diff --git a/UltrasoundSegmentation/extract_scanlines.py b/UltrasoundSegmentation/extract_scanlines.py index 108e244..76177d7 100644 --- a/UltrasoundSegmentation/extract_scanlines.py +++ b/UltrasoundSegmentation/extract_scanlines.py @@ -127,19 +127,27 @@ def main(args): num_lines = scanconvert_config["num_lines"] num_samples_along_lines = scanconvert_config["num_samples_along_lines"] - scanconverted_ultrasound_data = np.zeros((ultrasound_data.shape[0], num_lines, num_samples_along_lines)) - scanconverted_segmentation_data = np.zeros((segmentation_data.shape[0], num_lines, num_samples_along_lines)) + scanconverted_ultrasound_data = np.zeros((ultrasound_data.shape[0], num_lines, num_samples_along_lines, ultrasound_data.shape[-1])) + scanconverted_segmentation_data = np.zeros((segmentation_data.shape[0], num_lines, num_samples_along_lines, segmentation_data.shape[-1])) # Print some info on the console logging.info(f"Loaded {ultrasound_data_file} with shape {ultrasound_data.shape} and value range {np.min(ultrasound_data)} - {np.max(ultrasound_data)}") logging.info(f"Loaded {segmentation_data_file} with shape {segmentation_data.shape} and value range {np.min(segmentation_data)} - {np.max(segmentation_data)}") - # Loop over all frames in the data file and perform scan conversion + # Loop over all frames and all channels in the ultrasound file and perform scan conversion for frame_idx in range(ultrasound_data.shape[0]): - scanconverted_ultrasound_data[frame_idx, :, :] = map_coordinates(ultrasound_data[frame_idx, :, :, 0], [x_cart, y_cart], order=3, mode="nearest") - scanconverted_segmentation_data[frame_idx, :, :] = map_coordinates(segmentation_data[frame_idx, :, :, 0], [x_cart, y_cart], order=0, mode="nearest") + for channel_idx in range(ultrasound_data.shape[-1]): + scanconverted_ultrasound_data[frame_idx, :, :, channel_idx] =\ + map_coordinates(ultrasound_data[frame_idx, :, :, channel_idx], [x_cart, y_cart], order=3, mode="nearest") + + # Loop over all frames and all channels in the segmentation file and perform scan conversion + + for frame_idx in range(segmentation_data.shape[0]): + for channel_idx in range(segmentation_data.shape[-1]): + scanconverted_segmentation_data[frame_idx, :, :, channel_idx] =\ + map_coordinates(segmentation_data[frame_idx, :, :, channel_idx], [x_cart, y_cart], order=0, mode="nearest") # Save scan converted data to disk diff --git a/UltrasoundSegmentation/test_dataloader.ipynb b/UltrasoundSegmentation/test_dataloader.ipynb index 31e3ca9..c792454 100644 --- a/UltrasoundSegmentation/test_dataloader.ipynb +++ b/UltrasoundSegmentation/test_dataloader.ipynb @@ -2,17 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "data_folder = \"g:/SpineUs/TrainingData_sc_0_128_Slices\"\n", "config_file = \"C:/Users/Tamas/OneDrive/Data/SpineUs/train_AttUNet_DiceCE.yaml\"\n", @@ -65,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -80,8 +72,8 @@ "source": [ "# Load the dataset\n", "\n", - "# dataset = UltrasoundDataset(data_folder, transform=train_transform)\n", - "dataset = UltrasoundDataset(data_folder)\n", + "dataset = UltrasoundDataset(data_folder, transform=train_transform)\n", + "# dataset = UltrasoundDataset(data_folder)\n", "dataloader = DataLoader(dataset, batch_size=32, shuffle=True)\n", "\n", "# Get a batch of data\n", @@ -92,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -101,8 +93,8 @@ "text": [ "batch length = 3\n", "batch keys = dict_keys(['image', 'label', 'transform'])\n", - "batch[0].shape = torch.Size([32, 128, 128])\n", - "batch[1].shape = torch.Size([32, 128, 128])\n", + "batch[0].shape = torch.Size([32, 1, 128, 128])\n", + "batch[1].shape = torch.Size([32, 1, 128, 128])\n", "batch[2].shape = torch.Size([32, 4, 4])\n" ] } @@ -122,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -130,17 +122,17 @@ "output_type": "stream", "text": [ "image.shape = torch.Size([128, 128])\n", - "segmentation.shape = torch.Size([128, 128])\n", + "segmentation.shape = torch.Size([1, 128, 128])\n", "transform = \n", - "[[ -0.02 -0.11 0.32 49.22]\n", - " [ 0.07 0.31 0.11 -43.69]\n", - " [ -0.33 0.07 0. -193.71]\n", - " [ 0. 0. 0. 1. ]]\n" + "[[ 0.05 -0. 0.33 -15.07]\n", + " [ 0.02 0.34 0. -45.28]\n", + " [ -0.33 0.02 0.05 -24.72]\n", + " [ 0. 0. 0. 1. ]]\n" ] }, { "data": { - "image/png": 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xljhl+utsAQwEALLf74d70TYce6VSCYCAEAxMlztpvgdjBAiMdRL5fD44XAeTAErmE4ARa2NgkNx4jR+YLUCVz+/CwoLq9XpGt+S6G8bEs4YAe4yFi3RZl8x3p9MJc4tQWFLIXgKgkIYe39eZGP4ePCuMNXPp0qVQ1yVZsmTJTsJONUChhkWpVFK5XA60PrFxdq0OKnjolsvlsCv20Is0T6usVquSlNFSSPMdK6EhKbur3tjY0OLiYsaR0SYYGTQQTrEPh8PAsMTxf5wVwIkUZafyJ5OJOp1OcOA4nDj0AYCId9E4H8YJvUe8w6/VapmQlWs+2N0THuI6LrhkXJgD0rJ530MdfJ8x9Mws13mgb8Eh44BdS+H/cn2+WywWtbi4GBgf7sXa8TCKi1cBcs7iLC0taXV1NYA9xgZzbdFRmhvmvNfrBSBIunDMutRqtQCM0WK5gNhDU/zra9bXFOuKtnHvWOvC/TwdP1myZMmO2041QKlUKrr++uvVaDTUaDQkZYujOe3Ne4RvXNCJk8AB4ejK5XLQmLDrR5+B7sQdDIxMt9tVuVwO9UkKhUIIAxEGKJVKQTSJAxgMBkGwyQ7ZnQo7ee7D59F5EFpgp+7hFhw6YTAHDoyPhw6c3YnDG4AYTw2eTCYajUYB+ACS/JqxoNXZEa5D/1wUzHfQz7jIl7GsVquBUSPbajqdp9EyhjHzwr0BXYAnHLYDi263G9YTY+hp21yvUCio0WioXC6rXC6H9YGGA7DrYMvXIr+jaQEYkEHmP2iXCNfB4Ljgm+J6vEdmlYPyXC4X5hDjc3GaMfNKQcJkyZIlOwk71QCl1WppaWlJOzs7QQQqKYCCuD6ICyt7vV54zXUOCwsLajQamTDFwsKCms1mcIS+8/QsHF5zQSkOmp24x+09M0VSYDlcf+HOVTp81ovrJLxN3N9DEw5McE4AFNfixMDGRbKxLsPZDv8eztQFpbGwFMYFVse1GTBdvntnx06buAbgD4DEuNM/Qi6wLEfpS1ycDDAE3LAulpeXM6nAcXou8+Sibc8a8jFiPgG6rhUCaFYqFVUqlcDoAUocICF09hAafY+zyAAzvg49zIcomet0u92g7YLhoyovIbdkyZIlOyk71QDFsw48E0NScGienumOFAEpDoRsCXbkDhAALYSUcCbsUj39lXvQNpw+zACiXpyzhzAAQ14ULab/4/RPnLX3z83DWzg1Z3zYDXs4xa/h4SEHIFK2IJ5rePhMXLzsKPAUh3R8LKRsZWA32uRgx8eQUI8zM/TfgSttcrE19/X58LAMQNjTdukH2hEPR3mbubb31VkdDzeyDskqY6x3d3eDDskzixxI0j5e43fPTpOUucfe3l5gRVgXCH0BeL1eL/TFBdPJkiVLdtx2qgHK8573PK2urko6eOifOXMmiGQBBM4c4GzYqeKE3KEAHhBqukBT0qH0YJyYZ2kQBkJ0urCwEB7stVot4+BpI7+78BEnErMcOHTXSUjzkAeVShmX2Wymfr+fCVt5aIIdPGnZHh7zEAeail6vd6h6K2NLm9jZIzAmLCQdVM6F+UC8yb3i0BQ/rr2gvdVqNVMsj7mmT9L8sESuS3v5bMxE+X1YHwAYF+c6a+LMUswqMfYuSHUgyHrwMI9nLQFUHcx4f7g2feB1rudZYgCapaWl0EbWMNddWlrKnOOE2BbmqN1uq9/va2dnJ7MGkiVLluy47VQDlPX19XBAnXTg+EqlUiZrxbUc+Xw+OEwvgY7YlR30cDjMODx26ugbPGQEpc5r0pzZYVeby+VCGAIHx70chOB4/cHvIR53hGgGnLWhhLm/7voFtCL80A6YDAS10hw8xSEC7utFx7iGhxXYpXsWibMvjDPj5HU54tCJazO8Te7oPSWZ8XLmKE6RpT/OEPG7j4mzSehBHET5PRy0OHMSgz0HYE+Vuut1UOI1Q3+5toMWDyU5UPGwJfdz5oY54u/FQR1z69VkU4gnWbJkJ2mnGqA897nPVbPZlJQVu3omgzMS0ry+BrQ18XQEkjzQOYCQB3un0zl0yJw0P6fGy5qPRqNwbR7mPPj5Hs7GnTpMglfo9BCQv7a0tBS+hwMjvZb7eujD2QgPTUgK4Ilre5gLXQiOCfDj4IH3XXuD2JJsI/RCgDnGaTKZqNvtZpy7G8yUgx1PN2YsGo2GKpVKcPjs+GGePIQlKYyTi02lw6ESxtUdtgMpbxvCX64P6PJMLHQejLeLeNHnYMzRysqK8vl8JquGEI/XfWEdcMgkoI6MqxhwMJZcj3Y7w0Jxv9FopHa7rXa7rW63q/F4nAq1JUuW7ETt2AHKfffdp//4H/+j/uzP/kzlclkveclLdP/99+t5z3te+MxsNtM999yj973vfdrZ2dEdd9yh97znPeFE1qdr7XY7o11w/YAboALHCDUOiMBRku3gjgu6HY2Ll0l3/QIARJrv3l0bgnNhF36UPsE1JdK8vH4saJUUnGOsm/B/PQuH/08mkxAmgjFxFsdPsI3DIh5OYhy9Tc444OAYR1KiCanRPn8PgAfjI2WzrTDPnGIeCD3EYQ5vb1yQz5kA76ukoKdx8EUbXJtCxgzgoNfrZbRCzrbF2VcLCwuH+hn3bX9/X+12O5MCvr+/H86f8nRvgEpcqM3DTj4vHoryrC7WsrM7zBMgGsB6XPZsPjeSJUt2OuzYAcoDDzygN77xjfrO7/xO7e3t6W1ve5vuvPNO/Y//8T9CXZF3vvOdete73qX3v//9uu222/SOd7xDr3rVq/T5z38+UxPjq9nW1lZgORwg8K9rQWA5cDKDwSAwAjs7O+p2u4E9cJbDK5iy0yQ8EbMdztTEugs+T+jDU4zZnXv7PJQjzQEC/WWHjOMECLCThv3w6qWetiop6BdoNzt4L4XuoRbKpDsA5Duu/3Bwxudhd9BkTKfTEJ6jqBms0O7urra3tzWbzVStVsNYevl9nLF0wHqQNcRnPYTnomTX8bijBQAAzDh8ktLyHrID7KDnGY/HASh4sT0HqDh+jiGAAQEM1+v1zPgBTAAzhUJBKysrYUwrlUrIKltYmJ/L5AcYukCbzCDWiYfAGEvAOMyMi7VjLdBxh3iezedGsmTJToflZnF6xDHbpUuXdPbsWT3wwAP6ru/6Ls1mM11//fW6++679Za3vEXSAatw7tw53X///brrrru+6jU7nY6azaZ+67d+S81mMzxwPdMEB4JT9RLe8a4ffQkPYShuz07x3STmGRGwE7AViBG5t1dWlbK6DQ+/eOjC7+tsDTvnOETkYIVpdaFw7MBisW18BpCzUoQqeM/Hw4FAnKHihnbFzds9m80CE+Ht4x7OfDhzdlQ2ibfDM1kkhbCVM1/UEXFnzPeYJ/8eaeyxTsfBWrwuqdDrVXg99Mf8+5wASnO5XAhhuZaHz8fg0P+FFQNou8aH//Oe61Y8JObraTabaXt7W+12Wz/zMz+jdrsd6hAdl53Ec0OaPzuSJUt2de3pPDdOXIPSbrclKWTbfOUrX9HGxobuvPPO8JlisaiXvexlevDBB4980HhxKengISMdsBKAAC9OBsXtO2DCOH4CMDtGLA65ACxIFya0w+6UH9+hsrt2cezu7m44edmdg1eixVwE6W2CNXDRaYwtYTli8WzMeBDSgUmARaD9fk+AW1xjxdvk6dAuWnWdimdH8Z4XBcMZM6aku7o+JhayOpvi78Vhsnh+neFhTI8Shbp+x/VDjJ1XBXYRrIflfN4Avt5fWArm1cec63toMs6WQhflWhbXvMRica7hfysOVGB5XCjs4m/GjgKGJ2XH8dyQLv/sSJYs2bVvJwpQZrOZ3vSmN+kv/+W/rNtvv13SQRl4STp37lzms+fOndPDDz985HXuu+8+3XPPPYde//KXv5ypjskDmPNUPA7v58+4Q3Ntgosf45omLqSMBZYUhvOwgjTP3mDX7YWwJGWAEo7RNRvONuAc0bM4I+TOzcEB7fTdr2en4Gzik3A908PDXf1+X51OJzgyrlWr1ULbPNQmZcNesTDTHao7T0nq9XrBuXo/PRzB9QuFQmCq4mviuAl7uaaG+SI0EzMbDkD39w+q0zq74gJcwAAZYABfmBZCVIyXM2i+zmD8uI6DWhgowpMIjWezmcrlclg3hGkAL5xPhM4F4MRa8na7TseZI09Bpg3u+I/Tjuu5IV3+2ZEsWbJr304UoPy9v/f39N//+3/Xpz71qUPvxSEAHtJH2Vvf+la96U1vCr93Oh3ddNNNgTUBBBz1b8w8+P2O+uHhHTMUMVvhFLqDGe51OSbCw0y+m/adOJVCXVDqDEGcShxrX7xWiocovH+xmNVBjFcg9ZCUOzauyY6ba7nuhu/FYZ/4fp4Fw/uAAmdueC9mvWKhMPdxTZKHReLP0Qav1huvAWdEvK/eT7+nG99jXhk714J4wUFP1eZf1kncbwfNXM/F0Ue1w/vEdwgjwWI5c+L1dmhffAzAcdpxPTekyz87kiVLdu3biQGUn/zJn9SHPvQhfeITn9CNN94YXj9//rykgx3RddddF16/ePHiod0R5mekuBUKBa2trYWHJw9UUj1Ho1GGnodRYafqO1N3mu4o2UXzvoc12J33+30Nh0N1u10tLCyEcI7T6ZzjgkNnp+viUdddcN9Wq5VxWAAOnArX9D65foVS6uz+nVXyirmebcR5Puye+V6xWFSz2cwcxOfmbJSnXMNkxNlG7N739vaCBiR20g4yuYezWYTwvEidA0QcdqFQyJzl4+EMwIG/7unKzCXtQSNEe2BjGHvXrsRiUg8dScowRD42rhFxbZGzQtx3NpuFs4do197eXmBMxuNx0M343MRr3UEPffG52traCuvSs5qO047zuSFd/tmRLFmya9+OHaDMZjP95E/+pD74wQ/q4x//uG655ZbM+7fccovOnz+vj3zkI3rRi14k6UBY+MADD+j++++/onuNRiP1er1DmRhQz74L9Z2qiz1xikcxC87EeP+keegCRsPj9V4fAkcH3S4pCFKlObvi2hVvYxxecAcb6yQ8VRTHGIs43anwPgCF32P9C/309vi9ASseQvCxc5ZkYWEhU1be2831vC04SwcdnjkFoHAdhWteYlGuC5VhY1xDwzV8TABxGN8HfLluw+/trM9Ru3xCYs5q+Fx5+Mf75aGs+DsONJytY74BcrSPH19H/N34/JJi7ALy40wzfjafG8mSJTsdduwA5Y1vfKM+8IEP6Ld+67dUr9dD7LjZbKpcLiuXy+nuu+/Wvffeq1tvvVW33nqr7r33XlUqFb32ta+9ontR94KQR7PZDIcGxrt2HtIUyfIsFB7QXrETJ4/xICfzg5L6Ho7B0ZG+6/U1nIrH8eF4ACg4RVJzeW86narX6wXHQ8n5WMNSLBaD4ziqRorvlqXDGSeky