1778 lines
3.2 MiB
1778 lines
3.2 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "a9cea997",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import torch\n",
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"import torchvision\n",
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"from skimage.feature import hog\n",
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"\n",
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"import os\n",
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"import random\n",
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"\n",
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"plt.rcParams['text.usetex'] = True\n",
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"plt.rcParams['font.family'] = 'Charter'\n",
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"plt.rcParams['text.latex.preamble'] = r'\\usepackage[charter]{mathdesign}'\n",
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"\n",
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"plt.rcParams['font.size'] = 12\n",
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"plt.rcParams['axes.labelsize'] = 12\n",
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"plt.rcParams['axes.titlesize'] = 12\n",
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"plt.rcParams['legend.fontsize'] = 12\n",
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"plt.rcParams['xtick.labelsize'] = 10\n",
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"plt.rcParams['ytick.labelsize'] = 10\n",
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"\n",
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"golden = (1 + 5 ** 0.5) / 2\n",
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"pt_to_inch = 1 / 72.27\n",
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"textwidth = 430 * pt_to_inch\n",
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"fig_width = textwidth\n",
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"fig_height = fig_width / golden\n",
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"\n",
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"from cycler import cycler # Optional for custom cycling\n",
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"default_colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
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"blue, orange, green, red, purple, brown, pink, gray, yellow, cyan = default_colors"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 122,
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"id": "44e8e38d",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Train size: 788\n",
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"Validation size: 100\n",
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"Test size: 200\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"['warning-slippery-road', 'warning-slippery-road', 'misc-bus-stop', 'mandatory-keep-left', 'prohibitory-no-trucks', 'prohibitory-no-transit', 'warning-pedestrian-crossing', 'prohibitory-no-overtaking', 'misc-parking', 'mandatory-go-straight', 'misc-gas-station', 'mandatory-cycle-path', 'prohibitory-no-stopping', 'mandatory-roundabout', 'prohibitory-no-transit', 'misc-bus-stop', 'prohibitory-no-trucks', 'misc-parking', 'misc-pedestrian-crossing', 'warning-curve', 'misc-parking', 'misc-gas-station', 'warning-pedestrian-crossing', 'warning-steep-ascent', 'mandatory-keep-left', 'prohibitory-no-transit', 'prohibitory-no-stopping', 'prohibitory-no-stopping', 'misc-gas-station', 'prohibitory-no-stopping', 'prohibitory-no-overtaking', 'mandatory-go-straight']\n",
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"torch.Size([32, 3, 200, 200])\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1280x960 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def create_loaders(train_transform, test_transform, folder=\"./road-signs\"):\n",
|
|
" \"\"\"\n",
|
|
" Utility function to create loaders from transforms.\n",
|
|
" Used mainly to speed up creation of custom loaders (in this project grayscale).\n",
|
|
" The same transform is applied to validation and test set.\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" # From the docs is_valid_file is normally used to check for corrupt files, here a cutom version is used to quickly split train and test\n",
|
|
" # this is done because of the nested folder structure:\n",
|
|
" # Graphical representation of the folder structure:\n",
|
|
" # road-signs/\n",
|
|
" # ├── <sign name>/\n",
|
|
" # │ ├── train/\n",
|
|
" # │ └── test/\n",
|
|
"\n",
|
|
" # on top of that, the same is_valid_file mechanics is leveraged to select the validation set (5 samples per class from train folder)\n",
|
|
" val_paths = set()\n",
|
|
"\n",
|
|
" for class_folder in os.listdir(folder):\n",
|
|
" train_folder = os.path.join(folder, class_folder, \"train\")\n",
|
|
" if os.path.isdir(train_folder):\n",
|
|
" train_files = os.listdir(train_folder)\n",
|
|
" val_samples = random.sample(train_files, 5)\n",
|
|
" for sample in val_samples:\n",
|
|
" val_paths.add(os.path.normpath(os.path.join(train_folder, sample)))\n",
|
|
"\n",
|
|
"\n",
|
|
" is_train = lambda p: os.path.normpath(p).split(os.sep)[-2] == 'train' and os.path.normpath(p) not in val_paths\n",
|
|
" is_validation = lambda p: os.path.normpath(p) in val_paths\n",
|
|
" is_test = lambda p: os.path.normpath(p).split(os.sep)[-2] == 'test'\n",
|
|
"\n",
|
|
" train_set = torchvision.datasets.ImageFolder(folder, transform=train_transform, is_valid_file=is_train)\n",
|
|
" train_loader = torch.utils.data.DataLoader(train_set, batch_size=32, shuffle=True, drop_last=False, num_workers=2)\n",
|
|
"\n",
|
|
" # no augmentation for validation and test set\n",
|
|
" val_set = torchvision.datasets.ImageFolder(folder, transform=test_transform, is_valid_file=is_validation)\n",
|
|
" val_loader = torch.utils.data.DataLoader(val_set, batch_size=32, shuffle=False, drop_last=False, num_workers=2)\n",
|
|
" test_set = torchvision.datasets.ImageFolder(folder, transform=test_transform, is_valid_file=is_test)\n",
|
|
" test_loader = torch.utils.data.DataLoader(test_set, batch_size=32, shuffle=False, drop_last=False, num_workers=2)\n",
|
|
"\n",
|
|
" print(f\"Train size: {len(train_set)}\")\n",
|
|
" print(f\"Validation size: {len(val_set)}\")\n",
|
|
" print(f\"Test size: {len(test_set)}\")\n",
|
|
"\n",
|
|
" return train_loader, val_loader, test_loader\n",
|
|
"\n",
|
|
"\n",
|
|
"transform = torchvision.transforms.Compose([\n",
|
|
" torchvision.transforms.RandomHorizontalFlip(),\n",
|
|
" torchvision.transforms.RandomRotation(10),\n",
|
|
" torchvision.transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.05),\n",
|
|
" torchvision.transforms.ToTensor()\n",
|
|
"])\n",
|
|
"\n",
|
|
"train_loader, val_loader, test_loader = create_loaders(transform, torchvision.transforms.ToTensor())\n",
|
|
"num_classes = len(train_loader.dataset.classes)\n",
|
|
"\n",
|
|
"images, labels = next(iter(train_loader))\n",
|
|
"plt.figure(dpi=200)\n",
|
|
"grid = torchvision.utils.make_grid(images, nrow=8, normalize=True).permute(1, 2, 0)\n",
|
|
"plt.axis(\"off\")\n",
|
|
"plt.imshow(grid)\n",
|
|
"print([train_loader.dataset.classes[i] for i in labels])\n",
|
|
"print(images.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "592f05e6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train size: 788\n",
|
|
"Validation size: 100\n",
|
|
"Test size: 200\n",
|
|
"['prohibitory-no-overtaking', 'mandatory-chains', 'warning-series', 'warning-slippery-road', 'warning-steep-ascent', 'prohibitory-no-trucks', 'misc-pedestrian-crossing', 'prohibitory-no-transit', 'warning-pedestrian-crossing', 'mandatory-keep-left', 'prohibitory-no-transit', 'warning-steep-ascent', 'mandatory-roundabout', 'warning-curve', 'warning-steep-ascent', 'mandatory-cycle-path', 'mandatory-cycle-path', 'prohibitory-no-stopping', 'misc-gas-station', 'prohibitory-no-transit', 'misc-parking', 'prohibitory-no-stopping', 'misc-parking', 'warning-steep-ascent', 'prohibitory-no-stopping', 'mandatory-cycle-path', 'misc-gas-station', 'warning-series', 'misc-pedestrian-crossing', 'warning-steep-ascent', 'misc-dead-end', 'warning-series']\n",
|
|
"torch.Size([32, 1, 200, 200])\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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r78XneJoxMzODhYUF/Jf/5X+J3d1dhEIhbG1twel0wuVyIZfL4cqVK2g2m2JMa7VaQvKWSiUh7pxOp+T30mG47EuSwvV6HR6PRzw4qLcNBgOsrKwgHA7D6/UimUwik8nA4XCI/BePx9Hv9zE2Nobx8XHs7+8jl8sJQfDhhx/il7/85TMrlz/T5EAgEEAoFMLZs2cxPz8PAMIAc+A0Gg0REpeWlsTlsNfrodFoYGNjY8h1nUwW/+eEJZO1tbUlFuFerycKosvlgtfrxdjYGCYmJjA+Pi5JCWmNpJtTNBqVjY3PWCqV0G634fP5MDExAbfbjXw+j6tXr6JQKIgS+axBs6WchCQFxsbGEIlEJCRjf39fvAGooDNUg2QA+75YLAoRwPgxKgxkikkAjHoG83mAW/kDGJoyGAwkNMHn8yEQCCAcDov1YXJyEtlsFsePH0cul0MqlUI+n5efRqMhLlRsiycpB8GzBnoNcGN2OBxDv3kM41QpPFh98XTA5XKJsOD1esU6REGCbpxvv/02+v0+bty48bgf2cJ9QucEoVCu87dQwWw2m0OJRS08XByWaDcQCGB2dhbdbhf/6X/6n+L48eNIp9Po9Xrw+/3irq1dupnHaX19HV6vF91uF7lcDpVKZUg5oHzW7/dFMQQOxshgMEA+n0e32xUywOFwSH4oegKGw2Hs7u4Kwe/xeBCNRjE1NQWbzYaZmRnU63WUSiX0+31897vfxXe+8x38yZ/8CX7yk59geXlZrMDMS2Thy0OT9SdPnhxytT9+/Djm5uZkrAWDQQAHxja6qlOmGwwGIqMTzCnkdDrhdrvFksz9XyckrFarKJfL4hW6u7srY5RhCfrabrdbrNj5fB5bW1uoVqtitCyVSuIJQwNRrVYTT1e73Y5vfvOb+OCDD7C5ufkIWvqrg/0wPT2NZDKJ//a//W/xzjvviIEzl8vh2rVrKJVKkruLfcXEgCRbuD+TKKFMzPWEYb00tvL+zNnAfmGesH6/j0qlIrLc5uYm/H6//L+4uIipqSkJSTt+/Di63S7Gx8eRTqeRyWQwNjaGfr+P3d1dLC8vP3PGhGeSHGAise9///vw+/0oFosSLsBkcbVaDe12G9VqFaVSCbVaDblcTtgona2W4GDTDB43IzLQdDXhQsKNg27J6+vrWFpakkUhEAhgcnISExMTElcTDAaRTCaRTqclyR29GOhKQ+tIIpGAy+VCsVjE/v6+JER8VqAnOn+TJc5mswgEAuLSRctQJBIRdyG6bzEjbC6Xk8RCHANmHgPNQprQQg6P4+dkkbV7WrfbRaVSAQA5npbKVCqFdDqNZDKJxcVFLCwsoFwuY21tDR9++KEQTSSFtHeJhYcD5qugG6FOKqQ3mpmZGVy+fHko94CFJxuJRAJvvPEGgsGgeGRRoAMgVoh0Oo1UKmWRA08RqOAxKzhzxtAC7HQ6Za663W6k02mx3Fl4+DBlEsb6vvnmm3j11VcxMTGBWCyGaDQqZD7zAdDduNvtSjxwqVQSgp/5BVhJh8oE5zMAkdv4ORVAujTzNwl5Hrezs4OtrS25hsfjwezsLF566SUxQgSDQQQCAcRiMbFI/87v/A4ikQj+1b/6Vzh9+jQikQg2Njbwq1/9SuKhLdwfKBt/4xvfwMzMDI4ePTqUoZ6yPWX37e1t+YzewVTaeYxOIhgOh2UsaWMA5XoSACSoSEaRMKCCCkA+B24RGqFQaCjnRblcFgKCHsA0ZlGR5flOpxORSGQoYd+TCpvNhrm5OZw9exYulwu//du/jRdeeAETExPw+Xy4efMm9vb2kMvlsLq6inw+j/39/aG2YbUHHbbLRLP6PsBwWwO3ZDZTf+PnvCarjVF2r9frKBQKcLlcqFQq2NzcRCQSQSKRwNzcHEKhEBKJhISAZLNZ+P1+3Lx5Ex999BEikQj+8i//UhJVPu148kfafcJut+OHP/whJiYmJK6UDGGlUkGlUkGn00Eul5OkcaVSCY1GQwahVkQpbJgu7QBkgGlo5RK4PQs9FdP19XVhKpeWlpBOpzE9PY39/X3EYjEcPXoUs7OzCAQCkhCRifNIeNAVaW5uDpFIBJVKBfl8/qlNuHSYhZ5g+EAymZTwAQDimUFLA12OOMm3trak3+n6xYWI19UlUPgsWjHUMAkLXoOMr5nBXgsbjI/K5XLI5XJwu93irsiwlBMnTsDpdOL69etYX1+XHBS872ElES18NTBBKcuXkq0eDAYiqLJMEXAw7nRmXAtPLujxwSSh2gUUuEXcUUmgS7FF/jwdCAQC8Pl8ogwwft3n80nYXrValc+4j1qhQY8O3Kfcbje+853v4PTp0/grf+Wv4Nq1a5icnJS+ASDW2bW1NaytrWF3dxeNRgPValXcg7kO7+/vy/4N3CqtrPdpLYdxb9bKF/NUUPnSoYsMG6V8WCwWkcvlRFmg95/P50MkEkE6nUatVsPm5ib+q//qvwIAlMtlOJ1OvP/++4+uwZ9yMBaf/ZVOp7G4uIiLFy+Kmzfj01lBgHI85X3KStrYR9kunU7LONIyIPd9kgG61CCvoStP6XGmLdfcU3QYqvZeikajcDgcWFtbk5h5Gn/MfFbAaGPVkwaPx4MLFy7g937v98TaHolExFOnUqngo48+kr6iRzTXbIJGWgBDntuc66N0MO0hpvub/avlZ52QmHOfOaboVba1tQW3241oNIrV1VXMz8+j0+lgdnYWc3NzmJmZwZEjR/Dhhx/i5ZdflvG2ubmJpaWlp35veSbIAbp3sVTgsWPH4Pf7UalUJIbo5s2b2NnZQblclslORvGwjYGsoqkc6kVAu7ARpisjByqVC60sdrtdiZdbW1sTC/ju7i7K5TKOHDkCp9OJYDCITCaDYDCIVquF3d1deDwe2GwHJXboepRKpeBwOIZKrzzp0Bu52ZbALdY/Ho9jYmJCsgSTjSVz73K5xMuiUCjA7XbLgqsnKhU8Ej96QSf0omLCXIx0ZQEzgYzejHhNLnK6BCI9QpLJJMbHxyXHxMbGBlZXV7G9vS3HM0RCJ8wZ1ZYW7gy9wdhsNml3blTsV7L4dDUFDoiE2dlZ1Go1S4F8gsH5EA6H8bWvfQ1ut1tiGmkNoksxcGu9Pnv2LBYXF3Ht2jW8//77aLfbQ0nKLDw5YBypw+FAMBiUGONoNIpkMikW42q1imvXrom7KvdaKn8WHi5SqRQymQwWFxfxt/7W30IsFhMynyGbu7u72N7eRqPRQK1Ww/b2tlT3oeJEmQ6AeApogsCMO+Zxen+mlwHJespmpscorbaaLNjf38fa2prs/5Q1mUuK1sWvf/3r2NnZwerqKjY2NmC32/HOO+/I+127ds3yIsAtT0qbzYbXXnsNtVpNPEUYvmG326Xsd7vdxt7enljwSQY0Go3bwsR4rt1uRyAQQDAYHCIDAMgYKJVKIo+1223kcrkhl3Yz/5NpTARuDzWlDtHpdMQgmMlkUK/XEQgEZB3iO5i6A5+PHsFspydxvQqFQojH4/je976Hixcvwu12S76X9fV1FItFFAoF7OzsCMHC9xpl6df6FdtFK/k8BoCEaDMEiYY/vbdrL0Hd/5Sh9XpAT5RWq4Vms4m9vT0sLS1JNYmzZ88iHo8jmUzizJkz+Pzzz9FsNvH6668jn8/j5MmT+PTTT3HlypWnNmnhU08OuN1uzM/P4/z58zhx4oRMsmKxKNaCSqWCmzdvSpZazRQx0622FAPDBIH+3FTwR03SUYuFvhY3NyogHMyFQgEApNxhPp8Xhnp+fh5jY2NIJBIYDAYIBALiLrm0tAS/3w/gwC0um81K2aZcLicL6JOOUQSBw+EQIY/JWgBIjgayr/v7+9jb28Pe3h5KpZJMcO2GpV3FzHARk5DQn+vvubiYXiN60dJKp+mNwHvTlY2fk8SoVqvY2trCqVOnMD8/j9OnT2NmZgbb29u4ceMG1tbWxCWani0c1/o+o9rVwgFMco9rAMMGAEjuAd2mdDlkqTRaly3vgScXHPvtdhs7OztotVpwuVxoNpvY3NzEpUuXxGXT5/OJoMpwrVQqhc8//9zq4ycYoVBICIKJiQlMTU0BAJLJJGKxGEKhEEKhEDqdDv78z/8cuVwO+XxeFD+teFp4OEgkEvjud7+Lb3/72wCAWCyGbreLfD4v+ZNu3ryJjY0NcQfvdrtwu91D1l9NDDAfj7YMU8EnzD0auEX862NG5RbSypmWAUgWsMxttVrFn/7pnyIajQrBPD4+jsXFRfj9fiH8Nzc3MTs7C5/Ph/fffx/BYBCffvopisXiQ2r1JxvM2n/u3Dn8+Mc/htPpRKFQwI0bN+B2uyV0lv1Ad3vm4qJ3ADA8FoCDvo5GoxKeQrmb/c5YcZYR39/fRz6fFwMMlVrK+OaYOsyj1BxHAMSjtF6vS9nqfD6P5eVl2Gw2KZHHPGMss0cvKI/HAwAIh8N4++23cfXq1Scqx5jNZkM0GsUf/dEf4fXXX5c8YPTyKRaL2NjYkDAg7XFBXUrLyVq2HiWrH/YMnP+UxUko0OuTYQmaGABueRBpzxLtucGwEoYwsb9mZ2cRDoeRSCRw6tQpxGIxxONxrK6u4syZM3j77bfx//w//w8+/vjjp5IgeGrJAZvNJi7Z3//+9yXDZ6fTQaFQQKVSQbFYRD6flzg1kzUyQwZGlQvhsRwwZgZRTRDohcF0NeLf+vqmhwIHKXBAEFy5cgV7e3sSp3PixAnMzc1JXN6JEyckwWE+n8f6+jpWV1dRLBbh9XrFwj4YDFAul59oJdH0wLDb7eIpwGyx/M3EftwsisWihIzU6/Wh7KWmcq4XetPabxJBplsX3cN4LDBMFpjXNK0XZo4CZqzld2Q9O50Orl+/jmq1KplTmSBlY2MD165dw+rqqiyGPMdSXu4Ms//1XIzH40gkEjIXKVQAw54hZLwZu5hOp1GtVmWcjMpT8iTPu+cBNpsN58+fx4ULFwAA1WoVV69exdWrV7G1tSWxxJpsjEQiMreAW2VJLTxZoEfZ5OQkHA4HxsfHEY/HJZzw8uXL6Pf7iEQiOHHiBP7r//q/xo0bN/D+++/jo48+wvb2Nvx+v1jwLDxYcP175ZVX8OMf/xg7OztSEcBms6FcLqPVauHatWtYWlqSkB+uvcwBQKGfYXvaDVl7+On1nTLeKKMDrcrch/W52pt0lNKilQgqnvV6Ha1WCxsbG/jwww8Ri8Xwgx/8QHIpHDt2DGNjY1haWhJvgTfeeAPRaBQ/+clPxFL5rI/Bs2fPSvUu5pyIRqPwer0olUpYWloSr0+WnqNMxjWYoQQE+4f5pXg8vUsByHl0/e50OkJCmWUITeu/xiirtX4Gfq5DUvmsTJzJxIjadZ7eAdVqVcKFWRGJhsDDjFiPE5OTk5ibm8PFixfxve99D9FoFO12G6urq9jb25OqD5ubm5IwnPuqNpQCw/NLy8+EqV/xmH6/L+sCyQfmf+B3wC2PYZMM1ETEqLwEfAbm/CqVSqhWq9jY2EAoFMKJEycwMTGBM2fOYG5uTsKgfD4f/v7f//v4v/6v/wu/+MUvhOx5WvDUkQNutxt2ux1+vx9f+9rXxKJM9496vY7V1VXxGKjVauJypkMEuHjoyUbW2VRSTYXeZIE0SaCViMOUTf6tr6+P05lRt7e3AUBK3h09ehTHjx9HMpnE2NgY0uk0/H6/lEj0+XxYW1tDuVwWV9hoNCrZQJ9U6Day2w9qjS4sLCCRSKBQKMDhcMDv9yMUCkkeBrrjcxEiOziK7R2lpI0iavTfWhnQC4VmI02CgWOMDDUXqVHXt9lsQy6RFDSY4GZnZwelUgn5fB7ZbBbj4+M4evSouG/RVWt6ehp2ux1ra2uSNfmwd36eYZJ0/N/v9yMajQoB5fP5hlzRzL4GDlj8TqeDWCyGYrGI3d3d25hnfU8Ljw8ejwfj4+NYWFhAtVrFF198gUuXLmFnZ0eEBSarYjJRp9MpyU1/+7d/G++99x6uXLli9ecTBIfDgcnJSSSTSUxPTwshvrOzIzGje3t7UqLsxo0bmJiYwNe+9jXMzMwgEAjgL/7iL7CxsQGn03lbLXMLXx3xeBxjY2MIBoM4deqU7HPtdhsbGxtYXl5Gq9XC5uamuHUDt+KM9/f3b5Pb+L9JrGs3cS3vjRL0tTsy5UAqEqbbOcHzKZvp6zHcrN8/qHy1vb2NP/mTP8Hi4iJmZmYwPj6OcDiMkydPotVqiTfg9PQ0ZmdnUa1W8dOf/hQ7OzvPlBeLVtAB4NVXX8W5c+cADMvNTDLZ6/Xg8/lkDzbDJs0KACRxOa70Xk0CgN65LHXJUAG6tOtM9xqmwcrc2/mZ/s40QPA7vgOVV30ePWK0ccG8FsdyOp3G+Pg4bt68+UD658siFovhm9/8pni4MjdEuVyWpNqVSkW8ski26XdnP2iFHLjlhTuKjD9MrjLbXIeJaxnc9O7QMr0Znqt/a9mx2+1ia2sL5XIZfr8fe3t7OHbsmIQUzc7OwuPxoFQqYWdnB/Pz87Db7dje3n6qchE8VeSA2+3Gd7/7Xcnqz9+FQkHiWViWTpcpIRFgWnU5IYFbk1ufYxIBHCBkF7VyScHCVCzJVpkTwLQum4oqJwhZsHa7jeXlZbGOk42en5+X8htMyuTxeLCysiJuPYPBQUk9M5HdkwKzTWKxGBYWFgAcWA7o7hsOh+H3+9Hr9bC7uyvJHUl6mEz/YZ4ch7W5fh4KIdpbQPehSRzwGhQqNNGkYXqcmEKMyV7WajVUq1Vsbm5ieXkZ09PTmJiYQDweRzQaxc2bN2G32/HWW2/h+vXr+Hf/7t9JfV1LkTkcum3i8TjGx8fF04YEpGafGaZDKxZwK+s5Q1l0pmQLTw5Onz6Nb3/727Db7Wi1Wsjn89jb20O324XH4xnaF6rVKm7evIl2u42JiQlks1mcO3cO5XJZzrPm1ZOBZDKJF154AT6fT3LtLC0t4erVq+JuzDW41Wrh5s2b+OM//mNEIhGMj4/jyJEj+OSTT8SaaJEDDwahUAjJZBLZbBbf/e53kU6nUSwWsbm5iWg0KqFzV69exfr6upDhWnbSSgT3cdOqN2oP18S8lqOozPM+lPtoLdZu59pQo8NHtXefJiIYp2xaq5n76MaNG5ifn8fi4iJOnTolGen9fr+4jDPz/YcffojPPvvsiZTT7gUej0fyBADAkSNHcPToUemvqampIStvo9GQcuLNZlNyQTHGnx4ibO94PC7l/ux2uyRqpsfH7u6unNdoNCRvAMMEtJzO8WXKd8DhHgI8dxS0HHgYSEZzPJkYZWDQz3T69Gn8jb/xN/B//p//J9bX1+/UFQ8VU1NT+Ot//a+LzNTpdEQOoqe2Tvbr9XplHpret8Cw9V7LzVpJN+UqnaOB40bL/Dq8gPNYE4kmWWDel+NO39csa0ljdLPZRCKRwNTUFE6cOIGZmRkkk0kxUGcyGdRqNZw9exb/8T/+RywvLz+EXnmweGrIAbvdjunpaXzta1+D3X5Qyo/Za9fW1rC3t4dCoTAUe60HAXB7OTwOGn7GxCN609HZ501mS7OaWnnQTBSVCS4K5nPp++t4uVFWbLolMRaL9UFnZ2fFoj4+Pi7l+QqFgghGwWAQGxsbKJVKD7urvhT43m63G7Ozs7h48SI++eQTAAeZqAOBAPr9g3rFTFDERV9b5el6SGs8MWrBNllhbS3Qirr5NxcTHVKglXtzITuMlSa0WyMAcbsyWdbNzU1ZbLLZLKanp5FIJLC+vo7d3V14vV6cPHkSe3t72NzclE33Ts/xvILtz5hQZi/X85ieKOYGQSafnj1UNlZXV4fmr9XWjx92u10Y/FgsJqVlgVv1zvUeQUKwVCohEAhIudjXX38d1WoVf/7nf2716xMAv9+PEydOiJWRlWl2dnZEBqAV0Wa7FcJ17do1fPTRRwiFQpiensbY2BjW1taGCFoLXw42mw3JZBJ/9Ed/hNOnT8Nut2Nubk7kGoZ43rhxA+vr66hWq0PyEj3pDrO86uP0Ps3qBfpzhhT4/X5RPFln3u12o1arST117tncL0cZFHSOAmA4lwHlDX7GPYNkY61Ww87ODra3t+FwOMSTIpPJwOPxoNFooNVqwev1IhKJIBgMolwuP7yOekCw2Ww4cuSI9DVwIKudP3/+NrmJsnCr1cLOzo7IN/RoNUkWnkeDEKsK+Hw+6R8m89aJxTc3N6USDckH4JY3rjmu9JjhZxomATUKh8l2eixxbaG8ahqP2D5M2McqK3t7ewgGg1KOGzggXNLp9GMhB0hsff3rXx+SiYvFIpaXl0dWH2D7aoOoVtQ12XcYtAcFzyGxT2+fcDgs/c7r0xvI6/UOEQT6GXRItx4L+m/qaaasDhyEG2xtbYmBulqtYmFhAbFYDBcvXsTs7CyuX78ufRuLxfCP//E/fuKTkT4V5IDNZkM2m8Vrr72GZrMprlulUgm7u7tYXV1Fo9EYYv7NAaknuVb89SKvGWu9ONHrgD/ZbFZihhjrnUgk0Gw2JWOq3X6QXbVarYrLKu/BxYGDXCulWtHV0GQCa6wydqper2N2dhaJREJc1xKJBIrFIuLxOG7evClJ+rRS/SSBCz/dcT799FO4XC6Ew2EEAgFJPlMulyU2z1TEdKwSJzz/1guTZglNwogwiSN9Dx0rNcrCoT0DNMwFUGdH1v3OYzQryv8bjQZu3LiB3d1dTE1NYWJiAkeOHEGxWES1WoXL5cLY2Bjsdjtu3LhhxdIaMNs4FothbGxMrBHsEx2KpJVHzex7PB64XC4Eg0HYbDbkcjkRRqw2fzLgdDrx1ltv4ejRo+j3+0IUDAYDqfph7gu0CNBtkJ5aXq9XrCQWHi88Hg9isZis70xux3hebT2mstbtdrG9vY33338fExMTOH78ON544w1sbGyI22u1WrU8f74kbDYbXn31Vfzu7/6uzCGWgqtUKrh69SoKhYLEeutQQNOCp/dqLSuZ1aOoJLAcMPd9lgZOJBLiYRiJRCTZGysGkFiy2Wy4du3akNs53dKZA0Hv/9zLdXiBNhgxXEFnUL958ybcbjcWFhYwOzsrFYlOnjwpCaXr9TquXbsmoQ5PiqeSVvToQu7z+fD1r38dZ8+eHZKRdT6Her0uyQOZ+I9evVTctKwUiUQkvM/pdMoeC0DWb8qvjUYDW1tbcg2WM9RJKglTUefvwzwE7kYIjIJ5vnkffU3zM21V14kIdXw8DV+Pyys0FArhD//wD7G4uIjx8XHYbAdhBJVKBZubmxLea+pQ+h1J/mnPG+D2hN7a81rP/VgsJsmjnU4nksmkeMrOzMyg1WpJfrVoNCq6l9/vR7lclvns8XjQbrdFf2MbU+Y385iYxl6z39hnrIC0srKC6elpnD9/HkeOHEEymUShUMDq6iomJiawvr6OlZUVfPHFF2i1Wo+uE+8DTzQ54HK5MDExAZfLJW7UjUYD9Xod1WoVu7u72NnZQbFYHFKydcfqBcCMG9YZqGldSKVScLvdkv04HA5jcnJyyErM/5mgotfrYXJyUvIekD2Lx+PI5/PY3t7G9vY23G63xORoBV1vgJowMCcXrR9cWPP5PMrlMra2trC4uIh0Oo3jx49Lttx4PC6hBisrK7DZDlz2m80mrly58liEXFM5AyAkTDqdRqlUgt1uR6PREIsuiSAmaxlFoJhkAduSQp9W8M37m+fqjcuMD+Pi4Pf7RZHU59D6wfNMF0dt2dDvz2NGuZxpDxW73S4kVLlcRqlUwszMjIzbbreLarWKWCyGaDSKvb29obFr4RYCgQAcDgeKxSKmpqZkM9aEknYDBIaT1mjiIBAIIJvNYnV19alKOvOsYzAYyDqSy+WwtrYmjD3nmfb8Ifr9viSx7ff7GBsbw9mzZ1Gr1fDee+89sRv68wAS71y36R2yvb0txLzeI/R87XQ6uHLlCn72s58hGo3ihRdewMrKCgKBAGKxGH7zm99geXn5iSPPn3TYbDZJnnvlyhWMjY0hHA6j3+8jl8thaWkJS0tLYpww91TTyqithPyO+2A4HEY8HpdM9rOzs5iZmRFZsdvtIh6PIxgMwuVyiUJF8tdms+H48eNDVkSbzYZjx45JiWuWWfvlL3+Jra0tITko81Ep4Ltr5UZbJnVYqdPpxPXr17G2tobx8XGcPn0ap0+fljDBeDwuCnW1WoXdbsd77733yL0ITI/b06dPC3nh9/vxxhtvDLn506uVv5mgdzAYoF6vi0cGZSqWG7TZbPD7/ZJfwOFwIBAICGlLYwjDYzudDra2tkTmpmFMyze6/DA/4ztp3E0WGuVhYP4m9N5xmGxqwpQptFxshjJrKzzH3aOU5ex2O86dO4e3334b/8V/8V+g2WyiVqthb28P29vb2Nvbk/Be/WzaAKf1M3O/Nddrfs9KZel0WgjexcVFhMNhOTaZTEoFumQyKWNuMDgoU8vKAqyIsr6+jnw+j1gsJvoj51q73RZPFl3hQJOV2lPBXAO0UTKfz6PRaEi59WQyORQS8+Mf/xi7u7v49a9/jX/6T//pEykzPtHkQCaTwXe+8x0Eg0HZUMg8l8tl1Go1NBqNIUVaL2rAMCOnF47BYCDlykgERCIRLCwsiIsxS+elUqmhAc9ao9rzIBKJDC1+rVYLPp8PzWYT5XIZuVwOPp8P5XIZm5ub4oYCAMViUSaWjoUx34VWEA5WMlabm5sYDAbY3d2V49LpNDweD9LptGy0LpdL4oFSqRS2trYemZVET3y9QHg8Hvj9fqTTaalR7Xa7EQqF4PF4UKlUxBtDx/qZLK1ZmoiTV1vd+R3P0eOCbU8rQrfblX7kYqBzEHg8Hnn2QCAw9E5MhMLNstvtylgzXZq0u5tJUvC5ObY1ccDyKisrK2i1WiJgHDt2DGtraxgMDuL7YrEYNjY2UKvVbrum/vt5IA5Mq1QwGEQ4HJaFmf2iPTnMdtEhBjp+1ePxYHZ2FhsbG0/kQv88wm6348SJE5ifn5d5qEk70xJootVqSYJCJgG9cOGCVDmw8HgQCAQwNzeHWq2GeDwutadZsldbnbWVl2tztVrFp59+ikwmIzW5e70enE4nKpUK1tbWLHLgPkAr75tvvom33npLDDkAsLe3hxs3bmBlZQXlcnlor6MhR+9r/IzzlGQ8wwHS6TQWFhawsLAg95iYmEAkEpG9GxhWuMyQAOBWAkGN8fHxITmPRAQF/VKphEKhgE8//RS1Wk2O0aUNNaFMC7oZp7yzsyPWRbfbLe91/PhxRKNR9Ho9fPLJJ2g0Gjh//jzW1tZw48aNh9Bzt8Nut+ONN97AiRMnABy03fz8vORG0BZsAOK6r2vDl8tl6T9NBlAuo/XX6XTC7/fD7XbLGOj3++Idur+/L0kE6QFJKzH7yJTpTWJglAfAl5F1THnTxGGkwGH3P+wZ+J3WV6hnUF4FgNdffx2XL19+JCT1zMwMfvSjH+EHP/iBVCOgB3OpVBKvbZMY4G8tS5nrsZa5OfczmQzs9oM8BbOzszh69KjI3+FwWEqADwYDGZeE3W5HIpGQv9ludrsd6XQa8/PzqNVqksQ+l8thc3MTLpcLW1tbWFtbQ7PZFAKk1+vdVtWO76LlPy3Ps2RisVjEF198AbfbjTNnzkhVnX6/D7fbLclaNzY28NOf/vSh9+P94oklB8LhML7xjW8gmUyK+0ez2UQul8PW1pawRdrKZ7JPXGy0tZ0D0OPxYGFhQTL8+3w+RCIRzM7OwuVyweVyiZu7TnqiNzUOEt6H54RCIZnQwWBQEp5RKC0UCtja2sLGxgaAW5UIisWiZLKksGK+jxZ4aCkmo1qpVIYUzkQiIRZNejow9CISiUiOhkcFLZTbbDbE43G8+uqryOfzwu7RW8Nms6HdbkuJIDOJiVb0dP8PBgPZSHRbECQXaAXg2KI7ON3YTLdULkhctFutlliwuJgx9pGlZ4CDRENMntjpdIQ0IjNpkh0mC62fmeA7s02Yh6LdbiORSEhYgdvtRjablZrRZokmsz31czyL4JgAAJ/Ph7GxMcTj8aG+Zfyi6TrG8cWFn5v2YDCQLMnRaBQTExOW98ATgmAwiPPnzyMcDksG8a2tLRE07ia8cS7Qa4lJxE6ePCn5Xiw8WtjtdszMzGBqagputxuBQEDcNUf1B9dT0011Z2cH7733HmZnZ3Hy5Enk83m8++67kjxqc3PTIgjuAZFIBO+88w5sNhteeeUVjI2NwePxoFAoYG9vDysrK1hbWxMLr7Z8akXa9MQCIPtpKpXC9PQ0XC4XTp06hYWFBaRSqSGlYtQ8vl+Msi4fP35c9nzGuMfjcWxsbCCXy4krtfZOsdlsYszQHgQAxDrOakQ///nPZV9hiNuLL76IXq+H5eVljI+P49SpU/gn/+SfoFarfeV31OCe5vF4MDk5CeBA/nn55Zdx5MgRaQMSHeyr/f19iSsHIFnp+Tktt9xvKQ9Rrg6FQtJe7XYblUpFiNtGo4HNzU2R26moaYOYXrc5r7+Md+Rh6/+odrrX9rzbM4wiGbRsT8+LcrkMj8eDVquFUqmEUCgk8j6r75jj9WHgjTfewNGjR3Hx4kWpBHPz5k3k83nkcjkJ49CGUlO25GfsU+6//GHJykgkglgshvPnz4uXDz1gD7vuqP/NduGctNvtkjMBOAiTiMVimJmZgc1mQz6fx8rKihhcr1y5glqtNiQL0qvIlJt1dTKtE+7s7OCDDz5AuVzGsWPHsLi4iKNHj2Jqakq8FhYWFmC323H58mWsrKx8tQ57gHjiyAFaY7/97W/jt37rt/Dxxx+jUqmIxZtlirRl3SQGdByYdvemcBeNRhEKhXDkyBEcOXJEFi96D5jX1MqljpPScTO9Xg9ut3soqaD2BKBbFuOoIpEIJiYm4HA4hEW+efMm1tfXsb+/L2VdRg18fQ8ORCq6mkCw2WwSw5VOp9Hv92WyVSoVpNNp/OY3v5HMzg8bbEs+3/T0NN544w382Z/9GarVqpAxJDwajQba7fZtpI9m6dgHVHr1fTQDy/6gi1a325UayzyWyej8fj/GxsYkYRAFg1qtNlQJQJeQ5CbLxJD8TeJmc3MT6+vr2N7eRr1eh9frlQyu7Fcd0wRgqJ9NZloTLRREWq0WKpUKpqamkMlkAEAS5oVCIdy4cUM2bn0d3T/POjg/OP9cLpcQQiRQ7tQ+bCOtONBzwO12Y25uDtvb27e5Alp49AiFQnjttdekhjZjinXYmRYkRvUT59f29jZ8Ph9isRheeeUVbG9vY3l5GY1Gw+rfRwTuo6FQSFxOmUfA3C+5z2hiABj2XGNliqNHj2JhYQHXr19HrVbDxMSElECzcDgcDgeOHj2Kb37zm5iampIwrUKhgC+++AL5fB47OzsyRw7zjtN7Ofduj8eDZDKJmZkZnDlzBlNTU/B6vUin05KU7mHvV9r7hPuE1+tFPB6X5GNra2t47733sLq6OuQ2rXMU8DeVKJLJoVAI169fFwXw9OnTmJubw/Hjx8VTYm9vT8hmTUx/Vdjtdhw9ehQvvPACPB4Pzp49O2S9BW4ZQswQSxpHmPiPYbSUP+kNYLPZ4Ha7EY1GpW9JALAtaDyhpwDlLGDYM4AKmiYHzPHEc8z/tSHJ7F/z/6/Stua5h3kY3Ol8tg89MczrftVnvB8kEgn8nb/zdzA5OQm3241cLocrV66IJ02j0RiSr3WSRW1QMYkckmgejwfBYBBjY2OYn59HLBaTEu1altcYtX7o62qY9zdhs9mEsAIODEYMTdjd3UUqlcLy8rLsFfSI0euV6anCXFX63rVaDRsbG2L8pHd6JpPB/v4+fvzjH8Pn8+F/+p/+p6Gk1o8bTxQ54HQ6cfbsWczPz2NiYgKXL1+WRGvsnE6nI52iB5AWBKhk8X+bzYZwOIy5uTmkUimk02lEo1Fks1lks9khN3BeTxMMmhHTCd74HGTDeJzOJ6BZK50kLxgMSmIX1tNmDdNer4fV1VVsb2+jUqkM5QbQZAVdWHh94IDF/eKLL9BoNFAoFDA2Noa5uTnEYjHMzs6KpXRjY0PcMVdWVh46QaAHvNPpRDAYRL1ex7/9t/8WvV5PalTb7XbU63Wpj8o21Mq+uUBygdIbEJnu/f19VKvVobANhizEYrGhUkaBQACZTAaTk5OYnp5GNpuFw+FAtVoVSyHZzlKpJBmG+azRaBSRSERYUFZYYN6K+fl5XL9+XUpttVotsX5o0mRUmwHDVjDTYwU4KPu4s7MDm82GyclJjI2NCdGSyWRQqVSGMgMfxsQ+q+B7hkKhIQ8hElIk/XQoil5DzE1az396G0QiEUxPT+PatWtD68mTsuA/L0gmk/it3/otJBIJtFotrK6uIpfL3ZaszuybUR41LJFlt9vR6XSQTqfxzW9+Ex988AHee++9IQHUwsODw+HAwsKCWCgptDHGWfenqSRo0Mtrd3cXH330ES5evIixsTGkUilsbm6iUCjA5/NZpQ3vAIfDgZMnT+Kv/bW/hkwmI8psuVzGysoKcrmceCaafaGVbtM7kiGdExMTOHfuHI4fP46xsbHbvAoeB6hMRKNRRKNRTE9P4/jx40in0/jkk08knpk5TZjDRidhowcnLen7+/u4efOm5BDq9XpiYQwEArh06RLq9TrOnj2LXq+HXC73lbLUMyRncXERR44cwdzc3G0x7Loufb/fFxIAOJBtWS6c70aLLMmhYDA4FIbA0ExWJ6BXDmUT5uDSRjVz7prhX4fN8XshAR4W7tUT4bBztRepmetKr2/Aw5UpbDYbxsbG8Hf/7t/Fiy++KGQFjVzMu6HDMXU4tP6hPKUNeU6nE+Pj48hms0gkEshkMjh27BjcbvdQeXn97oe1mfm/SQbcrT/0fk/CDjjwOkwmk5ifnxf5YXl5Gbu7u+Ilo43D7DMtz2uys1QqYW1tDXb7QX618fFxuFwuCf8miep2u6U0++PGE0UO9Ho9lMtlqQawt7cnsR/FYlGSxQC3d7ougUOh3Ov1wufzIRwOY2ZmBqdOnUI0GpWMtcw+rUkFs1a5jlsxPzcFSZOcoBDCic/jOAG4MXq9XmSzWUSjUUxNTaHb7WJ6eho3btzAxsYGtra20Gq1ZEE2LV+aVe33+6hWq1heXpZar6xFSmv2xMSEKM9nz55Fo9F46OSAyd4yoVC73RYrOgApMUQSQAsSejHg/3oR5WetVkuSjGj2m5ORCfy8Xi/q9Tr29vZQr9cRDAZx5MgRTE9PS5UK5rQIh8PIZDKIxWJwOp3iyprL5aRaxuTkJGKxmCyEJJLoMhgKhRAOhxEOh3H58mXJtMuSLHwHEkt6fJkKiBaEdX3X/f197OzsoNfrYXp6GjMzM3C5XPKMgUBgSJh+HhWaUCiEiYkJsWzouQ/csjqOElJ0PxE6HMHj8SCVSuHGjRtDwo6FRweHw4FTp07h61//uuQtoXKvQ5BMYdN0WSU4r6g0RqNRJJNJTE1N4caNG1L9gMc+j3PqUSEYDOLo0aNwuVxot9soFAriSQjcLqCbgjX/JuF8/fp1fPDBB/jhD3+Ic+fO4cqVKxIO+Kg86p5GZDIZ/NEf/RFmZ2cRDoclcfDy8jKWlpaws7MjmcBHtTs9KLWyEw6HceTIEWSzWZw6dQqzs7PiAvwkEdhajgsEArh48SIWFhawvr6OK1eu4MqVK1hZWRGyWSsslAPpmswSdXt7e3jvvfdQLBYRCoUwNjYmBHan08HNmzfFc9HpdH7psLUf/vCHOHr0qMgxDInQeR+AW16WvV4P7XYbu7u7ItfyvVgqkqQA5R6SADx2Y2NDFKpOpyNePiYZMIpE0r9NS/ooD4FR4+SrGEHuZum/12Pv5z6URyg3MPEi86N1Oh3E43HMz8/js88++9L3PAzpdBq/+7u/i7/5N/8m+v2+JB7c3d2Vai6aCABuT5Q4yrWfhphYLIa33noLk5OTkjCdBi5ea9TfwOGhG+aafz99YcrVfH6GnPd6PUxMTCCVSuGLL76QJPjMs6DvqfOmEPSQYTWDbreLs2fPIpVKIRaLief63/ybfxMLCwv45//8nz8RJeefKHJgfHwcL730kixMdMcgA60XWj0wuWgRNpsNiUQCk5OTyGQySKfTmJycFDd+zejo0mOmVVa7h/C62uqkB6EpWGohVGebBzBUYk9b/ulWT2szy/OEw2FJlKRrA+uBzHtycDI/w2AwGKoT6/V6xULObJqnT59GvV7H9vb2w+xeabdQKCTPxDwNDocDjUZDkoBoN0PNTOq+59/atYku3i6XS0omMbaIDOWRI0ckgeT29raEDiSTSUxPTyMUCqHfP0iMU61W0e12EYlEEI/H4fP5ABy4XLGKAvuDZe14PY4xeiaQnPD5fAgGg/jwww+ljBbHiZncBBjNkHJ8cpxRYODP3t4ebDabEBqNRgOzs7NYW1sT0kgTX0+S8PUwEQwGcfr0aUxOTkolBz0/OaZ03dtR4057DfAaHM+JRAKzs7NYWlqyXJMfA+iJlEgkYLMdxLWySgwwOkSHfUkrGAVZvc5yvlcqFXg8HkxPT+Nb3/oWfv3rX2N5efmJYfyfVXDf4L65t7cnMd+EqVCY0PsJFZ9f/epXmJmZwYsvvog333xTyiM/SDfuZwU2mw3RaBSnT5+WhLesGrC9vY2lpSXJgTNKgKeMoqvBDAYDZDIZnD59GhcuXEAkEhnKKfAkgwQzvVHn5+dx/vx5/Ot//a/x0UcfiXch3eyB4fJsg8Gtkqq9Xg9LS0v48z//c1y8eBFHjhzBzMwM3G43dnZ2cPnyZTGqXLlyRWTX+wFzYDHnEgDxYGC/sBoSrftU8oGDtTIUCsHn8w3JKExS1+v1UCgUUCqVxCuT5UX5vlpe0wYgXt/8e5SyOGpOmueO+vxeca8kw1chHg67H2V3Jt9jnwC3XPej0ShmZmbw+eefP9D1KRwO43/5X/4XTE1NoVarSTgec6JpI6kmlCjrAsNeHTSCMp9GNpuVJINer3dIfxrVhndqV93Xo0hh89xRxlw9vkatV8xHRWLG6XRiY2NjKER4MBhOfE4vUqfTORSqygTntVoN1WoVp0+fxrlz5+B2u5FMJvHOO+/gwoULmJycxP/8P//PDzzHyP3iiSAHmGDjxIkTiMVi0oCFQkHcLbiha4xS5pkQkFmq0+k0YrEYwuGwKG2MbeLiBwwLDWYsySjm1yQTtPKvlXQtiJgWRCqOvAfvS0Y5k8mI8lytVuF2u7GysiKTlC6yepPV92WyEGbWZ0wNBeBYLIZarYZAIIDl5WVJDPgwwPdijBHZZiYjabVaQ7FWnGy6z3W/aK8Alh/x+/0YHx9HJpNBOByW+Kher4fx8XGcPHkSCwsLiMfj6Ha7kghyMBhgbGwMExMTCAaDIjSS/Q4EArJQs92dTicymYwkGCqVSshkMohEIhKmwn4gA0+LCbOw0n1vZ2dHLAl898MWfHNh0/2tBdlOp4Pd3V2pZDA5OSn1oFdXV7GxsSHuj0+6APagQOtULBYTLySdQ4RjThMFprBhrkP6e5I7Ho8H8XgcKysrI70PLDxc+P1+fOMb34DX68XOzo4ksQWGM5eb1iruH8lkEsViUcKaONeYoXl1dVVIoBMnTmBychL//J//c6ytrT36l31OwBjpWCwGAFLPmjlgTBLvMAHQJA96vR7W1tbw7rvvYmxsDGfOnJGSl7u7u5YniIG5uTm8+eab+MEPfiBJ7IrFInK5HC5duiRux3cCrYiaMH/xxRdx/vx5TE1NDRlWngbwOZl3xufz4fXXX4fD4cDNmzclXICeElSstJcg26NSqeCzzz6D3+9HLBZDKpXC2NgY3nrrLbhcLhQKBaRSKUQiEfziF7+4b0Ky2+0O1aJnriISDf3+rZrtOmlcMBgcmluaOKAyS8NEtVpFvV4XmUdndTfbDBjO3wPcTgCYxkDzOJO8HzX/73UsHXbcYV4NDxqaQKFcopVxtv3DMDqEw2H8tb/21/D6669jMBggn89jeXkZKysr2Nvbk/dnv2qiR3sya8KAYThzc3M4evSohG+RGDhsXb6T94D5+Z367G6f36lP9dix2WySLJFeQpcvX8bVq1fRbrfRarWG5jaAob91AvtGo4G1tTU4nU6kUinMzMxIRSSv14vf/u3fxn/4D/8Bn3322WP1IHjs5IDH48HMzAxmZ2eRSqVQr9dRqVSQz+clCypwS9EiTDcWJrfgYnr69GmMj49LchRmd9cuxNp9h6ypuZiYsU6a4dJKhPYoMEvn6AHGSaRzIujPeAytzYlEQlxjuZnevHlT2Fgzszrbiu577XZbEtr0ej3Mzc0hmUwiEAggnU4LifDaa6/B6XTi008/Hcpx8KBA1/wXX3wRg8FByRsSA9ykdFtrgc9kIfXiRKKn3+/D6/Vifn4ex48fF1KF7n3T09M4cuSI5BnY2dnB6uoqKpUKMpkMkskk/H6/lDBsNBqSE4DeAHpzJIGTzWZl02bYAL00tEcH+4o1VL1eLyYnJ1Gv19Fut7GzsyNxiOZmYFqtTbaVJJGZg4Mb9cbGBiYnJ5FOp2G321GtVuHxeIRoIp5VIZjtFw6HcfToUQwGAwk7YVvr+cM5OIoYMDcQTcxxwyZxNDMzg9XV1UdSbsjCLczPz2N8fBzlchm7u7tYXl6WUp5aCDGJgX6/L9VS2u22hN8QXLf29vbE2ymZTMp3Fh4O6KVx8uRJeL1eOBwOrK2t4ebNm5KDyJy/wOhkomY4IF2rP/nkE6RSKfz2b/82XnnlFSFQWfrQyj8AuN1unDp1CufPn5cwwEqlgps3b+LmzZvY3t4eUla1kqat5UxGNjc3h+npaZw/fx7z8/Pilfe0kAKjYLMdJCZ+7bXXMD8/j88//xwff/wxrl69ik6nI1nYORa5d3B8ORwObGxsCOn/4osvSnz28ePHcfnyZckd9GXkNCZ6piFIe7xyPtClWssUWnYuFosoFoviXdVqtVAsFoeU81HWZU3UmQSA/k6v0Xey/prEnT5fv9OX8Rww7zlqfX+Q49TcZ0xvaLa/Tvr3IO8fDAbxox/9CH/4h38I4MB74caNG1hdXRULNvUd7QWif0j60ThGA+f09DROnDiBbDYrFnjToAoMu/ePsubfiQQYJavdCw4jj8325fcsQcgy2H6/XxLK62Tfuo+oi9GoCEBCv+mZwOTYLpcLR44cwb//9/8e//v//r/jf/wf/8d7eo+HgcdODrjdbhw5cgS9Xk8WrnK5LNkwtZJImDFKfr8f6XRaEvqNj49jbGwMwWBQFiUqkHpgA7cy5WqYcXKaBNAYpTSYA9y0fJuLJMH7aPaJk43VFXw+HwKBgCQSrFarQ26VdMOjckqyodFoiBWT78+kgE6nE2tra3A4HIjH4wgEArDb7Q9ModHtwslUq9XgdruFGKAibm4Mhy3KzOVABtzv9w8lOfH7/cjn8+h0OvD7/Ugmk5idnUUoFBLr39bWFur1OmKxmJzDcdLpdNDpdKTsDq9PlnSU9YmVFQBIHwGQfhxllQ6FQpiZmZFqHHTFpKJitqNWZE3CgPfhM2nFt1arCfkQDoeRTCZRLpcxPz+Pq1evSijHswZTMGU4BxdondfiMNc4YNhjhd+Z99DrBYmwkydPwm6348qVKyPnvIUHD5vtIAEWw2r0vNHkr2ll4vf0YtKl18x+Y6x7OByWNXpxcVHC36x+frAIh8M4duyY5M5pNpsoFAoSnqfDr0YpA6bsYK6dAOSa5XIZ8Xgc8XhcKvywFOzzDIfDgddeew1f+9rXZH/rdDpStYMeA3rfMtdfXXpwcnISr7/+OqanpzE+Pj6Uf+Bph812kEdqamoKqVQKc3Nz+NWvfoU//dM/RaVSERkLGA5pAm4ZEtbX16Us4Ne+9jXJcA4A+XwesVgMExMTyOVy9zU28/k8XC4X9vb2pDIYjRqUC2lYoMxM44XOQbC3t3ebZZvQhjS9Z45KJj2KENC/74ZRSrJ5DVNuul+YCuNha4t+plHH3st92DYkXrSHB+VZekC/+eab+OCDD5DL5e77nUxMTk7ilVdekQTbJIBKpRI6nY4ouVxz9TuaSUUpa83Pz+PkyZMYGxtDMpmU8XuYXE+Y391LG5rnjBpTo44