJ+5VW+oPH5vfP1b/vMDKKn/lxgyV7+91U9vd1gZdAsAAbPrgJP6mlCihamMYDAdkNu1EylYBCXjXD6mNAMUF51aHdWK+KUhAebJMY7SmriuMAaUyieAJD8cuUR/giBEulkgzC8ERMjDjABfYEbV0eA0syup1qRWAEsGJmKt0l7FYKS1MjXM0jaVpLEYbnEOEzoJkfx/oxraM9TDGkGYpJqjDOue6unbCYN6H75agUEwnachXJCJ68bgSYlovQ4f9EtQYs0wLEMFuZHnSNDJNosHSti1Ka1Kd4j1hIk66UGzpS2kHrU0XWq2U7iJvLi+vOD05Aw+DwZC2tZSLkrKsQv1kYhPzVji/MqBgOBiRpqK9M5vNmE1ny75QGSK9L7mVqrLBJoo0sZRlxWw2W94vuJBWwaC1RxvJ1i2ArrfoUIbBYNiJyamwaNvd3WV7e8hwOCZLJUGltZ7ZTATl6toxGDiy1GPMAmc1V5MF02nJYtGijaj1Nm1FHaKQtBFWJE1TxqMtxqNtxuNtSdzYOhQJzinOzy8ZFAMODwR8Lqpaso2rhKaxIlaYFV2dJdt426VyyLKcohgwD4khsyzDKE2ihW0yxvDJJw+YTqdUdRXyMoFzLWU5Z96C8oqmqa+xJdEPC0XHpah4b3f31bXHzjOVH8XMs84u98tN3/84y/+tAEq/PAujsGmfp5lIbmNObgMFt9Xx6d9HkEJkzm8EJ087102sym3Hu42JWb5f/21THXy4aW+u64+G2Ndvqk0A69q5b2nT28qm1UbfJyOColXwJH+PhoMgyObDcywCnGDq8cHU06uk9440S8jzBJG0tzhf471FmRatPUnqA1sidHycZLTxskrzHmjFVh5eouMRMhYrKxQOvjMnqhDxE6XqZXLuT+Dgw+pYTEyepnGgYHf3AGtbqqrGth7vJOxSAdOJMClVbXFOMd7awQXfmMnVjLKqQAnISIss6HXooGkiYckSZSNaNF10U12S5+IAOx4PyYucLMtQSmHbhrppmM8WwSRSBf8W+8ws7Hqfi0O0gCKtdTCxZDx5fEzdVJydnVMUBXeP7nJ6lgR11hTnLHXdUhRDxuMtylI0RV544UVGI8kJ88knj3j//Y+x1vLc/QMODw959dVXefDwI77z7e/xlT/3FQ4O7vDlLw2o65rzs0usbcnzgtPTU87PL0mSArzi+PiC+aTm0cdTsixlZ2dEXdU0tRWWLTHk2TCoxHoZC4j5z9mWtm5orWdrZ8holDOfz9DakSSOL3/5c/zkl99E6ZqmWfBP/vH/yGx2xfPPH1HXjrpyvPPuOW+/fcrn3jzk8HDM5ZXDO83FeUXdNOzuJuzujdnZO+SrX/sGjx8/4Ytf+hxmlPPB+x8xGAwYb+/wMz/9c/zVf+M3+Wf/7Ku8/8GHHNw5oKkbTo4v2N1V7O4ccHZxwdXlBS+/9DL7+wc8fnJCXbd88Ys/QVEM2d25w1tvvc1Xv/o1XnzpJQ4Oj3j77bdwzjOdzjAmYW9vT8yL1nJwcMDBwQFvvfUWTdMwHg8pigHb4y2yLOPy6pzxQDJQl9Wc6eyKPB+ilJgdbdsyb+bhntYBogQ2RdEJvP1Zubl8pgHK0xiLZwERN7EFnwac/DjPucKiRDSuNk/wzwLIbgIjt13rzXVav4ZbQEm/vn2stbEeGw/zTIAhTiD9bW+iLLs6ed85bd507evnfhpVuu47ssoUhUk/URKxIz8goEQHm3VMhBf260IRHWkIoxVqWEJwwYGuQTmMsSLOFl8m5MAxsl3gYsJ/omeyjLaR9lAhdFgFkBIZltVr7n+3tK9Hs2AUsLPWUTcti3Ih4MMp0jTHGE9Te8DSWo3RCkhorTjOmiQhdXLNHVDzPrA+0orOh9w7ygsLpgSkJEZWyUVRkBcZWZZ2Wi91I2xJVZXUTSNmNhecartoo+gPtH7Nm0GKs55WSQbkLE2p6xal5mHlL46/xjQ0jfh2GJPQtnOsldBirQ3zeYlzjuFwxPb2Dtvb27z//ocSipzkgCJLMxKToFDUtYAsb0Epg1YJti05OT5FKchSw2xacnU5I8vEWbNaVOKQq8PY6wFnZx0tkCYxqkT0a4SNkzZJUiNh40qYp/PzS+q6BCqauiZNMz786DFnZ6fUtcUYEV2LfiHGaIZD8c9oG0ebeow23Dk4JMuGLBaOohhwdTWRFAKt+PRkuabIhxiTMJ3Mqes2HHvIeDSmKmsWi4WwSSgWi5LpZMb5+SVFfkpZWh49Pg1pJwaAph2Jn9ayiCCe95JLK00zBoMBtdI0Vd3du7u7uwCMx2O0UpxPLkiShPF4SKpFjXk2mzK5uiTfjyZCJerMtkVrccg2Su5za/2PjEue5dm4Xj6LzrV/agDK+uebJux1H4NN2/ww4ORp2z4LgOnOH6fzHkPBBh+Ym4DJTb9FinuTSNvTrqv/Wh5ntV431a8DBTdM/rcxKM8K/G5jUK59B3jnNoKmTeVZHMlu2z9eX6KSnlAb0Pn7R9NJEDTr/D1kby1q+KgQTquNRmlxfkVZUDXGeIz2pIkiSzV5HqJwvA0Mig0v162SRb3UoXSQ7I/gBR/MEsKkCGCwIbdMoJ5QOC8hwM612C6Lb8vl1YyqrpnNF4zG24yGY3a2d0mSjCSZhIlWkgF6r5gvKmxbMxwO8YVnNi9prehwOGeDBL/4RCjtMUomfJSo8RZ5wd7ONmmaBVOIOMdKssaa6VQcK2ez+YpjszFiIotmkaWjL10fed8HMEv2xFpLXYvWyc7ODmdn55JReJADnqaVqKDom5SlOZeXV9R1zeuvvU6aZHz4wYcMh2Oef/4Fjo7usr29w9e+9gfMpnP29w5FSM5J1NWDB484Pb1kMilpG/BWM58tODk+45vf+Baj4YC7R4c8+uSMJ4/PGQ5TkkTTVIBT7O0OMCYly3JU0Ngpy4X0XZsGp1hHlhpGwwwTMmlvZSkeKKsFk2nJ+XcvGQ4TDg9yXnv1Oeq64e///X/E1776R/y//19f4aWX7vPiiy9zfPyEd3/wAYeHW9w92mWxsDStJ7cJg9E2X/nKr1BWLa99/Ii33nqPb//R95gvZgwGSdAy2eaVV95gsVjwwfsPUKQU+Yi28YyG27zzzjtMJlPG4x3SJOejjz7hwYNHvP3ue3z7D9/FOViUkiPrZ3/2ksPDA/HJcY7DwzvkRYbz4m+VJCkvvvhiANEJV5cXtE1FXYti7Ztvvg7A3t4e5+fnfO1rb/P5z32B119/nYuzCyZXUx588hGT6YTd3TukWSbO4NbRtA1FHpJWhgg10H/iMvdx7H7WQMpnGqDA9Yn5tveb9nnapL9pwtu0703fbarfUwFCZE98b6X6Q4Ci9c+bwMlteXtuAxnrwOmmfdfB1fVzbe7Hp/Xrpm1j6Zx+NwEj74MN+tnGwU1lUz031z0AxMbRX63LxGhEC0UHUKBM7zeZNJumxdVtF1GRpqCMxyQ2ZDSWXDRJEiTcjQ6MijwkIxOzfPnOhKO0ZALuJmNUx6BA8BFR4BuLUhprdWBy+uaoeCzRPFHaoFSC0gnOQl1LZIgxjrpuJOIi+rAoTZKkpJmwAqBonUfVIuC21GUxkqPIyPGNMejgI1LkOcPRUOrsPVVd4axlNhNH2MViEXIiyTiPkVgi+Nb3hbr9Xo9mPCCEJjdcXFzSNC3T6RVKK/b391AKykozmy549OiC4TAhywx7u3sorSmKQQeinBN5908+ecjjx8e0jZhqBoMhCkW5kJV8kogvhgAmQ101nByfcXZ6TtuIk7lWktpAQJKYErROcCjqqgkAU7Rh0jTFWvHXEME6YacILJu1DucdJpXcTNY60izljTfuUxQJW1viSPvo4QMSU7Kz41mUMy4uUk5OTphOZ6Rphtg0NXW1YFE2mGREWlZcXF5R1S2T6YzZfM6iXIhWTZpTNw3T2ZyymmGdJUkSTk5O+cY3vsnBwSFbWzucny+4vJhydG+f0WjIzs4Op2cXKOW5c2eP4XCE0jlZnvPCC89JnqR6QdNWogPkLeIf1eK9DaariqaxPHn8mPd/8C6vvfYqWXafphFfpYcPF1xeXVKWCy4uz/noow+CZVRxcXFOXYlvU54NSI04PK84zQe/N6WEL/W3LMz+rEj5TAOUfrQJPBtT8bRJ/aZt1r/vf34WgPND1afnuyFOgE8HILfVo5/g7mZQcfM2rv93t811cLNeT0m+dvM519tjUzttKuvH6DMdt40LqbvrRdM8HWg8rR79/TYCNDzOLs0/0YlUKxMcKyXSQ6s4iUTnXqibmqqakyQKk0i6+SSBDAkD1VqTGEWa6rAiTEiMmHuaGAUWIoAEkPRACgQ9DCA8NlHCVHhWx4LUXYd6miCFr8KxFCbRksTOZJhEkRiHs4qqbLF2jtaaqmo75oTQBmmSoVUq2WGVorUepcou503TthImrBKyJCFNE4qi6EKGo4haU9dUZcliMaMsKyZXU5qmoaqq3hjRnZaKVtG8thw3/TxL68A59p1zjsWiYjZbBDXYlLJcUBQFP/mTXyZJDFdXmiePr3jrrQccHBTs7OR8/vOfY2tri7pueudzXF5ecXHxMbPpDOdgNBqzNd7GWsv5uWTizTIRdBuNx6KSOq/5+OOHXFyci8kAkf8fDHK2t0Vqv2ksRZ4Cjqqao3WK92I2yvMU51Jaq8izFJSnaRtQYlJrbUtrLZkRIcHWOsZ5zi/90pfJ8xSlHWmq+MEP3mEwKHnhhYTZ9JzHvkLYNkeRD7Gtp20d80XJ5dUUk4xQOuXRk8dUleXk5JzLy0sW5Tz4eBSUlTiDz+cXZFnG3p19PvnkEz766CN+4zf+NZ67/yLHT2acnFzyuS+8zu7uDoeHR5ycnmGM5sUX7/P888+zu7dLXhRsb23TNC3n5+dU1ZymrXCuxhMyWyMAwzm4vJzy/nvv8a1vfoM8z9i/s8d8MaOqKp48ecJsNmOxmPPkyWP+6Dt/yN2De+zt7nN8/IQ0uaAs54wGI5LM4JKlPlKnGE00tShEyfnTl0/zbFofu5+18pkGKPDpGZRNIAOuhwk/y/F+WHCyaYJe/U4mNO893rnu8/oxNoU2b/rtGtDohd9eq/ctYGIVmDz9tRKuvBaFtF6/TWXTb7d97kfSbGrnft2dcxtp1me9+W8bYzfVPa6agmusGHRUyBuslpN+BAFi5vGQpCjyzgE2MZIROU00aaoYFJokVWS5vButZIXooolmKXHvPcE3BfG/8DGhWayr6vxRCE66SyAqESxGK5KgSSL5hIQFs07EvEwywlpoW5nIBSzMqWpJjuesxzkBKFobjEnlWNYGs5XHJJpiWNA0Db4Mk7lrcD7FYUiLhDzLJL+NdUymV9RVRV1WzOdziYBxkl4gL7JgRlOhF/qAxOHipW9S8yWOpeVv8Tmf52IyKMtKwnqN4e233yVLE7I8ZWdnzC/+4k8xm8nEOJlMaZpWzCwB6FjraBvL/t4+R4f3ODk5pW3aYC4a8vM///OdI3JWVVR1w8WFAK/3f/CE6WxKVTsUJUV6yny+YFFWlIsWaz2aBq0NO9u7naNulopQnXMtqiH4+IhTa9uIf01tHY2FgfIUA81P/+xr7O1tYRJLXmTs7u3SlAuqas5wmLG7u814a4siz0LWaAkvr8qGsqwxJmU83hb/DOcoq4rJdM4nDz/GuoZ7945w3qK14ujogDxP+PijGZNJxTs/eJ/RSHHv3j2cs1xcnnP/uW0GQ5GhPz+/4Nvf/gHKON5487WQo0rx6PHDwKDNu7DznZ0dvvILPyV6O8Af/eH3WCwq9vcPGQyHbG3tUs7nfLCzw+XVJW+//XbI5aTY3t4mTRNOnjxhNBry3HP3GQ+3yPKUupGoq/lsxnAwYlhsIUkoU8BLlI+V28zaEBGXqE8NGn5YcPJZLZ9pgHLbBPYsoGLTPrfvB7B5m9sAyqb3Tfstt4kbxO03A5Tb6nzb5LwRQMRtvbsV3Nz0/U2vftvddJz1dlkvN7Xt+jabNG9uqrPrgaRnKTeF5G1637i/bLHiaKqDr4lW8aUxPWZlua1DqwwVkvAZbQWgGEOaaLLUkGaKLBPfFK2lH733AkIIfixBPioSJj7YdTx9B1FpRwm/DZE9Ifw4hhKLOckEoTFJ2ucB22o8miwrQBkg4eLiEueuqKpLptN5J2nf2iUbU+QD8rxABZ0JkBDjLEtRCtq2EdE25yRcWjmSVJPmCcPhgHJRcnlxQVNJfpqyXIhZzPlgHkm6VWwY4mu6OH45Rq8NiWW/O7fsYwlJTalriSoaDAq0Njx6+IgsS7lzsM/+/j7379/l/fctT44XLBaS4VgYHB3Clx1ta7lzZ4udnV3mswVzv8A5T5ZlvPbaa8xmc05Pz0AlKFVzdXXJZDLlyWNRVU0yMLrm4uIqqPK2tI3DWrCJ5I8ZDoch/Nt0SrpJmmBdg7cS0WRb8Boa5WitonUqOHRqXnv9Lnt7Y4xxpBlsbw+58hWLsiEvUsZ2yHBQBODjOpBSVTWLRYkxCYMkk1BxL2zNYjHn7PxUImz2dpjNpzjbsr29RZ6LmN5iUfPee8e8+uo+L710hPeW2WzCnTtj8hymsxlXVwvef/+Ml16+xxe/9DJFMUAbxdXVOVeTCQ8ffkKeZzz33HMcHu3xxpuvMJ3Nmc1nzOZXXF5OUVqyV49HO+zt7bGzs8NivuDBgwdBbDHj/v17GCOm1zzP2dvbJTUZWhla22Abx6KcUwfGTivJkm1bGcOuBWeDD5rWZEl64/Pij6PEe/izVD7zAOVZ3p9129smwuUq8tlYkaed+3ZgtWRQnFsKta0f5zZxuHVq/jaAsnJcf32/5f7r5p+l0+1tbfisQGa1rZ++UojnjqxJ30egf5zNTJG7BlBuEp171tKP3Lk2Drrw3bitQXfmEt1To426GVFHxZOYBG/oAEqaGkwK+SAlyzSDQUKSQpqBhCI7rBP62GgFPkTgaMRPVimc02jnISQ3o4tokbGmrai9amPAB5raGAaFqNmKH4UooTZti7OOsvJYqygrkVkfDrexrcJZTZ6LpLinoW09s3mNs9BaxWDYMBiUIowWkwGGEoGKw+C8oyhS0kySIHpnKUtJrDeZXIm/jXUBlJjQ9tLgS7E+j3d0+idFMUAp3QnAibkk9tEyBNn7ZR6hfki5rK4dIq0v5iaAydWU+WzBo0ePuLi4Yj5fcHBwyPb2VpdPqMgHzOcli/mEyWSGtXB8fMJiUbKzs0td13z44ccCwC6vaFpH01pOTs+YTqYobTEGnIWqtFypUsa1h62tcWBKxGGznFddaHRMrjiZTkShOHFkWcLLLx2ytT3i8O4exSAlH6SU9RleNRzdlTDjIs9p2pr3Pvg++7u7vPzy85SLK6yr2N6RczrnOD8/58GDB+zu3uG5F14IOXhqTGJIQtj8eFxweCSCbxdXpwEdOr7+jd/HWcvx8ZThcMCv/dpPoLXF2obpdIoxhp/92Z/Be8/XvvF1ju4afvlXfomzs1MePvyEo6MDtnd2ePNzr6GU4vTsBZyzKDzbO0NM4lG6RWnLl3/yC9SVJcsSmqbi4uKMo7uH/OZv/ibf+MbXePcH7/Dmm29weHjA5z73JhcX5/zht/4A70V1WKFIgjO5x/HkyWMUhoOD+xiTkSYpzraBpYq5oZbO8n9Wbi+feYDy4wIpz7Y/3Mag3LTfbdtu3jfs050rvq5P3k8DS88KFLr9b2uLULdnAXM3nfOmvlj/ftNv62X9GJ+GQbkNBK2L/9103v72m46xuq3vgGYneqbEvt+Xyl9Gk8Sw3p5DbXgQGqNITAivTXSYcETHIo4Zj4i+RbOOQk6vO0AixxSQGZ344gprOeak+iqInyVdNuCiyIPvjEZpRdtaEivHimyQ1gnaJBiTdGqzMeOwqHRC2yDRP0H0THuRgKcH9nRYtWo0SWpCyDV472jbmqataZqma2IRWNO9sbrqMN33iYpg0PsI0Fb7cLVv1/rZL3MzCYBZpgCo6xrnSqxrWSyaAIjWhQpjXwdzT4iCigknnXNcXFywmJdcXk6EEXGe6dWU2XyGwmM0tA5R121s9+wQ35wUrRNsu0wp0DRR/0YE6FyIZjNGM94asru3xd2jfcbbOeOtjGmpsK5iOErFhJhBVdecn58wHhVkmSHLU/JcNFWM0V2KAOssJjEMR0MmsxkehzYarRVtWwOe0WhIa1vc3JIYaR9RHZaosTRLuHdvm8ViwWQigKqqSlH8NTKmiiIT7ZVmRvnBnLoRR9gsE5E+k0RdnpI8T/BedICUduzubWMbL+1iG2mH0Yi9nV2yLKMs5Vzb29sUQVsny1JMYnpjSqLCtHIhMeSUpm1QKunyQcX7mWBq/FGZjGdZwK2Xzxp7Ap9xgBLLswCP27Z9NpCzmcW4bfK96fNN362eq/fmn37uTRPzTa9N4cbdcX1Q2VjzU4kMSqzH08BOfxKg5+y7bla6rS02bfO0tl1nL24CI3ElvL5fX332aXXaxLjc/O5xMcupEl8IMeMsmRSZLFcjePrjziiNTiAvDGmqGRQJSaZJM4VJPEmn+6SCWq1DEaXyhTVx2qOsCUBhmRfoep37/RUn4oRikJGleQAoUZtF9hEBKo1SBdbC5cWUy4uJ5E8pW2zrcVZYjSLPQSm0SchyAT2xXXWIcPE4lEOce4Ouy2CQB5ONx/mW+aKmrisghA4rQ4xUif0eJztrXRfhFIsACdeJzdm2PyZWRdyaxgZ/ENcBy63tMdvb25yfXzCdWra3xxB8DqyTVf9wOCTPR5wcH3N1ecELL7wIOE4nZ2RZzu7uLjvbuwwGQ/b39ynLkp2dPdq25a3vv8PJyQUff3RMvJWUtgJUEyiypGO+tI73M9i2pao0VTULZiuZzI2BPMso8owsNTjX4qkZDDJ297bZ3h4xKHKGg5zhKOO5l18hKxRVI+Dg8vKM4+NTvvfWu8znV5TzCwbDgvHWfeaTGZeXJQ8+fkReFPzEl3+CxGQkiaYsS6bTCS/s3QGl+YM/+Aaj8ZhXXn2Drashg1FBGsDnc3cPyLKUtmlo24ayWqBCbqD5YkJVL/jq136Ppmn51re+x/b2mPF4wOXlKaiWxWKCp+EHH3yfNEn4lX/plxmNdshyMT+dnD0EJQ7maSbg7aMPHzIe7/ILX/llZtMZH3/8MccnJ0wmE3Z3d9nf3+e73/0j6rrmc597g93dfbJM1HSdaxmPRrS54/GTRzRNy3PPvcTWeJe93aS755M0w2hhCD1gf8j8Hj8MOPmsls80QPG9SZv+BObXf4tbc22b9f1WQIFf7uX98hzLCtw+Wa589svzXzvGxgEXWYung6+bWIynMQjr9fTed/LV/XPT+7QZmN30Cvt5rl37+n63Abynfd/V/QZQsbFduA5a+qJcy+PJhNq/Au9Xt+1P7Js+x5LoaEqJOidJAClLefglm7JkUCSXERLFE7L6ZpkmzZJOPdbovniZCELJ0LJyStdzktWSVVh7iFmIY/jjUrhMchVJvhaPSNvTa7vVdougIMq4t63ku1ksFpRl1YE/kxgBJsqLrktMmNdji5JEQohRJmiguK5ehN7or0aN1qRJitFGXh1jI9cbwbKzwixJV8qxxFfFde+2XQJorZfmJu/9CkBxgX1I06XT6dLPZXkMYY0kgmvelNR1w9XVJDAFJXXtqCqPd5L3Jjoin59fUlU1Z6cXXF1NKauyu13STIeVufSJMSKUIwyNJmbIlkzQUnfd6yutFUqr4E9haGyM0BPWo25q6sZTN47WelIMorcjasRJqtjZGbE1HjIcFp3T72XbUjcNJjFB9GxIXYvw2mJRUgYhNnBMphNMkpAkkgQyzxPyIicP/jtFljGfTZgvFsyDb4q1FqM1XjvKck7bWkajgjxPQ9LHiqaWsHIXkkcmqWEwKBgMCtIsoWkk3HxRLajrGshxXkLT86bp+ts6y9bWmLt371JVFWdnZ5ydn2O0Zn9vjyxLmUwnDPIheVZQDHJs66irikU5Z7GYk2eFKPK6+HzqBu6flWcsn2mA0kMcPcBBRBOr28TiepNvN3MuJ9P+8TYDh7Uq9ADG6jR24w5PPc6yOlG34vq2zwJObvJR2QRU5F1Wy9Ghc4UtITpMrgMFTz/SY/nbsp0lnM5351g9zmZQ96yrhE1sxqb9rwGgG36/GZz0j+87kBJLZ7a5Zq4RtkShSENywY7e5/q2os0RnVplZRwfbMUgJcsTtrZzsswwGCbiFGsaQSAhCSBKInU8rlPKjNfo8V2ocdcMHSBaAqosy0iSRDL4tpY6TM5N06DQGN2QJB5jEokWIrI/BsiYTkuOj58wmUgWWommyfGA876b/I1JmC9KyqoM5zSMhkWXcbhtWxbljKZtaG2Da1sskKViOkrzhMzkKBszFafkuaiC5nneZTEGBb4f3RXXBjIumzqaQJquT6OviOwjpijZpmU6mXJxcUmeC6NzeJh0479pJHxV2JyMKkQxuTBmrq4mpGnG1niLi4uSJ4+n3LkzYHun4PDwCKUMv/M7v8tiUVGXwpQMBsFJ1ylGI9FRKas53kdNEysaHLlct/fQWiRBH8IeeeVBg9eCWFXiUc5TLhocjsn8EkeJ9yWz2jAsDdNGMRgqdvcLtBbG4f5ze7zx5osc3jnicP8uDx895uLikulMFF9ffPkVSaqYFhwfP+bjjz/h5PSCRVkz3joHpZlMJmRZjnUNSjuy3LC7M2ZrPObFF14gSxLef+8HYGdU8wXlbMFiNiff3aHIUqyz5HnKr/zyz2Ct5XIyYTKZcnY6YTqbkuWan/ypn+To7hFHR0ekaUpd16RpznA84qM//EM++ugjXnj+VZKkwNqGthUHa+ctaZ7ycz//8/zsz/4Mv/u7/wdf//rX2Nra4u7dI77y8z/P48dP+Pa3v82bb36Ol158mfF4C2c977/3gMlUc3l5hjGGra0drFU4K+H3eI3tPdI/i2aXP8nyGQcoHh/UTFUAGh3TER7GIHbpMP2iVhgWUIHZcD3A4r0IgqsOzITtu5BfOmDTTfJ+lWEgPgRlzQYsk2+rsL1bPiW7/Vn5Lh7KL6+txzpEJde+omvc3jnbrRzjb/LZLVeUUUK8AxbLtoyAxNq4bduZRWJYYud0iF25HmkHF3K1WJyXaIV+srpl3VxXryVmWF6r77XBNfDT+y76JNCLSInXGs1TYnNfmi2W6/ElW6HCh7jYCQv17h1C9I1a6htEEaZYoj7s0r8kkUldST6bxEQWIcjZ+8gQiMy47B5yorhG1GEzQ1F4ssyR5+IQm6ZRIC0kd/cR6GhUAFmJid+H0yiZ6LRSweQUqq4ILI5ci9FyFYk2QaJfIk/StJDJx6QyAYccOzKQLM56qnpO01RojeihJDoIpYlTpw6hzCokQUxThSchDT4MidHBz0aDVyTGYG2Dt47WC0hJtIHUk5mUxCQMB+PQHwajMxQG18o9650NvdJ3Ypa+KstKIk4aUaxtmqYLtY8MRbyPnQ3KudZh21YAJ8F51rqgH2Il6qhdPivaxuFsXBt5GuVwtkGzoKkbtHY0Tc185jk3FyilsW2DwgV2jMCUKNCin2G9R2mpnw33nNIGVG8C9PFuUCKet3yS0VgBfNa1eOXQScJgmJMNMkxuSDKNSTVNs4CyZdg48jzl4GhfdGMQRWOvwCQpWVawtbNHU1uyfEhVNRyfHHNyesFkMifLBxSDMcVgCIjvifOODz/4CK/kGbI1GuJty/npGVoprs4vubqccHl+iXWO1KQUWU6RF8wXc2xjubq8pGlbrqYTqrLEGBiPR4zGUofZdMFotCVgu76UbNZtw9bWPs8/b5jNSqwtuf/cfUajbaxruJpc8snDTxgWBUmasCgr6rZlMBySpBnnFxd44Pnnn2drayzJA73FeodOAO2Yl1O2222SxIR5Ctq2xipHYtIe8H22hVi/PG0x9rTyaReBP0rZdI5Pc97PNECJE/2myd33vovAoQMQPsierW0T93X9/WG5n7OdGDgRHMT9nNz43ecIgiDQq2rJKcSVG747ju/tRwQLvQl5kyDakrlYApAIRoRaXP996U8SQwGvm3w8WvWjdlaPFwGKi2GfztEXHFpna/rbLkHRsg0EYK0K7vWPc9Nn+c517eLcMoNwBDD9+kYnwXjNAiCi/0QYT+EPHf0/1pwmgZDvRlb+iVnKqsfuk4k4bKsMiUkwJseoBGyKVoY8LcSmrsG5htZWEGTnkxSUcjjE0c/aKUVRMBqPKApLmsFwaEX3JOtqFfpIxlkEXgpNkkqSMucU1iq0FYDSmb97zEl0ZFVKgIH3njQxpCRolaK1IU2GaC3sBT46vWqcdygvvg+Xl1dUVUOWa/LWYK3BLUSXxCTLcRaZujxTwUwgACkNWi5JEnKXJIamBt9aKluD9xg0Psso0hGpyRhuDUKfh9vReqomyvs3Xf/2QaX3nvOzc0kc2MbQ2DY4edqlE2lv7EUAmKa5MADWYtuWpm6CuqxI3Ectk2hm6bsbNM7TqpZqMQGgyMG2DdNJw3Qy77ZLE3nF1oqmGevbkPpA+q0NGZJNYvAYQh7FAE48WqngeBzuN99QNg2LAM7SHJLcsL0/Js/FGTYfGfKBompOqNo5g62GrNjmldeep6pajp+c4ZWnbhtMklIMtzi6Z2hqS9vAxeUTvvPdd8W0s6h46eWX2dvfpyjE7LG/v8dkMuOb3/xDtrYH7O2P2B2PaIqMD9/7QMDHxQWTyYRHDx4z3hqzu7/LeDBiNBxRzkuqcsHp6YmELJclTduQZYqjw0PuHBzw5PgYaz27O3fQxnB6PqUsK6azBXfvvsjLL3+Of/Q//k9cXk74K//6r1AUQyZXc05On/Dd732X/b09xuMxs8UC6zy7+3cohgM+/PBjjo6O+Kmf/mmcl+db01TiKJ4plLFcTc/Y29ulyFNKLNZbymqBd4qt4c4KSP60pR/lFsfks5rI1yMd/yTKszzLbyqfaYDSTerxff3C+7+xaoJZJeyfsj8ChlzvOPFn1VvlxxXLCrJhDQR1f0cgtTz38noi0xFDYdfZkc3AYx0cbGyzWwdHBEGrF7F67PWQ3SXbsTQprYYi969jte6sfHdbXTf9vr7fulDbptDqWNZByfK926KDlOvbxPo4Z1Faokui34gxJmyxlFOP7IusuA1tI/Zx0SxxwZ9AVpFNW6KwJJknL2BrRzQhBkMT/E0cSjXCVjhDTBDoPQFwhXGkPMSMxUHiXmmPQYVoGanjUrG2b57SwZwg20hkThKcYmP7mjBslUzAlt4+nqheq7Ss/E2i8JhOtVbaJUQSBSQo+wplIVl/bQca8KFtA3ByVqJW5rM5zi5oqgt8ACfW+S6MvD+WlQr5fAJ7BXTaJMtHxepYWfcpimOjrisWi7Ib203TdM62AhbtyjFiAr7VMbYs65PGNYflZc+GtiX4LykJW+20c3Rg96IvkuzvXIt3Fo8wWZ4WnXiUgSwHk1jm5RyvMnRaiJO1MuJbYwoODw4ZjYacn13QBmfnpmkpq0oWYUZT1RVNbdEqI8tzDo+OmE5mTCZT0pBZGiBJUo6O7rG7W7O7d4c8TyiKhDwfSGRXVeNai1aGIpdzD4YDRqMRDx+eMZ9/wjzkETJJS5Il7O/vM5lOqc/PefL4jIvLkvE4JzEpn3zyCO/hww8+5uT0lE8ePuT5519gb28fpRNGoy0mkwmLRcV8JpFX2ztb3Lt/j/29fb75ze9zeiJ+NMPBgHv37jOdTvjf//f/jZ3dbba2ttje2iZJUqxtJfw+NWgT7kcvTOigGKJUQt3UKERB+ccFFvpRg9cjCFfLnwRz8uM612caoOCDgkN/8ulPQnD9+xsm7wheOv+E3mS/fs7VzxvOuXLeuNt18LD+MFx9X53EN+2z6bWxzp+meN9dUh+E9Ou1rE+c/NbrsQpGIhuzDqr617NJNO1ZWJVN3/Vv0JvB2vWJZ+mcGsNuNwMZaRuJjNE+otI4EelwbL08VtjAmATlNWVZI0vghjTTpIkK7WixzQJUS6YTsixlb29IkgqrEHVQoEFCZw3eS4ZjCXPUy7ETTD5tBCjKofCy6g7p36MJI9ZVVmYCeKxF0qj4sB0JMQePgAiNWKd8xxBEgBDHiAq+NAJSwsM6LP5MsGUt5fIl+2t/3ElkjZhT8F5MUCa0fwirXbiSumq5ulyE86uO+djMfqw6MvezT0v/xUl/ky/RskgSwkVX181sZGRtNh+jv81N7yqaAdXyHLEbBGjpnmlLTAfRvyfu75yTST9MlGCFsTMSppxkoBNPWc1RxpEVCTakIkiShDRV7O6KY+jFxSUSgZZJMsS6QiHZmZumpaob8iwhSVP29vbERwlRVO238d7ePgAHBy2dhdQrXOtpqgZnLQpNlubs7e6R5RmD4YB33v2Ejx88EjNkArt7hnEyYnt7OzjAwtnZJa2b8PnPv0KapDx5fELTtjx8+JgHDz7hnXffpSpb7t2rJD3AMGc2m6F1SbmQqK7xeMSdO3c4OrpL0yguL6ug4wP7+3c4OT3h69/4Gi+88AL37t0jeSlhOBzhglxski6ziTvf4lxLPsxITM7Z4gq8aAX9uMqzMCjxt8+S38tnG6BwfcLvf3fT9+vfrf/WP/am86z/9rRzbBQKu7WuffYhOpguJ/RnYVB+9LKpfn7lwR/pdM/6Q9r16r9q2rlZKv/6+fvfbbqmJbAJkvAsdSXk92XW5fVzrIbyrq5uN0XjhK16J1ddxlI8wRGTboKLtKtzHudr8IraCnBBC6PhqalbS2MtOrFo7QJTkrK9k5FmhsHAkIUVpnU1zssKWFrIIUyNAAETAIZHwoydB2Wjg0kipiut0J3PiVpts/AusvBLc4n3CkUKaJROAINHiSSch9Z5Wudo2pambbEdMPBB7lscZ611nWNw0jkMLwGKRMc4FouSpmmZz+edFHxkP0wqyRXjOKqrGtt60jTBORX8bNTKeOzT2pv7dZlAsA9QYonn6oMQibhhZf+bztUHC0DniLtp1bsOijoGRfllRJGWsR79grROAhsVwRBrL9eZIoT1E7Ba5AlJqhmMRE9nNp+gtGW8lQfwq9jdOWI4NJyflJTVOW+//QP29+/wEz/xZa6u5kwnx7z4wiuMt7Y5ONzj4uKSb37jm7SNQ2sZM7t7Yw7u3GE4HLGYV1jrmM/q7v6IQMsHU/D8YiYhxk1Fmqbs7Gxx/7n7vPTyS7TOs70zYLQlySEvr45preXhw4ecnZUcH8MLL9/h4HCLu3cPyfOMb3/722RZzt7BAWmWsbu3x+HhETs7u5yfX+K9Z39/j6IYMiiGfPjhA05Ozjg/P6dpWl579R6HB2P293fBe77zne8wGOT8tb/214I+kOHOnTtkWUaeDkgT0UvxOCbzCd6bLspLKUWapRsUi5+9fNZAxo9S9NM3WS2/8zu/w1/5K3+F5557DqUU//Af/sOV3733/Cf/yX/C/fv3GQwG/Nqv/Rpvv/32yjZnZ2f8jb/xN9je3mZ3d5d/+9/+t5lOp5++9k+Z8J/GMNwEKjZ9Xp+w+/v3r/2mY69O7Nd1SPrbLJ1Gb7+W2/Li/LAlsj+bAVufiPLdd9Fdpl//5d8/7Gv1GKvt0/8+AhXfva+2Y7yeeBWqey1ByuZX3CZqSEQ2JDrBbmrzFcfZ0KLiA9PSugprK6DBI6qqztW0doHzFaiGLDcUg0SUPIsEkxDy7BjSTItfhvaBTRGVYfksOhHdKwCRpd+FQRuJcjFJSppmJGlGmmWYJJVw3yiqdu1lQqbi4J+iND4wSc7HtAHBgTSO2xUWRXfRNGmakmUh/Xwq+idR8TRN0y7ixjlPHTIaR9l6vFoNI0bYAYmOWbIG6+zH+mdYgoN+ZuP+67o5ry921oSFw+q93y/Xx9HNbMymsbdS5x54Wn912+kl2F7eyWvMZewTBLgkqSHLEvI8I00NTdAd6WhfFHk+YFCMKReWq8uS4yfnTCcleTakbR2XlxNa26K1CiHHKScnx5xfnFLVJUp58jyjKAqKokDCrkVTpmkctgXbQNNAXTvq2tK2onhb101IDSBS/Xt7e+zv73LnzjZ3797h6GifwWCISRLms3lIRClqvltbQ0ajIXmec3FxwdXkCmMM49GYo6MjxqNxZ471XhYsiUkYjcZkmajhVnVFWZbs39nmuecE7DjvOT8/