3J9aU7vo6FBV+PObXd3V5VKJWgUAIwOyPb357U7YE4QiHoYiT4CLLw8O6ALJkQ62CGjsfD+eWE5rgnQqVQqgd3xdGwHZx5KA8QwbpxE3ev1QrqwAwzu99VCS5IyLBT39HAf8+1hHsTbznw5sAbYAQQBd9Rr4WBAUp4lhfN+pDlI4/7j8ViDwSCwNNzjONOMn83nRrJkyU6HHTtAee973ytJevnLX555/d/+23+r173udZKkN7/5zRoOh3rDG94QCi59+MMfvuJaBuPxOIQpoLpxOtIBGIlDHuyEcTjUmYDlkJShwN3Z89psNq/l4UyA71h5gPMQh13o9XohZOJMwnQ6Vbvdzjg131k7c4MDpl8ArJ2dnUy7PQzjjoyxcG0B7yM2jbUX4/E4AArCF7GWgVACqbUxG8GunP7F6cSz2SywUc6GxOyXNNeV0OZyuRxqguCMY10Q1+G+1Wo19B9nDDBiffg4Mc+EORBjO3vjGh1fp97uONToWhKAFvojxp7vEmKiKm/M+qHLcuBHexwsMy6EQ319ASg9BblUKoW6NVzvOAHKs/ncSJYs2emwEwnxfDXL5XJ6+9vfrre//e3P6F44LB6g7KzdSbO7daEmD2ce/uyQAQyesumZMC6MxJHxuteP4DUXp3r1Vg8LOKDp9/vK5XLBabCjjXfdODaABs6C77N7hrXAaeJIubaHI2i7syPSvGYIbJCHeQg3AZL8ZGGvcOp98VBaHLrwcFm1Wj30XqzV4PowZpxSLM1ZAM9KoeCajwX9Zy0RPnGBbRwC8Zo2ruVwwAWw8+u7tsM/4+8BImImbzabhSMcnGFzgOSsn7fTQ2fx2APsWc/ebtfBoOPwVP3j1KA8m8+NZMmSnQ471Wfx+MPfwyleSp2HNg98r8EBiCC91AuteSXNYrEYPo8j8xRLL5KF04jFnx5Gou20STp4+K6srITvEz5yRmF/fz8TPuKeUP4wCIgYfdeM8x8MBmH3zX2p1Ok1YnCSXGNtbU29Xk8XLlwIglDCEYR2uDZgz0EJIM0zqlzPQkiGsUf46ucqeW2VWIeDGBhw6SE0WAvPlIHxoZ8cXLi6upo5/NH1QKwBTjVmPgkRcW3AAU53aWkpOHja6rVXPP0dfYizOp5SHYO2mCVqNBphXF3nJM1BFP/nX4AKAM2BH2ss/puLU+qTJUuW7LjtVAMUD9mwS+ThLWULkUnzh7E0P8PFBYY4aN/Jwo7g1HDaLhCESfDdNA7E04tjAaTvbCUdEiCigfBwkVd7dT1ALI7kmtzfRb9cl/AY4+bj5+myHsKInSbfAWDEok//jGsrGG8fL8aaeYvDXN4O5p/XYbrotwO/OEzj58ng2L2MfTyWvna8X/5Z/7wDpJgRYS24bol+Owt31Lh5n3xsYubE59oBDNf3tcPrfqhh3Cdfp374ZbJkyZKdpJ1qgFKr1dRsNkNhKxweO3xJoUIqTq3RaGg2m6nVaoUHN+JNQIvXgsCZs2uuVCrBIcbhEHbvPNDz+bza7bb29+dnrbjDw8jwccEkqb7unNiZF4vFwMpICm2V5gCD19DKsDtfWVlRq9VSt9tVo9FQuVwOhdo85EAbcWoc6Edat6RMyAHH5tocaR6KIQXYM0jQCzWbzSDerNVqgZGABeDanvpL+wjPwTjBMMVhHO63t7cXDvSj/fv7+yqXy1pcXAw6IGcHEAA7k+GgQFJw2l7OvlqthuMWAJ0+j4hVaR99YI4dMDtzU6lUwlj2er1Q3I3x4DwlWA7aVq1WMwdETqfTcFIy4NjnJwZ1vV4vA24dcCdLlizZcdupBii7u7vhoell010MirPiYdrr9UK4wzUZhG14SOM0qFKLMwLsxOJOHF2sFfG2xgcLOqOA03Bth6fWEpLxsInvgl0z4wyIh2wYm8XFxVBKHiDAtY9iIHC4vqN2QOVaCxgJ34n7a4g4XSNB+ivtoR9xaAH9g7/ueh4YJvp7VDiI92CSaCcABICAA6beDGvK2+ZMCGPL/AFgPN3b+8J1/T3AC+MwGo2CIFZSaG8MIHzuCFXRV0JJzlIxD4StpGylYq6HFqpcLmtvb0/1el3dbjeUuD+pSrLJkiVLJp1ygMKujt0pacKSMnF9P+iu0+kciuujn+BhXa/Xg6OAyUD02e12w47Tw0A4nXw+Hx7ofgYK18bRHVVSnN1pr9fT8vKylpeXAzAgU4FTe31HDmPk2hfMs0lwmqVSSZVKJeM8XQwaaxxct8H1Z7ODk4b9e7u7u6pWq4GZAPzkcrkgYh6Px4ElIQ3cAQAl112g6SEvQFDsoGknYk/SpPk/v+fz+cBOIComhMecI1QmK2k4HGo4HAYn7kLaYrEYAITPCSEn5lZSBoTRb2eHFhYWMiXr2+22ut1uOCSQsYctoZ2s9fF4rE6nkwGEAA00JbSt3+8HVmx3dzcjpqYtzWYzzBNjc/HiRW1tbYWzcpIlS5bspOxUA5Tt7e1MqKVcLmfCHWS5kKngsfmlpaUQQsAZ4twAEzg/DxPgGAAgvvsGCO3s7GTEoNI87TdOn6X90sFOlevg5AELg8EgOGB2uR7KADQRZojZBmc54vRQHB7fz+fzwbkyFi709SwXHG2hUFCj0QiAi/ogMBIAi2KxmAFGHipxfQnt8Hov9IU5A3QQZuKkZ3e0LgjmWqwbP+wPgOe1Vryfkg7VbfF14OwEolPXfni4CSGxpwl7v2l/rVY7tJ5zuZzq9fohcTGsBoCFtnlqNX0kVMc9fIxcJ+NVhQmVttvtkCp/nIXakiVLliy2Uw1Q0HfgyKV5vRHYBM/IkOYhBN73wlgIGwEBZIXgaMlEcSofBwwYmk6n6na7QVMRi3Ixd6o4b7Jw3MlKChoAB1h+Hd/RwxZ46CDWp8RFySaTyaGsEj7n2gbGjzHleqQ8o3HY3d0NxbVcxIxzJGTmTtZDZZIygM8dOGOZz+cD00UbmP9cLhfa7UwKfYC5gFngfvl8PrSt1+upVCoF5srnI65jEh9SSH0aLAYoaEz8JOOjBKloXwg9Mn5kTe3u7qrT6WgymajT6ahYLAatUy6XC/oUGEPSsClWhy7ItUaeJURBvXa7rcFgoFarFXQ8HHiYLFmyZCdlpxqgeEonFDjlx2EhcrlceKhCbfOQz+VyKpfLGR0Cu1/XNAAOfLcP9V2pVFQulzPpw4g8O51OYE5qtVpwULAMxWIxaEH4LjtVDKElDgrnxHkwnuKMrgEmYDabhZN0XUtCfz1NGIErwIuwEQ7eQxUABkAXLAPiSYTI3Gd3dzdzOi/fAyA4E8B7nklF/zBCLYT3XIeB+XhwXcae0IZnTTGfXKvZbKpUKoVibug2qCxLX/wkbUIusB4wE4BKgDJrhfa5o4dtAvRR1dfHk2vAeO3v72ttbS0zBrncwanJhM1Go5G2trYCAI5Tlr0drHX+rsrlcub8pYWFhcCsJEuWLNlJ2akGKDgcHv44Aq/9ISk4Y8IbPJBx8J5OzHVdtOoOBKcuKfNdFy7yO7qJvb29UHWUMJHT7ZiLZL1OBeEVgJen58ZtjrMvfHfs7eR+iIljnQnZMThbxofXAUHObuzt7QX2x/vCWDgzI82BjgtZXUPk6bkOUOivtxfGJWZiuDdz4XPA2vAfAC9tcEces3XeB/89ng8P1fHj1/RQItdwgOaCbPrN3MTCZtaGh5mcmfHxY84IafG6AxTYQQenhACPs5JssmTJksV2qgHKwsJCOB/EWQN242SHUKTLi5tRVIyKpTAC+/vzol9e1wNH5amuhIg6nU5gWyQFBsaZEK9iSuEuvs/3arWaSqWS1tbWgnP2EMnu7q62t7eDw8UxO3PgKdGMBRoWNwS/7rgIaSFiZbdNO9wRS1kgB0vCfLh2xUGIh4bQ/HjJ/Xq9rlKplBGeohUCLHU6nUPAkc/H+hxEoB4mqVQqmk6narVaYfxIO+ckaq7R7XZVq9WCPoj2MobLy8uBUXBh7N7enjY3N9Xv97WyspJJG0bQTRhMUgi/MF6Itz3LirARzJ2fAL21tRX66cAZFo15BXAAbLwM/2g0UqfTyRyO6OJvT0GOwXWyZMmSHbedaoDiDIIfTuciVP/dP++MAr/zsOY6znS4mNGZEhytF7ByZ8N3+b+nIuPcXUgpzcGIs0GAEvrpoCRmQggTeEaO3w8nSPjGHSWAzgGJjxPXgXHh/oyJj6+zPn4ujLeb7x21y48/z1yi2fAQhY8pn3Omi3CIMyQukPX5jQEVc+7m4mDmFSCFkNbHya+BRsWFsR4G4rN8nrZ79VYAJH1pNpuHmBqAH1oeWCxn55wlZA3FhQrRsNBm/q6SBiVZsmQnaacaoFDPgywGf/DGoQ8//RUnwI6XnSo7euo/SHOa3zNmxuOxut1uuBdODXYE7YDrYwAPw+EwExYiNRdHN5vN1Ol0wumxaBoox49+wFOqKfPPZwuFQhCrwtzAMPX7/XC/M2fOBI0D13SmaTqdqtPphH57uISxwwnjLMkK4Tou3kXDASigFgcaDk+lxVyY6pk9vAdz5UJn1gbjWSwWQ1o1zpbxwnwsAW8ONGDUpAPAQEYLrA4ArN/vq1AoBLEq6xM2zw/d8/XJ/JJ6PZ1OQzG2RqMRWBPGYDQaBTH34uKibr755iBUhsnqdDqZOj6kqHtozLPE+DthTTPOcRG4XC4XWMZkyZIlOyk71QCl3W5nMkB4uPqZLzH7AbUdpxRLcyeFVsE1AThDHsxOd7MDRyzL786K4MBwDDh3BzeEYdBS+C6YEIVnDTm74CEhRLqu3cD5rK2thR2874hdCyFlQ1L8uI4DLUyc/ePpui4I9QqzMD44QD7j6bE+F/TPNRyABv71OQcAARQdpHp/0CEtLi6GEA3z5n33ei6MjeuEaLPPWafTCUJSZztcp+NZQ6wPgDahKUna3NwMYBdQztoDZGxtbYXsIEAewBsxsbMrGOOHkBy2h7XvwI1wJD8pzThZsmQnaacaoKChcMfIw913gvGPNAcKOFmyOKQ5QPHUUpwBpdDr9XpwXjjoarUadu5xiMAZHDKDHARNp9OQYVSpVDLOTlJGK4CjcrbA2SGyU6R5xst0Og27d0/lleaaCnbjOGzSj13QOZlMgh6D78M2eH88xAP44jMAIS8fj3lxM0CRi55dvAx4oz8OGGCyyEAh9EJ/42vDpNEmd+gAEgdbPn6024EcDNhgMAjaj4WFhSCY5ndSgTkocjgcZjLQJpNJBoiXSiU1m82wxvg+4bUYKM5mM21vbwcmCXPGDoDCOMV/R3ym3+8HFiwBlGTJkp20nWqAQhlwqG3OU3Gn6lksntWCsVv38ADOeDweB1ocw0mxM242m+FhL83FmaQQI2TE6eHsqKzqAIfdfq/XCztr2kQYw6t6EkagfYVCIdRfoT31ej2jKWHXjkMm2wMw5Foa+ort7++HIl2EhtBGcN/hcKjJZKLl5WVNp9MQCnMQyJgyRzg7xsW1FTha1/N4qEVSCLF4xpFna0kKzIILPGGQYFJ8bZCK7JoMKZs5BtCZzWbq9XqazWZaXV0NGiBnJOiDdFBgsFwuq1qtBrDBmgPMeoE2Tycej8d68skng0iW0BwgCJaGedzf3w+p0t4m+sW1fSw9LZ0QGoyRn1GVNCjJkiU7STvVAMW1Dx62cHPWxMMp7MidWWEn7k7OsygkhdAKug8voU6b0Gy4Uz4qpdQzLQgVOVDAAXi73FlybS8iB0ihT8ViMVD/XPsoQSn3cY2OAz0cvmfPuPNeXFxUqVQKbed+nU4nOGja533yMXOgxZh6+MhBRD6fz2RgcQ/GdDQaZeq0+Hz79eI+My5xqrc0L1Efi0s9a4m5j0N8ziYBbtEsAdp8zOMxcoE2DA5A2Pser0PWFePrITHWIQDPr8O88z3G0Vkj2pksWbJkJ2GnGqBwmjEP2fgkXQct9Xo9c5YKn+XhTDl8SWGXOR6PVa/XwyFp7PBxAq738Iwb0joJHQA2YEP29w8Kynm1WXbHACKci4tuof5Ho1HGIS4vL2fCG844ALI4VHEwGIT24ZS4FiwOItD9/YOCbaPRSBsbG8rn81pbW1Oj0cgwEq7xWFlZ0fLysgaDgSaTSaj2CviaTCZqNpuSFFKHYVsI13mog9N2JWXGIJc7KPkO6Or3+6HyKY4VdsdZLUmhaFy1Wg1jyGnYsBh+fAHVWuMjDbz/hJwee+yxjODXgY6HYZjTuNAb7e12uyHcxTVofz6f1+bmZhBcS9mwE/doNptBVL24uBiKBaJFov/T6VSNRiOseRc+T6dTtdvtzFlIMDCJQUmWLNlJ2qkGKJICOHChIr/7rtKzQzzUwy4wZkp85+07c09X9TRV7uvf50EPJe6ZEx4ycHbFv4NjgSnBGcGIOCNBf7G4TgiUPOClVCpl6Hpvm7fHs5wI6/jZLa6xcfaA9pMpA4Ph6cEIfp0hYj68EJn3yRkPdB/e13hX7/fiPWcaHFxxTdrpTJK3QzoMTmOmjv5yD5w67fcTuF2UGjMzviZc9OzzjU5Gmmcveaiw0Wgon89nTuIGaDhTAohmnOkboUg/2+eosU6WLFmy47RTDVCm03mxLZykpEyhKS9xTuaNNC+MVSgU1O12Q0rmbDZTuVwOjtxTQEkbdcGj0+UIFmmbA6B+vx8e/hSIIx2U0IHXVgGEAERIPx0MBuHMFXb0CFBXVlaCQBNnxonD1D9pNBqq1WqqVCohbXU8Hqvf7+vJJ5/MFKvz2iukQzebzQxYyufzQdSL3gNbXFzUyspKAAikzdLHbrebYbMkhYP00Ga4c6YUv3TgHLvdbkYQCuiSDjQkfJfTiNEoEZryMvirq6sqFovqdrshY4V5ZrwAL8xPuVxWr9fTaDQKWiNnWbgv4+JrEn0TY+JnHTkDxmuMJ/1vNBpaXV0NfWAuCDlOp1Ntbm5qd3dX9Xpdu7u72tzcVLVaVaPR0KVLl8LfAcY6cFC0t7enixcvHtIkxYA8WbJkyY7bTjVAQeTJDtbNd+teKIuHuWfReGhFUoZJADQ0Go1MlVecGOEWrwnhu3nfjTvtT70NwAcOnl2zgyza5WAA0SzX912wdFjHwcFzhLoAGQAw+gC7g+MGKC0vL2eu6dk6zgTE+gWAAkJYammwg5fm1WaleYjC9SiEQbifgxS/xsLCQrgf7fRUY8CPM2CIa5k3xtfH3DO/YiDGnKyurob2cm3a7SFHwnuuTfJrwtTFZxLRX5gb2hMfzkiocjqdhlOP+R71VBwQAdT5LoCJdhDacgbFs36SJUuW7KTsVAMUz8CR5gJF/nXnzef9VGBpTvfzQJayFTIJb9x4441aWVnR2bNnw+6fnX+v1wuH97nwVVIAI7TTT0qW5sXm8vl8yG4BoBQKhcC8zGazkK3U6/XUbreDVsIFtvTJa8LAZFQqlaD/kBRASa/X02AwCOJNgNze3p6q1aoqlYrOnTunfr8f0qwBBHt7B4ci8hqvMwYwRKPRKICubrcbAAMZKDhiD3lJCuCi3+8HPYWHVQA6rp2ZTqfB2Var1TAulO33kAxt5jquaWIuYu0JRxtMJhNVKpXg/L16LOESr67LPbrdbgB53W431EvJ5/PhYEjWzFEAJZ/Ph/lBK9RoNDJn83gYkbZ7qfs4O8rvwZELhKJqtZp6vZ5arZYGg0HQ+qQ042TJkp2knWqAgiPD+fN/z2TAPLYOaCAVON61o7VoNpthB87us9VqBadOGIe6FtRP4YTkVqt1CKwg/vQQEOyAOw3+T4hnOByGzxFWwuHTNsSy/uPZGZPJRI8//nhwnICHXq8X7sX4cNKw1/7I5XJqNpsBwOD4V1ZWMiJXZ1cYU8YRZ+8ZMezEXWjMfTc3N0MYA9aHE6A9LTzO1AIYENqCBaDtXgeE+/M91+OQoQNAZFzL5XIYCwdLgBsHE64pgamg3awNF6xyX0A2FutcCE8iYAXU8ONVbhFDA0YIPQEmASJra2saj8cZ1gQmiIJvCJTjNPRkyZIlO0471QDFH+I4exwBD15JGfASZx64o8fRUFa8Xq9n6k2gZyC04+mqiHQBBRRjw3A6OHYXlbIThW53XQVOBicZF2dDCwHYcnEpzomQ0P7+ftDacKggO3EOr4tZA5wd4RkyT/xMoFKpFMINnuHE+AM8PJyFBoR5hHFwELK3t5c5+JDrEZI5qtS6p+MCmuiLi0wJu8VaCmdwPMznrARhEMrnu0iXcWetEdZz1oY6Kb4+6RMMG2300KWDE9YI9/IaL67F8jRnQqL5fD5UuuW9wWCg5eVlLS0thbowXBPNDCJb1l/K4kmWLNlJ2qkGKDxIpbko1TMuvBIqDsp33TjtRqOharWqM2fOaGlpKTgPBJCuKwAENBqNDM2dy+VCtoSnM1OPg+8jpiRVVpqLJ/38Fz9TZ39/PxRcQ9To1yL0QeXSVqsVBKHoa2ANYB8YN8JLjB3Xwkl62iql/kulUkh3luZntRSLxZA54ucCeWYOgIzy7h6ew7FKc8aGFGRnPWA5uD+gBxDlGhPGz0NpXmCtVCqpUqloOByG2jbobmKwE1caJtTE+Pg6w6Ez/tJBWjztBiQivIZp4h4wS7A+0kF6tGd2LSws6OzZs5pMJqEgngNXUpX9/KMYVPC3ksvltLm5qY2NjRAGAiwyXjCPMIEOwJMlS5bsuC3/1T/yzOy+++5TLpfT3XffHV6bzWZ6+9vfruuvv17lclkvf/nL9ad/+qdXfG2n191JuLEL9GJTnmrrPy4SxDFRO6Tb7QatBqDDwwE4MVgOp8cRhUrKsCOeCk1/PLwgKYAVb2dcoZZ+kjUyGo3U7/eDNgZBo4fAcGILCwtBPMpPnEES9xPz0Jo76jjEFAtR/cfnxL+LM+Te0uFUah9PH0sfU64DSHAH723zYn9oY/wH4AbrAtAg/BTXhHHWB6DjoI+x9zF0XZQDbQdxnrrsY06bfJ4YPy9N77oV7sU9AO2sn36/H+rZ8P3RaBR0KIQcT8JO8rmRLFmy02EnyqB85jOf0fve9z5927d9W+b1d77znXrXu96l97///brtttv0jne8Q6961av0+c9/XvV6/Wlfnx0zu2Onxj0bBQErzAdpvuVyWY1GI4RI/HuSggCWM0icQqceCDterxshzVM22Zmvrq4GUIST87AU4SOcUK1WU61WC+JHfugnugEc5e7ubkY4iwB2eXk5hGBKpZKq1eqhtF3fdWOwFjs7O0FzABign4SpONOGUEq9Xg8ggeqyjCGMBtqOQqEQhKzoPHK5XACC29vbIeTWbDYz4+cCTw/T4Kxx0rTZS8MvLMyrAM9ms5ByTWE4Z8a8vTj90WikXq8XWB20TF751rOeyGjiHgCJ7e3tACYlhbErFOaHMTIf0vwMHdg7WBZABxlCZEtNp9MQ5iNUBTiZzWZBODwajTIiZAejhHt6vV4AvQ64jttO+rmRLFmy02EnBlB6vZ7+5t/8m/qVX/kVveMd7wivz2Yzvfvd79bb3vY2/dAP/ZAk6Vd/9Vd17tw5feADH9Bdd931tO+BcyejwsWxHt/3w+1waK5L4KENne6FqfxUX++DF33jx3fXvE859nq9HsIxrjlwLYQfzAbw8dOMSaMFYLj4Fj2Oh1O8PfzfnRQOiBCNt4mdv6etuuN1UTHtJMOH3wlDTSaTAIYI7XiWUbFYzGTmuNaEs4688i36DsJUOGDXbDCWAE5Pz40LwDkIISNJUgb8OFOHiJcaMw40nf1iTryvLkZmTJeXl0Moy8/EwTyMyfw4OGHtOQPnzB19YO6d6cNc8M11aYf/LTGWvsaP056N50ayZMlOh50YQHnjG9+ov/bX/ppe+cpXZh40X/nKV7SxsaE777wzvFYsFvWyl71MDz744JEPGq+DIUmdTkeSgpNkV+47QB7mpVJJjUZD0lyMiFNkp8wuFRq71WqFh7iLQXlAe/gH+ns6nYZMDGLzONhyuRz0D17LIg5zULqdVFnCNu74PGRFmCc+F2g2m1e85bOMFYyOF5ijEJ2LRmEbYDdIQXZtQr/fD22H+scJk0rMacIwBLlcTufOnQvhKuYCx+ohnaWlJa2vr4c+eQjvqHAO18/n82o0GhmwsrS0FI4r4Kwi5jWfz2fmHkdNXzHmj/FlvmazWUgRR1fiBrhCd+Tg47rrrgsZYKzl8Xgc5oTvSwrhJA/DYF6gjnXJ3wDfB9wyZ5LCGUCksDcajUwIk78Bxt/ZlJOog3Kczw3p8s+OZMmSXft2IgDlN37jN/QHf/AH+sxnPnPovY2NDUnSuXPnMq+fO3dODz/88JHXu++++3TPPfccep2HvesNPE7PQ3s8HocwTq1WCzt4vus70ul0qmazGZwFcXl2w5jrOTw8BGvgIRlCKwsL86Jwnp0Sn0q8uLiYEXIiToVlQVgJQAFkHSUYZoz8wEJecx0CbfUsKD5HbQw+69kkzgQg9pxOpwEALi8vB0cGKIFNAsx4+q7vznGE3M/rkQA2YcM8fRlnytgRYuK7sG2EdQhFSXOx7srKSjhx+HIGAPSsH9foOCs3nR6caRMfqQDIA6Axz/xQ5wZAvLCwoNXV1QD8MMbNAYqnO7OGAKyAHRfXelVfxpB2ocWKhcHHacf93JAu/+xIlizZtW/HDlAeffRR/YN/8A/04Q9/OFNGO7ZYzBqnVLq99a1v1Zve9Kbwe6fT0U033STpsMjP0z1dQIojI7vEHS0PbXQHlUolOBeckGeGcM14N+87VsI5fsAdjI2zJJKCzgQQ5EJRdyj0M742Y0BYQ5pn39Budr7Q8h6iwdlTnIv+cR3Ai4+JgzsPowDqEN5Wq1UVCgWNRiPVajVVq9XAzrgD9bGkPbPZLGTzOHuBZgZQRor04uJiGFf6x9hNJhM1Go3gdAnTeMiGaxaLRZ05cyYwCvEajdeOr13WIGFH0rnH47Ha7XYYQ8bNT12mJo3rV9CiAGIobEdYzFkidEOADy/cxrUZk06nE45acHaOUGI8v4wjYClmgp6pncRzQ3rqZ0eyZMmubTt2gPL7v//7unjxol784heH1/b39/WJT3xCv/zLv6zPf/7zkg52RNddd134zMWLFw/tjjCc8VMZu3aYCx6qzWZT6+vrqlarmUqilKgnFOFiUZwsTgYHHGeikBXBAx3HS3thOQqFgxNxXQh6/vz58DupvxR/k+aF5abTg5opN9xwg6bTg7L0nOLsu3d2zy6wBHSx46XN0vzBThgFB42jj1kKKqZSw4MdPff1eyH4dafomUF+Zg0OHcfaarUypzU7CGFOPEwGywKQgSVwPQ0ZOmtra6rVakeGhlzMTMiHNG8cvWcC0W60HjAlntbtIT1Asq8hxpH54R7MDeuRonlcy8XMzAGAgmJ4ZB65Dmk4HIaKsP1+X6PRSDfeeKMGg4EeffRRLS4uBqaMay8sHJzxBHglU8x1VMdhJ/HckJ7esyNZsmTXph07QHnFK16hP/7jP8689rf+1t/S85//fL3lLW/Rc5/7XJ0/f14f+chH9KIXvUjSwYPwgQce0P33339F93Lhqqcae9qlixQlZdIv/Qh5KXuYG9/ndS/mFtPbvuvnXp4miuPa39/P1FShD+xMca7+Pa6DgyCcA5vgO1ucsWd5eBjHwymAk8XFxUzFXJyb12jx2ixoXpylIFzELh7nm8vlAqCArXCQ4SJfTyv2qqg4QZ8LD4H4PEkKbQM4+tzELBhMgNcwof8OcPhcLEp2MSpj7ecM+VoEdPi8+3WcCXExMvoZD235mqMfrDmqIJNl5kwcGi3mCgFzsVjU9vZ2Jh3aw1aMI3PP9Y6z1P2z+dxIduXWaDR0/fXXZ0D9ZDLRQw89dCJi6dNkN954Y2BaB4OBHn74YS0vL2eAtHSgAXvooYcyYeBkT23HDlDq9bpuv/32zGvValVra2vh9bvvvlv33nuvbr31Vt1666269957ValU9NrXvvaK7uU7c69v4Q4a5sLrXXjtDlgDHIOU3d3isHBOiB3JumBn7CEm0oX97B/+LRaLGg6H2trayrAcOLvFxUXV6/UQDiEtGmEr6aM7OzsBZLVaLUkK58iQfbS/v6/l5WWVy2Wtr6+H/lOYzrUgXhnVs5cADP1+P4SZcEz0m8ykfD6vnZ0djUajAH4khRARu+9Wq6X9/f2QXYXjc1aH3f/i4qKGw6G2t7dDVV8+S5qy75ARrna73dA2atzs7OxoZ2cnAILFxYPTnZvNZijdftNNN4XPA7YkHXLMACqKrvE5d+YOYmJtymAwCHV19vf3gzbKH2q+Jn2cPaQBmCR9nDTjhYWFwP5x9k+1Wg1MojNck8lE1WpVm5ubeuyxxzI1T6R5hWNS3yVlKtEehz2bz41kV26veMUr9K//9b/OrL1HHnlEr371q3XhwoWr2LKra7lcTv/0n/5T/cAP/IAk6bOf/ax+4Ad+QD/4gz+oX/qlX8p89nOf+5y+53u+Jwm1r8CuSiXZN7/5zRoOh3rDG96gnZ0d3XHHHfrwhz98xbUMfDfJg9x3fuVyOeMocbjxQ54duB9bLyk4btd2eOYL78MAcG+cGSEi3idzJE5H5X0cG6JaarSQMeNMgWcAYX4+DjtvDvvzeiqNRkO1Wi3ocXyXDOigvezcudd0Og3ZKF7QDqAF2HPmAY0H4GN1dTWj5SFjBQDmBjhqtVqaTCaZaruukeAHJ864AWDQvniBNDQyfogeIS4+40wHffFwFUAq1qTQf+7DGMOmcV/mzNsGExOHli6n/XDRsrMmrEPWvP+NMNeVSiUUJyRdu9vtBgAFGGS9+Q762bbjem4ke2r7ju/4Dn3zN39z5rWXvOQl4cRubG9vT//L//K/aGdn59A1RqORPvrRj2YyzU67lctlvfKVr1SlUgmv5XI5veAFL9DKyook6ZZbbtFrXvMavfSlLw2vYTfddJN++Id/WIPB4NC1+/2+PvrRj6bqzJHlZu7hTol1Oh01m02dPXs20PHs8iQFDQLF0ZaWlkJFVRbHUSmfMATsZqvVavg+gKJQKISd5/LystbX18P5Np6a7Dvs3d3dcD9YAq/FAvioVCqqVCo6c+aMVldXtbq6GhzMl770pVAfhXYTWsDJEdYABNTrda2vr4drAj4AKIAtL0pGKIiwEVkknu6MUyN7iQJeOzs7mR06BxIydjjBb/7mb1alUtH29rZarZa++MUvZqrvAuzIMtnc3NTjjz8eND033HCDyuWy6vV6YKpwoKurqwHgsRYYyxtuuEG1Wk3Ly8uZsE6cjeKpuAAEr0bLeuBh4noM2CFnTAAw5XI5gD9P/2bc0dMMBoNQjyWfzwe2I67c6oJhgDRnGDH2MCEu8KXPvgYRGHc6HV24cEGtVksbGxvq9/va2trKAGpJgTn65Cc/qXa7nRETX8vGsyPZ5e1973uf/u7f/bvP6BobGxt66Utfqi9/+cvH1KqrbzfccIMefPBBPec5zzn2a3/5y1/WS17ykm8oNurpPDdO9Vk8MALsTD1E4I6l3+8HJ8auFE2Hx09xIOzSpXlFVU/X9R8cjaePAmoAA9JcG+FgAMeAw6zX6+EU5YWFBXW73YwI0+tXSPNsIRwX4YxarRYOOgRIUDm3Xq+H96SsBsaLczkoo56Jl54H8DkwWl1dDUJlapuwu83l5icFt9vtUJHUq+eSXeKH2JESvLy8HMbHd/ykAsOWsQb4DOG4ZrMZwmXOBjGvhP4IjXFfF4LCFu3s7IRKwbweZ3K5UNuZEK4Z65RoN3NG6jnsGevL19pRmWQOvAAwl8t8AXjChkkHGWyAWsJwzAM1RWAFUyz968vuuOMOveY1r9Ff+kt/6Rlfq9Fo6K1vfava7bYk6ROf+IQ+9KEPPePrPtv2V//qX9UrX/lKSQcb15gVOS5bW1vT29/+dn3605/W+9//fp1C3uBE7FQDFHaArhWAgocqp7AVD2nCGqRpOkDB4fNQx4l5Fo9ntUjz8Iw7DD6LgywUDg5uYzfrToxiaACVYrGoSqUS2B60Hy76lBR0NZ4pgnZlZWVFlUolgAzaUa/Xde7cuRD28Wwc32nj2NA0sNPn3mQvISYGEACsXAjqTARnu1AwbTabhYwpAApsTKlUCuwIupzl5eWQTcTcV6tVnT17Vmtra2o0GtrZ2QlF6EqlklZWVlSv18NBjtIcLDor4MXnOB4BMOH1Wvb397W1tRVYDgAOIIUQF8cLAOB8nvzUaWleyVZSELL6fRkvxh72gva7INxTyxFZ+1zE2UN+ojTp2oVCQbVaTYPBIABgTjJm7uPwYrLTawD0v/gX/6J++qd/+sjPsG6eyjzUXqlU9Hf+zt8Jf8OSThVAYUxe9rKXXXZMsCsF63GShXSgH3z961+vc+fO6Vd/9VfT39b/3041QHHHwAMWjQUO1k88JkQjSd1uN+NkJQUQ4A6ZnTd/aBSM8p2p6w3IXPG0W0SfgA9CP7ANAARodi+oBdvjjg8DDMA4VCqVEAYBzJw5cyYAmfF4rIsXLwYGBY0Fu2OEpZ6xgv7E037ZnVO4y0EGYIp7ImAlS8kPLpQUQkbD4VCbm5taWFgI5e2lg1AcDvLMmTNaWVkJ7zF/ly5dCvfm1GfCahQ0u3jxYuacH+bIHTfhOQCXs2PT6TSAIxgHrw7sa5LaJ3GWkYupMW8D4IUHmOtlfJ25YJd17inqABvCbACkarUaxoy2AIQcHLdarQASd3d3tbKyot3dXdXr9cya9Wq3yU6v3Xbbbfpn/+yf6bnPfe5lP/PAAw/on/7Tf/qUjvMnfuIn9LrXvS7z2h//8R/rZ3/2Z09dqOelL32p7rnnnkNanKPsHe94hz7+8Y8/7Wu/4hWv0D/8h/8w89qTTz6pN77xjfrzP//zxEyanWqAgvnO0XeQvO4iQiYftsAdBDQ8ToqdpLMpg8EgACJHwkeJF33HSrlx2gP171VjcWSwEpJC6AHw5We1OEDiM/GJvLVaTUtLS0EjMxwOM2EAwhqj0Si8ByjxMfMS7j6+vE8IigwQwmmE3wAyvO9hBp8jRKcuVHb2q1arhWsSYsFZk0oLg4YzjU+U9kP/XADKdZyBAEzSPz/w0SvgAnBg0lzsRljPgRXzBthgrVI/xZnAo8Cwg2LuQT8A2j7WXruF9c5cxmnNzBup54BjxM6wln4MQLLTZ/l8XufPn9fznvc8vfzlLw/1mKSDdbaxsRHCx3/6p3+qj33sY095vW/7tm/Ty1/+8sxrf/Znf6aPf/zjJ3IswklYoVDQddddp2/5lm/Rd3/3dx9KpnjyySczrPtsNtPv/d7vXRFAaTabeuihhzKvPfLII/rkJz+pzc3NZ9qFrys71SLZ8+fPB4cVhz9gHij6hbPyDBtCPf7gxrmQ4bG6uqq1tbVMKnChMD/EDsbFsyVgJ1zvgIOT5hk2ON+4poqnRDtjwQ4bw3FyrXK5HE79PXv2rJrNZkgLbbfbISMmPokZMeVgMAjZPR728YwhgEX8h0spdNqOCBdGgcwQmAVJIb241+sFZ+gO3rNzptNpSJnmnu12W9VqVevr6zp79qxWV1dDuAyHms/nwxrodDqZkEac9SQdZGexPgjxkHLtWUi+5mArJpOJOp1OCCu6zoS1SWjKhc4eonRj/GAq6vX6IQZGmmeuEZoiNdx1Ti74dWfh4UyOgiDcRdG8nZ0d9Xo9Xbp0SZ1OR91uN+iHPvShDyWR7Cm1ZrOp3/qt39Ltt9+eyayTDv4OfuiHfkh/9Ed/FH6nnMHlDO2b22Qy0dbW1rG3/aTs5ptv1v/9f//fuuGGGw7pTTY2NvR93/d9evzxxzOvU1rh6RqhZ7e9vT1tbW19Q7EnX/ciWR6sLhb0VF6v8Mln2EUfxbT4ztaN7zhTQzjAzzzxtGHfWXutFEAH2RPOZDgrwz1cuxCHEwA27H4JaRAmoN4G4RiEnaPRKLSBXbuLi+krQIp+xX88OFDGgvATIRL64KJZ1z8AIqjH4qcSA+6YD16jHYQ3EAAjLuV9PwCx3++r3+8HkOaMCddnPhxsAgwJkzD2MSPibJOHZwC0jKELc3398W8s3HVA6++7/gMGMM5+2t3dDUDIr8+YePowa4jwF333UBJj4u27minHyZ6Zffu3f7ue97zn6bnPfa7W1tYy7/3xH/+x/vzP/1xf/OIX9eSTTz7ta6IfO232Ld/yLfqmb/omSQeZOjfddFMAsV/4whf0xS9+UZK0tbWlhx9+WJcuXXpG9xuNRlc0rt/IdqoBCg5FUmBEvLgVQkLex2JaG4sBAqEEdCxkZqD74ERZinxh6CooKra7u6u1tbVAl/sD3jM/nIYH/OA4cDbOYPg9l5aWgji20Whof39frVYr6C1wPOhNJpNJRjBcr9f1nOc8J+NUFxYWQml4rwVDewl10MZcLqd2ux1SuQGPnIHU6/VC0TmusbS0pGazGdoGSHIGBev1eiEcJSmwRevr6+F8mslkotFopIsXL0o6cO7b29va2dkJWVGEhhART6fTkB6NmJYwCXoWd9qwUA6oAJPVajUwMFtbW2q1WiFtnbU4HA7DeqK/zD2Al8/PZjMtLy8rn8+HlG0fG9gdmC7GazabBYE26wRt0NLSkvr9vsbjcQhZktLearUy1wDkItgmNOmMZbLTZ29+85v1oz/6o0fO4Xve8x79yq/8yjfMbv6uu+7SG9/4Rkk6BLx/7dd+Tffdd58kZQB9smfHTjVAAXQ4hR5nTfhOFcMBePiEnWkulwvFutj5kjXh1yM8QdjEz8FBCMvDn/omiHX5XKyRidvhDIyzKLAN/LFw/RtuuCGkGtNmHBe/UzkUbQKVaWezWYbCxUHj5Lgv4lH6AdNCexFSwjpwFg/MBc4NoOVhMhguzz7xMQAQeL/9lGbCVDhePrezs6Otra1Qk4bwC/MA80I7vR0eCkKL0Wq1tLS0lKnailAY0EdWFWuS/rlux9OZ/X6EZGg/a++oEFt8dg4hJq8N44cRxrVzsLjWiq+/mHFyXVGy02n+zMT+4A/+QP/pP/0nffazn/2GcMTf9m3fph/8wR/UHXfccSir5vOf/7z+w3/4D/rEJz7xVbOXkp2cnXqA4qyC6z08ZOEPe3eqABRfgK4hgQEh1VZSJkXUHS/3QZhKyuzq6mrIriH7AYDkQlhJYedNOwiROGDBoZImLElnzpxRvV7XTTfdFPpHefNWqxVYoMFgoFarlTnkEGZmOj2o7wH4QaxJ28jIqVQqwVHSVtd7kDbNDh2AgkjXGZejhM2wBswduqHYcQMkjwIo6CNgr7a2tsLRAF4PB8BVqVSCw0afwdxyHQdU6JD6/X6owdLtdiUpkwYtHbA029vboTIsc+5CV2ku2nZxsKQAkLk3xpizrorFYgBnDkroE6Eq0rwZfwoIcuIyoBpAyljww30TQDmdFm+KsOl0qs9+9rP6hV/4havUsmff/sJf+Au65557jnzvc5/7nH7hF34hpfteZTvVAMXZBs9qcKaChzWUOuADxzcYDDLZC9Ds0pyhIWPB6X7CJDzki8ViqNNx/vz5kFrM91yMSZt8N+36BS/05noUSSFMhO4C0SYl3gk7Xbp0Sa1WS4899pi63a6eeOKJTKiCe+zu7oaxGI1Gajab4YfsH5yXU/8AOZwjoQRAA2BteXk5hG7ik3/9egCFdrsdwhY8SBlvQCVsVaPRUL1e19raWhhn7rG5uRmq25La7Cc75/P50JYY3GJxnZxWqxX6BbPkwCuXy2l7ezuTWeNZNF6kbzKZhIP60A+5zghQ5KwJzBLhLA/x+foAdFBDx9cX14NZ29nZCaEpQIeH3xzQLy8vB10K6yfZ6bIf+IEf0N/+2387c2r0F7/4Rf38z/98ODE6WbJrxU41QDnKnM3g9/39/YwTZSfrKZnSHDzgtGLdCtoEz2iBWSiXy8FhrqysZPQm0nyHzHXZkUrzA+Zidsf1NH6eCiwHIKVarQYmaDQaqd1ua2dnR61WS5ubm+p2u6FWCLtuxLHSPN2V4mQcHAhLhA4BoEA/VlZWMqcge40W+u0MjYcmYr0PgA7NjIe9PPTl7AvfAXTyHSrddrvdcDigO16fy7i2jIcNY4ACcGX8WFuMGcCDNsPYMAbOxMQFBJ11YXy87z6u3M/1PDBPrHFCUJ6B5Cnczqq5xsjZEp8fGElnKJMG5fTZN3/zN+v7vu/7Mq/1ej195jOf0fb29lVq1dWx0WikCxcuhDPPpINnB0dwJLv6dqoBijtyFyF6Zg0hF9gGLwI2GAzCDnM0GgVHxYOfdGMe+ogkPWulUqlobW0thFgqlYrq9XpIrfXicTgwwgndblf9fj/oUwAfhIQqlUoQ+nraK6JT+rW7u6ter6eNjQ3t7Ozo4sWL6nQ6GgwGunDhQqh6urS0pEajEXbZ7PBxosvLy0Gv8fjjj2f6vry8nGEEJIVrEL6gzolnjwCeVlZWwpzgxJ1pwOFSmC0+z0g6KK7HPHm5+4WFhZD++sUvflHdbjcAoOl0ql6vp36/Hw5M5HowR8PhMDA/tA1who6GlG50Nuvr61pbWwuH/nGvTqeTSeVdWFgIqcv9fj8AD44kYC3yHmNJvRUqufL9hYWDIxBqtZrK5XImjON6p3K5rO3tbU2nB7V7lpaWtLa2Fo47eOSRR0J2E38nHuKKM4gYC6oBE0pLdvrtBS94gT72sY/pAx/4gN72trdd7eY8a/a7v/u7eslLXqJf+IVf0I//+I9Lkh577DH9yI/8iB599NEU3rkG7FQDFN9lHlXkzMM+vuuEKXHBZvxdfpeU0YI4EwNIWF5ezjgcdq5kXVBAjXvFC5/2sWuNd/oelojZFsASeo9utxsqgZJp5KEMwiPxOAIc4nuwq0dgSooyIQsPVw0Gg5AN40XaPIThIA/WBwdK2MNL0EvZ9F1AiRc9c6cJSPKicIwn13aGBvMTimE7YNOo7gvDhKiWQwk5Nwcw46EinLunnksK7I/30YWomOtm/DNohHz9u6gZnZPXhGEsvDghLJrXcYgZIE+/j7UzyU6XPfbYY/rkJz+p5z//+Tpz5oykgzX22GOPHXkq8dezkRb9B3/wB7r55pslSY8//ri++MUvJgblGrFTDVBwdDycPdtEUtgNI+4rlUphV0rWBBkvHnLhOzjJXC4XNBA33XSTzp49qxe+8IWqVquqVqvBUZDK+uUvfzkINMvlcghdsCvm3sT4uQbnwOC8vZ04KIAOYQIEsbAkHtahaBfAYjgcqt/vhxAA576QGjsej3XjjTfqxhtvDAXP8vmDlN9HH31U/X4/nOJcqVTC7hstT7vd1vr6ejiQkOwWysLjLN3JcWIxAIT58cwgANry8nKYe9dxtFqtTLVYKj66ILRYLIY6KNVqNbAUtIPsFQoHtdvtsAb6/X5gphYXF0MI7/z581pfXw/jMZlMdOnSpcDKeFp2LpcLDI6DNRg86sQ4Y7a1tRX0O8ViUWfPns2AUq9CW6vVQgEoWK1KpRLWDG3zzCAYE9ZqtVrVyspKuG632w3ju7CwEATADnqSnS77P//P/1O/+Zu/qV/7tV/Ta17zGkkHGSvf//3fH4Te32j2y7/8y3rve98rSRnQnuzq26kGKOg1fLcfZ1AQzmDHTeggPobe9R5cO5/Pq1arqVqtBpbkhhtuCBk0pBfDLuzs7IRMGcIx3MsPd4tTnqHV0ZgAHDzuT7thQJydaLfb6vf76nQ6IZzAD23c2dkJAAAQx3UAX4S2+v1+psIoYQe0F4RwpHl2D46rXq+H0AOhDnbhseCXzwwGg3A9anVwf3b+4/E4k7XjYlJqmwyHwzAWjJc0F1PDqABM0F0Q4gPM+Tpx9sOB5Obmph566KHAbgA0OMAwnz+oW9Lr9TJsF6wM12TeWRekDc9ms1Asytkkz6bxarZeCZfxpv/MNeNNm12ozTw4sxizUIxPPp8Pp1knO13G+vlP/+k/hYqohPu+UbOyfHOa7NqyUw1Q4rLhXqiNXTOhGBw6oATAgPDSd4POwiwvL2ttbU3Pfe5ztby8rNXVVe3t7Wl7ezs8wMkYQX+wv78fQI0zMYQ0vHiWpFDYDJ0MmpRcLhd0MRxuyO7awcrm5qaGw6F2dnaCLoDPdTod9Xo9bW5uBi0J96bfg8EgnEY8mUzUbrdD+AFHDdhDX4NDRXTrol5CSQCU2WwWKtq69oTxQHiLA3UhMwBuOBxqbW0tzCNtn06ngeEgvAXYcKaG+1ADBTDBPQjHwUiUSqXglJmzZrOp2WymdrsdwB5rqNFohNfQ+mxsbKjT6WTaKimwNZJCOMxZIsDaysqKyuVyAJkXL14MY+og09cr+htAEwJxUrfJygKwxZlSrVZLzWYznKjteiBnvwCEyU6n/bt/9+/07/7dv7vazUiW7CntVAMUZ03iNEpJmQe1x97ZccYUtVPvAAB0I2gLSLnd3t4OmSI85KlCyne8rok0rxSLM/AdKY53PB5ra2srMD/oHnAmhF5yuVwoPua7fyqpdjodtdvtsKOGRfJwBteGEUJDgtCSdFXP3mGc0MzgdCkc5wf1ISKmpggAgBRXnCvXYz5cJ+J1UKisS+2PWCNE/xEiuw6Ifk8mE5XL5RBaijU97KQAKvQTgSxrA/Hp5uZmSLmOi/6RIQPgAtDE4Z/42AFJgbnywyTr9XpgQNA1AcQ6nU74Hv8CJgjnuBj6uuuuU6VSCUDbz0qCMfPsLACog70kIkyW7BvTKpWK/vE//se66aabDr03Ho/1i7/4i/rSl770jO9z6gGKp+b6jplwDc7CH9jQ+1DrksKuGRYAlgLqnMwgHuCtVkv9fj9kVHAmDOEJwg5xfQ0PjQBSvPAbjtQrgbqA1ul6RF44UMrYI+okZZf+8j1CSi76JBQlKXMiMloHN9oL0MCpeyiDlFbCRpKCk/faHPyga4DZAiAwj1wXfY5Xo/VwlIdQELg6WGRMGWvWUAxYXdcEKACEcS8Ph3ESNOEjD+MAbDy9nXXnYSgpm1bthQjRgFCLByDI/NJPzJkqB+ikhXPwIMAUHYozTvwteDiQcaRacLJkyb4+jZDzUVqzZrOp7//+79cLXvCCQ+8Nh0N94AMfCCczUyDya7FTD1AwdwoAFnaA5LkjjHRthQtjEVR6JVmyNCRlWI/RaKRyuazl5eXgGNi5w4ZI8zRNzxKhrTgLKPRLly4Fh+CZNYVCIdQckRRAEswJu98LFy6EMAYxZQ+T4JABAzAkjzzyiFZWVrSyspJhI9yp+pjTN68fwvh0u90AunCcfL5cLmeynTzbin9LpdKh8BEOc3l5ORQU4/MUyFtaWgrzlMvltLGxocFgEMTBpCeXy2UNh0MVCoXweYq/wTThjJ2dmk6nIfX65ptvVrlc1srKSgBqhHJWV1cDe+JgiLTohYWFkD3B+gAgFQoHJ2izvrg3a5RzcgBPsFsO9tCOUH02l8uFtU+7ODU1n8/ruuuu03Q6VavVCpWEWUOEcFin8flDqVBbsmRfv7a6uqpf//Vf14033njovYWFBT33uc898nulUkn/6l/9qwBKPvzhD+unf/qnv6Y2nGqAEqcE47hwrJzsywPa03wBM/5wd8fou0fYDQ8j8Fmn/Hnox+ZZQbQ5TnP1z3nKL84yFkzy2d3d3ZBmS9YOwItdeMyC4PAILzmwk+bnGXklXdgRaQ4MYTe4l4c3aAOhMQ+9AbQYBwdu/pqHFZgTTwGGWeC78dg7E0F4iHHzfsW6HuadseQ9wAChIkIwrAP/lzXDfQCU3nfAi685F/46OGG+fC156fvLzVvMEjoz41oer1AsKRPCYU69um9cWC5ZsmSn386fP6/rr79ekrS2tqbbb7/9SIDyVJbL5TLgZWNjQy9+8Yv12GOP6cKFC1d0rVMNUHBAPGx5YDcaDdVqNT3nOc8JQIOQDA4HHQbUOTqBxcVFLS8vZ4S2hUJBnU4nZLt4bN/BCeLWarUaqnTiZKgayk7aC6X5a2gUYB685gqn97LbvnTpUihjj0ZFmteHkRTOgZEUwjbuyHK5XChrLykAGtqOU+IARJgfT9N1YALrxMm3hKtIvS0UCpkqtWgiAGM4QJw8mSbSgQCUnzgNHMah0+mo3++Ha8HiIBaGUYARcEZCOjhSXTo4hI9xopYM4OLRRx8Nh/L9T//T/xTSjOkb7WUeAY78cXpmkgNm2C0v2FcqlYK2CYBEWjL6HkBTv9/XxsaGms1mOGIA0OUp6uVyOehSPLW0WCxqdXU1VKGl/6QbM9b8vbEhSJYs2deHve51r8sU62PD8kzs5S9/uT7+8Y/rH/2jf6R3v/vdV/TdUw1QpDmTADjBSeAwyMQg/ELMnrocXlTMC7nhaHHGPLAp4ONproAZjAc3O00+CysgKezAcfjoWzz+72EqnC1Ah9os6E38kDvf+cfCTkJGtNmvQ1Xb0WgUwlxH6Tt85857AKxKpZI5zZjaJYyDh41gcNC6xKcsI66lnYwjoSVCabAQgA++41VgCVm5kNrr6AB0AWoO4mgb5x3Rb78WP9CasdZJmh934FWPvZAc/aUNADDaTjsd8AIUHEzyO4wd4+M6LAezmAt6CXH5dZwx8bWcLFmy02033nijXvWqV+kv/aW/lDkh3e1P/uRP9OlPf/qrXqtQKOh7vud7Qij7scce08c+9jH92Z/92RW361QDFA+rkEFSKBwcasY5OGg0qI0BK4GewTMjEMmiT7juuuuCUwOgfOlLX9J0OtXKykpwQoAdF+FKyjhjF0hScwJ2hZ08GSGAkmazGWp/oOmgrgb1OPz0XlghhKhkbZBKTD+r1WrQWkyn06A12NraCjv31dXVsOOW5o7UBZoeblpcXFSz2dT6+roajUZgG2iDL3pEsGhp+v2+Wq1WyIwCYDCWOHjuu7KyElil3d1dDYfDoDehpspjjz2myWQSMp0oGOe1T+LsoIWFg4P4yNbiM4R0WBuwWs468VkXLVOwDqFtr9eTpMyBlVyb+i6kYwOGCMGxVgAopPn6moORkg7YG9KoYZvi2ise8iRcViqVwhjCOPI34IxNYlCSJfv6sW/91m/Vr/zKrzzlpuOjH/2ofuqnfuqrXqtcLutjH/tYACif/exn9frXv/5ryvo71QCFXRx0PVoTqqh6IalqtapcLqe1tTWVSiXV63UVi8XgkGazmWq1WshgwYFQjZSd+NraWthR85DGCRDyII3V9Q6eIeHZJTilfD4fqq8SPiH8M51OM2e1MNEUZvOiXFxfUsjyAJQBbAA9LppdWFgIReb4nTL+nj6LZoMUXq6H6Jg6JF57BkcM0PCMGRw9gJC0V78mzBasDzVPNjc3Q4ouZ/H0+/1wL8IZPg+uzWEO/X1YFS8wB6NQq9WCCBVRstcxoS8wFmTIMPeEaugLc+1aE4q8cR/aw3zyHWeXXCvl1XEBd9yDsBs/vi5gnmDjZrOZqtVqOIKA2j+eYZWyeJIl+/q1brerd77znSEb57//9//+tL43mUx0//3369y5c5KkL33pS18TOJG+DgAKD2UEfoVCIWQ77O7uhjoOHDBHJVhYD6qj5vP5sPMHHDg44cFdq9U0Ho9D2XDXL7BTxUl4rRDfxbqQ0TN1XIshzbUkTuH3+/0MsIlTkrl+nNKKc6N+hgt/+SyZG+12O2RzuONjzOkHAKVSqUhScILoGwgFkVJNGIbwG87Ty9vjKGEUer2elpaWMicIb25uBtalVCqp2WyGuUJcKs0L+cEC0F/GhLCY10ABEHjFVZw4rBP32NnZCUwcLFi9Xg/tRBsC+KjVahmBqbNTsF9kLXldG7RCACCvUEy4iIws1j1t91AU7BTgbH9/P+imKIcPiJEUKgQDoNDSwMR8o1YeTZbs681g0p1B2dra0q//+q/roYceuqJr7e/v64Mf/OCxtOtEAMrjjz+ut7zlLfrd3/1dDYdD3Xbbbfo3/+bf6MUvfrGkg5DAPffco/e9733a2dnRHXfcofe85z164QtfeEX38awNp+x5gHc6nXDi75kzZ7S2tqZz584FMIMjwDFxWiwOg136zs6OWq1WCKUQVvD6JTgTSbpw4UJoT6fT0Wg0CsCgXq9nUmJd5wGt70XIAAbtdjs4Ta/dUSqVQhgCyh9DgyPpkABXUjgbBhYKdslDWtKBY/3mb/7mAFRgMjwcQQiDSqqdTic4RlgDQOL29nYATYhkvWAaThhmiJLxFy5cUKfTCWmyCFlpK+1yBsTBnguqASJxrRZSzQElDv4IrzGXjJULXnu9XgiVAELiNjjz4NeX5gcaAqri8CDvO/CQlNEvIcyN/1YAMQATdCaAPWkugqVtk8lEvV4vrG/u60zdcdmz9dxIlixZ1n7v935Pr3jFKzJayt3dXT355JNXsVUnAFB2dnb00pe+VN/93d+t3/3d39XZs2f1pS99KXPQ2zvf+U69613v0vvf/37ddtttesc73qFXvepV+vznPx8c99MxdrouHPSdslPjxWIxc8aNm6fX4hyoEssBeYQDuB/f8xNjcfbucHjgw+I4S+Npu3E66FGUGA6cdjpj4ufIuDDS+yfNU4zpr7cxFvrCAHiWkztcwkSwEt4mN3e0AEAAxWx2UDY9ng/YJzJoJpOJtre3QzYWgI5xIfRAsTo0OZ6S7CnN9DGupRPrNBhvQI+HaLy2DSAV1omdiGcmARhd+8F3ARuMH6/5vDgD5Bogwi38PQBC/R6ASxcVc01PIfbib4wl44hY10XGx2XP5nMjWbJkWWu1Wk9LAPtsW272tQaHLmM/93M/p//v//v/9MlPfvLI92ezma6//nrdfffdestb3iLpoObCuXPndP/99+uuu+469B0eklin09FNN90UhJxQ33SFkEGtVlOj0dDa2prOnDkTNAAOGhCiFovFjJC23W7roYce0tbWllqtVsjowcG2Wi1VKhXV6/Ugyi2Xy5KUAU0Al2/6pm9SrVbT2tpaJrwgHRz7TYl7r0ArKTh1GJ/hcKitrS1duHAhnNHy0EMPhROZvfopqc9eO2Q6nWZCBQg+cbT1el21Wk1nz54NQuPV1VV953d+Z9AooHvh5N9+v5+5Do7ORcL+GuwCWUkcsojwc39/P4R0CD35WT7uyBHLstv/whe+oO3tbf35n/95qD2CSBb2inkivFUoFDKH/TGHmJfPLxQKOnPmjKrVqlZXV7W2thacKIAKoTE/gOPrrrsurCFACOAXcLO5uRnYCsKQro+RslV1YdsIa3pYz+vLEFoiY4s5PHv2bEhZhhnc3t4Omp7xeKxerxfml2sDHD/3uc+p3W6HtfC12kk8N/jMUc+OZMmSXV17Os+NY2dQPvShD+nVr361XvOa1+iBBx7QDTfcoDe84Q36u3/370qSvvKVr2hjY0N33nln+E6xWNTLXvYyPfjgg0c+aO677z7dc889h16PnRUPZB7k7KR7vV6gtHF8fIZdOJk1XjqcUAjhCZw6O0tnS2AyJAVtAGWCYRBgJDy0NJ1OgyOgmqmHBPg+GgdCWJ5i6yJZaV6Qy4vDxUXMaCuhFmkOhhy8wJigTfDUYLJE4lRVZ1l8tw1AIdSCWJjsHVgPslQAkq7R8D5yj8XFxZDRRL0TABmhMFiHmEGh7UcxP7Qf58564LqVSiWcXQRQQJeDeJb2oUtylgkmg8+RiSZlM8B8HBkTwn3+NxALfj27h+/6Z6fTgzN8FhcXA8Cliq0XMozXi2t0jstO4rkhXf7ZkSzZabFSqaTv/u7vDjVJvvCFLzxtweppt2MHKF/+8pf13ve+V29605v08z//8/r0pz+tv//3/76KxaJ+/Md/XBsbG5IUFL7YuXPn9PDDDx95zbe+9a1605veFH6/3C4I3YCHBdgtwlqwiwUoSAoH/vkJuJ1OR4PBIFRxZfeNSNIzQWBecGDsTK+77rrgKHHApKECcmAleOCTkotz8HL9tM3ThL1SLP130S5O0LM7uJdXBmUXXS6XQ1+pE5PLHZSOB7TUarVQ8ySfPzjAEC2DhxK8DV5/xavMjkYjtVqtjCh1NptlirE5CAVQLS4uam1tLcz3xYsXtbm5qYsXL4aQkWtAuLc0L/BHSAwdEW1wFsrHz1Nsl5aWtLq6qtXVVS0vL4fTjNvtdmDy+CzaG9ahZ3QRLgKkVCqVACYcJPAvn2Vde7jGBbKEPD1baW9vT5VKJaR853I5PfHEE5nwDnPH/MGIoV9yNucoQPe12kk8N6Sn/+xIluxatZWVFb3nPe/RzTffLEn6pV/6Jf3sz/7s1W3Us2THDlCm06m+4zu+Q/fee68k6UUvepH+9E//VO9973v14z/+4+FzsQ6Eh/JRBkV+lLGbg9J2xgK6fjQahcwPz3yA7icTg/vjOD0sgUNDlNlqtQ6d9Lq2thZeK5fLmUwNHJCnH+PwGbc4tp/L5dTpdMJOFwe0tbWlzc1NdbtdjUajsNN2hoC2e6aRO2UvfOaH95VKJY1GI505cyakYjOegA1CFACNVquV0aIAIgAGLip2AOVnCrnglxCPNBcJx+wD8wSwYM48M8kdu7M8nlEFcIuLwUnzFOijBLeTyUTtdjucL8T4AxT9eAXOHqLAnIcACT+5+DpmsZwxoX2sbeaENUZbWDtcmz56n1iL/rdLirGzJJ6aHP/tHZedxHNDeupnR7Jk15o9//nP1+te97rMmkYacJSm8Ovdjh2gXHfddfqWb/mWzGsveMEL9H/9X/+XpINa/9JBff7rrrsufObixYuHdkdPx9xxsXuHNgeIkBbabrcDMCFMgUaA+hNkjcCGuDAVB09K6/LycmA4FhcXtbKyErQJzhpQZ0I6YGtwUDghnL80P/kRR9Tr9YJeACe4vb2tnZ2d4NTc8UPjOxCImRPPmJHmmSNoVhB6UgeDPwjCUoRdYJMeffTRIEQmHRvgRkn/brcbHC5hNnb79AGnC1BCe+PzzHxOJpMwBgAVz86h7wATd6YAFN53MbWLWmEUAEExQOl2u2o0GqpWq4fGvFwuh1L1DlT4Ptd0Ngmw5qngsWAX8MF7rlfyWi0AL18DAGlPFY/HxcfLQ0RejyUez+OwZ/u5kSzZ1TZ/XmAveMEL9LM/+7OHQvLfqHbsAOWlL32pPv/5z2de+8IXvqBv+qZvkiTdcsstOn/+vD7ykY/oRS96kaQDB/nAAw/o/vvvv6J7set3pgJmgp0VzoGHMSyI147o9XrBIS8sLKher4edO84Cx7+/v69araZqtar19XWdO3cuU1l1f39f3W43c34O/5cO0HC/39fS0lImS4jd/Hg81vb2tpaWllQsFg+VG5/N5lVb46wTQA7jQviA930snE3BucI6DAYDPfLII9ra2tLKyorK5XIAXYPBIAg5vZiaZ+iQ7eKFw3COOF7aRbE8xJnuzAn14MgpMMfZRQCkZrOpzc3NTKosDACH/8EaeOgCZw24ZYwYE4zrsNZYE4CX0Wiks2fPqlarZY5KoI+E/7a3t8OajAsAEtKSFAAYgDBmeNAycW+AJQAVHQ6g2gsWsj5Im2eNABbRVkkKr8Xfj8fnOOzZfG4kS3Yt2F133aUf/uEfzry2vr6ewInZsQOUn/qpn9JLXvIS3Xvvvfrrf/2v69Of/rTe97736X3ve5+kA+dx9913695779Wtt96qW2+9Vffee68qlYpe+9rXPqN789D09Eruyb/sBBEEeg0Rd55kB+GIMBgFdCGkDedyuUClAwA8fdfFmL4zJcvA2QEEoTArTmPT/svRfLAl7Lbjxe5j4doFHCeOHdAUHyJIGIK6H0elKMfGtb2arTM+ZJcAtpypgP3y4m04UMYdsOGpvLSPkFQsPJZ0aPeCAQKkeQiF6wC0AFtci9o6ABNP6WWtoY1ZXFxUt9tVu90O5eSpY+IAEi0V7YeFc4AJqGEcYmDmn3cmza/N/LoOyDUwLtDF4rDZM7Wr+dxIluxq2G233aZXvOIVT/mZS5cuHappxEbsG8GOHaB853d+pz74wQ/qrW99q/7JP/knuuWWW/Tud79bf/Nv/s3wmTe/+c0aDod6wxveEAouffjDH77iWgaeKeKhG0mBycBZkFWBtgRnR+gHoaWLL6myiWPK5XKBCeHh7GfjwLxQibbdbuvChQthB41uwdNIS6VSRn+AIBMRrTSv40ItEJybl2Pnc4RgcFSxw0cj4WnBMCDOTMRZSRsbG6HPaGxgq0jf9tAIAlravrKyEpgB2ri+vi7pYCfMicDoah5++OGMnoQUV2d9YJeY01qtpmKxGFK1+RfdEWvG14mkjFNGfIwAmbDLeDzW6upqOFF6ZWVFZ8+eDQLZtbU11ev1wGQsLi5qa2srFNhzUEFoajAY6NKlSxoMBkGM7CEn/u+AGLDiByBKByl7hUIhhOXOnTsX1tmTTz4ZssQYO+5B2JNxddABKxiD2ZPI4nk2nxvJkp0Gm06n+pmf+Rn9v//v/5t53U8g/3q3E6kk+73f+7363u/93su+n8vl9Pa3v11vf/vbn9F9vNaDlD08UMoWyeJ9j6m72NOvKc3TPH13zjUBEXyfPjk7w66YcvS+i8ZZLS4uZmL7zm4AnrxyK/fHQeBUvaQ8ffAdb8wmeXgjzgABjAHg6Du6GBf9OvDh2q5/4PuANhfQesEv5oNx8vFw7YUzIs4g+H099dbXgDvbeF24xeuJsFA+nw+ZS2Q7oT/yLCBpfipxr9dTt9vNXAONkTNnvm5ZU15tNp4rD226RoVwG/33Mvm+LpzF85CX95vP+2f9b8iB1HHZs/XcSJbsWrPhcKjf+73fy/ii6XSqP/uzP9Njjz12FVt2de1Un8UT7+5wWDgNPzUW9sApa2m+S9zb2wtggNAOwCAGH5SqxynxWXQE7FwpMLa7u6t6vR6+z46YUIprM5xqH4/Hof4KQKhSqWgwGEhSJjvB6Xt+jw1gBVPi4Ij70W6ykTjB9sknnwy/Mx6EQqil4dVmQfkrKyuZseRzuVwu1NsgK2p7ezvUFKlUKod28zhF7jscDpXP5wM7UigUAgPjdW4QrFLsjTbG8yvNs4YAEPSjWCyq2Wyq0WjozJkz4QgF2JhOpxPCUOPxWBsbG2q1WqHy7Ww205kzZ7S/vx/YL6q9OrvTaDRCdhPrGzDkQmFCPgATSUFsi7DaQ3eIlQlrMvcwZoyppyVzr7jeShxCTZYs2TOzjY0N/a//6/+qCxcuZF4/zlT+02inGqBgMUPAg9xThWO9BY4SB4ZYkFACQILdLdeAwRiPxwH8eI2K2eygWJfvcglHSAeOzut5cD3ug1Mm5IKj9La4uXP1tFA3D/NICn1zMEN4A3DmO3bErDA17MrRRID6AV6Li4uhQiBjCZAoFovBUQ4Gg8A2UE8l7gNtd21Pr9cLY1StVrW2tqZWqxXCbZ6Gy9gCBjwDxteOi099bB10wTIBQgnJSQqVfi9duqRer6dHHnkkwzKwLnZ3d0P7GRPXOG1vb0tSmANSl1mzrDlAArVO/N+FhYVw6CJtdTG1h2Y8DOhZUJ7O7ZsA1qHrqpIlS3bl9tGPfjToS7a3t0M4ONncvi4AChaL+DxV2GuOwFgATrzwmdcOkebiUDJ8PDOCAlxQ9RRTGwwGGU2HpCCQbDQawTl7mXUPEbiotNVqaTKZZM7ugUXw/tJOTxV1gW6sucDhYzAm6D3isBK7df8+tWOciQGgkHrLHHDdUqkUSvp3u93g7NCQbG9vh3omOGUYGPrYarWUz+d17tw5NZtN3XTTTUE3w7gw157OSxsAKH6aMcaBeIw/cwwQBVyh6eC7ZDnt7Oxoe3tbX/7yl1Wv1zOlnBHEkuXFtQmbUa+H2jzFYlH5fD6EhGgH4bfZbBaOSaCI2u7urkqlkqrVqtrtdqZ+DyCEMWcupbl+yUEw96B9zpwBGpMlS/a12W//9m/rt3/7t692M65pO/UAJd7dSXNGwLUo0pxh4OE6m81UqVTCGTCEWby2CSwLdVK63W4mnEIlWGp9sGvmXlDqOE4vquV0PcyPMw6wGggouW6lUtHa2lom84ewkmfxSFmK0EEaDt0dF2OHzqNQKKjT6YTqtrQNfQRAJg6/SAqggu+hyeEsIZw77RgOh0Gfg1MkfMT9uT7pzb1eL8wzGTGwHhScw1xDAWNDvxlHSaGOiIMUxon+Iqr2qq07OzuhZPx0OtXa2pomk4m2trYy4RT6AMhhngE+FK1jXgFpgANPuQaw8Houlwu1VgBkkkKbCH3FzAfMkOtzMGeVYPxob9rtJUuW7CTtVAOUy6W5+u/xA9fTe9FhuJDQQymEaLwAnKSMU/f0WxwirIk7Pw8TSAqOhWs5SKFwGfd28DKdToP2BGDiO1+A11EiyKOYF8bkqN9zuVxw5hzIF6fpeqE5B1aeqo0T519qfHC+EPPR6/UyTpDXyajBnM0YDofqdDqhmB199fCZ9485I5sn7r+nDzvQoU6NNA9pFQoFjcdjFQqFcH+OQaCmDWEsxpN/ARoubvUKs14d2eu1AFLRvsRCWe7rbBx9vBw4cVDrbMlRAlnmxlnGZMmSJTsJO9UARVLIPPEaGw4mMB7opVIp6BhgPFZWVlSv11Wv11Uul1Wr1UIICAfghd64nqTgLPz+VD+VFCqreq2TxcVFlcvljGBRUihY1m63Q0lyZ0JyuVzm2qQub2xsBJCEU4FNcYEqr9POOHVXOgBXpVIpaHhWV1eD5mEymajT6YSTnWEjBoNBKEZXrVbDuE2nBwchFotFnTt3LvSVsFin09FoNAqVe/f29tTpdLS7uxuYDNJ23VkCKBGpAox8TpyNAjC5c0YTAkvCtWBJCP/VarXg2F3bxPogjNVqtQLoZJzcicfF56Q5WHLWjAJ8Ozs74cwjNCuweoDFnZ0dSQdAqV6va29vT/1+X61WS+12O7B+nurM+oQBcgDjOijmVlIQLAPCAE6unUmWLFmy47ZTDVBitkC6/DkFHvKBeZHmZc+d3o6FmZiHAihy5YwL1+IzLsD0XXDsFOKQggsz+axnnMRjEIdXuIcLNP11N9+FO1tEP8hS4rN+RkwsTvaKu1wPR16pVDJZJAsLC6HgG0wQY+jC5KNCVd4/b4OvAeYTYOKMmv+ff53B8nFzjYyzDM4kEAZxAS1gyNObY+AUZ5TxeX+fa3nbmBeAmotlCTf6emRMLjdO8d9HvJ68D1/t7yxZsmTJjstONUDBYfDgjkEIO0bPlIGtoOInP/4ZHLJX8POQzv7+fihXv7S0FAqtwU5A64/H47Azr9VqGR0B7Mfe3p6azWZw7mQSuV7GwZRXv+33++FU28lkElKC0R/4bphreTYSTr9cLgcxarFYDIf2wQTs7e2pWq2GImWACNiJcrkcxMYwKsvLy6rValpfXw+OkBOmvfT8cDjUzs5OppgZ7XQASNgL/QPzixZjNBqFEJsDPtggD7Pxnp/9E3/Gx5uQjztuzxaDXeB9GBjuBXC5ePFiWEtxFVhf0z4+sDWwSbBMpIQzbqzB0WgUjiYgXZjsKD7DKd1er4Y14f1yPQvt5v0EUJIlS3bSdqoBipStionT9BLq/uAlXdZDHVD60lxM2Ol0DmlYyMjxSrTSPMQE5e27Yde+QKcflSXhzIGnhXrMn9dw8jhkdx6xdsHDGrSL8ZEOszJO87sAFi2Ja0IkhfALQIATfKfT+dk2ng3Fjh5tRqvVCiDOK+fi5B18emhHOqytoD+YAx7Wgo8DLA7CaNeduI6GcXVxsNef4XNeYC1uk4NNXmMsmJ/4ED8HQ3xmMBhkGBM/5NFT3VlvDoI8s4vP+Fp03RVtY225cBlQ6llnyZIlS3YSdqoBilPO0pya9hON+RwODWHm3t5eqKPB54bDYaZ4FlkSaBS8wBcCydFoFDQZiDnJJmHH75kQcRjBdQoutqXNXjgM5oQTfGFT+KwDG6/pwrV9nBDbOuvkKbmcxEttFE4qHgwGgbWo1+tBe4Kz5/7OdqDbYOw4KO/SpUva29vT6upqONyOuaCYm4M4/u/vAdokZUCIZ1DF2TjOGKDp8IMIGW/mC6aCuifOvHBtQl5keXlICv0Rh1O66BcNip/wzBwRGgRseaXfWCANAPJaNS6WZXwYQz+I0JlFZ4o8e8eBDevE11SyZMmSHbedaoDCwzjebfshaDzQpQOHwkOX8Ayv7e3taXl5OYg/AQKEL6DFyehwxgKBJyEcap644wfgFIvF4BCOcsCwNbQXVse1GYh92UV75VRPJaYNrqMAMHl9kmazGcaQnTxVY2FhqD1SLpfVaDRUKpXCWF28eDEAFRgJQii1Wi3sugFfOEbGByaIdtLvXC4XQJSzDs5S5PP5kJrrzpW+u9CZuQBk1Ot1raysaHV1NVOczkGdgx/AIowKgIX3aKMLkOkvYSru4QX4WFcenoTFckbFQ1sxC+dhqlgwjXEPB6UOYDzjzXVUsf7H2ZhkyZIlOyk71QAlFrY63S3pkKOW5pUz/SRaHuw4GqhzwkCkbi4sLIQHvz+ovVAZDITT6N5OAEo+nw/hEqf6aSsPf5yNO1927mRa+JkrfrCe39tBGv31dNs4LEbYAxsOh0HsSjgHJoAiYc5KAAypnOvp2HH4ira6M2UMneVhXuOMqslkEoCIO28AF/1xlgAQVq1W1Ww2Q1u8rTAXMYPgoTgAFff3MBMgysNr9JvvA5KZP7+Hg1fWFWPooJzv8VmAq4cYGS+f1xhguBjYzX93oXgCKMmSJTtJO9UAxQWVaCRiwZ87Nddc8EAfjUYhfbPX64XfC4VCRiSIZsH1CbAwcVomoY9isRgofB7m/O61NNhlFwqFUAqdPhBmabVamcwMhJmcy0N7uTb38bNWYHu4NnU+XCjMYXh8HmdG/11LQnVZL73O+MA8MUf1ej2cE9Pr9TSZTLSysiLpADA8/vjjmXomLjKFkaGN9A1n7nVRcM4O+gAccUjGgSap5d1uN2TDABrQH21vb2fCRrBirl0BWACevP4N7SZ7ycM4AGBSgwnjuM6E60nKnJoNm8O9+TzrGIBDITzP7uE7fM4ZLkJZPp4xcEqWLFmyk7JTDVBiwaTvKI96DaGf0/iSgtYEAOBgJE4HRUfgQk4cPhS861SkOSjh/zjMWMDK/wkT8Lunl8bUO07O9Qq+cz7KvH04fHQ3jCdsg2eweAjId/3eVmd/CEv474BGr3Qag0bv11FCzDgtNxb5OptzFEB1RgnjNR87T792ps5DSFzPHbizV3GGjgO8WIjNWLjAmdAX7fG1wTVZF7424s8A6Fi7R629mMnyv5u4b/F3kyVLluy47VQDFB7k7E7dobhIVlLGOUnzM1cQosI+uIDQH/jsWAEoHmao1+uBReB78e6y3++HXW0sMCTEEjsWaS6wjFM76R9O0kEXImHPtMAJIuiF/ZGkzc3NwMD4zppxoX1oNjgj5oknntBsNlOz2cywMZLU6XRCuIl05aWlJTWbTT300ENqt9sql8uZtFlOiCYsQ39JR8YAUj7fHv6KQy04dQ+PMZd8139gkrgWoAJxsGe5AGw5ydqzxAAPDiB97foJ0LQPrdPS0pI6nY76/X7IjqKWDLqkfr8f1pWvCxdN+yGJHO4Yi2QZIwdekjInIh+lg0oAJVmyZCdppxqgxDSzh3Z4P3bkfJ4dJQ6IehOSMjtwp+gdIPBwdg2FMwFS9nRhHIBrEmLBoref/0Ove79gZEjvxWHEWoEYnEjzkAPXkZQJT/huO5+f13Sp1+sZIOh1SqidUqlUAttDG3FkrvlhV769vR1EvjhAwJBnNjm7Qt+YA88s8TH0cWAM+NczjTzDh0MZY20SbXRxr+uAYtGvNM8oihkX+kRbCcf5Wtjf3w9ZWswHmVCeyuxsCuAnDr8cxaTwf8Cgj5WHI7mO98EZvQRQkiVLdpJ2qgGK13iIY/Q86F2/IM1PFWaXTgbF7u6uVlZWgtORFDJTyuWyer1eZpfpoSQP4TiQIBX0KEqdEIvv/mFhXCuBxoQaK54SDZMBiIlFlbu7u+Ez3I/MG8SUuVxO6+vrQY9DW8jG2d7eDpk7aB329/dDei5l1iuVihqNhgaDQSgcRz8WFhZCyXgAjiQ9/PDDGeYLhgcx8mQyUa/X09LSUjggcDo9OC0acMIc03ev/cI4uPiXeSGjin4iPm00GoEt6vf7arfbGgwG6nQ6AbhSfK9UKoViea6ZicXC4/E4aDr29/czKcxobsiKqlar6vf72t7ezohWmS/AXywQ5/Rork9byVja3z8oLuhrxEOerGEHub7W/bWkP0mWLNmzYacaoLhjY1fOAzoO/7Br5WHrjhEn2u/3g2MplUpaXV0NFDwlxKH1vShbHA4i/dR3r/wfB+psiTte16j4ddnF4ngIAxDKoUIoTpm2eUE6aV6oy6uqsvtvNBrhms4u0H9CLWfOnAnnCeVyuXAa9M7OTgBYfjI0fe/1eqE4myStr69rPB5nTogmFZYwxN7e/GA8z6yBUfDUbcaez0jKgBcAg4MTaR7KAKRJOnROkh/Ox/1Go1HIBPL2cy3mBuAXF/IDPHBoJQAY4OjshutrEC/zPfrNPDvQ9e876+EskZuzJ3EW0FG6mmTJkiU7KTv1AMV3ki7m8yweD8N4MS93/vl8PugcVlZWtLS0FHbTfn1odRd0Qo0DPtzBEF6iPZ6JEu+Q0S0gLiW92MM+9NuZIsIEfIdQBeErB0su7PVwBhkkPp7cJ5fLBeCwsLCg9fX1oIkAWFEJtlgsBq0Jn4fpGI1GarfbIYNpeXlZ/X5fvV4vzB3Mi5RlyPjXU6RhQgBZOHdntJgTL9hG36kz4swRnyXbKc6aIRWdk5TL5bLq9Xpg4VyrwTiTieMg1vVPkjLgy0Ns8brmOp5W7XoYXj+K/ZDm4TXu76HK+H0PyTkj4yAmWbJkyU7KTjVA4YHvRbak7KF4PNxxLr47n04PytojfkQ4eubMmXDuiZcsJ9zju3l3SuzE2RVTL4R7S/OwD9+DnpcOzsShDLxXw8XJI1rFSFdttVrq9/u6cOGCOp1OOOXWHZ00r9cCq0JYASEsDm5paUmDwSCkOxeLRa2vr6vRaGh1dVW1Wi3jvNCNoIkB3HnRO6rHUpTNBaWcrkuqrDQ/LZqidYhBERq7TmU4HIY1QGozLI2zAISPxuNxYB8AUYTiADFoe5y5QA+D2LRQKITqw8xvXCtlNptnfrlwlrFj3XJmECFIQDXgkPZ73RkYNw/9OfMGaPMwEPVUWNt+ZAPj5W3nNddW8XeVLFmyZCdppxqg8AB3Sv0ooSxOz3eJnonDAx0n53oFzHfPvpv1fwEz8U6T1+KdsGsjcKS0hxAOO2J28PV6PVybui1oCTqdTibEgHOKQw6e0eKMCfdYWlpSv9/P1EEhFBYzQu648vmDQnSIZtF2HCXahAVhHDAHPv4vYMLn1jOnuIenh3M9Z1M8w4d7O4vg8+GhIp8zb4tnbPnacXAD2EQr5OFIXyt8j7ayHrx9zrq5qNVfj8NIvv5pY5y+HTNObkexMEe9nuzasuuuuy5sfmLb2NhQr9d7lluULNmV2akHKH5Wie/k4/CJNNedYA5EACm7u7tqtVpqNBpaXl5WuVwOGSoU8HLH4DT76upqxiGMRqMgTGSni3Pa29sLu32ABKzC+vq66vW6arVaYHPQOcDAjMdjbW9vq9vtZjQtk8lEOzs7wYHCwHDmENoQhKAIKHO5nJrNpiSFHf3S0pLOnTsXhMPD4VCXLl3K6HRyuYOy7bBGjUZDlUpF9Xpd+Xxe3W43gBY0Ejs7OxqNRnriiScyIIVxBtiQPUM/YKPIZnHjNQCKAytYDtgYgANCYwdUFKljLAlfTafTINSF4SqXyxnAg4CW78cAjLXAtf18Iu8TazjWi/R6vTCGtKlUKoX78Tfhcy9JOzs7QUzsY+MaF88Cwvz/l2N+kl2bls/n9Uu/9Et65Stfeei92Wymu+66S7/5m7/57DcsWbIrsFMNUI4Sovou9nICQNdy8HkspvQ5AI8HPgDEK7LiZHCAcWYK98M58DsgAAGmpBAe8ZLynv7c7/fDOUGtVkvdbjfUy8D5ea2Oo3a5rqHxTA6qmRL+oc8APR8/XuN+XJe0XHQ4fuZPXAiN79dqtUPaBrQkiHYZY2cPMF73wxPjNUJIxwEr7+GcHejBiDmbhXlfXPPENegDLBHvxWEUPg9gdY2KpxDHuipnbC6XTePj/HTDM75eYpGtfy/+O0p2vHbzzTfr27/925/RNXK5nG677TadOXPmyPf9RO5kya5VO9UAxTNR2HXijNBauBOKC7fBAnjWC4amRFLYPQNQ9vb2tL29HXb8gAicGExItVoNKbiUUq/X6+HesA44Oxggr+h66dIlDQaDoDN54oknNBqNNBgMdPHiRXW7XbVaraArWFpa0traWigbH4MkHI+HX5aXlyUppBSXy2Wtr6+HsXG2iPYCaOgTIljK75PJNBgMVCqVwj3icEi5XNbNN98cnPLFixfV6XS0vb2tfD6v9fX1MCeMC2fSMI9esZfXyTCSFI4LoLYI90VzU6lUAvDjcENSpekjWV7T6TQcoghLwllALrJ10bKLsD20hvYFUOdAxNkv0osZZzREsIdeR8WL3AE4fB4ZfwdDcYYPn3MBcgzsHPAkO1579atfrfe+973P+DoJQCY77XbsAGVvb09vf/vb9b/9b/+bNjY2dN111+l1r3ud/uE//IcZncU999yj973vfdrZ2dEdd9yh97znPXrhC194Rffy8Ig7YBe2ehjHHQCxdj/wje85Ne+AgQd0qVTSTTfdFEIZAJS1tbXM2TfU/0CES/89Q8aLyHn7e72e+v1+SG8mfZZiaDhOmAHEslD5ACP6BBOwuLgYhLAYadkeVmBccOh+SjGp3Hzed+s4OgSvOHn0MpPJJNSXIU3Y06M9nOKslbNljDdCYw+P+FzzL/OBEJjTnzmQkLmfzWahAq7XjBkMBuHsHMy1KfTZa5AATBg71pJrPVwr49lOtJcxoU9euO0o5pDPOOvFNWLdE6DONUsOQjwTKP6Oa5uOy57N58a1ZD/2Yz92qP3f8R3fcWLg4lOf+pR+53d+R3/8x398ItdPluw47dgByv33369/+S//pX71V39VL3zhC/XZz35Wf+tv/S01m039g3/wDyRJ73znO/Wud71L73//+3XbbbfpHe94h171qlfp85//vOr1+tO+lzsMFzviHJxh4fM4FHQV6CfcIcSF12Bk+C6ZPuhU2KHfeOON4f84qWq1mjnrhywNSRlwAuPD99rtti5evChJ4T127w4aPFOm3W6HUBOACNaA1GPCSqVSKbN7py302YGNpMAaOEDx2iqxJgEQAJMwHA4z+pByuZxJUwYgADZcW+EOWFIokc+4EA7ykEccApIU0ooBe57SzPUHg4EKhYLW1tYkKQMA6SuMkofRuO9wOAwaoUqlkmHIXAAcj1ecBQTj4vf1denggTBdHFJyIS3/528C4Odn/cRp9NzP5803BccJUJ7N58a1YLBdP/IjP6If/uEfPpZr+jq8nP2X//JfdN999x3L/ZIlO2k7doDyX/7Lf9EP/MAP6K/9tb8m6SCe+r//7/+7PvvZz0o6+CN697vfrbe97W36oR/6IUnSr/7qr+rcuXP6wAc+oLvuuutp38tZCd9pHrXz86qtkjK1LxDC4qRhFLa2tsLDmFRcqog2m03VarXwAwghhZk2dDqdzG7ed8GDwUCj0Sjszj0rhc/gfF2cy2v8zjX5/mAwCKDLQwGutwCcoDch3AGQAswQmoK1cLC2vb0dWCLPrEGXUiwW1e/3tbi4qOXl5RA2YSwAMR5icFAjKZxNQ7scEHjJ/2KxGDQvPsYYbA7gFIcOSKHvvAeoom6Lhz9gWQid+HVcl8Ra4PvMF6E3F1jHeikHid43+s84eyZZzGY5CPKQzmAwyIDRQqGQOV071tcAyhhv7vPVnOGV2LP53LgW7Ed+5Ef0+te//hlrTdw+/elP65577nnKeXnooYeO7X7Jkp20HTtA+ct/+S/rX/7Lf6kvfOELuu222/RHf/RH+tSnPqV3v/vdkqSvfOUr2tjY0J133hm+UywW9bKXvUwPPvjgkQ+a8XgcdpLSgdOX5g9gT6OV5syKsypxzNx3lXF8HUfJ7twf3qVSKehL+D8hEzQH7kzRS8T329vbU7fbDSAFUEDbCKlMJpOQTeKUvdepoN0AEWl+rgoWZ3r495yliKllRLzuwHFU9DeuQwOQceEt4SbAmKcZ+8GJzGO8q/dCZz6H9M2BBWPE9z3Fmv8DABDXwihgo9EoaGrizBba6w77KBExbXQmwjUksWDY++O7YW+Xv86Y8/k464bv+hzTFvqOCNlBvbfL7+s/MQB8pnYSzw3p8s+Oq2233HKLXv3qV2de293d1aVLl77mcf3c5z6n//yf//OxzkuyZFfTjh2gvOUtb1G73dbzn//88ED+xV/8Rf2Nv/E3JB3k30vSuXPnMt87d+6cHn744SOved999+mee+459DrAwUEIrIlnzHgWCLtRnKCLAYntl8vl4JjH47E2NzfVaDTCNWEqqDjKDnljY0PT6TSEeFzjgDbBa3b4bnVhYUG9Xi9TxTSfzwcKnjN54owTzm/BWQGs0E2gJaE8e7fbDX2o1+taXFwMn5tMJqpUKpIOHuSwNqVSSc1mM5NSS1sIE8AuVSoVFYvFIFIlrAJYa7fbarfbIcWXcIjrPiSFdhQKhXAmTsxQkK3kJz5LWTDm6wFj9082lKTAIsW1beg/a4n1wZzEQIM2x6dWo+eB/WD9eGiN/ruGRVJoo889ayjObHL2Lq6xQ98dQDuDBRBycCdlTzpm/o8Slj8TO4nnhnT5Z8e1aH/yJ3+iH/uxHwuZb1dqbGKSJft6sWMHKP/+3/97/fqv/7o+8IEP6IUvfKH+23/7b7r77rt1/fXX6yd+4ifC545KYbycMOytb32r3vSmN4XfO52ObrrppiMfkM6oHPU+IORy8dpY9Mg1R6NR0G7wwOYh7ewIO2x+l3RohwvbgXPxHSyfJwTDtWkX7/sYkkFCJo3fn+9wPxcR+5h5ZgbX4nXP5GCe3PHRH0SofuaMO0/PbPGdfK/XC6LYOIU1Zklc++Bi5svNZxz243s+ntzHKwfH7IWLsT30wX15Lx4vvwbXic/K8XbHa0+ah2ccHNLvGBwhhn4qtuNyTFr89+djHetOLvf39bXaSTw3pMs/O662Pfzww/p//p//J/Pa5z73OT388MMZxidZsm9kO3aA8rM/+7P6uZ/7Of3Yj/2YJOlbv/Vb9fDDD+u+++7TT/zET+j8+fOSFJT62MWLFw/tjjDCKLGxA/VdtZQVw3rGjqTMUfUITeMHrQsHEYJub28HPUS1WlW5XA7sCSGas2fPBnFhLjcviS4d7NB5qEOt42ARbcIiVKtVbW1tqd1uHyo6hzi1VCoFcWu9Xg+7/Ha7HZgY153AHLm+olarBSaCQmix06zVakGwCtCIs2I4bbjZbAYghF5iaWkp6D/G43EQwcJ8dDodPfroo1pbW9PZs2czoQgP/7hOqN/vh4J6tJu2xSE7dBruYKH5S6VSJssGQ0MTM22sBWq8kEm0u7ub0fwAFP16sGG+LhAxEwZjnGJQ6vPv4Iy0cgcpDiRhGB2Q+vj6PLs49ygDkHkp/ePcrZ/Ec0O6/LPjatv/8X/8H/qP//E/Zl7zTU2yZMlOAKC4AA9zgHDLLbfo/Pnz+shHPqIXvehFkg4AwQMPPKD777//iu7loZKjxIFxTQjPgiDM4dkivusHLKBdwClubW1pd3dXzWYzaFH8XB0XU/ouk10RIQwcDE7Ynf90epBmu7q6mkkRJfzT6XS0tbUV+uIH5C0sLIQMHdqB06R9OBiyZ1wcyj0AMl5lFQ1JvNtmrNHieAp3q9UKa8Crz06n08D2oHEBtHm6sTM2gB7az7XcSG/22iisFYAK4MPXjYdiYkYEcMO1nbWZzWYZUOp6FNe8zGazoNUhxMJ1vEYPcyXNqxv72iZc5/dxFoFMHe8zYMeZQ9g/d4gx2+Qhnjjsddz2bD43rgU7bg1PsmRfj3bsAOX7vu/79Iu/+It6znOeoxe+8IX6wz/8Q73rXe/S3/7bf1vSwUPw7rvv1r333qtbb71Vt956q+69915VKhW99rWvvaJ78dCVsnUbpDnI8Ae30/FoTDirgh0njAuOHifR7XbDPfb39/Wc5zwnsAY8tCkpDhjyWhmc2Mthfy4SxTwsQI2VTqeTKUy2t7enVqulzc3NkMbqjoMS9g5eaEPscPr9viaTScjUYWftugxAGPVDYnEuYw348FN2p9ODTJ/FxUU1m00tLi6qUqkE500WD1Vzi8ViAChegZY5pOw8wAJWCkcNiNnb29Pq6uqh7BrACoALoODMBayQh2twlN1uN8PauY7IhcuADsYaBoSsM9gUZ7jok7MbzuBgAMGjwEIcRmSNeV0g+hMXbnO9imcWEbLk2r5mL8e2fC32bD43kiVLdjrs2AHKP//n/1z/6B/9I73hDW/QxYsXdf311+uuu+7SP/7H/zh85s1vfrOGw6He8IY3hIJLH/7wh6+4loHXOfF4f1wBk11unP0gzYGCU+k4a3QnZOy4RmNzczN8D00FKcXQ7k6bU0nVQyiEP7x2Bu2gzP3a2pry+bz6/b56vZ663W4YJxwMItdWqxUcC4CGLA2YGzQQOGyYjnw+HxwwQIpTi2E7yIjwQmBcYzAYaGtrK+NU9/b2guC4XC6HGjA42ZWVlRAeQ4yM0V4P23m4SpqH4gBmgBYHOJfTG7nj5j4OFEg1Z46m0+mhwyQdPAEuYJgkHQkgnRHz9ehMDqEw2uPgIK73cpQmhPAZY00fXN8Sj0kMdPya/nfEGj5uDcqz+dxIlizZ6bDc7DifMs+SdTodNZtNNZvNTHos/6IV8IerV3jN5w/qmuDsiKtTfr7ZbIaHcK1WC6XqC4VCCHusr6+r2WxqZWUlhFg4HRQ9iFdr9dCO16SQDg6BI/MG51Gr1VStVrW8vKzFxcVw5s6jjz6qwWCgfr8fNDDdblej0SjUbXFnRH89AwQHC7uwsrKSqS47m820srKier2u22+/PWQAoSPx0Ahl4wEhfl9JoQx8o9HQhQsXtLW1pccffzxkHAyHQ21ubgaHTYjIHb8LWPnMbDbLhFyYX/Q8HrKJQxkAHGcC4nHy9RDrW/isgyfYNWqcwCgBmABNDlK4t7M0fG44HIZy/MwJWhXXTXm/PDwHeIINdDAJKL0c++Jr00Ojrovh306no3a7rUaj8fT+eK+y8exIlizZ1bWn89w41WfxQLdLWSdzlA6EhzH0Pt/f29vLhHTQWnhWysLCQqjyytk7pMFSwh2HNpvNq6H6/fr9foY6x4nu7+8HDQbl3y9duhSYDlgRHONNN92kCxcuBIDC2TfU8iCkQL0RD3URVikWi1pcXNTKykqmyikOFQZoNpvp0qVLqtVqOnv2bDjdmdAQNUI8BMDYoy9ptVrBYVNThoJt6DbOnTunwWCgwWAQTghmfnzcAKHD4TADFjxdGWfqAAcGKWYEMNec0CY/VylOs/XwjwMr/z4aHoCSj1Ms4HU2hXZTtTWuESMprFFngRw0ui6HtRYbWVMARdLR478bSZl0bte8nMK9TbJkyU6RnWqAIl1ZuuNRdLjv9uMYPsCFHamnBAMuCK+4UJFrefgoFjzGToB74hy9UijCRxy9ayeOCm15hga/e4E1QiILC/NTegknwCr5ztszd9jBO5MBcMD5wrbwIynUiiHcRhE613n42MRz4mOHQ7/cvB+Vfsvrvg5i83GBEfH7eGjQr+Og2EOHfMYZIfpDGMzBtDQ/o8eZk6dqc2yAu8u183IpufF4edsc2F1pe5IlS5bsa7WvK4DiO1MpW9sBYAEF7tVPCSNAz7sIs1wuBw0KupThcBgySjyLyMvhQ/dTYM1Tctn5sovF4fZ6PS0sLOj6668/FLoiBRjHB/DJ5/NBFItOhHtK2WJ2Hl7Y29vT8vJySGt2sebS0pKWl5dDtgjOGgaE8AWCV4SdaCdgM2BJJAUwRJ2U0WikbrebCcUUi8VQdA0QJGU1FYRTfE79HsylFywjrAbLEWs/SIve39/X2tpamE/6BPAjTMe1SfNFQAwgBKDBvnE918w4UASgubjWP+/Xjde5Mz2Moa972glDyDpA94R5FWPGy0EWgmMH6SkLJVmyZCdppxqgONWOxXoDHKg7AN+pSwoHuuFQeI/0XxgTAAJhBe7nKctxdggPe5wEzolQgGcNOSihPWQS0Q6ACW2W5ifSeqVS2uDj4ADEv++pvl4NFmcHo4LRZt6PM5I8vMKBgHFxttlspkqlkjnsL842kebZV7AUMfhkvo9ilPz7tMfTeN2JMz7MOUBSUpg7mB2v9ur3ZN24VoNwm7fT2wJQidOi+X8MSlyA7EyTr/n4NdoSHwzofzdedJA5YMx9nWLHLZJNlixZsthOPUDBoXtmgYsfcXaAiBicODVPpo7rNUqlUmBXcJCk3nrIwzNAPMxCCXl2uJ7W7OmnHlJBT0J79vf3Q/E1QiWlUimIchGG4rBwrvFYUNQMQSy7ZpijarWqer0eCr8R7llcXAxCWQAaBeskhewcZ3UAWbVaTePxWDs7O2EcGPtms6nxeKytra0g8KxWqwEAeDaSl6Fnvl2L4WwDYxDv9BljWCUPYXn2joMbBwj0C82LV/tljOkj18zlciE7CkDHvQuFQhD6YrEg1e/NfPEaGT3xOvbv0T/ArYMSAAcMFUAmFnjzPdb1SdRBSZYsWbLYTjVAcfGoOxDp8BksAIajfgfYUKskl8upUqmo0WioVqup0WiEHS4OczgcBidIKCOuuEr6rqf49vv94PgJF1HR1el/Upw9zCMpk+4rzQ8w3N3dDeJVr6+B46LuS6lUCv2n/YAVH79yuaxyuazl5eXMeUI4ZQ+TcT+cfxzKWFg4OCwwduowEAAHaV50jj6vrKwEB+si2FiDEgtEYzaG7/vnnUFxUbOnhzOf2HQ6DYDMGQU+gy4nXi++zmgf64PMpaMYFmftWEcOsgn9OTvF3MeA5HJMD6DP+wPYZGz41z93OT1LsmSNRkM///M/r52dHf3SL/3SkULtZMm+mp1qgCJli5vFD8w4BIRY1HeTzrygf5AUdpFUUvWsh93d3VD5Eq2EZ/G4c8bRSAqsjAttOQ2YrA/XipDS7CEPGBnP0PFwDoXWSFF1toE+AQykeZE1r+kxnU6DzgTw5IXI6CPOKq4PQjtgNjwcdJQ5WOB7OGP0NThg7u/MgeuI/DoAVA9DOXg4qj0+Dm7OSjjwjMXOrK9cLndonP06nv3jQJL3XYviIbPYYGLos685xsSvHwtdHaDw43VSHKDE106W7HJWLpf1mte8Rk888YR+5Vd+JbCWz9TI4Ev2jWGnGqB45ohrFVwMyQPcHbjvWtkNklFSKBRCFddKpaJ8Ph/0Jx7O8XLjrm2YzWahYqjrSgAvk8lE/X5fW1tbQWja6/WCs0JMCkDA+bTbbY1GoyCkXVlZUaFQ0GAw0ObmpgaDgUajURDNks7rNU+keXVYr4q7srIStCfT6UHFVEnhdxcKc8Lz3t6etra2QtgI8EU7uJ8LaXmv3W5nKsK6/ocU5H6/H8YvruXhhfX4l88AbCjU5iyBO9X9/f0AMglFMZ4OKjz7qdvthrmkbg3tdqYGNsvT12GauC5ti9OFpTkzw7WdVfP2+78OlI4K78UhMU/djkOfrA3+lZQZb9f8JEv2VPbt3/7t+uhHP3oseqW9vT395E/+pD796U8fQ8uSnQY71QDFH5r87n8IntLp5s4KIOMhIQ95uMaFz/OvX98zbNxp4uQQ1bKzdqcqZSvaSsocYIfTgT2hjehjXF8TC4adFcG5eAoz96LP7njI9pDmoY+lpaWM8FSaa31gnPy+gEWAHuyDAzicsOsbcNgeVnCxpjtHDznwf67p/ffPM6aMMz+xtiP+vrM0DgpYU84y+etc25mNo+brq1nM2MS7SV8zT8dcL+Tr2RmdeO1fSXuTfWNbrVYLZyc9U9vd3U1Vg7/B7FQDFJyzZxs44JDmIAWHg8iUdFkKg5FVgoCUUAi7a0IUCB7jc3t890+4B8ZBmqdxcs0zZ86EnSiMhjMQq6urweHBEFG4jOs2Go3wB9vtdvXYY49pOByq1+uFc28YA5w/AAFnXygU1Gw2A0tCSAvH3W63NRwODzFLs9lM9Xo9AAKEtLSXM4QQ9wJ0JAVtjVeu5fvlcjlTVZfxlLIn08LYSNniaRyACAPgYIK590wtAJsXnYNV8PNxJAVGDfMwIVoT1kmtVgsaIz+7h+vBZDh45TUPHznrUi6XQ3iRfpMdBRB0IOchH/rmrIr/K2XBN+11dvKozyRLlizZSdmpBihHiRhdH+FZHC58jHeKfAanFIMeZ1I8ZCNl0z9d7+GFvmAPJAVdggtfcWBel0LK1jBBfArAoD+z2UyDwSBk8uRyuQC6EE9yD77D+UKEtSihjl6EjBPAGbVdOJ/HhbeX210D9kjdZVwZ2/F4HEr89/v9MK5+GnKcuuxgIS5W5+nbDhwYqzibhzXhTJLPF87dC9k58OU6mM+nr0FP546za7ygnq9prsE1XTzr5sDbGTIPfbo5aI81JEdpShhX/4yzJgmgJLucjUYjfehDH9Ltt9+uv/JX/kpYXw8++KAef/xx3XnnneHIgS9/+cv6r//1v+o7v/M7deutt17NZie7xuxUAxQHEnGGBEDBzZ2Ih1acTSDc4WGEGKDAjkwmkyB69ZBOuVyWNHdUONrp9OBQPddcuIAWh1WtVjWbzcKBcZJCETQcpxcu29jYCOwNRda8kut0Og27f3b3KysrarVa2ts7OB3ZS+Xv7R2cMMy1SqWSVldXA0ihzZ6ainiUXXqz2QxOnV3/aDTSaDTS5uamer2e2u22ut2uHnnkES0vL+vMmTNh7AAxLjR1MS+vjcdjDYdDDYfDTJaOh3pcCAwQ5fuu24BNQe8B+GVNMDaufWFMyY7CqTOenlbuehFCds6YxIJqP2ZBUqbdbq4nOipbwseCe8MOxSJe/p7oA38fsYA2MSjJnsra7bZ+6qd+St/1Xd+l7/qu7wpA/1/8i3+h3/7t39YnP/nJAFA+/vGP6/Wvf73e+973JoCSLGOnGqB4vF/KFviSsg/bWIviO3IYCsIQ0O61Wi2IWwkBsCOm6ikPeWc3HDx4lgbhhb29vYzAEvP/U0vDd/0UUsMRIZwFKCDGvFz2CM5pMBiEUI4LeDudTgiPAHYIZfF9H2va6BoZD09MJhO12+1DegY/rdeL3NVqtQyrRdhHypaMpx84bliDUqmUCemgoWENeGG6o9aRpCMZJ2dEPNThoCVmrHggx6m+fg8HqH7NWNsCSI3H3xkWb7eLgl0bxT28jL6zOv6vgy+Mv6FYB5Ms2eXsS1/6kn7mZ34m/C199rOf1WAw0P3336/19XVJ0p/+6Z9Kkv7Df/gP+vznP3/Za02nU33hC184+UYnu2bs1AMULA4B8JoDlDhFEtaE2iEU6aK2BKm6sBnT6VTNZjNTqI0iV+yG43RhF0hyT5gU9C6+w/WHPgCA99DMkCXT6/WCJkZSABoutuWe7vDQRqysrIS6HYSKABj0h7CPA5xYw+GAATEtr7XbbeXz+VDoTZrXAIFJAhA684SuwkEC/7rYltc8pVpS0K4Q8gEsMmfu3Lk2oR13zkexBC6CPkq0ylzBQPh6iwGAgwDAA+PjWTaSMtdzNpAxJUTmFWiPar+P6VHr7ajrxyGjBE6SPR17/PHH9c//+T8/9Pqv//qvH3rtYx/7mD72sY89G81KdkrsVAMUL4IV6018J+5Miz90ASgAAw//oAmh0me73Q7XoSYK4RNEtVgc648dQblcDmmtnj3hRbYIh/jJyDiWfr+vS5cuKZ/Pq9FoZEIsAAlSgV3oCfhwQe50Og06E2dUdnZ2wnHY+XxeGxsbgXU5e/as6vV6yNihEi0nFhNyAfRNp1O1Wq0AyBqNhorFoi5evKj9/X2dPXtWxWJR/X4/E2pBP8J14sqt6+vr4b1Op6N+vx/q1Hg2UqzTIJQFA5PL5UJquH8PAIXjjkMksD+wSdI8DOXF12iPg2PaEbMk0uVrsXhfvE+SwtzFjIevPQceMEI+RtyX7zhD5X8/RzEzyZIlS3bcdqoBinT4pFXf9cYpl07Pe4pr/FmcEAwBP84ouNPhWt6OOJModnqEIzws4GnJXltDmjskF9TiDJ9Kf+DgxMW9XgyOz8EwwCRIChobgBgVbvf399VoNJTL5UK4JpfLhVAX2TuuyXBHSR/JNsJpOhiI5zlORSabCcBFVo8zFcwtr7nQ00GDMwbuwDFPWXaLtRkAQK53OaYhDkXG78V98Hsdta5jUOPfj9twlI4lvi9gxBkiD5MmDUqyZMlO2k41QEFYiHl6JCBEyj6gCSn4jpNsk263G6rJrqyshBjp4uKiVldXA8vBjr1er+vMmTNhZ8+/sAZxiMdBQKFQCCf+9nq9TPYFztivRWovOoV6vZ5hR/b29kKBNfoXhze87oqkELbilFvEv34WC2xBvV4Pr29vb2tzc1ONRiPjjAlr7O7uqt1uH6onQuE4aZ72Cwvk8+OgkLkjfZcCcYSqHMgBWPb399XtdgNYAhQOBoMgHJbmZ/PQbk4u9vHjoD/GgvEGTPohiJJCmMrXAGDPC6hRd4Y+Orhy4Ew7CfW4oNfZEZgPQlSE+6Q5A+LA2zUqHhb00JCDEd5L2pNkyZI9W3aqAYp0+boM/iBlNxjv+JzO58HNZ9BPSPNy8L7zB0wASmImhza588rn8yH0MZvNAkAhjOMFxGg334XpYCdfLBYDo0M7/L6SQnhEUoaV8Xa69gZ2yEu4ezq1O1oPKeFoAR0OEB0k0l5P3YXF4X44fN+tM3ewBJzw7AJdKra6ONadLg7ZM2GOYtuOWhuxHiNmKtAxMT/x+gNYODPjfYr1HX5tv5+3iffjbCTMtS+Epnxtuz7L++Ug+auxJQmoJEuW7CTt1AMUSYd2nDxcYwGk73y9BgWHBNbr9VANdTKZ6KGHHtLa2ppWV1e1vLyscrmsRqMRmIb9/X3t7OwEdsLTiQE1g8FAg8EgE1pBFMoO38M/MDGeHispFOfynfrW1pa63a46nU4AE3FIiP9zKjEiSs8SGo1Gms1mGR0N2S9nz54Nv2Ouu4CdoBgb16WOClkpu7u7arVa6nQ6WltbC7VYhsOh2u12YF4AWoAb2B36wP2dpRmPx6HuCiCo1+sFFgNwBXvloTB34s4oOKPBuDoIdO0I13BRM87e6+8gSEaz42uW9cRc+JqFVep0OhmQ7CEZfmDrXIsFK8T6AUgCNBlv7gfopR++puj35WqzJEuWLNlx2akGKJ4ayQP5qMwIaQ5ifDfKv/FZJF4Jtlqtqlwuq1KpZDQPPORHo5G63e6hWL2HSXBwTrP7LpX2U8XUQyb0Cec8nU5DFhF1NnDYhHS8lD6OCbDmjgWHTUaMgyMcW5yyDDCZzQ5Of87n8yF0QsjF58Cza2A/OI0ZMOHiVz7HWFFEzoEC7UHYCoviY5DPH6Qde00YwnfeP2clnIVgPbGGAIq8B2BxUOBtc00I4x5nd8UgJc46cj0T88W1uS7mIMnFuFI2NEV/fM076HIGyP91EMRPYlCSJUt2knaqAYo/vN25xZQ0jiCu6In5DpNrLiwsqF6vq1qtqlKpqFwuhywUSSELZDAYBEGogwvqekjKaA34rmsjAC04F9eL4EhIfXbHVSgUVKvVNJ1ONRwOQ8oxWgr6DvigzezCeQ+AQqhkMplkqsB64TvGdX9/P7A6ZO/0+/1Q4I2x5HtoSIrFYsi0IbTlmoqYjXCWxsMOUraSbb/f12g0yoAG2DAOY6RyrR/CGIc5vLS8pEPzAJAEFMXO37Ud8TVjwOHXZW141ds4nOPnOcWakRig+CGHrBkH7R5auhzw8PvzOp/x9ZwsWbJkJ2GnGqDErEi8O413vTALrkVw4aCneuKAETMuLCxoPB6r2+1qNpunYDrTQVtwAO5EYAko6851SUnN5/OB3ge8cPYMKa2TyURbW1sZka2HHXCOnFi8uLiYcbi+uweIMB67u7tBJFwqlUIlVC+etre3FzJ2CAVwvXw+r2q1Gs7zwdH2+/1wbc94oU3OIjAXR4VgXLvB/AyHQ/X7fXU6nTCXMDOEaACHCwsLajabmfRi+ogg1p09BfYIr/iZOtR0cXGppBCScqaJvgL+uDavMX84fVgegI+zN/5ZZ8cYH9rgjI4zKc7g8bt0OBzlgDEWxjo7lkI8yZIlO0n7ugAomO/ojhL2+Q7WmRfe4+Hru0RPL/aHtZ8vwwM7drgunuV6ZMX45/2h704h3s3u7R0cFgiowZEcJdoEhLhAFHDAvXFUOBucOhY7IH7HeXr/vCaIsw048eFweMhhumaGtsf38jGJ+4FmhQJzMAuc+kxbcdq0EUfvTje+p6ehE36ChfC5clDsLJMLYt1iZsWvATiL17GHYlgHXoU2Fkf7d/21o1gdX7vx5zzME2tSYlFusmTJkh23nWqAQujgKPNMFtcSsLMnPOHOCEfNw3t1dTWwEYPBQLPZLFO/BAADA9Lv95XL5dRoNAKocfq/UChodXU1ZMrgMD2Lh100acNeTXUymWh7ezs4TkIViC+9QNlgMFC/3w9jAMsDKHDRZq/XCw4chmRlZSW02cv1x+Eo14r4SbtxuMBDQ4hXYScARjh4SYEV8TovsFC1Wi0zr34gn4Ou0WikXq+nUqmkUqkUzjJCpEoIDo0K2iMYJYAJbJd04KzJenLnzv1hwZwlokouY8T4uJiYkJ0DWmfk0O/E2WZHhWjiGjLUmYkBt4e2HGwwb/QfYEh/HTQmS5Ys2UnZ4SNMv4p94hOf0Pd93/fp+uuvVy6X02/+5m9m3p/NZnr729+u66+/XuVyWS9/+cvDWQvYeDzWT/7kT2p9fV3ValXf//3fr8cee+yKGx+zDFi8c4y1C/6ZeLfo+gxCM/GheB4W4lr8y0McMECVWVgNz8DA6XJfQAvaCu7jQtKYaXGdgaQMWPC6G84I8f9YUAz7wPk+ODOcHj+uQQAYxT+wAa4toS2xloFxoAT/cDgM16DfkjKpzF5Z1rNd3IEyroxLrOtwA2Qcxf74d+J1A7A7qrCej1lcGJA1R9+doWEd+Rx72MvXcqwv8XBTvN4wB+QxI+JtOKqvl2NkvppdS8+NZMmSnQ67YoDS7/f1F/7CX9Av//IvH/n+O9/5Tr3rXe/SL//yL+szn/mMzp8/r1e96lWhiJgk3X333frgBz+o3/iN39CnPvUp9Xo9fe/3fm9mR/d0jEPnqCfiThmLwQT/Z1ft5b0p976ysqJyuaxer6ednR1duHAh7KRhALrdbtgts/Mn0wdR65kzZ3TmzBmtr6+r0WioUqlImlPmo9FI7XY76Bqq1aoajYZWVlZCdg5OCkfYbDZDSu1kMlG/3w8C0el0qn6/r42NDXU6nUyNluFwGFKeh8NhRqNRLpdD7ZPBYKB2ux2AAtd2MIMgljHns4hfYZVIEeY+0ryOi5eyRw/T6XS0tbWlra2tAEAolMZ8eTl92gAgxCHncrkA/MrlctDCEKaDufIaMYiaYcwcIPhBkgBPL+jGvKMZoq2VSkXVajWwVois+X4+nw/iZgS+DhwQPPf7/SDwjbVSgDyuyfhy0CKnLLseJgYvXIcf+kVbPXR5JaDE7Vp6biRLlux0WG72DALJuVxOH/zgB/WDP/iDkg4c7/XXX6+7775bb3nLWyQdgIhz587p/vvv11133aV2u60zZ87o137t1/SjP/qjkqQnnnhCN910k37nd35Hr371q7/qfTudjprNpqrVamAbfHfHQ5Vqmp4d4lVHY1EtB92RMSMpMCDLy8shE8XfQ8TqWhKcLg4Cp0oIBAcSZ1k4mwKQwIkgzHTnzE4fxqHX62k4HKrT6WRSaRmL2LlUq9UMm0Mdk729PZ0/f17ValWrq6vhZGd2+zAjhCY8M8gzjKQ5IKGtfh9YIkIsXn+DXb6PLU7cw0a0F4c6GAy0v78fMnc8JOVhF9eLcA+Ajutx4rmNGQUcvbeJfmLOUjE+sEPOEMXibdrsYln6Q3vQ2lBvhhCd98nnAjbG9S/SnInx0A3r0wXh9IFr+JlNT9eu1nNDmj87kiVLdnXt6Tw3jlWD8pWvfEUbGxu68847w2vFYlEve9nL9OCDD+quu+7S7//+72t3dzfzmeuvv1633367HnzwwSMfNNTNwDqdjqTsAWfS0VkJXv9DmqcUe9oqGS9xdoILSWEH2FVy2J+XZifWT1sQMwJsFhYWwi4ZhkFS2B2jBeHMm/F4nMn0Qa9BqX0AFW3msD2yRLwvHn7CYQOA6vV6cLz0ifuiVQBgTSYTVSqVkB3j81AsFjUcDkMRMMbbT3rO5XKhv4yTax24HuZZNFzbq9uS6l2v18NxAB7yOCqk81SMgK8d2BIsrnDroTYfP0kZMAcj4/ofbwvAwY1repaXAwifWw91xlocxpB17hlO3gbX+jiYw/xvyEN1x2En9dyQLv/sSJYs2bVvxwpQNjY2JEnnzp3LvH7u3Dk9/PDD4TNLS0tBhOmf4fux3XfffbrnnnsOve4OIt7BekxdyqZfekwf5mJ/fz/swqvVahBD4gRbrZby+YNzY8rlsqrVakbo6LU+yNTxXW2v1wshC5gHZ3yoRIvTIVQUF18j9XdhYSHsXjudTgAdUvYwPnfULrDM5XKBtaA9Hq7iOzhoQIe3w8EPbIYDDcJB/D+uYOusRSy+pJ3cczweB5ZLmrMBhCQIN8HUEBrysAb3pW/03TNiaGOcno0Ox0XP9MvXl49/DEh87JgfQI9rZQhZwoJ41WNpfkRALED2ejEu9iaDijZ4ez1Th7b7monFzidhJ/XckC7/7EiWLNm1b1esQXk6Fu9KjxKpxvZUn3nrW9+qdrsdfh599NHwXvwQ9R+vyEm7/HP+mu84vfYJRmjFdS78xDF9Z2mkeeYKbIQXJ8NR49A8PAUTgjN1RgaAREiHAwdjsS8CXRfc8hkHP3HaaSzapN2x+NQdXCxCRWR81E4fxx2LNd2hO5jEsQKYnEHwbCAv4e6A5Ki1dRR744ybv+f9isXFXN/bDgvjuhMPNzI//KBf8XUXh8Zog6exx21yfYyDLkBezIwcxT7yu8+p/834+B2nHfdzQ3rqZ0eyZMmubTtWBuX8+fOSDnY71113XXj94sWLYXd0/vx5TSYT7ezsZHZDFy9e1Ete8pIjr8vDO7ZYQ+I7chyEx/Jns/l5NQAJ14fgBNGJQIvHabqELQAAzkQsLi6GU34BBrPZLFMkLNZZ4FRJK240GhmhpDtS0mTd8SOedECDxsMLhUnKMB8ORijtjzPb2dlRp9PJhMC4Xq/XCxoYaa7FiM/7oe8ALHQUVL/1gwVxgOVyOYTCOL/HzdObfadPOi/mrAX9rVargTlijFxjQj/cGTso86qygC/6z1zSb6rvwpp4+zmbyY9N8PAJoMZPY3awCPB1IOP9wDwUBdjx9XRUhlMcvvEwKsyNZ3Adh53Uc0O6/LMjWbJk174dK4Nyyy236Pz58/rIRz4SXptMJnrggQfCQ+TFL36xFhcXM5958skn9Sd/8idP+aA5ymImxHUWR/3E2T18L04R9UPr/Nr8/3LsgV/fv+PXibNNnu6uNA6BuON19sadlLM8DuLiXT5j5toMxigeCy/F7iyQ7/JjPYk7TXe09MvNAaUzL9I8E8VDVTE49bAOn4nXCubhnZgl8TbGjInrQLwPsVP3+XBw4+GVWCPjYbajGCYXe/tZTVwPxsmv66nOPhbe53isY3aIz8R/c8dhz/ZzI1myZKfDrphB6fV6+uIXvxh+/8pXvqL/9t/+m1ZXV/Wc5zxHd999t+69917deuutuvXWW3XvvfeqUqnota99rSSp2Wzq9a9/vX76p386nBT8Mz/zM/rWb/1WvfKVr7yitrjD8YwPHIDv8D1bQVIQCkK/ox+R5jF7z9qh6NnZs2czO+3RaJQppkaowQ/iIxV3NpsFYWuhUAhZN2T6sNPjs4Rw2OnTZ8q78/r6+npG2OiZIDg8irJ5VoiLJxmrpaUllcvlABB6vV4YK5wi3yfN2kux+ynAZETB5iBoxdzhAd5arVbmNGeylwBEfjaQF1ADuFD0zrUnzCvF9tAMeaYLeiM/0Zk15OESNCIeToHxkZQRNccg1bO04urEZOh4heL49GUHGDADrA/GH6G1C7F97bA++d1FwLQt1uMw/rSf78UF4Z7KrqXnRrJkyU6HXTFA+exnP6vv/u7vDr+/6U1vkiT9xE/8hN7//vfrzW9+s4bDod7whjdoZ2dHd9xxhz784Q+rXq+H7/yzf/bPVCgU9Nf/+l/XcDjUK17xCr3//e+/ogceFu9qY42EOwk3HtroOvxaXvsBx+i6AcAEr+FA3JHgLBHgAmhc/EhYBJo/1sssLCwEoa1rZWAZ+CxO8SitR8x8xIwC13VH6YwK98YJOkvl4IAxp2/cdzgchvYyFi5KjefNmQJvh78X7/rpm897nL3ljtfZBddkHKWBcCbH5y1mGOK1y/rye7pmiev4PDIWzmId1WYYsZi1AxB6f50d4nsIjflcPP4x2+SAx9mjKwnxXGvPjWTJkl379ozqoFwtu1wdFGnuLHz3iyYCy+fzISUYR+thEh7y7Mp3d3dDcbT19XVVKhWtrKyE+7bbbU0mk1ArxR0Au07yvbe2trS4uKh6vR7uz256Y2MjOCiKf+EQEDhS3G1nZyeT+ky/SQUeDAYZwERZdxcPY65doeCYjxVAif+zK8e5cRYO7Xb9BIXoKMa2t7cXxn4wGGTCDLlcTsPhMHPWjGelAHBgmGCiKFrn+ggXDcMWMb9kUhWLxcC2eN0YxglwwnXoW6lUCmDRC69JCidBM98emvN6Iq6Rcj0OmUheW4X+e3qwi4edgXKgSvu9/H6cOh2zKlx7NpuFNeep8a6F2t/f1+bm5hXXQbmaluqgJEt2bdizXgflapjv9o6K2/O7g4aFhQVVKpWMEBWnSNjGhZ+EZfL5fKbImGfdcF4PRcso4oYTAkABqvw8GTIsOH8GRyPN9TCDwUCj0UitVivUdsAp+1k2GE6O/5Pu6/oD32F7+Mbfw6njBL1YGE6djCJ0MTgx15vABAG2JGV27rQNh+9O0t+X5tVhAWAOTmL9y3Q6zVRMxUnv7+9namLE/XX9Ce2ESWNtONtEXwkLdrvdcK04lIXI2sNt8Zy5WDUOMXkfAZMe4mJd+lzFdVYwzn0CINFf/1vhdx/jo2qlJEuWLNlx2tcFQHHzEIS/5sXZYASk+QN4MpkEJ4oT86Jl3Iv6Gv1+PzAcOJVer6e9vb1Q3pxQgAMUaq14Singp1QqBfDD5/18nOFwqFarlcmOYfcbCzRdiyMdfXift0uany7sn+E1Dz24g4RRcfYiBiiAH9/1c714Hj01G+dKv/iOsyqeeeLOOwZr7mjpo5fw53NYXMTNRa1HsRXMGWEbPzHZmRzCXzBdzFW8Hr1/HsJwYMZ4ediLgwx9DZA5hnbHjTmJq8X6/2mzj28MLpMlS5bsuO1UAxQP5XgWAw9h34Gy2/VwBtoK11vk8/kM7YQzAXCUy+VM2Gg0GgXQgbPwkvHVajWkjSIUJQTB92AA6vW6+v2+Lly4IGle3AzxZi6X0/LysiaTSRDiMg77+/vhvBkcrzsj9AcOFNjtO6vioQ4cHCnIONVY1wPj5KcqAyQ8ZZr7kdbN7h9WZTweq1KpZNKzqVgb142R5o7TQQxj4o7WwRPrIpfLaW1tLbBXDuQAUEtLS6pUKuG7jF+xWMyEbGazmer1emg3qeauUWJ+AJVcy4Got43/+3lEDo5gMByQxOEb9D/OJh6V4SMpE8KLi9Xx/TiVOlmyZMlO0k41QJGyD08XifKvay58148588Cu2EGMfyYW5HplVBfSOrvh2TLcO9YWeJ2WWOjqO3RnRWKxKjvl2HFwr5ixiM0dp4+H/3hoJxZfugOMBa8+Vw6cPJ3ZmYyYbfC+xP2I78H4+Bw7E+MWt+eo8eH6DgJcWHy5a3qGkK87Z1O83S785b04ZIUxLi56pu0xw0WI6yiRsK8nD1/FLEs8Dv53kCxZsmQnZaceoBylG+ABzG5yb28vnMqL40IgyeFqHIhH+EWaFwVzh9But8NOnVAR5+MsLy9nKsJyLQ6xm06n4RwbT5/lVObt7W3lcjmtr6+HdFpPm3UtQaFQCAXbYFfYwcciXQ9D4eARPHItSYERwMEThuK9fP7glGZYjlarFXQjcebQUZkegJdKpaJyuRyA4O7ubjgPCHEtzMlwOAztpV0c5gjTsbi4eKheS5whQ7+cLUMnwhk1MDYuluX+nlHEPLB2FhYWwrlG5XI5A94Y8+l0qmq1GvrEPQCVAFdE1YwX88l9WdcusI5BDMCFdcA1WfMcxcB6cV2Jpz7HReu8LwmcJEuW7KTtVAMU32X7zpP3cGiu83AK3Z2ppLCL9HoVvpv1FFEoehd08rsDJq5F6Ml38k7TU3HUd8TutNAJOEMRgyccjRdTw2JRrDMfcZuoVgtAKxQKwdnBCDiYcQEt5myI/3i6Mn11RynNmQbmj+8ChPx73j+ctTMhzkLEDMlR6wD9kQtGnYHwcXZ9DT+EsTw0NRqNwnVoN+EbB3WxeDlma+i7MyDeD/riYxHrjri2/934v3wmHp+YxfHPJUuWLNlJ2KkGKB5qQPfg+gl0D9VqNbzGoX3OuOCUhsNhSK1E/MlDGKdUq9XCtUulksrlsvr9vvb39zOsAE6g3+9rNpuFjB60FoSeYHHQPOAAcXIAE9KGva4HLI6zLe58pDmA2NvbC+CJ+iywSehKfEcPc1AoHBxO2Gg0Qts6nU5gDxh/LzTH3EgKBdBwyOzeHdjABg0Gg0yBO8YNR0+BtW63q9nsoOgdQMcdbVxbxMNcvMb8wYbwHT9nyUM1foIybYNBK5VKgRljzVCIbzKZhMMc0RxVKhUNBoMMO+NiX+4HcGN9eIgmDvPxWWd3fF0BpPyzkg4xMB5CxACxXtrfr5EsWbJkJ2GnGqC48/Edp5+3IymjzWAXGxdnk+YFz7imMxg4JdI4ofIdEOB8ORhuMpkEOp77Ak5430GHi1ZxCKSj4jCp0SIpACN3YDAyPkb+HiBsd3c3nHvjBcjoD4XoAEe9Xi9Tvn1paSk4Pg8pcU9nQ3xH7ofmOZtCG51Bch0PDEUMSrkf4AeHyzxeTlPh4lpnf+g/5/bw2fF4HD5DJVlnypi7Xq8X+sbcetG1vb29kIkFEHGAwvw7QxMLaQEbhUIhw36xpgjPMC++5uOwF0DDdVcOXuJ5clYnWbJkyU7STjVAwXw3ieNwHYFT/+zQjxIE4gCdZo8zSGAb4loZ7nTRd/B/v64DDg/ZeEiHnTA1Kpw18TDKYDDI6AZgBNDaOAWPE0QvA6PC5wAq9A1GAO0O7Ab6E8ZycXFR1Wo1k6rqYZg41IbOBFDh4Q2fCw+neJE12soYxYJlrs38xuEazO8Zs26FQkHVajWAGIrH0SbXMhGaAygAKvmMhwT5XK/XyxwW6KnArqNiPliHznoBbPisi2olZWrpHBUC8nGmbZ6542EiQNNRoZ9kyZIlOyk79QDFwUG8q8MxuaOAXfCS4FDv/tDHkfJ/RJq1Wi2jNZHmtSi63a4WFhYCy0I6KrS9CyRx7LAULlYkBAMjAJhwp07/crmcKpWKpDnj4+DEC4LRFxy+pHBtv950Og2nCDMmsEMAoVxuXvXVQyeIWAEMw+EwzIcXTHNH6uffIApmzrw2DT8O1GCMXD/i+ggYAQ+RMK8OSvgXUOJF3GAkyGCiyB5M0+LiYmZeWVeAzBioeGjK7+Hsn4uAYzaKefZ59XAZ9wH0xDVl/J6+Jo5iahgnXncx7eWKvyVLlizZcdipByjS4ZNqXUzoYQN/qMe7T3cgUlb8Kc13mg5MnDVxKtwdJcApFjpK810u33Nn4pU6nTXA6WDev1g86eYhLk919vf8dT/8jrb5PZ3h8DYcFVLx7/rn6JffIw53uAbIK5e69sTZrHh3HwuFvQ9+nRgsxHoLZ2A8i4afOCMKQOrsDd+nX5cTn8aiZwcS3kZfy3FVV+5xVCiG132s4jnztcTn/W8m/ptLlixZsuO2Uw1QYBdcC+JUNzt+WITpdKp6vR7YC0rIw6o0Go2MdoH0VQAH4s04LENBrBtuuEGlUikIad2JSwdOo9FohDYhmPX28XnCBIgwc7lcKG+Pc6BNnMlDphDaA4SkkjKprXwWQedkMglsBQ6XEA9aEz7rGR84KEIDaDMYu0KhoLW1taCTwWlWq9UwHoyFMyDSXKvjrBDj6NoI7sV7fI+2MEf5fD6wM4S2PAsIc4BAe12MLCkIsn1+PVyGs2c8CanBJjlw4HRnnzPWBsbYs7ZJ+XZmj3Hs9/uZwoQAQNfceFjN2TvmFnaENsK+sE5jxiVZsmTJTsJONUDBfAcc7+p85+daC7QqVIB1TQifxagJAlXv2SJoEHDi7sgBDLGo0HfTtN8LbLmWwL8Tiz5ph2sy4nHBYCn4rOs03Pk5a8FYxmyL1+pwrQfhCRfcOpiJ2Yp4rB3Med/4nc9xxozrI/hx5+8swVFMid/Hx4DXnZnydvCaXxcDQPIdZ1SOEmYTOvIKyACAmBWMs5N8zngdYOihIjRRgHnWgLMufu14fTKHHspL7EmyZMlO2k41QPHQjDuQmJbHWXj2A86jVCoFDUO3282EQkqlkur1umq1Wsh4cS0Epd9XVlZUr9e1trYWGBUYED/dV5qnKyN4RMfgIkWycugTu2ZEt+zeKf5WLpdDSnJsOCVEnzF17w4LZsDZAhx3nAk0nR4UnfPwCgcwor9gjFw74gAPVoe2cV8+7+AOlgJQOZvNwtlH/kOfjgJr3lYPocC2LSwsZNgZgBZshIODo0I6uVwuHPg4m80yRxzkcrlMBhbfod2sPU6KrlQqGWaNsfR7OisiHYDPRqMR2Bz6Uq1WQzYWQmdYNNeTxOFHD1kCYHwMUiZPsmTJTtJONUCRlNnlul5EmrMG/lnPtnAxaaxNcYDjB6kBFDhcsNFoBIDBLtizL3BCMYvg4QHACIJQB0J8zwED/cVxeaE3z8TAptOp+v3+IZYgLo0PaCOsUywWQ7oxztIdsp/L4+cCoatBs+Njylh7eKZYLIYwCN8BmMSsUew0Y10J4+VVUD3852PiYQ0pqymKnS/gzFkaZ4BYf8yhl453cSlj5PfwsJln83gWDWApZnwcmLOGEHF7/xcXFwOg5DXWOGuB1xhfDwk5s+c/yZIlS3ZS9nUDUOJwRJw268wFu3EcWSx+lOaUPAAAh+oHARaLxXAYnjQHOZ6BclSqsLfJQQhaCgdd7txyuVwokc930TbgyGIhrddfcc0Cr3ENGCM0F6VSKQAUSeHkXdqZz88zonB0ZLQUCoXwHrt5D18wHrATMEyALLKM0K5wj1hw7FV145o3gAYHni4cddDHWDsz4qHBWPDMmDpo5D4UluN1Z0kABgAyP804Du/xPe7n4NI1MKxx9Ds+pnwGgE2p/Xid+vx62X8Pz/mYx2xKsmTJkp2EnWqA4qJE11JAWY/H4+Ds3BG4s3EHFoscY3ZhYWFBy8vLgVovlUra399XqVTS4uKier1eJuPB2ybpkIMEqOAYJ5NJRqDIdUhtlXSIjcnnD4q30R9Aiju8+N5SNhQGA8T1YYf4PPePHS7fp6gZNUC8nVJWfyEpgDrEsTs7OxkxMiDGgR1OGAdN+5kL7hUXR+NfL+Lmmg03Z1g8vDYajQ7VXJEU2B8XyDpAcJaGzzMW6JXoN0wV5qG4OIMJliuubusiYk6L9nHw9UTBvna7HdaypADA+bvAGHf+DuI2JUuWLNlx26kGKFL2fBHXLLhQUsqKXj0DxAGJX8M/4/fxgwQ9w4SHttcdcYflTI/vSP01d/Dck3+9FgUOj7Z6enAMBmIa3ne+gAHYCRw4AABn7kXW0DY4CPPvAxBiMaqHIrzoGplMlxMF87r3MR47nx9nm5jPWG/iQM3HMV5XXD/WZ1APBWDi4+0MmQtmfW5cPBvPhWtuHLzGc+4MH9eJhdIOluP+AkSZM8S6fq/478Hv7yHVZMmSJTsJO9UAhV28F+fyf9158KCGSRkMBsrn8yGs4fF3dpHj8Vjr6+uq1+uBJZHm7IPrJNxcYxEb5+XkcrmgHeGsIMInhEjy+bw6nU4Q4/J9nDv39bCThxCcieG9o8rZe1E1HDln8DB+pAmTpkyIBmAFY4URekCbAnijLYTApIM0WtrJmBDakeZMmYebYAkWFxdVr9fDa5VKJROu8bAETtqrpTr4Ospgerxv0+k0gE5YCh83BzKkPdMPTs3+/7V3LrFtVWkc/zuJnSZO4zQtqmseQ8WGGYiCqMSjEo9hoKhS6YJBvBag0WxYgBRRJEAItaxALGDBQ0gICWZm0dkMaGABasVbCAnaDioPoSLKtAwNpU0TO7Zjp/GZRfU/+d/Tm5IUu/FNv59UNbHv49xzb873nf/3fefyfjHUGDpiqoKpszQ9Pe3VDz7/qsZRKalUKqhUKt4hpWrDvuWxe3t7Ua/XIwvzhWg/aXjRclAMw2gliXZQQscg/F3VERo5TTJVI6/7c8ZJh0XVmHDGy8+12oLbq5oTnkuJS9jkOTTZUQ2vGrG5Kip05hwmiYb9pseiYc1kMn7NEhp1dXpomFVR0fCTqibMvwBmS1rDRFbO4nXWr/kf4bGpNsUZc8L2ca0X3pewT8LnIFRgwvulioqiCgavU7ejk8F2qTLB/TWJms8Qt6GTqAnewKxDqM6SPjd0tNRZC9WduOdC+1dhGw3DMFpFoh0UomoGMLtmBmeDmofC7/VFb1q6CsAvjAacGJzHxsZOSqxdvny5H6B1kTQaeLZLDUkqFV1ETZMqqZIwF6Wnp8erNtPT0yiVSv4cDMNQbaBBz2Qy3rnQZE9ekxoZKgs0XDSm/PmXX35BqVTChRde6MM6fEMu3yoMzOY28K3RvAbmtYSvC+js7ES5XI5UHdVqNfT29vpcljA0EvaPOm6NRgOTk5MRg8/PuXAZc3uoVKnKoQoT74s6V+H90yoaVeeoqPAFjhoC0zLlarWKYrF4klNINYm5IyzZdu5EOTX7mMoWw0vaZg0VhmEd5068Q0idDva9cw49PT0RZ5N9wmNqzkkqNfvSR8MwjFaRaAclTGjVnA0acp218ztuz1wAdTS4DXNHwtkmjYEuhKWzYDownGFqSEWrNWgIVBFRo0hDowmWqVTKr4aq64XorJ2hDw0ZqGLAawdm30nDtvf09HjHjUmcqtYwMZOOhh6X7WXfsQ/CElu9J6poMeTFNrOKRx0V9l1YJcPv6MzxnAwj6THY33x2VEEInyE6OWGOiuY8Eb2ukPCcXGiOz5Y6RBqWinOeNGSlTpI6ZXwu6FzxfB0dHd6x1VwWOirse32Ww5yUMHxmGIbRKhLtoKiDoDPWOPmZyYAss6UionklnLnrom5UCGhQwvwWDvAqw2tFkBolYDY/hTNXlc+pOvBzNSTMH2DVBcty2W6GpBqN6LotWobK37UaBphdfbS3t9cbNKo3mly6bNmyyNuMtZyZ7eDKvPqSQXWamHcR5sLoG5PD/UNHhOuvMP9DlbFyuex/BuCracJwSRh6CZONeS7my2jIR51aHkvPoeoFnTS2hf1LlYMKha4/Asy+FVlzi8LQHlUVXhdLzklYYcRjTE1NYdmyZf7zRuPECyq1okuvR9dIUQfIHBTDMFpJoh0UzQkJcwlUylYjp3F8ACe9bZeDNGP5Yc4JSy3VGHNNC2DWKVADqDNQ/q/JiHQ0ONOltB6qLFr6qSWefX19fvbM6yDcnoZNjQudALZZVQCGc5isq28cVoeFRk+TPjs7O1EqlbxjRkUm7EuqLkzcpOHU8IFWSvE7Gv3JyUm/foseJ8zZ4X2lI6fXqfdI81hU/SJ0VujIsc9YicTnSZ8vvQ+8jjC8o+u9qFrE/uOzos+MtjuuykbvPVeprVar6OrqwsDAgH/GJyYmIk4bK6pCRy68d3R6DcMwWsWCs9w+/PBD3HLLLSgUCkilUnjjjTf8d9PT03j44YcxNDSEbDaLQqGAe+65Bz/99FPkGLVaDQ888ABWrVqFbDaLzZs348cff1xw49UIxf3T7UJ0fQwaN87caZjCBak48GtFiibC0gHQfdQhUIeKCkyotADRt8XyXDSC4TYA/IJqcxlW9oFK9hri4vbaTzxvtVr1VR/sKzoT6vRQ1anVapiamkK5XPb5GKpKhYmpdKz4LwxRqSKlryiggqPLtU9NTfm+0tCcXiPRPlZCpzfcj7k0VEPoSPL62TeqHPFntlXbRnj9YVhHF1+LS+rVvwF1rjQEx2eHx2R+ky7mpteiz3Dc31RciOvXaKdxwzCMZLBgBaVcLmN4eBh/+ctf8Oc//znyXaVSwe7du/H4449jeHgYx44dw8jICDZv3ozPP//cbzcyMoI333wT27dvx8qVK7FlyxZs2rQJu3btiqwp8Wuow6BSPMtnadA00ZGJoQz16DbcT5UTlbrDFT31rbJ0bNRAaAkrjU6xWASASA4L1ZqjR4/6UAedDhon5oMUi0V/vtDQUa7XRcnYdjVsahg7Ojq8AlOpVPx1sX0sl2af9fT0+ARhHpsrlGryqK5gy7dG8900OivXvtMkW4ZAqNJ0dnbiyJEjmJyc9Am1bDevlTAUwb5V1aSrq8uXescRqjv6FmYNO/Hesj/5+4oVK/wzQWWN70pShYv78Z5R5dA1ZfTZUYVMQ2d0Mqjg8XlmPzs3+0ZrTbwdHx/3YcKZmRm/Pf8++Owz/KPPu+ZSzZd2GjcMw0gGC3ZQNm7ciI0bN8Z+l8vlsGPHjshnzz33HK644gocOHAAF1xwASYmJvDKK6/g73//O2688UYAwD/+8Q+cf/752LlzJ26++eYFtUdncaEcfartNa+BcAYaJr1qwiKNVFzCpuYfhGXNnDlrLgQNv1ZgsB38Fy6FTqNAQ6bXHhqNuBmuJoyG34e5E2y7Khf6jzNyfk8nQKs89IV3en1x541rb3g9GmJQx0sXQNP7EnfMuYxZWPkSOng8lpYHa39prhGPxzarqhGqEnpO7QtN2NVnSVWPUykZoTOqTqoqOnzOtGqH1xYqTXOplL9Gu40bhmG0Py3PQZmYmEAqlcLAwAAAYNeuXZiensaGDRv8NoVCAZdeeik++eST2IFGY/wAvArBRFcNUTCMAczmL3BRMVVJWN6rOR+1Ws3PPlW1UIWGoRRd7IpvOqZx4UxX16Tgolk6UyX8ub+/3+9L405DNTExESln5vWw3cePH/d5HyybDvMEQmPIz7gfZ9oAIrkj6XQauVwu8vJAdWDCJEytLKISQ7XAOef7jjN65odwhg7MGmrO3huNBrLZLJYvX47JyUnU63Wf78F8CpaHM1cnDIOwbepEcButOuLnYRgOgL+XzMtRpS50LjTXiAmtzAXRdtGx01wf7S86xbw+VW70GTp+/DgqlUpkNWPmTenfgV6/hpI0vMS8LX7HvwutIFpIiGehNGPcAOYeOwzDaH9a6qBMTU3hkUcewd13343+/n4AwOjoKDKZDFasWBHZdvXq1RgdHY09zpNPPoknnnjipM/DsIUazfA7TT5U40W1QxMbVTlRGZ7v9gllbu6r+SU8thpsVWZ09svjMKcivD4e0znnpXwNvWg7qCKoo8afaQA1AZJt4wxacxN09q/GlPvz+Dw2DZ+GJnRNFqJhDGA2gVQNu672qveV56ZjEKc0qNKhZc5haEv7QZ+fUM1R1S1UO3geGni2iU6FllzT0GuOh6o+hO3WMBKdp9ApCNd00ftKVPHgcxg+a7q/hsbi1BPtk1bQrHEDmHvsMAyj/WmZgzI9PY0777wTjUYDL7744q9uz0E4jkcffRQPPvig/71YLOL888/3RhCIXxQNQMSY6gxRHQpNjlUJnpUVrNrhdXF59TC3QY0Kzx2W2QKIGC4arOnpab/gmOaU8Fqy2SxqtZrfhrNhKgaaDMqyXXXK2G6qJOoQ6UsV0+k0BgYGIi/k4zl4fTyfOkDct7e3N1JSzXJqDaexDeVy2fcfr1eTl+kUseSbs3feE74kkc4aMFtWzN/jVk/l9XMBOt2fzxEJw29h2CtsE58jrVric9Ld3e2PxeeB6k/opFKl4TGBE7kaoQLGsm+tGtJrVeeS943JxMw9CcOi/DvSdyRpuEf/vppNM8cNYO6xwzCM9qclDsr09DRuv/127N+/H++++66fBQFAPp9HvV7HsWPHIrOhw4cPY/369bHHY2ghhAMwZ80c/KlyaCWD5kk0GidWH9UkVlUd1OlRJ0IHQyYNUjJm6alK/6oE0JjqOhIM4QDw5atcMZVVHbqAVzjj1VCGhmh0JVsaT4ZmtNSW22Sz2chMvlKpeOeHBpQhnzCMFvazHpv3gtuHYTM6ElomrA4N+5LKRhiqCY0THUJ1RvXeaxKx5nSEKkxIqABxETQeV4/BdoUKkOblsP0sLw5zf7hIHttSrVZ9qIf9SmVI84A0R0fhefkc6zOnDgiPo443UWVLncdm0uxxA5h77DAMo/1p+ss0OMjs27cPO3fuxMqVKyPfr1u3Dul0OpIUd+jQIXz55ZenHGji0NmchnR0Jh6qFcCseqAzRBoJDv5qAMN4O40MFY1yuRyJ/Wt7CFdg5b40xqp0sHxVQ0zMzaDTEl6vGomwPFrbwO/0mNyX1TW60BsNFNuk6hKPTyOvS7nTgWBfqmMT5mSwjboNc0v4nb6SQPdTIx3mH2kbeO1cT4RGWR2kUHWLI3SMgFnFhDlLPDb7uFqt+jJtKiYaKtPyaCon7I++vj5ks1lfxcS+DEumw4Rgfd5DZYr7a15NqK6EKqSG3fScdFSaxZkcNwzDSAYLVlAmJyfx3Xff+d/379+P//znPxgcHEShUMBtt92G3bt346233sLMzIyPDw8ODiKTySCXy+Gvf/0rtmzZgpUrV2JwcBAPPfQQhoaGfHb+vBvfNfsyP43/h4ZLF07jzJfJn8uWLfPlvzobpVGj6sGQh8bmGQ6h4aeCUSqVfLviFJiwRFWrhOr1ul+ALJvN+s9p4Kiq6HLpTMANS2o1T6ZSqUTCBQAiKkhHR4cv7VXD29PT4xUnGtPBwUGvGGn/s0RY1Qi20znnHTk6iuwvru/CpFmdoWvoQZOh6bSwvexPhl3K5bJfWZXH4fOiuSNKXPgizDWi4qR5Opq3ovkk+p4kDcFoObo6ldo2LQFWJ1pDbXo97BcmhKqDynvOfmUfM7lanx3tE3V+9D7znAsJ87TTuGEYRjJYsIPy+eef449//KP/nfHde++9F9u2bcO///1vAMBll10W2e+9997D9ddfDwB49tln0dXVhdtvvx3VahV/+tOf8Oqrry54LYO4RFjmpYQKQijh6wAbhk/iEljjzsvKETWWbI8mxsbtr/kzugy8rukRqjZzXT+vQXMeeB26P8Ms+rkSKiDatxqWCY+taD/qbFxn66EqxVCV5u9oNU14XTqr5+eqKqlTwXZrf6laFqdEse2hAVZFjW0Mn1k9Dq85LlTC46mzosmsc71riecIw0theFLPp38fvO4wDBYS5yDqMRdKO40bhmEkg5SLG4HanGKxiFwuh76+vshbiAlnssuXL/dKwFyzZuBE/kgmk/F5GjqgM8kym80inU77MmPghALAVTlVUqd0z4W61KDo+2MYSlL1Rss5mY+ijg6VHA210LGZmJjw10QnS2fkqqBo3kNfX5/fj0ZrYGDA50JovgV/Zj4L+4FoBQowW67L43R2dkZWNQ2TbdWR1GTSRuNEeS5LkRuNhl+xVcvN2f/FYtGHsjTnp9E4URauzq0qVHSq6PBoDg3bp2E49oWuLEs0jJJKpZDL5bwyx/vLa6XDSuWEuSmpVMov4tbX1+fvt16vPtdUbOLygtgXmqdDxYvXGfY3j6dKEUNxMzMzmJycxMTERCRfpJ3h2GEYxuIyn3Ej0e/iUUOiaOiEhItkqRKgaz6ExweipZyaYEmjF753BZh7kSut5tEl2dlGlfFpxGhEOBtXtUSdFXU6aHw070bPwX0p9+s18bys5KCzR+eIhpZhlHK5jO7ubvT29vp20zFjPklHRwfy+Tzy+byvcNFcmyNHjuDw4cP+PumL9Whwjx49ilKpFMlZYaIpn4NqterbwDCG9hUQfYszrztUTMK+0XJfVYOo3oTqEtd/AaKqieax6DPC4+t94r1SJ5whQqKOSfg3QMdP8414DD0W2xcqMFours9anMJnGIbRbBLtoHA2HzopNKRTU1Po7OyM5FZoVQxnjhzAuR9zA7gmCKsAmBjL76iQzMzMoLu7O7I4GZ0XTagETpTWcv9yuezbyPJgKgOc/VNt0OX7adh0ZkyVhgZP1x9R5waYfasuv+ebbFlNU6lUfLXN2NiYXzyMy/D//ve/Ry6Xw+joKEqlEn766Secc845uPDCC31CKK/t8OHDqFarKBaLuOmmmzA0NOQdDOb4TE1N4eeff8bevXv98v59fX3o7e1FoVBAOp1GNpvFN998g4MHDyKXyyGTyWBgYMDn7NDRGB0dRa1WQ39/v6+y4r2n2sHF35g31NPT4/uESct0XMPkVM0zUeeQ/cxzsSKLDqwqeOPj4766hCoQ+5gOj77vh2oby955fnUE6ayr4sNnh2oMlSNdDC4uTMhnlo4RnUx1rhIovBqGkTAS7aCEKoIaFCC69gmNIQdbzbfo7e1Fd3c3KpWKP0ZXV5dP2qSx0gRUnXGH8r7mBBDNraAh0RU7tQxVc1JoCLWyQmfePKYaTA1JKFqNoWqLGjcaVSaz8v9SqeQNYrlcRjabxfj4OGq1GsrlMorFIsbGxrziw9AYq5vq9Tq++OILjI2NRVQL3reDBw9ibGzMG/OxsTGk02n8/PPPvgLn0KFDmJiY8A7V2NiYV0nGx8eRTqcxMTHhVRVVVzTcpc9FvV7316hOiapt/C4un4bo/WGYTp8X9i8dI1Ws1FFQlUaVjVARJOH+qgTyOrU6aC61BJitziFUBhmKCrc1J8UwjFaS6ByU/v7+SP4DY+aMa3HGyVljZ2enf8Mu5ftqtYpcLofe3l6Mj497A81STzox1Wr1pPUwSFyI6XTQpM/w2Gf6NoXnDQ2oGnB+H34WcqrKj7hkYm1L3LHDNml7m81vucdh2zTPKUyY1n1acS1hiOpUqOOtSiDb1micWCnYclAMw1goSz4HhWEEQgeCM76w6oO5AqHyMjk5iWq1GgnJHD9+3JcLh2pISLMMSZzBWCz/MTyv/h7nhMxH9mf4Yj7nm8+xwza1kt9y/HBfvc/zubZmQsdiPsfnQoK6rSosCZzbGIaRIBLpoHBg1BJS5VTORBxxi07NJakbvw0zaovPfO/BXI7o6R6vHUhSWw1jKTOfv8WmryR7JqCyYRjG4pOkv8cktdUwljLz+VtMZA5Ko9HAt99+iz/84Q84ePBgYuLfSYIvVbP+bQ1LoX+dcyiVSigUCnMu3Ndu2NjRepbCs93OJL1/FzJuJDLE09HRgXPPPRcA0N/fn8iblBSsf1tL0vs3aQmnNnacOax/W0uS+3e+40Yypj2GYRiGYZxVmINiGIZhGEbbkVgHpbu7G1u3bvWrvBrNxfq3tVj/Lh7W963F+re1nE39m8gkWcMwDMMwljaJVVAMwzAMw1i6mINiGIZhGEbbYQ6KYRiGYRhthzkohmEYhmG0HeagGIZhGIbRdiTWQXnxxRexdu1aLFu2DOvWrcNHH3202E1KHNu2bYu86TmVSiGfz/vvnXPYtm0bCoUCenp6cP311+Orr75axBa3Px9++CFuueUWFAoFpFIpvPHGG5Hv59OntVoNDzzwAFatWoVsNovNmzfjxx9/PINXsXSxcaM52NjRXGzciCeRDso///lPjIyM4LHHHsOePXtwzTXXYOPGjThw4MBiNy1xXHLJJTh06JD/t3fvXv/d008/jWeeeQbPP/88PvvsM+Tzedx00032wrVTUC6XMTw8jOeffz72+/n06cjICF5//XVs374dH3/8MSYnJ7Fp06YFv6XbiGLjRnOxsaN52LgxBy6BXHHFFe6+++6LfHbxxRe7Rx55ZJFalEy2bt3qhoeHY79rNBoun8+7p556yn82NTXlcrmce+mll85QC5MNAPf666/73+fTp+Pj4y6dTrvt27f7bf73v/+5jo4O9/bbb5+xti9FbNxoHjZ2tA4bN2ZJnIJSr9exa9cubNiwIfL5hg0b8MknnyxSq5LLvn37UCgUsHbtWtx55534/vvvAQD79+/H6OhopJ+7u7tx3XXXWT+fJvPp0127dmF6ejqyTaFQwKWXXmr9/huwcaP52NhxZjibx43EOShHjhzBzMwMVq9eHfl89erVGB0dXaRWJZMrr7wSf/vb3/DOO+/g5ZdfxujoKNavX4+jR4/6vrR+bh7z6dPR0VFkMhmsWLFizm2MhWPjRnOxsePMcTaPG12L3YDTJZVKRX53zp30mXFqNm7c6H8eGhrC1VdfjYsuugivvfYarrrqKgDWz63gdPrU+r052PPcHGzsOPOcjeNG4hSUVatWobOz8ySv8PDhwyd5mMbCyGazGBoawr59+3xGvvVz85hPn+bzedTrdRw7dmzObYyFY+NGa7Gxo3WczeNG4hyUTCaDdevWYceOHZHPd+zYgfXr1y9Sq5YGtVoN33zzDdasWYO1a9cin89H+rler+ODDz6wfj5N5tOn69atQzqdjmxz6NAhfPnll9bvvwEbN1qLjR2t46weNxYvP/f02b59u0un0+6VV15xX3/9tRsZGXHZbNb98MMPi920RLFlyxb3/vvvu++//959+umnbtOmTW758uW+H5966imXy+Xcv/71L7d371531113uTVr1rhisbjILW9fSqWS27Nnj9uzZ48D4J555hm3Z88e99///tc5N78+ve+++9x5553ndu7c6Xbv3u1uuOEGNzw87I4fP75Yl7UksHGjedjY0Vxs3IgnkQ6Kc8698MIL7ne/+53LZDLu8ssvdx988MFiNylx3HHHHW7NmjUunU67QqHgbr31VvfVV1/57xuNhtu6davL5/Ouu7vbXXvttW7v3r2L2OL257333nMATvp37733Oufm16fVatXdf//9bnBw0PX09LhNmza5AwcOLMLVLD1s3GgONnY0Fxs34kk559ziaDeGYRiGYRjxJC4HxTAMwzCMpY85KIZhGIZhtB3moBiGYRiG0XaYg2IYhmEYRtthDophGIZhGG2HOSiGYRiGYbQd5qAYhmEYhtF2mINiGIZhGEbbYQ6KYRiGYRhthzkohmEYhmG0HeagGIZhGIbRdvwfv7U/9jP1nC4AAAAASUVORK5CYII=", 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", 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" ] @@ -152,8 +144,7 @@ "source": [ "\n", "# Get the first image, segmentation, and transform\n", - "# image = batch['image'][0, 0, :, :]\n", - "image = batch['image'][0, :, :]\n", + "image = batch['image'][0, 0, :, :]\n", "segmentation = batch['label'][0]\n", "transform = batch['transform'][0]\n", "\n", @@ -169,14 +160,13 @@ "plt.subplot(1, 2, 1)\n", "plt.imshow(image, cmap=\"gray\")\n", "plt.subplot(1, 2, 2)\n", - "# plt.imshow(segmentation[0, :, :], cmap=\"gray\")\n", - "plt.imshow(segmentation, cmap=\"gray\")\n", + "plt.imshow(segmentation[0, :, :], cmap=\"gray\")\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -186,7 +176,7 @@ "Number of images in dataset: 2565\n", "Batch size: 32\n", "Number of batches: 81\n", - "Time to iterate through the dataset: 41.76 seconds\n" + "Time to iterate through the dataset: 52.22 seconds\n" ] } ],