Z9TnPOew84EBvpTduqVSC1+uVakhsHy1fcgxqnbBWq+Hy5ctCyGWzWbjdbgmLfuutt3DhwgX8+te/vuv7Pww8dnKAcRnz8/PijlStVlGr1cR6rhVsLdQBB500NjaGhYUFUQ6j0ai4rQ8Gg6HSg2aM9ajF6E6f6b+1Cw1we+KxUZPgMEKBv7VAyr+paNI7IhKJYH19HYVCAUtLS9ja2pKSf/oZqQSxjff29rC7u4tIJIJgMIhEIgG/349wOIxmsynlggqFAn71q189EIGI7xIIBOByucSdJpFIYDAYSAkcna1WJ8jRi6zOReBwOIQ5j8VimJycxMLCAjKZDFqtFtbX11EqlYbq2Xe7XdTrdckl4Ha7kc1mkUwmpYwhvUqAAyWfBBPvxbFDcqLZbGJrawvb29uSiTcYDMLr9cqzsgQakxzyOm63G6lUCkeOHEG1WsXa2ho6nc5QfOJhm8yohU1vgnox6na7yOfzcDqd0hbExMQE1tfXn5nkW4dt1j6fD+Pj49jb25OkkRR8gFsVMXg8mXDtrmwKQCZhoAUdl8s1VKP3sGe1lMgHC6fTiddff10SuzI0Ta+H5rrMvmWSNJJ15tzTfV2v18XrZnx8HG+//TZcLhc++OAD+dzq2wcD1mGn1bVSqaBSqQyF1Zn7hTk/CfM7ft9qtfDZZ59hcnIS3/jGN3DixAn8f//f/4dr164NhXw9r7DZDvLXHDlyRLzyyuUy1tbWkMvlhkoC83j+1muyy+VCNpvFxYsXcfr0aVmLnxViQMNut8Pv92NhYQHJZBK1Wg0fffTRUGJpM9cN5QImFn7vvfcwNjaGmZkZxONxnDlzBt1uF7u7u5IgrlKp3PPY3NzcRKPRQCQSQTgcRjQahd/vF/mK4QL5fF68E0i2aiKD4Z+mIQ0YHRZwp/4dpYSZ48j8W382iqznNUhGfdW5ez+kxZe5l36Pfr+PZrMpsorP5xO5lSXRAYjR6qvC4/Hge9/7Hk6dOoVAIIBKpYKVlZWhKmYMgeEzUrcyPabpeTc1NYUXXngBc3Nz8Pl8h+69Gocp6feDOyn0d/r8y9zX5XKJzskqeO+//z4qlYrk22C76FAp09Bw8+ZNJBIJBAIBJBIJ0Ru++c1v4h/8g3+A/+6/++9w+fLle3ruB4nHTg6kUilMTEyIolWv1yUZio7Z56DiAOXCm0qlcOrUKSwuLkoDU/DXLJd5LdPix7/vtJCZisAoxlJfS7NH+rxR1zCZN235pZLO7LBjY2Pw+XwihPZ6Pcl8z4Goz+fErNfryOVycLlccLvdcLlciEQi4kKmEyRmMhlsbW19ZYsy251VIriAsBwK49tGbS5sB6fTORS/Q2GQ7ReJRDA7O4vZ2Vk4nU7k83m0Wi243W5MTEwgmUyK+2i9Xhc3KVqI9AJLhpZtxLHE8djr9cSNrlgsolwuDy2gLHvI92FZQ01ksG/oZjQ2NiblG5lEUd/b3CjNzZdjRhMCmhgCICQGPUQYXsHqCabr2NMKrRzoMAu/34/JyckhJZ+kIYAhF01TweBnozYWk9Cim7PT6ZQ55vF4hhJ0PYuC8JMAm82G2dlZLCwswOl0olQqYWlpCfl8/rYkYLpfOQZYh5hj4U6kXLvdxvr6umSRTqfTeO2112Cz2fDTn/70uVYkHyQcDgdisRhisRj6/b5Ul+F80v1nQitcWjDT5L7ONbK3t4df/OIXmJycxLFjx/DKK6+gVCoJIfG8Jpx0Op2YnZ3FiRMnEI/H4XK5UKvVsLS0hNXV1SF32sPOp9dAJpPBK6+8ghdeeAHxePw2r81nEUzI9v3vfx/RaBTvvvsuCoWCyBR6DHP/drvdGAwGKJVK+PDDD5HJZHDixAmk02lcvHgR165dw/LyMubm5lCtVrG0tHRPz9JsNhGNRsVI4PV6MRgMsLe3h3K5jFarNeQZQMJAW/3NvXCUPGLibor/qP/NY0ddgxUjKE/q+c7jdHjqV8G97ttfdX/X65oOzdB/69DarwKXy4WzZ89KIvjBYICtrS0JJ+D1mV8CuCWX0w2ez+b1esVze25uDuPj46KP3WlsaNxNub8bHtS+q/eJu4Hh36dOnUKlUsHy8jK2t7eH1jbqV9r4Sw/oQqEgob80APP773znO/jbf/tv4x/9o3+ES5cuPZSQ78PwWMmBaDSK8fFxYSfz+TzK5fJQkj5gONaFClUkEkE2m5VY8rGxMVnoRrl/6442E76ZG9SohWTUwqT/NxlL83vzGNPb4LBztEWElhImV2T5ICq8rBerWSotGJFxttkOsnB6vV5JVjgYDBAMBuHz+ZBOp6WeNCse3CtMgsTr9UqiDSpNtNLTnd1kPzVxMkrRowcAkxDS0l6tVtFqtVAoFGRDzmazQi4AEGbc7XbLc+lnpysdXVh1TgiSV5VKBcViURI++v1+eL1eBINB8WhgCU4AaDQa0ke0AGhPBZfLhbGxMZRKJXFvNa1ih7Uxf2sSR5/X7XaF8KF7oNvtFg+UarUqyY+KxeIzZyHjuD537hyCwaC0+yhXYZNs0Z+b1onDrB1sc4fDgW63i2QyiYWFBVy/fn0oVOdZauMnBTabDadOnRLrWi6XQy6XGwq50RuzXntttoMwHyYzLRQKkghX9zXHBglDltkNBALioptMJrGzs/M4m+KZATPj08WWZKxOFjmKrKf3js/nw2AwQKVSGZlbhGPBZjvwBltfX8e7776LRCKBN954A+VyGb/5zW8kZ8yzGH51J9jtdhw/fhz/zX/z3+DUqVNwuVyo1+u4evUqLl26JBVfgNuVPm1NjEajSCQSOHPmDC5cuIBMJvNcEAOEw+HA+Pg4XnnlFQDABx98gO3tbdmnKWdouZVtd+XKFQQCAUQiEczPzyOZTOLixYsyF6jE3bx58677SjAYlJLLbrdbLNK5XA6lUgntdlsMa7q0r2l9N+Vd874PkgAfNb85lwOBAKanp1EsFrG7uztkEORx96PoPQh8lXuZe41uW5MsoGzzZcAEeMeOHcMf/MEfSO4sJvCl55wmrkxySIcJMeP+0aNHMTc3J8m5R8mqd8KDlIvMfr9X4kG/5536Uq93NpsN8XgcJ0+eRCQSgcvlwtbW1m3KvH4GnfeOla1Onz6NU6dOSZiVw+HA97//fTgcDvxv/9v/hpWVlS/VFl8Gj40ccLvdeOGFF5BKpVCr1cSVk5NbN6I5KeimPTExgYmJCalHabPZZHHV7i5aUTYFfx5zJybUxKgBd9hxo1hWLaDys1EeBMAwMWKzHbjG+nw+eL1e9Ho9pFIpTE9Po9lsYn19XRLqAcNJHNkmjUZDFlEu+tlsVjLZ22w25HI5LC4uwufz4Ze//OVQ0ro7YRQTzOzftKT6fD5x59bsp7nwjLoWCQYmqmRst9/vR6FQQC6XQ7lchtPplBwUdNOhx0mr1UKv1xuKP+fYIHHATVmz+oy1o/tkOBwWywdJKVaEYELJUqmEvb098TJoNBpoNpuSsZVJzbhQZ7NZ5HI55PN5NBoNsTyb43PUxnwnq6iOzW02m8jn81LSMhaLiXWbWZWfBWhSKRKJSKkp5odgyJKGFoDYL0ywQ+WBhIJud/5Pt2fglvDicrlw9OhR9Ho9XL58eaQgZeHBwO12o91uo9vtYjC4Fac5Kk+I/k2rx9TUFKamprC3t4doNIpmszly7QZukbvdbhflchmRSAT7+/uYmZnBSy+9hD/+4z9+aJVfngdQ2FpYWEAikZD66MwVYxLI5hppt9vlfI/HI7XneW3gFqGqSYJ2u41Lly5hfHxcMnffuHEDOzs78Hq9qNfrj74xHiNisRh+8IMfYHp6Gi6XC/3+Qd3ztbU1lEqlO3ptMPwvHA7jlVdekWoEX1ahedrhdrsxPz+PaDSKeDyOn/zkJ0IiardrlhUEDvahWq2Gzc1N7OzsSH6kbDaLkydPYm1tDSsrK7clwT4MyWQSk5OT4qqey+WGQu1WVlaG8nLpPFjA3RWsUUayUbLc/RqczHvbbDbxop2dnYXf70ez2RQSkMc/bALqsHe8l/PupniSuKGyWavVUK/XRcaMRqN48803v1TJZI/Hg+9///t44403EIvFJKfW3t4e8vk8ms3mkLed+b78e39/Hy6XC+FwGDMzMzh+/LjkEAFw6LjRRP394k5E1L1c77Dx92XGtobb7ZYkq6lUCu+99x5u3LgxkiDQhl+73Y5arYaVlRUJf81ms3J8PB6X6iePEo+FHKD7ydTUlChMpVLptozSJqgcp9NpTE9PY2pqCpOTk4jH42Kpo0CmrzPKOj9K4brXBeuw40xSYdR7mMrvYczWYWQFY93p1pNKpeB0OkW5XF9fx82bN9Fut4cGk57o9XodNpsN+Xwe+XweoVBIFOJQKCQlopLJJILB4D2TA3zGUWQLE214PB6JxTEtePr9KdCbbjj0GvH7/QgEAkgmkwiFQlJibHd3F4FAAAAwMzMj1r9+vy85LQaDgXhN6BCOZrMpi51OXqYz9vI9gsEg/H4/er2eWKP1u5MMCYVCElKRz+exs7MjLnCZTAahUEiIm3A4LN4HLC3Edx41zsyxowkCbupMcMRjBoMByuUyvF6vxEnxPTKZDDY3N++5r590UIA4e/asfMY2ohVQu7zq8cf55fP5hMRhiVWGwYwiYvg3Pye5EIlEJNmPhYeDcDiMb3/72wiHw9jc3MTNmzexu7s70vIEDOeO4X4UDofR7/eRSqWwt7eHRqNxm1uqXtt6vR7y+TwGgwGmp6cRjUYl/83q6uqje/lnDA6HA2fOnMHs7Kys0Xt7e9jc3JSkj1yjSXLr/o3H43j11VexuLgo5HAul7tjaAD3omKxiI8//hivvPIKTpw4gbfffhulUgnVahVOp/O5IX2cTicmJyeRSCQAHIz7arUqiuqonES6D5jgc25uDqdOncLk5KS4zD6P4HtzbBaLRfzZn/0Z6vW6EC8c01QomLh5bW0Nf/qnfwoAOHfuHMbHx4WsLhaLmJqawvLy8l3zRDH302BwkAiaxpNwOIzx8XGphkUXfeCW5wDw4Cy79zoGRsnlWn5m5afp6Wl4vV7cuHEDpVJJ8jpo5fZBjztTTn8QBAE/6/f7khi33W7D5/Oh2Wyi2WxKPjUzHPd+wNDZsbExCSfe29vDysqKkH58DtNwx+ek/MSE38eOHcPY2Jh4IrNNRhlEDjPAfpVx8WXxZdrvMP2R1Qfm5+clJwiTeQK3kqnzHLax0+lEq9XC1tYWcrkcMpmMyPTRaBTFYhHHjh3D8vLyIwv9feTkgM1mw+LiIhYXF+V/c/LqQakTCPp8PkQiERw7dgxzc3OSfNDlcolFV7vUa+XSHKwaWni8H8venZhRfV3+fZgHgf7bZNRGLT4Mm6ASGg6H5dz9/X2USiXs7u7e5qJGIYuW+1KphHw+L3H3Pp9P8hqQSWT93XsZkOaEp1WdIRCBQEBc9XX2f4L9Zyq5/J9ZUxkukEgk4PV6JZyA97LZbKjX67h06RIcDoe4/AMHLv58V12ekIsd3fz53nwG5hJgwhUmWdHkAjd0bqQkGVgnOBAIYH19Hb1eTxJvst4ria9gMIhoNCqVOnRbmrGzJriYaDKAoBWHWXCZtTgej8Pj8SCVSonQsLW19dRat3XbOJ1ORKNRxGIx8bShd8hgcCvhIMcj35/zj33H+tUAxDINQMg3nSiT44jX4JgaHx9HoVDAtWvXntq2fZJht9vxyiuvIBqNol6vY2dnB+vr60N7AnC7KyDneygUEuIvFothcXERg8EAV65cEULHXKt5rf39fTSbTVSrVVlvZmZmJDb+eVEmHzS8Xq/sRUy8pq0wJmGjFYZ4PI7JyUksLi6iXq8jmUzC5/OJ0jNqn9djAgAKhQJmZ2cxOTmJbDaLarUqeWaeB8RiMfz+7/8+ZmZmJDyDLug6HtkE25GJJM+cOYP5+XkEAoHnlhjQsNkO8iS98sorqFQq+PTTT1GtVmUfoqciZQq/34/9/X188sknsNvtCAQCOHnyJKamptBsNkWeu3Tp0l3DmbxeL7xer4QQJBIJNBoNbG5uYnp6GmfOnEG73cba2tqQ/MjnJu5lD3tQfT1q7SbxxHxZNpsNqVRKiEPmhjrseb7qHvxV3+1u1mtgtMFBn2OGSd3PvaemprCwsIBsNivJykmmm+VhTf1Jy+fxeBxzc3OYnZ2V0AT9/Hd611G4F7JjlGF11P+HfXbYM90viXSn+wcCASwsLEj+vN3d3aFQch3azn7e399HsVjEb37zG3g8HszPz0vI9Pz8PP7+3//72NrawkcffXRPz/dV8cjJAa/Xi0gkgkAggEajIZmHtXKvFUPgoPECgQCy2SympqZw7NgxZLNZsejpJIVaEDwsYcdhbNVhDNedBthh/+uO1wKleb87LVimIsjfWqFmvA/dWlutFiqVipAEVGQ4MLWSWK1WUSgUUCwWJcaewq3L5YLX68XZs2fF/ewwmKQGFa9IJIJ4PC7lV7hwcHGnYqYnDfuci5OOxSNZ4fV6kclkJIN1tVqVygKJREK8S5aXl8UdNJFIiLJHa7nOFkyPDJvtIB8Dx1Gn0xFlo1qtIhaLyXX4TKMSB9I6TQKHYQp0j63X66K80puCG1sgEEAgEJD4P01yjRonun91YiO2oV6wiVarJVncA4GAzKXJyUlsb2/fpgDpcfskQ88pj8eDs2fPIhwOS14T5howSUTtxqm9Lujtwv6jq7omrXQ+DH5uhigwvMHr9Vq5Bx4wbDYbxsbG8MMf/hDhcFgShtITTfePnkuaOA2FQuLF43a7EYvFMDU1hUKhILGD2kXVtKo0Gg0h+8LhMC5evAifz4fLly9bHgT3CZvNJhWHBoODijasMKMTCPJY/ubfPp8PU1NTGBsbk9Css2fP4urVq/jss8+GchppOUOvBZubm/jggw8wOzuL48eP48KFCxKSdj/Z4Z9WuFwunDx5EkeOHMHExAQAYHV1FVevXsXW1tYdwwn0HDpx4gROnz49VL7PwkE7TU9P45133kE4HMZ7770n+zHlC3rCNptNKV/3+eefIxKJYGJiAolEAkePHkWn08HS0hLOnTuHzz777I7ef0x02G63kUqlUCgUcP36dTSbTSQSCfh8viGLtGmouldZ+GFiMBiIYYOhnZR1MpmMyGZ7e3vipTrKYPJl7juKqPiySroJ00BJGdKca1yzTL3iXnH8+HH8D//D/4ATJ07A5XKh3W7j+vXryOVyQjZpGUaHpVK2p2w0NTWFM2fOSOl4Ta7ynQ7DYc/+Zd7pQbX/g8T4+LiM1U8++URIZXoaA7fkdeYG63Q62NzcxBdffIFAIICpqSm53te+9jX8/u//Pi5duvRIDA6PlByw2+1YWFjA7Oys1JsvFouizB6WVTQQCEgGzNnZWWQyGXEd154FXAQosN/Na+BOlnuNex2s5rXvBeYzmN+ZAukoBZEKIEthTExMoNlsotPp3Gbl0O5hzWYTOzs7YjXzer3w+XziYma3H5Thu3jxIv78z/9cXN0Pewf9dzAYlNqm3PCY1EkvNlpJAzDkcqMXGZ1zgQobLfyhUGhIGfN4PBgbG5MyjYwTZU4LboC83mBwkIuAcejcQEm2MA6r1+sJU62frdPpiOWZWV05lvledrsdHo9HYpmZ94H5MjqdDorFouRN0ONRvxutCvr65oaloce0Jl6o0DB5I0s2Mg9BsVh8qgVgu90uZYDI3mrChq502kuA7ci+9Pv94mFCBT8QCAjRYK4bGpy79CSw2+2Ynp5GPp/H8vLyl9oALYzGYDCQHCPAQf1gHf4xao7o+cvs3TpxKZUblkZlklAT3Hv29/dRqVRkTYvFYnjjjTcQCoWwtbX1QMrCPi9wOBxiaQYgce6m14D+WxM9VJ5isZiQs4lEAidOnEAul8PW1pacd5icUK1W8dFHH2F6ehrf+MY38LWvfQ2FQkHyUywtLT0y985HDZvNhjNnzuAb3/gGMpkMXC4X8vk8Ll++jOXlZUlWpo/nb7vdjmAwiGw2i1dffRWvvfYaUqmURQyMgMPhkJxRV69eRT6fB3B72TiOTxrUvvjiC6ytrSEWi0nc/eLiIvL5PKanp/Fv/s2/kdKDJgaDg9AQvR55PB7E43FkMhns7Oxgb2/vtipb+vyHuW8dZpTQ/9vtdoRCIaTTafh8vqHjKMcAB+1WKBREt9Bk7qh7Hvb/3Z5X//6qbWPemzI8yTXmIKDMeOLECRw7dgyXLl26p+vb7Xa89NJLOHr0qIST1mq1ofV1VBtpOZKetyzDTc8iPr/ZFofJkY9C/rlbX97PM9xrH/M4l8sl4S7NZhNffPEFWq2WhAmb4b6U0dvttoRujY+Py/F2ux2vv/46zp8/jw8++OCen/vL4pGSA/QaYFKwSqWCer0+tFCZzJnb7UYikRDhjwI/JzsFb+DWwBzFEo7q0FEC/b1ilDI/6pp3e4Y7QW+6owamaRWjMMVnI/vHqgBUgLT3ANlqKkwTExMSAhCPx7G3tyfJHu/1malsUtim9YbPpn8DGMpBwGtocoB9ylJjVNZIJPBd/X4/EokEPB4P/H4//H4/gsEgdnZ2sLW1JaV6dKWCWCwmLmjdbleSHgK36s0yRwMVxX7/VkZ6Pq+OX9eKIRUHfh+Px+V9SqUSNjc3xVtmbW0Ny8vL8l4kVLSlW88N3udOzL5mmU0hmhsDPQdsNhsmJibQaDTw61//+oGw7Y8LPp8PJ06cEHdY9pnZFpwPug3pPcMqFNrrhpsy4z31dczr8nqcBw6HA4lEAru7u1LJwsJXB+cVCb98Po+NjQ10Oh2Zo+a80Rv42NgYYrEYgOENOxgMYmxsTPaYfD5/m1VEr1GMD93f35e8JMw5wrwEFu4Mu90uma7pyVYul1EulyVfgEmm6/WJZSUzmYwQ04PBQOrNM6Ehy8/ynmZum16vh52dHbz77rvIZDK4cOECLl68iPn5efj9fvyv/+v/io2NjUfbOI8INpsN6XQa2WwWNttBBZ/t7W0UCoXbknTqc0iARyIRzM3N4eTJk0gmk488kdbTAspsZ8+elb3k5s2bst5o+YJVqKggcj2h3JPNZuF2u1GpVBAMBrG3t3foPZk/59KlS8hms3jrrbewubkpIZfaGDHKOv0o1jHToKf/p4xJcl8fzxBOer8uLS2J4qsJArNN9O/DcNj3poHxq0C/J+WzWq02lJi83+9LSCzl4XuF0+nE66+/jlAoBACoVCq4ceMGKpXKULJl4JahThuidN6vI0eOYG5uTip+jVqPTcPhveBhyZtfZtzeqU9HESijiLRIJILp6WmpnkSPYK2jUUalnkZv7Wq1img0Ku3/5ptv4h/+w3+Iv/7X/zpu3Lhx3+9zP3ik5EA4HEYikRCFS5cT00qLdvPzer0YGxvD1NTUkNAA3BLktQKkoa22xJ0YyXuFSQzowX8YuzSKDTWfZ9R99N+jEvdp93Em2ANuWZipmFIYMi3OvV5PkmZEo1FEo1FZeKmMa6vq3Z7VZjuIZ0omk2g0GnC5XBKvTTZcv4f5GcFFkK74fHYq/lTCaaknOxwKhSTWnyQCXeb39/dlAyyXy9ja2hIXUVqCyYBqlpljlJ4VzEfAtqS7eavVknfi8/AZ6JbOvAhMfLW+vi7uyNVqVRZ7p9MpFQ9arRZ8Pp/0hangmGOJz20mkzEJBgrBlUplKDeEFqqfNmhXf1oRtAUGuOXmP2pO2u12GbO6YgUXelakoIsxlUnd9poY0v3kdruxuLiISqWC69evy32fxnZ+kjAzM4Pf/d3fxWAwQLFYlDrDwOFrPAVFn88neWsASNwvcEAcTExMiIWlUqkMJQo1QTdgVt8JBoOYmZnBq6++ip/+9Ke3xcBaGIbdbsfY2Bhef/11ScRWr9exubkpBO1hJD/nHZNjUSnVxPfk5KSUgLt06ZIoZPo6+ll6vR6Wlpbwl3/5l0gmk5iensbHH3+MRCKB733ve/h//9//95n0HvD5fBIO6Ha7RT4ol8uHluYCbu3PExMTWFhYwMTEhEUM3AUkIV9++WWpTLCysjK0vmjjl8PhQLvdxq9//WscO3YM09PTEvc9NzeHdruNUCgk8sOo+zFHVz6fl+pRzWYTn376KTqdzpBnyJ1k2ofVHuZvU66x2+1DyZtNMoMESCwWk1LptVpNcg0dJi99lefl9e6HILiTcVIbHMy+0DmNNEF9L2AZa+DAw25tbQ0bGxuSuJv30XIm11adSyscDiOVSoknrZaD7vRe99smD+ucr3Le/Y4Vr9eL+fl5tNttfPLJJ2KoBDCkQzAfGL3hP/30U+zv7+Ptt9+WspAOhwPHjx9HIpF4dsgBkwmla65O5mUycCyDNzExgUwmg3g8Lpk6dcyGPkcPTm1VB27v1Htd+L7MIDqMqLjTsaMm1ahFWluMzTZzOp3iGs4a3Iy/1c/ENqcXR7lclooRTBxIt30qxfdi7aSCzQRO/IzKNxczM78AAHHrN1liKtpU9E2LLokECt/MPk9BPxgMIhKJIJPJSH4Gm82GSqWCXC6HTqcjici0lVgrlfRcYD1zjjuSAo1GQ+LDtEsgyzcytwDbIBQKIRgMolQqIZfLIR6PY35+HmfPnsXe3h52dnZQKBSk7cz5w77T4+uwsaLHFjcXvieVGXoP9Pt9sURsbm7elkvhSQfnRiqVktCTwWAwkgUfRQxo7xRaLrWgQu+BdrstZfJ4Xx6jn0WTNLyeDmew8NVgs9mQTCYRDodlbDOZp95XRgmEJOv8fv/IPYPH+P1+pFIpqTRy2L7BMdVut1GtVmW9ZHjC9vb2UBZwC8OIxWJYWFgQA0Cz2cTm5iY2NjbEKwQYvY/bbDZks1m89tprOHv2rGRh1+QA89JQhuB+oee3SZ62221cuXIF77//Pt58800sLCzgpz/9KTY3NxGLxYYsbs8CvF4vvv71r+Pb3/42YrEYbDab5CY6rNKKniuRSAQLCwvitmytcXcHZd3Tp09L7He9XpdkZLTWauLyypUr+OUvfyklkZl/gAT/9vY2dnd3b7uXNiwMBgNsbGxImeV6vS6yweMqaWyuq6byS8+AVColrvajEjWzTVOplBAhDAu62zpyv897GGl5vzBlB23k0eUlGS5HI1UkEkEwGJRKXIfhrbfewo9//GOcO3dO1r9yuSz7JY0d2nNVyy8A5H6nT5/G4uIigsHgSKPnvb7vgyBl7oZHtd/qPjMRjUZx/vx5AAc6weXLl8WYqNdPyjD8bnNzE1tbW+KJTTyKdfWRBYJ5PB4cP34cLpcLjUZDlCmdRZ9eAxz4sVgMExMTSKfTCIfDYtGkMsjBzHO0wqkXlcOEOa1AaZJB/4yCuRjc6dhRbOBhHau/u5uFRLOGbAfGiXk8HoRCIcTjcUQiESQSiZEbNf/XBAEz/9OV3eVyIZlM4q233pLERHcCLeWsosAQEN1G2rtB5x3QDDmP42QBbpWt0ffgj24LfS273S6ZxPf39yV/RTqdFhKh3W5jd3cXhUJhSOHTrj9Op1MsKWT52u02arUadnd3sbe3J0o88zfY7XbU63Xs7u6KKzk3eOaHiEQiiEQiyGazWFhYwPHjx3H69Gkp0alDOujyp/tOK6D8rcfeqA2Qv/X8YJ/bbDaEw2EcPXoUExMTQ+PtaVBqaCE8derUkLuWFiA08aPfjV4DLD9ojkf+zXwE2lNHwwxTYN9wg6cya+HBgDloHA4H9vb2xHVv1HzR/e10OpHNZpFKpYbGAHArvIBzPx6PS8Z74HYhW5MRzP68s7ODUqmEmZkZ/PjHP8bMzIylLN0BHo8HJ0+elHJrTN46KsGVuY96PB5kMhlMTU1JFRtNmgMQz4Jjx45hYmJiJBFk7uv9fh+NRgPb29toNBo4fvy45EPIZrNihXtWkE6n8Y1vfAPT09OSe+batWvY3t4WyythyiterxcTExM4cuQIMpnMyLXRwmjYbAceBOfPn8eJEydEztAGAeDW/lOpVPCrX/0KH330kVQ0mJ+fF1k5k8ncVgIZGE5MzX2/UCgIUaYtxhp3knEfFkwjEZ8vFAoJgajnq5YlSQgyxIVtQ3d8Hv9V5RqTHH4Q67uWWbrdLiqViiRjbbfbKBaLUnIbAL73ve/hBz/4wVD+hVHI5XJ48cUXEYlEMBgMUKlUkM/nJVSI8vMo3YpybTAYxOzsrJC4X/V97/V8rTs9yj30q9zLHBterxdTU1OYnp5GOBweMmLq43WS9FKphPX1demjR2moe2SeA7TiaSVUZ/zWWdaZDIq1p1OpFPx+PwDc5gp4GLTgNmpQmZvcqAVi1Od3W0zu9myjzjc3Ub2A62c9zOpJNpHfM2lfKBTC+Pg4AEiSC+0WyMWUsU0bGxvST9lsVqwt/X5fQjo2NzdHtonNduCutri4KEIw+5VChVZGdVtp5U1fD7gV90RXplgsJm5znFidTkcqDdAt3u12CwvaarXQbrdlkSOBEolE0Gg0UCwWsba2JonDjh49imQyCQDCqDM0gOEJtLgz2SErcDDvA3CgYDDTNomHbDaLUCgEj8eDRCIhCzRDbGy2g1KNx44dk7gwAFLG0WRy2Z7meBj1t16EeA4t681mUxKqeTweJJNJFAqFIe+Bp4EccLvdOHbsGBKJhIwNji9tEQRuec9wvDELLwknTWIBw4qJz+cbSk44al7ymibm5+exubn5XGQ9f9hIpVKYm5uD2+1GuVzGysqKlPPS/cV+1+M4kUhgdnZWSqxp0ojgfEin03LMzZs3JUyL19Z9T4Uyn8/LujgYDMSbignxLNyCLlvIOVmr1YZi3M39Qa/noVAIU1NTtykAmgwdDAaIRqM4efKkVEmidXWUokACqVqt4vLlyzh79ixeeeUVHD16FFevXsX6+jqmpqbQaDQkH8LTDrfbLR52+/v72Nrawtra2m2eh3r/oTX35MmT+Na3viXKrYX7A3PSJBIJsQTTYKb3MHqgra+v47333sPY2Jgk6t7d3ZU8ArVaDcvLy0P36HQ68Hq9yGazqNVqt1ViMQ0zj0MZMw0YWk7Ua8CoMFtN9PH4UCg0lL+J3j7aK1KTiI8ao9Y37SVAOVMnW9d7FStw3S2Ex+PxoFarodFooFQq4caNGyiVSvIMeh/TpdK1wZEEbCQSkTb+MjAV5ydRDvqy4+FOxt9EIoFMJoNYLIZyuXxbzjwex/FdLpfx6aefwuVy4cKFC5Lo/b//7/97/MN/+A/xi1/84su93D3gkZADPp8Pc3Nz8rIssadd27n46RJ4sVgM4XB4KMZcWwCJUYLd/Sozh1nVR01Y/f/dYD6XXtBMqyzfTcf3cJDQ4qwFIy4UevNgW3JRZO1RWrn39vaknfV1GHdWrVZRLpclpouuS0zG53K5biuvQpY2mUxibm5O3O7peq2teFzw6Bql+4rvTjAGh5UYMpmMWGtsNpuU+SkWi+h2uxICQc8CkgPtdlvGFQCJR67X62g2m8jn89jd3YXP58Pe3h68Xq9kDm42m+j1ekilUlLqjGXLmFOB8ZnsS5ZcZGkSlimkssqyJcwjoF38mTCRGZ8LhQJ2dnYk5lYTLKOUGXNz5W9zvGqvDK0kM1+DJlN0ucYnHXwHALJZMu8Gv+dvPf9IlNFzwLQqmmSMJqJGlRsyFVLTs4OZoXViNAv3B7fbjR/84Ae4ePEiOp0O8vm8eA3odYTj3nSVJYmq10LCtFYBkDjLYrEowtqdwKS7XK/Onz9/xzJjzzOSySQuXrwolWKazabUYgdGW+j0HE6lUpicnBRC1Vz7OO9cLhcSiQTOnDmDQqGAn/3sZ7I/aOj+t9ls2N7exi9+8QscP34cx44dw/LyMvr9PrLZLNbW1p6JcBG7/SDng8/ng9PplMSN1Wr1trGuFTEmKJuZmcHExIS4w1u4P9jtdoyPj+PVV1/F7u4uPvvsM/lch9VQfuv3+0JwTU9Pi3ejx+MRj6iVlZXb5E+S1poAMD1uH7eibP6vw0pZ5tSUSTRRa5L1NHg0Gg0xGJhx8o/rnUfd9zC9AxgOpdY61J3gdrtx/PhxSYhdLpext7cnCXQ16D3C+zPhIcM0UqnUUHnsL7PuPQ4y5m5Wdz1evuyz3YnoAQ5I8MnJSZw4cQKVSkUSwus+1OSM3X6QUJ5VN4CDufDmm2+i0+k8VHLgoft92Ww2xONxTE1NicKowwm0ssO/aVXNZrOIxWJDicEI0xJtTiAt+Otz9Hl3embzx/xeH2c+g6ngm89jngfcWvxoudT11X0+n2QE1QQAFW8OIio1fEcupsFgUJINMu6d0M/EhH2Ml2VoAZNDxWIxvPrqqxgbG7utPbxeLxYXF+WZdYIv/a6j2F7+1m0wqo10GAGzxbfbbTSbTbHeardgHkOvCi6Ka2truHLlCjY2NtBsNuH3+3HkyBGcPHkS2WwWwIELFss2BQIB8VagNwDZdvYNxzI3cbplOZ1OcYMbDA4ymtMlLBAICOnAspKMAbPZDmp9x+NxcV0loXI3kmqUIqv/18qq7hdumrpMpEk0PEngHNNhSXSnZP+bhJvOXg/csu6TGGDOARJxuv3MhZ/zQlfiGEUkABAPGlovZmZmkEgkhq5nwhKwb4duk0AggHPnziEQCKDX6w2VYtKEqznm2U+JRALhcPg2zy3d5/p+9GhLpVKi8AOHh5Hs7++jWq1K5nCWLrNCSoZBd3/uK/1+H6VSSRKj3UlwHwwGkgRvcnJSwudIWJveQYPBQQUkJidMp9NDBgrgVp/r81lj/te//jWi0SheffVVTExM4PLly3d1531aEI/H8dJLL8naR+Jdu7Sa1i3gVrWQqakpxOPxkTLRqB8Lt8PhcODo0aN4+eWXkclkbrPmcj+jS/Lm5iY+//xzFItFyZuUSqUQjUYB3L5vM9RAy1kapgz9uKAVXz1vmdTcDEUFbnmgajlTk/w0MPGHcptJJI8am4+KPDBJUEIb/2jsYFUlh8OBeDx+x7Df6elp/OAHP5DcPO12G36/f2h8adLIlMNZMnN+fn6ovN5XaZc7yZaPY30w9cuH8Qx2+0HOhvn5eaRSqaGKG+ZxNKh2u10xRhJMBvkw8dA9B7ioeb1esQIctuHbbDaxmI6NjSGZTA7VsNduoaMUc/5tKuH6O9OiYD7rYUTAKEZp1CZoWhzNZzUXI0IrOdyYyRSRzd3Y2BArLpXkfr+PSCQiCrmuoUnByev1IhwOIx6Po1AooNFoDD2XdmvpdDpoNptoNBoIh8OiKDqdThw9ehStVutQt1ieT+aRCvKoScd30gyZVkiZ+AuAVB7wer0ymbj4U1nndejOyMzihUIB1WpVFF+fzyfJAKmw+Xw+SRoWCATQ7XaRy+WwuroqZeu0gsENmgSOJrpoSeFxHo8HgUBAFnS2LfsvFAohHA5jZ2dHiAjGy/Z6PckdkcvlhvIp3ClebpQAZ36vx2q/fyuZo9/vF68LTQ48iYqqqbi73W5MT09LKAzHGH8o5JvEIYUtTQxojFoD2M8cl3RT1H0yymtIz4fx8XHs7e1J4k6e8zR4aDwujCLCmEiTJQz12OYxGv1+H7FYTOozjxJSRu0TdvtBNRSW+6Tnkvk8JAYcDgcajQZ2d3dlvr/44ouIx+P4yU9+8kwlsvuysNvtmJyclPj2SCSCfD6P69evS9jNndYezvnjx48jmUwOWWD0+mdeg6UNT5w4Id6Mh3kLcT7W63W8++67GB8fx6lTp/D222+jVCqhVCohEomgXC4/tUqvzXZQZWhxcRHhcBitVktCL0zLoobdbpfykWNjY7d5YHDPPEyuup/nex5AueLUqVPY2toSzxbgdm9Bj8eDVquFL774AouLi3j55ZcRj8eRSqWwt7cneZX0OsOxTGKb4SPcK+8kHz8qaNlU76c0GtLQYsrih813rfQmk0l4vV5xp8/n80OypolRRP+jgH6fdruNXC6HUCiEVCqFWq2GUqkkBEe9Xhdy4PLly7ddy26348KFC0OJCKvVKkql0pDuYpIRBL0OTp8+jfHxcXi93qGx8lVwJ/n1YYzBJ2EdoWFibGwMq6uraDQat3nnsu8pr9ZqNUlcztx7X//61/HOO+/gJz/5yUN5zodKDlCAttsPksLRysvvTJaSDHQ2m5WkXXRpMRcMc9LeabDeTYnS19ZMmj7fVBDM6xzmxaAznuuYMQBiaWaZLCot/X4fa2traLVaQ9fN5XLY398Xl3QquYyFpzJH5ZGLPt3UI5GIlPXTio4elJ1OB/V6Ha1WC7VaTcgBCgHdbhcLCwu4ceOGCGEejweTk5NotVrY29sThbnRaAxVIKDCa1rXqJxRQaOFVbOjzDLN9+K9u92uxOOT8Wy328jn8yiXyygWiyKcMAs/M1nv7++jXq+jWq0iFAohkUjA5/OJxblWq6FcLgs5wnFBRZOKpG5LvqdZX50hD5VKBc1mU+rw0jPE5/Oh1+uhXq8P9TmTC62trYkSyfE4ypX9Tv/rZ9QWdeAWycI+p9cJhe0nTejVgjv7ZnJyUsob2Ww2GUfm3NVKPOe79tYxkzLdyZLAWGkmdDSPZ/tqwojPw81BkwMaT1qbP0nwer34zne+g8nJSYkjXVlZQaPRGCIRzXWcczeVSiGdTku/jBKQCL2m+v1+TE5OinfK8vLyoSXxeE0+n9/vl3wjrFTyvPex0+nEqVOn4Pf70W63RSmlh5Vp1TPJ/lQqhddeew2nTp1CIBAYWotHhSBqYpox3uFwWPZfrVzwbyoWvV4PKysrePfddzExMYHFxUWcPn0a5XIZkUgEn3322VNbrtLtduPVV1/F7OwsfD4fVlZWcOXKFWxvb9/mum2SZfF4XBLojlpr6dGj+49Eve5PruU8lvc1vb34HF8WT4KCcCfYbDakUim88MILuHnzJq5cuTLUrlqBcDgcKBQKuHTpEubn5xGNRpFMJhEIBPDSSy9hfX0dly5dEnnJ4XCg2+2Km/3Ozo54hph9N4qIvZfPvuq7E2Z/04A06jv9LKPGq177mbyWsiPDXE2C5E46wcOCbnttvGE4qt5TDtNRTIyPj+PChQuSIymfz0vlnVG6DT+jjBsOhzE2NobJyUnJz6Nl1MPkznttr0c1Hx/XvB/VPsz7MT09jY2NDVSr1SF5nLoR5ZhcLocPP/wQoVAIR44cAXCrtPrDwkMlB3w+H44fPy6DslaryYavY+UBSNwaY6UikYgkKNLZ4/VE141uXk8Le3pi68Y3J4Me1HdaDEYpg/yfirT2XuAz8ZlZUoUKmbbG22wH7v3FYhHtdntoIzAVDGbvp/s8hRhzAeUET6fTYqk0+4LCDxNmsZQba4BTkQUO3A+1hSYUCuHb3/621KNm+Ai9H/iMevE1LdKaKGDFAC6QVKCZaEq7jtFC5/V6xeq/s7ODXC6HRqMhFQSCwSBisZgkNOQCq3MS0JOAPzabbaiqAGsH8zyT3eOzcVK7XC5xI2cIQqvVQrPZFMGISR89Hg9KpZLkOOB3Xq8XyWQSqVRKvDpGLb6jyAI91jUOE4IBSFnGcDgsVReeZAsnF9SZmRksLCxIvCvHEecJjxslfHCMMXxJCwSj7qe/dzgcQg4wNpefc5zT00ePcT7T3NwcyuWy5B6wvAbuDcFgEBcuXJDEPteuXcP6+vqQ9Re4PdES5ysAEbB0adzD1n2ey7UyHA6LcK0txqMUUVaDIXGxsLAAr9eLn/3sZ+Ld9LySBDbbgefH4uIiut0uSqUSyuWyrL9mf2jl3uVyiYswE9CapCz7d9T66PP5sLCwgK2tLdlvtSwwSmgeDAaSm4f7gs/nQ7fbRTQaRS6Xeyr7cmZmBqlUSnI+kOjXJYjN9ZAushcvXsSrr76KcDg81F8syVWr1VCpVFAqlSRssdls4syZM0LiMtx0cXFRwgYpB8RiMQC3PK84Zti/Op+ESQCPytj/VfCoFAzKLJFIROQI4FbZZj2e7XY7dnZ2cPPmTZw9e1YqVKXTaXzve99Dq9XClStXAAy30WEYNe71/xoPY6xzDJmWVJKrfActw+hn0Xu43o95LHMzMAcBjUR6zTlMxrqf930QhALbQY9z/m2Wsj5sbL799tv4/d//ffT7fVSrVezu7krOHF2Vh6AOQX2DMiGA20j3Ufc8zJjC7+61Xe421w6T0b4K9LN9lWvf7dlIimvZQOsUWtel3Fiv15HL5TA9PS1G1Dt5dX1VPDRygAwd4yvp5g3cUmT0QKEiohPfmbHnAIYmCHCL1ed1tRA4ivnTPzxnlIu2ZvDMwWIqV7y/Jj1ofWa2emJ/fx9ra2sy4XVJPK28MMGfXvBSqZRs3EyAxFqlfCaPx3NbchLGtycSCYyPj4vwxYGlBV9u6FwsucCaZIvZ16y1ur29jc3NTXlGc5FmH5LF5QKkY/lN7wJNIHFMsN9JHDBRYr1el4SXDDfo9Xpwu92y0ZIUYaJAbgq8NuO62IfMu+ByudBsNlGr1dBut+F2u6U6Ad3w2f+6XjBJo8FgAJ/Ph2q1Kkyhx+NBKpVCvV5HsVgU8oDP3O/3EQgEkE6nkc/n0Wg0hsgcPS61sDBKSSFGKcra24TkRSQSwfT0NK5cuXLbZvS4Yc7zVCqFeDx+W6iKGZtozmFuhFxzzIUZuJ1RN60LLpdLiB+SVfp7M5ZZX5NVQBhfbeHeEAwGEQqFhBjleqLXclOpAw7mSDAYxPj4+NBaaQov+m99Lf5N0i4ajcoaYp6r791oNLC1tSX5Rl588UUsLCzg3//7fy/Zs59HTExMiFKpqxndbQ5SeZqampISk5qMIymgr8PzuO+53W5MTU3hxIkT2NnZwfXr14c8kUbJA+12G5cvX8bPf/5zRKNRvPDCC/jwww9lTyeB/LTh61//Ok6cOAGXyyWWSsoYo+YGlaxAICDhnybYH/v7+/jVr36FP/3TP8X6+roIwqz7zWoP+/v7eOmllyQxLxWYb3zjG0KMN5tNuFwuvPTSSygWiyJX+v1+nDx5Uvb9VqsFn8+H8fHxobJsrDLDdYNlAOkqzePo2afn/t2ywT9I2O0HyQkXFxdx7do1CQXViZxpeGCf0HjDPFSUrUZV0tDzQe9po5Q3c18yFeaHAZPMc7vdkn9JJ+YGDtqqWq2KkYcGAu11rGUX7hOBQABjY2Pwer1SerbZbI5079bj4HGAOXX29/fhdrtlfmoZ+sKFC/j444+lWg8AKe978+ZNTE1NyftopZK5sSj7cuxQB8tkMpiYmJDcV+ZafC/tcth4GjV+DiMczM8fBjHwMK572L3cbrfk1dOlYnXFHt1WTCjfarVEVtWV4R40Hho5YLPZkEwm4fF4JDu7qcTwOG40wWBQqhSw1rGpkGplUf+v2UZT8ec99SIxinS4UwPz2lqp0ko178+Yciq6zCZLJZHsnUkqJJNJGRSMsWcMJRGJRGSxp4KpKwIwaaF+NiYWoTXb7/cjHA6jUCiIlV8nFwEOQguY1ZWVBpgokcr1qLZh+R0Aouxw0+V76mcDIMKUZjG1EMd+onKuyROeD0BCIagoMNkHFXm9aei8CJqk4rszwSE3X14TgNQFrtfrcLlcCIVCQ2WbNMmgFWqOHSqRrVZL8hG4XC6kUilJwlWpVBCPx+V5fT6fuAqWSqWhrKa852Fj97CF2EyEws1PJ7wZDAbw+/1CaDxJ0OsCx7i20JPUAW6f63oTYLiHrlDA6x92X/Nvu90uIQm6dKJ5L+1NoMfG5OQkyuWylAuzSII7w2azIRwOIxKJoNPpIJfLYWVlBfV6fYigNfcOWptnZ2cxNjYm85aePSaRbEKvEywftbCwAKfTie3tbdRqtdsEC92f7XZbyMtcLgeXy4UzZ86gWCzixo0bD7PJnkgw+Vo0GhUvL1ae0Z53wPBax3meyWQwPT0tiqlJGGpCUO+1Wsnz+/04evQoisUiyuUydnZ2hoRlc693u92oVCp47733kEql8NZbb+Hs2bNYXl5GsVh8asNFdJgbCXCGSBwmwDNzfDQaHZLvzPnjcDhQr9dx/fp1XL16Vfp3fX1dFBUe/8UXX4gsQHL+5z//uSjzJM0XFxdRq9VQrVYlb9D8/LxYORuNBpLJJE6dOiWkQrfbxcTEBGZmZsSToVqtYm5uDpOTk/LetVoNJ06cQDKZFCNHt9vF8ePHJVcRc/M8TEWCpaF/85vfYGlp6TZ5AjgYlyxTvb6+jpmZGfE4CIfDuHDhArrdLv6P/+P/EBlUj2V6XumSoaZ8Toza+x7m+2sZ1ufzIZFIDFXCoIGn1WpheXlZypKSAEomk0gkEkJ48Xra2MQcBFS4tdfoKPnoft/ZXL/u9K7mtbV3NENlY7EYPB6PkKgs8878VGYJ0fHxcfzBH/yBeDcx870uJa/fVa+7NttBWe3p6WlkMpnbjB4PAqOU/lF4FAr7vT7L3XCv17DZbIhEIjIGdX4zPo/Wz5rNJlZXV7G0tISTJ0/C6XTi7/29v4f/+//+vx8KIf3QyAEqF3Qpp4u5HojsDI/Hg2g0ikwmg3g8jnA4LLHxVFTMBcu0fAK3u8bwh2DD601MC5N8Jn6nF4TDmETNtmrLdalUklJ5OneA3W6X2HZuqG63G+Pj47d5DjAjNgkPfkfrJJUQMv1sc6008Z60WNH9nplaTcsZ24BufSzXx4WKiw9LOAEHwvXy8jLS6TTq9foQq8kFSLctF2otsOnP9OKvXZx0W9M7g8o8k1f5/X6kUilx+czlcigUCvJuDFPhmKKwyDbmhGy327JJkLXluZVKBYVCAR6PR5R49iU3cO3RwnAFvpN2CaKFy+PxwO/3S3KsWq0mfeRyuRAOhxGLxbCzsyMeGWa/8fqjBGo938wNgW3B9tfVH8LhMCYnJ0cmunkcMMepw+HA7OysZP7XfajnwKh20qUv79X9VM8vvSboxJN6vutzONbMOZdOp7GysoJarfYlW+X5QjKZxDvvvCMhNuvr61hfX5fQKnOtBoYt/ul0WqwgBMnTUTDnmr4Wcx5QsdACnUlI9ft9yekRDAbh8/mQyWSQSCSwurr6UF0EnzSEw2EsLi4im83CbreLy+TOzs5QrgG95uv2DwQCGB8fRzqdFg8QLdRqYZxEoUlOcz9Lp9M4d+4c6vU63n//fRSLRVlbtAyg957t7W38x//4H5FOp3Hq1Cmsrq6iVqshGAzK+vm0IBaLDVn/i8WixCQfBpvtIG42FoshGo2OtKprkiYajYpMR7KdZB5wq8zozs7ObYrUzZs35W/2AcMwuW85HA7x/OCPw+HAu+++O5QYmXmaqAj2ej3E43EJSaSBYWZmZiiXTKPRwJkzZyS/wjvvvIP5+fmv1vD3gEQigePHj2Nzc3NofdEkgcPhQKlUwueff46pqSkcP34c2WxWyMpMJiNrYiqVklDBUCgkbvr0NgBu90QcZcx7UIrUKJhGPpMY1HJwrVbD9vY2Ll++jN3dXezv74ssNTU1hZMnTyKRSIxck/kOJB7ocUIDzKj125Sl7gWmznA/7QBA5FQtp5nXPwz/yX/yn0hFH4fDgatXr4r1mWQ576VDMOih4Pf7EY1G4ff75V53ItB5rQc5Nh7Ete61zR7muDZB+frixYsol8v4+OOPh9Yqndid84GGhaNHjw7prQ8DDzWsgG7RWnkFbhe2dLk3MrIAhpQ4fV1zso1i+E1BgQsOreCEVqS1JZnX0hNSdxK/1wsX3dQYk8is9BMTEzIJ6YKvk/cw7ly7eGnlhgsDJy8t+MxqT+KF3gM6JIPPy/5gqEcgEBArgUkoUIjd3t4W5Yk13dkGi4uLWFtbg81mw8LCAlwuF6rVqrjGc9PXtTnZTtrtXhMB2h2cfU6rsP7hO1cqFdRqNVHcbbaDHAGRSESelc9Py/CoscNM4uxTKvPcaPR4JQlEgoCZYvnM+vpmjBhBCzOVCvYj+3R/fx/lchnBYFAyk9JKQ4bRJFzMeaDHtwlzk9NCAP9mm3KsaZLtcYPta7cf5Bo4fvy4uJgDw8o4j9fnUqByu91SepPzxdzA79WbgMIy2V8zOaF+ZpO8cLlcOHLkCNrttigmFg4Hy6oOBgelSZnrhDDbXEN7ipjWEk1Y3kn40WQtBctisYjd3V0h7kbNReDAAlQoFBAIBCSB3ksvvYSJiQn8yZ/8yW3VD55VxONxvP7660KUVioVbG9vD4XIAbfWKr3vRiIRnDx5Ei+//DLGx8eHPAzNdYr7DYUtUx4ADiyNc3NzUnryo48+klh7/cPnocVyaWkJf/mXf4m/+lf/Kt58802Uy2V8+umnUnnhaSEIpqensbCwIArS+vo6NjY2bku0qfeYQCCAxcVFnD9/HuPj4yOva1rAtHKnZSru6XrfNIV0k/QxE81qbzetPLbb7aExUSqVUCwWh67JtUOHpO3s7Miz0ovh2rVr8Pl8+O53v4tvfetbD6r5D4XNdlC96+TJk7hy5Qp2d3eHjBiUp+lhsbW1Je7jJCC13KgVDm0Y0V4yes07jOTUvx+GMqUVUMrs4XAY4XB4SHZvNptYW1vDtWvXkMvlJGdIu91Go9GQSiYkr0yZScuefr8f6XRaZGlmkNfj8su8572ec5ghx5wTo7x2AYjXsRkSFQ6HxeOg1+sJwcQ1jO+v9R5+z/GiKziZ5IRuF/MdvgzM9ca8x53wOOSmBzH26enCddG8tjYyMi9crVZ76J5LD40cYHJBVikw49cIU2llnJCZhFAnGtILlFbItACh3QcpCNAtXStEVOq1sGAqB1qYGMUCmpOD7vtutxvRaBTT09OSVXIwGIhCopUxrUhqwUhPWJvtVn1b5hGgmxUXRC7+JBv0PRhHzn6p1+tDcbBsr36/LwnWarUaut2uKKmm4Guz2XD+/Hn4/X5UKhV5DjL3mgzQwhkt//QOGDWxdb9y4aMXRL1eF6UgHo8jFApJcjiHwyFKGjdG0xLFe+osvnx/xqBz4wwEAnJdup2xRBnLi7DmqCaa+L8eQ7w3S8pwE2PuBKfTKckc2+229Iu2Ntbr9SEBi/fRhIfZjnx37cGiP9cK0mAwkLAHc8F63NDPyLwcrPSg24TtPmqx5Xdsd+1dYG58o3DYJkjFk9YmLVyY1mz9HeP63G43fvOb30iZpTs9w/MKp9OJxcVFWUM5h3Vb6k1Vt5/L5cLExATGxsbg8XiGXPh03x/W5nq+aGIxkUiIQLm2tibZ2Q87j2uXw+GQ0kQUDp4X6P2WAo8mqnW/aOLGZjuwhC4sLEgpSmCY4NHgWqvXZXq/8TP+3+l0sLCwgOvXr6PRaNwmK+i9FDjIo/TRRx/h7NmzePnll/HKK69IMtdKpYLPPvvsiVo7DwPXQuCgL5jzBrhd3uKPy+VCLBZDNpsdItAJzksS3Z9//rmU4yX5znXY3Kc5T0xiaFSokL4fn1G/1yiCwpTX+N7aKMPQBy1DsV1qtdod8+88CCWJoEzDvZ8ejSZBAByEcm5sbCCfz0sllsFggImJCczNzeHGjRvy/rot9J56J/nhsPd8UO9qQhNRdJ/Xz16pVLC2tiY5rvRzdbtd8dzVsie/1woX7xWJRHD06FH4fD7s7Oxgd3dXkoKb+sH9vq/WF0Z9N0opNse5NrQ6nU4J/aWM6PV6ce7cOWxubsoe5Ha7USgUxFAWDAaHKh2Yeoz2No7FYpiYmJA5fqcx8qAwat1/lokB4EAuYS4N4PbcYWab5/N5rK+vw+fzIRwO45vf/Cb+5E/+5IE8i8ZDIwfi8fiQsknojUZvAmQ/9eYA3GJNTBc/zWyZbKZuVB0vbrPZJN6b97PZDqoHdLtdUQLJlNGt+zCGRguknLgMnQiFQpK0ijEl3Cz5XHqyaUv6qEnB+9Dzge5g2rVeJ9YjaWBuqlR86QlguuFqZp85B7Sio48j+F6MaTKFbt0+ZpJJU2nW706FnYoz+5wJHBkrF4vFxOtEP5Pue/PZ2SYmW8qxxgWXZSMZUtDpdGT8VCoVbG5uIh6PS2UNsrGmkqLnAN9JVy6g+xYrFjSbTVng2RbRaBSJREISXJpWaHNcmv+bgpL2KjGJMY4lvqd5j8cNeg1MTk7etjYQmgQapShqr4FRxKAei+bno0gTCtksh0nrI71iTKWHz0wiih4aFiFwOGZmZvB7v/d7UlliY2MDa2trktdGhx+ZbR0MBjEzMzNUPYVEjVZCRvUTcLuixN9+vx/j4+MikLL8m14jeX3eq91uo1KpwO12S1xsIBAYiv19VmGzHYThNJtNqdVOYnmU4qb3RK/XK2W1gsHg0L5hHs91Tc81fX8tSzgcDqRSKczNzSGbzWJnZ2cojnPU+kkStVKpoNfrIZFIYGpqShQKrvFPOkhycZ/ifk8cpngHAoFDS2npPZ6GGe6dlBe0MsL7aI8rhvrQWqr71Vx7TdKA80/v/3qs6PWbJKMWws1khNoyq2WmRwGv14t4PA6XyyVemfq9+E7sE3qwMRfD6dOn5R2pbDebTRmjphyo18BRhOiDlgNGkXoEy5snk0lZq/U4ZdJpYDjEBDhIdLm3t4dsNntbf+rxoEk/r9eLRCIh8m+xWBzyBhslDxyGe13H70bGcKzWajXs7OyIRynJj1gsJvpKKpUaOjeTyYj+UavVsLW1JYk+9TvxPvyfCSCnpqYkLEPrCaOe9V7b5V6Pf1Dj7H6u86hlXK692WwWmUxmyLBkevhyLWTY19zcHNxuN15++eWnixzI5/OYnp4ecpfQA4F/u1wuRCIRxGKxoVwDhN7gTeYXGN6EtHcCBbFCoSBJwgaDgSShYTZ6xpAPBgNJrkNlk7XP9YZjhh3wN5VRHW9PYZMLsT7fVOCooJibqiksMTaM7mK1Wg35fF6SIHFw6TAGfS0ORm01ZQ4DHsPBSSs5MwkTZl8y4R+P0xst+4wLi658YPatDifh2KDVnNbhRqMh5a5stgO3OypXZtwj72+2pW5TrWBr6wE9D3gsiQYzQWGlUkGxWMTY2JhULjDHuLkh2WwHLuhMXkmCgEl0KpWK9CP7CjhwEYvH49jY2BDLln4Xc7Ef9QyaMBo1znS76TlCC8/jgvledvtBHKuuba4xSsnn3yRnzCSXh1mmRgnHWpk0yTctnOk2Np+f19ZkG5VePW6fBuvjo8Lk5KQkA+10OlhZWUGpVLqNsDT7jJurVoJ0f1KZGCUUE6PmGj93uVyIRqNIp9MS7jRqv+Iz0vvJ6/UiHA5jYmICb731Fn7yk5+I59WzShLEYjEsLi4K0VssFiVBFjC8TvJ/4KDtmAOFCWf5vUnuaVJfyw466a8mg6hYHTlyBMeOHcPS0pLsMYc9C/f2zz77DEePHsXk5CSOHDmCra0tdLtdxONxbG5uPrqG/ZJwuVxildV792Hjz+FwSMI7vX6OAttWeyZwvnBv4XFU/gjuQXq+6Wc0jU6mnDaKyNNhDNrgoZU+EhPmuOK5TJxpyn+UYUyj2FdRqG22g6RwCwsL+Pjjj1EsFm8jSNierVYLuVwOpVIJY2NjovCHQiG88MILuH79OpxOJ1KpFPb29jAYDCTfhFkxxZRPD3uPB0EW3G2N1bKpPiYajSKVSiGXy4kXqpYdY7EY4vG4lI3WY8L02NVrAeU4js9isXgbGTPq2e/2bvfaFqPkVD6rmbCOf+uEzBrsf7fbjb29PWkrM6k172f+rxONjnrGUUTS3XAYuTCqLe70v77Gg1DqHzUxQDgcDszMzODEiROoVqsolUpCKmv9iDIBxwH1ENNT8UHhoZADDocD2WwW0WhUYsJNFoTw+XyIx+NSpoTx4ZyMHPR6I2CD8DN6AZTLZVFgqOzt7u6KpbfX64nSxQ2ArttOp1My7HNBojCphRAqStraam5gerPgj2bETcEFGLba85qmFalWq4lrHjfZ3d1dLC0tiYIeiUQQjUbhcrnEZZXKMzcvZiXme5txsnoBpbWc7cSByooSTL6kn1cvMozd1/04SoDj/UxSga789EioVCoSBkE22WazodlsitKn21Z7a+hn0+NJu6RTISY5wPeiF4l2MbPZDiyAJJzMxHamEq4VRQpMzArNCgqBQAAej0cEZrqNAQesNj0kWPFCh27odr/Tom0+j56Tg8FgSLix2+1S6ulxlugySQ6XyyXtAmBo09SKornZ0v3O5/OJIn7YpqDbz1RYtOI3SlBjXgkm/jEFbpOY4dw8ceIEut2uCCTPqoL4ZRCPxwEAf/Znf4ZvfvObkudEzzFtETHJnkAgIElegeF4dHO8jCKE9BjUAiJwy5KaSqWkJJYZs6qvNxgMRCDf39/H5OQkZmdn8fWvfx2XLl0aSsL2LIBtwPriU1NTcDqdkjuGpdqA0e1ss91K3MuM7ACG9mGeYwquPA7A0F5I8lkT1rFYDKdOncIXX3yBTz/9dCiPif6t18irV6/i3XffxW/91m9hdnYWly9fxqeffiqlm59k2O12vPbaawiFQuj3+8jn8ygUCrcRwbpNHY6DZMkkB+50beCW2yw98HgNKnOHeQFohU1/x/4ylW9zHGjCb9R7cO7rd+WY6/f7Q4oR78EkxD6fD5VKBVtbW8jn83J8MpmE3+8fMqokk8mhBKjcg8w15DC4XC5MTU1hbm4OuVxOEjnq96ectLGxga2tLWSzWQQCAfR6PYTDYfy9v/f38Md//MdyvEmW63nGuXAnN/pRCtmoNfNeMOp4yjVut1v0ArOPmag5HA4PJZC22WyIRqNYXFwcqkqjx5XpOarflZ7DOj8Zw2uB4b1fv7d+ly+7b4/abzT0nqaNE9pTUYPhoVznzDli7k98bxrk/H7/UNLCUTDXxgeJu5EOX1Whf1yEgAmuqX6/X4wd5g/7mToZDYQPy3j0UMgBu92ObDYrri+cTHoCDgYDSUSYSCQQi8UQDAZHuggPBgNRoPh5qVQSgYJEwd7entR05TWq1aowvsABGcH4dCqPrLOsy9fV6/Uhy6Jp1def6bI7XPgdjoPyKyyTouNJ2A6a4WYpJ/2+Gxsb8s6DwQCFQgHLy8tDSkOlUkE+n5dFLZFIoNfrSSy2dlemQspEbHRPomsWjyE5Q8W3UCjA7XYjFArJ+zPOn0Jwv9+XdyAZoMMJtOVUT0jtJmYu1Ny0G40Gtre34XA4JFHf3NwcQqGQlICjB4rJnJJI4XVNJY/tbQoNZE3ZT7yWJqXsdrsk0yqXy+LepS0ShCZnCI4NCiha8e33+6hUKqhUKrJ5M5yEzLYZS2fibou5+ZlJylCI05U1Hic459xuN06ePImpqSnJL0HPBj1PRwk0LpcLPp9v5DuZ4xC4NR60KyznEDC6BCq9XbSL2CjwWXX1kVqthvn5eXz++eeiXFgEwQGoRC8uLiKRSGB7e1uSiZnu45qoBQ6SGNIV3STs9Nwfpfjr73gOP9N/+3w+zM7Oirvu5ubmoflsqOSQ+GSIQSqVQiwWw/Ly8m3Xf5oxGBwkXH399dfF26ff72NnZwcbGxuHWrL4/rR4Li4uSvwx18RRhJv2mDOVTK63JH6r1arkCbLZbEin0zhz5gx2d3exvr5+23pg7lPlchmXLl3C5OQkXn75ZVy4cAFXrlzB6urqE+/5Y7fb8fbbb4u30/b2tmR9P+z4aDSK06dPS+6Pw8C2onHB9ADV/TZqfpnzzOwH87dJBh22zx9GRvAaXOep8FOWIcFIz5WVlRX8s3/2z7CysoILFy7g1KlT4tm4u7uLUqmEUCgkFTV4/cnJSZw7d+6ObWciGo1idnYWKysrQ2uDJjlsNpvkHTh27BhcLpfID6PILf33qDYftW7dCXdT5EbB3Kf12qxDClimm56udvtB+eBsNotSqSQhKJSJuI72ej3U63XZX3kd00XeJCTppUQZYXd3F/l8Xqy0po5itsNXaRPzWpqwYkUFvmelUhFZhiWwjxw5gi+++ALAgZcWjSA0epltTbmKBlGGmkSjUdGV7tT/dyM0DjvWfE/9/ai5/qDxuOVZDbvdLnqj3tfMda/X66HdbmNlZQWJRALj4+P4vd/7PfyLf/EvsLq6+kCf6aGFFdhsNnGxpyu8yeCSFWR5Ge1Sq93R+/2DsjdMWrS/v49cLifhAMCtJHpc2LkRMckhFXS/34+xsbEhAZBWvmKxKPGD9DLw+XzCWmqLtJ5UJAj4Xozpp/LN52NHUxjUGXa5+HCh7/V6WFtbG3JfY21TPZHYplTOgQMCpFAoiNu1VtDpYkWhKJ/Po16vCytqXpMWdO0FYW6uPF7H+dN9k+Amxr/1fXTbadJGv9fe3h5CoZDE5kejUVHOTZfRUQoe216HCvA7/tZCJUkVPhPdCbWiyPOYAXlsbAw+n2/IBWgUA0gwTowuQjrPAd0Eq9Uq/H6/XFePNz6LGbepFSOTZT5M4dBChn4+nnO3DeJRgM9+5MgRHD9+HC6Xa8hDZ9Sxmmwk8aVzDZiCvrlhDAYDqSpRKpXQ6XQQiUSQSqVEuNNCFJ+D9xkVR63XDuAWgeVwHJRlbLVat2Xgf95htx9USFlcXMSxY8ckU/XW1hYGg8FQKVFgOMbfbrdjfHwcU1NTkghW94U57k3LkIa5h/F4jjePx4NEIoFGoyEhR+a80eORCmq9XofH45ExZSpMTzP4Lna7HaFQCJOTk3A6nVJvm/KBVuSBYSU/FArh/PnzuHDhAlKplMgK2hrG4zmvdfgAMOyF2O12sbe3h1//+tf45JNP4Ha7cerUKUlINj8/j/X1dZRKJVQqFXkXk3ziWry2toZ3330X8Xgcx48fx1tvvYWrV69id3dXLD5PKvT6NIrYNok0Eqwej+eO1m/ua/l8HpcuXcLe3p5cX8s+epybhAExijTSc8T8Xh+nz9eyhvnupmLM/VW7q/OduCcycV0qlcJLL72EweDAiLOxsYGrV69ibGwMsVhMrrW5uYnPPvsMU1NTyGaz96Sg6Lbg2qTfg/1GonljY0NCCxhaSwJuMDgo5xiNRlEoFOBwOMT6TjlQ3+9+1iCzX+71+FH3sdls4lVMby9TbrTZbOLpk81m4XA4RD8YDAbY3NzE2traUB6gbDaLRCIxlJNLE8smWPoWOAhbLpVKt+0fh5GHX5UU0Ndgf1Nmj0ajkuOKxoV6vS4Vtgh6ATSbTWxvb0vImqnD8IdydCAQGCphOIrkOGx/HNWOo2Sgu13rYeNB9NODgsPhQDqdRjabFa9R02tN6zA0lnMO0Fj1IPFQyAFa8cPh8JALvDmJyOrppHd6ceJi1263sbe3h3w+j3w+L+EDugSLzWaTjN/aXX1yclKYNSpffr9/SFEdDAai+FEZHQxuMd48H7g9A67eSOhKRgsxn50CENsmn89ja2tLyJP9/X3k8/khV+J+vy9JBgkqNxqc1Np9XicS1AKWuSDw/FHsKQBhGjUpwGfQ19UD0wynMC16ut00K60XJ+1pMhgcxHWS0dT35cKoFUN9DcJUxLRQrxNE0uJnJoYzrfNakebYYR4EWrRGCR88T/cDqxN0Oh3JWKrbV3uktNttYY757oPBQCpJ3Atrqxd5U9HR/aS9EkhiPO5FlMpXNBqVbPPam4jtbrqS8lxulDr0ZJQVS7cF2fpisYjl5WWUSiUkk0kMBgOk0+mhRE/meKGyp70H9PU5Rtm/DCsJBAI4e/YsCoXCU+Ga/Chgt9tx4cIFTE5OSq6Bq1evotPpDK0/phBpsx2Q0OFweGi91nOALpeE2Z+jCKNRRA/7MxqNot1uY3d3d0jg1sqkvk6z2cTe3h7sdjuSySRefPFFOBwHdduZS+ZpBhWpI0eOIJFIwOfzodFooFqtSuwzoftFr5esshOLxYb2QD3fdb/a7cPJ40b14draGv7iL/4Cv/nNb5BOp5FOpzE9PS2utUxQTJfiUYow+7TT6WB5eRk/+9nPEI/HcfbsWbz44ov45S9/KRV8nnSCgHPBVJZ0u3Jv0qTL3a5J5UwbfUaRAuY4P8wIcdh97rQ/mQL2nQgQ/V76eJvNJsmQW62WJJymIh6LxeBwOCRshuTJuXPnpFxxsVjEL37xC9y4cQPJZPKOYRkaTIxsPpsmQ7lPc1+i16zT6cTu7i56vZ64LPt8PpG7/H4/AoHAUIip2W73gsP64bBrmOur+Vt7bJr9QNCTJRqNotPpIJfLCTlCQoRt43A4UCqVcOTIEanmwLGsx5peL+x2O4LBoOQQ0nm19HuPGlOjFOp7xSj5RcuQmiyi/DBK9rlx4wZef/11USa1t6TZ/ryWlqlN4tw818KDAcdZJBIZ6ktNBlIn0J7LD9Oj96GRA9vb21L/Vk80rVTRZZnu9zqmnQOeFnydIIab97Fjx0RpdzgOyoGZZXWY1V8P6lELIL0K2BncyMkU60zYPJdMLBXz/f19iT9neIHX6xXGjqxPoVAYsigwkaHpfkz35MM2LrYplUieo62Y5oZsLgS6f0xFSSuyfE8upuZz6mM06643i1ELngbP1wQJFXdNVGxtbaHVaolLOcfFYDAQBZsbMzcALdCYwqJJWmlyiR4no5R1jr39/YP62OVyWbw1NLnAttTvbLLgJMboTUMWXLux0YLNz0aRMKNwWB/o+agXHr1J0ALOcAaSXA8TpoKgn3dyclIyw2vrkx6TmljSlgGG0+gFVY8HczMn8VMsFrG2toaNjQ1UKhUpJUm2l5ZKk6Siex6JR62E6nllZtin8BaJRIbiCEcJJM8DbDab1KvWYUw6Ae1hCjzbl2FRpkcPoWPID1sbDruHDp/iOKMy22q1kM/nh6ojkDjWz1ipVGCz2cQz6sUXX8TU1BR++tOfolqtPoxmfaRwOByYnJyE1+uVvtvZ2UGtVhsiiU3iZjA4CJfLZDLimaXnqt7vdPy6Gd7Fe/I+NttB+MCxY8ews7MzdD0mMzt69Ch2dnYkN4S+76hnpodbpVJBJpNBJpNBMBiUfDijPJyeBGj56l4ETb2v3g022wFJSuVTf27OG+DOSocm7cz177DnNkkI8x56HTY/Nw0b9FSs1+totVoIBAKypjMnEvcWn8+H8fFxrKysoNVqSchKIpHAsWPH8PnnnyOfz9+z9wBd6GOx2JD7sJa7uA/VajXJQeVyuZDNZvGf/+f/Of7BP/gHIqtSfuE7HxZXfhhBeq+42x7F782xNBgMxBCgS4+OMs4Ru7u7+PzzzyXcbJTXHg0snU4Hfr8fsVhM7n/YOzK/VSAQgMvlwurqKsrl8m2hUA9KSTtsb9fkgKm0AxBZg/Jjr9dDJBKRxLemoVAbU8yxHw6HJV/DqD1x1LvqfVUfcy/z9HHhyzzPw3oHLZPoMUVygJ+b+pnT6cTY2BiuX7/+QJ/noZADwWAQZ86ckQGqLcF6M6ACzYQZXOS40JksSSgUkvwAXq8Xs7OzcDqdQwIB/9ebsFbidZIoggIdn8nhcEgNUSZ+YBI/Qi9qJDDK5TJyuZzUXaWVPZ/PD3kmkAjQk0hnpeezmYo+v9PCk35mTZ7oScrzeSzP1RbxwxSQTqeDWq0mGfU1kbCwsIDt7W0RxExrPe+vF59Rm7omhPRmToElEAgMWXuZ0ZPt0+12sbm5KbkrWBc4Ho+Lcq9JB9PNlKQHn4NEjy53aY4XvZl0u100Go2hpDVaWTxM2bXZbOLNwvv5/X6Ew2FJ9qiTZ9IjxOv1IhQKSTzhqMXYFHpGbb5mn+vzSe7oihHBYBCFQgEPE7qdzbb3+XxIJpNDLoH6fUa9M/uK84sJTw8b9/xNd+9CoYCtrS2xRvT7fVSrVSwvL8tcSqVSMnb4DOxb3k+PJT3G+Zxsb66ZTqcTp0+flmRtoxTW54UgGAwOstpHo1ERgLa2tlCr1WTt066/RL9/EN6UyWSQzWZlXdRrIHArKzXXII55TbqZc0vPbT2XON5CoRAWFhaEwCyXy0Pr26jrNZtNlMtlqV/MZ3naYbMdePAVCgWUSiXE43Epw6WtdqMUNJvtoCzw9PS0hBOYCqI+T6/L2rCwubmJy5cvY3NzEy6XC/Pz81hYWMDZs2dRLpdx9epV7OzsSJy43X4QinLmzBmUSiVcvXp1KCTNFIL1PvTBBx/gRz/6EV588UWsrq6KN9rm5uZDXz/vF2fOnJEyb8xmbhLA5r5gVnG6EyhbkbSnoKsVFV7b9N65E0YpsaPWyDv9zf9HkYWjPBlttgMPlsnJSQQCASGOEokEksmkrCu8XiwWw9ramox5tsf4+Dhu3ryJa9euyZp2L20Zj8fFO0H3Eccf18BKpYJms4lQKIRe76DCE5M3A7fWRRo7dE6FUTLK/ewx5hy+13NMHYEEXSQSGVoDTWKAz1epVHD9+nXcuHFDYvJNIsFms6FWq+HmzZuoVqtwuVyYmJjAxMQE4vH4UPJxc1232w9CcjOZjHgHV6vV/5+9P4uN9NzOQ+Gniiyy5pFVLM5zz91SS1va2lvZk5LY3rENJ7aR0c4ABEmQiwTI3TlXuQ98cABfxAGSOA6Scw7OsQ0bTuxtb2sP0pbUUkvqQc1udpPNeaq5iqyRxar6L/g/q9f38iv2oGZL284LECRr+L7vnda71rPWepboZ6cFDJh6SavVEkcUI5qr1SoikQgGBwexvLyM1157DfPz88jn80JKzigtzTnAc1PLMIJG2sllt6+6zbEdUGKOzfMGU/4iNY/Hg0gkcqzaEfVCzsf+/j62t7cl4u3f/Jt/g3ffffe5PsupgAMulwuxWEy8PIB10XMhut1uYZBmeK4OXedB0mw2hayPbO1+v98SacDDhQalFjZs2lDQwkVvkE7nKEx7b29PmLBbrZZ4HKmcUBjTm7u/vy+GxMbGhngX7YwyehX15tDhfGzm4amNPK2k8Hs8nHQJOj0W7B+R0EajgXw+j0KhIHmfOtyaRimBEj4nDdWxsTE4HEfeLtZO5XPrg8gULlrZ0OCBCYA4nUekM4lEApFIxJKT2+l0hNU9l8uJ151G9ebmJiYmJo4pIiZQoZ9TR3JwPbEaA3OvdK46x5fehFKpZAlzN5tp7NKAdLlclhQSksGUSiUJB2OYYKlUAgAZCxMN1mOsDWRTqGtDBbCmW9i9b4dUn0brhjJTqZqdnRWyP7OUmR0Iwn1B9l0a6xokNBVDroNyuYzd3V2sra3JGnM6nWJwbG5uCh+EWcYSONorOt+RFSl0tAefUYNjVESi0SgSiQTW1taOAU3mWP1FboFAAL/2a7+Gixcv4uDgAA8ePMDGxoaESdrtbeBofPx+PyYnJxEOh+U1Kp8Oh0MIAfP5vHDYEJxrNpsCxBHg0VFI2rA35QrDdaPRKGKxGA4ODizVcOyUp4ODA+zt7UlqSbvdxsWLF3H//n2k0+kXNNrPtzkcR16os2fPSr+5rxhNp50AbBxLl8uFRCKBsbExBINBS4SHnUzS5xcAVCoVbGxs4KOPPsLNmzdlDj755BP87M/+LC5duoSXXnoJuVwO8/PzQiBHOT89PS2cMtvb25azyQSFenp6UCgU8Omnn+LVV1/F7OwsfuZnfgaffPIJrly5gvX1dfzO7/zOlypV6MqVK4jFYnC5XKhUKsdK2rFp4/j8+fNCeGfXTPCT+pE+S+yi3bTzSN+X1+RvO6PCzuB4UvloFwGh9SZ9b3JWBQIBLC0toVqtSpUS7Ykn2HdwcGB7NrhcLuRyOezu7mJycvKJntPv9yMej0sZZBPYoD7KFEcCAqVSSbiqqE8wvY5cR8lkUgi97cLm7drzBKf1uDFVQDsC9P30GtDAKqs7dYv+oqw5ODjA1tYWnE6nlJ0dGRmBx+NBMpm05OzrPlKmDw4OwuFwYGdnxwL6mvd9Xk33mWAP9W3+z3B0GpF6fJhOQZ4zMzzd1MlZjlnLuWd5ZnPvnkZ7nsDMk7TndS87eeXxeDAyMoKHDx9aPnfSWHINnEZE2qmAAzQqyaxIpBKw5qERGKDCTuGqUVAdnm7yFxAwoKJPUEFHHTBHjvfWz8ZBbzabyOfzEt5fq9WwsLCAYrEIj8eDRCIhgjcUClmQXuag7e/vo1AoSEgX8MjgpyKqJ9Zk1TcVRrvXuoEDwCM+Aj5PoVBAsVhEPB6Hx+OR73NMdO6g9qSZxqseN31wc16Ao0Vdq9UsIbs0njXwYt5DG6AaINBKAw2lkZERS1/IV7G5uYlqtYpWqyUKdaVSQTabRblcRn9/P4LBILxerxhnBHkoKLkmmBtOcIVzpKs5aLSVz9vpdCTCgoQvVJxMr5g22DkeGmygd0qHCKZSKZRKJaysrGBlZQXValWAN+YhmqGZppGkFWk7cITPqiN19PW4915k0/f3+XyIRCIyT/p901gzgT+CTKwOYQKV+ju8X7t9xDVAUjk7oiZ6eqkg6igmXpvRAwQUtCFp96xMD/J6vVKVIZVKoVarWfr8l6n19fUhkUiIUpxOp5HP5wXMBOzXPPBILurII65n7u/t7W0sLS3B4ThiI2flAJZvZU5rpVKRajeUHyYpG6/vcDjEA5NMJlGtVkVOmaCvBor29vZkrw4NDeHb3/42ANiWl/tpaJFIBG+++aZEbrRaLezs7GB3d/dYqD5glUkejwcTExN44403MDU1JYzvbHqvmaSsHKtSqYS1tTWk02nMzs5iYmIC2WwWt2/fxieffILR0VGMj4/LPltYWMBLL72E4eFh9PQclQY+e/asXINnhqmA63un02ncuHEDg4ODuHjxIvb39yV9IhQKfanAAZZ0BWApxWu3l0zunZMa9YN2u41MJoPFxUXhitJnp55vvWfNZzB1EfPvZ23d+mMq7xpEp07LiNdGo2Ep48xGGV4sFpFIJKSvXq8XY2Nj+PTTTy1M+48bW3p/ubb1+Qc8Kudbq9VQLpfR6Ryl5JRKJdy7d08Aynw+j2QyKWuROgmfQZ9NJzW7908CbuyaPn81uTLltv6clvFaB6tWq9jc3EQ6nbboj1yDHB9GI3Q6R9wPwJG8XVlZQaVSQTQaPRapYN6fBI76+iQC1H151tbtu1pv1vqc/uGZo+ViIBAQ3jNG0eqKW3p9t9uPeNOor5j9f179+TK0Z9GlHreWP0+jDniSsc/1zR9tNzzvdirgAMM+dek7AgRcxAzbpdLEeu5mKL0OB6chq8ODTWSFG1sLEwpuXmtzc9OymVutFubn51Gr1WRjbG5uYm9vD/F4XA5zXoeEaHpjMgVBh6XSADeBgG7tJNRbPyuAY8QiNOz4o3OyAavyxO80m00xiE10SgtijYzyfRNdNY1JXo9C1DSIzf7yGnbjwcMzEokIsRGVtGAwKFwTsVgMAIRgZ3V1FYVCQZBzfQCwzI1eY8AjQxOAeIppjOoQZg3S0DCt1+uWtXySQNUHO8dGE3Jq45QRLNooYtNKqjlf3cACNtPLphUi84A1iR9Ps5mABXAUuj81NWXZA+12+xgxlja0OTcmMKA99ARW7JRh4FHIuY5A0fLJLnXE7AvvryN6TKOIa4j3JkGm0+lENBrFzs7OsWiO56Ecf9mb2+1GLBYTD0+73ZYos24KPP9mdFooFLIQR2qvyd7eHtLptJTUDQQCAvSRcyOTySCTycj55fF44Pf7JVrJ6/XK/OqqOw6HQyIXyCxNBbabrKWymcvlpBTtmTNnkEqlsLi4+FM338FgUKI2ent7US6Xj5UcZuN5wflhydrp6WmEQiEAsBgQgH2UGuX53t6eVLRIJBJ47bXXMDg4iI2NDZRKJeERCYVCwh6/sbGBe/fuwefzSXrBwMAALl68iM3NTWxtbclz6/Wkjd1Wq4VPPvkEg4OD+Pa3v42XXnoJH3zwgehEZnjvF9l0qiWNh25GDvvYrQIVmzZkHA6H7BGtQ/B6bJxHcy+bRqH5PPqepi74JM0OgNB94LPxc4eHh2IMMh+bOexsXH/kOSEAQBDG6TxKWVlfX8fGxoY4Ph7XdJqa1hkcDocl2iMWi4l3m0bDtWvXLN5mfW6awIupOzzpeD4pMGCelbwn+9Tf349QKASPxyN6FM9tnolcR41GAxsbG1hbW5Oy6fqZNRDPKiT9/f1YX1+XiiV0MgHA7u6u2Bf6GTWQ1dfXh2g0KtGI6+vrKBaLFqfFachpO3CA46e5lzweD6amppDP51Gr1eBwHEX86DFsNpsWRxfwqDoVS8xrouu/bMCAnU7xuPZ59wqvYV5Hny1aV2cESTgcPpWxPjVwIJvNCkM0YBU8/KEXlwztDBHVhjwNJh5eJPnTm5dCrtVqCVEIr1Gr1bCzsyNhvc1mE3fv3rUI01arheXlZQvxHXkBSGpCIaWNDG5EAILK0pNIwjw7o/ekRWQennrT61BKfV1twPE77CuNOn6HgkG/x3vYIZE0lvm8WpmgkabRZz637gMXtt37JzUtCPnMBIS0MU8SL3p7aMiFQiFJ82CVi8nJSSkdxnrbWviRmJLrSxug7KMeD9NYZNge14VpBOo+sXEfcE6Yo0rPBAAhmSGhFyMkOM80SHgvuzngeyZQpA9bfQB1Oo/qgZ9WyNxJjePNUD670O1uz8R+UmbQw8vva54OvZb42xw/c53og1bPrd18M7VAk47qz3Fva6BJp5jMzMwIb4l5jy/zAfw82vj4OH7pl34JsVgMhUIBhUIBy8vLKJfLlpQCuxDz/v5+jI6OIhAIHLsu5cTu7i4AYG5uDgMDA7Kf6Q10OBwC+PEeLCfV29sr4boulwvtdhvxeFyiHPh8/f39Uq/b5JDQ86hlA4FzKvpDQ0NYXl7+qYoe0BGAPFfZfx0twabHhMAvPZxmhIhWjM0zi9einC4WiwIsk819ZGQEDx48wOrqKkZGRhAIBDA8PIydnR0hHSU44HK5EAwGEQqFsLu7K2RvZkQi7+9wHNVFv3XrFs6ePYuZmRmcP38e6XQak5OTqFQqAjJ80Y2RWFynmo/FbDzzeU6d1Dj+TqdTwAEddq+Nb8AaYcffdoa7HSBoBxLYfbbbtez0MTsDmecC1y/1BKYS8nraiI1Go1hfX0etVrN4pD0eD86fP4+PP/4Yi4uLx6pw2DWv1yvEeNRzdeoDgQLyZHEOmKak0zZMp5XWbalvP2kzDZmn/Q7/5xj7/X4kEgn4fD7b+eTfrVYLqVQKKysrSKfTFp1egw3UWWkfnDt3DslkEu12G1tbW1heXkYul8PW1hYCgYCF28Sub9z3TP2jzkdwQhtx3cbkSc5uU57x72aziUwmIyXsGBkQCoUQCASQyWQwMDAA4FGKJKOXtJzSUcBsmmNK79enBd1O6suXoT3ueb4ovWpgYAAzMzNyDml9kb9ps9Xrdds0oOfVTgUc8Pl8cLvdEqavFR+NEhIUoPLOsEMdLaCNUG3YMLdKL95Go4HV1VULsECiEj4LSYP0gHY6HUtYvD7k9/f3kUqlJAUiEolIuCmFKcNL9YbSXsYnRaloPJjjpRFi3TcahAxzM412NnPhsMSiNnzt5off06UR6V1YWFjAnTt30Ok8YtrWiro2YszW7fDWAlB/XyuXOrTUPOR5ELI/586dg9/vl0gW9r1YLIpwDYVClpQXovJ+vx9er9eSo0WCPjK/0rPIMSP3gF3em+6baWRSIaNXmXuDnByxWAzT09NotVpCjJfL5bC/vy8glC6/qAEZu/E10XA9/yY4YGd0nXYz1008Hsf4+LgYYGZ6kfY6UfEh4KL3qbkX7dY676+vx3uZ42YHGvD7vD7wqNZwf3+/hUFZryutsGnvCL8bi8WQSqVkfeiohb+ozePxYG5uThi9G40G1tfXsb29DcBaJUUrblzHJGkyc4H1XJE4VodUE6jm/tcRcAReK5WKnBv7+/sSVUa5yuZwHIV6kv05m83KWWNGvPDzBBkzmQxcLhcGBwfxMz/zM4jFYj9V1QuCwSCmp6ctXDgmi7idodbpHDkCRkZGkEgkBBgFHoVVcpw41zSsNODd29sriv7y8jJisRheffVVeDwenD17Fnfu3MH9+/cRCoXwla98BRcuXECxWMTCwgKi0SiCwSAGBgaEX4eVDQgo2YGw+vVCoYBsNovJyUl4PB7EYjEh0fyyAHsEPpxOp6RFmsSAdobc456d5wrPJnqBCX7qa9uNoT7LtDw29UHzLDX1DjuAwA5M6PYazwcCzclkEnNzc3C73VheXkahUMD09DSGh4ePnSMAhMS5XC4jGAxa+h2LxTA0NIRMJoN8Pi+pB93GkylOJIM0x41AFsmxqefV63VJyzk8PEQul0MikUA4HJZyueR2yuVyQuinr33Sc2mnz7MawsCjCj/hcBjBYNASIaajh/UzkQhaRx7rqiQcF+1MYfUTAjxMD9QOM+rG5p7WzeVyCZhAMIbRbd3WtqkT8nW7Zn5XX5OgHs8a9tnlciGVSskZ4XK5JFUaeHT+mQ4hreeQQFdX2XiaZrfnTrO96PuZ7Xnel3vYXHvaBmRjpb/TaqcCDrz22msIh8NSw1ijruwcDwx6SU2BrHO/iVaXy2WUy2XxypCoSyMp8/PzFhS6UqkglUpZrq1zbsymNyQPBb2RdP6qNqx1ODqbPqhMFJKGPGAlw9PPQCGgr6W9lQy3N1F8rUBRyNsZpFR+6NHSoXHaELIDG7LZLDY2NuSz9Ozr73ZrdkLRfD7zc6awNQ97rhE9bp3OUYhUIpGQEN2+vj6Uy2Wk02mk02mMj48jGo2ip6dHFCMdAXBwcCAInTbaOe56nBqNhii/FMB2/dX7wO5AJcjBMlicKypYq6urSKfTcti53W5LqKBeh+aYmeuQB6/dvNl990U13tfr9WJkZETKjOq9rfeeXiNaKSXxklmZg3tJ900DDgAsB6b5XHrOtLJqyhUN1DBc0eRvMK9P4Ikyxu/3Y2ZmBrlc7lhqwV/kNjw8jNdee00M90wmg52dHVQqFds0Jv7NxrGnosfXuD4qlYoo7aFQSNYRzxzzO/xxu90IBoMidw8ODpDP54U00AQiGPGTTCaxt7eHRqMhEQca4GIjYETuA4fjKD1hdnYWn3766bEw5i9r8/l8GBkZQX9/P9rtNsrlshgtdoAc8GguyQofj8ctJLSUuTpakOlXTqdTlH6mZ8XjcUxMTGBtbQ23b99GNBrFuXPnMDAwgKtXr+Kdd97B/Pw84vE4Jicn8fLLL2N9fV0+y5QRn8+Hc+fOIZ/PW+aPz8455Jy2Wi2srq7iRz/6Efx+P6anpyX6I5lMCkHYF90ajYaML89wDaDpM6O3txexWEzqxD/JOU8djMYJQ+tNIi07I5+v6+vxmjqK0gSW9Pmq14q+nvkZbTTxfRNg5zMzkiWfz2N3dxeJREKiTeh5Z7/IM6Kfm7LF5XJhampKOAISicSJ40mnhclvY+qNzWZT0ig7nSPAkk4Qpi3VajUEg0G43W5Uq1U5a3Raib6maeiaOpo55+bnzDm0e800/nlG6n2lP0v+Ge4jv98Pt9stBNts2gmiAQMCwD6fzwLcm/oZ/7YDf/r6+oTHwO/3Y3NzUzz0ev3Y6bdmsxtr8zv6zDD3gLaVeD6ShHlwcBDb29uS4tKNP0qvUTv9+0ma3efs5vx5t262weOe5cvU2u225WzXtqfuH3UYRhf/1HAO0FOnie604u5wOEQQ8aD1+/0WDyA9NAyv3N3dxebmpngEent7kcvlkMlkBPFjNIEWQDrcHujutTZDlvWz2ikBDMFjo7CnkNUTzM2lD10diqYBEVO51V5LPW58nlarJaHmVIiojOo5YNOCkgaTjtTgZ7TQIZqlS07qDdbb2yvMvHaHvRaUJxn+ZjOFoH5d90F7Uqk86uvSaxsIBKQ/5XIZwBHRF0OySDRTr9exv7+ParWK3t5e1Ot11Go1Kamox0F7AInUcxy6GenasOE48+Amck0QyuE48phWq1W43W4pc7K9vS2pCPrQs1OmTjps9LibB7s+kJ8kAuZ5NNNYSiaTwuZsKnxm32i8UT6Yc/W4w1nLAB0Ore9jJyfMA8hcz5xfRlNxneg16nA4jlVaYeSA3+9Hu93GyMgIVldX/8JHDLDt7OzgwYMHQirqdDoFtNP7zw7somEai8WOhTMz2oeRGDRAKQv5OQCWM8D0pnHuXC4XotEoDg8PUSgUhPxJG0IOx1FJvunpaRwcHGBlZeXYWWUq5TSo+/v7kclkMDg4iNdffx1vv/02crnc6U/AM7be3l6Mj49jbGxM5FupVMLq6qqUA+0WrQQceUQmJycxOTkpRo3eD1SGaCBsbm5iaWkJwWAQ9Xpd8rcPDg7gdDoxPT2NtbU1rK6u4saNG1J6bmpqCul0Gvfu3cMnn3wCr9eL0dFRnDlzBnfv3sXHH38Mr9eL8fFx9PT0YHBwEJcuXUKhUMCDBw+EEBk4Drw6HEceuPn5eSQSCUSjUUxOTuL+/fsoFosYGxvD+vr6Fx4FsrCwgL29PQQCAUtagSnTtIwiQe9J54E2MljimQCBmZYHwAKY6r1lkoia55Z+BnOvmmdZNzDK/IzWe/T1aVjv7++j1ToiAy6VSnj77bdRqVRw8eJFvPXWW+KoqtfrEj2ytbWFy5cvC9BJg7JUKiGXyyEQCBzTGczxPDg4wM7ODvL5vAAM7KcGNulwI4BAwm09vqbBrMfvaZo5fuac6PF+3DkJPKrUZOa7m/piu31EdElCaq/Xi2QyKU6eer1uCwSZ0cw8l1mto1KpSNlxjo++r11/aHyTEHtzc9NSneMk/cscO1Nv7vZZvb901DAjDWmbEPjRctYEQHgPbXAGg0ELr9izNnOfdfv/eTY7QKDb5066/4vQd81xoG5npkvqPc65Z0n3aDR6LEXvebRTAQcAiMeLZQEBq7FRr9eF9MlEkbmBy+WyeKiXl5extrZm2bg0mswNZYdSdTsc+Dc3h54cvZBpdPA5aZRqBnIKZN6v0WiIgcc8Lh5c2hBgM/OUHI4jZlttBMdiMUv1ASL/rE7Q6XQk1GlgYAChUMjieWHfmOes86BNQa+NVF0DlgaOnk+CIlr42IW2m0adaSCZhz3wKK1Be404J/QMU7Fn2DV/+H673UYwGEQwGEQikcDk5CTq9TqKxSLW1tZQLBYxMDCAQCCAZrOJarUqaRQ6WoPRB9rgZF8IUOm0Aiq1ppfa3CucD46tvhYAFItFeL1eeL1eef5MJoNUKmU5xMx9Znco2zU9T+Ze0gfRaTc9NsFgEFNTU5JOAFiFpxagmt/DjBrQn+N3dbM7xPm6lkv6GvpZtZww5YpujJZiRIr+vJY/WrntdDoSOTI1NYX19fUXMg9fhkYwj/OSyWSwu7sraVzayOA+4/xFIhEMDw8jEAjI3uJ7zWYTu7u7WFxcRL1eRzqdRqvVgtfrRb1eh9vthtfrFRCBihbHXcsDDRrp+5iKNv/2er2Ix+NCNEovum56/+lqOCRNpPFqhoB/WVpvby9GRkYwPDwMAFJylqW0tHcQsMpEh8OBM2fO4Bvf+IaEb2uFiGcpjYDV1VXs7Oygp6cHuVxOZClrvDscR9EDly9fRqFQwP379xGLxfDaa68hFovh8uXLKBaLWF9fx8LCAt544w2cP38em5ubWF9fx/LyMkKhEKLRKAKBAKamplAqlVAsFrGxsSFzzab71Nvbi0qlghs3bmBgYADf+MY38Morr8g4UMd5UmX2NBqNWNZMd7vdso7ZD/3DZzbll12jTONeJXjfbDYt5aT1fjF1AoJBnH/t9dQODk3gynPabr+aDih9L9MZZJ7vnc6j1EGWOfV4PFheXsYf/uEf4t1335Va46xc1Ol0hKx0aGhIAP6LFy+iVqshn88jn8/jlVdewdTUFCKRSNex1POhn4uvEwzw+XwYGBiQ6AbNw8XraGNSyyz+mKHxJxn23XTubp/Xn9H3YDUBVgwwdSW9JkkoWigU4HQ6MTQ0hJmZGRSLRWxvb1uAEz2XtCmo67lcLoyNjSGVSmFvbw+7u7vY2dlBJBKxhNSbeqp+fr7e39+PeDwuALbp8dXjoq+lz6ZuzbRxCDwR1GPUKslVU6kUAEh6AJ1WvJ/ZD/1MjKYwn73bfu9mV31Z25MAEye9dxrAhl5DiUQCoVAIxWLRkiJDuablJeX2aTiMTgUcMHNp2fTi1sa0Ro+pENXrdWGSJqtwPp8XRFD/6GYKUX1fbaDSwDSNDTtU7fDwENVqVUrJ8FBgLipzm6m8McJBG8caDLAzOpxOpyBAfI7e3l5MTk4eKz04NjYGh+MIxdfhY0S0fT6f1F5nCLzpEWOfGAbPZzXH1Ol0CpETn7vVaklImi5Vadad1yG9dkKW/5uHtikIWdmCws1cZzzodZkkvk8DkeG8LpdLxqXRaEg1g9XVVemrw+GQ8ECTRK6/vx9er1cOHzOHksqPmQ7CZhqa+j09vlwfNHK5J8jPMTAwgEQiIXNOL6VpcD6umWvdbl9phPpFNK4BHnTaKwIcB+70bwpQRouYnjA7mWAqpfo5NPDCseKa1oqtfm6zLxpYIsMx15ZWDnSKkAmYtttHpbNGRkak2spf5Ob3+/Hmm29ieHgY7XZbDLtarWbhj7ADwnp7exGNRhEOhy1GAD9DQPD+/ftIpVK4ceMGIpEI4vE4Go0GPB4PhoaGMDAwgEajgVgsZiH0okzVCrQGp+wUL/5mlAHPEu7fbkoXoxG4rlwuF1577TX4fD78+Mc//lKCAwAkLQo48l4xncA0vsw9EwgEMDo6KvXG+T6jBUgs6/V60Ww2ZfycTicCgYDIZm0oUolyuVxCztVqtRAOh9FsNjE+Po5sNotisYhWq4WZmRns7+9jbW1NUgsI+odCIczOziKdTh9LDdCyRcuMVCqFH/7whxgZGcHZs2dRKBTQbh+lrpFo84uaR+oWHCP21Ty/OJYHBwfI5XLiserm6dbf43e1cc8oRxr/pp5IQ5xAEPVEfS2tX2hjkPelvqWNSs4LdSk6bfg/YOUl0QYeQWdyhrjdbvH4M9KQEX1sOgpsfn5ezvO3335bgD/qVz/7sz/bFRzg85OQ2+l0yrObOlGr1RIS1d7eXoRCIQtZ3+HhIba3txEOhzE4OIhCoYBqtQq/34/R0VHs7e0JoKDn0g4g4Pt256adwdtNJ2HfaLRr4EfPh8PhELCRtgDPVRLy5XI5S4qofsZKpWIpTczW29t7TGfm+92cCro/BD3JSabJbPUz6EhTOyPTHEfTOGejA4trXjtv9PljOlZ41uiIEe4dRmsXCgVsb29jYmICHo/Hok93m7unef1x751WM22Ox33uRTTzPOx0HlW+MyvJ6bPQ6XQK0SjX1fNupwIOmIqtnSJPT7w+nPieDhEnsq0979qoZ+u2wQBraTdTceOAm6H1egM3Gg3k83ns7OzA5/OJIUqlhIcBDUPzGbWBwE1JchkKwb6+PkxPT8shyANxZmZGxkkbTXyuVCqFzc1NSwgZn4/PT+WVz0OvBdHETueIAIpIt6lsM8qDhqnL5UI8HofH4xGiQnP89JzoQ90EX/RvfRhooaerK5jABUET9knnCpthhnxWrWjwUKAngx5EHsDM66fwJ7jAvD8N+HDNcm2Ym1orHLrfemz031wD+h6aS4HKM/CoFF43JVPvD7t50M0OwLED4k6j8R6hUAihUAjLy8uYmZk55q21W0ccP1YoYMSLXZ/YTODGzrjn+HNuzFBD87rmfOvXOW9MBdKHNYBjQJ6Wh263G2fOnJHQxRcF1rzo5nA4kEgkEIvFRObkcjkp46mVbzNkkmcPmcT1nqBxv7Gxgffffx/Ly8syr9lsFpubmyKfQ6GQhKeT2I7gQTAYtJRVpbfVrgqMlmnc08FgEBMTEzg8PMTS0pIYi92UL4YzVyoVDA8PY2BgAC+//DK2trZw796905+Qp2g9PT0YGRlBX1+fkITVajWJ+DspxcfhcCAcDmNkZASRSMQyHtwDBwcHWFxcxMrKirC3c7xJ3Ml9ynPJ5XJheHgYL7/8MsrlMpaXlzE4OIjBwUEB9X0+n3gs+/v7ce7cOczNzUnKCddQT08PvF6vzP/e3t4xgJLrjPuXkSrz8/O4ePEiZmZmsLa2hnw+j/Pnz2N+fh75fP5FTZGlXb16FdFoVDguTB3AbDq0nvPZrekQ5Wg0KudmT08Pdnd3ZU65n/UYcx/WajULmKABB35fRwvyOlrpNmW8uR9NkF5fWxupLpcLs7OzOH/+PABgaWkJ6+vrODw8FN4fE/Sg7kDZRHnEqCHqjIwmeVwzwRG99jgOJEwlYXIgELCkmFL30ymrPEvo5DHHz9ThdTNBPn0mdwMQ9Pf09dmHbueqw+GQymCZTAbtdhvJZBITExMIhUKSCqr1In1/plxoByF18cnJSYTDYSEx5TOa/bLrkzbc4vE4XC4XcrmclEQ3U9LMKJVuYIr+jh4HjpUeI23ncE9xfwQCAQQCAaTTaVt7TDfq3KYO+Dza4wzz02rmOjqpnfSMJljzPPpi6tl0BGqdV99b6zOVSgWRSMSiEz2vdirgAL1idrXR+b8mQOFhwB+GsodCIQwMDCCXywm6qfOAzcnRG9n8bfc5E5Dg50xkD7Aa/hQ4DG+lQsHrBQIB4UrgAcNIA6ZaMJeRBmpfXx9GR0cthi1Zrvm/GWHB92nM9vb24uDgAJlMBolEAsViUaII6DWhwmqSsZhADv/mfXT+bLPZxK1bt1AsFgEA2WxWFrVpuGmD106RMA1oPf5mygnnSV+X0Se6/KT5OW1I80Aky3gul0Oz2UQ0GsXg4CAmJibgcrnkAN/Z2ZFrc0y8Xq+UteI9+Yz6GezWpf5fH1D6kORYaXZ+fYBSYaESo/ts3uek1u1AMoEbwN5wPs0WDAYl9UOTZJlKqz5ouWc0iNUN/DCVEn3A8n8T1OJr2pukf+yipMz7ErxgNIiOhtCf477Te93hcEhI+pelFNpptXw+jwcPHgjLOwE9u0Ner2Ma9uPj41JtAHikVNdqNWSzWWQyGQtYp88VAKhUKshkMvK/x+NBOByWNC6mbbFMHjkH0uk0Dg4OJIXJDC3l+cHqBblczuJVN2Unv0eA2u/3w+PxIBQKYWhoCA8ePPhSRQ9QWSc4QKPTzM+3A844rowa4NnJPdfT04NoNIrR0VHcunULd+/eRTQaxdmzZ3HmzBm43W7EYjHZ99pL7PV6MTc3h1KphJ/85Ce4du0aRkdHEQqFAFjnp7e3VypkMM+7XC4LWMX0grW1NWSzWVljOj+efeIPI0BqtZroNRsbG0in05KL/0U0h+MoPZNgKlNp7Iwyh+Mooo5Ra49TSCnrYrEYvvnNb2Jqakoi8/7wD/8Qu7u7wo7Ps9zn82FoaEjOYZadZhoOx4oRfG63G/v7+6hUKhYOJe0pt5P1dkaPjuCxW5+UxewDjXue1dpIpqOA1+Ka5JqmEd7pdETv8Hq9XcdSA0+mHNTjrZ+fnET0sOv+24Eq+hrmOWueud2ej38/ibGr9WzuUQKt2gDWjWX8lpaWRB5OTk4imUzKGOtoTp0S63Q6MTIyIsY7z1mPx4OpqSkMDQ3B7/cfK3tsghXm2Ju6ESMg+vv7BaCsVCrH9DgtJ+z0Ky2TzHtyjWnnAufa7/cjGo3KswOP7BfdH17HXFv6+nxerX89aTPX3JN8/3mDB3Zr+FkM/Bep+2p91m69URal02lMTEycmm5+KuBAPp+X2tJ6o7NRScvn81K2xOv1yuFEMpLDw0P4/X6EQiEhg9OIil2zu5e5SNlMo02/bhqhOmzU7rs8rCKRiBwKOzs7wjuQTCYxPj6OwcFByWeKx+MiGImym0ilWVqFXnI+h8vlkvuGQiERQkwb0GUL7UL3NIrMe+pcPOARUMHc23a7LSVbqFzwdR3mz++eND/mmGuFkKGkDHdiHpcmGOPniHaa0Rr64KayyrwzMp/39fVhaGgIyWRSPFY89EulEjKZjIQNMqwvEolIaoIWtAQKtLFoB1BxQ2uj3gQHmBKhQSgt4MxwSj1+TyqMuzVtnHTbJ6fVAoEAZmdnLbV69X60A/4cDofk9BMcMA+Dbn3QY2V6kviajkDQXkE9hzq9QP82lQsCGMxN7KZ06OvTC6RBkC+TUfg8W39/Py5cuIC+vj4xuldWViz15e2U1U7nyDNEDxDwyFOoQ4Y1iEkZwb+1J5N7m0YivaUAsL29LXNIsJD7nylJlNN2ijbDfVmiksR0ep2YMoF5pp1ORzzdf/2v/3V8+umnUinhi2wOh0OIXZnWw5xnvX8B+/BZv9+PkZERhEIhy17nOu90Oujv78fc3Bx+6Zd+CdevXxfiwFKphO9+97uIxWIWOajlaygUEkLBW7du4fd+7/cQCASQzWYFEPB6vbLfms0mNjY28PHHH2N7extnz57FhQsXkEwmMTIygqtXr2JlZUW84CYBre7vwcEB7t27h5s3b+LNN9/E1atXkUqlsLW1JUSjX0SqEKv2jI2NIRgMSkScfhZ9tjSbTdRqNanpflJaAdvw8DD+5t/8m3Kter2OiYkJfO9738OPf/xjHB4eivf3m9/8Jq5cuYJYLIa1tTWZi42NDXzyySf4f/6f/weHh4cYGRnB17/+dUxMTODmzZuSruVyuVAul3H9+nUhBfV4PKjX69jc3JSzwe12o1aroVAoiHzv6+uTsnYaWNLrMJvNIpfLYXR0VBwrfE/LCr2PeR2mZgKwVK0JhUKYm5sTR1C3lsvlsLy8jGw2azmDCNrQKO7r6xOuKpYPvX//vgWg07LO6/UK9wXHS6dcPK0Ooc9I83V9FmqZQIOaxLP6O8Cj0PdKpYKVlRVks1k4HA4MDw9LRRSOAwlHq9Uq4vG4JUKXEbasBEMS8XA4bIk6NfXwbmAHz2PKeq2r+3w+DA4OSoQu14jJTaP7aTeWdvfudDrCkcAS681mE41GQ84GDZTxPNLnHp/fnLdO54jfZ3t7GwMDA3C73Sc+45M2u/Vgvv88gAE7G9D8304n7/b5k9rzBDOoF5icL/p9rVuyig5BoufdTgUcePjwISYnJ+H1ehEIBCw57ewcvaz0numFog1xjZRqtEwrTnogT1rA5kCfhIDqzxIB1+znZj6U03nEGeBwOODz+YTMhDW52+2j/PFQKITBwUEEAgF4PB45IChYzLGgwUuE0CT9AyAeFzLqA8D09LQIRa3kamWVofZmXVu9ANlvbSBp4e1wOIT8xuFwSD4Xx8XkOjCvr0EL9of/a69RvV4XsIPggLk+NECgD3eXyyXRLPl8Hr29vdje3sba2hocDocoRgzJIwiiq0KQ8IXX8/v98Hq9qFQqljWovZCcV3Od6jHgnOvICB3iR7JFgjNEiHmQMSLEPNROEliPE2amAf6iowb8fr+UJDPHzE5YcowZwUPk35Q3em/rNawRfb02NTDAZ9FK80njaB76pjLE+SQApte8Vp74fBrtJyHl0tLSXziAwOE4YvWfm5vD+Pg4IpEINjc3sbKyIvnH+jzQyhOVXXqfNIEpFTaCuLoUqQkGmf/rCB/OgS4neHBwgL29PfT09MDj8SCdTiObzVrqEGtFns3j8WB6ehrNZhPr6+soFArHxkMr1CzddXBwgJGRESnRur+/LwRoX2RjeUCG3O/v72N7e1uYu80zV4M8wWAQly5dwrlz5ySPkmNPMIcgb19fH86ePYtwOIxkMolPP/0Ud+7cQSgUwle/+lVEIhExcrWB09PTg6GhIXzjG9+Az+fDn/zJn6DVaiESieCNN97AzMyM8AiVy2UsLi7i2rVruHnzpoQIO51OhEIhRCIRnDt3DmfPnpUSjabxw8b9ns1m8fbbbyMQCODMmTO4cuUK9vb2sLKyInL8RTcajE6nUziTCHqZuhD3GAkyTwIH2KjE0ou6vb0Np9OJCxcu4Pbt24jH4xgZGcHMzAzeeustfPWrX4XP50Oj0cDc3Jxcp1ar4fXXX8fS0hLu37+P8fFx/OzP/ixee+01/Oqv/qpEPgBHJGy3b98WAl+3241cLodPP/1UABCPx4NMJoOHDx/C5/MhEAggEolge3sbCwsLcra63W4sLi5ia2tLzn2uJc1FYZa4prdaRx5qBwvXSqvVkrTNx8ly6hU0MKkLmOByIBBAIpFAT0+PzOMPfvAD7O/v4+7duxgdHZWU1FgshmQyKXqb3++XqFPNnWTO6efRB8zv9vb2yvhrAlItK3n+kr+E6RvUtTkPXq8XMzMzwjNF2U0jmTofHY864sNMQbTTo7q9ZkY7EMAPh8OSGq1JKnW/urXH6WkEzkz9kWPa6XTwR3/0R5ienhaeqlwuZ4mQM+ek1WqhVqsdK2n6PNqT2mZP2p7kO90+83kM+pOAhc/TaC+RH03vaz12lB2UN7R7nnc7FXDA4TgKEaShpb1xOixXCzsdMg/gmGFgbkozL+pxyFs3w4JCQHuY9WuaVVdvft0H3sftdgtAABwdUvl8XpB2phnwfaKJmhRHe5H1ZtcHNO/LexPBZjqD0+nE2NiYRGDYASiMKCBxjYn0ajCBCo829OPxOHZ2dtDpdISwC8AxfghzLszQJVNZ5Ht67tvtttQCrtVqFg86D2PgkcKuPXacV5fLhb29PaRSKfEw0ADV+cPNZlNQaBLG8f9arSYHkdfrhd/vl3xhvZ50zrHd5tbzoMfGNAp7enqOhchrpdk0kjQirdeM3fqxa/oz+rqnDQ7o5/T7/Th79qyg8by/XjN6L/N1s3ShBgC4fs2QSR29ofcI5xB4lP9qrllzjPU8a0Oe39Gf4TMRyNBGKt/Ta0pfmyHp58+fR6PRwPr6umXvvkgQ5zRab28vpqamMDAwIABrsVhEpVIB0F0x5Vz6fD6Ew2GZIx1WSTnCFDWGmurxsyM1M+fbBJn4PsHWra0tRCIRBINBeDyeY2Gc/J/K4/j4uPDr6NJTbPrvg4MD+dzQ0BAcDgdeffVVLC0tfeHggNfrteT8V6tV1Ov1Y15oNg3AJRIJzM3NYWpqSubd4XhUZtfcny6XCyMjI/D5fIjH43j//fdx7do15PN5fO1rX8Pc3JyEFFNx4tiPjIxItGKrdVTKcmJiApFIBD09Rwzvt2/fxvvvv4/bt29L+cXV1VV88sknCIfDkqt/5coVFAoF3Lt37xjJmal7tNttPHz4EO+++y7C4TDOnTuHSqWCfD6PkZERrK+vW0ogv4i2tbUlZyqJPHWJZjYN1OfzeaRSKTSbTdvPdmuNRgMffPAB7t27J6HhXq8X3/rWt/Dmm2/i/PnzaLVa+Oyzz/DBBx9gbm4Onc5RxMfk5CSuXLmC/+1/+9/w3/7bf8P9+/fxzjvvoLe3F9/61rcs+6LT6eDnfu7nZO20223MzMzg29/+toWbh2OtOYhYHozGndvtxsOHD7G5uSkRhmfPnoXP55MI0L6+PszNzcHv92NmZgbT09MYHBxEKBTC//v//r8SXZLL5VCr1UTm0xit1+vI5/NChtqtadlDg1ef1fxNMIJ7ix5y4FEKKA1tu8g1O1358zQtL3VEqT4vTblqF/1Tr9eRyWQkciIWi2FwcFAiHbTuTPtga2tLCEgPDw9RLpfR19eHeDxuMaq7gVx2IEG3s1/rbQTOPB6PRJlkMhns7OzYkrPaXde8tn4OfeZoLgsTJFhaWkKn05G0Zs3BYOoMpn5pRkI9i27xResjdmDOk3wHePJ1/yz36Nb29/eRzWYtJcr1OgMeRXITyJmensbY2Nhzub9upwoOAI8UXb6uD3gzmgCA5Hvzu6YSz2YqGXzNbpJMpbyvr09QQx4MJKA6ODgQvgCSQFGJGxgYkJAlv99va7xzU2llkEY4w4gbjYYl50xzAZighZ1Rw3vp8CUe7NzYGjyx804DkLAUt9ttKamkSzaaOUjsXzAYlNCzhYUFyQ/X9zHH3pwP0yuswRheh32g4k0gQ+eXafZejXhy3Gg06hKFLPfT39+PcDhsIQ/SQA2Z0XmoDAwMiNIQCoWQTqclesCMJulmsJnC3wSFNJBG40IruTqVwkwB0ULcPPT13rObk27GUDeA4/M0uzEgkVw8HpeUDe0tNvc/r6GJTbmnNZs8+24Ceg6HQ6IxdL/1+HEuuKe5pkyFRivP+vt2fdboPtelnltznsxIHXqhwuGwhZjwiz6In0fj2o7FYhIqSVJQu4gt4JHS2dfXJ6lbes3oeavVatjb2xNDzm7uTUXRVKT0ejDJI8mkvbm5KSCXKRP0c/f0HJXdI2u49hiYzwBAlPp8Pm9Ju6AMPMkTdZqNRggjq7QHyjyrzX3s9XoxODiIRCIhIayMLAQgQCH/brfbksrW398vrNqZTAZ37tzB3t4eCoUCrly5ImzyWs62220EAgF8+9vfthiF9+7dQy6Xw/z8PD777DNks1nxkDscR2kdi4uL4u0eHR3F6Ogo5ubmkM/nJb2A/dK/OX+1Wg2fffYZhoeH8df+2l/DpUuXMD8/j+XlZYyOjmJ7e9sS/n3abWRkBCMjI+jtPSq7WCqVZGzZtD7BvVYul9FoNE7Mkzeb03mUV37t2jVcv34doVAIP/MzP4M333wTFy5cQLPZxA9/+EP8/u//vrxfr9cRCATw+uuv47vf/S6+/e1vI5lM4nd+53fwzjvv4MMPP8T169fFo7y/v4/+/n589atfFYcMQf2LFy9KdaZKpYLBwUFcuXJFcrUbjQYikQgGBgZETyuXyxgbG8PFixcBPJK/29vbuHbtGpxOJ371V38Vf+/v/T0Eg0GMjIxYCABfeeUVbG1t4caNG/je976Ha9euyfPwfGk2m1Ie8qRmnsPacDXPaUbk8scOlKP+QLmqw8555phn1pO2bmeR1m35N/XJUChkWWf6LG632ygWi9jc3ES1WoXX68XY2BgGBwctkaSUG1tbW1hdXbWQAWqDulKpoFwuS8la/dymvNdniP6M6XDTn9dOLp7VjIKiXLQDHPT1df+1DsBGgIvVMzRHkeZSsSNzP2l+eG3NiXSa7VkM66f5zrMa7yfZk6fVaJsyndhcWwBEtwUgpSx/aggJaZDpHHDgkbLNz+gNoJWsvr4+QcQYbhQMBpHP58WIJfKqlS/A6n1moweHypjH45EQQoYgM/+TyuPu7q7kudJTTAEWCoXgdruFIJEGCZ+fHioNMPD+PHAYlkbBbCqP3RBLCh4qp/yfuSqal0ArGabwIRKr0zq0UNSCm+HaFNylUgk3b96Uw+zWrVuSIqH5C3gd8xlMBdluDVBp56HFXEcqLuw/qw0wUoUbihErPMwdjqNQ0UKhgEgkgv7+fkQiEYTDYXi9XtRqNRGkRO0YjcGDhPelIkyAiZEKNDTZzMPEHAOuXY346igNfofKC/tkRhF0O2TsgJluSqvdgWgX5XNajWPU19d3LBLD7I8eT44j16hdeVRWsiDLNhV+kov5/X5h0XY4HMc8nTpSSN9Xf0Y/30lAigYc2Femidhxfeg1wPWulQD9mecN4HwRbWxsDD/3cz8n4OPm5ia2t7eFc8EESjRAFg6HhVSKMlUbhsDRwer3++H3+yUagfmsdkSi/K42LLXM0nJbR6pwXfGzdkA4XyPrPgkOTYI6U3Y0m01L5QZyD7zzzjtYWlqSa7/IFo1GMTMzI2fs/v4+CoVCV4OH48KQ4mQyKV5r/ezaeNHeRD3vfr8fgUAA3/3ud/HBBx9gcXER/+N//A+srq7i9ddfx+zsrOwZppNQZjudR4zPd+/exQcffIBUKoWNjQ0JvzW5c2hwFotFqWQQj8cxPDws5HqAfYQT18ze3h6uX7+OZDKJr33ta7h8+TK2t7exuLiIgYEBbG5unuZUWdrKygru3bsn0XPhcBg+n89SolEbbMxJDwaDTxU1ABwpvpcvX8bw8DAODw8RDAZx+fJlTE5Oot1uY2FhAf/zf/5PvPvuu0in0zLHzWYTt2/fxt27d/Gbv/mbuHjxIn79138duVwO3//+9/Fbv/VbFjnd09OD999/X/b0wcGBEFwzzJ7pJCMjI1I27PDwEBMTExgbG5OzolKpYHZ2FolEAo1GQ1jyk8kk1tbW8MYbb+BXfuVX8Morr6C3txfVahWbm5tSCvCll17CyMgIpqampFT1j370I9TrdVkbfr8fs7OzjwVamFOunRh2IKIGwrvpCJRb3F8Eh8jcHwqFpMqIeaZ0A73tPme+p0F1PqPf75d0FvM6WicmKaXX68Xw8DDGx8el1J4++5j+QT3YTO88ODjA5uamVCkJh8OWKAU9bnbnqR3AocFH/V3KD4LATP9lmmu3/ur7dIsM7HQ6wolF7jauD+oyLPfq8/ksIFE3fabTOYo8IRAzMTEhZXwf10yd8svQnsezvEidqlKpyDmidUHua63HBAIBSzWg591OBRxoNBooFosWVEOXomGn6QHJZDIWQ52HDo0whnAz3BB4tHlNw5z5gDo3dWxsTMjNaEhPTExInjmvQ+KadDqNZrOJnZ0dOXDM/FUd7mgagTRI2u225LiSqIlKivYU8rta8dR95N/Ao/BZMwKDApD31UauFmAUWETP9/b2pCarFhDau8mQbRrkROPZqODyENbRA1qJfpyhaofQ6jVVLpeFcFF/ntUfKpWKAFK8f71elz5yTByOo1y1WCwmoVbcjDyAaYgEAgFUq1XxYtdqNVlbzFWkoq6NfdPQ1yQjnHdt2OmxNPcSIxOokOk1osExDRjZAQN6fZmHjQniacCGIZumR+lZm7nGee9wOIxLly6JEmfW2rYDB7ifdeSAVhQJkhUKBWxsbGBzc1NSQdxutyjEiUQCiURCvD76+TgG2jg8yRDvtof1ePPZSY5FBdXcA6bXh3Jof39fQhZXVlZsFcWfxhYOh+UsaDQaePDggfCE6KgBOyPb5/NZZImWzWz0Uo2MjGB3d9cScsp1qL3UBA60Mq6vqfch9zgNRnoH9X40FahO5yhEPhqN4sKFCwCAxcVFSS8w5T4b08LK5bJEQU1OTmJlZeWF5647nUdpbOfPnxdPXalUQqVSObYu9XgRHGD5Qub7673N72iwUjsCgEdG08TEBHp6jkqJ3blzBx999BGKxSL6+vosUQnaw1gsFnH//n28//77WFhYQLFYlPQ/yhENDpXLZdy5c0fKWSaTSUxNTaFUKmFra0s4hrTnlX3W8plOCMp1j8eDeDyO5eXl054uS1tcXMSNGzfwzW9+U/KSo9GohLYCjyIUGVFTq9Wwu7sr1ZCeVO709vYikUhgYmIC586dw7e+9S1897vfhdPpxAcffIDf+Z3fwQcffCBkcQRwWq2jykG3b9/Gu+++i1/5lV/B5OQkXn75Zdy5cwfz8/MWPenw8BA7OzuWezscDuTzeQtIk81msbS0ZFlP9+7dE4cEz/Gf/OQnlojGRqOB4eFhfOUrX8F3v/tdXLlyBeVyGdvb2/j+97+P999/H9lsFo1GA//4H/9jAah+6Zd+CZOTk9jc3MT8/LyFp8Dj8Qhngl2rVCq4ffs25ufnUa1W5Vzic1Nndjgc4nkkwFEoFPDw4UMAQLVaxY0bN/Daa6+hWCxiY2MDZ8+exdDQkHCDUN/W3sgnAZ7t9rkdYKB10p6eHiHT1vvD1GEcjiMumrGxMTidTiGGNnVwrjPN/8CIFYfDIUTajUZD9ELaAaYRzuvqPpjjYH7HBK/19xndCxwBGNls1kJKbIIcdueX1iv1GPI16jy8xvLyMn784x/j53/+5xGLxQTk0nqy2bSe+DQg89PqH+ZYn8Z9Pi9g8SKBgVarhc3NTaRSKZF9nANtzwJHEXO0id1uNzY2Np7785wKOFCtVrG1tYXLly+Ll0YbFnrhEQXVKC8Xt1bynU6npUYpDfqhoSFBu5kTNjw8LAe60+lEIpGQMBvgkWeHXgouTm4WrYTSy0DSp/39fZRKJfEKAY/y/3mdcDiMiYkJqbu8t7eHWCyGyclJKWWoDxstRLSQ0M00SszwZZ3fzmfm90xBx0oGe3t7EmKr+8zvadI0DZBQodVhn36/X5RCRlvoZzCNOjbzNTswhH2qVqsol8uo1+sWlJkgEtceKwtQ+SsUCuIJSSaTGB4eRjweF3SZ/XE6H6Um6BJF7Mve3h5yuZwg7cFgUEheSJKj02mo2Nj1T4Mm/LzuL+eD64rgFYE27hmNjOv1002omevLBGb0miFY0q0s6bO0bkYSwRa/338MXOL+N0E4AgNkqiY3BL9HpuZMJoONjQ0sLy9L/jAVH3phV1dXEQwGpf653++XFBRtPHK9nXSgmXNgKk36uw7HI9JPLfv4Ho1OfQ2n0ynEWs1mE5ubm6LIP4kS92VtPp8PL7/8soCdDodD5kADbbrp9cQa1TrsTjfOHcOGGUXidDoRiUSErZyKoi5Fq73W3VJ5uHcJjlerVanaYyf32CeubRJxUmnUe9POe3RwcIByuSwpTq+//jrW19exuLj4wogqe3t78eqrr+Kf/JN/ItVfmLetUwrs9orTeZQ2NTQ0ZDHeu61hExBnI4lTKpXCzs4OnE4nLl26hHw+j52dHbz//vu4evUqZmdnJdKr3W4jk8ng+vXruH79OlZXV8Xby/2pZbfmQtrZ2cGtW7cwNzeHZDKJgYEBXLhwAdlsFtVqFYVCoaunjQB+JpPBJ598guHhYUxMTGBmZgapVAoXL17E3bt3pUzwabd2u40f/ehH+NrXvoa33noLkUgEw8PDSKVSyOfzFn1A6xeZTAa5XA6Dg4NPFEHAcfT7/fjbf/tvCzN9f38/6vU6tra2sL6+biHm0/uCugY/w/LFtVrNllDWjNTRxpRWuCljKXPseDs0rxBJTXt7e/Hyyy/jypUr6HQ6uHHjBv78z/8cf/Znf4bt7W1xKOzs7GBmZgY///M/j1/5lV/BSy+9hH/wD/4B/uN//I9YXl4WGaCrHtk1EhcyCtKMmGUfqQPT88+qYDdu3LBcq1qtSqlVbYTqM+5xc9mtndQPDbjxWqZcs5s36vHUuwkQaEOZe5egKWWoy+VCIpGQtctxJJFoNBoVvc2uj936a/fsmusBgEWPow1DskgCVjrCWkcwmHqaCZaw6Yg3E0TWTj5yHJn6lz5bTBtD62H6OZ5HexbD/Vnu/Xmf90XpVCQcrlarIpO0Haznn7YVQcXp6enn/jynAg4AsDC2agWfjQNOxVsbPBRONNgYCsqQHBrjDGWcmZmRMkRk3NVhREQR2Uzlncq+Luvn9/sxMDCAeDyOVCqFcrmMTCaDeDwuIcgUVDqKgEbc8PAwIpEIxsfHJW+OpWp0uLYmPtMb1c6A08/PMTSNIX1g6L+1sdpoNIQscW9vD+12W1jxtVLEOeQ9iGbRU8WwXD4/EXDmCJtNzzn7YG4CKsva066fm6kFXCNcVzywyfTJ8cxmsyiVSnA4HDIHJCTkvNNYpMKhy75oYc1ctWq1KoBUJBJBIBDA3t6ePBNRPlNQ85lMYWsCPTRuuB/0GtYh7twHHFs9zuZaMf83DxA9H/qzVJqelzfSPOT4mtfrxaVLlyxM2doQ12tSf1cfeibXBwmIdnd3sbGxYVHy9DjR87i/v498Po+1tTVRPBhVw3EyQRxTQdDjagIh2qjR650ygwSlZtPKIN9ntMHIyAj29vbw8OHDY5EpzwPMeZGtXq+jVqtJilKhUBAGf1PxZ+PaDYfDmJycRDAYtJUt/Lu/vx9jY2PIZrMioxjWOzY2Julqh4eH2N3dRTabhd/vR7lcRj6fR71el0gjnepABY/zTTmg17uWb2xaEXO5XIjH44jH4ygWiyiXy5YIIxOMIAjhcBx5n4eHh/Haa6/B6XRidXX1hRAUUuH94IMPBBh5+PAhisXiMaPN3MMsLfjyyy9jYGDAcl5p2WPuL3MtdDpHnnje0+/3w+Px4Ny5cygUCkilUhKVWK/XhRTs1q1b+PDDD7G+vm4pzWcq5rw38Khe+MbGBj799FNMTExgdHQUyWQSL7/8Mvb29nDr1i2JMNPPrue92Wzi4cOH+OijjzA5OYlXX30V+/v7+PrXv47/6//6v/DOO++8sP07Pz+PhYUFvPXWW3C73VJueX9/3xL6zHObERS7u7uy555GAT9//jzGxsaEgI9nKskEuQ44Zjyrm80m7t69i4cPH+IrX/kKvva1r2FhYQHpdFpSPyk7tre3xZnE87RQKIgspU6hc79No0wb4PybfEMTExN49dVXEQgEkE6n8e677+IHP/gBtre3xUhvt9vY3NzE1tYWHj58iGw2i3/1r/4VfuVXfgVra2v4L//lvxyLqLVrHHvNqQRYwTLAmoLDPlGv0W11dRUDAwNIJpMWbifqF/zb1AW6gd2Pm3s7YJStv79fQCJ95tt9lkAR/7Ybg3a7LdHIzMX3+XwYHR1FT08PqtUqcrkcWq0WisUilpeX4fP5MDQ0ZEnXtJsDu7/NSN3d3V1JWWWaiD6HtOzjs/Pc0+tOg5R6HE0dg1E1e3t7wk9lVh+jHs/US36P+8uU0TqqKp1OIxqNyrg/a3tegMIXcc/HAQPP6z59fX2id+rocjuAyOv1Ynx8HH6/H/39/RZb7Hm1UwMHdnd3MTQ0ZFFutBcbeNRpM7eP4cEAhKCMuVAU9vv7+5IrPDAwgLGxMYRCoWM5x4BVsPFwM4EIPgcAIbBjBABzsEZGRpBMJoUA0FTyuPHpye7r65OD0wwrp0AxS6N1M+yeBF3V/dReKX6e80CFjsANjUwdss5rEinndw8ODrCxsYGtra1jc87P6mvwkNEKrl4H+rPa0DXz8Km0Mb+Gz8t1whDxzc1N7O/vIxwOC58AeQl8Pp+EyOvQYa7Nvr6+Y6SKNNZZXompBQQZyFtAMiqGP2uD9iQvEtcBD3bOC5mX9/f34XA8igbRAIOZ2mKnPOsxtntNr0c+E5+XiggV4tNCTxlaHAgEpA/60NfrXPeXACLHzDQimG+Xy+XEk6n3qY684JgwkoBAmCY21GOm9xKvZ6fgmZEh5kFChZMAB8dZKwdaPunndjiOQkij0aiwjmsl6aetnTt3ThjKO50ONjY2sL+/bwlpBo4DW729vQLGmuGhuvG1/v5++Hw+Ic7rdDoIBAI4f/48QqGQHM7lchnFYhEejwelUgm7u7soFApwu93IZDJSD51rjPvF4/GIN8pcDycpEgTBR0ZGJLe5VCpZvqflP6MbCDC1Wi2MjIwgGo3i93//918YOEAPJADs7e3JM+k9o88fPn8sFsPFixcxPT0tUQPAo