{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport numpy as np # linear algebra\nfrom numpy.lib.stride_tricks import sliding_window_view\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\nfrom torch import nn\nfrom torch.nn import ConvTranspose2d\nfrom torch.nn import Conv2d\nfrom torch.nn import MaxPool2d\nfrom torch.nn import Module\nfrom torch.nn import ModuleList\nfrom torch.nn import ReLU\nfrom torchvision.transforms import CenterCrop\nfrom torch.nn import functional as F\nimport torch\nfrom torch.utils.data import Dataset, DataLoader\nimport numpy as np\nimport glob\nimport PIL.Image as Image\nimport torch.utils.data as data\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nimport matplotlib.widgets as mpwidgets\nfrom tqdm import tqdm\nfrom ipywidgets import interact, fixed\nimport cv2\nimport gc\nfrom random import randint\nimport time\n\nPREFIX = '/kaggle/input/vesuvius-challenge-ink-detection/train/1/'\nDEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-04-09T20:21:29.889266Z","iopub.execute_input":"2023-04-09T20:21:29.889783Z","iopub.status.idle":"2023-04-09T20:21:32.274785Z","shell.execute_reply.started":"2023-04-09T20:21:29.889738Z","shell.execute_reply":"2023-04-09T20:21:32.273618Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"def clear_mem():\n    gc.collect()\ndef show_img(img, imd_dim):\n    plt.imshow(np.array(Image.fromarray(img).resize(imd_dim), dtype=np.float32), cmap=\"gray\")\ndef generate_image_patches(img, w, h):\n    \"\"\"\n    Generate image patches of approximately equal size from a source image.\n    The patch size is based on the desired number of rows and columns.\n    Patches are generated in row-major order.\n    \"\"\"\n\n    width, height = img.shape[1], img.shape[0]\n    num_columns, num_rows = width // w, height // h\n\n    for y in range(num_rows): \n        y_end = min(128*y+128, height)\n        for x in range(num_columns):\n            x_end = min(128*x+128, width)\n            if img[128*y:y_end, 128*x:x_end].shape == (128,128):\n                yield img[128*y:y_end, 128*x:x_end]\ndef create_image_patches(img, num_rows, num_columns):\n    \"\"\"\n    Partition an image into multiple patches of approximately equal size.\n    The patch size is based on the desired number of rows and columns.\n    Returns a list of image patches, in row-major order.\n    \"\"\"\n\n    return list(generate_image_patches(img, num_rows, num_columns))","metadata":{"execution":{"iopub.status.busy":"2023-04-09T20:21:34.596385Z","iopub.execute_input":"2023-04-09T20:21:34.597652Z","iopub.status.idle":"2023-04-09T20:21:34.608472Z","shell.execute_reply.started":"2023-04-09T20:21:34.597601Z","shell.execute_reply":"2023-04-09T20:21:34.607006Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"#os.listdir(PREFIX+\"surface_volume\")\nlabels = np.pad(cv2.imread(PREFIX+\"inklabels.png\", cv2.IMREAD_GRAYSCALE)/255, ((5, 6), (35, 35)),mode=\"constant\")\nimages = np.array([np.array(Image.open(PREFIX+\"surface_volume/\"+filename), dtype=np.float32)/65535.0 for filename in tqdm(sorted(os.listdir(PREFIX+\"surface_volume/\"))[::4])])","metadata":{"execution":{"iopub.status.busy":"2023-04-09T20:21:36.791478Z","iopub.execute_input":"2023-04-09T20:21:36.792296Z","iopub.status.idle":"2023-04-09T20:22:01.633263Z","shell.execute_reply.started":"2023-04-09T20:21:36.792248Z","shell.execute_reply":"2023-04-09T20:22:01.632152Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stderr","text":"100%|██████████| 17/17 [00:23<00:00,  1.35s/it]\n","output_type":"stream"}]},{"cell_type":"code","source":"avg = np.average(images, axis=0)\nweights = np.linspace(0, 1, len(images)+1)[1:]\nweighted = []\nfor layer in range(len(weights)):\n    weighted.append(weights[layer]*images[layer])\nweighted = np.sum(np.array(weighted), axis=0)/np.sum(weights)\nnew = np.pad(weighted.reshape((8181, 6330)), ((5, 6), (35, 35)),mode=\"constant\")\nnew.shape","metadata":{"execution":{"iopub.status.busy":"2023-04-09T20:22:07.803281Z","iopub.execute_input":"2023-04-09T20:22:07.803666Z","iopub.status.idle":"2023-04-09T20:22:15.306766Z","shell.execute_reply.started":"2023-04-09T20:22:07.803633Z","shell.execute_reply":"2023-04-09T20:22:15.299171Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"(8192, 6400)"},"metadata":{}}]},{"cell_type":"code","source":"images[0].shape\nsub_imgs = torch.tensor(np.array(create_image_patches(new, 128, 128)))\nsub_labels = torch.tensor(np.array(create_image_patches(labels, 128, 128)))\nprint(sub_labels.shape)\nshow_img(new, (new.shape[1]//20, new.shape[0]//20))","metadata":{"execution":{"iopub.status.busy":"2023-04-08T03:52:17.358812Z","iopub.execute_input":"2023-04-08T03:52:17.359737Z","iopub.status.idle":"2023-04-08T03:52:18.696793Z","shell.execute_reply.started":"2023-04-08T03:52:17.359683Z","shell.execute_reply":"2023-04-08T03:52:18.695821Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"torch.Size([3200, 128, 128])\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAVkAAAGiCAYAAABNp7UBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAADpcklEQVR4nOy9eZxcVZk+/lR1V/WW7k46S3c6CSFkIYSEAAlb2AKBYJSdERC+fEXR0R+Ig8jooOOIowMzjoLO8JVxQSMoywyKCyIQ9n0LsgUNSxIgkM6e7nR6qe6q+v3R89489dR7qjsQTNK57+dTn6q699xz3nPuPc953ve859xEPp/PI5ZYYokllg9EkjtagVhiiSWWwSwxyMYSSyyxfIASg2wsscQSywcoMcjGEksssXyAEoNsLLHEEssHKDHIxhJLLLF8gBKDbCyxxBLLBygxyMYSSyyxfIASg2wsscQSywcoMcjGEksssXyAskNB9gc/+AEmTJiAyspKzJo1C4888siOVCeWWGKJZbvLDgPZW2+9FZdccgm++tWv4k9/+hOOPPJILFiwAG+99daOUimWWGKJZbtLYkdtEHPIIYfgwAMPxHXXXRcd22effXDqqafiqquu2hEqxRJLLLFsdynfEYVmMhksXrwY//AP/1BwfP78+Xj88ceL0nd3d6O7uzv6n8vlsGHDBgwfPhyJROID1zeWWGKJRSWfz2Pz5s1obm5GMhl2CuwQkF23bh2y2SwaGxsLjjc2NqKlpaUo/VVXXYVvfOMbfy31YoklllgGLG+//TbGjh0bPL9DQNZEWWg+n3eZ6eWXX45LL700+t/a2oo99tgDQ4cOjZlsLLHsADEvo/W/ZDKJsrIylJWVIZVKIZVKobKyEjU1Nairq8Pw4cMxatQojB49Gm+88QYefvhhbNy4Efvvvz8qKyvx5ptvYtasWejo6MBzzz2H9evX78jqDUjy+Tw2bdqE2trakul2CMiOGDECZWVlRax1zZo1RewWACoqKlBRUVF0PJFIlKTpscQSy7aLAWg+ny8A02QyiVQqhYqKCtTU1GDIkCGoq6tDfX09hg4dWvBpaGhAQ0MDhg4dirq6OlRXV6O8vBzl5eXo6OjAvHnz8Mwzz+DMM8/EkCFDsGzZMkydOhUAcM899+D666/H22+/XQTmO5PkcjkA/eu2Q0A2nU5j1qxZWLRoEU477bTo+KJFi3DKKafsCJViiWW3EgVSsyIZSKurq1FTU4Pa2loMHToUw4YNw6hRo9DY2IiRI0dixIgRGDp0KIYMGYLKykqkUimUlZVFxMdAyPLP5XLIZDJIpVI48sgjMWfOHJSVlQEAZs+ejWw2i0QigWOPPRb3338/3nrrLSSTSVRXV6OzszPKb1eTHeYuuPTSS3Heeedh9uzZOOyww/CjH/0Ib731Fj772c/uKJViiWVQiwEdgAJGWltbi+HDh2PEiBEYMWJEEQsdMmQIhgwZEoGuganmaWCazWYLygS2sj1mfWVlZdF5BtCVK1fizTffRDqdxrnnnotsNoubbrop6E7c2WWHgexZZ52F9evX45//+Z+xatUqTJ8+HXfeeSfGjx+/o1SKJZZBJ7lcDvl8PvKZHnzwwTjggAMiEB06dChqa2tRX1+PqqoqVFRUIJVKoby8HMlk0gU1y3MggOeBqyfsmmhqasIRRxyB2tpanHrqqfjWt76FTCYTAfuuJjssTvb9SFtbG+rr6zFs2LDYJxtLLAHJZrOoq6tDXV0d3nrrLRx++OH48pe/jHHjxkWugUQigXQ6jVwuV8BAGRS9SS4ARea7AW9/AMyuipBs2bIFFRUVePvtt3H22Wcjk8nsdCw2l8th48aNaG1tRV1dXTDdDo0uiCWWWD4YyeVyqKqqwj/90z9h5syZuOuuuzB37lzsueeeyOVyBQzTTPxEIoHy8vLovGfKJ5PJ6D//tryAQheCnrPzWr59W5k1NTWorKzE0qVLkclktnfz/FUlBtlYYhmE0tvbi7PPPhsf/vCHkUgk8KlPfQq9vb0AUGD9lZeXI5/PRxNWDIa5XC4Ky8pmsxEAe9YjuxA8JqugaqKs1tKlUik89NBDuOqqqyJ3x64qMcjGEssuLAxOzDwbGxtxyimnFMzsM/M08GRWywCazWZRVlaGRCIRgS0z3EQiEbkXkskkkslk9D/EWlnfUpJMJvHOO+/g6quvxqZNm3ZZX6xJDLKxxLITC7NDE2Ocvb29qK6uRiqVQnd3N8aPH49cLod33nkHf/M3f4M999wTwFZz30A0kUhE1xuAGls0QDYXgroErHwFS3UxhJissljNJ5FIoKenB7feeiuWLVsWgT6n47zej5/2rxWtEINsLLHsBMKM0jp/IpFAVVVVFFtaV1eH9vZ2zJgxA01NTXjuuedw4oknYvz48XjppZdw4oknIp1O4y9/+QsOO+ywiH0qmPAEl4GYMVYOsDdA9qIMDPTsnLkUrEwTvs4Au9TEVyKRwJNPPok777wT+Xwe1dXVaG9vx9ChQ1FfX4/169dj4sSJKC8vx9KlS9HZ2RlsU2+AsnomEglUVFSgp6cHvb29qKysxKhRo9DS0lLQPttDYpCNJZa/gujkjprQw4cPR0dHRxRStWzZMowZMwYLFizAO++8g/r6esyaNQvvvPMODj/8cOyxxx5YsmQJpk2bhsrKSsybNw/pdBplZWWYOnVqxFIV5PhbQd0L9jewB/r8vGy6eyyTWTNfC8B1JygI2ox9Op3Gsccei2nTpuHhhx/G3LlzMW3aNDz//PM49NBDUVdXh+9973t44IEHili4hauZzvX19dEGU4ceeijefvtt9PT04JhjjsGKFSuwcuVKzJgxA/vuuy+uu+46bNy4cbsy3BhkY4llO0oITJPJJHp6epBOp9HQ0IDW1lbMmDEDI0aMwLp16/ChD30Ira2tqK+vx5QpU/DYY49h7733xtFHH43NmzcjmUyioaGhgC3OmjUL2WwWuVwOlZWVALYCWWiyiCMDGFzLyspQXl4eTY6p8BJ2jwl7LgUvD9ON20vTzJ07F0OHDsUee+yBcePGYe7cuWhqakJ1dTX233//aHnuhz/8YXR0dGDp0qVYu3Ythg8fjsbGRqxevRqHHHII6urqsHLlShx55JHo6OhAJpPBRz/6Ubz11lvYvHkzDjvsMKxbtw7r16/HuHHjkE6n8frrr+O///u/o3beHhLHycYSy3sQ9j3qBFAul0N1dTWGDBmC1atXY+bMmTj66KPxwAMPYN9998XcuXPx+uuvY//990djYyM2b94c7eKUz+dRVVWFrq4ulJeXR5NPdk4ZFq+8AgrBzluVpWLAamY/14VXcqnrQQcQLluZsmd+s89XIYj7tA0Wnv6dnZ1Yv349/vKXv+CPf/wj5syZg3333RfLli3D9OnTUVdXh9bWVjQ1NUV6DBkypGgA5PqsWrUKN998MxYtWoR33323JKMdaJxsDLKxxDJAMZAxIMxms+js7MT48eNRUVGBNWvW4BOf+AQymQxyuRwOOOAA/PnPf8bBBx+MqVOnYu3ataitrUVdXR16enqiVVVAocnO5i/7ZwEUHPdYoKXh2X7Ow+JhLZ35UrmOoT4VggrV0URjai1/LkvzDfl+PbDjCbzW1lYMGTIE6XQ6Am9vcOoP7hKJBDo7O/H222/jiiuuwAsvvIB0Ou2mjRcjxBLLdhJjgocddhimTZuGBx98EB/5yEfQ2NiIp556Cueccw6GDh2KFStWYPbs2QD6OmA6ncahhx4aMcoxY8ZEeaZSqShv6/jZbBaVlZVBIGCgYvBS/24ulyvwyTJjZFA3VwPnzQCszNXOe8DnhWkxiHr7GajP2M4xIHJZ7OfVc8OGDYvqroDqLe1VlwVfU1VVhWnTpmHevHnR5FoqlXrPhC5msrHEUkLy+TwqKysxbdo0/N3f/R32228/rFu3LtowhUOXQmYtgAJgsLTes5tKpQoYrAIqg6Ga8NlsFtlstsikN/+iMjwABVEBHhCaTuyr9cKwLN/Q4gIF6VBaBtHQwgVOU2pnLsuDfavG1O2cRjzoRN2SJUvwm9/8Bvfffz82bNhQcM9id0EsseD9x0Jms1lMnDgRP/3pTzFixIjIf+mxPKCY3XlgUl7eZ0Cyaa6mcwiktG4cZsX5aDqeeVeQ9coIxblahEHIBOd6KCPlunnt5NXTc0XYb10ezG3gtR/npWAZGiBt0Hvsscfwne98B6+++mpB+bG7IJbdTpRVVVdXo7e3Fz09PdF575pSJmZrayvWrFmDESNGACjerNlbjsrCeekMvvlIFYCYqWm0Aus7kFlwz18aihYICYOQ6e/5YC2dskc11QfigrA8+Ro9x+0W0ovrzK4Zb3BSsO3p6UFZWRlmz56NI444AsuXL0dPT882DdwxyMayy4kyGBPriIceeigmTZqEpUuX4rTTTsP69euxfPlyLFmyBEuXLi1gOslkElVVVeju7kZZWRlGjBiB7u5u7L///shms3jnnXdw/vnnY/LkyW6cp/ffmCrra4yxp6enyGQ13VmUeelsvk1ssb9TJ3rM1cCsjdPYOQWWUpNUXn1NDLh4Ry9v0NJBo1SeXKZOZrFOpZiyXc8+aRucvLp6rHb16tV49dVXkclkttl6jkE2lp1e2LdYXl6OMWPGoL29HZ2dnRHQ5PN9YUbHHXccLrzwQowbNw5r165FU1MTysrK8Prrr+Pf/u3fUFlZiVwuh7322gtr1qzByJEjMW/ePLz00kvIZrM48cQTAfTt1F9dXY21a9dizz337HeyR0UnlExPu45ZlTfLHpqYUVDWCSsWLUfzMr1C16tJzccV0DkvZZj2bSCsOnGomdZV/d2W1nytGhdcyr3CdUylUgX+bq2vAq2BayqV2uYVYTHIxrJTSy6XQ3NzM2bPno2lS5di3LhxOO200/DOO+9g8eLFeOyxx9De3o5sNotZs2bhsssuw6hRo6JNUqxD9Pb2YsaMGdhvv/2QzWZxwgkn4I033sDw4cMxe/ZsrFmzBp2dnRg9enTBDP+ee+5ZAEQeW1TgYh8km6VsJquvUUHZJASuXD4zXXZlsDlcyiTntrbBTMtn0OIwsIFMUGkbhQYqbg8FWk889h8SLt8YLEdgcNuZlJWVobe3F9lsFuPGjcNJJ52E119/vd/4WZUYZGPZaSWfzyOdTuOcc87BSSedhJUrV2Lo0KEYP348tmzZgvb2djz++ONIJpPYY489cMEFF2DkyJFFpqp1ko997GMRkx0yZAgmTZoUmZ2jRo2KrmF3AuAvQwUKGWjIheExNw+QQ0tgQ1LKT8ums15j50PMV/VT6Q/IOH9uHz6ngKy+WR6UWNTtwQPUQAYxTsduG0/UnZNKpdDR0YGurq5g/UMSg2wsO61ks1nsueeeOOqoozBs2DAMHTo0Yoe2A9XHP/5xpNNpjB8/HrNmzSpYMMBSXl6O+vp6AIUxl14n8/yIIZAws5U7rLI77vChSShvFp0Bx0Trp24HNZtL+WNVlFXrAOGBV39muR4P1b8U6LMokIYsCdVN7wHff101Z2lsIs386WPGjMHw4cOxYcMGt34hiUE2lh0q1lFyuVy0gTSwdbLoyCOPxMiRI6M01pkqKirwoQ99KNoUxToL+yo989PK5KWk2sl1fT9fx8IgpGFNdr13rQI7+5U5X04biljQ/8yKtRwGGtOXQYrDwTjcS7c8ZJ04vdaTGannVggBtQeuPHB4bczPhm0uzu1pQGrPGEd5WP24na1tbIKxrKwMkydPxtixY/H6668X6VdKYpCNZYeIAV0qlcKIESMwatQorFixAnvvvTcaGhqwdOlSnHHGGTjttNOipZIMBslkEnV1ddFvNZcBP0aS/aR2LmQyckdVAPR8lAogIYam7gzPnGbwUtBXQONJNV6woIxVBw0byEwfBXKOPrBJR/NRcnnKJhnoe3t7i+pkbWXlGyh6whNdVh4zf2sfffOt55bg9N5AZNeZL1Ynwl5//XW88cYbJd0MnsQgG8sHLsocrcOee+65WLBgAcaOHYv6+nosW7YM1dXVURhVfX19ka+tlFmoYUaeCc4dPQSADF6c1ovZ1AkVO8YMzsplXVlHEwMKO2ZMyzo+6291VV+wDSKWD1/n+WKZxXEbeuBjgGn5sd+VhdvLY6kKuOq71fbtz+w3fTWt1YFjdhOJvhdH9vT0FE3wGctVHWyPik2bNr2n943FIBvLByr5fB7Dhg3DwQcfjHXr1uHggw9GbW0tkskkTjrpJNTV1UVgMnXq1OiaioqKAvBQs5bFMyO5fP7trUgK6c3uC2bAIb3UH8qsVzsu56OLGxigGMBNB2Arg+T87bgOKt5vBksPKBmAmOkyozRfpZrv7GroDzC13l5erD8P1Hw9WyfMlE1vvgcWx8ztb2w9lUoVvBk3l8vhiSeewH/+53+ira0NmzZtiuNkY9l5JJ/vW/d/6aWX4tRTT8WWLVuQTqcLzH9jBtYp7BwDj4KrMlTtRKVYrweAIZ8sUAhmXidmYPVAxQNCbSPLU4P/7RrPt2vHQ3sSqP4qyqJtQNH9C+y/vRMskdi6oIKZO7eJ5z7gPNV9oIOP5+PVAcmO6SDkrS6z83auvLzcjXX12HBXVxceeOABvPDCC9EmMaUGZ09ikI3lA5Pe3l4cd9xxOOmkk9Db24uKigrk8/lol3o2x9LpNFKpVPQ6EMD3g4bYkAmbkgzKeh13TgUDjyl7IMxllWLTVk6IPauPkn3BOtiwngxEHtB6Zjabztp23iBg6RmATEdmk1oX1lfvHZ83vfleqY/YBiC9D+qO8cpVVmvHTZjt2rdaEHV1ddG2lNsKsEAMsrFsR9GOVFZWhlNPPRVlZWUFvizvQS0vL0d3d3cRE/FMTQY2r5NbemaRdm6gzMiYohcWVaqjqx6qJ38rk2admdlym7AuajJzngzEDFJAoUnPuupMvQGsthFPiKmoPjp5qIsnbDBU94e2VX8muueSUUkmk+7bHzRvjVQ48MADMXv2bLz88svo7u7eZrCNQTaW7Sb2NoCKigrU19ejubkZe+21V8FDzQBinddmcy2MC/CXmrL0x9gYXCx9CAw9c1b1ZfAaCJiyXp57g4+H6qYTR96AozrYdQxuQCEjNQDVsj1T34tkYCvBW1HGbe7VgdtC7zfXo5R4rFjbTAdlANHmLuxeUB8yl5FIJHDwwQejqqoKv/3tb/H666/jtddeizYcGojEIBvLdpF8Po+amhqccMIJOOKIIzB8+PDoLQBeB2JfGXd8O8fpvIdf/YwhU5F/K0h6zFQnsrwOq2WqTsy8NI2XB7eN1oM3MbH0bCnwgMVgEYrRtTy9sr0QLv7We8BArT7OUiCoQMuisbpeu7FLQcXawAN205MnNPU6tRoSib5ohP322w/jx4/H2rVrcd111+HRRx8d8B4GMcjGsl0kkUhg3bp1eOKJJzB//nxMnDgRgG9qWnxsZWVlASPwQFHNR+1wCiZqAqupqtdrmXx9MpksCFuy46ZXKD7X0ulG2Cye+0OZoDJhTmvpGFyrqqoAoKBNrRx2BfBOUt4g4Q1W/J8jCzQPS8/t5gGwdx2f14gLr21D7aSDBbNvu6ee392zuCzf8vJyjBgxAk1NTZg3bx6efvrpkq8jZ4lBNpbtJslkEgceeCDGjBnjzmgbyFVWViKZTKKrq6vAfWDiMR87b+alZ+IrC+EYSvPH8bUek9KYTQV57qAKlPpf9eH66W/2xXLd9U0HfI0yfG5PBi6PuXLYUn8TTB7z5lAyD2z13nBeeowHK31u2C3B95lFByBrM/Ubl5eXI5FIoKurK3oelNGqfr29vQX5t7e348EHH9ymPQxikI3lfUs+3xfX+tGPfhSf/OQnoz0C7BywtbPYDlf88HomvP32JhmYlVpH0mWR6ivk2XAP2FVfE5vxV/Bmk5fZYsif6NWBAYD1YZ0BFLlR+HwikYhWTLFOulqJQ65CE1dcB3WTMPBweBnnyfc6xIyV+bOryBtYLb1GnHj3jNvHG2xyuVy0xSGnt/bhNjS2zs+pWQsf/ehHsWTJEqxevdq91yoxyMayXaSzsxOtra0FrIs7jS2fTCQS6O7uLuhEDJZ8HCjeOJoBxHxzGlJlaT1GZWUxU1XhTsrs19J7oKes0s5bfuqjNMZlwjPs6uJg8Ob2sLzs3V6mL+vCZrXlwSubrD4ekOngp9aG+Yt1oksHNKufx2qtHAMztUBCrxNn8drEfitLNjeGgSrvc6ADaWjSb/z48SVfeKkSg2ws70vy+TyGDBmCfffdFzNmzEBNTU0RmFhnNBNLzzFwegsR7LcyUAYf7khq3jIo80SSAq4d4/zYLPZm7U03/tbjoWOeX1TBWk1hNpkV4JT56+orLVtdIyYcuK+DEzNizsOOGSPVRRAK6KazWiB2f9h/6jFVdct4VolKeXk5MpkMUqlUwaqvRCJR4Mf2BmiT9vZ2LFy4ECtXrgxaLUXlDihVLLEEJJFIYObMmfiHf/gHjBo1CpWVlRFTZdZnoTMMACZmlim7DP1mXyUzYMtLQVavZyBWUGYdGdgtrZr5ljd3em0fNu1ZfzuvsaPMQjl/Bd9Q/KwJx8JyW5ioa0Bn5bks++b8GOh54CoFUgyGvDGMDpK2nSXnPRAg5by4bGbZulyar1OLg9tq06ZNuOGGG/CHP/xhwLoAMcjG8h6EO3dlZSXmzp0bvUHAJhWY2RhLYBbCO1fxunOgeP29go+a4d6kkYkHXsogQx3dEwVkyy/U6dQ37DFTTWtRCWrmK5tlJs7hXN5AYfl7Lg2PybMePJj1F+aleXjMk+uqYVN2vVfOQMHWG+iSyWS0J4G6ZPQ679739vbi7rvvxm233YYtW7YEByRPtvv7tK+44ooCBpBIJNDU1BSdz+fzuOKKK9Dc3IyqqirMnTsXS5Ys2d5qxPIBSS6Xw7hx41BbW4tEIoHDDjsMRx55ZMQ8EokEKisro3ufyWQKOiKDBxAOxVLmxv/Z/NXrSplwym60LO1klo59jPbfjvGHfcz26e3tjbYH5HSsr6cX68wuAv6wrsb+LH87b/dFfZ0e81TGzSFNmk7vmYpGHajFARTujsXX2cy/rjhTP6n9t99af/ttg7hOtnqWEAvX9c9//jPuuusutLW1lay3Jx8Ik913331x7733Rv+5Mb/97W/j6quvxsKFCzFlyhR861vfwvHHH4+lS5eitrb2g1Anlu0k2WwW06ZNw0UXXYS1a9fizTffxCmnnIKRI0dGHdk20fDYDP/3vhV0QszC84v295+PKytm8FTGyXl5dfDOl2I4PDDwddr5PTamx3iw4UlBTatRDAxQVm/WhyebuK0VNLWMEJv1wsKsHK+uPIBw1AGfU320nqyDDUD6FmEVzyUDAEuXLsVPfvKT90wGPxCQLS8vL2CvJvl8Ht/73vfw1a9+FaeffjoA4Oc//zkaGxtx00034TOf+cwHoU4s20Gy2SyGDx+Oz3zmMzj88MMj10B1dXURw9Q9N0sBLouClPrWPEDkaz1G6jFiBQ4P3HVSTdPYcZ691vqFfIOcl5qtms7r9Hy9vlVB01pbAVsntMxFw/UI/Q6Bpedi0bLVHeINICGA9NrJ7guXzZORWq62V2jfglLAvXnzZtx888145JFHSrqRSsl2dxcAwGuvvYbm5mZMmDABZ599NpYtWwYAWL58OVpaWjB//vwobUVFBY4++mg8/vjjwfy6u7vR1tZW8InlryfWUU488UQcdNBBAPoezurqagCFq4BK+fhYFKwYLNR85TzMvEulUkilUgWdgvc3ZZ8fz1jz60dsltlMUwszszAo1i/EJLU+HkP26uylZYBlM9YDKzN/reNzHVOpVFF90ul0tJMUm+Nchn5K6a33WO+b3VM26b3BzkTdKbqfrR7Te+yFiHE5+fzWbTV1qbJneVm6Z555Bvfdd1/RvMG2yHZnsocccghuuOEGTJkyBatXr8a3vvUtzJkzB0uWLEFLSwsAoLGxseCaxsZGvPnmm8E8r7rqKnzjG9/Y3qrGMkDJ5/OYN28ezjrrLFRVVbkskk1g7qg2YWGsw0TZA5vxyiLt22NFHjMKmfLW4bQ8zx1g/5kl6YSLB4BqejP7Y4bsvbLG+x0CDgV+How0kkFn/73BQn28Ib+jB/yap70TiwEuVKadY/+rvslA38el90zvC0duAChyOTDA66uA7JpUKoWnnnoK3/nOd7B582bXfzxQ2e4gu2DBguj3jBkzcNhhh2HixIn4+c9/jkMPPRSAPzKWGiUuv/xyXHrppdH/trY2jBs3bjtrHosnuVwOs2fPxkUXXYQxY8a478fS165wB8zlctE+sRr/aqDDTMjOe7O3xs6M8ViZxkzYLOT8LB/t2OzH9HRQk1pNZaBweamyOwYjY3ShgYavYR3Vx2qAxG9S1YkwjmM10Zl5Tm/RHwzE9tH4ZWbZrDPXIZ/PRyF7VgYPaHqvWNSKML1C7c56e35hs1rYhcVtoJZPIpFAKpXCihUr8KUvfQktLS1IpVJ4P/KBh3DV1NRgxowZeO2113DqqacCAFpaWjB69OgozZo1a4rYLUtFRQUqKio+aFVjEcnn86irq8MJJ5yAvfbaq4jBMrhxZ2MmkUwmC2Jk1UxkYOLOG2KjBi4cusR5mlnpBdRbXh77VHPRgEv9enZe82CwZkBgsFWG7rF1HqTM/aGAx1ECaiEw42JQZ33tWDqdLqinpVEmqHlrZILmr5YN11cHYSuvFMky8OQ21fy0HixsTXGeLMx6k8kkfvazn2HlypXRpjvvRz4QnyxLd3c3/vznP2P06NGYMGECmpqasGjRouh8JpPBQw89hDlz5nzQqsSyjZLP56O9YdX/aP49TR8yqe28HfNCfLwOwnmoiez5BQF/j1PLX9madtxS+vErWNi3aeyLr2Ffr13rDRyqN//P5XJR+Jf9Vr+n5cHtwnqx/9p2PkulUkin00VAzxNkqj/7v7kO3BbsFrG24vpbGvYXc7qysrLIT87X8HNgZTFYmwuBfbccKqeDBvt39T5ks1l0d3djy5Yt243YbXcme9lll+Gkk07CHnvsgTVr1uBb3/oW2tra8PGPfxyJRAKXXHIJrrzySkyePBmTJ0/GlVdeierqapxzzjnbW5VY3qckEgl0dHRg7dq1BTGGuimIB4B8TJkai5qQzFLUH6kzy8okPTDnclQ3Zp7qc+PJFI7F5I5q31Y2hyRpjKmyfW0v1htAwUYmnphOvA+BHTeQZebLLgsVba9kMlkAQjoAaXvyfwV+FR7s+N6zm8TSWR72ihrPveK1q3ev+dnzgJvjoFOpFP72b/8WTzzxBDZs2BD0Tw9UtjvIrly5Eh/72Mewbt06jBw5EoceeiiefPJJjB8/HgDwpS99CZ2dnbjwwguxceNGHHLIIbjnnnviGNmdUEaNGoUhQ4bgqaeewowZM7DvvvsWbArCzMXEM5M91mVp2bzWTuqBrol2etZFQUFNWdY1xC6B8DJTBXcW1dPT0ctH01vbaIiY1zaerurqUJbPeum7utjN4IVH8WSauoC4/b12YKDXSbmQj5r18CwAbdsQuIf299VrE4m+vZHb29tLujEGKol86E7vxNLW1ob6+noMGzbsfY8ysfhSVlaGj3zkIzj22GOxdOlSzJo1CzNnziyY6AJ8H6eKF41gx1U8MLEHnyeuLC2zUhbthNyx2cfHIBZiwCwMZgrq2g4Kct7EkpbDg4V9FDB5Tb83c27M3AMIu3cMLLr4wLMY2ET3dtji75D/VPVR/zuDNdfFA18Vb0Dk+8PPj3ct16msrAyvvPIKvvnNb+Kll14KYkwul8PGjRvR2tqKuro6Nw0Q710QiyP5fB7V1dU4+OCDcdRRR+Hggw8uAowQuHogWSocqBTAaRqvHDbbPTOR9eBjCpZe2VwPj7VrfqE8+JhO4lj+nFbz4glBnuHXrQYZTBhcGIg90Ob2YP8y68X+1e7ubtdE17ro/WCA99pYB3B2FShj5udQJxTtWquHubo0bM4b7G0Qmzp1Kg477DC88MILO5+7IJZdXxKJBLZs2YJ77rkHc+bMwbBhw4pCkDzQYTF2wGxCWWip316n4TxCYGYgorPY7GMNgY+6Gbg8q7du/M0mvV2nogBnxzyTmt0mId+3fTScTvP1GKK6C6wcNZdZL6uzheEx+LF+BmYKaB5j9vTgdtI2VZar+vI9V9+5/baIE43A4A15LL9NmzbhoYceKmmhDVRikI3FlWQyiaFDhxZ0AJtlZvDRzmGiD61nNqo555n+Ibas4GK/2cS0ztrfxs/qztDz3Cl5kOHrPFbLbcKdXt8lxcCrDNKzBPTNswpAXB4Lm/UazWFl8n1VhmwgxeDKeXHZapp7TN/K4LR2vzj+mMvk/LwBAdj6iiID+1Aon9VLQw7z+b6Xgn7kIx/Bm2++GW3d+V4lBtlYisQexPr6+ghU7SHV3aa0gzFzqaioKGB+/LB77DXEwhSUgcIIBztnogyOAcTrlHydV5eQzloeA6bXHnzMqyvnxYxR95VlF4nqznomEomCZcSeXhrmZOc4XwNXS8MM2mOs3j642m7K7vkVOl7b60CpS2zZBWPXGWB6q7W8e82SSqVw7LHH4pe//CVaWlp2rhVfsezaYp145MiRGD9+fASyds4z+TxWCaBoI27u1J65Dvjb31lZGtuowef9gSd3PnU7cB25LZhtMcjqbLot/fQmYLTzMyjxZJjqyN9clgbvqx/TdK6oqIjayOrAizn4tTXarpbG7qOySQVpFr3nnk9TBx71UzOwh1ikMuDQYOYN2Oqa0AErl8th4cKFeOedd5BOp93yByoxyMYSST7ft/jgnHPOwZlnnonm5uaiXYt4hZWayyzMJPQ4l8fHmaV54MkgVKpMnd3mazS+Vc97erFpaukUqE13Tz9lwcrSlI2H6svuCLtWJ314sDJ2yBvJMKB4bhIb/LgMdVmEgNXTQ+vDbcfnrS1Duul9yuf7fMQWT6wMnuvT32+uU1lZGbq6uvBf//VfuO222973klogBtlYSHp6enDMMcfgoosuQiqVKjLRvNhJj0XZ71D8I6fX/Dw2YsxC/ah23nRjlufpZ2VqCJoH7J6erA+zatOPgZPbQ0Gb81IGy9eoqc3lWZ0ZqNWyMHAFUBCJoOyZdVNG6Pl6NUqAr7F2sUkwLkvrHBINdfPui+XNb26wZ6SUaW96sH+Z710ikcAvf/lL/OhHPwqGwW2rxCAbC3K5HMaMGYOhQ4cinU5jzZo1aG5ujs4rYwIKQVSl1IPJIGR5qzvBY0HqT/U6uP3Xa/U/B9977EYBgU3WEOPtr/46WChwMDNlN4WXFwODiQ52wFYTnC0Kz3eqOnM8rOXDlonuy8ptY5u2A4UvxfR088DWG6hCg5+K6ciRLSxcnne+rKwMq1atwn//938Xtcn7kRhkY0Fvby8mT56M/+//+/+QSqUwfPjwAuZo8YvcaTwfmIo3CeR1Og8kmcEpm+P89JsZjedr89gllxHyzdr16ovUgca73juv7gP7bTti8QY3LKXihr2ybeKLfbylBkc1+z13j7aNhXNxRADr2l+d+V5p/gNpQ2XwIcvJhHVVt0V5eTkOOOAArFq1qmQe2yLxcqndXOzBTqfTmDBhAiZNmlQQUcCbdHAnVNZn4rEHDeXR8BvNwxgYA5+CcQh4mXUxC9JQIzVl+Thfr6FOzKDVFNY28K7jNuF6hoTTmp4h3TzhenKbahsqq7brbBMXvt+eL15n901sgFYXDd8P04834PHawBsI7ZxN4rE7gEmC6uq1WW9vL0aOHIkjjjgiyn97SMxkd2PJ5XKoqqrCggULcMYZZ0T7lBr4WdiP+h/5evtmVsFMz/P7qXsAKL33KV9rwnlwZ/DYE+tbigF6+oaOlWJ7DIY6QPACDS8PG9gUxNSVYG0XChnzwFfviQ6AtqlMCPzVdcP6MVDat/r09RrW0Yv51fqGBgRub85Lma3lxa8i13bLZrN47LHHkMlk3ndUgUkMsrup5PN5DBkyBOeccw7OPvtsDB06tOBcPp+PJr+MIXCsJXd6D0xKmdHMeDwfLHdmL0JB/+uMuRf4bqLxtcpivTJMz9CEDA8wHihonTy9ND+dSAsNDqGQsdBiAJOQaW+DAE+YJRJ9u4oZ0+R7yGY3Pw8WvueBoAfwpULBWHfvHmndcrlcwYDB11rdQm1aVlaGj370o1i8eDHeeeed9xUfaxKD7G4qiUQCBx98MM444ww0NDQUzdbn830hMqENnIHiyQOPaXoPs7JWz1Rlk9KEO7KCUH++Q85DmVgIADlvBYlQ+BZfy7Pfds58rZw/s1dvkPIGAr5PXl31fMhi0PzU0rBztreq3lMGQQNpu0/es8P100k+YKsPWRdHqCuivzkBdjGw3qoP191+77nnnqioqIjdBbEMTOyBNQZiJlFZWRm6u7vR1dUVfJjy+XzkQvBG9FAoEFBoLiqjsGu04zBbZNCytAywdp3Hdhh4uCNrGj3HIKoz4yHz2I55bEujGJgpalr7zdd6eZvYPVHQC7lYvHuQy21dt68+bAZpnrFnhqtuH9M55DLQ8jWkzMpTfU0HfR60ztwWPAjbNaGBl6W8vBz3338/li5disrKypJpByrxxNcgllwuh7q6OhxxxBGoqanB/vvvj+985zvRWygWL16MRx55pGhDbtsF3wK9dQaWfyvAGnAZC7YOoXkYeOibBkyYIXKHYfAJzfCzLt6kEbePpdNOzAxLf+v12h689JjrovWy9L29vdEbEOw31zuXy0XHefUVp+/p6Sm4TieCrDyOnQVQsNGL3TfbCIb10vytDHZX2FtxLV+7Z3aPtb3tN99/ZrEM4t6gbL85Dy8sje+nkgV9LjKZDObPn485c+ZEkR7vV2ImO0gln+/b5OKCCy7A2WefjZdffhmNjY2YOHEi9txzT3z+859HOp3GxIkTI18rxzcagzW2Yw+i+tHUbNNJCwVP9VNa/pqvgQJ34p6enoJjzPrUF8sdkjuRHucyWTd926o3k6/RBSE/tImyYwNR3YCGmRqDgLatZy4z4/bcNcrmrK3UhaL7E/B/fZml+T8NIHmPA9bbcxtZvK2CnboL2ApTq8KzhLRNlPVqiBzrWVdXhxEjRsTuglh8YaA48sgjceKJJ6KiogIHH3wwcrkcOjs7MXLkSJx33nmorq7GfvvtV3Cd/ea4WAUoezgVQE3U3FTd7Lf6Uhl42XT1/HDqR2XgUWCxzh9ivKXakjuy1+nYLcF6MTConzMU5eD5QzkvS8f11jyAwmiQkG9XmbWWGfJhekzTy1d14naxPR68yS7Ajy4JuU20HP0dEs91YvXYsGED3n333e2ypBaIQXZQST7ft9l2b28vxowZgxNPPBFDhw4tMtdra2vxsY99rADUvLy0k9pxZXMhs9nzmbEYi+VO5flbPd2YRYeYjeci8PSwtPyt6UN6aBvygKB1VfYeKs/T09rZq6vHTi3vUHuqKa3twKa355vm3yG/aygqwLOK9FlhXUKDA4tO3IaA1siDZwnYtUOHDsWnPvUp/MM//AM6Ojq2eXBWiUF2kEg+n0dTUxNOOeUUZLNZTJgwAbNmzSrJ7PR6oPBh90DW0lieITaizKiUMAAB4ZljZoLsR1XdmV3qBAqnVXDSc+b31BC10G9PzO3AA4/WzwMTdQko8wyBlF2r1gC3qzcwhgYjA1tvwGNrwhssQs8GX1NqwObniwcMbX9tH35GlPmX2lvYvsvLy7FhwwZ0dXUN+BkuJTHIDgLp7e3FjBkzcOGFF2L//fcHsHUSQjuw+qC444fSqnidrT8GoZJIJAqYknYSTsedSX1qqod2PG+G336rL5L119lpBRqvPUNt5QGaAq/moczU0poPkwcBj5WqT5fL4kEtkUigpqYGHR0dRWCpA7QOSjqhxcBm9eb2ZhBln3eptvOsCO+Yx5q9AVTzZFBmqaysxJAhQ9DW1va+gTYG2V1UuHMlk0l88pOfxJFHHlnU6RgkgD5AtomKkNnMx0MgxOlNB/4u5YLwruPzHntTVqOd39NdwVXdBwqkDOga3uWFBHluDq9t9DpuS2bN2s7eAMi/7T+b7Xy/E4lEdK/tvls6bnt9pY4XHmXp1SxnfbXumh9HELDbRNtaQVR14QGKdbNzHHOs7ah5qhvG2uP444/HokWLcPfdd8f7ye5uYg/n2LFj0dbWhk2bNuGCCy7AMccc45rF6XS6KCQIKIzDZAmxl5BfVc97rFRBMJFIFMTe2jJH1UlNSctDz3ngyzPxnF6ZGLertrNdr23CdfP8eyFLwGPCrC+zU21fZeQM8NomPFAYsPJSXTXL9fUqPKHJ95f1Mt8mM2MPUI2pGgu3fHnrRbs+5NtX8YBYdfcGYRMeMLX98vk80uk0Xn75ZTz77LNFb5R4LxKD7C4k9mDst99++PKXv4yenh4sW7YMJ598cgEbYPZjcY7c4YBiPxSbbTzi22YxHGmgpmjInDJWwZ2QO6I3KIRYpseo1Uw2HfkdWFw3+/A2fVwX1tHy47rwq2CAwveYmTCwqN9R3+zguTfYF+5FU7Aupr+1B5+3T1dXVwHwhFwsDHhcFys3m80inU5HMbSsJ98LHgw9X63lz/vAAsX73XK9uA10YkwB0/LyLCJ+DngRBrtPkskkHnvsMfzTP/0TNm3aFC+r3d1k6tSp+NSnPoUDDzwQ9fX1SCaTmD17dhQ/yqYSsPXh4l3y1W/GnYNNV2amCjbKmELmul3PaVkHzZNBicHZrmdWxOmVrXJHN/bECyNMLwYRZb7WbjoRo2Csg5u1Fy/w4Ou1DD7nDVbMYvm+cR7qQlBg47cHWHoGVB2ceQcrbhcLzq+pqcGWLVuib8+d4rH/UH150OB7p4ye68ds2Y7ZPrc6SKmFxIO6PWs2gD755JP4u7/7O2zevHm7sFggBtldSpYtW4aHHnoI06ZNw9ChQwtW9Xi71TNosanG6ex3yPz2Nl420ckyvlbNey3HO86TISEWqxtJW17WsVgPO8bMxvLXiAFtGw9MraxS7J3rroOP58/U/NjctvOcX8j9wue5DfW3leGxVktjQOW1RT6fR3d3NwCgo6PDXdrLzwHXk4X1YQuKQdH+q+XD9bKy1GrxdAD6XFM8UPEmSLlcDr///e+3K8ACMcjuEpLP98W/HnnkkZg8eXLRe7cUQIBCBllWVhYtc1XWo9fbf/7m3x5bNOHOrr5FzcdzIzCgKGPmb75GGXDIH8esVJkk159ZDp9X9uiBPJu8ei3fG10YwWWGrAG+n1wPBiHNz1wn3n0IDbh6TEHd2tezmDwTnVklH9fXi/Pzxzrwc6eDDNfdGyytnnw/mGyoOyOTySCRSKCyshI9PT0lB9JtkRhkdwFJJBKYOnUqPvvZz2LcuHEACh/WUp0EKBzR1delLEvz8JhbiEnxOQUa1YdBkevDaVhH1ofZWak203YI1Y3/a/20XA8IOK3X1t61WpbqpeVwWgatUpNFZol4g0ro/rA+HpCq/qaD1o3BU3Xl501dR2zac7txndQSYb+uWiss7CbxJsjS6TQ+9alP4U9/+hNWrFixXfyxQAyyu4SUlZVh9uzZ2HPPPYs6ofoEGTw8lqmMzI6peCaol46vVzalv71jnn6lANoz3VnPkK466eT99totpD9foxOBWi8zge1eeT5ZlpCVwNdbebxiDih013gDEbdNqYGInyvO2wN3bjttZ8/3rhJyR2l67757dff0tTbzJneZsKxduxabNm3q9x5ti8S7cO0Cksvl8Nxzz+GVV14pABGe0PFGfBP+zTPW3sw0/1eWqmzCK1fLM5PVY7xs6uskl/ohWV81P0Ng6ZmYXr1C9WYwK8ViWTwQ4zwtX+70/J/L81iktj23M7ch/9dJP9Wf68fXeP54LUfrFmrzUHvxbL++poYHPL3f/Nx4ERGWl7at9yzwhjaVlZVobm4OEor3IjGT3QWkp6cH7777bjS765npJtsCBNrJNL1O1Kj5bsf4wefjbBJ6ndzSMaCqKWjCA4rqwgyUQUbr44GxDVb6X32WIUboRWp47a3tzPUKtX9owAjl7x3je8yDFd8PDxwVrPV4qTLVwuDz+j/EYk0svbf9oYqya/3m8ngylCeJ9913Xxx++OF4+eWXtxubjUF2J5d8Po8xY8bgrLPOwj777FMQ/F6q83ojtqYt9aCyORZixwpQ3kQW65lIJAqiINiE5ry1jswq1afm1VXbQtmQXs+vSjF9vPAhj72ZPqHIiNCgp+yc27i8vLxo31yrP4dX8fWeWD7MEC0vtQp00GU9dfDkb8tTB1/Lw9tkhl0ZocFenzsdZC2t5a/74qrbRMXS2JsYgK3uggceeGC7ugtikN2JJZvNYsyYMfjBD36A8ePHRw8GdwwA0cOmu+4zuPFDzcc9gNbz2hlCE2nehsmmb09PTwHrAwrfKMqM1uvwyr6t/sx8Lb2W480mZ7PZgn101S3gMVTusJ414LWpslFuG21jbn+POdv9ZQCw+GfvmhDgJxKJAnBRnTQ+eCA+ZLsXPPmkvmNrdwVtew50gNN8eOcyO8752BLiTCYT6eUBrOcntrQ1NTWYPHkyXnvttZJ13haJQXYnllwuh3nz5mHSpElFu7R7nZ+ZnUpoFYxd73V8D1gVDPVau8YYHu+Qz0yPy2J9PMBnZsvxi6aLTn7o5iNe6BabjRp7q6FYlifr69VB2Zwd80xxb/Ay/TQw3zODvXtk1oG28UCiEZix9uerV9GBiX3GWhf9rasQPWtBJ/FCevCG4V5dVZT55vN9G93/n//zf3DvvfcWkZb3KjHI7qSSy/W9OuaUU04p8p0pqPI5FmZm9t8z0fgBZjbBTKI/36H+tvT8+uVSZn2IgRvoccdVlsvsMpFIFATTJ5PJAtZm1/J+Dtbe2iYKDApeylBDDDRUZ53AYjZngOnVWX2kPPBxXdX3am4DzpctAR6ISw3K3gQaWwga8cIDlLJivQehsCvVQds4n89Hm2wzsIfmAUKbuOfzefzxj39EV1fXdnsl+DY7Hh5++GGcdNJJaG5uRiKRwG9+85siJa+44go0NzejqqoKc+fOxZIlSwrSdHd34+KLL8aIESNQU1ODk08+GStXrnxfFRlskkgk0N7eju9973sFISX20OvmJtxp+JvzYybALJBnYe28HbOOyemZvXLZ2rk9Bsd6aBymgqvWj8Ur18rmdsrlcgXvwcpkMtH6e9ZNIxaMhduHX5PCM+9eXb3oAT5vYu2r50wPPZdM9q1Q0nui+vPgxGUDhXGo3sBsYvWzvS90Fp/vA/tK7ZiVoeWHBn6zUuwdc1ZProd3/60c9v2GiAhfp6+fsXxyuRyOP/54TJgwwV3E8V5km0F2y5YtmDlzJq699lr3/Le//W1cffXVuPbaa/HMM8+gqakJxx9/PDZv3hylueSSS3D77bfjlltuwaOPPor29naceOKJ261Sg0HsYWtvby/yj3lsiTtYaMTXB11ftGfnmGF5/z3Q0zKsU3pszY4z42S9vHK5o6oPUtMwKHHeJsycFJS9fEoNBDp4eem8NlIrRL+ZyXrXa/1tIFCWqm3sWT86CHr308rRQZyv4Xtu+fEgZ/rxcnD+mHVhqxOz2Ww0MOpLHLUsKwdAwQDEQKt9R3319tlnn33Q1NTUr7thoLLN7oIFCxZgwYIF7rl8Po/vfe97+OpXv4rTTz8dAPDzn/8cjY2NuOmmm/CZz3wGra2tuP7663HjjTfiuOOOAwD84he/wLhx43DvvffihBNOeB/VGRySzWax33774aCDDsJhhx2GhoaGogFIR2Fv8oM7en+str/Oxek9EGEQ1evtmtCbRPnbK4PFA0stU+umbeAdY7Ma8N8n5pnOXht7YMXpNS1fbzqHZscZVLzznDdHJWhb8uDCOqne6sfWAU8HUM1fy+BjHqnS3cUsLU9ustg52xzGJDSoat4s+Xyfe2vlypVYsWJFdCx0Lwcq23UxwvLly9HS0oL58+dHxyoqKnD00Ufj8ccfB9D3Guqenp6CNM3NzZg+fXqURqW7uxttbW0Fn8Es2WwWhx9+OC688EIccMABQcbHTCwEVgo8LMre9DiLso4Qq7TrPdbndcj+0ikzVdAIMWE195WteHVTHZSNMwNjCfmrOZ9Sbcvl8v3wBovQter2MeBhl4Myd28g7Q/IOMjf6s5uJz7P7oqQy8Ty4Lz4OJ9T9wk/gywh5h5qO3a/WETPhRdeiP322w/V1dUlrx+IbNeJr5aWFgBAY2NjwfHGxka8+eabUZp0Oo1hw4YVpbHrVa666ip84xvf2J6q7rSSy+XQ3NyMOXPmFDAW68Q8omsn9ExoTWfn+FtFAUclxAT5egVej3FxHh5L5LQe4wyBkqcr6+YNPqWA3tOZhf3foegJNqH5nAIdtx2zVgYqBkRlz5bO08Vr01IWjEloIol11fsSKpfroOColgSwNSqGJ2K9OihzLRWZYb+9aJN8Po+KigrMnTsXw4cPx4svvogbb7wx2jzmvcgHEl0QerBLSak0l19+OS699NLof1tbW7RRymCUzs5OvPXWW5g2bVpB5ykFACalHkLt0ED4vVLaeUP3J1ReCIAtnR63jpFOp6Ot9ELMyvzVXE5XV5erY2jg8XRm3TRN6HiIGXtleoBoYMPlM3vzhAdfFcuPBw0FGq0P//Y2HGJdy8rKCiYBVe9SzwrrwPWza9UtYpEQ5eXl6O7uLpp3sPT2LNgz5AGr9yxpeQa8bW1tuPzyy5HP5zFs2LD3vSPXdnUXNDU1AUARI12zZk3EbpuampDJZLBx48ZgGpWKigrU1dUVfAarJJNJbNy4EXfeeWeRz0pZrDdza6KgrICgppnml0qlimas1WUQAifLKwTgau5x5+S4Wh1UzNxNp9OoqqqKZoi7u7uLJlJUPKYNoGjmnPXS90/pDHspt4PH5Nl05vRaV24nrz01MkLvHf8O6cgfc61Y+7Nrxc5ZvTl2lJ87bj8r30KqrP6mu33bR8u09Gy5aTyz3R9eOGERCel0uiiuWS0htRBNcrkcqqqqcOqpp2KPPfbA448/XhSjvq2yXUF2woQJaGpqwqJFi6JjmUwGDz30EObMmQMAmDVrFlKpVEGaVatW4eWXX47S7M5iN/zYY4+NRmg+pz7CELAom7HO7IUUeYzM/MAhpqYAYZ2F9Qxdy50rn9+6SbTNLAOFE0/s60skEtiyZQvWrVuHzZs3o7OzM4p5DIVOsR4hVsuAYjPZxth0Vpo7KC+U0HLZJ8rgwUCuvmI+r9EZDC6al6efCecXGpQZBDV0jWf5ObqA7yE/Z6wH+28tNMv8u7YQQYFcj+VyuWg1l4WxGaCWl5dH/3t6etDd3R2F6el9t/thFpP2AWuT8vJynHjiifjqV7+Kb33rW5gyZUrRHs7bItvsLmhvb8frr78e/V++fDmef/55NDQ0YI899sAll1yCK6+8EpMnT8bkyZNx5ZVXorq6Gueccw4AoL6+HhdccAG++MUvYvjw4WhoaMBll12GGTNmRNEGu6tYJzv99NNx7LHHFjBZDg7nDgNsXetvD6IKg5+CIzMu67TMNhikPOZpx3WNuprIVgcVvlbL4c6sJq3HTM1cNPbDwBcC2tCrVlh3rjf/t2PW9qxrPp+PlneGQI2ZGrcrp+W668Cj94R9kdy+QOEyYstf24nvh7Wnui8SicJAfn2WbNC09MZmeYDg9PYOOb2H+mwym+U2sXbq6OiI0qs1of3EjvFbmzOZTME5q+Nxxx2HkSNH4lvf+haWLFnS70SaJ9sMss8++yyOOeaY6L/5Sj/+8Y9j4cKF+NKXvoTOzk5ceOGF2LhxIw455BDcc889qK2tja655pprUF5ejjPPPBOdnZ2YN28eFi5cuN02yd0VJZ/Po6qqCueeey7OP/981NTUFACDPXzMduwcr/JhBqqdR6/VyRh7sBRUTD8TdQ2wGMjpJJeyLcuTgUwZhbocQu1maVOpVDRBEWLfppsOAtxe3MENdHjihdvNWBnfC25vbSMGDk4XAkcFJW0vbXuWUhNLnm78ahbLT9mlXq+DHethYMXtPpClqjYg6L1IJre+BDP0TKk/25ts5XvJ7gbvlTO9vb0YMWIEmpqa8PLLL5fUOySJvD6Nu4C0tbWhvr4ew4YNe08jy84ouVwORx11FC6//HI0Nze7/thEIlHwgj4eub0HTju6xzr4v4kCgeYZAg0ty8xpZZec1n57oMgDhA4WHsP22I/qw3l7dfcAutQxZUre7LnWnRmvAq7qrgCsbE1BOgS0qo8NNGxFGKu0NBo6aECnu2Fpe4QiSfR+hdoFKAY81qOnp6conMteK+P1AU9sAi90H7idn376aVxxxRV45513iiISNm7ciNbW1pLzRIMDoQaB2Ki/adMmd3KBWSz7pyyNAofHpBSc9WN5aryl+jtVb+48avox4Jif0x5ujjvlepoOuumyx5q8TqSA6k1sqa780bZSRqhAxgDH6b3BQc+Zb5H11D0LPB4Uag8Tb5JOgVt9urqZj7YX/9dnwtOlqqqqaEJOny0FcfOb8iQX+6YBFLmXBrI5t7aNkRX1kXsD9OTJk3HMMccgnU6796I/iTeI2YnkySefxOTJk7HHHntEQdD8oLDLAID7kDJ4hExQ7z+DnD3Qmt5jgl5eDBCsowf8rL8H4qWu9+oeKkPbTAecUJuU0teOc3sps+Z8QuXwYOldq9fwvfLAxLt/+izYeQZ9tjxUeLaeQdBj4tZGFoqneZiwVcbsNzSQm97Gpu06JiXsm2YfNQ84+kxxOZ6oG2VbJQbZnUTy+TyGDh2KCRMmRCOmPVBqTocebO+BUWD0HjAGRXZTeEDLZYb08VhYCOBDDILzYtEJFxXP5xpihNo2fEwHDa/eJsbY0+l0NAOv+nJenI/6GPV3aFBRHVUUYL23SoTKUuYObJ08ZYDV5zL0jJoOxta5DbRMLz8FWH6OvcGI8/Pq4qUvdd5WnOoE7EAldhfsJJJI9M1wrlq1Ct3d3dFDaKM9P5gaxqWbgqiJpX6vUuaxmlsewHsA7p3XvPhTqh342+qok3Qh4dlpuz7UmRXAtIMrQHtp2Kfnha3psVBeobZQMxjwFykoY1PfoRfHGhosNbqCRecK9PnhAc5EXQShQZnbkp95Ble+TkkD178/KTVAaJqGhgbMmTMHw4cPH3D+LDGT3UkkkUigtbUVr776Krq7u1FTU1Nwvre3N/LdeQBg396EA+Dv1anlMxCVMqOYZet5Puex01CeOlnCzNtMVPUzevlZG9jEjYYE2YdnlUOsSNtB/2t7WmxmaJBid483uHG+zPrsvIKimu3a5jphxnXU9tY6MWhzXC5vjK118K61urB5XyoCwIvxtbK8QZYHzdDgrdaNl3cpq623txcrV67Epk2b3hOTjUF2J5FsNouKigocdthhqKurix4ICw/SNwJ4ppSd4zTKxFgUZPiYipp33sPmmbal3AFWtmeGqYmogGnn9DoebBKJrW9S8ExU3gxcmSK3AwNyqKMqICq7t/8WntTT0xP5+ljMJ8qhTyoKcnyMjzMTVv01f51E5bhazpsHPB24rA2z2WyB/1WjGuweZjKZgvoxAJuupmOo/VlCAwff47KysqJlsp51xeWUlZVh9OjRGDZsGNasWRMsP6jXNl8Ry3aXfD6Puro6fOITn8Dxxx8fASuzAO2QbPLp5sxsSjETVKCzNHYsBKDKVM009oTLVlPQi08N+fc4DefrtZ2ng81ke3UITR7yQMMAFLICrBxOz+3Mbhu+pqenB5WVlUV7pHLb6m8t1/LXdigvL4+WlVq72ybllsYiGtiE5zZOJvtijtU1YCu/tD5cb9ZbQY/9pEYqWA/Pj6os2cqzAYD7hfdM8nOlVoHnL+fn1Y6Vl5dj7ty5OPzww0tagyGJmewOlnw+j+rqapx33nn4xCc+gXQ6XRC+Yg9TRUUFOjo6CsBGzRwFQz6mbI3ThPxR3m/7z+/B8sw+E/azsa4eq+Z6cOfS/Qy47up75Gv4vMcyPRZmwmxNBwcDFTOd+RU73OahTpxKpVBdXY2Ojo4iC8W71jN31fS3+tv9YPbNbZ/P56MFGzxYqlnPwi+c1K0eS4W38ay/gqkBrQ3GCrD8XHnPJ7tJysrKkMlkCu6Z95wDKNjchsMH1R2h17/44otYvHhxMPqilMQguxPI+PHjccwxx6CioqJgtpkfss7OzgITzQMtNYFYSj1IHkj3J9whQwyCmaznv+W0yhbVDDcwM1OUTX1tL08P/m/H2CRWxmMAwYycfzMYMbhxXl7Z9r158+aCDVQG0vbe/eU687JTfT0RAw+7VJRFWp7WPlY//faeQbUW1J/Ledh/c5t4E3acntuPAbanpwepVKqgLpw2VH9O4/Udvv6ll17C9ddfj7feeitmsruqrF27Fs899xzGjRtX8PI2G+HZ/OIOHDIjgWLTKDRKm5Rio5yn57sKmew66aQPLx/3AJZ1s7TMoD2mxnkwyOtxoDhuk49b3rykVn9zG2gblgLNUmyVWatnBpsrSc9p2xrjCunCg4sHsFZ3G1w4HwblUvVkwNOFDnw/Nb3mUQow7Zjp7T3HvM+DZ7kw6Opz+Oabb+I//uM/8NRTT73nZf8xyO4E0tbWhjfffBO9vb2orKwsmozh2W/+5geQz4UAlSc5FEw9xhBigCwe6PJDq5NLntmupnaofP5WE97rKKFytRwVZkrsM+ZQOS7XvnWmO2TeA1vBWwcMz2+tZei981wnJiFfp+cWYL++5m/fnnuglH+e9ee8uE1Cuofy0Tx4APCeYy8vFY+w5PN5PPzww3j66afdfXYHKjHI7gRSWVmJsWPHorKysoAVeb44ZhXcIUIPqo7gdkwZjqZR9szXcfpQ5+BzzGhKseiQ+eal0cEEKAw3CrF8ZTohoPXazdPdCyHqj8nyPQ1tmGKDq4ZoeYDGzNsrS2f7TV8uS8v2LACgeFWedx80AsS++fnhCSsPvDkvnTzzXAKl2lufaY8Je89bPp/H8OHD0djYiNWrV79nkI2jC3awJBJ9+6M++uijWLFiRdEsqok+hN4Dym4EBmHOSzuLneP89BoWNbWYJRl4eN86i86dTnXWjqwmnAGHDkBsxusgxBaBx2pDHUhNSu86jezgqA7vv8dy+bd9FIC1Dflb75EdLysrw9ChQ1FRUeEOzizWrnYvbAIt9G4tLs/08qwfbT8ui/eM1efD0ln+PF/B7a/larQE3/vQIKFibXDwwQdj0qRJJd1o/UnMZHew2EM0YsQIDB8+3AUwwO/k3n9vVFa2ZZ2cGZA3wjPwKnCb6GRPqcmfUqxRmSADq15nGzSznqyTxaF65fbHRrwObhLyAYdMTfut7FnvsaZnJqllKOiz39vScX69vb3o6uoqeH2LDpQ8SaUb9nA7cD2NHdtgwPW254CfO2+Sjf3QpVwSlh8vxuE2CDFRbm/PCijl6jB5++238Ze//OU9TXhF5bznK2PZLlJfX4+mpiasWLECb731VkGn6+npiWIpVUKdTkdqTu89lMz87GHmiSaPiXA4jokyOhPNi9kHm46cj04q6WbLBrBclrEibwd/E2ZqqgvXgevhxSCzrspOFSxNN+8+qimt5rTtSKX32fS0twJwOv1OJBJFIVseYNq31d/aUndM4xVf9pvrrm4YA8eKioroTR/8/ChLtuM8kVXKnaTpdDKR7/1ARC2+vfbaCwsWLCjYM3hbJWayO1Dy+Tz23HNPfO1rX0NHRwfGjRtXxJzy+XzU4ZhZ2ejP0Qecr+cyYEahM9heh1e2wyyJQUx9rxxGpMDD19h/jYNVxuddF2LviUThZJUHisy4rdMrk1Km6VkVpdqPy7PfBlahAUnz0fy0TG+bSBNml8xs1Ter9bIBwfLltuF8WJdSYVf2HNgx9g8zC9Z7aBuwA1v9t/ZcMSNmPzy3G5MIDxw90PXmDqqrq6PY9f6soJDEILsDJZlMYubMmZgyZUq0iTADWFlZGaqqqtDV1VUARECxCayhLv2xK088FsqAw52by7XfpruawArY3m8GMwZzz03Bx0v9NmETluuh4rktvDZVgFeA4IHK0nBbJpOFG2IrK8vn8wXvlPJMVWbzCiKsE7uBeKDiwTp0v71y+TVD3A68wgzoA0bbb8PyskGBIxvYlcLga+4eHoQtX20vb2D2XDPcTgq+rIfdo87OTrz22mv4wx/+UATm2yIxyO4gyefzGDJkCI444ggAWzuN3fjq6uqos3mgwB2Ir9My+LeCkT40Olp7e4Z6zMrzCdp1yiZDbaEg6flkGeR1dQ9fF5qB1uOqq04glpolZ+F74Q1+/J/z1j0IdDUV14vBQq0QO8erkbQsZZd2DQObMUh2AfDGLix2HbsPrL7pdDp6Rbu6IpgdK8v2wsosXxbe34GtAr4/7PfVAcbS8X9u0/Lycrz00kv4yU9+gs7OTqxZs+Z9vRorBtkdJIlEX1TBjTfeiL322gujRo2KbrR1ChvNFeRKMQ3LOyQhZ78uDWVhgAk9bAw+yeTWF+h5G5fwb62fx7aVXZuuCoDKuPW3pfUYteVt4s1YazmlRM1+vreqW6m24PyUndn9yGQyyGQyqKqqKmDRWrZXHoOo6WcA5rkf+qszv/nCe2cWgCIW79WL+wEPHByBYACr90ZZOqfVgVAHVjvW0tKCN954A8uXL++33v1JDLI7UKzj6E5RQPELEfkae2DUDPY6kokd17fKmoR8VKEIBxM1E+1B5iWZpUCJO5jWsaKiomATbO1k/YGTgo3HbrVzegDP+aie3A5WH47Y0LwVfAHgz3/+Mzo7OzFjxowIKK3dstksOjs7UVFRUbBx0NKlS/HGG29g5syZWLJkCZYsWYLDDz8cM2bMQEVFRUF9+b6oRdPW1oaamhr3TbAKrMqoQ8Ct0SEmeq91sPPuYWjg5P+hZzlEGnhOQu+L5V9fX4+1a9cWDYzvRWKQ3cFSW1tb0Kn4hvZnopRiPl5HALa+EqQU2zPRh1SZnU3kWDne9fwQK8iEBgRmVFp2aFLMAxDPCgiBqjcocZ5Wtse0ga2mvjdoqF/bgCiRSGD16tW46aabsHTpUpxxxhk46qijUFtbi/vvvx977LEHysrK8MADD2DKlCk48sgjMXToUPz5z3/Gd7/7Xfz5z3/GAQccgDfeeAPvvvsunnzySZx//vmYN28eKioqokmsyspKbNq0CZs2bcLIkSPxyiuvIJFIoKamBn/4wx/Q2NiIY489FmPGjHGZHYMSD6pqFdi3Tsp61gS3t06c6sDuuXYU+Pg+hkCRwVf9z/osDBkyBBMnTsSf/vQnN69tkRhkd6Dk83k888wzePrpp7FgwYKgWWdSihEqmIb8td4DXypvBkV+gL1oBtNB6+FNZlmZHgjbdbYpjtcGPMHGxy0PZdAeCIf00Hpz/qH2UmBQUFXd1fpYsWIFfvjDH+Lhhx/G8OHD8fjjj2PEiBFIp9N47bXXMGzYMLS2tmLevHn4yU9+gmeeeQb5fN+yT8v31VdfxU9+8hN0dHTguOOOw5NPPoklS5Zg3rx5uO+++/Dqq69i7733xnPPPYfu7m4MGTIEr7zyCsrKyvDEE0/g0ksvxdSpU4tijDds2BC9jXXRokUYPXo09tlnn4K323oDpdVZJxAZrDlqhQE+RAKMzYfK0/vN12qkRCjEK5vNYurUqZg0aRIWL178vvyxAOJXgu9Iyefz2GuvvfDtb38bkydPLpgc6O+6/sxwS+eBAz/cCi76cIdMPNaDdeYOpW8V5fJNB2Z1ylYViBRgWTxTlvUs5TrwwNjSMItlsRhPnTjhMiz0xyYvuWPn81tfWnjHHXfgmmuuwbp166J8vde8jBkzBlOnTsVTTz2FLVu2BO//sGHDMG3aNCxbtgxr165FY2Mj1q9fH7kdeE9YvsezZs3Cpz/9aUyZMgVPPfUUcrkchg8fjttuuw3Nzc2orKzEbbfdhtraWsybNw+f/OQnMWTIkALQTCQSkX+4p6cHLS0tGDVqVLSDGutsfnvdRDufzxeFLOq9CpEFFSUYlodNnNo9zGaz6OrqQiqVQkVFBR5++GFcfvnlWL9+fUlmPJBXgsdMdgdLR0cH3nrrLey1114A/Bl9DwQVHNikU/AKjfIKwt7DVGoQ0+v54VVz28BDfWF2vQGOHVffrgIYt4UOBl7d7Lf5v61j86QKD0DaiT0T1YCS62LB9QaUtvs/52f+9mQyiZ6eHrz++uvYsmVL0X3T8letWoWWlpaie6+yYcMGPPbYY1FbrVy5MsqD3x9nYvX605/+hK985SsYPXo0Wlpa0NPTg4qKCmzatClKl8lksGHDBvzP//wPqqur8YlPfAK9vb148cUXMWnSJKxduxY/+MEPcMghhyCbzeL222/H4YcfjnPOOQfNzc0FoXq81aTWNcRk9b/3XHA6A3eTVCqFjo4OrFq1Cs3NzXjhhRfQ1taGvffeGzfffDOSySSmT5+O733veyUBdlskBtkdKOaT++1vf4tZs2ahvr5+QGanjfT2W015wDdfPXeCHdPYyZCvymMDHrCxDlYOuw3UjFNzX8XYkmemG4Bz1EF5eXkUX2w78ANboyiMaXmTI1aOvrJaGTmfV/C3+lpefL3Vpbe3F3fccQf++Mc/RuDXnwzE8AyxvdAxlo0bN2LDhg1Rus2bNxcMhFa39vZ2/PznP0dLSwuGDBmC3//+92hsbERnZyeWLVsWuTGy2SxWrFiBNWvW4POf/zzGjBkTPQO9vb1R3KvqpfvMmu6ehZJIJKLVZBYKmUqlsGHDBvzlL3/BlClT8PLLL+O3v/0tzj33XNx333244447sO+++2Lp0qXYvHkzRowYgdWrVyOTyUQxvtvLSo7dBTtQ8vk+B/vf//3f49RTTy1aA64gy2vLTXTCjF0JpdiApbVz6g/zgtT5OtaRQT6dTkdhPBrgre4AoM+k5hcQsrBbwDpjKRbHwenpdBpbtmyJZtotL/aH2qIAbUsVBdLQIKDX8D3k/7lcLgLYq6++Gq2tre/b77cjxJi8PS92r7xVZfX19fjyl7+MD3/4wwXPgee26e8+W3pL29XVhWuvvRbNzc045ZRTAPT5p++77z78+te/RnNzM9atW4c1a9agqqoqsiQs3trrbwOR2F2wi0hvby+WLVuGtrY21NbWuuY0uwJM7GGwXeFZ+lvZ5E1eeeE+wNYlspbeC9A3yeVy6O7uLmLEqj+XZWyQV/Lobkt8LgR4HO2QSGxdr29LM1VPG4yMVXppDBC9hRGmC2/ibUtB2adsbhAzW+361157DT/+8Y+xadOmYDzpzi5230xKDRSTJk3C1KlTC2b1+VkKPas8MPG1dryzsxNXXnklbrvtNiQSCTz88MM4+eST8e///u/RIgLb4MUIAPcrrssHJbvm3R0kYqPwrbfeik2bNuG0007D3nvvjYqKiiKfGbMEZpA8y64PigGITiSFGIT9N1+ZN+mgebAJ7aXxBgZNy6uGNN5U3SScl8csvdU/Xrk8oaWM3Fi5trOujrLyGNi9qA7dRyCXyyGdTmPIkCG7tCW2LfL222/jxRdfxOjRo1FdXV3QrjqIhQZSJRNlZWW4++678cc//hHpdBqJRAJPPPEEWlpaCia1/lpgGpLd4w7vxGJAe/vtt+Pyyy/Hr371q8gPxuYYsHUXKf62PJgRqF/UgEOv54dYZ7M5fzbNFPx5lyqvvNBDbfuUqui1CvbaARnUdY9ZBk39eOe1DPvNbMrTle8VuyUYwNW3OH78eJx11lkFr38frJJMJrFmzRr8+Mc/xg9+8AM88sgj6OrqAlA4Uek9b/btWRM9PT148803i95KvGzZMrS2tu40A9jOocVuLmZurly5Ej/96U+xZMmS6LiyQSDsE+wPjOxbf/fnu1U2ye4DBXrWWcvx6qHAZQOAAbjqpH5O1s1jsaXAla/RfL36e+1kAGD66qu2bUJO32WVTCZRU1PjtstglGQyiXfeeQc33HADvv71r+Pee++N/KG5XC6KwgBKL2xRa+O0007DXnvtVWTN7EwSuwt2MqmsrERNTU303zohuww8EFCTXaW/yRpvssGbzNGHXcFHj7NvEyjcDtETDa3yWDS3hecSKDVohEAtNAh47WDH+BrPpQGEl9aa/5rrwOCxI8zaD1rsnq5duxY//vGPUVZWhpkzZ+LJJ5/EqlWrcMwxx0Q70vF95WfH2sf+t7W1ob29fYfVaSASg+xOIrlcDkOGDMEZZ5yByZMnA0BRpwwBSikmpCDFfk4FbQWOEBiZeCYcX1Mq/EZBpKysLApj8iaCuB6cr5bBab3FDMqwSwGuXsPXDVQ0wsL0KSsrw5w5c7By5UrcdtttaGtrwwknnIC1a9dGq7kGI9ACfROZK1aswHe+8x2MHz8ey5cvx5YtW/DMM8/gk5/8JI444oiova39tmzZEq1Se/HFF6NNwH/0ox9h5cqVOx17ZYlDuHYCyefzqK6uxllnnYXzzjsPw4YNK+j8XgSBl4cCJHfsUgDhgY3H0kLlqQ+Yzf3+/J0mtnNTVVVVgf5emcxkvcUboUm9UFTFQNpWBzhvoCuVD0+ksZ998+bNWLx4Md555x0cd9xxSCaTuPXWW3H99ddH11m0xft5Y+rOKN4zt88+++Azn/kMjjrqKNx333145513MH/+fCxcuBArV67E9OnT8cADD6C3txcVFRV44403Cl5F9NeUgYZwxSC7E0gul8Ps2bPxj//4j5gwYUJRTKo3+cMAqG8WMGF/o5XjLdlUCZn0CuR2jBcycDorU/VVHbu7u1FeXh4tQ+V8lFFaHt4sPuujCx8MBDmWViMYLJ22tVoAXDc2X70QNw7xsvO6vFTdBD09PbjuuuuwcOFCZLNZTJ8+HclkEkuWLBnUDBfoa4uRI0di//33x/PPP4+NGzdi1KhRWLNmTcEr1EsRgL+WxHGyu4gYiO63334Fq2GAwoUGypKs4wLF8YkGKBwPanmGXs1ixyxvndBiMNUHXN0O7DtVULXVNCaZTAZlZWWoqamJNnpmMPd8s/3pbKLtYpNSfI2m4WPa7jqgazyy54YwRm/RHLy02GPFuVzf1pcXXXQRZs2ahSeffBKnnXYaGhoa8F//9V/4zW9+M+DVYbuiJBIJrF27FnfddVfE3N99993gs7YryDbTwIcffhgnnXQSmpubkUgk8Jvf/Kbg/Pnnn18w4icSCRx66KEFabq7u3HxxRdjxIgRqKmpwcknnxytr97dJJVKYf78+fjoRz8auQUYaDRmlsU2H+nt7UUmk4neSmovwOP9QbXjMwAakHNIFr/Ij8/rLDrPpqvfkpk0B5Ob2IIB2zdWr2NQ88CQQ9HYlaCs1PMT6zlmn/bRNvTy085veXhl8KYnHA+sEzw2uBx99NH48pe/jIkTJ6KhoQFf+MIXcPzxx++Sq8O2Rcwv/1584DujbDPIbtmyBTNnzsS1114bTPOhD30Iq1atij533nlnwflLLrkEt99+O2655RY8+uijaG9vx4knnjig3dcHmxx77LH46le/WsBiGQwzmUy0xt7Ak3efZ9bIby61N5mmUqkCYPTCjBho1XTWqAATDfDWGXKgkHXYZBaDZz6fj1530p9f1NsohsHfGzC0jhyYboyV35ZqxzkfHkw8xmpig5IOMqUWR9hbXNPpNKqqqqJdqex8T09PdO9zuRw6OjrQ2trab1vFsnPJNrsLFixYgAULFpRMU1FRgaamJvdca2srrr/+etx444047rjjAAC/+MUvMG7cONx777044YQTtlWlnVY8lsTfo0aNwsc+9jHU19cXOO/ZZFX/pSehkV5n4UP+vND1ISZRalKK66hmsKY3xszuA0/4JZOeSa5ioGTMmUFd9VN3BteP32OlEQbqB2b/LLtr2O1hLxZk4NX3Y6nVYZJMJrFu3Tq0tbWVrHssO598ILNGDz74IEaNGoUpU6bg05/+NNasWROdW7x4MXp6ejB//vzoWHNzM6ZPn47HH3/cza+7uxttbW0Fn51JuONyhxwyZAhqamoi0zOVSuHAAw/EuHHjMHz4cPzf//t/sd9++xWBzLZM5qkLQPPhlVXl5eX95u3N+HppFGQ0vQ0UWp4OPLYUla0YAyhbbpvJZIpef80LITxdlYGrC0sBU0GX29OLW/XSMvhx/T2m7w06rC/X1Z6ryZMn4+STT45eURPLriHbfeJrwYIF+OhHPxrFv33ta1/Dsccei8WLF6OiogItLS1Ip9MYNmxYwXWNjY1oaWlx87zqqqvwjW98Y3ur+r6F2VhXVxeGDx+OkSNHYtmyZTjkkENwzDHHoKOjA8899xxWr16NffbZB+eeey7eeecdtLe34/jjjy9aZKAmpVcmn1OfJ4uxMe2QIXNTJ530vwdQxtDYDRB6R70xO5sIYreFBpyr39Lqat/64TT8tlUdALwYWw9AuU1Kid4/9dFy27HLhAFU9VKg5XuxatWqok2uY9m5ZbuD7FlnnRX9nj59OmbPno3x48fjD3/4A04//fTgdaWA5fLLL8ell14a/W9ra8O4ceO2n9LvURKJBA466CAcdNBBeO6553D44Ydj5syZeOqppzBnzhzss88+yGQyOO6447B582YMHz4cI0aMwMSJE6P6MiDpBI0G+3tmrelh12i6kJ871N6cp7IpBURL57FVZmw9PT0FzFBfM63hVswQrR3YzxtaDVZqokTPedEKHvCFJsZYf22nkMmvwO8Najx4eey9oaEB1dXV2LRpUwy0u4h84CFco0ePxvjx4/Haa68BAJqampDJZLBx48YCNrtmzRrMmTPHzaOioiLaF3RnkVwuh7333huf+MQnsP/+++PDH/4whg4diurqakyaNCmKFCgvL48iMQx0tENyR9YZeX39NYMas7/tNRmiHVf9mcaONTRJQdn0M1PXJuXYNWJs1XTX/XK9+jFIMYvVcjVUi9ucQ+O03gqE6rPV9lH/r5fGjrGflo95oGv/WcrKyjBv3jzccccd2LhxYwyyu4h84JH869evx9tvv43Ro0cD6HuPUCqVwqJFi6I0q1atwssvvxwE2Z1N8vk8KioqcPTRR2P//fePJvoqKyuRy/VtY8dpvY6tZqx2cgDBfUY9f6TnazUgNLGIBDWjVQ+N/zR92Y/a3d2Nrq6uKOKhu7s7CnnismygMIAN+SaN1etEEFAYWaCRCDpAMeNmhmt+cXNt9OdCUebrRWPwYGP+bvbjaiiaXcP3K6QrD7j8/fzzz+PNN9+MAXYXkm1msu3t7Xj99dej/8uXL8fzzz+PhoYGNDQ04IorrsAZZ5yB0aNHY8WKFfjKV76CESNG4LTTTgMA1NfX44ILLsAXv/hFDB8+HA0NDbjsssswY8aMKNpgZ5d8Po+ZM2diwYIFqKysLFqlZB2HGQpPnnjLXS2d+vc8ZqgmJYt1Rma7HCvL+rAudo73TAVQsKTThIGCQ7B4xZOyVN6IW81tLs+bZLL9bdmFoG2jb1hVv6xdq29Y8PzOloey31ITVnwfBhIF4rkS+ByXxcx+8uTJmDJlynZ5VXUsfx3ZZpB99tlnccwxx0T/zVf68Y9/HNdddx1eeukl3HDDDdi0aRNGjx6NY445Brfeeitqa2uja6655hqUl5fjzDPPRGdnJ+bNm4eFCxfuEkHWBrD/8A//gIkTJxb5VLUTM6hox1Eg1k6fyWQKAEL9otbxjSEChZ2VGSCXySBgedk5Y6OmO79LjCeurHxmrwxG3C78ihLTMbTqicHWIgwSiUT0OhutvzJNHkCsLdX3y/eSQ7WUZds1yi7tHC9R5jqHBhIvpM707u3tjWJizb2ir7DO5XKYOnUq5s2bF4PsLiTx3gXbIPl8HnV1dfiXf/kXHHPMMdHyRgZInc332BKL52NVn6D+t47J7643puiVY6Bo/l1jnOr/BfrC5TT0SutjcavKqA2UDXj1LQ6cF4OZ+jwVmCwNM2NtdwYrjqpQkLX28NrYfocYp9euNqln+SvIcj7qArH2skFEByOdeCsrK8OyZcvwxS9+EcuWLYtdBjtYcrl474LtLvl8HsOHD8fYsWOLFg+wqOkZ6gwe8LAYi+RJFTa/2ZQ3ALIJN56M4ZhTL1SIgVbX96t+utcnAynrZ7+VoXNafYkd68r6eVEWbClo23mz/lxPBljTU9tCLQ2vDmxBhNqLdTLmzwzcNj1hC0P1s7TLli3DNddcg+XLl8cAuwvJrr+F1V9Rkskk3nrrLdxwww3o7OwsmLCwTqlMCCgGKWWR7H/1gFlDpnjSxTqv7VnQ1dUVuRmAvk5sb4O1OrDObOIr6+Ylp/bx6sgM3MDfzGcGFivfmxSyczZg2ESSugOU2XM56g7gtucytJ2VebKrwGsXr/4eKKrbgV0E1r62DJpX+HmDw7p163D99dfj0UcfLapTLDu3xEx2G8Q6TU1NjesWMObDAKATKWbShtwcnu9Pz3N5XL59G7BxfGqIVWuMaj6fR09PT5GfkvNg4DEAV/Ob3RrKBhm0dIMX00nbxwYDD8BYdwVPz/wPWQ6l2HCIOfIWhnwvlPWz20JD0uye6fPC+rzwwgt4+umnI+Yby64jMchug+TzeRxyyCE4/fTTkU6nCyZFQj5MBgKgMHaUgYbBwXynmpeJxyI9Rs3s0cvL2JSKAYe3pwCHWBk78xivpQkBGuvnsUCNwFAAVWZpwiAeKleZq+YR+q3HmGVrOh0kNSxOddbfppM9LyNGjMCYMWOwbt26mMnuYhKD7AClp6cHRx99NL7whS9g/PjxBSFCwFbQ0ONA8QwzsxU2gTkf+83iMS+v0zKTZAl1bBZjWRqFwMJRBhx94PlHGfgZ+BQMS9VJ3RtqtnsWhVdPr428DbQ1bal28soMLU5QN4TqomF+XM+pU6din332wcsvvxwvq93FJAbZAUg2m8XYsWPxhS98IXozJgOA+UfZbGSWC/hLSNl89HyHDNjMbFTUdFYgt+P8befUBeDF4rKETHk1iT3A1XJLmeGehNKH8vCA3AN2ju/V69SVYsIr0xKJROSasXShRR9enC2X4YX1JZNJLF++HC+99FIMsLugxCA7AMnlcmhsbERTU1OR6aq+RTVVtdOZsI/R87N6/kfPjGWWyEBqoO/txL+tooOF1wYMOrqxi9ZH6xQCNV1ooUBounE7qgsh5OvU++R9WDwWzeAcigzQPPje2L2rqKhALpcr8G+bvmvXrsVjjz2GF154Aa+++urAb1osO43EIDsASaVSWLx4Mb797W/j61//OoDCyQ0FMg8ItJMDKNiViUUB0ZvgMrGyvfQ60aLfLOpfNIALpQ8Bhg4oHpCpvtye7ELhNByWxvmqeH5a7/U8HqPnb57EVIar5n0IWLld+D4wyzV/tkWEqJXw7rvv4r/+67+wZs2abWb+sewcEoPsNsjo0aMLNjlhH5vHSpUtAcXLLz3z35tICfku9XovjInZtKXR8vgcz2CrK0KZYChsStkug5a+dVWBTIXNaGaR3Mba9t6kn4K2ulK0/P7Amuvmbe+oPlavHhbypnGyJuPHj8cRRxyBX//610XtEsuuITHIDlCSySRqa2vdpaosoTAjwJ+1ts7F5jbno2DqLSBQP6j+1v92DQO/Mi67xti2vnrbAyZlfiHg9ICU20rBz2NwDNreveD2CenK7cGA7YEvX6/umZAPXBkwH+fVZ1yWAm11dTXGjRsXLeGNmeyuJzHIDlASiQRuuOEGHHnkkdhzzz3dB547IF9n0p/Zb3nYeZ0Y8wDd01PL81Z5KYtm85dXXHl+UfZFem806M9HyaxT68fmuFc39Y1ynfpzu3j3x64rZYWovmzBeNYE56v66LUKvhajbLr39vaivb29YElxLLuWxCA7QMnlcpg4cSJGjBjhMiYTBQDNQ5mUAqGa4qU6sQfmyljtWxmUNxmm7gSvHja4lPLteqwupK/XXt71HlgP5L/qEwJ91b+UPqXqom6SECv2BhbvOaqqqoreqffUU09h6dKl/b4TLZadS+KlI9soGzZsiH6znzNkuno+Pl2FxZ2TwddbesrigUbI7E4kEkWr1FSY5Xp+YctLr1GGruzM6qAvEfTAzPt4deRvb/DitMaw7VOq/ULtGGK/XEYoL76G7ym3iZbDbTR+/Hh86lOfit/vtYtKzGQHKOXl5XjqqafwxBNPYK+99irYH4Bn1ZnJlGK8KqX8gCEm68Wrch5qXnO6Uj7EUjqqL9K+GegUNDzA9NqjlB9Z29pMf07nMW/PfaN+T2WfnvWgg4G2Wyn2u611ZTdNPp/HK6+8gsWLF6O3tze4kXssO6/Ed2yA0tvbi6amJuy///5FPk4P3IDSrgOTkBnsmZ79SSmA9oDD81mGWJ3np9SymamZhCIoQmWUqptXtjJdLx23I4ec6fU8aFk6b68Avc/e/Q65LrxoDMvDwJVff97R0YGHH34YN910E2pra7Fly5YBPw+x7BwSg+wAJJvNor6+Hn//93+PKVOmRJ3A86eaeGyRf6u/EPCjAwbCLkul49Vo7C6w//ybgcjyZJcIl6MuDp4A41AnbZtQ/XkwUKBivXQgUPO/FKu19F74lmeye4w3BKycTsP5VELWg279CACVlZXYd999UVtbi3fffRepVMrNM5adV+JNu/uRXC6H6upqXH311TjiiCOiZY28vp8D5fubDOIAdstfy7N0XnSAAiXnyayrFGv13Bg6aHC7KiDxfwMs1UXTe2Vbeu+4xw6VpXps1OqhwMfgpQyXAZ51Mgntb1DK4vDYLgOy7nJm5aqPP5HoW6hw9913Y+HChdFm3TGb3fGSy8Wbdm8XyWazOO+883D00Uejs7Mz6sTKrNgvC2ztJPaiQdtMJZ1OI5VKRZt+q0uBO60HlPxGAuucDAI8AaOuDOvEXgf1yvfYtBcTynnYZI7Hfvma/vyUVv9QWV47MQvX/FS43ZV56yDmhbrpPVeXBIOqAiy7LBj47RivIMzn80in0zjllFNw5JFH4qc//SluvfXWeA+DXUhikO1HbNlse3u724H4wyyTO3AymSwI6megZGDQTsngoUDHepQCzYFIyGXB9Si1tFaZYKkQsBAIhvRlcLVrNXaX8ygVs8pA55n7nIbD3jwznlkvu108l4KVo9aBumZ4UDH/rAF5NpvF8OHD8Xd/93dIJpP47//+b3R1dZVsu1h2DondBf1ILtf3iu/vf//7OOyww4o6mprOesxEO5HXEXkRgJr0XJ5nApuuCmIcD+vp7bkO1DTX81aWsmddGsqMWhkpL2rw6uoBtNZV9fTaXQc9S8+DRggUuQ1D7hPW3cDZuz/WBt498cA/mUy6bDWZ7Nv0/ZFHHsGtt96K5557Lma1O0gG6i6I42T7kXw+j7Fjx2LPPfcs6ORsettHl3rya1EUYBlMbBbbRP2bHiDyf3UPMBvjfBT0TWeNi2Vw4A25+VwoNpbrzhuTs74e2HMMq9bBXl+j9eL2U9DnWXq91vTT9uRJMf5o2+txHSSsPcvLy6O3zrKLiS0cZst8L8wy4ufL2qu8vBzz58/Ht7/9bRx//PHxSrCdXGJ3wQAkm83izTffRFNTUwHQcudidsKAB6Cgg5Qyl5Vx8rUs74W1eAxVgdFjr17kRCl9tM6aj6VRBquMk/Pmj+bD5Vsatgh0ubJKiDmrlaBpQkt5PVbM13o+8dA1ng/d8ujt7cXw4cMxYcKEgkiRWHY+iZlsP1JWVobXX38d9957b4HvLcQqgeLdl5Sl2TezMmVxLKVcIsx+ABSxT2asJl4n7w88NG0IGLi80ADhlREaXDyW7DFjbm9uF07n/faYP+vglcEr4zQd5+utArNnSFfKqZQCa5Pe3l68+eabwTxi2TkkBtl+JJvNoq6uDnPnzgWwlYWpP41/c8esq6tDfX090uk0gELQ5dd066w251MKgL3loiFz2sr0zHLT1+rB+igYKaB4YBpimZ4oMGtduQx2bShQaTot2wPsgboIgOJwM71vWh9245hOAxlA1WoI6ZbP53HWWWdh6tSpwcnAWHa8xO6CEpLL5TBkyBB87nOfwyGHHBKFStmLDr3geKCYyaRSKWzZssUNUvf8oCETNiQhoNQ0+nsg4MiDiIou//TawmOoXIaCpMdS+T8ftzZWMOXjWld12+gA6blUdLDj6/qzEDit5aGsOfT8ePXnMsrLyzF06FB0dHQglp1XYpANSD7fF5/4+c9/HqeffnrBmnFmDdzBdfIFADZv3ozNmzcX+Actf29mnTtRaDknSyhsSIHNyrTv/pjltpbL+Yfy9RiiApBezwAXAkAGTY011QgGZYLeIMNpeK9dj4myPpyfV0etn5YfAlcvz2Qyia6uLlx33XV4++234z0NdmKJ70xAstks5s+fjwULFqC8vDxoUpfqfAqS3Bl5ssIzedUN4bGtbDaLIUOGoLOzM1gPryN7vkqtEx9TFqZAwH5Q++Z0zCq9gchjldqOXH/WncHUjvGEkd4Djbjgexe6X1xXzz/M7euF6fFxb/Dz8tY05eXlkavHwru+/vWv43e/+1281HYnlxhkA5JIJLBp0yasW7cOtbW10cPumYfsGtBzKtYpdVkl++48Xbgz839bJOG5CUoNCB6I2zW6mCBkFoeu98CQ681lcLvoa2m4XHPVcHmsk4Kb53rhNmHmG7pXpURn85k1q/6hMjhWlwcwjYiw45ZPKpXCjTfeiF//+teoqqraZt1j+etKPPEVkLKyMjz22GO46667CpiYPfj8um5lZB5bYVHfJU+C2X+epPIYHtDHbrhD6gQOMzy7XuNDmW0qEFn+zFBtBZx9OL1XPwMaS89AaGVYOaHf9l/bV8tk8LQBhcvl88xeQ66TUuBrcbi9vb3IZDLo7e0tig3O5freQMsTnMrwdeLNW8mnE32bNm3CHXfcEU2mxrJzS8xkA5LL5TBmzBgcdNBBkb/LY2zsZ2P2FPI7KgBzZ9cFDpxeARZAtDzX84WWYsT8P5T/QNidAiaDoAIFl6FmtA46ltbTgdvbXqGtzFTz9VwunDYU6qVuHJ2ssjQeaw7dC8/FYGKDFi+75jzsWFVVFc444wysWLECXV1d74mJx/LXkxhkHcnn8xg1ahTOPfdcTJ8+vchnZxu+8DG7zjNVS5mx7BP0As/5t5rglo8XiM6maKiOofy1DDXLOQ0PDHyNrsLqz9fsDQCemR0CKC1fQU/rpgNiCNS8NlRA170NQm3ntQHraP5l2wPD8/UDQEVFBQ444ACk02l0dnbGILuTSwyyIvl8HsOGDcPZZ5+NU089FRUVFe6Drr5GNhE9FqQdWWe9Q2xK/XoeG/REzX8FN/1vomktTCsE2B4D1nKV8Xpg6FkBHghyeaHoC94FTAc4O6/HQlaIN+hxOaxHKJ7Zs2K8dlTXjjcgmSxZsiTyx8eyc0vskxVJJpM48MAD8ZGPfAT19fVFPk7P7GRA0hVYQOEMOX/UXLW0LGymemyM9dLf9jE/odchWXe+nssAtm7+rYDJ9ePz5g+14+ZTVb8u+xs1b8/M9gY8TgMUs21u21De2t6hRQaecHoGd7VYPD00H9XfY+U9PT044ogjcOSRR8YvVdwFJGayIvl8HuvWrcPq1asxcuTIgo5goGA+M292WzuKMikGML5G2Z+l8WI8Vd/QdZ4LQAEV2Oqy8Do+X6sMl+sduo4nohg8lP3xec+cNuE6aeys/rY8dYDxwNO7z3ovdfDxBkTOTy2XUPmeO0P103JramrQ3t6OWHZ+2SYme9VVV+Gggw5CbW0tRo0ahVNPPRVLly4tSJPP53HFFVegubkZVVVVmDt3LpYsWVKQpru7GxdffDFGjBiBmpoanHzyyVi5cuX7r812kHw+j6VLl+K5555DJpOJjvF5oHDiS0FQWSbPLms68+cx89PZcD6vH29GvqKiAqlUqmB2nlmk5mn10Z2gFChCDNADQjvPIVh2LJvNIpPJIJPJRG1js/PAVpBjVsntqEBvogxUGaaV4zHVEPtXBq311wiO0IDjxeCGWLNaPVxWPt+3C9dLL72E5557Ll6EsAvINoHsQw89hIsuughPPvkkFi1ahN7eXsyfPx9btmyJ0nz729/G1VdfjWuvvRbPPPMMmpqacPzxx2Pz5s1RmksuuQS33347brnlFjz66KNob2/HiSeeuFOsv87n89hjjz1w0EEHobKyMnr4zeTlsCZdxaXCwMguBAY4z8TnTmvA0tPTUxAq5AG7iYYGqTuB29kzwRXoPV+l56JgILSP6cwhTtYGnq/S9FbdSjFtr45WHreFXqO6azgV33u9TtOoq4Drw998/7kd+DlRlwNLIpFAb28vmpubUVtbW9J9EsvOIe9r0+61a9di1KhReOihh3DUUUchn8+jubkZl1xyCb785S8D6GOtjY2N+Ld/+zd85jOfQWtrK0aOHIkbb7wRZ511FgDg3Xffxbhx43DnnXfihBNO6LfcD3LT7nw+j4aGBnz605/GKaecEgGtMQg2bz1zkV0GQOnJm1C4FufHxxUoNG8F3P4mXPTW2078nnmqJrlN3Hl1teMansWTexrzqqCl9eY66YIGbV++F3zefqtrwrue24N3X9sW6c9Fws9LItEXM2zWE6fn9jEdq6qq8K1vfQs//elPUVFRsU16xbJ9JJf7K2za3draCgBoaGgAACxfvhwtLS2YP39+lKaiogJHH300Hn/8cQDA4sWL0dPTU5CmubkZ06dPj9KodHd3o62treDzQUkikcDatWvx4IMPYu3atQUgYKZZiHmamWn5KKiyKFthIFKWY6KTSAYYppeBD59XVhUylxm89FjIdWBgqW4SNss9Jqz52f9UKhW9A83cHalUCpWVlZELhC0Hb0AIlWGSz+cL2sC71trJAFB3SlM3gx23ett73Xp6egpcHcboNU9rTyub3UTeIJxMJvHkk0/ipZdeipfU7gLynh06+Xwel156KY444ghMnz4dANDS0gIAaGxsLEjb2NgY7XvZ0tKCdDqNYcOGFaWx61WuuuoqfOMb33ivqm6T5PN5VFRUYN9990VDQ4PLwryHnztgiOFy5+QwI+6k3uSPlsmdkzupzTR7LgRLU8qHF2K8XhuZKJCaGNDrhA8DiLov7E0GOjhZOgN0L9zN/psLpqyszN3Ix6un6cnMkScD7V55flV+BlgvrmspV4el5wlVtUS4nslkEk8//TS+9rWv4e23345Xfe0C8p6Z7Oc+9zm8+OKLuPnmm4vOhUCmlJRKc/nll6O1tTX6vP322+9V7X7FwOqFF17Au+++G+lUXl4edQLzyzIDsg6lHc0DDa2vTkrZb/X/emFOOknFZfExNaU9Xyyf9wLhNb/+7qlnXqvvVl0SXBdui1QqVcSsuV10mW9o+XApPUP+YI/BWjmem0LztmuZQasLxM7pnhacLplMYt26dbjuuuvwzjvvxAC7i8h7AtmLL74Yv/vd7/DAAw9g7Nix0fGmpiYAKGKka9asidhtU1MTMpkMNm7cGEyjUlFRgbq6uoLPByn5fB6bN2+O3gYKINqJi/2NAxGPQYV8r54wiJaa+bd8S/lhVZcQSDKIaswvi4Glugs8cFMgtTropGCpNvEGC2sjLp/Te64APsYhZlquB3R8TveaYB29wVFjjbVunE7foGADyZtvvokVK1bEr5vZhWSbQDafz+Nzn/scfv3rX+P+++/HhAkTCs5PmDABTU1NWLRoUXQsk8ngoYcewpw5cwAAs2bNQiqVKkizatUqvPzyy1GanUEaGxujxQj8qm/Plxn67QGeB4xAmF0ys1I/nooHMnZ8IJYEi036WHna2T3AZ4AJ1dfqpO4Ob1bfq5uXRiMp7GPuBw/o+2PiHqvW+9hf1AGDdMinq9d6gG7l9Pb2YuLEiTtVP4mlf9kmn+xFF12Em266Cb/97W9RW1sbMdb6+npUVVUhkUjgkksuwZVXXonJkydj8uTJuPLKK1FdXY1zzjknSnvBBRfgi1/8IoYPH46GhgZcdtllmDFjBo477rjtX8P3IIlEAkuWLMFLL72E5uZm1NTURP5Om6CxDsHC5p+CZygdp+dOy74583sORG+gcFaar+WQMZ000llwD8w9fyGzRa0vux1Yf55lL+V/tP/qz+ZruDzOQycQPdeNuRWAwjheTx9mzZ4u/UW5hCYzuSxPFHTr6uqiiJeBPBOx7HjZJpC97rrrAABz584tOP6zn/0M559/PgDgS1/6Ejo7O3HhhRdi48aNOOSQQ3DPPfegtrY2Sn/NNdegvLwcZ555Jjo7OzFv3jwsXLhwpzGB8vm+tyKk0+kiPyt3TDsGFLsClD3xtwGfF1fJk0U82cJvYGXAYMCyDszbMCoQmXDeXkgRC9c/FEamg4KCOG+iouVpvT3A5fYtKysrmCQKuWQ8EOL0PACFrA4dLDXsLjSAhsr1ngtPd6Bw4xmrbyaTKYhLj2Xnl/cVJ7uj5IOMkzXJ5/OYMWMGrrzySowZMwaVlZXIZDLRQ5/NZgviNUuZn8ZGPDBVAOfygWJ3gh1j09fT3fP7eml5pp/Dz1iMAdtx9kV6gwuHIdmEIZveDFieDuwrVd+puTGsTK/tDdS13a3NFei0Tb02CzFhvV+cl+arwKoDpg5gbHlYXslkEi0tLfjsZz+LN954Y6chJrujDDRONl6TF5BsNovNmzdHnbqjowMVFRXRA8+zwNrxQuxK/zOj4nMeICqQaAdnIOLjWhYzRmWoVjaHPzHbZZ9syG9oQNDd3V0QpmblcL6WlwFfT09PlIcXGmagxLPwClQM4BqzrO6JEJM0XU3Ul+oBb+ges+tCVzTyfeB8+F4quy8vL0dLSwvWrl37gRGMWLavxCDrSD7f94bZD3/4wxg9ejSA4l2UlKnob2apHtOy45Z3iO14/kQF9RBY8GbjKsweWS8DWG/SS5ksX8dgyufZdaDApb9D8ah2Pe9toG2p7aruFE4zEJbv/fd8yaFQN/5tgwu3hecq4voCKLIskskk3n77bXz/+99HW1tbzGJ3EYlBNiDJZBLt7e3o6OhAZWUlEolEwbZyXkcCEIGUdnD1QyrQar7MZjx/of0PsRn243niRShwWj2v7Dd0XTLZF1RvL/5T5hnSFdgKnsyqvUk4DyTt22OFLB7zVeYc8rNqmBaf47Sez9mu0wGTz7EeWtdkMolVq1bhqquuwnPPPRcD7C4kMcg6YoB68803o7OzE2eeeSYmTpxYxEY9lsSdxMDWznmTHWpuqukeAlhOG6rDtrjbGWzYpQD4b6Pl4yyez9MAn8uyPHp6eiL3Q09PTwEQWX4KsN4qMq27d97yZb28CUC+1vLTQdEDQtXFi70NAbTn8mF3SSaTwW9/+1s8+eSTiGXXkhhkA5JI9L1D6uabb8bq1avxzW9+E0OHDi0AHJ5I8cxhNSW1g7FPVl0LCuDeBI+Ci8bzhkxRL3pAQdUDrxCb9cz0UvG8XG9PRwYyawvP3x3yfXO6kGuAmbK5VXR7Q2/Rh2eBeGDM7cV5hSwZLqesrCzyT+fzeaxevRoPPfQQ7r77bnR3dwetk1h2TolBtoTk8307ch1yyCGorq4u8MMpMGnn6s/Hx2Dk5aHSX8fiSSEFH+7Qntui1OIG9R8y2w3pxow35C+2394gxOWxn9i7nnUt5Z9lcNU8NBaV8yrV7ro/AqdXMGc9PN0MiDXPTCaDe+65Bz/84Q+xZcuWGGB3QYlBNiD5fN+uW2eccQZOO+20aAECM0XtNEA4rIglZGrysRBLA/xJOANZj6n2xxbVXNY8SvlhFSRC/kwP9D3zna83d4vuDsZ66SDFE3QhF4wBd3/tk8/ni7Z/LMVq9XlIpVKoqKhAd3d35AoJtSGXwSFva9euxSOPPILW1tZ4g+5dVOK7FpB8vu+FikcddRRqamqKzGlmHWqa8kYlIfHYsJfGcyUokDF4eP7K/soJTXJxPir6bimPMYauV7Ne66tl28y8DmBcnubHgGcgxgtLtmzZEm2wojP9PKh4A6kNJuxz1/Aw8zGrZRG6fzZRyFZQPp9HS0sLVqxYETPYXVjiQLuAJJNJrF+/HgsXLsSGDRsKmIYnnumqbJdZMAuf83x65t+0Tsg7WPHrW9gVwDqFANYGilCEgoL7QD+ahx1jva1O2kbMrJPJZBTZwfnpvdB8tB0Z9MrLyzFy5MhoG0sOq7Ky1eRXVwLvIcGvzmE9rFwFTjvOrN/ytLpw+XvvvTcuuOACNDY2lhwoY9l5JWayJaS3txddXV1u3CZPMjG46GSYXsfCDMrYL5unDHL86hZegWW7g+k5naRSV4B+e8LnPT8vg5CGq9k1HJblvV5FV3YpG+zs7Iz09lwPymotLwZ9O55MJtHa2oq2tjaUl5ejtrYWnZ2drnuFBygFec9F5FkbOmhw+7CLgMFd26Gmpgb19fXRRFgsu57EIFtCkskkjjzySNTX1wMojg5Q1uEds+uA4jeWcufllVCWjjelMWH3ga7KyufzwY27rTzdmcoDWGZ4vHGKmuoax8vl6b6o5lphPyub8p4fVUHaznPbMdjpWxP0GqBv20zLe9OmTSgvLw/eLx1IPL+xd52JpyPHD+t5dUEkk0ksX74ct956K9avXx/7ZHdRie9aP/LTn/4UkydPxqGHHuq6AYDCTuSFbWk6BkXtmMwaQ+4Jj6Vq51dw5d+l8jad2Y3A/lA7713v1YdZen8LGRh8eY+CUhOJnjnvuWi4LMvLi1pQNu35ebVcvufqstH2Mj8ts1f73dPTUzBwLVu2DP/6r/+KxYsXxwC7C0t85/qRXC5XsDzVM/8UKJT1KLgZQ1QGyP5Bjy0pk9bt+fQa08djVB4g6pJaFfUjKqtUpscM1fNLem2lPk3Wt5Soie6l9yImeDJMy2H9FIQ9lsv10uutLB4weBDp6ekpGFi2bNmCq6++Go8++mj8osRdXGKQLSG5XA5NTU0YOnRoEVvVVUgmHgtVP53nGgBQwPi8cCrN084zG1PAVTBTYOX8vZ3+Na8Qg1f9WEJmuOmkbDI0MHjgpXmH0nh1V/118YBe54WMqZXg5c8sl3XyIkesnGXLluHZZ5+NX5Q4CCSOLighZWVl+Mtf/oLbbrut4DUr3momzzxlVua5GkKhUhou5uU/kPw88OdytCxmdd4goW4JNXk5rS5I0Lz5WnvdioZZsVlvsbIKoqqrtmWp88yuvXbmdjW2qVER/N98zhZRoPnwijIri9Nynerq6nDggQcGIz9i2XUkvoMlxIBl+PDhBX5UNTE5PR/XcCBLw5MtfK6UqP/OQIeBSV/EaN92vQIoHzOWZmDjbUDC4VPsa2VR9sbAoivFBipqCWh5DHSh0DDPPxtaZGD5eu2rx/gctz+n4/bSe6B+X3vm9txzTxxxxBFunWPZtSQG2QHIW2+9hfb2dpcRhTqpl64/pujloUCos+2en5GF2TS7IFgPNYM1DpXz5kHD89uGXCVWvkY3lBL1IXN+/FF2zfXij9aJBxtl5VoPfQliaIDxrA2vjUL7EedyOaTTaaxfvx733ntvkS87ll1PYp9sP5JIJPDAAw/gvPPOw5QpUyImW+rhL9WZeWY5mUwWrZwCCjteyPfL+ekxvs4DUD6nLgdjUqwLULhHrOeTDU3+qE+5lGlfymcacnd417HPk9tEywq5a/jb8vL20PV017JZJ89PzHmXlZXh97//PSorK/Haa69h8eLFsbtgEEgMsv1IJpPBnDlzMH78+CgigNmYB4ghX6j6/UKz2pyGgYln/hm8mDF5cboKBMbIFDhUd+9/yNfJZejkjvpwPRA34Yk8DXVj/UN1teMaSqfitYm3SKCUeIOcXqcTYrwog/38Jo2Njfj617+OyspK9w0Usex6Er/jq4T09PTg4IMPxje/+U00NjZGwFFqxldBSE1ZAxpjsAYGfJ36SS1fBqmQicydmsFU24nBj/P3GKjWz8BTTeZtYalc19CKMy3TFhLwdn92zoL8maGGmDDrq+2ijNnzBStoctuxf9XSsh/dlvbyQMG+8GQyiRUrVuDFF1/E7373OzzxxBNxhMFOKrlc/I6v9yW9vb2YNWsW/vmf/xljx46NXqKYSCSilwOaqA9O40mBYoZTXl5eNBEUik0NzYJrmVaOl58XeqS+01DZXj1L+aI9k5h1VdHFBvpuLvt0d3dHelm+POiwX1VNdj7usU0vZEt1tnNssXiuI77/Wi91U1h0Af/fc889MWnSJKxcuRKPP/54UXvFsmtJDLKOGFv90Ic+hPHjxwMoZIueieiZn5wf/2Yz3VtiqSDlSQgUBsIMeeLFynwvM//MZr1BhV0qrK+lG4hbQ+us9VAQ1FhXrqO6eFSnkGuEQZMZp5WvWzF67JfPcT7e/XvxxRfR0tKCYcOGxa+ZGQQSg6wj+XwejY2NmDZtGiorK9HR0VHQIXVyCQivTgqZ9B77DIGcgriBogfA/QGsleNNzlj+9rpzBhkrT01jvs4DRWaZ/PZaBhsFYktv57yZeBUF0FB6/q+r7tTUD7WP5c3/PeZux5mp9+fj7u7uxrXXXovnnnsOM2fORDqddn3nsew6EoOsI/l8HjU1NaisrCw6l0gk3HdR2XXe75D5qRM3HiiUcpmHGG9/vtEQEOukDB/3ytW8eZmvV2dlrKZPKF5V61cqTxOd8OI2LgWoobxCban3UO+flhUaHLieQJ+bqqamBt3d3Xj66adjJjsIJI4PcSSZ7Hv18nPPPYfNmze7Exn8m+MsLSidP8zwOH1/gKomrqZRPRSwPfEmvPjDe6PqHqmhj4r6UlU31d+LT7V28oCOV39x2rKyMpSXlxfEEhtD1mu4fKsH19VrH/7vgb/Havl4qXtjx4YNG4a/+Zu/KZgci2XXlpjJlpBEoi9cK5VKRR3ZfJca81rKTPcYp2fShkzbgaTxrtHr1E+p1ysA6OBg50KvgylVfy3LA95Qnuqe8dKrz9Su8waekFvD0plubOZzmTo4eEw7VBf2fes96ujowNKlS/Hggw+it7c3ZrGDRGKQdSSfz6O2thYTJkyIXlEC9IGLPfyeOe3FsAK+CazAoZ2SQdzrsF5IFgsDgR7zAMnO86Ch7E19jiEg8TYO94CIJcS8Pean8cEKVrwyrr+y+BrW2XPBcL2Z/SoQa94sofjdVCqFJ598EldeeSXWrl0bs9hBJDHIBmTDhg1YuXIlZs2aVfD2gdDDb+eB4v1dvQkuL6SKpb8JLAZzAxUFAfu9rRMn6mNUcDQmy22iYUjbKl67ehOMqif/NsDjqAfPJxvynWueHK/MbRoa/LhdvPa39jTddFP2YcOGIZVKoaOjI2axg0ji4VIkn8+juroaJ510EmbNmlUAXgqeLAxGDK4ewwFQEGDudWz+z75e+2/p2HQv5edlnyWDh5bLL4FkXyb7aHt7e5HJZKKVb6VA1die7k6lbRcCPvUHa1gW15k3xeGBjQP+Q3G/rAu3r+ngvcOL62f+7K6uruhVMXYdi00q8qo0u3avvfbC1772NUydOjWOKBhEEjNZkVwuh8mTJ+NTn/oUJk2ahK6uriJGp0tFAT+EyPJTALPjqVSqqDOp68HK0KWmJhZuZekM9Bh8LR9lnVwPew21xu0y2+KyGcjYdGZwY3N6IH5VbQcPeE0/nRDTAYYXNKhvVv3oHktl3UK+XC6b24XrqYsjent7C+6L6ZNKpXDffffhm9/8JrZs2RIz2UEkMcg6YhNeDDAMiN4m2cBWQPWYGXc0oHCNvuVlx028CTVmdmrWcxqNo2XdPbeFN4FTyo/KrJB1YABnELYy+gMqb4JJ21Hr6qVlIPX8yN5El+dztsHKu1f62xNub2XiXG5vby/Gjx+PXC4XhQjGMjgkBlmSfD6PqqoqzJw5E6NHjy4KhjeGyHu0WifxOjQDjbJfD6BC4OwJ+yA9F0Yp0FJA1IkqTxTwdfMSzy3Sn0/VhAcem1zkejMjtvQecHrplFGyL1tBVfU2cFV3TimXR6mBgOvjlfvcc8+hs7MzBthBJjHIitTW1mK//fZDfX19tFbeoglCIAWgoAOzsOmpM+CA/+4rE8+kVpbFHZZ1Ul09nUwPD2Q8vUJLhTVsiq9hv6eySP5v8a3K0DVf9aN6Mcicd6juDISlXAkqHvP36s+TXKUiPwywzWddU1ODTZs2xUA7iCSe+BJpbW3F/fffjzfffDPqcMyQPNBiQOAJFruOGZUe1+tZvED8kFls+SiLCuls+Vsaz2/KaXjiynNHsHC9PNbnLT5gHdmP6n1CbcHHvQkuHay8NldG7w1w+jsk3sRaSJLJJD784Q9jr7326pf5x7JryTaB7FVXXYWDDjoItbW1GDVqFE499VQsXbq0IM35559f1CkOPfTQgjTd3d24+OKLMWLECNTU1ODkk0/GypUr339t3qckEn1LZh966CHccccdkenGYVJex/aOcSdWsxrYCsa8C5N2fAUpnlzjD/tpdSbdu9aEy9XdoEw8X6TWR2figWKGGQIrzre3t9ed8NJJNRZtC9MhBKBcppcmBNzadtvKNEsBrbXPypUr8dZbb8UxsoNMtuluPvTQQ7jooovw5JNPYtGiRejt7cX8+fOxZcuWgnQf+tCHsGrVquhz5513Fpy/5JJLcPvtt+OWW27Bo48+ivb2dpx44ok7RdhKIpHAli1bsHbt2oK4WJ2Q0tn1UMfWvJWR9cfUmM2a+aksz0KOzOTWV6WE8ge2hhkZiJRaEabHPJC34yyeqe8NIGoBhMA4VBfOuz9rQ4/bNalUqii0ivXRkDKvDsycq6qqBgzIw4cPx8SJE2MmO8hkm3yyd911V8H/n/3sZxg1ahQWL16Mo446KjpeUVGBpqYmN4/W1lZcf/31uPHGG3HccccBAH7xi19g3LhxuPfee3HCCSdsax22q2SzWYwYMQKzZ89GfX19QYiUgW4pf1/INPcmQti8D12n7MnrgOyK0OtCvlme7Crlv9VVbJxvyKxm9m8smfXyzHcGTQU+1ceiPlQfGySU0aobhUPqlIVnMpkCf69ZL15IFZep9bG27e7uDrJgbr9cLocxY8Zg6tSpeOyxx+IQrkEk78suaW1tBQA0NDQUHH/wwQcxatQoTJkyBZ/+9KexZs2a6NzixYvR09OD+fPnR8eam5sxffr04AbF3d3daGtrK/h8EJLP90UXnHTSSTjqqKOK2Kv6JzmUy8TzK4ZiOpWZeX5CD3xCrNljjCGm5S0MKC8vL8iH68GRCKaPghSXDRTO7qsLQ1klu0/so+zWXskd8kvbQgvdXMXunbUxr8yzMi1kL7RBDuvmMXetq5Whb8Dw2snOb968GU899VQ86TXI5D2DbD6fx6WXXoojjjgC06dPj44vWLAAv/zlL3H//ffju9/9Lp555hkce+yx0Ux9S0sL0uk0hg0bVpBfY2MjWlpa3LKuuuoq1NfXR59x48a9V7VL1qe2thZf/OIXceGFF6KmpqbAZwkUhyKFwM57LQt3shBzDJnAnnvAS6e+Y2/yiIHfdOXBQ01+9RlbGbxyyc5xfbxIBAYibk9mmolE35snUqkU0uk00ul05AbRxQ8K6AaWPT09BWBp+fOKMNaV26asrAyVlZWorKxEKpWK3Aeqk20aZJ9UKlUwSNlvvt/a9nx/8vm+7TXPO+881NXV9et6imXXkfccwvW5z30OL774Ih599NGC42eddVb0e/r06Zg9ezbGjx+PP/zhDzj99NOD+YXMZQC4/PLLcemll0b/29raPhCgnTlzJk477bRoo2Rmr/l8PgrlYnPShNleyDRkt4DlpyY7ULxqSPP18rc8LcaUBwAvplXzNh2UserElwEl+y1ZWEdmwcwmOR1PQClT57A5Nfe9NvDcEJqnDmo8OKgf1oSvDQ2E/GoZrrveM43RZT0TiQSOOeYY/OQnP8Hrr79eANSx7LrynpjsxRdfjN/97nd44IEHMHbs2JJpR48ejfHjx+O1114DADQ1NSGTyWDjxo0F6dasWYPGxkY3j4qKCtTV1RV8PghZtmwZHn744aIdtgxMzVwF/Amh/oLvlT0BcCeyQoMNM1QFLcvTPjYBVl5eXpSnB44KgNlsNqqvhnRx2Wye88fy4boySHP7si6WrzeBpxETKpbOGK26KLLZLMrLy1FXVxcxX2OhzGTtNy/hDVkPVi63Ryj0Tt0wfD96enqQyWTw85//PAbYQSbbBLL5fB6f+9zn8Otf/xr3338/JkyY0O8169evx9tvv43Ro0cDAGbNmoVUKoVFixZFaVatWoWXX34Zc+bM2Ub1t6+sW7cOL774YtEEkprevFELiweuIR+q+vh4hl/9pcw21VT22Jk3EWP/eSJHmbh9e2Z0SExf1ssDV2ahOqhou3DbMFhy22jYmjdocHvYYJDL5aK9AWyTnp6eniKdDXC9gc0bUKwttEw95927TCaDu+++G9/5znfwi1/8Ip70GmSyTcPlRRddhJtuugm//e1vUVtbG/lQ6+vrUVVVhfb2dlxxxRU444wzMHr0aKxYsQJf+cpXMGLECJx22mlR2gsuuABf/OIXMXz4cDQ0NOCyyy7DjBkzomiDHSU1NTWYMWNGkT9NTVM+xuw1xGQ9MLFOqG4EFi6D06rotd4goefUZFX3gZrgqjvXTfW145a/rpbj86xDaNKP21zbisu3chgoeZtBdelYGyjztrwYqHmw1bZUl81AhNNVVlbi3XffxW233RZt1BPL4JFtAtnrrrsOADB37tyC4z/72c9w/vnno6ysDC+99BJuuOEGbNq0CaNHj8YxxxyDW2+9FbW1tVH6a665BuXl5TjzzDPR2dmJefPmYeHChTt0BE8k+uJj77//fuy7776Rz7e8vDzasIPNURWetbb/Zh4rMFt5mpZnqZlRmjnOM+6cT6mO7QH3QMCAfZAqyqg9xmx5hADR8s7lckV74aoeHriqfp7PWYHVdLf0fE4n1bw0IR+0pxvXhdubBzXTf/PmzXjzzTcL9Ihl8Mg2gWx/HbOqqgp33313v/lUVlbiP//zP/Gf//mf21L8By6ZTCZaN84Mh9mYdhKgmJ0xeDB4anoDUza3gUKT2tKxL5Mnk+y8HefySkkICO0Yg4CCBLdDCGD4HP9WUGP9PWbL+SkA6re2Mw9WIZbsgZoOLt4gYWVqe2j5oWu5juXl5Zg0aRIeffRRtLW1uQNbLLuuxMPm/0oul8PIkSNx2mmnYdSoUQWs1It39WJJ9ZgBNYcOeZM53BEtHVAIHOyn5W9laRpW5X2zcL0YeHTja4/VhsBAfabKekMAxu0Y+s9tr/qFNjYP1ZGvDbWPprFyVSfvuLJuE3surE2qqqpw+OGHY+jQoW75sezaEk9hog8UGhoa8Pd///eYO3du0YQT0NfR0uk0MplMkJ0AxRtzWwfjVWMAihhbKfFA0uu4qhMzODW7vTz0HItXV08fb7LHrvdMcg0H85i4B/IhU5/rYR9vtl8tCx70WDx/LfvRPeZdytWi9Td54oknsHr1ajd9LLu2xCCLvo705S9/GR/5yEeQyWSKTGXukOo35tVDBhbMRO06nsHmGWsTBQw20/k6jmPl60Iduj/26f3nWE4TBjBvwi4EmpyO24SvVZOdmZ7qyEDG7RXyDSsj5gk+r/35OgNn3VPWaztuE20/BWTPfTF79myMGzcOr7/+elE5sezastuDbDabxZ577okzzzwTbW1t6OnpiTq4+jx5zTwDsXVYNuNTqRTy+a2LA9gNYKILASwvZXUMWAYWytQAFAGPiseg9DzrwMeB4jX3GqTPZXvMk/Pi/Dwwtf88iHg+VtXJY5B8v7StvQkyHTgUFD3A5UUqCsrW7jz4WptYmXvvvTeam5tjkB2Estv7ZMvKyvDWW2/hn/7pn9Dd3R359BRo0ul0gS/Qgvztvy2/ZF+m/Q+xTBP19eoLAW1RgS3pZB9xKJaT9WQ/ZXl5efRJpVLRtfwfKFwswe4O1dvbvyAkOmDoYMJxsep7NhDj85xGQVzdJN4xHiDUTcDMXH3fOgApy+f2ZteShs0xk3/jjTfw2muv9es6imXXk90eZIE+5rF27VoAKOq0JrlcLloPbx2dz2UyGQCFrzmx0KSQn9PrUBzC5UUIDOSYboDCnZlBgyfTdNMbu17zKiUMeibMNNXUV6A1MPcm3HQAUdauDJbBTY/rpBWXw8eYfepAqXXh/945zUNdFWPHjsUxxxyDIUOGxEA7yGS3dxcAfQ//7NmzMWTIEGzZsqXoIVfA1ckd7vgKJgyW7Ic0UXZj6TRCwH6XmkzxJojYR6ohYFwe+xSVtfK5UqLtoqDl1YfbTv2rynTtm4FVxSuP3SvajspivTb0ylF/cigNt4v6pk1yuRxqa2vxuc99Ds3Nzbjjjjvw6quvxmA7SCRmsujrBL/85S/x3HPPRb5UE/vNb65lUV+kHfPCh/R6z7zUmXCPZXnHQwDITExdCVx/DXnic9pWnnugFPiHRIGX2TK3q334JZYe6+Qy1f+sbDjEmM11ovdTP3qfPJ8z62KWkOfGsLrbLlxf//rXi8IIY9l1JWay/ysdHR0YMmRI9N8zeW0XLpUQm/HYkLLI0JtidSKG8/HYrbJcnoSxckq5IYDivV0Z/DxR/yLProfScx08Bs+iIKqMU9uG02qZ9turU6h91d/qmf1aPwVPTz87rvnkcn37Kuy3336YOHEi3n777Xgfg0EgMchi66ob+83HS7FEE2/ShDsT/9fOzXGzoTw9NtifbqXAJqS/5cmMks8x0Hm+a6/OITPaAxkP4DwLQNvAq7v3P5QHR5F4Lo5tkZBrhdvVBlZ2Y5SVlWHt2rX43ve+h2nTpqGmpuY9lR/LzicxyKKvY6xevRq/+c1v8PnPfz5o8tkeBtwZFVC9wHiPBTHr8Xx1HKrUH1jq9RxjysyNQVLz5WOsM8eTlnIjqB4ecy/F7FUvbb9QXe2bWbQ3YIXYs+XJk2Ehlh0CdSujP2H91P+cTCaxfPly3H///bjvvvuiCJBYdn2J7yL6HvTq6mp85CMfQWVlZfRiSAYs2xaP2SdQDBbmUmCmZ34+oNB8Z/E6KbOckN4DYbK6cMHO67UKnN7ih1LlMIPzmK/Fj/JAouBqOngLOvgaZZ2hKAMWLcOrS6lJvlLMksP+vMk8vp7vi13T29uLAw44AJ/61KfwH//xH/2WF8uuIzHI/q/09PRgyZIl2HvvvSNwYIBQf6yCqAEIh3clEomoI+nEmeeDtfMG5AbOuo+CxwwtT8/cLeXbZeaq6Tg9v89MWXFoMox1KpUmJMpIue48gcf3wsDZtt5kJs76e6ybTXptZ2ayHliH3COeT1bvkZVTWVkZbSge+2IHj8Qgi74HvbOzEz/60Y8wdepUTJkypSg6QMWYLYACwEmlUtESWu5AIQZnwv95sUEp5qWipjLXwVsayoMAp2fgYv0MHDhdKdaooBOaRPKAUH977x9j3XiAyOX63hKr5r93L/h/yCfMYXZcJ3Vp8IBSKl5Y62fXrF+/HjfddJPbnrHsuhKD7P9KIpHAtGnTMH78+AITNZvNRu/84kiAUEhXLpcrYp9AIbAqqGg+3JmN1XLH9cx8Nut10krDtRjQvUk7L4xKzXJjWyE3BwORgTwDjIIRt6fn41aXgQKYLvwo5RLw2tqrCzNWHvQ8vziXqZaEpwNQPLlZVVWFCRMmxEtrB5nEcbIkbW1tWLVqVcGkD3deAwozS72Jif4mRhikmIHxa7C5LL6GzWHNW81xjgkNTcr0F+9qbaDbLNpvZpehPBicLf5UgZaBTnVS/yuzTs7HY8ceg+W6cf0M5C2dgasBK7eD5mHn+d6FgDjk67V5gVNPPdWdvItl15UYZEmWLl2Kl156KfrPHcZAgkGO/YA82VEqiNyAW01uBl++nt8BxmAX6oQa61rKLdHfjLiCYMj052MKxB7QhSanPB+sta8H3HqtB7p63Ft0wcxS/fGcn9aTXQtenfV6dTPwtfY7lUph3LhxwcE6ll1PYpAlGTVqFPbee+/oP3ci7ij6AQo7KM+2e2DoMaKQhFaBeWWFXmio4OexsYHoYvqwDnyd1y4sCkLaDpyP6q1skdNzPl75DK7qAlEGzKxa/3MemifnrQNLqXbl+vb29mLWrFk499xzB3QvYtk1JAZZknXr1uHBBx9EZ2cnABTscMXMyET/h9iMdTg230sBn+YHFMfNhoAM8Gew9bymNT0HwthCZYbK12MMVHreW84a0pW/B7LqDii0FDQPk/78uQqqDLj8CQ12JnrewHzp0qXBPWxj2fUknvgiaW9vx8aNG4te/2K/lb1pJ9Alsp45av+ZUWnoFOdr50Oz7yx8nN8vZjp5+XqioKN6WZ4hMOK2Yv+ox8ZD5YbaQPXWiAi9nutvbJT189ixN+jo4KZgqW3B5YaiMAyc2ed88803484779zmcLdYdl6JQZaksrISe++9N6qrq91YSaBwBZWKx0w8U9wiFRKJhLusljumRgowiDO7VTDwWCmLvqa7FPPVmXdlmB5g6+DktQfnpa4BZoJ8PlQ/Hag471A9GeA8P63mz+V6kQYh94nlx+4dbeNkMonf/OY3+OEPfxiFn8UyOCQG2f+VRKLvleC/+tWvMHXqVEyfPj3amJtBzwDHANJjVspC2Hdn4Kb7lHphVwyg1jl5j4VkMhnpACB6C4Plq4MEA1MpBs1A0l+IlhdaVgrc7by6X0q5LfRYCICYObN+LHyulBskpCMPsiGXjbYnDxyhZ2P58uVYuHAhWltbYxY7yCQGWRIFsu7u7iiqwDqhbVdnHY6XioY6nM74G9iyOQkUglzIlGcgtTz5bQ6eDv0tfmAwMOBg1tVftATXVVl1qTZhf6oCWYgVhlwVlh9HIjAo2jWsGw9knrnP7cPRH1o/bXfTQ/VXa4XT3n333XjnnXdiBjsIJQZZkrKyMkycOBFjx46NOob5Wb0JD6BwuSmwlTnpcf1vv/W9T/Y75PNMpVJIJPqW79oAoGDFoKDfgL8Aga/3XA0KcspAQ+xV66vpOK23yIBdJl4elo/XVqF68MCm9VFQ9txD3EYa4aFvJWbRurAeY8eORWVlZfSGjVgGj8R2CUk2m8Vjjz2GP/7xj26YFbMPY7F2nAP0bVmtF99q13M++lvNSgVgY9McIG/HPFDgCAadRLNFFQZG3qbY9p9/l9JPw6WYuWoEhgoPZCH/qNZd27qUr5SvD4G3Rg4oqJuOvCgllUoVvOeNPxprzMdMn7lz5+Lss89GXV2d2y6x7LoSM1mR8vJy1NTUFJiH5vtUgDLxJjHYheDNrntmp/3mfLXDeXnpdZxWAbXU4AEU7hFgeVg6ZbkhBuvpp8Dl6e2Z6J5/1TPPvTzVr8xRCiGXxkDMda88nkhk/fSe87ed7+7uxpIlS1BeXo7hw4ejtbU1dhsMIolBVsTeCGsRAEAhE/RYjYn6FUsxwf46pDfZEipTwYTL7s9nGtJPJ2+882z+er5Ury6lhPVi9qsAz9/eIGTCWwmG6hrSq797osf4v7avF9Jn6Xp7e/Hwww/jhz/8YbRnQTzxNbgkvpskiUQCq1atwt13343169cDKAxy10kVZlieicv56sfEC8xXPyX/Zp8vvznXM7NLmZ0Kkt75kK/S2DC7QLRNQhNHmpdXTsiNwHqHzusApkuRecDkenB91M8a0slrL9WJnxttm0Qigddffx0333xzBLAxgx18EjNZEutgtbW1qK6uBoBogqm/Tg6UDvAH/LAfZmjKILXDWx7MjCwSgoGW8+MQqxBrVlFQ5PQGGqa7d57bw3TT9tFJLhPdKJzNcDX3dTJRmaLqw23MTNgDQPaPe1aHpVF3R2iQ8dw7uVwOS5YswWuvvRb5smMZfBLfVZEDDjgAJ598Mmpraws6WojVKbPj8yYeg+Vz3kSLslllyTq55LkHrNPqBit8ztPHc3VolEIIUHQSUCenOJ0nej0zXZ3kUrbJ7cBSyl3guQ5KWSReOrsPGnmi+XhvzZg1axYOOuig+FUzg1jiO/u/ksvlMG/ePFx22WUYPXp0EZOxTsHug1KTVMa0jIkpCGocJV/H3yYGlByypYshlMFaHryqzOrhvemA81Dz3htA1KxW4NTJQ76eyw0xe5bQcdbFG8isHLs/vHjDE62fit7LEMu1vNgl4w2+DQ0NGDZsmDu4xTI4JAZZ9HWQfffdF5deeinGjBlTBIzMpgw4LTyHzV/OzzqUxdkChaY2C0+wsSlr15gOHBnAQMuig4OaxexOUAm5MlgPNbn1mP3nuvTnr1bdvfPqhmDg9HTwlr3y4GE66mbfXjuGBgL7rXXTdrB0nsWyfPly/OlPf0Imk4lfOTNIJXYXoK8D1NTUFO3eDxRups1mnjFV63A2AaVM1ZshD7kbgMJZegVYIOw6MAA3xhuK9QxNWIVM3bKyMqRSKXfDbU7L38xuvf1w2dzn9vHCxzTG2I6HpBQYer+1vvrxALa/QYD15IFG2zifz2Pq1Kk45ZRTMHToUNdHHcuuLzHIog8Qn376aXz/+99HZ2ena6oDW2f3GXAY1CytMVwFDWWpdsy+ufMzM1aGaeVxUDtPcHlLRD0A0TQ6ecb+T52FV/NcQdvAOZVKFQXlax08YFRXgkY0KFCylWGDnkYW8IINtQiUtYfukdZVfcSefpxG3TCVlZUYMWJE7JMdxLJNIHvddddhv/32Q11dHerq6nDYYYfhj3/8Y3Q+n8/jiiuuQHNzM6qqqjB37lwsWbKkII/u7m5cfPHFGDFiBGpqanDyySdj5cqV26c270PKy8sxfvx4VFVVFXRAA1gGChadzOnt7Y1Yra7c8phRyJQutaLK+635sdh/68he3qaruhY8Ruz5bEvpoNd558vLy6PBi1dT8cAWcuFY29txK8fys1VZ9mYL7z6qXjx48UfrwYOtprWyrN0VvHO5HF544QXcfvvt2LhxY+yPHaSyTSA7duxY/Ou//iueffZZPPvsszj22GNxyimnRED67W9/G1dffTWuvfZaPPPMM2hqasLxxx+PzZs3R3lccskluP3223HLLbfg0UcfRXt7O0488cSSm5B80JLL5TB+/Pjo/UomzBDZv2bnVEJRAgxKIZNQfZz9vT8rBKaeKWz5q9nt+X01D8/V4flqtSwtV8v2ruG0eqyUe4Pbjn2unhtEdS5VT/WzenUOuSD4/nvbSuZyObz44ou49tpr8ac//Sl2FQxiSeTf591taGjAv//7v+OTn/wkmpubcckll+DLX/4ygD7W2tjYiH/7t3/DZz7zGbS2tmLkyJG48cYbcdZZZwEA3n33XYwbNw533nknTjjhhAGV2dbWhvr6egwbNmy7xBZms1kcfvjhuOqqqwp8Y8ZQNFbTYySaH2/gHTLPrQyTEJNR9mt6aOgSTwZpvuzzVTao9eEyFXh1EGLhunKeIb+mlmv/zQpglq2hadq2CozGJNk1wGWH/LqeXnyt97x5QOu1E+uyYcMGfPe738Uf/vAHdyCIZeeXXC6HjRs3orW1FXV1dcF07xmhstksbrnlFmzZsgWHHXYYli9fjpaWFsyfPz9KU1FRgaOPPhqPP/44AGDx4sXo6ekpSNPc3Izp06dHaTzp7u5GW1tbwWd7SjKZxJIlS/DLX/7SDbnizsMTWqGOoX5HD2T1nGcGe4xQzWOuQ38men9xnFYOn1PTl/PxGC/r6/laTTx26/lEB8KcuT34OvPL8qeUT1fZtJeWj2nYmubB+etAsWnTpmgRQgywg1u2GWRfeuklDBkyBBUVFfjsZz+L22+/HdOmTUNLSwsAoLGxsSB9Y2NjdK6lpQXpdBrDhg0LpvHkqquuQn19ffQZN27ctqodlHw+j3Q6jVNOOQXV1dVFL9ADtrIS8wvaKjDuTDohFAIQwF8BpGauAmAp01fNWhUvwsEDEQ+MdbDR6zwmbhYAH+d81b/pASqnU+Zr//Wtv+wD5d/pdLpgAs4bfHQQ4by9tuc8tJ56T6zNeNvM0aNH47TTTsOwYcNKRkvEsuvLNk9p7r333nj++eexadMm/OpXv8LHP/5xPPTQQ9F5zyzub6TuL83ll1+OSy+9NPrf1ta23YC2p6cHhxxyCD73uc8VsVM2v63zdHV1RazE8zPymxOUFXK+JnZOmVgp1wEDjebNnZr9wJ5prsd00YKl4Xdj2XmuowKut7jBxHRSHzxfqzrYdep6UbC3az33gIJ0MpmMBksvGiPUTpaen5X+LBqbhOvt7Y2ej8rKSowaNWq7uLti2bllm0E2nU5j0qRJAIDZs2fjmWeewfe///3ID9vS0oLRo0dH6desWROx26amJmQyGWzcuLGAza5ZswZz5swJlllRUYGKioptVbVfyef7ogfOPvts1NbWFmyYrOCZTCaRyWQK/IVeGu+4x1R0dr6/DsvmZiKRKAj5UbPV0oTMbPXFalQB18VrD2Nsmr99LFTJc0Wo+8Vj7Kw//1b2yODKutt9Vb81ULgzl6X1Jl09ps5tFmorLZfb156dRCKB1tZW3H///Vi/fn0cvjXI5X0Po/l8Ht3d3ZgwYQKampqwaNGi6Fwmk8FDDz0UAeisWbOQSqUK0qxatQovv/xySZD9IKWsrAyZTMYFRu3UiUQCVVVVRZsyG9uziABllpqer7GPJ8yyQqFixsZ0n1gvjtUzxZkBKkNj1wIvKlAWx3oq2Gm7sm/T8uNznp9UmaT5VzkNm/7ahna9xvxyjHMoREs33fbCwdjNYDpxfryRu32nUik0NDTEq7x2A9mmIfQrX/kKFixYgHHjxmHz5s245ZZb8OCDD+Kuu+5CIpHAJZdcgiuvvBKTJ0/G5MmTceWVV6K6uhrnnHMOAKC+vh4XXHABvvjFL2L48OFoaGjAZZddhhkzZuC44477QCpYShKJBHp6enD99ddj3rx5SKVSBeeYYdi7tXp6egAUzhTbeY85KthZp7M87JvZmokyNLte9z3QxQ86MJgYo+JoCUujZrXG+TJr0zbkOjHL5XqoMMDztWr+M9vWMpSRcnsDiO4Vgx+DtUZn8L3Q9rd29l4j5OnLbaO7luXzfSsMjzrqKCxatAgtLS0x2A5i2SaQXb16Nc477zysWrUK9fX12G+//XDXXXfh+OOPBwB86UtfQmdnJy688EJs3LgRhxxyCO655x7U1tZGeVxzzTUoLy/HmWeeic7OTsybNw8LFy7cYQ9ZLpfDxIkTUVlZWcSOLBSrt7cXQPjV18rWlEHyb05j4vkEQz5G71pzczA7C4l1eg+8+Zjm40268T3T+6evEVc/r9bdc5l4gG55c1sy69T07ENlXfi8V38Dds6rpqYGXV1d6Onp6Te9lmP1t3axT2VlZQywg1zed5zsjpDtGSfb29uLAw88EP/yL/+CPffcs8DstmgCfkuCsUUzWT3foxfixOJ1YD7nAXQpUYZWKp2KNwAoExvII+Ixds/8LzX4eKBvohNfPBAye2YdLD0DOeuiloQOAJ6rg9OpO0OvVzGQNauno6MD//M//4Of/exnaGtrG9C9jmXnkQ88TnawSFlZGV555RW88cYbRR2b/XP8FgIzIy0sSMGBgUY/QOFSWvVpal6lhF0W7HMNgWII8PlTamWWAlOojgq0HLpl37oMNcT2GSR1QNM21Os80NP/pcLWOI2Cq6XTkC2vzTyQt/QdHR2RWyOWwSm7/bRmLpfDyJEjsffeexf4VW2Cw/Of8sSGF3RuYKWxoirsR/QYqMdkOZ233JS/Na1GNJTSjdNpWs+Pqd98juOH7ToNY1NWyOdCrD9U75A+2gZWlobucQSCF3nhtRFHnageOrFoabq6urB+/foYZAe57PZMNplMYv369bj11lvR3d0dHc/lcuju7o5WDXnsiMHWGC2HU/EKI115ZKzYOqi3Y5edM/A3vVjUVGUgYN8f19eu03w8JsdMm5mosjNllfabIyk4nxADZFD2PiwamcBgHXJH6P3T43avVCe+J3of7FovPtfy817ZPmzYMBx33HHYY489BuSSiWXXlN2eySYSCXR0dGDLli1IpVIFM+PMFNknyB2Y01tns4ky63gMPNzRNC+PVfX09KChoQFbtmwpWrAQMu1LmcsWJWHXq39R9VGWrpNIHtMuxVK13UwHnoH3XAcmGqes7FxD0NTED51nvXnw1DJCerFbhOutAxbr39vbi1WrVmHDhg39uoZi2XVltwdZoG+C69BDD0VlZWUBm2WA0LAn3sPA3ArWGdPpdIGJaHmZqFlpxxKJwo3ArZyuri63s3svNFTAN9FwKAUFrqMBsTI0z2/LbxbgtAwy3mo2dQtwe2geHvgra7a2sXvB+bPeytjtGPvadTDUNAzKnFeo/pbec7Mkk8l4McIgl/juoq8TXX311Whubsa+++5bFI9paYBiP2llZSXy+b4gc2MpFqDOZieHYykAWudkMEmn0+ju7i4ADW+BgbFAdjewOW++YTPb1c/o+Vv5Dbh2nL+9V7Z4AweXpwyS24Ov85hxyBVieQEocKkwoGmbeIOVlqeAzwMLgykDsg2Q3u5rpgOfLysrQzqdxgknnIBXXnkFv/71r4sG8lgGh8Qg+7+SyWSixQhqDhqQabA5AHR1dUVpmLEwiDCbVTBRs9LKSiQSSKVSBQH1ChxsMnPn5PLZx8jpOfSJz1n60EII/g799o7x2yV4QDHQYeAz/Rjg7DiDrucu8RY+aP14gOB74w0+fJxdHQMpjyWRKF7cAgDLly/HkiVLopV7sQw+2e1BNp/v24XrnHPOiSIMTEK+PQ2gVzAy9qgskX+HgAro64DWIQ34PV8km+Oh/HRrRg45M8AyFqjMSyMolD2yPmo6c/twWysjVJOc66PtbAOdDT5maqsvNVQOl6cuAXVJKBNVFwPXX/Xl/LU97L+1a3l5OWprawvqEcvgkt0aZHO5HKqrq/GJT3wC5557bjTjrwDgdTA+rqJ+WGazuiTWA2k7Zm4AnjTT2XbW08vbymdR4NM68nHPj6r+RwM3nYQK+VHV1RBqUx5QLF2IuaorRVdRcfml6shir1/XKAYTthD4Pmjd9Ri3wZQpUzBv3jz8+c9/jhckDFLZ7UH25JNPxt/+7d+6DIrF6zShPHVCaiBmoLJem4CzzUjMnGQW5MVwqjtDzX4vFEpBx357/ktlenqNpTE9FTSUxavOnh+YFyPkcrmC/SO0fC8CJGQ5hMCVy7LfoXScD5elA4yd40EB6Fu9+Oqrr6Kjo8PNO5ZdX3ZbJ1Bvby/22WcfnHPOOQX+PWVkXjyoiXZyE+tkFmOrDIcZmddBAUThZD09PdGqIPaj8u5P+iZY1c/zJQLFgKss02Om6q/ka7h+vDyZfbDaXl6eofY24b0XFDzZZxtqd3UThHRR4ev5d6g+mre5PJhlp9Np7LPPPmhoaHDLjGXXl92SyeZyOcyYMQOf//znMW7cuKJJIAYeZlbKkkJAwBvKsC/TA0E7Hur06iawfE1f893ahtAhM1w3qPb8f6GVVToQhOodAqeQKa35enmyGHvnMDfP1RDybep5j8H3J2rRlJJSA7LlU11djUmTJmHIkCFYs2bNgPWIZdeR3Q5ks9ksRo0ahc985jM46KCDAJTu4KWYDbM4vZZDeUqtstLwJm8prvn+eBLK/MfmN9TX5nC5dl0ulwvOYnPEAdedvz0zvJTf1TPRtTxtaxXzifIEnra5ukO4DDvm+WJZt5DbI3SedfAWK+iAxXnxMtpsNoulS5di7dq1RXWPZXDIbuUusI5x9NFHY//99y+avfbSAsW7amkH8zqvhk2FwFrDk+yYgQm7Gyyt7avAIWfmVrANyI3lGuDau64qKyuRTqcLdFe3QCk3gJrMygq98/axJcVWL23nEMBbemawfF7L1uv5/mgkhpXLH92oW9Pwf85XnwF1Ndkgp2mPPPJIHHLIIfGWh4NUdismm8/ncdBBB+GMM85AbW1tUedW1qkdlmNVOU/ueLaVHW8yEuqQJnyO03Nn9I4rAzYw2rJlSwHQGoCnUil3Y++Q60B905qOr9ffyii5LXRFljJOzx3D7FzbnO8F3xOd9FP3BOcbGly861S8+8fWBqfTeOdEIoGGhgZUV1cX5RvL4JDdBmTz+TxmzJiBL3zhC5gyZUrBOW8lkJqkBgA642znABQAiOWhHdCuLdVZFWg4iJ1dCBxlwCFiyogzmQyy2WzBe9IM7E0v00knhzz2zfqxz9hjpcrsuF42KFk6fj+W3h+rs00cZTKZIiuCAZIjRfRecl0VrNVq4HNeOxjD7o8de2L1WrRoER599NF4xdcgld0CZPP5PKqqqjB37lxMnTo1yG4UVHRpKlA4AVZWVoaenh6UlZWhqqoKHR0dBSxKfaOlOpCySmaopSZyPBNTGbCBNAOjrvTSfJVJ8vUKYN412lahdtatJL12YjcB7xHBv00sqF9dQOrm4UGVgZ4B2tJa+5muHKPMA5y2gbJu09/SZTIZ3HXXXbjuuuuwfv36eMXXIJXdAmSBvo6xfv16tLe3o76+vsBkNoZkYUcWFgX4AefqnxwyZAgSiQQqKyvR09MTAS9fw+BpHZzBJsScvLAj7rzKyDzQ5Pqor1PdI+pHZPFMdI99c3uprgPJS3Vn9m5tYrHDdr8sDR/jtvXcCrwjmYIyTxp6IX2Wr10bmpCzdMrQE4kE3njjDfzyl7/EypUrC94vF8vgkt1i6Ewk+jZIfuKJJ/D6669HgMNmuL2F1t52APiTJkDhpiX5fN9rRBKJvr0Gqquri/aGNbBhFun99j58PW/0oudDZSUSiYLNU6wuHgB5PkmrN++Fa/+NmWn6UtYBDxTKpvlNsva7p6cH3d3dBQsQ+Ntrs9BbaHUC09PPhOvKH3tDsNVb/blcjrqROF17ezseeughLF++PN6Fa5DLbnF3zd83adIkjB07FkDhiwKTySQ6OzsjhqQgaeKxIXMZtLe3F4RIhVgZX+uBpJ0fqG/O82Hq9QOZtVad7Lcyby1DQ8488PLcJTqA9Qd6PBh44V9s4of8wvztmfaqD1sinn/VGzwAuM8A17erqwu///3vcfvtt0e+5VgGr+wWIJtIJLD//vvj7LPPRmNjI4C+FVXsNzVWwhtu2zeDmMekABR0Fq/TeD5OyycENtzBPTMUQHCyxPOz6nkttxQ75u9Sg4CCUki8umg9+bgHburuUP0URBX4lW0yMzUJRYKoLnqcF03w+WQyiaeeego//vGPsW7dujhsazeQQQ+yuVwOe++9Ny699FLss88+rm9Sg9W5w7BPVjumiWfiK3jYt3ZyNds9gOFrFTysrBCgKeDxhI22AwNNf+zKY408YFkdrcxSCzKYLXN4V39gzffOyguFbXngz/u7ehNwnn9aGa62R3/S2dmJm2++GatXr0Y6ne43fSy7vgxqkM3n86ioqMD555+PmTNnIpPJROd44spARyeZrMPrevMQICsQh1gP/2dQ8oBBr/UYqndMWTDX0/OfMvB67g5v0NC2KOWP1UkfT2+dZOTQOo0J7unpidLoohJ1WyQSxT5RcyFx3sxquV46uOogoveMy9BokVQqhdmzZ+P5559Hd3d3SbYfy+CQQe0Msgd97dq16O7uLooh9dLbQ19eXo5Ro0ahqqqqCJCAQgCxyRBzN7AJr4zPvnliJQSSrGcpMCtVf/5wGJoClF5XKi/WgSepmI3rixN1Exsd0LyVYjzJxm2hg4fqzeV7rx5n91DoHrBOPNHn3UsGY37GPEadTCZx6qmnYo899ijyK8cyOGVQM1mg70WECxcuxP77749Zs2a5bzjlFVTA1rjM8vJyjBgxAu+++27RIgS+lpkLL2U1FuZ1YGZlbE5b2XqdxpvqrLZ1cFsyy2/DNVGmqPpwDCcDSiiGl4FXV3FpWvvN+fXn8uB7w9dw2yqbVFeH5suDjZ338mHdlcEqwHP7cP0UYI09P/jgg3j11Vdjf+xuIoMeZAHgoIMOwj777FMAsBwXyx0xkUhEEQYtLS1RR+CwIG8izK7lY2o6esIAr53bAyhLn8lkokUS/Dpye+mi54vUPL1yQ/5pdTXoKiwNvOd2UsBVMNe4VmaqarazH9VcOsxSvYUXujiDz/PG6N7AYhLyUZv+6uvnshV433rrLfT09BSswItl8MqgdheYtLa2YvXq1QXHGPRswxXeo5VfD86Mhk1YDzyY3SjjsU6tYFxK2FS1PBKJvoUPQ4YMQVVVVaSriboClBWzSauboXAcLudhJjznz35cdU2EFlfwNcrU2U+uLNfa1+rDQN1fW7LLwj52v02nkLXBgwvXSX36/J9FB6x8Po8Pf/jDmDRpkuuyimXwyW4Bss8//zwefvjhAiCyDmvmve1exf5A/u+xIaAYfOwYsyLPf1kKFJRtesxYfaPeh/Ni0Pd2w9KFAcrQFVi9dlBgUuD3zGetF9eZ0/EbhPV8Kf+s1kl9yDpYqh6cn678UrcK+3DVxcDtVFFRgRkzZrjlxDL4ZLdwFwwbNgzTp08vMGGZfbJJx6CkfjfuFDzb7fkTPRDlvL00XqdT/57nt2QT19OF8yq1xSAzOvXN9peO661g6k0EaR2YMZdip7Z/ruXLrNlj0HqP1H2jbgvWUScwQ8Ctg4kJg62d+9Of/oT/9//+H5YsWRKD7G4iuwWT7ejowOLFi9He3h4dY5+isS4PUDgtUAwcIfbj5aP+Re20zHDtvwIdAw+7A0JxqB6zZVbKwr5OrYO6AlQ/Pqc+a64bp1VADgEkt5ftwMX1MBeHAR67P/prBxZv0FSm6t1frrMXMWB6v/vuu/jOd76Dp556KnqVfCyDXwY9k00kEti8eTNeeeWVgu0Bga0dyF4xrQCjHcmOK3DybwZFr6PzN4vH8rwVZMqUWNf+mFFowg4o3IkqBDasA8/iM4NW/6+yX2Z/CuqsmzJPk+7ubneyLcS6S4Eqiw4WqruXXt8krIMoA24ymcRvf/tbPP/88/GE124mgx5kc7kc6urqcMIJJ6Curq7IF8nvxVJ2ZeFVDE4e4PE1BjQ6gWOsz4DB23fW/rPJ7Jms/GobPq76DWRiRdmpAaDnQlFzmttM25wHJm9mnlm75yqwdlGQ1HYr5crQ++KVwWXxbw9sNZ29STifz0cb2Ohrh/gejB8/HrW1tfEihN1MBrW7IJfLoba2Fp///Odx7LHHFu2cBCB6WwBQGMRugFgqdIc7MwerW16aLuQq0Fl8u87O2bV2jS144Ou5zp7JruKxRJt150gLbhM7r5EFXDfTh6MU7Dyb8ZavskDPT62+cqsTT15p1Aeb+NlstmDBiP3XCAHVkfPwJiuz2WzRW4TV0rA8ent7MX/+fEydOjXaHyOW3UMGPZP9whe+gLPOOiva7o+ZpbdQwMQ6FrMnz9/JTBDw3wqrgKvX6Kw1i7LURCIRdVIGAS5DIwVYX/7tuQZ0hlzzYqbOLzjkdgNQMGufTqcjpqfgXlFRgc7Ozqh+nu8zn88XhL557hrTjdNzGrVWtP5sFXA7cdyw96yolWMDLg/W5lb4y1/+giVLlsRbG+5msk1M9rrrrsN+++2Huro61NXV4bDDDsMf//jH6Pz5559f0IkSiQQOPfTQgjy6u7tx8cUXY8SIEaipqcHJJ5+MlStXbp/akPT09GD27Nk488wziyYjDChso2RmVAYeJrlcDqlUqiCu0kTB0fajtT1pk8lkUfwtd1Y+bsId2fK03+zGsHx1ooff6cXn+bgyVbtO2ajF3xrQsB+UB6tcbus+qwygpqc30Fg7d3V1FQAd74Km7pFSE1eeu8ZjrTywWd66BJfvFbdziK3yM8R10TjapqYmHHLIIXF87G4m2wSyY8eOxb/+67/i2WefxbPPPotjjz0Wp5xyCpYsWRKl+dCHPoRVq1ZFnzvvvLMgj0suuQS33347brnlFjz66KNob2/HiSeeuN3XcZeVleGNN97AokWLihYAGNvLZrPRRApQPPPusVcG2v5iZzXA3q5X85dNb8/c5PTeYggDTwYXHSzUteGZwAasai5z25mOCj4M2ia69wDXw/Njs47afnw/SpnwXF9vMFCwNVeDuWCYySs75meEB2pl4LrAw9jsyJEjcf755yOdTgf1jmXwyTbZLSeddFLB/3/5l3/BddddhyeffBL77rsvgD7zr6mpyb2+tbUV119/PW688UYcd9xxAIBf/OIXGDduHO69916ccMIJ76UOriSTSaxduxaPPPIIjj/++Oi4N+HAbM3+m3BnNAAygA4FyPOsO+8Yxfkxw2FR/62aozxRx+fV9RCa4PGOqfB7xUIsW90UqjsPRp5fmwHWQIjTcj3YNaETbwqACl4cNcHuD07P7gX1EbOu6s9Xl5PnqrF7Zs/LHXfcgc7Oznibw91I3vPEVzabxS233IItW7bgsMMOi44/+OCDGDVqFKZMmYJPf/rTWLNmTXRu8eLF6Onpwfz586Njzc3NmD59Oh5//PFgWd3d3Whrayv49Cf5fB6VlZU4+uijizo0p9EZYKAYuLjzePuOWt6eDsyGOM+QznqtMk/9zeeV4XmTQwwIWo7H9BhUmEXyxJwd59+WhicE+TplrTZ4qfvDXDDm7jAwDLHYkJvBdNU0fIzdLDpwem4KtXbUHaQDVD6fx4EHHohRo0bFLoPdSLYZZF966SUMGTIEFRUV+OxnP4vbb78d06ZNAwAsWLAAv/zlL3H//ffju9/9Lp555hkce+yx6O7uBgC0tLQgnU5j2LBhBXk2NjaipaUlWOZVV12F+vr66DNu3Lh+9TR2dPvtt2P16tVF2/ypKDjpslqdkGEg0N/A1k5l8bd8nYm6GVh3z13RX9r+2kNNX57sYbPcylJA5529eADyfrOrwzPd9TrWTduFjzHTVOG9CXhjn5D7R32m6oaxtuFvbU8TZcga+ma/Dz744OhFnrHsHrLN05x77703nn/+eWzatAm/+tWv8PGPfxwPPfQQpk2bhrPOOitKN336dMyePRvjx4/HH/7wB5x++unBPEOdxuTyyy/HpZdeGv1va2sbENBms1ls2rSpYCmmlWUmnPoDAd9kNOHOoyxGl6wq6LKUqq+6HTwz2YuVDYnnBvHqpwDmAYwCSygfzTN0jxWgvTZXv7C6VAwk1WoIWTCcJ+vPedtxL4Ii1CY6INp/distX74cLS0twdDAWAafbPOdTqfTmDRpEmbPno2rrroKM2fOxPe//3037ejRozF+/Hi89tprAICmpiZkMhls3LixIN2aNWuid295UlFREUU02KeUsGk6atQoVFZWuizURDsjm6WW3vLVb2ZnyoZZHzaZWUcTNul1Qs37ePGgLMqylZGr/5DT63/9zW3GZYWOey4A3jqS3Q3c3iG3h9bTvrlu3j3SNmUd1V3B1ozdF3a5cDke+9boBKvPtGnTcNJJJ8Xugt1I3vdwms/nI3eAyvr16/H2229j9OjRAIBZs2YhlUph0aJFUZpVq1bh5Zdfxpw5c96vKpE+6XQaI0eORCKRwCOPPILbb7+9YJ9RDa+xjquhW17H9nbR8jqaBzbMbIHijVO8ECI+7pm8zFI9EzTE/KyOyjD5ddeaB/tqvTI0nQc+Vq4u3mAdGcy867028AZC9UErCGp+OpBoiJwXbmf1tefC2o+jFjh9TU0NOjo6YpDdjWSb3AVf+cpXsGDBAowbNw6bN2/GLbfcggcffBB33XUX2tvbccUVV+CMM87A6NGjsWLFCnzlK1/BiBEjcNpppwEA6uvrccEFF+CLX/wihg8fjoaGBlx22WWYMWNGFG3wfiWf79uL4IorrsCiRYtwzz33YOrUqQXnga2LBtiU5Xc+MbMyKeU6ABBNzigTVd8cm6d63P5b+WwKh/RQ8Cxl8pt+FkHA5ebz+SLTWEHYA182tb2yOZ9QXsqilWmry0DvAadRF5AH0pyvHdP2L3WNDpoht42BvZ3bvHkzXn31VcSy+8g2gezq1atx3nnnYdWqVaivr8d+++2Hu+66C8cffzw6Ozvx0ksv4YYbbsCmTZswevRoHHPMMbj11ltRW1sb5XHNNdegvLwcZ555Jjo7OzFv3jwsXLhwu72KI5lMYtOmTbjvvvvwta99DSeddBIOOOAA91XfXmSB5eFFHGiHAgp9e/afAdLEAx5m10Cxn5XL4QUTqpfqrWDEZWp6D+isrl4YGA8Qqo+d01Apaw8vrf3O5/NRqBvn4/laVR8P3PsDWI2aUOHFBZxOJ/L0udJBQnVqaGjAP/7jP+ILX/gC1q9fH/tmdwNJ5L0ndyeXtrY21NfXY9iwYe5Dms1m0dDQgF/96lcYPXp0tDUei3UGZp1sDv7/7V1tUFTXGX5212VBREAQUQwIfuFHTIxfo7U1EWOSiUmsM9XJmBnb/Gi1NdVap2nMtEk6nWrSVtNM1FbrqG1imTom0ZiooCgYjS0KfoCKoYIgESHIN7vLsnv6gznXd1/OXb9AsnieGYbde88999xz9zznOe9533NkGK6qwVAFCnRcfESlKOl11P7HF41WDe15PhzyGk5kXKVJAufl40SlGlbTNDRPlT+tqnx8ZMCfmaZRqWJVntz8Ekjhqgg1kFo1GxUEGlGoVDz12pDl3bdvH37zm9/4+U9rBB98Ph9qa2tRX18fcJ6oRwZRCyEwZcoUREZG+q14JEmNDyl546ErdElQM0IgxcTtg5w4VarSTPHy+5jlI++lImh6Lxo6qxq+c0IP1GHwtJTA+TPL5+Rht7ciLVW90LLIxWzMbMX0Geh7UnWGPG/6mb9jXmaajqtdfq/Tp09j/fr1cLlceg2DBwQ97i1LRTpu3Di/oSfQMRCATs7IRsKX0pOQBCGPq4iMqyo6bKbppFkg0Ey5CmbneXkDkbrsLGTjp9eoysrrQZW36phZZ8HBzSy3Uq50VCGEQGtrq2meZuWhnausFwneefB6oqTNCVx1vYTVasXJkyfx5ptvoqSkxFg3Q6Pno8cZhOSP/IMPPsD//vc/Qy1wAlT5nqoUIidqeb2ZcuIRRPQa/llFKPcyfFTdU2XD5UN3abrg18nnpN+5IgxEuhSqY3SEoZpwU+XBSVlVl5T8qJcI/Qt0H+pKxjeWpL8H1W+Fm5XksRs3buC9997D5cuXNcE+YOhxShZoH+736tUL4eHhxjGp4qi5wEyNBhrGmw0ZefpbKTOunswUsSo9BzdV0DJyJavqMDi4eYIeUw33uZeGSj2q/tPPqkk2M1D1yENZzUYZ8hw3B6jqgB83U/iccM3MFhaLBd988w3Ky8u1ieABRI9Tsl6vF3FxcViyZAkGDx5srGMK3HpGWaah580mdFTDQU4eKl9XvqSgShHJcvDVsrh6AzqqTmqCUBE3JZhAxCRVnJmPrhwN0OsDmQbMiF0S9O36jfLyU7tnoPqR16oI3kyZmuVHgzroO1I9N9D+LocMGYLnnnuu01eb0/j2o0d1q5Jgf/GLXyAtLc3PGZ2TDHe4V9kXZTp+njZoOtTmRMgVIVc+fOUpqohkKLC81iwIgJIDVeHc5UsuHK16Xk6MKhVrdk/5HDwPGrIsfZJVUJk0+D3NjlOzAO80eHn59fQ61Xl6Lc/3VqStundoaCjq6uqUz6rRs9FjSFaI9iCE+fPnY+bMmcaanWaNVeXfKP+rGgv/LAmWN0KulvkaqzQfumiNPCb/pFeEKkxUVTbVugQyb9XwXuWaRYf+8t60DDw/HgLMz9PruDmAmzi450ag98CDNej74IEgqndFyVl1L2pLpfVLVTNPy8mWP196ejoyMjK0PfYBRI8i2fDwcAwfPhyhoaHGcdWwlfti0nOygcjGxNUfHSJzpQOgQ948H1WjpMNxAH7DT2nD40qWE7osHx+603RSXQYa2kp7tuwcVCG23J7M61dVn7LuaH3IMFS3242IiAhjxTKzjlHmyVW52Tvk9SpBSZr/BlTPxoMKAJhGxvEOymq1YteuXVi7di2cTmfAZ9PomegxJCsjvdatW4e4uDiMGTPGr7HJNNR9CVAPm+mCHmZhsrTx0lW+gJuBDKoyynxpXioCpSRtRjxmQ3D+fNKXlJog+D1lervdjvz8fOzcudOwIw4YMEA5Uad6RlrfANDc3Izw8HC43W4UFxcjISEBly9fRnFxMZ588kns3r0be/fuxYoVK/zWJVapXv489L1IQpOTm7Qe5XVcVfNOlI8K+CiCgrr0cTUtYbVaUVZWhvT0dLS0tOjorgcUPYZkgfYfdU1NDerq6pTqhfqtSlshhcr+KdWfmd1PnqMNm07EyHUCZL7c/ipBFTJNS0Nsb2XGoMTB09L7yjLxZ7FaraioqMDGjRuRlZWF0NBQHD58GD//+c8xefLkDs8q82xtbTV2jrhx4wYOHDiAMWPGICEhAb/97W8xZ84cNDY2YtOmTUhKSkJTUxNKS0tRUlKCs2fP4uLFizhy5IhBstxswJ+XD/3p+7qdoAR6vVTFtEOTphy+m67q96EiYUq+hYWFqK6u1gr2AUaPIlmv14spU6Zg5MiRAODXCCmpqRou0HFJQ9XQl1/DN9CjjY43YHpPnpdq1pkvIM0hr6WbLVITgmqtBe6IT+/bq1cvbNu2DTk5OejTpw+EECgoKMD777+PJUuWYPz48SgpKUFOTg6A9jWDIyIisHv3blRWViIuLg5VVVU4ceKEsbh6fn4+zp49C4vFAqfTiTNnzkAIYSz5N3fuXGRlZeGll17qQJicvPhkHu34+BDdTGVLUJMFrRuar8pkxM099DfCQ5aFEJg+fTpyc3PxySef3LYHhUbPQo8iWZvNhry8PBw7dgwvvPCC0VDsdrufIgRukgtVl4D5bDQ9R80KlFRVNj7VeQrVsFiVh9lEDVdYNI20p9K0gSbSLBYLYmJi/L7bbDYUFBTgj3/8I2bMmIH8/Hzk5+dDiPbFTvr06YPy8nK/jslms6G2thY1NTWw2+1GVJa0ycbExGDhwoUYOXIk7HY7UlNT/ToiqsblNapOitp46bOoVCMdjci64iYPanawWNq3XldtRU6JnY5gVCOIkJCQDuYkjQcLPYpkgfY1bFtaWjocpw2I219VpEpVEx8mcsXLCZwO281snxRccVJTg9miL/zZKBFzpWxmZuDHvV4vHnvsMURGRvpt1W2xtK/of+XKFcO2C7RvjCl3nuCgCpB3JPHx8Rg2bJixO0WgujFzXeP2T27O4XnyZ+adlKqe5PujG0vKvFTmCjoqkXm1tLSgrq7Oz1as8WChx1jiZaObNm2a3wQKEDiayIz0qI1OppMO+qoQTZ6Oql46/JT/uXuTvC8lJhr6K8/JgAZqppBppZKi/2k6vii4CikpKZgyZYqyTuh/+flOl6i0Wq24cuUKsrKy0Nzc3KEj46MFbuOWdaMiS9Vwn9c5VfL8PdC8qTKVe5uZBYZQLwbe4UVGRmLevHno27evVrMPKHqEkhVCwOFw4Omnn8bChQvx0EMPdbC1ysZCj8kZYjnRAfi7T0klI6/nrkM0L6pSuPrkqi6QYgvUEM0mwjj5cFMAt1vKtLxjuH79OjZu3IgLFy506URNU1OTQU506G82cqBERr0t+HCfdkyqeqQdIFf7FJTY6UiHmpa48lVNJsr7lZaWwul0dlb1aQQZegTJAsDEiROxaNEiDB061K+R0MbIh9B8xp2DqkJJxKrGq1LK3FQgicLMYV41tJbf5WZ+1G2IPsftKCRKYJS0ZB7Nzc145513kJWVFVD53wt8Pp9hkkhLSzP8mc1ULCct2ZnR9yrfHTW5UCVKOxJa36rfhTwOmG86qTLd0HdLw7itViuOHj2KDz/8UPvIPsDoESRrs9kQFxeHfv36dRiu0ckJqkTppJDKRikVEx2yByIzlU1PghI6V2Kc/GR6VcdA78WfUV7Hj8vrpFKnu6/Szmbfvn3IycnpMoK1WCwIDw/HmDFjsHjxYmNLIK62aVnptbz+qaKknRc1jVCo6lJlv6VqmXaAKtsxV8w0jc1mw8mTJ/Hee++hrKxME+wDjB5Bsl6vF/v27UNKSgoWLFhghNTyNKrJD0mk3EQgF3JRTXqYTehIQlcRp0zP3axU5gNKCFT5clskvz99Jp6GTuJQlSfTulyuLnOWl+acl156CT/84Q+N3YNp2WinYFZ38r9UxFTpSnc3VWdIZ/15Z8jVM1e/NA29lrsFUlgsFtTV1eHzzz9HcXHxvVegRlCjR5CsEAJ9+/bFoEGD/KKabDYb7HZ7B3sp4D+Dr3Jm565edwszwjVTjDIdj1rikyoqe6RMz7/T67jik8+/YMECHD16FF9++WWn7bdGy+ZyuXDmzBk0NTX5hT3T56YKlCtPrvSBjrv90nM0X27v5sSqCj6R9S+jyzg5c68UOuLx+XyoqalBWVmZqR1f48FB0JOsbHyRkZGIiIjwG4aHhIR0sGPS6+hnmkblxG+WlkKlUlVECHQcElNQmyKNGOMEy7+rlBUnU67OpGIvLy9HWVlZlxFCVFQURo4caazxq1KJEtyEwEcUcvgu/W9l56EiWApue1V1WNzcQH9PnPRpB0zL7PO1L234gx/8AOXl5aisrNTmggcYQd3F2u12pKSkYOjQoSgtLcWePXtQW1trnPd6vcafBFeuAG5JsHKrb+BmI+KuP1QxqRqkWSgmV7i8TGbDf06ogRoxVbFmvqVWqxXx8fGmedwLbDYbvv/97+Pll19GWFiYn82TuobxzoO6oPHRBlf33I4aCLIeOHny/OVnep66hPH3zNO73e4OodsaDx6CWsna7XZMmjQJEyZMwNmzZzFkyBCEhYVBCGEQ460UBHeIBzqSroz8oeD+ovI6Trx8uK+aNKHXcZLgZCLTc1esQOYDfo5Hufl8PiQnJ+M73/kOTp061enmAq/Xi4aGBsNXlJaZK2dKVhTchszrlsLM/iqPUbc81XWqjoybHVTqmdaxx+NBVVUVXC7X7VaTRg9FUJNsS0sLDh06hJSUFCxevBg2m81QStxVioLa4ngj54rTzDbL7ZqqkFl6jN+HKjh6T7NOgR/nilSmMbM70jyoz6k85vF4cOnSpdtSgvcKFfHzMtLzcqKLnqOTZWa+q/yeMi+qolWmCVoWFemrTAxU3QLt4bTTpk3DoUOHcP78+busKY2egKA2FwDAjRs3sHv3bvztb38zoog4uamGhXyCSwWVDVXmw1UMjwCjw0o+YaMqB2AeGkrLY2ZfNrsHPx7Izjxr1izEx8cHrJO7hYwy42rbTAnSMgMdPQR4PXGC5J2MmZmF309lgzWrc2o2UvnvVlVVobGx8fYqSKPHIqiVLND+Yy8qKsLFixcRExOD0NBQzJgxQ9nguMqj51V2T3qMzvZLqNSlVDPUcV5VBm7ro52C2cQZvSd3uqd5qJ6Fu6hxkrJYLJgyZQqio6NRWVnZqRNgFosF0dHRfuXlSzvyelCZXviz845P5cJFP/N3Qu9DFbFK/fNAFErA3IwghMCZM2ewfft2VFRU3NJkpdGz0SNI1ufzYfLkyXjqqacQGxtrNGSqIlW20luFulJb6O0MS7lpgQ9B6WdKYmb3pv85SXNy4OYM+tyyHijJyO+SJOx2Ow4fPozi4uJO3VHV5/Nh0KBBeOaZZ/zKzYMyVM9sVgfUrUqaauT6r7wOaL3RnSFsNluHxb9lXZopeTMbMO8wr127hi1btiAvL08TrEbwkyzQvq7pypUrMWrUKCPoQG7ex9WNSuEC/sqQp6eNXYa3mk2qmC3NR/PnpgyZhudFy6tSlmZl5+XnXgXAzeAMWp76+no4nU6lH+vdwmJpXzOCultJyHLxjoh3DGb5UsKmBMvtp9y2Lo/RDR5pMIOZoqW+sL169VJ6Dvh8Phw/fhwnTpy4q/rS6HkIepKNiIjACy+8gFGjRhk/eqpwVDAjLFWjpo2LNlYJlY2RLqIN3Fw8hBImJ2KVaUA1pOfnKSnIe9HPlNhpetpxeL1eeDwezJs3D9XV1fjHP/7RqR4Gzc3NuH79OkaPHu23hTYtG99UkpOmyj7KRyx0hMLVL383NC+aBzfpyHtLdS/v0dra6qeA5f+zZ8/in//8J9xud6d7aWgEJ4KeZL1eL65du4aGhgbD0V2GxUpVSRUt4B8CS9UJoPaTVUXtqIbt/BxthNRtiNpH5f1VNlo6bKfX8DLxKC5KprRj4PZmTuIhISGorq7uQPb3Ap/Ph5kzZyImJgZFRUVISEiA3W73IzNq76SdI30Gqtp5BJZUpfIabnvnREsXc2ltbTXeC3UTo6rW6XTC5/MhLCyswzuSadva2lBUVITf/e53uHz5st6VVsNA0JNsc3MzsrKyMH36dEycONGvcUhVwyeGqFqiTvDyWlUorVSjqokj2uBVPrfU44APQfnW5KrreDl4eqqKVf6fqmNcKcrnmzhxIrKzs/0W7b4X2Gw2HD9+HEeOHEHv3r0xY8YMTJ8+HePGjUOfPn0MlchDn/msvaxrurCPypdWPo9qAo2SMh1dNDY2onfv3hBCoLm5GfX19cjLy4PD4cDQoUOxc+dO1NfXIy0tDcOHD4fX60VjYyNu3LiB6upqXL9+HVVVVSgoKEB5ebkmWA0/BD3J2mw2pKSkICkpyThGSZZ+B/yVEo/akY1OkhJVi9zli14noVLBgSa7OOkGQiCzAQ9MMLtWZf+ledntdjz66KMIDQ3t1KX5ampqAAANDQ1IT09HZmYmli9fjieeeMLYCpyWh5KkBF3gRxX8wSPGZBq58I3P50NlZSViYmLQ2NiI3NxcPPzww6isrMSBAweQmpqKtrY2nDlzBuXl5SgpKYHFYkFsbCwqKioMW+vgwYONZ2lubobL5fLbyrwzJw01egaC/hchhEBFRQUuXryI6Ohog1zlpIbKlspJkH7mO7GqzAZmQQ6UwPlwlh9T2XZvRWpm56lNkA6ROZmqysuJ/vz582hoaOg0ggU6Bk7U19fj3//+N0pKSjB37lwkJSUpOwduUqCdHn1mn8+H4uJiw5PhxIkTsNvtSExMRFZWFhwOB2w2G7KzszFkyBDcuHEDOTk5SE1NRWNjI7766iuEhYUBgLG4tlT6FRUVhueCy+XCpUuXjPuq7McaGhw9gmSrqqoMWyIlNB4YIMEnN3h+UsXymXBqD6Tp6XUqUwLPm5bjdslMNenFv/N70jQqH1Ker9frxdSpU/Hd734Xhw4d6pJhr7xfYWEhLl68iOTkZIwYMcJQg9TmLLcZdzqdKCsrw7Bhw1BRUYGjR49i7NixaGtrw9dffw2Px4MDBw6gqakJycnJyM3NhcViweDBg1FYWAirtX3LntraWpw8edL4beTn5xvqU3o/cCXKJ8o0oWrcKYKeZIH2FZ4SExM7rC/KV9anoCTLV7mi9ln5xydcqFrkE2p0eG6mILna5J4CgUwJfKZd5RXBn5Om5x0FXeGqT58+na5kVZD519TUICcnB8nJyYiOjsbx48fRr18/AMDBgwcxatQoXL16FRkZGZgyZQrKysqQl5eHuLg4QxULIdDQ0ACv14vCwkLj+b7++usO96SRWSpPAw2NzsY9kezq1auxatUqLFu2DO+++y6A9kb91ltvYdOmTaitrcWUKVOwfv16jBkzxrjO7XZj5cqV+Ne//gWn04m0tDRs2LDBsHfdKa5evYpPP/0UiYmJiI2NBdBxOxeuGiVxyoYmCZmaC1STUTQvVcNUrVHA1TXdypqStgr8vMorALg54abKh5Iwd5+yWCy4cuUKIiIi0LdvX2zevBn5+fldrthkObdv3w4ASEhIQGJiInJzc9G7d2+EhITg6tWrCA0NhcfjgdPpRGlpqVH+kpKSDvlRT4RbdVAaGvcLd02yubm52LRpE8aNG+d3/J133sHatWuxbds2jBgxAr///e/x5JNPoqioCBEREQCA5cuX49NPP0V6ejpiYmLwy1/+EnPmzLnrFaCkrU4u2C0nsHgoLJ/okjZUSq4yvWqySBKTalGZO7G10jxUk2Lcx1dVHvocdNKHHuNl4RFwFosFp06dwrp16xASEoKEhARkZGT43acrIRUo0D6RdOHCBQDt61FI0CAGuTawJkqNYMJdBag3NTVh4cKF2Lx5M6Kjo43jQgi8++67eP311zFv3jyMHTsW27dvR0tLC3bs2AGgPapoy5Yt+POf/4xZs2Zh/Pjx+OCDD3Du3DkcPHjwrh4iPDwcqampiIqKAtBOujIqi/6p3Jio0uThlXQ7be67abfbERISArvdDofDgV69esFut8NutxtuYzIdNTdQyGOyvPKPhoxKUNMDv87j8fhdY/b8lGCtVivKy8uxZcsWFBYWIj8/H3v27Olgi+5q0FFBoD+ZVkMj2HBXJPuzn/0Mzz77LGbNmuV3vKSkBJWVlZg9e7ZxzOFwYMaMGTh+/DgA4NSpU/B4PH5pBg0ahLFjxxpp7gQWiwX19fVIT09Hbm6ucYwTJB8uSw8Evk24qmFzG2tbWxucTidcLhfcbjecTidaW1sNgpR/ra2tcDqd8Hg8aGtr84t2kkQnyyqVuPyj96PlonH68hpebhpdRsmV7u/l8Xjw5ZdfoqCgwMhT+3dqaHQ+7thckJ6ejry8PIPQKCorKwEAAwYM8Ds+YMAAXLlyxUgTEhLip4BlGnk9h9vthtvtNr7LISaFVJJSNVJTAXXloseAm5MhPLIIuDnkppFVdNgqr+ekRslKRgNxdzKVJwAf8lOoPBP4Z27a4Oc8Ho/xvCdOnMDOnTvR1NTUqStuaWho+OOOSLa8vBzLli1DRkZGwEVEVDbIWw31AqVZvXo13nrrLdNrrVYrBgwYYJgLLJb2jftCQkJgtVpRVVUFh8OBvn37GtfQBVK4fVTljiXJSQhhOLg7HA7U19cDgLG/mNfrRU1NDQoKChAfH4/k5GQ/+zCtI5V3ADVNUAWtiv5SXU9NA5LgPR4PPB6PobxLSkqwYcMGfPXVV9p5XkOji3FHLezUqVOoqqrChAkTjGNerxc5OTl4//33UVRUBKBdrQ4cONBIU1VVZajb+Ph4tLa2ora21k/NVlVVYdq0acr7vvbaa1ixYoXxvaGhAQ899JDxXQiB3Nxc7NixAy+++CJ8Ph8OHjyIIUOGIDY2Fjt27ED//v3x9NNPY8yYMcZQW14riY0HKfDvQggUFxcjOzsbvXv3xogRI/DFF1/A7XYbkVItLS04ffo0Dh06hNTUVPzkJz/Bww8/bNQVvW9bW5uhvt1ut7H03sWLFxEaGorExET897//RWJiIhITE/2W5qP2WKn0XS4XWlpa0NTUhKamJtTX16Ourg61tbWoq6vDjRs30NjYiOrqalRVVWmC1dC4D7ijVpaWloZz5875HfvRj36E1NRUvPrqq0hJSUF8fDwyMzMxfvx4AO2zw9nZ2Xj77bcBABMmTIDdbkdmZibmz58PoH39zYKCArzzzjvK+zocDjgcDtNyWSwWNDc3Y+/evbh69Sra2tqQl5eHqKgoREdHo6ioCDabDZcuXcKPf/xjTJo0yc83VBKeyqdVQiriP/3pT8jPz0doaCj69++PyspKuFwuHDhwAL169YLb7UZTUxO8Xi/+85//wG63Y+HChRg6dCj69OmDCxcuIC4uDg0NDcjIyEBKSgoGDBiAU6dOITY2Fj6fD7t27YLD4cDEiRPx2WefISkpCbNnz0Z8fDzq6+vR0NBg/DU2NqKpqQnNzc1obm5GS0uLEe7pcrn8bMXy2VRLH2poaHQNLMKMVW4Tjz/+OB599FHDT/btt9/G6tWrsXXrVgwfPhx/+MMfcOTIET8XriVLlmDv3r3Ytm0b+vXrh5UrV6Kmpua2XbgaGhoQGRlphNFKmAUcSHuozWbDqFGj8PzzzyMtLQ0xMTEdbKM8gECqR7vdjv3792P58uUdVDAfztPzDocDAwcOxMiRI5GYmIhjx45h4MCBaGtrw7FjxxAdHY3IyEhcu3bN6Ehqa2vh8/kQGhpqLNQSHR2NsLAwI1ZeTqbRiTSVmxf9r6Gh0Xnw+Xyora1FfX29nymSo9PHi7/61a/gdDrx05/+1AhGyMjIMAgWANatW4devXph/vz5RjDCtm3b7tkB3ix4QH72+XwoLCxEaWkpTp48iRUrVmDgwIFGgIBckJsO3XNzc5GcnAyfz4cdO3YoJ5UA8zVqpQ1Urs7kcrkMs4rX60V1dTWqq6sBtK8oJq+zWq1wu91GvrW1tYb/KH8u7TuqofHtxT0r2e6AmZK9XchHnjFjBl599VUkJSVh//79aGpqwqhRo/Dhhx8iIiICDocDu3fvRlRUFKxWKy5dunRPZHY7E4AaGhrBgdtVskFJsvX19YiKikJUVNQ9kZbX60VSUhKeeeYZpKeno7m5Gf3790dVVVWHRb4BPezW0NC4CSEE6urqUFdXh8jISNN0QUmyV69e9fMu0NDQ0OgulJeXB1x3JShJ1ufzoaioCKNHj0Z5eXlAqa5xb5Ducrqeux66ru8POquehRBobGzEoEGDApotg9JR0mq1IiEhAQDQt29f/YO8D9D1fP+g6/r+oDPqOZCZQEI7S2poaGh0ITTJamhoaHQhgpZkHQ4H3njjjYCRYBr3Dl3P9w+6ru8P7nc9B+XEl4aGhkawIGiVrIaGhkYwQJOshoaGRhdCk6yGhoZGF0KTrIaGhkYXIihJdsOGDUhOTkZoaCgmTJiAo0ePdneRggo5OTl47rnnMGjQIFgsFnzyySd+54UQePPNNzFo0CCEhYXh8ccfR2FhoV8at9uNV155BbGxsQgPD8fzzz+Pq1ev3sen+PZj9erVmDRpEiIiIhAXF4e5c+caK7BJ6LruHGzcuBHjxo0zAgymTp2Kffv2Gee7tZ5FkCE9PV3Y7XaxefNmcf78ebFs2TIRHh4urly50t1FCxp8/vnn4vXXXxe7du0SAMTHH3/sd37NmjUiIiJC7Nq1S5w7d04sWLBADBw4UDQ0NBhpFi9eLBISEkRmZqbIy8sTTzzxhHjkkUdEW1vbfX6aby+eeuopsXXrVlFQUCBOnz4tnn32WZGYmCiampqMNLquOwd79uwRn332mSgqKhJFRUVi1apVwm63i4KCAiFE99Zz0JHs5MmTxeLFi/2Opaamil//+tfdVKLgBidZn88n4uPjxZo1a4xjLpdLREZGir/+9a9CCCHq6uqE3W4X6enpRpqKigphtVrF/v3771vZgw1VVVUCgMjOzhZC6LruakRHR4u///3v3V7PQWUuaG1txalTp/y2EweA2bNn39V24hod0R3buj8okJtu9uvXD4Cu666C1+s1li6dOnVqt9dzUJHsN998A6/Xq9xy3Gw7cY07Q6Bt3eW5u9nW/UGHEAIrVqzA9OnTMXbsWAC6rjsb586dQ58+feBwOLB48WJ8/PHHGD16dLfXc1CuwnU3W45r3Bk6e1v3Bx1Lly7F2bNn8cUXX3Q4p+u6czBy5EicPn0adXV12LVrFxYtWoTs7GzjfHfVc1Ap2djYWNhstg49C91yXOPeEB8fDwAB65hu626WRuMmXnnlFezZsweHDx/2W9xZ13XnIiQkBMOGDcPEiROxevVqPPLII/jLX/7S7fUcVCQbEhKCCRMmIDMz0+94ZmYmpk2b1k2l6llITk42tnWXkNu6yzqm27pLyG3d9Xu4CSEEli5dio8++ghZWVlITk72O6/rumshhIDb7e7+er6nabNugHTh2rJlizh//rxYvny5CA8PF6Wlpd1dtKBBY2OjyM/PF/n5+QKAWLt2rcjPzzfc4NasWSMiIyPFRx99JM6dOydefPFFpbvL4MGDxcGDB0VeXp6YOXOmditiWLJkiYiMjBRHjhwR165dM/5aWlqMNLquOwevvfaayMnJESUlJeLs2bNi1apVwmq1ioyMDCFE99Zz0JGsEEKsX79eJCUliZCQEPHYY48ZLjEat4fDhw8LAB3+Fi1aJIRody164403RHx8vHA4HOJ73/ueOHfunF8eTqdTLF26VPTr10+EhYWJOXPmiLKysm54mm8vVHUMQGzdutVIo+u6c/Dyyy8bnNC/f3+RlpZmEKwQ3VvPeqlDDQ0NjS5EUNlkNTQ0NIINmmQ1NDQ0uhCaZDU0NDS6EJpkNTQ0NLoQmmQ1NDQ0uhCaZDU0NDS6EJpkNTQ0NLoQmmQ1NDQ0uhCaZDU0NDS6EJpkNTQ0NLoQmmQ1NDQ0uhCaZDU0NDS6EP8HaVMKQFgBOtwAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"code","source":"class SegData(Dataset):\n    def __init__(self, imgs, labels):\n        self.imgs = imgs\n        self.labels = labels\n        \n    def __getitem__(self, idx):\n        return self.imgs[idx], self.labels[idx]\n    \n    def __len__(self):\n        return len(self.imgs)\n    \nprint(sub_imgs.shape, sub_labels.shape, labels.shape)\ntrain_dataset = SegData(sub_imgs[:, None, :, :], sub_labels[:, None, :, :])\nprint(train_dataset.imgs.shape)","metadata":{"execution":{"iopub.status.busy":"2023-04-08T03:52:22.530036Z","iopub.execute_input":"2023-04-08T03:52:22.530537Z","iopub.status.idle":"2023-04-08T03:52:22.545492Z","shell.execute_reply.started":"2023-04-08T03:52:22.53049Z","shell.execute_reply":"2023-04-08T03:52:22.544366Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"torch.Size([3200, 128, 128]) torch.Size([3200, 128, 128]) (8192, 6400)\ntorch.Size([3200, 1, 128, 128])\n","output_type":"stream"}]},{"cell_type":"code","source":"class UNet(nn.Module):\n    def __init__(self, in_channels, out_channels):\n        super().__init__()\n\n        self.conv1 = self.contract_block(in_channels, 32, 7, 3)\n        self.conv2 = self.contract_block(32, 64, 3, 1)\n        self.conv3 = self.contract_block(64, 128, 3, 1)\n\n        self.upconv3 = self.expand_block(128, 64, 3, 1)\n        self.upconv2 = self.expand_block(64*2, 32, 3, 1)\n        self.upconv1 = self.expand_block(32*2, out_channels, 3, 1)\n\n    def __call__(self, x):\n\n        # downsampling part\n        conv1 = self.conv1(x)\n        conv2 = self.conv2(conv1)\n        conv3 = self.conv3(conv2)\n\n        upconv3 = self.upconv3(conv3)\n\n        upconv2 = self.upconv2(torch.cat([upconv3, conv2], 1))\n        upconv1 = self.upconv1(torch.cat([upconv2, conv1], 1))\n\n        return F.sigmoid(upconv1)\n\n    def contract_block(self, in_channels, out_channels, kernel_size, padding):\n\n        contract = nn.Sequential(\n            torch.nn.Conv2d(in_channels, out_channels, kernel_size=kernel_size, stride=1, padding=padding),\n            torch.nn.BatchNorm2d(out_channels),\n            torch.nn.ReLU(),\n            torch.nn.Conv2d(out_channels, out_channels, kernel_size=kernel_size, stride=1, padding=padding),\n            torch.nn.BatchNorm2d(out_channels),\n            torch.nn.ReLU(),\n            torch.nn.MaxPool2d(kernel_size=3, stride=2, padding=1)\n                                 )\n\n        return contract\n\n    def expand_block(self, in_channels, out_channels, kernel_size, padding):\n\n        expand = nn.Sequential(torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride=1, padding=padding),\n                            torch.nn.BatchNorm2d(out_channels),\n                            torch.nn.ReLU(),\n                            torch.nn.Conv2d(out_channels, out_channels, kernel_size, stride=1, padding=padding),\n                            torch.nn.BatchNorm2d(out_channels),\n                            torch.nn.ReLU(),\n                            torch.nn.ConvTranspose2d(out_channels, out_channels, kernel_size=3, stride=2, padding=1, output_padding=1) \n                            )\n        return expand","metadata":{"execution":{"iopub.status.busy":"2023-04-08T03:52:25.172963Z","iopub.execute_input":"2023-04-08T03:52:25.173612Z","iopub.status.idle":"2023-04-08T03:52:25.188817Z","shell.execute_reply.started":"2023-04-08T03:52:25.173573Z","shell.execute_reply":"2023-04-08T03:52:25.187744Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"def get_iou_score(outputs, labels):\n    A = labels.squeeze().bool()\n    pred = torch.where(outputs<0., torch.zeros_like(outputs), torch.ones_like(outputs))\n    B = pred.squeeze().bool()\n    intersection = (A & B).float().sum((1,2))\n    union = (A| B).float().sum((1, 2)) \n    iou = (intersection + 1e-6) / (union + 1e-6)  \n    return iou\n  \ndef train_one_batch(model, x, y):\n    x, y = x.to(DEVICE), y.to(DEVICE)\n\n    outputs = model(x)\n    outputs = np.where(outputs.detach().cpu().numpy()[0,0] > 0.2, 1, 0).astype(np.uint8)\n    loss = loss_fn(outputs, y.float())\n    iou = get_iou_score(outputs, y).mean()\n    accuracy = (torch.sum(1-torch.abs(outputs-y.float()))/outputs.numel())\n    #print(y.float())\n    \n    optimizer.zero_grad()\n    loss.backward()\n    optimizer.step()\n    return loss.item(), iou.item(), accuracy.item()","metadata":{"_kg_hide-input":false,"execution":{"iopub.status.busy":"2023-04-09T20:14:37.999803Z","iopub.execute_input":"2023-04-09T20:14:38.001919Z","iopub.status.idle":"2023-04-09T20:14:38.041549Z","shell.execute_reply.started":"2023-04-09T20:14:38.001886Z","shell.execute_reply":"2023-04-09T20:14:38.040374Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"NUM_EPOCHS = 50\nBATCH_SIZE = 64\n\nmodel = UNet(1, 1).to(DEVICE)\nmodel.train()\noptimizer = torch.optim.Adam(model.parameters())\nscheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer, 'max')\n\nloss_fn = nn.BCEWithLogitsLoss()\n\ntrain_dataloader = DataLoader(train_dataset, batch_size = BATCH_SIZE, shuffle = True, drop_last = True)\n\nsteps  = train_dataset.__len__()//BATCH_SIZE\nprint(steps,\"steps per epoch\")\nstart = time.time()\ntrain_losses = []\ntrain_ious = []\ntrain_acc = []\nfor epoch in range(1, NUM_EPOCHS + 1):\n    print('-' * 10)\n    print('Epoch {}/{}'.format(epoch, NUM_EPOCHS))\n\n    running_iou = []\n    running_loss = []\n    running_acc = []\n    for step, (x, y) in enumerate(train_dataloader):\n        loss, iou, acc = train_one_batch(model, x, y)\n        running_iou.append(iou)\n        running_loss.append(loss)\n        running_acc.append(acc)\n        #print('{:6.1f} %\\tloss {:8.4f}\\tIoU {:8.4f}'.format(100*(step+1)/steps, loss,iou)) \n        \n    print('{:6.1f} %\\tloss {:8.4f}\\tIoU {:8.4f}\\taccuracy {:8.4f}'.format(100*(step+1)/steps,np.mean(running_loss),np.mean(running_iou), np.mean(running_acc)))\n    scheduler.step(np.mean(running_iou))\n    \n    train_losses.append(loss)\n    train_ious.append(iou)\n    train_acc.append(acc)","metadata":{"execution":{"iopub.status.busy":"2023-04-08T03:52:35.373339Z","iopub.execute_input":"2023-04-08T03:52:35.373699Z","iopub.status.idle":"2023-04-08T03:58:49.250559Z","shell.execute_reply.started":"2023-04-08T03:52:35.373667Z","shell.execute_reply":"2023-04-08T03:58:49.249374Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"50 steps per epoch\n----------\nEpoch 1/50\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/torch/nn/functional.py:1967: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n  warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n","output_type":"stream"},{"name":"stdout","text":" 100.0 %\tloss   0.9080\tIoU   0.1018\taccuracy   0.5233\n----------\nEpoch 2/50\n 100.0 %\tloss   0.9012\tIoU   0.1018\taccuracy   0.5340\n----------\nEpoch 3/50\n 100.0 %\tloss   0.8940\tIoU   0.1018\taccuracy   0.5453\n----------\nEpoch 4/50\n 100.0 %\tloss   0.8735\tIoU   0.1018\taccuracy   0.5793\n----------\nEpoch 5/50\n 100.0 %\tloss   0.8501\tIoU   0.1018\taccuracy   0.6188\n----------\nEpoch 6/50\n 100.0 %\tloss   0.8304\tIoU   0.1018\taccuracy   0.6520\n----------\nEpoch 7/50\n 100.0 %\tloss   0.8124\tIoU   0.1018\taccuracy   0.6827\n----------\nEpoch 8/50\n 100.0 %\tloss   0.7941\tIoU   0.1018\taccuracy   0.7133\n----------\nEpoch 9/50\n 100.0 %\tloss   0.7784\tIoU   0.1018\taccuracy   0.7405\n----------\nEpoch 10/50\n 100.0 %\tloss   0.7659\tIoU   0.1018\taccuracy   0.7630\n----------\nEpoch 11/50\n 100.0 %\tloss   0.7559\tIoU   0.1018\taccuracy   0.7813\n----------\nEpoch 12/50\n 100.0 %\tloss   0.7480\tIoU   0.1018\taccuracy   0.7958\n----------\nEpoch 13/50\n 100.0 %\tloss   0.7442\tIoU   0.1018\taccuracy   0.8028\n----------\nEpoch 14/50\n 100.0 %\tloss   0.7436\tIoU   0.1018\taccuracy   0.8039\n----------\nEpoch 15/50\n 100.0 %\tloss   0.7430\tIoU   0.1018\taccuracy   0.8052\n----------\nEpoch 16/50\n 100.0 %\tloss   0.7424\tIoU   0.1018\taccuracy   0.8061\n----------\nEpoch 17/50\n 100.0 %\tloss   0.7419\tIoU   0.1018\taccuracy   0.8072\n----------\nEpoch 18/50\n 100.0 %\tloss   0.7412\tIoU   0.1018\taccuracy   0.8083\n----------\nEpoch 19/50\n 100.0 %\tloss   0.7406\tIoU   0.1018\taccuracy   0.8095\n----------\nEpoch 20/50\n 100.0 %\tloss   0.7400\tIoU   0.1018\taccuracy   0.8106\n----------\nEpoch 21/50\n 100.0 %\tloss   0.7394\tIoU   0.1018\taccuracy   0.8118\n----------\nEpoch 22/50\n 100.0 %\tloss   0.7386\tIoU   0.1018\taccuracy   0.8131\n----------\nEpoch 23/50\n 100.0 %\tloss   0.7377\tIoU   0.1018\taccuracy   0.8146\n----------\nEpoch 24/50\n 100.0 %\tloss   0.7373\tIoU   0.1018\taccuracy   0.8153\n----------\nEpoch 25/50\n 100.0 %\tloss   0.7372\tIoU   0.1018\taccuracy   0.8156\n----------\nEpoch 26/50\n 100.0 %\tloss   0.7371\tIoU   0.1018\taccuracy   0.8157\n----------\nEpoch 27/50\n 100.0 %\tloss   0.7370\tIoU   0.1018\taccuracy   0.8158\n----------\nEpoch 28/50\n 100.0 %\tloss   0.7369\tIoU   0.1018\taccuracy   0.8160\n----------\nEpoch 29/50\n 100.0 %\tloss   0.7369\tIoU   0.1018\taccuracy   0.8160\n----------\nEpoch 30/50\n 100.0 %\tloss   0.7368\tIoU   0.1018\taccuracy   0.8162\n----------\nEpoch 31/50\n 100.0 %\tloss   0.7368\tIoU   0.1018\taccuracy   0.8162\n----------\nEpoch 32/50\n 100.0 %\tloss   0.7367\tIoU   0.1018\taccuracy   0.8164\n----------\nEpoch 33/50\n 100.0 %\tloss   0.7366\tIoU   0.1018\taccuracy   0.8165\n----------\nEpoch 34/50\n 100.0 %\tloss   0.7365\tIoU   0.1018\taccuracy   0.8167\n----------\nEpoch 35/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 36/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 37/50\n 100.0 %\tloss   0.7365\tIoU   0.1018\taccuracy   0.8168\n----------\nEpoch 38/50\n 100.0 %\tloss   0.7365\tIoU   0.1018\taccuracy   0.8168\n----------\nEpoch 39/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8170\n----------\nEpoch 40/50\n 100.0 %\tloss   0.7365\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 41/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 42/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 43/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 44/50\n 100.0 %\tloss   0.7365\tIoU   0.1018\taccuracy   0.8168\n----------\nEpoch 45/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8170\n----------\nEpoch 46/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 47/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 48/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n----------\nEpoch 49/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8170\n----------\nEpoch 50/50\n 100.0 %\tloss   0.7364\tIoU   0.1018\taccuracy   0.8169\n","output_type":"stream"}]},{"cell_type":"code","source":"show_img(sub_imgs.numpy()[88], (sub_labels.numpy()[1190].shape[1], sub_labels.numpy()[1190].shape[0]))","metadata":{"execution":{"iopub.status.busy":"2023-04-08T03:58:57.533096Z","iopub.execute_input":"2023-04-08T03:58:57.533789Z","iopub.status.idle":"2023-04-08T03:58:57.806173Z","shell.execute_reply.started":"2023-04-08T03:58:57.53375Z","shell.execute_reply":"2023-04-08T03:58:57.805255Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"show_img(sub_labels.numpy()[88], (sub_labels.numpy()[1190].shape[1], sub_labels.numpy()[1190].shape[0]))","metadata":{"execution":{"iopub.status.busy":"2023-04-08T03:59:01.988259Z","iopub.execute_input":"2023-04-08T03:59:01.989221Z","iopub.status.idle":"2023-04-08T03:59:02.220191Z","shell.execute_reply.started":"2023-04-08T03:59:01.989175Z","shell.execute_reply":"2023-04-08T03:59:02.219233Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"out = model(sub_imgs[88][None, None, :, :].to(DEVICE))\nout_pred = np.where(out.detach().cpu().numpy()[0,0] > 0.2, 1, 0).astype(np.uint8)\nnp.amax(out.detach().cpu().numpy())\nshow_img(out_pred, (sub_labels.numpy()[1190].shape[1], sub_labels.numpy()[1190].shape[0]))","metadata":{"execution":{"iopub.status.busy":"2023-04-08T04:02:43.458551Z","iopub.execute_input":"2023-04-08T04:02:43.459234Z","iopub.status.idle":"2023-04-08T04:02:43.753379Z","shell.execute_reply.started":"2023-04-08T04:02:43.459193Z","shell.execute_reply":"2023-04-08T04:02:43.752266Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"#del new\ndel image_stack\ndel train_dataset\ndel weighted\ndel avg\ndel images","metadata":{"execution":{"iopub.status.busy":"2023-04-08T04:03:04.813718Z","iopub.execute_input":"2023-04-08T04:03:04.814712Z","iopub.status.idle":"2023-04-08T04:03:04.939666Z","shell.execute_reply.started":"2023-04-08T04:03:04.814656Z","shell.execute_reply":"2023-04-08T04:03:04.938205Z"},"trusted":true},"execution_count":26,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_23/3853892005.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m#del new\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mdel\u001b[0m \u001b[0mimage_stack\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mtrain_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mweighted\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mavg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'image_stack' is not defined"],"ename":"NameError","evalue":"name 'image_stack' is not defined","output_type":"error"}]},{"cell_type":"code","source":"final_pred = np.zeros(new.shape)\nfor img in range(sub_imgs.shape[0]):\n    x = img//50\n    y=img%50\n    final_pred[128*x:128*x+128, 128*y:128*y+128] = model(sub_imgs[img][None, None, :, :].to(DEVICE)).detach().cpu().numpy()[0,0]\nfinal_pred = np.where(final_pred > 0.2, 1, 0).astype(np.uint8)","metadata":{"execution":{"iopub.status.busy":"2023-04-08T04:08:29.574677Z","iopub.execute_input":"2023-04-08T04:08:29.57567Z","iopub.status.idle":"2023-04-08T04:08:43.633184Z","shell.execute_reply.started":"2023-04-08T04:08:29.575613Z","shell.execute_reply":"2023-04-08T04:08:43.63211Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"show_img(final_pred, (new.shape[1]//20, new.shape[0]//20))","metadata":{"execution":{"iopub.status.busy":"2023-04-08T04:08:46.053243Z","iopub.execute_input":"2023-04-08T04:08:46.055553Z","iopub.status.idle":"2023-04-08T04:08:46.462501Z","shell.execute_reply.started":"2023-04-08T04:08:46.055493Z","shell.execute_reply":"2023-04-08T04:08:46.461283Z"},"trusted":true},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}]}]}