R2nNyy+/zOHhIePxOABu3aURAAnzruoK530n5ue9x2gdFhM/ennawnnTNn/S5UeZnz41gzKbzfjpn/5p/tbf+lv8m//mv3nt9//iv/gv+Ht/7+/x3/13/x2vvvoq//F//B/z67/+63znO9+hKAoA/sbf+Bs8fPiQf/yP/zFN0/A3/+bf5G//7b/Nf//f//efqi7PAk76v/e32fT5NiBz00B4FgC0Tjc/y76rD5dVP5TbgMmPNhBVB/rWQVAfECzBwFIYynsfQlr7dbNr+/adZFfZk9vqvQkIfprt+u0SJwcTVCi7K+/MO9Gs02dXVp1p+8eO1xVXt87Z7hxtazvHSecsWaKD86cW/xbVgha6vRhk5EXK/sGQokjICoX3lradkasBSZqCUWinMU5ULOOK2SSySkaHaBVPcMI1DNJCliEhu3F08tVRk6V3DVEG3jnRXBGgIKyEd5HpkJU1PVOMs8vcK7ZtO38HEKBkjPhJeK9IkhStNEmSEh1y5XgqTEyWxULS3jvru2y4McIpSspLLJDrNEBs67p59bb7os9uKSU5VdadDvuAxHu/4l+yCqCX4HcJhpcgPo6lVVZDddmUI+unten9bnpjcWkqFCAq3y8D9df6wck9t2RgZT/ZusUYSLMUYzwm8YzGBXmeMBpngGU2L9HGk+cJiTHSwk1CUyc0dQpuwP7ufe7fe5nPvfEl6tLx8UefcHl5iVKa3d196rphNm9QwPa2RRtPkohy7GKhubqa0raOPB+RJilZOhSwUrcsZhOauuW5o+dIE8VkeiHtZ1IWZc3J6Rlta0nTvGuz0dY2yhim8xkvvrjFl760z/nFKR9/+IBXXnmd7e0dZvOauq75wdvvsrW9w/7BAd/5znf55MFDTs9mKGX42Z89ZXt7mzv7hxwfn3B+fs69u/d54YUXOLhzQFVWfPDhBzhrGQ6HeOc4PT1lPp9TVRUXFxfY1vLi8y8zGIxx1qC8YX/niN3tAcNiyGxW0rYL0iSXFBJ/wiWO+c9S+dQA5Td+4zf4jd/4jY2/ee/5r/6r/4r/6D/6j/irf/WvAvD3//7f5+7du/zDf/gP+a3f+i2++93v8tu//dv8/u//Pl/5ylcA+K//6/+av/yX/zL/5X/5X/Lcc889c136E9tNk/SzfF7ff327TUBn07E2bfs0AHPTOfuA5LY6bDr3D1/UrQzKso43TQKb8/T0v1uaW5YOjJ8GoHyaa1zfdhONHq97lRKPq16/tt+ynWICvWWbrPezD0qibYjGsSRa2BcbRNO0FvXXJNUUg4TBICXLQvSKduCtmIOUwyuLVg4MklDPL51blY6GHd9VL05yxqQysYWXNipEKUXnS4/CdUJdvgv/NV2UUzDWIP4oMRsw3ftK/8a/O8dUOuEwEXGTrM2RKVFK4V1wxNXiTGpMQpK0GJMGkCtgS8U80N6HUOAIJgJAWBlbS4DvetpHCvHBWfdT6o/DOE5FpM5175sXBktAIsfbPBb74ysmnBOGKbJzsa2iH5Ds18/JJHgkRj+FukK4brWSidx1NgQfwI04K6epxiSioppliWRezhK8J6RNMBLuHcbq+fmUy0uN1g1N42gaT1NZFvMK5yBNRaCsqmqiI/N4PMI7K8dKkxVGYT5fUFct5cJhdEqStDS1pSpb5rMpbduwNcgochPyHMk1zBdzLq+u8F6SKKrAYBpjQv4mQ56nbG0NuJoo8Y8pK6q86qLTrK3xzgVzkiyo0iRFaUNd10wmU6qyoapE/VdrTRtMjVVZydjNUna3d8iyhNls1kV8zWYzYfrCM2+xmFOWkkjSOtcblz8eJuO2RdvTzvHjqsOfRPmx+qC89957PHr0iF/7tV/rvtvZ2eEXf/EX+d3f/V1+67d+i9/93d9ld3e3AycAv/Zrv4bWmt/7vd/jN3/zN68dt6oqqpAhEuDq6gq4eYK/DVzcBBJuOl4szwpENn33acHO8oH5Jz+Q1kFFny1Zj8BZThCue4Bff4iv2u9v88fp12HT35u2WV/93rTP8kGvep918ImAjjHpRbXEh6MKmYXl7zixRT+I5fV1jr/Bc79tRNSrbhY4V5OlohnSNhVJqhkNCra3R+zti1R3XqR43+ApadoKpT1ZrtC6xdoF2igSvfTfkHosQSPediapREdp+EISk+k4Qa77Vjga34JzOCShmsdidCorfevxWrKwSsROWLUDeBfYlZA6wK4yhUpLC6N0iALSJEkeHDqT5RhSKrA2YsoYDiURoW3FFFDXTbg+iRaybRtUXR113YYJsu3GVBxrfZ+Rft/3AaornbASUSPIxrG8vAf7+4m2TRLk85dmngheg8RNGGPBNyhMoBGspWkejhn9p5YAJToiL32qdDf2mqCmurxvosPw9WdNrD/KorWSfDlZwnCUk6ZgUkVRJKSpYTRIQRmMGbO9NWI8GpCkAqL+f7/zRzx5fMEv/MLrpCl89NEx1cKT5/8nWZZy7+7zWOeYThZsjeco5fm5n/sCi0XJfL5gMNhiNNihbRR1bXnw4CEX5xOuLiraxlNViqaGupJr1Brev2sYDQ139odkWcpwOGA6m3J+cc7u7g537txhMruibhph1ELYu9EpRifkWUGe1bzzzjtkec5ovI0xCVtbWxQDCUe/f/8+29s77O8fkJiU88sLzs7O+dpXv87rr7/JL/3Sr3B+dsHb77zNH337j6jKir/4a3+Bw4NDXn7xRZ48eczb73yP8XjMYBBD3C2DwYDEJJycnFJkI+q6ZlEuMGaGVjlpmnTPRSMri09d+mPyX/Tyo85hP1aA8ujRIwDu3r278v3du3e73x49esTR0dFqJRIJE4vbrJf//D//z/lP/9P/dONvzzLRPQ1E9H/btO2mz8963Fj6tHL/ffM28uBWwc4fV/T97eI5+sfpf/+jlM2grT8ZXmdR6CbJ9Yfl5lXlswC22z7Hsn7NTwMnS+ZEd74k6w6ydNv5ru37ICZGRkjbByYiiMRZ14Z62BA9Iw9d2dGitKfINHmesr0zYHu7YLxVUBTisGjtsh110ALRRlbQ0VySJNE8Jee2dtnOnWS+MSiju/BOv/SBDcf3eCWmFcnGG1pDuZ6pwaCVj9MoxPdoBrvmTxFYm6BmixL9FeccMWuzJPoLEvJezEnW++6Y4kCbglcMBkOSpEVrE8xHtpOkr+saax1N3fZYuT4bEhqRvsmu7+Mh/ar1Eog6F9gop9BaWIml42nPLwTRHEna6G8Txt0aE6i0OCKb4MMj8v105wsjOzg7A717JQIUUQgWhsy2La3t+770nguhf5UC3zEwSsaf0WSpCYn9JConSQm5byQEXCnNYJBTFBlJqjFGwGKeGQaDlNFoC6M9beu5uJjx9lsfcXi0x8HBLvP5VPxQwoQrztAKY1I0BucIIbw1V5c1V1cNdd3irESgxQuX/vddbiph/wyttUxnM8q6ZDAcMByNIDBGdVVT103HeDVNw/b2DuOtbbZ3dzHGcH5xiW0tWgkjUpUV08mU6XTGiy+8TFEUvP3uu5yenlKWJVdXVzx+/JhHj04k1cDlBPBUVUXd1N0z2hgTEmcWvPjii5JNO4CPO3f2Mcbw8OFD0mTI3s4BtpXx0Qki/gjlaQu327b5ky7P+izfVD4TUTz/4X/4H/Lv//v/fvf56upKBsSG6JWbAEcsmzrwNnDyNMbjWUDPTeBkHVwsv4srKYdGE6eIWPosgPfLBHfrobo/zABdv67bXzHSw3dOjOunXAKbmxmqH/ZGWnc43HScdafDLqzVLx/u646TnQ+A5tqDpE/FS9sHP42QJsC1tpuAvBdH1iQNgEgv0Aa2d4eMx0OOju4wHOaMxkXwFXA0rbRlghFaPqFzjBVwYkizJDjZicOhtUtThtGiV6ITcaLMi+HKOFt10La4GH5M8KNxYlLSKkURVv34qBIfontiPuSlyUcaRwBSkiZo79BOd+Mk+vzEUFjQIZJhyVZEEFEUBS7zGJPTNA2LRcliXrJwZfDpaUSvIkxIKvi0yBiIHhoumJaWx106DPdzHqnQLsHh1tG9x99jZE9krqIZpj+mNzm+9+/T/rn6LIhUenmPwGp0UH9cR3PBOtjqfFU636Kl3wsho+5gKNmNxYyoSVLxXdIm5HhKNONsi8GwIMuWySsPDscUueb+vefFXNn+IY8fXfDee2f8xE+8iv6i4fj4EfPFjJPj014bGdJkgPcJdWU5O7vi4nzKo4dzppOawYCgADyiMQ6jLEpJJNt4PGY0yhiOR4CjbiouJxNmsyl7+/vs39mXKDLnmU5mlHUleXBCHp6XX3mVw6Mjju7epWlbfvu3/6cwThKcW9A2jkefPOLs7Jw/9wu/yNb2Dt/73vc5OzvHO3j06DHWfp2PPzrm+PiSne2crfGQi4sL8iyXXD/OURQFw+GQra0tvvSlL5FlGd/82rewaD7/xTc5O7niW9/6Fjtbd3jj1c8zmYqY26AIvlf2Wlf/sZc/afblXygG5d69ewA8fvyY+/fvd98/fvyYn/mZn+m2efLkycp+bdtydnbW7b9e8jwnz/ONvz0LOHlWkPJp9n3a9+vg6KZBESe61W3jMcNqvkv8tqrxsQ5I+pl4N+mKPFOJlDHXQcUmJgWWq744GSzBVB+Eqe4l3zn6E+d6ue233lYBcGwGjOtREdEWrbUwFZ3LhlrWawWkxCtRyytaOh0SwEl496Hxer/JylkUWJW2pAnkmeLwaJfxaMidgx2SVJOmSvLMeEemE1AiaCYgyZEkoonSqdhqIz4lwScjgi4BAGJKMUmC0tGhlM7HBKURdkfGl0ehtEHyqxq0CZMrBgEf4ZqWXdp1pbAtOjApAQAaTWZSGZ+9MRN9LYwW3xPvRfckhpkq5YNpbLWHBQR72gBGmqYVOXq/dE72XnRJluPz+v3UBxb9fiqKYuUeXDdTro+j5RhZvQ+j02wsLgjWyXBaTcFgjFq7Z+L77QslpUT+P7b5etSSDixNP5Q8AtuiSIUxMWKGShLQRtg9pYThGg5zsiwBHFpJ2oH79+9iD2Bnd4e2aXnppVeYTmdcXE4oipym8UBKYgqKfJskSbDWUZYVZ2fH7Gzvs7szZDTYwduconhAuYCqhJqWSi+ITtejUU5RJKBUl+nXGMMgGdK2LbP5HBuSNe5sb1MUBadnZwyNYXdvt4tsOj4+5vTsjIePH6O1YWdnB9AUxSAAOcPzz7/A0dFdHj95wtnFBX/+z/8rzKYzHjx4SJ4XjEZbOCs6MMNBznBQoLWhqio+/vhjQADKxcUFJycnNE3DcDAM/iaWTz75BFzCvXv3MMZwObkkMSMGRRLCzBWJzrpn/Y9a/kVkTn4c5ccKUF599VXu3bvHP/kn/6QDJFdXV/ze7/0e/+6/++8C8Mu//MtcXFzwta99jZ//+Z8H4H/9X/9XnHP84i/+4qc63yaw8Kysxk3HeRpA2bTfTceJf//QiDVklJXJfPkQXWdQNr1+lLIEIZuZjyWFvnywrlQbYX+4BjJUdx3Ld3Vt/3jc1XbbzI70AUpUq43broOTpUaJDqqay+PA6iq3Y1EiORBZEXr9rhD/Di95m+T7sMLVge1IU5LUYBJHmniKXHNwsMt4POTOwXYn4uTrGqwLIbSKNIumI0uapgGgh5w9mF49QwiximHCIfzUJKC0aMh6UNFfBNvppESQopQBDUYv2zsqw6LCdSm/bAhPEAsL4KQLQRY9C5MIbe96gHYZpi395Ry0WLRdRkvFsdbvb+/9Uk4+hMFGtdbIblgrkVLLSX91nMTMvwKMIljwga3JOw2bTWxI//tYr8DJoBQdMLFW8gpFZmV1vPbvkT5QWr+/hA3rA5X+uSXFgJjIrgGTkJ14CcTFXNIBlDwN0VQh+3UXjg4Kh9GGwSAjSTR4i9YpSWK4d+8uicnZ3t6mbVpefOElJpMrsuwxg6KgbTyKlMQoilxy3pRlTVWWfPLxCTw3YGcrYTDIMHrIoDDMEriaBZE8X5IkmixLKIqc8XiIUrOu7cX5NacsSxnPThIf7uzsMbQtiUnQueHe/Xs0TUNVVTx89IiLywsGwxHFYMjrr78ufj9I9Jv1nr29ffI8562338E6x1/6jd+gbhq+8fVv4r2Yp5rGojUh2ijDGE1dVzx48ECE3A52efLkCcfHx7Rty3i8xSAb4hU8fPiQvd1DXnruNUxiuJpccXhniywtmM8v8V6RFD8+obY/reVTA5TpdMo777zTfX7vvff45je/yf7+Pi+99BL/3r/37/Gf/Wf/GW+++WYXZvzcc8/x1/7aXwPgi1/8In/pL/0l/p1/59/hv/lv/huapuHv/J2/w2/91m99qgieH1f5dJP55ol0/fMm5uTT+KDE48jqvc9ILI+3iUHpb3OTfPynLhsA2/pE4H28pijtHCcB+dyf+J/WBv1rWG/HTe3VBzHXzTHXaf34UHfO420U1dqskbH8LU7OPtDxwU8jskEqTn5xIhGHT0khn5IXGVkO+3s7FIVmNM7Ji8CqaI02OUkCrW1p2xqQbL9JYiiKIuiHJIHiF1+M2N5KGRJTkKQpWZqHLMCySvQe5mUpsu8+gA4rUvBimluGT8dMxCpcd+1bYjJJ6TgVhr8KjrTrzIJ4hEbdCx98K6K67NL5U4XEaWFC1q4zR/gQGSX+Jo75vKSqKqbTCfPZgvliEdgTL4ySEQDorKWsyt6Y7fc/IcpDBQCnO6fV6BPiEbNcjG7yRNAbHaBjsslwT8Wsi0pMb1pLCLD3msSr3rljWHdP/E3RpQPweIm86WnIuNYFbZngVG59dw+aJA3aHeI/FX2rujBmrUX7pjPvKBQWk4iOjlIOTyO5k5wOvidRqdaRZQIsW1uTkvYSFXrOTo+pawEA2iQcHNxla2tLZN6393HOUy4qLi9mvP3Wu5ydzfnggxnl/BKjTkiSAudgOnUsFnT3iUTbOtq2YTa/wlPx+uv3GA0z0A3We+aLBbNZxXRac3F+xWg04sWXXgSlmM3naK2pqord3T0ODu4wGA45Pj4RTtAktI3j7PSUb33rB+S5ZjxOef2N17l7956EUnt48OABTdMwmUzEsb22lItFYIQsDTLukiRhazRGKc/V1RVpmnLnzp0AlG3wTQuMd9BkyvOc7e0dnPfUTSWOun71WfVnZXP51ADlq1/9Kr/6q7/afY6+If/Wv/Vv8d/+t/8t/8F/8B8wm83423/7b3NxccG//C//y/z2b/92p4EC8A/+wT/g7/ydv8Nf/It/Ea01f/2v/3X+3t/7e5+68pvo0E0T3k30120syfUJ8Vm22fz9p2VQ5IHe26f3d59ZuOm4n6YN+p9vBjQRJPm173p8f4/C7url43S2CiLW6/LDMkw3A5TlCnmz34Gmcwzt2nL1GEtwEo4XnRYje6QCjb68knD5MlnFkM48T4IarGZ7O6coNHlOcBYVB8YkMUCKtkrYlGD+MiahKIpO5Aw0qm1xkdWIZp2QuDBNMwEoYWksmabLpTknsBkE3ZFuTa/jhLdUJFUqJmLs93H/clfHt+omRiUMihIn06X8vazqvQ8OuxEchjaLwFb0R9pg0hH9irquadoGa1s8EgZtUknEWBQZ1oo66troWNbHLB10tTaYxIiZTEmEYJxUIlCL48G5mDrABR+VpRmmf90+7OADmFXB9Ki1ZPw1OgAiI9vbzrnWdyBElF4dNglZwH3wK7NRjNB1DFkEKCo4pYozN2FMRqfeOB5Vl1Hae9eZTqT0wpuV+AnJNtLGWqvQj5bZrAyOyRajNcVoi+FgRJEPkOguz+X5nKvLBZ98csz5ecPpiWNne8H+3oSikAizpvY4G0GxmJqsFQaqbRtaC8PBgNF4QFld0bYCiqq6oakti7JmviiDI7CmbUVHqKoqjNHs7OyytXXOYlGG3+SeXyxq3vvBA8ZbKYeHQ+7fv0/bNAL+nOfq8pK2FTNiXbdUVUPbiwaLYc1KawaDAU1TMV8sMMYwGo1Cv3iscyhEpj9GNhpjKIoc24j0QGJy8DG1ww+3iLztmfk08/iftAnopvnmWcqnBij/6r/6r956AqUUf/fv/l3+7t/9uzdus7+//6lF2TaVdRbhWcw56x27aUXff19us3RA65+jk5++ASB571e2Wd92k5rsCpPSxXRev4Y4wfbbIP7Wtpud7eI5+kJUK459IDLN4bO1Rh5a2uKcRytZxccMwdI2MvHEc642QZjcvA4Pg+thxvKwjaG8vf16LMWKH4hcaFjtBxZA0+V5idsuwzd7ocRhA6HDVe+Y/XDl9Qk52ilWqX45qKyoRYLeobTDmJTROGd7e8z2zpjhKCXLFUbPAct4aytoTiSBMZAEY1FN1TmHdQ0KjW0lG60iERNMkpAiPh4xvLLIByRJ2omfgWTztc5jXXTiBUIkjfIe7aN5IVxvAC7RGOG8xqFAJWESFIxmrTAj1jlsjD/RCp1ocjJQYJIIRuK4D468LpprHGVZ07ZWwoStpbWOqqpompa2kSzA1jWgLHmRoI2IitnuoR7NXA6TKEbZYNlza1E30bS3Kc+OSQhjkg4wLO8Fh3fSp1p5EiXXEv2OxPGXboxBiLDSmkQnAk4S3Tkui++JZzadi+JuZJgcuGB+iiHDLui/RDkTuRflVRSZrNhD2mJtNM5Z2qamGAwYDAqIEWQmgA0lrJf2Cq3l3NqkJKlma3tAnmdoQzd2jREGZTq9oK4ts2kpoeBpRp4XbG/tYS3MZw0fffiI87NLPvzwAbPpgouLGmdhbyfh7PiS/+vJhNEoIcs0RsPu3gi8+L+YRDGdNlxNavYP9zg83ALjaWzDcDTmanLFg0cPcdaSDwzKQN00/NP/7Z/inGMwGLIoS77xjT/k0cNjzs+vODs7Yzqbsb29zWg04uWXXiZLCna2FS+8cMSXv/QFtDZcnF4wncywzjGbztCJYW9vj62tbe7cOeJ/+cf/O9/6/vc4vLPHeGtIVdUMBjYo4nqq2gTG0rC1tYVSmk8+eoRzMBzsYNSEk/SEF557hcxkLJqQyqFeAJrU/PiSBa6XT7N4/eMsP+r5PhNRPDeV25iCZzEd3GZ2WAcp/f3751rfbtPvtw2Wm0wZ8f1pbMhNJZ73WbZdMSttZCVi1tsYcLo0iyzryrW26Fb5qLX2UfShQXRcXT3n6nXc1g/L7VZ/W9c+6bbtWIJ+Iyx/vcYWrJ1HTCghX4234OLKW5GkCXmRMRoNGI4KhsOCYmBIU1AYjPHdefur6M5HBo/TDlrHMk/NMgGhVuIoiVfh4ZiQprmAFS2ABw/OLuXh1xmsa4g3sBpSJ/k5xun4rj1ct9dyXMoqXTI6G4xAmh4LoZbb+TjJBvARND3k3QXAK4J21lnJSOxdt5JPEjE/GRP9WnrQUgtrE+FV3zcDtXQe3SR5r7XCCV3SaxYfzB5RtC4ed8luxpBv1dOXUUp1Wi6JMR07poPjcowqMqkOPktKcLtDovV81GNRqMjWxGp5FcTWRNhPHLSl/Y2JC5Wg2tsTKZWcjIHHVAqjTPA9ETNZ2kndJ6HPYr85WtvStAIaUR5jgpR78Nkpy4rZtOLk+ILT0wvOTieUZY1txZE3SxLK0rJYNBjtcU7C6yUZZUs0neoQrTYa5WzvjMmLHGM0ZVVTlsKgGWPI8lScZWdzZrMrPHDnzj5aa8qyYjqdcX52zmw2lxxNVp5XW+Mxk9EEoyFLk6BbIu2tlcF6CVs3LumeX0mSkAWJ/iRN0Er8T5q6RinVibMJoNliMBggJiCDtVHaXkKTrV2G8XvEhKmUIf0xisk+C9D5kwYnP47ymQYoz1KeNkmvTqar+9wEUj5tuc28cut+3fbyikzJuvPeOiPRB2Ba646V6Ycl9/ePfytZ9nYMSzxXn3WRfehIBSnRTyM6wUYKV0wpUU9i2ZYa31MFjWniu6NdA0ibAcl6Wd92s/mnq/FqX8Sfb7RyyQZpaiiKoVyvctSNUNQpCUlquHOwy2g05OBwV5KH5SmoGqUsw8E2WjvKcgbIQyzNUlm9alFY9dqjvTgNiv9CChicVWiVyqSXiS9CnhcdQJG2hLqqadqWqrJY10rbXwtV3wxS+g0hjFZgFpzvmItlpuCllH2WZUjWVnkoO0RuvS8L39oW21qqSpiTqpaQy7pqAmCRcFJR5pRzopYS9wLgIjCOPagCAFHBBBbvlSWoWu3cZTRNBIbW1V3Idf83CVOWZlFBU2QJilwA1XSh6FoHM0kiZpYkjSyLgAF5yXgvBlpYLe+W/idW4bwK7bz0d3HhGrxTbG2NKYqiUyhFNSilSDNJ4JjlBUo7mnaGtS3gSZxomgyKlCRNyPJC8jzlKYOhABMJY5frapqaqrLdvd40Fu8VBwdHZGlBno2Zz2qOj0/5+KPHPPj4MQ8/uWJyVeGtALXhYIulf5RnNPQMhwVpltC2C1rbMJtPZGx4RZZ59vbg/nO7vPTSfXa2t1ksSv7n//mfUtcleZ4wHAzZ2h5zdnbBgweP2NsTUKB0Qp4XHNzZR2vFkydPOlawDdmNj47uUS4arBVTz8XFFa+//gZHh3dpWsvF5SWTyRTrHIuy5PT0nMePT7h/75Dn/7X/Jw8/+YT5bM7p6SnOWtxrr3NycsI3vvENfv3Xf52f+qmf4vxczEqvvvpqcDAXoUFRmG2Wt5mHum7QylJkRW9s/lnZVD7TAKW/Erpukrmdteh/7h+vv806w7Fpkrxp25vOHd+fxvT4wL/3AcpNYOQmgLLeTn2GZNX/ot8e0M+cvPxuWa+bQIoAIIf3utcerAAUrXUwWy1X5EqJout6Pyw/y/FXv1Zrvy+/u2n7/mfv1kUI4sS2qQT7RqibNjpEQSQobbFOrlNW1B7vW+q6BOXQ2pIVWjL6qmV4bFypRmG1WGKeFkmGF9glZVAqkYgFbciyHK0l9DhqivRzJeHFnCHV7mluKLXEJT2MsmRGVLdaj2AzRg5FsLwiZR/YExNYMR1W3k27zGYsoGbpVyJROMt3a0XbwzqHc+KYG8GS+OhAEsPsCRmYlUIrE94Rk4ox3bgSMMHKq7t/iKyS+NeoAIKWvjACUYimL2Kb9BtNyf9Kdf0YWYxoOlxGzKgOyISAr7CNEx8X7VAu2ImCKc47ibzCSRSOnFJAjkjQO8DS+Z54iw7njcBLwJw4uRpD54eSpoY0OF0nwXk4Xq9zwezUe97leYYKIccex2w24+pqzvHxMWdnF1xczKir6ECaheifHO8FuENkoERYLbZimhhsOGcxSNjazhiNBwyGefBhUlR1S7mwVLWEv4/G4bmjhOETx9wSbRR7e/vdPSD+J0033o8fH3N1NeHgzj57u7uMR2Nsa5lcXXF1ecXV1SXJIOuE10CxWCwYDg1puuq/1rYtp6entNZydHSE1prpdNqJvOXJAO8UZVmiSUiSYsnkah0YsKR73v0wrMYfl1noX8TypwKgrIOOFR+OW0DGummmsz1/CgblWUHKbYDkNiakHzp7k0z80wBKv636r8io9I8j/iXLB/v632tHpT/TyfF6tD5ACO3r565Zr+NSFfXm8rQ+eFpZbhMmTtSG63lqNYjy5VmekucJzmmcb2naBeJMWbMoa5rTKYOBmHiOhvsMhgOqxQLvJFusDg/DJBH6GC/1GQwGgc7O8E4S1YmyZkJRDEjTjKIYEjOxOuepyjjpt+FaNUU+wOGo5m3EGHL1sWtcmMwCXxDNQB1LELIWK02IAlp9xfk6arOowDQ4Z7Gu6dpWkuw11LWs+qtKnBfLsqZLwGddiCxq6CLAlPiH4BUkPZ8RE/05IpDrj2Vx7I3igda2gY0IbI6NmZeBoPSrtMPo64A+tuMSqPUHhwtAwPXMSWZpilL9kN9lHSNwdl4ifmKCQWs92ilscB4Va5MXnyobonwApSzQ4n2Dd2I2UcrjfY3WaXAY9lirJHJJEfxKFHkuk22eiTpsliYB7PjgmB2i7wJWMsZgtGa8tUWaZtSVpSwXPPzkjLPTS977wUMuzhouzls0mjQxDIttjMlITEHTWKpFGUyhKjAxlpj0cDTOcb6ltSUHB0OO7u5xcLjN1vYQ20JrhZ28mnouL1ta27C13aCNRLYprWms5eT0hJ2dHb7whS9QliWz2YwHDx4wnU55XifgFF/96ldx1vETX/wc+/t3uH//OU5PT3nw8QN+8M47XE0nbN3ZYXtnh9ffeIPFouT8/Aq8kog5JwurLMtompbvfe973L13xC//8i/jveett97io48+oiorXn/1cyhlOD25Ymdrj+fuHnagR8x9AAm425dEf1akfOYBSv/9JnDxLGaapwGYdUr8Wfw71v1INoGKzfVYBx2bGZSbjheBzdNMQJvqu/57v43lFf1RwsQQk8epTcfe9PfqdtJGT++bTXXr1++m/a5vF30bovNtpBGe8qgIK+wkNYxGg8CUWBblnKYpcb6WFW5wfLUuhnSWbC0yskyyuiqVigS4XoaJOhdl7E23WsMLuyKOhQlJEqN00hCBogIzYXtml/51Rd+fPsPUNUGvZ/rjPbZxbLNlXy/NggIgYgI+mUqdtJ9fdcBu27ZLphY/RwfrOKaVAm2kkkkSBegi8I3MjO6k4rURQCfvIVJHKhvA8TI6QmmFdxqUQ0Xc4yLLJdcbhey6cRBD44WvCe3Yp53kPebriT4oiVHC5AQTT5eUMTAnKIGAMiaje7EAHWEYbGBzXBe67CMQ1KCcx/kGCTxpUdqTBMbE2gbjQKmUJFUkqST8UxqsbQJw0l0UkfcW51qs1eI0ayLQTMV/JjXBh8aQBoXes/NzJldzPvrolMnVgtlMzBajUYrRGZoEo4VtwRPMXL3MzMi40ImM9SzPcd7QtC3FIGc0GgISVfXg48csFhU//3M/yXRW8skn59y5M+DevTGz2ZSqLnHOooC8yNjelvw8p6ennJ6esr9/h/39Ozjrubi44GoyJTEpOzu7zGZzHjz4hDqYGkfjLbzSzGYzsqJgZ2eHum65vLzk4ccXVKXn8HDEcJRz/+AeSWIwSpios7Mzdnd32draYnd3l6qqSLOUumx48uQJic4ZjUagYFEtsK3Be02a5KAVbePC8uDPyk3lMw9Q+iwAXAcpcbtnpdLE2cx1f99Ubjvepsn0JnCwGUCE37rtw8NqA+BYBynx774OSn/bTf4rm+p/k5koTlrRp3WFqTL96990XK59L+292h7r7XPb5+X5rtdnU4kTbPQbWB6k++fWkqaa8XhI05RUdc1iMWOxmIJuSRJFPhgADutqWqdpWsPOvCDPYWe7CNlj07DCF/OLpJDPrgEUpTVZmnbgRMJMEzFvEBxh10DK0hGUcJ3QEQBrJp1eq3TXLhO379poGX4bAcrS/BO1OrwXE4kkDbQ9QGKvARXnbMi0uwxl9cEB1HuD8bp3blDonpNp/5UswVjoVx9YKGeCQm3wv0KJA6mMNY+OSQ9ZmtS4BkL82t+BZQqIwTkxTUUWR0w5IRN1iPiTdqO7VohmlDaAjyDKFvyZYq4m7T3eBFNgcMzVHpyrqV0r0EkLy+Gcpa4rEicMi0kksiTPE5RWzOctUZdHBxOk8zawNeILpo34gKVp2okCpqn4OVnnqJuG05MTTk+veP/9E+rKU1eQZylb2xmJHqHIaJsEbxVtK/XOMgE3SoHztSwMkLFUDCQxpmkaBoOC0XgEwGKx4N0fvAte8a//a/8GdV3z1ltvMRoN2d7Z4uzshOl0yuXlOc47xuNtdnZ2OTg4YDqdslgsePHFl9jd3eftt9/m4vyCBw8+YTgcsb29y2Qy5eT4jKIoSNOU7a1tkjTl8XtPGIxG7O3ucn5+yeXlJe+9dcHjT2b8K7/6E+zsjnnp5Zco8gINXFyc8cnDj9ne3mZ7e7tLaJtlGYt5yaNHj9jZ2me8NUYpmC/mOJugSCiKEQpN21TPPC/F8qOYd34Yc9I/7/KZByj99/j3uqllE4NyE7sSP6/v3zdl3HSumyb2mxiUTWJqfQaFH2FA3ZSnaJ1dWS+iq7E8ddxWbObRz0FCj6P5acnyJBvn+PV7av1zTPbWb4NNwCt+Xj3WdV2VTe/xbxUW5qqjCdZn7dv8UERS/ez8TBKvZQnb2yOKgaGsJnjfUlULPBbrKgolIZlJJkJZeZ6SpSnFIKdtG6bTOmQA9hgzIs9FWdJaS9225HnOzs5OB0xEtdTSBkq+7ehnRdS06EwqrRUHSyVhys7375HlC6Jo21Kqvd/mcRGQJElgaHww47T4zqEzOlXK33UdzTdL4BSPFUGY0Xr9bhIHxLWFhUJ3ydW6cPEOmKhwzdIWIMwD0TeDAM6UMCna6ODfEXwZ8CQmCQ0hnLv3dH4c3kemJZhZY2JIhOVIAijRSnLZaK1Jk5gTxwTM67t7iQBKomPu0g9LdaHMQesQbeIKgM4HRiuDwtDUTfDVafHKYrQNKsVG2I/UkJjo69WAV6SJCiJ1gSFJDHmehfdc+iQxwl55cbb2wPHJKZPJlOMn58xmJXmmyLOUZHcgGapVQrlwtG2FtQ1gyAcDnIOmccHfJcX7BFExblDK4Z1Ea7WtQ6uEPBuSJjnGJFxciAnwB+9/gHeWq8mEre0xh4eHVLUk7FNaIqGKIsc5xwcffMTx8SllWfHkificHD95QlXWPP/c8yilefzoMePxmN2dvY4BfPXV10iyhMPnj1Ba8eFHH3F+fk6e5/zSv/RTjAa7/OEffJ+TJ+/xuc99nsQYZpMpZVWS5zkffvghH3zwAePxmDzLKdIheZbzxhtv8Mabb/D6a68zGu6Q5xlVCc46ZtMpShk0nz6M51msAX+aymcaoMDNiPImAPJpt+ltDb3Ij9tMSevbxHOtv9/Mhmy+zk+DgNfZkvVz3lSUVmivWZpd5KEcV6BLs5U4+kVmR/a9iTVZvY71sglMrdf3JmbkNn+j9fbofeqASodM+tXqJRLs74MC6yyLxRxjBphkQF7kJCm0dh4cQVugxfkWSFDBT0BUaAXIJYnpJj0fqe/gv2ADYGnblixLyTKJ8JHoKAkd7pt0OkCtRb4rhuw2tsHhUEFNWweZ8O5a1aYxECfkHkhmCVKk60SETYBEBChtZ9ZZNTn57pzxGDH8MjI98TcZByGzLX0HbnGgvv3+FNNI7CMVgKiXnwCF1wrlYlJNtQQowb8lXndcF3gvviBS/x4b2fmeBDNOMOUkSWBQ0l6Ic2fOXDJTGjENStRQXPgEgbfoTOoVesXMJcXoFIMB19K2MhYVVkyLhpAE0HSmMu9Ey0WxrJ8xmsSIU3GWJsK2ZFnHTHXmOWtpbMv52QXnF1dMpwuaphWTo0kZFAO8S/DO0NQLiZhRDq2kHtJuljw3FEWGC/HUbStRXh2L5D0oHcye4jxalo7ptOHk5AytPVVdobRhvLVFnueYJOkQdtQSuri4YDqdUtcN0+lUMhZPp7jWce/uc1hrefLkmNFwxM7ODrPpnLpu2N3dZTgekgxT5os5T46PKcuSNE159fXneenFV/j673+Xx4/OaYI+T1mKiSnLMh49esTZ2Rkvv/wyOzs7eO9Js5R79+5x7+5dUZnV4tTeaIuzUNc1WhmydCle+mnKZ5EJ+WHLZxqgrFK8NwmsXaf/+/vGbaL9Pv52fRAoYnTLpy23reo3b7M6OcTSz1rc92+52Ryz2Q9nXR+kf26jFZjlg3HJ8kT2xXbbRqfEtStZm/yWq9VN1xvPcZNJ6mYQt2yfmxisjcejN5HJAbpqLxuQG0uaJozHAwaDjCxLqJuWuikpqylg2d0fURQp2ztD2rambSs+/PAH/OC9BoNjPBzyC3/uKwwGA3Z3dyjLkvl8gcfR2oY8E6//olAUedGJ5llrO6YEPNYKm9NnLERUTCbIPE9AS0I2hzi26uAYvFQe7V13jzGIQHzJjAGx3YLvRNdvXhwYbYjQcXZpuoLVsea9X6H9+/evUteBefdbrz4uTGrOBkdV54MJgY5tiCJ0kifJhH10LwmmB286+//6+IptKWaXACiQc8s5HCbJyPMsRG4pMYloIxEaaml67l4xZ49T5IXpTEzrbdAJD0YTXQ+oZElKYhJOntRYW1PXc5SC0bhge3vE3t5Ox+S0bU1rW4ajHK0VeZ525qgk0V3UESxFHSUZY8N8PqesGqq64epyTls5BsUWRa5Q4wRjJFLHWrBtkJNvHZoUbRKGxZimbZlN5xRFQTEYdGCkrlOapmE6E4CSmIy2cVxdzSkXDSjYGovS75MnTyRk/+CIra3tcB7LYl4BqgM0aZqxt7fHyck5Dx4c88Ybr7K3t8+Tx8fMFlO+8Y23GQwKnn/+Dp//3Bf4C3/h1/hn/+yf8f3vv8XXv/YN6qbmfHbKeGuLL/3klxkMRihl2N3dZWdnm5/7c29werLHopxSFIYvfOELLMo5l5dnXFxc4JxkYN7f22c0GjMajvnJL7/E3u4B1loSI0BqPBrgnGI+r8NY9KjbHjZ/Vv50AJSbmIx++TRMyk37x3PetE+/XuvnvInF2MwcLB/Wm+r8NLanW1Xf0j7rdVrurFhKsq5ei6x8+5+X4GW1gpvUfW+O4ln/TpifQLtvvL4lrrh+XddNcdeud4VBiXVe2WPjeUGc/yQhn+7s+stcMgSJe5G2ripLaz3z+YzZfEo1rxmPhnxhcoXWiuFwSNuGEM4A/qI5RcKJo6hVbGM5l7BZUk/nBBhEk1uiEmJYqDhXCl5USrpWxoS/BsICBKUPTvp9G5kDF9iETgk1gL7OR6oD1xEML6NspKz6dy39ZVb7QvX/8HTXF81RrZJJP6YI0i5cIHGs9bJ7B+YkiBnTB82dzk/A1c4vNYU9oDsQsxxLqtfPsf/TVOTs01TYrijKFgGPc17E1yxkWdJjlgJL1I3nqE7bZ5cEmGYmJdGGJNWYWiE5gLTke8oz0jwlCeHGKIvk10m79u9y9qwwoTHXkA85aOrgT9FQVg2gSZIcpYNvEEmIWEokSkh5CPotWqcYnZBnBt1CaxOy3JBlQYTOi1ibKAxHAGtw1lMuaupKTJfGKLIsoalr2lx8s+q65vz8gul0RlmWkj7AiGBaXdXMZiXew2g0xjvNfN7iA1M2my26oZWkKaPRCK00bdNwcX5BWZdYLSyg0lEF2Xf+XcXAMBynQYpfkne2bdIxTm3bLk1kWpGkKbu7u4yGo9ip0uZGJAHkAR/G9Q/hJHvbXPanrXymAUos66Bi00r6Nial/3efnbjOyFyf/DaxNj9Muc4S9FegSwajX6/+hL7OpETqc9M1bwQm3Y+rAOU6mOr7ndCra+/4wZjfTWB+GS69LjYnRR7Cy/pIO4sjXzQTxHPDkhqXbVf7e5WmX77C96GuUR10yfZsYFL6pdNBkf1MosnylB29xWiU4VnQ2BLnGurGM19ommZB3SxYlDOm0wnf/+6cxEx57vnv8dxzd9naHqG1pyhSnGsoS8d4vEWaifOeaMbElXyIBkGce+VyRQ/DuroHUMQfIs0Myiiqsu41WZjwVRjHYU53EViEvvMQ1Fxdb4y1YaKt5beoBOtCaKoBQ4J2MYw3+oysApQVx2SWY70DjfQVgfv9GXLVtOKcaqzoiFhrMYkmSbMwHlXvfliKDPbfly9CZmSHXmGOlmHA9EBXHIfgyfOcwaAIzrE6OJVqkiTtQFncJ5q8hFly5Plub6Cpa5NNbIfVv5VEIHnY3h6TZQlpJufe2d1mMCjIMh2E1xJ05bBW8kFJuy/7YZkwM7aHmA6rqgr6NFFcMeXwYJ8sHTCbS9TLfD6XcG0nyrJpqhkMBJRFSQJna1INO2ke+l+YGRlTNa1tqOsaUKRpQVVZjp9cUFYlbdOSZIbBYIhJE6x3XF5e8uGHH3B2dopSksfqc59/k6LIOXnymKurOR99dMbP/dyX+Vt/8//D//A//G/803/6Dd54fcR4PCImMX38+DHvvPMOv//7v88PfvADTo5PmJdzsiLj1//S/wOH56133+H09JyHDx+TJBnz+YL33nuP2XTKvXt3KRcLPvjgA+q6ZDafcHp6ytnZGbPZjMWiJDUz0iRHKfEjStM0gFXx62kbz3y+QKEYDpJrff9nZbV8pgGKig/bOGnDKk+8/lv4/aZtN7Eh6+frMxubtnuaD0r/71uBQu94t5Wb0PSm6Kb1/Vb/jhP0ciW6ul18qCuWE0ssrteU0ZSy9GfoJiG/vjKM17hkROLnyJIs39fbqA9SNpd10BfrFSfEmM129ZjXjrJ8Vw5tIMsTtEHy7wSTR5JqlDGYhJAl1hES/C4FslKPouH8/JzBIOXi4oI0TUlMRgRgIveeEKNSICq2BiDqfGdSISQbLIqsczQ2wbmyaWpopd7dxO+XfIi6do3XQeYyciz4mfT8TdZ9YHRIOOiURysX8uHooOGiu/DhpSZdH4wLA6NCfygVQ4dD3bwkz9MKAc8KAUDIu0ctnW69CpFCPqygveja9sbgEoR4jBZQE4KAWYZab2I2l+2UZYmEnAbH0zRNAlBZRhdFUKQUHevlvYSObxq5vvfv6pehfg5wnuFoSJqlXdhwMSi6rLsmCaYrpUBJhE4EY+KrZAIDKLmCVGf2c5jEg9JkXqMTT5JCUQxJk4K21WjV0qQtVrsuD1BUvY2OyqI67IjJKSO4apoGZx113dA0LVVVY0wSdH8kn02aSOh4PkhQRkk+KiWMiuSu0gxHQwZFwc7ONlmWMZtcUZYN0BKF/nZ2hty/vw9emCCF+DzlWUpdlTx+/JByMZP8SkbG0YMHJ+hExmtRFOzu7DIYFCSJIUtT6iTBtuLfcn56Rp6njLcGjIZDdnd3GY+3GA2H3bWenV1gVM7hngljMujwuBjdpPodzNOeZf93LZ9pgNKVHnLo397rXe+5PizWt41/r/8eHel+1PJpwAmb6O+uLqs287giiuU2BmVznQKV7H2n+BjOFq57yeJsOl7/4d2xJX75kF6/ZgFQhIlJjq9UZIh873Pf96EHFlbe6eq26RXVT4msDkFoX8Gqv4xiJaonOl7Gl7Ikecbu3hDrGxq7oGnmWFeTFoqUlCxLMEZhUkCr4Nw3QBvPcy9Maeqajz/+gMViQp7nHB3d5f7950K/OhaLKdY24eGYdA9vow1lWVI3NWVZymRkDHlq2N7e765gPp9TVRWXVxdY5xhsb4njs4rZdKLGhxdnUh9YpK7/Yn+Ks21kTpqmxXtLa5fmpGiuEVBkUFHRto3ht1Jv01u1R4CyZDVEjty56DhLJx+/LDGEWMxTxils8KtpNYBGq6Qbq0stliDUpgMz2gYmpgecdRrMP1xfDNz2OWaYlsnedGG5aZqusKnrzsMKGA6HvbDtOE6XzOT1e0auy7aSCfhgPEYpUTuN/dA0DfOyDNL8CutjIkeDd5JXJ1GGRKekwbdJlF91BzDSpg6OzeKzg9coleO9wbqUJGkBMas0TUNVlVRVzWQyoSyrMC5jegRo2yWbKeeQZIjWemazlvF4xOFhLn4qRYFnDMqTFiJ+eHL6CJMYRuOcwfAOB4c7HB4eSmjv1jYgWjDD4Rmz2RXOLXj77bf5/OeP+OIX7vOP/tHv8PjJBXvbCcVwwN3DO9im4vvf/UO8cwwGBpMVLMqa/+8/+B/Z3d/hL/+VX2Zv9w6vvZKyvb3NYDDg/t1DLouMqpxzcvyYr33tW3zhC2/wq7/6r/DKKy9zeHDIG6+9zs7OLsfHF8xnJX/07e/y5uue11/5CRGea8Sx2XvF7t4eeJhPl6anPyuby2cboKjAe6/NMT26hM45IHz2qC7E1If5qP9oVoH+9t3ukVnwK6xE/70PDtZ1Rvrb3PS+6bK8D173ydIift3ccv0VyyZQsFqWdvjlT4HxCdoNqyvKeLzAaoRNOiaqawMfcc6y7YMiKd4RZbXFuhJFvxo8LSGV6+oLz9KxtXcNPRzR1b8zDYSVeLD3qtDPyoessYh9PipnxsgPyXzi6aw/QYQrTSTxm0kT8oHBUeJ8Q+trHCWeBqVbATRa/CKsB+sbPBaTCOuyt7dFXdWU8zmTyZwPPviIpmlJEnHIGw6HwckRmrYEUjodMaW6aI1lMjgXwjmr7uIjWE2TFO1dyNSrOlKs82hQ0Ibf287ZNubF8V2jRt2Spqk7B1WlFSZNlgqzToTH0gCkBoNCzqM1Gt0TVFsCQG8iGBbnc48RYBwA6up9ISGzToHSBgeBGdBo+QQ+CUNC4ZTFaZEQdEF7w0eQ5pWckwiGA/wNfisrekO9GkT2RwW/GJGWN12EVXyJyUZW4gBeg9EOnwTHWyA1afecig7MBDAf27TLsOydQMogQGcd0AjlaAOjFhkhrRO8V7TW4/2yPsZAkuQkJiXLC7KsIMvyoEassG2DtS3zuThcz+dzmsbSNpa2VVhHyJkkmiuRLRGn2pZFWdHWLXXdENVx6d/CKOra0baOkIGBNDOgLNPZFSaBcTpgvDUkzRMm83NQni99+U2yLGc0GLJYiEpsmmnAUlYzRNZ+RlkuaGoxc6ZpwjBonNy/u0eRKe7sjUhTQ55pWttQlQ1FkZGlKaO0YNQMuHs0Jc8zjh+fkqaSCiBLDMNBxt7eFkVh2NndZmtrwGTyEnt7W1xdXZKlOePDMW1tmVzOcA2kpmB//55kfG5BkZAkmqqssK2nXMzpp7e4iT25aVHZB7C3bbde+g7Zm367rdxsVfjjZX4+2wBFy03og6MWYXKJzGKM6Ze/w0rEuW4t7nvbsv5d/BwfeyrmHJHST6h3E2hY1zmJoKSftG/VF4MecIk2zOTaOW46Zyzr517f9qb94lUvgUvclmv7dLtF9iUwL90+0kEBXNA9LJf+E8jTG0fT+iABb+nyy6+YVnzo3l5dVf8BKF9EbkACXQTgSf/pgJtE+dah6WTV49gIbI3zHoLSqUZjtFDOSWooRjmJUVg/x9LQukrAimpAS3ZWUa13tCHCxbkWkyhynXB4uEtVVnzw3pzLyylXV1OqqiRJFINBzs7OFmkqOjR1Pcf7lLwwHarQxmG8J0nAKmgbET4T/QnZKDpfZrlE/1RWIjTQpmMQOxNKUBSt67KL3mhbS1O3HSMAMnmXVdmN2TTLSLNMfCpaCa32zpEaMIlhkOdLU57vP34j8lvtYhV8ldqmCTmS+n4oS+DlFJIVF3BGxmOihKlzTiZnT7y/ZHvvPVYLCHJGC5jyqruvY86axkU/EYJvjQfXAylKIQkUw7NA6yC7H9mhJThRSmN0ujIhRGAo+LwncGeX95WzLmSh7ifmDEAFjXWiZ9O09co9HlkWk2Tye+MDcIoS/Jo8z0kSSSyZZQVpUnTPmqpc0Dae6aRhOp1xcnLCbDZnPl8wX1SBPVsyPRJ+LS9rl387260pZMip2H+K+dzTNJ6igDRVDEcJWjsur84ZjFLSfI+Doy22tke8894J2sAv/srPkJiEclFxenrG8RNHYkT0bTYvaeqWyfSK2XxCWS7AewZFwWg4IM9yXnnpkMM7Qw4P72DblvOzE+bzmrqaMB7uMhoWjLa38d4wmdWUVcMnH30iJrvMsL014M7+FgcHO3i/xd7+Dk3TMBolVFXD+dkJL7/wCvfu3ufqcsFsUpGaEXkx5pUX32B3Z5+2IZgDM5wTBrS1DqMNeTrsTfDPLiPRjzjdtM9tYCLe008LAun/vT6PbPLnvI1tfNbr2lQ+2wBlQ7mpKVZBx237+2vbxClXJsS4stzseLfJCXSTOaTfsesmm9i5ukuiF1mJ2yOH1j/Hc93myLvZl8bz9Ja6Xm46/uq162C6oZuotFIS3ixrezr/i4A2vRMfDK/UCsmiuqe+/NGXao+rygBLOyTqA4xR2siqW7exYgIKCYq4CpJUGCyTeUzi0KYBLV4hjhalW7QSc5EywnwkaRDUMh7vE/AiSuW9J8FgW8+wGAOQpikHB/vcu3cUBKcsVb1Aa03mM1COts1obQ1e0QYzQdO2AgalgVGYZWOGWTCOy+ib4fwyKiEKqNWNOLriHUYriiKXMTwQATNtjOTKcY48zzoAr7QCrYNZxqBVgteewXBEEpgL2ABOAsjsjwjVG2fag7VBXp9wntifWjre2qDVoWScaCsGO++S7khRNM458AhY9B6sW95j8T43EcQ63fliaG3QVgXnYWHi5D7t5wQKeiNqNZlcfAa0bpnBdnk7RQXdOOR62Yyd9IMCjBJ9FRnHAnwc4iRrPZJeQsUQ5HgC1f1F7znlAesc09mcqEvTNsJmlGVF27TMZqJxMp8LUC3LEttaAZ6eLsoMou9O/x4T/xoA74zcg1ENmNg+hjRtg2KyqFDnuYQ6J6miKFJM4pjNL2nsjKqa4pXjO9/5Fnmek2cDri4nXF6eYxvJrF1XDW1jmU3mNHXL1tYWiUlYzOZcnJ3RNDWL+QylJGFimsu95twOzrVMrq6YTC7Y2tkhSTPyVKKTttKCNDVkhQFnOTs95tGjj6mbmhdffJ40TRkNc/FnySzT6YT35u8xmzQ4pzk6eJHhwDMoRmTZEMlGLgukLMtkQR0cyD9L5UcBGT9K+UwDlOVjho4yjX93q/4Nk+xKY/e2ve236MsQ/77NxLL+97Xj9so6Yo0PAgiS50RzxbIeN4GTTWDjtjDjm/fbBFiu17cPejZd06Zrjr48Qq3Lg1UpQvhydF6WhtceEfjUy4eiI+CWeGytibSJjyDECwyJoaPLKVEFRkehvMh8+7hyUbHV6XwlklQErkwK2niUtqA91gdZcmUD+6I600ySxiy2oaKB1VNAbgoUivFw3K1qt7bG7Oxsk6Ypztue/4as7sXnwy8T3jmHbeP4iqaF2B/SV2K+CKG2xsjkbG0w5zSd9HzbBqYg9ONSo0RhdILSmqqSCT9J03Cc4PsRVnExG7NWkGeFKJjadg2crLZFf1z19WR9awPDEwDLip+G6sCND5meZWIMvRYYIo/q+bUYUdDVVsac7YGTCD70clw6pfAs8w/F6CZFZP+WLEnMWrxMLRCdYKU9bT8juPMBWAszZ7QI0vWzhsdQ7W6kSkN0Y1oFhtB5unpIHiHVtVfMai3jRSKGXBg35aLunFPnswXzeclkMpXP8xJnRUQtjqN4PRLyHp5DPVa1uzYgpj/AJ+A13psAUkJiR51gtJiItBHncWMkN1VeaNJMo7SnqubUjadpK6xr+fjjDxgMBuzvHTKfLairkvm8oq4aFjNJOlkvLFqbzq+nXCw4OTlmOpuwPR5TFMIkaqMZj6OpJ+G9esHV5AKtxIk9hggPx1vkRcJgkKLwzKZXnBw/oawWbG0NGI9G3LlzB2s9RrdMr0pm0ysWMwck7O08B16R5wPSNA+KwtKPSSL9JdFhf7ymkZvKbfNE/D1+vmnOuok12bTNj1o+0wDlx1GeBVR0Dx1rV7bd9NoU8rvZlCKlH9WyCh6WWiYg085NrMj6e98n5qZtNv3Wv+ZYp5sGdP/39Wu5Cbist7sKgEQbA1482+PkQQCESgsqiW0YU9b7gHL6BHoHV71ebtNdU4zkEkbKKYl2sIHdEGVUwkNZYxJFlhl5zwUwaCNhvc43AiA0AkxCuGVUEpVoDvk+MSLrrpUmVSkhrhcgOFUmYTIUdkMynkq71nXFxUUbW7cDafGz0TIBKKMgrGy78N8oG4/k/YnZjkU8ru1+J7ABKug46BDl0dQCYGICvhiJMJ3ORGW0bcgLodLzvAiAa4BRCp84YlzM0qJzHfQujXIBCGiNDyl9w/wcSJcIuEJ/OZHz985jQ98qTNf/orURJPi9pY0shVVi3vM9Jd8AQqyT0GJlYxqH6Fy9HF+KvsCh+DKJj4sS+4Zachp4H8TZYsST786ZaMPS7Ezo1PDyvvOHWraU+E5VjaVunay+lepyMnVMo+87CNslY9JaZrO5gNwgpGeMYzRKKQrDcJiF6Bu/Msa8h6ZuN7DBfb81uvHRARNvUMpgdAaBBS7yHKMNxTDFY7m6OsX5lroqWcwNs6khLyTZYp5mOKeZTab41rM7trz4/Is89/PP89PULBMAAP8ZSURBVPjRMRcXl/zg3Q+YXE0oZ5cYoxmPtzg5ueK7f/SA8VgzGiX81E/+JFlW8I//5/8TrR2vvbbPyy+/yJtvvsbhXZHNf/z4jMl0TmsrlEoZDFKef+E+X/jCGzx4+AEnJ4955dUX8d5y5+AO29vbvPrK6zx48JA/+vb32Brv89xzd2gqgzE5n//c5zk6vM/dw3ukaY4xGbYV3562FTNiU0sfZsk/P5ASy03P7NtY8B/2XD9M+VMBUJ6lETZt88zgJG6zdqPexqLcdPxNNr4VW3X33kOyhMn8FnDxrCDjNufcsAfdlHILOLmt3MbarGwTrkuHeFzvjfgjAJ1qFh6v+9R8D6CstWeYKvAuMDTy3O6CVLqJMq5Ow4o0XjWBydG9sEaTiJOh1hCl/fFW+szE35cAxSRRxM0ETQpDahIBKd508xC9+i8nsejnEMJjrcdaiZwQahgi47Q6YQYTj4eo7ivOraCUDROXpe8A2m+7GAoseXIkBLVRNqz0pL6ttcEMsKC1LXXTYkxKnslKMUlMlzNHQo79cjR1Xd8fA0twEqdgvBd2JNart70L16Ws+JMoAqh0MoYk8Z38J3ocqstajBPlVqcdwbWkG0OSvA+8EjOGCWYMpZwABS81kSr3VXGlTSPz54iByt1gFJDU8yeJTuSKGLm2ZgIjgJMIyAjAI4xtay0uADgf+1/JybwnJGtcBSjeExxaq848SgDjUVHWBJ84cY5e5ioSPLXKrMh7/372nUJvv3Tm1wC2jNGkSUKRZzhsyA8lQoPOtuKo2waHY4QlytKMNElRSlPkkmn48mJKYuZk6TKBZmTa6rplOl1QFAO0NgyGI7KsoKot0LCoSqxtUcawtb3NFp6T00uscxJyrSWzczHI2N3bYTrfpq5nJKnHulaeCUaLKF7I8hwjt1JTkCYDtra2urw82siCxPmeunJkp3qs7rLNrrMY/c8/almfnzax6evlaUzKTXX8cTnP/qkAKLHcBC6ets0zgRO/ZFA2bfM0n5P1sqSFly9Y0tox/0d/EDyLCaf//fo2sS7rGimr9dw8sJ52s/SvoX+8TYAoTspxJaqMQasUFRQmpSlDNIfvP7Q9TsekbtdBYSChuwywcZIU9ilotSgJyzQxiRzhgWxtMOtILpEsU2SFloRwiSTJQ0m0ivKeJFWkqUTnpIkhzZKO8o9qsFkmD9E8y0l0gq0anLU0tdDdVVWF65TQ0yzPyFLRgIht1DR1Bx6cW314OefQymDMst+ikJmwB/I5+uIAXWis9z5ENIW2DMBUJreauqq7qAxrLafHx8xmMz558EgmXeCFF17AmIy93TsUxYDp1QVKwXg07GDu0tTje0NrObmppcs63mQyeYacTivmn2ASER0Wi81SvHNBKE6ihOLEHn1QGiv3pQlmDnEytR1r5r2jaoSJEXn8OMaVRCDFiTp+75Zj2FpRXVWKoHfTB2eqY37kugP4iGOX4AgcrlzRG8vBFyVOaF0/Oo/SCUYZbDDfNUFkTpgu0SNZ3ntyR+gw4Q+CqSPqcdhgKnS+wxHouBCI+Ys8oBISawK48cIahaSVnWMskd3y4LUEIrgGG7L1eh/Gd5aRZB7vxdcKLGmuQlSasEy2VZTVjOFgwF/4838BUJyfXzK5vOIbX/s63/7293n4yRNeeOH54HeSMZvNee+99zjYP+DP//mfIkmMRM1UFUrBX//rf4FFNefx44+5mk356je+xv7+PqPxiFm1wGvP/efuYq2nqudMp+ecnD7kpZef5yd/6vP8X7/3f/D48SMePnzI2dkZbetI04Kf/umf5vGjcx4/PubgzvMMM/E3cQ5aZ/HWUdcW20pkXJpmQcm2wHuoFnUH+v55lNue5U/b5k+qfKYByjoijN9ter9pm/W/bwInz3Ku9XITa7EJnKwzKLJS7mmbqJsn/FiHdTPP+m83fV5rne6meVbfln4bPAtyXj1/cBhTcdUdAUYAKN0kJkWHkNNYuozK/TVcb3UnZ4i+BPIwRUXAEUxpxEkmprGnY05MEvxPlO/2BUgTYVnSRJOksrJSPYAiZp2gA6JECwSToFA4I3UWoLDMAmzb4ACLJ8tEGTVJ+rldogN2HItWItg6p8kl09D5WfgARiVGtgt/BQmF9hAcZaMT6fV7wTnPdDpjMpkymUxkO6WYzRYsFiWgRGTLJNJfajlJK8VSa2V1FEhfS60B34VPx1xBqtenS+E6HzIUg3ca5WyPEQsKqE40U7R0MFo0/vFKgQuGpQ54RAYnDsel0bD3ZTfhx7p7L2Yjub54ecEcFpP+4UP/BBAW2kHuz97zoGuO4GviFcorCbvu7GTBiVtLxIwKAF76yAW6Y0llROd6he+Ubr0TE5lMmI42sGRahcWQiyAv7K8USrtgGoogMWjdOC1Ax4S8SB60NdK+3mBbydzrQ5RS09R4HGVpiPpGSWoYDnOKIiNJJarH47FNS2Ma6krUZqtFFfpLmsNoURBu6oayrGkbS5ZmFEXOYFh0bGhV1WituP/cXYoy5ez8CU3bUF5eUgyH5EXO1WTCfF4yGO7hvWM2n3B5VXByckyWS0JUUdgNyQ0j22ktVtnOl2x/f5+9nQO2t3cYDkdEJjqasb2X+0gp17FEy+F2O3Py42Ij+sfslx+GJb9pvx836/OZBig/TLmNObl1mw3bbdp3fTCtsgWsvPdf/aRqsoleBQAsgUKXY0Spro6bQNB6PTcxMdf3vV7/pwGiWPoJ0p71pvIotE9k8gh+IcrHeEUn5HrQyuinIQCh2Fsbs8KuAcjuwS1nWYKWQLOHLMPGg/bi22JMYFDCK888JvEYI8DE+RZtIE11ZwLKMtOJqUnfxTBTQ6IlpbpMlZosTSDxJEmCs21Q/2wlyZ6TLKmeljRN2NraIstSRqPtjrLvfEfcktlQSmG1lXP05MaXDpgW0N0qXyvTjTnrI50vq18xIfhOuEtrQ9tKxMfjh8dcXF1ycnwqJhIUeTZAK8PLL71KmuUMiiE4H0TTlj28OXNyX4BPHuMmDZopATTq3n6x/43Tnb9OBHaRFXNIGK5y8vKtqKQS0iV4G+4LpTozUDSHhSk/DvowbnS8gqVBysu9GEXvZHsEiCjwSq6nu+4AJOVzFLZbqs2ui9J5J/RfjJ5SrYx34+LEJu3T5Q5S8V1C6KWtBCTKpUiiuu3tHTE1tC1NcJSu66aL7OoAmFKhDwxKJSzKlrYV/RVhYFoiExPHiXM++LAYvNN4Z2gby3xe0zSWprEsyjlubqmbmZhAUxiPh7z00n209mjjaJoFTVNRlTVVWfEH3/gDjEmwrWdvf5+jw7u89PyL7Iz3OD4+5mJ2yeNHZwyHQ1579TXyQQFoGiuy+s3FBcN6yOe++DmyPCcvhszPTzk+OWZnd5ftnR3e/cH7nJ1f8oUvfJG2tXz88QdMJqdMZ6f84L0Rg2HOYjHDOUueZwyHA2FepiUPH37EzvYhL7/8Mn/uK3+Ou0fPU+T7JCYPYcVAavC+xf3/2fuzX9uy7LwP/M1mNbs/ze2ij2QmmyRtkVC5JNjlqiJtVQFEGYYhCAJkGBAswPCbDfrFFmADsv1AAQb8ZMD/gt8MGIZfBEhVVlXSUlE0ZVFFMklmZkQ2ceM2p93NWmt29TDmXHufc8+5cSOSmcmgcwZOnHv2Xnvt1cw15ze/8Y1vhP11b5sJJTPsx01Q3DeHvcl4/acJlN60/bkAKG/CbNz+9+uYkju3+YyedJe25HXb3q07efVzh0zD4fHfjh/e97nXgYu7/k7pi6Hgz9a23NOKiVjJBACKkLWI/2TfN0XEN1a9ZbIYTXBktVlWrHJcjKAlZbVKsdFOaGE5DFQ1VLWmqhTWkq3r5dASSgqZNftigdYqjEZsxykDewECmqIdktolso2OipR1HylJ+CZkE4kblZ2V+IqoHFoYdRhajWGv/f3LfjNajZlLKZEFmQL+DmPf5ZgOXXZlB4wDZwiB3W7HdrtjvdnQ7XoB08jxO+fZbDaSruo98/kSUsIN/Ri6GFmsG11pzwwU+C2ApBS0y6yW2r9fDi+hczhGNDuSjqtGHHqjP7Bn12IOERWzueJ5UxiDPV+j90xGWd2W7x7ZJRHlGltloLsP8Qjzsw+bpIM+WdrhoqRonsrnMwK6Vb+niF0lLKO1QiOlGlICa+y4Qt8bt+2PWSstFYsTEs5SCmsMqlaZVcn6nxv3SGiqtqkJ1f4ax7x4iFlIXKo0pwQpWnmeo2UYPNb2bLcdKe3YbhN9L6n6VSUhucF1XF9fCuCMnqYGa2C5WMj1D5GYAhrL5nrD9/rvk6KmqWuOjk6YTgYUNfPZnPfee4+QIj4E1mdrNts1q9US7z3f/e738EHqAQ3e0Q097WTC6cMHfPCVD5gvz9h1G/p+IOFxvmO9vmK5mjCdtmx3V3g/MJm2QOLy4pJhEFDrfRht++u6RWuTX/coxCvHWgXosWp0eUalL+zv02cxJz8sK/FZTP/r2l3j+uFnflSsz58LgFLa61iR121zF8D5rP2U9robcRdjcRcY+ax9yGB/c/vbneM+MHaffuU+RuVNwNXhd9z+7O2wz+v2Jw+lrBhTPkuZuwxkS3oZ2EvBxELJQwEko6cKmVQv8f5xYkzEYlmvAAJKJYnN6xzyUAIwjE1UNdS1ykAFYVBsWXlLOKdtrWxvZMVfCrEJrS4ZDDpXFQYt4kXEVl1xyJqVOikHlYELK5CFlFVl899SjyYljQ6qYK/cIrIUzxN6XgWDwpqSHZWPI09goslIB5O03CstSIGUZLV3dXXN9fU1l5dXdF2P1pZisTsMA5eXV2w2W/re8ei9J5ASL549z4Lyci/KrduDoPEeIpOtUsWdtYSG0nhP1Y1aT1qErrEY8eVwTSnkV0JcRSx8A4jsrecjKYs082GNB6lyf9P73rbftewHUNpSGY3WJftLjaCLwtjdIapXqFx6QI9VsY3VozaokP9l+8NsnO2mo4v9PhV+ZDwzgC36krCvlRRyarXrh/EZLZV36+rmIuUQHEu4T1E1DTJNmAzYMsgfx0cloCSnFctGlqHzXLZb9PkFw9DT97BeR4wRfxptFLtd4PkLR987dp3jyZMVR6spDx88wGrxNFERKms5P7vgxcsz3n3nA05OHrBYHAOKk+MNi8WCn/u5n+Pi8pJPnz9jvVnz6adPmU6nOOf4vX/+e2itaCc1Xd/T9T2L1Yr3PngfFzwvXrzg//0Pv8Fms0GpgHMdV9eRD6q3OX1wxMuzpzjfU1USkv30008xpqGuZgyDI8UNCkNVNdlPJ+HdgLU1bSPjgLWJYRCDPTNaI9zdvmjI5U3aXeP8fXPJT4Ixud2+1ADlEEi8bpvXvX4Xg3IfOLkrfHO73QU8bh/nfZ1j/71QWADZNq9HD5iTu36XfRwyNLdDObevwZvqTO577/Z2h/u+S4x753GM76nxPFMW2yVktXzju8t+AKuLJiWf52HNnswM6HIJUxSLFYplvELbCq0TthYb7qpJWJsyWJHf4m2SJLun0jSNpcwNAjhytdhcE0Yri9ZVjuObHIkuXhLcCNmUInl1VYmFfC4+p6WKHV23O5hcA6V20d6DQ8JJJbxUBJ0hZmig8iReDGRUyjbqtwTGGWihFSYpdrsul7g/5+Likr7vx/o/ku1g8T6w23V8/3vfx7vAYrGkrmphkcwhmCSXlzgEl+XOF52R6FoS42VijLSUT+q8kt9j2RELSA2Y/eQaY8KHMkkfGNTlSbuAE8nMEWDJAQMGIgxVKNC5krECmZwDkokTKSpgVYCV3h9UyqGLlFOjYyosV2bXcsE+a3LNpWL4RvZgiZLWrnRCB7A2Yk0as6UOjeNGdiczGpKOLZk5SqmsacoA+EBHsa+rJKDWGDuyhXJijVyLEj7KTB0ZqMmpCkghWSQ0bWmqhtlsyXIx53h1hLWfcHFxxWwmIH86s9mCX+rz9L3j5OiIJ49PaEyFQlFpi3fi4eIHT3CevuvZbrYZoBqqqiaEyHe/+z2+/4NP+eNvfUyIO+qq4cHDByxXS3bdmmHouF5fUtUVJw9OefbiGf/r7/6vrNfi5vzOu28RxZd+dJL1oeM73/kTIDGfz2jbCUZbmtqwXnd8+ukzTo/fZnrcyGIkqb0+LJVMrxIC24/7QR5OCmFWnr/XLTrve+3zttfNB2+6iD3c/rO+54cFOV9qgPJF22cxKPe9dx9AuQuU3AdC7nrt7uPY3+C7wjFvAlI+LwC5fez3fe725++6Nved+6tgpoASKOBkv8TWkMJ+8M2Ag7Sn/otVeeZP8neOXy6vjXw7FK7GGJX9S8gVihlBiTYRYyO2CllzosRYKmtPmtYeTO7y/TpPGFZbtDLZQVJW4yUrotzXw1TQAjastXklbST100iZgL7vxj5QAAqkzNqYMWOopNqOmuqQoVqSajWFaRrBzlh7Zhwhc9E/Tckvcc5l9uRSqtHGQzAjRea87/n02XO8j3z4la8wn81vGHvtWxzv2Q02LItIVb5PaWSBRlg+fuLGT0GI+YXChAjw2IevwoFWIgQBLz4U5iRRmBKSAVWKDgqwjCiICkUQkFsEr0mxDxWWUg5Fu1HYn4OFTjwEAvncdc4U0gJmTfafGc3gkjB/MZVsooTRFcZETAa9ZdubhnY3AVsMEn6aTqcZvEn9HO8dLg0CYMhSzgx4jMlhQa2BCkm+LoDwQKSeOHhulVxDRINibc2kXTKbTFnMF3TdFms8dWNyVeIGpSKJgcF5tIblcs6D0xPczpFCojYNnRq4vtoS86TuB8/QDSglIbammeF94NNPn/HRx9/nD/7gWzx5suL0dMHq6IiTkyM2u5r15pqzizOMtSxXK84vLrhaX2UbesujR6cjmyXPH3zyySc8f3HG6ekDJpOJZCGZCt22bDYDF+eXLOePqGx2iIWcmp8F+bHcB8YxQKnidLxnvkq7L0zyo2ZTynfdNdfdNT8cfv5NwlI/DEj53x1AeR2j8qYd4TYgOQQRbwJQ3gQYCcV/0w75rg77OpBye5u79nPf5+87789zjd4E2ORXKMXSRgaF/YB7QJCMy2apo5PypJrDACPYySGhcp0Je1IlB3+sUTfM2NqJxliwVUSbgNJebOtNpG4F0NS1QlvxPBnp8CjfabRMUHVtUcpitKVUhA1eBqnKSDl5NRU2xLmGIvC0tqQnF2dY2X/fD6hRryL7Katnm43V6roZQ0ch0/zFR2ZwXtJBC/OQL3epU1SyRkRjsL/3pVrvMAx03S5fZxHyamOwVRzdaP/gD/5/NE1L09Y8fvyYr//CL+Tt2ZMlB7oiAQQl7LYXlaYMRqNKORFmXMcfgJP8XyqAROWQTxxBl9SHkZTVEFX+Dd6DD/n9svKnBqVQ2qIwEsIqIR6lSVpBlCKSOuuZEl6EymHAaJ0TpHKacWXQSsJVij1YKR05pSjpyYDKoRNhaywRnQsZQnASgvOugKtAt/UMnVSVLruUx6EAPjWG+PaCWrlvu93V/hhKOBEgmdHwTfQ0uV5WZvz2IFHuQkxFE1Ns+sX8LSWIQec+L+e0vt7RtlNWR0umswnX64rLywuxum+PWSynPH7yhPPzM6YvNbNZjVLw4vlz/OBZLo7ZbLZ88skP+PDDn+H/8n/+v3J9vWOz3fH7f/BN+n7g3Xc/QBuN8+KlYi3MZhOWRyvqSkwKX754wWa3wXmPNgmj5Py0MfzcL/w8i/mMs+fPMqPpC34cAWlxDb64OMeahuWiYj6b89WvfpXT47dYLo5RGLyLBB+E/bESvu37Pl92RVWJIaJznj1V+JMPo3xW+2FBxg/T/lwAlM+LMO9iL263u5iH+xiT14GTw21ed5x3sRU/LHK+Twvyw3S4zzqmN0X9N88TyoOabr44/jONn8lMSErj8KlU5ioyqxCCZBroXOl6P35nAFNCMqqkFSuqKlPOlaSxKh2zJiKJY6zJdvZGjeZcIDJMCmjQau+FomSwTjH3j1RCdowZP+Q9JMKBdXpeZSUoehSloli250ticonjktI8CiwBlRRKHV67PXC7eY+U+I0coJZDRkVlVielfbaQUipnzajsVitZRVdXa5TSPHv2KVVl8cGjdLUXgaIk9JZKunfOMimTd7ndSZHUyION7+0BShq1IxLO4ACowBj+GYGqyqmz8jseuOJmGgZjKlBS9oCkERdaeV9s4kWcGmPChTROyj4EfHBUtYDKShswIp4VNkWP97vAYgHcEa32TMp4bGOXz5qRIbuOur2exLuIdznclLKeiPIs5Hua760xOvc1ySIcBjeGoEpf3S+AsgZIlbEqX8MSOhqPvfifZPFulGyimHUuwcu1i0EWCSkMaCVpuOU7gvcEJUBHKZhMWoahpR8m4gGkGTONgpdU4u1WzNfee+99PvnkGTHBruvYbncUo72+74kxjA7OSimMtRhrcwq/J0QvV10rfPBor1ks5hytllycvUDFNN43ncOtpaCr856hD9QV6JWmri3zeUvbTrG2kiVSSNK3yhhYBMg5xFuGobEMBWNZ8vwM3L2Q/bztTzMU9HmO5fOGgd6k/bkAKJ+n3WZKXnfhbwMO/YZhjNsVig9TiA/3fXgs5Xcx0SpCtJEWVq9ue/jv18Ur7wrh3MeolGqud53j65ifQ6B2uN3heY4rr/G8yrYKZSzZNGEfEjlY9Y/7yEZWCQ9RTKqMVdSVZTadMp00PHv+CX2/42i1QGuN93LvtDFUdYWtLOdXF/R9R9VMUcrQtg221jStItGTkHTWYs4WY/Ex2AMLyCstyIOZEVAjR0yKkqIpFtcJO5TMi5yqmUK+z7L/MqFISrD8riqD846+G0RrcguQpCShmHJ9gg8SegkyYStdYZSW4ojc1Km4LMDse0lz7kdjtojRMnhPpy1t2zA4h1JaCgpCrjUjk3Hfa5xLXFxc0rY13//+d1kul5w+eEDdTpi0LUPfZwfaDhDho3iBmJx+6ajrCqMVg+sP+j3Z/EPShAfv8W4gygmijZY+6xVaW6wWN+KgI7hdZjsSYKhsjTUCBEJOMz46OkUpzdnZJbtdz8X5JV0/sN0NdLuBYfDstn2m6uXa141lu1tzvT7ngw/e5eHDU+rjOZWpx0k/5kKAUp1ZkFTJyKlsS0pJBJYpQhzG++ldwPvIbrcTDUoErQ3WVkSnib7Kx5Ioxfiqah/iG8NZMWdsWSP3tvNU1jKZSjE8a3XWqQRCHADpmwVkFzDoh17AWDYA7LtOUnjdkOvsmBHk9V3Aucj6aiehxmj46DvfYbfd4XMtqKPVDGMV0Q2sry74zrd2zOYT3nr8iPlsSlNVfPWrX8UPgRfPz+R6VRUpyTUZ3ECMkeVyyWw252tf+xoXlxf8f77xDZTWvPvuY66u15ydX/Kv/Wu/ynvvv42xiU+fPeX7v/NdjFE0yfLsxRX9MPCzP/cVYnR8/PG3MUbz/vvvMZ1OWCxmeC9Vwj/++Lt0u54Hp29xetrw5PE7XF5s+d75c2rbU1nH0Ae8T0zaCSkq1uuthLkm01Ez1Pc7Qgw0jTCe0ZV54k+fnbgPGHwWYLhvPhyGvcj6cF+HPzetMv50zulLD1DeZNJ+XVjnrnbnxb2Ddfgs/cV97XWakf3+Xp3sX3fMrzuPu9iZ28f9Olbl816/N2mvns/91zDlZfKN32V1rTL4UHvGgbTnDBQiNox5JZtiFkXmfYQYCEETYsQirAHKgkr44LKwsdDzB1S6EqZCXirHno9PlcyTQ+G1uKCmHL6RtW/2ZBnpZFmtUsIPEaI+AGdjgCpxeKv24C+NIr3CLBSzshIWUtnlLCXxfwFhmsRmn/E8yyK6qix1bQU4KWGaYkqZqdkPRDFGrtfXtJcVL16+YHADaJjP53g3o5jHhSgFAX1Ie8Zo1OAYmSR91tykPVOwF7rmIoc5ZdOkYuUeMjMT8VHEsH3vcvXn9Eo/k1CKpu8dKcJ6LenUl5fXdDmrpO89fgjsuj6zBCJg9iEyDJ7ooe88283AcqmIsQDHRPKyqFBKixg15vBcDkHK/cosTShgHdwgAHMYhKHQiCZCj8BSQw5ZKi3lBYyuBYwonT1dQrafV+gooKXbOWKtqGvEVFDZzEwJYCalfSHOmAi5zpCETqS2U4hBGJQgv/cklwKMGLPFODKaMSW8c/R9nzOWpPyDmM05nIvsdoGmtRgzGz9nrRQdtJUsJkqo8ezsjM1myzAM2FyWYe8cnEXFIeIGx+Ac2+2GXbejqiztpGW1XKCtomks/SAFCUP0ODfQDz1tUzObTaiqKgvCba6m3JCCYj6fM5lMKSUENKK1qesmC9VlkRKSaE+0ToXwFVb0IEvq5libeN3497r2Reaew/YmY/jhWF2O/a7vvW8O+WGYoS81QNkPxm/OLPyw1NePp/3kjvFNO/xnXdfbnfr2z+1tDrcdZ9cb+4Ob10UmOClUJ/qA7fqKq/MBY2HSVqTkcS6w3VyPoKZuKmwttt+VMfRdh/cDtk7AhNXRhLqpqBvYdQrnO5y/HgFASpI9EHPopni4lAEyBE/x7wiZgldZTOmcG49bF+M0TabbC0AomSj+letV7s/d9ygHQtTN7QqVr7Q+ACjlChqCSlhrMiCwGJPQOtB1PX0/0E4alqsF207o9KapsmZDYunOeara0A8D3/72t3j+4imD62nbhul0yvHxCcdHRzx68pDZbErTiM5g4yUjqG4q5tMpi8lcdB0xEKMhBBhcHFfv3mcfi76XCTO6POEb3OBYX21xg2cYAoMXoy41XguTzzezdUpjbAVEvvvdb7HbdZy9vGC3G7i42kAO9xhToZUVf4/c/YJXpJhomgWr5Qn9ruf733vBcnGKUS1OSR/o+46mqZjOGnZbqcQ7nbZYawhe5VRULeGMwRO8iHjFoC1JlooyGFOjsShqcViWtTdoMLpCa0NT11C0V3EgBUfIE6FP0HWOpz84ZzJpCV6zWChUEb8mCC7rmxDgEYJnCD3OD+M1jNlsTinJfqtUlY9ThNLiDVNjreHoaEUMMPQp+4M0VJWE/HzoiVFM4pwP9IMIZ/u+xbsJzla4bU+KiqPjoxw6fMHz58/5xm/9FpPJDGvFeRYU3//k+3Rdx2q14Oz8mh88fTYK2n/vn/8znr/8hLfffcJiMeP/9K/8ZWGIrOJ73/uIs/OX1JXGDTti9NT1jA8+eJ/z83M+/vhjnIvM5wt+4Rd+EWMq3nn7A2LUPH36ghg0s9mKk+OHPHr4DrP5krpqUWhheJMiZiCrc1gtRD+ClDGM9iXQoHzedh9z/0XalxygFGX86wHJmzAltxmNu7a9gXlvXfj7Qia325cBIN11Xd6ERbkrxHMbNN4NVMpnCkA5sGovyzSVRsFH8TghZQpdifp+6KV2TV23uUqwZI7YbCmvsqjWHBR488ETQ5DaM41MdpIVY7G6AhNIsSYR0ETErzMX55MjphRPS0iMvshNU3YgT1ksEQmj4FDIAfksScCJYLBy7rLiLv17D0zKvTlgbcZXVBZr7lk4KcS4T0nWeh/3TiqhYiJGi1JhzHpRCrzXeK+YzVq8n3F+UTE4hw+Z2jcVTVvTTlreesuz3U2pbKRuKkIY2HWefugYXM/1+pKL9RlNXY/ZNsEFptOW0wdLnjx6xKOHDykp4jJJS1qwD56h7wWcuAGXbcfFfVcs2IfBsb7a5UleQI3E/svYoMYrNTr9Gg9o3BBE3JgZFWOqfA2lOq3RdtT/xFAgDmgjTFsIPT5Eus5hTE/XbxmGnqurC6bTltXRgmHoCH6g63sUSEiujF2leytxHNba5HCkMF0hSsi17zp2246+G0atg6Qmm5xCLHqWvh8kZOZyNWslNvNnZ1fU9Y7dbmC5mrNYzJgvJrmGlPRv54J8XxTgV9laWMQobMqe9RPWMiF9O+Vq0VaTAVODGwK7zQ6QsHVdCahIyUjINFUoFVA6sFoumM9mNI0UnVwPO4IPVFaez6qqGJxns7skJkU7IQMUuLg8Z+gHnBtQKjKZWJrGUjcV3g1cX13y0Xc6msayPJpJGriWIpyVNdRWCnq6YaDrOjabLTFGZrMZ62sBvWQgt932KARwDV2iGxxN03J0dCyVvM0+c09nplLCevn5Hse4EtoxP3Z48rrw/l1/H752+Pt1bPub6C3ftH2pAcp9K/LDf78pg3KXZuOOjV5Z2d/1+duvf7naTS3JZ4GTw/cOtTcj7ZpuGkDdBVBG51TK/ck6lZzKueeSD39kWzd4dGOpTM02Bvq+4+howXTSMLgdKinauqLUMjGVRRuDB0JKDK4jxEi3DVgDu01LZSakvE9rJM00Rg84DAaNBURPoDM1Ti6gJ3oCjVIxMyuKkpJKCjLIR7KuIoOHtLdkLyDt8KeEZ0pI5Paqax96KoOHySu0Ihg0KG1fEdTqxFjNOUaDMlLjJFidBbCe4+MVdW15cfactAms12tsVWEqxWIxZzabc3KyzIJOh/eB9WZLt3PCujwvmiPRMLx4scG5SBjg0aMVX//6e/yL/8IvZY8ZI+AxQYqRYRBgstvt6Ieeoe8Y+gHvPV3XEUKk7xxD79lc9/m62/GahCDaGh8OB9sC0gRGhpCIUaNNTVUZphMx1tLKYm2D0rJST4mcjVUyyOSeOa8ZBri+7uiHyPPnT1mvr3n6yfdYHS15/PghYuYrQMF7x+XZuTB4VSU1ZJoJk8mMtm1ZzJbYqsYa8ffYbncM3cBu0/P0B5/y8uWZ1MVJCmurXEm7Rjw4FH3fMwwDzhXtTa71FD3CgCSOjpesVgt+5qsfcHy8Yrmckoh0/YAPkRAQ1qM2rNcXuDDkz2dwUgBvfg4l5AO6UVTaMJtM2caOvr8gJXEznrQtbdtiK3FjbloRaWsTmC8mLJdTqkoqBG+7T9lteyoj59FMWta7C569eCleOQpOTh+QEnz83e8yDNInlFYcn0xYLudMJhNCGHj5cscPfu9jJtOWr/3sh6LlI1BVlqqyTFoBRdutAJOnTz9lOp3y8OFjhv4Trq424xrg06fPads5jx9+yKXfsNmcMZnMefutd5lPl1SVMFQQczZYcQQmawhlLAvBCxC9JZL9s9xua09uvwY354u7kku+SPtSA5QvyqB8VvzsLlpKZAIJ7qGt7mJUXndjXhfmyFv8RNgWpfY1dcrxHHa2+0DGYTsEJre3vQ+ojAM/iDzvhiNontiLbXi+rMF7rtdXtG2NYpZV/IbgB/ou0nVbUopUVlIutSpVccRngkRW4Mt3DP3A+fml1APpG9qpzR4oDcZUiEhS5XojCUmnPLQJ37vWqhz6kcltn8Ej1ziR8Lm6LighgQAyAClA49BCvYRo1LivAkzUSL9oSqG9AmS0MqJV0BLm2dcMktW5Srk2UEmlzZMPakuInnbSYIziyZNHrNdrIIiZWy6iaKxktaic0YFWTFVL5QzKir5Ciuo1pJSwViZe13tmsxrnOj55+gNiCngvzEJT11lXpEbgE3LoIWbzNQnNBXbbgaEPbNcDs9mC+aylqmuM1my2a5zzhNADpQaOuOB6JyyLc7kKL6CNoWlMBnhSi0YpQ/GssGZfsTjmcF61qoCENjWS4GTGz/TdwPnZBUfHK2bzKSmBQvPw0WNIWTwdEsPg8X7NZr2j2zoqW9M0U2IGKLtdz/pqy9n5mqurnpCdhLVy2UNHzi9FxTBIWNNnMKWNsIaTyQQfPF3Xc3XV4XxiuboQpkmD0TBkrYn3jkggJMk8EeF+ECaJEuos9XuENZE+Kdc2BAFwbdsyDI6hd5yfn4/HozW0E0PdGOaLBu97nNuNfb3rewbvuF53VFXF8YNjlBUADZrNdsNsPscYy2IxB6Cua7Q1omPKNi7e93jv6DqxDoghMJk2TKdzdt2Wod9xfvaSuq549OgRdd0IEA3infPw4UOOj0/59OkZ6/WWT37wKZW9JPoJTT3n/fe+woPTx8xmK7S2mTEVRrRkwBXWpDzThUFJUYGKlHTum+HrH217kyyfz5rLboOUu+aJ8v7tpJGYbv79uva5Acr//D//z/xX/9V/xT/5J/+ETz75hP/+v//v+bf+rX8LEOryP/1P/1P+p//pf+Jb3/oWq9WKv/JX/gp/9+/+Xd5+++1xHx9++CEfffTRjf3+5m/+Jv/Jf/KffN7DAe4PKdx+D+6mp94oTpbBCV8QnLwu3HMXOPnJtddfn7uAyuF2921zHzA5fH1voZ0OwhwxA5e9Q2wh7GP0XF9d4F1LXWsUkcpagvf0wdPtdigFtW1FfEkJg1DiSnkgiYQYGAbPxfklbujo+4YTFjBtmFR1SSRhP0AfpKySAUrKYRxV5IfZdCsf9OhfdjtDC0Cyd0cAUX5rfRucHCCd8cIznlmipF0L1az0/ueQQVHZ4l8d3IeI/NY6IAX2PG1b0zQVjx8/YDJtWG+u8CEQiTLZmITOletUrjc0qRus02DiWIyuVGWezwVgdF2H1grne549f8rl1Tnr62u888znc8k4adp9r8zEURkE+67HO89m3eOGyG7jsaZlubC0TUtVVXT9gPOS6SUeM2rckQ8B5zy9Kzb6klZqjYVcooAkQKNc/8rW2b20kpDTMNC2TU6tlkwkrU1maDR974nxmuVqSVO3eOfQynC0XJBSlGrQ246+W+OGHu8D3c5T2ZrpRPxrttst282Oi8s115db1huHdzl0CGORy8LyeJ9wLrvsp1z8slYsFi0h9FkcOrDrBlZHFyQiTVtT1QJCRFQcBDCGUuFb3IOlSnQan4HyGI3mchlcF2fapmky6zRwcXFB13WgAlrDZGqZThtQKwZn6Ac7hiV7F3HBc3l9yXy+5N3jI7S1KKN5+fKc7WZLP3TUdctsNqOuK1arI2xlqZqKXbdhGDouLzspitgn6ko0Yk1lOT5a4Z51bIeey4tzmrbh4cMHVFVNSntR9snJKbPZgu02sNs5nj97gaLC6iPefnvGu+++z+nJQ6aTBdFrYixFKKUGj4xtZfxKB/1XUv+TOghX/5iDPfeFdkp7k0X9FxHc5g3f9DA/P0DZbDb88i//Mn/rb/0t/upf/as33ttut/zO7/wO/9l/9p/xy7/8y5yfn/Mf/of/If/mv/lv8tu//ds3tv0v/ov/gn/v3/v3xr8Xi8XnPZQ/tXZXXO6uG1QYlNLuCwndp005fO0+xucn3fb6hZvo9z4gcnguhxkd5fftEM9dacYhhYPJOse5R0ZFXi/xb3UY8lFgrRGgcn3JajlnsVjS7TYMTsywtMrx4LxilQO1YmiWEsZayCJbHwf6nSM4z3azJXjPdNZycjKnqg11UwMB74dxUitF1SirggOwhRJNyCuykVLd9sa5HDzsgjAoNW+USqPQTqmiMylo5+AYkNpASYFKBwwKJk+cRYeixz6rAV0mu9FbLVFZPRZFVErx+MlDJtOGZ89/QD8MdEOP0oGEY7O9ZBgGtJFMBlPVBBwh9gx+wDuHCcJGVHWFtor5cjKCxaSgdz0uh5V6N2TGpHiBeHzwBO9zRefIdj0wDJHrSymg513i6tqz3mxyJeiay8tL+qFnu91ijKGdTNBGSgN0/YB34teC0tlbRqN0kIkmkFPLyQyUoa4mGGPwsQY0xtYoY0lK0zsRQB4dnzJfLJnPp2y3a9abK2wOXZyenqKUwg8dMSomkwnWVrRNO3qtVKbJOpRcSqDrSUrqD+nK0LQVEAgh4Vy2tc/gOAEluUZM/CQluqosSVmqRnN8YvBhIMSBp5+e8/L8mvV2w3ze8uStBxhraStL32/YbXdMJxL6apqWkiUXgqQZxwgppszaqZzF49n47VgTqKprlrZGa4tzA/PFRMwItWcyrTl9sCIl6Ss6l3j44NHbxJj4vX/2+yilOLs44+rqmvPzCz59tuH62mGqM+bzCavVSnQ0lWI6a1gtF1yvFdudZre9hGnFv/R/+Hnq2rJc1qxWC06OVzi3w+jIyfERk+mEpplS1S3L1RFnL8/45jf/hMX8ObPpgg8//Fl+9qtfRzNjuxmIvuHk6AFf+crXWC6OSBGcTzlbC0DAbErF2C6b6+XFyT4z8MvRPm+I5j6SoLTbjMrr2ucGKL/+67/Or//6r9/53mq14u/9vb9347X/5r/5b/hLf+kv8fHHH/P++++Pry8WC548efJ5v/4z2+elr+ANwzMZnKg7trmPgblNe5XX7tru9lf9JNvrRL6l3c/+3B0Gui80NDIpBw9tqdsyrjzKT0o3/laI/0hKsiJfLefUdU23XYuXh9JS30TlLIVbWpdyf5TERFBRE3zKpdEjTV1BSrLSQ1JuU5IJsWCDEczlUE5WupLLA8o2HOKPJHqUXBdnPJcRxByyaHsgNoKTkQG8+VPSTMu/s7QWsW1/dXthyvJ3HZIy+Zi0UTm7R95r2hbne6zVOE+elKQejfcDzvVUqhYL/KQkIyeJ46oPjkRC64hNGrTB2IyGYgayOSMkUYolkmvJBPoski0/3ns2V55hSFxdyqQcPTTNhqZRxBSp65rr9TWDG+h2HcYaImlMdx2y3sJWZL1Avh4JscTPWTUxJbSpchjDEJPJYY8Ka4ykQmc/HohU9VSywCqVr1WPViKWrCr5zMYNYxaXMZbK1lkLk3LGjpQskNDT/p4bY7BVQgoTR/C5DETcjxlj2MXonNZbyblHEd42VQNDJA6ezaaDLTQt+DjlwaMTtDXYytI7Sb1PMH437PVLzgmbHGO6AWxF/OtGh2VrLUaLd0tVVSwWc6zV+CBZTnXd4FySjCEj3zWdzUhJKnl7H9jutnS9eKAMLjJ4GJyXVHYFKVsCaK2YTif0/Y6+F7F4ZTVvv/Ugu7gGpm1DXVmaytLUUv/IKMN0OqWuW9qmJSW4urxi6DybtuPrX/8VjlanPH70FtfXHbt1ZLE44mh1TF23Y7p4sY/SSlinRMqGzmXcyaaJBzZTiTSysJ+nfVFdx5syJ2+y/9fNa28yd7xJ+5FrUC4vL1FKcXR0dOP1v/t3/y7/5X/5X/L+++/zb//b/za/8Ru/Ifnvn6MdDtiHYOCuuNh9wp7y2hszKHds8zqB7OdlSNLBJPyTYFduh8AOr9td4AJ4hWU5DN/cDu3cZFAEhJQsgXFyTIU1yXqOw/BOfpbFTlrqamzW15y9fM7JaonJjInVhuOjZa5vQjZdEvFf3TbEvsMdGNKJ2ZRMUt5Ltsp63bHbiWlY09YcnywQ/YhDG3KxM/HGkHTelH0oytEKAySYRWrAlNWm0komR6X3qcCFTshgp7h2VlZjqlLE7iDUQw4xqcKi6PH1Us0YpXOo6dVW7OFj9Dnuvtd6VJVhNpuwXq9x3jEExXpzyfnFS3zwJCJKT6kbw2RiMTYxm81wIfDp8xf4KGEzrTRNW40hnuB7Bhe5uOxBuB2qqhahp4oova85FFFjvLrUqalzivh8KpPCo4fgXWToIlXO7Nhut3RdJ/c8RarGZpAqgkWlEqYy6MoeaHKkL/qsP/A+iPW85NaQAOe3DE7lsI9Fq4o0Hp+E42IasFYzaSxt23J6esJmfcX5+UsuLiXN+vGDhwIcTKldI5Wh3eClMJ737LYD3mdjt6pmtTyiq8UQzNoe5zxK9VJryJfnC3HOT4qqboSdmbTEFLm8usJaTTupRndTH+X6Xm82oAPX62vmasZs3rJYLJjNWoLriDGILkgrqMB5MUsbehFFh5Cf0+RISROCxpqa6UR0ItZKSCyEwMXFBc47nj9/ASpRN3pcoKyODO1U80//2bdxPrHrdtS15fh4Tl3VPHr8kLfebtGqorLi+fLixRld13N5ueYv/Iu/yM/8zAd88vR7vHz5jM3mmrq2vPfu26yOFpycHPHixVO++/G32Wyu2XVbvvmH3yFh+df+779GXQc++eQ5ISbeffd9zl5e8PLlOf/4H/22hHFixZNHb/Ov/hv/N2zVokxLCLDbDURvJLSjSyy36MESUtJA3ap/lb2Y0o83tPNF2+sEsbfb7TniC4eC+BEDlK7r+I//4/+Yv/E3/gbL5XJ8/T/4D/4D/uJf/IucnJzwjW98g7/9t/82n3zyCf/1f/1f37mfvu/p+378++rqCnh1Mn0jLQlfnEH5vN91eBM/i0V53es/7nYb1N3VviiDcvh+AWGHGpQ9MJOwjhrDO4fgsHxRcfcVUFEMscoysqyWJQOn9BcgpWxwRQ6jyD7F1t4SdURHS4w+szPiubHZdBgjRQVNBhLGkCcxBXlAkgyffID5uPeApYTR9gLYvS5EjSTRjRXxyNQc9nfFXjB8+F6xMD9kS+6/dyOQTAdGXAdFCQW8eGLaZ6HEFFBG53ONORKVRnGzuNjnv8eTyDoaXRgymSTHO52k5gmaEVzJZwXMGWUOjpuxtE9dQfDganEIEadcSClmR9Qsiy6LmdHq/dATppjlSWZTMgodsz252uuBVNF5hAgxEGDUZGhdkZI4bsagqQygEk1Ts91ACJ7NZsMw9MzaKVVd0dR1ThUWjxBbWayPkEsfxJgyQ6hIjSYERQwOY3PWjHHC4CiZ6Mbrk69RTKU+US5OGcngBJTW2KpobAQg7LodptJ0Q4vRuVREfl7U+PxI6roxBqPDaCCXKL5UUgsqIv41pBzmTLkPR8bUsRgC3W7IIDnRtAa05nqdCBHqpqHOqex1JYZp1ki4yDsJ9223O7quz1ldonXSuXx5XVc0TU1dW+qqoqkrgvdcnJ8TkydlsXUiVxxXCuc93ke88/SDw7nAZr0hRc3R6jGz2YzlckXCMvjM3sVISmZcXJRnS2X283bbL6DHre98Tn+U7bOYk/sW3OW9zwNOfpgIwY8MoDjn+Ot//a+TUuK//W//2xvv/Uf/0X80/vsv/IW/QF3X/Pv//r/Pb/7mb+a6DTfbb/7mb/Kf/+f/+SuvF9Ef3D9R3n7trr/flEF53ZV9U7bkzwoIua+VSfJNQcrrWJX7mJP963kSTCLKG3UcY8ijgBTYa1Fy5duSeeN6nBvEXMoN9NlSfZ/hlei6HYqEVrkWSIzYpqEyhjA+dFI5VqFQ2mCMJQSxIt9uPLut4/p6Q9NaVkcz6sZQ1wZrrNjcm30GTUpki/N0cMyMpmz6oCjbviZQvs55sJcdkSn022EdffBb33itVOMtIGWM9iYJmaSDkgk+G0fJ6tYzDFLPRK6lXNfBdTg34PzAbndNjA5tFE0rPjM+9ITY48PAy7M12hhOTld0fc/l1ZV4mAyeJjVYa5lOZmjVMp+LI6f3cTy+tp1gjcW7HPIp76Fy1pSEXSSUJvfKaosxFbVtxThu8LnyctYvKXIPyp9TSrKQsl6m66SYm0xsllZLgbkQEqVGT1XlarWRbKYmNXGGXkoRaK1yimxks12jVMQ5mE5bFss5g5uBjnzy9CndruOjj35AZQ3LVctyvuTk+AHLxYrpdM60nZFS4rrZMQyOa7sR4euQiHGLDwljPSEmYd609JeQYmYzRDfjXMgi5EFSkZta2MHgqSo53uVkgrEKbRxKJT59/imX1zVX63MWiymL+ZRag9GSdp5iBtMJalOja43VFcPgxP02p9T6AXrfc/biQpxWq1bCU8Ywnc1RGh4+WNEPOy4vXzD4nmHopLK4Upw+mFK3E97/8EMmuRrybrNjfb3m8vKazeaK558+Y7frWF8J23d0NGO5nDKZNCyXc7r+iLZ5SF1bYvBsri8Zhmu+861v8c9/7/d5551HHJ+seOvJCmtrjpZLTNXgveFb3/oWv/M7v8vp6UNWyyNsVTOZzPjKh19jNjvi+8+eMmkXzKenAo4HR13VY59KSUnas0pS70oFlCqgPwrBUp7zL0kr82xpdy2+b88Fh9t90fYjASgFnHz00Uf8/b//92+wJ3e1v/yX/zLee77zne/w8z//86+8/7f/9t++AWqurq547733cnnzN2BM2K+/Bdne/kzaL8uTTCkqTxCvbHMLaZZ9Hr72JnG818foPuuM3rSlW/9Ot16//UWvHvceeN3c1yELMk7EiVu/bwKR/XY3WZK85B25hlTSiceppRyTrDSSImsuZMVcVTWLxZLpdEbTtJIRoWR1mYIUdjNaYY2IY0Pw2MlE/DyUlI/33pFCqVAMCo21NZAIoScEz67bEkLDbDaRFa4hpxWWyrGMtvHZzuPGfdbGjICkLNnL2zFK/8oBNQEsSeW6PPoAoNyx1rrBsuTfanSpyN8T9wxNvu4phqwZyKzJDQZFngExvAMXpC6JtVJvqKpqjDUYrWmbNsfcoQAloyWbxmhLZYPUQDKWumpEtKwK+Aqj/qSE55SSpaUxYuWuhabKACVmsJLvva3EcVWJz0tlK0KoRz1LGvvV/rqMmU35OEExnc0F6FTNGOLxuXTACPZCIpqEVhGjwIwsmCZGL9qXyso1T+JDEnxgOp3SNjVXV1eiq/ECOoMP9P3AZrPFmBqpF9QIc5PkOSpMX7KJuq6zPga0Fst/7wJai6mdVrL6D2MZgdJbCtsmHjnGGurK0DQVthJwm1LAx45h8Gw3OyARvedktaAyVtK7iagsoFCIfkYrIxlDBGDYG9ApJa7DKEIY8vmJNqOuLccnRwxDh60Cw9AxDDuUTSirmB8d07QT2mzclmIUw77Bsdt1bLdbhsERQ6RuxMvk5OQ466Q8xlomkwnTaU3b1KxWS7RRhNBzfHrMz//Cz49gZjZfgjK8PDsnoVlvBrbbLhvOtUwnMxSGGAT0eRczI6QolvdpLPugx2dMCmwmCQ6qmBnG/ITofaXoH2f7rOSN29u+biF/l7byLnLgbgblzc/8Tx2gFHDyR3/0R/yDf/APOD09/czP/O7v/i5aax49enTn+03T3Mms6Ew3FjGShOTHmUFMffLoXf5VAMjtdghiDv99+P6Pot3H8uy/8YftxvcBk7vByV3ftwcH5Vhh1FekyG0ULb8LKDn0M0k3Xz88jgJ21M2OjkoH1/7gAcusgTWW+XzJcrHk4cMHHB0dISXtu7yalPThuqrQbSWOnH3H7PiIdjpBZU+L3S5lFsFldsPSNFX200gMzvPyxQXz+ZTlcolWCashBQVRi7cKsupWOgI6T5L7c6mrRjw0DkBaSdcsrFHJmimeHVrltNWxO6h89vf0ixI/ytctpTKhZO1E0mKAl+IISEJ0kiUTpDaJD2LqpbVmOhV/mW6QeipN0+QJYCqUu604OjomxsjZxQXOi9GX0TXL+WGacNbGlLAW2e599N7wGG1RKStmtMr6BdFyKCVXODhx/oVcuK9uiSHh+iAFH60dV3vOCdASd1yV35PrGTM4HAaH1prj41PqumbSziT9uB/Ybnf0wyBhmxgl0yYknI0QpVp18Qw6vzgjBsdyMSOlQN9txhDCkyePWC6X7HY7LtsLccoNAdcP9J3jbLhg6CObScdsssDoKgsvowCKLB6dzyWbpqqElaqqCu8DQx9Ev9INYiHv/PgMGWMzaAarNdaI0+t0WjGdNthKEWJHCA639Qy9p++vWF+vsVYzb2cspi277ZoYPDEIAGjahrqqMNoAhkE5uuQyI9fTNC3HqyO22x2b7Tb3AdH8TKYVP/ezX5UU8xczhmFL323ZDTt8DLz7lQ+om5ZNNxBjYLvZsL665vLyivPzC9bXG7wTM7STkznLxYIPP3yf5WrJtttR1RWr1ZLFsmU6nfD+h++LXuXlp3z9l36Rv/wv/yUuzs5Yr9c07ZRu8Pw//+E/ZrvtIWdPHa1OODl+wMnJQ6Ci7wMX52tUannrSYvWVQaDwmLqHE4uobbCoOgkLIrWaRzCpIbQn33tySGLflvD+aYyhR87g7Jer/njP/7j8e9vf/vb/O7v/i4nJye89dZb/LW/9tf4nd/5Hf7H//F/JITA06dPATg5OaGua37rt36Lf/SP/hG/9mu/xmKx4Ld+67f4jd/4Df6df+ff4fj4+HMdy0E0Xi4mcDjBJrhjckuvgJFChY8W5eOrt27CFwgflddup1a9SSjqZtsf9d3I9T6dy+004Zu/0yvAJLMZZb9FgX7AlpRaM8KWZx2BEjCQyXQUZQV7CGTiuDofQz2kvHqPr6JE8tcq2NuV58k5QYoJH9VoLrbrHRdXa3oXCFH0IUob6slUGA+lScagrTApgxvkuCD7ZFgRa5bLECRmX1upsTGfrjBacfbyktm0wc0bWd1Gqb1hDFS1XBeTJ1RSEsFiZTGmQe3NUHLIYc87oIrvyaEuRWO0zWmwmVUhx7tLzDtBERhLSnKS78nHMd7THBajiFCzpXz0LleJDmMfH5+WbD5V2Ya6mtDUUyKJYYg0tcHoRpiqFKmrGYrAtpPKx9pIuCSOQCwRFQffHcdQhNaKbhhQCZarJXVVMWkmGCuZKAWgrK+u6buO6+trERDXwjgQSw1pRamCXQy3SgjC+yDbotHGog4KvF1fdjmjphnDgz4zaiqzp0WzYlCoXMDPViLetWZFjBFrpQp2W0uKtrGGFBS7bU9bTwnTxG7XkUxiWkNxrTW2IgXDbuuAUpsn0O367NkSpDaQqcQhN4WsAUqSLZX8KDZP+aHZJxGYkQkjkdkAyLpxnE9Shfh6GPfR1Immjpy9uCLme62QyuB913FxccViPmcxn+cKzB7vB2IItK1Fq8hmeybZdCbg/EAIitVxzXRmOH0wx7kKF2YMg8ENNcqcoIzGtDWJhMnnF6JUed5tOvwQSUFlUzwFSIZS1w35uwy7bsfV1Tm7wTCZtBydLGiamvlqhfeO5y/Pubi4YrPZYMwAKL72tZ/n6nrNt/7kIxH4rlZU1RSSwdqGpp6yWp2yWp0yny1JweCcsGvGCMsT8GPfO3jM8zgA5Gcxjs7G+u7V8Gvbm8wVr2t3g4X7gMddrx8uSO9m2++e375I+9wA5bd/+7f5tV/7tfHvEnr5m3/zb/J3/s7f4X/4H/4HAH7lV37lxuf+wT/4B/zqr/4qTdPw3/13/x1/5+/8Hfq+5ytf+Qq/8Ru/cSOE86btkPQu4sfDm51lDK98Jh1eVORzN/YDo+fJOFCnmw54tymt8trh7/LvQyv32+3Nbt5hp7rNVNwOo8DNk77Nbtzijw5DLbeOdw9SMjhJaQRxSkml3KhKLLLspYC8SEpij30IUmIugncToBzoCpScb7ksElUTKrWAn/GYI/gIVmmUrth1LlteQxHEaq1p2kaOKEXQBl1VUjJ+6HHeobRm0s6kemnditg2pbxSTzRNizUVi/kRfb/j7MUlbt4S/ZTGGhGERrCVxOS1UVhjcMoTEzR1Td22xGRJZDv20s9UKjpdiov92Acz6yBi3zr3cQkpkdQ+vbTcHy0/SpPBmVSuhSKSDPggWp8UAjFkYbEXMTApoFLaW+ALPiUmRVU11HVL00zph4G+d8SpRuuG4BwxKupqBnjiZo3WFqWb7I2x9zSRTKdIv+uFOXGepq1pmoZ+15Fi5K233mI2m7FaLDCjf4tMttE5vBvYbK5xbqCqGilIV4kGpegwRC8iAGW7kcKH6/U2e3coqrrF2orJZJaN1c4o5nbl+0qmTV1XWCs1b4rw2miwVrQ41hoWc3HKdc4JaxPacT8hBLbrHW09RVOR/DWgaOuW4jxb6ufs8kTr8qS/3ewYhoHdbsd8sWQynUl9l2xjL/fWj5V5D8NzuVflMGgzLhCCV3gHziVSUvRDoh8C11cDMTsC+wZiq3j5/JJh2/Pk8QMpdOgS223Hi7MXxEeJtp7gncM7h3M9KSZm0yneOzabS4wVH5bddkeMgao+YTY1nJ7Ocb6mG2Z4V+PcwGK1pG4anp29oOt7TB5PQgQ/eLpth+8D0SuCLw7KlhgVu07Sxo21bPsdZ5dn6HWkaWqOTlccnxzx/sN3efnijKfPX3J5ec12u4MkrNQv/Qu/wvn5JX/8Rx9T1w1Hq1PqekJKBmvEOfb46AHHRw+Yz1b0nafveklTzqZsN8T4moN7cLDqShlcIQNaYf7ftMlw/MUn/P248vneex3gOGRYbr93l+fJ52FUPjdA+dVf/dXXXqDPunh/8S/+Rf6X/+V/+bxfe29Tt36Px8Gr0/odC/RX9nPXe38W22cLe2/fhxI+2b+3V32U7JlDwFMAy2EIJ3EYrtk7JRaQc1jkbx/KOWRQDl+7E1AdHvatG5HXhZQUDqWNFOnSGlMJuIkkyBOhTsU/PvuERNEfkHSm7EUwqws8VYW9EM2DKt+jbH7PopRFYxh6z+XlNdaCdw1HJzMRS5oKaxVVDXWyxNiwWBxRty3XO3HnTMoyMlEKSp2g/d/51MfOXQRq8kYpQKbVvt6H0ftBIqZ8TokRZMUkLFWKRXsScvZOvlcpo5IM8osrbdGkuMETA7TtDKVrEj27raPbnXN1fc3gHMFFehd4ebZGwjmG6EVzMThZOUohuoQxgcnEcrSasFrOOD465uHXTpnPpqxWS4zRBOcFSLphBCpHR0eiL5hMSDHRTiaonA7snITzvAt7HYmPrNc7+m7g+mojAlcvlvtaGYbBE/0eiMd8/qJDkz5lrBjgWWuzyFmNIL2u68yO2Zx9JKC4qmvqumEymVJXLbrWtPVM+pxTY/hGrnTev4liY1+0QLnmjjAgAuImk1ZMBEOQitdIerXWBmtqhkF0KSmv5KtKWKz1ep3r9lhCCAwDONcDkYgDIvPZXPqhURgCWkVi1AxDott62lYznx9jTYtziW7n+Og73y1+glhTgU10OykS2OY6N8ZqrJF05/Oz53S7a77xDemnm/UaY0VsHlNitpgzm85o6obd7gX9tuPZpxcY0/Dh+x/y7Nk5Fxdrvv+9M7a7nufPz3j33Qf88q+8i1LwJ3/yR2x3a+q6wlioastmu8ZUhsvrDTvnUabmetPz/Nk5L16ek0Lixcstla145+33adsZi8URVxcbri47Pnz/XR49fMLpyWOaesLFxTWVbVmtjnCDCKYPR6h7WzpEJHmh8dP22valrsUDrwcTdwGSu7rQfa/9abbXpXV9lqi2CHsLoLgPnNybSXR48q+Ak9spv3exMzf/3h9/AR17duYmiHk1Y+c2KLnrjPf34xBQpXwd9ielUBhrMVq0G3swdOsbRkqCkaaPKaLi4Tntr63S+/CJXNecoYOWWsbaEIOn74SCNxrmviUGm0WNmspokjKApa1b6nrCtu8zIJAiYaJV4QCc5DRlddgXXu2dhXHSlvHaJlLWQ5TrlvvMeJ9SBicHP3lSvsEGFqYq/1nCM8GLeLiuWlISs7Zu19H3W87Or+j6nuAjgwucne0oQvMYFCko3FAq8wqzNZmA0RZratpmxnK+4p233uHoaCWGeDGyvl6L50aI2dRM07ZTmawrqeA7mUwBMTUbBi+1aAYRizonzI01LX07oFWFdxHn4hgyi2GLTz7fl7Q3jCueFSS0RAFyHxPxaWEj6rrGWjtqX7Q22KzRUWiaOlIZ8QWxRmFNkCrBhMyAlVRouedaGWJhytgbtEGd/WKqbCmfxufLGJVDRQrwKFQ2DZPPivOrIyUJ9cSYUCHgvHicKB2lRMG0EjBhFSn4DGSVAMzBY3MILDUwaWdcXV9wdXVBXQtLsljO0Foz9J2YwjU1xqj9PlNis7lmGHZ8/PHHWRsTRWPYtnRdR93UtLMpoHCDp+8Gtpstq1XL0eqIq6seYwY2m8TlVWAYek5PI4vFgt3umrPzM7SJo4uurQz94Oi6nm3X431EmYrtznF2sebTZy/xg0fRsFoe8eGHP0PbTJlOZlycb+m6gcVixenpI2bTBUpZtpsBM21oFxNi7PHO3fmc3hjT8tuvJmj8+JfDX5SB+SJakrs+83l286UHKF+G9qYpyJ+5H9nZa8HJYabGfe0m8Nibi+3f228zehvEV38O9yP1bPY+JrfBTdn3fed1ixg8wFLp4OfwQsi5CsWqRqMsnc3MUElWbyYP8GlvfCYryOLzUAZP2bHWdrTHD0FCH1ZrQpIsk6ZuqO0xzu8Y3A6SJgToO4cCNpuKyaSWCUrnosVRxJhGi59GzAxKQQNC98Y9OCHdACh5vU7R4RSAkm5fkrx9jOLzEhXjKjwlsUuXLCZFDJoUdA7lSNHDUiMEwPlckyWKQ2YMCqMbTk8es9l2xHTFs6cXfPKDp5xf9jgXmc8ttrI8evQQW4nPx3w2Zz6dsVwe0TTtGCZpGiO6gNmEtm1omho3DKyvO6wVAJeiwaiGtjEUsKryIF8KB/b9VkChtXgvLqsxirakbWoSiqaeE0LkaJVDGDED1QRX1+ssWs26E5+Fw2EfltrT1AWci/HfMAxZhCqppaJ3CSglQGm77Vhf73KoqBqfq+1mN4ZxBITo7IdiRGeibWb5ErPpXEz9rJQJMFbSelNUKDWgVDH/EnGyd04yXCIZ3MjPbDZBa6k3JOnuUFWSYCDFHCPe98QMmIwS8zkQIfPz52dSgygIYzOZLthsd4QA251Ddx5bC2OCktCYsS0g4uKjoxOapmE236C15vGjx8zmMx49fEBMEooLUa7b959+h/PzNd/4re9wfLzkX/mXf4mrqzU/+MEP+KM/esoPPrlEacfDB5Zf+MW3OTlZ8OzZpzSN5vh4xeXlS7bbDT/3C7/CYjHj+YtnOB+4vtpgTMVivuJ737vmH//jj/jqVx7x+OGcD9//GYy2nJ9dAxsUZ1xf7eh7j9E1k3aOrRoUhqaWsg1D74j+gBH5HK2ErH/aXt9+ClB+TO2+FOS7VM73CpXyVHWbfXn1Nzcmr0JZ3wYO94lrb4d67tKl3H5vv5+7t3ktQLul9Tlkel5hXQ7DH2q/nS5ARatxsi8ZMft8/T2rE0IkRoXJ4KQcXhGo6mwMlmKBB+LOqoxBWw1KamyYLLT0PuCcVLC12VxLq1L5NhF9QKsKVPZKKHd0tJtXN/7WY5eIhyc7rurLpLQ3h7rdh/J9z9GblCSTIyZFiooSApC+UcCP2oPF/NmSRaK1iCyr2pKSoR8iTT3F2oa2sVgL83lN2zasjk/E98Ja5rMZs8mU1WqVgYhk2rQTyQKZtJNRJCvMh5MVPns3XKWM3K8QiJ6sMRG2KPhAIGYH3JjTkPNFMPmeWYPRwoSlg9RhiWqJ1iNm5qSAlZJZdBuMl2vr3F5gq3KtJ3k3jIAyRvDeIwJq0SnFGOn7IYef9gClsolk0xj2Ef0KKGUzOLGj8FlrM2phIPssZ01KfgIPHq0cksr3T2fH47Hf5RMqLroGCYNqo5GiidKcC8QE223HZNIyaSfYqqZuJuMCR2c9jbgrC9gSTUzA6IrK1nT0xAi7LlA3UkbAKEVVwa7bkrxnfb3l+noDiEB1Npuz2ezo+15CiSHQNIqm0dS1RuvIdrtBm4aJno6PQmWtMFwZ9KUkqeLCzg1cnHeon6lo2xmr1TEpwvPNSwkia0Ndt1SVZIqZXK2Ygwy7EHKI9HChcOMx3LPNN673rfd+vO0zwlA/gnZ7fvuRalB+2j5/e13++OvzzW9yC+Wvuxz9bjMor2NtXgUdBzVqYsqrbvn7kHUon9n/hPGzKTMxd2lX7gYpxV48T4s3QNXhtofhFyimZyX1WaqaWhotKbBNXY3l1qUkfMwZDhHvHcEHohOvCPHF0Jmyh5xLg9aWKluzSxZHRMUk7IqGppYU5BBbmkZjLPTdjqEfSKHHuwWroyVaW0xl6foeFyOT+YTKVsQc4jmsxYM61OcchKoREJISYkAXCiiBvhdtRm3aPGAGSlHAEBNEOU/ZrSImTUyJMIZ5ckgoFeFzDj2RJMU3aeYLOY+q2pCiwtiW5TJx+jBxfPSEr331CqUrlLJMpi2TScuTt9+i7zsuLy/YbjbssvX8drtDKbGrf/jwAbSGttZ0vdTY6bsgtZCiVISujM0gArrd3i00JaSyMGC1CFMvr7cZUO57mLVShVcm8tyviCSCTFQIqEI1FLYwhpDDWjGzKocmg+UpVAJIh0CpdFy+d++Ncft5E2v+wXlevjzLmUUZiGkRsVZVPVZMttaOtXSstTR1Q9d39MOAztdwuVwKEzMEYVXSQAiGGCXLS8SxVthFo9mHhUJ2mfXE6BncjpLNZgxUQZEai6orlJmKV0wSs7zzswvCcsnR6oTTk8ecnDyUUFCKxCShDgl1gbFl/AikZBmGxA9+8Izr6y0vXvwJq6Mpv/Dzj3ny5DHvvPNuHgMsV1fST/7df/f/gVKa9fU2a4o8Tx7PODqqc32mwDf/6Hssly22dvg4Q2mPMYb5fM6Lly/YbLesVke07YTl0QOePXvBR9/5Ni+eX9FtIUVLZad88N7XGAbPs6dXLJZHvPXkbU5PHrFanfDW43ewtmG93mFNzWwqYKY4TB+O0/uFDuM4fH8rnfWnWpT72k8Byo+pvVZfcm8nvol2DxmUNwEpd33X636APCDv0f3rHWH39Pd9zMx9YZ4bLE+m7VNeuo/Q5FC3MtImN09MfD7yRJRThZWWFUuZzAqAKk0K2gXRSRz8J1d7b+ddDMVIxflVZ1CVJ/28+lWQUwcjQ5/TWl0kVZmB0BVJxSz0lPor+/t7sOYtq6zEwYpLkTLDVFbg5fMhBEgKXWc2IUapvDsyRmmf6TOyJir/e2+HL+euc6gpjeUDShaCUoqQ/U1CcChtqWzLcnEiqcVKKgLHINbn6/WWvhdAst3u2G06ttsN3ntsJR4fkrFlMaaW4otEEf1qRYpeGJxkpI95cEOk27nRJdZkvY38nfAxsNdt5FCQirmq8/4JigcTNBR+6iAsqkIOsYl/hSKNNbgEyKbxmhRwIpkycq+K38XoczH2v2Lhb1itjnNV5v09OixPUBi+8qwUtmVwA867nA2lc+gooZD06RSF0amqepw4rZXwpvNDvqfkbB/H4PZlDJRGnJGtoqqFiUwp4rwjKSntIONKFGYoREpdqarO/j5hICbRhYQQGVykFEWUSoDCiBjj6for7HrH2dkF0+mck5OOhBiydZ24QV+cn6GNxQ0CFoVJEk+g09MVISQG/ymLRcvqaMlkUmOMxlYNxijW12t2ux1aW0JUTGYC5vreU9eW1WpK00yobIvRDU1d8+DBY1bLYx49fIuTk4csl8fUzQSlrPSTKAZ7cczGKff+xqh0Y5G4ByuHjEkZAG/T3T+6drgA/Lzti3qZ3K1B+SmD8me63Rfeuc2syGswMgioAzHkzUn/M4WyB+2QCbnNoBSAsgck2ezqTgblphBWSovvGRS4I2X51nnuz+vGAVJEiOO5l7S9AxGpHJcnJSkIaCsRAQobkY21UtESZM1KXk1Hnw28kHCO+IvI1xkMVlvQEJKsqMU5syLlOHmiVNwFpRXB5RTqEKmrgW43UFc1Gkvb1KA1umokxMPhEFEExJo0uvEcskf7q1Ss4a2VfQy9o6oUJht2ee8wVKA1MTpxPvWSkkzK4R0UMZYQU84i0aBTHAfQSEKsuVNmETzX11vcEPDBMJ0uODpe8eD0lKaeELK1+ve+9z0uL674/T/8Jj5IhWM/uGwi1hFiYDFfsFyCUjVVNWHSLiBZQtDouiLFQJd66ctIFpF3id02cHXZsdmspbCec3jnub7a0LQtJ6enB6EPCWWkfE7BZFfPLG5NCHuQUiQOanyuDvtnSuVZuMmKpESepJDreJBGeegmqkt4JIdkBLxICOTRw7fy/RQw23Ud6/VmZIm895kRScS4G0NPBcNMp1OstdT1BFC4OhB9YjKJ7HVK8nw65+j7jounZ2gNdWNwTtLr12uP84nJFNpWc3I6ocrPUNd19LuOzc5BVBwtjnMx10RC0+16Mm/K6ekJk8kEraUW0fn5dxlcT993zGZT5vMZIGD09PQRVbXhu99b0/U9nzx9Rt1MWK6Os6PswMXFFbvdjr//9/9fLBZLPvjgQwbnmE4nhJSw1vMv/R9/haZpmK/+CZNpy9e//rN4P9D1G+bzGXVd8b/9s/+N9WbL1eWO1dEpVbVgve5xPTx8sEQlz+nxKdPJESlVTCdTfuUv/CWWyyMePnzMbLKgbacMveiwVA7dbrc9YrJQNG6Hta9ujrM3QUrag5kMWtXIwPy03dV+ClB+xO1N0eL9TMqeRSkr/tuARD7PLZCiDhD765mTYqI10tzx9mC9Z09eD1BuZvTcCB3dCZryMVKYiwySbjExsgw9WJWO2yZJATWyH/H68LJCjgHnvNT5yZNIMWMzxuBjMWgrVYLVfkJON4FBYUrEBVZL1CUm0T34nMKci6KlJKLC9Xon/hx1zXQ+p64avDLZpn8/JCVBOIJ0UnGZgcNspP3KOt+PccK8g6EqYYxcgC0lnS9h/o4xqbpMqAqdpCheIYYUibY11I0wKzFIFWhrFMZOqOupnI8LDN2GzXag7weePz9nu1uz3XTZPEwq7caQhOlR4jMjq9YGkqbvHZtNx/p6k1miyPnZOX3fs1lvsn/JmuurNdclqyeG7EQb2W46mrYlBPErqeuaphHdhq11Bq5g8kpeZ11SoaT2oPrWNY3leUtj+vUIWLLIOEYBpiH6sfJwYddGY8HEGHazpkJpzbVa5zug8d7jBsd2JyFC5yQcKeFEYUSk/8oxC1AX1ib4QIiJvhsyoFJj/y5+LyEMKJWwlsyI+PEZaaeKidIcH09pJxWnD2ZjaDRGj3ea0Es4bLPbUduKxWKOtRXaVlxdXXJ5eclmu2MyaXn44JSUIrt+AGA2XWCtwYfI1dUarRU+SAXkphEtR9OKM3GMkW22sd+sBzY7R99D111T108PnpeErQxdv0MbxXvvv4O1Gh8cdVOxXD3MQErYy+AjZ2eXeK85Pr6m33kq2/Lg9DHT9oivffXnOTl5wOnxI5pmgrU1TdUSg2IYAimKwVxKmrpqIClcNmbcg9bx6G6w13tQcveCY98Sf55Byk81KF+CdpcQ9nVCWXn9gEm5B5zsP3s3rXi73S12PQAZtxiUQ8+Twx9hVF4FKIfakZspyPeBlMPAzYEQtHx/Th3WJTzBvlaLUomq0nkFUwSPUvguZv+MlGRbrcjW6bLv3juSF61FSTktAsr0io5AAIL4oySiyhkxORMjxULzi6OkGyJXl2vRh9QN88Uxk2bGNoigU5WT3N8V+Y4DgJLGTRQ3WbbDFf1NcLLvB+U+pQO7Gbl2+8uc06bHXRdoIiu7xtZoU3F93eGjz/V2Kubz0xzSqbm63HB9vePFi0s2m47nL54zuI7OdRQDuhjEHr6kwU4mMybtlKpqURh224Gryw0X51fU1pJS0Slc84PvfcJ6vebs7IzNpme3G7BWQi2TVtx93eBp2pa+h+l0wnQ6YTaf0DQ1TdQ5EwWwGpv7irUKbQxKRfqho5QDKNdUtCjpgFWRNG6p9oyAk2CJQTM4jxsCu93uQFibbvxYUwzfpOjgMAyQVM7sSTeEs+U+tm2dhd9mDOmQ/UZEpKmy54tns9lSBLvWaqytEFF0RA0RpSO2ymDI94Q8Bsxnlqa1vPX2EdNpy+poQQiO3W5D8I6h7+kJ+BBZr9fUdcPx8TG2qjFVxfX1lu9+/AnN5CXtRHxaKmvZ7QaapmaxWOGjY/A919dXeOdopy0hBqYTha0s09kca2tCiGw2Oy6vrrm67thsB66u4OrKEfyOdiK29e1EwO12u8EYxVe/+iHeO16ePWe5POHtt59k1mhAK8nsevH8jK6LHB1doHVFXU958ugIpWp+8eu/zMnJKUeLE6yVWkySou7pgmfQABajLbNJg+iPhrxmOhizx2jNzQw8uaFpDN+Oz/SdI+GPuh0ew5u3Lxreue/zPwUof8baD3uDYR/eeZ0HCjcAzGfvswCQQ9Bye/K7XYX47hTjsuo81HrcrT25E6QoVdQ1Nz4rRceKt8k+zbY84EqpXIAPQnQMQyB4vRfrZj2FtZLBYNQeoFltUEaEmFYb0SokiD7eACjlvEji26GFJzn4QejasAdZwxDZbAas2WF0zWLRCx1vMmOR4SbpYMCIwIFuodTcybvMn9MYZcZJ0OTig8MwoJTO6blRPEsO1aKvXm7pT3qvMRnvE3uDNh8ifb9jGILY9CvNbrdju7vm8rLj+mrHZtOxWQ8Mzuc6MIHtbsBoRdUYDJbK1tR1TVVXHB8/ZDqZMgyBzXXH9dU1z1+85OWLMzbra/qu58Xzl3Rdx9X5OtfFEdfZGCAqsVwfuoTUvPEZiK6l4m+QUJwUwFNokxhckAk6GOpaU2dhs0Rewj7AqIQtKeCKkMOUaS8UjxFC0LlIpCX4vSGcZBEVgLMX2KpcQDFFlbVSVb4PJVQrQDml/bPtnUcphVN+fEar2mIyiIsxZsZFQjjlPsboxdE1CWMiBS49k2lD3yec32GMgPbV0YL5YsKDB8fUjRgMFlazbWsUCyZVxA+J3banspbJrKWdNtRtjTIGH2Fz4VGX8OEHHfN5y9HJMdNJy+mDB/jo8cFJbSzv0UYxZCfgQiWutxs+efqUi6tLdruOBw9POPaJ76vnI/M1m045fXCCzpXD61qT8Hz08bepK8vqaAEkzs/PqbMmxvlI8DCbrpjPjmjbOX0XuL7ueOvJI05OHjGfHVFXM+pKxMAKS11pmlpnvUxFvxOdU99LCQdjKtFKpcxmjcOWupsIKczkQSaPjADmjo1/tO3zghP5zBevp/PDzn0/BSg/pvZF0oyL8A5uMiiH+7ytO7kvA+j2/vc/t8EIN0Syt0M8t5mXGyLZG6DkJkA5PK9xKr+9AFEFFOxfLSvYfWAkf6hM2jkdM0aPT1JTtXyPrQxKSz0UlcFEOQetjNT90EZShfNBSHZLjriMlL2MMFppkgadLBhJn9RKNo55exQEn+g7T1c5tlUvk+gQUI1Fmbx6UiUUcHCbDn9nwJRIo5Hs3p8lC0VNSXH2Yx0hKfhXwkOlD+zh3559QsI6qqTzyuZyCJqQrdadd/gQaOoJKcJ2u+PicsMnn5yz3Qzstg7nyVoN0f0MvcPkqsfGCkPVtlPatmU6mdM0DW4IrNdbnj17yfNnL3jx4iXPP33GZrPm6mqNHwLdbl/0Tqlc3yRpUjS4kEghMfRSnRq6nMrqmUwC1gb5TEj44LJBnJFeoDWV0qLA0fvVrQLQURa8Kt+jAydkASqZwYoGYsq+MgJMBJyQxcx7PVfMoCcmUKnU9FE3748StufmguDgeSViU9ZPxZIq73MNHH9j4gmlJlZKGawk6toSovgDFX+eybRhPp8ym0+xVvpVTmyjqisxOzOKmGv2GGOpGpszg4TOScBmI2neu97RTivmsznT2YTZYj4WnwxBSkhEBHA2bUtKEW00wyBW+dvtFuc9J6engOLi4gwBb4ambVgs5sKoarI9gOfs7AWz2YRHj0+BxHa73QuFo4S96npKU0+pTEufOoYu0DQzjo8e0jQzrKkxuh41QlKTqaaqWoypCG6LcyHXjZKinwfriztYkcNxL42hwlT6FWlcjKSb/3vj9qex6P1xtVeO9acMyp+XdjfIuA123rTdBRjuqkb8pn+X14oPStGy5L2/9rtvnVB+vCP7CeFAg6KKgVj+ydoJlAzcPoiTqGRfkJkFTVW1YzXcFAN+EBq96/osprTjtlKA7z4TOjkOpSQMFHI13crWpCSOm0MvsX0JQWi0qkhJyrQPvaffORpr0EqPK/ZU5sbDy1Z8S+L+5YiEqIohmVuvCSGwXC4z1d9hzJS6rtjtHN47IBfjyROupJ3mL8wpzZLtlMdKVfRAOZwVRGi6XC5IUdF3ihfnF/zDf/iPePrpFd/5zhlvv/UWjx4+YrE8pakrzs7O6PqO3XYQd1FrCSphFLghQBp4+eISlKLvejabLecvz+i6ATckrJ0waTRqUeN9oK1dDpvICjamJLqKPNGTwNoJMSaurzqMaWhqj3MR78hMSATvCQG0CWhjqWJmK1BZ5HrLp0KpERAlo9BG2DujSwFIzeAj/a4bwWeMMulYU4MBY9IY8lFZhJ1iTnLOBnAlpFPCh1Ljx5CS+KeUTiGmZ5p+6Fhv1lRVlft3hbUVTdOM+5OSBlJzqaQSC5PiCMFR1XrscFdX5wzDmhB31HXFZNqgtWIyaSjFKHfrAe8Cb80fZTt9TT/suP7kit3uiqqW1OSYkoRXY2AynVBVFV3fj3qo6XSCrQwJCb360GOMZjab0nU7trsN89WcGKOwjQnee+9dqXO0nGGMmPM9fusRi9Wc8/OXDIPjwYMT6rqi73vqWupFrdc73LBmMT8mxZqXL9d4Zzk53TFpF3zta++yXJwQg0KrGqNbYjBoVVHVLTFEdjvHxfkW5zxNPUGb7MBLwrvdON5Jang1gtzxuR7DPfcNeofo5ssDNn7c7UsNUD4LRX6W9uGuEMTnef9NLeeLGPH2Z27rUF49L+m8Ke2t7u/K0rn7OA/pxJvX4lUGhRvvHRY3vHuyZvwsN77ts6/zzddvfvpwb4lyDAc1e5RCG0bX2BLbVeTV9WHoJ1ujl4Jt5RqMDEqO75fVbIwxVyWWCzKu3A+OrqQfR7VPzRXTs7KqTuItEkHEqZqUNCHHtKsQxaZcy5EqBRGFTooQs9Pt4T3I10ElmS1vD2U6h2iKWBlinpRCMU+nrOD0CE4K6Cs/ZFe4/YA5ipSJOWVVs77esV6v+c53PuHFy2ueP7/i+OhY+kiIBEI2v0vAXpOjlckmWeB9ZLvtSCmx3e7EKr+TbCOtRUBrlEVrKXlvVI9znqHX+GLCNrJaKrNakHIxxBgghJTr7Yj2QukIKgizFRIhKELQMjlpRakZdWMoGdmnEg7bP8OF1RQGI4wh0eLlU/qT1vK61rH0yvG+7pmVOH6PLvIglVmOgwNSem/4J2yJ9N+6kr5dMtO0jrnekQAVcYiVRUhxRTZmD1BSEm+gbrcjRk9VS5jQ2iqDbI2rDErBtJ1k9g6GnePy8preDRgLVqoOECkFIRUxJfqhH5/lqWqpKjEq1Hpfp2e+mAkboqRvxMGP413btjRNzWq1wrmeYehoJ8KkPH36A3bdDltrUhJNjsnMyWbds9nsMLqirltIWznuPjBtLdPpgqpqsmu01NdKOSQoQnepYeVcoO8dlW0ze5dB7cEzemPoumM62rMm5e89o8krT/SPvt0eiz8PE/MmC+LPmp/yC2/8nV9qgMLBxH97kr7rRz5yW3R4PztwG0gUMWbZz+Hv1zWbTb8Oj/N1DMXN8zkMoUC6IUQ9PIfI7ayZ14VobmpK9hkIMiG4W8fx6jUq514GS9nms1Oc72rBS9XfsjLcbQst7FAqok3C5pS+xWJG01TE6HJRNZ+tt5vMTqjxOkg6dmC9viL6gHcSQ5aBT6rgkpRUkd1usxunXGNFFLM2LEPXkVIUZ9jaMJ9M2O02bHdrfPaSqG1DShXeDwSXGDpHaCYoanY7h1JrkknUbcVsMcVmp1UXPM57rjZbdrsdppbJZnAuA9Ikzp5aj5PppG2FWYky8RqrcL7n/MJlOJKIClQGeSpp0LmC8gGDUioeK6OJSYSagxMfipgB2Hw+Iwb44z/+I775zU/4xjeeslpV/MzPPOIrH77Ne++9xx/+4be4vNpwcnxK206wjaFpKmazGbW1WGPp+45h8FxfXYzPk1KW4+OH+dnQEATkdV2PGxzXV2v6vuf6Wn73Y5aL6FHK5GCtYjK1NHVFCLC+3jEMjnaiMDZR1VLhmBwKDMHjfBbL6sK0HI4NpaAkWTjNCORT0SoF8C6ilcn9Nj9DB6FBhRYPnCSviYaBsUqyMSaP1fsxJGbBrsogtjx/EsYzTPSE83PJcirgpG1bpF5SrmocAnVjD4oDKna7DcZq5tNptrpXTKcVttJAyCCm/PZU+b61bYXWLfPZXDKKQuLq445/+s+fslzAclXxuJVZOKqBbb/halOREAO9mIsamvoD6lYMDpOO9L4n6QptFfPljPlqyje+8c/56KOnfOX9E6aTRp7rSc1qtWS9uaIfNkwmEpb6w29+j6dPP2V1rHj33Xf4K//6X6FtptT1lE8/OefTp2fsdoEQFI8fvYtWNddXHZUZWMwix6sZq8UplZ2iqFFYUjT0XchApWY2rZhO9pl+JYVcmjBM2qh9Lc/yzng7bzPgh4vGzBordXOTn1C7PZ/dJzv4PPsq7XZF47sqHN/XvtwA5Z52/2T/6java4eMiFJfPO53GxTddRz3ZebA/ZP+6wDVjdc+A4SVAfTGymA8ttddy/TKv75I+OmQ4SlNWJHiKxFJSsSKRXtijCaqlGntDEooK9jDc40jpZ5SylkcdgzvxAg6r9jGeSLlCsG3jmd/bjezl+TFPZMSQ67c68Vwq+8k1XMWWtEu5Gss9WSC/EQR50YvzIl3TmqwVKU2kCLlc7Mqe6UU7UQZ51KeaLWwMiQIhLwiL1kghRLIA6mS87nBlI1nDLvdjq7zfPTRp3zyyUusjUynNScnxxhrJHslhqyxEOamqmqsFWtzay3WGJzzwuIg10krCWdUph4HfmXF0lfs0iUsIxkp4hxb2YHBDZJe63O/RgCcMVIYToTCUi3YuSz6xhOzX41SoI0AF4VGVSJ73rfsG5MFOQVA7O8z4/MSY3m29tfrNit52IPK6vlwVV10V5Bu/S7v779bQj0CbEv4qBQCHPtTzKGdKCE90cIUNJeBk9aS7VNZrJVsIKUixcdFa5VDNh5rFCoptFVjxWxbK5pW0UwMbWvGCtDeD+w6qLcbYVHy4icEz8uX5wyD5+13HmCMYrVaoTT46KWeltbM5y3Hxwum04mkihuTNSodkvre4JxkBCkVxAMo19na7Tq8A2sDm01H3zu0ajCVpW1WgCWmGmsarJHCi3Xd5FpKhiJkjnHkzjITK4B1z6BJ31D55u1ZtVebGuO3f/rtiywEP+9H3mQsf9MoxhdtX2qAkuLNSeK2q2n5943PHPx9H911n9mZ1vqV196k/TgFTXuQcagvuTsT504vkxhvXbvXsTv3X+dXVw/3v1euTrl/JTtFZdYgJQeUFGJHTJq2tXgfubra4oMBQha87geTYmgnjqty/5qmoWnaMVUzxkjUKq9C9yXsnRMth1JKMjvyMYYQ6LtuTGEu31XqwAyDJ0aDrSJ979huZNt6Yzg+XaBaiN4RSGydWGXHJDVlUkq4XuL4veup6orFYpkpfgllJNLogrtnzOJ+AC2ZQspChN3Qi65Eg86r9hJGKGEAF/yYpaIQMBCTIib45Aef8OmzC/7e3/unrNcbvvpVy5O3jvnZn/1ZXjy/5Jvf/CZ1M2O5XOKceJQsJiuauqGq2rwSN2J0pSzB65HdMtqIN0gGKEYZFAprG0KINNUE7z2LxYqhlyJ4wzCIeLd3Y/+V0F8JjQggSUkqTaMCupNQROsUPtRAg9KSiltV9qDuTdE2qQPL/Aw48kSfMYkA0BBzNs+Bc+8dC4axn98xDrz6jJWJpBxAeVYSbTuhznoTMXeTQod9vzdzk2sAzkVC0HifDeu0POfORaxtsLbKVZg12+2aGHW21rc0Tc1ut2Oz21LZispajvQSUxmUhtVRxc/+/JzKVtRVNWYwnZ9fEENk222o65rFbJ5daz3/9J/+PsMQ+PV/41/lyZMH/NIv/SLrzTXf+ehbGKupreXrX3+Pr3/9Pfrdvh5SCI5Pn/2A1WrJkyePePnyBd/9/kecnNSsVg9ppxOauuVb3/qIlDTRay4utuy2Aw8fPGIyWbCYnwIW5xWr5SnLxQnz2YrJZC5jgbbsgakWdkPB3vG5hEtvj1jp1t/cev31ACWRfsxGbX8GqJrP2b7cACW9HpTcBUbuAh834r33DCIFTf9p5IQffv9nodQbr98Btu4DXLdBSYjhFihJr/x99+D6amjnNoDZb7cHHiVWf3dLB6vIspQvtHgBglKmPaVAiHtDrRhFBKiVzasbKLQ0KZKiRhWQElQezHsUCqM0VeWp6ySiUy1OoArGCU50JTGHg+T+2Lw/GW9i/owaxbVaK0KQ4oIl00YjqcspJNwgg/R2s0GbRNXIpNH3/QhQ5JwgZk1NOgCKFMB5Q1F7cJ3L9TvIDEqlhk8uXqe0RWsJ65TbErzoTUolXwllZEvzKJqNs7NLnj97gdaOttWsVkvapsU5j3MO5waUsmgTiFGNfh/CotTYDIqsFZO4UMu5FBOyKhdeU0pLhgs5W8pCZapcGE5M4caUYx8YevHzCD6zalrlPhJwvpMK04PU1hncgNYJ5wV4DkNP11XUjUGrI+qmynollV169ajv0Qqi9mCC6EpyOnhxKBbx675n30dfF6ZE+vzdz+3Nx/uQSSkgRkBGCd0Yo0eGJCZZ+mutDsCWfJ/WmqqeynMS/QhUy/PjXMCYmI/PYG0NdGNYCUVmZQIpCgM1nbbCkpmKbnCkXFvI+wC7Xozrsq4qpIALjpgCf/RH3+PsbI35FzSJwHw5J4ZACoF20lDZitlUBMUSPnX0Q81iMWO5nDOEDhf6sf/XlXiTXFxcMm2XzOdLvKuw2rNanTKdLFktH6K0JcaK1fKYBw8esVweMZlMRXQdE1ZBEYgr5DnId+4GQ5ISogYsDNjBfbs5NQi7d3ObvRnlzVbGzp+22+1LDVBerTL6epBS/v4s45i7QjKvo/I+q90+ls8CJbdBzCH1ft/q7Ha7AUQOslNKuOOwlPxtbcp+kL37Wt5c9e0Byk1tD6+8vj9mNQ7Y8tf+nBNIFeJcGyRGSXN1XmpfxOQJUaNNi0772jjeO6LWYwVhKJNsYLPZoJXGaktVVaTUolSN0ZqADCySZpkAjXdOqg/ncImtGxEFZDSRYhorG2M0YqsvjIpRBqOssAFJS/VdP5Bc5Orqipgck5mYb3XbrYAT9vSxVmTT1wgh5sEtjnqTdCB2LSEaucoygcWD9B/xpSHT9jKxGXvYnwRsSW2RAmyyjidKiOqTT57zve99QlN7Jq3l9PQBdTNlu5Xqss4PhKhyamcLKJpmQl03VFUjAEVpUqUwOmRRsQzIJrMoo5tvFh2KcHGf/iz3NxB8HBmUPhcOdM6NPTAEh/M92x0MA3S9CHN3XQ94UB5bq+yFYqhrQ1NPmEadwwXy3TJ5WwmraUUMDqUC3kHK+h3pW5EDA5zXPM97cKJySO2z6fP0yu8YczmDA4ASgiJEP37PXhye+5MR0DWbTXF+oOu2VJWEiQpzNAwug3UJvVW2GJJ5oEZpqd+jooB0bRSzxQyrK6ypiGwJMeFjYnCRwXdoDdvtRtjBmChu8P/f3/5D5vMpq6OK4+MFJw+O2W42bNbrbMY2pW2maBSuH7JeaMdk2jKfTxjCjhAHXryQZ6KpG4bB8/zZS956MmO1PKXSnmGaePjgbabTJSdHjzG2QeuW5fKI09OHNLUArPV6i/eRnDW9v2F33ZGUs94oVdHK6PWaW/jK27fZmJ+217UvPUC5qZe4v90HSg5/337tdkjniwKUUsfmvtDR4XfeZnpu6hxuArG7GI/DEM9hrZ1XwzqvMij7bJDD6/kqOLmbQdln0hxeq8PTfZU9ku3FH6KEKSApgz5Y/VllQVUYux/gh6HHuYHtdo1S5AHbYI0dxbYxJnyQVbcwKCJorCrRR2ilcbl8u2SIxCwy9HjvsFYm1wIIYoyEnLYpmpckQlQSt0V0wu7l808yQz1/9oz1pmZ51AoNP/TEJCmaTZNXpJUlJpmIJf7e50saUSaHavJgqvZldjLLEog5XFP8XDQGrYTK1zn7SSh5mfBDTChVjck9IUS8S6w3HZttz8XZmvV1x5MnT1AYvEt4v2Oz9lRVy6NHjwGDNpZHD9/CVjUoEVgaY3MWj5aidkpR1zXFZ0cpjc028EppgpNrq7Rk59icnaKUEmAZoa4Lq1IRQxxTkEOScID3Ivx0rsFY8QGptpoQHd7vQAViiAydnOeLF1e06562FdZnNpPU0aYR3xSFwnsBa24QQ7ZhiPiQfUrSrU5+63m+i3EdXytsWcrPmUpIEcUyCR6u5KUwovN+ZGGqygKRyaSlzIb7kJ/0j6ZpsFaPnyn1f+Q4GtHjaPE2adsp0+mc5fIIbTSTyUQKN6qSWg/WVPkhVLTthNlsweACw+CZTWdUlcN7z2TScnp6gveOwTnW60v6vmc2SzRN4MWLlyKcdoN892RCn2ssbe0Wow2NtRirWS7n1I0IbN//4D3eefctNtsN11fXoAxVXfHo4VvMpku8g6qaUtc1jx6+w3J5zGr5ENB0XcSaGu8i1kS0lueurhOhv7kgvEskeqgLPBwX96zY7fu8f/1wXKCwKRzWIPvRh18+Y4r8kbXPIgRe177UAOVNmITXXYzDQaSAkfL7pigKvmgHeh0wuZ1NVF67yZ7s308H293+Dm69dwhcxD/iLu3JXRk9b7b/+9rrrverDzkwitHKdc8r/qwnUEqhMELR5sEgRqmyOriert+iFIRYUdmKZGOmrkW8J5b3TlZ+iM34MAyEELDGjkLDksEg1L2EZErGhqx5svZj1OzEMY1zPA8O7+cepJQXLs7P6TpL372FMZmpyWCybWqMVtha7M8lJROCd6O4k8KyFNo5A5VEykAj5Bo4Ia/u87Y6oXVJzRa6XpxZJayjMmNBSkQvK+rNZuDyast6vaPvHA9O3yIlzfV6l0MtA48eLjg+OiEkMfF6+5130MpwdnGd72HxmBGmRCmFtfv+ppQW9858XjFTDCVEoXN6bUkVB4WtDCEEKmtG3UWMEkIIwRCCRRuF9xVKBQZXo3TK7EEiRkeITjJeQuTqcku3c0ynLU0TUFgBJxSGQcCJ2J+L14hzMVev5sawcDtU/PqBWDpWyj2nABJyYGD/lJS/VBaER6oqV++2moSlDjWFqSxVkgvDVtclfLU/PgEpAgwkO85ibU1ViY/IZDLFGE3btGx3V6PZW4wRbOnniqqumc3nnJ9fopSmaRu0MfR9z2Qy48GDRzjX0/c7nBMtVttCXUcuLi5Fx0Xk6GjJdDah2+3wzgmzZgxmOafSLdNZmwuBGo5Ojqibmj/4w2/iBi99wlS0K3GD9T5RVzVNPeNodcrR0SnLxYNcOXqXU9hFM2NMpK5rSIrd0FN8nG4nLOzv7f7O3AzXlftZQjrlTuaXD9jisX8kfqzg5Na3/5i/74u3LzVAua999uDwKnNyyJrcxaoAI7vweY+lrD7K35/Fptxsd4et7mJO9u/tha+HYZ7bn9uDlUPB5c3rk8YH7K4aQAdhGiXagcO+f7gSubkqOVyBFFC4By/7ooES99daUZkaratcvMtxebmh73dcXV0hIRpDnU2TptNZZlEM3sfxfHQu+GeMIQTP4KDvtjKoFy2DEmShVcIasJUWt9EcxinGYc4Nor/IQrdyjb2TyrLEDpWEtbF1QmnFZrOmd3B5eYY1hmFwGFvlY1XZg0L8TiZtQ1IJbYt40ZCUxL6VzsZ4JdxARLIwwFQalVLObgCcXM/DgorOefpuEMt2NFXdQBR7+2GIXF85vvvRc37wg2doZpweTzlaPWTSTjk6eQDKkJKheIAMTtLEry6vMugQ4WuOSWXQYaT+q86uqiG8skAwxoizrVaZQRspihG0VJWmqjQpp2OnlFmyoZe08xSZh6mAFr8khkDvtgTv6YcO7wcJSwWp2XRxcUa3FStc13uC76jrwLbxEnrSOmdbRfqhJ4aEGyIhyMQotKHm9ngjfebOx3lcbMgfpf5SKU8hqKX4bXDAoBilUFnnow6E3VUGbcVV1nuPrURnsljMmUxa5vMZzme3VjfgvcuW8ALmlVJs1j1uiGw3/Vil98k7745mas47Npsd9BEXEtvdgNJrrjcd6+2AD4qULNqAc4lPn53lRUYiJYutpjx4cAQKvv2dlzTNFQ8fr1ldXHF+ec1i1tI0lTCi2rBazTJLJFYCs1krTKBWfPDBB8xnS775zY9IaWA+bRi6ng3XVEYqHj84vSD4iqY6Rikrnih5zCmhwroO4m10YywubFS8dV8TpQhruV9KFS+bNH5uDzjUeD9vNj323R9/++JShZ9E+9IDlNdSqG/w+l2MyV3hnryHz318ZWK+PVHfx6jcnNRfZS/uY1Bu/tz67GvCNHkPrxzHzffupjv3D2v5IK+c5z1Xhf0DThbG7rcVz48w1vYxWo36iSHXZen7HX3fHaRQin4hxoi1FhET1mMIUCk1ek+I/0QkBgnnhDyoS0hJZQGt/Ntkn4xUQihx7xXhnRsjyuM9TZnRyFk9MdfxIQPV5CJ91+GNWNQ3SqHqOmtn9tfT2lz5OGsIbGWJRGI+V7m/kUQkIuJQqYxcWKc80fk0Aq+UwW5hjGIs1zxP9jERPAx9pOs8u51j0i4wpmI6WTKdznj44DFKVyht2Gx27HYd2ggb0e0GUJqmFS1KYT3KxFsK2hElbbxctxLa0zl2NTJnI5tS+tb+edW22MWDDVngnCJSibfcrxoxI2sIMTC4fhT2ei9ZWpv1lhh7UrLEqMWBlgQIOFZqb4QXRkt/ub4CAgWg7J+bgtjvn3xiLNqiDN7YP0up1HNJjM/Y+HjlWj7Fs8WUyszsj7Os6gvga9uWtp3QthOqUKFQ9INlGPqxeKGA+JwS33tC2NE0FW1bC6Myncv17w2bTQdKo7UlRhhcqUOURCMWEjGAU5HdtkcZeZaEqTNoU5NSYrvzOZTp2W677KKb73NtSEm0NMaoDMBloVKeveViSfBgzPeJQY6HZFBJfF9IiX7n6CYO76SasxQF3d8D6RsCnkmmyGPhnt97DcpdM0Eaf4/w5MDO/pWQUfn/jxGjfJ7Qyo/yO/93E+K5zXDcBy5eFwO7a5v7PvejBLyvY1buY07uCnGV18qKM6V9iux9epvboOIQLKS0fzhvH8vhgyv7unk+h8d0U2OzH1RBVobjipEkg1ICF4f9sWfA4NxA3+24ur6AFDk5Oc7iQY8bBna7Dd2uQymJkesswqxsy2w2Y7FYsFqtGLoONwySQZAEeMjcJ14TlbXUtd2DmRgJUQzsRrpcMQZ2bCniFvYVafesnMFqw3w6Ae24vr5E6PjA6allNm2pK4vR4IeBlASgGKupm1pCOVpJJkQMuGEgREfvdxKuSY5iNqaNQhmdCyBqBINIrZQUIyEqvIu4oVDTIqQMQdF3gX4H3RYeP/yABycfslieYGzF+dkFUiG3hihTeN8Hup2jbprspyHeItbWSHjrkJErk6kIdlMqQICxrzZNlYWxhSrPP7qwLIzuwFbnMIeRtOVZmORaOSVEJ86ysE+5l6wfn8MgDh89dT1jGAZSBrppBIBJwnn5b6WgqbNlaiOC6uAZAcp+MXDgfHzwvEgrNXTKOZqD50nd2L6EBw4/rhN7z58DNleugTALVW2BhuVK/EQeP34MwLNnT29kGGltmE0XVHXNdDIfhfMJCQc39ZTpbMrzZ2e8ePGSuqmIMXJ9tQUUjx69Q/AB5yNVNaVtFOcvP2W36+m6gbZtOD2t2O02bLZrJpMGYw3//Pe+j1KK994/5vhkyVe+8g6Xl5ecn7/k6vISrSLvvnPKcjHl4nIixmwLEfjuug2X11eEmDg+esBqdQJpihsg+IpJe8xi9pDzsy2b9UBKFf0usNsNtBPLfLEUF2oDu92GYehZr9cAzCerzPqRweKhn1IcxyDUTZZE5LL32U/chjI36OUfe2RnH5b68rQ/twDlvjDN68DK61//bL3Lmx7zzbhm3vs9+34T/cfdYOXmg3EXQ7Q/lgPAoG5+VFZ1N4/7rnOixNBvXbbXMynygeKqWPYvK6UiOi0UsYSkvCvhFYcxiraV1bEapFYHToqogTAWMrFVo8GVmLRJ+CPFNH6Xyf4hQm2L4VcJ94mRWoAC9pSYVhWDqcLOkBLB74WdY7gws1nWWtBp9FcR8zBNXdfZn6Ss1pFie6qkPBbRc87AisKA+JD1JsnLCjMlkhLNh7jYR8DIFBsCKWli3DMapUK0dxKycEPEe0hJU9mGuq6ZTIRB6SdS3ThFmYxjkiq91kiRNZQaBZRigJdGRqms6A+ZwZLGywEoNkZStEe6PJHvP+M244+RjC1jZD+2MjmV3uOc3Puo5csKo2hiJGiL1p4QLCZ4FvMjvHPif5Ni3kcY09lTijlzJ1cEUDIheRdxKkIS3wxS0YjtAcrtZ/Im2C//vud3YRhHBiUJCMkM2M1FwV7HVeXK3ZNJy2QyyaLkwF6oX5gJk2vX1Ln6NaTkx77mfcANHh+lnk4bGmIMXF+vkXCJpCe7QVx9lbbU9YSExZgmu+VabNXQNDFb21uuTBiN2iaTlr53hJjQpoKUcraZGLR57/BB+kMInr6HXS/1tKxtMbpiMplSVYrgapaLI06Pn2DUmrbpmU2PaJspla2z1wljXyht7IcjOE3jM3c/W7LHFkU/xI3t1ME2uUxJIdZ+ogjhvrP5s9u+1AClDHr36UjuY1Nurua58e/7gcIXO8bXiWPfFPB8HgZl/x37STIlMZS6D7yVSTrGXCvmleO7j0FJ3NTlxPFhvc2SlM8cTlKllbRg0epIXRZQVIjQETzeDwyDY725Zrfb0A8dbVuzXM1zyKeHFAneMeTJRnQdNqcuTphMpIiZnFEEAk1TwgBSc0QbRV3V1FU1nrdkiohPSTmzujIY3Rykawq4KGBEKYW1FQqD8wM+eNpJizKW4JyEc6ylbWuOjlYils0MTCTR2AaUlKYXliTik3hJDK4nRk/w8nfAAxFUlHLOCowyaAytnpNy5kZKmpSkcJ0xFTEYYlBc7wa8h93GZxakxegJxjQEZ0hBc7R6jHOel2dnuBBxXrJ42tWc3ok2ZzabC/1vmmxiljNOUhoBWGGkRs1TSnnCzA6/OmdNkcQgJvcrPQLBoiMqYbiEzVkgLodt+m7IWow88UZZ4cYIWgUUAYVH68iTRysAfGGn3CCZXN4TohjPlbpQe70BDL1jt+tfYT5uZ8QdZsWltF9pl8nw1WeqbDtyh/tnJ4OHw6xAUGM/TynRtDVaK05OjphMJlI52jm0FtCotWYymTKZTFguj7DWcn29oe8H8eWJ8t3OedbrDUmLE3FVW4Zh4OOPfyDPpm0kSy0qptMldd3w9jsfYIwdv/P6+prjk4qmqbP/TmR5dIGxmq/8zHtcX1/yv/2z3+f4+IhHjx4wmWjqWvPwtKGpNT70OQQT6fsd67Vnvdmx6wa+/e3vY3TNhx/8Ek09wTRLnjx+j6988Iusnzj6XaRplmhdoXVFTJFu6GWMSgFUwFjFdDZHK40fEntDm+KJtF+QZAwqd0Qd3pt9n3hldTc2det3+fePmUL5ErYvNUBRSokpF/vJltuARR2Wk5d/j2zAwQoV9vhSFn1p/A2vroa+yLGW/bxum/sYhzdlUPbbCU2ZUmBkUMaAxF4foA4eqkJx7v++izW5+WDJd+Tj4NAfICGx+XTrwT5UwOfjlDcpgKeAK4t4jETEq8N7hxtEnJqiTObbzRaAEDxaCbiwpkYpxWq5os4UdmUr0XXEKGGUKANLVQnjIQXXZNVkrRmFtCWzpxzXvmbJzZV/0ZrsBZCMtHlwHUkNzNqA1UmqCFtNXVvquqJqKqkxEwJoIYwlTTqw223lkmtFUjJZyiRtwdS5OKAZTcpKplHI+p1UKyLiKJp3BDm7JiEsztAHnIdhSIRc1VWpCoVltx1IyWGtFDLUusYSAJM1EBprRJAsTYoEkhRBRdT4nOVsHETDoZUBlcsPHDBRh72s9InRCr8UiMwaHIlY7AXbY9aPMZgxRgISShFfHK8DSgWUMsQQx+5stEKrKK/HQLSeGKsxq0vCfF6ARZJqxdaWVOPi4SMgRo5HarqIzqewOPJ8FofjAlOkXxWmkPG3PEY5j0elrHvZ2yvcXJxJnxSgZ7JTshYLeO/zs5hrVGUztrJN3zu6rsc7nxkWI+Li4FFWQLtNGq0rFvMlacz8Mqhc3BEy+5Wg2/WEGDDaEkJiu+0o9X6ck+yxF8/OCMlzcvyItq3xA6RGal+lWBE8rPsdXRcYhpCzjGq6XaTrIp8+PYdkOFqumc9rHhzPsaYhhkQx2isVovfjj4xXWqus5bqH0VBl/Lq77cfoQ0bigCW5vbMDavnGcPqnwMh/nvaTYm9e+d7PcRxfboCiDx5QgNvMyeF7Kj/o2cwrggye+Xc45P4OwMn9wtI3a2/6uddpUD7Pd5XfJYaqtazmVCrUeYEpksobFahDWv3e4zoQiaWbK4cywJIKTQo3Vxe3Q083qcYx9ptXnSJOVWCs6EtCEmak7+i7HUO3kzoeznN+djEaVykUk2ISZmtOT0+pq4a2meSVZ4QY6HfbcYAfMxlSomhNZIDXxOhIiJg2poi1Oqdo9qKDsHZc/cfoiUkceyWEISLYGBLdsMbHHc2qkfOyClNp2mlDO21oJo30vxjQRoGSSabrHZeXl9jaULdVFhwq6sqChkZZOb5clda5QYSgwREG8WiJ1gIGSVISAzJUjbYWSU+ObHc9bkgMfa5AbCZoVQOGy4tL+t5hKrFGn8/nGAO2KgxBoK72VYtSDh2pFIhajOAEAEjtHUD6nQkjw2C0FrfevId9vzhgPkf/F+mnMUmV5xglHIbaL1KssSgM1kh/U6oCMkDxEWc8zgWCD9nNV+r/aA3WNvkYsjYpBZzrJcPJdWOYzRgQkk3dAB8xxrEWjvSxV80kx/BXBlpy8JmNLM+SyvoUtX+ujZWsIhBvpUOfphiFhazrKocMpYbR1dV1ZiYFoIYgIKyuWgnJAdvNjt1uB0ghw7o29L2XVORWahxpVWNrzZNHU/HK8ZGqmlBXLZdX1/S9aKeC91xcXktfmc3YbDasN2vx/ImBdlqhNJyfnXFycszXf+kXWF9fc3V1waQ1UDd4Z4khcnm5w/uBvu84OTnh0aPH7HaJvkt8+08+xbnIavEhbz2Z8pX3TrCmpeu8GOqlQ6Z878BrrGSBhagIQfxgSi2h17f7JtVD1uQ2Q6JvvfaTDbHcXBh+OdqXGqDYqsbW9b6LZCquDHXl78OJNI96vDpJIvHeTLUDkGnV8u9D8ai89PoQUQEcI/1/8PpdrMdd/y4rM24r5l5pij0Dcgg2yoOS8uqBcVCMowYDSWGNkf267mDPOfW2XEu5Jrfo6gQhSkSWw3dGUHMInm5cxVx2JFFXFSkFtps1KTqc25LSQIh5BUbg5HhJSnNSCmilaJpmvP86u6BKXLqiMTUGTRwcKIU9mMSS2heVi55xlRyCz10kEaIbRZeSmSP3wtZWBuMYcN7lYnlGjNCMwVjLdDrDO6kZc3F9yWZ3wfLJA+y0pm0NTVszX81JFq62V5IJkSIhT8Cd64lElkcLCTGoiLES2hhcL2nj+b+93sOSfAAPlW0kLTtNiFiSakjJEILBuYTzgfWVYxgC2x2kaFC6xZiWqppmx1fFdLqibmLuOxqFzfc4kQgktLjrHvQ5lTRGQWMbmXRTtmA/6FtWGxKSraWlYzD+Gun1/SpXI6teYySVXZus0cnpzH3vMshU6OKtMk4QsoqOgDGiG1EqkmyibaZjHxZn3eKw7MUvJXpiTCgC1kDUUtzRmpZJq7LHUOk/KfuyRJwfxEguFD1LKcKZqCubn5m8jh+LXZb7WJ778tyUCVS+y2iLupHaLKyBqoTFSAGGXhjFEEtpBiveQjriBs/V5TW7rYjJK1ujJvIUGaOxxkKtRF+UtVl+EA2OwmB1TTOtaeqWtm5p6gneB7zzeCeFGefzBe+/+x7Pnj/n6adPub68ZBgGTo4fMJm0HK8W9EPHH/7+t7HGUFcV66tIGDw//7Vfom0r/rj7A3SrWL2zYrlccnR0RNNMMKbi8cN/EecCD06fsFqdsFo9wpoJ3iNMudHE5CVMqGRcMkpqdMcg97n024TKDKCMIqr8VtIXC/tcGPfD8avouPaj8MiLcTP8w/hvlcfRojH7vO2HYfIP55i7FsW3JRGH7YswMHct0NM95SDual9ygFKNmoI3bopsLXC4ss8izeyeIymaCW50vIRKZvzMfWDiNgPyys254++79iN/j1tRCsW9TtOyBw2F8ZAHpFCbBZsV4aHEpWMGLYmk9Rg7f2X/qmQDHYZwbp3Hned5SFvfAifj4CuZL5W1JBSbizOc69jtLpFCgQN1bahqzdFqnguUDUJ5aytx8xBzHRyTHS0rcYFFCvGVOH1h3VIOTXkvwKzoTEaTNgIywMS8OievPhUmV5MNIeCCWIA3TS7JbhVVXTFfzNltdnjnud5sOL88432/YIrBNjX1tGKymIKB690ahehuYi4SN3hxkp3lDIZ+6LBWzLl2nRst3hOS1il28RUpGJJPVJNZTulsSVSgWlJShAi73tF1jqv1wDAE3CChmqZqMVYAighnE+2koRjW7ftnRJOISQb+GEOGDzGDRZkobXXwGXK/yqtVa8x+IB9fT+PEXSDDvv8pzA2gvf8BxdA7iiOtzmyNyiCUHGoR7BdR1qC19Mu6alBKJrNiJS9ZPh5yWCxqASgxgU6RqALGWKqqHsMtBZgMw5CZE4NXHvAEgiSIJ9FYGVMYpz2DUtLli0i6gPvD8aDUmzJKMs1uTDY6YXR5DfwQbjyHGjMu9t0Q8G47XlspCFjdmJx0XeXjivkZEtVWZQzGNkzaGZOmpW1apjO5fZvrDf0wEGLk9OSUn/nwZzDGSpipdxAVx6tTjo5WfOWD9/ne97/PP/kn/4yT42MeP3xEv0kkl3h4+hWWyznf//iSpmn4ygdfYTKZMptNefjgEbP5gvffvaIfHH3naNsJi7mYsXm3D72m5InkcUGPo5EAlCRuy/sxrqQZ75mPcS0L3J647wvZpxv/us0e78d1hUJlXdbnafdJAN7ss/vjPZynDs/hvoSSfVjyi3xvfO3fr2tfaoDyRdqr3aX8uwyQB+2gf0l3e/UG/TBo9vX7EQr4h2/7dLnS9pkRhx4t8n3l9Vfb7YfiVeryMHZ+GE+H8mClcfA9bFLyPBeyS4q2qbEmUVUztIoYHcTHwMKkaTBa4504P5qYNTZopIgN+MELrrAWoxV1zogxuYy8TKh5FfoKu1t0CTfZtVd7zm2AVgSZcRxE2smEqm74IH3A6W5BO9UokzCNxtQGXSuSTvjoIeVcppKOq+Q4+8Hhg4g/U3Iol+i6rCvIICt6JCW50ljVoG1DZQWgeD8hJkPwFh+ShHIGhfcGrSdUldRfUf//9t412JbjLA9+3u6ZWWvfzjk6ko6OZCxbMo4Jsa0KdtCnSoXgSJ8tQVGA/QMbp8pcyg7EzsUmJGWqgjGkyi6cUBUoCv4k2D8IJq6KcUGCUw5GdghCwY5djoEoSJ+IY5AsJFk6l733WjPd7/fj7be7Z9bMuu2tc86W1ntqn7XWTM9MT09P99PPe4MY/RKVYjdBwfgXCk7C2jAG/HNgYwPwUHdZAcS5siYZxIaYLT47HmoMSlB7lBRTNdkjpTaW/tPOF6UDqYl4V6qcGTgGtkFTMUiU2zBRBBAjDIMJah5RdZEheC/eKN57lH4UJjYXgZCPaioXgImBD2qUwjo0tg7xcMRDCOxTWwZmhBngkG3YG90W2MwwiTI4xPHQBUQ2IrGCmsS4tBc3AfPlgC9MwO3fOqkmtsDYIvQz2WdIbHyIJX7KBNMQOM5gayzG6Ls74sq/u7uLF7/oxdjbPYWDfQmIeOO5c9jd3cWtL34xvuEbbsOpvbO4/uz1OHfTOTS1gKrbXvJKjEcjvPY1ErL+/PmbAoMhofab2mBcnUVVMna2JHJsVe2gntZo6knqMOTj7bQle3853W8OTsIJFny+cGRdYHTU+fFkA5Tezre6KCyJa/6cAdGXWvf3NPgiVc/S9Wgds/j4ZQ1v9TOBER2QhOrOGRgFLavVOanM9FAZ/NNnd5tUKtTEIKyGZbS21kDyu1SwhlEVDGM9bIGQbTZcjj3UM4JIp0VRXbnGgSXbH2xYUVGoBHsNUa8MTrwbrRZA7Ued2KfwZ8L4R6ltmUNagTCJG2tQlCX2Tp1COWaU5aUQq0Ty4lBQGar3D6DBtxDZMh9yA2mAOBCjrmWbMUWwqwjGmSHZHRkK0VxLgAqAg869Yckr4wjeJ/bBQOxUCDIZeQ9IegEDDRzWdYOVKieAwVHtlwEUDoqaaKeh7uQ+TOwAq8dEy2vFZ9/TCoGDCkdVhm36OD1PATr6INMEDEoBARn6fPWdCAHgyEYikqiED/3Ks4f16oGkhucmPZfgBee9hycBIYY0+J8PYFrUQBJ2PU2SkrNJ3MA1KnEMxkcJdIAScJNjTassQtum54R0HpPOo/erC5WozohiYr+2RRVAHGf7wnP0iDYtloCyrGKAuN2d3WizVFUjNI3c++nTZ7C9vY3rr78RW1s78A7BvuQcphPJq3Rq7yyKosD5m8Qm5ux117ci5XrnYW2JgjQ0gADs6MI2s3jqDEIzQmH46hv3nluQclwL3HWvO2+sX6bMKtca+j1PTjZAeY5lxp5kgeqmC06OAlb6ZFX35K66KbkVm9Y2FVXB5DYj+b55184n6fzaXc+kGSTOjMJKMjuh0b3wIUa8Q8qCMCoJtmAYyyDOkxsyal/DmhDbJAwa0+lUBi4wUBYYjarIEqkhLMiFiVFVCUGVk9kLUzZu6fHWmhh7xTkXVmAGRVGGlXKD6XSCixefjRl9x+MK1XgPZlSjrDxG41EIblYALFl4xRVWVuXq8u28RMxNEVKbsE3Yo8IKGJtMGoAtygIhSV8JayqAxM3Ze8J0wphOHQ4Pp/CO4J2BtRVKW8BUY4AtnDdhn3oyleiG5U4r9JQwEfBxGyDh/bW8ekClCLz62wjd7kOsFnbpuQYj7BToLbENSQWS3jn1zBAELP0CRuwNCCmOSoi0JZN3AE25OlyDnTEUiJToMkDp3hVoaHZwqa/EHRFvFeeaEFKfQ3m59+m0DvembFICJZpgUgBL/u4FNonScclLTl2ZKdunXiVBReP0Rj3y0Pw5QGkxKGGxYYsqBjtUux5xh0/Gv9ZIcsi9PXE33t3dAUC4cOESRqMx9vZOYTSqYt8U93uD7e1d3PbS27G3J/Yldd2ILUsAIuPxNqy1qGuNFi3g2TkfvJBUTevw5JNPB8N127oHaaM8kFpaTF1dSSYB17ocrZ4vZAZlTZlnIzJv+zJIcB44WQW4pEFLZJ53TxdkDJXJO1piU9r6xZxVWQSEusAjr0sXnPR28jj7h+PkpiN7kOo+e2+qdmEvjshWVeyEaDTqvIfNkiLqxEIUgivpKl7rjnYdAyeUVF7hAmQIpF4CJGoQjWgKyKQ8nU7TeawDDIsBrRWXWhNsYXw2QSnoikDKOTSNi9d3nmOCP10xS7uE3wyIkZ+FMhvey0rXxz8OYIhCMr8ClkrEkO3MIfCWyUBfV18tK/QU/VdRXQhopqHzmWGY4NkF0Kv1DerA2N5qaCirbDAHsKDPTVfGuZ0XYltpOagxN4TBUJWRMnVK46c8QelJMyOeFwptAvhU49YUJTZ4xpG0pTfJW0f3AfKcm5DJ2XuGteICLsHy1CZHw720wQp7mzFUod+a3LYsPH9W+578PUy/U5uluicWBKFtTHgHZwGKseJOXBSiAqMAPr3VlAIeRSEeXlVVoaoqjEZjeO8li3hgOASsVyCEnEssrOZotCWAJZQDjIQRYI4xb9TjTm2OmLV/Ie7XMm1wko83qT3av1/Y0jduq3TH6/W0An3z5vLHvyABispRmI18wO7SzX2fy4KTVDbrKEjRCoH5Hae7r4+5yAHJDEtE2YQ8cJ8A4oCQd3A9bxcI9YGVVEbrp7lxggEoN/Bciw4+Ds4epbVCTYecJE0ILe99AzIFDIXVrxePCoLYbOg1irJEURaYNppXJ7lRA50hjbJBPg7u7WzQGmJe1FKiQnCuwaXLF2EPZOVpxw2KyuP66wuMtq0kcgsB9JCpSCRgnKgFJJePRPM0llAUBPYEF2KIMIlLrHMeGjFWgIIFw6KpxRW3boCmITQ14BoD31gA4oZrjbijFraCRO4NKjpmMZwsE4MS20EnxzhRcvYnkgOUxKCEfDYaht6n7NF6HjVU9mxDWROODeAEyhQIOBHQI8xFUVBQWXjAiyuzMRYe4nUmGZ0DAIeJIMU02q8VABFibqIWM5QDg2AHYxP4ldxGHkWITeMaF+/T+5CsM3jyWHuQAb1wDxGY9Y0pDGQAKDFWyM7RP67k9cuFdGEAar2rWQkQGTgvoKUqtwLQqFpjirS92Cvt7OyhLEuMx1twjZNcOcHjqCjGGFXjoGIT+xVjLKqqwHTq8Oyzl1AUZYjiXLXqM51OA/AZhSjFPrCIHru7okrKbZI2cvyyPovyAmZQchbgKDLEqMyAiIGXPy+7DBDpXmMeUEqr/ez3EsBqiNkA0FqV9LMvprWtb9DrU910r9NXtt3RQxho7+EAWV3Ga6X2c5KFDETiPUJGLewTg+C9D4n9FPSIrYlzFACPTDDG2qDiktgmEghLJ4Ggkw8qgAiesm+efYg26mMsCkMGZVmBIVmDGXnwumB4bICyLFCWNj5Tz7LSVhYJCCoMIExwIThaCK5GJB4JbEsQxM2eyMNYB6ICDCsqC/ZovCQDbByHLLNiQGyohAIUsS2QPC4x0JZgnEDrq8FgDnL1p7ZKmjBDz4OBZGRGJDVU/aexeTTkvo+5ZRIzQWEyz9UWoQ/qSfXd0odv9BwK9jwkCJ2HJpjT8wC5YTgFD7Z2+P/U95ABUyB/L8S2hLL3gwLzGN6tYB+Sg1n9dC5lDu+CkXwBkD6lITVOkAK1LkiJ7YR8qJJtxrSfUf7+dI1m9V6JCCYAFE0RoWDEGAMNIlfYkO+qFLUlkeSR2t62kVURQ9YqqopM8EQajcaR3ZJrFNFOKC0CKHpIiYeVw4ULFwAAo9Eo3sNRFpxXWuIot2ad1wUL3csNmQ0cV3v2MyjLn3dlgPLZz34WH/rQh/D5z38ejz32GD7+8Y/je77ne+L+H/iBH8BHPvKR1jFveMMb8MlPfjL+fvrpp/EP/sE/wG/+5m/CGIM3velN+Nf/+l9jd3d31eocq/QxHtnOluZyVeZk6Fr570UPbqjTzLNN6TIZOvBp6HAZvBLzIQzA8OCpfz5OIG32pgtahhiU+IIxB3uOBoALSduAXLXgnIPzEtEUoypmcU35XdrPgQhgyrLQuhq6ii+rEkVhgKkCBABRDZCOh05YSNMwADjfoG6m0c1Y61FUQlMXZQFjfWbbIMkPi8JiPB5hPBY63YPROBcjG5MxMZCY9xxAlYcEqCVInBUxOjVWrjkabaOxHuUEsLYC2IZcOh51LbYPTTAkZh88dWwCJwTJACtpEAyICkmmRiFMP6UAbNJnZPWL3MA4AEZtIQ0CCA6h5RUwhOcjiSC5xaAoO5HoegGP1Ij7rTBKLrRpYlEUt5uochG1gdgYEYhEZaTJ3NQNWSdnCpFP2wsG7fcBPHIAB9yO5xPZptDPVc2UwIiLwDl/X9QFOb9m8myafe8SMyBsjDAheUqJ5RZHeg2te/dzhnkNBs8+jHsKUDRvlKQlKGK0VrH/qAJgl+zbo72tmD18e3sXo5Hk6DGBvSrLEltbW9EAdjQaoSiL2M51Xcf7r+saBwcHmE4lD9fjjz8OANjelphHXRu4kyDrsxJXXtZt16M+j5UByuXLl3HHHXfgh37oh/DGN76xt8y9996LX/mVX4m/FeWqvPWtb8Vjjz2GT33qU6jrGj/4gz+Id7zjHfh3/+7frVSXdRiULhBYhvHICg8i32XAyTJIksPI25r4RUHcCwZyySf/PpAAoAVG+sCVjAd2pkw30Nysce3sc1hmwCAy8I1S9uKlYoxQDkVZCExhUcW4sKLVNiIS99o2hEAYyH0MrS4rcxeTDEYVg3cRcSozYEi5gVB3BQhh9ZFibyC2ixj2TUFkhDExhKoQDyICYbQNVGMFLwYgVUux2KYgreCjJ4jXtg8MBCysIWFKOKjUqIAhDxM8dry3cI0AuroJhrbhvEAAUDaADBiALcDJU0f6jaxsNYVB+7EqkEOn3bLVd+aNk4IApvdB6s+RfQCKqErRuDzOSbh5aaPkpaVqFH3+sU7Zp/eAIR+yOJNEUg5Ay3sLwAPsQpLBUHdkNxT6kq7as94AgYdZsdDtGAIKwRAPHnDIaRPenbBP+y6RTe7DzKl8/hn6ntcYMeCYLygyKDoeDX12tqUHps+QWp/xHY5lAvUHAdDSf6QPS+qIMtqfGGNEnRPGHluUKIoKRVGgLArxKoOBayQYodg/iUpNGDYbDIu9gFgge1dFpXN4eDizOBIg7lDXdVAvjbGR5aVvDtHtx2GD0p3LVj3PygDlvvvuw3333Te3zGg0wvnz53v3/cmf/Ak++clP4g//8A/x2te+FgDwC7/wC/iO7/gO/Mt/+S9xyy23rFqllWQZcNJXJtvQ2jfEoPSthvrO1w8W0v6uiidu4zZT0d03VDaXfpAjf/mqLq97MkZrrybXFbUukJgXMhBbQ4AxKEsCWALkOU9Bk5AmJyKE/DraZknf7pyDRREmFAnENp1O0DQyoPng6qr1zyceA5J51ud0f3LT1kBbid1xMSGbTLSSXVcChhUYbVEAKBIJVo0YRRUAsJGpT1bcmrlY258gBqxyPgMFcwJWjGFYI3Fd2FuJXlt7NE49ZaShTLDPMcFAMUbADDQ9M0JGZ/Ukyue0DhgIKh7tKzOIpdNX1aVV+ouJn7FtOwClaQw0cJnzKbS7PBSXgWWGuJam5y+t64T78gCzBZETmOGctGUwahWcaRIKYwVaSeWhq/kITrKu3gXpOZMCO/vuazmCRXc8yBmW2bFD2sc2BZwPiSFbYH14gTXEmrTvoU/lI6JGsqkvhKzJZYmyrMJfGVx9kwrMWhu88DT0vuTraRp5XpIrh8OCSPqEuCJ7yY9FYnui9Z9Opzg4OIhJJ1XUffnixYvY3d3FeDRuPaPUEK277m64arLqpH/cJg3zzncc47uMI1cQoCwj999/P86dO4frrrsOf+fv/B38i3/xL3D99dcDAB544AGcOXMmghMAuOeee2CMwYMPPojv/d7vfS6qdHRZkg2ZB0aOKvNUOcsct9y5lJ1IKqH8nnIqdZHld7fMjJonlCuKArAE5w5EvdE0ADkYK9lnDRJwSvQ8ADYwlahGJEkYxdVW0zSw4y0UIXma8w2apsbh5ACX9y+hDiCFbJhhKbMFoRDa2nBgGJJawViDajSCLQoUVQmQDJI+qJBq18DCooCVcxqZ+MWIVsCAMQXIWIAKOJYonbLSJcBIKHkKqoqmqWEdofEGhTUgQ2iCTY0wRUDThFUugGkD1LUwE0AJoAShAkFcjgmBQqcAUgCogaywKgkoybPS5x4+tZkCmBR+IWNamMFeJ/zQtEgMTZI89oYC05A80Nqg2jEheioBaORZSC0CAyHAAZS/b1kgtFhPG2LsENhmJrA+uM+2XFETEE3u+Ll9BgUAz61+kb8/6XeyDcnfibaR+uwiZXbRImUb18C7JrZXAuWIi5j2Ykb2EUlqAOramXQYFO33eRlblKAsQi0BICPh8MsyMChlEZI9JuBubYHxeCsCGX1npd2kHV3jsb9/GNVA7CUvjrWlqOqCa7SolEpsb+2gGlUorMV1Z86CmbGzsyPM6LSJuYXapFpE0GFbRnsh33/0if9KyNBic5Xjr6wc7XrHDlDuvfdevPGNb8Rtt92GRx55BD/xEz+B++67Dw888ACstXj88cdx7ty5diWKAmfPno16xa5MJhNMJilCoBpIrSvLPKR1ygyxKcch89Ql8wyd1rlOftyQvnoZe5hFNimADAsySQSXWFaPA5l8YbxMLhE4pcnQGEKBAp4YYB/cacUTpq5r+GoEDu6yhih4tdSYTA7BhrKVv7iVEiEmYyNCmGizwSxMspK0TdyNp0WR8uJ4jjYTkWTXaL1Z7BmQlT8YMRL16RqkhqoEaQPfwPnQNkY8UCQeijItmgNJ7qNxQOMQJgzJDivLeb2mDbdCYCKZ25UGiUHZcrYMod3DM4uPXCPuJrdfbaTYLzhcJ/Ybvcduv8pBkKj5nDOwVtzAjWlgPAfyQ9RyokqR82eQOAECBjxpvYO6iNQGxcSJWNRyKV6KTlR5/dRYOGcbNFP1XOGsH+gmzpMFzrIs6jqt8V5yzyEiA280aNp827f8ekQhzUMbncT7zT+7ZWxZBtsghYYUz2dtgaIoUBQ22vfo8y+KMrIrZVnGe9TEpBQMyetpDapEdRSQM2L2asqvZTGqRmKnUhQYjcYR7BFRZHHagCMHyhFBJ+BylUmUo4KN46oDMDuHdBeaV0uOHaC8+c1vjt9f9apX4dWvfjVe9rKX4f7778fdd9+91jk/8IEP4P3vf/+x1O9IhlQ9x/WdaxGl1aV9V5V1mZS+4/so33kApbutD3R0zzcIUkKZsixRFgZNI1mG9/cvwfsa01rcR8cVwfs6uKTKKskYMeYsrRWVB4CmdiGQ2SGm0wl2x2NQaTEajUKoeMZ0cohLlxijrS3YUmhnGZ85DmL5RJomJkBdkjW+g05eqtoRcNWECczBGwMLAlMhk6oDvCNUJAaohBHYeTR1yJkEg7IchSB1DuxquHoKZ8U92JOAjelkgsZ5EBpxPW5snHhdbeEbQjnagjEjMI8AEgZFwomGQVxZImU4wp9Q7snWQ5kTY2SqNXmX8+JizVFVZiL7ovcT+0uwTTHB9kPjwKS+pPY2cqwhB++E9XC2CfsoeKOITRJioLjwFz1+IJ8xYrDaE+UTFyOGuQ9qLbDJnmn6s1Ymd0PJxqJpGkzrFOum1eez/7vCgWFStRGYk4sxkGxXTB6jR/ZZ65ECsel9ASmSbFY+Y1GIDKqqSvXLgFbf7xy06K0QSR9Te5NodxJVLgmksgfKopTEfsFo1ocoyOMQNNHaAs41ODg4gDEFxuMdbJsdAIyDg4s4bGocHu4HY/BRyLJcoa5rTKfTEPQuqXMTQNnItSRHxTbPuZvx7bffjhtuuAEPP/ww7r77bpw/fx5PPPFEq0zTNHj66acH7Vbe+9734j3veU/8feHCBbz4xS9eqz6LdLXd1Uf2o9Xa3XLL6oLnlTmq9IGI/JrLoPVlGJT8U+nqIdDUvdccsIQj4lCuSeC0fN3UAAiNMZGJEJ2zkwE3Yyoom/AoJ0eye7fWwDlRARWjChYBWKTa5jXPWyWcM6k/bGBQdELTATNvN2MoeDhkDAqLuy2xAUO9SMQIlhGMVtV7BAZAISDEycRjnENdOzRNmKhYor8asrAGAIuHjqES1pTwXET2RCcSwEjm7thG2ubd/pG48jAdtgecmMgoK6dMUOdM+YqYKHmRtQGKHG+tDytnsb1wvkJkusIqnLmBqqjEJsOn36zTd3pt2/0wV19lbAQl9+D8+SvTktdZ3cu7fWT2e2iZDEBIoLLEnBAnUKX5xL1P71MEXOHZ5QAl3RNSuc5v6Yc61CuLkQPx/HcbrGgrSIZoAWvWmuAOnNpEGQmtWUrYmLFPTMHN2MQ2yPfLX7qv1F9TGyYj8rbLdnKLn233yKplz0HvN+aCyp5junZbhux4jiLrzAHrLrJXOeRqsia5POcA5atf/Sqeeuop3HzzzQCAu+66C8888ww+//nP4zWveQ0A4NOf/jS897jzzjt7zzEajWY8gfpkGcqzW3bZ41jejrkT8Dxw0t0/RPF2B8c+ycEBkAzs8ut2X9ahOvQBiK6diX7mwdn6vIGU8u5u707cOsATSUCtppliOm1QVRXKkrB/sIvJZB+XD/YhCy/CeCw6768//STqeooXvehFoIIwqSfQUNwSb4Gwt7eHaaVxFwj7B5fB7HDq1B4uXrqIr3/9WVRbI1TjCprgTnOh6EqwTfEHWt3ng6bsLwMFvr+/H4JwWZRlidFohK2tLWxvb8NWDFOoESqhnsp5JLZbibII7r5sUU9lIGmcAfsSVbkL7zwuXazh3CGc95gcTkKUWQExBiMUhUdVWYyqbYyrMarqFIhGaNwWmAswpxV0ehbaR9oTVugxCN66HQnvgBAYYT/HcgSCtSVSQLT8eSfAZmzbzkP7l/QX8fSpqgrOeWw7Udk1TYPJZALnGkwmU3jv0Dj5Pa0Pu3cHRFWBqnZyNqz7ngbDZTRgJ15exhRRvWNNyNODfIJKah9lEnIQM/uudQ1gZ8ePrrFsGg8ygB8Mg6PHlCbh1Ik4PBt9joLUgs2PAgAmUKDDKGQ6JuLApmXxXoywbfIO6P214+MAokI1VsGGApgi9isi/W7CsxZQsbOzC0MWB/sTASfEwa5FPXISQKvrJrahRlNOz1bVPbb1jIEU5r+rvtK6UgaQcrDSVWvPnmN9sHAUiJM7KpwE6WuzZWVlgHLp0iU8/PDD8fejjz6KL37xizh79izOnj2L97///XjTm96E8+fP45FHHsE//af/FN/4jd+IN7zhDQCAv/pX/yruvfdevP3tb8cv//Ivo65rvOtd78Kb3/zmtT14FrEZ3e9Dx/V9ZgUGj5/XQfsm6aPIXJVJZ1teh77f/cfOgpP82suuIoZe3BY7o/+T6vVddC+NdfUCfA4PG0xDKvWyLMXC3zMqI9l3JaaFLOGstSjKUuKlGAUfUpcWq0HdlT21a0bUeexpWemZg5eIbE+rfxsnKfFUMGLsaySqpjUU1sIGzBJlk2EltDkbOKf3HFQB3sI7wDmGc4ALaiLvTVBtCePCXv8E6LA34jONYAQ6+Lz6t0vbZIflGa5ptuzQ7277tgHeEDun4Fey9wKpnXVwdo7FBVmNdxuTlWuvlpnFPoiN2tW45ALdSq5HYZJONjdaRgPKJVDXtpVIz9y07qf9DmigulkvnsimdNqi7bEUVv2xHyaAgpwpIIDVSUqfW3Ql11MFloSQVHGaJDGPHkz6frbvL/7BhFg+CQRKTqlMvZf1BRUBFzlIzsAYqQG19hGOzyExIul8kZFtvcPpGun3AIs803/769xXZllmekY458CunKR2PRmyMkD53Oc+h9e97nXxt6pe3va2t+GXfumX8KUvfQkf+chH8Mwzz+CWW27B61//evzMz/xMiwH51V/9VbzrXe/C3XffHQO1/fzP//yRb2Yei7HouFWPOYr0qUPaoADIWRQxNJwFFd1z9p1v6Pp9IEX26YtNvQPmPIDSBUFD+7vHFtYAtsD+/iVMpwfRK8YYA/biHnxweAnT6SFedMt5bG9v4fLlyzBkcGbvtMzDIIAd2ENcfC2hKsVepW4k3LhzLmRY3UFZCYCBaU8wXYakPdklwOIbD5ft0zYryyqG4wYCIDISWbMsxzClCUS+2IOwlzgkrpHoqgJQgKZOq2wXcug4Z+EcgV0l9hXMACxAIwAV2BfwTQEHizokviOroe0NVuvdedRYfX4ypFK2vzvgaftRZ1t38tAJUw1J233DhnMno2Mi9RIhWNtA46IUrkBtLJzTMPkSnM9ncUa8b+KEqRFVpW3VYDgxAjrRCmMgx+t3zy4kzpF7aYPR9NlqxYwZ6WMftUxeto99lHdR2n3mSXXetUXj2Lx3uftuMsJzwux7YowN8UzMDHsxOz50OlNgcdDpPwr2F93LuszFRk6WrAxQvv3bv31ux/jP//k/LzzH2bNnVw7K1ifLAJJ1OvFxA5aZl34BuOgeJyvu+RFZV2FJFtR2LvhYBqDkK5plxBYFrLHY35djxeANKEoH+BrgAsw1PNch4JoYvIq3RxMCgRE0Yrq1NgSSKkJOHkAjcZZlCVuEiJbWADrghhDc+azMLC2fEvpp4yZdOJngpxJWkcbaEIwtrDwNiUtyUcDaEYyxcKxxUEL2YA+4Rj9DLBSnk5hM2EKXexjjYUhXkmG1SlXIq1OhsONwnRJkQi6dCBr6JKkP0m9dqXfZECDNV22vnPAtbE9eRXP7AIc5Kq4mTWdxF4L2QZ4fBQ8kVbuIJ00NImBajyID17gGRJJsMT4yZkiAttDnbNvlVUGVAiFjfIxlIsaXgfkwyW5CIhrPApT8PZgFGd1VfnusaYe4b5eJz2UOmzv0O5fhRYe2RSrnMmYn/9OIsW3bnDajtJT00Ahd1lKBemR9kI9nef+dBUWzbEu7T/dtS4u14b67AUdXRk50Lp5VGJNVO9Rxd8B5lOAsYAHaL+EwOFkEPPrK6uDXf1xK+tdXfw1Hrp/5NfLjumXmSVFYVGVasUpCshBHhGuAKzg/QeMncC5lCmaWnDWs+VQ8gz2wtRXiL0ACfk2mACCr8XE5ws7uDuyogCmsqEFIjFRTe6iXhYBDHycain1OVC4SkZRC5FtAwBaZEOjNEMga2KJEWVQo7BYouGySB9gTvBMAJRFgOQIUvRYgiQgLa8EhOV0RnRXEVZmohKFCQAqNYEwFmBFirp0ZRqjbtzsAJdgCKDZodRNSRqS9T/tsrs9v6/Y7V+QwM3mE9qf0qZciAsgHjy2GI3F7diH3i6QxEOPN6bSGc02ItgowGmh6A70vNrkNCGJguBZ7AiMgMEywFsJcMQPWhuBxRKKus8l7ah5A6dqI5cHGhtiT2baaL8uwDrksy4wan8Lq52NAzqAk4DKPQVlBOMJkzCIY2dYe+1L91NB7doxFVgadMjlLOn88XQa8XKuSusWVA1cCqLv1WP76JxqgqAy90MuAlyuBhNsqlFlVzGx9Oi8hxAskBxhDL0i+2hm6t27W4Xa5tPLtWwHmwKObFTn/TUQxV026r35ROxOpG2G0NYYxLIxAwagKxqkz25hMbsDD//t/49KlS7j5lvMorMVkOkFhS1SVERfZsOItigLEEka+LIR9aBoxpB2Px+ACIRZKWv3p/cdVdaBNOATl8hzqGlbqzvloSFqUZVjti0dNWRbQiKzWliiqsXjUOBNsShAyDDOamjPbkuwphEdsjZU4EQE8UAQcNgArdVsuYFACJEHamER9FDieYenpSppEL0aRpcDBUKpXmoz07NlkDQLQtlcYfP4dhkHPndRFBpKJ2AJEMN6DqAB7D2skOux0VKNxNWxTyDEktjtMkiUbpEa/EifH2jx9Q+rzwp7YaBAr75rEZDGNSV5rheYrmrWxye9B35P8fcrZhT6g0tc282SZY/rGnGVUPYZ9q++079N0AEoeL2ZdyQx+qZ9FyuuyPDO8Rk06Y/ZJBCVXW/oYq1XkRAOUeQxKd2WSy7xBYZ0BYhlZRhWTyglIaZWl2fLrvjDzVEO6kuyyLUPsyGzd0Qtg5tQGnjkFgiKxHbEFJNtpZbC9ZbHtRmiaXfzxl7+MZ555BudvPgcQo5k6EAjel3FgU+NU8g4wEv3VeE1oJt5ADXkJ8EYmu/+caQhcA+uf6Dw8IwATrbO0TxWSGOo9FLaISdEkoVoBZgkz7xxJTJQG8A3DNZyBk7ZqhAgh504RvS40aV9K+lcGO4oUlI0DuwIi7U3Z/c2qdFpGsJmaJ3WLZFSc75PfaaKPyQ9bk/7wqloHsD6Qko5JjI01BTw8LBOYNDMyp2ilEGAsCRAbhfpQDxdJE8ABPPcBlADKKamXXIje6kwDZrWDaasV+gCKPisFsd5jZn/7PttswTJDz6rgpH299me3XkQE4ja4zY1fCV3vKP2e2Ihh9cvwZlmjcXxmQ3WfNwbOG/O7478yL8uM0ctceyO58Ew/fsEyKMsAjnXPs9RosYTkHX2o4+cMSrw8ZgfuLqPSN7j3XavLdLTLmNaEodu72VDza+qfxjbIKe1czdMFMnqn0+kE00DJi9eLARnAuRqAsB7bZQVjdrG7t4NnL1S4dOkSJsUE1tswQY2gbq2xTsL1YzQaBXsBFrsUTrFPNO5EjAWBNKx6BScgeIjnjvOMaS2qBoJF3QjtL4nRLKb1BBaEalTBFIXcoylgqMLBIdB4cSH2noLdCcF5gNkEEFCAkLutAiC5bmRVvDA/hgowC1DRIGwckv/pIF8Uko+oFeIkTob5HSPdeQZWqFU+2QC0wUqK4ElEgX3I4mNkzzzNSDoppFdLo6fqhGeiAXP7OGFppL7eE4oCGI920dgGja1BKGBtDbCEhzd1MExmN7Oak+R7aTKWIHAWTAYgybYsdZQUBMZYeC5hDNAUGnPGhL5LAIpYdxUTHMxMzPo8pPbM392+lWcHQA9MpLn0saSrMCga/CztyvtApppThq1z7exXdg95P6P0GVUtvsWgDAGBvntdR6SN+rbNByAbkLJYElDNt71AAEofg7IIpHRf1mWOP4rMGzCGQMrMSqpjJDvvfH2yKuuSF9HJogsuhleB7dWk/h66trAe4nkBIGZNJXAMIQ+IvUBRADs7O9jd3QnJ46R1NMutZPuVaKYcAiXIpGKS2ieAKzYh92BrcgYAdS1VcJK9XmGbxHBIKghmlnobE15IEmNZXW1CMhs759E0jMZLsDbnSdyBQ3hvsIGhMkxwEk5f3JI92Ls0PUWGIrAksOIVBBMASlLtIKplOv25txvwzD6djPqecf6s9UBdVSuQaF0yK5eYk3ZfkLbV3/ou9vc1ZgT1j+Rq0XqKupDQlNNQzodcSXqP6Zlz67s+T+kbhn1yfSfAePGmg6MYwdQQwJmKS7yE5PnO1jndbz9g6Gur1hkw8OBWniz7nl8vg6JdqGefgpTW+WL9uivnHIT0fLbyKWl5bbP22NO9h1y6Nm/9bEleMeotE2vdM053z3tyQMosm3FlrvkCBSgqqzAofRTfcYOSeTIPnKTPWNt4TH7svPMCsy9N3wvWd744IKF9nly1o9v1MweJeZl8f1cVNFt3mdQkHLeuWB0aV6NpgOnUwjmGsYxXvOIV+IZveBG+/OUvYzqZSj6+psZkMsGoGsOWpXj6NATjHYwxqKoQHMwQHDz2J4eAlZUfh/wd6qqcJmQxuvXMMVsyM8E7QlMzisLAhBV06k+AuqhKwrOQGRhC808OGXVDcByABYdQ+2RhSQyDJchZFtDMyATLcJBIp8lwWgCAxD9BiKcCEwBKuA2dYLhHhZO+56xJ6nPtCTOj9gcntGCDMhPIaznRHDWqEqE4aclE1po4fFI9GCpQlRbWOBS2iWHUrbUS1G26H5NFMgvgYHZgeMlc3ZoUAwhhJy7d7NEYgmELINijOBf7g6EiAKSipdpUMNw3qXYn0fx9ncdmKHjqbu9jUrpl8msux6CEtrWm9x60PukZH98kLfVnfRKDi6HjYVAIktF78eLvZIGRa0OOOqWeaIDSnRx1W/7Z/b5MB+s79qjdsjuYzP+MR2Un6AdXeu7uefrZisWUsE4EfS/l0OSUl8tD33f/uvVO15MbVHAmOn9RnST1kliWSjwdxvb2tkwujRiwNk2DspBjZBWua2MNYy50ddM41E0tE47VyFRpJpe6ZEG/dKZvtWN68awRbyOxbVCDSBPBiqi9EJL7iSEsU7AfgQVRAaICxpRhsiskKmdkkoRVkkR/DuLSrHUiqavmlAnh8jUBnoi0SToutXv6zP4oPZOcAUnPKD3zdt9pe+4sA1BSX1AAoiCv7QmU1uXpfwqLb53A1ECZKHAhZFBVTiLycgPnRXXpnJRJruMeaZWuK3oVH1gddf1VVYaDaxrUVMMYhqGUdTeP7kzU9urpk3lgYfYda7Ms0obtbUNlcpVTDsTzz1kg0q1HG8jp88r35XxUuy372JMhSe9sTurps273BYrvA2mHyG6As+P19+yI123DfsamdcwSZTZydDnRAGUZOS5WhJnXBimLBqghBqX10mAYxc9D+N1BLvcA6l47AYu0TwFH12NHPxexKTlgmWVx9CUXmwLvDdgBhweHgHEoSoQMwR51fYjGTXDq1C6qag8333wzLl28hKefeAqSYHAf1hSoylGMURLy0sH7RvKHlBYHU4/Dw0PYSuKgsBH1izUcGI8ijLomAhGx6ZAhUiOO6vayEvuWeurgrMd4XEmsk8ajqkzI5BoSGTYG3hmACsAUMGYEa0oYU8Xw8NaErLOkwI3FzbgwEPuIPAS61IuN2qAYSPZiiSfC8JBwct3JIgSMmdmOuC1nUGY/FQyk1bN67RhKtiervnoC6DKAEly/Ce1JkpGDeGkHAYIWzBJzxnuPsrBwvsGktGiaGtPpIRo3RV1PQvA7h5QDSP/SaTm0k/c1OIRmJRL1oHNAXXN4fja4nIsNVv6p7dX13BkCJt1Irfk+oJ8R1im3DfjaZUTtN8vIdsFJHyumoDWdr/07fc9BaV+fi+FtO8e0AYveRgzXH2yQIjDRPpGDlHjNjJ3KFxeU/Z4Zjo9njtjI8cvzA6DEHt3+jC9seKHy1yAH/tT53TpXqzA0YWp7V7Zt6LVNZeMysX0dXRXrJJ7Xl8JKmcUWxXdfqHBOQjrOhBdR1zVqwxLSz7bPw2lFlIMTXVkOUdXxPntYkVSmDUYSYyLfGRJszTuH6fQQrpngYHIJxjB2dks4H/T9Ib39U089BTBjb28XhbV45qlnhL6vp3IeLxlfwR4I+UM8A8RAQYHNaDzIqq0Ag4yXyZwBxHDmHtGytAWodBAU+t/aCkVZYDo9hGeGMRXIWIkIyxbGjsEcIsCyBUMYE0JgTUwR8pbYGPhKnno7Zkf+p6oQ9sFugrWO4VmBQ+JejuMxZ20eO1zHODF7umgDkL5JLU1uObOBmZX4zBs387qm/iLlTbAlMp2JOjSL9GuXv0paTm1fJGIso4TxJgAREwxiM4NvQlB96TNNk6rOwdK0nD0PH9MxOAbYsrBeVirnnAWIUbCFZ8AwAcGIVp5FP1jJAQqyMgkoKkDuPKrWtn4bg6Rm7XuW7c/8ecY2jxmh5RrdoUvfo/xZzs75Q4u0PjYlLXSIKCsye45ZxmnoOn19ciPPvbyQbVDCiM0A4FNgrTRgAzMvTB8ayTFCZ3drPUBxLk85tzrnzo/lbFubJg2VEK45bKXWPg6rjQ4s0DuMv4mSKmP2Ze/eUZpcZ87TGlGUvp1lZuZ55SggUaCTRAf/dFwsqwClmeDw8DLq5hCXLj0LWxBGo1PwRTJIbBqHrz3+GJqmxh13vAq7Ozv46lf+PKRgn0QbA1bjWpLZ2XmWCYQkVkrTeJAJL4714hVjnRhnsut4jeSTFCAqkxTJ1RYlyqrC5f19AIAtRjDGoG5YJkizDcfCnHhfAlyAUMJQ+DOl2KuQlWi2kZ3JVFSe4V1Qd3HK4OqddnNZnYqBKoPIBg9jDhhNvS26L4GuJrsrWlk5Dxm55iBlRs2TtVtXBRBgcFa+PVDNZgzuUVWGRXgbPOsEpeHsJYgbmeClwwzT2PAd8M7Dh6BthgCGB2csIisSDFXMbbCIAKYG7D1YmTrrpJ1RwAaGzHnJIO0NwTAHtR5FANcFf+1orN1Mzzrxzg7sOYjta1MtQ9S2e5kHUvSTWTi4tnQn9/7JnuO+1cFAd/5apE45NjVLd0XZV6SvLmuz9MvVexUThWUm/2UBwrHc4hHlZAOUEIsi6R4zwJE/VN3DDHYyuil7YHoggAFJFNDsoTAQrPnbA2wa3zkMnAxdlEnoDE6DcljKtqa+cJ1oEKZgiXTJ7BPsCPdoWMvKionAKSdYWEWp0WcELzrQMsff0OyqWdtJUjtCyhqaPmWAzm1SwjXj6l1hkuZDcXCukb+UflSGrTgJQdw0rUXjxeh0b3cHYIeD/ctwjUXTHEAigza4/vrrURRW9P0jg5e//HY88cRf4pGH/z8cTvbxzAUJpFZVI/BoK05ang2K0qIst7G7a1BPD+GnDqOdLYlkW1Vg1iBsdQhjb0KoehOZLLIGoCqEtC8Aw2hcg7IaS5RYLmDNCFvbWyjKXTB2gODFMxpvA1wAZgxDok4S+xKElXwAj4ZAnK1mTXiOYeKyEBsTG3RYHIGBBkhT7wvKO1T2Jmh/VNuUGWgebWnie9FZfcdr5IAkfG8nuNPr+gDWZ8/Z/i1pAABqxcbJRQlI7W+GJM6MrgY4nIO5AFOIIxMC/5UFASzGy85L3xSg4YKnj3iEefLIM+dSeD7S/6WvG2tBxgNoxFW8aUDk4FwBhkNhC3hfRQNaYcoMykoCzonxtYKf9A4BHNvfBhaQKITWNwaaNE+YnNytPwcYJrSRaZXptHjPc+io9mLWwdi82UMIIyCnlVya47vgJNmszLA0rT5AKShhB+zGHhboQGV0OMvQXJg0pfVAtZ7rzsLmmVVmBobT7XO8p5mOvIwQYGjYcWBIVjXU7Z6/HZywU6VOP0jnSGP8lZYTDVCYPeCTwkNBSKdQ5ydnq1OklTbCpBk+QdR6YO1VtB6pHVs6K1NUl8YyCVhki1VS6NB641uASLJ/eLBvw1iOIIgjMGqtc5nT0ED6QodBkAXcILQBMYWEc0kMpSiiyc4hgB4jbd5eZSVqPJ8PmTOQEgZ9uf0ws5AGVAvt7wmFJRAbFGYE56a4vL8vwcw8wVjJn3LdmbPY2hqHeCmEm285j6Zp8Kgl1G4Kf+BRlCUYEtTLGAv2BGN8iJkxwtbYopnW8E2DkgqUtsC4rOC8w2TawPsGrqlhCzGAVbsQBSxEpbAdxoIhoMaWFQwFFY6pMBqfhi3HYIyhLsBluQ2iAiBxiU2eMbGHQZtHV9pZitnQegSKoe777EDyHpp3xi4bgni9+Fyy4l27iezI7rTTOk66l4bD1cE/LhFiP5k5Z/6iQEP9I2Nh8veRYvsQVKUj7tp5byY1Rg4RT60pwVbjrxCMb2BIwKhzDch7AMLCJVsw33oP5B4drDUwJtikkA9qN4eaPJyXyLVclPF+rC0iMyKA18ARRxurZP+SgRRicGSGSNSBhcnK66SR0+gUn13+DLsMyrJiZp5VGAez590O8peekaqrWsf1SHe7Pte5kq1FEdtN3Pv7ztl37dx+p4XT82tkXXcWHAx7GS2UcG49drh+szJfvT6/nWft/9pApGXrxfmx6/Wf7jVWlRMNUHIZ6ltDZfq+D332Pu52P+2vwLzKdfZRiIzZLtdZheQVypcjLQpQB438uHaZNNlxXB3IaiHdSE5HyymkLsp85F47angbk+d5kk8DkCGYsApTuxb904HNNRO4Zh/WeJiCcPHSPpgdtrZHIHJgOJw+dQp7p3ZCHhpGXU9gyGBclbjx3Fnc+f+8Fn/x54/hia89AVF7eRxMDkBkUdgKhZNVZ9N4TKcNyrJCWRQStdYYWUW7Bk1dY1pPUDdTUCP3YZoQAI4Ao4a4kEmpcSQg0pBEqa22MN7aw+7uWVhbwRYjTCaSTbkqqpDAz6ZHQe32bnWQwfd6aEf7GQt+ne29OagZOq8yMsPS/zZRXNF26jVzb90XqFudzowxuE8naR+WAzlDI8bX1gogLDyDgirMkIHhBsJoCnNFJOogJgKjQTd2TMvAHE1ccEhbie0SOWlz54K6zejrp0CiQF1LduVoQxTfK0AD3Bk1lkYCap45nF+XN/JeSSwWxPGAoBuQDE3nPsthyaFlau/uyDjbH+fbgyy65voT2gtBVmVRTrKceIDSHre4/ztmXymgjexmdLBpx+z54gSvq4n2MbrC6HvR0uqjq43n/vJE2XnbY7YyRrMouAdlD5yn5TkUxhQCgWeATxugpAGorSsnbpdJf6k5W4wBODIthhgw8psREraRhE+vqhJbW1tgriExKhxgGM4bjEYVzt10Iy48+yyeelKihnrfiO0JeRiyUUWlgbfiKlNbnTnm3IkrUpYYKHDyzDwzioJAlbSN8xqiXgKqkTEoyhHKcoSqGoNCRmG9XwoJ5vIgXosGmiE6vN13h44ecFkfuO48e5L5ZVNvZhKQsvia/S7uM8AlByJ9oEZ/MQuD0nrvg7GtMWDWBIMcMhoz4AFnmnA29bhxMIbhvYn30bfy9MwgdgrzgeCC7EnAjuahMqYJYMPEfFNqFyOnSyxD/l7l7JDUQcAGU5stkeNMABLdNs09Ateb0PK1TkutgdnxqCtddmCILdAFT9+x68oy1z6uSX5VNY1ee3mWZ/6xyzJT884/1F7HIS9cI9ljkiFDsbhfNkJVQLkXTR/d1u1Ayxg2DZ2nC6IWvdw5u7GoTN/1YwZboU86bdLO2OpDRFTK9PVxYM3KygAfPGM6983kQIZhS4J3wpZs740wrSf4+jNPY3d3jBtvOIOysnCuxt7eGNYaXLr4LKb1FE8+/XXsnTqF8+dvxlNPncHXn3kaly5exsVLF1DaMcqiktw7boLLBxfR1A1cI6vfkMgY1hKK0sKzR1GUMNairKrIBDjIhOIbBw2mNp3UODycwjsLwGJndwdb27u4/uyNGG/tYGtrF54JngllKeqA0WgkbszZxKFgKKkP2p/tZz3bd7rb2r+Te3R6hnnZYZCyGMAMlAFh9eH6aKI2UnJ9UY4C6hHDAIrgQg44Jy7Bnm204XCugWUTQIXE4SEiNE7y5yiwAIBkypGMzQHAUHBZ9oAxLtZJjZkbK27IEtF4lFQwZIM3V8oQLJ9hAZD1EwE2bRVrd4zIDX2PYzKmrArd68xTNcy7Xt849kKTRe03D0zkx6563Lqy7jPr9kNgNtrvPHleAJRV0OTQIDsPpCibQETDTEen0/SxM33UXF9HHSq/DLUXQcKccovOI4NSML3stIcCjjzGSSAbsoE896xoMy7tlyUM4tH+QlyEq1EJhoP3DYiAqqogCd5qACMk1bbYf+igvbW9heuuO4PDgwmm0ymIABPAh7EUJiQx1rTWwhoKho7CfphAjRM8DBt4qJFkCLsf7pNZIsN6z0Awdh2Pt7C9vYPx1haqagQiG1XzGhVWA3ml0O1qa6FGnT2qkfipz6G7L7ff6JaJTzR7tv3f289/duIbOqaPBZm3al8G5KwjuT1GrpoEUoI7Za6IxPXcewqxSjgYqqtNlQ6siU3TPEEJULafl2exR9Hr+uAWL/YjLpZnZjRNLW7lxkhGbWgeH8T3BtCFEeI71pV5z6ndLkdgUGiWv1t2XOpbLA3V8ThX7PPkWgJH88DFcnYki8/T3TbUH/qYlONgVZap7zx5XgCUdWUZcILAmmDOQLB4wk/nXZYB6X7vGxT6Vt29AKtzPv3Lf0s5r0R9WAm33YulnFjYR309MwAbgqnV8Tqzg6cwMEB+nAORA9gBQa1DhrG7u4OiJNBfMsqqwN7eLg4PL2P/4CJ29iqYogKzgA1jAc8Ok8kBbrzxBlx/3XU4ODjEtJ5ie2eM8WgLp0/vghmoa7FxsWWB7a0dlEWZGREGwBSCm3l2aEL8FX/oZBXciAdH7Rwa5+EcMB6PMR7v4Ny5m7F36jTOnr0BYIumCZFjPWFUjcSV2BaQODRpEtPJzgf1kgCgBPp4gEafz5y0+1ff977f+bZ1jwMwqBp6LsGJ9F2CeCYhAynBU8xQMPJWUGyDl5l6mjn4wsFYA+ea6EVjnAVhCm8kWnG6Xg9LAcqAu2a9lqBu1iQGxdrDmBvKWg8UCkxMfN5a95yOyjOL5++XBoTL66YqzaNOxkPjSL5tXpkhQDA0zh2lRyzbn64VkDIPSAztX+a4ZcucBDnRAKU7QCzzcIH+wXcZBqW7Xa+zaDXRvd6ijrIIyCxasej3vkGAaDb7cQIsBsR57BWlyBmqnkmRZQFV6wzdp0YVzVmXFJE1tpgk9oOTvDqGYnr7vVO72NoaAwSYwsCiwMGhgI/J5BDOSSZa5xz2Dw5QFSVsUaAoSxRlgbqpQUQ4ODwAc4h/ElRX49GW3HuqhoyORJCIrHrPFPPpFEwAWQE6VGBrXOLUqTPY3t7D3t5p7GzvoSgqeE9A4+JEo8HYKNjU6GJf8uwE7yooMxNmqPAZvawWgBQaKKNgaFU2Y5V9+XaprkKU2eU3dbbF3yysXYsqoGyCzr/rbz0Rp3xPBomt0zpJvUTNFt+hcArJmSPPwnuB5RQZKXWd9yDn4fV4TtcPVW8JM0LqA62XSzY6DNR1nbnvB8PdGPsk9+wKoJ44XmRo7Oh7XvkCYX0wSJHFWYUJOQqL2+sUtGxt56z6h8aqo8hxT/pHYRuWnf/69ve127UAaE40QFlXhgbfuS+XTrRIIdVWoTq7v5cFKUMgo+9z6F5yYCPgYij8PAPsQ/C4ZKTH4BCkLp3Hexk8lRLXoFo5INHEeQpOdACO1wrnEjVNjVEpx07qQwCMG268AeNRCSZGUZYwBeHS5Uuo6yngZTVrLWFa17hw8QJO7Z3C9laFalyhHI1wcOlAVD1Gk/Pp/EfY2z0VwEKasNKEKvcmkwZLGHrDgJWJZzpxGI+3sbW9i3PnzmNv7zrccP2NqEZbsMUYTSOqASKCDZl2i6JUk2BpUw7RfD2LZitgQY2NwLFuQyvQ+b/zHX2MxiI2Y1VAk28zkGeul+1ev/U738XtUm2HkRzY6D6Kh0k/pOCBY6J6UorIcwTyd5TAIJRlGfqrGE8bSzBNChJnJAJbCOwWPHmQwsbLYBBRVPyqAIVIIxurXQpjMjmEJhgsizKCSOkzGlLfZvWn1nWWGWf0PTySUGrzvut11QBDILY7+em2XsCg/eaIc+OiRd61IuuwIfPuYxmQclzgbBk56rVONEBZRr81hBTngZRuGR0ndVLRsXLZDp+fswsk+gabeeh2Hkjpnn8eyOlruzh1xBVkLjYofXzr3CmxnkdRVDAmDPTR6I/gjLh1+pDUj5mDvYrEB7G2CgP5IbxrMJlOEDP4Yhs7OzvileM8msbDOQ/XiN5+NBqhLCuMRgIMLl3ex97eGQAWfz59DK7xqBuHsrTYGm/LJMHA5f19HB5OYULwrNFYAmpVGruCAK6ngHNw3MCwvCyaaXd37wzOnr0B5266BXt7ZzDe3oMxBVwDsCcUtgJIk/fZwIwEsJfZOaSV+jANPjTYht6SrbZ7yug8Sv2T1bLMyKJtef9bxCL2njMC4O61aOB7W6R52pmz9XzpUtJGkTnjlDWa2cB7sQuxJgQCNBbWisGssHrJtiR/h+SvfW+t+8sAOiCqUKIQEM4nexZR4RC8L8JCwkpwNgrt1R2X5vSNPFS+ll1LOveyzKQ3xF4sWswJqKWUgWHlqg73sb5x92pK//ib9vV9n7etb3v/wqYfGM5rn6OycLkKsu/3PDnRAKUry1Jc80DKzD5K7sQ6sK36nBbRnYvquQ6Dkl83L7NwgFHnhI7HjQAzbrWFiEyw3iMkaQtUOeWMikTO1FDjaYIW6qAoSljLmE6ncI4xmdRwvoH3U5RlIcoWz0Gnz3CO0TgPCwtjChRFibKsUE8dDg8PsbOzi6oc4WuPPQ3nJmicR1kSxuMxnBf34IPDQ7jGoyhHKMoCprAga0GmDKtnSHRQNDBM8MywRDDh3nZ2T+G6szfg7PU3BkBUwntgOq0BNigKCXVOppSJKAakCDxK61mkz9TthsGJ7J//O25rkRXrsyKrHLcs0GlPIL2HrCApzk5/2yb2LFtyZG7fPtqPSBDAYIMSwuarXYmC7+S2rpmOuyChVbP43jAj2rhEYMP6nkqYfmFf5ATq1UNEgwar3ckkf+81ceEqnhPdG5m3mOpKXmbouCFwEgF1z30uX91+ADI0EfeVXVWOcvw6DMq6AKW7mM3LzGufo0jf3LcKs/e8AijLyLzBcx5STA+3vU6d9xL2XXPpF3VO/YfASd999rEsuj9fbWY71HFSa5QmTYQZjxjcagU5z3g8Drp1H6NzNo0YIJZNAec8Cpsid3ouwDASldNaTKcHcL5GXXscHE7w5JNP4OCwwc7uaTg3hXcNjKlQVRWMqQFmXL5cYzIFpjXBNR7OMUpbAihRFCNMa8bhpIF3E7C/ABvsVDxLJFhTFDC2hCkqGFuBbAnPEhNl6oCmkSzLIIK1JcY72zh96izOnr0BZ284h92d0xhV26ibkL0ZHDwzLIgKEFmBegx4X0My5OahyfuecfsZyip7GBjn29tsQbJp0Emw//jlQMlyZXNU1HeOfoZECIIugF6GTZEXUttHJmxVxyibkLM7wSU+5IeSCK9ACmsvxqzeFzBUoMgYFGHCHJyrA5vXRICgAKWPSTGUjFqZgaapAQh74xoPV8j7UpZieyWh8QFmjZsDAEbug9uAocuYtnMZmfh+13W91kSag9pFq+9829xzDoxZ4YJHVu+cBOkCy2VBiO4bmmtWOW6Vuq6rLtwAlDVklVVjWmthkEFZZoWwDBBZpQMNAY+++5gHUmbqPlPXLt8qrSHqHs62SSTVNGC7QE8nutmYlNeHKLh6socxou5hEluRxgHTqcPly4fY3p7g4GAKwIMYMFURXHYFYDXNNKidGoidifxJIr8K1jpMJg2mtQPzIUYjoIKBIQ09bsV4NaibGMKWeB+8cBgCZIxFNdrC1tYuzpy5Hrt7ZzAe74SYFoXUjwAiyZ3CMJHC0H8+Dkq+057t59W3TVVAw8Che478CtQqsC5LslzZdn9Zln3pV+8As32vf5+qy9KpVX2WQENLJRNVaxRUPGkBkoMJIoILgf2EwdPRoK3mEXA1O1mTnLB1z86l56+sjr4jRVGEMi7znEtqvFxVp+9uNBCOrAwjqViTvcxaq2IaXoQNbVu0f+54yfG/I8kQk3KtyTogpQ/gLQNSjsqKrHv8MvPtkLwgAcoq0gX0XQZlqXPMYWSWPX5o5TLEpPQBkb5jdFurbPvqmL3jMOhGfEIhpPgonM9F+rsopnDOoSiKOOiqSzKzgfMGly9fxsHhZZRVhaIk7O9/DYcTxmi0h3oK/MVXn8T115/F6dNn0DQTOOcxHu0CAHzp4BqHw/0aN954A86evR5P/uWTuHz5AKfPnEc1OkAz/UtcvryPx7/+lzhz3RmcOW1x6swORqNxmKwIhxOHaTPFYZ1UMGQMjB3hzOmz2NrawvXnbsJOCMYGMmBYNA5whw2sKWFNgWokKqhp7UJkWhdcSi2mB4chNoZvPZc+5m7o+6oSAQ8Pn+u46Fw9l07WV0p6SPIZsKDfkzt3mLTLZCslx5nIAgogEBd6QxbeJRWPuBwntWnMMJ2pUhSgUMhkrOobjSTrvYc1PoajZ+YegKK2WsoyITJGcj+pL3U/JUGhXV+9g37I+JzKERiU4+zHV0LWBU/rMiFXQ/IFqsoLhkHp0mS59AGAnG4aQnV9E8PM2i77sQx70ne9ZY9bV0c4b/U7A0jmIvehl4iz1RW1Vlr5itCE7KI5TZhiRRTwXMC5LTBqFCXgfYPReBfMBuwYRWHRNMB0yphOPepGVCTWaHsFCpw9gAKEAsaMUBQe29unYM0Ik70aRCUmE4dRtY2iGIFI1EuSK8XAWlH9VNUoxMwwsKW4B58+fR3GW1vY3T2FrfE2ymoE70lC3XuZkGNrU2iL4CUifU7aRL2ikBluLjvQLMtEZL+ybW1W5igrmuUkN0xd7pp9VPC88kCapInaXmRE8/q/1G/2XArgU1ulXD4S/bcsvRjSemHoXONDVGkOLIwCsxTHBsxgEvd272cnJSmSqUW9g3EmRbNt6nifYoSugf76wFcyYO8aCy+jEugbSw1ZWZQtMZkuKrOMvQWAI4GUVa51HOzKUc6xSDU2bxG77nVXH0eWu+ZzBZhONEBBRwerot9zpKbbrLUzZReBlSzh+MzYtuyD6QNLi84zD4D11XOV6w++wN6DAz08fM1Ej8tGWT0KK5LlsoFS1gWqCgCSrh7BBgDk4fxZeF9j/+AiptNDEG3h8HAfzzzzFOoQ8+TCxRoXLz0l9ipEqEpRIVVVhcIWqMotHOwTnvSXUVWnMBpdhzNnhE6/8YYXYzqdYH9/H00jdjGHk0NMpw7j7TGqqsKZ685ia2sbp0+fxvb2Fra2tjEajwW0lFVgU0oQGUkQyBRVSQxC4xxkRS2B2CRBXVu9YAsrLsVIodO7zyJnunJZxfI9PJRs9UJIrqxHl3krOFWLzNRmCUZI2YP8OvM+VYwxKMcCIobW/Old6WTY9RKHhuF7zi/sR1lWKEskxo0Z+/uXxZMs/PYh3QOYkHI+iceP2hDpectSs1mHepGoOsX+iuB9A5CHtRbT+jB4FZU4ffo67OxUoiD0KdBfzpCI2rOJuYA0enFZlrHuSQ3r4zHdffGZEGBp1QzBw7KMKsKSWZu6WVTH50r9saosO9n3zU99AfiWeb+OE5ys0l55qoi+3/PkZAOUTHTQ7KM6u7LMA0yTL+kFoOqPgUXYYL3mXXOZY4fquMp5FjEwUfUzh2Vqb9MygAaTMmQkqF30VAG6SyFjZgFKQQbACCCgKEY4c4YxmeygsBWaZorJ9FDAKDysEWPBsrAwRLDWwFrJSlxVVfgbwQbmxnuPwoxQ1zWqaht13aBpaowmh3DeYbRVoawq7Oycwmg8xmi8jWq0hbLaQlFWIcCa2KuATfDHEBASV9vcVot1VYLSvmH67HSeIVVbt81Xf+7U/rZKp51Tl3z/qizFMizKouu122tuFZeSvD+n8yvQCkwYpefHIeJwURQYjUZRldk0TWDT/Mw4kt9WTnknxieVUeZDB/GmaeCN2EPVdS3RmjtZzvOVds6m5DYpQwzKcHvEVlmhNefLKqv+4xovV5GrrTZZ5v04jjY8ClBRuVJqpucNQNnIcrKokyu8WB6cCGQjEIqiisaHiUXRvz7VkYCOsixgrUFZbaFxDba39tA0DSbXHwZPoBqUUekSulzcJ109jStFCR1uUdqyNem7bQlpLhE85fu0mYgNQCXHbW1toShLjLfGqMoKRVGBqADIwnsbJxDNjqseTQwjBrFZu6T7m6HbjpXJGJblmbW1r3DM555HcefPcqj/KrBYdekdwXgILhc9iSgEZEMCKcn2w6OqRmAWl2HvHSaTSWQu9Lz6Z63J1FHt0PSqgtN6KKuhsVYASUTojMfBwSGMKeSPTDxPrtbJ2yP/61uQKIvSVTVEQLwWMN7IstLt34vKHsf1Tpo8bwDKlWp8WUWtUH5F1Ns99ij3tSx703pJiIJXC9Ad7LsrwTQJh4FUj6P2QNkPUtKn917y3jDAXgxTSypBpgTHWBMcQUpeFxqr54WofsgQLJKKiplhrQzGVZWyLjtImHxr5ZiylCzGRVXCGnERZhg4HyKxhtW0gBMbA30l6xMFH8Nqhqz1Wm2aT16JeWqXX7cfxEn7mIDRIipZ7qcLkNr3O/tbtrX3Jddq/QTyAT2bVFe/i9b3VE/tW2I4zayG4JQ9b+nzJY1grUXT1AFMCGh2zof8Ph7iJeZbz7MLUHIVoN6z95pQMI/ILPmmiAyKooI1NrjbJ6CiMU/SuZMaZxnVRpfZ6TZVHwu7iPrvs7PojkvHYQtyUuWobMYyZee9s6sef5S6riPPC4ByJRBofJmAtVQ8R73ucyUzCJ4IGIw62q1Xe6IQ+x5AVD7p/G1GZVYOJxNMQyI2yQ48AllAgrrGEVzUPKweFlKfsmgnSgtWh11oFUCM1JcIQGFAJvsNEmOjAHRkMpTJNj1vI/sjCMknYAUrBHWV7Lvb7gSdJl9tq1kD03SNdSSv/3MPUnIwsU702lx9k4OTvJ1CSaS+t8p9dcumeqbn4IORM2K7cYsQMygsYGyF6XQa1DsMY2rUtXj3WKvAevb+ctu4NohIKp6maSIrookLDycTMBtUpQ/BDRMw6bIo+q519f19gGFWJZUxOgusVZdRTy4aA6+Vlf3VBkqrtMM8YLBItbPsdZ4rFdEq9/m8ACgq3QdwrXT8dVmUo7AvenxX+ijz9kEGOQMydK585auwTQbScJ2OIa3S5zmgUTwBYwFSG6IwSOpFdLL3IbgWOyjrYo2BtSOpQQZe2Idrh0lFB1yjxneGYEoLssnLwXsfKHxZPUtwtUDRB0NTQyFeCiso6rZv+/7StpxryoFNWK3z7PfZtl49UJJcqW0UuvSxA31v/kCYsxHrrdS6tPd8lQ7N2GOsKv310Hw4gD61dhU8jJVYPFoPdQt2zkVwoSqfPiNUva/cdqTPjk7KAcYA0+lUsmrXHkUhgdfE4FZASlkm0KLXFTbHhaSI7Wc35O7ZAjGY7dEbuXqSvyP5tr7v3eOO6/qLth3nvHuyAQrNUt9XBKSscMpV9IxdOW5DpKXORzNLVdk8CFAAbZDWi4J8akYcaNE5TFammphP844EoKNLZwZAwUsm+1+ia8oATQHAeHjACNggQjRMjQOyIYAIxkqANs8+XCMlc9O7MAjlYYOaR2xPmE3PyM0z/8u3RRR41pZM6E/lehRV33rHDvWV+YNRl1kaPnYQoAR1Wm89co1i/JTryQSvhZaT/nbpqprybXr+oE4kCvlyJCIts3joKGDR+gOznhcJnHDne37faJVxzoG9GMlKjKEigpRu7h09h9qyKGjKI822VDnZMa360SxL0searKPa6St7teRKGX3msuh6fe9aXz2PoqZZhyXZMChryDI3fRwdMC7qVzpmfQbluKTPkr9voOjS8mlB3De4DA9YDE4TyYB6R9gKoAiJ2TioR+Ikz4mJARUgYlgqAAZM8Oix5QgEAqkqKWNpKE5YfgZ0kSkAY+C9E9URNDau2AzI/KcRZoswuIcJNFfRdFiTrs1N3B6AV7qnUI/Omaj1S8QQBSZkRaH1+1Bfn10WnFAADbndS2vSJ6jiqVNdQlYKMYdNfDrIPsMlWnXsY7CAIfap34B09nt7YFbA4NHUDj7ofiQ8vVxHXHwN6rqGMRZ1rWqgdiTlnPXL24lIGJP0GcA1S+Zv76YgEtsXBUSj0QjGmFY9FJioWGtbxuR63jw+Uc72eO9BGSvalaMyvBsZlnXns+eKzehj255L5kTleQFQlkGBx9d4uU5/sSxrqDp07HHUe3lwQpF5UInlsuinXWkDlIHJujMxQ/dkdhes2dA4rSTDFeIEF6uj3jSB1ZCBXdVKYaAP19TYLPGaAMhYYUQIgGGQqoVaN28EGKhqRy6sWqd4FylwVn7/fTYoof7c2hTaqoOhZu5//X5w5RiUbFtkN/rLLrXKy5gSPd2sLUrORvRJt8Fnr5eOpXgNdKrfXT16rwkCpXAeqp6Iouolj4mSjF6Xex6J5Qj3GdkWYROVFanrWvL6hNgnufoot0XR7wpKFqnwFu3rqouHyi5iTq40czEkR3FmOA5Z9t3qqgLXOc+iY1apz3Fca0hWXpZ99rOfxXd913fhlltuARHhN37jN2Yu3vf3oQ99KJZ56UtfOrP/gx/84KpVmZF8EFmV0no+S5fO7aN39Xc7Imf2BxuiSubb23Qxc9CW5Lp1H/46Ovi8TK4rVx2+ekJokCvxVpBIr+PxGNvbuxiPtwHNeWNEbVMUBcqybP0VhY0rRrEvIZAtUZRjFOU2inIbVbmDqtxGWWyjLLdQFFso7FgMdqkEyAJUALBACMYmeCSt99Ofzz7DH/sMZKXcP/pHIQ9R+j28b9k/fT7r9plF2/oYlARoZ/taX78bKtPdnueW6SszLEOsSlKBqL1G/jcf9ADMKQgbgMheVFWF0WiEra0tbG1tYXt7O34fjyUooDIYAhRsBAw5o9F/T3Iv+r5MJhMcHBzg8uXL8e/g4ACHh4eRsdHzaAyV/E+DFnbtZNrPZk7TbuSqyHGDk2WveaWulcvKDMrly5dxxx134Id+6Ifwxje+cWb/Y4891vr927/92/jhH/5hvOlNb2pt/+mf/mm8/e1vj7/39vZWrcrgYDfv91GEKLfsX+GYq4zMh6R3NTfEoABCzfdUKUf16VY7NAFxsN/oaYtsTlMwoudV114bBvIiBmgTl8rpdNp3Z21VEbWvE0kdRlAeKN0SgJYaSFJmtBvAxSwv0qO6am3XX+3JPG9HtZ1Iq9HUHvGItYHGWocdwQZFt3UAy8Dx+fZ8Nd79PvSpZdYVtV0h0v6XB1qbrXvOtiCzl9FDFFy0DWNTMj+Nx5Puw7dA/SzL4OP1mDWmdZudaJoG0+k02qR47yMgL4oiBpLT8n1MS/5b79Vai2jE1dPO3fLdds3L9e07jud3UmXe+zzvHVmkdu3bNq+dV5kvrwaDsjJAue+++3DfffcN7j9//nzr9yc+8Qm87nWvw+23397avre3N1P2KHLcDTN8jqH12HMjR6nzvA7Zp/bR/d1LplWx/m7tjdvaAzvPDPbcVaEEGxRJ1JbcdE2sR1pdqm69tEXcJoP9pFUPWWECqu5RG5GW3QdRyFTMcDDhgRYSJdSkeCvaFvqXTpEzJK0dHZmndsh+kaqJ8uNmJ/4rKcsMhsPgBMHYdfnFw9B3YD5I6Su/rCgwCL9mGJuEXJDwSNafJfZOKGLy83Kc4NXmw7nEVFy+fDmyIMLENBFY5Eaq2pclSjMFUN0GfgrS9XwaTXl7extlWWI0GsVzA+3w+E3TtN4tZXX0k4jgvO9VVm7k6sm8Re8igHG1bSFXlefUBuVrX/sa/uN//I/4yEc+MrPvgx/8IH7mZ34Gt956K77/+78f7373u2dycSwt+USL9nAefyv70T20U1a3dc+TCq9ng3IUWbWDzBu4h1YvbaYkmyzybZ2keDkhEc+RCoBiYCsGYKJNSDzIiDLCdQwFA33RmjCiLj0bYMWDoYo1SMBCa+DDswzqFWIYGHgQprWD8w5MYpxLSKt4UjsW6ESbN0t/IDXAhHvzSDRbl3HJDEhbz0NtH/qfW/eYVWWd8aVt6zEPWORltMVM3NFrDDsAVIYAs/4+fgYl5cjRc7YSWkYsQkGVp3ZICYBon0hjQnqe1iKCHeYC3gt7MZ3WrczeROr102VeFGh7MLnYnurlZqD379E0NbxroEa3o1GFsrAoSgswMJ1QMOiVhYNrHFxQ57J34tVGlZyXLIw1MNaAa4bzqzMefc9yXtkXIouyrHTB+yJPnkXzhc6HS1wYAJI5WWc8aC1PunPGXKC0+NIqzylA+chHPoK9vb0ZVdA//If/EN/yLd+Cs2fP4vd///fx3ve+F4899hh+7ud+rvc8k8kEk8kk/r5w4QKAYe1yd02bT6Qzk2qrbFBD5MdlfHuLul/hfbrSyHWV6/VeQ0fmbiPmgw61px4OvThvT/3FYvXROqUCAA+APYeU80m1onVTNQ9COQ8X8v3I/qIooYNu+szBBceaqKsww2D/YB/TugGolHpT0v9bQzCg4D3TvXWdqLw2BNo9K6fhs9Dp0PZRD4t2+w8ZLrcfwGqip+M5UWQHMAj6IPryg2B6ZkPHLzrHcuqeTo3ndvn+nWpDoudUwGCMgUcAKeKChbZXkoG10g9yFkZ2AtZYMAys5dbCyzmHw8PDls1VAqAuACY9Z54uIoCdkGHZhD7KCK7ETuL/MDw8O+y4bTBKlGUBMMNYAjzDM8M7J++SC/deeFhvYQsTbNAgOa4KC9c4JBPz+c9mqMnTOBCbp/1EOJWJm9YELEPH5dtXNQ6+1mRtNYw+r54pbOa41mJTfsdxl4ePk/Nz62XstvYqj/Y5BSj/9t/+W7z1rW/FeDxubX/Pe94Tv7/61a9GVVX4e3/v7+EDH/gARqPRzHk+8IEP4P3vf//sBQjtyTQ0qq6IsyVQXNSqowiyw+Lh2TfubAG4P0SFXmFOpznK6mAomNIiWWTkN1eo85l/5zRO523HBHgX9OmhjaMXDaVO3QcMi6JESVW6VAAlFAKrkTzUqKghTgDApRpks75+hOdHCisS+CyLEkQ2LQ1IAVEIKAuGoCYKA3/PZE4KRkL8llDDVI7TJwfKqHMOBgJd0fndV2ZFyZ9F/iwpNVBrRw4qIgvVPTj8nC2bgdcWIMrteNrGrfl+AMEgenbZIX05nwjz5Hjyl6Wh6ZHhtitLG+qQ6pl+Dxn3ckhSaeO5OagrJZ6O1isEDiTE58eGMKrGktqhaeCMQw1JRElwADeQMIFOH3xsWwrqSA5eQeoCbA3B2EJAdWFhCDg8uAxXT3B4eIDCFtjeGsNaCw8GGwJ7jzqonJrpBI4ki3JVloBvUDYVikqyLhdWs3Zn95GPk4w4eSEyjDl3yD2zVM8z0mJHACd9Y96qjM9JkGVBykw539MW3XdS59F8wFM1fBirSBek+R+krWUeCLZOhkAzuaeWl+cMoPzX//pf8dBDD+HXf/3XF5a988470TQN/uzP/gyveMUrZva/973vbYGaCxcu4MUvfjHymVQXOcgGPvnQSSmN1Jw1Unxc1PcOtVeRi1zpnqtOvo6K5yjgpHW57io1duLZccT7NCjpnKtb+moTAYqxrfwkMxXqHBCHyO7KNStHlMCIDnwcbo45eF2o4UBr8gYSxOV0cHYVChNYRL3ZfE/g2M/S++1n5vhYtRyccK4qSOL9ooDjcyQO+gkIyNhCCdTHurbtj/pUL9ne3rJ93W7eZN9+hzQsex8DqBOf7muDlHUljwOS16n7PQGXdJz22dxuJIETAWreU1zuAAxDAsjVPR4geM/RW02zIYf5oC2BZWQf4vqE9rCR+TMCWgA00ylcXePw8FBsUsYjyVNFRnt1sC8BvJe8VM2UQcwoTHovbFFKbq6Qlyh/BxicfSI+C11EJ/AWT9f7O9+GI4xdRxr3cGVBylHruQqLQvmL3+Wx4nSZ+jubtGDLTpLVPZ9mk2cdAJD38Cx91DsHgjDSOk5yqw6L5TkDKP/m3/wbvOY1r8Edd9yxsOwXv/hFGGNw7ty53v2j0aiXWZlZ6beXfe2Ztlu27zxDv48oV0PHemxqpXlt0VmVG2tmut4yhx//wECd730PP1fmDR89s4+Gzj3vDMq06PXmLvd7r7l+/+kycMkjaRiApDL5tp6a9V4xvX6LJvx2uXXlKKrQ1fYv8wziNNz5Ld9VLamu40QGyfDVBVDj4ZzGKckmeQru6uH8CtgoFOCAjCiAHmWFXAPs718CGQND6s4sIMgUBrBlrJ8hwLkafuIxrRuMRiNYK1m9h/rLcY5vV2usfKFJPnJxWMwRhdVpa6GvB1DrK3G+KPEAh+fGYS4gE2IChYWq5h1pjYOLZWWAcunSJTz88MPx96OPPoovfvGLOHv2LG699VYAwnB87GMfw7/6V/9q5vgHHngADz74IF73utdhb28PDzzwAN797nfj7/7dv4vrrrtutcpog6JntTdv9de3aQh1Dl56cafOX7ar8RI8VwN3nzBzWGmtM7gMTfSrHL94m7wi8pIsusXZ93N4Qu3aW/TbX4Q69LBwy7hdHq3/zNa9DzwMlZl3/dljh68zdO55519Wrgx7OZ9RDUegxTNQZ8UJyXrMnLIPa2JBa9FK9tdmBDg7dc7wQcBJOIZU1RQ9zATwTKfTZGNlLZhNSjKYRZ4lCoydZ4B8YIkoeClRi23q2qK0PZBm23BeP5/X91eRkww2lnkn1mJOgMTM9oxdCk6IKKS2Su/o0NNI82x3O+I8QHp2QitlllnhEa0MUD73uc/hda97Xfytqpe3ve1t+PCHPwwA+OhHPwpmxlve8paZ40ejET760Y/ip37qpzCZTHDbbbfh3e9+d0uFs6os2ymHqLHjHixfiEJEc9Q0J0OOOkCscCWssopYf1XZBn7HBU7mgRWi/iR0y573Sq6eF1Hlq8g89UIXhErwwALOueiKbIyJkWE1WGHurcbM8NxW9bVVS+l7l7FqmiZGm80DGY7H4/hbj9U4LXXj0DgP74GqcjC2AFFySc4Nf/vAxVFVGOuyv+sed6XH/KP09VXnsPa3brRsJOYEbcCSjkjAufv+EgV7QQjgNkQoq5BGwSIYgtdAtCAEpsXydpXEJ9C/68KFCzh9+jQ+/Tv/Fbu7uwD6B76hQfG4QcqiY49qJLvqy5PHPVhVjvKyrnvcUXTHq8YD0IGhzxize9yyrEHftpmVd3AX7VKc3foPGfkdl4qnD5wcF0hZFaDk+5g5Rj8FZiff7iScf2oMkHUkz13TrWe3jfK65zYofXXqq29eVsFABAQhsqvGNNFgbhqinpnh6hq+qQeBZrfOeRlhamyMdluWJba2tmKslPwZTKdTTOsGdeOws7OLsqxgbBmBiZ6nOzZ1szZ3ZRkPGz3POvJc2nUct6xjuDtvYTGvPICoBkTHZRwAvMkYE4LYoOjvrL4KfkMCkFSfQO5pf6iCOlCyfTt43yAf9y5cuICbX3obnn32WZw6dWpuGzzvcvHMAyd9v5ctc9LkaqxG1/U46mZ6vRJClBnrHZE5WXg8zXyBvqzd59T33I6yMuxjUPLvQ+/JusnBjtIP1pV1J5ehybzvPvvOvwhc6nPrXkPz4HRD3KvKRV2d8/w9XpL/AN711lGv32esr8BDr6HAKM8blCcYVMCXABPDFh7GJKNgLf9cPOurwaCcJFmXQRGmpFOG1CA79X3fLdN3Ps4AqfNxMDVE8CYwKdbAGIY1AGXO6qvw7CcaoAytAo8KUoY67DwvnnnHrStHOd9RWJArzaCse82jgZp+L5Tu99YRS4KUYYCiwn0bB2V9D7H5xqhHWZH1/V60fWhCH2IaVpHn4t1b1Cbz6tsHTvLzdifTvA3y3EC6zRgDdg7ws8P7EEPTd+4u+ABSlmMFRVrPHByRE5sWZaqapok2NPn9dK+d3+dQ2/Vtv9Kg4Wpcb9F8Mm/7qnOYgoq+MS+PKyXesK1CAGZVPARE2yWyFsSJQSlJXN2tAYg8DPmYbZ6ZYFfAtM87gLIIlMybDOc94HmTxLyBe/3JZX0ZaoNVj1/nuHWOXZfSXVcWtc8yYGWo/OxvGRV0EwfPi1XlaH1oeRC/DKPQV6eh92se1X8cwKSvLqseN2+wnwe25k0wORAZOnc0Us3ATAQjCgwoiy7rmghQujYnubqrr131mrk6bDqdxuup2ibS+MbA2gSYENyTcyNZVRstYlEWjaXLTtSL5Khj7ZUcp1eZT7rb153DKHMTiOAEYXSIwIP04LitC3b1+tHomsTFXftzGeJCydkbwE/lezjPKqaKJxqgqCwLTpY5x1D5PsS7bN2O0xjquZYrDWqOIkdr23SOoXP3fQeGV3/954tmZ/G63Sp376Pv9/pC8dr5uZYBJMus3ObVbcguY549ybpyXP1vlUVP3zMb6jd9E3LOFuQxVRRkKJCI21whXjpz/uLE06lbrsIBED17FARZa1FVVbx/ay2MLWIAvJx90Wvpb52YWvEw1lysHHW8vNKq4mtJFjEoRG3/Qv3tiaDGspLRoXNseK5DoNxaSeaq5xMDbwd2U1x89mk8++TXADSgECH54qVLS9/TiQYofS/BvIF36Jihcrksg/L76nI1GJSh+jzXxwHrTTTrDmbHNamtMhEP0fbzfsvLr5PScivK4+szxwtQho7JZQh85BNpnzHsUSa145BlmJS8H+QAI2cy5rVpHzjT/V07lLw8EcGLH/JM4r+8PfsACoAZgKIAKGdQuok5yVg0TWBkWPwwcoCix+r5h/rU0Ng5pPq5WgzK1ZZVwP9ai4eOiicUkm367HS8oG4ZAsBwzgcyJH+m6b31HIy5XQNX7+PC15/CY1/9CihESGbvcfnyweB9deVEA5RclhlMlz3+OBmUF5Ks2z5Xo13ngdu+svn3k9UPFgOQeRNqd3vfvq50AQkw6+HRx6To5Hwl5TiuNwRO+q5BJG6/3f0KULqqHj2/cw5cJAYFQAQLuSoIQPyd160/6i1HJiXS88EF2hgDWxQABBD5EPc8t41RUCMxXOT8Xe+mKykn6d08KlO0aFs/gwLkjouxDLUDtfXZoYzHwq5NJjVc06CZTGM/Vi+eg4MD1HWNZ5/6OqaHB7j87FM4vPQMDp79S5CvQewAZuwfHi59rycSoOiDvXz5MoDlVoHLUI/t83SvOTyRznaO9nFHlXXH0HUH3yvthbGuFw/zsP3KomdsjETTXPpY3TavnjODgo4ILG9xTxTF9n0/F4Nrm0GJWxewJcsAuHn9q28i7AKSLpOQA5Su3nsZtdC67Mu8e5/HoHT7nh6X/3XD6DNzNE7t1jm/T3W51k/vPdx0iqaetq6v4MWH3z4zsM0ZiiZzw+bO+0aBORlPpyjLEnVdo6xGsEWJpvESip9n7zlnXKw14o5sTPQO6rZt93kdN5g4KeAEmLVhWgV05OkZZo+Zczz3jAREGXpBBCgIYEXFuS0YQzg4mMDVDaaHkxDQTzx42DP29/cxmUzw9b98EpODfVz4+pNwh5fg9p8RBsULoDkIiX+XeV4nEqBcvHgRAPAd3/n/XuWabGQjG9nIRjaykVXl4sWLOH369NwyJzJQm/ceDz30EL75m78Z//f//t+FwV42sr5oYsZNOz+3smnnKyebtr4ysmnnKyMnrZ2ZGRcvXsQtt9yykK0/kQyKMQYvetGLAACnTp06EQ/lpMumna+MbNr5ysmmra+MbNr5yshJaudFzInKlTU22MhGNrKRjWxkIxtZQjYAZSMb2chGNrKRjVxzcmIBymg0wvve9z6MRqOrXZXntWza+crIpp2vnGza+srIpp2vjDyf2/lEGsluZCMb2chGNrKR57ecWAZlIxvZyEY2spGNPH9lA1A2spGNbGQjG9nINScbgLKRjWxkIxvZyEauOdkAlI1sZCMb2chGNnLNyYkEKL/4i7+Il770pRiPx7jzzjvx3//7f7/aVTrR8lM/9VMzOUS+6Zu+Ke4/PDzEO9/5Tlx//fXY3d3Fm970Jnzta1+7ijU+OfLZz34W3/Vd34VbbrkFRITf+I3faO1nZvzkT/4kbr75ZmxtbeGee+7Bn/7pn7bKPP3003jrW9+KU6dO4cyZM/jhH/5hXFohZfkLQRa18w/8wA/M9PF77723VWbTzovlAx/4AP7G3/gb2Nvbw7lz5/A93/M9eOihh1pllhkvvvKVr+A7v/M7sb29jXPnzuHHf/zHZ5IovpBlmXb+9m//9pk+/SM/8iOtMie9nU8cQPn1X/91vOc978H73vc+/I//8T9wxx134A1veAOeeOKJq121Ey1/7a/9NTz22GPx7/d+7/fivne/+934zd/8TXzsYx/DZz7zGfzFX/wF3vjGN17F2p4cuXz5Mu644w784i/+Yu/+n/3Zn8XP//zP45d/+Zfx4IMPYmdnB294wxtwmGX8fOtb34o/+qM/wqc+9Sn81m/9Fj772c/iHe94x5W6hRMhi9oZAO69995WH/+1X/u11v5NOy+Wz3zmM3jnO9+JP/iDP8CnPvUp1HWN17/+9TFxK7B4vHDO4Tu/8zsxnU7x+7//+/jIRz6CD3/4w/jJn/zJq3FL16Qs084A8Pa3v73Vp3/2Z3827ntetDOfMPnWb/1Wfuc73xl/O+f4lltu4Q984ANXsVYnW973vvfxHXfc0bvvmWee4bIs+WMf+1jc9id/8icMgB944IErVMPnhwDgj3/84/G3957Pnz/PH/rQh+K2Z555hkejEf/ar/0aMzP/8R//MQPgP/zDP4xlfvu3f5uJiP/8z//8itX9JEm3nZmZ3/a2t/F3f/d3Dx6zaef15IknnmAA/JnPfIaZlxsv/tN/+k9sjOHHH388lvmlX/olPnXqFE8mkyt7AydEuu3MzPy3//bf5n/0j/7R4DHPh3Y+UQzKdDrF5z//edxzzz1xmzEG99xzDx544IGrWLOTL3/6p3+KW265Bbfffjve+ta34itf+QoA4POf/zzqum61+Td90zfh1ltv3bT5EeXRRx/F448/3mrb06dP484774xt+8ADD+DMmTN47WtfG8vcc889MMbgwQcfvOJ1Psly//3349y5c3jFK16BH/3RH8VTTz0V923aeT159tlnAQBnz54FsNx48cADD+BVr3oVbrrppljmDW94Ay5cuIA/+qM/uoK1PznSbWeVX/3VX8UNN9yAV77ylXjve9+L/f39uO/50M4nKlngk08+Cedcq8EB4KabbsL/+l//6yrV6uTLnXfeiQ9/+MN4xStegcceewzvf//78bf+1t/Cl7/8ZTz++OOoqgpnzpxpHXPTTTfh8ccfvzoVfp6Itl9ff9Z9jz/+OM6dO9faXxQFzp49u2n/FeTee+/FG9/4Rtx222145JFH8BM/8RO477778MADD8Bau2nnNcR7j3/8j/8x/ubf/Jt45StfCQBLjRePP/54b5/XfRtpS187A8D3f//34yUveQluueUWfOlLX8I/+2f/DA899BD+w3/4DwCeH+18ogDKRp4bue++++L3V7/61bjzzjvxkpe8BP/+3/97bG1tXcWabWQjxyNvfvOb4/dXvepVePWrX42XvexluP/++3H33XdfxZqdXHnnO9+JL3/5yy17tY0cvwy1c24f9apXvQo333wz7r77bjzyyCN42ctedqWr+ZzIiVLx3HDDDbDWzliEf+1rX8P58+evUq2ef3LmzBn8lb/yV/Dwww/j/PnzmE6neOaZZ1plNm1+dNH2m9efz58/P2MA3jQNnn766U37H0Fuv/123HDDDXj44YcBbNp5VXnXu96F3/qt38Lv/u7v4hu+4Rvi9mXGi/Pnz/f2ed23kSRD7dwnd955JwC0+vRJb+cTBVCqqsJrXvMa/M7v/E7c5r3H7/zO7+Cuu+66ijV7fsmlS5fwyCOP4Oabb8ZrXvMalGXZavOHHnoIX/nKVzZtfkS57bbbcP78+VbbXrhwAQ8++GBs27vuugvPPPMMPv/5z8cyn/70p+G9jwPSRlaXr371q3jqqadw8803A9i087LCzHjXu96Fj3/84/j0pz+N2267rbV/mfHirrvuwv/8n/+zBQg/9alP4dSpU/jmb/7mK3Mj17gsauc++eIXvwgArT594tv5alvpriof/ehHeTQa8Yc//GH+4z/+Y37HO97BZ86caVkqb2Q1+bEf+zG+//77+dFHH+X/9t/+G99zzz18ww038BNPPMHMzD/yIz/Ct956K3/605/mz33uc3zXXXfxXXfddZVrfTLk4sWL/IUvfIG/8IUvMAD+uZ/7Of7CF77A/+f//B9mZv7gBz/IZ86c4U984hP8pS99ib/7u7+bb7vtNj44OIjnuPfee/mv//W/zg8++CD/3u/9Hr/85S/nt7zlLVfrlq5JmdfOFy9e5H/yT/4JP/DAA/zoo4/yf/kv/4W/5Vu+hV/+8pfz4eFhPMemnRfLj/7oj/Lp06f5/vvv58ceeyz+7e/vxzKLxoumafiVr3wlv/71r+cvfvGL/MlPfpJvvPFGfu9733s1bumalEXt/PDDD/NP//RP8+c+9zl+9NFH+ROf+ATffvvt/G3f9m3xHM+Hdj5xAIWZ+Rd+4Rf41ltv5aqq+Fu/9Vv5D/7gD652lU60fN/3fR/ffPPNXFUVv+hFL+Lv+77v44cffjjuPzg44L//9/8+X3fddby9vc3f+73fy4899thVrPHJkd/93d9lADN/b3vb25hZXI3/+T//53zTTTfxaDTiu+++mx966KHWOZ566il+y1vewru7u3zq1Cn+wR/8Qb548eJVuJtrV+a18/7+Pr/+9a/nG2+8kcuy5Je85CX89re/fWZRs2nnxdLXxgD4V37lV2KZZcaLP/uzP+P77ruPt7a2+IYbbuAf+7Ef47qur/DdXLuyqJ2/8pWv8Ld927fx2bNneTQa8Td+4zfyj//4j/Ozzz7bOs9Jb2diZr5yfM1GNrKRjWxkIxvZyGI5UTYoG9nIRjaykY1s5IUhG4CykY1sZCMb2chGrjnZAJSNbGQjG9nIRjZyzckGoGxkIxvZyEY2spFrTjYAZSMb2chGNrKRjVxzsgEoG9nIRjaykY1s5JqTDUDZyEY2spGNbGQj15xsAMpGNrKRjWxkIxu55mQDUDaykY1sZCMb2cg1JxuAspGNbGQjG9nIRq452QCUjWxkIxvZyEY2cs3JBqBsZCMb2chGNrKRa07+f7UbBafkMLX1AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Write your code for inference here\n", "from PIL import Image\n", "\n", "model = vgg16\n", "\n", "# Load the weights\n", "state_dict = torch.load('vgg16_transfer_learning.pth')\n", "model.load_state_dict(state_dict)\n", "\n", "# Switch to evaluation mode\n", "model.eval()\n", "\n", "# Now you can use model to perform inference\n", "# Load and prepare the image\n", "image_path = r'brokoli_3.jpeg'\n", "input_image = Image.open(image_path)\n", "\n", "\n", "# Define the same transforms that were used during the model training\n", "transform = transforms.Compose([\n", " transforms.Resize((224, 224)), \n", " transforms.ToTensor(), \n", " transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225)) \n", "])\n", "\n", "# Apply the transforms to the image\n", "input_tensor = transform(input_image)\n", "input_batch = input_tensor.unsqueeze(0) \n", "\n", "# Move the input and model to GPU for speed if available\n", "if torch.cuda.is_available():\n", " input_batch = input_batch.to('cuda')\n", " model.to('cuda')\n", "\n", "with torch.no_grad():\n", " output = model(input_batch)\n", "\n", "# Convert output logits to predicted class (index) and probabilities\n", "probabilities = torch.nn.functional.softmax(output[0], dim=0)\n", "max_value, predicted_class = torch.max(probabilities, 0)\n", "classes = ('broccoli', 'cabbage', 'cauliflower')\n", "\n", "# Print the result\n", "class_name = classes[predicted_class.item()]\n", "# print(f\"Predicted label name: {class_name}\")\n", "print(f'Predicted label: {class_name}, confidence: {max_value.item() * 100:.2f}%')\n", "\n", "# Show the input image\n", "plt.imshow(input_image)\n", "plt.title(f'Predicted label: {class_name}, confidence: {max_value.item() * 100:.2f}%')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "neural_network", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }