Technologische_Grundlagen/digit_recognition/digit_recognition_NN.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "47d72f0e-bb8b-40f6-9e4f-bfeb1225b1ea",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting torch\n",
" Using cached torch-2.2.1-cp311-cp311-manylinux1_x86_64.whl.metadata (26 kB)\n",
"Collecting torchvision\n",
" Using cached torchvision-0.17.1-cp311-cp311-manylinux1_x86_64.whl.metadata (6.6 kB)\n",
"Collecting filelock (from torch)\n",
" Using cached filelock-3.13.1-py3-none-any.whl.metadata (2.8 kB)\n",
"Requirement already satisfied: typing-extensions>=4.8.0 in /opt/conda/lib/python3.11/site-packages (from torch) (4.9.0)\n",
"Requirement already satisfied: sympy in /opt/conda/lib/python3.11/site-packages (from torch) (1.12)\n",
"Requirement already satisfied: networkx in /opt/conda/lib/python3.11/site-packages (from torch) (3.2.1)\n",
"Requirement already satisfied: jinja2 in /opt/conda/lib/python3.11/site-packages (from torch) (3.1.3)\n",
"Requirement already satisfied: fsspec in /opt/conda/lib/python3.11/site-packages (from torch) (2023.12.2)\n",
"Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch)\n",
" Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n",
"Collecting nvidia-cuda-runtime-cu12==12.1.105 (from torch)\n",
" Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n",
"Collecting nvidia-cuda-cupti-cu12==12.1.105 (from torch)\n",
" Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n",
"Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch)\n",
" Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n",
"Collecting nvidia-cublas-cu12==12.1.3.1 (from torch)\n",
" Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n",
"Collecting nvidia-cufft-cu12==11.0.2.54 (from torch)\n",
" Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n",
"Collecting nvidia-curand-cu12==10.3.2.106 (from torch)\n",
" Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n",
"Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch)\n",
" Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n",
"Collecting nvidia-cusparse-cu12==12.1.0.106 (from torch)\n",
" Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n",
"Collecting nvidia-nccl-cu12==2.19.3 (from torch)\n",
" Using cached nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl.metadata (1.8 kB)\n",
"Collecting nvidia-nvtx-cu12==12.1.105 (from torch)\n",
" Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.7 kB)\n",
"Collecting triton==2.2.0 (from torch)\n",
" Using cached triton-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.4 kB)\n",
"Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch)\n",
" Downloading nvidia_nvjitlink_cu12-12.4.99-py3-none-manylinux2014_x86_64.whl.metadata (1.5 kB)\n",
"Requirement already satisfied: numpy in /opt/conda/lib/python3.11/site-packages (from torchvision) (1.26.3)\n",
"Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /opt/conda/lib/python3.11/site-packages (from torchvision) (10.2.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.11/site-packages (from jinja2->torch) (2.1.5)\n",
"Requirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.11/site-packages (from sympy->torch) (1.3.0)\n",
"Using cached torch-2.2.1-cp311-cp311-manylinux1_x86_64.whl (755.6 MB)\n",
"Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)\n",
"Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (14.1 MB)\n",
"Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n",
"Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (823 kB)\n",
"Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n",
"Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl (121.6 MB)\n",
"Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl (56.5 MB)\n",
"Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)\n",
"Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl (196.0 MB)\n",
"Using cached nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl (166.0 MB)\n",
"Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (99 kB)\n",
"Using cached triton-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (167.9 MB)\n",
"Using cached torchvision-0.17.1-cp311-cp311-manylinux1_x86_64.whl (6.9 MB)\n",
"Using cached filelock-3.13.1-py3-none-any.whl (11 kB)\n",
"Downloading nvidia_nvjitlink_cu12-12.4.99-py3-none-manylinux2014_x86_64.whl (21.1 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.1/21.1 MB\u001b[0m \u001b[31m27.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
"\u001b[?25hInstalling collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, filelock, triton, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, torch, torchvision\n",
"Successfully installed filelock-3.13.1 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.4.99 nvidia-nvtx-cu12-12.1.105 torch-2.2.1 torchvision-0.17.1 triton-2.2.0\n"
]
}
],
"source": [
"#!pip3 install torch==1.2.0+cu92 torchvision==0.4.0+cu92 -f https://download.pytorch.org/whl/torch_stable.html\n",
"!pip3 install torch torchvision\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3da9ca25-5156-4216-8ac7-b2347e60c34e",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d11c9b95-ea6b-457e-a3e7-c5c8de58b450",
"metadata": {},
"outputs": [],
"source": [
"## The usual imports\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torchvision\n",
"import torchvision.transforms as transforms\n",
"\n",
"## for printing image\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4aad0f0f-545e-416b-97f7-2678c782215a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.2.1+cu121\n"
]
}
],
"source": [
"print(torch.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "54c98b09-a734-4edf-96c0-20b78bed9d1e",
"metadata": {},
"outputs": [],
"source": [
"## parameter denoting the batch size\n",
"BATCH_SIZE = 32\n",
"\n",
"## transformations\n",
"transform = transforms.Compose(\n",
" [transforms.ToTensor()])\n",
"\n",
"## download and load training dataset\n",
"trainset = torchvision.datasets.MNIST(root='./data', train=True,\n",
" download=True, transform=transform)\n",
"trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n",
" shuffle=True, num_workers=2)\n",
"\n",
"## download and load testing dataset\n",
"testset = torchvision.datasets.MNIST(root='./data', train=False,\n",
" download=True, transform=transform)\n",
"testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n",
" shuffle=False, num_workers=2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "23880f4e-4790-4055-bbb4-1b0c47755b9b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f2b57e46c50>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image = transforms.ToPILImage(mode='L')(torch.randn(1, 96, 96))\n",
"plt.imshow(image)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "aadba5ab-c84c-4f80-8c79-d30633343a61",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f2b55422f50>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## dummy transformation\n",
"dummy_transform = transforms.Compose(\n",
" [transforms.RandomRotation(45)])\n",
"\n",
"dummy_result = dummy_transform(image)\n",
"\n",
"plt.imshow(dummy_result)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "11cd3a28-2caa-411e-8091-4f24dc600ba5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f2b55496790>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"## dummy transform \n",
"dummy2_transform = transforms.Compose(\n",
" [transforms.RandomRotation(45), transforms.RandomVerticalFlip()])\n",
"\n",
"dummy2_result = dummy2_transform(image)\n",
"\n",
"plt.imshow(dummy2_result)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9ad649e7-7617-4658-aa61-34348836427a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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j8WBqagrZbLbRh7QMJkBZhaWT1PWEctfTNXA4HCiVSqjVaohEIuTzeZRKpYY8BOl0GsPDw5BIJJiZmUE6nb6uTqJUKuHMmTOYnp6Gx+Ohe6+5XA7Dw8MIhULQarUQiUTQarWLBLVarRb9/f2rBj/rCfms4/E4qtUqisUifD4f8vk8vR6lUgkejwdzc3PL/r1YLMbQ0BCEQiEUCgW91kRwp9FosG/fPqrLEQqFMJvN1FdlPbZBiL+N2WzG4cOHqZ6AHKtYLEZPTw+4XC4SiQS4XC66urogFovp74hGo4jFYrBYLCtWdxGIeHo1gXgrIpVK4XA4YDQaIRQKaVUeqeLIZDItN3GRgFkmk+HIkSOwWCxoa2uDXC7HzMwMisUiIpEI0uk0zp07h0AgAKVSCaFQiFKphGq1ik984hOwWq2w2+0YHBykK+5WwmazoaurC3v37kV3dzeEQiG8Xi9GRkbw61//Gm63G+l0GsViseWu8YelVqshFoshHA4jmUxSUXizwQQoa8D1ghcOhwOtVktTp6TcuBE3QyqVwpkzZ276/cViEb/5zW8WfY9E2dFoFBwOByaTCRKJBFu2bFkUoBgMBmzfvh3T09NUHd9IarUaIpEIIpHIikHIjVjpGqtUKhw8eBC9vb0YHByEWCymqXSHw4FCoYDJycl1SZ0KhUKYTCZs374df/iHfwi1Wg2tVrso87e0n0j9NSkWizh37hySySSUSuV1AxSpVAq9Xk+3hzYCcrkc3d3dsNlskEgkKJfLNDiJxWJIpVINv4dvFTabDZFIBIPBgE996lNob2+HwWBApVLB6dOn4Xa7cfHiRYRCIczPzy+zaOdyudi2bRvuueceqknyeDy4fPlyY07oQ9LV1YVHH30Ug4OD2LJlC4LBICYnJ3Hu3Dk8//zzG0ZHdStUq1WEQiF4PB7EYjHkcrlGH9KKMAHKEjgcDrhcLmQy2aL9yqWUSiWaBs1ms2Cz2ZBKpbQShEwMQqEQW7duhVqtxujoKEqlEorFYlNGq7dCfTkecVGsZ6mtfKuz0uRUKBTg8XggkUgQj8chFovptVepVNBoNODxeOtyfBwOh/59ImJms9moVCqIx+OLWheQgJFocCYnJxGLxTA1NYVcLof5+XkolUoYDAZIpVJ0dHQsM/PbaIhEIphMJqjVavr5kIVEuVxuCa+LpUilUhw9ehQ2mw1GoxFcLhenTp1CJBLB2bNnaXVhKpVacZKuVqtIpVJYWFigHlD1GbdWgWjIxGIxFbKPjo7C7Xa3/Dh8q9SPy7FYDH6/v2mDE4AJUJbB4/HoDW232+mAtZRSqUTTo36/HwKBAFarFWKxGAKBgAYoYrEY99xzD0KhEN577z3k83nEYrGWj9pJZUc2m0UymVzk+dFqA/mHJZfLYXx8HLVaDaFQiG7xcDgcGAwGZLPZdVPGk3JBqVRKgxTggyCqUCgsukbVahWJRAKxWAz/5//8H7hcLiSTSVQqFchkMohEIuzevRs2m21Ft+GNhkwmQ0dHB4xGI312SXBSKBSWBeCtgFqtxuc//3m0tbVBo9EgHo/jhRdewPj4OFwuF7LZ7A2fVVKVJpfLYbfboVAo1uno1w6JRAKTyQSZTIZyuQyv14t3330XTqdzw4pgV2KpbUAgEMDs7OyKrUyaBSZA+f8QoaNer4fFYsHAwAC2bdsGm81G30N6F+RyOYTDYVy5cgXRaBSTk5OQy+XYu3cvNBoN1Go19UhZ2p57o0AicWJoVj8Rs1gs5HI5RKPRDd2zhs/nw2Qy0cFPJBKhWCwikUhgaGgIU1NT6/bwE/damUyGU6dO0aZm6XQaIyMjyOVyi/bYSXCZyWQQCASQTCapxojFYqFUKiGTySCfz98xq8ylA3iztKi4VXg8HjQaDSwWC/R6PaRSKWZmZhAIBBAIBBCLxW5aB8fn8yGRSCAQCGiLj1aCtLlgs9nI5XIIBALwer1wOp1YWFhoyet7KxDTTaVSCalUCrFYDA6Hs+j+bubPgAlQ/j9E3Njd3Y19+/Zh3759OH78OK3OAK5dbOKUOjk5iZdeeglutxunTp2CyWQCh8NBR0cHOjs7F5nebKTAhMBms8HlcqFUKqkOpZ5UKgWPx0O9RzYiYrGYeocYjUYoFArE43EEg0G8+OKLGB0dXbfJPZlMYmxsDAsLC8hkMhCLxVAqlYjH4zh9+jSy2eyKBlNkq65+kMrn8+ByuVQceicEKK0yYN8MIpEI/f39tFqNy+Xi+eefx9TUFKanp2/J6VkikUCj0dAFVisFKPVd2zkcDhKJBAKBAEZGRnDx4kXazHUjQxbdJpMJGo0GSqUSXC63ZXqHMQHK/4eIG81mMzZv3gyz2Uy9LerJ5/MIBoPU3yMYDFIvDdKE7k5Ar9dDrVbDarWuuDdNtr6asbZ+LSCt2C0WC0wmE3WWJRMc0S2sJ7VaDblcjm45EnfMTCZDtyluZUBa6b31z8NGDLw3AhwOBwqFgurnisUiFhYWEAqFbrr9Qr2LtkgkQjQaRTKZbOrtgKUIBAJaeafRaLCwsIBoNIpUKtXwtiPrBYvFgkAgWFGb1gowAcr/hzSK2r59Oz75yU+uasaWSCQwPDyMK1eu4PTp08jlcndMUEJgs9nYsmULBgYGsGfPHmzatGnZZBUMBnHlyhXa6XgjQfxPVCoVdu7cCYfD0TQ20alUCqOjo4uux0cdjJYKnjeaAHqjwefzqalkpVJBOp3G5OQkJiYmbloQKRQKaRZOpVJhfHwcw8PDLfU8S6VS6HQ62O12dHV1IZVKwel0IhwO3xHBCXBtrJLJZFAoFJBIJHQhyQQoLQLZn1QqldRFk6yGV6Je3V9fGXEjOBwONBoN9Ho9XC4X8vl8y6UYWSwW9f0YHBxEX18fNBoNDebqP5tcLrdqdUCrwuFwIBAIIJFIYLfb0d7eDovFAq1WS428JiYmMDc319CWBmsVMHO53GXPQivdr7cCCbo2QuBFmpqqVCr6HKbT6Zt2RmWxWNBoNNDpdLQXF8mItlJ/KWDxNg+AOyrLTai/t1vt/r7jAxQ+nw+BQICOjg4cOHAADofjtv2dzZs3QywWw+PxUGvtVqoO4HK5+MQnPoF9+/Zhx44dcDgcyxomEnOrSCSCUCjUUinhGyEQCGAymdDW1obHH38cNpsNBw4coM0UfT4fnnvuOczOziIcDjf6cD8yIpGIls7X71lvFK3GRkUkEmFgYAAGgwGRSAQ+n49ub9zMNWOxWNi8eTMGBwfR3t4OoVCIYDCIS5cuIRAIrMMZMDBc444PUMheq1arRUdHx7ImcB+Wpe6yxNSsXC5DJpNBIBC0zGqEzWZDrVbTUkObzUadRMmARzQ4Xq8XLpcLLpcL6XR6Q2VQhEIh7HY72traYLfbYTAYqFU40SX5fD6EQqGWCjxXgs1mw2AwoKOjA1KptNGHw3ALkN5QJLAkmd6bCU6I+F2v18PhcNDgO5lMUsfRVoF4VJFu7YVCAVwut2V7qd2J3PEBilAohFwux9atW/Hwww+vmbHW0lSaSCTCoUOHEIlE8OabbyISibTEA0+2Nfbt24euri7cdddd2LJly6LUf61WQz6fRyaTwa9+9Su88MIL8Pv98Pv9GyqdajAY8PDDD9NmecT3ZGFhAe+99x5mZ2dx+fJlLCwstHwHVC6Xi6NHj+Khhx6iz8RGzpgwWaFr8Pl8iEQibNu2Dffddx/S6TTdtvR6vS2zqAJARb0zMzO4evUqIpEILZlmaA3u+ACF7FESg7bV9uiIYROJxm+1NwdRUwuFQuon0Mz7gaQbrslkgkKhQHd3Nzo7O6FSqcDn8+mxE80JyR44nU7qq9EqQqwbQSq8SDNBvV4PoVAIDoeDbDaLRCIBj8cDr9eLXC7XssEJuSdJ12bim0Duc1KlJBAIaO+awcHBRT+rJ51OIxKJoFgsNlSTczPUWwk083N5M5B+Wdls9qb7JZGMi8VigVqthl6vh0wmQzgcxsLCAtWTtdK9TbJHhUIBqVQKbDYber0eZrMZdrsdqVQKkUik0YfJcB3u+ADlZiG+HuPj47hw4QK8Xu8tT8CtNPDxeDxIpVI8/vjj2LRpE/bt2wez2UxV4GS1mclkkMlk8Itf/AIvv/wyXC4XvF7vhsqcqFQqbN++HVu3bsXevXuhUCjA5XKRy+UwNzeHqakpvPbaa/B6vS2ruSEdb/l8Pmw2G7RaLeRy+Yrv1ev1UCqV+L3f+z08+uijdFJfmoE4d+4cfvrTnyIYDGJqaqrpsxNLxYSt9LzWUygUqFC7vb39hu9nsVhQKpWQyWR4/PHHsW3bNuzatQsKhQJ+vx/nz5+Hy+VqyX5EwAeWB+3t7Th48CB1xL1y5Qp+8YtftFTQ9VFYySKg2e9xJkC5SYioNR6PIxwOI5FIXPdhvV6H42aEDMgkw6PRaKBSqdDe3o62tjY6YS1dKYdCIQQCAczPz8Pj8SCRSLTsA0+yaVwuF3w+n2bVzGYzenp64HA4qGg0nU4jHo9jcnISs7Ozi/wVWgVS3UCyYlKpFAKBAJ2dndDpdKtqT0gGUKPRQCKRrBqgBAIB2Gw2lEqlpmgYeTO0wjHeiEqlgkwmg2w2Sw0oeTweuFzusp5CpFLLbDZDp9NRfZVMJqOOo6TypVU/m1QqBZfLBbVaDYFAQMe1dDqN9vZ2JJNJhMPhlj7HW6VVzpMJUG6SdDoNp9OJqakpDA0NIZfLXTeD0mrBCY/Hg0AgQHd3N7RaLY4fPw6bzYadO3dCp9NBIBAs89Yol8t48cUX8etf/xqzs7MfKqvUTPD5fIjFYmg0GthsNphMJgwODsJut+PQoUPU1j+RSODy5cuYnJzE97//fSwsLCAWi91S2XmjIc0tFQoFPvnJT8JisUChUEAsFmPz5s3QarWrCsaJM6dcLodUKl01QCHbP++88w7Onz/f9J8NOXYyUbXKIL6UYrEIr9cLPp8PvV4PiUQCg8GAeDxObe6Ba/eAVquFUqnEF77wBWzdupU+/6R1xWpO0a3ElStXMD8/j0996lPYsWMH1Go17rvvPmzduhXbtm3DxYsX8YMf/GDFpqcbiZXu52a/x5kA5SapVqsoFosoFAq0r8lGgOw9q1QqSKVStLe3Q6/Xo6Ojg+5Hk8Gp3hadrNCI7qR+4LsZSKaC6DtKpRLi8XhDHhgywUqlUuj1euh0OthsNlitVnR2dsJkMkGlUgEA4vE4FhYW4HQ64XQ6adao1SAW2DqdDh0dHbDZbJDJZBAKhbBarVCpVIsCD8LSyjTSCqI+QCHBays22mv2AftmKJfLiEajUKlUVDNks9nomJXNZlGpVMDhcGA0GqHX62E0GqHT6Wj3a6VSSbf8JBLJMjuBViKbzaJQKCAQCMDtdkOlUkGv10Mul6OjowPxeBw2mw3pdBrpdJpW/1Sr1ZZecG0EWveuY/jIkK0csqKwWq04cuQItFotZDIZ9Yiph/R0uXz5MlwuF4aGhuDxeG75QRaLxTAYDLDb7bj77rsxPz+PH//4xw1p/U0qF3bs2IH7778farUaZrMZGo0GbW1tKBQK1IFyeHgYHo8Hb7zxBmKxWEtVNdSjUCjw27/92+ju7sauXbugVCqpaaFQKFzUd4XNZl934l6q10ilUgiFQnjrrbfw93//9wiHwy0x0Ley7qSeVCqFd999F36/Hw899BAsFgueeuopxGIxPPfcc3C73YjFYuByuXjiiSfQ2dkJqVSKZDKJl19+GV6vF5///Oexd+9eamDZyqXmZFF15swZfOtb38KmTZtwzz33QK/Xo7+/HzqdDmazGeFwGOPj4wgEAjh16hQVeTd75m8jwwQoN4BoSUi5rVAopPvuzV4ivBJkxcvlciEUCmEymaDX69HZ2Qmr1Yq2tjaaLQA+EMMWi0WUy2WEw2Ekk0nMz89jbm4O0Wh0xWwSmeyWDvokc6JWq2Gz2dDe3o7u7m5UKpV1b0RGAjBiBU3OX6lUwmg0Qi6XQ6lUIhQKwe12IxgMYnp6Gl6vF263m65EWxEOhwOdTkertMgEdL2GcEtLcYvFIkql0iKfjVqthnA4DJ/PB7fbjfn5+Q3d0boZqVQqSCaTiEQi8Hq9VFckkUjgcDjo9h7Z4lEoFEgkEshms3A6nZifn0cqlQLwwf3Q6oFbrVZDPB7H9PQ0hEIhOjs7UavVYLVawefz0dXVBbVajXK5DLFYDLfbTTOjpHqTCVTWnzUPUJ5++mn89Kc/xfj4OEQiEQ4cOIC/+qu/Qm9vL31PrVbDN7/5TTz77LOIxWLYu3cvvv/972NgYGCtD2fNUCqV2Lx5M1gsFhWEXrhw4ZYEoY0epPl8PjQaDUQiEYxGI0wmE5544gkYjUbY7XaIRCLaYIzAYrFQLpcxNTWFYDCIV199FRMTE3C5XIhGo6t2K5bL5dBoNMuyMHK5nK5cHnzwQchkMmg0GiriW096e3uxfft2dHV1YWBgABqNBiaTCWKxmFbqsFgsjI+P45vf/Cbi8Tgtt0wmky0tqqtWq0gmk4hGowiFQsjlctTESiqVgsfjoVqtLtq6yefzKJVKdNtmdHQU09PTCAaDCAaDAK7d44lEApFIBH6/H4lEomUG9la9lqsRDAbxne98ByaTCb/1W78Fk8mEY8eOgcPhIJVKIZ/PY2RkBJcuXcLw8DBCoRAVepOKnXg8Dp/P17LVafUQ48h4PI6JiQlYLBZs27YNfX19+OQnPwmbzYauri7kcjkcP34csVgMw8PDcLvdeP755zd0Z/ZmZc1nhLfffht//Md/jN27d6NcLuPrX/86jh8/jrGxMapl+M53voO/+Zu/wT/+4z+ip6cH3/rWt3Ds2DFMTEwsmyBvN/W18ul0Gnw+nwrE6lf/fD4fSqUSGo0GBoMBmUzmllcVjVyFcDgcCIVC6HQ6yGQyWK1W2Gw29PX1Qa/X0wl5NfL5PNLpNBYWFuD3+xGPx5HJZMDj8aBUKpe9X6fTUafV+k7HCoUCZrMZ3d3d6O/vpyZg1/OgWWvIdVUqlVRnMjAwQEWyJFMGXFuNJhIJTE5OIpVK3XLGhBjakeqJZpmsq9UqDSQCgQDS6TQ1niMVTMDirAlpY5BMJpHNZjE/P4+pqSn4fD54vV76flLhlMlkWqaiq1Xaz98KhUIBMzMzSCaTcDqdAK6VzJPnkc1mIxKJYH5+ngaaJLNKrluxWGyp63g9iGdTqVRCOp1GLpej41OhUKDZcbJQSyQSKJVKEAgE0Ol0qNVqLVep1+qseYDyyiuvLPr6H/7hH6DX63HhwgXcddddqNVq+O53v4uvf/3reOyxxwAAP/zhD2EwGPDjH/8YX/rSl9b6kK4LEUOdPHkSbDYbu3fvxsGDB5dNlmRyTyQScDgcSKfT674l8WERCoUwGAzo6urC7//+70Or1UKr1UIkEsFkMoHP51/X/pnFYsFkMkEqleKxxx7DXXfdRVP7q6HVaqmhmUgkot/ncrm04Z5QKEQymcTs7CxmZmbWbbuEdPW02Wzo7e2lTf+AaxM3KaPNZDK0Tf3S8sylkOCODF7VahU8Hg99fX2QSCQIBALIZrOIx+NNIbBOJBL40Y9+RK8P6Uel1+vxu7/7u+jv71/0/lqthuHhYYyPj+P06dMYGxtDKpVCJpNBoVBYtN1JRLKtuv21USBbswsLC3juuefoBMzhcOi2XDgcRj6fp33B6hcTwLX7pBWbBF4PsiD1+/1IJpN0+1Ymk0Gv10Ov11On6P3792NwcBA2mw1zc3P4n//zf8Lv9zf6FD40rWZ/cdtz6mQfj5Qszs3NIRAI4Pjx4/Q9AoEAR44cwalTp1YMUJYOgMlkcs2Oj1QaBINBTE5OrmpsRCoWSAtyuVxO+7A0++qC9BqyWCwYHByETqeDUqlc1IW43rZ+6Q3MYrEgFovBZrPR1tYGnU53ww63Go0GWq0WQqGQ9uwhE1a9roU02SM+BLcToouRyWRQq9VUIEzKa8nqinwulUqFlh6SMuz64ye/s163UV/JQpoLyuVy2u24UCjQ6oBGrtbL5TJdVQPXMj35fJ66JC+lVqshGo3C4/FgbGwM58+fX8ejZfiw1Go1atx2s++vp1Qq0c7rzQZZSJA+YLdCtVpFPp9HPp9HrVajFgI2mw35fB47duyASCSiZdgAIJVKb9qZt1lZaWxvZm5rgFKr1fC1r30Nhw4dwubNmwGAdsM0GAyL3mswGDA/P7/i73n66afxzW9+87YcI7m5SYCyc+fO675frVZjz549kMvl8Hq98Pl8uHjx4k39rUZNSG1tbfgP/+E/wGq1wmKxQCAQLMr+rOQwWA8pwRWJRJBIJKhUKjcMUMhWGfk7kUgEbrebahhSqRSCwSDm5+dpb6LbbYdut9thNBpx7NgxHDp0CAaDAUajcVHKm9j4EyGxVCqF3W7HPffcAxaLBbVaTYMNDodDv/b7/ajValCr1WCz2UgmkxAKhXjssceg1+vhdDoRjUZx4sQJuN1uTE9PIxqN3tbzXSvK5TJKpRISiQQWFhYaUml1u6l3j11J3M3QXLBYLGzZsgUWiwWjo6Nwu90f2oeIbFdKpVLk83kUCgVMTU3BaDRSE0Oj0YhUKrVmvdoawdJxns/n05YdzcptDVC+8pWv4MqVK3jvvfeW/Wzpw3+91NNTTz2Fr33ta/TrZDIJm822JsdIVrvZbBaxWIyucolgcKWtHqPRSF0IWSwWJiYmqAPrSlkJQqMGPKlUioGBAej1eojF4lu+IYmRG3GlvBmIgLRSqaBYLFKxHfGRicVimJ+fx+zsLC5duoRisXjbMihk0lGpVLDZbBgcHMShQ4eoB8xqts+kckuhUKC9vR08Ho92pCZlmkajEaVSCSKRCLVaDSaTCWw2G9FoFEKhEIODgzCZTFAqlYhEIpidnUWhUIDb7b4t53o7IBmfXC6HdDrdFFtUtwsmKGkNWCwWtFotHA4HAoEArSYslUrU+RZYvHgizsn1v4MsREj2tFAoUL0dqT4jDtuk/H6jQAIUHo8HNpvdlNqa2xag/Mmf/AlefPFFvPPOO7BarfT7RqMRwLVMislkot8PhULLsioEgUBw2ztQEgHku+++Cx6Phy1btuDw4cPL3sfj8aBQKNDZ2YlHH30U8XgcR48ehVgsxuDgIBQKxTLX1Ubv+y0sLOCll15CZ2cnPv7xj9MGcLcSJN4KtVqNimmnp6cxPDwMv9+PmZkZlEolOpCQVui3MzgBAJPJBLVajUcffRR333037Hb7ooaHq0GE0X19fdTmnwRopVIJbDYbAoEA1WoVe/fuBQBagl4sFsHhcGAwGMDn86lTq8lkQjQapULsViCXyyGVSmF0dBTvvfceYrFYow/ptlEvCt5IgtmNBnkWFQoFnnzySchkMkxOTsLlcsHpdNJsbX0wbbFY0Nvbu2i7XqPRQKlUor29nQpmJRIJbDYbxGIx+Hw+CoUCXC4XZmdnWzo4r7+fORwOdu7ciba2NrhcLuRyOQQCgaYznVzzAKVWq+FP/uRP8LOf/QwnTpxYpulob2+H0WjE66+/ju3btwO4phR/++238Vd/9VdrfTg3TaFQQKVSwfz8PM6fPw+FQoF9+/aBw+Es8gEgN7dKpUJvby8KhQLa2trA4/GgVquXCU7JpF/vsLne5amZTAYTExNgsVjI5/O0suTDBiNLB/CVzoVkTMbGxvDuu+8iGAzC6XQ2RLNDxG99fX3Ys2cPvYY3gsPhQCQSQSgULrN9r98iq9Vq9JyIWJZ8tiTwIj18SJVAM6dVl0JWlgsLCy2V+bkVmMBkZZq5cSLxVNq0aRO6u7uhUCggl8tRrVaRyWSoxoRgMpnQ399PHazlcjntQTQwMECtDkh3e2Cx0HhhYaEptTg3YqV7m8ViwWw2Q61W0w7t8Xh84wcof/zHf4wf//jH+MUvfgGZTEY1JwqFgpaSfvWrX8W3v/1tdHd3o7u7G9/+9rchFovxuc99bq0P56YhokW3241cLkfFYX19fStW9XC5XMhkMojFYtqPhGg7VtJ3ZDIZvPzyy5ibm8Po6CiCweC6Gb3F43GcOnUKLpeLZgX0ev2H9h2pVqu4cuUKPB4PgJUDlFgshmg0ioWFBfh8PvqZrvfgz2Kx4HA4sHXrVhiNxhW37YAbZ4+up9MhaeJSqYRgMEgFsuVyGVevXkU+n8fAwAAEAgFtX9/MJn9LJ6VmnJzWmlqttqwyjWwJkEmrGVPgtxu9Xo/u7m5cunSp0YeyiGq1igsXLsDpdNLx1mKxoLu7GwcPHqT+O/XCfIVCAa1WSxecxEFaKBQu6ilFtnCz2Sz8fj/8fj9+9rOfwev1tlz2sFwuU31cMBiE2WyGXC6nwZhQKMS2bdvA4/GQzWapn1GzsOYByjPPPAMAOHr06KLv/8M//AN++7d/GwDwZ3/2Z8jlcvjyl79Mjdpee+21dfdAqYdkOOLxONLpNN1W4vP5OHDgwLL33+wqnFAoFHDp0iVcvXoVfr8fqVRq3aLxbDZL/RBI5UpHR8eHFnxVq1W88cYbGB0dBbBygEK0JsR7oFGwWCyqPZHJZKuWhq/WbXelLNFqQVa1WkU8HkepVIJUKkWxWMTExARSqRQMBgOUSiVSqRSSyWRTrsSWCkRbpQPxWlCtVheVRpPPggQpHA7njgxQpFIpdDodxGLxokq/RkMWk16vF9u2bYPD4YDFYkFfX98NMz4rZcnqn3PixJtMJjE3Nwen04l33323JQXixO+Ix+MhkUgglUrRrSuysLJarahUKiv6WTWa27LFcyNYLBa+8Y1v4Bvf+MZa//mPDMmkkH33D1NZstJqvFqtIp1OI5FIoFAooFwur+uDTkyGLl26BIFAgCtXrnxoHxcyOFyv3Jts5TR6MCPnHQqF4PP5oFKpaJn40tLqeDxOzap4PB6KxSJtIBYIBJZNUGSlxWazoVQqUSwWMTQ0hHK5jJ6eHrBYLPzmN79BNBrFpUuXwOfzMTIyQtsFNBM8Hg+7du1CX18f1Go1qtXqDXvwbCTC4TDOnDmDcrmM/fv3g8/n01YAbW1tEIlEH6rn1EbBZrNh9+7dSCaTSKVSNNBuNLVaDRcvXqSOyD6fD11dXWhra1v138Tjcfj9fur/QnrwkLG/WCwiFoshl8tRN+RIJEItAloJYrCYSCRw6dIlFAoFqpkkgVogEMD09HRTXM+lML14llDvLEu6YC7du1v6/utV65B/V61Wkc1mqa9GI270XC6H2dnZdf+7jSaXyyGRSCAajSIcDoPP50Muly/T0aTTaXi9XvB4PIjFYmQyGYTDYUQiETqA1ZPP5+HxeMDhcGC1WlEoFHDq1Cm6AuPz+bh06RJCoRD9Wx/Gs2E94HK56OrqwuDgIM1k1n82Gz1QIW7BRqMR1WqV3iMqlQoGgwHFYhE+n++ODVB0Oh26u7sRCAQQCoVQLpebYkKr1WqYnZ2F3++nhpAymQx2ux3AypnRdDpNF1gLCwuYm5vDG2+8Qbtul0olJJNJFItF2tKilSkWizSLzmKxsGvXLjpvVatVxGIx+P1+ZLPZRh/qMpgAZRVisRi13idbInv37l22rXOj/fl0Oo033ngD8/PzGBkZgcfjaWr9wUajVqvB4/GgWq2ira0Nvb298Pl8CAaDCIVCCAQCNI0/Pz+PsbExOiGXSiXkcjnk83lEo9FlA1WlUkE6nQaLxYLL5UKlUqHByIULF8BmsxGLxejA18wTPSnD1mq1i7b+qtUq3G43XC5Xy+2/3wrZbBZutxuzs7MYGxujgUkmk0EymUQmk2naa3e7YLFY0Ov1VFA6MDCA1157DS6Xq6m2KEmBw+XLl6kvFakWXS1AiUQidOJOJpPw+XyLXKCLxeKH9lVpRkjvrGg0imPHjsFsNiOZTCKdTmN2dhazs7NNEXAuhQlQViGVSiGdTtN0/8GDB7F79+5b3hbJZDI4ceIEJiYmMDMzg3g8vmFu+lYhFApRn5tqtYpIJIJEIoHx8XGMjY1RPxSn04krV66gWCx+5L3mVmssxmKxIJPJoFQqFwUoRFxHNEwblVwuh2AwCK/Xi5mZGdrNeqknxp2GSqWCVCqF2WxGpVLByMhI0znLlkollEolTExMYGJiotGH05SUy2VMT0/TjDARxMZiMXg8Hni9XiaD0kqQwSgcDmNoaAjRaBRut/tDBSinT5+mN8WdOMg1mnw+j2q1ihMnTsDr9dLyw0gkgoWFBSqGjMfjyOfzd2wavx6yd00azpFnYKNSrVZRKpUwNzeHn/zkJ5BKpdBqtQgGg/D5fMhkMnfkwoIYGY6NjWF2dhaTk5NUR8fQWlQqFWQyGTz//PM4efIk1ViOjo4yWzytCOk/Eo1GMTIygl//+teNPiSGDwHp5fTee++t6GrMsDIkezA7O4uRkZENvcVDtvRcLhdcLlejD6cpYLFYtIKJVLJMTU1t6EzaRoYEKC+88EKjD+WmYQIUBgYGVCoVzMzMQCqVYufOneByuTh79iymp6cxNjaGUCjUciWWDLcOKbcm2gzSwiOZTMLv9yOdTjf6EBnuIJgAhYGBge7h12o1dHV1QSqV4p133sE777yDqakphMPhRh8iwzpA7AHS6TTi8ThUKhW4XC4SiQS8Xi9SqVSjD5HhDoIJUBgYGFAulzE+Po5oNIp8Pg+lUokLFy7A7/czmZM7iHK5jEKhgHfeeQfRaJSaer3zzjtMBoVh3WHVWlC1mUwmoVAoGn0YDAwbjnoXzmYui2a4vSx1Y2XuBYa1JpFIQC6XX/c9TAaFgYGBwkxEDABzHzA0Bx/O65yBgYGBgYGB4TbCBCgMDAwMDAwMTQcToDAwMDAwMDA0HUyAwsDAwMDAwNB0MAEKAwMDAwMDQ9PBBCgMDAwMDAwMTQcToDAwMDAwMDA0HUyAwsDAwMDAwNB0MAEKAwMDAwMDQ9PBOMkyMCxBIpFArVajWCwik8mgVCqhUCg0+rAYGBgY7iiYAIWBYQmbNm3Cpz/9aXi9Xpw5cwaRSAQzMzOoVquNPjQGBgaGOwYmQFkFFosFDocDHo8HkUgEHo8HoVAIDocDLpe7qJEWAFSrVRSLRRSLRYTDYZTL5Q3Vy4LNZoPFYtHPQiqVQiAQoFKpoFqtIhqNtnwrdjabDR6PB5VKhY6ODnA4HDidTpTL5WXXm6E1IE3vlEollEolSqUSisUistks0un0hnpGGRg2GkyAsgpCoRBSqRRtbW3Ytm0bzGYzBgYGoFAoYLFY6IRFBsBMJoO5uTnMzMzg+9//PsLhMPL5/IYZAMViMYRCIbZv3w6r1Yq77roL3d3dSCQSyGQy+OEPf4hf/epXjT7Mj4RcLoder8fAwAAOHjwIh8MBDoeDK1eu4MqVK6hUKo0+RIZbhMfjgcfj4VOf+hSefPJJuFwuzM3N4fz583jjjTdQqVRQLpcbfZgMDAwrwAQoq8Dn86FQKGAwGNDR0QGr1Yqenh4oFApYrdYVAxQu99rHaTabAQChUAjFYrFlgxQWiwWxWAw+nw+tVgupVIr29nY4HA50d3ejp6cHfr8f0WgUIpGo0Yf7keHz+VAqlVAoFJDL5ZDL5VAoFBCLxXdkBoXFYoHNZkMoFNJMIp/PR7lcRqVSQS6XQ6FQQKVSQaVSaeoOuCKRCEqlEuVyGRwOB6FQCCaTCalUCrFYrKmPnYHhToUJUFbBZDJh9+7d2LNnDx5++GEIhUKIRCJwOJxF7yODmkAgQEdHB1QqFf79v//3mJ2dxQ9+8AMEg0HkcrmW1C/w+XwcOXIEdrsde/fuhcVigdlshkKhgEwmA5/Ph8fjwfDwMAKBQKMP9yOj0+mwY8cOtLe3g8vlgs2+s4vcSNZs37596OjowIEDB9DT0wOPx4OFhQWcPXsWw8PDCIfDNGOYy+UafdiLKJVKKJfLeP/991EoFHDw4EHcc8896OzsxO7du3Hy5En88z//M92eZWBgaB6YAGUJXC4XfD4fGo0GVqsVFosFJpOJTla1Wm3ZarpWq4HNZkMsFqNWq6GrqwtsNhsGgwGlUqmlMilsNhtsNhsikQgSiQR2ux1dXV3o7e2F1WqlgUkul0M6nUYwGITX60U6nW70oX9oSKZAJpPBbDZDpVKBxWKhWq2iUCjccVsAAoEAHA4HarUaUqkUDocDXV1dGBgYwKZNm6BUKhEMBhGNRpFMJun7k8kk2Gw21Xk0AyQzQoTOAwMD4PF40Gq16Ovrg9frhVarpZmUVlxI3A64XC7V27HZbBSLRZTLZVSr1ZYYx64H0ReS8+NyuRAKhahUKshms6hWq1RD2KzbumTM4nA4VBvJ5/Pp3FSr1ei9TPSDSyHXMpfLLbq2RFfYDDAByhK6urowODiIffv24YEHHoBCoVh0cW+U6hcKhejq6oJWq8W//bf/Fi6XC8899xz8fj+y2WzT3vDAtRtZpVJBoVDgwQcfhMPhwOHDh2EymSCTycDj8eByuRCJRPDLX/4Sly9fhs/nQzQaRSKRaPThf2gkEgmUSiV27dqFJ598EnK5HGw2G7FYDENDQ5idnW3q67aWcLlc7NixAyaTCXv27IHVakVvby8MBgOUSiUAwGAwQK1Ww2w244EHHkAsFkM8HsfExARGRkZw9epVnD17trEnsgRyn/J4PORyOfqM8/l86HQ6nD9/Hj/5yU9QKBTu+JJyFouFtrY26PV6+t+hoSFMTk4imUy2vBheLpfDZDJBq9Wis7MTbW1tOHr0KLxeL37+858jEonA7XYjk8kgFAo15bMvEAhgMBhgMBhw7733Qq/XY8uWLRAKhQCASqVCA26VSgUej0f/LYvFQq1WQyqVQjabxeuvv47x8XFks1kUCgV4PB6Ew+FGndoimABlCXK5HA6HAw6HA3a7nepKbhYOhwOpVAo2m43e3l4IhUJotVqk02m6X9+ssNlsKBQKaLVa9PT0oKurCw6Hg3qClEolxONxhEIhTE1NYXh4GJlMBoVCAdVqFVwuF9VqtWmi75tFKBRCqVRCp9PBZrOBzWajVqshn89jYWEBiUSi5VeNK0FWVnw+H2w2G1wuFwKBADabDXa7Hf39/bDb7bDZbFCpVPQzINudMpkMAOikxeFwkM/nEYvFIBQKUS6Xmyb7lM/nkc/n4fV6MTk5CZPJBB6PB51Oh82bNyMSiUChUCCdTm+YTMGtQO4FoVAIPp8Po9EIi8WCrq4umM1mRCIRRKNRsFgsVCoVlEollEqlRh/2TcNiscDlcsHj8ai20GQy0ezwvn37MDc3hytXrkAikaBQKCCRSFB9UrONaeTetVgs6O/vh8Viwd69e6kWsFKpIBwOo1qtQqPRgM/n039LApREIoF0Oo35+XmaEc/lcshkMshmszRr1kiYAGUJVqsVhw4dQltbG3g83ocWRwoEAnR1dUGj0eCJJ57A3Nwcnn/+efj9/jU+4rVDJpPhs5/9LLq7u7F3716oVCoUCgU4nU6cPHkSXq+XBioKhQJ79+6l6cBYLIZUKoVAIICFhYVGn8ot0d7ejqNHj2JwcBAcDgelUgnZbBYulwtnzpxBMplsugHqo8LhcKDT6SCXy7F//37o9Xr09/dDpVLBarVCKpVCpVJBKBTSVRkZ2OoF4rVaDRKJBAKBALt27UJPTw/MZjOq1SpcLheGh4ebaqJ3Op1IJBLI5XLg8XiwWq3o7+8Hi8VCuVzGzMwMTpw4gUwmg2g02lTHfrtgsVgwGAxQKBR45JFHsGnTJlgsFqhUKkilUgiFQnR2dsLtdsPj8cDv9+PKlSu4ePEi1fg0MwKBAEKhED09Pdi1axesVisGBgagVCphNpshkUjAZrNhNpvxxS9+EclkEnNzc5ifn8c//dM/IRwOY2FhoakWl3a7HX/6p38Ks9mMrq4uWsxAYLPZNOO5dJFN7mny3D7yyCO455576ILizJkzGBsbw+nTp3H58uX1OqUVYQKUJQiFQigUCvB4POTz+WU/J4MzWXGSvcClP+dwOFAoFOBwOOjo6KCrk2aEHJtcLkdPTw82bdoEs9kMsVhMt6Z8Ph/m5uao3kAmk9EVNHCtYikWi6FUKlFRcLVabYkKD7lcjra2Nmg0GrpCzGazSCaTCIVCGy7lz+FwIBAIoFarodVq0dvbC5vNhl27dkGr1dLtPOCDwax+b7o+aK/VanQfXCgUQqPRwOVywWazNeVWQDqdRjabxfz8PKanp6kQWKfTYWBgACwWCyMjI2Cz2YjH4001Ka0lJGNCNBgajQZarRZbtmzB7t276X1AqhQBUC8ZtVqNcDiMsbExAGjKAKX+HhUIBJDL5dQqwmazYfPmzZBIJPSZJ4F2T08PMpkMDcz0ev2i7ZJmGcMkEgkGBgZgMpmg0WjoHET0M2TsrdVqNNNFrjl5kTnMZrPR31ur1ZDNZgEAs7Oz4PP5dAxvBLc9QHn66afxn/7Tf8Kf/umf4rvf/S6Aax/CN7/5TTz77LOIxWLYu3cvvv/972NgYOB2H84NuXTpEv73//7fkEgkiyZgAhFYmc1m7N+/n+oXBAIBlErlsiofNpsNiUQCqVS67GeNhsVi0VTh7/7u76KjowMHDx6ERqOBSCQCm82GVquFQqHAY489hkwmAw6Hs2JWqVAooFgsIpfLIZ/Pw+PxwOVy4erVq7h48SLS6TRisVgDznJ1yIOqVqvR3d0NnU4H4FqwdfHiRUxNTW24zIlQKERfXx9MJhM++9nPwmKxwGKxQCwWQ6lUgs/n0/uUBJX5fB6lUgkzMzMIhULLfmdXVxe6uroWrczMZjN8Ph8d/JsFMslcvXoV0WgUFy5cwPj4ONrb27Fr1y60tbWhq6sLQ0ND+Lu/+zu6hbmR4HA4MJlMUCgUOHz4MCwWC3p7e6HVatHR0QG1Wg2BQLBo4UUCFrPZjFwuB7FYDIFAgKtXr+LChQsNPJvlyGQySKVS+vWePXtw9913w+FwYGBgACKRCHK5fEXDTeBaQGOxWCCVSvHVr34VMzMzeOaZZxAKhZBKpZomaK0Xv9ZqNZTLZSSTSZw8eZIGkCQgBwCbzQapVAqZTAaBQICenh5oNBqoVCqIxWJ6Tfv7+6lVhkKhwOjoKA1G15vbGqCcO3cOzz77LLZs2bLo+9/5znfwN3/zN/jHf/xH9PT04Fvf+haOHTuGiYmJFYOC9SQUCuHy5cvg8XiLUmYEEnV2dnbCbrdDoVDQ6Fsuly+KUIFrk6BAIKCZh2YasEm1jkqlwr59+9Dd3Q2r1QqBQEDfIxKJ6AO9lKUVTfVfT05O4urVq6hWq5ifnwcAulXSTOfP4XBo7x2JRALg2irb5XIhHA43zbGuFVwuF3q9Hna7HXv27IHdbqcalKXZEpIxyWQyyOVy8Hq99FoCH6xS1Wr1os+Jx+NBJpM1bcawVqshGo0iGo2iUCiAz+dDIBBApVJBJpNBoVCgXC5DJpOhUqm0TAXezUCqPdRqNfR6PbZt24bOzk5s2rQJGo1m1fJ6Mg6QbQOPxwOn07liwNooyLhLMiOEjo4O7Nmzh973N9q253K5dBLfuXMn5HI5NBoNMpkMMplM0wQo9VlpspBIJpOYmpqC2+3G+++/j1gshmQyCRaLhb6+PiiVShqQ8Pl8Wm1XqVTonKdWq6FSqdDZ2YlgMIhgMNiweeu2BSjpdBqf//zn8Xd/93f41re+Rb9fq9Xw3e9+F1//+tfx2GOPAQB++MMfwmAw4Mc//jG+9KUv3a5DuilSqRRKpRItt10JNpsNv9+P+fl5iMViqnb/3Oc+B5VKBZVKRVehXC4XJpMJtVoNdrsd2Wy2abYNdDodfu/3fg/t7e3o7++HWq2m+5XkZqyP0Ff6mgQlS782Go0QiURUvHXp0iW89tprWFhYgNPpbIoB32AwwGKxoK+vDw6HA1wuF7lcDtPT0/jFL36BQCDQNIPRWsHj8WCxWGC1WiEWi8Hj8eh9nsvlaFl8Op3G+fPn4fP54Ha7EYvFEIvFkMlk6O8igkqZTIY9e/YAAA3WyQq92QmFQjh9+jSSySRqtRra2tpw4MABbN68GV/+8pcxNTWFF154AZlMpmlKpz8sIpEIe/fuhclkwrFjx2A2m9HW1kYNCVfLKKwEySQ3k4Gh1WqlVS0HDx4EcO1+NJlMsNvttxwwc7lcyOVy2Gw2fPrTn8bs7Cyef/75pqhwKZVKWFhYoOaS0WgU//f//l8amMTjcYTDYaoZBIDx8XHw+Xzw+XxwuVxcunQJEokEnZ2d0Ov1uOeee7Bp0ya6vSWVSqHT6aDRaKBWq5HL5Wg2Zr24bQHKH//xH+PBBx/Exz72sUUBytzcHAKBAI4fP06/JxAIcOTIEZw6dWrFAGVp6V8ymbxdh33Thk3hcBhOpxMCgQB6vR6bNm3CsWPH6E1NBn1SGZPL5aBWq+nN1OgAhcPhQC6X49ChQ/QGJZkTkuWoDyJuVkNC0o5SqRRSqRQGgwGbNm0Cj8fDxMQEzag0Q4BCBh+DwUAFwdlsFgsLCxgdHUU2m22K41xL2Gw2TfPWb+VUq1VqtBYKhRCJRHD27FlMTExgcnJyxUFZJpNBIpEs+xmfz6eDXLOTTqeRTqepqLBSqeDIkSMwGAw4ePAgJBIJXn31VVq10sr3A5fLRXt7O7q6unD48GHYbLZFGZP6RUarwWazoVarYbfbsXv3bnz84x8H8NHOhbgoq1QqbN26FRKJBD//+c/X6Ig/GuVyGalUCplMBrVaDZlMBmfOnMHc3BxGR0dXNExcqXiBxWIhEAhQsa3NZoNAIIBIJIJQKKTbZSKRqCFao9sSoDz//PO4ePEizp07t+xnxHHUYDAs+r7BYFiUPq7n6aefxje/+c21P9A1oFwuIxqNYmJiAj/4wQ/Q1dWFL3zhC1Cr1RAKhfQml0ql0Gq10Ol0cLvdDTlWojnRarU4duwYHaxUKhUSiQQVWJVKJfh8PmSzWcTjceRyOczNzSEejy8yLqvf0pHL5VR7YDQa0dXVhZ6eHlrG2tXVhYcffhjvv/8+pqenadlnI+ns7MR9992H3t5eANdWGG+++SbOnz+PTCbTUmWUN0smk8G7776Lq1evIpfLQavVQqVSAQCGhoYQDofh9/vpNlc8Hl9mwicQCMDn83H33Xdj7969i7InwLVKmVdeeQUjIyMtM9mFw2GcPXsWqVQKCoUCJpMJW7ZsAZvNxqc//WnMzc3hlVdeaTqn3FuhVquhUCjQTFmlUlmmiyOZomKxiEqlQtsbCAQCcLlculicn5/HpUuX4PV6G3Q2H2Cz2eiYtmfPnqbQMt5uwuEwXnrpJfT19aGzs5MWZcjl8lvSOtZqNfh8PiSTSYyMjEAqlWLr1q2Qy+XQ6XTo7e3F5cuX6f2w3qx5gOJ2u/Gnf/qneO211667glrJjXW1dOFTTz2Fr33ta/TrZDK5SHncSCqVCjKZDMrlMk6cOIFQKIRHH32Udvtls9ng8/m0SoaIsxoBUe2rVCpaSq3X68Hn8xGNRpHL5VAsFpHP5zE5OYlYLAafz4dEIoFz584hEAgglUqtmGHS6/VQq9UYGBhAT08PBAIB2tvbaTrRYDBgx44dWFhYgFgspiv2RmIwGLB161YYjUYAgNfrxdtvvw2Xy4VCodAyk+utUCgUMD4+TksMNRoNLBYLAOA3v/kNvF4vIpHIqteGBJxisRgDAwM4fvw43cIErmXfFhYWMDQ0BJ/P1zKfIcmk1Go1mM1mbNmyBUeOHAGHw8HevXshlUrx1ltvtXSAAoC6/JKS0vqxiLiKZrNZZLNZlEolKJVKSCQS6rpKSvDD4TDm5uYQjUYbeDagIneHw4GtW7fSrFczaf1uB6lUCpcuXUK1WkWxWKSd5kUi0S1vu8XjcSSTSbjdbpjNZnR0dAC4liE1mUyQSCS0Mmi9WfOZ8sKFCwiFQti5cyf9XqVSwTvvvIPvfe97mJiYAHAtk2Iymeh7QqHQsqwKgYhMm5lyuUz36Um0Wf+AiEQi3H333ejq6kIkEsHs7CzC4fC6bvVIJBL09vaiu7sbg4ODUCqVmJubQywWw0svvYRIJELLbEl5cTqdRrFYRDAYRDabXTXNR7Q7pVIJ8/PzCIVCcLlc2Lp1K/bt2weRSAS9Xo/e3l7ce++9mJ2dxenTpxsSlZOGgMSQj8ViIRqNwu/3Y2ZmhpozbURI2WEmk8Ho6CjN7gGg7plLM0fE9txisUCj0eDAgQPU9t5qtdIJYW5uDpOTkzh79ixmZmZasv1BNBrFmTNnqNusVCrFwMAABAIBNm/ejEAggPn5+ZbMrhUKBVy6dAlzc3NIpVK0Wqd+qy8ajSKbzVL78+PHj2PHjh0wGo0QCoVwOp0YHx/H8PAwvF5vUwRsEomEOmBLpdJFlu83ol4cvhpLCx+agUqlglQqBb/fj9OnT6NcLn9oAS+Hw6GeQAMDA1Cr1QCuJQLIguV6Y//tZM0DlHvvvRfDw8OLvvc7v/M76Ovrw5//+Z+jo6MDRqMRr7/+OrZv3w7gmu7j7bffxl/91V+t9eGsG+SGSafTNH1aD5/Px44dO2C323HixAkkk0kkk8l1DVCEQiEcDgc6OjrQ3t4OHo+H06dPY25uDi+++CJ8Ph99uJPJ5C3dkLlcDrlcjpYSJ5NJRCIRCIVC7N27F3w+HzweD3a7HTt37gSLxcLZs2cbEqDIZDIYjUZqFZ1IJBCJRBCJROD1ehuuD7rdkAodp9N5U+8nlR8WiwXt7e148MEHce+99wJYnPkMBAK4cOECrl692lLZk3qSySTGxsbA5XIxMTGBtrY2HDp0CCwWCx0dHeBwOPB6vS0ZoJRKJUxPT4PNZsPr9VLvmnoNSn2AUqlUYDAY4HA4qOA5EAjQ9g/NIBYFQLPTEomE2iMAuGEWZanh4PXe12xBCvFqikajGB0dBYvFQj6f/1BVkiRAIcUepGIzk8kgHA4jmUw2LNu95gGKTCbD5s2bF32PlH2R73/1q1/Ft7/9bXR3d6O7uxvf/va3IRaL8bnPfW6tD6dpIOXGpAnfevqiEMMhh8OBu+66C2azGZlMBrFYDD//+c/hdDqp4psEDB81nRcOh+kKvVgsorOzE9u3b4dUKsWBAwfAZrNx4cIFxGIx+P3+dZ3MiIiTlJGTY3W73Ss2BySmRqTEnDQR3IhwOBx0dXVBqVTSUmGLxQKlUonOzk4YDAZ0dnYC+EBzEgqFsLCwgHPnzuHEiRNwu90tGZwAHwiGc7kcAoEAZDIZbQbK4XA2RIfrWq2GZDKJbDa7rHKHBCY2mw0ajQa9vb205UcsFoPT6cTw8DCCwWADz2A5RMS/tPT2evdhPp+nC8p8Pk/HyaXXeKXf3WjIgtjj8eC1114DcG0cI9v0NwMZz/bv34/Ozk4MDg5Co9FQaUYqlUIwGGxoJrQhYog/+7M/Qy6Xw5e//GVq1Pbaa6813APldkL27oVCISQSCcRi8boGKBaLBZ2dndi7dy9kMhlyuRw8Hg9eeeUVuFwu+t61WhkSn4lsNguv10tb3MtkMlpu3dHRAY/Hg2AwuK6ZlPoAhXS6HR8fh8/nW9Hzor77Kekxs5G8Meohzsd2ux1msxkKhQKbN2+GyWSC0WikK+n6SSAcDmNychJDQ0N4//33WzK7UA8JUBYWFqh5X32Q2uqQqo/VILbvPT096OzshMViQTweRzweh9vtxvj4eMO1J/UsDUhu9rksFAoIh8PUP0ShUCxyZa3//c0UnADXAhSimyKFJ7cKyYzu3LkTBw8eRF9f3yJPI9Is8Xr3yu1mXQKUEydOLPqaxWLhG9/4Br7xjW+sx59vCiqVCiKRCEKhEGZnZzE7O3vb92/ZbDYEAgFMJhPuvvtuWCwW8Hg8hMNhvPHGG5ifn7+tJdvAtSjc5XJhcnISly5dgsPhoIZYPT09AICRkZF1DVAkEgm0Wi3EYjGAa6vGcDhMVwrkwTWZTBgcHKQZQB6PB4FAQAcHkmUql8uIx+NIpVK4fPkybbrVzC609Rm9nTt3QqPRwGw2QyaTobOzEwqFgmZQDAYDNa4i/xb4YHtnenoaL7/8Mq5evbri9mYzQc55aYsKsppUqVRob2+Hw+HAPffcA5VKhUAgAKfTidnZWfh8vqa0dl8LWCwWdDodFAoF9uzZg61bt1IB9Pj4OEZHRzE6OopIJNIU2hPg2j3o9XpRq9WwadMmtLW1QaVSrWgsuZRSqYREIoFsNotIJNJ0QcjtgM1mw2g00p0Oo9GIQ4cOoaenB0qlcpHYPRKJ0OrNRsH04lknSHWD1+vFzMwMZmZmbvvf5HK5EIvFsFgsuPfee6klv9PpxI9+9CP4/f7bvlVBtDZqtRrnz59HtVrF1q1bIZPJ0Nvbi1wut+6rUmJARJxjiXkeCVC4XC5EIhE6Ozvx2GOPQa/Xo7Ozc1GAkslkaABCyrC9Xi9CoRDNxDR7gCISiaDRaHD//fejt7cXe/bsob1JCNerriN795OTk/jlL39JKz+aGeJrQTJiBHJtOzs78bGPfQx2ux0HDx5ENpvFxMQEZmdnMTMzg0gksqEDFNLFeO/evTh48CCkUiltDfDyyy83XfYEuCbuDoVC2LFjB3p6esBms28qQCkWi0gkEnQrg8vl3hEBis1mg9lsxic/+Unam4g4BAMfZIzC4TBmZmYaer2ZAGUVVCoVLcGtL5cmJXakHfdKN/RKYqpisYgrV65gZmbmtmctCFKpFL29vejq6oLRaASbzYbL5YLX60U+n0e5XF63BzIUCuHs2bM0SieBk9vtXvcARSgUQqlU0utaKBQQj8epMZvZbMbu3buxadMm9PX1UftzUmpZq9XA4/Ho5F0qlcDhcKDRaPDoo4/C5/Ph9ddfRzgcbipr7HpEIhEOHjwIq9WKzZs3w2q1LrMFWHpvLHUTJhBt0+zsLMbHx6mXTjNBbLy3b9+OQ4cOgcfj0YaI9Y3TNBoNenp6oFKpwOVykclkcPnyZUxNTdEAbKNMYmw2G3q9HmKxGEajEXK5HIODg7TUlHT5JRqNWw1Al7pO3y5IwOj3+zExMQGFQnFTNhTpdBpzc3MrjoPXC8xbBeL0S/yvNm/eDJ1Oh3379lEHba1WSzOjpPycZAqHh4fh8XjWbb5aCSZAWQWdToft27dDJpNBrVbTmzUYDGJkZIT2OLhegFJ/g+fzeZw6dYr+2/VALpdj27Zt2LRpE2w2GxKJBObm5uB0OmkZ4Xrh9Xrh9Xphs9lQq9UglUrR3t4Op9O57gOBWCyGRqNZtMUTiUToXmtbWxs+9alPweFwYPv27eBwOMuuM9FLkWM3mUwol8vo7u6mfUqImLYZAxSJRIL7778f/f392LZt2yJb+tUCk/qvSfakVquhp6cHDz/8MN5880243W5qBNZMCAQCSKVSHDp0CF/96lchEAggFAqXZYuAxQFYIpHAyZMn4XK5VvUAalW4XC7sdjv0ej327t0Li8WCLVu20DYFIpEI2WyWOgzfSoBCgr712Daptze4fPkyHA7HTf27ZDKJq1ev0uaA9bR6cEI8r4huSiqV4t5770V/fz+OHj1KmwHWQ4LQc+fO4cyZMzh79izm5uYacPQfwAQoS9Dr9dSo6eDBg4t8IoBrA5bD4YDT6UQ2m0Umk0EymYRQKITVaqVCUIFAsKIZ3XrC4/GgUCggFAqRTCapPb/X621YmppkK0gLAOKhsd7Ulxgu/ftisRgmkwkqlQosFotmy8hWEDGrqjdHamtrA4/How3V2traUCwWEYvFmrbiZ2n5JJlMSCVTLBajg1a5XIZGo6EtDEQiEf0dJOvg8XgwOTkJv9/fUGHdSpBrNjQ0hOeff55mSMkAzuPxaNkteWZIY7XDhw9jdnYWoVAI8XgcsVisqbfvrgfRV5HmgHv27IHRaER7ezuUSiV0Oh3EYjE1cONyuRAKhdi8eTMKhQLeeecdxGKxG2bJOBwOtUdfL71KIBAAl8vFoUOHbur9iUQCV69ehUajWeTJBbRuBoXFYtGy63vuuYcuroVCIXbv3k2N1+qzWyTAu3TpEmZmZnDmzBmMj48jEok0+GyYAGUZ7e3tOHLkCPbt24f77ruPDmDkgpKB7ty5c5ienqZlWDKZDLt370Zvby80Gs2yibcRaWHSJ4j0S3G73RgeHobP52vYCjeXyyEYDEKlUsFoNEKpVDZsIFjt7xKhKLmG2WwWLpcLfr8fZ8+eRTKZRCAQAIfDgU6ng8FgwCOPPAKNRgOtVgsWi0V7d0xOTiKRSKzzmX04SJCSTqeRyWQwMTGBcDiMQCCAdDqNrVu3wuFwwGq1UqFprVaDxWKBxWJBKpWi3cBv1mNlvSAW7W+88QZOnTqFtrY2bNq0iW7bEV2SVqulbejlcjlMJhM+97nP4erVq5icnITb7W7ZTApZVcvlcjzwwAPo6+vDkSNHYDQaFwXs9ZDmckeOHMGePXtQKpUwOjp6w1YQpKN1oVBAPp9fl/FvdnYWTqcT999//029PxwO49SpU+js7FxkLAq0bgaFw+FAJpPB4XDgz//8z9Hf309/Vt8frp58Po9MJoNXX30Vr7zyCnw+HxUNN5o7PkBRKpWQy+Uwm80wmUzo6+vD4OAgrFYr9QioX2WTFQWpjAmFQjCbzVAqldixYwesVusiJ8NisQiv1wufzwe/349wOLxuwQGfz4der4dIJILP56MlvdFotGHbDmTgEovFTWV8tBJki8br9VJNCekjRLJA4XAYwWAQCoUCRqMRBw8epKlzADTT0GwUCgVcvnwZ4XAYoVCIiiGJep8EZfF4HIlEgp6zVqvFli1b0N7eDoPBQAMy4Fr2cfPmzYjH47R/R7NUexBKpRKt2pqZmaELELLqlMlkcDqdMBgMiEajUCgUsNvt0Gg0OHr0KPV4icViCAQCTbeVdSNIBsVgMNCO1mw2m+oPiHM0gVjd83g8KqLt6uqC2+2+rj9GpVKhW33rOdFVq1VqYCYUCq/7/PH5fKhUKgiFQtp4j9j/1wuoSTUk8bASiUQoFApNmUUjz3C1WkWlUkG1Wl3UEBK4FnxVq1W4XC7EYjFMTU0hFAphZGSEVmg1Q3ACMAEKbDYburu7cfz4cdx7772QSCSQyWTLLiqBDGa9vb34yle+gkgkgosXL0IsFtNVM9E2ANcyBsStdWxsDG63e90GNdJKO5fL4dy5c5iZmcHExATtOdIIyPYJESg2kqUGTEs/E9KvZGRkBH/9139NP7el7xMKhRgaGkJbWxtMJhNsNht27NgBm82GH/zgB+t5SjdNOp3GT3/6UwiFQuh0ukWdrInhUyqVWtSTiOgKPv7xj2PPnj04evQotFotTYe3t7dDq9WiUCjg7NmziMViTRegkGvqcrkWNe1cuuVnsVhw5MgR9Pf344tf/CIsFgu+8pWvwO12g8PhYHZ2Fm+++WZLBShELCkSidDT04OBgQG6fZ1Op5HNZjE/P494PE6v6aZNmyAUCmmVU3d3Nw4fPoxTp04t8k9ays12hb8dxGIxzM/Pw2g0LhqLlyKVStHW1gaxWIyFhQVoNBoUi0XweLxFPYo4HA6kUinkcjnUajVSqRQWFhaaNkAhPk2kp1K9vxi5zyuVCs6dO4fR0VH88pe/xOjoKA1omiU4Ae7gAIVYr5P+A1arFQqFgn6/3i65HvI12WMlPV2ICI9oT8j7yuUyzV6USiVwuVy6dZBMJm/rAMfj8SCXy1EqlRAIBBAKhda1cqcehUIBg8FAq4nICqsRExjpMVHfFMtms6FYLMLlci269sRBlKyqVtKTkHLFaDSKUCgEiUQCi8UCkUhEG0TermoesiKWSqVUqJtOp5HP5xGLxeigsxTSrLFcLlMNBvCBy2ixWFzRVRcAPB4PxGIxOjs70dPTQ1eqPB4PYrEYcrkcWq22qSfvG4k3U6kU5ubmUKvV8NZbb8FgMGDLli3gcDjo6+uDUCjElStXqOlZM05WSyF6g3Q6jdOnT2NhYQEikQgcDocGo2Q7D/ggoOHz+VAqlZBKpdS0sJkzn6FQCGNjY2Cz2cu0JfVoNBrs3r2baglTqRRyuRy4XO6iOYDD4dDgxGAwIJfLIR6PN+X9Ta5xNpuF0+mEQCBAb28vDURJ4EmyYfl8Ht3d3SiVSlhYWKBzUrOU0t+xAYpMJoNcLse+ffvwyCOPQKfT3ZIegs1mQyQSQSgUQqvVAlhZcJnP5zE0NITJyUkUCgWIRCK0t7dDIBBgdHT0tlb0CAQCGAwGJJNJ2l22UQ9Ve3s7Pvaxj2HHjh1gsVjIZDIIBAKIRqPrPrh7PB6cPXsW7e3tAACLxYJDhw6BzWZjbGyMpndJapcYu7HZbCwsLKyYaQmFQmCxWNSszGq1Qi6Xw2KxYGFhAU6n87YIRwUCAdRqNbq7u/Hggw8ik8lgcnISwWAQ586dQz6fXzGoqncTTSaTy/RS15u8L126hCtXrsBgMNASdpFIBIFAAD6fD6PRiN7eXtRqNczMzDTViuxmiUajOHnyJC5evIiTJ09i06ZNeOqpp6DT6fDQQw/B4/FgaGgIQqEQs7OzDe/MfTPUajValfPXf/3Xi6z7ycq53miPzWbTbY9NmzZR36BmZ2RkBIVCASwWC4ODg6uO6V1dXfijP/ojXLlyBX//938PmUxGx2OyBQ2ALmQFAgHNkrvdbmSz2XU7p5uFPNcLCwt48803MT8/D71ev6jQo1argcPhYPfu3diyZQukUikmJibw9ttv4+rVq4hGo03T6POODVBsNhs6OzvhcDigVCqp6O9mA5TVRGVL4fP5aG9vB4fDgcFgQK1Wg8PhAI/HQ7FYRCAQoHv8pVJpzSdrsjomuo/18hwhmQeNRgODwYDBwUH09/fDZDKBxWKhWCwiGo0ilUqt+wRGjJlCoRDC4TC4XC7a2trg9XphtVrBYrEwPDwMpVIJo9GIbDZLg9GVGouRYJWUpKvVanC5XNrb6HZmrUgQpVAo0N7ejmKxCJFIBK/XC4/Hg0QigVAodN3sza2WgpJmg4lEAn6/f9HgB1zbWjSZTPD7/TdsxNas1Go1VCoVWnVGGkkCgFqthkQioW6769WyYq0gOo36sYBco/ou7GTskMvltG9VPp9HIpFo2so0ALRyiOhqlhY6EHg8Hn3GBwYGYDKZIBKJ6LnWQ34HMfhr5gwScE1r5XK5UK1WMTw8jFgstqg6TSAQUI2l2WxGpVJBPB6HTCbD7Ows/H4/kslkw6vx7sgAhc1m49ixY3j88cdhNpuh1+tvm2BTLpfjs5/9LDUBI1bDtVoNL7zwAqampnDu3Dn4fD5a1rlWkHOSSCTo6ekBh8PB2NjYmv3+6yEQCCAWi3Hw4EE8/PDD6OzsxNatW2nqNJVKYWJiAm63e90zKH6/H8FgcJEg+t5776Xl2KlUCt/73vfQ2dmJo0ePwu/3Q6PR0O26pcfL5/Nhs9nQ3t6OXbt2ob29HRKJBPl8HqlUColE4ralTEnwabfbceTIEYhEIlSrVUxMTCCVSmF+fp5u9aw1LpcL586dg1gsRldXF53YDAYDdu/evW5+P7eTUqmEaDQKl8uFkydPoquri6bMLRYLcrkcJiYmGn2YtwwJMq8H2Qbo6+uj2ZNoNIrZ2dmmc5Otp1wuo1AoUO8WgUBANVb1kLJysVgMq9VKA5aN0BQyl8vhvffeo/oa8kwajUbs27cPBoOBnuf27duxZcsW7N27F8lkEq+++irOnj2LoaGhht/bd1yAQjIJOp2OmnWttAIiteHZbBbxeJzqCYhYDLi5UjQ2mw2lUknFWsT/o1arob29nbY+LxQKNP261vB4POh0OsRisdv+4JHBwGg00oZjdrsdWq0WIpGIirhSqRS8Xm9DytmIyj0cDmNqagpisRg9PT3QarXo6+uD1+ul1StjY2M0y1WvbierS4VCQRvqkWxcfQt7ouW4nUEY0QWQz554k/T390MgEODq1at0NbSWnzWpfFk6+BeLRSSTyaYTyH5YVhNRN6OocK0g3awVCsWi9g7JZHLNF1JrDcnyRCIRammwUoACfNDEVaFQUDfhVg9OgGv3LBEp+3w+5PN5SKVShMNhKBQKxONxem0lEgkEAgGd39ra2pDJZBAOh+Hz+VAoFBomeL6jAhQWi4Wenh60t7ejr68PJpNpkVq7HrKPNz4+jlOnTsHhcGDfvn1QqVSw2Ww3dRPXajVwuVy6tUMg//bYsWM0s6LRaJDJZNbUM4MMqnK5HDt37qTir9uJXq+nFRAf+9jHYDab0dbWRoNAoi53Op34zW9+g2Aw2DBB1pUrVxCNRvHEE09QD5vOzk6cP38emUwG8/PzeOWVV6hZGSndI5VcGo0GBw4cgMPhwGc+8xlotVoYDAZaklmr1ZBKpWhVxHpAgmaLxYI/+IM/wPj4OK1YmZiYWNPUvN1ux969e2G1WunfrtVqCAaD1IVyo0zeRCgplUqpyJtkx1pBIHsrsNlsbNu2DX19feju7oZYLKb2BDMzM9T2v1kJBoMIh8Ow2Wx0e5noBFeCy+Uuc4beCBDTxdHRUbDZbJw9exYCgQBnzpyBxWLB/v37Ybfb0d/fT3UqEokEx44dw1133QU+n49kMgmfzwefz9eQc7ijAhTg2qqPdGkle3CrQaJrqVQKsVgMPp+/akCz2r8HsOoetUgkApvNhk6ng9FoXNYL5aNCshVsNhsqlYp2543FYkin0yiVSkgmkzTVS27o6w24S1cY5HORy+WQSCSwWq0wmUzo7OyEyWSCWq2GUCikE1Uul6MVRUSD0ihIXyWfzwen0wmlUgmtVguNRkMFtGQFQbIBXC6XGnup1Wr09vbCYrFQkTXp1UOqeorFYkMmaVIaqVar0dbWhlqtBqfTiXK5/JG3e4geR6lU0lUYAOoumkgkEAgEGtrDYy0gVSxyuRwGgwEmkwkajYb646RSKaTT6aZsZfBh4XA44PF4MBqN6OjogFwuB4vFQiwWg9PpRCQSodVfzQrJkMbjcXg8HlgsFtovayUtytLO1hsNUhhBTPO8Xi9KpRK0Wi3dAisUClSLSTKxZrOZ2lQwAco6wGKxIJfLqZ3z9W5KgUAApVKJgYEBtLW1QSqVQqvVrrlAisPhYGBgACqVCqdOncLVq1fX7HeTklOFQkG3WjZt2oRYLIaLFy8iEAjg3XffpUFCqVSC0+m8bvpWLpcvsjnftGkT7fy6detWusokvU7qG1ZVq1V4vV68+uqrGBoawvT0dEMNj5LJJNLpNE6cOIFisYj9+/fjkUceQUdHB774xS8iHo/j8ccfRzKZhN/vpy6cIpEIBoMBIpEIOp0OfD6f3k/EeZZkENZzkiYZs3phqlarxWc+8xlMTU1R5+NUKvWRPvP29nY4HA709fXBYrHQACWVSiEcDmN8fBynT59uiAB6rSCuqwaDAXfddRd6e3vx0EMPQSKRUDfkiYkJzM3NNbVg9FYhZnWHDx/G/fffT7tbnz9/Hr/61a+oi2wrXNeZmRnk83mIRCLs2LEDYrF4maD7TqNcLmNsbAyTk5MYGhqCSCTCgQMH0NnZiXvvvRcDAwMQi8UQCATYv38/LBYLnnvuOYyOjjbkeO+oAAUA3We8kSiWaAzq9/br1d2lUok+qEQDQCqBVorSV4PFYlHviLXefikUCvD7/ahUKjCbzRCJRLBarbScTiKRIBQK0ZKyYrEILpe7avqWaBskEgk97+7ubtjtdrS3t8Nut9PVNXBtwiQOpCQLMTs7i9nZWQQCgYY30iMrLSL8M5lMcLlc1MeD3CfpdJpm3Ej2jQQmMplsUalmLpdDMpmEy+WCy+W67Xv1lUqFep7Mzs5CrVZTrxngmv5Ir9cjk8mgo6MDQqEQfr8fhUKBVo3dKMtDVp713kE9PT30MyBZRdKziAR+rThxk/FBJBJBq9XCbDajq6sLdrud6sjcbjdtHpjP5xsWYJP7D7h275EFyYcJHojPj9FohF6vh8FggEqlQqFQQCaTgd/vh8/na6mgM5fLIRqNIh6PI5VK0aZ5hPoeVDdiI239EBO9UqkEHo8Hl8tFF5smk2mRc65KpWqoG/YdF6DcLPVugksbR9VqNSwsLODs2bMol8tgsVhQKpXYsmULRCLRohr6G8FisSCTyVAul1cVcn1Y3G43fvSjH6G7uxuf+tSn6FYVaWhXLpdx//33U6FfsVjE7OzsquJGEqCIxWL6UKvVato8TiAQ0ImR/HxychLvv/8+3G43rl69ikAggKmpqYYHJ/W43W4sLCzA4/FgamoK+/btw2c/+1nweDxYLBZUq1W0tbUtCj5J8FKfhSsUChgfH4fH48G//uu/Ym5uDuFw+LYeezqdxuzsLBKJBDweD3bv3o2nnnqKBpFCoRBtbW3QarV46qmnEAgE8PLLL2NhYQGBQACZTAYul+u6gla5XA6xWAyHwwG9Xo/PfOYzOHLkCM2Ukc8kEolgbGwMLpdr0dZhKyEUCqHX69Hd3Y3HHnsMZrOZ6reI0+p3v/td2pup3ml3vTGZTDh27BgA0Gagp0+fvqWgidzDarUacrkcn//857Fr1y7qe/Lmm29iaGgIb731FvUXaRWIMHxmZgZjY2Nob2+HTqdb5hpMsrurQd5zKwvPVoAYsl28eBGjo6MQiURIpVLYv3//ou7mjeSOC1Dq1fgrtVcn1E+0RMtB3ECLxSL8fj9mZ2dRKpXAYrGgUqmgUqkgk8mg1Wppd9SlPRDqu0iS/xJb8bU2Ucvlcpifnwefz4fL5aIN+sixkeMmqwhyLkube5Gfk/fXa2VIYEKyEeVyma7Ki8UiPB4Ppqen4Xa7MT09jXg83nQliqRiKxQKYWZmBgaDAW63GzKZDCqVapH7bz2VSoW2oCd6hLm5OXg8nnXru0T0EPF4HDMzM9BqtfD5fFCpVLQygeiobDYbRCIROjs7qWaIrLhX8ztgsVjQarWQSCS0/47NZoPRaATwwfNRrVaRTqcRCoVocNIMK22iGSKTS6lUQrFYpO7ARDhOngmpVEq7+3Z0dECr1UIqldJspMvlgtPppBnARp6jWCxGR0cH2Gw2EokExGIxrl69Sg3WrndsxNODeGOYzWaoVCq0tbXBZrPRKje3242ZmRksLCwgl8u1lCCYjEmJRAI+nw9qtbrRh9SUEE1RLpdbpC8iBQ2NbIx5xwUolUplkVvijahWqyiVSvD5fLhy5Qri8ThN8b711lsoFovUa6SzsxN6vR5333039Ho9tm3bRsuYieB2aSamWCzivffew+jo6KLeIGtBJBLBe++9h5GREYyOjsJqtdJ95Y6ODojFYqjVairi5XK5sFqty0oq69OgZLAnX5NghJRIx2IxJBIJzM3NYXZ2FkNDQzh16hQVaDXzqppYPZNr3d/fjwceeAB6vR69vb3LxM7pdBpDQ0Pwer146aWXEA6H4fF4kM1msbCwQI3a1gMifjtz5gz+8i//Er29vXjyySehUCgglUrB5XJhNBrptgXp10GyZtcLUMi2HimXV6lUAD4IsvP5PPL5PMbHx/H666/D5XI1RXACXKsqq69QmJ2dxdTUFJRKJcxmM3Q6HZ2UyfNKPjOz2YxcLoexsTHMz8/jX/7lXxAIBDA5OYlcLtdwoajZbManP/1pSCQSVCoVzM7OolKpwO1248yZM6tmxYjVgVwux+OPP46uri5a6ULGq9deew0jIyM4e/YsJicnkUqlGn6+H5bx8XE8//zzeOSRR3DgwIFl2sMbGRUS/6pWKSmvt+gHsKpRJNnWE4lEEIlEtI8Y2Tb0eDy4ePFiwwSywB0YoOTzeSSTSSSTSSQSCeoMSFZRBBJ9ZzIZxGIxeDwezM3NIRqNYn5+njp1kodWKBTSaN1utyOTydDtD7JdRCaK+r+Ry+Xg9XoxPz+/5qV75XIZiUQCxWIRbDYb+Xwes7OzSKVSdFVdqVSotmCpLmelrS2ygiIeECTCTqfTtEss0XRMTk5ifn4ewWBwTc/rdkEyKcFgkJaI9/f3I5fLQSKRLAtQ4vE45ubm4Ha7MT4+jnA4jIWFhdviCHwjSKAYj8cxNTUFDocDv9+PUqkEgUBA728i6K0/Zx6Pd91tPRKYEPEc+XuFQoFWs6RSKQQCASrCbRZIQKXVaqFWq6lOQ6/X0zLUjo4O2Gw2dHR00M+JOAETPdHc3Bymp6cRjUaRzWabYrLm8/nQarWQy+UArq14HQ4HKpUKBAIB7cxbv5VBzo9UnRHjuba2NiiVSqrZcLlcmJychMfjQTgcbqnMyVKy2Sy9L+sn6psNNsi9TprvNXMmicPh0Ga3ZLwix0sWlySbyOfzafm8WCyGVquFQqEAj8ejbRGi0WhD/YzuqAClWq3i0qVLmJiYQC6Xw+TkJG0Z39HRQXUGAKgL6MmTJ/H888/TdGepVKIDc/3qmGxnBINBuN1u8Hg8SKVS8Pl8qNVqyGQybN++nQ4mJHuSy+Xwq1/9CjMzM7et4qNQKMDn8yESicDlclEPD5K2J0ZjN9tro1arIRKJIJVKYXZ2FsFgkAYo6XSaNqsj/iGtRiaTgcfjQTQaxejoKPh8PhVA11Pfnj4SidAAp5GrrFQqhStXrsDtdiMQCKCnpwdf+cpXqHZo6TYjyZrVrw6XbkMS91+yMiOlyhcuXMDw8DAVPjudTszMzDRVEzWDwYDNmzdjz5492L17NxKJBOLxOLWqJ9c2mUwiEAjQKiQyIUWjUVy5coW2R2imRmpk67lSqYDD4UCv1+PJJ5/E+Pg4rl69ilQqBYfDAaFQSKvquru7oVQq0dvbC6VSCavVCpFIBJfLhatXr+LEiROYmZnByMgIvF4vstlsU2c914NMJoOhoSHMz8/j7bffhsfjaZpeNUtRKpV44oknoNVqaZBKqpna2tpoDzoigiW9s+RyOTQaDQ1uisUiYrEYFUY3ijsqQAFArcydTiekUintZEn2nwnENdHpdGJ4eJj2NFkN0h2WBDYEDocDnU5Ho1SlUgngA8+RfD4Pn893W8WU9avdZDIJDoeDYDAIsViMTCZDldo3W4JXq9Wo1mBycpIOZCQgaWaXyZuB2IDn8/mm08vcCOLSWy6Xack6uW8rlcqiTq2kOqdeU1SfNSNZRKItIpMhqQAguqLJyUlMTU0hFos1XUBKzpP4HxHPHjJAk4CtUqkgHA7D6/Vienoa2WyWuqZOTU3Rvi7NRLlcps+zTCaDQCCA1WpFNpuFyWSCTCZDW1sb1YmJRCL09fVBpVKhq6uLZnQrlQpCoRC8Xi8mJycxMTEBr9e7IVoVEEhvJbKAWM0uYun9T7SHZFs/FAohFos13b1A4PF4sNlssFgskEgk9Djz+Ty6urqgUCiojpAEKCaTiS6cAdAdBuKm3UhhNKvWCptqS0gmkx9ZZaxUKqnFL5/Ph0QiWZT6Jk3eotEovF4vNaG6VUhalXhoLN3iqVariMVi634TkHSfSCSix3YrTc/IgJ3NZmk2qX5CY2gs9U0Et23bBqVSic7OTurto1KpaKXG0owJ+f9wOLwomzQ9PU0N2DKZDJxOJ9XckG2PZsqeAB9YthNTOXJ/ksCFUCwWkclk6JYVCVLr7QSabahsb2/HQw89hL6+Pnz2s5+l+pFsNkv1KPX+PMQOoVwuY25uDolEAuPj44hEIrhy5QpCoRAikQhdZDTrJHyrSCQSyGQyPPjgg/jSl74EjUYDm822YtFCPalUCuPj45idncUzzzwDv98Pv9+/rtqyW8VqteKb3/wmOjs70dbWBoFAgEwmg2q1CrFYvGiBQu4LgUBAn4VqtYp/+Zd/wdtvv42RkRFMT08jk8nclqaBiURiUWC0EndcBoUQj8cRj8dv+98hWzlESNos1Cu1gWuCWoaNA9E3lctlDA0NQSaTIZvN0q29TCYDo9G46iREAhSiwQiFQhgdHYXL5UI8Hkc6nUY4HG76VTZ5ztdagN4MpFIpDA8PU6fXSqVCzRG7u7sXvZe0aUilUigWiwgGgwgEAhgZGUEgEMDVq1c37BhAAs1UKgW/3w8OhwOTyUT1h/XUZ1CIHo1klhYWFhpx+LdEvU6QmGYSm/+lGkOyqCQLCxKUz87O4tKlS3C73dfdNVgP7tgAhYHhToBkAYkonMfj4dy5czS7cr3WDYVCgaa4SWYhl8vRwayR5YcM1zLJV65cgcfjwfz8PORyOex2+7JrSioR8/k8pqamkE6nadaWpPCbSdi81pCMx/nz55FOp7F7927w+XwolUoYjcZFk3b9/yeTSbz33nvX9YZqNqLRKP72b/8WNpsNf/InfwKHw0ELNSQSCS0EqVarmJ6eptrKWCxGFyTvv/8+Jicnm2KrnglQGBg2METrRBxBgWvlgwytDxFnJ5NJRKNRyOVydHd3L3OkJvdANpvF8PBw0wo8bxdkWy8UCqFUKkGlUiEYDKJardJeQyttSyeTSbjdbvh8vpbZ7srn8xgZGUEkEoHX64VYLEaxWKTVd6Ras1KpIBgMwufzYWJigmaKotEonE7nmjat/SjcsRoUBgYGho1Affkw6bZcD0n7VyoVJBKJlpls1xqivyDeNwKB4LqVi+l0GuPj48hms4jH4y2jrSPC982bN9PsCTFsrLf3j8VitKgjn88jl8tRLdZ6ZE9uRoPCBCgMDAwMDAwM68rNBCgbt8c0AwMDAwMDQ8vCBCgMDAwMDAwMTcdtCVC8Xi9+67d+i7pXbtu2DRcuXKA/r9Vq+MY3vgGz2QyRSISjR49idHT0dhwKAwMDAwMDQwuy5gFKLBbDwYMHwePx8Otf/xpjY2P4H//jf1AHVQD4zne+g7/5m7/B9773PZw7dw5GoxHHjh3b0KVuDAwMDAwMDLdAbY358z//89qhQ4dW/Xm1Wq0ZjcbaX/7lX9Lv5fP5mkKhqP3t3/7tTf2NRCJRA8C8mBfzYl7Mi3kxrxZ8JRKJG871a55BefHFF7Fr1y58+tOfhl6vx/bt2/F3f/d39Odzc3MIBAI4fvw4/Z5AIMCRI0dw6tSpFX8n6SFT/2JgYGBgYGDYuKx5gEL6FnR3d+PVV1/FH/3RH+Hf/bt/h+eeew4AEAgEAFzrMlqPwWCgP1vK008/DYVCQV82m22tD5uBgYGBgYGhiVjzAKVarWLHjh349re/je3bt+NLX/oS/uAP/gDPPPPMovct7SRZq+uBsJSnnnoKiUSCvjZiXw0GBgYGBgaGD1jzAMVkMmHTpk2Lvtff3w+XywUAMBqNALAsWxIKhZZlVQgCgQByuXzRi4GBgYGBgWHjsuYBysGDBzExMbHoe5OTk3A4HACutQg3Go14/fXX6c+LxSLefvttHDhwYK0Ph4GBgYGBgaEVuamymVvg7NmzNS6XW/vv//2/16ampmr/9E//VBOLxbUf/ehH9D1/+Zd/WVMoFLWf/vSnteHh4dqTTz5ZM5lMtWQyeVN/g6niYV7Mi3kxL+bFvFr3dTNVPGseoNRqtdovf/nL2ubNm2sCgaDW19dXe/bZZxf9vFqt1v7bf/tvNaPRWBMIBLW77rqrNjw8fNO/nwlQmBfzYl7Mi3kxr9Z93UyAwjQLZGBgYGBgYFhXmGaBDAwMDAwMDC0JE6AwMDAwMDAwNB1MgMLAwMDAwMDQdHAbfQDNhkAggEgkgtFohMPhAIvFWmQgV///9fKdcrmMZDKJQqGARCKBSqWy6PdWKhWEw2EUi0W0oOyHgWFDw+PxIBQKodVq0dPTg1wuB7/fj1wuh2g0ikqlgkKh0OjDZGC4o2AClCWoVCpYrVY8/PDD+P3f/31wuVzweDz6cxKw1K5VQNHvJxIJXLlyBeFwGBcuXEA+n1/0e7PZLN566y1EIhGUy2UmSGFgaCIkEgmsViuOHDmC//Jf/gs8Hg/+9V//FR6PB++//z5SqRTC4TCq1WqjD5WB4Y6BCVCWIJFIYDAYoNFooFAowOVyweFw6M9XC1BYLBbMZjPEYjFyudyy1VY6nYbL5YJEIoHP50Mul1u3c7pV2Gw2DAYD+Hw+MpkMKpUKxGIx+Hw+tFotJBLJTf8ut9uNmZmZ23i0DNeDxWLRe1gsFoPL5UImky26p+up1WooFAool8vIZDIolUooFArLMoIbDbFYDLPZDIPBALlcDp1Oh97eXiiVSlSrVSSTSXg8HpTLZfpvyBhAPp9sNotSqYRUKrXofQytC4vFglgsRnd3N3g8HtLpNAqFArxeb1Nm1LhcLtRqNVgsFl0MrwabzQaHw4HdbodKpYJAIKDnmM1msbCwgGg0imq12rAFNROgLMFkMmHXrl1oa2sDj8dbsWdQ/X8JYrEYAwMDqFar2L1797Lfm0qloNFoMDs7i5/85CdN3U9IKBTinnvugcFgwPj4ONLpNHp6eqDX6/Hggw+it7f3pn/XM888g//6X/8rkzFqEBwOBwqFAlKpFB0dHVAqldi6dSvEYvGK769Wq/D5fEilUhgfH8fCwgICgQBSqdQ6H/n6YjAYcOTIEfT394PNZsNkMuHxxx9HpVJBLpejGdL6SalcLqNUKiEQCCCdTmNychKxWAxDQ0OIx+ONOxmGjwxZiJIJ/C/+4i+gVCpx9epVeL1e/OAHP4DP52v0YS5DLBbj8OHD4HA4eOONNxCNRld9r1AohFgsxhe+8AUcPnwYVqsVKpUKV65cwezsLF588UW8+eabKBaLKJVK63gWH8AEKEtgs9ng8XiLVpi1JY0MV5ps2Ww22OxrmmOBQLDs59VqlfYRWm31ul7weDxoNJplx8FmsyESiSCTydDT0wODwQAul4tsNou2tjZoNBqYTCZoNJqb/lt6vR5WqxWpVKrlBm0Wi0XvB6lUCh6PB4lEQr8ul8sIh8PI5/NUp9As8Hg8Gpi0tbVBJpOhvb0dcrkcnZ2dEIlEK/67arUKqVSKTCYDHo+HSCQChUKBaDSKcDiMVCq1oYJNDocDPp8PpVIJi8VCV5/AB9knpVIJHo8Hq9VKB+parYZqtYpSqQSBQIBEIgGXy0XHAIbWhcvlQi6XQywWw2q1oqOjAxaLBRKJBB6PByKRqOFj+GpUq1WkUilwOJzrjkcsFgsqlQpqtRoajYb+v0qlouMGn89fxyNfGSZAWUKlUkGpVFrzyYbNZkOhUNDBrpGoVCo89NBDkMlki74vEAjQ29sLlUqFbdu2QalUolwuo1qtgsfjgc1mQygU3tLf6u3txWc+8xlcvnwZb775ZktNbhwOByKRCHq9Htu2bYNer8fg4CD0ej22b9+OaDSKn/3sZ3A6nXjppZeQTCYbfcgUlUqFI0eOoK2tDQ899BBUKhV0Oh14PN6KmcF6KpUKqtUqstksCoUCLl26BJfLhRdeeAFnz56lP98ISKVSGAwG9Pf34/Dhw5DL5WCz2chms/D7/RAKhTCZTJDL5di6deuif0uClGQyiYWFBZw7dw7ZbHbDfDZ3KnK5HHv27EFPTw/+8A//EFqtFgqFAplMhgYmzTqOZTIZvPvuuwCwTAdZD4fDwc6dO9HT0wObzUbHBLJtuVTC0CiYAGUJmUwGgUAAgUAAwWCQrqIJZMXF5XIhFAqvO9DXQ35PI1dYJMBQqVQ03V8Pn89HW1sb5HI5RCIRWCwWKpUKKpUK3cvMZDIr/m6ZTLaiNoXP50Mmk91yYNNIRCIRXUEplUoYjUb09vZCq9Wivb0dWq0WFosFPB4PMpkMYrH4pu+D2wmbzYZAIIBKpYLZbEZ3dzcsFgsUCgWEQiGdPHO53HUnUZJBFIvFEIvFMJlM4HK56OvrQzabRSaTQT6fRyqVQjqdbtmAhcViQSqVwmq1wmAwQCaTgcViIRwOIxaLYWJiAnw+H5FIBHw+HyKRCHw+HyqVChwOBxwOB8ViEdFoFKFQCMlkkn4eDK0Ji8WCSCSC1WqFzWaD2WyGRCJBIpFALBZDPB5HMpls2mtcq9VuSt9Itq/4fD6EQiGEQiENvjgcDh0DllaxrjdMgLKEq1evwul0Ym5uDvF4nA5EBLlcDqvVCo1Gg76+PnC5rfMRisVi9PT0oL+/H4899hh0Ot2in7NYLPD5fFQqFTidTiQSCUxNTd0wM8BisXD48GFs3779dh7+utHR0YGPfexjsFgs2Lx5M1QqFdUk8fl8cDgccLncVfVIjYDD4UAoFKKjowOPPPII2tra8LGPfQy1Wg3z8/OYmprC6dOnEQ6HMTw8jGw2u+LvYbPZMBqNUCgUOH78OLq7u9HR0YHNmzdj+/btyGQymJychNvtxptvvonTp0/TQKWVYLPZ4HK56O7uxmc+8xl0d3dDoVBgfn4ev/nNbzA1NYWXXnoJ5XIZfD4fCoUCAwMDsNlseOSRR2jQF4lE8L3vfQ+zs7MYGhpCIpFo2H49w0eDTNp6vR4PPfQQrFYrRCIREokEXn75ZQSDQVy+fBnhcHjVhVqrUKvVkEwmEYlEIBaLYbFY6FwmlUqh0+kgk8nA4/EaKvhundl1nSgUCigUCggEApiZmVkxQCFeJySTUg+pdCGVE/XRJ5nYOBwO2Gx2Q1adJHVXrVbBYrHoqpFUIsTjceRyOczOziIajWJ6enrFAIWcu0QigUgkWnVFkcvlEIlEWuqBFolEMJlMsFgscDgckMlkUKlUKBaLiEQiVCnfDOXiRCchlUphMpnQ1taGzs5OmEwmCIVCZDIZ+P1+BAIBzM7OYmFhAXNzc9cNULLZLBQKBWZnZ8HhcCCRSMBms2kWIZvNgs/nw+l0IhgMIhQKIRQK0WenFSDZMZPJBJvNBrVaDeBahnB+fh7z8/Pwer0oFovgcDg0q1gsFjE3NweFQkE1Ok6nE263G6lUCsViscFnxvBh4fP5UKvVMBgM0Ov1UCqVKBaLSKVScLlc8Pv9CAaDiMfjLV2lRbIi1WoV5XKZPttkLKvPoLDZbCaD0oxMTk7C6/UuS3ERgSTZKll68dra2vC1r30NBoOBlikDH2hQ1Go15HI5FSKuZ6owm83SqpwXXngBHR0deOCBByAUCjE9PY2FhQW8/PLL8Hq9GB0dRTweR7FYXHaMLBYL7e3t0Ol0uOuuuzAwMLCqcHZiYgLPP/88crlcwyfzm0WhUKC3txdmsxl2ux3VahXxeByjo6N49tlnYTKZ8Hu/93vI5XINT/WKRCKo1Wps27YNv/M7vwODwYCenh6k02mcO3cOLpcLP/vZzxAOh+FyuVAoFJDP51cNjlksFrxeLwKBAMLhMCQSCbq7u6HX67F79250dnbC4XCgq6sLDocDn/jEJ3D69GmcOXMGU1NTGB0dXedP4MMxMDCA++67D4ODg9i/fz+Aa5V2c3NzeP3116n4mQzi0WgU58+fx9jYGCYnJ8HhcGjJaSAQQKFQYIKTFsdsNuPxxx9Hd3c3uru7wWKxMD09jdnZWfzqV7+C3+9HPB6npfetCp/Ph0AgoFv4ZFwmGhQulwuBQAAul8ts8TQr+Xx+mciIpIVTqRR4PB6i0Si9eKTaQywWo1QqLZsAWCwWhEIhJBIJhEIh+Hz+uk9wRH+QSCQwNzdH0/9CoRBzc3MIhUKYmpqC1+vF3Nzcqml7FosFm81G9SVqtRpCoRC1Wg3lchmVSoV+fqFQCOFwuCWCE+ILIBQKIZPJaKVLPp9HIBCAx+PB5OQkisUi9bxotJiMVOsQfYxEIkEul0MsFoPT6cT8/Dw8Hg9isdiKDsdLqdVqdKINhUJUHB2Px2nlF1llajQaSKVS+P1+eDweBIPB9TjljwyLxYJcLofdbofRaIRMJkM2m0UsFkMsFkM4HEYikVjk/1Aul2lAwmazaYqciOobcQ+QMYdUEzF8eOq1J0ajEUKhEPl8Hn6/H16vF6FQCJFI5Ib6rWaHxWKBx+NBIBBAKpVCoVAsq9ZhRLItCI/Hg0gkouLYpakviUSC3t5edHZ2QqlUQiwWLxLEcrlc2Gw2CIVCmM1mukJrxMASjUbx4osvQiAQ4Cc/+QnYbDZyuRxKpRLNmlxPaMVms7F3717cddddGBwchN1up6XVwWAQgUAAFy9exLlz5zA8PNwUN/rNIJVKodFoYLFYYDAYUK1WMTIygrm5Obz66qvwer2Ynp6GQCCgW2LEI6BR56hWq7Fz505s2rQJKpUKU1NTeOaZZxCJRBAIBJDL5RAOh2ngeCuUSiWUy2U4nU54PB7Mzc1BLBbj4x//OPbu3YvNmzeju7sbmzZtAofDQSwWw/vvv3+bznRt4PP54PP5MBqN6O/vh8FgAIvFgt/vx7vvvouLFy/SZ3Ola1oulxGJRACArj4bde1J6Xg2m8XMzEzDs3mtCll4KhQKdHd3w2QyoVqtwuv14rnnnsP8/DxCoVDLByfAtQBFo9FAo9Hg+PHj2LFjBxwOx6L35PN5JBIJ5HI5WsXZKJgA5SYg1S9arRZ8Pn9Fkyu5XE4nNpIeq4dU8ZB9vUZW85TLZSwsLAAAPB7PTf0bLpcLNpsNiURC/QHsdjtdRZOVZDQahcvlwvT0NMbGxlpiVU3EcTKZDBaLBUqlErVaDZlMBl6vF06nE1NTUwiHw8hmszQ7RNxWG7l9RQScfD4fyWQSgUAAIyMjiMViSKVSiyqwbhUy+ZJgNZPJgM1mL9qHFwgEkEgkVDTazJBVMvF8UCqVNEtWKBRo5uR6NgO1Wq3h2QqBQEAtC4xGI7LZ7IrVQ5VKBel0GtVqlabrybGTr28VUtVHqFari74mY9zS7zczPB4PcrkcSqWSLi7rtSfENbbVgxPgg0IIkUgEnU4Hk8kEkUi0SJuYzWaRSCToFmcjF5hMgHIDyAC8c+dOPPHEE7SEk6R5CUQwKhAIoFarlw0AxWIRo6OjcLvdGB8fx9zc3HXr1JsJNpsNu90OrVaLL3zhC9ixYwfMZvOiAT4QCCAUCuFf/uVf8Mtf/hLJZBKJRKIl9uXJBPvxj38cf/iHf4hIJIKTJ09iZmYG77zzDhKJBAKBANXjZDIZjIyMIJ1O4/XXX0c0Gm1Y6wIicBsbG8OvfvUrRCIReL1emv1Y67/F4/FgMpnQ19dHdUfEFruZhdBcLhdcLheHDx/GJz7xCfT19VH/BwCLrP3J/jy5d5stA3jgwAH85//8n1GpVBAMBiEUCmEwGJaZh/n9fjz77LNIJpPo6OgAh8PB7OwsisUiOjo6bqllBcHn8y1adIRCIXi9Xvq1UqmE3W5HPB7H/Px803129ZD7ubOzEw8++CB6enrQ3d2NUqmE0dFRjI2Nwe12IxwOt0ywdTOQhrh8Pp9u4QLXFiDZbBanT5/GyZMnMTY2RtteNAomQFkF0iRQIpFArVbDbrdjcHAQGo0Gdrv9llcfxNApGo0ilUo19WAOgJbTkofYYDDAbDZj69atVFRIIm4iIvR4PJienm4ZoSSBXGez2YwtW7bgypUrOHXqFObn5zE+Pr6sOoVshcXjcQSDQSQSiYY9xNVqlVYXXb58Gblc7rZkdEhPElL9olQqweFwkM/nkU6nafVXs0G2YkUiEcRiMWw2GzZv3gyTybTIv4YEemKxGBqNBvl8HtlsFuVymW73NMtkq1arsWvXLhQKBUxPT0MqlaKvr2+ZAeT8/Dxee+01xGIxdHV1gcPhoFQqoVgsoqura5lR482wNDtMtDgkY0IceTkcDlwuV9N8ZitBrrlKpUJvby8cDgekUikSiQQikQgikQg1K9xIrJbJL5fLdCzxeDxUY8VkUJqQ3t5e7N+/H+3t7dRFtKOjA3w+vylMuW4nQqEQR48ehclkgsPhgEKhwKZNm6DT6dDW1rbovT6fD+FwGP/8z/+M119/vSn7U9wIiURCJ6xcLkc72Pr9/hWFzCQgSyaTKBQKDU35ezwevPjii8jn84jH42uakiUKfqLbePLJJ3Hw4EEMDg6ivb0dExMTeO+99+grFAqtyd9dS7RaLdRqNfbt24e9e/eir68PfX19y7aj2tvb8cQTTyCbzeKLX/wiIpEIrl69ivn5ebzyyitIpVJNY/OfSCQwNjYGlUqFnp4euphYil6vx/9r77yj47ruO/+d3vsMps9g0Ct7J1UoSpQoS5SPlMglOZbL2VXWiTc6dnrZyOckduzdeH3WsVI2sS3HVmjHlmJbVBeLxCYSIEgARG+DMr33/vYP7r0GSEIkRZCYAd/nHBwSMw+D93Dfu/d3f+X7+9KXvoRisQi5XA4Oh4NUKgWGYSCTyT6ShlM2m13i+SWbEuK5a29vx759+/Duu+9icHCwqhd3uVwOp9OJrq4u3HfffVAoFCiXywiFQjhz5gz1Nq01SBUS8bKSe3pxeI7k1rEGSpWi1WrpZLZr1y6a+Xyrxslql20tB9lpEk0Nl8sFl8tFXfmtra3Upc8wDM1tiEQi8Hg8GBkZwfnz51f5Kj4aJPGZx+NRV38gEKB5Fld2rQZAk07JQ71aHpR0Or1i3jhyby6+F4jcv0QiQXt7O3bs2EE7n8ZiMYyPj2NsbAyjo6NVqQ0hkUigVqvR2NiIrVu3wmg00hyjxcacRCKhxjeHw0EwGKRel7Nnz4LL5dIJfbVzUPL5PAKBAIRCIRobG5c1NCQSCbq6um7LOZDnnxiAXq8XCoUCXV1d2LRpE6ampqq+LxEJxxsMBlgsFvD5fKTTaaRSKXg8HgQCgTUV2iEsfsaBX+eaFQoF5HK5qjFOANZAWRabzYa9e/fSEtqP+rCRRoOL3cxisRgikeia5cirgVAohNPphEajwT333AOz2YydO3dCr9dDoVDQcmJCpVLBuXPnMD09jWPHjmFwcBAzMzOrdwG3SCKRgNvtRjweh1gshkQigUwmW7LwczgcOqE5HA60tbWhUCigUCggEAjQPiy1CpfLhVarhUQigdPppE0FdTodGhoaoNfrqR7KyMgI3G43VZL1+/0oFApVcS9fiVwupw0rXS4XrTaLxWIIBAJ0UgZ+LX1PmmRu2LABTqcTZrMZkUgEIyMj8Hq9eOutt1ZVOXd+fh6/+MUvsGHDBrS3t6+KmvXIyAj6+/vhdDrR3t4Ol8uF9evX015G1QwRIrNarbj33nvR3t4OHo+HeDyOCxcuYGhoCGfPnkU4HF5THhRSYtzW1oampibY7XZoNBrk83kkk0kcPnwY58+fR29vLyYmJqoiZMsaKMugUCjgdDqXCNZ8FBZ3RiVeGIFAAD6fv+o7TrJLFovFqKurg8lkwtatW+FwONDR0QGVSrXszwaDQUxOTmJwcBDnz5+nlQJkkaqmmP31KBQKSKVSKBaLtD8FSSIjky3pTaPT6aDX62EwGFAul+FyuSAUCtHX17fKV3HzkF3U4jJLpVIJp9MJvV6PDRs2wGKx0JwNAFS0bmJignpObkdzzZWCyANIpVLI5XJahZNMJuH3+2kODfDrDq/keL1eD6VSCZlMhkgkQns0vffee6vaFDCZTGJ0dBRarRb5fH7ZnimLn8HF7xMPKHB1Nc/iZ/ZazzD5HL/fj6GhIcjlcppkTgylan/2eTweRCIR1Go1nE4nLTXP5XKYn5/H3NwcPB5PzbVvuB6kWtFgMMBms0GlUlFl6Ewmg7GxMXzwwQeYn5+vms7zrIFyhxAIBGhuboZarUZDQwNSqRTm5+dXNVlWp9Ph6aefpj1nSAY+ka9fDg6Hg40bN8LlcmHr1q2IRCLo7+/HxMQEFWYLhUK0lLnaqaurQ3t7O+x2O3g8Hux2Ow4cOIDx8XEwDAOdTod169ahrq4O69atoxNbJBLB1NTUdbsDVyNisRhdXV3Q6XTYsmULtFot9Ho9pFIpDAYDpFIp9ahc2VSSCBIS471ajRMAtPS6v78fcrkcwWAQfr+fatoUi8UlORUymQwGgwFOpxP79u2DRqOB3W6HXC6HVCqFxWLB0NAQVVtejV1mMpmkgoFE0dpms12Vh5LP5zE3NwcAsNvt1HuUy+Vw+vRpZDIZ/MZv/AYNbVUqFXg8HiSTSQCXDQ2fz4doNEo/s66uDnq9Hu+99x6OHDmCEydO4KWXXsKDDz6Iz372s0gmk/B6vfB4PFXpUQMAp9OJ3bt3o6urC7t374ZMJkOhUIDH48GRI0cwOzu7pjwnBCJCuXXrVuzatQtGo5GGdrLZLNLpdNW1a2ANlA/hRnYCV+44FrN410IsVz6fT+O2q6kRQvrw7N69G42Njejq6rrhskMulwu73Q673Y7u7m4wDAO9Xg+ZTIbp6WkIhUIUCoWaUZAlSbJKpRIMw0CtVqOjowMAMD4+DpvNhp07d8JqtWLnzp20WoLP5y/xstQSfD6fdmx94IEHYLFYoNFoaCXLlbvyK0vqRSIR/SKVXOS4ahrzXC6HRCKB+fl5mvQ6OTmJ+fl5jI+PX5VTIhKJoFQq0dHRgfr6etjtdjQ1NdEWFzweD83NzeDxeBgbG1sVAyWfzyMYDKJcLuPo0aPQ6/Xo6Oi4KtSTyWQwODgIAOjq6qL6Tel0Gr/4xS8Qj8fR3t5OlUQrlQpGR0fpxoJhGExMTCxJfHe5XHA4HBgYGKCfzeFwoFar8cwzzyCbzVKdnGq6DwhEqGz9+vVoa2uDy+VCpVJBKpVCNBrF2NjYms09IZ4jh8OB1tZWAKDPbqFQoNWK1XTtrIGyDPF4HBMTE6irq4PD4aCvk0l78URMSoiHh4dRqVSoTHp9ff1VMsJisRgPPvggGhoa8C//8i+r4koTiUSwWq2054TT6bzqPG+Wjo4O6PV62tn2nXfeweuvv45IJFL1npSFhQWcPHkSXC6X9lBqb2+HxWJBS0sLLaHkcDhIJpM0T4UkCcdisap6qK8FCeFwuVyUSiUqzlQqlZDP5+kOitzLpVIJFosFcrmcfgYpSzSZTNDpdLQXj9vtxuzsLDweD2ZnZxGNRqumoicWiyGfzyOVStE+VIlEAul0GoVC4apFlIR/xsbG8MMf/hAOhwOBQAAWiwXbtm2D0WjEU089RfsOlcvlVVMYTafTmJiYwPz8PNxu91VevFKpRL0fHo+HGjDk9UKhgJ///Oc4duwYgMsGCVEQJZC/FXB57iPeKJ/PBwDQaDQwGAw0TJJIJDA+Pg6fz1d1BopGo4HRaER3dze2bt0KnU6HfD6P2dlZHDlyBKOjo5idnaXidmsJsViMRx55BI2NjbBYLPR1hmHg8XgwPT0Nj8eDaDRaVZVXrIGyDOl0Gj6fj7pFl4NM8qlUCmNjYyiXyzAYDFCpVLBarVct/EKhEN3d3dDr9fiP//iP23kJyyIQCGjOiclkgl6vB4CrHsoPm2AW59YAgNVqhc1mo+9Ho1FcvHgR5XK56g2UaDSKWCwGvV6PS5cuoaOjAxs2bIDNZkNnZyf8fj/6+vrAMAxyuRztq1QqlahBVm2T8ZWQjrw8Hg+FQoF2LyW7J+JpIHF4InNN7g0AtKrHYrFAp9OhqakJpVIJg4ODGBgYwPDwMM38DwaDVfE3IfF1Ik9/PSqVCu3B4vV64XA4oNVq0draii1btkCpVGL79u3QaDTQaDRUFn81yOfz1Avrdrs/9NjlFKM/+OCDm/qdXq93yfdyuRwWi4Xmq2UyGXi9XkSj0aoY/8XIZDLYbDY4nU40NjZCIBCgWCzC7/fj/fffx9zcHMLh8KpXad0OhEIh1q9fj3Xr1kGj0SzZXEciESwsLCAajSKdTlfVuLEGyjKMjo7ipZdeQnd3NzKZDCQSCdUSICqTRHitv78foVAIAwMDqFQqUCqVMJlMkEgk1Agghko1uMDz+TxmZmZQLpdx5MgR1NXVLXm/UCjg/Pnzy3p3uFwuurq6YLVaYTAYoFQqYTAYluQqbNmyBRKJBO+//z5ee+01xGKxqjVUyHhMT0/jl7/8Jc6ePUs9KsDlmP/8/DwaGhqg0+mQTqdpqODixYvwer1VFbcFLhsTCoUCUqmULrKbN29GuVzGuXPnkEgkMDk5iampKfh8PkgkEqqUm0wmUSqV8P777y/JRSJqrJs2bUJzczMaGhpgt9thtVohlUrR1NSEHTt2YGBgACdOnIDH48Ho6Oiq3++3QiwWw8mTJxGJRLBt2zZq2EskEmzevBkqlQqnT59GIpFY7VO9o2g0Guh0OnR1dWH79u2wWq2YnJxEX18f3nzzzaoKk5AmrZs2bcJTTz0Fl8tFG0T6/X7MzMzg0qVLiEQiVXPOKwVJLdDr9aivr4fD4YBEIkG5XEZ/fz88Hg9OnjyJqakpBAKBqntWWQNlGUiDqEQiAZPJBJVKBYPBQA2UTCYDn88Ht9uNX/7yl1RJlWEYWqq5a9cuGvO8VsfI1aJYLMLn86FcLqO3txdarXbJ++l0Gj/5yU9ogt2VcLlcHDx4EBs2bKDNtcRiMd1FcTgcqiFTqVTQ399PtSWqFeLq9Pv9kMlkS5reFYtFpFIpbNmyBY899hi4XC5mZ2cxPj6O8fFxRCKR6nuw/7+BotPp0N3dDYvFgoceeojmL8zOzmJ4eBjxeJzmEtzIZ/L5fITDYUQiEYjFYthsNtrTgxjfRqMR2WwWfD4fY2NjVfe3uRmSySQGBgZQLpfp86DX6yESidDa2go+n4++vr67zkBRKpWw2Wxoa2vD9u3bAVwOlY6NjeHs2bOrXqG4GJJX1NraiocffhhSqRQSiQSpVAqhUAherxdTU1NVUVa70hD5AKPRCJPJRHvFVSoVjI2N4dKlS+jv78fc3NySZOhq4a4zUIjEr9FohEajQV1dHbRaLWZnZ2n8kTRZy+VyGB8fxyuvvAKRSLREGrtYLCKdTiMej8Pj8dDGSgBowhHRyajWCTqdTuP06dNXqWoSKfflYBgGQ0NDCIfDOH/+PBQKBbZt24bOzk40NjbC6XTSv1NXVxe+8IUv4N1336VVMdUKKb+8UipeIBBArVZDp9PBaDSiVCpRlcnVbqa1HKRjr8PhwP333w8Oh4M33ngD4XAYvb29iEajNx2aqFQqKBaLGBkZoaXGb7zxBmw2G2w2GxobG2k11MMPPwyRSITBwUH6nNQi5J6IRqM4c+YMQqEQGhsbIZVKsXnzZqjVavziF79Y7dO842zYsAG/8Ru/gUqlgunpaSwsLGB0dLQquyqTJHitVksTwHO5HPUeDA0NVd05rxTEQNHr9bSPGMmhHB8fx+DgINxuN4LBYFX2hrsrDRQ+nw+LxYL6+np0dHSgsbERp06doslBxEApl8uYmprC1NTUTf0O0u+CGCnVuIABl+PFPT09N/1zDMNgbGwMY2Nj9LVQKIRoNEpF3wjt7e1oa2tDIpHAD3/4w6qeCIgH4MreO0qlEmazmSYEptNpqqRZrWMrFAphNBrhcrmwa9cuBAIBfPe734Xb7YbP5/tIcXZigE9MTGBiYgKnTp0Cl8vFxo0bsXHjRjz44INobW2lna5jsRiMRiNCoRASiUTV/q2uR7lcRjweR29vL7LZLA4ePAiFQoF169ZBLpd/aEn+WqWzsxO/9Vu/hTNnzuCtt97CuXPn8Nprr1XlGEulUtTV1UGj0UAqlaJYLCKbzcLn8+Hs2bOYn5+v6nnpVuByuVCr1dBqtahUKkin07RybWpqiooPktLyamPFDZRSqYTnn38eP/7xj+Hz+WA2m/HZz34Wf/EXf0Fj+gzD4Ktf/Sr++Z//GdFoFNu3b8d3v/tddHZ2rvTpUIjw1rZt29DY2IimpiZYLBbqQXG73ZDL5VUjUFNrTE1NoVgsQiAQgGEYOBwO6kmpNY2QKzGbzfj4xz+O1tZWCAQC2saeVL1UM0TSnVQiraR8NflsUoYqkUggFovhcrmo0F9LSwsEAgEWFhaqcvG6UUjyLGkcSIQXZTIZWltbwTAM3G73mgwTLIaUXvN4PLz//vs4c+YM3n//fRreriZIGwqbzYbt27fD5XIBuJzoe/78eVy8eBHj4+O0h9VagVTbCYVCaLVa7N69Gy0tLWhsbIRcLqeilItVzquVFTdQvvGNb+Af//Ef8eKLL6KzsxM9PT343Oc+B5VKhd///d8HAHzzm9/Et771LfzgBz9AS0sL/vqv/xoPPfQQRkdHP1KHzRtBKpVCoVDgoYcewr59+2C1WmlvGQAYGBiAQqG4btUOy7Uh+RgcDgfFYhH33HPPEk9KLWO1WvGbv/mb0Ol04PP5KBaLSCQSNVG9AyztOr2SuQHE47SwsICFhQUqerZ37160t7dDrVbTlgC9vb0r9ntXg0qlQhvlkcWMz+dDJpNRDZJgMLjmDZTGxkbs2bMHAHD06FGcPn0a77777iqf1bUhqtAOhwO7d++G2WwGh8PBwsIC3nzzTYyPj2NkZGRNeU+IWiy5N3U6He6//35s2LCBNgLMZrNLDJRqZsUNlNOnT+OJJ57Axz72MQCXLe5///d/p6EEhmHw7W9/G3/+53+OJ598EgDw4osvwmg04qWXXsKzzz670qcEHo+HdevWobm5GW1tbdDr9ZBIJEtEqJxOJ+69914IhUL4fD7k8/mPFJOTSCRwuVyor69HfX09zGbzkjbolUoF8XgckUhkTZazAaubALySCIVCyOVyaLVaqFQqMAyD0dFRTE1Nobe3FwsLC1VXvUMoFouIRCKIx+PgcDhQqVTYs2cPbDYbjh49ing8vuLjFA6HMTIygvb2dgCg/Xx8Pt+KT4QikQg8Hg8qlQpCoRChUOiOqzKTrq+BQID2I1qrkJ5EO3bswI4dO7CwsLBs6XK1sPj5tVgsUCqVAC63MWloaEAikaj6Bfpm4XA4kMlkUCqV2LNnDxwOB/R6PbhcLpVJOHr0KIaHhzE8PIxIJFLV9+2KGyh79uzBP/7jP2JsbAwtLS24ePEiTpw4gW9/+9sALpdy+nw+7N+/n/6MSCTCfffdh1OnTl3TQLkyJ+BmM+a5XC52796Nffv2obm5GUaj8apjiOFSKBQwODiIWCz2kQwUuVyO7du3o6GhgX7m4gqeSqWCcDhMG5WxVC9isZhmvmu1WsRiMfT19WFoaAjHjh1DIpGoKlGjxZCF02Qy0Uqyxx9/HJOTkzh//jzNs1pJfD4fIpEItmzZAoZhoNVq0dXVhdnZ2RVdCIgODdkMKJVKXLx48Y4aKCR5NpfLYW5ubs3KoxPa2tqwY8cOPPDAA7jnnntoWKeaIdU7RqMR9fX19B4kStGhUGjNGShE78hqteLpp59GU1MTTCYT1T9Kp9P4+c9/jnfffbcmNpIrbqD88R//MeLxONra2sDj8VAul/E3f/M3+NSnPgUAVIHwSiPBaDQuKzb09a9/HV/96ldv6bwWx9qudVOSnhYdHR3Yv38/RkdH0dvbS+P3iz+HwDAM7c9BHga9Xo/t27fDZDJBJpPRZlzlcpmqjp4/fx4TExNrKt/FZrOhrq4OmzZtwubNm5eoFdYa5F7R6/XYuHEjGhsbweVykclkaMVCPp+vqlLKKymVSojH4wiFQpiZmYFOp4PBYEClUsHGjRuh1WoxOjq6oh2YSRgpkUjA4/FQw0ihUKz4QkDk9klSbiKRoOXgK12NwOVyoVAo0NHRgZaWFgiFQuoJjcViSCQSt8XgqwYcDscSpVgyjj6fD729vctKEVQbHA6HVqEFg0FcunSpKvNmbhWJRIJNmzZRz4lYLEY8Hkc0GqUJsdUiongjrLiB8pOf/AQ/+tGP8NJLL6GzsxMXLlzAc889B4vFgmeeeYYed63Om8tNYn/6p3+KL3/5y/T7RCIBu92+YudM3GIymQx79uxBa2srDh8+jPn5+at6dSw+d4ZhYDKZcP/999O29BqNBuvWraMJg+TYUqmE2dlZLCws4PDhwxgZGanazOmPQkdHB91h7dmzp+qTrz4M0uXZZrPhkUcegdPpBI/HQyKRoJoBuVyuqhekYrGIQCAAuVyOixcvoqGhAffddx9MJhMOHDiAiYkJeL3e22KghMNhjI2NwWq1oqWl5SqdnVtlcYLqzp07sWHDBoTDYRQKBczMzKyogUJ+l06nw3333Qen00lVhIPBIHw+HwKBACKRyIr9zmqBw+Ggu7sbmzZtuqrf1MTEBA4fPlwzCx1w+ZnIZDJwu904duwYFhYW1lRyLHA5fPWxj32MiiiSlIVwOIyXXnoJ4+PjmJ2dXe3TvGFW3ED5wz/8Q/zJn/wJPvnJTwIAuru74Xa78fWvfx3PPPMMTCYTANAKH0IgELhm6AUAbUr2USEZ9v39/dDpdPQcFkMWU9K9taOjA4899hitfLjyOPK55Fi5XA6j0QiZTAaxWEw73JLjSRVAJpOhyXbVvMBdD6VSCYlEQmXPd+zYgfXr18NkMoHL5dLrdrvdNBmtViYzqVQKnU4Hq9UKp9MJlUqFSCSCQCAAj8eDUChUM2OXTqcxODiITCaDzs5OiEQiNDQ0QCwWY/369dDpdJiZmUEmk1mR8SHy+blc7rbpxJBYeiqVovkfTU1NUCqV6O/vx+zsLGKxGFKpFLLZ7EcKw3E4HFqi2dXVhYaGBrhcLhiNRvB4PGSzWYyNjWFycrIq9SNuFaVSCalUiubmZmzYsIG+7vF48NJLL+HChQtVv7jrdDq0trbCYDAAAFKpFM2d8Xq9VdvQ8GbgcDgQiUQQi8Uwm82w2+2wWCwwGAy0/D0UCsHn8yEejyOTydTM3AXcBgMlk8lcZW2T7GHgcjdMk8mEt99+Gxs3bgRwOV5+/PhxfOMb31jp0wEAKu+9sLCAhoYGmsR3LWQyGaRSKR5++GE8+OCD1zxmsQeFTGTk9eU8BwzDIJlMIhaLIZ1Or+jO9U7D4XBgNpthMpnwyCOPUOlzu92+xDgBgJ6eHvzzP/8z5ubmqn5CI6jVanR2dmLdunXYtGkTDe1MTEzg0qVLSCaTNTOxRSIRHD58GE1NTdiyZQvsdjt27NiBbDaLbDaLqakpHDp0aEUMZvI3IbHubDaLQqGw4qEwhmGQSCRQKBQwMjICHo+Hffv2obGxEW+99RYGBgYwMDCAmZkZeL3ej2ygEE2fz372s3A4HNi2bRv1igaDQRw5cgQTExNryhMK/Pr5NpvNuO+++/DYY48B+LU8xP/6X/+rqsObBJfLRfMOASAYDKKvrw/9/f1L+kbVMnw+n7Yaefjhh+FwONDe3g6dTgeJRIJ0Oo3p6WlMTU0hFAohlUrVxNgRVtxAefzxx/E3f/M3cDgc6OzsRF9fH771rW/h85//PIDLN/9zzz2Hr33ta7Sb7te+9jVIpVJ8+tOfXunToSSTSQQCAfT09IDD4dDdkFgsXuKdIQYGl8u9qn35zbC4tJM0oxsaGsLMzMwdrza4VTgcDuRyOUQiEeRyOcRiMVpbW2E2m1FfXw+LxQKFQrHk70USBwcHB+H1emtCSZToB2g0GjQ2NsJsNoPP5yOTyWBsbAyzs7NVLc52LYg4UygUQk9PDwKBANUEIuGKrVu3wmq1IhqNIpvNIhwOU4PlZq5VIBBAJBJBq9XCbDajVCrh/PnzmJ6evi1elFKpRPsItbS0QCqVQi6Xo6mpCQKBABaLhXZZJhomxIu5HKQ0VaPR0H5D9fX1tBKCKJCScG0gEFhz1XgcDgcWiwVtbW3QarXg8XgIBoO0M3m1JoYTyHMsl8uh1+shk8kA/LqRIdE9qaXneDn4fD60Wi1MJhNaW1tpPiQx4mOxGCYnJzExMYFwOIxUKnV3e1C+853v4C//8i/xxS9+kbYpf/bZZ/E//sf/oMf80R/9EbLZLL74xS9Soba33nrrtmmgMAwDn8+HYDCIf/iHf8C//du/4Qtf+AIeeeQRmM1m6gIkx95q7gTRhygUCkilUujr68Pc3Bx++tOfwu1211xyLJfLhd1uh8FgQEtLC+rq6tDa2kofCqvVetXf7OTJk3jxxRfhdrsxNjZWE94TPp9PK0Meeugh2Gw2cLlc+Hw+vPrqq5idna25xahcLtMuxS+88AIcDgfUajVVmAUuSwEEAgH09fXB7/fTRn+5XO6mdltkQWhpacH27dvx3nvv4Qc/+AGmpqZWfFJkGAbFYhEXL17E1NQUBAIBvF4vNmzYgA0bNtDk9uHhYUxOTtLuxB6P50OTIyUSCbRaLdatW4f/+l//K1QqFVQqFTgcDs07OXz4MKanp9Hb24twOFz1C/bNwuVysWXLFjz00ENU3OzixYs4d+4cRkdHV/nsro9AIIBQKITBYEBjYyPVuwqFQrh48SJmZ2fXhHECXC7uaGxsRGtrKw4cOAC9Xk+rXufn57GwsIC3334bIyMjtBloLV37ihsoCoUC3/72t2lZ8bXgcDh4/vnn8fzzz6/0r18WMjBERW9iYgLnz5+Hw+GA2WyGTqeDVqtdEq4hfJjRQgablBzm83nqVs5ms9RAIYlKqxkD5PF4VJqbNI2Sy+VXheSu9XNkYbPb7dBoNLDZbNBoNJDJZOByuTSvhlQqjY6OwuPxIBaL1YzFrlKpYLfb4XQ6YTQaqW5CNpuF1+tFOByuCUPrWpAuxWSSjkajKBaLkEqlUCqVEAgEyGazqKurQ6FQgN/vv2EJbIlEAolEAp1Oh7q6OqjVakxPT8PtdmN+fv62NVMkuSgAMDMzA4ZhwOVyEY1GoVaraT6Yw+GgxpPFYoHD4Vj2M0UiERQKBRobG6HRaCASiag0+sLCAu3QvLCwgHQ6TQWv1hpKpRJ1dXVIp9OYnJykeWThcHi1T+268Hg8mkSt0WioFzQWi9FcjLUCj8eDVCqFVCqFSCQCn8+nc/HU1BTm5uZoOLTWjBPgLurFQ3QLMpkMMpkMDh8+jJMnT6KtrQ0ulwt79+6lQm1Xdh6+nkeFJMASRc2f/vSnVCSLhAcymcyqN5eTSqVobW2F3W7Hk08+CaPRiPb29hvqJcLj8ahK4ZX/ApeTnhcWFvDee+/hzJkzdFKrpQW9qakJTzzxBDo7O9Hd3U3FjWKxGPr7+2u6lJR4UjKZDL7zne9Aq9XiYx/7GJxOJw4cOICWlhasX78elUoFBw8eRCKRwJEjR+jC/2H3LBEmNBgMMJlMGB0dxb//+79jYGAAfX19t7UfVSqVQiqVwjvvvAMej0c7j+/YsQNtbW3YsGEDtm3bRp/rK2UDFrNYhoDH40EkEtGeLXNzc/jFL36B+fl5HDt2bIlc+FqDw+HAarWivb0d7777Li5evIg333wTZ86cqQkPIhFoMxqNaGxsRDwex8LCAiYmJtDX14d8Pr9mxo3P50On00Gj0dD5Kp/PIxwO49VXX8XExAQCgUBN5Z0s5q4xUAjkxiR9VEgfEZvNRnNSJBIJlEoltFrtEsMmGo0u8aaQiZv0ZhkfH4fX64Xb7UY8HqeaDMlksipEnPh8PjQaDd1JGo1G6HS6m66QYhiGJkBGo1GkUilMTExgfn4e4+PjWFhYQCwWq6mHgpSam0wmqNVqcLlcJJNJLCwswO12I5/P16xxQiB5GyTJd2pqCrlcDk6nE5FIhOomCAQCKJVKOJ1OGs++FqVSCeVymVYMFItFhEIhuhgQT+Lt/LstTswFgGg0ikKhALfbTfuRFItFWglI+rNIJBLI5XKqp7L4mkgFUiKRQDqdhsfjgdfrxczMDPx+P91srDU4HA60Wi3UajWUSiX4fD71DJOvWkClUlEPL4/HQyqVoh17q12/6HoQ41kmk8Fms8FkMqG+vh46nQ6BQAChUIg2BPV4PAiHwzVhVC7HXWegEEglTTwex+DgIGZnZ9HT0wOFQgGVSoXt27fjkUceQaFQQCaTwcjICN5++21UKhXarhr4tfZDMBjE8ePHkU6naUMx4i2ploVNKpWira0NTU1N6OzshFqt/kiJwKT/it/vxzvvvIOLFy9SA6VQKKBYLFbNNd8IJCG6rq4O69atg0qlQi6Xw4ULF/D9738fbre7ph/yxTAMQ0vdX3vtNYhEIpw4cQJarRaPPPII7HY7mpqaoFarce+9936o8UoWcL/fD7/fj0uXLmFiYgKjo6Po6emhXb3vJPF4HMlkEuFwGO+//z40Gg1UKhX4fD74fD7dgDQ1NWH9+vU0oZckxycSCczNzcHj8eDs2bNIJBLwer3I5XKIRqMolUpr0jgBLntJd+/ejY6ODtTX16/26XxkOjs7aT8oABgbG8PLL7+MS5cu1bzXi8/nQ6FQoL29Hf/9v/932rE8mUzinXfeoTkn4XAYsVgMxWKxpnOk7loDZXEiK3C5j8jc3BxkMhnkcjlUKhVMJhMKhQKy2SwmJycxPT2Ncrl8TQ9KJBKp+oQ5LpdLE8iEQuGSHkGLKZfLdCd6JbFYjIodBYNBTE5OYm5uDoFAoOaSfwlisRhKpZLuHHk8Hl3k5ubmEAqFaipUdT3IfUu8YD6fD9lsFhMTE8hkMiiVSlCr1airq4NUKl32c0jDROJhIJVbgUBg1SrVyPNIDGRynTwej4ZtxGIxTYhWq9WIRCLUQEkmk/B6vfD7/Zibm6MVUKQRYi0vbsvB4XCgVqshl8tRX1+PhoYGlMtlmlTs9XprqvIwn88jlUqhUCjQ5qWpVGpNhHZIhSmpNFOr1RCLxUilUvD7/XTjGI/HUSwWa75a6a41UK7E4/EgEAjQErXjx4/jn/7pn+hkThLlrmRxkuxa2Vnlcjm8++67NPxFKJVKePPNNzE2Nkbd+7dL6+JOYrVasW7dOqxbtw4Wi4V6AwYGBnDx4kVks9k1ZaAsplwuU9ew1+sFn8+HWq2GSCSiWgrLkUqlkE6nkUgkkEgkqOpyNd0LmUxmSWiCTPButxunT5+mhguhUqmgXC6jVCrRBY0kF9byRP9hCAQC3HvvvWhpacHHP/5xtLW14eTJkzhx4gQOHz6Mnp6emgnvAMDQ0BBCoRAMBgP27t1Lx3AtPcNE4ZjD4VDBQtJ6IBqNrhljmjVQ/j9XtqJPpVKreDa3h2KxiHA4DJlMhtHRUcjl8msel8lkaD7NYsrlMmZmZmqm/8aNQnbWAoEAAoEA5XKZhgpIa/K1DPE4kOqGbDYLoVCIdDr9oSEesviTxPNqZLkQKwndslxGKpVCpVJR7xLppxQOh2+6Oetqk8lkEA6HMTs7i6GhIczOziIej19zg1lrkPs5nU5TyQqxWLxkrGpNq+nDYA2Uu4hQKIT//M//hEAgwI9+9KNly4srlQqSyeQ1d8Jr0XAjCZFkl5hKpTAzM4NAILBmHvSbgZQpptPpD61gI+7jtbQzvZupVCq0z9TAwAAuXbpUkz2Gkskk0uk0vve97+GVV16hXr61sNEoFou0J9hf/MVfUI9/sVhEJBKpOg/mrcIaKHcRRNUWuNz7iOUyhUIByWQSwWAQU1NTmJ2dhc/nWxO9Oj4KJJzBGh53B0QpWq1WQyAQgGEYpNNpRCKRqs6pWw5SSh4KhRAKhVb7dFYcElqfn59f7VO57bAGCstdD0kqGx8fx89+9jNaGp7NZmuqGomF5aNAclAeeughWlaeSqVw6dKlmjRQWNYOrIHCctdTLBZRLBaRTCavSgxmYbkbEAqFkEgkEAgENNm5lip3WNYmrIHCwsLCchdTKpXw/vvvI5lMor6+HjKZrGYlA1jWFqyBwsLCwnIXQxS1SVWfWq1mvScsVQGHqcEswEQiAZVKtdqnwcLCwlLzcDgcGAwG2nSOz+dTPQ0WlttFPB6nDVmXg/WgsLCwsNzFMAzDVvWxVCXXFsJgYWFhYWFhYVlFWAOFhYWFhYWFpepgDRQWFhYWFhaWqoM1UFhYWFhYWFiqDtZAYWFhYWFhYak6WAOFhYWFhYWFpepgDRQWFhYWFhaWqoPVQWFhYWFhAYfDueq1GtTxZLlBrhzvahxr1kBhYWFhuQvgcDiQSqUQi8VoaWmBQqEAAPB4PNTX10OtVkMmk0EoFAK4LIF/7NgxDA4OIhaLIZVKrebps9wCZIyVSiUcDgdUKhXsdjuUSiWy2Szy+TwmJibg8/kwOTlZNU1TWQOFhYWF5S6Aw+FAIpFApVJh48aNMJlMAAA+n489e/bAbrdTyXvgsoFSLpcRDAZRKBRYA6WG4fP5cDgcsFgs2L59O6xWK7Zv3w6LxYJIJIJkMokjR45gYGCgqrq6swYKy1UIhUJ0dHRAp9Ohs7MTGo0GDMOAYRh4PB4kEgmEw2Ekk0nMzs4iGAzS91lqH7FYDJFIhPvvvx82mw3nz5+nvVnYJnK1B5fLhUwmg1KpxCOPPAKr1YqNGzdCrVbT9y0WC6RSKRiGQaFQAI/HAwA0NTXh3nvvxfHjx+lzznJ5juTz+dBoNEs8ToFAANlsdpXP7tfw+XzY7Xbo9Xo8+uijaGhogNVqhUKhAI/HQyKRAJ/Ph1qtxsaNG2GxWJDJZFAoFOD3+xEOh1f3/Ff1t7NUHRwOByKRCBs2bEBLSwuefvppuFwuAEC5XEZvby/m5uYwNjYGr9eLfD6PcDiMSqXCTl5rAA6HA7FYDJVKhYMHD2LXrl34l3/5F5w6dQqFQoE1UGoMDocDHo8HhUIBk8mEgwcPoq2tDVarFWKxmB5XKBRQLpdRqVSQz+chFArB5XLR3NwMgUCAyclJXLhwAUB15ircSTgcDoRCIcRiMWw2G2QyGYDL82Mymaw6A6WhoQH19fV49NFH0d7eDuDyGEYiESQSCWi1WkilUmzYsIFuQqPRKMrlMmugsKw+ZFGSSqXYsmULjEYj9u7dSy3tSqVCv4xGIyQSCTQaDRKJBNRqNTo6OjA4OIipqSkUCgWUSqXVviSWjwiXy4XZbIbRaERdXR1UKhXNWyC7apbagMfjQalUQqvV4uDBg3A4HGhsbIRarQaPx0OlUkEymUQmk8GZM2fg8XiQyWRQKpVgs9mg0Wjoc8/n8yEWi2vq+SbdmbVaLerq6lAul1Eul5FKpRAOh6mhlc/nkUgkbtjw4vF4UKlU0Gq1ePjhh2GxWAAA2WwWwWAQkUjktl3TzVKpVBAKhSAUCuHxeKDRaKDRaMDn8zE4OIi5uTlqxG7btg0ulwvNzc3I5XKIRqMYHR1d1fNnDRQW6gI2Go148skn0dLSgnXr1kGlUqFcLqNUKqFUKoFhGFitVjidThrSaWtrw8LCAn70ox/B7/cDQM1MYCxXw+PxYLfb0dDQALPZDK1WC4VCAYlEAj6fnS5qCR6PB61Wi4aGBjz77LNoamqi71UqFZRKJYTDYQSDQRw6dAhnz55FJBJBLpfDli1b4HK5sHHjRrhcLvB4PIjFYvpztQCZ01pbW7F+/XoUi0Xkcjl4PB6MjIxQr288HkcymbxhA4XL5UKn08HhcOCpp55CZ2cnACAej+P111/H0NDQ7bysm6JUKsHn86FYLGJ2dhZKpRISiQRisRg9PT10zAuFAhQKBRoaGtDZ2QmHw4H+/n688847q3r+7IxzA3C5XHA4HHC5XKjVatTX10MqlUKn00EgEEAqlSKdTmNiYgLJZBJutxvFYrEmXKEcDgcymQy7d++G1WqlRsnMzAy4XC7cbjd1W5bLZWg0GkilUjQ1NaGurg5SqRRWqxVNTU3o7OzE1NQUZmdnV/uyVhShUAilUgmRSAS5XA6xWAytVguJRIK6ujrw+Xzw+XxatlcsFuHxeJBKpTA1NYVUKoVUKlUTE3ulUkEsFkMgEEA+nweXy0V7ezsYhkEikUAkEkE+n6+Ja7lb4XK5EIlE0Ol0uPfee9HQ0EArdhiGoa77RCKBd955BzMzM5icnEQymUShUEClUoHf70epVEIul8PY2BgmJyeRz+dRLpdX+equD4/HA4/HQ0tLC3bs2AGHw4GmpiaUSiUUCgWEQiHY7XY6P6dSKfh8Pvp9MpnE2NgYMpkMDV8vB4fDoc/94v9XCwzDIJPJgM/nY3R0FAzDQCwWQ6lUYmZmBhMTE8hkMiiXy3C73ZicnIRMJoNCoYDZbEZjYyMikQii0eiqnD9roFwHLpdLb3iSCf3oo4/CZDKhu7sbCoUCdXV18Hq9+I//+A/MzMwgGAwimUzWxMNMjK4nn3wS9fX1KBQKKBaLGBgYQDwex1tvvYX5+XnEYjEUCgXY7XbodDp88pOfxNatW2E0GmGz2bBp0yb6s2vNQJFIJLDb7VCpVHA4HNBqtejs7ITBYMDWrVshk8kgkUjo5JTJZHD8+HHMz8/jlVdewfz8PGZnZ2tiUa9UKvD5fCiXy8hkMuDxeNi1axe6u7sxPT2N6elpxGKxmriWuxUS2rHb7fjEJz5BS4iBy+NLntH5+Xl873vfw8WLF69Kcp+ZmYHb7cb58+fB4XBqKgmez+dDJBJhy5Yt+PznPw+NRgODwUC9wel0GtFolF5PoVBY4kFxu904dOgQvF4v4vE4CoXCal7OLcEwDDU8e3p64PP5IJfLUVdXh8HBQVy4cAEMw4DH4+HSpUswGo3YsGEDTCYTGhoasHHjRgwNDdWOgfLee+/hf/7P/4ne3l54vV688sor+PjHP07fZxgGX/3qV/HP//zPiEaj2L59O7773e9SNxhwOeb3B3/wB/j3f/93ZLNZ7Nu3Dy+88AJsNtuKXNRKIJFIIJPJUFdXh/r6eshkMqjVapjNZmzYsAEqlQpGo5Hmbuh0OmzatAl1dXUIhUIIBoMYGxtDNput2gebeIUqlQrC4TB4PB5mZmZojDadTmNubg6RSATpdBrlcplmqZ87dw6JRAL33HMP2tvbYTQa0dHRgeHhYYjFYhoWqiXIxCYQCCCRSKDT6dDQ0AC1Wg273Q6ZTAa9Xg+5XE7zc4huBI/HowaKUCiEw+Gg3jXigasFSCmqXC6nIR2RSIRKpQKxWAyBQAAud20IUJPcK7lcDqlUCo1GA7FYDIVCgWKxuCQvgSSDFwoFxOPxD91VrzYSiQTt7e1oaGiAwWCASqUCj8dDsVjEzMwMIpEI3n//fczNzSEUCi17LeTaq3X+uhKJRAKRSASlUkkXYbVaDalUSr0b5Dksl8sQCoWQyWQol8u0ggm47FERi8UQCoXLPrfFYhHZbBY+nw9qtRpKpbKqPUzlchkejwe5XA7Hjh2DUqlc4jViGAahUAgzMzNobGwEAGi1WrhcrlUtOb5pAyWdTmP9+vX43Oc+h6eeeuqq97/5zW/iW9/6Fn7wgx+gpaUFf/3Xf42HHnoIo6Oj1M343HPP4Ve/+hUOHToEnU6Hr3zlK3jsscfQ29tbNYl4SqUSTqcTW7duxcGDB2EymdDU1ES9KQRyA0ulUhw8eBChUAgKhQKTk5MIBAIoFos0f6MaIclyk5OTWFhYwOuvv45AIIBkMolSqUQnr8XuTw6Hg2AwCLVaDYVCgaamJjQ0NMBut2NgYADvvfceTbarJUjoRqlUwmAwYPPmzfj0pz9Nv78ylLOcS1coFKK7uxsmk4kuDrVkoKhUKuh0Olo+KZFIqLElFovXRC4Kl8ul3kOn0wmr1Yquri7o9Xo0NTUhkUhgYmKCPruxWAznz5+nxno176qVSiX27t2LxsZG1NfXQ6VSAbj87J45cwaTk5N46aWX4Ha7q9rQulmUSiV0Oh1MJhMMBgMaGhpQV1e35NljGAalUgn5fB5isRh6vR5cLnfJ/JzP52ne1bWe20qlgmw2S0NB5XKZ5vdUq4FSKpUwOjoKDoeDDz74ABwOZ8m5MgwDt9sNPp+P7u5uAIDVasWmTZswPT29Wqd98wbKgQMHcODAgWu+xzAMvv3tb+PP//zP8eSTTwIAXnzxRRiNRrz00kt49tlnEY/H8a//+q/4t3/7Nzz44IMAgB/96Eew2+1455138PDDD9/C5dw6UqkUCoUCLpcLXV1daG5uhtlshlqtphN2uVymWc58Pp/uNgUCAUQiEVwuF/h8Prq6uuDxeDA1NYVcLleVk0G5XEY2m8XExAQEAgFisRiy2SyKxeI1z5e4ejOZDADA5/NhZmYGarUacrkcEokEEomkqidwAjE4iLfM4XCgra0NcrkcGo0GLpcLCoUCfD4f8Xgc6XSahq+EQiEYhkE+nwfDMOByuZBIJOjo6IBUKqWeGIPBAJPJhIWFhVW+2huDy+VCr9fDarUumaBrxcC6HsSoNBqNsNvtsFqtaG1tpUmPSqWSPu8CgYBO4slkEmKxGOFwGHw+H4lEAn6/n1a1VMMGhOSeKBQKGI1G6PV68Pl8+rzGYjG43W5MT08jlUpV7WJ6sxBvR3NzMxobG2E2m1FXVwe73Q4Oh4NUKoV4PE49pLlcDrlc7pqeFeD6uSQMwyCdTiMWi2FmZgYAYDabIRaLq+I+WI7rhenI34dswBOJBLxeL5LJ5J06xavPaSU/bHp6Gj6fD/v376eviUQi3HfffTh16hSeffZZ9Pb2olgsLjnGYrGgq6sLp06duqaBks/nkc/n6feJRGIlT3sJdXV1aGpqwpYtW7Bv3z5YLBY0NTVRN32xWEQ6nUYgEMCFCxcglUrR0tICiURCjZjdu3cjGo2iWCxiamoKP/rRj6g7rZpuYIZhUCwWEY1G8e677wK4bLDcyDkmEgmk02kMDAxArVZjx44dMBqNUKlU0Gg01BVezRB3vtVqhcvlwp49e/DUU09BLBZDIpGgXC7T65iYmMDIyAhefPFFVCoVGAwGlEolBINBVCoVCIVCWK1W/Nmf/RmcTie0Wi0EAgFaW1vB4XAwNjZWVeWHy8Hj8WjVg0ajWe3TWXFITllXVxeefPJJNDc3Y/v27dSjsnhxWuz+LpVKSKVS8Pv9+OUvf4m5uTm8/fbbiEajVbPY8/l8aLVamEwmtLa2wmazQSgUolQqIRAIYGFhAadOncLY2NhtnUPvNGq1GlqtFvv376dzttFopAutz+fDwMAA9Ho97HY7EokEEokEJBIJnZNvxgAvl8sIhUJIJpM4efIkZmZm0NLSArPZXJWb0BuBFEtotVqqjzM3N4dz586t6uZqRQ0Un88HADAajUteNxqNcLvd9BihUHjV5Gc0GunPX8nXv/51fPWrX13JU70KMkHV1dWhs7MTDQ0NMBqNUCqV4PF4NKM7kUhgfn4ewWAQly5dglAohNfrhUKhoImUxGCpr6+nE75cLofb7a7anJSPGo4h+gjETUpK96rxGgkqlQpyuRx2ux1OpxN1dXWwWCxwuVx0V1UsFhEMBjE6OopoNIrZ2Vm43W6qplksFlEul6kRJpPJkM1mwePxIBAI6N+iWCwu642qNrhcLvUIKpVKeh3FYhH5fJ4mQdfCtVwJMTwMBgPMZjNaW1tRX18Po9EIkUh03bwaUoqv0WjQ0tICtVqNdDqNUCiEwcFBpFIpmqe1GnC5XCph39jYSMW3iId0YGCAqj5Xi0F1qxBjUyaT0Y2RwWCATCYDl8tFLpdDNpulgmQKhYLmWOl0Ovr9zXoHyWcoFAo0NjbC6XRCo9Es8T7UIuT+FolEAC4n+4dCIeotXw1uSzD5Wl0Sr3cTfNgxf/qnf4ovf/nL9PtEIgG73X7rJ7oI4t7atGkTnnnmGRrLJBOX1+vFiRMnMDExgaNHjyIajWJ+fh6VSoW6xXft2oWWlhb87u/+LrRaLfbs2YN4PI5yuYzp6Wm89NJL8Hg8NVOC/GGQyUGj0cBisUAikdAyvmpNFiNJwQ0NDejo6MADDzyAhx56iCY6E6MinU4jEong5MmT+Id/+AfEYjEEg0HqUQGA+fl5AJfvW4FAAOBy4pxCoaCl2oVCAYlEomaqXgQCAcRiMQwGAywWC91JkR0nCXMVi8VVPtObh1Thbdy4EY8++ig6Ozuxffv2G84PIiE8kUiExx9/HMViER/72Mfg8Xjwd3/3d5iamqIlm3caLpcLgUCA+vp6/P7v/z7VKuLxeEilUpifn8e//Mu/YHx8HPPz88jlcjU//wCXvfNCoRB1dXVwOByor6+nlYjZbBZerxfz8/Pw+Xzw+XxQqVQQCoVQqVRwuVwfOXmdz+fDYrHAbDbjU5/6FNrb22EwGJDP5+lcUGtwOBwaPSA5S6FQCOPj44jFYqt2XitqoJDmUz6fD2azmb4eCASoV8VkMqFQKCAajS7xogQCAezateuanysSiahVt9IIBAIIBAJYLBaYTCa4XC5otVrIZDLqOSGxxqGhIczNzSEQCCCVSiGTydAHXSAQwO/3Q6PRIJPJ0OoOsVgMjUaDWCwGgUCwZmL5JNdEo9FAq9WiUqnQnUomk6nKRYwsUsQFTnRfANAKpbm5OSSTSYRCIQwNDSEYDCKdTi8Z6ysRCoVobGxEY2MjxGIxzZgPBoN0glwcoqxGiJqkQCCAXC6HSqWCQCBApVLBwsIC5ufnEQqFqtb4XA6yQ9br9TAYDDRx1GAw0PBHJpNBJpNBJBKhRiqwVE+E5JfxeDzqaVKr1cjn83A6nSiVSpibm1u13SYxUrRaLdRqNfh8Pg1B+nw+hMNhxGKxNbE5Ai6Pq91uh9FoRHt7O2w2G0149fv9WFhYoEb1wsICJicnwTAMhEIh7HY7urq6PnI1GofDAZ/Ph1AohEKhoN7GYrFY0/M78aCQjQlpbbGa+YQraqC4XC6YTCa8/fbb2LhxI4DLF3n8+HF84xvfAABs3rwZAoEAb7/9Np5++mkAl70Tg4OD+OY3v7mSp3NDkAX20UcfxYEDB2C322E2m+nNOzc3h1OnTqG3txc//elPkc/n6Q5k8YOeyWRolrTX66XhIj6fD6vVilKpBLFYTCfMWp4kOBwOzGYzTCYTOjo60NnZifHxcYyPj2NiYgIej6cqwwDEU7J9+3b89m//NpRKJaRSKUKhELxeL44cOYIf//jHtBkiKSW8XshKr9fj85//PBoaGqDVapFOp/HGG29gcnISr7/+OjweT00kDYtEIshkMqoky+PxUCqV8Pbbb+PYsWMYHBxELBarqXuXJEJv3boVDzzwADZs2ICtW7dSV3w6nYbf78fo6CiOHj2KQqGAQqFAFyGbzYYDBw5Ao9HAZrMtEW1UKBTgcrk4cOAApqenV00vgpyPWCymybFcLhfxeJxW7czNzV1XdKyW4PF4eOKJJ7Bv3z64XC4aqgOAo0eP4mc/+xnq6upgNBpx4cIFnDx5EkqlEnq9Hk888QTa29tvqVyeeBuVSiVUKlVNGyYAaOJ4c3Mz3bSl0+klLQFWg5s2UFKpFCYmJuj309PTuHDhArRaLRwOB5577jl87WtfQ3NzM5qbm/G1r30NUqkUn/70pwFcjv9/4QtfwFe+8hXodDpotVr8wR/8Abq7u2lVz51EqVTCarVSlx0pCyVuQp/Ph/HxcczNzVE10Csf8sWTg8FggEgkouWopNIjl8vRBNRamuCvhLhVSWKpQqGg3oeJiQmEw+Gq3WGTiZwsxKQhGumhEQgE4Pf7kU6nr5vgy+PxqHu5vr4eJpMJCoUCbreblqgSFd5q954QiPFMPCkEUlJZKBRq7t4lC4ler0d9fT30ej2t5EgkEvB4PBgdHcXU1BRmZmZQLBapgcLj8ZDL5TAwMACj0Uh7uyzWtiEdbROJBKRSKYRC4R33UhDPiUqlAp/PpwtvqVRCNBpFNBqlCrHXg1wXuRaZTLakqSCB/J2y2SzNvbnTYUyJRAKlUkl1TzKZDPV+EiXcQqGAYDBIvdpEy+dWDQryrJDcxVqG5OSp1WqaS5dOp5FKpVbdoL1pA6Wnpwd79+6l35PckGeeeQY/+MEP8Ed/9EfIZrP44he/SIXa3nrrLaqBAgD/+3//b/D5fDz99NNUqO0HP/jBqiQYtbe34/7778e2bdvQ2NhIzyEQCGB8fBxHjhzBiy++SFtQXwlZ8KxWK+3863Q6IZfLqaEzNTWFqakpJBKJmlmsrgWHw4HJZIJOp8PHP/5x7NixA3K5HF6vF0ePHsWrr74Kr9e72qd5w5BJyu/349y5cxgZGUEgELjuQ8nj8SCVSmGz2fDpT38aTqcTbW1tSKfT+D//5/9genoaFy9erLrOph+VSqVCO93WGkTDZv369XjggQeo4eXxeDAwMIDTp0/j5ZdfpovblVUdAoEA77zzDlpaWmh+R0dHB120BQIB7HY7zUuIRqM0FHanUKlU2LFjBzo7O5dIIWQyGUxMTGBycvKGPXhkA9LR0QGr1Yru7m44nc6rjiMG/ejoKPr6+pBKpVZNbZRAlI6Hh4fh8XgwMzNDE7sB0I6+GzZsqHmPx0rB5XKxefNmtLS0oKOjA1qtFmfOnMHQ0NASR8RqcdMGyv333/+huwMOh4Pnn38ezz///LLHiMVifOc738F3vvOdm/31K4ZYLIZIJEJdXR2sVivVPSDNsKLRKNxuNzwezzWTHHk8HkQiEaRSKUwmE03QMpvN1INC+l6QSasa8zJuFIlEAqFQCKfTCZvNBrvdjrq6OrpjCQaDdKdSrZCxzeVySKVS4PP5tGqHeLxI99YPg+QfGAwGOBwOmM1mqpkRCASoRPZaME4IteY5IRD1X9KVuVKpoFAoIBwOY2pqCnNzc/D7/bTa6kqIZoZer0cul7vqGA6HQ/PYSI7TnYbP51MvArmHyS6Y9FFZzruxuMcY8UhIJBK0tLTAarWisbHxmgUJCoUCCoUC+XweoVAIgUCAelJutweVeLeuTHIllZbJZJKO22JDsVwu0/MdGxujlTjkdZFIBL1ef0O/n3hOSqUSisUiVeRe7eeEtDkgRR/Eu0O0W0jOValUol5gi8WC5uZm2uWaJMeutsEJ3MW9eFwuF+x2O3bt2oU9e/ZALpcD+LU7+/z58/jxj39M8weuvPHkcjkaGhrQ3NyMT3/606irq0NzczM1fIDLN3I+n0dfXx9GRkaQTqfv+HWuBDweD01NTTCbzfjc5z6HLVu20GZ5w8PD6O/vx/Dw8A15H1YTssCQsGRrayvUajX0ej26u7sxNzdHPWgfdh0qlQo7d+5EU1MTtm3bRqXR4/E4gsEgQqFQTVTt3A00NjZi586d1AuQSqUQi8Vw9uxZ/PCHP0QkErnl0v/VDtuSjZZWqwWXy0U+n8fs7CzGxsbQ29uLubm5ZT06ZJP1+OOPo6WlBXa7HRqNBvX19dDpdFRw8EpISGdiYgJdXV3o7e3FG2+8Qdtk3O7rJRumxSGtQCCAsbExKi525ZjMzMzg8OHDEIvF+NGPfoSmpibcf//9SCQSGB8fR1NTEz7zmc9c9/eTFgkikQjJZBLhcBhyubwqEpBlMhkeeOABqqQrkUgAXM4F7evrg9/vR19fH8LhMA2P7d+/H48++ihkMhkYhsGZM2fw/e9/vyo2m3elgcLhcKBUKmEymWg7eeIaTSaTWFhYgMfjgc/nQzweX3LTiUQiKgXe0NCAhoYGuFwuqFQqKgO+2KonuxnSMbJWIMmFJC5JFBodDgcsFgvy+TySyST8fj9mZ2cRj8erflEmO5xwOIzp6WmqGgpc7juh0+mg1+uRTqevErIiXhYih0/k0Uk+gs/no/krRF2WZfUhlWaL8yjIWEokEloSTuTPCQKBADKZjD7LOp2O5jBcKZ1OSuuJF+ZOjz3x4pC5p1QqIRKJUFn+XC53zZ8hib5KpRIOhwONjY3Um0w0oK7MuSM/R/pP1dXVwel0wu/3w2w2IxAI0GqolUYqldI5iZw3GddisYhMJoNEIrGsancul0M4HF4iymez2ZBKpeB2uyGRSGgpfaFQWHa+5vF40Gq10Gq1SCaTCAQC4HK5N5zns9IQT4her4dOp0NjYyPq6urgcrmWGCjJZBIKhQLxeJz+/UjPIq1Wi3g8jnA4TMewGrgrDRTg8s7qnnvuQX19/RJJb1KtMzExgenp6asW3aamJjz99NOwWCzYuHEjXeRKpRI8Hg+t2qnVenjg8g1vNBqh0+nwzDPPoK2tDVarlWbB8/l8nD59GqOjo3j11VfR09ODVCq12qd9XchO98SJE+jv78fevXvh9XrR3NyMrq4u6hLu7+/Hm2++SScbHo9HDZN169ahpaUFv/3bvw2FQoFKpYK5uTkcOnSIirnFYrGaMkY/jFqP1ZMQj1QqBQDajmH//v1obGxEKBTC7Ows/H4/xsbG6MJqtVpx3333oVwuw+/3o66uDlu2bIFcLl/ybBeLRczNzdFwcDAYXHVDPZlM4vTp05iYmLhmmJF4AMRiMTZv3gy73Y4HH3wQHR0dNHGcNEv0+/1LdDBkMhltrKjVamE2m6HRaOj3H3zwAebn569ZTHAr8Pl8rF+/HmazGd3d3TCbzdi1axdcLhey2SytxCMyAdcil8shGAzS7yORCIaHh2nJcCaTwbFjxxCJROD1ehGNRq95DTKZDAcPHoTNZkNfXx/OnDmDBx98EHK5/I5X6wkEAqjVarhcLnz5y1+G1WqFw+Gg0hzEu1SpVLBt2zYUCgV4vV6aBFsqldDe3o5KpYI333wTZ86cQV9f3x29hg/jrjNQiMCYWq2GyWSCXC6nKqgkX8TtdtNqFLJrJh1u7XY7mpubYTKZ4HA4wOfzUSwWqSASUcld3PlVJpPRpNlagMPhQKFQQKPRoKGhAa2trTAYDJBIJPRvlclkEI1GEYlEaq58MZFIIJlMYnZ2FjMzM7Qskwg4xWIxGI1GFAoF5HI52ijPYDDQJOi6ujpwuVzMzc3RhLyFhQVks9k1Y5ysBUjOERkT0uxTp9MBuCyTTvrXLF5U7XY7WltbUSqVoFAoaMdakUhEq/OIUjDJwSI9rKqBUqm0bNuKxV2crVYr1YUhui4kB494kxeHbEgH70qlAplMBj6fD4VCAYPBgPr6ekxPT1Nv9Eou1lwuFyaTieoNmc1mKstONKmSySTi8fg1PUYArsovI/O2UCiEUqmknlUyP2Sz2WvOazweDwaDAUajEeVyGclkEpFIhJao30mEQiH1bLe2tsJoNNI8KBKiIWEwstZJJBIUi0XEYjEUCgXI5XIwDEMrVldTmO1K7joDRalUQqFQoK2tje6IAFCL0u/30/bSNpuNlpE2NDRg586d0Ov1aGxspCGQQCCAEydOYG5uDm+99Rb0ej2effZZ2sNHKpXinnvugcViwcLCQk14GgQCAdra2mgIy2KxUGOLJOHJ5fIlfRtqSduFeFKGhoYQCoUQjUbpxPvggw+iu7sbO3fuxNzcHHp6eiAUCqHT6eByuXDw4EHqNp2amsJ3v/tdzM/PY2hoCJlMZtnJsVaplTFdjtHRUQCXn/t169bR12UyGc3daGhooJo3BKFQCLVaDYZh0NLSQt3oxKNULpeRSqXg8/nw2muvYXJysmrc4gqFArt374bBYMCbb7551YLD5/OpUOHTTz+N9vZ2KrZIKmCOHz+O0dFR+Hy+qzwoMpkM+/fvx2OPPUbbRJCQUCQSgdPpRDQahdfrXbH7RygU4uDBg9i7dy/trk166YRCIczPz2N4eBgXLly46QoqslgPDQ3B5/OhXC4jkUhQI+9KeDwebai5YcMGBINBXLx4EZFIBH6/f0Wu90ax2Wz4sz/7MzgcDjQ0NCCVSuHFF1+km6ZyuQyn0wmVSoV169ZBr9ejo6MDBoMBGo0GDMNAJBKBYRhMTEzg5MmTVZXcf9cZKGTnQAR2iLVJKjx4PB5144rFYpjNZupFWLduHe12TFygoVAIk5OTcLvdGB0dRTweRzQahUqlQqVSobs10k2zFlhcmUB2oCRTnewgiUiRXC6HXC5HLperCTGyxZBJiOQcES0ck8lEtVLC4TA1UOrr6+F0OsHhcBCNRpFOpzE5OYmFhQVEIpFVd+2zXE0ymYTP50MymUSlUqH6FWSDwTAM3aTcCMS4JXkeRC14YWFh1e5/4v0lu30+nw+DwYBIJHKVNgtZ2Ovq6mCz2WCz2WCxWJDNZmn3WrfbjbGxMQwPDyMYDC7Jx5JKpZBIJGhubsbCwgKEQiFMJhOEQiE16ognZiUhwpcOh2OJ0UO8WNlsFqlU6iN13iXjWSqVli1kWNxAksPhQCgU0jkilUohGAxSD+qdgEgdkHnJaDTS3jnj4+Nwu92YmJig16TRaCCXy5HNZtHc3EzHi0Duj2qoRFpMbayYKwSHw4HFYqGCTYsFe6RSKQQCAZ544gls2bKFlgwSg0YqlUKtViOVSmFkZARutxvvvvsufD4fzp8/T6sD1Go1vdmvvJlrRdAnn8/j3LlzGBsbg9/vh8FgoLLwO3fuhN1uR0tLC5xOJ1KpFEwmE86ePYuhoaGqu8E/jEKhgFKphL6+PuRyOTQ1NWHTpk1wOBzo6uqCzWbDunXrqMFGKgdIUiQJc8Xj8ZoKcd0MtZ6DQhZdn8+HYDBIw62Em72+crmMdDoNr9eL733ve5iZmUFvby/i8fiqaRzl83n4fD5oNBqUy2XIZDLYbDaUy2Vs3rwZGo0GQ0NDKJVKaGtrg8lkwm/91m+hubkZVqsVhUIBb775JsbGxnD69Gm43W74/X7E4/GrQlZkI3Ls2DFMTk7iiSeegNVqhUgkglgsRl1dHXbt2oXh4WHMzMzUtNFODFmyMSOluoRyuQyfz4eZmRl88MEHVKTxTmCz2fDJT34SdXV18Pv9GBkZwU9/+lNqKJFGiQzDIJFIgM/n4/z589BqtWhoaIDNZlvyeVwuFw8//DDq6upw+PBhnD179o5cx/W4qwwU4Nfqg1caDKSu3mq1wmg00lwV4NfhCyJ+RNxnAwMDCAaDcLvdKJVKNARC4tzk56pdbXCxDggxqoiHQCwWw+PxIJFI0DCHQqGAXC6HTCaDw+FAPB7HzMwMpqamlggjVTskJh2JRDA5OUmz80kfJpIUvHgRW5x/QBoCVkN5Icu1If1ESIVCuVy+oQR28hyTqhVCqVSi5eTDw8Nwu92IRCKrGtorlUpIJBJIpVJ0viGeXoPBQBcoADQ0QaoPRSIRCoUCZmdnMTIygrGxMczNzVHj/UrIMxMIBJBMJrFt2zYUi0X6+SKRCBqNBjKZ7LZc63I5NWS+Jjlyt/I8LtZZIZWZpAS3XC7TUB/DMFRTKRwOIxQK3cql3fC58fl8qFQqdHR0QCaTIR6PY25uDmfPnr3mOZB7k+QVEcOFdCYnY2e1WlEsFtHT00N1nVZ743XXGSiExW22yUNNXKBkwBiGobHUSCQCt9uNyclJvPPOOzTDnZSjiUQimM1mNDU1Yd26dbBYLFRSm/yuatyNkqSpdevWQSaT0UV3dHQUyWQSo6Oj4PP5GB4ehkgkwgcffAC9Xo9HH30UXV1dqK+vR3NzM2QyGcxmMy5cuIDBwcHVvqybgij8hkIhXLp0Ca2trZicnERbWxv279+/xFC926h1wyuTySCfz+PNN9/EzMwMmpqa0N7eft2fUyqVcDqdUCgUsFqt4HA4yGazmJ+fx/e+9z3Mzs7i4sWLSCQSqx7aTCQS6OnpAQC6OeDxeJBIJGhsbASHw8Hg4CAYhsG+ffvQ0tJC56dQKIRIJIKenh588MEHCAaDyOfz112YSDItSQon90k6naYhzztx73A4HMjlctqB2+l0IhKJXLdVxYchk8nQ0NAApVKJ+vp6KBQKOBwOlEolDAwMQCqVQqVSrcqmU61Wo729nebJBYNBfOtb36KtWJZDIBBQdWC1Wo1yuYyenh74fD5aBGG1WmE2mzEyMoJ4PI6pqSnatX21uOsMFKJ0uJx1uHh3THZLXq8XXq8Xo6OjGB0dRW9v71W7Cz6fT3NbSEfRKz+3GiEhKIvFQm/cbDaLyclJFIvFq3aGoVAIcrkcTU1N0Ov1aGtrg8ViQUNDA6LRKI1L3wlFyZWC6FeQJGkAqKurg1KppHlEwK93jyTmvdb0TsjOk9z/ZAJe7E2oNUi4dXZ2FqlUCtls9ioF0sWQHapOp6PKmsDlsc/n84hGo+jv78fc3BxCodCqGyfAZS9RIBBAOBymGyYSoiblv8QD4HA44HK5qJcwlUohEokgEAjA5/MtqXj6MK7MVyD/EsHClRb5Wqw3s7hhI4fDoWJzCoUCKpXqlgQxideEtPRoaWmBSqVCc3MznQ9JWTLxqCxXLXU7EIvFNHeIeMemp6cxPz//oZ5rksNjs9kgFotRqVTg9XoxOTlJO5cbjUYoFArYbDY4nU7EYjEEAoFVncvvKgOFYRgaJ1y3bh1MJhNtlESYmZnBxMQErav3eDwYGxtDLpdDMplEMpm85mCRB4UkkRLIxLZaIj4fBjFOtFotDhw4AKfTCZFIhEQiAbfbjUwmQ+WrCUSI7LXXXkNfXx8eeOABdHd3Q61W4/HHH6dNI/v7+6uqnv6jcOWkEw6HceHCBczOzuKtt96Cz+dDIBBYM4bK4gaZc3NzMBgM1HhtbW2lzRRrkVQqhUKhgEwmg/Hx8WWPs9ls2LlzJ6RSKZqbmyGVSsHj8RCPx3HhwgXaWDAQCFRNfgWR7w+FQjh9+jQcDge6u7shlUqxZcsW2O12BINBlMtldHR0UO2nYrGIM2fOYHR0FPPz88sKnF0Lq9UKp9OJ5uZmKBQKGjYLhULo7e1dVkPko1IoFPDLX/4S4+PjaGlpgcFgQGNjI/R6PQ0pkcTdYrGIQCBw079DoVDQis1PfOIT0Ol01NMkl8tRqVTQ0NBAr8vr9aKvrw+jo6N3LPfEbDbjN3/zN6HT6bCwsIDp6WmEQqHr5sGJRCI89NBD2LhxI9XtOn78OI4ePYpjx45Bp9PhC1/4Au677z7cd999aG9vx+nTp3HhwgX09fXhwoULd+T6ruSuMlAAIBaLIZfLwePxwOPx0DgcYWFhAUNDQ1hYWMDU1BTtdno9SCLVlfFtEuurxkVssaJmY2MjWlpaIJPJaBUSSRBbbKAQb8PExAQ8Hg9MJhNkMhm2bNmCpqYmGo8PBAI1VXp8JSQkR7wKDMPQTt7j4+M4deoUEokEMplMzV7jYshusFgsIplM0oRvkUhEc3Gu1dW2ViD3LUlwXY7Fu3KtVkt3ykTgyufzIRqNVpVcAKlCyWQymJ2dBY/HQ3t7O8RiMV1gGxsbUSwWYTAYoFKpAICGrCYmJpBIJG5ql6xSqeBwOKgcPpEfIH/fW20fcCXlcpmGnXk8HorFIsxmMy2TFYlE0Ol0dNO5uEJl8d+JeAavFZ6Ry+Uwm81wOp1Yv349VZderF9lNptRLBapZITP54PH47kjCdJcLhdKpRLt7e0QiUQIBoM0V3C530+8n2SOJ/dFoVCA2+3G4OAgPB4PlEolHnnkERSLRdhsNjgcDuRyOTAMg0AggEuXLlGv2ZXczlYPd52BQlygb7zxBvr7++nNTSDiY0T450bLxlQqFfbs2YOmpqYlE3k2m8WZM2cwNjZ2x6zsG4Ukgmo0GippT1y9ZBJebpdIRKlOnz6NqakpcLlcGAwGqizp8/nQ09NDvTC1BFGOJVVeqVQKCwsLGBgYwE9+8hNUKhXs2rUL8Xgc77//flXpBtwKJHTl9/uxsLAAk8kEhUJBy1A/+OAD8Hi8mqrUulG4XC5Vgd63bx9NlCeTcjqdxvj4OKanp6syCZxhGEQiEbz11lvo6OjAnj17IJVKqQfo4YcfBsMw0Gg0qFQqNKlzYGAAFy5cuOmcjaamJjz22GNoaWkBl8uF1+vF+Pg4hoeHaX7KSlIulzE+Pg6fz0fLmv1+/xKPdXNzM60iWqwYSxgbG0NPTw8aGhqwbdu2q4wUsVgMnU4HjUYDk8lE2xqQe31xgjzp2ebz+eDz+W67gaLRaNDY2IjOzk7o9XqkUilcvHgRY2Nj17wfF7cx+NjHPgaXy4XOzk5IpVK89dZbmJqawvT0NIBfexdffvllTExM4MCBA9i6dStaW1tpUvWWLVswPT19zc16KBTC1NTUbZkT7joDhcTThoeHMTw8vGKfKxaL0djYCKfTeZUU9szMDCYnJ6tOxIvsFMViMRU/Im3TM5nMh8bXSWx/amoKCwsL2L17NxKJBA3xWCwWyOVyWpZZS/B4vCXJ0rlcDn6/HzMzM7RUb9euXYjFYjh9+vQqn+3KsdiDEo1GUSgUwOFwqOqyTCZbkSqJaoR4QDUaDVpbW6FQKGiHWtLt1u/3IxQKVV2olpBOpzEyMgKhUEgXTIFAAKFQiI6ODnrc4jH2eDyYn5+/4Vwa4lk0Go3o6uqCTqcDh8NBPB7HxMQEvF7visvcA5cNsGAwiFgshlAoBIvFgng8jng8Ts9Jr9ejvr5+WYG106dPI5FIYNOmTXjqqaeuUvYmRioR5SPXu/gcyL8kHyaVSt2RjadEIqGd0+VyOd00eb3ea14rUTDX6/XYvXs3LS/n8XgYGhpCb28vVQgmlYgXLlyA1+tFe3s7Nm3aBJ1OB4PBQBWHe3t7r1mxyOVyMT09zRooLCsLkfYPhUIIhUJQKpW0z4ZUKoVIJLoqBHYlRO9lcnISp0+fxubNm2EwGMDn86n6bK2h0WjQ3d0Nu91OPShE+4YsViRrnoh/rZUFu1KpYHp6Gnw+Hxs2bKDaQSR5zmAw0IZqa4nm5mbs37+fijES4zQajdKdak9PD4LBYFUkxl4LIlHv8XjQ29tL5c+J8vFiiOF1ow0OiRZUU1MTXC4Xdu7cCZPJhHK5DI/Hg4sXL+JXv/oVZmdn70jSKOmBFYvFqJjc3r17sXnzZirAdyVdXV2Qy+XQ6/WQy+VXJUoTQyeTyWBychICgYDqhUQiEVQqFYjFYjAMA4lEArVaDYfDgXQ6TROM7xSpVIoma1/Lg6JUKvGZz3wGTU1N2Lx5M9RqNWZnZxGNRtHb24sLFy4sUQgmBmA6ncaPf/xj9Pb2Yvv27Vi/fj2EQiEaGhqgUCiuWQH37rvvoqen57YY7qyBsoJcWbpc7VQqFaq+mEwmkU6nqToiyae5nquWeKR8Ph/GxsbQ0NBAdWCIlkCtQfRdiAZKNpvFwsIC3T0Xi0WEw2Ea2rkyT6eWqVQq8Pv9EIvFyGQy4HA40Gq1NA9FpVIhm82uOQPFbDZj3759VHSMeIpSqRQuXbqE0dFRTExMVFXuyZUQ+X2i61OpVOByua7ZjmJxFQ5ZWK5laC8WslSr1WhtbcW2bdvQ2toKtVpNuyZPT0+jp6cH6XT6tnqYFp9/OBxGNBrF2NgYfD4fOjo6lmhQXYnD4YDD4Vj2MwmlUglzc3MQi8UwGAwAQDV05HI53XyR8uZwOHxHtHAWn2cul4Pb7YbP57tqjuZwOJDJZNi7dy/1cjEMQ3V7pqamMDMzc9Xnk3XgvffeQ19fH/WUkY2JwWBY4okjeL3e21bhxxootwhJQiKlbqQzMsMwyOfztBy1GsW8SNIYacWdyWRgMplQqVSgVquhUqlQLBY/dPElkuFWqxUdHR1QKBRIpVLU8Fktdc2VIJfLwefzYXZ2lvYlkcvlsNvteOSRR5DL5Wiy2sjISE1fK6FSqSAWi0EikSy5Hg6HA7vdjvXr19Od+lpAqVTSipCGhgao1WpwOBwaBpmensYbb7xxxxIhbxWi3fT666/DbDYjHo/DZDJh586dUCqVtDxXr9dDJBLh2Wefxcc+9jFMT08jFovRfATg8pi7XC4YjUZotVqoVCrY7XZYrVZIJBL4/X6Mjo6ir68P/f39SCaTtz0/h3hrC4UC7WY8PDyM2dlZjI+PY3BwECaTiRoWN0IgEEBfXx80Gg02bdpEvROksznZgJXLZWqoPfbYY7SZarlcxuzs7G0N9ZDybSLGR/IHiUgcMQqVSiUeeOABuFwuOBwOSCQSTE1NIRKJ4Oc//znGx8dpr7nlINo27777Lqanp6lxQiQ0COFwGHNzcxgZGbltGzTWQLlFSCUM6d2zuNspiVPeqBt1NSA9iLLZLLLZLN1tkaaKsVjsQydmPp+/pOmaTCZDOp1GJpOpqu6uHwUi3ub3++F2u5FMJiGRSGA0GrFr1y7avn12dhZTU1M1sYBdD4ZhkEwmaab/4nvWaDSiubkZk5OTq3iGK4tMJoPdbofNZqPeEw6HQ9VZFxYWcObMmarq8Ho9kskkTp06Ba1WCy6XC5fLhXXr1kGhUAAA7dytVCrx5JNPIpfL4cSJE5ifn0cwGKQaJhwOB7t27UJ7ezvt5kx6dAWDQfj9fkxOTuKDDz7A1NTUHaloq1QqWFhYQCaTwb333ksl/f1+P30ORSIR9Hr9DX9mJBLBBx98ALvdjnXr1tFSdFIskc/nqRFAKqMefvhhmkC6eN68XZRKJarjQwwUEnZb7KWWy+W477770NzcTHuKLSwsYGZmBkePHr2hvMt8Po98Po+enh709PRAqVRCqVTCarUu8UBNT0+jt7f3to45a6DcIjweDwqFAlqtFk6nE2azGXw+H8ViEV6vlz700Wi0anQTriSVStFeHGq1GlqtFo899hjWr1+P999/n5Zck0x/DodDLep169bRmLTVasX8/Dz6+/sxNjaGTCZTtdd8LUh4i1QjkS6npEtpqVSCVCqFXC6HSqWiPU8KhcJVCXe1DCmLJx2+xWIxTbrTaDRLqt5qFSK25XK5cP/996OzsxNCoRCVSoWKXx0+fBhjY2M1Z3gSaYNEIkF1e0qlEsxmM/bu3QuDwQCFQkE3FzweDx0dHbDZbFdtKmw2Gy0xFwgEyGaziEajOH36NN5//31a2RGNRu/IBoz0liFNPmdnZxEOh2nJ7/T0NGQyGaRSKXK5HHK5HMbHx9Hf3097bclkMuoJIG09SOff2dlZeL1epFIpxONxzM/PU084wzDg8/lIJpN44YUXoFAoMDIygkgkctsNWFIS7vF4EIvFIJVK8cQTTyAUCmF0dBQ8Hg8OhwNarRY7d+6EXC7H/Pw8EokEfvnLX1Ltno8CKTcmzwYhFovd9jFnDZRbhM/nQ6FQQKPRwG6307wFUvnh8XgQDodvSXr5dpNOp3HkyBHYbDbs378fWq0W+/fvpzHV4eFhRCIRenNyuVwYjUa6k9ixYwd0Oh2USiUuXryIEydOYGJioubKb0kVh16vh9FoRDQaxdzcHKLRKAKBAFXmlMlktFu11WpFOp2umU7V14NoapBmiOTaRCIRJBLJshoTtYZAIIBUKoXD4cCePXtgMpkgEAioIOPk5CR+9rOfIRwO16SBUiqVkEwmMTAwAD6fj9HRUZjNZthsNqqLQSp8hEIhWltbb+izSVL92bNn8dJLLyGTydzxvBziSfD5fJifn0ckEkE6nUYgEIDb7abhaVLl89prr+HQoUN46KGHIJfLUVdXB6FQSD0P0WgUs7OzYBgG8/PzCAQCyGQyVLDyyqRon88Ht9sNDodDE4Jvdw4a0e7y+/1IJBJQKpU4cOAA0uk0RkdHIZVKsXv3bkilUgCXWzycPHkS09PTeP311zExMfGRf3ehUKBpANcLD600a2NWXUXkcjk6OzvR3NxMG+4Bly1zstsWi8VLWp5XGyQZMBwOo6enB/F4HBs2bIBMJsPWrVvhcrnQ2NiISCQC4LKBQqTxifvX5/NhZGQE586dw/nz5+/4jbwSENE6sgDz+Xxa2UTyEiKRCMbGxnDo0CHw+XwEg0F4vd6aDmUthmEYmhw7MTEBnU6Hrq4uGI3G1T61FUWhUMBut8PhcMBut9P8jHA4jDNnzmBgYADhcBjJZLIqn9kbhex8iYfh5ZdfRl1dHYxGI2QyGZxOJ1QqFWw2GxQKBaRSKb3/yYJNkkATiQRmZmYwNzeHvr4+pNPpVbvvK5UKBgYGEIlEsLCwAACYnZ2lnusLFy5AKpVCJpNR7+fU1BReffVVmEwmNDU1UVG+sbExapQcOnQIqVQK4+PjSKVSyxoe5PU7XXIfCATw6quvor6+Hvfffz/tI5dKpXDy5EmUSiXMz88jmUxieHiYjl2twhoot4hCocD69evR3Ny8RP+Ex+PR1u4SiQRisbhq+9OQCYxhGJw6dQo+n4/KSO/evZuW3pVKJWqAkR0Y0Rzo7+9Hb28vTp8+jQ8++GCVr+ijwefzl0zQQqEQarWaliQWCgUao//+978PmUyGurq6VZ2obwfpdBqFQgEjIyPg8/mwWCxrzkBRKpVwuVxwuVyor6+nu+lgMIjjx49jamoKwWBwTYxruVymFRo//vGPadduhUKBBx54AE6nE7t374bNZqNeFeDXrUGGh4cxMTGBubk5DA4OYnR0lPalWi0YhsGFCxeWSLDPzMxgZmaG5sk0Nzejra0NHo8HpVIJ4+PjmJ+fh9lsRnt7O626JJuMfD6Pc+fO3ZDBsVrzuNfrxc9//nNs2bIF+/fvp5ti0jAyFArh5MmT1NNV6/cva6DcIqQb8JU9eMgkkEqlaL+fG23EtVoQCXuSZOf1etHd3Q2NRgOBQHBV+V6hUKC9PAYHB6loW61C+iYR7RfStl6tVtNcE6I2uXXrVuTzeQwODiIajVb1uH4UKpUKZmdnweVysW3bNtjt9prKJ1oOsnjZbDZs2LCBat2Ew2FMTU3h4sWLGBoaQiAQqFpBtluBXBPpsTUwMID5+Xl4vV5qjC82UKanp+H3+6lIGkkWrWavEpECCAaD4HK5CIVCAEA1jCKRCCYmJqiBkkqlkMvlqKZTNUMEA/v7+/FP//RPdIxIiCudTlMJhLVw/7IGyi2yOJt68eLN5/NhNBpRKpWg1+tpomw1UygUcPHiRSqR3dDQgLq6OtrtcrHOC8n0Pnz4MH7605/SEsVqf8A/jFKphFwuh3w+T3t2EDXGlpYWlMtlKJVK2O12PPnkk5ibm8O7774Lv99f8zuVK6lUKtT1vW/fPjQ3N1etQNnNIBQKoVAo0NjYiPvuuw9GoxEcDgcejwdvvfUWhoaGcPbs2aps7rkSkHwJ4lEJBoNL5q0r9Syu7FZcCxBPNem3duXrpFdYLZLL5TA7O4vZ2VmcPn36qnGppXG6EVgD5SPC5XJpCKC+vh5Wq3VJomQ+n8fMzAxmZ2cRCAQQj8drZpdN5PnT6TRefvll2pdk8eRVKpVQLBap/sGVJam1SKFQQDwep+WTGo0GZrMZJpMJ27dvB5fLpa7xSqVCjZm1cO1XwjAMTXI+fvw4AoEAvF4vVSqtVWw2G7q6utDZ2Qmj0QilUgkAiMfjGBkZwfz8/B1RQq0mFl/r3XTdtc5aNKCvhDVQPiKkesdoNGLjxo3Q6XRLclBI0tLk5CSmp6erqj379SgWi7h48SI4HA6OHDnyoSqBqx2LXkkymQwymQympqbQ09OD1tZWNDU1obGxEU8++SQkEgksFgutjkgkErSiYC1Cdtk//OEPl/TgqeVFrKOjA5/61KfQ0NCA+vp6em8Hg0HaoboWXP0sLHcDrIHyESH5CtFoFJcuXYLFYkFLSwsqlQqN6V68eBFzc3PIZDI1tyur9YXoVojFYhgbGwOHw4HD4YBIJIJCoQCPx6OldqdOnaKKlmudtWSELq7UurI1BcmtuFvvexaWaoM1UD4iRNlvZmYGP//5z9HW1gaHw4FcLodjx45hcnISr7zyCs2kZie92sHj8eCdd97B/Pw8eDweGhoasHfvXmSzWczMzKCvrw8vvPACIpFIzWlk3O0IBALIZLI1oeXCwrLWYQ2UW4BoRkxPT6NYLOL1119HoVBAX18ffD4fLT9ljZPagqhwki6tfr8fmUwGhUKB5qeQUlx2bGsboqPhdruRz+drJgzLwnI3wBootwDDMIhEIjh+/Di4XC5+9rOfAbjsXSE9btgFrPbIZrO0z05/fz+4XC6VsifhDtY4WRuMjo7i5z//OYaHh9dkuTgLSy3Dvf4hS3nvvffw+OOPw2KxgMPh4D//8z/pe8ViEX/8x3+M7u5uyGQyWCwWfOYzn7kq6z+fz+NLX/oS9Ho9ZDIZDh48iPn5+Vu+mNWAyEoXCgWk02mk0+mq7V7McuMs7vScy+Xo2JLu1OzY1iY+nw+9vb04deoUjhw5grNnz2JychJ+v7/q9T1YWO42btqDkk6nsX79enzuc5/DU089teS9TCaD8+fP4y//8i+xfv16RKNRPPfcczh48CB6enrocc899xx+9atf4dChQ9DpdPjKV76Cxx57DL29vWuq6RoLC0t1ceLECZw7dw4cDgc8Ho9uLsrl8ppJBGZhWTMwtwAA5pVXXvnQY86ePcsAYNxuN8MwDBOLxRiBQMAcOnSIHrOwsMBwuVzmjTfeuKHfG4/HGQDsF/vFfrFf7Bf7xX7V4Fc8Hr/uWn/TIZ6bJR6Pg8PhQK1WAwB6e3tRLBaxf/9+eozFYkFXVxdOnTp1zc/I5/NIJBJLvlhYWFhYWFjWLrfVQMnlcviTP/kTfPrTn6aKjT6fD0KhEBqNZsmxRqMRPp/vmp/z9a9/HSqVin7Z7fbbedosLCwsLCwsq8xtM1CKxSI++clPolKp4IUXXrju8QzDLKtY+qd/+qeIx+P0a25ubqVPl4WFhYWFhaWKuC0GSrFYxNNPP43p6Wm8/fbb1HsCACaTCYVC4arGeYFAYNmW7iKRCEqlkn4pFIrbcdosLCwsLCwsdwDmBirmVtxAIcbJ+Pg43nnnHeh0uiXvb968GQKBAG+//TZ9zev1YnBwELt27bqh35FMJlf0nFlYWFhYWFjuHDeyjt90mXEqlcLExAT9fnp6GhcuXIBWq4XFYsFv/MZv4Pz583j11VdRLpdpXolWq4VQKIRKpcIXvvAFfOUrX4FOp4NWq8Uf/MEfoLu7Gw8++OANnYPFYsHQ0BA6OjowNze3xEPDsvokEgnY7XZ2bKoMdlyqF3ZsqhN2XFYehmGQTCZhsViueyyHuRE/yyKOHTuGvXv3XvX6M888g+effx4ul+uaP3f06FHcf//9AC4nz/7hH/4hXnrpJWSzWezbtw8vvPDCTSW/JhIJqFQqxONx9sapMtixqU7Ycale2LGpTthxWV1u2kCpFtgbp3phx6Y6YcelemHHpjphx2V1ue06KCwsLCwsLCwsN0vNGigikQh/9Vd/BZFItNqnwnIF7NhUJ+y4VC/s2FQn7LisLjUb4mFhYWFhYWFZu9SsB4WFhYWFhYVl7cIaKCwsLCwsLCxVB2ugsLCwsLCwsFQdrIHCwsLCwsLCUnXUrIHywgsvwOVyQSwWY/PmzXj//fdX+5TuKp5//nlwOJwlXyaTib7PMAyef/55WCwWSCQS3H///bh06dIqnvHa5b333sPjjz8Oi8UCDoeD//zP/1zy/o2MRT6fx5e+9CXo9XrIZDIcPHgQ8/Pzd/Aq1h7XG5fPfvazVz1DO3bsWHIMOy4rz9e//nVs3boVCoUCdXV1+PjHP47R0dElx7DPTHVQkwbKT37yEzz33HP48z//c/T19eGee+7BgQMHMDs7u9qndlfR2dkJr9dLvwYGBuh73/zmN/Gtb30Lf//3f49z587BZDLhoYceYvso3QbS6TTWr1+Pv//7v7/m+zcyFs899xxeeeUVHDp0CCdOnEAqlcJjjz2Gcrl8py5jzXG9cQGARx55ZMkz9Nprry15nx2Xlef48eP43d/9XZw5cwZvv/02SqUS9u/fj3Q6TY9hn5kqgalBtm3bxvzO7/zOktfa2tqYP/mTP1mlM7r7+Ku/+itm/fr113yvUqkwJpOJ+du//Vv6Wi6XY1QqFfOP//iPd+gM704AMK+88gr9/kbGIhaLMQKBgDl06BA9ZmFhgeFyucwbb7xxx859LXPluDAMwzzzzDPME088sezPsONyZwgEAgwA5vjx4wzDsM9MNVFzHpRCoYDe3l7s379/yev79+/HqVOnVums7k7Gx8dhsVjgcrnwyU9+ElNTUwAuN5D0+XxLxkgkEuG+++5jx+gOcyNj0dvbi2KxuOQYi8WCrq4udrxuM8eOHUNdXR1aWlrwX/7Lf0EgEKDvseNyZ4jH4wAuN7QF2Gemmqg5AyUUCqFcLsNoNC553Wg00s7JLLef7du344c//CHefPNN/N//+3/h8/mwa9cuhMNhOg7sGK0+NzIWPp8PQqEQGo1m2WNYVp4DBw7gxz/+MY4cOYK/+7u/w7lz5/DAAw8gn88DYMflTsAwDL785S9jz5496OrqAsA+M9UEf7VP4KPC4XCWfM8wzFWvsdw+Dhw4QP/f3d2NnTt3orGxES+++CJN9GPHqHr4KGPBjtft5ROf+AT9f1dXF7Zs2QKn04nDhw/jySefXPbn2HFZOX7v934P/f39OHHixFXvsc/M6lNzHhS9Xg8ej3eVlRoIBK6yeFnuHDKZDN3d3RgfH6fVPOwYrT43MhYmkwmFQgHRaHTZY1huP2azGU6nE+Pj4wDYcbndfOlLX8Ivf/lLHD16FDabjb7OPjPVQ80ZKEKhEJs3b8bbb7+95PW3334bu3btWqWzYsnn8xgeHobZbIbL5YLJZFoyRoVCAcePH2fH6A5zI2OxefNmCASCJcd4vV4MDg6y43UHCYfDmJubg9lsBsCOy+2CYRj83u/9Hl5++WUcOXIELpdryfvsM1NFrFp67i1w6NAhRiAQMP/6r//KDA0NMc899xwjk8mYmZmZ1T61u4avfOUrzLFjx5ipqSnmzJkzzGOPPcYoFAo6Bn/7t3/LqFQq5uWXX2YGBgaYT33qU4zZbGYSicQqn/naI5lMMn19fUxfXx8DgPnWt77F9PX1MW63m2GYGxuL3/md32FsNhvzzjvvMOfPn2ceeOABZv369UypVFqty6p5Pmxckskk85WvfIU5deoUMz09zRw9epTZuXMnY7Va2XG5zfy3//bfGJVKxRw7dozxer30K5PJ0GPYZ6Y6qEkDhWEY5rvf/S7jdDoZoVDIbNq0iZaIsdwZPvGJTzBms5kRCASMxWJhnnzySebSpUv0/UqlwvzVX/0VYzKZGJFIxNx7773MwMDAKp7x2uXo0aMMgKu+nnnmGYZhbmwsstks83u/93uMVqtlJBIJ89hjjzGzs7OrcDVrhw8bl0wmw+zfv58xGAyMQCBgHA4H88wzz1z1N2fHZeW51pgAYL7//e/TY9hnpjrgMAzD3GmvDQsLCwsLCwvLh1FzOSgsLCwsLCwsax/WQGFhYWFhYWGpOlgDhYWFhYWFhaXqYA0UFhYWFhYWlqqDNVBYWFhYWFhYqg7WQGFhYWFhYWGpOlgDhYWFhYWFhaXqYA0UFhYWFhYWlqqDNVBYWFhYWFhYqg7WQGFhYWFhYWGpOlgDhYWFhYWFhaXqYA0UFhYWFhYWlqrj/wH9JYKMXCaNCQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## functions to show an image\n",
"def imshow(img):\n",
" #img = img / 2 + 0.5 # unnormalize\n",
" npimg = img.numpy()\n",
" plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
"\n",
"## get some random training images\n",
"dataiter = iter(trainloader)\n",
"images, labels = next(dataiter)\n",
"\n",
"## show images\n",
"imshow(torchvision.utils.make_grid(images))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "21260ecc-202e-40a7-ad12-02d49055bdc6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image batch dimensions: torch.Size([32, 1, 28, 28])\n",
"Image label dimensions: torch.Size([32])\n"
]
}
],
"source": [
"for images, labels in trainloader:\n",
" print(\"Image batch dimensions:\", images.shape)\n",
" print(\"Image label dimensions:\", labels.shape)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "00450688-b5a3-4df7-abf5-1428dd7a3792",
"metadata": {},
"outputs": [],
"source": [
"## the model\n",
"class MyModel(nn.Module):\n",
" def __init__(self):\n",
" super(MyModel, self).__init__()\n",
" self.d1 = nn.Linear(28 * 28, 128)\n",
" self.dropout = nn.Dropout(p=0.2)\n",
" self.d2 = nn.Linear(128, 10)\n",
" \n",
" def forward(self, x):\n",
" x = x.flatten(start_dim = 1)\n",
" x = self.d1(x)\n",
" x = F.relu(x)\n",
" x = self.dropout(x)\n",
" logits = self.d2(x)\n",
" out = F.softmax(logits, dim=1)\n",
" return out"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "20abb31a-584c-4efc-850a-308853300b14",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"batch size: torch.Size([32, 1, 28, 28])\n",
"torch.Size([32, 10])\n"
]
}
],
"source": [
"## test the model with 1 batch\n",
"model = MyModel()\n",
"for images, labels in trainloader:\n",
" print(\"batch size:\", images.shape)\n",
" out = model(images)\n",
" print(out.shape)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "71f3b1ca-6507-48d2-bde5-3d7a437fb108",
"metadata": {},
"outputs": [],
"source": [
"learning_rate = 0.001\n",
"num_epochs = 5\n",
"\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
"model = MyModel()\n",
"model = model.to(device)\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f3aedefc-1e05-4952-a390-2d7fae26bd2c",
"metadata": {},
"outputs": [],
"source": [
"\n",
"## utility function to compute accuracy\n",
"def get_accuracy(output, target, batch_size):\n",
" ''' Obtain accuracy for training round '''\n",
" corrects = (torch.max(output, 1)[1].view(target.size()).data == target.data).sum()\n",
" accuracy = 100.0 * corrects/batch_size\n",
" return accuracy.item()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "498cbc09-c3bd-4e57-9aab-ab192c49198a",
"metadata": {},
"outputs": [],
"source": [
"## train the model\n",
"for epoch in range(num_epochs):\n",
" train_running_loss = 0.0\n",
" train_acc = 0.0\n",
"\n",
" ## commence training\n",
" model = model.train()\n",
"\n",
" ## training step\n",
" for i, (images, labels) in enumerate(trainloader):\n",
" \n",
" images = images.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" ## forward + backprop + loss\n",
" predictions = model(images)\n",
" loss = criterion(predictions, labels)\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
"\n",
" ## update model params\n",
" optimizer.step()\n",
"\n",
" train_running_loss += loss.detach().item()\n",
" train_acc += get_accuracy(predictions, labels, BATCH_SIZE)\n",
" \n",
" model.eval()\n",
" print('Epoch: %d | Loss: %.4f | Train Accuracy: %.2f' \\\n",
" %(epoch, train_running_loss / i, train_acc/i)) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0f4df7d5-b244-4a68-b06a-bb750c975cf3",
"metadata": {},
"outputs": [],
"source": [
"test_acc = 0.0\n",
"for i, (images, labels) in enumerate(testloader, 0):\n",
" images = images.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model(images)\n",
" test_acc += get_accuracy(outputs, labels, BATCH_SIZE)\n",
" \n",
"print('Test Accuracy: %.2f'%( test_acc/i))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "76669cbb-29a0-402e-88ed-9b0ce913945f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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