9Ki3O+cey0X9H4isOdwOBCJRCzg/uzsrBCPlctlPHz4ENevX0cqlcLKysqx/E67ygo8g/TzVCoV3LlzB1NTU+jv78fQ0BCmp6dRLBaxs7ODtbU1i/Ktz2amFu7t7eHBgwdYXV3F3NwcXnnlFfzwhz9Eb2+vOCVeRLt8+TLeeustKRWsnSQa5NJzSuLNcrksTo8nbYzcpLzXgJw2xDWox3WTy+VQKBTQ09ODr3/96xgZGcHZs2fR398vfFC1Wg3vv/++OAM497dv35Y0Lo/Hg2w2i/v37wsxc29vL5aXl1GpVCwlTzOZjJwHBBd/7ud+Di+99BIKhQJ+7/d+D3/0R3+Era0tWeeMQPL7/ajX69jd3cX777+PX/7lX8alS5fw0ksvIZlMYn19HbVaTRjsuzVyWPHM549ulAMcS0YOmOmApVJJ0n76+/tRq9WES4IyIxaLoVQqoVariTec82AnX035ZOoh+j2+3tPTI3Om97MdMGfqu7rveq1wXxWLRSmBSuN4bGwMLpcLd+/exe7urkR2kPy2WxqFqbPytYODA6RSKVQqFdFLNzY24PP5MDk5KdHDukQifzOFh/fZ3d2VSDUz6sUcZz2OdICUy2XEYjH09vZKv9lWV1fRaDTg9/ulzCvTRHkfLZu5J/f29pBOpzE2Nnas6s4XYew/bTsJuDoJjPui2uHhIXK5HMrlssVBSd1WA3fxeFzS1PP5PH7zN3/zuT/PqYEDFMCtVktCH0iaoA/+RqOBbDYrQsLr9Vq8gMwVCgaDCAQCEl5Fg6VYLGJ/f18EIL04pvGpPW/ayABgMUT7+vrg8/kkDIjkOTzMGH5qhuHrvB/ASvihkVydL8/vPckitTP6+PpJ37cDYpjvqOvFckxoDNKTxfmgwGg2m8hmsxZkkizhDKfUaRbmPGijW48X505/VhPJaHCA/AGav4HKDAk9qLSGw2HhJACOlAtGBxAQ4HPp0mZUWBwOh5DWkKRKo8DhcFjIdPb39wHAAhyZ86QVRb1WmNrB9AhNWKOjHPQ6Ikii16KpxNkJR3NO9Hq0O4Q1cPM8mhki7fF4cPHiRSEX4jrURoFWIgnAEGklEaEGYRhpQoCFoem6r7wP16s+KAmccUxMcICvm8CXnTKk/9ZrXn+ewFqj0ZBnslNO9P8ER2ZmZlAsFvHgwYPnNUUvtPEAfO2113DmzBns7+8jnU5jZWVFyuHq9WLOA+cLwDHF1ZQ7WoEkQzjBgUAgYFmDZNHvdDpIJpMYGxuTyIZisYhsNotMJoOFhQXk83kAQCgUkooJZO83+2pn6POHJfqcTicWFhbEYDOvoa/LEFlGNCWTSQmrPw2PAhsjHWKxGILBICqViijlprww5RHTOyg7eX5qQJWGojYQ9XnGeSIYk8/nkc1mJVWBAI3T6RTG+Pfffx9LS0siO82wbD6njgLh/fibekQqlcLNmzcltSAQCGB6ehpTU1PY2tqylKvTkTxaDu3s7OCdd95BOBzG5cuXJQ0uFotJyPFpt3a7LTqVx+MRLh6SStOxoYF+5t53I8Z7XNOfJ/ju9Xot5zLlvwbO9f52uVyYnp7Gv/7X/1pAWqfTiYODA3znO9+xVK8hCMSoQe4vvuZ2u9HpdPCDH/xA9AU+z4cffihgIjmwmE6xv7+P3d3dY+XpuJd1ipPb7Zb1TedTsVjE2NgYpqenu3IO1Ot1FItFifI0jVWtL3U6HQvwaUYvsq2srGBmZgYulwvpdBpnzpxBLBZDpVKRc8VO7trN4Um6qJ28ZqOHXfMlmGvDvE63psE7fS/qaKwwRuOYa5pRtKwgodMUAIjjhtfieDO1ZmlpCZlMRogAGc1F2yWRSFj0Sj1nLpdLKmb19PRga2tLIpjMvppnv9lvHQGiPw8Af/7nf45f+7Vfw8DAAEZGRrC1tYVcLmd5Hs3bph1m2ol6Gq1bPx/3uSdt3dbN8+jP8wRIOp2OcMDpCFLON+Uu54ZlZGk7JBKJ5/YsbKcGDhCtp1HDkBsdIcDwtN7eXhQKBezv71tqznMTmOE+NFJ1LjDzz7hRtHGmlX5e185o5cDzYAwGg+KVJPkJm76OnjT9jOwrDyM+r/6OnVDrtui0Ua2fm800PGnA8uBkrlmhUEA6nUahUJADjX0iYuV0HuWDEj3nHJoVKDiXrN1L77Yee610mf3jZzSYwu/oEH167MmTwB+GVGkD2+fzicAlL0BfX5+UO6rVaqhUKqjX65Z54OHPnDRNchcKhYS9mEqRw3EU3pNMJpFMJi05bmZkCWBNHTHXpgaLtCLJcDDtGdcglxm9wnnktZ60mc962gcDr8moAXqfuA/1HjFTJ2gM6goFdnuDAEG9Xrc1Gs3GPU2jrt1uSyQM16A5HryvaUycBM6YYAMVBaZU8HnN63Ns9PjxdyAQgNvtPsZ0/2VvDocDHo8HV69eRSKRwM7OjoDKpqKnx1j/ZvQYK8Lws8Dx0rIARJEjsMTvM63INIRarZZUBeA6JcN2b28vUqmURA4NDg5iZmZGSK7M+eLfdkoR+8souUQigWw2i3w+f8wwZt+4zsmHc3BwgFAohO985zvI5/P4+OOPT41/wOv14itf+Qri8bgl5atbaD7njJ5jRntoOaXnz4z+A6wyTUcR0QtXr9fh9/uFY4jRHiyft7q6akkV0sRP+v7m85jnKr2zHPdyuYxwOCy6i65mZHddrkt6Gzc2NjA+Po4LFy5I9EEgEBCOlNNs7Ee1WkUoFMLg4CCGh4eRTqeFpE7rKdwjGxsbePjwIQYGBixk0U/TtF4BwCL7NAlpT08Pkskk3nzzTczNzVn2gMny73a7MTIyAuDRmiP3h26Dg4PHwNyXXnrJos8dHh7iu9/9rugTPAeazSY8Ho8Y0jT6TSMNgIAarILV29uLb3zjG0KGqY1Iu/EplUr44IMPBCzUe4s6C51wAwMDiEQiMq7tdht37tw5dl0NOvKc12AA95UG6E/SS83f3UByNofDYYn4M2WbnZFrAvPmnu10OiiXy+LNByDrhmTOPp8PoVAI/f39cpaXSiUUi0XxxDJttd1uSw54f38/otGocJVxbKj3kii70zmKKFhbW0O1WsX09DRmZ2clOsIEIxktNjg4KMTT3HNah6DeaI4x5b/JCWXaE1y7JLIjsKXnWM8D9WkziuhZ9ni37zxP49pszwJYftFNryM9F9SFdFQ2Hbe9vb3Y2trCrVu3nvvznBo4sL6+jk6nY/Hu0UAFrAuRtaxpsGmiOBoCFHQEAUgwR68fjVpdIob3AY57C4Hjnmp+vqenRzzmND6Y86ZDerVBopveWHyPBozetGaY5ZM2raSY/dTv8x48dKhE5vN58SrRY873OTb0lhNl1cqZ9vIAR4Q9v/u7v4szZ86IsHG73TJnup967k3jSQs+rYzo0O1ms4lUKiUHdLlcltxflgQj6/zg4CCi0aiwmB8eHqK/v19qNDcaDcnB4n3Iksx5poLi9/vFO1YoFIQltK+vD4FAAENDQ8KyrI15OyFvN5eao4N/dzpHecXsv05X0JEZeg7NCBb27SRE1nwufp4hpvSuPq+mDbu+vj6cP3/+mNfE3BumssKDjuSe/Byfn9/RqRfmvrPbj3Zrjp4NrkvTi6kjHXgNE3zUzU7J4Rro7++3VPygUqCvq70QBOSGh4eRz+elcsFPS2MfIpGIhGb29ByVMMzlcsfWpv6/0zkKz2StdpYzZbPzwFC+sXRYKpWC2+1GPB4HYM07pvLMueSe0+lo/f39EpnS29uLkZERnD9/XsqW8ftPYnzyfxo8iURCygES9LGT8+32Uencra0tCWkmmzejq55X43r1+Xx49dVXMTk5KYA35888X/Ve4Hv0YtFo03uRf+v7ccwpI/VngaPzdXR0VMa8Xq9jcXERqVQKd+7cwSeffCJViMx9b56l5jjr+eH1KVeWlpYk7fDSpUsIBAK4evWqGH7UAbSyqkESp9OJQqGA5eVlXLhwAdFoFCMjI5ienobf78fi4iLS6fRzmz+7trKygv/23/4b/vW//tcIh8MYHBzE7OwsdnZ2LDwAmuOmp+eoXOXq6ipmZ2ctwNzTNIfjKCr0O9/5DtLpNMrlskQMHR4eigE5NDSEN954A3/jb/wNTE1NHdO5zGue9P9JnzOBBqYsdTN2/X4/JiYmJPWI3E0kvtSE0wQWAGB4eBj/8B/+Q8mBHxkZ6fqczEknKMNnpa7Kc4ol/nw+n1SUunbtGv70T//Utu+UcVpP02uV19Uy8aRmd9bZNX6GfAP67Nfy0JT15tib92q32yiVSsInw7QFOoc6nY5U+CEnQadzVCLx/v37cLlcCAaD2N7eFgB5e3sblUoFbrcbY2NjOHPmjDxzPB6Hw+GQaFbqARyHvb09bGxsSLQKZZ0eY64VVj4hYKjTOCn/TH2IcoxRpMViUfQHs4w5gUo6y4LBoJxb5ngS5CJwGQgE0Nvbi2Qyaank9Li18CTr4LQM+GeVRU+qOz3v5z48PBSeITo5tc2o70uuMwC4c+cOfvM3f1OqkTzPdmrgAPCICIMpBmTkNhU+erTJMKpRKlMBp1LGsDMSf9BTayok5uDyf63M2xmpGpSgUqKNMqC7AmEqOrrpBWiHAj6u6fGwewYtQNg3GhPNZlMY9wuFggVI0c/Mg0F7wGkwM79Tt0ajgeXlZQwODlq8urym7hvHnfd8HMDBa/AQZATK/v6+GIVut1tCxwAIS3g8Hofb7RallKRFDCeu1WqW+vaMHujt7UWtVhNvLlF1fpYRCKzFzvCwYrEo5RyJLmsllHOmjUudZ6lDo7WBTw4MXpMhoGZ6hTaiNXhgt65MZVUbxno9dCPJe9am91pPTw8SiYSMo86z1wcgP6+jPJgjqauXaONDr2sdZUH5wXG2U0JarZZ4e6jc6XQSPc76nmYfzX7ocTcNRm1skmxQh+xqZVgDbgyPZHSLx+OxRA/8NAAF5ARh/fR0Oo3V1VVUKhVRHO0UiU6ng1AohNHRUfGWmcaonYwJBALCIUNvdywWE2+SKZ849nr/djpHHiLNZ8HydhpQ1eeAXse6meuP80tW606ng4cPH4qhqeWH7mez2UQmkxFFNJFIYGZmBvfu3Xtu64Bn4ZkzZzA3NydKcTabxcbGhqT3mYCO3qOBQADj4+NIJBKWqB99DwAWhZjjyNeoFFO51vNFw/ydd95BJpPB2toaCoWCBRjQUX/6nvqZu72mf+/v7+POnTuIRCKIRqMYGxvD5OQkLly4gEKhgM3NTcuZp+eb1ymVSrh+/Tri8TjeeustnD9/HktLSwJgvfPOO8+tjKxdq1arWFxclNB4ci0tLy+LwQ48kr8c52aziXQ6LdEDzwIQcG0MDw/j137t15BIJPCjH/0I77//PnZ3d+HxeDAzM4NvfetbeOONNzA9Pf1UEXGft9n1R+9Vn8+HS5cuYXR0FBsbGwJa832tT9GrDzyqzsOopW73YsQBdTV9VjscDouuxShHGoudTgc3b94UUlfdOH80qAuFAoLBIILBIAqFgkQvBQIBiw5gylfzmt36YY6b1+tFNBqVEoZ239PX67Yf9TNRJmhQ2Iy6pK42MzMj3ASsaLSzsyOlzHd3d4VYmyHcrHpA0LW3t1fkbDabtUQk8XzIZDLo7++XaGRT1nNtEKBmtDX3ndafeTaZsvLw8BDZbBaRSERkm9bZGo0G/vzP/xxDQ0NSNY2VVViG25TXAISziaTeBEPM+bFrz2r4m2CQea8nueZpAQ6ndf1Op4NCoYD79+9LxIvme9H6qtPpFHL+ZrOJH//4x/j//r//z5YA/vO2U0WKMX0AAQAASURBVAUHuKHoxeiGOjF/jSQZZPplmBND1b1eL0ZHR6WE4cHBASYmJjA4OCiEMiQ20sYRYJ+zr3/YTCUEgIUcwmzmd/W9NGBhHhR2wMXjmt44uj968bBpxYe8AhQcWoiaBiSNFNa6pbBi+GW7fcQGq4WPw3EUzjk/P4+ZmRn09fWJx9vuue3GRM8Dv0fvrTbKCFDwYKbhHIvFMDw8jHq9LiXKmLLC8aGB39fXJ5UaQqGQCG2CAyyvRIOQRjtD+OhNr1arEqIVCoWQTCblnjQsOU6a/JFzpseeSgWNZBIndjodMRidzqN8ykKhgJ2dHfEqcs5MMIKtmxFrrl89H3x+nXP3PBqfjQb+hQsX4Pf7LUaRJiQzn5VyQQMm3ZQq7cHUfdOGimnocywJBHKvaKBKyxCuL7sQaP233aFqZ0AR9GAon+6H3iPaQKSXanR0FLlcTmre/jQAAw6HA1/5yleESK+3t1dIRU3gVssRU4bYRShp2aLHkoCDx+OREqxa9tjJZRMU6uk5IqUrl8tSRrOnp0eUSTvFVitMWt7yc6ZRzPD7WCyGVCqFQqFw7Brm+UO5xPz3arWKpaUl8RA9jzUxPDyMS5cuCXi+v7+P7e1tC3liNwPC5/PhK1/5Ct58802MjIxYyJa0wW4CO3oczWgg/k0y0Rs3buAnP/kJ5ufnLXw0VKT1OWw3Jt3GyJwzjnk2m8XHH38spdbC4TDOnTuHYrGIWq2GQqFgWWPsjx6rVCqF9957D8FgEK+99hpGR0cxPz+PVquFQCBwquAAACk/SQI1DdTqs0UD1ywHmslkUKlU4PF4nunenNtEIoG/+3f/Lr7zne/gj//4j3H79m0MDAzg6tWruHr16jMDEKfZHI4jT14sFkO73RbPH8977uOxsTF861vfwtzcnC042K0dHBxIagyBAO4TnoM8r6gntFot4eHqdnbXajXcvn0bg4ODkmZJ4zSfzwsPhCZVNfUzuzO62+t6vWu5RllsJyvYTpKVWs4wLJvy1+l0imzW+hx5p7T3nOXXCX4yGovXbrePql1kMhkEAgEBgPr6+hCLxYTAkdFmWn/Y2dkRu0QTcXIsKBvIuaajkxjdy/POHBOt12uARM97q9XC1tYWfD4fnM6jEpC6apcGPPXcEmRiaXBThpnyudu8dXu/W+u2ph7XHrd+9Ln0pPc97dbpdKTCz8OHD8UxxbVKR7jWm2kftFot/MIv/AL+9E//FG+//fZzf7ZTAwc6nQ7q9Tqi0agYcl6vV8oNaQWAxIIMwSFaQq8gvaqhUAiRSARjY2NiPLndbgwPD1tyRDXjN5teENr4tDMO9KLX/XmcANPf0aHh+lnskEPTSNavm89uZ/jZRT/oECf+T/bR7e1t5PN5Cb3SSheNUUZkUAlg2geFldn3Vuuo9Bi9faaxqvtshvvaecLMcdJjRzCCG+fw8BD5fF4ADQp98l4wesDhOMpvDgQC2N/fl4oAHo9HFCICBPQcc7Py0PD7/QJg7e/vSx5ap3NEWra3tyfoPQWvCRCwL1z7RAs1mEOm9FqtJgptvV5HNpvF1taWRE/o9aoVZ7v0gm5GBd/T88W0itOIHOAzEdTjQaSfzXxurnPtXTdzNPU6MvejqdBrg76bEU7FWB++BPxMgILXNQ1Us9+PAwm4ppmWY4KcOq1C35P5aAxF55r6sgMELpcLk5OTSCaTYmwy5UdHiugx0GBAIpFAPB63KOOmDLUbd30NrXSZBpz2+ppgJ0OKw+Ewtre3pZKBTvHRYJ32UneT6boPDodDlM9IJCK1001Zqp+p2WyiVCqJIjczM4NwOIylpSXcuXPncxMU0qNI+dhut0WOmhFPdmPKkovRaNSimGpvqCkj7QBPbWw0Gg1kMhlsb2/jww8/xM2bN8Xzp9cOlV+9jk5Sbh/X+LyHh4fY2dnBxx9/jHg8jtdffx0jIyN46aWXUCwWcffuXZHVdt+ncbe6uopr165haGgI586dQzqdxs7ODqamptDpdJDL5Z76GZ+0pdNpbGxsoFgsIhAIYGBgABMTE1hbWxNgotv5VSqVUC6XxQP+rM3hcEh6yN/7e38Pv/ALvyBpewTwv0yNc3f+/Hn8+q//OnZ3dzE/P28Bcnp6ejAzM4Nf/uVfxt//+3//GM/BSe3w8BCfffYZPvzwQ6TTacv5xnOChiyJ93w+n+yXy5cvY2hoCLdv37a9vj73NJBuB2KxaQOyWzvpzNHgn9a7TbDM1LfNfWruaRqy+XxeSH09Hg8SiQRarZZUJjk8PBRuDaYOU9fJ5XJSuSIWi0l0qZZza2traDabuHDhAgKBAByOo6or586dAwBsbm6KcxN4RPa5srKCdruNmZkZi1ND6+ec10gkImTKBJzMc80cKzpzmApr6mzkSqjVaojH40LWqvVe8xzqdI7A1P39fayvryMUCmFubu4YgaTdGavbi9i3J93jpPVs99kXrTNRjmpnJM8V7UwEjs7faDQqEUjf//73sbS0dCrPdWrgQLvdxk9+8hP8+q//uhCmsBwLmTK1stRoNLC3t4d8Pi8hE81mUwQgDyYaXtIBVTpOeztNtFEbEqayoY0PLSh1sxNO5kIzlceTvqvvTSVUb/qTrqPfszOITEMHgHic0+m01Os2hS/7RANbe8CbzSY+/fRTKbliNz71eh2rq6sYGRkRUEE3/Zz6uc3r6ANEzwWjF1wul2WOC4UCSqWS1H3n2mJoNg26TuconC0cDgvvAL1s/IxGnckbwcOXZC5kwGdIMuv0BoNBQfV03q8+YLQSTHS6UqkIYkz+DEbRVCoVZLNZOZQymYykRZhgFseURrQea3PddBPo+hkYdqgjTJ5HcziO2JpnZ2elMgjzrPS+1ftSgwMsE6oVmW6ggBlCrL/Dv2mk1Gq1Yx5mh8Mh61jzbTBUMBgMSlSHnVKjx9xuHEyjF4BEW7F0pll2UxtTnF/KwZmZGeTz+WOpP1/Wxhxrl8sFj8eD/f19bG5uCvBLA5tNj1V/fz8GBwclLcVcqxwvnhcaUNFgmjl3+vuANbxd7y+n04mRkRGMjY1hZmYG5XJZmM7NuTWNXt3s1gv/pzIwNzeHvr4+rK6uiuzW+5d/t1otYTwOBAIYGxtDNBpFMplENpv93LmJiUQCFy9elNQpppkxN13PkW6dzlFETjwex+DgoKUqhH5+yh/zPGy1WhbyMqfTKYrrgwcP8Nlnn2F9fR337t1DqVQ65kkzx/ck8FB/zq4f+j0+d7PZxM7ODtbX1zE3N4fh4WGpIsKShdopwu9q0K9er2NhYQHXrl3D3/k7fwdvvPGGRIa53W589NFHpxZBUKvV8Nu//du4ePGiVPk5c+YMdnd3kclkZPwpCzmmzWYTW1tbePDgAcbHx7uCo0/b/H6/pbb6lw0YYOP58Z3vfAdutxvvvvsuVldX0Wq1UCqV0N/fj5/92Z/Fz/3czyGRSDxxP6hPbW1tSYg51zOdHZoFPxaLYW5uDn6/X6KXPv74YywvL594D8pAu6gd4DhYwO+dpJt2uxe/Qy4Aykmt/9oBBfr7Wk7wO9TjqJfRyKJO1mg0sLGxgc3NTenz/v4+BgcHkUwmJXS+0Whge3sbbrcb4+PjGBsbw9bWFqrVqkSLptNp4aFg+pjT6UQkEpEStDy3tcFdqVSwvb0tc0Z+Aa0v6POfHDy0e7Tn3k7fbzQayOfzYvSbNgzvTx12YmJCdPm9vb1juraWn0xVSyaTGBkZEbLXL0t7XrLhi5AxnU4H6XQam5ubqFarFsCM71P2Op1OhMNhDA8Pw+v14o//+I/xf/wf/wfW1tZO5dlOnXOAIebcqIFAQJQXUwjU63WUSiXs7e1J7VV64IlWMVRKoyncjFzcmlVTbybex/Qm2Bnr+n8t2HQ4oykkuxnbGgTRv09SGPXn7JqJcFEx1qSC3PAEBljqiYaDztXkdz0ejwVVpWJGjx4PKfM5eS8KUjsyDe3NpsFtBxAAj2q66/nSxmJfXx+i0Sji8bhlA2UyGezt7ckBQIOcYIfT6ZQoFnooyVxuAhcUutVqVQxFXdObSLWum97b2yuhWMxJ4zhzrHiw1Wo1QYVJcsOx5QHXarWQz+dRKBQkP45KMo1CMy/7ccZHtzXGzxEUIVDyvEABNhpVAwMDAsLYKQLaiNdEjW63W0hCu4FLbNoQNJUPAj6sGcsyRIVCQTy0jJzQMsPlckkd9YGBAQnXMzkTdF/MMbTrL/9m6B+JqLQsM/tpXt/pPGJuJ4j0vOfueTaXy4Vz587hzJkzAkZtbm4in893jRrQstfj8Uh9arsIJf6vPfjd1oe+NmD18mt5qkEqApXlclkY8vX+5nd4Hf2/2eyUYP709/cjmUwCAPb29rCzs3Ms+kqPlcPxqP51sVhEPB6XMNjP29rtoxzlRqOBeDyOg4MDSzitOVe6eTwejIyMSJUHE6Qx+8EzwjTuCQzkcjncvn0b7777LpaXl4ULxo5vRf9+XFg02+PmTPfX4XBI9KOOFGNJPPbX1ENM2by/v4979+4hnU4jkUhgcHAQN2/eRLPZFMDwNFqnc8R9EAgEZG0nk0mcP38ed+/etZA5ai4mp9OJSqWC+/fv48qVK7JOP2/7soIBds3hOCID/Pa3v42vf/3rYqBms1m0221MT08jGAw+dZ/y+Ty2traEQ4bOEdN46OnpEaMQOHKWbG9v4wc/+MGJYCD1ub6+PtHJBwYGpNa61+vFyMgISqUS8vn8MZljt7/MceF7XPNMWY1GoxJqr79v7hH9fX1N6lgHBwcoFosolUoCOBLEqlQqSKfTmJubQzwex+7urvBnZLNZ9PX1YXR0FNFoFI1GQ3i4WK6bUWk6aqPdbmN/fx/5fB6xWEwILElQSNmYzWYtMpGg7fb2tjg3IpGIpWy77p/P58PY2JhEg6ytrVkAIj3+nU5H5H2lUrE13n/0ox/hjTfewPDwMMbGxjA1NYVz584hlUqJzq7nzQQfmD60v7+PQCBwDETq1h635u2ApqdpjztPn+Tadvry57ne07SDgwMBthnxom0drqF2uy2V0chrtL29fapktacKDlQqFaytraHT6SAejwsBCwEDU5ljubpyuSxeGBpWNBC0QNJebR22r5udwa5f19cyDSXe185AMkOrThKSJ713Uuu2+UwBTWXIJEukMKtUKsjlcshkMpKnzs1No0Y/H5Vfeuh7enrEaHpcH+gtp1LLXFeNevIe5tjYCRwtpPg5fra/v19Yr10uFyqVCnZ3d5HNZpFOp+FyuQRxHR8fF0PC4/HA5/NJfiABJx1dogkQqfwzH7zT6YjincvlhCG2p6cHHo9H8n6LxSIODw8lR03P0/7+PnK5HJrNpryvhT6FAkOKi8Ui0uk0KpWKJe/Q4/EcC5WlMWSuE1Pos+mIA/5PY81uTzxtMwG2vr4+nDt3TsLnuD70njKjcBwOh4W4zowcMKMj+KOvaWe40/s8NTUFt9st40yiuWKxaGHs9nq9iEQiGBoawtDQkHiteS+78TpJJpigAP/u7e2VsD9z/LSCwGtocrbp6WkLkdiXtfn9frz66qsSiVQul7G5uSkcMyeF/ROkYeqTnlttTNopsHZgizbYzKaNVZ5DTqdTlGsqTMyH7hapY+5H8xm6rZNOpyNgaCKRkEozpudJX4/KKFOt+vv7cebMGRSLRSGheprmcDjgdrsl7xuAGOPcH/qsNPcCvYW6QoFWuM31zXvqNcDr0sN348YNvPfee3j48CGq1aroAeYcmP142r6ftH/1dcvlMu7du4e7d++KATQ9PS3pfOQCMfupo+Ta7aPc5q2tLSE5JJDs9/uF1+E0Wj6fx8LCAubm5sRRMD4+jvHxcTHECIAzr/ng4AC9vb3I5XKYn5+Hz+eTcOu/TI3nEwEhABgaGjoRmD+pESjd2tqSFCvNW6TPBRrcLAF7cHCA9fV1zM/Pd90HwNF8p1IphEIhIZ0jYM/rEpB/GlBAf85s5Gfy+/2WiE49TloX12cd04w7nSMCt5WVFRSLRfHWj46Oynlg6vembsl9Njg4KCAcKzy0Wi1ks1kBfE0OqFqthkwmI+SEPK9ZYYacV6zcorlNisUilpaWUK1Wcf78eamSYze2LKd+eHgo4A0NSB3poRtTJMx5Pzg4wJ/92Z/h53/+50VXjcfjFjDQnDdtQ1SrVezu7iKVSiEajco483OmbaV/n2bTwJN5nj/Pdhp9abfbSKVSePDggaTbcxypU7JkLu2Uvr4+qb5WKBROdYxPFRxYWVnBf/pP/wmvvfYafvEXf1FIQDwej4VogwPSbDYF9fR6vZaycAQCOGAa1aJSbIdU6mYq7uai1kKpWzgVv2s2rQzZLdaTXrdr3YSu3rB2m1Mb2fS60NhjBADHncKfgoQeeZK4AJB0kDt37nQNVdaH1MTEBAKBgHjESWaoDbZuBIr8rcfInFP2AXjkmWEOLFneM5kM0um0AB+FQgF+v18IWLhmeOjpUo48sMgWSu8gc9EODw8luoWhz1yHfIZqtQqn04lyuSzcBAAEcKnX6xIBQEZgrXAxhzMQCGB0dBSJREJCO3O5HOr1uqQWmIeeHSBgt6bMNcP/WdGCTL3kO3jSZt7PNOwcDgeSyaSQ7nUjPDQPeIfDIeOr87r1s5n9o2KjPXT6h3uIEQThcBjBYBBDQ0NCJEaQgBwXLCPDiAGTLIbP0W3MzPfsDAWuPVZ5oZJh9tUE2LRsJDmhuWdPAiy+iLawsACn04nR0VFRbMjXYdc/Rpq43W5MTk4iHA5bDEcT9NK/AescMfTTjnBNA2X6u0xrY4rW3t6elMrS5xKv9zhwrdve1e/zWfx+PxKJhBgMZh9NsGxvb09k7/DwML7xjW8gHA7jT//0T58I6NXN5XLh4sWLmJqaAnCkuOZyOayvr1tyYs0+A0dyb3R0FFevXsXMzIx4DM0zU+9TfQ32X5cXe++99/Dhhx9ia2tLynbZpUDZKYxPegbrdtIc8d6dTgeZTAbvvfcewuEwXn75ZcRiMVy8eBHLy8tIpVJoNBqW9Aite7Cl02m89957iEQiOHfuHEqlElKplJTs1eXHnmejUaRLw/b29iIWiwkwoQ1F7eWtVCpCIHjx4kVLtNxf1mYHND6ucT2Uy2XhzaDRQF3K9ByTONrlcsmZlclknoijQutdvI8JxpkRLk8CDADHo+N4PZ12pZ+D/9N5Qr2VfQ+Hw2ILpNNprK2tIZ/PiwPG4XCIvkJ5SCeCOWZ0/JBIc3JyEuVyGVtbW1LGb3d3V0hGk8kkdnZ2RGfZ3d0VHYOVcphuQIfNysqKhU+Kzg2myzBi0hwnNn4nHA4jmUyiXq8Lb4LpTNFnp50MBoDPPvsM3/zmN8X2ikQiCIfDlmoRWhfU12g0Gtjc3MT169fhdrsxOzsrDi9+t9va0uvBrml5/Cx6yZdFl3maxjVaqVRQr9clQlXbSIwc4Ni4XC5JoywWi7h+/bptivfzaqcKDrRaLZTLZalXPTAwICHLTqcTmUzGYgS020fkG6lUSsqq0BjQypY2Lu28NPp/O4FmKmTa02B+hxP2OOXATik1P/80Skm3zXISOqY3N8erXq+jUChgd3cX29vbkl9kIrXAUdgnjVUCC319fUilUigWiyc+qxb8BH9IEgPAohBxvLVCS8NfK+Xa8OWG4ZwwDIyh9gAEDSW6xhJjOzs7QqZIhlx69slrQQZXMr+zadZ4hm6Rb4BM3SRxItEM/65UKtjf3xeEjyFkDsdRGkEoFBIQhmPC8K1yuSyRNm63G7FYDGNjY3A6ndjd3RUkURs3ei7M9WAHEpjAmMPhEA4EXVf5aQS3CeyYz9PX14fJyUn4/X6pUtINDGKf2EfNNaCBwW59089g17i+NPkiAYVAIACv14vBwUGRWQAkSkSvTbt8yW7jdRJgaT4zPeNMbaEyocfENC74LOPj42K4dQNQvqjGPrDsG5WltbU1bG5uWiqMmEoKZcTIyAjGx8ct8sQkbwSsJV81CzXDP83wVuAR6SO/pz1X7fZRbXt65YaGhoRcT8tdticxKk2ZrveA/nG5XBgbGwMAzM/P25bP4m8+A7l8KEsmJibw0ksv4d1337XIucc1KtqNRgNer1dklS5NrIFGve+9Xi8uXLiAq1evIh6PW9LZdCNgw3GhrGSY7+3bt7G0tISNjQ1sbW0hk8mIJ03Pkx5vUxY+6byY7XGf4zMcHBzg7t27iMfjkrcfj8dx5coVbG5uSj46DXCt11CmHB4e4t69exgYGMBbb72Fs2fPIpvNwufzYXFxUSIQTqP9+Z//OS5evIhXXnkFyWQS0WgUo6OjePDggbDYc50z3ZNjw/OR0QRPC8D8r3bUUqkUrl+/jk8//dTCn8E1wrXDqgixWAzRaBT1el1+njT9hLJCV1bSlZToLNIkd6YReVIz5QLPcDtwnylK1WoV6+vrktrIHHleizwndGBonZe6mj4fKTvNykbkywiFQpiZmcHVq1fhdruxs7MjUVHNZhPxeByRSASVSkUqde3t7UnVK4IBfIZAIIBkMolSqQSn04loNCryk6mIPT09Ep5v6izmmJKUlkAJCYepC1P27O3tYXd3V5xNZqtWq/jhD3+It956Cx6PB1NTU3jzzTdRrVZx+/ZtAXn12uB5yzNxb28P2WwWyWRS0o71/J5We5LrP+0zfJHyqd0+qmIxPz8vESk88zToQ+dtT08Pkskk4vE4/H4/PvzwQ6RSqVN9xlMFB4CjCbt//z7u3buHy5cvSy3rcDh8jMiIBzzZj8vlsuQS6ZBNnXulDQWNDnYzok1FxjRMzDSCbl4Is4+Pe/1JjH0Kf1PB1d/ThridIaSJ6JiPtbu7i83NTezs7Fg84sAjgKWvr0+qQfj9frlGtVrFgwcPTjxsNOJbKBSEYV8LaD1XT4I2moqx/ixDbajkl0olyUEnknv+/Hmsr69ja2sLwNEmKxQKkkpQq9VkU3LenU6n5I/39/dLeku9XpcyTyRw6XSOKnAAR+kzZMClx5fhlawTrOfG5NHguiXBFgU/13un0xFeg1arhWKxKCHjDMHWn7UzLjje5nrje0Qp6cnXKSpPa1B2U8hdLpeUrOM+tnsO7bnl2mGFApPl17wfx0F7Uc09z8Z55/s8AHVYOqsS0Nuh941WkEzDqFuzM2L0dfWYOZ1OWUuamFB/To+TVoparZYQJO3t7T3XihOft3U6R5U9zp07h2g0Kkj46uqqpM3oNaxBzE7nUQgny2zpeegGzNLo2tnZEe9LMpkU0kN+xk728oAuFovY3t7G/Pw89vf3cfnyZVy4cAEej8cSHXVSJIz5Wrc1aX6Gf/f29iIajSIWix07P81r8ll4lpKwdXJyEg8fPsT29vYTAQRO51FtZV1Jg9VgTO+XuS8dDgfC4TCGhobE86f3gJ5bk3cAONqLm5ub+Oijj3Dt2jUBuLkf7FLi7ORVtzO8m2x7WsVR96NQKODWrVtIJBKIRCIYHBzE3Nwcrl69Kh5hncpld74Vi0V8/PHHiMVieP311/HKK68IbxDPsdNo7733Hg4PD/Ev/sW/wLe+9S2MjIzgwoUL2N3dFf1BM+RrA2Jvbw8LCwsIBAI4d+7cl7LCwJe9NRoNLC8v48GDByKnNDigyblZDWxubg7hcBgbGxsoFApIpVJ4+PDhY8/tdruN9fV1jI+Po6enB+l0WlJZGMbu8/kQj8dRKBQk6rSbnDSbqT+wClY0Gj22NihfHz58KGmh1JtI7qlBKJYs5Gu1Wg21Wg39/f3o7+8Xx0M+n8fk5CQGBgYQCoVEdnDdMkqg1WpJJbRWqyXRWSSd5tjrflerVWQyGSGkpmzr6+uTUuuVSgVjY2MCePt8PknL0vufzc5OaLfb8Pv9GB4eludmaUZtVNJpRp3Qbj76+/sxPDyMcrmMw8NDRKNRzM7O4uHDh8KVodOcgEcRtXT2Mj2ZUXsmwK37YfblcWvlSVs3IEDrAl9W2dPpdIRbZmNjw5J6AjxyTnD8e3p6EAwGJRVna2sLv/d7v4dMJnOqz3nq4ABwJPC+//3vS21T1gLO5XLC5M5G9J1hm8CjPHZuKnr4dA6SOaAnLYyTDG/9+3EG+uPak2wQfU27MDQ7cEILZypSZkoEQ7O2t7exvr4uzKREnnWIWqfTkZBV1rplSNeDBw8sdbJP6mun08Hi4qIYgYODg1I6hvfR0R/aIOrm+dGvaaXb6XRKmBXTBjSowZKFJASMxWJS73ZnZwfNZlNydxh9UCgUEIlEZA0yKiCbzUpFgWQyiaGhIYyOjgKA5OoVi0V5Brfbjb6+PktFAZ3CYfIwEKChh/jw8FAQdk26x1z7dvsRESG92Dok0DRYzTVmJ8jZZ4Y3dQtNe9LGe2kBNzExgXPnzkktZk0iavds2kDXteSB42H1GjB7nIEOwAJe6dQDrdCYxoo5rmaze+1JDqiTrqXnmZEc+jNcQxq04DqbnJxEu93G3bt3JYKgm2x7kc3pdOLSpUv46le/KvOQz+cFdOPzcf2YwInH4xEyKA0G6cZ+6pShtbU1XL9+HT09PZibmxMlVc+nGY3CNbW+vo67d+9icXERpVIJb731Fi5evIhwOCxKmt6H+hnYTCXKNOT12jXPGC3bKauZ3kTAV8sSff9arSZlunp7e3H+/HnMzs7i//6//2/cuXPnsfPlcBxFouia5NVqVcBVvW9NRZecHslk0jacWI8L9xnH8ODgAMvLy/jggw/w4YcfYmdnx+JlsduHJkBq9sOu2c3XsyiXfJ52u418Po/FxUXMzc0hFotJFAHJ3lhmkfe1A/vS6TQ+/vhjRCIRXLhwATMzM3jw4AESiQQ6nc7nLktp19rtNj7++GO88847uHjxopSdfOONN5DL5fDpp5+Kx5r7jmuuVqthaWkJrVYL/f39mJubszVS/lezb53OUbnKxcVFCxGhud4pk9xuN6LRKEKhkOSl7+7u4gc/+AGWl5efSMaTTLTT6QiA6PP50NvbK6S8Wld7lnODz+v1ehGLxSwec+59Opa2t7eFi4lnG6MYeW+XyyVRnky5I1jISEzt9OLn+Pw6fFunLvT19SGRSODg4EAck9S1NDeVNp5ZolQb5A7HUcWvmZkZdDod0TN1dIHWd01HnyYVZ5QEeQ/IsaBBURNgPckRwOouoVDIUtFmaGgIxWJR+kidldfWDqONjQ3hskkkEseqTJnP9aT20uPak17D7hl0+6JBA+41EmDqfmmdWTuOvF6vRNL/8Ic/xB/+4R+eWnoZ2wsBBzqdjjC3er1eBAIBNBoNhEIhycvWitHh4SEKhYJEDDDHmrnBNC60QQTg2KYzjYSTFpepiJmfNYGDZ13w5oJ9msWrFWBtZPOg1sKBZFkMwSwWi8eUD/OeHo8HXq9XUEj+PIl3idfjQcNqEwy5otHLe/FQ0ALI9Jjp8dLv6fBLlqEhlwWV/Xa7LWzm+mBiqgSFOpHWcrmMdDotSm8+n5cDJ5fLoVQqYXBwELOzsxgfH0cwGJRw82KxKCje4OCg1HtmtIWu3MDfnEPt5SbpzeHhoYBhmiOBqQ+BQECMQJPp1lz/ZiRKN2Saa4eH8vMwJLVBAwDDw8MIh8MW3ghtjJn94A+NY51SYBpSdnvd3McEA3R0jZ4T5qDrpt/X3zONupP6301m2MkmcyxITEg+DTsiV84zlQIa3IeHhxgYGIDb7RZP45cBHCCBli4zSk8QgUs7jyq/Ozo6iqGhIdlX5tjxc51OR8pbbWxs4M6dO6jX67h69SomJyfR19dnibzRESPcQ0xL+slPfoK7d+8COFrHk5OTovSRI4FKJNeRXiu6aa+4uY75mslfoPvocrkwPDwsERZra2vHCF/1PRl673K5JPUpFAphenrakhd70nwxzY9RLOQzOOmsZCRWIpEQ4k6teNp9h15Bhha/++67uH37NtLptMVTpuWobo87458WNDDPavP6pgzg5w8ODrCzs4NUKoVKpSJjFwqF4PP5LJxL5rNwTAmO3Lx5E6Ojozhz5gzm5+flTFtZWena18/TSKxLMMjpdGJ4eBjf/va3kcvlsLKyYgFpAVgA76WlJTgcDomc+KKV8Z+GxvleX1/HysqKpQIIYAUWGXUXDAaRTCbR19eHUqmEWq0mzoxniRQ7PDw8pqOZ+pfdfj+p6dQ9Lev0+Undg84JOq0o68LhsKSeUU9iSpOWkXR4se8E1s0Qe70eGWFQq9Uk9Wp8fBydTgdbW1totVoIBoNyD7fbjXA4DI/HI5EApoHOPjLs3gSF9f8aDCDAVi6XLXr8zs6OpFhUKhWUy2WL3qh1ZZbB7ladZnt7G2+//Tb++l//68KZlUgk8Ff+yl8RQm+CRJw/7XhtNpsSccaqX+R7OGldmDLgWcBXs5ky96R7fplkELnD6OzRQJgJFNPmjcViGB0dRaPRwM2bN08FGDbbCwEHdGOpPCquVFqJknJgarWahN/RW9rpdBCNRiWMkwtYezm7eTC6NXNz8bd5HbvF/SztSb0XdvfTxr02bkxjjmgjDwp6l7jYtJex1WoJyRrDVni/bDaLxcVFWyXMrl/sQ6vVknJkkUhEFHUaAFrgaANSR0CYf+uNo8eAhnwsFkMoFBJjg4opUWCGnfn9fgwNDUlYbqVSEUHe29uLUCgEj8cj4WTtdltCj+PxuFTd4HywrnmpVEIulxPDh9EXmhSS82UetAQ6SATIzzDXjwe2LqvHQ0cfRnbXtVtDdq/TYOcB3e2zT9pMw4bzot/T88/5NBVtjq9JQqgPRw2CmM+gvZIaGNDva28rXzeva+4/EyDg8+pmKv52MsPsr743X+vv7xcCR8o8fS/uL5IsmXJC5/8+rXJ3Go0gsS7Ptr6+jlqtZgkpB44bZPTumDXQ2WdGRjmdR8SFGxsbWFxcFI//5cuXMTo6ikgkYvE46fu0222pab26uooHDx5geXkZpVIJQ0NDOH/+PKrVKjY3N+H3+0Wpc7vdUqGFiq3T6cTBwYEY5cCjXGE9x1zbmoDI3CNaBno8HqnUksvljqWOmNEuzWYTpVIJXq8XoVAIyWQS3/jGN7C4uIh79+51natEIoGhoSH09vZKObZMJiNeNXPN6z3c09ODWCwmdZnNSBC7aBwy/m9sbGB+fh4LCwuS+8vrayCs2zrpttc+T7PTD+z2fqdzFPK9sbGBTz75BJFIBK+++ioSiQRmZ2cFMNCldk1FlmPFKMq9vT0kEgnMzc1hY2MDy8vLcrY8b8CPBtn09LSsy97eXklJ2dzcFN4oDXQBj3QK8nK88sorEjHyv5p949rPZrN48OABdnd3Zf+YhMA0tJvNpujSDodDuIqy2exTeRT13uN19bnd6Rx5voPBoISdP84o43W1YUz5QT4rvcY7nY6QbtIrznuwIpUmfmaEpY5c0ToR16XT6RSAi/n+JPbUz5nP57G5uSmGbigUwoULF5BMJpHP54XHIR6PY3BwECMjI/D5fNIvkqfrMeHYmc4PU59gmihTOkulEgqFgvxPXiuOianva3nY6XSwt7eHVColz2O2TCaD//gf/yN8Pp9EwTJyYGxsTPimuM50ZKLWhwgk7O7uSioHv/O4tWGukWdtdmfPl7lx/tLpNO7cuSPRQbqMpDmvjJJJJBJIJBL4jd/4DfyX//JfXogO98LAgf39ffzxH/+x1KbXiN7i4qIleoAbfn9/X0rp9fX1iQeN3iXtkQWeLOy/G4igF5apnNp9/nk1E03V97VTdrTXmU0jvGTT39zcxOLiItbX11GtVuFwOGTMgEcosdPpRCKRkLDPVuuoOsE777yDfD7/RHU07caEAMHg4KCE3mpiNxo0Zvi6aSDZjYM2tGlU53I5AY4oqLheGC5Fw4GlDPv7+yXtgEp5OBxGKBRCPB6XiAsazCzjpYnPyKFBry5TDBjRATxK8+AcMOyb/SKwsLu7i8PDQ0lPMMNwiRwzIkEryTwY9Tjp97h+TcSZn+Nhq9Meus3t0zSG5U1NTSEcDovnm43Anz6A+Mzc9wQHzMoaZjPXjfmjAShtoOl76mgODVzp/vBe5rrt1kwA0u6zWu6ZgAHRY6bFmGHj+ln02iKb8MzMjHBlfBlaJBKR9DKn0ynkcnoN2K27druN/v7+Y2ChXsf8XLlcxs7ODr73ve9he3sbAHDp0iV885vfFM4LKncmJwjlCkNLa7UaksmkEI1mMhk8fPgQTqcTwWAQTqcTuVwOfr8f8XhcUuUCgQCCwSB2dnYQDAYRjUbR29uLTCaDSCSCYDAoACQJMEulkoX3xQ6M4vyTqDQWiwlhJWCfokMAo1QqyVh7vV6cPXsWrVYLy8vLthFiwWAQk5OTAI4UdSqfGsw3z04aNuPj43jzzTfx0ksvWfJTNcmvDh3e3t7GrVu38Mknn0g5UUacaTDAPDPsgMbHtW57kn+bv7uBeOY1+bvdPuJOmp+fRzgclmiTqakpqWBz//79rsYW79loNHD//n188MEH+IVf+AXMzs5iZ2cHw8PDKJVKYkg+z7a/v4/f/u3fxvDwMP7ZP/tnAuT7fD6cPXtWIjkYfk69g+ciuUC2trYwNTUlpf3+V7NvnU4Ha2tr+N73vocbN24IYKk5gGhYknMgEolgZGQEHo8HxWIRW1tbuHv3Lj766CMUCoUnvvfBwQFyuRy8Xi/29/exubkp+g9Jpakv6dKDT9ov7gWPx4NEIiGcToA1dbRSqSCbzYosBh5FHpHLidfUBrc+N4vFIpLJJILBoDh3UqmU8BxRfrO8NZ+P5NJ6T7tcLkQiEQGv+czklNIABJ/L1Ac0EKD3OYmwyR2wvb0thni73Zbn0z86fYfX73Q6ElHJM4/jc5JDjykc5L1iFbnz589LyXKeYeYZwojERqOB3d1dPHjwAE7nUbUhjsvj1sfTyqtuupUpkx93zy8aPCCXxd27d7G2tib2LXA86renp0dKx4bDYdy6dUvsmBdVovqFgQOdTgcPHz7En/7pn+Jv/+2/LaGNRPMYJsSmD9h0Oi1h4zT8WHeeg8tNoRVHXsdsJy02/rZT/J8EfHia8dDX10qu3Wta0FDBMsPwm80m8vk8tra2sLy8jNXVVQEGNAO4RjFZJoWMqoeHh0Jo83lyWg4ODnDv3j04nU5MT0/D6/WKwGaqgqngm8LIVDxNY4jvMw0ln88jEAhY2ORpVHJDsfwcQ8T6+/vRaDTE8CqXyzImmn2ZYaH1el0iEBwOhxA5NhoN1Ot1lEolSW0gUQ2BAhogNOpppGazWSEf6uvrQyQSkQgGfofEOWRZN9eJHh8qz1og6nE2ldhGoyERFE8SJfK4Zu4jMipr4ja+r41ZvR44Zpwjs9qFvj7XhP7Ng1t7KfTYm2vM3G8MbzQNVtOg0AacRtftxtrugLIDNOyMEI4FyT61d0XvG/Navb29GBsbw8HBAebn52Wen9dcP23r7e3FG2+8gTNnzgCAKCdUCs10Ahqa2iAeHBy0lJDUhmaz2UQqlcLCwoIQewHA+Pg4pqenLdfSchCAZb7pKY1EIpiYmJD0HpYIGxwcFI8Tge319XUAkBBQVi4pl8vo7++H3++Hy+VCpVKR8HISCoZCIcRiMUQiEfFKmcqvBgZ01ZOhoSHs7e2Jh13PrbnXS6WSyMzJyUm8/vrrGB8fx3/+z//5mNJBklddW5nyh9ezW88AhGtgZGTEEnaqSUgp/2q1Gu7evYtr167hxo0btkRs+tq6X7pvJzVzbz2u2ekPj1NGzb18eHiIbDaLGzduYG5uTtIrzp07J4SOq6urx8aRa5Lyqlar4ebNm5idncVXvvIVTE1Nwe12Y2BgAH/yJ39yKsri1tYW/uRP/gR/62/9LQwODgI4km9nz57F2bNnkc/npb/cU3q+Wq0W7t27JySy8Xj82Hn+v9qj/ON79+5heXlZwoV13rnpHadne3R0FM1mE5lMRuqlp9Ppp9JNGeEyOjoq88YzW8sfO/Z73UwdWb/G8HsSkrIRGKRew7JsWhfUFY04DjSIeQ3+Nr3yLEFN8kMtR6gDOp1Oi5OI73NdM+JL6xHm/Ol1rceQPzpKqN1uY3d3V0gQqWPqph2AvJaOPuVzMUJ1dnYWh4eHuH37Nmq1miVK0661221cv34dP//zPy/3SiaTEhmUSqWkvJ6pc+s5I0EpcLRGJyYmLOli5lp4FvvpSeTFT4NMabVaQmZMsks9nvyMboxaHh8fRywWw5/92Z/h93//91/YM7/QtAKGzbTbR/mPfr9fmJeJptkp1KVSCVtbW4L80SjTtaVNg0h7Trod6N0WlfYa6O/bGe7P0uyUDH24moYIDSUtePgahRYN5JWVFayurmJ1dRXZbFYEu04n4DXo6WI5L/aL8/B5GgXIwsICRkdHhc+g3W4fI9HSY0KhrOfUBHw0Iu1wOAT9DgQCiEQicig4HA5hyKW3Jp/PS+kyfp/cBKlUCplMRlBjsrT6/X6pa89IBUZh8LNUkLLZLFKplEQykCVXH1AUDJwzEm0Fg0GpPcswXI3E1mo1QZU5DqbA1V54Nn1QmQoHkUhWb3iWXEW7uefz9PX1YWZmBiMjI5Y1pT0B5nrnmiURqQZ7TCPeXKfa2DMNZTMNgWvINPjNcHMzFUF7HTQIcdJaNcfHrpmAjn5NR09p0iBtTJvf10YHwRmChXyOz7vPn7b19vZKbqzX60W9XpccWVMBZf+4Vvv7+zE2NoZIJCJzbHqRa7UaNjY2sLCwgM3NTYkua7VaWF1dxfb2NsbGxjA8PIy+vj4EAgG43W5LtAgPZbfbjUgkgqGhIRkrljL1+XzY29tDOp2W+u9bW1vY2dkBAAFq0+k03G63lFLldcgBo43p8fFxzM7OSugtYDVS9bxynoPBIObm5uByubC0tCSeZC0L9A+NcZZjZQWUQCAgVVLYwuEwwuGw5Mxz3kwiUXO+AMDv92NsbAzRaFRkHvvOSC16PNPpNH784x/j/v37wopurk2tSNkZmXZruZsxb3fmmJ/ttke73YfPqI0YXjuXy2FhYQFTU1M4c+YMBgYGcO7cOaTTaamdbudx43UAIJ1O4/r16zh37hyuXLmCw8NDzMzM4MqVK/iN3/iNE0sNP2t7//338Vu/9Vv4R//oH2FsbAwOhwOBQABXr17F4uIicrkc+vv7LeuM4KvTeVS94KOPPsLBwQG+8Y1vIJlM2srDv6yt0zlKP1lbW8PCwoLwIGkiY35Oy6ZwOIx4PC5RA7lcDsvLy9je3n4mea7PDhqhWn82veR23z/p2vS28xzVP9QD2T/+z6ZLmfMZy+WyheSaY0TQvK+vD8FgEAMDAxgfH0cgEJBnYaTnyMiIhZNgfHxcdC4ta6h3m/LBjNKk/t5ut4VojjpEoVCwlKQkAGRnV2i9l03LE+DorCD31d7eHpLJJJrNpvB7UM8+aS3Mz8/jP/yH/4B/8k/+CXK5nAB4X/va1wSQSafTx8aAz8MIY1ZDY1qvyTFy0n5/nBywk9lPe40vQ+t0jqoTpFIp7OzsYHd3V3Q4AMIZx2hW7jWeoXt7e3C73eL4eFHthXMOABCjqqfnqNbnwMAAMpkMqtXqMa8o8IjAgTWCW62WpBeQ0V0rRJ3OI0InfR0TyTINDf0ZvahNI+TzgAL8rYnk9D20gURBpQWjNvy0gtxoNLC5uYm1tTWsr69L7hkXm07B0OgwiYf4PNlsFgsLC5/bSGQ/ms0mlpeXcf78eSGjY7ia3cbWh4ZW3HhNHTKl0WV64NPptJCDERRheG+9XkehUJA8Nk24FAgExEBOp9PY29uDw+FAPB5HKBSSfNv9/X0xqAlW6Vx2t9uNTCaDfD4vYbysnMByMCTcarePckqr1aqEz0WjUeF+YN+ZYsO65mzmAWWuJ72+zZxQCiR6OXmQPQ9jUa/VmZkZnD171lJL3jRi7RR+nf6huQbsAAHdtNFvhmPqg183fpZGD8eB+1QL7G6Ht96TGkzo1uduzc5w5296cMk90M3I0c/HgzwYDOLs2bO4devWsfJ3L6o5nU4MDAxgeHgYlUoFPp9PqqlwjvQ6MOVzPB7H6OioeHh0f3l9v9+PCxcuIBqN4uHDhyiXy9jc3EQmkxHS0HA4LEojc6tjsRgcDodFFlIO8V48d8gzQK8903zm5uaQTqdRKBQQCASwu7uLVColVQV0xQhN/AUczTHLMwYCAYvn0JxfrSx2OkcAXDgcRjAYRKFQEADIPPf4P4lPC4WCrKk33ngD3/ve90S+9Pb2IpFIYHBwUO5j9uGkeWYovc/nszxrT08ParUa0uk0bt68icXFRfF6EjQ2z2NTGdd90v3S/5sKqn5PhwLre+j3Hydn7JqpzPKnVqthcXERs7OzUrkhFothenoaN27cQDqdto3C0LLs8PAQi4uL+Oijj/C1r30N09PT2NjYQL1eRygUOhVwIJfL4d/9u3+HlZUV/Mt/+S9x9uxZAaO+8Y1v4P333xdyND1PBAdcLheq1Srm5+fRarXw6quvYmZm5n9VMPj/N5Idf/rpp1hZWREeBw3stduPiHDpMSYwUK/Xsb+/j/39fezu7n5ukjKHwyG6jd/vh8fjwf7+vhic5GJ6nG5oZ/RSzzRBJBrTqVTKEjlM5wsjrCgDCSqStM8EDQKBAKLRKIaHh5FMJhEOh8WwikajOHPmDJrNJoaHhwWU0M43DXTx2bX8BSDpAOxfpVIR3gBGeJKAndxo1Hepv5ppX+Z46XNP2wAET9rtR7w9H3zwAQYHB3Hx4kXk83kLaXE3GdZqtTA/P49PP/0Ur776KnK5HEKhkHiql5aWkMvl5N46FYx7HADK5TJSqZSlUhdLfJt9M+XsSevwpP+fpX1RIALBvsXFRdy5cwc7OzsW+4c2ih5nRtoMDg5ieHgYBwcHuHnzJr7//e8/F+fdk7YXDg7s7e1hZWUFo6OjQrLgcDgkDJNhmmxcUAx/qlarQtrGDU/iJ1OhNg1t4LinQ7duBpapXJ3UHvcZ/Rwm4qi/r59FhxTxkNBM9QzLYh1unbvFvCJek4Y0SS4GBwclGiOdTuPDDz/E6urqczMeDg4OsLGxgTNnzkhZGeZC6/mxM4a0R9bOMDSNSh6SHo9H8pm56Vi6JZvNIpPJSB47FfX+/n5RZFdXV9HX14fx8XGMjY0hFouJYc/Q3Gq1KtEr3OjBYFBy5F0uF/L5PPL5vFQf4OHgcrnEO0Z0MJFICKEiDy3ybRB5zOVyYojo/ut1Y/5tRtToQ5YHl85rfB5NPxNJiPgsuumDWBvUXLMMSbXrRzcvhpl+A0D2CoWv6XXneDA8XIf0EmSyAzCA44aXGTnAz5hAl9nM62iDl3NGFnEqhmaNeX5eK5YEVhqNBnw+n3ix9T1fVPN6vTh//jwajQZ6enrQaDSwsbGBSqViCYU0QQ/2h4CwmT7GeeUYhcNhRCIRJJNJpFIpJJNJ3L9/H6urq0I0uL+/L3wBm5ubmJqakgiqeDxuiSaw47bRz8iKLPRWHRwcSBrV7u4ubt68idu3b8vBzzXGOXI4HBgcHMSlS5cknUkTg+lx0X3n/JFIdWBgQABEExzQ64MKNl8fHR3F+fPncefOHSwuLgIAQqEQRkZGhIeGhghLgul5MhU/r9eLeDyOSCQinmX2gYzsn376KT788EPk83lkMhlLzXK7vWB3Bus+ai+7/ow+A/S17MAFMyxZr0E9Z+Zn9N42DQkNrORyOezv7yMej8PlciEajSIcDiObzUrVDFNO6DO/Wq1iY2MDL730kqS13Lp1S1LltHH1vFq1WsXHH3+MTCaDCxcuAHjEPcAIHR3hRwOG5xzTaK5fv458Po9EIoFwOPzcn/OnqfE8//TTT7GwsID5+XkUi0WLPNB7ivotwVWmaOhSpp9HlhPQjMfjUv76/PnziEajwlNDnphSqWTbH7Np+UiDXTPoU56SFyCTyRxz+rAyAB0LnU5HyAjNiDnqD4xyGhoaQjwetzjhYrGYVJkidw1lE9es3sNaX6E8brePUp1Jlt7pHEWBFYtF0eNbrVbX1E89NnbNlKV6fCkHGOmazWaxtLSEUqkkadescPUkPB/ZbBbf+9738NWvfhUbGxtIJBKIRqOSXrC9vW0hTdUpHNqJks/npc/NZhNnzpyRtFuzD2bfnqQ9y3fsrgG8OJCA92s0GhLNvbm5Kbar5pGgLq7PEAJjCwsL+O3f/m2pWvEi2wsHB9bW1vAf/sN/wD//5/8cU1NTAI4O5UajIUbT5uamhCECj9B8hnSn02lhcqdn2Ov1Hgu9N5tWkPQBT6HMzzzJYnzSxXaSMaDBgceFbPGzLpdLENjDw0NUq1Wk02msrKxgYWEBa2trODw8lIOZ5a7oGSXh3cjICEZHRxEOh9HpHJX8+uyzz7C0tHTMiPs8zeE48pzcv38fZ86ckdxbPo/eEDq0Uiv/prLG9/X4ORxHtbdTqRT6+/stNcydTqekBDAkrVQqibHEQ6per0ulB5fLhVbrqF6zzm92u92oVquoVqsol8syxjwoWHuYoXQslcgIAbZAICBkYsFg0EI+qA+qTueIS4KcCgcHByeWL9TrXqeqULngZ8nAy6iB54lIcr5oNDG3zjSy9Hxy/mmMUSEyjTJzbfB1rfRrZV4DaSYIp8eb/ddRTSYQYWeI6+fS75nN/KzZf/N1cy9wPbhcLkkPMMnMtOzSRgZrVrvdbszNzaFarYoB+SIBAnrFE4mEGPocezPSSxtiDBWNRCKSv67XNcdIRyNRkQ4GgxgeHkYikcDAwAAqlYooo9lsVoyu7e1tMbJGR0cxPj6OaDQqJII8zPWY2cluov6sMkJle29vT67DqAHOayKRwMsvv4zZ2Vkph8j3eR/dZ72fOc9kny6Xy2LI6z3FZ+U4sxxYPp9HKBTC5OQkBgcHsbi4iL6+PszOzso9+/r6sL29jc3NzWPeOhOg9Pl8mJ6eFgOWBkGz2US1WsXDhw/x3nvv4dNPP8XW1pacSYB9mpRpyNMQ0HNgnhF2+1H/1uuG19DGLb9rPpPJVaKbuff0Oj48PMTu7i4+/vhj8cgmk0nMzMzgpZdewt7eHra3ty3RAybIwDFcXFzE/Pw8Xn/9dYRCIZw5cwZDQ0Oo1WqnVtowl8thY2NDnAgAMDIygldffRX1eh3Ly8uW8HDNr0Pl1+l0Ip/PY2dnx+JF/svWOp2jSlyfffYZ3n77bSEhBh6Vg9RnDvU3l8uFRCIhhlc6ncbi4iJ2d3dx9+5d3Lt375n1NkbsAtZ69nYglV6Xdnqy3pc60iEUCknftI5OUJ5Re/p+BwcHqFQqwj/Cc5xpV5Sz1LtmZ2fR09MDv99vITHU48KoUq1/m7KM+hGNuFarhVQqJaHgtVoNqVRK+qqNO3Mc+PeT2hTdZBh/EwiORCKoVqvo7+/H3Nwczpw5IwS6Y2Nj4lQ5qdXrdayvr+N3f/d3ceHCBUxOTiIYDMLv9+Py5cvo7e3FrVu3sLOzI/JRc50x3ZMEhxwzt9uNkZERBIPBJ+q/qQM9DzCgW9Pzctryp1wuY21tDffv38fa2pqk7WmQhfNK3YLgD3WkW7duIZVKYWNj41Sf1a69cHBAC8dkMomLFy/C5/NhYGBAvLJE2bVCxu82Gg3kcjlLvhAVBl0uiZ/XBpG5+EzPhLmh7QSfPry79Y/vm58xhQevp8ta8T0zZJyf42cZRr+1tYWlpSVLvikJ3LRwpBLGsKHx8XEBBjQD+mm0g4MDPHjwAIeHh5iampIyZOVy2UJ6aBqDpkKsgQRTiaMgZ0mcwcFBQVE5FizjRaW9UqnA5XKhXq9LeS6S5zG/f29vT4jEtHFGY9/hOPKO05htt9tSl9Tv98tzMpS3Vqshn88DgPBtMKpAK59c+z09PcjlcpaUAt5HC2pTWbYLbddjzLwyhrw9byPR6/VifHwcAwMDAj5oI9DOKCYwwDxDKpcm+aZu5nox1wXnjGCP9sjr9BOmMWgeD53j3O36+jn0390OvMcZ5Pq6pmJGQ48eAl120gQH+D2WDqVnnjWaT3vPm83pdGJubk6MbbfbLaWQCByxmWMJHJXUGx4ehsfjAWAvf7V3mvPucBxF55w5c0ZC5Dc3N3Hz5k0sLS1Jig/3crvdxsrKCi5evIivf/3rx1IdzHvrlBdt5BaLRdy9exeffPIJ1tfXRSnQa5VG07lz53D+/HkEAgFb49U0NvVn+Mw9PT2IRqOYmpoSg42eZL0GtTylDKtWqxbmZLKhM9KLIPRJqWBcd5FIBOfPn8fc3JyAo5lMBktLS1hfX8e1a9eEeM1U0DmHjA7RfWTTUT98j7nGfI0hySYQwx/m+GvwsL+/3+Il6+vrg8fjQafTsXDM8PP7+/sAIGA9w2mZTsZINEawbWxsoFQqYXl5GWfOnEEoFEJ/fz+uXLkiYdLFYtGynvRa47zv7u7iww8/xMjICGZmZlCr1TA9PY2trS1sbm5+LhLhbi2dTuP//D//T0SjUfziL/6iyOcLFy4IWe7y8rIYLxrUYUREX18fyuUy3n77bRQKBVy4cEEid/4ytVbrqMzjRx99hJ2dHYkONCPFeD4Bj0q/zs3NYWJiQvbTysoK3n33Xayvr39ucN8E2gGI7ONaJPijzzE7MM/8X8sz81xsNpsWDh39vtfrlTKGBNn4ueHhYdHLgCNDdXBw8BgXl3kmmjom76XTJQ4PD5HP51EqlUSGMLqJcsncZyed6Y/TrU4yUvXZQ9lYKpVw//59DAwMYHBwUBxNfX19aDQaUj3rSVqxWMTv/u7v4s0338Sbb76J0dFR9Pf3Y3R0FACQz+ext7cnfBi0KXREG9cEvdtra2vodDqYmJiwlBx+XLMDc00d6KehcX2trKzgxo0b2N7elqhUXXlH67UcQxLNMr14eHgY2Wz2C+nHCwUHOPnNZhPvvPMOZmdnMTAwIPVFW60WhoeHkcvlUKvVJL9Rby4auTq8Uv9PhneTvKibwqX/1wvSzIuzQ7/sFuxJyr9p5Op7mQLL9M5QMQEg4fHz8/MSspLL5eBwOKT/WggS2ezt7ZXa2CwtReOQ7OwaXHmejdwD9Xodg4ODGBoaQrvdlnA6LRS0EGIfTM+3NpioHPO9UqmEnZ0dhEIhCdV3Op1CTkjDuFwuw+l0olqtIp/Po1KpyOakosgyP+FwWO7n8/mEXLNcLksNX21IEMGmQPD7/eKldLlcUhedHlQa0DSGeQ2GJu/u7loiLQBr6LkeK82sq5Vv/uaBZ5ZKetL2OCHtdDoxMjKCs2fPCjmOGR5tGtr8oeHI1Aw+s+Z1YF9O2ovmM1K5159lWojb7bZwb+h+6OvrZnr5uhn+dnJDX+9JwEZTaWLYoK6RqxUxc+55/Xb7qKTU3Nwcbt++bYlkOe0WjUZx9uxZCU91OBxYWlpCuVy2KBxsHN9WqwWXyyXlqABYQGMTSNChqZpno6+vDyMjI5KeY3cvrrVAIIDh4WF5Tl7HVFz033wWKmgff/wxrl+/js3NTdmTdnuMwDgBQtNYMoEBvqb7yr1FOTQ4OIhMJoNCoXBs7egf8p8UCgUhJnQ6nYjFYgKCAkcKJMkUtXedY8e56Ovrk1rg3PfksLl16xbu378vKV2xWAzhcBg7OzuWEHSymqfTaRwcHFhyWZ1OJxYWFgTkJc/C7u4uSqUSvF6v1GQPBoMS7uv3++Hz+USm3LhxQz4XCAQQCATQbrextrYmz6BTRFZXV6X+uc/ng8fjwa1bt+BwOATg5fMsLS1hb28PwWBQuGqcTifu378v5SwHBgYETB4eHsaVK1eQyWRw584diQwzW09PjwCsW1tb+PjjjyXi4wc/+AFarRaSyaSURXuerdPp4MGDB/jf//f/HU6nE3/jb/wNkdHnz5+XCh4E2OhN5NqjftHpdCSXeXd3Fy+99BJGR0f/UkQRcL9tbW3ho48+woMHDyzGKKPACLDw/G+3j8qcDg4OIh6PSwk5Gm3MbX8ezwc8Ai2ZahkMBrG/v4/e3l4p86yBQlM/19dzOp3wer1SElDLbN6nUCggm81KuhLfI+cJjV7KZsoYloLVzgZTPpqgLnUxAqPUfVihiwABy4HrCgMmH5OpuwDH0yZ166YbADimF2mwVNsHfL/ZbKJcLlvSC6rVKuLxuMgbu7K03Vqz2cSPf/xj3L59G1/96lelalYikcDs7CxSqZRwi/D59Fhzvvhc9+/fRzabxd7eHs6ePSu6s6nzdBunJ3nty9jYP1Zy+OSTT6RinOmA5m/aXARQY7EYhoaG0N/fjxs3buC///f/bkmzf5HthYIDenNUq1X89//+3/Enf/In+Of//J9jZmYGHo8HQ0NDorSura2JIDIV9XK5jKWlJSndNzIygtnZWYyOjlpYRzXqphVmcyNz0ZsKP2C/6U9S+J+k/3wm/R7vrw0N9p0HRrVaRTabxYMHD3Dt2jUpO8LFZVYloJLc6RyFXgUCAUs+PgAUCgXcvXsXDx8+fCqh8iRNj1Or1UKxWBSCOp/PJ94rfo6Hij5ETAHP31qocuyczqNc/XQ6jUQiISRfHEOSAx4cHCCfz1vy13p6ehAKhcTwKhaLQijI7wKQKAQSGFYqFSEm5AHUbDbF86bnl+8T/GKInFYM9Pzt7u5iZWUFhULhmBdNH4J63DQ4pkEmroV6vS4I5sHBwVMrF91QXL5GIRcKhQQMtDOs9Drn34wcYAjrk0T1mP3Un+NeZ7gWSTHL5bKlrGa359Pzpvem2WdzHLQR1u1z+pp29+f/ur9c5/39/eKZ1QCBHVjJ/c+ygVTaNGPuaTaHwyGhnvSCsfSeBgL5WfbFTAHRAKD+rBnurT3PvD4jhD7++GPcunVLuG2obHHvjI6O4itf+QquXr0qnnzTIObzmQAvx3pvbw/r6+soFApwOBwi6whis6KK0+nE2NgYLl++LHwn+pom6KcBb4Ki5h4iuDk6OipAqf4cr82xqdVqUlppb28P/f39OHv2rIBxBBCooNgpODpyYXR0VNIJOp2jKLaJiQlR6kOhEPx+vxjKd+/ehdPpFBCA47SxsSGfIzgAACsrK5bX/X6/kBmzIg7TQwhq8Axgitj29rZE31BGl8tl+SzlD0Fclqflj9PpxF/5K38Fvb29AjhQwXvllVdkvBnd2Ol0cPXq1WORDc1mEz6fT0KC6/W65Qw254vf39vbw82bNxGJRPBX/+pfxcjICHZ2dnD27FkhQ3ucLvIsbWVlBf/+3/97XL58GX19fRgYGEAgEMBLL72EQqGAhYUFAZG4Pux0rnQ6jWvXrmFzcxNvvfUWzpw5I1E+fxFbp3NUcSuTyeDDDz/EjRs3UCwWRWZQLgCQ1B+uE5/Ph6GhIUxOTsLj8QgoUKvVpNLF551rlrklSR916omJCbjdbgspIXVrHUZvp9fSgKTBys/xsz09R+Wld3d3hdeApIcEJicmJiR3Xss9eqMZZaPXmNbBtLHNdADqxMViUfigSAzZaDQsDhQdgWw3p3bg9Ekgv10zz7Nu+oSOLub45vN51Ot1RKNRhEIhiWJitNbTrItO5yhCinohAfW5uTmRTSQ51zqVBpqpe2ezWfkOAFy4cEGcY+bY2en23cbuyy4fOp0jLpEHDx7g3r17WFtbE93MjBLgb57pmrCy1Wrhvffew/3797G1tfWF9ecLqVbAxhIff/AHf4C///f/PuLxOIaGhkSZcjgc2NzcFCVSG0cUAPl8Hg6HQ9hDDw8PMTQ0BK/XaymBBjxC301kzm6hAtYSIictXH2I69fN1+wMXY0eaoVPe9M0KV02m8Xa2hqWlpaws7ODWq1mCSHXh4zOhYpEIsIzwJrVDOm6devW58pZe1zjGLXbR7n929vbYiywfxRMdsRkun+8lk6ZMOfT6XQKaQwBE02sxXDsWq2GdvuoNBBrOVPhpHFfLBallAjD1Xp7e4U7gYAN6z5TWdTPT+FJBTyTyUgoabt9lHOs+Q+oMKRSKUkXIZprhhVrw0WvYx2Wy3XP+Sa3AksXPq1yYbdP9D4YHR0V48TMYTRBHX0NXb5Qh1SaoJmdkW6uNxqFJDdk1Ay9wbu7u+Jl095P85omkPikgKDd/u8mR0yDq5sxqq9Jw6TRaDyWnZjXo0FSrVYxPT0tJHlPckB/nuZwOIRXo7+/XyJ3aNRr2aXngWuYBFPMX9fPq9eHBghND3wqlcLDhw/xk5/8BOvr6+Kt5rgdHBwgEAhgdnYWc3NzlpQgrSTaAVP6+YvFIpaWloS0rdVqSQ4m+T3i8biAguFwWDzXfGYTLKHSpcEDM4qKigbl2eTkJCqVirB624FG/Gk0GiiVSmg0Gujv75dosr6+PhQKBUuFAnMd8vXe3l7E43FMTExIfjHzpOPxOGZmZvDGG29YvKK9vb2Ynp62hAHzDLx06ZKF/4OvT01NweF4FElH+anPeY4jyyhqwJzjw8b++Hw+yxlMJZmlzzRQ2Gw25bzgZ0mySfCRspXRPZzjTucRqRqBCa6P0dFRMZbMPanPwna7jUwmg08//RRnz57F2bNnkcvlUC6XcenSJbz33nunQk7Y6XRw7949/MEf/AFeeeUV4XpiBQNGB7Jygvb46n3a09MjqYbAkaPo3Llzcp5+2Y2AJ22dTkciT9577z1sbGwglUqhUqnIHtf59BwbrldGTLG8KXO7yWG0vr7+3OaZz8Gxp9PAJIA1dXDA6vHWujD5lwgUavlJB4nDcVQRqt1uC6kqdcBYLGbR/biH+Uxa7wOsfAnU8Qj+Ux+kHkTZyGfSKQsnrT+7c/mk/0/SUU7SJfQZoPUYAi7UM+0cMbqk7tO0//pf/ys++eQT/Oqv/iq+9rWvYXBwEOFwGF/96lfR09ODDz74AOl0WvYzn1+nerXbbdEvO52OAL7hcBhDQ0MWEPBpjH47IOrLJCeo4y8vL0sKHaMCeD7qiA69pvU54/F4sLCwgN/6rd9CuVx+7s7ap2lfKDgAHB2uH330Efr6+vBP/+k/tSBM+/v7cvDSw0sBpRW3fD6PYrEolQwajYaE+zkc1vJU2hjvZtjbGQjaqLHb2N0UbHMDmIYAFU9dcUHfl4I0nU5jaWkJGxsb2NzcxO7uLur1uvRNgxxMvaCxPTg4iNHRUSSTSSH0qtfrqFaruHbtGh48eHBqwIA5NvV6Hffv30ej0cCbb74pRkq73e4alqj7ZjY9F5wnEn/l83lLLfNGo4FCoYBCoSAsv2TTZo4P50IbpDTmCQhwHRBFpxJIxc/n84nySkWWRlkul0OpVBIUmwbq2NiYlKljeaKlpSVsbW2Jos7+mkaKaeCbihiFNsEBAgMM9XyW+TwJ/GJFCgBi1JjRIPq7nHN69kyUXPdZG33mmuBnNaFbX1+flIZMJpNIJBJCbtff349cLifjZRqVOmzbbgzsmp0BqV83+6/3nfneSePsdDolHaJarUp0hnl4apSaIarnzp1DtVrF2tracyejtGvM6V5fX8f09DSAo6iwfD4vio9uptHJ0m9aZvMzGmDQ5wL7TTDy/v37uHfvHra3tyVSQIfGulwuzMzM4JVXXkEikbA8C/eSKdf5v/ZWHRwcwOPx4JVXXoHb7cbBwQH6+/sRCoUs4BjBb+BRaCGbec4w2oNyhIao0+mUM5Jhnbu7u+jp6RE5wj2ux033jf3jeUEQlGXMdnd3RYnWz2Sub0YGDA8PIxQKWULF+Xwej0fmSytFDscjwlzmYDMtgec/ny8QCFjCsBm1RUOUIGyz2ZS0AEZylctl7O/vY2xsTOaqVquhUqnA4/EgFArJ//ztcrkwOjoqkV6MeDlz5gwAiJFBJ8Xk5KTls2SnPnPmjPDcEHCemJhAf3+/VCH47LPPutZAN9ccq27s7u5iZmYG4+PjyOfzYjw8a837xzXyD5w9exa/+Zu/KR7Ls2fPot1uy7iRa4ByRz+/ThFbX1+XdLvZ2VkkEom/EFEEPIfu37+Pd999F3fv3hVnhNZttM5HkIxgwfj4OK5evYpQKCRzvbW1hYcPH+LGjRu2lQM+b9NRi9QfuN/paDDPQw0aahlMg1Zfh2NDQG52dha1Wk3OaoJ0+rras65lmU4bI1k5AQJGXTJKstFoCGjFc0M7/k7SNe10Tzu7wa49Diww3ydozWhXh8MhKRTcN9FoVMgY+ZrmtNrb23sm7hFyly0vL+M3fuM30NPTI+lDZ8+exdbWFqrVqiXqRZ+3pi5TKpWEfyCRSGBvb09SmrVuosfGTmZ9mWUB12ehUMDW1hbef/99pNNpsVe5jzR/h9bbAQhHmdfrRblcxh/8wR+cSmnap21fODgAHCkPrHd9/vx5yQ2fmpqSjb66uopWq3UMUaPR0+l0xMPK/LtyuYzh4WEhV9KhRrquqTY6tJdFe6L4HIC1vJgWKGa4q/k3YB+WqYUvG+9JxePOnTv47LPPLLlRuuydFqRaeQoEAsK+HQwGBUmt1Wq4du0a7ty588LQKY5Xs9nEysqKlFMkD4DD4RDWXD0v2jPIa3TLqwcg/SGRlMfjQalUEoZ+5uaSd4AI3djYmIXl1u12IxKJoNFoIJvNolgsCvM5DTMS57G+bL1eR7lclhxXAggA5H16yCkwyuUytre34XK5JLKADNb1el3Wq44KMdeaFjqmwNZIOhVwu3SCbsL5cXPKe3HMWFeYBzgPMMBK4Mb5JaCgiQifxLjW6DVfp/LJ91hWra+vD9FoVMgjibzv7u5alFGtgJgRC1qZ0GvPDgA0m51BZfZN/20au3bjzTGj0aVBIt0fygIasez7mTNnJOxc971bH56lORwOzM7OIplMwufzIRaLIZ1OY2trS4xy0+jXc+D1ehGNRi3yzZSbeu75Gf4Ui0W89957WFhYQLFYRLPZlBB1h+NRyH88HsfLL7+MeDwOoHv+qKngmuPG3HSSwppKprleqaRqcIoGP8cllUoJaWalUsH29raEuGezWfFEcj3zXvSc6XVkygmOJwFlhot7vV5sbGyIp9JurfOZCQy43W7kcjkhqSOp6/7+PiYnJwEcGdP8qdfrmJ6eRrvdFsN5b28PTqdTiBUrlYqApYeHhzh79iz29/ext7cnspbRhrwGicQuXrwoBjpf39/fx+zsrJwFBAKYqsD0AqaM+Xw+hEIhy+sHBwcYGxuzRKLV63U4nUflLAnWEYh1uVy4du0aqtWqGCvtdls85Tqqy1z/JtDIsw848rivrKzgypUriMViAI70l2g0imw2ayl7+7xau91GKpWCw+HA1tYWzp8/L2vzwoUL6O/vh8fjweLiooBYBLadTqd4unXU2+bmJorFIlZWVjA5OSkG8ZfZKDipEaB68OAB3n77bSwuLlrChjVHlg7B10b14OAgZmZmEAwGkc1msbOzg3Q6jeXlZXzve9977sAA0zsHBgZkXdP5RFDS7XZLCU3KFjY73YP6kTaMdDi6BvU4bvyuPn/1+aTP4FKpJM6Her2O7e1tS1g85QA/z3NQ7y/dzDOY97T77PNcmxwr6kJut1vKZ7tcLiER1raL1lmazabMV71el8i0Tz755JmeZ2dnB++99x6Gh4exv78vhIeXLl1Cp3PEG8LSjToiy9ShyI9RqVSwtbWFRCKBSqUiaUQaCDLPySdppmx82vY8vs9KRw8fPsTy8jK2trbEljH1Ks1dRKCNsrNer+OP//iPsbS0hFQq9czP9DzblwIcAIDl5WX82Z/9mXAGUBBRYWk2m0ilUhZPESdWG/ZkdU+n0/D7/ZicnMTExISEHtJgowGhFSQttLXxYhe+rX8Dj4xZEx0y/7ZDKXUoLQ3kvb09MRQ3Nzdx9+5dYSOmImhWOaDhT4PM7/djYmIC4+Pjkj/LQyqVSmFlZeWFAAN2m5C5SaVSSQSFy+USkj+tPNsp2GZOvRlSTIOYRjvfYxkYr9cLv9+Pg4MDFAoFrK+vo1qtYmpqCvF4XDYvyyKWy2VkMhkRwCMjIwgEAujt7ZVoDAINZHcNhUJS85yVD8inoUPneX8a8JVKRQx5zrH2cpqGCxUMrl1t1GowiNfsxjPwpAah3nt6D/n9foyNjWFkZEQUQf0sdmR/TCfo7++XVCCTvE3vEf5vPi8NHHPfMV2D+chUVF0ul4QwHhwcWMIn9X312tWKu/k583lMoEVfw1R6TBBAj6+dMarlEJXxWq1mCVnTn9GERuSZoLcmFApJneLnDQwAj5jvY7GYhHmvr69L6LQOqTV/AEiuuOnlsRsT/dxM9bl37x6y2azk4judTszOzkrERCwWw/DwsKQu0KDX82saaVqJ5+v6oAeswBxlOl8HIESsDsejtCSG0ZOgi/O4sbEh92g2mwJ6cu3qM9EET7pF2miZAkDGw+E4irRrtVpSLtMEjUxAptlsYmdnB7lcDp999hkCgYB4sSjThoeHUavVJJqBzz0yMiLyibLV6XQiEolYgExGGXz44YfCF8J5CQQCIm/4eQC4deuWhXCVMpKl9/RYcd5oQOiIPu5XPc5cv6YRkUqlLJFSDodDosb0uQ/AQhhpAmN6nZl6B8HWw8NDLCws4MKFC7h06RJmZ2exvb2Ny5cvi0F5Wi2bzeLf/tt/i3a7jddeew2BQAB9fX2Ynp6W6K979+4JwSLHhLwnlNWUfaVSCcViEQ8fPkSz2cSFCxcQj8fFCPppAApoEDHl88b/j73/jJEsvc7D8adyjl2hc5y0M7OzOXADMylSVLBESjRkCTZsyYYBC/pmCDBg6IMtw9AXGzZsUf6BNiQaUKAp0aQJRjGTuzubZmd2YvdM51DVVdWVq7qrq/4f+v+cOfXOrd7Z3QndPX2ARndX3bp173vf97znPOc557zxBi5fviwAHXWCBgQJkFJHt9tt9PX1YWJiAsPDw5LyQ4CLbVHvtBSLRSwvL0tHl2KxiEKhIPY4I5m6YxbvGbgVqGVghYVWtZ7kfTPdUQONPKe26fh5sl0JZDKtljYOgzy8JhPM1+fV687cO3qBBuZru81J/Z16fPg3nzkd/f7+/q40I4Jj2qbV59D2IMeV9RpMe/HdSi6Xw3//7/8dPp8PzzzzjAQXjx07JnVjXnnlFampw84wemyBm6kRZHVQpzYaDfj9fkxNTSEWi+1qS+02xvdDJ/C6tre3US6XcfnyZVy5cgW5XA6FQkH2Hm3DauahttHJCPZ6vchms7h48eJ960xgJXsGHOBG92d/9mf4lV/5FRw5ckT6xcfjcYRCIczMzODSpUtdPZyBm5OQg05l6na7kcvlkM1mZdPq6+tDOp2WCDEVNTcr0nlIZaSTyEVnRm21IWEijvytN0HtFFD4GqMHi4uLuHTpklScLpVKopx18SPTgKWSBHaqYKfTaQwODiIej8NutwsdKJPJ4Gc/+9ldoaXdrthsO3nfP/7xj3HkyBF4vV6Ew2G0220Ze/2MrZSFOe4cF60U6/W6GJ7ceAGIM+B2u7G6uoqZmRlB/VqtFuLxuOR0hUIhjIyMwO12Y3FxEZcvX0Y+n5dWfYFAQKpeV6tV5HI5lEolKR5ks9mkXgRpsLroYblclo1N59Lybw2E6Lmj55VGcCk6IqVptLpA4HsRM6JOicViGB8fh8Ph6Gq7qME2DeLwt9frRTAYhN/vv6XVoX6+5jzQGzvHgOuAdGoyEVgwUiPcLECpHVT93eb6ovRiDPA4/XkNnpjH6fswv8PqfPxbXxc3F4/HI8/VZNNoPaWvjbTO11577a6BhKTU09nltbPdoBWAwmv1eDwYGRkRp12vA70WaAzR4Ox0dgrtZbNZNJtNvPDCC/B4PBLJHBsbEz3OlnV8DpwLej5Y0Vo1CAfsrAkWY+t0doBJ7lNOp1MYXzSWmW/tdDrRau20VuV36jWqQT+9p3Q6N4tuaUPEipmjx1a/x795/Rw/p9Mp4LQ5b/kZ/Rpp+51OR1oQmyACc1X19dtsNly+fFle02uarQK1UayLr+mx0PuY6XCaxjWdavN1jolOcdHGHIAuR7WX/jTrRehz7/ZZq+fTS1/wf7vdjrW1Nbz++uvo6+tDMpnE8PCwsNDeq3NwO9JqtfDaa6/hd3/3d/GLv/iL+A//4T/IWhofH5foOYty6blKIJb2io4m12o1/OQnP8GNGzdw9OhRjI+PS2Fhk4a8F4Tju7m5iZWVFbz11lt48803pZ4W5xT1n+5KpNl0LJjK+hPUUbOzs1hdXcWbb74pDtndeqZ6fvLZ9HJye+kT6tRoNIpYLNa1nqw+yzlBpiznA+3hUqkk65ApoQQHaDPpPdZ8NqbOsVpHpi7s9bdVlJv/93JU+ToDkrzfZDIp6Y5sn22yYa2ejd6/ee0MCJKpRKbre50nnU4H2WwWf/d3fycB1Xg8jlgshnQ6jYcffhi5XA7Xr18XfU+9yuem7T6mhRP8zefzCAQCqNVqOHXqlNR00cW79djdTXknkEcfB0BYbvl8HgsLC5ienu5qM8793IrhSBtGA6VkU66tre2JVAItewYcACAt2xYWFvDP//k/x6lTp6RAHKN+tVpNihTqKtNAd6SEkY/NzU1UKhVpdRSJRDAxMYHR0VHJfWEUnhuuNjy1gQVYOwbc2DT6qzd4XXCJqCuPYb46KZWFQgErKyu4ePEiMpmMOLUEKPT9UnSeFdtCDg4OYmhoCENDQ/D5fJLL2Gw28fLLL99T6op+PlqIsi8vL+Po0aN4+umnEY1Gsbm5KWgkcDNvHehmX/B/4GaRGg3o8NlxXrDTg9PpRCAQkIWZSqXQ6XRkgV67dk3a6ASDQXg8HqRSKSkYMj8/Lwohl8shlUoJlZgOrsfjkfmcyWSkojawQz1m4S/2j2X1eV4771cbT1rhmIaSuQY0EMBz6HST9yumAcvv9fl8cDgckmuray9og4hrgQYl1zcVqGmU8DtNQ0X/Ng1Onp9jymO148SidHqu9Bof07Axx0OLdqpMJ2M30WwCfc9W30/dw7lDyrIWbXRpfcQ2bjzmbm3IqVQKzz77LG7cuAG32418Po/l5WU0m82uHFvtbPNa+vr6MDQ0JLVACA5oMMAKiLHZbIhEIjh+/DgmJyclOqEBBM5XXbSVr7F4EJ0Vvk6aPK87k8kIkwsAFhcXBVgge43nY8Scz9Uqkszx5x7E++plYFsBK+ac2030ObQedTgct9QkMeegfl3Pn17zVQMst3vtelysgDo9fhpw0Mfpa+BvzaTR7+u9hd+h9Yb+bdoBvb7L/LvXczDvTZ/HylHg+DCvfXJyEg8//DC8Xi+uXLkiKVp3sw3W9vY2stksUqkUbLabbZQdDgdGRkZgs+3kS1+/fr3LqeWz1KwOzXpiJfkbN24gnU7j6NGjeOqppxAOh28pMn2/hNfMGlcXLlzAuXPnMDMzIx22dORU54BzTZv5/ENDQ0ilUhgZGYHD4cDs7CwuXrwoKYasP3Q3hY651rEaYCSYTxYTX6cO17aLXiPa5tXfpcEAnRLE1IZMJiMOFR1fftasG6CfDa+L//cC28y/Kb32er5ugrbm3s6UCY7J4OCg/G+326WYp5X+5PhzH7LZbFLDiYEPgiYMbuVyOdHZ7ALxfuy8TqeDV199VViwn/nMZ9Df3y/M0CeeeAJ2+06h3HK53AXi6vUNQJhftE+YrsKW45OTkwgEAhgfH5cxeadrM5/J3RT6advbO93WXn31VaysrKBcLqNWq0nwTe+5pv3HOcPr5didP38eTqdTChjuJdlT4ACFVPqjR4/KgmLuPDc7Ol/a4QC6KcgacWw0GgiHw4KKZbNZjI2NYXt7G4lEQvJ66Mx4vV4xHPV3aGWpNzubzSZtizS9n+fTxXmoFEmvvHz5clfvWraSISWP6KIZFadypBL3er0YHR3FyMgI+vr6pKXT5uYmLly4gNXVVWxubuLGjRt3DX22kl6LmcZNsVhEPp9HPp/H1taWONpUhFQoumUbf+sFB9zMW9MOgKbmMw+q0+lIgZTR0VEMDQ0hFotheXlZClxyzJnyEAwGMTExAb/fj6WlJXH8p6enhd0SDAbhcrmwsbGBxcVFrK2tiYLVdSKY6sDcZCvUVI+bLvCkNydzE+Nc2NzclMJc/K0rnt+p58/z+P1+pFKprui8vlYrI5zOOVsY6QioeSzQHUXUTj6P4z1yLTJFQYtuc6e/p5cxYDpP+jo0EGga8+bxvRwXipWDZEovFg2LBjWbTQFlzM9r0JTXTRpjKpWSCv5WoMx7Fbt9Jwf77NmzSCQScLvd0uvedHpNwJXGEcEbAF36z5wX/M3XCTrx+XMOUl/yb50v7nA4UCgUhO63vb2NGzduiMNTLpdRKBREp+dyua6+9DTYtC7S81Vfu47w9wII9LPW72lH+P0CWeYx3KN0kcvbOac5f63Oq48114j5WfPzVkCD+brVd+jzmt/3TnPcBBx2c/zfjYGqn+E7HWf1fQS4OKdrtRrW1tZw/PhxGQO2peQeerdke3sb3/jGN+D1evG5z30OFy5cwOnTpzE5OYnBwUE5bmlpCblcTua+ptVrJ4+FK7lOFxcX0Wg0sLGxgXQ6jXQ6LcWmycK5V8LnRXbq9evXcePGDdTrdVy8eLGLZq3ZNNznGMzS1O9OZyet4MiRIzhz5gz8fj82NzcxNzeHxcVFzM/P4+WXX5bCxXdTdFpRs9lEPp9HOp1GOBxGuVxGo9GQQAnb2vHZ6efg8XgQjUbF0eNa12AAAGkhqFPd1tfXJR2RDqXO1bYC8IBup10/r3cCAfhZ/t5N3wLd6cP6dafTKcXUHQ4HEomERMTtdjui0egtoCTF9DFoF3J/5hpn2+JarYZsNisBkOvXr2NmZuaO2/StVgsXL17EqVOnsLa2hvHxcaTTaXzuc5/D0aNHJUX77bffln2T813bfZpFoFkhhUJBnjk7gz300EOSUtELEDZ1ci/Q53bknWy+TmeHxba4uCiMgbfffhurq6uy1jUgYCXUceYe9tJLL+GVV165q/r5/cieBAdqtRq+8pWvwO/3Y3BwEE6nE0NDQ4hEIpiamoLD4ZBqvOvr612RH4o24JnTyIryhUIBi4uLmJ6elhZMAwMDGBgYQDQaRbvdFgeVEXuNBJtGqs7D0hOEbATtuCwvLyOXy0lnhUqlgrfffhvZbFYQNk5+HUkGutMY+MN8tlAohEQigSNHjmBoaEicza2tLbz22mv4wQ9+ILlq9xIYsBK9+PjM5ufnkclkMDg4iCNHjkivWwBSmLFUKolTrTcIbRzqxaeVFKPaVEzLy8tYX1/H6uoqstmstHgkWluv16WPrB5/vsfK1yweCEDYCDyGUQWNBHu9XnFaNUtFFw4zjVlGOPm33qhMx4MbKr8b2Mnx0ob+nXj+poMSjUYxODgowATnvo6eaGdQRxe4adKx1/ev5znPp5FYrm9tdOh6HBwTfc1WG4weFytHVX/GahOwMkK0Mcd7Mb/TiolkHq+Lp3LsTDYTUwt0dIXnMcdUV+uPRCIYHR3FysrKLeDb+xWbzSaF3oaHh2G328Wo4TVZRZfIOInH44hGo8Im4W/gZjFarYM5RkynIYuI1dM5dmQP2Ww22fA5D1kElOk86+vrXY66Bhn08+K96HVBsJjP6J3mH7/DimFi5TCbc0b/bWXA9nLGzc+RxWZ1PqvrtbrWXrLb3DKdjF5OuOm0az1kdb36HOZa2+36zXNYgSpW37Ob7HYN5mtWjgT1AR2odrstLAGC7DabDaFQCENDQygUCpibm7urjuX58+dx7do1vPTSS3j88cdx+vRpiQ6OjY0hHA4jHA7j3LlzEmVjVFEzAuk8mvN2dXUVa2trCAQCiMViSCQSePjhhzE5OSm6XgdP7rRwTysUCnC73Zibm8OVK1dw/vx50SXcv7VTxHuj7ajTUmy2nUKxHo8HU1NTePjhhxGLxVAsFrG6uio6gK2M7zYw0Ol0cPnyZUxNTSGRSEix5maziXA4LDYI78EKvKTuCofDiEaj0ppZR1XJuGRtENYR0+wAvZ41mK2/R9tAVq9b6b9e922lR8xzAN06iMEi7hvBYBADAwMCDrDor7m3mTYJbUCzmj2p+MCOPbOysoJqtSq1qxYWFuQeqtXqXbXpv/KVr2BgYAC//du/LfflcOx002BXmosXL0pwTwN/ZDtrO07Xt2F6CJm99XpdWnun02l4PB7YbLZbbPBe8k7PezfRcyqfz0sx3LW1NVy5ckVqirE9MNkzep6ZLBs+aw2ccC0tLi7uWWAA2KPgALDTl/qLX/wiIpEIPve5z6G/v19ydVjN0+Vy4dq1a8jn81I8Ceg2KrjwODGBm22AuJGylQR7DTcaDUSjUUQiEUQiEYTDYbRaLQSDQXHsdN4YFT+jw1QCpJ6SJcBWdm+//bZUW2aRJk42zRQwDQOdPgBA6MHhcBiJREJaSfl8PilsZ7PZMD09LfT1vSa8JrIoyAyZmJgQSj8NDVZlp+GvDXKeSzsYWiHzWNaUIB2qUqkgl8thfn5e2otxHtGBp6KmE9Jut6V6Na+HFWNZLIzXo/t0k+ZOihhwaxtCPS50hk3EUTsmutiRZlp0Oh3pJX+nUgko5rwMhUKyMWqUn8LrM58HN32m//B+teOnNxV+NzddbjBccwC6mDpW48lz8DVzDvF1DV6Y96sdPv2/fi7aCeR7pkOpNznz+/SxVk6O+Sx0YTozJcE0sDhnqaPi8ThGRkakIwzP2QsJv10howGA5NQSoLUqNKbnBYvJ6pZ/OmpjVuLP5XJyz2w353DsVEonC4tGytramsxJvbY5Nvq++Rlen66Joen/fL+XA8nr1+fV96yfl5WxauXYm0CDHj+r77Raf7wWfR52AeCeZBraphFtXpfVnN3NcNfnMdeI/rwVOLGb9NJ5uxmX5r3sdu73olNNIMBKL5l/m++bdk4ikUAqlcLS0hLefvtt5HI5JBIJ6dRUKpUkan83pNPZqfHx3e9+V4DKj33sY0gkEhgYGEAymZRUFVKgWf9Dpw8CO8+/0WgA6K4lZbPZZL9eXFzE4uIi+vv7JXoZCoVw/PhxaXnKsSHYv9u167nFvYa6hbVLFhcXhXG5sLCATCYja4RphPrz1K06kEP7gU4Cbc5HHnkE8XhcbMFoNIrZ2Vl873vfw6VLl95TW7r3IkyT0B1kONf0OGkmrOn4+Xw+KU7Jdqo6VYCpstSzdI64R+m5znOaOsHUe7sBaRQTxOBvU99q1h3vjzZ5KBSS+3a5XBgaGpL55Xa7uyjxPJcGA/S81HYdbU5dXHFxcRH5fB6dTkcAKV2H5l5S0Le3d1puf/nLX8Yv/MIvYG1tDT6fT9Jyn3rqKbRaLVy7dg2VSkXAHzPlgnOFoL1mD7JjXaVSkZaWZPX6fD7x+7h+GDi1kl56u5edDaCrIw7ThJg2UKlUsLGx0cXC4r6ofQ4dAAC601z13grsFOC/mwVj74TsWXAAgBQg+e53v4vjx4+L0mFRwbGxMUxMTODNN9/E3NycoDpWCI6pWPQCY55ONpuVqvUswpFMJpFMJlEsFhGJRBAKhRAIBODxeJDJZCQVwev1YmVlRSYJf2ZnZ9FoNKSNXb1ex/z8fBdyzkWiFY85kTUCxc3H7/ejv78fw8PD6O/vRzAYhM/nQ6ezQ4XZ2tpCJpPB7Ozs+zb076aYAMj169fRarUwPj6OcDgsCoSbrXaITSTWylHT4ACdR9LOiWBnMplbFjbniXa6qBS0AUEwh1EM5s7zms2uEvr8eqOycsy0g6yP04ADgK45ptHZOw0MUPQ5Y7GYsAbo4Fs5QnqT5BiQ0cN71Ok3/Iw23kx6Fo/XRoWmsfGZms4TRR+vnST9vVqX8Jr0PfF/3oO+P/M5mg6R3mT0PehrN9eu1b11Oh1B7U1j18rh4rwmc2pkZASLi4uSvvJ+54zX68WJEycwODiIaDQKl8uFhYUFAWT53LRwrAkCs7UnpVAoyPsbGxtYX1+X9ZXJZAQMJfDHczKths9f58rq58vnaJVCpo83r5nHmmO8m4Onz2VlzJjO527OtgkymY4nx1vPJd6bOb9cLhcikQi8Xi9qtdot0Xzzfqxe02usF/hjNU67zbl3c4x5rDmOVuvX6jmausL87l7fpz9n3qvV/+b17TangJu52kx/YTBgcXGxq6NONpvF9vY2gsEgyuXyXWltqKXVauEb3/gGfvSjH6HT6eBXf/VXJR0wFArh8ccfRyaTwfz8PGZnZ7GxsSG1kLg36Plos3XTdrWuXFtbk6g9bafr168jnU7D7/dLEGBsbAyBQKBrT2RR4mazKSzAeDyOra0tbGxsCLszFothbm4Oc3NzAmhQv7fb7S62Ah03zi2tWzR7jqwo2m0TExMYGBhAo9FAsViUQnJf+9rX8NOf/vSeOoH1eh2vvPIKnn32WWFRasYin4m2eTRQRV3Lwtc2m026UHBsOIbaDjeBTsC6Rom5bvVvK12r90Ir/an1pvncbDabBCDJYiXIxftn+0F+3mqv1vqX86bTudlamv+XSiWcP39e2AIMmOwVabfbmJmZwTe+8Q38+q//Os6cOYNKpSLtyJ999lkMDg5iaWlJWh2a0XLtSAPdwDu/gyA/2/IuLS3B7/cjkUiI/9VqtaQ1O89NprQGv00xbaxarSbpc+wwQmbTyspKV9oMP6cDUzyPlb1k3ivB0f/3//6fdN242/r4/cqeBgco169fx3e+8x186EMfkhzwdDot7QkdDgdisRiy2Symp6eld7d2GoDuKKB2svmwOVk6nQ7y+TwymQwWFhbg8/lQLBYFLSM4QKobN+hsNtv1PbpoFZ20TqcjyJlWGlr5aoWpI+A8BylNU1NTGBsbk9Z8AFCpVLC+vo6vfe1rgthS4ex14bPa2trC/Pw8lpeXMTAwgBMnTkiUD7jJBtGOs95MdjPo9WZNmr9W7JoCxLFntJ8KiIpBRwRoyBB84HHaGNUOmwkG8PtMR5fjYhVJdjgcYiTSyWZe2p0sPthLbLadVoFkDWgDT0dITGeB60/Pcz4b3qdpQDBawTHTaTwaUNFzQX9fL2BAjzHPzf/1c+G1aMeR12kCHmbEwHQA9Of19+j/9T3o6+LYmWOkz28CK+a9UlhMj9efTqel9sD7lVAoJL3tg8EgarWadAPhOtLjoO8d2Gn1d/78+a5NeWlpSfQfW9tSh5rsEvP8JpvH1AnvVno5q1ZGiekQ93KM38n55HH6db1GrJxgHdHQjj7fo7FDY5+VsxOJBCqVimXR3146xWrtmNdkdR96HM2xMp0BLVZzx9Q1en3oezDXiAYGzbHf7dnoc5jXy2eidaA5HiZIbO5f5vql/QDsrLFkMonR0VFZX3a7HfF4HDabTVg64XAYhULhnhmj1WoVX/nKVzA5OSnrk4GMYDCIvr4+DA8P4/r163jrrbckjcdqHPQer8dDp46RmXn58mVcvXq1C5AfHx+XlsVsrTk0NCTtJcvlMqrVKkZHR9FoNKS7VbPZRCAQQKVSEfuJ59W6X18nn7VZ14asOJfLhVgshmPHjmFsbExSWDc2NtBsNrG8vIyvfvWruHHjhgC191LonJVKJQQCAemcxXnG9Cw6hNVqVSKhHB/WEWCXJs3y1PNd75O99itTr5lryEqH6PcAdM0hU7QdYbPZEA6HJS3U6XR2tRek/WF+nwZHrOYwcLPFODv0MK01n8/L/VUqFaysrNxVe+39SqfTwdzcHP7RP/pH+Mf/+B/jt37rt5DNZjE1NSV7xvj4OLxeL65duybsGgbizPRvgvRaP3K/Ynpku71TG2llZQWBQADBYBBbW1u4ceMG4vG4BONYFJwpOGR85/N5sd1Zu4T2/MrKiqQPVKtVSXHpdDpdbB3OMz5f+m/ArXuJBgNstp0irXze165dw8rKyl1PEbpTsi/AgVKphG9961uo1Wp48cUXpW1Xu92Gz+fDxMQEotEo8vm8TEz27qZjAdzcuDX6p6N9ehNqt2+tjsooFiczjWpuGlz8wK2RB60wvF6v/M33TINAO5787fP5EI1GJYWgv78fg4ODgkhvbm5iaWkJ3/72t7GwsLCn2QJarAwvOrjz8/Ow23f6Xjebza7ovZUi1giljk5aGXDmQgZu0orN9zSAo+nMVCJ686AC0ca3BgIYxaBRrhWNeT8aFOB9ud3urvlJFJr/EzC4WxuNvs5gMCiFCM3WR70MXfO+9Dj3eqYmgKbRaDO6aTp+euMxr980Rk2HTJ9LzxP9efPa9H2a6Lh+33QezHvmcbpWA7/TNH60A6Q3ML15cf7Z7Tcr95dKJaGTOhwOhMPhW/LN3604nU74/X5MT09LhIzrWY+BlX7i62SN0cFxOp1d+aj63nmvZucJE2jr5ahaXcM7idX82U16gQC8n16RMvNzJpjFeacNL/1DFhPHlR16yD6KRCIAdp4Z6ysMDQ3BbreL/tXXuNv9mqCA6ThpnXY7TjOP5W9tWJrPiOfXx5gOpX7PfCYmsER9Tj1trh0N2Gmw2twPOI48t96/tHFst9ul+HK1Wu2iK7tcLkmjIestGo1ieHgYXq8XoVAI09PTmJubg81mQzwel2cKAPF4HPl8/p61Lu50Orhx4wb+6I/+CJ/61Kfw0Y9+FIFAAMBOB5JYLCYsUDKAdE0ormc9Ru12W2w+zhvab/xOHqPn25UrV26pP7OwsCDPj3OR6Z88n8vlEuaMtg3Nvc204bhH0Bmi7mJL16mpKUxMTEgHqXq9jtXVVbz66qt488038frrr99X54EFqwcGBsSpJUuCc5nzUutxjiVtbUa9tR1r5Tzr4Apfo1gBBXoN62dhdbzVnqrp/F6vV9p8OxwO9PX1IRQKybM1C15q/Wfu8Sabj6APC96ys1Wr1UKtVkOhUOgK2u1lUEBLu93G6uoq/uzP/gxf//rX8U//6T/FW2+9hUQigRdeeAGxWAxnzpzB5uampNtyPDSTgGPFeh06lRe4+cwI6LlcLjSbTRSLRWFJcW8jsBOPx4WxwA53uVxOgoBbW1vSStztdgvwx3XOemZWotkB9PWAm3uHnuedTkdaTAcCASwsLOCll17C4uLivgEGgH0CDgBAsVjE/Pw8yuUywuEwgJu9sqPRKEKhkLSbC4VCuHjxolCtWY/AKqLMCWploHAy6wiwngw6Qqxz4Pl5TXfRBgbf16JBAG6QWiE6nU6Mj49jbGxMcglZ3I402rfeegs/+clPpJLmfhIr453GwfXr1+FwOCS30m63C02Yx5oOvukwaZSf59af0Zubdug0w0NHDShUGpwLPIdZkI8GpY4q6OuhwtRGqlm/gvdDFgmR+3q9DpvtJn0auLubDc/t9XqRSqUEmOJ46LExr8V8FvqcZvRTryXTMdCGhWkIaLBA/20aFeb9WJ1Lv2b1+V7n1uCMdsb1NervtzqfeT3mtfL+9NjqsbNypjjuLAqmC/eFQiE4nc6eHQ9uV7a3t+H1euHz+URHra+vo1qtdl2XvnYz4tpoNLrW8NbWVhfjgJ/RY2zqvN0cSSvQwEpn9jqHPo+eH73ACH2NVgCB/tsKENSv01CnQcJilMCOU0MDt91uS90W6p9YLCbfTzCIDufly5eF5v3oo4/C4/FI0VWte8y1a4Kt+rr5YwJDOuqrx52OMI/RKVuVSkX2Qo/HA4/Hg06nIzRmGoGhUEiom6R+M1rE+j4ul0taz7rdbtljPB4PQqGQpFbMzs7CbrfL9zHdolAowOfzwefzIRgMIhAISPqe1+uVWkA+nw+zs7MAALfbjVAoJPe4vr6OQCAAr9cr5wB2mJKhUAihUEi6KGUyGTSbTWENRiIRRKNRNBoNTE9PS10hr9eLcrks1+9wOMRQv5dSKpVQKpXwv/7X/8JXvvIV/Pqv/zr+2T/7ZyiVStIzfXh4GM888wyy2aykCWQyGWxsbHTNHe6DdOK4jjQTQoMGeg0SONd1aLSTTxuAQJu2+XRHEb0vcz/m//ytWYk67YNdFlKplBRxYxpUNpvFX/7lX+LHP/7xnnIcNChi7n90hs19ybS1zM/pPcUMDvBvref4mtWxpmgbiv/bbLauAoqMJvM1v9+PZDIp52U9MV6nWQuDc89MYWUuOgsDdjodAVlYv4UFyPdLwO6dhOD9l770JTz55JP4+Mc/jrm5OXg8HqTTaTzxxBNIJBJSaLxUKsk46eeoAVINwAE3mRl6zuj5qAMgXEs8bn19HTabrSud0LTV9Pl08E7v5Xxe1AcmqME5p32GQCAgr127dg0/+tGPcOPGjXvwVO6s7BtwAACuXbuGL37xi1Koqr+/Hx/+8IcxMjIiFJSxsTH09fVhfHwc2WwWhUIB8/PzWFtbk5SBra0tMbB01I8KkULKrY68aARUOz+cDGbBKivDnqIdCQ0GdDo7fe9Zz4AGyOOPP45YLCbIVaPRwNraGmZmZlAqlfD2228jn89bftdeFnPRWjlA7XZbcijZWlAXzuF46wVLsXKw9Gf05yiaHq8BHp0eYm6IwM3ospl3r9+jEaGjYr2eF8/FuahbErILAR0pky1g5aDcKbHZbEIRZXcCXZSJY2I6EfoZa8eOr2klbt6HBkusUiZM5W4CBNp4tHKaTUPIvA69CZhghOn863Nb/bZiVFgZYlbztpdjqf83wSa+pwEVvRn7/X54vV4MDg7i+PHj+OY3v/muaa0cW4IMfr8fo6OjQk+lc2fei2lIWjn6euz02FiNk9XY9DLKdhtLq7lqXrN5XdqwMB0VMzqt83nN62enFu4z2sGngcuoXiqVAnCT9uz3++XZ6rVlt9/s2EImxtramqxdso9WVlak5s7Y2JjoKuotn88nBXVpULNi/srKClwulxSVcrvd4qjTQeexbGcVCAQESIpEIlhcXES73Ybf70cgEJCCc6TdsggdU+my2awUv+S52OaY4JTP54Pf78fGxgZqtZoc7/f74XA4sLKyIuCCx+ORa5+fn5f7Y8SJ0SYCC/xZXV2F2+2WdrZs5Xft2jW0220EAoEulmG5XEa9Xhfaq91uRzAYxOnTp+H1elEoFCQt8ejRo0gkEjJvnE4narUaLly4gLfeeku6N7Gg1vb2ttDVO52OFPq910LK7te+9jV85CMfwfDwMFqtFubm5uDz+TA8PIxEIoHh4WHk83nMzc1henoapVKpKydbR3G5lqzSq6ycUepnMzgEdDNwNOPOql6PCQDw3FyfvAbNyhkYGMDExAT6+voQjUalDhQ7Ady4cQNvvPHGngIGKNr55T1yPtE+JbsG6I6ucmw4Xvp5md9h2mfm92s9+k66mOwbruVkMikAocvlQl9fX1cqr2mTaMffBER0hBuA1KHgvRHwAXacXnbmMffsgyRvvvkm5ufnhQVTKBTwG7/xG0gmk+jr68PRo0extLSEmZkZaf1dq9W6UmL5DOiga0aoBuw0AKjtBM5P7nnArYwzwNonoqOva/KYNqvVvOV3cp4QgOacunTpEl555RVJsdmPYuvc4Vm7G7p3p4VVcT//+c+L40DHsdPpSCGU+fl5XLt2DWtra2i1WoLCAzcNM3PjMA1xqwVuRufMv03FZToB2kjXG5HT6UQikcDIyAiSySTi8bi0SmEBHbZDPHv2LN566617HhnQQorZe5XbcWL1uDqdTomM0LGhAQF0KwEzT4xiAjim88CIlsfjQTAYBAAZe5PCq2myGmzq5YSaTotmB+jr0/eti6Pwb3ZHYKTt3YznexFujizGc+TIESSTSWHIEBzQY6sjLKbjx7nP9/UaNEVvGlaOuz6u1/l6fc7UAb0cTv1szfdpgPI8eqPSjvhu198LNLDSI1YGsNV7VvUQqG/4Q6eQxbrq9Tp+9KMfCeD6bmVsbAxDQ0OIx+M4ffo0SqUSXn31VZRKJdEVpnPN+W/O3V4Ai5Z30j3m9/T6jNW5TeDOHA+r83K8deRNGzw2m01ypqlL6PDz2Hg8Ls+JdXb47CKRiBxLfaiprfp+deErAPj5z38u0ZRqtYq5ubmu+wkEAjh69CiOHTuGkZER2O12MeY8Ho+sfVZ2JnDKCPji4iJ8Pp9U73Y6neKksnAvjSg62gAkMs8CsS6XS9pm6Zo9HGfes3bGbDabON3RaFRajWngjkCq3W6XomtMV+t0OhJE8Hg8QtvnM1hZWcHbb7+N/v5+PPHEE+LsFYtFGQu2x3W73Xj66afh9XrFUS+VSvjpT3+KfD6PZDKJdDqNL3/5y6jX62JoPv/88+jv74fdbsfPf/5znD17Fp1OB8eOHcPQ0JCwtKhX5+bmMDs7K+wxYGfPSyaTklN/t2vP3I64XC4888wzOHnyJFKpFMbGxuByufDII48gnU5L27tCoYCZmRmsrKxgeXlZwAXuO1p/asffZCHpQI4JCJvHcZ3p4mOmPuJ3MljA8eT6pcPJjkq8x76+PnmNVc/r9TouXbqEmZkZTE9P4+LFi/e8vsBuEgqF8MEPfhCxWAwul0sKf5fLZczPz8tzuHHjBq5du4ZSqSQ2AB3w9fV16RgD3ErJN/WqfjZWtWO0naTtZgJz3MNTqZSAbT6fT7pXUEw2o9aVen+nXcdAzPb2tgCiXIMXLlwQsASApHQ+iOLz+TA1NYXt7W3823/7b/HBD34QW1tb8Hq90qWkXC7jypUrWF5eRr1e74r807bkOtK2obYjNROXewD1vxnk1ec2gzfcg/XcMNmcPFazB8wAE+cPWy6urq7ilVdewY0bN7CxsXF3B91C7qSe39fgALBjVDz//PP40Ic+BL/fj9XVVSnSx82/Xq9LlVy2uVpaWsLa2hoajYY8ZJ2PxHuxmjB689C0EqsxMA13rXD0BGRUwuVySRuPI0eOCDDAdiatVkta+qyuruIHP/jBfa9q+n7BgfcierNmy0m/339LsUftlOqN3zQW9PPRiCBpUl6vF6VSSfIjzbmhFZEJFJjOiblJmk4z36PiYy0BGtidzk7VX6K198rwowJnYaWjR4+KAc6xYtqEFRjA//VretPXoAqP12OiwQH9vt7cKRq80a9R9Jjp+WKCRub36Weqz08D0zRc9T2az8mcgybgxNd6AZQaZNFRDRO00t/H1zQwwDartVpN7nFubg6ZTOZdgwN2ux1nzpxBJBJBMBjEiRMnsLm5iTfeeAP5fF7o5Hoj12Nrdc8UDbbsNn6mvNPxpo7X+eRm5MeMbui5QQo8jw2FQnI+u32nbgqdEEbDqS8ikYiABZ1OB4lEAna7XYpGsgtNp9NBNpsVCuv29jZeeeUVPPbYYzh69CjW19cxPT0t13Dx4kVkMpmu699NaDSFQiEMDw/jqaeeQiKRgMvlkt7lZAqFQiFUKhUUCgW5p3g8LhRbh8OB9fV1Ae3JHFldXcXy8jKGhoZw7NgxcY5XVlbw3e9+F4899hii0aiwGUqlEvx+PyYmJsSp4rOKRCJ49NFHRT9evXoVFy9exCOPPIL+/n50OjtMQQJdGxsbEjTgXHQ4HHjxxRdRq9XwrW99S9r+nT59GqOjo+I0Li4u4o033kA4HMbIyAjcbrfoYgD45Cc/iR/96Ed46623RB8CwAsvvACn04lisYhXX30V5XIZfr8fsVgMy8vLXfPPNHKtHCX9rHT+614XbZQ//fTTeOSRRxAMBvHEE09gdHQUoVAIPp8PTqcTjUYD6+vryOfzuHDhQhdN2IqBYwKxXKc6ZXS3/YFpVrQD9R5OIE/bfXrMWXAxmUxieHgYADA8PCzg0cLCgqR91Go1fP3rX8fFixfval2g9yM2mw0f+9jHpHBjKpXCQw89hM3NTczPz0s9hbm5OVy5cgWdTkfqKLRaLaRSKVy8eBGrq6tdz4tiFU23+l8L//d4PMK+IYgaiUTk2fb19d3SBlzr6V4APfcc+gO0vYrFotR1ymazKJVKArrt9Wrz90NsNhtGR0fxuc99DidOnMCpU6ekDX2tVsPKygquXr2KbDbbBRxrh95k1Gpfi6JrYegi4LwG/ub+zuN5HtPX09/Ha9DXoueMZsow9YgF7M+ePYvZ2dn7tq4PwQFD3G43jh8/jvHxcXQ6HTz11FMIh8MSjSDNlcUstre3sbKyItUjHQ4H8vm8RIUp2umg8tJOj75f7RCY4AInplZwXAikX544cULADFK2/H6/REIKhQLOnj2L8fFx2Gw2vPrqq9jY2EClUrmXQ20p9wMcAG4+F5fLJYVlOp2OIN6aFdArKq2NZm7Wuge7x+NBf38/QqEQarUaVldXJScS6HZIzOiwLoRphUTyf533SOeANEddM4MbF5Hre21c8PoCgQBSqRT8fr9ERmj06bQKTTPU0VQTHNBjY+UgUnqBBSbzotdcNFkL+nvNa9SbjRlRsAINtCFvXhedOIrp4FsZKVaGk9WYUHTUS58L6KbYaYoeGQO6cjdp34uLi10tV29XgsEgnn/+edTrdaRSKRw7dgyrq6t4/fXX0Ww2Rfdp8MLKWLMaq15AhRVYZIJxVuAMj9frSDsWWnfwnA6HQ5x+Ut8ZHWZUn9dDijmfPQFrXYyUeqfZbGJ+fh4ejwdHjhxBJBKRebO9vY0333wTxWIRnU4HxWIRV69elWuu1+sIhULw+/1SkflOiNPpxMjICMLhMGw2m9SRcLvdOH36NNrtNhYWFvDKK69ga2sLfr8fH/rQh1Cv14XRdPXqVdjtO/m+bFnK4nhkZfE+2EpO626OO1OYVldXu2iaTqcTwWBQdC+LS2lmgal7TWfFZrPJdfDzwK3pHhrws5JAIGCZ398rOvUgSzwex8TEBFwuF55//nmcOnUKAwMDmJycRDAYFGe81Wrh0qVLyOVyYqOVy2WpM6Ep65wvmklnAqb8m0CeBvX5bNxud1daIdBdzI5zimBeNBrFyMgIRkdH0dfXJ+9vb+/0h798+TI2NjZw48YNvPzyy7hx48aeTCOg2Gw2fPKTn5R03Wg0ihMnTmB7exuLi4sSAFhaWsLbb78Nh8OBZ555Bg7HTneu7e1t6VBz+fJlsVH1uFjtvyb4S53DqKzdbkcymZR0W7KYCMJZ7e38rQEfzbYjq4p6YWlpSfRHo9GQgFy7vdN2mbr7UHqLzbZTkHNkZAROpxN/8Ad/gI985CMy7vV6HdlsVroOsIWgaZ+xPoGuF8L39Bokc0SzhSgmc8/KzjB1ssk6AG7avgSNOEeYYvf1r38dc3NzEvi9X3In5+a+qjnQSzY3N3H+/HnMzc3hzJkzyOfzcDgcWFxcBAChuDLP0Ol0YmhoCCdOnEA2m4XD4cDa2ppMVEY4yuWy5HVrI5OTR9NMgFuNB05s3Z2A3x2Px4V6GYlEcOTIEbjdbjHYWd2UaNvy8jIqlQp+8pOfYHNzE5VK5YFXUnwWrVZL2prRQY3FYgBuonumE6qdExPw0dFDh8Mh1Ext+OnIgukMWtF7teOor0H/UCEyAs3NiFRbXpemie7mMN4tcbvdQoNmFJFRNF6THiPzvk3F22tT169TrAztXo6lFhO4004pRVfM5fEm1V3/tqJy6zlFsXJa9X1bgVf6eP15LVbGlDl+5nWZjjKZTK1WS54hW1nRGbtdYSSHhTIJBJBCaK4/cxx2A0DMMdWv87d+vnp89Pv6WnmMCQDQAeY4pVIpuWb2KKfBSAeXTAwCZZwbTAfg97E1YKvVwksvvYRCoYB2e6dS8vXr16XQ7Llz53D+/Hm59mw2u2uEmAXg7qS0Wi3LQkpOpxOvvvqq3I/+XtYLoP60Aqy048YcXS1W99lsNqUHtnmNVmDIu6H3djodlMvlW15/t0ae1b28l/M8CJLP51Eul2G32zE9PY1PfOIT+MAHPiD1KOz2nSKQiUQCjzzyCAqFAkqlEqrVKvL5PK5duwaHY6d3OFNFGP031xrQXRDYbrdLxFGva61v9X7F+Wi32wUgY3HkarWKeDyOaDQq9TXsdjuy2Sz8fj9eeukl/MVf/AUefvhhvPnmm2KT7nXRc9a0OTY3NwXwSyaTshfm83nMzs5ic3MTTzzxBE6fPo18Pn9LoWQNrpv7MMFXRnjj8bgUTWXdAKZ5arABuJVJqP+nDq7Val2V9Kk3y+Uytra2sLKy0nXvD2qawPuRTmeHTTU9PQ2Hw4E33ngDfr8fxWIRAwMDOHPmDLxeL+r1uvhArCdGf6vT6cgerIuEa1vdBH91MUmroICVPWnuTdqmp21AH4LAe6vVwssvvyzHVyoVzM/P38MRvjdyIJgDWux2O6ampnDs2DHJ1RwaGpL2f4wMJJNJhEKhrkJP2WwWKysrKJfLUmBodXVVKG0ulwu5XE6UCwsSkZpLirtWKOwDz8+73W7E43GkUikphEEgghsSFdbGxgYWFxel0EmlUpHK0XtJ7hdzwIzq6I1+aGgI0WjUcrMHbtLA9WtmdJdKgcXBGMmnY6CBIu3k0+Gi8qLSsnLy+D8VIosOMkeRm7JGuO+X0OA/efIkvF6vgC4sNMbWMhRN19fReDNyDNwaMTedRw28aCaGRoT166ZoRFk7imbag/majhiZ16kjzzoawXvWn9cFmfQ80fNCv66vm797RVrM6zKdf/7me7p2BYvFVSqVro0YAFZXV7GwsLDrnNASCoUwNDQk4zU5OYmpqSnkcjlcvnwZ5XJZosIaYLV65hRzvuv/TSDGpADqqAG/l8eQacRoQDKZFCM4FotJxL/T6SAej3dRF0ltZS40nyHnPvV6o9HAuXPnZFyXl5cxMzMj16Drl+jr5rray9HF2xHTUAfubGTjUA6OeL1eJBIJ/Jt/829w9OhRDA0N4fLly3C73ZicnJQaFGTQ5XI5VCoVVKtVcT5pJ5FVV6vV0Gw2u4r5anDAZrN1sTy4jzmdTtmP2Vs9mUyi3W4jHA4jGo126YhWqyXF2Fj4cWlpCfV6Hd/+9rfx7W9/u8tx2Q8yMDCAT37ykzJ2AwMDGB4eFgYHbSK2zxweHsby8jKuX7+OaDSKkydPYm1tDRcvXpRK9VYArs1mkw4edvtOzQa2RmY6lS50rG0gDQwA1l0USFmnzZ7NZmW+NJtNZLNZKQ65X57NfhOmSwPAQw89hD/6oz/CyZMnJT0nk8lgZWVFCqyzowzXp9XcYQFAoJvhre00pvD1qmWkbSrNDtXgAL+7XC7j7bffxssvvyxzZy/KnZzDB4I5oKXdbmNmZgazs7PiwDz11FM4fvw4wuEwisUiMpkMcrkchoeHhZLo8/kQi8UQDofFeB4dHZUiMkSdS6US6vV6V7sgRsrsdjvS6XQXtcTj8SAWi4my085gtVqV31euXMH29jaGhoZgs9mQz+dx5coVZDIZ6cF7KL1FR+8ZZdKFaoCbtR10ZJhOJZ0iPns6auxXqh0NjV5qkEC3PuIi1awFUyEB3ai8rrhK8EIX49oLm5fNZpMqxdqRIQWMY8Ax4bhqp9d0iHtFyLUDTzGdZP0czc+bv3UlYvN82snUQAKfAR0+vs95wg1EsyE0yq3niMlU0WPB+zHH2gQH9BzUr5sGlwlAcfxpJBPQ1Ll7HO/34pQy0kdpt9vI5XLo7++XHsSVSgWbm5u3gInm9et7NfWe1bVxM9cOvdvtFqB2e3sb8Xgcfr9fQBpWkuc8DYVCXbREvc5p3LpcLmxvb4tu2dzclBx2Vse+cOGCpP8w39hkN5hizsf7WVz2TkqvCM2hHIopjUYDy8vL+Ku/+iscP34cv/Ebv4FGo4HNzU28+uqrkh4ai8UEhKxUKpJqY7fb0d/fj62tLanDUywWsbCw0LU3s8AhI9A+nw/1eh31eh3RaFR63dfrddjtO3VCEomEpAuRbcAINFNo6vU6VlZW8I1vfAMPPfQQvvnNb2J+fl4o9fsN6OM+pvvQcw1zfGkz12o15PN5DA0NSX0sp9OJhYUFlMtl0anUyzyG+2N/f39XlwFdX4U2Ga/JZHlp+4G6nrVz2u02yuWy1EBpNBpdqXL8zCGz5+4KbQ0AeP311/Hv/t2/w0c+8hGMjo5icXERx44dw4kTJ5DP59HX14dMJiMgWy6XQ7Valbmi038JunNe6CAUmb60SbWdqpl8VrYUcJPl7ff7cf78ebz11lu4cuXKngUF7oYcOHAAuIkwUgn88Ic/xNmzZ/Hcc88JfXZkZATLy8sS/Se9n3n/29vbiEQiiMViGBoakslIRcLIsEa3CCBQ4XDS6ugQjealpSWpfNrpdJDL5bC+vo4333xTUgvuR7XL/SpmhKpSqUglbh0FDofDSCaTAHaeBRFrFnYyQQDSHLnBaZaBjv5qw7/T6UjlXkYh6OQQvGCagM1mE7BJ34PNZhM0ey8Z1mQxMJLKgmna6TULAvFz5n1YRe0BWI6n6Zjrz/dy8PX3moaEme5g5WDzeF2EjqKBBq5vGi0mm8TMVdVCcKAXQKIL52hwQYMO+trNjY4/1EcEO2jc8v40Eq+Lat6uMH2KhpnH4xEdTN3K97Xzy2vS46uvWY8Xo4fUq9FoVGj7nU4HQ0NDkqvsdDqlzSavQbcb47iSPVAoFOQ+FhYWkM1m5X1Wpeb1MTXNbrejUCgI3Z17wV5ar4dyKPtF2u02fvCDH+BnP/sZXn/9daRSKfT19eHMmTNotVpYWlrC8ePHceLECQELAAjgGI/HRW+w8wUDO3Qa8vk8NjY24PP5EAqFEAqFhG0QCoWk7WWz2ZR0ORbgo16vVqsoFAqYnZ3F2NgY1tfX8Zd/+Ze4cuUKZmdn8b3vfa9rP9+Pwn1cdwFh0IsON+tlUX/7/X40m02pC1KtVuF2u4UZQH0ajUalpgqDDdw79X6gnXe9L5odAmhPbW9vo16vS4op64xVKhVUKpV9B9AcRGm323jppZdw4cIFKUj40EMP4cUXX0Sz2cRnP/tZTExMoFAoSPtbMg5pbxaLRQnEsNuN2+2W9G+dikvbXgfcGAzhj7bpdVCPdX6uXLlyINMG3kkOJDhgChXId77zHXQ6O8WNYrEY+vv7kU6nYbPtFCRiJJ9GJ4s8BQIBcf5ZDEWjUKQ+2e12aVVDg7VWq2F9fV0mXqvVwsrKCubn59Fu7/RhDgaDWFxclFaLh3J7YuUMAjdp6MxF1McQdOHzNauB8/OkIjNaqJkgACQ3CoDkK1LxaNoinWlurIzWciPTfXJ73SOvybzP+yUaFCGIoVv+6HZPVOpmhN8EQrQjzrHm9+iIjT5GU8H0+fm//uH59G+uSW2IALe2r+NrmvmgmRF0pHUVZQ0GAugyfvi/Big0CKEBRs5BfZ/8jP7fChzQ46KBBIJVbA+mK3FTt9Ggvt35EI1GJSeX+paFw0KhEJLJJAqFAlZXV7vaKPLzvM5IJNKV6pVOp+XaPR4PUqmU3EcwGBTgbmtrS+pgAJB15fP5pIp2qVSSCMPa2pqMY7FYxJtvvinzcGNjA8ViUe7P1Mkm6HUoh3Iod042Nzdx9uxZADtrjY7k1tYW3G43hoaG8Pu///sIh8NSnymRSODMmTMol8sCHNpsNsRiMdnPCRJOTk52FS1jjjtZB5VKRfYtOsMLCwvo6+vD8PAwfvrTn+LnP/85Xn75ZQQCAdTrdVy/fl0clYMgGtgGbtrQBKWpPyORCMLhMACgUChIlNftdiOdTmN7e6etI/UybSNGd+mwaUCYx3FfoNNnt9tlXyGwXavVJFWAaZ+FQkGu/ZAZsDdFF1K/fPkyrl69CqfTiUKhgI9+9KPIZDKw2+147LHHxD4nSEefrFqtolarodFoCJhnFhdmwWDa3rRvgJ0A7+zsrNg5MzMzuHDhQleA8UEGlA5czYF3I0Q1/X4/+vv7JZrW19eHWCwmUSUe53a7USgUsLW1JWgnJyTp56TBkOJSLBYxMzPTpfxqtVrP4kX7Uei47SXRTpLV3zqX3Ol0IpFIwO/3i2JhfYhwONxFRbLb7UInJH2YqQqkQfI1sgYymYwUkNTOqnY4b/eezJw93te9EH73qVOnur5bO/MsGkRHWedqcww1uKCdZFLe+ZzoeDMSrGllmrbP79YOMb/PHB8dnaeTTOdcgwP6nug8M6qhc9lIV+XfBAkpOvLBczNyraPXvH/NYtne3u6q5WDOY96zFUuD164rQ/N15u1ubm7KPCUw4XK5xFhbWVmxLEhnisPhwPj4eBeLhNdFps7AwIC0tmu1WtKBw+FwIBqNdoEBrPrebreRTqfFsCdbi4AJx5LXv7y8LCkCbIHHZ7K0tCStGR0OB2ZmZsTo5PUcyqEcyv6UeDyOJ554QpxGl8uFI0eO4OMf/7h02yBT0+/3S3cKgohkBKyvr0vgaGVlRdIQvv3tb8Pr9WJkZATf+MY3cOHChQMNDHq9Xjz//POYnJyUnPzBwUEkk0nMzc3h3LlzsNls0jac+5NJ+ybArYMJel/Wzhf/Nt/f2NiQaG+9XsfCwoLYCZ1OB/l83jJl8FD2n5C5s729LUWRO50OotEoxsfHMTIygkcffRSZTEaAgUwmgx/84Ad4+OGHcfLkSSwuLsLr9SIajUrglqkl3//+91EoFAR0un79+v2+5Tsqd3L+P9DggBZtaO/2mhmpsxJzSA8V1v4Qq2eqnc73Kgft+b/bNd4LqLF6f7+IqRfutrzf73qvY3u7n+v1DDWjwVxLVmP4fu5T62YrHbyf5tehHMqhvD/RKV23Kxps1U6qyWZ7EMQEnU1Wnn7tbgYsDu3pQwG62Sx6DXJ9araJOXd53EFnAux5cEBHufa7mEYvI306SvmgKisdbT2Iwmi1VkSxWAxnzpyRSASjrFpxMXpuVj/lvMnn87hw4cK+bEfJHMGDIKOjo9JD2Waz4bnnnsPzzz8Pv98viLPX65V8fJttp1Dol770JaGjfepTn8Lx48cxPz+PP/3TP0UkEsHzzz+Pq1ev4oc//CE6nQ6SySSWlpYksrKb9AJQ7ocwWn8QhQwEtjw1GV33e+zvl2gq8b36PjPNCOgNvrGieTqdxsc//nG43W68+eab8Pl8+OAHPwi73S6UVdJJm80marWaUEzJbmk2m9LCeHl5WXJUeS3b29tYW1vrSuVh3Quv14v19fV9XRdIU3APgjAFIRgMihPf6ewUJjxITM1D6S1anxykuX3QRRdxtnpuZOOydlAsFpNioUwJItuXthrBANrvi4uLuHr1qnyfzbbTJc6qje1+lT0PDmjHaL+I2+2Gw+HAc889h8cffxy1Wg1f/epXsbS0BKC7P6tZOOtBFV308SCIzhUPBAI4duwYfD5fF+XY6/VKLp3u36s/T4BAF5Njnh3nTC6Xw4ULF8QgbTQa+8KAsdlsCAQC+wL8YwVkrtGTJ0/i9OnTAvA9+eSTiEaj4vxzcwkEAggEAkKxZ29rt9uNUqkkufoOhwPhcFgK7Z0/fx7hcBgPPfQQrly5gq985Suw2+0YHBzE//7f/xvb29uYn59HsVi8JYVCy17RKSyMelBER7kikQhCoZAANg6HQ1rI6kjhgya6svu9kt3SZXhNnc5OpfNEIoHPfOYzSKfTGB8fB7DT+hcAEokEtra2UKlUJOWLDiKrX+vzb29vo1AoYH5+HnNzc9JxiN9LII9gr9vtRjKZxKlTp3Ds2DEsLy9jdXVVUlNo3G5tbeFb3/oWlpeX98xatpKDVjzT6XRiYGBACqsyhahUKu3JFtCHcnfETNU7lL0p2i7WQKVZi4jAQDgcRiKRgMfjQTqdRiwWQzweh8fjkXRPzSCgHqcdzhQi2ntOpxOZTAarq6sAbtYOu3Tpkvh9ukvHfpBDcOB9iolOuVwu/It/8S/w4osvwufzwev1olwu47/+1/+Kubk5LC0tSS65SV3dTxPnTst+BwdoCFNBnTx5EolEAgCkUjEAacMCQPKk6dxZFVXTrBIajHQ+NXjAHrxutxvr6+uS/8Q8x70o+wEccDqdOHnyJH7t134NiURCnhnrAmi6KYssuVwueL1eVCoVyXtzuVwoFotS2ToYDKJSqcDv96Ovrw/RaBSbm5vSxo71FfRcAHbWSbVaRafTwTe/+U3YbDZMT0/jy1/+MgqFgrTC49zZKzrloIADVpHpvr4+xONxAJCiWK1WCxsbG/KsHkS5X+CA3k81iOP1evHss89iYWEBH/3oR9Hf34+JiQkAN2mitVoN29vbwhRghfJ6vY5arQaHwyGF5nQRWDqPAJDNZiUnnecG0FXV2ul0IhwO4/jx4zhy5AjS6bQUqDWLiV64cAHf/e538frrr8sead7j/Z5jBwkccDgcUmjaLNa6ubmJQqEgz3evMLMO5e6J7hiko8eHcn+FzyQcDuOpp57C9PQ07HZ7V7t2Fnn3+/3SWSSRSGBwcBD9/f2w2+1IJpPw+/1S2w0AarUa6vW66FvuZQz8bm1tCQBMe5B1rMhIs9lsAi5vbW3h7Nmz0pJzP/g6h+DAu5R3qiXgcrnwiU98Ar/zO7+DaDQqrVSy2SzOnz+PL3zhC9KBQMuDDhDsN3CAiHIikcDAwID0MY3FYuh0OohEIhKl0tRaHYEC0DW3zSr2dDJIW6WSoVLke2yrRhRT92dnITjOUVbn3Quyl8ABfQ36mQSDQfyrf/WvMDo62rXh6CKSBHhKpZL87/V6USwWBSzweDzS8SIUCklhq1arhVgshmQyKcUJQ6EQ+vr64Pf7ZfNjoUp9vZwrjUYDFy5cwKVLl/CDH/wALpcLX/va14Sl0kun6Hu+23rnoIADQHd0mjqAzAE6mYwwb2xsHCjH6d3I/QAH9Nrl9/v9fjz++OMYGBjABz/4QeTzeUSjUQHRWPhM95vnTz6fR7lcRq1WE/C1XC6jWq1KK0+CuwT2dDcPvafrDiTUC/F4HMlkElNTU0gmk1KMWK93r9eLpaUl/M//+T+xtLQkhTi1UB9oe+RezrmDNMddLhfS6TS8Xq+8pgvjNRoN5HK5w0jyAyK6Cw/36EO5f2Kz7XSECwaD8Pl8+NVf/VUkk0n81V/9FZxOJ6rVKprNJoLBoDAEvF4v1tbW4PV6pUg82whzj6KO9/v9EqzThS+1vcTuFWQP0E+lTUA9TzuRe8T29jYuXbqEt956q4tFvBd15yE48C5FpwLQQSTS3+l0kEql8K//9b/GxMREFyXN7Xbj4sWL+NKXvoRz586JgtGRjUNwYH+AAzabDYODgzhy5AgikQii0ahEfdgiiQYaq+wzf4nzmQikPga4yRCgk0EF1Ww2u6JV9Xpd2ruxTQrPwaiz1+uF0+mUPsl2ux35fB65XE4im/ezzsP9Ages6MYEU/gsHn74Yeku8txzzwHoroDcaDTQaDQAQHQAwQICNax2TWSZUQeCBS6XC5ubm/B6vQiHwwiHw6jVaojFYohGo9LWKZVKIZlMIhwOd3VwMMet0WigVCrh+vXr+Cf/5J9Ij2bNPND3y9QU/q9/32k5SOAAcHMcGYlgpICAHfUZ+2If5HoqveRugANWTq/J5qBTPT4+jqeffhoTExM4fvy4UEpZbbrRaKBcLgsTgHpxc3MTGxsbAgKwfWyn0+nqwGHmomqnX3cl4XWZY8N54nQ6MTo6ioGBAQEOuf5Zs8RutyObzSKbzeKrX/0qisUiGo0G1tbWugDl+yUHDRzo7++XlsTsNMXnTCCpVCodOooHXBgZ1j4I7bJDubei03T7+vqkbkAgEIDH44HH48Hw8DCAnXaZbEdMm466u9VqoV6vY3NzE263W7oRFYtFOBwOJJPJrnQwp9OJYDDY1T2D5yWTlP/zM5phwnRfrSsuXryIXC4ngNO1a9f2nP9zCA68BzELH/E1ADh9+jT+4A/+APF4/BZKuN1ux/z8PL785S/jlVdekfZX/LHqif6gyF4HB+iMpdNpnDhxAgMDA4hEIoIoMsrA1pTBYFCUF5UTW72Rds5iJ3zPLN6lwSL2Td7c3ESj0UCtVkOxWMTs7CzefvttFItFeY9OGI1LGsUEs6iQlpaWsLGxIUbxvZZ7CQ6YuchaHA4HQqEQjh49iocffhh+vx/hcFiMABYh29rakjVKY1GflywhCo819YXOReZGwzlASnMwGBTmUTQaxfDwMJLJJDweD3w+H6LRKILBoMwZrSOXlpbw7W9/G+fOncM3v/lNxONxXL58uWeRHv3aIThwe2K32wXUCYVCXQVH6TyyDe36+roASQ+S3GlwoNe+qx31QCCAZDKJD3zgA5icnMQjjzwirCuuZaZera+vI5PJIJ/PSwoInfpqtdrFANBMAK45c23r93UBWb236wi0BhaCwSAikQgCgYBExQgSJpNJJBIJcVSYrrS6uoq//uu/llzX+0lxPyjgAJlATBNie1o6Arr9bLVa3ddFJA/lnUUXgGYB0a2tLZTL5UNg6B6Kw+FAIBCQSH8ikUAwGBTWXjKZRCwWE9YVWxLncjlkMhnR0Swa2Gw24fP5xC4hQAwAkUgEAGSdezwe0QcEC6mjaVM5nU74fD5J8WVgiamn1M3cf7gX8ff3vvc95HI5AR/3QurKIThwm2LmL/K3Nqp9Ph9+7/d+Dy+88IIcQ2eME6RWq2FxcRFf/OIXce3aNfnsgy57FRxwOp2Ix+M4c+aM9D0fGRlBIBAQRggr0fP6SWfy+XyizIgs8m+yB5iPztfowOv5A6DLUAV25szm5iYWFxfx2muvIZPJiCJcX19HsViUqqsOh6OrWj4jxpy/s7OzmJ+fv+fjfy/BAT2O+vucTiceffRRnDx5EsBOBwmXyyVVZzVAQFqYjsRr6ZUqBNzUH/o6TEeC7AIi0Yxc+Xw+9PX1IZlMCqg0MDAghXR4DIsmUtbX1/HTn/4UiUQCX//61zE9PY033ngDuVxOkGwNWNxN5tJBAgcIBsZiMQHdSBkHbq7VVqsFj8eD9fV1FAqFLobZgyB3izmgfwM311YoFMKLL76IqakpHD16VADaer2OarWKQqGAXC4Hp9OJbDaLtbU1YV5tbm6KbqBxZoIQWidbpRZqp5/XpUEjrjk6mDwXP8t5xL2CIOH4+DhOnjwpubPcW6rVKpaXl/Htb38bP/rRj7r2iMO0gncvtDcHBgbg8/m6GBmaGcj7rFarWF9fPxD3fii9RdcR8nq94mSyMOmhvH8x2V96PblcLkkhYArt0NAQJiYmkEgkpKuI0+nE+vq6MDYLhQKy2WxXhJ52CJ13XRfGrB1DcIC2ut57AoEA/H6/fN5utyMajSIUCokOZvCAeyA7NjEItLm5iVarhUajgdXVVZRKJSwuLiKXy8Fms9339N99Bw5YRf60vNP771X0xDVFX9+nP/1pfP7znxfaMCegzWbDxsYGrl69isXFRXznO9/B0tKSZfThoMpuz2YvggOpVAqPP/44UqkU+vr65Pmw2inpTKFQSHJNadTx+XMO61xTGotm8Tmgu32naYzyf+1QkgK7sbGB9fV1rK2tYX5+HktLS1haWsLy8jJKpZJEMXntzG0FdpQWldO9zKW8l+CA7mdrs9kwNDSEYDAIt9uNxx57TFggW1tbsoHoGhCMBpsUYqsoprmG9Rrn//oY/b/WM0xLIvPD7/fLXOnr60N/f78U1env75eNUlOrKc1mE+VyGf/tv/03/OVf/iVstp06KGYF3UNwYHfhM2TuomZu0LFjpJj6rN1uo1AooFQqdQFI9zPSey/kbjAHzN8cz2AwiI9//OP45V/+ZTidTikU2Ol0hH6/traG1dVVbG9vS9rA5uamGIAmi88E+3Tva4oG/TR7gAaiLmjHuWK+x3QUk6UA7OitSCSCyclJJJNJDA8Po6+vTxgOTBt7+eWX8YMf/AD5fP6erGdTDoKDHAqFEIlEZK9mTQru4dT/drsdHo8HdrsdKysrXS0qD+VgidY1ZPdRp+w1e/Wgid1uRzwel3o+brcbfr8fw8PDGB8fRyqVEkbv5uYm8vk8bty4gUqlglqthkKhgHq9LrrWCoDQep9rXR/LPcRMLeE5gJs61ufzSQoY5wsBA553c3NT2nezrkGtVhMgIpPJSD2b+fn5+woQ3Emddk8qD72TI3EvHA3zu7hJT01N4cknn0S5XIbNZhNKucPhQLVaxfT0NC5cuIB2u42RkRFUq9Uug/GgbzD38tm8H/F4PIhGo/jwhz+MiYkJiQqSCcAoPJFMggTATSeBoivd0qCjQcnoItDdJofpJlbRZTp++oe00/HxcTSbTYmQLS4u4tKlS5iensb09DTW19dRqVTQbDYRCoXQbDbFmRkeHkan08H8/DxqtRqazeYtzsx+FSp6RtbdbjeeffZZMbK3tra6WgKSSkoQgJsEz6Wfqf4Ok92hZTcQUP+vnQwaH2SJ1Ot1eebMec1ms3A6nSgWi6jVakin01JtW9PaGPX4/d//fZw+fRqDg4P44z/+Y7z88stdhr25Rg+6Tnqvsrm5KRt3p3MzNYR5jASjtre3EQgE0N/fj06nI+0NKYfj++5Fr6FgMIjTp08jFApJnniz2USn00GtVkO5XBagNJfLoVaryXri+tLALGDt8Ovv5jFaP5t5/yazQb+ngUXqDEYneW2MYJEaW6vVEAwGMTc3h3Q6jb6+PvT19SEYDKKvrw+f+9znMDExgYWFBfz93/+9MMcO59fti9frRSgUknnBfYAOCPcEzr92u41QKIR8Pn/fo3yHcueE65MgEdlErDVxuKburjBoNDAwgOHhYaHx9/X1weVyYWxsDH6/H9lsFqurq6hUKsIQYH0fpnjqorNcy7SJzO5gQHdXMNraGtjVYnYyYUovdQU727AwNYED6mUyCWjvk+kbCASwubmJWCyG9fX1A5G+cqDTCqxEG/tjY2P4zd/8TQwODgqdNJ1OIxgMotVqYWFhAd///vcxNzcn1JNLly6hVCrJhHpQQAIr2QvMAYfDgWg0imeeeQZ9fX0YHx+Hx+ORKDvzQemsc/PQ0X+9mdDA0+2rtPFnRpJJOeXz54akc1yBm9VzfT4fIpEIYrGYfLc2aMkqWFpawqVLl3D58mVcvHgRMzMzKBQKsNlsiMViUiOBipB0J+ay3i2A4G4zBzTzwu1249ixYxgaGoLNZkMqlZL3qaAZReQ4EPQDYEkJN5kwfO7cYPQ10AEwAQITfTbf15uWyTrRaSmpVApDQ0MYHh6WHup9fX3yvgYzaPS++uqr+Pf//t/j7NmzqNVqooP099ypdl0HhTlAYSEkbWhw/AgKMxrAlI/19XVks9kDAbjdjtxt5oDf78fzzz+Pj33sY9ja2sKNGzfw2GOPCUsvk8kgk8lgeXkZhULhFsNe/60dd36HBgC4/rSxaQJ6/IzJbDBZAjpSpZlIBAf0ZwhY6vXPHNihoSGMjY3h6NGj0tEEAH7yk59gfn4eP/zhDyU3+m7bFPsRiKCOA3aoy6xizn3bbrdLQUju47VaTVJRAEjEkoDUoexf0cxMri3un1tbW1heXsbs7KzUIzmUOys2205Nr3Q6jVQqhUgkArfbjWg0Kq1emdq5traGlZUVZLNZlEollMvlLluFARGn04l6vd4FDnDdW7G0dFoW9S2AW3xQ6mzzNf15M6WYOj4UCkm3A6Y48LPcD+gHEPC4H0WN9x1zYK+IlUPDiJ6ueszKl8ViURCojY0NdDodDA4Ooq+vDysrK8I2ONxg7o/E43E88cQTSKVSSKVS4iy73W6Ew+GunCcaCtqBY9V5bSgCEKVEx5/9UWlMUUEQCGDhLOAmiknRNCgA4txPTEwI7ZyOCIvnhEIhDA0N4fTp01heXsabb76Jl19+GRcvXkQmk8HGxgYajQaq1arkuQOA2+0Wynq9Xkcul7vHT+S9i3awHQ4HEokEHnroISSTSaHdV6vVrm4Q2jnguNvt9lvQZe2s6/Wq60XoQoVmzRHzPPo1/m9SmvUxuho+C1Da7XaJkq6vr8PtdmNwcBBDQ0NIJpOS9sL5SYftqaeewpe+9CX82Z/9Gf7kT/4EzWZTNjw6FJpBwft+kIWAdSgU6gJRNjc34XA44Pf7u4wYOmxOpxNDQ0NoNBooFouHuv59is/nwxNPPIGJiQkpIheNRlEoFNBsNjE3N4fV1VWsr69LxwHtpAPWBQ41qMcfLVon99IF+lj9t9bdZrFSvqajVdRfGhxutVrSaaFQKGBlZQWdTgcDAwOS5vLEE0/gySefxIkTJzA7O4u/+7u/eyALYr6T6GdNgJ8MDRZ+ZZFIr9eLaDSKWCwmdR6q1ap8lvPrUPan0KYjSPTss89icnJS6keFw2EUi0W88soruHz5Mq5du4ZSqSTsnsNn//4lmUzihRdewLFjx5DL5YSmT2e60WigUqngxo0bWFxcRLFYBABJAdUBMt0BjAC+DsKZAQ9di8vUyzxO/6/BXs000MfQLmD7caYdAhAg2LSxaJuRSUDdwn0sn8/freG/q/JAgQMUPtxSqYQ33nhDnEpOVlJh3G43JicnMTk5ifn5eayvrwO4SRN/++23DxXMfZJ4PI4XX3wRo6OjXSwBpg8Eg0EEAgGhC+veqKT80HAD0OXIsW0Ko4vNZlP6sOpidxo40DQizgk6sUwD4P9utxtLS0vw+XyyifEnFouJoRMMBnHkyBGMjIzgySefxMzMDF5++WX8+Mc/xrVr17C6ugqXyyV9YenUjoyMiGFp5rPuFbEyzG02G/r6+hAIBBCJRNDf3y8bDIvBcKPQn9F/cw1bpQpoZ55Knk69lYNhAgvmtVqBBqbToY8jwsz+6ltbW5JnZ7fbJcd6bGxMImLxeByBQEDmkM22U8Tt9OnT+LVf+zV85zvfEYRaAxG85r347O+12Gw2aSnJ50DjhGtHzzOXyyVtSBlNYEulQ7EWKzYNAESjUaRSKYyOjuLkyZOIxWLSSiqXy2FtbQ3Ly8uo1+tdRVmt2Dw6v1Qbg+Za43XwdQ3a6QiUPq4X08Z8n9/PvcQqEmUCzQSntre3USwWJdAwPDyMoaEhxONxpFIphMNhnDlzBsePH8e5c+dw5cqVru/vBWg8iMLCYUw7I7BOYLxWq8Fut6NarcLv9+PJJ59EtVrFK6+8IuN/twu6HsrdE1K+O50O+vv7MTU1hWAwiKWlJVQqFXQ6HfT19eH48eP47Gc/i0qlgq997Wt46aWXYLfbJV3zUN69cL2l02k8/vjjkkaQSqUk0FUul5HJZLC9vY35+XnMzs4Ky1izPbT+ZLANQNf61GlBVrpYO/2U3ZiTpk1n7hkMFunrYTtyppyz7Tj9RF4naw+0220J8tB32G/ywIEDmn4yNTUFl8uFXC6HUCiE8fFxnDp1Ck888QQKhQKCwSBGR0fRaDSQSqVw48YNbGxsoFQqwel0IhKJCLvgUO6dxONxfOITn8Do6KjkakciEakvwNoCrFaqoz+aJk5HisYoHVDSqUlbpxNHhgCdPFKK+Hmd46QZCnTUdR4VEWwql0AggHA4jKGhIQwMDCAejyMejwvoceLECUxMTGBkZAT9/f147bXXcOnSJeRyOSlcR6eT0ZFoNApgbwIE5vWEw2Ekk0kcO3YM6XRaQJh6vS7KWlPmrShiekMxDT8rI9CMJmrqsBYTBNBta97JmeDnTQeF30+QyWazodFoSJrExsYGkskkNjc3kUqlBCDgHPvwhz+MU6dO4bOf/Sz+9m//Fv/n//yfrty5XnUUHkQhHVD3sff7/QgGg0in0wgEAmg0GlLtnGuZoEssFoPb7ZZikIdyq5jReq6/Rx55BL/0S78E4Ga7KdbeWFpawsLCAjKZjNTn2NzclDlM0bqU/2uQwDyOf/O3rj1CsIfXa9aPMQ1GnZrE77RqRaqvyxwXglI8hoWrisUistkshoeHxcZgMax/+A//Ib7+9a8LeKIjZ7uN/4Ow5m02G3w+nwBN3EOBnW4ElUpF9kOXy4WlpSVMTEzgM5/5DDweD77//e9jfX1dQL9Go/FAjNtBEq/XK8XtpqamMDw8jI2NDVy6dAkbGxtiZ507dw4f+9jH8KEPfQi/8iu/AqfTifPnz3cFfg6f/e2LzbZT62pychKnTp0SkIYM2Eajgbm5OczNzWFpaQnb29vS9ScQCAiz0wRyda0o03Yydb3JDrCS3QBfigYd9Hl1qgP/Z40B2hFmy0PaFgQG+L0OhwMDAwPI5XLSTWu/yAMFDmjDGdhBg0qlEur1Oh5++GH84i/+Io4ePYq1tTV8//vfR71eh9PpxMbGBgYHBzE5OYlWq4XV1VVsbW0hFAphYWEBS0tLh8Vt7rLQ4ff5fHjhhRdw9OhRYQww4s6IDlMLtGjlA0CAAADihLKwHdto1Wo1cUh1azwtBBvYHs0q51sXwdIOytbWlswx1hOYnZ1FOByW/NTx8XH09/cjHA7D5XLh5MmTGBoawjPPPINXXnkFL730Et58800sLS0JXZJKmCkKHo9HqKx7RbTB7XK5cPr0aRw9erTLqdU54abRrynzvTYLTR3Tn9Fi1nzQxjy/l1E/Kn4rhFo7E/xughQaHNDn1ukAuh/35uYmstksNjY2pNZFX18f/H4//H6/dLAYHh7G8PAwTpw4gf7+frz++ut49dVXD9OdDGGNET4bFgINBoMS4dja2pJ6EIwKs5dyrVaTFARGtA/Ht1usWDl9fX0YHh6WVmJk/uRyOenOwsJ9Wm9asQG0Pt2N2aPXI4/R1H/dltZut4tjqFkKXLtmNwKguyVir2vU16nZKoy4sTMDK3OXy2VUKhVUq1WMjIzA7Xbj0UcfxfHjx3H58mV84xvfwOrqKhYXF28xaB8k4X2zJSl7nvt8PthsO2lnxWJRakIBOzbe9PQ0fvjDH+LTn/40PvnJT6Jer+MHP/iBBHkOZf8I1xQ7EAwPDwuIPj8/j1KpJM7a9vY25ubm8O1vfxs+nw9PP/00XnzxRTgcDszOzkqh50PZXbjuyA549NFHMTY2Jvul1+tFq9VCPp/H0tISrly5guXlZVSrVQA32xqydbipv610uxaTGaD1n9aDVjp4N7ECHKxsO56LgQMyhmkzEChg+oFmMzgcDklnbLfbt7CM97I8sJqx0+lgbW0NuVwOiUQC6XQag4ODWFlZwf/9v/8X3/3ud8UgbLfbSCQSOHnypLTjKJfLuHr1KgYGBlCv16U1jhW6/yBu5HdSQqGQ0JeCwSCSySSCwSD8fr+kEOhCItpYM5105hTR8LfZbPJ3s9nseo81BjSiqKmtALqMTtNxNRWgRhT18UQkW62WGIlra2uCvh45cgRjY2OIxWLSuun06dOIxWIIh8MIhUJ44403kM/nBdgIhUJSb4HRkUKhcF/m4m7GNDtJ0MAD0MXQMNkYuznmOvJvFcEHbuap8dmweCWPdzqdUpCUzBGPx9PFJtE9b00WgQYael2Dvn46DpyfpFeztQ/nRDKZRCwWE/ox02WI5P/hH/4hNjY28D/+x//AF7/4ReRyuUPa7P9fbLablatjsRgeeeQRJBIJrKysYGFhAevr6wIChUIhRKNRKfjJZ6ABhsN81W6xAt+SySQ+85nP4Omnn+4yrIrFIhYXFzE/P49sNotGo3FLrQ7OWxpRNLY00KbBO1PfU69Qx5IOSkOOxhwLX1kxilhLhnuAfu56P6CY18H3+b+uQcDUMgLEGxsbEp3a2tqS/SQUCuHUqVMAgJdfflkYFiYQw/MedOEYM1BA49zj8cieXa/XuyKTBPbfeustpFIpfOQjH8GLL76ItbU1nD17Vuq/HDKt9od0OjsdjOLxuBSY7XQ6yGQyyOfzXVR1MkNXVlZw7tw5TExMCJh+48YNDA4OSoenQ9ldmKZ79OhRRCIRbG5uCmOn0WhgeXkZ5XIZCwsL0lqbLeFNG4s6nmwo036zEq5l0/4zbe53K2Y9G+DWujOarUqh/Uf2L9MMeF8MVJIJ5/f7kUwmBbzcDwDBAwUOWFXG3N7eRjQaxSOPPIK5uTl89atfxUsvvYRarSbAgN1ux+LiIprNJnw+H/r7+wVIYH4NiypRHlR0/05LOBzGJz/5SSQSCdhsOznpkUgE0Wi0CxQg3VMbBcBNYxO4WeG+Wq2iXC53dZxgSxNdaNDK+NSGqmkc8vsoGkjQESezxZ42aPX1V6tVXLp0CUtLS+jv78fY2BiOHDmCwcFBBAIBjI6OIhKJYGpqCuPj4/jxj3+Mt956S+au1+uV+x4YGLjnuU8m0muODet7nDp1CslksivPSxd47OXgvhNqTAWtwZpoNNrVTYVFKzU6Tr3AlBIi4wQL3G63pJpUKhWJ7tdqtS56sgYNdORRjw2fv2YcsC0lKbKFQgHlchnxeBz1eh39/f2IRqPwer1SPM/lciGZTOJf/st/Cbvdji984QvI5/OWm+27Qdf3u9DRqtfr8Pv9ePjhh3Hq1CncuHED165dQyaTkWfDZ+DxeKR2iW5x6Pf7ZV0e9HG7XTEBuk6nI2lfH/nIRyRtr9FoIJ/PY25uDvPz8wJkcn/VTCCzQCjQzcTh2GuQzwpsZCFaHeFh5F63F9XfxfORQUZ22dbWlqQAEbjU+wRF7w86xYn3RF3A7ycgyNSwTCaDVqslhjVp87/0S7+EWq2Gn//851260Rz7gy7BYBADAwNdz1Az8RiZ5OucV+vr6zh79iwGBgbw0EMP4fnnn8fi4iJWVlYE5D2UvS9kzPn9fsTjcfh8PlQqFUm90V1+NPi+uLiIa9eu4cknn8TQ0BAmJiak+GmlUrkllfBQbko4HMZHPvIRVCoVYQGw6CC7EFy7dk3SeVhThgX8dCqB1lmmQ98LGLB6v9ff70es7CLtB1jZ+LrDWbvdFn9Ed1jY2toSX4CgJm3LvayzHwhwwAppd7lcUi3+qaeewtbWFr7+9a/jZz/7mVSsZgskYMc42djYwNtvv41ms4mBgQE8/PDDyGaz4qD9/Oc/RzabvQUYOAQK3p3Y7XaEw2H4/X48/vjjOH78uKByZAswz0lXNdVGJnBz4eq0AJ1KQoXFY2n08RqAWx1QIqDmMyVKbVa3Nmnlpujokk6LoEKq1+soFApdfWFPnTqF4eFhKWL46KOPIhAIiMK+dOkSyuUyyuWyUFk9Hg/6+/uxuLh4TwwhbbRTsepn43A4EIlEMDk5iXQ6LQwOPi99LF+zooBZFSzTBShDoVBXW8pEItFVXZa97rVw/PlDiqJOD6ExqnuvVyoVlEolVKtV2O12AQ4Yedb3Y9KTTQCFDBdW9+X40DFot9uIx+MyXyixWAy/+7u/C5vNhv/yX/5LV9Elvanp+X1QDSPOBW7S1NlbW1uYnp7G2traLXNta2sLlUoFbrdb0jh0USGT1v6gi563ZNj9g3/wD/Dss88K06ZcLiOfz2N5eRlLS0uSLmNVfErT+XUqDoVsIjr53KO5lgnsaNYUGUHamaSYDC79bMlgstlu5ifrmjSMAOn0Ayvdz3skI8HUY7yuzc1NZDIZnDt3Dk6nExMTE4jH45icnEQgEMCHP/xhbG9v4+zZsw9kGqPNttNGl6lV3O/ZAcZM+dNjv7m5icXFRZw9exaJRAKnT5/GjRs38OMf/1jqDxDkPVzXe1NsNhsikYi0yCPQv7q6KgERAobATWAYAHK5HC5fvoyRkRFEo1Ekk0m88cYbXSDdoXQL03PT6TTGx8exuLgIn8+Hvr4+uN1uNJtNrK6uYm5urgtkIaCu9wUGVQDr+k/vxsHfjY35bkQHnswit3wfQJdO0Awwgso6wKODPrQVqfcpukPa/W4Fv5s8EOAARW/+gUAA7XYbIyMjOHHiBK5cuYJz584JXYbGhMfjEcXRarUwOzuLfD6PJ598EuPj4zJJTpw4If07G42GTBrtvLwTzfhQdoRIZSKRQCQSgdfrldZu7EDAgoPATdowhf+zkwAZAWz/R6qwaYBykVvRsbVza2W0ms4w3zcdQKC7YrYGNMwImtPphN/vl2tqNpuSK5fL5XDixAn09fXB6/ViYmJCEEybzYYrV64gm82KY1uv1wVQuduFUbTzbuZ18RpHRkZw5MgRxGKxW6i7jABSqfI8ZtEw/bcG/dgCkK2sCCIxqqg3AK3c9Tn5mrkp6GP4XTw+FosJK6XT6UjxUvZYJlDA83E89H1q9gur6m9sbMBmswmjQOunTqcjxQp5XX19ffj0pz+Nv/iLv0C1WhUww3RUzPs+SKIZO61WCx6PBxMTEwiFQrh8+TLW1tZ6gmSsOByPx7tqdjAtx+PxCJPkQXYkTJ3ndDpx5MgRPP/88wgEAqhWqygUClheXsb6+roAA2Rn8RxAd3FQK2Cdz1IDAFwHACRtgGwPzSgzResMc/3riJbWXRq0oD51u90CchA00PNit31AA5u8Ts7VtbU1nDt3DqVSCRMTExgfHxfH9bHHHsPq6ipmZma6bIoHQTweD2Kx2C2Mknq9jmKxKEwU4NaADAGCXC6HQqGARCKBZDIpwQWCMw/KWO5HITtuc3NTmHOlUkn0smYSMdACQNbVjRs3MDMzgzNnzuDo0aO4fv06ZmdnUS6XpYPFoeyIzWZDOp1GX18ftra28Oabb2JychKjo6PCBpudncXCwoIU/wTQFTXX/g71nXbIewHsVhH6u8GO0ufS4K7223gfZq0X/VsDS2baMV+j3ct9hGkX/H8vygMBDpgGMB0RFjWhoUKHhIrFpME4HA4x1q9fv45YLIZIJIJCoYDLly8jGo1icnISV65ckWgDv89EpQ7FWpxOJwYHBxGJRCSnLBQKIRgMwuVydVVt133dtQJiUTfm3+tK2KT4mHmr3FyAbsRQixllNEUbmL3e4986gmUqSUapeRyPsdls2NzcxMrKinQm6HQ6AqCMj4930ZwuXLiAcrkseU/BYBBjY2O4fv16l4F+p8VkCQA3lWwikZBWfKFQSCJgOqLGNakBFT1mZnSH69Xtdktlf7aZIfVeOwFWm06v++Cz0d+tQUYeB0BoywR0QqFQl+FRKBSExsx5ymvQoJC+b+Y+53K5rjoEnNNsdxgKhaSVFwA89NBD+K3f+i186Utfwurqapejw+/sNf8OgnAcCTixc4meWyZAosecjB0yB8g0ogNRq9X2NOp/t8Q0kOjUJhIJnDp1Cr/xG78Br9eLWq2GfD6PGzduYHp6Wlr4cb2bAJzuCqDf18UDdScagsPUj6w3Q0dbP1OtM0wQ0HQg9do2QUS2zQMg+oWGHllp7OutmRHUx7wfrTfMdccI9tLSkuxfzWZT8qVrtRqefPJJCUSYz+SgisPhQCKREKaGz+cDsFM0VHcS0s9LP/t2e6czzPLyMq5evYrR0VFMTU1hdHQU5XIZwWAQbrd7T3b2OZQdITMyHA5LXaBMJiO1o8x1wCAD50Q+n8fFixcRi8UwOTmJqakpLCwsYGhoSNbuoewIGQLRaBStVguDg4MYGhqCzWbD6uoqcrkcVldXsbGxIcxI+lN6b9UFuLnvarvKBAlM/axfu5O+U68Akw5C6Tml7VkrgMMEF6x8Pc5H2pJutxuhUAilUgm1Wu2O3dudkgcKHOBD1Jv8xMQEotEorl69imKxKBEJ5rBrp8Vut3fRaWZnZ3Hq1ClEIhE0m02J7mazWak+fyi3Lw6HA8eOHcNTTz0lhfdYdI8RIwIAdHaY30Rgh7ngNBjYHo6/udA1IKAN03eKxLwT/cw0Tkwn1+pYDUZoWr2OqumaCp1OB8ViEZcvXwYAjI2NIRqNSstDVpC12+24fPmyFKcDIDSxra0tFAoFqSh7p8VEXm02G4aGhvDwww8jFosBgOTvMhqnqWg6vUOPqa4bwvVIRkkgEEA6nZZ712yQXmJuQNr51/fRi25qAhhMU7DZdjpYhMNhRCIRtFotAQu4GZAKq/OTNRKtKY8EtnTRzHK5jGQyKW3QbLadOipcD7/2a7+GwcFB/Nmf/RkuXbok18hrPuhUSjqMnU4HqVQKIyMjyGQyuHz5srAxTEAQuDkXWPchEAhIcUKbzSbsDeY4H2TpBaRpo2l0dBS/+Iu/iGPHjslemMvlcP36dVy9ehXLy8td6TdWufha59HAIrhHFgCBAV0LgtekC5FpPW4CvbsxA/Rv829+Vn9fOBwWvUD2ANclC09phhppupqNSIYb9wk6MxxD7nHNZhNTU1MYGhpCuVzGpz71KXznO9+RqOndiKztJeFzY1SPeprAjI6+aUNegzwEaN9++22Mjo7i9OnTePbZZ1Gr1bCxsSFrnE7iQR3L/SgulwvDw8PCpnQ4HFhfX0exWJTUP1P4/GjP12o1zM7OIhqNIhqNyhy4fPmyrOUHMV3HFOpam20nRz6dTktq08rKCpaXl4URaaZJ6ZRYq6Asj6P0OobvmeexsuWsgkXvV/R3m+CF9kGsgjp6b+PxBElYI4p/+3w+hMNhzM3N7bnOGQceHLDaNElP6+/vx8jICGq1GmZmZoR+SoPRdBT40D0eD+r1Oq5evQoAGB8fx8jICKanp/Hss89iamoKX/3qV7G6unoIENymsF/t008/LVX5k8mk5I7SCWTElRVBge7aAqR1M7LHH+a/WkXtdbqARv/erVgZz72OM5WZVUScx5rt7zgGrG/RbrcxOjoKu92OUCiE0dFR6fEcjUal8BrprqzIzw3zbhpBNIK9Xi9GR0cRDoeF5qeLefEetUGvFbR2nOn8sgIse9b7fD5p42immeg1bIXompFGHsvXTDFTT/SmoDcEpia1Wi1EIhGJSJdKJYmmstaCrk+hWQqa5ra9vY1yuYzV1VUAEHCBVOqtrS0Z44ceeghHjx5FOBzGH//xH+PatWs9N7ODJgRqmJ8+NjaGcDgsBT4JKvb6LMe/UqlI73lWQ9d1JPSzOYhiGkjmXjgxMYHPf/7zGB8fl2JLhUIB8/PzmJubQ6FQEOeXa0bX7wBu6mAztcvj8SAQCAjIw17aGgjQQKEGIq3YDeY96X1Agwc8xpRekUngZloD61QwasY0Nu49drtdwA2bzSaUeD0+nLudTgflchnz8/MCMgwODuLkyZPo6+uDz+fD3/7t30r7toM8D/n8NJOu3W53gf5WAB//5rNrtVpYWlrC66+/jrGxMTz++OPI5/P48Y9/DKfTiXQ6jcXFxT1L9X1Qhc+O7LxOpyPgulWU1tRVdHSLxSJ++tOfot1u44Mf/CBeeOEFFItFbG1tia10EPfD2xWbzYZwOIzx8XFEIhH09/dLAeR8Po/V1VUsLS2hWq12pU+bTjQACbrtFljhd5rXoN+3Cthp++vdPK/d7D+rc/ViL+hrs9pvzHoE3G/0/ub3++FyuRCJRFAqlaTj3V6RAwcO9Nrc9cOlcxIMBhGPx1EsFlEoFG6hLZtRQeDmpGRv+gsXLmB7exunT59GPB5HoVBAPp8XGjyV16H0Fi6Uxx57TLoRECDQVab1ItMR5K2tLaH8VioVVCoV6SfKTUUbf6YzqKMRwK0t97RwXuyWy8q/dfScr+nr1zUCTCDKaoyoWFwul9C01tfXsb29LQZoOp2WTgY0rn0+Hy5fvoyVlRU0m01pxdfpdODz+e4KpUmPs91uR19fH/r6+tBqteB0OruKP2rlrDcSDdrwOBrWgUAA0WgUAwMDMj80s4LjbUaR9PftJtox382htgIVeKz+W1Ok2fuWLQnZ612fw7wXvdGwUKHNdjOKzVSGYDAIh8OBYDAoc+2XfumXMDc3h//0n/6TUJH1XN/NIdqvotPCUqkUjhw5gmaziRs3bqBer3c9U8A6StHp7KQPFItFuN1uiSyyMCE/x3zwgyxWQJjH48EnP/lJPPnkk+KkVatVLC4u4saNG1hbW7uls4PVejENKEbYydjQzAFdW8NKF5tr1Uw9M2u9aBBO6wWth/T3mECj1vEaVI5Go1Ibge2+WCA1EolIe1kWNTTXI0EHAt6rq6syNidPnoTb7cYzzzyDQqGAH/7wh1K41JSDsLZtNhtisZjk6JL5SYYg199ue6d+lqVSCRcvXsTIyAg+9KEP4bHHHsP09LQEiFinZz+P2UGTWCwGn8+HTmeH7cluIla1c0wdo9eoy+VCs9nEzMwMxsfHcfz4cZw+fVo6jnm9XtTr9ftyj/dTHA4H4vE4Wq0WpqamkEqlkE6nMTIyArt9p1vb6uqqtP7lOtEFYWlHa3u6V+pqL1vJ6jmaet7cp00QaLegjtV3Wl2Dudfxb22z9rpu838zRZjpb7rF4+joKFqtlqQB7wXdc+DAATPSYb5ORJ95a9ykma9G48MEBfhZbVgwH3h+fh7JZBKpVEoecCqVkirNhyh0b7HZbBgZGcHU1BSSySRCoZDUcmDHCI47aak0kgAIKMDcQyKarC2gNwfdKpA0H3YZMGU3VNN0IKyO086CNkxNypUGCMw5a4ppxNpsO3UtdEEeGpWBQAD9/f1Ccd3e3ka1WpX2dvV6HZFIBJFIBDMzM3dtQ/T5fDh16hRisRgCgYA8K30vpnGvDTkKkX+mT7AWRTgc7jpGn4eiHYndjGWtI6w2DzobPL82SnrpHS0EBnQtBL7GCGutVruFJmleP/UOacvMw61Wq/D5fGg0GrKWOCd++7d/G4VCAV/+8pelXRrPfdCi39yIO50OvF4vJicnMTAwgOXlZRSLRVkrPHa36ECr1RJ6dzweRzKZhMPhQDabRbValSgWddNBGkfA2rnknBkdHcXAwIAU49vc3MT6+jpWVlawtraGYrEoDA3tiAO3pgvxGNLuyQLy+XyyB+gWpLtFefS1m067Tl3S98e/zSCA/h5zHfYCGx0OBwKBgICz9Xpduoaw2j7HQne/sQIjKY1GA5lMBsFgEKOjo3A4HOLgTE9Po1Qq9QyI7AVD8/0IdSXtAd0CstFo3Faqn17nBNXPnj2L/v5+nDhxAs8884zUyCAD5rC94d4Qv9+PyclJxGIxqQ2RyWQEILdKHbQK6nDvZa2Ca9euYWJiQuqEdTodTE1N4Yc//OGBTxczhQAc7caBgQGk02m0Wi2USiXcuHEDKysrKBaL2NzcvAUYMFuH7hZgNZ148zqsxDxXr2Aaz2sF9Fud39TlVvuKPmeva9XXxf91jQW+xkAWmZ78nN/vx+DgIDKZDDKZzJ7Q2QcOHLASPdB+v1/SCk6ePAmXy4WZmRlsbGxISoGVE6EpqHyNNN5CoYDz58/jkUceQTKZxCOPPIK1tTXUajUMDQ3h4sWLkst00IzH9yPhcBiJRAIf/ehHceTIEdjtdilEyIJDZrQGuDn+jFSR7ktjgWwN7fjrTcRc6Brx5Pl75ar3Qi2txIxG8fM6yqENZvM6dW6l+TlNaSbVfHl5uau9o8/nQyKRwMTEhDg5LLYGQACxYDD4nsABfQ86LUBfo9frxcjICEKhECqVijhSJqXXfC78nxuP2+1GJBIRp5fAnvm9+hym824+Q/O5mJuXvg79PPVn9LnMeWGFjpu5aCygGAwGJXrBaKJ2YM37JEDAnGXOhXA4LAY0U3EcDgdisRh+7/d+D0NDQ/iTP/kTZLPZW5gZB0k4xnTQAHR1q+Cc5TqjWBktzWYThUIBHo9HIr/ValUcCEYaDyIIbOo7it1ux4c+9CFMTExIccxisYilpSWsrq5KBWsTNKNu1S0meYzL5YLP50MwGEQwGJR6A6aDb+7J+vmZtQUIAmtQQq8lvkbZDSzi+c113ssgZqoB6yS0222xMcgWoLGoo2w8v6ambm1tYWNjA/Pz80ilUpicnMTIyIjojlarhWvXrnWNxV4wMN+r6BQLFkbjHHE6ncJU0V1YgFv3XD3ngJv1e9rtNlZWVvDqq6+Kzba0tIRCoSBsrF506EO5t0L6Nf9uNpsSdLNKMbL6W9sk7EwxNzeHlZUVnDhxAqdOncK1a9ewuroqNUEeJHCIxb6ZGhUOh9Hp7NToWFpawvLyshR+1Huo3kcppj1npUe1WNlXZmDonYBOM7DDNa9tTJ7LBKrNa+wFXGjR4IRp2+m5YzJhzaCh3W6XmikOh0M6ipmMu/shBxYcMNEpGhihUAjRaBT9/f0YGxuTtkD6+N2UDM/FyUf0bHV1FS6XC4899hiSySTq9TrC4TD8fj+uX7/eVeikl8H1oIjNZkMymcTzzz+PwcFBJBIJeL1eyRvXLaroGAHoamXHtoSsL6BbSWnHmopCMxDoUJnFyMxUAXMxm1EkK4eQ75kKU3/GzNGisarTICjm95Oxoq+H39NoNLC+vi7KG4AUlNnc3MTy8jJqtRrW1tak8n2n05GCfu+mOKF2vHUOsTkGU1NTQgE1n4mm+Pb6Drt9J/c4GAwKq4QAiBl97CVWTrp5rVaAoNU5NahhdX4tWl9YHasp1B6PB7VaDaFQCKurqxLh1p/TP/w8827z+bxEIYPBoHT6oEHd6ey0OHz00Ue75h7nkxVbYr8KdYbT6UQ4HEYqlYLdbpe2S+b66zV39P6xubmJUqkEj8cDr9cLv98vnSM41w8iFdnc86i/jh49inQ6LYykQqEgPa8LhcItnXpM59xMkWJtjlAohFAohEAgIPNbg7r6nPpvK2dAH6PF1D0mEGxlLGq9pY8DrMFNfR6m/ZgGJWsp6BQiXZ9B7y822w7YvbGxgenpaQDA8PCwFKH99V//dfzN3/wNZmdnu4rg7tf5qI152gIOh0OKzbKWkLnvmACvCfxoPddoNDAzM4M333wTH/rQh3DmzBmcP38emUwG4XC4q7vGodwf8fl8GBoakq4x7XZbWgRrlo0pvRw+rjs6vhcvXsTQ0BDGxsZw8eJFZLNZDA0NyR78IIjL5cKZM2cwODiIra0tBINBbG9vI5/PY319XTolAZCxow610p1mCq/5t+mc62N2s0O0rdgLRDD9PVMna/BQ20CmLaD/t7oeq++3AmbN9xnI0edhMduNjQ1UKhUJfuXz+fsKUB1YcMA0/mjA9fX1CbWPuep0KM0HyYdoTh673S7GD42dRqMhxpHT6UQ0GsVDDz2EQqGAY8eO4cKFCw9kLpOVOBwOPPbYY1JEjxQbTbOmEteLUOcxVatVVCoVYQvougL8DhpU/KyJ5vF5mrUBTGNPzwVeiwkM8PPv5HBo0dElGjz1er2rwCKvR7dA4TXRCSKI0Wg0pEghr5csjP7+fhw9ehT1eh21Wg2lUkkKyvj9fqlbcLvGpLk+eD96LPr7+5FOp7vAGt6TmQusx5bicDgQiUQQDocF1KPTYEbrNOhiOg9W495rU9lN9Ob2bqJKJqKtX+M4sksKHSIAqFQqYgDr7+f9aiegXC5LDhvBAVZ15uvMK3zyySfxs5/9DOVyWdJaDgp7wGazCWPC4/HgyJEjGBoawtramrQA5Tia4wpY5z9y/pbLZfj9fvT19QnTgzr9ILIHTCeb4zE5OYnf+Z3fQSqVQqlUQjabRS6Xw8rKCtbX10WPWBlyeqyp+6jrGQVnu1p+hmtEr2nOW4rVejYNPwKwwE3906ujiWnUmgatvia9j2jD0/weAkj6mrg2CQrovUmnY1CazSZWVla6Ui0CgQAikQg+/elP4y/+4i+krog59vtNSAPnGPB5NxoNqbFjtRdbATtaeL6trS3kcjm8+eabGB4exvj4OCYmJpDP59Fut+FyuQ7BgfssTKMhIEuGEls5U6zmgKm/+DqDemQPLC4u4sSJE3j44YdRrVaxvLxs2f3gIIrdbkcgEEAikRC2Fu1B1mJjYEeLBletioNb2cd6rZrrUutZbSfyPX2Mtn/NPcX04bSd1ms+mDajCRBYgcvm/VkBw3q/srLddJFa3g8L7rJtK1OG74cc2BVgPkAaIHQyBgcH4fV6kclkUKvVxIimE2kaIxpkMFGzTmenSA77EzudToyOjkoxpfHxcaTTabz00kvivO12zQdZbDYbBgYG8Oyzz3bR2v1+P4BbI0HaoacBtbW1JVWgeQ4r50svPKtnpr9HU4xMBWMqIx63W7VzTQnVr2uKLI0fGog2m00YEbp3M+eXyaDQ5+e41Ot1bGxsCJ0cgDiMY2NjUi2/Xq+j0+lI8ZNQKIRqtfqu0HIr5cff0WgUJ0+elCJC7Xa7C1DTx2qFz3O6XC4Eg0Gk02lEIhGhvGlq8W4Is/m/eX29nAHz79vZCKzWrP6c1aZjblIEwvR8cTgcUkfDpMUB3W0W6/W61BLQgMn29rbUavD7/RgZGcGf/umf4m//9m/xn//zf8b8/LylAb0fhWNDhyKdTuPhhx9Gp9PBzMyMFO80HS7TaNHno1D/lMtliWyHw2HpXkBnVTug+130HOX8SCQSeO6555BIJNBut5HP5zE7O4tMJoOVlRVpb2UFuOm9kwUGWUjT5XJJ/3IyXaz0MM9j6mL+1k48qZo8ljqSAQE6CVYsLzJ6OA56P9HXYwLK2jAmYKQBAS12u11qK5Baauo30wi22XbqxWSzWUmZsdlsiEQi0qHGCkzZb8I5kUqlRO+TglssFiVtxQQ/ejkMvZyVWq2G+fl5/PznP0c0GsVzzz2HxcVFXL58+YHLO99rwm5Ea2trOHnypNR6yefzckwv3a3F3IN1OlI+n8eVK1cwOjqKI0eOYGZmBoVCAZFIRGqmHGRJp9N44YUXMDAwIOlPW1tbyGQyWF9fx8bGhgSsgO60HK3vrHRxL1CYYrVHaHDU9LnMIIY+p5lyRmBA62ytT7WY12AFXLyTvWeOgVXggX/r9t28drv9ZvcC2roTExNic9wPObDgANBtxNMQWF5eRigUwsjICFqtFq5cudJVwd3cXKwetJ7AmtpEyhPz4Y4ePYpoNIrNzU2cPHkSmUxGHD+K1QI5yDI8PIzf/M3fxCc+8Qm8/PLLaDQaEj3ieHJ8dRVnGnabm5toNBqo1+tdVcNNpM6M4nBT0M6XGXXuhY6S9mqlyHT014pmpcUECpjfxcrcoVAIdrsdGxsbyGQyKBQK0seX12A6t9opoTFTr9eRy+Wk8AkjyMFgEIODg5iYmJA52mg00Gw24XA4kE6n0el0uiJPtyt68/X5fBgfH5fewYyoWgE4fLbmegoEAojH48L00Ua8BhJMAFCf1/x/N9ltA7hdYMDq+01kute18Rh2MgB2KJXNZhPZbFZyYU0Wi75/Fi0zo6KhUEhynZnH/Su/8it4/fXX8aUvfenAAAMApJJ1p7NTATgej+P69euYnZ1FqVTqWkO7zQ8rR67dbsvaSCaTUpyQHWqoRw4KOGACrQAwMDCAZ555Bm63G5VKBcViEblcDvl8XuYn0E2x1Mw8npNzlLrP4/GInrIy4qwANTNFia+xSO3m5ibcbrcAO9R5BHPIWOO96u9jG1g+Uxbg0kwDDSjzt3bKe+0rpk3CQnv8fs4hK/YiP18qlZDJZKRNaiKRQDgcxtNPP43vf//7wmjZr7YF9yuyqficyHpjxxFzT7FiWfF8FBMY3NzclNRERk8JIh3K/RMWaaMzVa1WpW5Sr9pg5nzvlULGuUP2wNzcHE6fPo3jx49jZWVFdMXi4uK9vel7LLp1O9uGNxoNbGxsYH19XdiLVs6+la/0TjbYO9k/VrYdAVYdcKNe1GxavW+Ytj1gXVtJX79pW+rXzOvWn+8lps3X67sZ0GDNHb0n3U/m0oEHB/TDDYVCQl+MxWJSaIP554w4aQXCicaHpCejGR3mpK3X61hYWEB/f7/0I2632/jABz6AYrGIq1ev3mJYALfnxOxnsdlsOHXqFMbGxvDjH/8Y29vbXe0KOd40wHQF8GazKc4sHVqzhZE2ukxDTxu42oDXSsiMAmmH7Z3ui+fSn7Vy4rTTRoOYRc7Y/qqvrw/hcBiZTEZy3zgHNdBhBVaQVUEnPRqNwu12S+G0aDSKoaEhKaiWz+dRKpXQbDYRDAYRDoffNTjAe+10duoXTE1NYWRkRJ4f2Qm6joQJ5uhnw6Jk4XBYUNR3+v73u3asNjb9t5XxYX5nL0RaP3tzg7I6B3vfMq+dAAtTQTSNjw6JRqWZGx+JRBAKhWQucB0QJHj++efxs5/9DDMzMwcCpOSaOnbsGFZWVkQf617owO5MD/6txQSAyuUyXC4XksmkRH1LpdIteuMgiNZZsVgMzzzzjLCB2I1nY2NDWFwUbZxpJ1eDA81mE41GA5FIBD6fr0v/WlFTtd6jw8Dz03hkizPuE6Ty6wJ2PL/p5GtxOp2o1+tC32eqCqNrumq+Fg0G6D2gl5FMx1fTaXU6gb5/zRJjnRH+3+l0MDw8jE984hPodDr4+7//ezQajff0zPeCsLZHu32ziOPW1pYEBHSxVgrHmECLOUf0MfzbZrNha2sLi4uLmJmZwUc/+lGcOXMGMzMzWFlZ6bqmg7Su94N4vV6kUilJrVtZWUG9Xr8FGKBox47Pm2vJBO04f+x2O/L5PC5fvozh4WEMDw9jYmICnU4H9Xpd9uCDKB6PB0NDQ4jH4wKKsbaObhEKdNecsXLogd0ZAvq3dprNc/C4Xrre/DFTsayAWpPdoEHbd3LgdxNzPHqxGszP6Gsymc36PLQDc7lcF2Bxr+RAggNWg9hut9Hf34/Pf/7zeOWVV9BqtQSV1kYCJxUnFlvlhMNh2Gw7ub08hufViogTplKp4MaNG4hGo4jFYtje3kYgEMBjjz0GAJibm0Oj0eip5A6a2Gw2UURzc3OSB8++9aTN81nowoI0CmjgkYLJQh4AbnmWBABMx94EEMzoDI/RCkgrGhNR5N/6/CYwQGGkiPcaDAYRjUZFObOIXCKRQCqVwuDgIFZXV7GysoJsNotSqSRAlknd1dfAMavX69JuTbMIYrEYBgYGhALMKMnW1pZQpm+nOKEeS66BUCiEdDrdFX3RylOPi4kSk1IVi8XQ19eHeDwuxRV7OdW7KeH3Ilabn/773W4iJqhghVRbvaYLaMbj8S6nRtNdOYZ6ftZqNRQKBayvryMQCKDT6UjRQ/aKt9ls+OVf/mVks1n8f//f/4fFxcVbNun9Ju12G7FYDL/6q7+Kv/mbv5HIb6VSQbPZ7On8U6wcB/6t5x+BGtauYbFMFsnqdDoHhpLMcYjH4/jsZz+LD3/4w1IINpPJIJfLoVqtCmtAO2FW48nXCHaWSiWpM2CVggXA0oDiGBNE1sBxvV4XpgCNS7NoqjYmTcNUO40ENHUaBHVkIBAQPczr1UDpbkLDlp0eSN3VoK/WRQxG8HUCE7VaDfl8HoFAANFoFKOjo/j4xz+OpaUlvP322/sy+m2z2SQFVAMiTOFhSp4VUGu326WwcaVSQaVS2bVQKOdUPp/H+fPn8dhjj+Gxxx7DjRs3UKlUJAWG9VkO5d5ILBbDkSNHZPx1O1CgO9XHSk8zoMC1D3S3J2W0lrbma6+9hmaziV/4hV/ACy+8gHg8jkqlglQqhddff/2+UbvvpoyMjODxxx9HIpFAIBCQgqdra2tdRWWtQFqr38CtAIHVM6JY+V0moMp9lO+RZcU0XM2Q0o43ny3fM53r2wkE7fa3Fr1nmOc17T/eL8eEwDZ9Tl2w0OFwYHR0FLFYTOy5e6mDDiQ4ANxK6aNh/Nprr2FiYgLxeBwXLlxAuVzuafDTuWGV783NTbzxxhuWbQnNtmPtdhuzs7Oo1WqYmprC0aNH4Xa7pX/oG2+8gZdeeknOtdvEfC+o1l6ToaEh6U7AqCadVp1vzUJU2pgzjSg+FysDj0rEConUCKQV/dccZw0OWEUNeG0agDApT/pculCa0+mUYnsswKUr17MyfzweRywWw/z8PFZWVqSCMumzvAd2zeD4UfGUy2W43W6p9Es0MpFIYGNjQ7o9sMYBjat6vX5bikiPTyKRkM2GEW6rMTadYT4Xn8+HWCyGZDKJSCQCr9fbBdZZnYfP4f2Kuf6swJ33c17zf/2716Zit++0ggQgzk6r1RJD1TyXdqLq9TrW19cFLOAmxIgn89t+67d+C8PDw/jDP/xDrK6u3pF7vh9CQCWfz+MLX/gC0uk0BgcHsby8jPn5eVSr1a5nqscK6M4zNI0hvqbnGRk6BPQikQiazaak6NBR3s9gC8fA6/XizJkzOHPmDGw2m7QSW1tbk3SCXvrYCvjWzjfzW0njp9GnC/jpsTSj57we3dKWe6qmo5rXoHWbCVjymnX3G4LSpLWHQiH09fXJHka9a0barIxSzjUzGGE1VmZUSu8tBBjIpGO9msXFRUxNTWF5eRnr6+tyrv0i3P9MsMUMxOhWxQDEfohEIojH46jX61haWkKpVOoC/E1QmwDSwsICzp8/jw984AP48Ic/jPX19a72wIVC4cCkDO1lsdlsCIfD8Hq9wmhsNptSc0o7fhTtcAUCAYyMjMBms2FxcREbGxu3rHEKQaZ6vY7Z2VnMzs7isccew5EjR1AqlbC0tIR0Oo1arXagnr3dbkc4HBZbFIAAjUwnMINkwK02sRVTyiqAZupDne5hdX4eR9vV7XajXq9LcEOnYWlGmC5mDkDsHs3Iot7UogFjK7ECkfl6r3QFcwz4umkD64CPCWw4HA4MDAyg0+mILr9XcmDBAaDb0A8EAmJonzhxAs1mEzMzM5J7CHRPbuYm2mw7fXYfe+wxeL1ebG9v4/z586hUKrDZbLcgVJ1ORwoqbW5uYnV1FXa7HalUShxiUuTOnTvXVY2c13qQlBCwM67Hjh3D0NBQF92ZeZw0rEyhA0zHiMwBXXQNuDWf0BxP03nSf+vP6nNaOZ67OaRa2fFY/d1Op1OijH6/Hx6PB9FoVKqT6uOZ4qLp9ez9vbCw0BWt00pN3x/zbqvVqgBjpO7ynAQIisWiKN+trS0kk0l0Oh1kMpmez5P3rGVgYACJRMISNdWbijmmdFh5TZoxwOdpBZ7dSdCsF+L7fuR2r88KdeZndbXudrstrbyKxWJXegE/R8d0a2sL2WxW8gX5/CuVikRA7XY74vE4HnrooXdMndkPojt6HDt2DC6XC2+88QaWlpYA3BqJ5bjqiCxbNZk9580NnQZls9mUeiHcE7h+G43GvmYQ8J4TiQQ+9alPSZ2BcrmMXC6H9fV1lMvlrloYOjq/GzBAA3BrawuFQgF2+06xuXA4LNR9K+CMxh6LpzJthOAmr8XUw8Ctxa6Am3pbrzEtZnpDu90W4LPVaglrRLMNTV1iGtTa+NVsMrIHTKNZ63e+pjuV1Ot1YQ+wjsKJEydw/vz5e25Qvl+x2WzS63tra0ucFzqGBAT03OLYsKh0MBhEPB5Hq9USQEcXLrZioZEN9Nprr2FoaAgnTpzA888/j29+85uo1Wrwer2IRqMPRJG6+y0OhwOBQEDmAfc7goGAdZAB2JkL0WgUx48fF92g2wKb6wq46bjm83lMT09jcnISAwMDGB8fR7lcxiOPPCLFVg+C2Gw7KdYf/OAHkU6n4XA4UKlUsLS0hNXV1Vu6VulaT/y8lW63Em0D97IL9XsMBDLdKhqNYmBgAPF4HOVyWXLydTty2q0MfmgWm9bHJvhv2vO9wAHTbjUdfqv7N8eL32/qLf6wuCp9HvqJtGdisZi0V71XcmDBAb3w2cIrHo8jlUohGAxidnZWjDkeZyoeYMfgJM27r68Pzz33HMrlMqanp1GpVLpQfz5oGkoejwebm5vI5/NYWFjoMiTS6TROnDiB1157rctQtZqc5ma432RiYkJa2pGWyUXOBWCmaWhQoFqtijPMSJA2mHQVf20M6udB4XOy2uDtdntXNEI/C61YzPe0YqNzwOsgysnCU36/X3JsyRjgPejP6RaHHo9H2jwSEKATQ+eD302UlEWWeA1sacgx9/l8siYKhQJKpZJQNn0+323VHdBjwPxAGvya3WG1KdBIs9ls8Hq9UneByLAJ+NyNNdBrI9Dv36111wuV53vmuHm9XiQSCWl7xnXB43TKBj/XarVQrVZRKpVQrVZlTjDSq4vz3SmmxP0SrgcAGBwcxLFjx1AsFrGwsNBlVJqi5yE34EajgVwuh2az2cVaMfcHRlfi8TjC4TD6+/uRy+UkvYC6bD+DvXa7HYODg4hEInC73SgWi6hWq9KTWeelArfOXdMZM6MopFLm83lx8vv6+gDcfKa6LS2dvXK5LIbS5uamgGDaadZ7sv7bypDjb9Pw05FqfSzZONTPZDnpz/UCRHk9ZIoRDOHaJGhtzlkT2NY2SqVSwdraGtxuN9LpNHw+H55++mlks9l7alC+X/F6vUgmkwAggQOyI+gEmEwy7vEej0fa3rILRn9/PwqFggBQGkAFuh2dVquFmZkZvPLKK0ilUnj88ccxMzODs2fPotlsdnXLOZS7JwMDA9Lm2uVyoVaria1NOwm4FWxstVpwOp2ix10uF4aHh7G2tiY6Wdv5XKNcb81mE9evX8f09DSSyST6+/vFWR4eHsb09PS+1uXAznwPBAI4evSoBGEajQZKpZLUGtA2sGmfcE8zAYJ3spU0IKqPM9PQaPvzWYZCIWmJTfBve3tbCiWGw2E0m02pM8P2pLrVqZUPwN9WqWtW4KP+3HsRq0CZybigb0O9x7nOIDU7aNyJwNXtyIEFB4CbE257e1vaCnq9XjEyzOgBP6MXQCKRwLFjx6RY3MTEBE6fPi00JCoLja5xwrlcLmxtbaFWq2Fubg59fX0YGhoSStzDDz8saCW/z3Q679VEuFsyMDCA5557DiMjI/D5fIhEIkKB12NFoTHNZ8S8eRYgNI0900gw3we6kTttqFl9Xhec7GXUmmKeUwMXnHOsyh2JRBAMBqV9IRUBwQNdO0EbM5FIBGNjY8J04Rgyp1Ibi7qHKqOYLFJHiiRR+VgshkQicUvesDmGpuhxY25UKpUSw0sDA72cK/7vdrsRjUalZaFZuND8zL1w4N/vurNay/rcJjCgX+ff5nymA0Inis+Z57f6bLPZRLlcRqFQQDweh9/vF4DO4/EA2Okl/fTTT6NSqXS1idoPwvlFcNXn8+HYsWNS24TFPM10I9NAZDRlcnIS7XYbly9fls4PgHXBQo5vrVaT9cRno6Mf+9Gg5Fi53W48+eSTCAaDqFaryGazuHHjBhYWFlAsFrvS4kzqu173vfZaHrO1tSU1VTivWa2e+mRzcxOVSkXALoJjWtdYOf9WESN9n7yWXtEkDTYDECdRA5n63NoQtroWrQcJAnOPIJOQ59FjaEbDeK2sL0NGB+u9sIMBi2XudeG+ZLPd7PdNwJ77k7bpzEic2+2WND0+k3g8jv7+flQqFemYo/WFDsq02zvdSC5duoTR0VE8++yzePLJJ7G0tIT5+Xl4vV6Ew2Hk8/l9MZ77UVjoNZ1Oi/1MINJsO6rXAoMStLFZgHdoaAgrKyviTDJtCeh2CLkWC4UCrly5gpGREaTTaQSDQQDA+Pg4FhcXDwR7IBwO49lnn0UkEgFwU/eyRofZDlnrQStbS+tL/rbSseb+oI/Tx1MPkL0RiURQq9XgcrnkOXJPjUaj2N7eRrlcFoDD5/N1tZDl+XvZdCY4bNpkpt1p3qcVKNzre0zdrb/Tqjsbg6SdTkfm/71iLh1ocADYeYCM/LPPd6vVwqVLl1AsFrva5GhFwwc3NDSE0dFRabcXCoVw/PhxuFwueL1eTE9PS4SJ5+KDp2O4tbWFtbU1vPzyy3jsscfQ398Pp9OJeDyO48ePo1wuY3V19cBtODabDQMDA0gmk9LHmikELLgG3BplIXJIQ5vKwDTutRHKxcX39PtAtwPP8/B79SZhskD4vqkkCCTouaIVkU4NoFMei8UknYKAgNvthsvlErBAd23QytNutyMSiWBkZETmGJkUug8t75GbJWs1VKtVAcg4V3WBwo2NDRQKBVG+sVisKzpnPldNI+aGDqALxNEKlWNoosZMr2CHBq4z3osVuGBey50UKydBf9ftggZWn30n0ZsU863NjcTj8SAej0t6zcbGRlfxTn63pswzqsi0Es1G8fl8GBoawhe+8AX8x//4H/Enf/In+wKQ1E4Y56JmIHG96nomu23aPp8PyWQSg4OD2N7eltQdbQyaxgF1Tq1Wk+cSDAalNgSP050S9otQvx09ehT9/f3inLMQIVv29nKkzRQtzl+Cr5rlpR0+0oA5tgQzq9WqGK+MbtGI1TrYyjjTeshqDev/zfd0lJrzzG7faQ/KQoq8RnNP0saeft3cw2hLuN1u0Z+6iJq+NisAhHslC7eRhdHpdPDBD34Q3/ve97C6urrn56DL5RIQKhgMSrpntVrt6tJi9bxstp2aPgTeOU4ulwv9/f3IZrPI5/Nd+77pnHBOrqys4OWXX8bAwACOHz+Op556ShzU/Qj07ScZGBjA8PAwWq2WMG/Zxlenn2oAXK+zkZERpFIpWY/hcFgAgo2NjVscWeDmfmuz2dBoNDA7O4tLly4hGAxidHRUWh0mEonbrsW0V8Xv9+OjH/0ohoeHZb9ktx3afrp+jBbTfnunY7QtCtxK57ey5YEdkI/1uMgcYpFlsmFpJ4dCIdmXyNqz2WyiQ7UNZV6nviZTeoEgvc5jNR697A3zOP2/CZ6z1gb3nWAweM/YAwceHLDZbEgmkwiFQhKBXVlZwfLyshQ34XH6NxcIIyN8aO12G0NDQ1KMqFgsYn5+vmuyacOQm7/NtlM1e2FhAXb7Tg0Cl8uFY8eOIZPJYG1tzXLjv9POz70UgiWtVksK7VEheb1ey97D3LwZkdP5rFQiZj4w/6bh2Yv6Z44rF5xOS7ByDvV36sXLqCC/U7el0nR+1hpguxjdHkv/aNaAeX/8blZg1zUx8vm8bFq8Zt4TI5ikXNGoJn3J6/UiEAiIocu2hpq+Z4o5HkyX4bMjsmleC9/n+LAoIyNcTJ3gve/mnN8L5Xi31t7tbjymAQvczMdMpVLweDxYWlpCoVCQvt9AtyOi87o1hZlUaEZonE4nnnrqKTz00EO4ePHiXbnvOyna4STI4XK5MDk5iSNHjghbi6ljWidYOfnxeBwDAwMIBAIAgHQ6LWuB7AyrOccNvFQqSdRSF6+jXtBovzm33w3odK+E+vTxxx/H6Oio1Hxh20Id4QZuBXiBW8fLKtdb6ywAwrQDgHq9LulXtVpNUhqoQ7R+saKsWuly0yjVYgVKmmATmW1keunuH3RU9F6lP9vLENV7gQkMm6C1aadwXJlqxDabDocDfX19eOKJJxAIBPDXf/3XKBQK7/DU76/YbDZpvcr/mYNsBSbp58S91txDgB1mVH9/PxqNhtDTgVvnB/e1zc1NzM7O4qWXXsKnP/1pPPnkk7h+/Tpee+01yXPezw7iXhW3242+vj5htbEtrwZoNbCj13Kns5OXPTg4KAEGApxMEdjY2LCs6cEfrveNjQ1cvnwZQ0NDOHbsGAYHB7G+vo6JiQnU63Vks9k9p69vV4LBIIaHhxEKhaQuDiPuup4XxcrZN/+mmLrJfEamvW91HAMXBGrYNYG2PVMi2UmGBXG5ts2uRCaDwNTp5jWY96EBWX2f5rFWn91trLQtDEBYTbS7yZzWaW0ulwvpdFrakN9teSDAgXw+j6tXr+L48eNd+eycjHoD1siyz+fD+Pg4kskk7Ha7ULXp5E5MTGBqagobGxvSW15PdN3GjedeWlpCq9USo8fpdEpf7pWVFfmM1aTcbzIyMoKTJ09KayFGSOgY6lQMnSvPdAIa5tqAtHLctTFgRhZ2E/1ZzgOr76DQYDYNU84dXWCRef0s/uf1eiU6RBDBBAd0VL+XY8rzJpNJ6WNtt9sFXTcLXHIesh0k6wpwjtJhDIVC0o6NiicUCsmGqkWDNbFYDKdOnUI8HhcjVRvvu7E3eB9M2bFyjvm5e7kWrBz193IOihXoZ3WcKXoe6nMQMbfZbFJLgAa0FUMDgKDv5XJZ6hCUSiXEYjEBSD/2sY/hRz/60b4ABygejweJRALtdhvxeBxnzpxBMpnE5cuXkc1mRZ9aOYIce6fTif7+fiQSCSkmG4lEkEqlUCqV3jFnW4OZBNt0mo7f70e9XrcECPY6+MvrZJeMcrks96L1raZ56/E2nWLt1JlGoe7ywBxSsje0btltLVl9F8UEIvT98W/zuvVx1Mu6rgpbHWugmftALxaFeX6eU0fsrAxY8xqp5/lb596SrVIsFpFIJCRfda86taFQCMlkUgrQAZBWl2wpqPcSbTS73W7pcsN0BOCmzeV0OpFMJlEsFlGv12+ZF+YcYLrexYsXMTk5ieeffx4vvvgi8vk8Zmdn5fnsR0bQXpZUKoXJyUlZP0yHY4CDc99cTwTrNEtVHxeNRqVzDcEhK2CALMhWq4X19XUsLCxgbGwMR48elWfPtnL7sdCs3W7H8ePHpYU4gQ62ymaASdsd5lq5nflu5TDvZttpW5r7J4FS2q0MYLXbbRSLRVQqFeRyOdHDdrtdAl+6iLMGWfU9meCtvi7zf/O6e+3bvfZyK9u1F+jCawUgc0z7CwDg8/kOwYH3K5yUVDTcwDOZDEqlUleUVwsjq6lUCsePH0cwGOya6DTC+/r6cOrUKaysrGBmZkZQZeZJamcT2JkEtVoNN27cwNbWFh599FHEYjGcOHECyWQSf/7nf96Vz7bfN57BwUGMjIyIY6wj6loBmTUGdDqBXgQmKqcXOIX/68i21XOgmJEebvxUNqZC4ee5IQE3UyQIDOh2hOyJTWaAmU6gUwyIGlqBAwStWACMFMx4PC73UyqVZJ7rz9CY1a3WeL+MuhLEIPq6tbWF/v5+yTM2hSyGRx99FBMTE5LeoMfaRPZN0QCJjsZogG43lHcvO1bv5dp226T069RpXq9XWuhVq1WpQ6CjjxzTVquFSqWCjY0NRKNReL1eFItFlMtlMchplO0H0ffH3PMTJ05gZGQEtVoNMzMzEindDc1vt9uIxWIYHh6G3++X1yORCIaHh1EulyXnuVe0ANgZ30wmI90+GMHa2NhAu73TpjOXy0nkaj+Ivs92e6ctaqVSEYq31XhoMFw7opxXunc2RbOxgO68Te4N+poYvTcNWBOYMD9D6WWYmYYj9bzpkLdaLeTzeUknoQ5nahjBcHMNmvetHRP9YwLQVqLTFXQUSu8nXPM+nw9HjhzBysqKMCH3km3Bos/hcFhYFGwVyoimthf0vbMtayKRQDQa7UoRNVl9HBd9PuCmHaELChMQIwAwNTWFqakprK6uyt7PsTyU9y9utxvxeFxqAmxubiKbzUo7XjPwY65f6msWogRu6hGmlgwPD+PatWsSpQXQZQt1Oh0J7NRqNVy/fh2Tk5M4ceIE+vv7MTc3h/HxcdhsNszOzkpwZr8J19DW1hYqlQqq1WpXwNQESbWjbYoZvNBrarei0uY5+ZyCwSCi0ajYzBqcZsFRvV6tQFb9Hfxu/b95/TzGtA/0tWmGsfbt9Pn1+XqNu9V3m+Ola6vpVHV+N8GPuw307g9L8H0IW1uMjY3h9OnTaDQauHr1Kra2tkSR6B9GQJxOJ9LpNJLJZJfzpxeL2+3GqVOnYLfb8fLLL+Pq1avSg9xqIvKBtlotFAoFZDIZMdSj0Siee+45XLhwAfPz8/u+XQ4RfW72dDx0sb1Op9NVgIoVienEmovfpE1bRYKs6K3AzcXHhW1lQGp6Ko0JfU6gW4lwofI++RmmEbDAnmYHkHWinWIaLdowNBUV80o5NqwUbrPZhIVSr9clR4v3ycKFpEtqOjCdc9ZECIVCAhCQEt3LWWy3dyr8ptNpMUS14WbFNuDaISU3HA4La4BrQz9Tcxw4FnvJsH0/0gsAsHrf6r6dTicCgYC0uNGt83TRT55nc3MTxWIRxWIRwWAQGxsbmJubQ7vdluJvn//85/Hnf/7nyOVyd+/G74BwLOgAJRIJTE1NIR6PY2ZmRhwhDbTpqCznm3YctTHg9/vFOLHb7bcYgzyP/iyLP/p8PkSjUYl0NJtN2Ye4P7zTs98L8vjjj2N8fFz0TqVS6Wq3B9yaT2plKPWK1GnHu5dO13PYSh/o7zIBSYppvFoBA+ZxJuig74ERLRpxOrKjK+ZrJgENOqv7YBVun8/XVT9GjyGvRc9ZbfxqIJhArc/nE3CL0XcTKLnfYrPZZI8kBZiOC7sTaCaavnadTsDOP70MfL/fj3Q6LdFSk2VlGtvtdhu5XE5aGzKXnfus2e7tUN67uFwuHD16FKdPn5Z248ViUerpmKmWptNHZsjAwIDYcHqd2e12JJNJPPLII9je3sbi4qKkLgE36e76+FarhdnZWXzrW9/C5uYmJicnYbPZ8OqrryIej6NUKmFlZWXfzIFwOIx0Oi0ACtcZ7cledQZuB8g27RS+ZupS/br+LNdxX1+ftMNmep+uMUMbPRqNSuqIzWYTn4H2rnl+isli1X+boBOvnXpC2wtWQZx3GqdeIITeU/RY8V4IOAMQhqjP54Pb7Ra28N2agwcOHDAjCHRAxsbGMDw8jGw2i9XV1S7Enhs8P0/DRUet9WbCYmF2+06+9bFjxyTnZXp6Wtpw8FpooGpjqFarYWFhAdFoFP39/eh0Okin0/B6vchms9Ima7/KkSNH8NBDD4nRQ0q9VToBnVb+MDqugRjg1mqnumgbxVRwOsrEBa6fC9BbAWrjQc8P/UwJfhAgIEWfwIAuNKg7FOgaAxo0MY0b4GbBKd3Lm8W5NMWXY8LPakPb7Gigr18XTyQtkwZZOBxGLpfripJwDJifxnVCQIdzvxfS7HK5EIlE0NfXB7/fL9+na0ns5gjs9sz2i5ibUK9jem0+XBuBQAA2m02MaLbsAtAFhgGQXt7Ly8td5+Hcczgckjq1H4TjQ5COQJMZVQW6GULaCaRRwpoZwM0Weiwam0qlkM/nu9r2aZaRNoy4D7CGhtvtlnXK77ubG/qdErvdjlOnTmFqagrFYhH5fF4AKODm3NI5qtq40YaYadjrec01b7K79N9m9J5i5dxbyTuNtV6Lu8n29naX3iTDkOwGzc4ig4updDToqGc1TZrzgt1qmKqgDVbTyNZzmfO53W4LqGuz2cTRcjgcOHnyJFZWVjA/P7/rPd5roY1GBgaBF5MJpeeTtg243+piq0D3M+deFovFUK/XUa/XpXCZafjzswRTb9y4gZdeegn9/f146qmnMD8/jx/84AeiJ/f6Ot4PwvoY3Idoe5uMEaDbvtfPTKfx8HjtcLndbqRSKYyMjGBzcxOLi4uWjip/OxwO6Uj29ttvS3vF2dlZ1Go19Pf3S5rVfpATJ07g85//vLS0ZjBO1/Uyx7oXkGjuoVbvUzRoaepZDay6XC6EQiFEo1FEo1H4/X5hE3OP2d7eRjgcFv3JwrXaptcBRQIF/NG2MUXbxbwfDQLw2skmMoFlrXv1/1Z7iQa2TLBaMyGA7iLrXAcApOMb0/yazeZtz4F3KwcOHNATnBsw893p4LjdbtmArRZEp7PTleChhx5COp2W161oLDz26NGjyGazyGQyWF9f76L56YlAJdZut5HNZjE9PY2trS2k02kMDg4iHo/jYx/7GF566SUBMfbbBuR0OjE0NCT9llkATffu5GLQ6CVz4unoWBlIwM2oNc9hCjd8Gm3cIPj8+KPzkbn4NXLH56TpiaaC42uMvjOSy8gj71uDBBwDk02hz0uhcmAtBuYyM3rB3+VyuUuJ6M/riJJuU0PDls+M4IC+xsnJSTQaDczNzck5+SxisRicTqdsNET5TSOLn+GYUsGFw+EuB1aPwW4KVhvEd1rulWO82/Wbr5v6SesTsi4SiYQUjdP0QP19AKQifKlU6moryqJPLFq514W6lAAhCwqWSiVcvnxZmA+7zUVgJ9d5YGBA0p7MtBgalfl8XqIY2vk1x5kOWq1WkwKFrJLtdrslNWg342ovyJEjR/DEE09ge3sb1WoVa2trWFtbk/vX46rTrzh+GkTRBUo11ZTn0Puwft0KJLQy0G5H9LPfTfQzMaPJ2iHRhp7+DgIGep5wH2B6HfOiqf85LgTQTcOxl41izp/t7W1JG2PrL5vNJgy4YDC454A/jot2Hpg7bO65QPdztNvtkqPM/Vsfoz9js9mk4B3btelCZXpe6WfcaDQwPT2Nc+fO4QMf+ACee+45XLx4UfZkk+myl9f0XhWCaMwXByCsEc4BDSpSaM8w4kymlrlGNUAwODiIZrMpOfa0x6m7dA0ptlJcXFzEwsICTp8+jZMnTwq4nkgkZK3vZaEdFwqFJArdbDZAi/PzAAEAAElEQVRRKBSwsbEhQFcvJ1frG4o5x7XONnWMXiOmHcNnxJRbzcQFIKk92m5ka26e13zmtOfN4CHXvN6HrNaqthVMUMBKf5psJlNf76YfzACDeQ7a6ybzzOPxoK+v7xam2Z2UAwMO6A2df7Pgmd/vx9jYGHw+H956660utM/qYXU6HUEKibKZ0QvTGOrr68Ojjz4Kh8OBn/70p1hfX5eIKqNyms5Np29ubg7VahUOhwODg4MAgDNnziCXy2FtbW1fbjTDw8M4duxYV169NqRMpIxGDTdcvTgpOurPc5hCMIbfR6NUR6U1UMDr0EpGL1YqHf26/i6TNsoaA1aAAP/mIud1anRTC7+foAmLc7EgGAt1MS+Thel4v1q5UenrNlk0SvkMmO9Fh6ZcLovzaXYt6HQ6CAaDOH36NDwej6wPbbCaitGM6HDc9BrSSlGjuaZYGcr7UXpd9273TTEpsR6PR9p4mbmwGkxptVoyf2q1Gvx+P/L5vBR+4ga6l8U04gOBAE6fPo1UKoU33ngDs7Oz0l7W3JgpXM+pVAr9/f231L3QzIBgMIhkMolMJnNLKyuTqtjpdITZ4/f74fV6EQwGhf0TCoUkyqzPs9fmMA1jbRyTxkjROtME7DTICtxkbtDYeiddrnW0ft6mjrkdZ9fUEVbGrqlTeA1W16df5/2YUR9eH41b3YKL+bO6QK0JNmvReyXPbVVTRwPA3DPYanF7extTU1NiV+wF4dqlXiKYwWs3o/layHbj3mp1nOmw2Gw7LIVUKiWpFpzj2ibRx7fbbWQyGbz++usYHh7G0aNHcezYMRQKBXkGe11f7nUZGRlBMpkUp7BSqSCfz0uwAcAtOqDT2WF2OJ1ODA8PY2BgQOpAaFYNhQBmJBJBf38/kskkFhYWbrFVtJPJdEkG8cbGxpBKpTA+Pi7HZjKZez9g71LcbjdefPFFsT8bjQbW19eRyWSQz+el5gBwK4vKal1p4EDrYVOfWulXrbd0OgfBeepU2pVkNTAVl8GocrkshQnJZtNgK4CuVoam/jBtTm2/ck9nSq2+Fz1H9L73bgDC3cbW6hien2PAIGsqlRKb5G7IvgAH3skIMCcuADGYQ6EQjhw5gtHR0S7av8fjuQUtdjgcolwY+dUVkjmRTGeRn52cnITL5UI+n8e5c+ekuKBGJDU1kS0risUiVldXpeVip9PB8PAwBgcHu/oTW93n+x27uyGRSESiFNzwed96cWnHmxRVbXiZzACOt6YCajSNBgMd2u3tbXmGZCQA3RuMBg24ELURqx1WvWAJCJAyqlsVmiio2ZGAn9fUUop+1jSS6vU6KpUKyuWyVG8mGMBopm73pJWVPjcj/KzuymN1WkEoFJK+3Rwfbqj5fL5rDHWrFW1wa0NXgyw2m60risbK8NqJ2w2h1ee/13P6XkgvJ6TXsdpZcrlcAuzo4nnmuTmvqtUqcrkcfD6fUPFZ5XxsbAwXLly48zd4h8ScZ319fTh27Bg2NjZw8eLFLtaA6UTq3+FwGMPDw9IelK+bNHm3241EIoFYLIZisXiL42K1kZdKJQBAPB5HMpmEzWZDNpuVnEGdsrbXgAGv14v+/n7prFMsFkW/mLpFF2nia1bgHXUeDW5tuFGf63GworPqfePd7msmIPBOAIF+DejWy9SZ2oHk9WnwU+9xOvVAt0KknUEGj04Rs2I2mjaACTBxXMk029raErbCwMAA5ubmhJF4v4XXQJCS9pCundLrmRDM5l4F3ArmWOlTu90unXVWVlYkcmp+Ts/nra0tzM7O4uc//zk+/elP4/HHH8f169el2KgGaPbaWt7r4nA4hIEIQAoR1mq1LrsO6AYcyXDr7+/H6OgoIpGIrBetTzQjkeuODj7ZA1YtRIHu9IL5+XnMz8/j+PHjOHLkCC5evIhyuYxQKNTVanEvis1m62IlUc/oNDlTF+p903R8tU4y/+cxQHf6j2njM0DGqLj2hzT7ql6vw2azSZtSMvO0ne7z+cSuNrsCWdnBVsCFDrZ4PB75od9C/U3dSr1ufpfeH61YBL3E6jNWtjUBAtrSgUCgyw6/k7IvwIF32shMx63T6cDr9SIej6PZbIrDs7i4KHkqALo2Y+1ostAXJwede+DW3FVtqNhsNqRSKZw4cQLFYlGcNm4w+mHraGyz2cTS0hLi8TgmJycBAFNTU3C73chkMnjppZe6rhu4/U3oXhsBnLB6LDV9HujOQ9IGTq970qCKSVvXFH3WNyDNkA6PpuEzOqqvQUdrzNw1c6Pg3y6XS9qrsMYAHS0d0SAooDsV6A3MvE8AXQUaa7WaMAZYTK5cLkv9Ad6fZrdYgUj8TVqzfi4ApNMGlbbdbhdEeWhoCENDQzh79iwymQxstp2+8NFoFHa7XQrC7GZscywJpFChm/Qucw7cD3BrN7kdRb/bZ83zWJ3LStGbhov5WafTCb/fj2g0Ku0oObfNNcZ8NYfDgXA4LDRnrq3Jyck9DQ5wLXI+nTp1CqOjozh37hwWFhZkfvNY8zfHhY677lOv1wmwM15Op1NadjqdTiwvL9/SCYHC8W42m8jlcrDZbEgmkwgEAigWi9Ly1uv1WoI4e0GoB65cuYJOpyMMJeZ/mpE56mBt4GhmFXDTQCXlHcAtbCMeZzq8PEZH5K3EyhCkWAGKVuvRBAP0uWkLaIPP/AFuOvU6ksW9BkAXG6xWqwnQrO+dhrKZymilz2koc15z72BxWtpD29vbePrpp6V92f2WQCAAr9cr65lFO01wgL85xow0hsNhBIPBXTuscEz12NI2ZPcW3ZbTFM71crmMt99+G/39/Xj44Yfx6KOPYn19HZVKBV6vF51OR9IVDuX2xGazYXx8HBMTExKs29jYQC6XE5tbr1s+f9pHoVAI4+Pj6O/v71q/pjNr/u12u9Hf34++vj4BQM1Cdqaztr6+junpaQwNDSGZTOL48eOIx+NYX18X+2wvC8et0+l0MT31mtI+DXCTlaRBTxNE+f+x91/PcaZnejh8dTeATuiMRjcaGSDAzJnhkBM0Go1krVSyqrxHPrFrj33q/8kH9pbXdnl9YtfuSvrtzuyMNImZAAkiZ3TODXT6DvBdN+/3wdtgAjkc7T5VKADdb3jiHa47ad1HP0/njzL1JG3IAyCycavVQqlUEgW8WCzC6XQK/6QHFL0CaYBkSKtW5DX/NpV0O/7B7+kBTEML6RJDBdkvglOkueSZvTzpdF/0Ozk3GmTR19sB0Q7HscdVOBzGwcHBa0se/aMAB563mcpcu922oEpcOK2UAE8XjQj/0NAQzp07h2g0arFc64UHcMLSTQFodnYWtVoN+XweW1tbls3K9wEQgfzw8BC5XA737t1Du93G2NgYBgcHMTs7i6GhIWxubkrGTv3+04ShH6pNTEzg2rVrCAQCYh2mwqxdywnM8Idzq+cUeFo2RKPBJqpGRZzK+uDgoGQz1dn9+/v7JYmHDhkwm34fG+Oi+LnX60UwGJTM1HqsOpxC5x2wCyMw145u3+w38wkwIRjdqAga6NhHEg6d3FADYZx7TbhIrJmTgy5dbrdb9hzHr5WBSCQixJprqJ+v36k9Pvx+P0KhkLiRsZnCrykUmkLCD9XO6t1259gOILEbs/k319Dj8WBkZMQSU2nSJ31+uL8I7Ohwl7e5sZ88+6z4opVXNrvcJKYgoz/X1icKG3xnJBKRhFa6Wghwct/yPDI5oc/nQygUQq1Wk3fQ/Vvf/zY00pB6vS5jZQwwmxZqeI+mK6SBBARo4QGeJnwkUAuctLJQKOKzTzv7dgDii/DG0wQ4c7y6UoOd4qHnQl/LMfL5tPDT2KDLKmthWj/bDvjVYzc9FLQVvts9zo10+fJl/PGPf7QkJf0hmsPhkLAbenkCsPAzE6TXCgr5PRMR2q2znh+ttGhwgZ5W2q1a8xsNGhQKBdy7dw/Xrl3Dxx9/jN3dXSwuLso5MK2W/9pOb1RyaMg5OjpCLpcT5Y/NlAdJy+PxOMbGxgRYMENsTGWLZ4vyy/j4OAqFgiQP1Xmn2D8qh9VqFUtLS5ibm8Ply5dx+fJlfPPNNwIyv+3gAPkiwQHSB+ommvbo/U8arHUPXsu51efUNPrxrA4MDEg+FJ1ni57aNHR1u12RPV0uFyYnJxGNRhEIBMRrQIcgeDwe4U2sAkc9gu83eQz7ajYCuvQ4Z2JEj8cjXgysCHZ0dCSguV0ibc0f7eQM/bfe671CFgiI0WuA/eTefx3t7ZYCn9F6CQUOhwORSATBYBD9/f0YGxtDvV7HgwcPUCwWRWAxXWoYezY1NYW5uTl4vV5BFQErk9JCuSnUs1xIIBDAP/zDP0htVQoA5jPoXlMsFrG6uoq+vj5MTU2hr68PgUAAn332Gba3t1Eul4W4mVn635bG+Fwmt9Nj1ugXCRTj4O2US8BKePhbEylaXczygYxDpHulTvRE4YzWVRNpBE4CBPpAulwuQe4YSqBzCzDzsq5KcFriQQ026USDzDOQz+eRyWREkWOogRYC2T+t/GlmZxJtc+/oOdWlEakA6e8nJydx7do1sX6SEPNM8TotmHEt6d3R39/fEzFlf05Des+qnaZE9CLor9r0nNiN7Vnf2/VJI99+vx+lUknAAROM0sqvDjOxU4rexsYz63Q6EQgEMDo6CofDge3tbYuLpwbKAFisJeFwGKlUCqFQSIBkACfOPGktBREmNMtkMsjlcqcy/W63i1qtJrXmw+GweDEx5CmTybx1CkV/fz9SqRQajYZUKCB90dYnU7ChcK73Id1B6VXVbrfFSk7apeOE9RzS5ZTvOI1uAb3Dcl7k7JoKuBb0qMzbCcX6eg1kmH0wFVYNJOgEeRqk0vmK7EBFU+Al/dX7n2FHf/jDH/D48ePnno/X0VghhMmeyccJVmrXY+Dk+vX19Uk4H5MZaoVFr6Eps2lLXyQSsYTq9QKedHKzzc1NLC8vC0Cwv7+Pg4MDyReVTqdfi4vvn2MjjSAvomek9uY0148/g4ODlpAwyjyAtdQ1n6PXxOE4dh0fGxvD7u4uKpUKgJM5BwBYlONsNovl5WVMTU0hlUohlUrh/v37AlK9rtjvV23z8/MW2lCv18UDlSFyGhwArHPH73Rmf8DKX7WRiK7v9GSMRqOIxWLIZDJy9kj/9/b2RB+gzEtem0wmMTQ0JLK8GZLFEGy+9/DwEDs7OxYa0ul0JJyP42ff9d4iz9JVU/r6+qSiFnWVWq2GgYEBMdqVSiXxKOC86RByMx+JyRPswAq9z/Xn1FnoWaHzK7yO9qMGBzST1oSfSkg4HMalS5cwPDyM5eVlbGxsyIbmwuiEbKxHDTxlCnoBTTCBRMcOSQsGg5iZmcH58+cl8YeddcTpdEoG0WaziVwuh62tLcRiMQE3ut0url27hvv37wsyZgeM/NAtGAzi+vXr4mpPa7oeL4kIheZKpSIl8LSApOdTW+80okmhk4n06GZIUIJrqD1HuN4kiqYbkAn6cM11GSqGTmhgQGejZgypCQ6cRgioqNEjgGEDpVJJBHQSJ42Usr9aCTKFR4IgZhUI7a2hCRmFSbqlss8Ox7FF8Pr16xgaGgJwfCZ0xl/9blMR1f3T353WnkX8XkYB6NU0A33RfrxIe1afX+Zdej65B03FTe9vngeCUYFAAA6HQ4CmgYGBE4kN35bGeRsYGMC7776Ly5cvY29vD8vLy2J14jXaZZh0yOVySawqy72ZCp8GuPi5w3Fs7YzFYohEIhbvAb139Dlvt9uoVCoCWkYiEbhcLhFIGYNvKqU/ZHM6neKuzZhP7alletBpAZLCH70GCNT6fD4LPSEQ2mw2JVkfYPUU4xpoDwU7vmfOv/78VRv7Y3r/2b3bDuRkMwFvE/Tk32YOHM07TcXXrh+k6xSW6fJcKpUQjUZP8IofojGHB2UtCtv5fF5CbTS4DDxdB4/Hg+HhYaRSKQQCgROyApsdr+X/mqeHw2GEQiFxTbYDWoCngnmlUsGtW7eQSCRw7do1rK2t4csvvwQAMRz8KzhweiO9mJ2dxcTEhPAdDUQCVpCL/wPH5yeVSlm8BnoBg/pvvZYaIN7d3T2RsV/LJqRprFwxOjqKq1evIpVKSULCcrmMnZ2dtzI55QcffCAeGiy1WygUUCqVLAn/tNFOg2JatjDlTQLF9EyIx+NSlpLJfullymTjfE+j0cDg4KDItOVyWUJzxsbGMDExgXA4LB4lOhcFwQPK1zqMlwlgKdN6vV4B5RmCq41ebAxZoBdLq9XC4OAg2u22hZd1Oh0JPQiHw8jn88jn8xaZXIMoJiDMZhpuzGbqCaRB9Xpd5p9G2NcBTP2owYFeEx6PxzE5OQmXyyWWC24WO8WalntuurGxMUQiEcu1dLNkGZuhoSFxS/N6vXJ4yMT6+voQj8dx+fJlCQvQGfK14glA4m+Ojo6wubkJl+u4NvHo6CgA4Ne//jX8fj/+/u//3mK9eFsESuB4HukyTu8ME1gh6sUkezr7t4nuAk+BAY6ZBIvAAN36mVfC6/VKkiJ6a/DA04OAhFArxRol5fv5brrEcr19Pp/UW6XHgAkMEBDgbz0mNk0oKXiQQNI7gMgkM8wzaZx2CdPJDfVzdeiM/lxbwUhwSNhIRLU3gNPplH60222xznIf65KQvTxamMeDblrP67p+mtJ0FnvfToh8k4raaQpMrz5ohUH/TyHG7/djaGhI1ktbVHQ4TafTQalUsuzd/v5+JJNJjI6O4tGjR2c/4FdsRPidTicSiQRu3LiB/v5+3L9/XxKE2bmH6ubz+ZBKpRCJRCwCIHAS2SeT5/7u7+9HKBSSsonZbNbCh8z95HQe5+5Ip9OS44H8hnNPa8Db0ki3KOgcHR1Z4sB5jW6kl9qTS5ex1YIlLTRerxe1Ws1SM95UCOwS0pp/m+1FgfNe1/Ps6OSJGmjqBQyY+84ELLSsYKfEAFZe2MvaZfcOM2SFAHM2m5Wwo5s3b+KLL7547vk5q6bpFEMHGDdMZUGHE3BcWg6jxVAbTsx1sHuvXQiM3oungQs8B9wH6XQahUIBMzMzmJ6exvfff4+NjQ3LO/619W7d7nE1sPPnz0siwVKpJK75p4E9nU4HPp8Po6OjAnaZMr1JR+zOSqfTwcDAAGZmZlCv17GwsIBGo2ExDupnkB6urq4Kzfrggw8Qi8Xw+eefY3d3F06n80QFhLehDQwMiI6iwwv0D+mNDhEFntJ101DK3/T88nq9mJubw4ULFxCPx9FsNqXiTbFYxM7ODiYmJuQeeitOT08LiFmtVsV1f2JiQjyLarUaisUi0uk0isWijCGTyYgHET0VaBxkWHGr1ZKQBp1/LJ1OW2Royso00OkqCPRyGhoakgSyHEe1WsXBwQHcbreAsDpBIOUstl5029y7WqbQ+0nnOuh0OpiZmUGxWMTS0tLZbZj/f/tRgwO6acZZq9Vw/fp1OJ1OxGIxuN1ucVfSGwZ46kZKAc3v9+P8+fMIBoMWpbFQKODOnTv467/+a3S7XczOzmJ2dhbXrl3D2NgYgKdCBu9jzMy//bf/FolEArdu3UI2m7UkddLKKF2tj46OsLOzI4rvwMAA6vU6/H4/pqenZSOYQs0PRZBcLhfi8TiGh4cRiUQQCATE8qz7qZVRVg+g0q/d0fWYtBsgf7vdbpkbnQiQ1nsiiJ3OcUJCjXD6fD5JLqKFBA0EsK8Ox9NQAnoKML6Z79PggJlbQOcYMBsJskYy2S9WI2g0GgIWkCGZ3g5639u5pLKZbpe9FHnTq6Cvr0/mN5lMYmNjw5InQtek5rjM59ETgdmladXWRO9ZAv1ZWwTP8jln1V4GlNDWFLpsBwIBtNttQeVNq6VeYyLRh4eHss5vm5s7G88jgYzr16/j0qVLWF5exsLCgrjq0/3dTObGZ8TjcSSTSQugxmZebwpSBEDn5ubQ19eHBw8eSAItvX767NFltr+/HyMjI6IYE2Sj2+Lb4pb6s5/9DN3ucSJCJtbVeSm01Qh4yrvoKeb3+wWsJRhrgi58Bp/HpoVy7lGuI681QU9972nraYJp/Fu/V9+nAWRea0dHT2umYm+OkbxPK8Wmwquv1UpSt2ut123yTZ5vxsfW63Ukk0mMj4//ILSP54eAGPmALu1pzqvmdeRFg4ODIlvoZjfHvXgvPw8Gg0gmkxIqZIIT+v2UCTKZDJaWljA/P4+JiQlMTk5iZ2dHlAnS2H9tvRv5VbVaFeXNNJ71ajy/pkcRn2tHw7WSpoHbcDiM+fl5ZDIZrK+vi9u6fhYAkTs7nQ4ymQwWFhZw7tw5DA8PY3R0FAcHB/D7/djf35d98LY0LYsD1vFrWqrnUs+xzv1COkSlmrxsdHQUFy9exMjIiMzz/v4+1tbWsLu7i3K5jMnJSQAQYMDv92N8fFw8zSKRCBKJBBwOh4DovJZ0Q3vP1mo1kcMpX8ZiMeE9lMUjkYj0udlsyloRQKVxrFwuWyz/R0dHKJVKCAQCMi/d7nFIC/XIbrcrIYPUN8xy7Kai/zw8w46W8afRaIgRlN7Xr4Pm/KjBgV4o8fXr13HlyhWUSiXE43E0Gg2srq6iXq/3VKAoWCeTSQwPD1sQxMPDQ2xsbODu3btYW1tDrVbD1tYWHj16hFwuh1/84hcSc0YFnwvs8/kwOTmJw8ND5PN5KQvFA2GGRFBgbbVa2NnZwdDQEOLxODweD6anp1EqlZBOp2Ujn2ZFeFNtcHAQv/3tbzE2NoZEImGxoOvYJc4lDySFntPcVIGnRIxu+kQLdegCXYt0GUHOh/YYYdOulaYVikoICRKBiHA4DL/ff6JMoc45oCsz9BJi2UicmBeBwEC5XJaKBBpRNRNSaoBJC5Ycr+kRwXnUQAwZMhk0AEsoCIVLClEbGxtyn1bA9NyxaWLIuaRHifk9/7cT7s3n2r3rz6WZZ9iOUfA6U5nhZwwtYLIukx5w/QBIOEuj0ZBEPz8UyNirmYKew3FcFeby5cvodrtYWlpCOp2WazQwaFrzeBb0GTXnWispek9qBu/xeIQ2MwzIbPpe7RlEV0CGKelz9jZ4EDgcDqFLOqcJ9xZgTfhF2jIwMGABbO1ooAZbqHzr93I9NGBsp7jb0Rw7gYp/2/HG04B10k+tUOhEr/p9pymh5v/Peqd+rg7V0DxU01zzGVqmoQCreQy9QH6oM04vPM2zzGo3dkIxeVQgEBAXafN6Njue0Wt9aECqVqsCwvM7E6Dg38ViEXfu3MHk5CTeeecdvP/++1heXsb6+vq/ggLP0aioUaaj0maea8C6v0krIpEIksmkhITp55rzr2W7XryVJW0PDg4kEZ5WiDWYRzlpa2sLq6urkjh8e3sba2trmJ2dxaNHj94qgJ39p5VfJ+jTXq2cOzM3lp4D3QYGBpBIJBAOhzE+Po5QKCSAQLvdRiaTkVAAeguT/tOTtNlsSsJeeuZShqabPw18zC8CHMstzFHA3Eq02tNrra+vD9FoVMAB8vyRkRFJNs+krSzrzPAi0ikmOO/r60OpVMLR0ZEk4m42myiVSsjlcuLxoI1lpqz2PGAyr+e62d1PQ0K9XkcgEMD58+eRzWbPPAz0Rw0O6KYVpqGhIWxsbCASicDr9eLevXvIZDLodruWWFyTEelD0O12LeWEarUaHj9+LDGt1WoV29vbWFpawpUrVzA6OmqxkOiF9Xq9mJqaQi6Xw87OjrigUXkG7DPk5/N5PHz4UGKzkskkWq0WZmdn8T//5/+UeCe7zaT/fxMtEAggGo0K4KE3NIkNDw6FTjP+HXgq/JsEmsolhQOGc+jSgVppp6sgkWC6Mur3kjnpGFe+m5YwxhjznUxYQjDADCPQSsdpgot24adlh4AAk58QFKALplmejnMDwFaQNpVvrQzZIeRaMdIxaAwFcTqPc3mcO3cOLpfLUs2glyDMZ5IQa8VA3/emFf23EVh4ljIB2Fs97QAZngGevdNcmLVwxjWbmpr6wROXAdYxUkBjlRen0ykZkPXeNRUNE1yIRqNSV90EWfQ9JlPWAhQTvCUSCRQKBYvlSzf9bLpH0hOJ9b013zGTHP4QjbRJl0gFILTNBP2YgErT59OS+JJGEyg0lWJNwzQvId3SnnmnhRfwfjYT6LFrmh9pA8KzQgns9pFuWr7Q15t0W7+DygjBZ70+1WrVAtzY0QAdQsY1ZUxvf3//G7dwcu01mM78Q3TFtQNPOC8E6gmomc0ETEzF0I6edrvH2dETiQQymYzMiR0oyL9pffz++++RSqVw5coVrKysoFgsSpjRvzb75nA4RKEeHByE2+1GpVKRKgU6yZp5ZugNNzo6inA4LPygF1DGz8wzZz7b7XZjdHQUGxsb2NjYsFWEAVjkunK5jMXFRUQiEZw7dw6jo6MYHx9HuVzG6urqWwMOxONxjI+Pi5Kdy+Ukt4dZGcwEQO2AOu1ROzQ0hJGREcRiMQwNDaFcLuPx48d4/PixxROOsrs+e7TU7+7uotFoIBKJCN8YGBiwAAPtdltyyFHpJ7BM0JN/E9yhHhIIBCSpIeV07f3b7XYl/4Db7ZYQNwKYkUgEHo8HpVIJBwcHKJVK4umnE4gDT0FOnTdGz63d3/p/Ox0UsCbYpM7S7XbF21Pz0LNsfzbgAJvT6cTKygouXbokDJBKIhUrZk3mZHNxGDcTDoct1td2u42trS0UCgWLAKNLyJkEylzgUCiEixcvIp/P4+joSDJo6vriGiAgU9/a2pJY+cnJSUxOTqJYLCKVSiGfz59QzuwY4OtuZPrA0wR1dpn59XyapVSAp67vnA/t6k+BmhUCdAISnRCQYAHfT9CAa8bDq9FgLfi7XC55jkYOaenjjxlWoBMPmuNm0wIbiSfDB+geRGJDa6RGI+0yZXPOtWCp328KzxyzndLIzym8m3ucP61WS8ZuZ3k1CRXXgfk/TIT/NKHaFObPigg+65zYjeNNtWe9V4M52hKrx+NyuSSMQ1tlTEGJTDidTlvKg507dw5///d//1rH+SJN9/vw8BDz8/O4cOEC0uk0FhYWpBwVAItlxHTdjsViGBsbk7rvJpim32cHtna7XTk7Pp8PyWQS2WxWzi/v0ZZ1tk6nI55A4XBYwj9oqQgEAiiVSpbYfjuF+XU3lpPT8Y26L9x3DLnSHlY614zdXuO9uoIB886YdERb6bvdp4lTNbiovb9MAOxl+KAJDPQCIPS68L7TmknH7O4lv6MQy0SO5D/sG0PiyuWyJXTGVKSoyHItj46OUC6XMT4+jvPnz+PWrVtvTIlh5aVYLCbefkx4SUAcgEX+0Y3hUoODgxb6Z7fP2Eya2Iumdzod+P1+xONxFItFVCqVE2CC+Z6joyMsLS3hu+++w69+9Sv8/Oc/x97eHr755psTCX7/tT1tfX19OH/+PAYHB+WMlUqlE4kI+Tev4e+RkRFMTU3B7/f3pInm2TqN1/Nsh8NhTE5Oilyu6Y9+HsHpWq2G9fV1iUefmprCxsYGMpkMUqkUVlZW3govklgshtHRUUn8yooQLIOtDU5aXtTAJRu/c7lc4i0wMjKCvr4+FItFbG1tYXd3V2RXKtlU5klLedYZVsIcNeQ3fX19FqWfc07vgW63K96O7CurkelQKqfTiXq9jkKhIHlv+vr6MDIygkQiYammxgTwBAl8Pp/sG+ZsYXgEQXOGHlAmIGjCsZnyw7OaKS+YQKmWwfV6vK599mcBDujDHw6H8emnn4oreLvdxtramghgVGY0EyIxGBsbw/T0NByOp1m7gadWfaL3OgYyHA4DgKDxuk+aMDFD9s9+9jO0221899132N3dFfcqLeTo93Y6HWSzWWxsbIiLjM/nwy9/+UvU63U8efLEEu/6poEB9pmHk820qnA8FIYpdGoiZG72Tqcjirff7xe3I10yUCvq+jNa5Hj4tSWf6JvOUEsCZuYYCAQClsSDGpTQXgv0IDAPOBvHSWVbZ2fVeQb4m6Xo6GpsxmNq13wtINrFbbLp+F2ui55/WgBJ4HQySH0NwTMSeXOd2S+uJ9FgKhL6WlPI67WH/9Uac9w0OKTdAE2wpds9zsY8NDQkHiqA1UWWz+J5NC0Jb1Prdruyj/x+P9599114vV48fvwYu7u7Qt/Ne/TfHo8Hk5OTiMfjQuPNEAK7e01gSu/rwcFBDA8Po9FoYGtrS+bZPAv8jEBMt9tFKBRCKBRCpVJBp9MRWqPd+M1+vIn1IThgelppWkkLMJMOUoklH9D91z8aaCBN0GEu/E7TFD6LSqHmDzomlnP9MjzQPFd6jc2x9KLxz3q23fiApxZJzgWBE5/PJz/kT4yPBWCh+3ZAvHnOSbMJ5rzJ5nK5xAOP/ItCvs6YzmbO2cDAgIAk5HOmh6J5r3luezVtwIlGoxJ+0QvQYT9zuRzu3LmD8fFxvPPOO/j000+RTqexs7Mj3h1vKz39oRrjwWklZrgtY8vZNL0gGOP1epFKpRCNRk/QEja7s9lrj2h6ytKG6+vr2NnZsYCDZqM8WSqVsLKygpmZGVy6dAkXL15Et9vF1tYW9vb23or1N5V8h+OpoVQDrWZIAb/X54zfB4NBjI6OSt6eYrGIjY0N7O3tifcHZWMdZq1lf84t6R7ziBAopueazvdCiznLxNNrUIfKApD3cH21gQs4lnfK5bIYEVmimB5NlPsBiIcW5XCG/5qezwQVNEj9vEB1L8DYpD9mSB5BCrfbjVAohEwmcwY75mn7swAH2Jh8gkkI/X4/VlZWsLS0JIomcNKl9ujoSCwfVPZ1YrqBgQG89957yOVyAICNjQ3UajVBwxlnbypndi0ajeL8+fPIZDIolUqCnPEe02WcQsHu7i6SyaS4wsTjcfzmN7/B73//ewl30MKrBgxed+t2u5KdlBmEddIqCuI8ZBTKNciiN72pVPr9foRCIQQCgRPWeg0U6NACfaC0JwOVebru8/0UArW1huXH9Lt06UIzlOA0pbbT6QjaSQtiqVQ6UY2gUCgI8qo9KzSiy9aLEWqUlo0WfztQRlc9oDuVThDFUBoSXO5J1mvvZblh34gMk7hra64eE/eK+bvXnvshgLA30ezAFrOZVkdNe8gsyXh1ZnlW8dD70k75fRvmVs8DmbjD4cDs7CwuXbqEnZ0d3L17F/l8/sQ95p50OByIRqNIpVKSW0GXEdTX2v3N36by5fF4xJJFrzUd+2cCDjz7Wgmk22K73UYkEpGkRnagxZto3EtURGmF5tmlQKY9uugVZOfKrfeVVrBJi10ul8WCZRc2xftNRZ3C47P4rvksu8Z38vxoy6Eez8s29tn07GLuCWbu554gKE2jA638PAfmePlcDbToeSIwkE6n8fDhwzdq2aYsRXmK/Ehn9mYzLZZ9fX0WhRJ4Clyb62GeUX6mv9e0U4M9wWAQw8PDqNfrliSj5r7R+4/eAkNDQ7hy5Qo2NzfxD//wDyiVSpLh/m2wIL8NzeVyYXZ2Vva90+nEwcGBeGr0onfcN0NDQ0ilUpYqFcDpOUVMeUI3vf50IZ+YmBC3e22N1nIqAMk9wBK6MzMzGB8fRy6XQ6PRwHvvvYcvv/zyrfEe4RhJt81QKV3yt5dSS7meiWbpxp/L5ZDNZi0gH+Vpjl97RwNPy+WOjIxgbGwMsVgMrVYL2WzWAhZT3tSltZn0VlegI7/SmfwBWHQBjpXu/8Axrenv70c+n5dEuuTfg4ODcg2NEzRGArAYJDQAq8GB02iRuT5sml7oc2G+A4AAH6/DA+zPBhzodrsIBAK4evUqDg4O4PP5AABbW1uWOE4y/W63KxPKQ+H3+6XMmiYorMt79epVuN1uLCwsIJvNYmhoCL/97W9x7tw5OJ1OcTFh08gmN3t/fz+mpqawv7+Pw8NDLCwsCAJmWikoQNGV8Pvvv0exWMTExIQoy9evX4fL5cKdO3csc/GmhHuHw4EbN24gFouJUEMLNPBUoNFWcxJ7HmKTUAGQZ/h8PhkrFXNdkcB06dfWe30gtbu8TshEjw+6LJFAMHZWl3gzgQiCAqd5DABP66fqpCXlchnFYlE8BFjakaEFnCutTANPiYxONmgKRCaQYBJHHVdGwqqJMRsVKAqXJMS1Ws1ivWMz36eBIR2/rPtsuiyf1n5oFP6HbKaiBfSeDy0IcJ9q8M1s5lqy/nckEvnBMuibQglpgdfrxY0bN+B0OvH48WNsb28L4zb3nalI6v3O+eH12mtJ0yRzvvTzAAjdoGKRTqcFROY42C8NytFLiKU9dQUVgpd835tuBD7N92sayvUgjSQNNa1/+nzTWqy9kEhPzRJadoKVVqr5HJN2me6x+vpnAY2aJj0LCHgRHmtey+dzD3L/sLSmDl/TQjX3KQVU5kTSwrCec03baWmiJ10gEEChUHjtygv3RCgUEtBZVylg7hvT403npxkYGEAkEhG3317Kiznfet17eVeaIAQ9B1gC0k4B1ffV63U8fvwYiUQCv/rVr/DRRx/hyZMnuHv3riRV+9d23MLhMBKJBCKRiIT8ZrNZMbT1OnOdTgderxfj4+NivNOg9mnnmt+fpvBqWpRMJrG7u4v19XVbb2Dez33daDSwvLwsYW5jY2Oo1+soFotyxt6GpmkzabE24JnyN+8xZWga7FwulyQ3ZYiCNjzxWZov87xT14rFYhgZGUE8HpfQhFwuh1qtZjHA0UBHGZTJDKnk6xBls3KWPvd6PFx3gtLFYhEAJMytVCpZwti07E9lnM/mGLXB0wSkTpNvzX1qyutaFtHyM0NF/jXnwHO0druNXC4Hj8eDbDaL6elpACcPA2Al9i6XC8PDw5ifn0c0GrVYOHi93+/HpUuXMDk5ievXr6NarSIajWJ+fh6dzrHrf6lUQrfbRSKRsCRu0n8fHR0hEAjgww8/xPj4OPr6+nD37l1Uq1UBNNhn9pFoeaVSwebmJrxeryBnwLE7nNvtFqX3TQEDwDEB+elPf4pwOCzCjvYe0MqltlzzgOlxaus7iTWVdNNLwHTp1/H+evymQkAkUeecIAGihwITD+ocBhTIdEUCvq+XpZXvpYsuAQIKHoz90rVVzSRgplubmcTS3Kd6Xfh+HVKh8y9oJYmEku5TnCsySF1Zg/FcBEe0ImMKwTp/hJlb41UI2pvc42+62c2L3WcmYGCHTuv9qQUqfsezQHCKCngkEsEnn3yCv/mbvznr4T1X0+OlIlEul+Xs0+XdFPrs9iC9xuLxOKLRqAjtmumayoTd/jKBW34GQISdaDQqSd/0WPTzOZ5SqYRgMCi0hl5FkUhE3FbfdBsZGUEoFJKwJ1qDKBTS3Z3x3zohkqZFWjgyAU49D/TU4lqaVu9ea6IBAG1pNu/hZ7rZAW3m9yY95ee62Ql1z0PTzD1LN3+W3zIFde2+SrpL2qufaV7H/tBrgHMcDofx4YcfIpPJoFKpPLO/r9IcDoeA+9xD3W5Xcm/QndwEPTV/ooGAoRB2St9pSr/5mbn2+j6fz4doNCoefHb8Va91q9VCsVjEgwcPMDk5iatXr+InP/kJVldXsb+/DwCS6OxfsgeBy+WSUnfck5lMBrlc7oRCadKRbreLoaEhjI6OipKom7k+5rnXtMmOBun74vG4VC6oVqun5hyh59nBwQEePXokyfnoqTw3N4fbt29bcsi86faTn/xEFFZ6p7J6gAZuyQvJD02XeS3b61xT9LzWMqvd2dOVEugxkEqlkEwm4fP5BBjY399HrVYTz12tP7GvlMODwaCEBtNgZYID5PMmUKCfycpn5N/kxTT28h0aTGFfAFjmjmtt5uLSv00+YsofbHrPajmOeker1RJ6+q/gQI/GSR0cHESz2UShUMDly5fl0LIupC5PyIk+PDyEw+HAzMwMZmZmpFwGJ5uHhUzK7/djdHQUwLEXwNraGpaXl7G0tISdnR3U63X8xV/8Ba5evSpuKXyfdhEnAnrx4kXs7e1hfX1dymQA1jrGelMXCgWsra1JfNzBwQG8Xi+uXr2K+/fv/yCWPofDcaLv2uqm0TQznEBbC/gsjVJSmeX/FKS1NZ/AgHYhYuP7NHPWLkc60aHOaaBzGej36NCFZ3kMAJDwBSKs5XJZkGXmG2AWaR1KYKfwU7nm3HI+zbXQ88i/tSswUUftht7tdiXWknPD99MCTWHUrEhhvlcTNfZXgymmQvu8ir6pHPD+l23PevfzCvtn3Z6lbOg5t2MoGrUPh8OIxWJSoscM5eD9LAnE8CANQv3QjWE+h4eHSKVSGBsbQzablUSEei+Y+4L/B4NBTE5OigVTg5O9XNntlFI7IJACSyQSwcjIiAg6JhhjnhEmIqXSTSHE7XZjaGgIi4uLb5yeRyIRuN1uSZyr3UB1/heCqHT11IKmCV4CVjdwU+C0E8Dt9jY/53M0fTGv0/tc06rnoTWnrZldM4U/3T+7//VYtWUfgK0Aqr0jtICorXK9xkUBWT+DHnKvG2B1OBwIh8NicCGPZjw+S5CZoU0auA+Hw5iamkIsFrOATnZnsFfT62MqRPxOC+gejwehUAj5fF5ioHlPrz3E6gXxeBw3btzAnTt3JLRgYGBAztO/xOZwOCThG5W1arWKYrFokXM0GKb/9vl8GBsbQygUsoQx6ufr37rZrZfd9dx3zEuTz+exubkpIWDacMVn0rOn0Wjgyy+/xOHhIX7xi1/g+vXr8Pv9ePLkCYrFosj2P4QsMT09LRn/zQTX2tqvDQhmqCjPivbeo9cSjV069Ewr6c1m00L7BwYGJEni+Pg4fD4fqtUq9vb2sLe3J/knAMi76PXEd3Q6HTHm0ZOASjJ1Oir3NHJpvq3ztvD7YDCIaDQKv98v4b2U/TkX9NbS/IvP0gC5ltHt5HMT1LaTW/i3lvVNusfPuH5n3f4swAFOIsvOTU9PI5lM4t69e9jd3QVgX8ueC0E0UqNlbFoJ63SO41NoXd3a2sJ/+2//DXfu3EE2m0Wz2bSU15uamhKrvrZQaUI0MzODtbU1iT/nNfqwcYwulwvtdhvpdBr379/H/Pw8pqenMTExgUwmg2q1ivX1ddRqtTdKiHQMk7Y46z6bGXy1UM7xcZ61YqobiTQFIx1KYKeom8K+JlLabTMcDiMUConlRoMDdJk1f+y8FMz3EhigVTafz0stVl2ZgF4DOv6517P1XGjG2iuhlxbAzXACLXCaaLF+lr7f5XIhGo2iWq3ahhSYf/N+zqnpCWEqAc9S1nt99kMw3tfd9Nh6CUQALMzdDtU2z5M+a5pR0T2PDO9Nlzqza9w/g4ODSCQS+OijjzAxMYHf//732N7eljhq4KQbJOfD7/djYmICiURCmL0GL/U86/nQzzABL22h5TMGBweRSqVQKBRE8TeVQn0fYywdDofkymFCQpaK2tnZeeOuyewz6QXPLOk36TkFXg2gc+54rw7RY+Ne1W6oppDEfpjrafaT37HxOi00PQvkO42u6PfY/d9LWdT9NYFQ81zredX91/vP3KPac8AOoOXnWtA3FfHX3ahos0KN9j7Tgq35m/3VFQrI37USo8+oHrduvfaIPrfmeabbss/nE29M81367He7x8A6c0iNjIxIGe12u41yufyDWo9/6OZwOJBKpRCLxeT/UqmEcrkMACfAQXNNKEf2Sg7Kteh1FnuBvub3XOdYLCYK/t27d1Gv1y3GDd1P7pejoyNJTnjlyhWkUimsrq5ienoaXq8XS0tL4un7JhtptVZU9TyY9Jff250J5o6iIt5oNMTYpedUnxOeJcrRQ0ND4gUSCARQq9Wwv7+Pg4MDFAoFMZC5XMelsnWosvZS0HKl3+8HAPFCIpigDaymAYBzwWSIDFtuNBrSn0AggHA4LHRLGwY1qEIQwhy/nk9+b+o1ev65Jmx6XUh/aGRut9uS+2BgYEDkjrNsfxbgAABR7iqVimwaZrwkE+UGM10X2+02RkZGEA6Hba1l3Ig8MK1WC/fu3cMf/vAHfP/991hfX5fN02q18P3336PT6eDq1au4dOkSxsfHJXeAJm5c1J/85CcYGBjAgwcPJOMkDxsVRrp2OhzHVvqDgwN4PB5Eo1F4vV4cHR3hpz/9KVKpFL788kvLgX3dihMJB+dKW5s4Vp0Nnf0xk3lohsv/9W8KquZvrfTqpgEI8x4mamOmT3oMEIXUuQ10QhSzTKNuur+MByIwUCgUkE6nxVWRVloqYbTkc5/ZCaTaFVrPm95XvFYLorxHAygU2tkHLUhrwV8TOhIyjYLzXaZHgHmf6VbJZ2um/jz71fz+zxEUAE56D9jtbeBkvgCTMXHd9TXmM/SzSN8Y6vJDN1oo8vk85ufncePGDalAk81mAZxU5EylLBqNYmpqCj6fzyLkmwAL97Gec/5tV8mBtIfWFqfTiUQiIXt6eXlZkp6awgL/Zqklj8cjdZzpVURLGQFuPabX1Xj22U/9m7lDSMPK5TI8Hg8CgYCFLmn6pC0tpoJFN1UdW6/HZ0cvTEVb/20q06Ygr5udwqBbLzpkghh2IIDd+/T9doqm6a1ovov7jM2cM3N+tBuqSasJ1L/uRv4JPF1rACfOktk/Xk8PFYILJqhi3q/3gJZB+Jv8lfeYZ5L0jwaDZDKJw8NDsXDzOvO9VBS2trbw8OFDTExM4PLly/jmm2+wsbFha+3+l9ScTqeUZ2alI7PShsnPKJu0Wi0Eg0HE43FL/L++x27/29GG09ZAyzCdTgehUAipVArb29tYX1+XM0jlTNMA9iWTyeDJkyeYmppCOBzG2NiYAFx7e3s/KD8151rLhgQleZ3dHOo8YVTeue81+EBZr91uW0D9eDyOSCSCRCKBUCiEVquFQqGAzc1NrK6uIpfLiVeD5hvsh5ZLCA4QcGCCYRptWSJe57HRsib/p4dePB4XHSqTyWB3d1cAfqfzOF+KrmbGvckQYPZV02Nt7de02A5EsDOQ9pKH9XN5fX9/vwBvZ9l+9OAAJ1qje4xNoyuKdqfWygiZ1NDQEObn56VMjh3D1S4tq6ur+Id/+Ad8/vnnKBaLFjQbAAqFAr799lusr6/j9u3b+PTTT3H16lXJaM0FBY5Rn3PnzgkT/eqrr1CpVCxKLRExMjYmrMpmszg4OMDw8DACgQCGhoYAALdu3ZKNbVqCX0fTyrNeE256CiO96mabh0N/R6KtD5dpyX6WSw0VX3oFaKLi9XoRDAZF6berfqBjPPVesmscJ70CmHiM9WUZ91mtVqWOqzlezoXeh7yGYzERR35v/q+FKr0X+DkBMzvhmHOtCb5mFIAV9bdTfthHLRBoQEF71Oh392r/UoQsu33AdpoyYn6n117Pq6kEcx2Ojo5EGH8bkmlxbzHZbDwex+3bt7G1tSUuhb32N8fGkoH0GjD3kN08msoY9yv/NueV13e7XSlvmMlkkMlkLLlVdONnDDnSFVCcTieCwSCOjo7kjD5LwD2LZufdRasn3VBpJXU4HFIPOhAInAjr0klT9bxT0CKgrsvAmh4b+m/TyqX5AvtrN79s+kzZfa9bL9pqp4gAJ71WeikpbFRCXS6X5HFgdnRNM+0EeT0GvlvPAb/j+dDXa7fh172XtMWPsgEtmTqJmJ2SxzxArFBkrq0JRts1PYe6UhKNAtr7z+S3brfbknvAzvKvFUrKY3fv3sXY2BguXLiAjz/+GIVCQbLx/0vMO+BwOHDhwgXMzc3J+a5Wq8hkMqLE2SnvlDm8Xq9ks9eyjPkOuzOn19Xuf+DkuWQf6bk1Pj6OdDot4ce6f8BTzzyHw4FKpYKVlRWsrq7i2rVrUvmAdPJN0G+zaTCA8pxOpM0x2ym1bPxch+eaQIO+Vp/hYDCIRCKBsbExxONxBINBOJ1OqdZGzwPqalqXMmm3TuxNPhsMBqWqiy4x6HK5EAgEUCwWT3gO8B3sG0O8S6US0um0gDgEJEgvSUN0XjDyRyZZ1XzA5FkmYNsLvNUeeHZyB/vCfF86LO0s248SHLATgBOJBIDjxFCTk5NSg1QLkNzg3NBHR0cYGBjA1NQUksmkRTgx30WQgRt7d3cX1WpVriPTA44FS7qNa+vWxYsXpRY08NQNpr+/H8lkEnNzc1hbW8PS0hJarZbF2qtzD9ALgfVFHQ6HEM9QKIR33nkHX331lZTreN1Nl/gwy0VqBVSjj/o7u/XU3gCmkmuCBM/DNKj4MzN0t9uV8lu0wtCjwAQG+L3pVqYbDzY9AQgKEBggEsnyf/QcoKBkEmWT2ZkEWP9m08CXZgim8KUtJByX6XpGQMQk2sBToV+DQXZCOP/WoArf0UugfdPNZIRvU3seAd48F6aCQvSesXQmI9EMiXs3EAi8FXNCl0EmH/L5fOJuyPKaz3Mu9HmwA9V4DZt5DWmNnlutqGka7XAcWyRisRhisRgqlYpY2k0Qjc9ickLGY/r9flHCabnQFXdeZ6MQZqfcdrtPPcD0fFYqFXg8HkvCOC0Yce6477RCSIsyAQIC9no99Fz3Aln0OTAte3YeCPp//QzT9fa0edK/9ZjMd5lCn6n8kw9oQZTzZdJv/qblqlfohBbQdWUdh+NpAtJngeqv0sg/KMdwvIwF1pZGO/7Ns8/Sunr85t92//NdDLEsl8tSGcjn84l7M3NRcb70OjJMtVarSWlDUz7Ua9VsNrG9vY2vv/4as7Oz+OSTT7C1tYV79+6hXq9LyNCbksvehub1enH+/HmEw2Gh3Qy/IB0FrJ5v3N9Op1MSBHq9XgD2oJ3d3/xfy4e9FCj9TN0nAhObm5vY2tqyyFb6Xi2LZjIZrKysSJ6M4eFhLC0tYWJiArlcTrLiv6lG5ZGerMz1Qeu/3vcm3WHjntcGHi3TkcZojyDK25Sj6UXkdDrFO42e3TpUjc/sdq2gOcE8ypClUsmS/M/tdiMcDlv60e0elxqltwFpAkMdkskkhoaG0N/fj1qtJpWGarWaANfcN8y5VS6XJcEq6S6rE+k5Yx906JzZtNzGeeZ6mOfB1IO099fr8gT70YEDJqPkZ0NDQwiHw7h48SK8Xi9u3bqFbDYrG5QTagrTwLFFpF6vi8sTAMsBoVXN6XSiXC7j1q1bWFpaslh1dH+0ItxsNnH79m3pcyqVkioKegN4vV5MTEzgxo0bODo6wv7+vmwwWlrYBx6GRqOBtbU15HI5XLp0CbOzswiFQrh27RoqlQq+/fbbUwXKs1LKtJLJw2sKLARmtOeAKdyTMHPetUBjWonYTuu/JlR0M6KC4XQ6xR2JfelVkeC00AU7gU0DA4VCAYVCAeVyGbVaDeVy+YTlRMcvcR5OE041IeDe5BzzMz6HfefnJJp2IALHwf3MPafngAKnFvqeNf/cs+YamoK63ZjfZuX9h2qmkKIVEJOZADiRPFNfz0aUnM9/HmDidTYKEcwePjs7i9nZWZTLZTx58kSscQBO7F/dBgYGMDY2hmg0Kt+bc6SFRo3W27nB6z1tAgq8tr+/X8p2FQoFS2UFc+9T8WX4EUEQVjEZHBxEt9tFsVh8I15gpkCt6bFpGeF1tMjyfhNgYOOe0mELFNQouDIMg+/jffp/vSZ2gCp/c7600MUx6e84ltMAI91/3Sfzb5OemUCT3m+cJ1azMd3t7Xij/rsXv9DeLCZIwu/m5ubw1VdfvZaKGA6HQ0p08r38rcPYzLnU54xJE3VJTROo4j0mvWs2myiVSshms8hms+LCzHjm/v5+7O7uYmRkBMlkUpJwasWk2+3C4/FgeHhYQFNWo+J79FngWtTrdTx69AgLCwv4+OOP8fHHH4vCSD78Lwkc0EYZuoWzlr2ea8AKurZaLYRCIUxOTkqpOzsgyTwveq83Gg2ZaxqCeI+mC3YgGfsSj8fFe4Dyvm6a77pcx8kJV1ZWMD09jWvXriEej2Nvbw8DAwPY2tpCpVJ5ox55VMJJa3j+tBevLjfOObHzWtJebbpRH+Hca+8ck65SD+B7CRSaxqJOpyPgQavVktwD9IjmWWaSROYH0zIqz3A+n7d48DBsKBwOo6+vD9VqFaVSSTwPmGup233qsp9KpeB0OhGLxSz7lV4wHA/LOpreRqaupWUwU9bqxePtZD6ul66OdFbtRwcOsGkCEQ6HUS6XRcjSIQA8/CYD4neBQADT09NSWUAvItEyMuJms4nl5WX88Y9/RLlcPuHebW5uun3kcjncvn0b9Xodk5OT2N3dlWoG2i02kUjggw8+QKfTwXfffSfxakyIobPdasSvUqlgd3cXsVhMkmiMj4/jwYMHgtBqBnrWAibHz76SgNBNWW9cbZ3WwgH7ZiqR+sdcd7v/7RpRQL6XCKZpDTQrEdiFEti9T2d/pYWCYACRWv5QENTKN9+vBb7TmnZh1sKtiYybwiTHoOffJE7sk/Zo4PzxftZl1/v+tLjKXkKgaaX7IYCAtxF4OI059LreBNz0mmphxLRwmmABn/VDx8mSsTcaDTQaDVy4cAEjIyO4desWVldXLWVb7QAmCpKJRAKjo6PibaW9yMyzp/czzw4tDqQP5lyZgirnn1bHkZERtNvHJXbtYq11uABd9RkmRlfWf/fv/h3+8Ic/4MsvvzxRvvGsG4FUkxZpOqyVTxOYMhV682x3u0+ropCW9Pf3w+v1nghL0PfqZ/TiZ5r+6Wt004qd2XrRd/PeF23Puo/7wLTemXzPHLd+rp5301pFYfx1uZ/ajUfTH+4nugXbhdPxPofjGDDy+XwC5Os11sq4CZZRIczlckin0+K6TKWI17IPpVIJe3t7kiCNCoDuF70MWGaYyozd/HPM5XIZd+7cwczMDC5duoTV1VXs7e2h2+1KVZJ/KZULmJSRihNLBPbyoup2n5aOo1KmS3ybZ9oOKOAzMpkMFhcXUa1WMTY2JgnCTaBcv1sDiZR76D2wvr5u8VjTdId0s9lsYm9vD0tLS5ifn8fExASq1Sru3LmDmzdviuv6m2qal2sjjdaPOGeaRrNpmmOWT+UcsTQw8xAQLODn9HCiPFyr1ZDL5cSAxvXW+bxMhVkbDLlOTIjIijlMHqhDJpi3h8Ysn8+Ho6MjRCIRDA4Oot1uo1gsIp1OI5/Po9FoiJHQ5XIhEolgYmICExMTkseOMsHR0RFqtRoikYj8T9k/nU6Ld7CWv0zZTDfzM703Nb/i87iuR0dHZ56MEPgRgwOAdaLHx8fhcrkQj8fRbrexvb2Nw8NDQZAYXqCRyb6+PszMzODChQuSrEo/WwuafX19SKfT+OMf/4i9vT25Tgvlmqh0u13ZaKyFWiwWsbCwgJ2dHbhcLszNzSEWi0kfBwYGEAqFMDMzg52dHWSzWUtOA7rskxhRQOt0Ojg4OMDBwYHEgE5PT+O9997DysqKuHHpdpZgARmmHj8JA+deEyltSeh1APiZXgu7759HYGM1Ck38NDMArMmxzCoIdsCAKWjQZalUKomVQlcqoBuUjokCnu4b012xV+NeILChXf414eZckdjqjKsakOIzzPAG7RJsl2eB7yND5LPMOSKjZskbVoTQ39vd+6LtZe5/G4GBXs1ur+v5s5t3/b/5HF6jrcEEQGlp+CHAAX3m6R3l9/sxPz+PSqWC+/fvSxy/Ppd24/d6vRgdHZWYQsB6Lsw54LmkgE+Lg8/nw/DwMBwOx4m8KrxfW7b4nlgsJhbQ+/fvI5fLWWiZyW/a7ePM5oy19vv9KBQK+Oqrr1Cr1eD3+8Xz6HXOv8PhEG8Hnm1TeNYVIpinxbSkmnuNAunR0RGKxSIODw8lptxur5m8yQ5wMGm63f0a0DCbnUv+aXOj+/E8zVTo7T6jQm8Ccnb8Rn+nhXzNc81GsFev3+u0XjKpL8dHIwkBcioDdvIHBfhgMGg5a+YZN9eCykImk8He3h4ymYy8qxctZIgDeTPzDGhe53K5JDa50Wjg4ODAAuiZwj7XY2lpCV999RV+/etf4+OPP8by8jKWl5dtw0/+XNvAwACuXLkCr9eLw8NDFAoF5PN5kafNpo0SgUAAY2NjiEQiAJ7SWRPc4uf8m400bHd3F8vLy9ja2kKz2cT58+fFKKfvMcE3LddHo1GkUins7e2hWq1KjLu5jlRK6dG7urqK9957D+Pj46jVatjZ2bEAzG+qaVBQJ9XmudQGTtNDmXOkvX50vil6hWgPBOokh4eHUtKXYQWk/XTfz+fz8g7t5drX1yc5BehBxFLgBBW4Hwj+uVwu+Hw+i3GReQ9YYYGeAoFAAO12G6VSCfl8Xn6oQ6ZSKYRCIUxMTCCVSklIUKfTEXm+VCpJ3jLtoc79yDAmAgqmTKXleE2bzWu0jGbyEo6J5+Qs248KHDCFg06nA7fbjXfeeQe//e1vsbu7i7GxMayurmJ1dVUIhxYcyIibzSai0aj8aGWW95GhcnG4kfT7uTha+KCQ6fV6cfnyZVSrVezs7KBer6NUKuHhw4eIRCJSq1MDCn19fRgdHcWFCxdQKpWwuLgogjD7wUOh/6/Varhz5w7a7bZs5unpaYyPj+Of/umfUKlULHOn5/NVGwUTxudroUAj/+bmtxOOSST0mtmhvM8LDFAxBp7GQZJYasshCfvzAANsR0dHYtmkOxKVYIYQ8If1kk2ARFsqTMZ3mjBqJyyZ1hS9l83QAB3GQMJPFzwzhtoMR6BrJuvd6u/0GnF8msDp8Zrj6qXgawGgV3tdwIDZz5dREM6i6TXVc2heYwo7ACwJuMjg9DgcDofQMO3+/qaFWC2gRSIR/NVf/ZWUKxwbG8OdO3fw8OHDEwlbTSWUgFkikcD4+LglD4rmCVrY5LxR0Njf38e9e/dwcHCAkZEREVLYT/M5WumnAkCBqF6vIxQKiRVTK9DmmW+1WhLX6HQ6EYlExEttYmICS0tLr9Wrg/PXi2YDTwFHfs7/9TyacwTAAgxks1kp4+p2uyUcy84qa9J9/Zl5jbn/TV5t3menWJw2N6f9b3deTOBC7xG+X7v76z2q10DTYf7NedfuwJpu68/1vJju3Gfd/H4/IpGIxRJ4eHiIWq0mHiP6zOgzwOpBBAdMPmKnxHS7XbFK7+zsoFAoCL81eaFeFz0Ph4eHAswxvp3vZi4QHS+vvzcF9263i3w+jzt37mB2dhaXL1/Gz372M2QyGWxvb1vW+s+1ORwOBAIBqaZVq9VQLBbFLdxu7OQ/TqcTo6OjGB8fh9/vP3Em+Hy9ttrgRKNgJBJBMpm0GPN0OUQ2fTa0TMT94/F4MD09jd3dXaG/Zh+0LuB2u5HL5bCwsICxsTEMDg7C4XBgZWUFw8PDkpn/TbQHDx5gbm5OwmNo0DHlcjY7GZs/NCLRS5a5BujhRt6h82o4HA6LQazZbErIHAEFM1QDeBpaxEStBP+04YJgRL1eh8fjkb3DM8wkheSllH/L5TIKhQJ2d3eRTqcl6SgADA4OipcJkx1ms1ns7u6KZ/rBwQEymQzy+bzQOrOqGfMfMOcQPSRMmmwHkNo1EwTTgE0gELB415xV+1GBA2ya2ZKZbGxsiIXoyZMnYnGnt4AmMHRD6Xa7kmWSTSvprF/pcrmQTqfx9ddf4/bt2+JaRCFUP5sL73a7MTc3h7/8y79Es9nEnTt3sLS0JGWqNjY2kM1mMTk5KVYXHepw48YNhMNhuN1uPHjwQLwQNIHU3gN031lfXwcAzM7OIpVKYWlpCefPn5fEeL0UzVdhVJwP7Y6qFRNT2NPzrYk650DHPuvf7Kvdj13TIIX+zMzwqa3jOgFhL2CAhInxXLVaTYAB/l2r1YQwmAmY9Lh7jVEzQ/MeXmO6VZrAi1ZeKKhpJchUbEhwOP9M7sJna3cmLZya8/2stTLXzQQW9P3691m2XkCEXTtN6D/L/vC55rzo9z1rrjTD4Q8TApnWGlPoMs/KswCZs256bE6nE48ePUJfXx/ef/99HB0dYWFhAfl8XhRSExTQjWOhYKEZsr6eZ0J7zJTLZaytreHJkydoNBq4dOkSPB6P9EtbSLQSpgVLrahFIhGMjo5K/hGOVfeVv7vdrgjS4XBYYnVpydeAnXn+z3INCGTyPVoR0ooa3SnNvCl6fnifvp/3kk/r73vxKN1H83MNtJjXmvvFvFcrdae9o9f/p9ESU2k0aR/3iMk3+beZXJH36GvZTADE3IfmOX8ddNXtdiORSEj8LwBRvKkQmTyHjUI1XX7tKi2Yc0dL3t7eHg4ODpDL5UTx0ACMSUv1PLvdbvj9fovLsrle9CrIZDISk8xnmX3kWmYyGXzzzTdIJBK4ceMGNjc3xbPwzxkYAI5lh0uXLgnwx3BL7TXJZoI+LCNIeV7TIbv7SIOY+DmXyyGVSkm+AHp70JjB82PyUnN/aNoRiUQwOzuLVquFjY0NNBoN2ySJ9KRqtVq4e/cuXC4XPvvsM1y5cgWdTgcPHjzA0dERVldX30hpwwcPHuD8+fPiwVoul0Vxt+OZdrTGnGeOnWdHx+mTZtHjrL+/X/JM6O/0fGk5RH+ujY1mbq6BgQHhiYeHh2KgczqdknTc6/UKMMNnk5cS6CuXy5KYPpFIYGpqCtPT03C5jpPK88zy2Z1OR8CNZrOJg4MDpNNpMZZFo1HEYjFJqKrzmNBTiXOpZRENEOu1sVsT0nVdQex10JMfFThgx6Q9Ho8kiWBMmBaCTYFQb8ZIJIK5uTlxyTCZDjcokwp+8cUX2N/fh8PhEIWPQAMACzMCjhH0aDSKc+fO4fz583j06BEePHiAf/zHf8Tq6iru3buHyclJsUhxE3Q6Hfj9fpw7dw65XA4HBweCOGs3ch4aKmoUtvL5PCqVipRmnJ+flyReGvXkO1+1aaJvElwTFDCTepnEWSvLdhay5wEFzOu1exQbXZ9M4YweA3qOdeNB1l4DOpaKoQT1el3yDXCMdB3tJRxxTsx50UTT/K09EMxn6XnWwif3tgZION88Q/yO81MqlbC1tWV5bi9hW/9tKrvm2pz2+cs2u/t/LMKYeXbMdbVjFmYzlSPNWLWiohkT94YJpL3pxv1Sq9Xwxz/+ETMzM/j4449PAHqnnSEK80NDQwgGg8J4yRdMkI1nAjiZBDUWi2F0dFRcJ4GnIUjkOeyPBhn03Pl8PiQSCRwcHAiNAOwBQVq+isUiAoEAAAiAXSgUEI1GxYJhN3dnsc/JI+j1wHnXir8WaHSm/V7nnv9TeKPQR0GRipl+vr7XDhSzkwfM9QROJo/s9R7zWbqZyqUdoNCLJ9m9m3PB0suBQECUFxMksOurKRCaco6ee9NLTu/Ts2wOh0OsduSj5I/0GLATcqmABQIBjI+PIx6PW/izHrseL3N5bG1tYW9vzzbGl+8x14D0gCFDTEx4Wlb8UCiEeDwuQIcdHeb/LpcL9XodCwsLSKVS+PWvf41PP/0U29vbUmpa9+fPqXEfBINBABC59PDw0BYY4G+eh3g8juHhYdkDpMd6Xc09fnR0hHQ6jXv37mFrawvj4+N49913EY/HcfXqVdy7dw/ffvutVCejAYg6AWDlC+wTz8vAwAAuXrwIh8MhZal16Iw+d+Sj9Xodi4uLSKVSuH79Oi5evIidnR0MDQ2h2+1iYWHhta+9w+EQl3oq5lpBN0FtwEovTRrD3CitVkvi8r1erxjKqHzz3fTa1d4FTAxv5qzR7yMwwFxX2uNWJzRkuDj7pQ0BAATUZ987nY4o7qxUBhzzurGxMeH19PJheBLDE5gHhTy5XC4LUEA+NjAwINUMzNALTfP0WPi5CWTq+ec1zO/AHA/0kjrr9qMCBwCroAEcI1PpdBqtVgvnzp1DqVTC6uoqWq2WbAx9LwABEGZmZjA+Pi7utvqgk6EQKbp37x7W1tZEAIpEIohEIhJ7Quu5jgcl8aFbEjOWcjPrurcaGODfgUAAMzMzkuU0k8mIdVtXBuCmIuFlbNP09DQuX74Mh8OBv/zLv8Tt27dx584dCTHQ86KFlhddD6JqemPzx7TQa+ZpKj92Sr8dKvai4IA5P6bwqD0wTgsj0MI7XWLL5bJ4g7DqhQ4lYHylFs60sMI5MAWaXoKvJhrPQxBMMIWCmPbS0KAA46P4DhK7jY0NbG9vCxpKRk53KlNw1WNtNptSuYEWJbuYQ95vJ5jbzUmv8b7K989SvPUzXidjt3u2qYzYuQPaPYNgFgUD7Raur9XP/yGAATYKJ/39/bh48SIuX76MJ0+eYHFxEY1G44TiqQUz/s0a1awv3WtPkTZoLxuGIfT392N0dBSxWEwyXXP+mFSJpdFYqguA/OY5Z0xgMpmU+t5s5jh4X6VSQTabRbd7XHLV7/djamoK3W4XyWQSGxsb2N/ft1V0X6Vx3ik4ERw3BXPzt076ZDfPpHP62bxW81y7e813medP01cTNNJCaC/rjPksu2YHTjzvfJtrbL7D5XJZ5sRUNPS7yH/K5TKq1aqAfloW0PPE+dACP0NXztq1eWBgANFo1KJwkaeYSbn0evBeCt+6tKDmk/qMM7/Pzs6OJLnTCT/NfWIH4jidTgQCASSTScRiMXm39tbQ1/LHzg3afBcBQAJ5DI26dOkSlpaWRGbSGc3/XBplDFaDMmUX4GS+Ka1Uc08TgD0NcOPa0GpLGZwhDH6/H2NjY8hms7h9+zZWV1eRSCQsSfRMmUw/X3ttDgwMYHx8HKurqyiVSpK3zK5vBJCZZ4yeB5OTk5KsOhAIvJZqIbq1220xFJL+ajmXcqDpdWXqQVpe5Jl2u92Sq0173Q4MDFjKtOtkq/xb036eK53LwOFwSDw/87ZpEFp74lLJZn/pyaDBG62I9/f3Y3BwEIODg1JmmCEw/f39yOVy2Nvbw97eHnK5HJxOJwYHB+W3w+GQstCkORoEpU7k8XgERDBLPXJPUZ8kAKJL+ZIX2OUl0Hza5TouoXnW7UcHDrBxklkyJxKJIBwO4+7du9jf3wfwdJNxUjVq4/F4ZMF1TIw+HGzFYlFcibrdLgYHB/GTn/wEs7OzuH//Pm7fvm1xv242m7L5+vv7BTgggqRLE2qmYrpeOp1OJJNJ/PSnP0UwGMRXX32FnZ0dEcIoeJqJQI6OjrCysoJ2u42LFy/C7/cjkUjgZz/7GRqNBr7//vtnKhbP2xwOhxwqHkR9+PV1mtHqdTTBAVru9XqYgpwdaHBaHwF7QEIrB728BXgdBTPtMUBwgISBrlu0EGorvUmMNVjxqs207JmeELoEjYkMa6LPTMokouacMbfFzZs3ARzHaJVKJUssqclotIXRTgEwBTezncX8vMgzngUQ6P36qgqZ3f12qLH5v51CbKcA24F0GiDQNFELteb5fd3NdClst9sYGRnBzZs34fV6ce/ePezv7584N3ZWQpaFjcfjFnqjPWFMSyp/Wq0W0uk0tra2BNT1+XwyZwyTWlxcxMLCAprNJiYnJ3Hu3DmEQiFJrmeCkQR6Dw8P8fjxY4lB1Guo1+/o6EhcMWldpgDUbDZF6LA7P6+yJ7kfdJJBTTe0gGLep/tgp8ADT5N26eon5rV29OA08Mvsi52Q/zzn/zQ6ZHcWnwdoBKx5DeyEQ7t32J113ey8Acz7qKARkCXY0+12sb6+LsnAzqrpMAD2SVv07LwgAIhyFwgEpKpIr2sJZBcKBWQyGWQyGQsw0EsB1f3iOxlOMDg4aAH/7Og772UJNHoO6neY57HT6aBYLOLevXs4d+4crl69iqGhIQQCARQKBQEh/9wqF/T39yORSEjcNxO4aRnbzpPl6OgIXq9XvDh0fig27XmqQQeGpExOToq8zfJ25Aebm5ui9GkQyk4GNc82/6d3y+7uLur1+onkzvpal8uFw8NDbG5u4tGjR0gkEpITbXBwEJOTk3jw4MFrsfrqRsCEegPLdWuDpjYy6jGYdKjVaqFWq8k6MBFfKBSS+3SCcl2um7xYe/JSV9AycjAYxPDwMBKJBPx+P+r1upz3YrF4Arzje00dQ9NI9kXPA8sk0/vB7XajVqthd3cXe3t7yOfzqNVqkuSQwAPHzM80WHF4eIh8Po92uy25AMjvTF6v6YT2CjB5C/en9rzm35TrNzY2zn7fnPkTX0OzQ30djmPXpVAoJEknmICCiB4FKwqEtLZTOff5fAiFQpbYaZM4FItFfPvtt3j8+LHUOZ2dncVvfvMbfPbZZ5iZmRFXE61odjrHCTQoBLpcLkl2kUgk0G63sbu7K9k8TUsemarP58PY2BiuX7+Oq1evSpZNO4GQyiCz8x8cHCCbzcrmdblcmJiYwOjoaE9F4kWbw+HAxMQEfD6fJYEjvzOv1YCNRgJ143yc5t5v7ovn6acmTjrHgOnKab5DAwMMF2BOgVKpJEBBqVRCsViUPAOaaOh3mGPieLUg3msM3CdmskzNkHSYhB6nBglMIYqggE4oQ9dLTchYM1qDNxr9ZTPnUwuJeq+9qnJtMoizaC/ynFd5p54DU0nvBYD1Gq8pmPBvMj7mL9HCmL7P7hmvujYv0kxlob+/H7Ozs5ifn8fBwQEWFxdRr9dtx6z73N/fj5GREYvXAMer6Xyvs9bpdATY8/l8UuIWeBpOcHh4iL29PTx58gQPHz7EwsIC9vb2LOABzzTf39fXJyVmR0ZGJBGt7r8p3DCTOnPFsHoDBRYm6+o1jy/T6P7Lqiamuz/nyCyXp9/di5ZybLSU98qBYTcGc35M0EdbkEwLutlfu7PCftv1RwvvL8onzTGZfaaMYoa+nUYH9Hi1kGwqOHyfBob52VmCf1zTQCAgljOHwyGAs111DT2vBAdoTLHbb3xms9lEsViUpGDlctmScZ3PtpMZTCOA2+2WcA4N4HBMmg6yr8FgULwMeM570WjOwfb2Nr788kvs7OzgnXfewYcffohgMCiKhp0nwo+10SP32rVrckZZR17Pp/5bg0jDw8OYnJyEz+ezuL5TFiE4ZMqMwHHZxLGxMSSTSRweHiKTyaBWq6Gvrw+xWAyzs7OSl4seXDyDuj9aQdNKGHC8h1KplJS91CAHzyDv5X2lUkkqJoTDYVy8eBHBYBDdbleU6tfVCoWCJDVnv7S7vpbDTaOO3d8EcXTJbo4jHo9jaGhIvEs5l5QteU41fyQ4QYDM6/UiHo9LEmB63hQKBfEG0foPAdBwOIxQKCThAvQa0DK4CSQwj0g0GkU4HIbD4ZBKCnwX15zu+9pwxjAwvYfYX3oPUxcgGMEEi3p/2MnN2jDKddHyhV6T1yWn/Sg8B+wUWSJUrCfNQ0aEkgi0JiJ0WWq1WhgfH8fMzIy48pHIazeaZrOJ+/fv4w9/+IMkBAyFQrhw4QLOnTsHn8+HiYkJBINB7O3tyaLS7fT27dvo6+tDvV7HzZs34fP5MDU1JaEC7KtmTDqBBQ+P2+1GPB7HhQsXsL6+Li7selPpxH88ENVqFRsbG5JQxeFwYGxsTFzH6WHBOX7ZTUZrOje93vBaGSahJUpI4mEqmOYhMA/1yzb9HDvFotezu92uhBIw8yg9BCqVigAF/NsUVuzeoxUHLSSZqKFuer1NAdnsv55HCvranVwLUEw0w+QupguY2Z++vj6p18xnc556oZ5aCNBMyG5ML9N+CGDgrNqLACW9FKde12qGrtfGtAZrxQ14qgi/6cb+jI6O4qOPPkJ/fz9WVlaQy+UAWIELc9z6TGgQTCtD+uzrfcnzSIt9s9lEMBhENBoVq6LL5cLBwYEAAqVSCV6vF5FIBENDQyfcGPWzCRDEYjGMjIwILTHdik2QhO7TLAHaarXEc4ljPEvLUyAQQF9fn8SIch+YIXB6zu3OcC8Fjfdq6wvniHzPVMZ7AQ38XvNtfmZ6nZn9MZ9r8gC7M8l79G99j10f7cAE/T8FdQ2E2/XZBAdMi6r53l68RlvAzrKRR9JQQuOIaV03zx7ngJWb6IFozjFg9RqgYmK66ur+6KbnljIKw4FoGTT5l+6DlgtZQYSJycx3asWy3W6jVqvh4cOHGB0dxW9+8xt8/PHHWFtbw61bt8T92k7Z/TG2QCCA8+fPy3mu1+tiSeX51jRDn1+fzydhXJRLdLhMp9PB+vo6crkcwuGwgKz6OaFQCOPj48hms9jc3EQ8Hsf8/DwGBweRSCTg8/mwtraGaDQqSSi127Y+bzSSMDSULu5DQ0OYnJwU74Fut2tb2tDpPPYWbjQa2N3dxcOHDzE+Po7x8XEsLS2hWq0iHA7j22+/teyjs2ysLKUt9FrW1qCqXh999rTxkrIEz12hUJBwAnpjx2Ix9PX1oVwuo91uY2BgAKVSCd1uVwylAISnNJtNielPJpOYnJzE0NAQACCfzyObzSKbzQot4dzqdSMAocetr+F4yHMYhkKe32q1kM1msbe3h2KxKIZgykA8p5wPTRN0P/juer1uMQKS3wFPQ63oTcH9awJNGjDWRm1dWUrri2fdfhTggF1zOBySnImlZnZ2drC5uSnfA09Rl3a7LcKV1+vFzMwM4vE4AJw4EDwMh4eH2N/fRz6fl80xPDyMSCSCTue4jGIymUQ4HLbcx/dTOd/Y2MDc3Jy437z77rvo6+tDIBDAhQsXZMOagpZmGLrEIftEJY6bSFuEibJub2+jXq9jfn4ew8PDCIfD+M1vfgOPx4Pf//73lsy5L6MYUSggIKNdRrvdrpT20MKaFmg1kqgtBKb1yRR4XlaRPE2QsxsbCQ+9QCiY1Go11Ot18RSgIMS54DhNwVkLwzo5JPfP81oRNOExBVg+06y8oIVEfb12/dIZYU1BlY0JVwgq0GVKC1b6Xj6bVk+dxbWXMmEnlL+N7VWI8rMAObvve33Wq09cXyLu+uxoxVW7k5OJvek513vX6/WKdUVbisyzbyrjHo9HMl3r8AEKCqaHhh5nX18fDg4OsLKyArfbjenpaQSDQXEP3dnZwa1bt7CwsIByuQyv14tQKITp6WlEo1EAT8vYagsAk/oR6B0aGkKpVEIul7MoaabSTaGNoCPLIxUKBeFnHo9HBNSzaDpZFYUYUwnVYzNpu9047MBBO+VWA1Wngat8h36eqTzb8RCTPvVSKu1AA/Pe5zkbmqZpGs/Pde6WXiFmdmeb82e3h/X79NxrfmsX9vcqjedVg3LNZlOAcrPpdXc4HOKho3NEcVxaaaeiXSwWJYM4+ZyZcFU/Q88HFbZgMIhEIiGJw0z+ZddIL30+H4aGhlCtVrG/v2+hq+Z7KeswvGB6ehoXLlzAT3/6U2xvb2NnZ+fPBhjo7+9HMpkURbnb7SKXy0kpVs6fllP1vCeTSYyMjAgYyzXnNcViEcvLy9jb28P4+DjC4fAJK7XX68XIyAgymQwePXqE9fV14QeRSASJRAKLi4vY2NjA8PAwAoGARXbX56Jer2NtbQ27u7sIBoOYnZ3F0NAQPB4PEokEYrEY1tfX0e12bcMLeB4Irm5sbGB9fR1Xr17F5cuXAQDpdBqJRAIbGxuvRcFzOByW/DFasdd0k/wROJlYneulP6dnW61Wk/AkeuEkk0mJ5z88PESlUoHL5UKj0bDIl+yH2+0Wj5GRkREkEgl0u13xDmLoEPcPmwaYCA40Gg0J3SYt0t5IPP/9/f0SLkhZ3ufzSVnCTCYjcit5OhVyr9crhjMNYJnyOD0i6G3A9dByuKbPJh8zZWNNtzUfeF3tRw0OjI6OIhgMIh6Pw+l04vHjx+LyrDcDJ51KEPMUmLFwmok0m02srKxgYWEBmUwG3e5xdYP33nsPn3zyCQYHB1GpVLC2tiYbycxZ4HQeZ7Nk0hzGoHz00Ue4evUqPB4PQqGQxUXc3CSsA+p0OjE0NIRf/OIX8Pv9+P3vf4/9/X1BBk1PCQ00FAoFbG9vIxgMCjO8cuUKyuUyvvzyS6kb/jIWKKJinDcmqePh114E7JtJPLWbkCYAdqDFWSks+hD3AgZo/WBuAdNLoFqtIp/PiwWQ+0mDIDzQ+jMt1GqGZAo3pzWTmJsKvMPhkH2h80GwacSY6LhefzKTTCaDxcVFAaMcDgc2NjbQarXg8/mQTCYFFCkUChaUWQN0BBJYzkWXhjPX107Ae1vbsxT81/E+wN791a4v3W5Xymtyj2j6qO/nGnHvvEl3V33+XS4X4vE44vE48vk8Hj58iGq1aiuA8W8qlNFoFBMTE1KpRV9PpF2XLGMj46dlan5+XsrMNhoNPHnyBN9++y22t7fh9XoxOjqKYrGIiYkJTE1NifWRe5rgMmMldWwzrV7pdBrValVohp0yTBqSz+clRjoWi6FQKKDVagmAwvV91cZycBMTEyJo6ZrV5vxzz+hyhna01aRNpF9MxKTplxaaNG/Wa6XdRfX3Wuk+7WyeNlfm3nredhrYYAqD2rNLV8jgGOyAWe5ZnZRLK1cmjbebM8YZc01ftTFEhGEBVOxodTUTPZtzxeRgtABr+UWPg2AVy9XVajWhFXqetJBOmYbnkV4+/IlGo5bqBHa0Vb+fv10uF0KhEBKJBGq1mhhYeskTPMPr6+v46quvpLThxsYG/s//+T+WOTpLL6A33Vhhi+FOVBxNq7gJVtGwNDY2JoY3vZ+pXDOB5uDgoLh0s1H2dDiOw40nJiawvb2N/f19HBwcIBQKIRgMYnp6Gul0Gnt7e9jc3EQ0GpXcY7TItlotUeY///xz7O3tYWxsTAAGrv/Y2Bj29vYkdEHTHSqU2uKby+WwtLSE6elpJBIJ7O7uotvt4ty5c6IAn3XToAmt4R6PR/IG6MTmdvTdjiZr+k2ZjjpEIBAQ5dzv90uFNBpT+Tz2hd4CExMTEvrY7Xaxvb2NtbU14ZFmtRPT27bZbKJarVpK2FPuNd332+02Go0GisUims2mVFih8fbw8BDRaFTAccq3lH8JBjFMgB5+Gswi7WGSclY8IL1kzgeOhfPCfaP5BfvMfcXPuP/z+fxryVvyowQHiN5SyNNWFDa9kYgeEcFxu90W9yUzHqWvrw+1Wg0rKyt49OgR6vU6vF4v3n//ffzqV79CMplEp9PBwcEBVldXkc1m5b36WbT6bG9v4969e1JGJRAISNZLrZSZh1MrydzkgUAA8/Pz2N7eluRZGlHiptLWnXa7jWw2i0KhAL/fj729PWSzWQwPDyMWi6FWq70SAqVzGgDWxH9EvLTyrBFJO2GAY7b725ynV2m9nkHmpWOHKpWKZB1utVqSb+Dw8FCEIG0FskMBNVpqN5YXUcbshF+93+nBQZRUu5FpRNQU6Mms2d9Go4Ht7W0L8bl//z4ymQxGRkbQ7Xbl7DEjK/tiJ9Ry/swzZzIjPabTBK9/ac0EgdhM5YOfEbwjYGfOn14H7hcKZPQgeFON+zaRSOD69esIBoP4/PPPsbKycmJMphDd7R57PTARIc8am6mg8DxQMGfVm42NDXi9XvEaaLVauH//Pr777jscHBwglUphdnZWGPLY2BgCgcCJmHF6nR0cHKBSqSAQCKDVaiEej4sHAM/a7u6uRUG2WyPG7VKhoUBKwY/n6lXBKnoNaE+HgYEB8U4wrR6k7fpcm3PB+Qee5kRhpmW63ZqWFbt9znUnLdFraeY/6TUPveiL3Xe63+b9+re+Ru9Tk/6xafpModQMg+gFgmlgwJQXzLOh/9cusNvb23j48OGJsb5Mo7LB91FBY5ia7oc5Hu4vv98vzzAtcDrErVwuiyVaV0jSiqT+n+8gAJFIJDA6Oirnz7zWXNPTwB63241IJIJisYh6vS5VVPR1bJqXLi4u4rvvvsPPfvYz/OQnP8E333yD9fX1lzbOvC2NdeI1wJzP5yUbvwn26H3ZbrcRj8eRSqXEaEcgqFariQu41+vF5OSkgKJ0+dbhSJzrUCiEkZERPH78GNvb20ilUggGgxgZGcH09DRu376N5eVlDA0N4dy5c8L3Op0O8vk8NjY2cPfuXaysrIjb+/b2NhKJhCixlJ8JjJr7UI+XHmSPHz/G/Pw8rl69ivn5eTx8+FDK6C0vL9vm53iV1mw28fDhQ6RSKfHOMcGMXp4cdt5b+jsqtwQCqSBHo1EEAgG43W7JX9NoNOB2u0UOKRQKiEQiSKVSiEaj6OvrQ7VaxcHBATY2NrC2tmZRetlPbUBlY18qlYoAEwzV0kYBjqdQKODg4ECAhGQyaTGgMYyb93JspVJJKjQQDHU4HKjX65JzTAOv2ruA1cC4Bl6v11LNjOPStEgDDZofksa222243W4Ui8Uz3zfAjwgcMJlfp9ORerrhcBj5fB7r6+uSG8AkGJzMgYEBzMzMYHp6Gh6Px7b0IBEf/jgcDkxOTuKTTz7B0NCQ5WDxQJAYDAwMCPrJhChLS0sYGBjA2NiYuE0RydIuaXaCvSkwUni+dOmSJOrQVgQdV04hhMx6bW0NAJBMJuH1etFoNHDlyhU4HMfW4JcBCLrdrpRW4iGntwMAERp1whMKQlxH06XyNOHWVIDOsuln6ngzoqNMRshkLCxnopVqnWCI3iR8NteIa26nrL1Is1OuNUCh3X61IMS+mp4KOikhGa8dg+C1XGcCEBynnWVanymd8Ifv0PPfC/z5lwYM9NrjJhCgaYVpOaNCQRDSFEL1nGuXO7tEdK+7ce9evXoVN2/eRKlUwr1795DP5y17Qo9XjzscDmN4eFiEkt3dXTSbTYRCIfh8PrGya+8WPq/dbktpQloF6Pm1tbWFra0tJJNJXLt2DfF4XNwc7UAKbRVjHLZ2L+x2u6jX6yKEFItFSexkKrZ6fKVSSUJ6QqGQZGmnMNTrrL5Io/BklzTJdDfl+2hh4dnWWcB5vQYHCDx5PB5J8Mh387fmBdqSoumWni8TtNBzZzdGu+9PU86fRY96ARq8Tu9XDQwwiZYZa6/v4/8MD2IYm97H2ltLK8YaiOe5pqD7qs3lckkuDHOf0IWYc2iCHOwTk0LrkAKTntGDj14DzJ+i6Z2dXMB+hUIhpFIpUewYBqfPrp3yau4NvT5Op1OqQNXrdQkvMPehuW/y+Txu3boltOTdd99FLpdDtVq1NSr8WBoVd87T0dER8vk8Dg8PLedX72nKBTTWRSIRkWUPDw+xtbWFBw8ewO124/r160ilUmK51wCmXYgSwYqNjQ3s7Owgk8nA5/MhEAhgYmIC+/v7YjBrNptiENzf38eTJ08kySwt3LVaDaurq/B6vbh48aIkl22323j06JGUTzeBAeCpXtHf349MJoMvvvgCAHDt2jXMzc0hk8lI4sKDg4MzdRVvt9vY2dlBtVqV5LoEU3UuKk1Tgd7hizq+nQAtvTrIjzTPpfJNEJAGB+YoGxgYQLFYxO7urlRZ29nZEQBDe/6w35rWatmSdI17g/uSgCqV+IODAxQKBfFc4N8aXGflFALYuvocPQ0o79OISC8whjzpEDry/263K14NNFhzbnvJvdprwFwXynevo/1owAE2HrKRkRHZeENDQxJf5HQ6pXSPFtK4UKFQCDMzMwgGgyeEMP7udo8Tm3z22WcAgO+++w5TU1O4ePEiQqGQBTmr1+ui4DJO9fz588hkMrh9+7Ykzdnf38fW1hZmZ2fh9/stG5zE07Sim0oTv/N4PLh06RKGh4cxMDCA7777Ttxu6SkAQAQOxtyQ8LhcLsRiMTkwc3NzkqvBbL0ELL0eGxsbuHnzpgWF1KiZthRrxmlaU/Th0HHyGuE0Ce9ZNY6RB5mu2DqsgCUK+TeBIS2w6uzMmgHaeYGcZmk4TSjV95jfU0jTSa5MBdDlcolyz98cKxV+Ep3TAAwKujrzuA4d4fvYB7pYVatVOQNUavSet1vjP2dg4FlnrFfTyrH5PDaWHqIywR9Nf/ScOxwOHB4eSnzim2pUNCKRCD799FOEw2H83d/9HR4/fiz94Vli00oqGT3DCcrlMh4+fIjt7W2JMT5//jwSiYQoIwCENtIt8ejoSPLINBoNPHr0CFtbW4jH4/jwww8xNzeHbDaL/f19DA8PY2pqSuKtyfi14OL1elEsFuXMp9NppNNpNJtNxGIxJBIJ5PN5yYTMZq4tAYVisQiv1wuPxwO/3y/gtd/vl/P8Ko3CrtPpRDwet2Tp1n0Bnu5b5mRh3KZOZGm3N0mf6G3E6+wUKs4bAOEj2qVU8we7Znc+eo1F32PKA3b9M4E5u3ebz2N/tUuvTsxoN2f8TPOmw8NDW9mFtJT7g3WwGdbCUppnYaXmGgLHQrjf70e73UahUEClUjmxT/T80QWZpf1McEPTpnq9jlwuh2w2Kx4sHKu2Futn9PX1CfBCjwFWCCGYohVLc//0oqn6N3NdUQ5kVRG93uZzOp3jpHp/+tOfMDk5iZ/+9KdYW1vD/fv3e9Lzt7319/djenoas7OzUpUgk8lYKhSYgJUeYywWw+joqMgCpB+xWAyxWAwbGxv4p3/6J1y7dg2hUMiyltrzloAm5YpUKoXLly9jYWEBX3zxBT788EPMzs4ilUrhZz/7GTKZjABP9PRaWVnB8vIyMpmMWHUpHz169Ajtdlss48FgEPPz8/B4PGg0Gtja2uoJ7hAUbbfbWF5eltw4sVgMY2Nj+P3vf4+RkRExOp1VczgcordoQ6ZpqQaegr0mSMDf2kMLgMi5NP5RAWYIHA0NqVQKfr/fEsc/NjaGYrGITCaDnZ0d7O7uAoC4+rOPHo/HQhcJPjOMmt9pT5NcLifedaxCQDqSzWYlTJwef5SPmCOl2WwikUgIb3K5XFJFYWBgQOgqcLz3mVODPJBAA+e00+mIB4JO4q3LSZIGaZCAY9P8jryDP5OTk3JGzrq9leCAHYGlkECkkWgU61RubW1Z4jpI7Iku8lAATydbx/pz4+nDwBj/K1euIBqNIpVKiYDCsIPNzU1BhAKBAN555x1cv34d9+7dw9LSksRJ5fN5LC8vY25uTsoucozc8JqAmiiRqWAGg0H09fVJBYNarWZrETMZTrFYxNbWliTV8Xq9KJVKmJycxNra2gkkvpcCq1u73cbc3JwwWxJVHl4NDNAl1A744FpoN3WicbR66BjNswIKOFYqUixVyMNeLBYl8SDRRz1PdnHMJtHVQoxGa7Wypq/X+7VX08IQ30llXWcDN8EmNiaNYh4FHZfOUAS7hGTdbhd///d/j7/6q79CX18fgsEgRkdHUa/XkU6n5VxxTvh+uoayDButRaZAqPfsnzMo8KzWa+x6juyEVn2mDg8PxdJIl3HzfiLret7r9fqZxSU/qzmdTvECI9OkQEbaymaOj/ubShY9d+r1Og4ODrC8vCz0JJvNYnp6GufOnRPmz7NID4FQKISLFy9icHAQu7u7ePDgAfL5PObn5xEOh1Gr1aSs7ZUrVzA8PCxgmqa7VNAcDgdisRjcbjcqlYrksJmfn8elS5fQbDaRy+WQy+VO5GThs9ja7bbQICp79Pah4FkqlV7JkuBwPK1TTQHM7XaLEG2nINNtUu8xPSd2+Xj6+vrg8XgkWRbHrgUhUwnUFkITGLDjdea47IAHk96Y95zGp+yu7UWzTICWVimznCOv4T2a/5O30kPDfLempSYIwffRovWqzeFwIB6Pw+/3o1qtWrJ66/7ZjYVg1vDwMIaHh0UBMD2bKFRXKhXk83kxtOhrNNhAWY9K+8TEBEKhkFgxtYzHNdSW0NOUclNZYl8pg7ImuqaZWubRc0D38kePHuGDDz7Ap59+iv39fYlB/zEBBDTQTUxMWPi49g7V15rzSHlIX8PzQZfzzc1N3LlzB//4j/+I/v5+zM3N4fr160gkEifis/lup9MpgHCz2cStW7ewtLQkpesikQjC4TCazabI5o8ePcLe3h7K5fIJz0qCoOl0Gpubm0gkEvB6vZJ3aWJiAplMBo1Gw7KvTOWa1uLNzU2sra3hnXfeQTweRyKRwPj4uFj5z6p1u108efJEgGzKuaZ+YYJZmsZpusL/TRrPHxrHqtWqjJmWeQIDrVYLKysrEp7LnF3a+9mUHfl87QFpKtF8Ng1d3W4X1WoVwWBQwtApH1Pn4hip0LMKSalUEsMBPQmbzSYikYjcQw84GmHpwUAaSz6nveUAa24xrcfYgclcBw2AapmH/Xod7a0EB05rGgUKBAIi3NJF0dzAWgEHgHA4jLGxMXGx0S41pvtjp9NBIpHA8PAwAKuLdS6Xw/LyMrLZrDBDWq8mJyfh9Xqxv7+Pr7/+GqVSCfV6Hbdu3RIryPXr1y0WAzuhSI9ZHxYyOY/Hg+npaczMzKBUKokbF+N6NEMmwWq329jf34fT6cTs7CxisRiCwSB+/vOf4+uvv8aTJ08s9cSfBRB0u11RonXsId/JZEWMy2Pf9bNM4mM28zotmJ218qgJDj0f9D6iQhEMBmXduT4UWmjh0QmZKDSbBI3zZK73af3jWgI4QVCZ+ZmxrASdyBSApxnJ6/U6SqUSCoWC7B1dXaJarWJhYcFW2djb25NYPK/Xi1gshv39fSnPqVFpc7y0cOqQGrsx/9iAgZcFM3rd00vJMBm6eVY189EAHZveb2QyjMvTQn6tVnvhsbxM4/5lHOf4+DgKhQI2NjYEiTfPiCnQDw4OYmJiAkNDQyiXy1hbW8PW1pYouvRaIZ28cOECgsEgwuGwZKweHBzE1NQUzp07J4IB3Z6r1Spu376NbreLzc1NDA0NYWpqShQbraBRCCGA63K5sLq6itu3byOTyWBiYgIXL17E0NAQGo0G4vE49vb2LGWz7Fyenc7jHAm5XE7663K5pGY3vdr4/ausR7FYFC83DYjqpi1QpClM3ER6qC0omrdxvf1+P2q1mlieTOsUn8s9bApL5hmx41e9BGD9Wa950NfpPWcqceZz7Paqpt1U1nX4ln6PacggqK7dU3uBxxpA57v4bo/HcyagOqtuOJ1O4QMOh6NnDXrd6MmgPXgAWGQhrYTrnEY8l3r+tUchZbBEIoF4PC6lFWmN1PxXz+FpfdZ8W3/GPU3B3/QONGVQDZaVSiXs7OzA5XJhdnYWw8PDFpfyHws4oMM+tre3EQgE0Gw2USqVToCCGujiuvb19SEejyMSicg1BHkoz8zOzmJwcBDffPMNstksHjx4gKOjI7z33ntIJpMi41AX0PSTlQXC4bBYqEmXS6USNjc3cf/+faytrUmIAfeFPrfck5VKBcvLyxgZGRHvgUAggFQqhbW1Nezt7VnAAU0zdYhpoVDAgwcPMDk5ieHhYXz88ceIRqO4c+cOMpnMmbqKs8oWx0EZTwPxGsjiWM0x2IG9WifSNFvvfb0mvH51ddUCIml6rj+zk3XsvH00TWAfqtWqWPq5Jsz9w1KDjNsnH6dsSi8grtvAwADa7TaGh4dxeHgolRmYI0P/2Bn8NI1i0+FXGvjW827qb1q+6O/vx/3797GysnJme0W3txoc0Iecm6LbPbbQh8NhxONxTE9Po1arYX19HQDENQl4mtyG97ndbszOzmJ8fFwW2+6dvFcfCi1wO51OycxLtz0qjoxtDYfD+Oijj7C9vS1J6w4PD7G9vY3V1VVMT09jaGhImJ3p4mM2jc7pfg4NDeHGjRtotVq4d++eoJ52ijQtB0dHR9je3kZ/fz/Onz8Pj8eDaDSKGzduIJfLYWdn5wRqd1rfSqUSdnd3JSOsVki73a4AN8BTbw2urUbC9Li05cF0t3kWmPAyjYeOCCMJAq3wjGPW79b7R7s9EyyhVZ6lD0232OcZA8dv7j99nxY4GcvKfanzH5jES8dC8Tui+EdHR/j2229RKBRs+0VC2u12Zd/7fD4MDAycUPzN+zSCbCeo2wmvL6t4v+1NM1G773TT66/pQC/lx46W6Wdp4Zj7h8j65ubma2M6ujkcDvFS8fv9uHnzpiQiXF5etsTxmgoT6WZ/fz8mJycxPT0tFTZWV1dRLpctgt3R0RGy2SwODw+lpGYymcT09DQikQiuXbsmwBoFgffffx87OzuoVCrY2toSd1PSTT3HHE+r1RKLgt/vx61bt/D111+jUChgdnYWFy9exPDwsAhHk5OTAI5dszc3NwWUMZURjoVWGZ0ciUoZn/mywqWe00AggFqtZgmV0n3Rawg8Bf1arRbcbrfQVK3waGGHHh0EIGgB0ZYU0gs9v8/rNWYHZJv9fxaP03vOFJTNZndezecAT4VNek6YwIP2hNCN4IDOWcO+aZqgBVHSYMZUn1XyKnoc8vmUp8y9oueB89PX1ydhCLoMLpvmsdoaB8DiTmx6D7A8Gd3RmdFee+3pedXCt+6f7rP521wr4FgBHR4eRqPRwM7OjkXZ0s/WMtzh4SHW19eRzWaFBq2srKBSqbzSurzpxr1FGYCWYr039LVcN9KJeDwuVcf0NRr8GRgYwPj4OPr6+pDNZnHv3j0sLy+jXq/j/fffx9TUlOwLvcakHbFYDOfPn0c2m5UY9Ewmg++//x6PHz9GOp22VHsxlV7NKxuNBnZ3d7GxsYGxsTF4PB50Oh2pQFMqlSxx5GwcD+UrVsZZXl7GjRs3EAqFcP/+fUmkeNYlLlndgznBaNThOnB8BKdN5VzPgwl68X8Njul7tEe2CaDpHAKarmnjpt5H5tqaNFc/k+vI0G+CAZTPO52OJfSWdIx8iXSMIDdLNrKcIaufsKQpc8wBT8MV6VXndrtPyLsmTTHpkd53/F57pDAnQ7lcPoMdcrK9leCAnZCrCQWT6Q0PD8Pn82FnZ0cWTuca0JPe6TzNN6ABBM2ENBpMQctOEOp2u6hUKtjd3UWxWESn05EYp7GxMXEfGR0dxejoKPb398UdhokT0+k0IpGIMEc7K4hu+sBwkzBx3OXLl8Wl9ttvv0W9XhcB1VQ+KJS1222k02nE43EMDw8L4EFhk+EQ+jD2aizVwQPFkAB94EgUtQBjrrf+3wQEzGvPGhhgo5JPK4vf70ej0UAoFLIcTi1waELEmKWjoyNUq1UUCgX4fD6peMDarwAsqHqvpt9lroG23Ok8A+Z8UWHRwqXOqUDrKpkD9xYZil1zOo+TSdFLhQjtwMCA3KcJmz6HrVYLhUJBwDXGb+lz97Lgzw8BIrzs+170Pr33TWVf0zH+3+12JWREr7Ep4HJ/kTHW63Xs7u6eKEH1OprD4RAEfmhoCJcuXUK5XMa9e/ckm7AJIOp7CRZPTU0hHA6j1WphY2MDm5ublizFAGRfM67R5XJhZ2cHuVwO586dkzw2TFAVDAbh9/sxNjYmwvy3336L1dVVUZo1CKYFAvYvl8thcXERhUIBIyMjuHLlCiYnJyVJIQW1ZDKJo6MjlMtliau243/AsVLDdWWyJFr2KWQXi8UTwqUdDbFbDwIMFGxIV7Tlx9x/bFoBshPoNLilk9jxXtMbgcAAr+ePyZdMoarXu/V8mn3Wc6DvNe/T1jU7IdruXOtrdUiFBtLN/mq6ybnQwCtgDUHTPJP/cw0JKn355ZcoFoun7oFnNYLQWh5zuVzCS/T+t5PlqEjqevbmWDgPzItEC5sWinkPrycPCofD8Pv9AoyzmSCKfrcdIGN3Vky+RvCSOUpY3tgOVNBz0el0sLKygm+++Qa/+tWv8Mknn2B9fV2qSGiPmbe5cS/k83nEYjEJATG9BgDrOlM+HR0dxdDQkOWZGvTiGjocDvEw8Pv9AhAQOJqYmJBcY9rN2uFwIBAI4OLFi5JcMJ/P45tvvsGtW7dQqVSeCWbxM35erVaxsbEhHg0ul0u8zrLZ7AnjmvlcyuCFQgGPHj3C3NwcAoGAWLUnJyeRzWbPzHOv0+ngyZMnmJ2dxcTEhNAT6gzUhygjmm7uei45Dm0Zp0JuXqevJU3idb28ZU/jLea1dnqZbpR/dMlAekSa4Wim0Y7es9rATI8YhvG53W4UCgWUy2UBxPgdaVS327WUddVgiO4nf5/Gq7QXFfmGSePOsr2V4AAACwHWLRQKIRwOw+U6zkLrdDotNdh1EjUqcmRWRLb1wmlgwETFzP6wT0dHR9jf3xeUGDh2a52enkY8Hken04HH40EymcTly5clOValUpFcBffv35eEgmwawdIbhW4k+gBTeaNle2RkBNeuXcPm5iYeP34sz9PElc/jxq9UKtjb28Pg4KCEaLzzzjsyp9lsVoSy0w4tBepKpQKv1ytlZjj3tAxyTfSGNoELEhwt6LD/r1vp4/O1+w4BAqJ+JiExXRX5HROcMb6+XC4jn8+jUCggl8tZMpebYzebFqr1fGirr84xoAEk9lNb63UCMR3Xrb07KpXKqTHnpVIJpVJJyr35fD6Mjo5KMipd1owugnpemAiGeULsQA3+fl4BSRPZNw0QAM+2Qp5236sIgaZ7Hd/N5ECmNxF/tOLF+W+1Wnj8+DHu3r372rLg6uZwOMRace3aNUxNTeHBgwdYWlpCo9E44WJoKmMsOzg2NibW0VwuJ7GfumnloFKpwOFwoFqtIpvNYmVlBRMTE5iamoLP55PQM7p+s0qAw+GQrNc8LxSESe/oorizs4M7d+4gnU7j/PnzeP/99zE6Oip9IGDa6XSkAsHw8DCKxaL0r5eA2mq1UCqVxEuI3g7dblfoVaVSsdDsF9ljLOfFklQej0fogVbmtfDE0A2WrdJrZ4JW5KUejweDg4Oi/FG51N5NpCNmfKbe63YCvZ4zO9pizond/NgJogBO0H8du26um1bWqRhor0M7N1QT2KGQqfmQll90X/g+Wt07nY4kxaxWq88Uvp/VCCJqoR+AhZfYzQH3PPNl2AnJJijCPcFqGHwOx2fmVSC/JWitwYPTeIq5l3oBA3ZyiMPhkDALbQAwhX5TmapWq/j+++8xPj6O+fl5fPbZZ+K5SZnpTQC0r9Li8bgl3xSNIL2AIT23Q0NDkqyO32nZUO8Pzh+Tfvv9fvT19eHhw4f4/PPP8d577+HKlSuSW4LP4f5gnPn6+joWFxextLSEcrlsAXd130zATp+zZrOJnZ0dLC8vI5lMIhQKoa+vD8PDwxgZGRFPBMrZbHr/uFwuyc7/+PFjfPDBB5icnEQ+n8eTJ08wMjKC1dXVVz6rbJrP07OL9Jyesjxfupm0shfgYY5Pz6UGBLQXIOeUfEs/x1wLcz3s3s//+bxOpyPAqOabBKaosEciEZFDSNOYG0J/TvmVFTgAIJ1OSzJh07tXzyH3oC4rrumRDhPWYzbPkUmjzmp/2LW3FhzQE2xOervdlky07fZxdlzNMCisaKXW5XJhdHRUrEOauXJxzMUATgoX3e6xS9jBwYF4K9AST6sxWywWw0cffYTDw0Pk83msrKzg6OgIW1tb+PrrrzE+Pg6/3y+CZrfbldg4votgBBNmPXz4EN1uV6z8c3NzkvF3amoK169fFzcX7SbOedSHzOl0Yn9/H/V6HTMzM5I9dWpqCuPj4/jiiy/EUnGa4vr1118jnU7jk08+waeffiqHk0ohY5zcbrclqZXpraHX4jREzG6dzrJpYY4EVcc6mkqoHSMkAWY91FKpBI/HA5/PB+BYudb1ve2ayah6rQFdwhm+QVBI7yMNXGiAgHHO+j2tVgt3797tGVIAQJK9JZNJdDodSSCUz+exv79vKU9mCtjsAz1OmOHctH69rML8QwADr/L+lxnnaQIuGVq9XpdEkwBOCOMmczo6OpIawGeZFOm0RmAoGo3iwoULcLlcWFpaEmWG4+LYNB/QlkbSDGYt1mWJ9L4jDdTPpathuVyWklf5fB7j4+PinkwAdHBwEO+++y7eeecdhMNhmVftwdNut7G6uopbt25heXkZo6Oj+OyzzxAOh0XZ1QIS5z8UCiGRSCCdTlti/PU66R+eISpFTARl1nB/mf11cHCASCQi1m2uk3aZNV1vmdCV9aa1cKzXj40eR7rEJEvV0VIOPK3AYoIS7Ifds9meB6izOxPm93aKv1bqTYVSK+w6ZIeWdq/XeyJHkv6tabbOYWNak7WcZPIm/jBJV6/xvUjzeDyIRCKSu4B8UVdE6fUOh+M4SWcoFBKLqzkOfSbJo5joUrs/6+s5x5xb1jrXHiomoGKnBJ22D/S8mo2fESDI5/NIp9OW52g5h145rVYLOzs7+OqrrxCPx/Hee+9he3sbf/d3fyelUk9ThH7o1td3XEac5SGZv4i0Fzh5doDjs+Hz+TA+Po5EIiFAkx19tmtOpxOJRAIff/wx3G43FhYW8P3336PVauH8+fMIBoMW+lev17G1tYWVlRUsLS1hb29P3MrZegEDut/62kqlgpWVFalWQ0+giYkJ7OzsYGNjQ/iBqfhyDP39/SiVSlhYWMDk5CSi0Simpqak7ODu7u6ZeQ80m00BQzRAQGCAzVRO9Xzo3yYAYM6hHqsJEpp5KOzm3dRVzGeZ79Lgjd5nup96f5EusnoWFfdQKCQgl+ZxvId0yHwueRT/p5cKw/OGhoYkRwu9GfSetzvrJqhpd82/SHAAgIXIAMcHanR0VFxQ4/G4ZP10OJ7GvZmbjco0XUfNTa+b3nQk5trVmYqyRr4AwO/3I5VKIRQKWe5lPdRUKiX1OwkurKysSGIsWlrp0qo3Rrlcxu3bt/HFF1/g1q1bACBZUj/99FPcvHlTSnR98skncLvd+P/+v/8P29vbODo6OlEujmNnbGo2m4XH40E4HEYkEsHg4CC2t7eRTCaxubl5QhA02/r6OnZ2djA+Pn6CiOhsnRQWddZ03R+TINkJGW9K8TP3iBbAnqdPBGVMkMvhcFgQWjMbe69mR4Q1AMO8CFoI5d7VVihaYpiNnnub11NAZ73Y55knjsXtdiMcDsPr9Yr3gAaBeG2n05EwFJ3AioLTaYLY8/TnbWm9hLuzEPjsmKT5Pjvlkr+5L7Qlk0I1cHqCrrNsPBuBQAB+v18Yq9lMBZB7dXBwUDKeN5tNbG9vY2NjQ0BWPSd2QBXwdJ7K5bJYBUqlEjKZDKanp5FKpcQ7KxAISMlF0wONyvPS0hK++eYbHBwcYGJiAh9++CGi0ajMN+dWCwZO53FYVzweRzKZRC6XQ61WOyGI6fPGxElOp1MEYqfzOD4yFovB6XRKYrAX2Wc8oyz5RFCTwIdJuzm32nuAXm0EbbR3nh4H87x0u13LvfQmMYFOvWba+mKus92YnjVmu+s03yPP1N9pK5Wd9xfps/ZCI5hPWmfep+eYgEC5XEaxWBQFXPMUKiF8jvay4LrQu/JlK5BwD3IMmq8DEPBC80qzuVzHJcHojWIqG/yfY6J3m84ArudZg2yc30AgIO7lWo6zGw9gb3nsNX7zGt1f9iEcDov3D/m8eYb1OyqVChYXF5FKpfAXf/EX+OlPf4qlpSUsLCzI3Lyt4QWxWAznzp0TmkMXazY75ZvjYHlJn89n8cTU9MHcG5wLKmOxWAw3b96Ez+fDrVu38Mc//hGVSgXXrl1DPB4HAGSzWayurkpZW4bYcZ/aybUmPzXXm/QxnU5jZWUFsVhMyr4ODQ0hmUxid3cXrVbLYpzTz+E5PTo6wvr6OpaWlnDjxg2MjIwgn8/j+++/x7lz5/D48eMz8R5pt49LKJ4/f94CWAwMDODo6Ahut1v2q14LPW49T6bi/az5039rvUrLGb3kIvP5Lwrs6fPH78iTCA4QGGCJeyY0NHk051J7ZGuvMM4Nx0z+xupcpGMMQdK5dvR9bDqEjn3XIcQMYXkd7a0GB3RzOI5jhw4PDzE2Nob5+Xl0Oh08evQIuVzOYm3WBxg4nnS/349YLGZR8u3QGTtBjM+iMJjJZLC2tiboUrfbxfDwMCYnJ0VIo7XF6XRibGwMU1NTctCp8C8sLEhtWKJ68Xgc0WgUPp9P+kkBmM/L5/MolUooFovo7++X0ixutxuBQADz8/PY2NiQWBiiWKbHBBlos9lEJpNBOp3G6OgoOp0OhoaGcPHiRWxvb1sOhx0x4JzrZINaSCFCqYUVIuecc5NZa2byQzNGE1R5VuMYiTLyN4UbJqPSdVXtBEuT6JnEFoAFGKBQpIkh8x/QWk9wQBMmKmRMsLa4uPhccakUNhmn7vV6JeyHXgem6zrHwTCUUqkEv9/f0wVP//+sNXhTwIDZt17X6N+97u/F2J53z2sGrvfG0dGR0BXtimwq2NxzLpdL1uF5gaFXbQ7H0zJ/V69exblz57CysoInT55YBGuOU1tjKZwwr0tfXx9yuRxWVlZQKpVOzI9d08oDaTzp887ODorFIgqFAtLpNHw+H2ZmZjA8PCxKr34Oads333yD77//HoeHhzh37hyuXr2KRCKBWq1mKV9rnvVu9zhhbiKRkGctLi5aAAK9vpyDRqOBXC4nXkrAsXs3XbefPHnyQl4gep8cHByIZd/pPC43qWPKzTwEPNfVahUej8dSMYUKBNdd7wHyIl1xiIK1zrRvl4Cql6VanwvznXZ01PzO7nvdV15rKq06RIrXOhwOSU5Jq7kJ2JtAB4EHWv3pZWWWrdJnmfNFfqAt1AcHB9jd3X1p0E+/h3yd/EInte11r54DnShQn2k97wSKCA5oPmLyFPaHXnrslx3vfJ4xngYEmN+b17jdbsTjcWQyGezv71uAHMCaTBU45o+5XA7fffcdxsbGcPnyZXz22WdCd2gwetvawMCApQylTnbZy5DC80KglYCpLgWnaT4b/+eaV6tVkfmHhoYk5xZLzNKDaWtrCwsLC1hdXZWqYhpQMg2JZl/1e/U1/E1gx+Px4PLly4jH43C73Zibm0OpVMKTJ09weHho8Xri/TwPNMb83d/9Her1Ot577z1cvnwZjUYDqVQKHo8H33zzzSvzY4fDgXw+j2+//VY8FJjIlnNG46quDqN5j9me5fV6mkyvk8zayUp2clAvmm33bn29fh7fqWUigpyky6FQyGLZ195+Zpi2/o78kF6GDINhmJMG15mgXpdwNMdrjoc0krKaz+eT3HCvo7314IDelOFwGD6fTzLAJ5NJi6Ck3c44kWRYtI75/X55rgkMmO/lAdGoUavVwvb2NlZWVsTq2d/fj3g8jlgsZnHtZn9SqRQ++eQTlMtlfP755zg4OJB62X/605/wzjvvoFgs4uHDh5ibm8MHH3yAiYkJeafb7UYqlcL8/Dy2t7dFSGg2m1hbWxOQgYL28PAwzp8/j1KphAcPHuDw8NCi2PNvJshg/M3i4iJarZZYyEZHR/GrX/0Kq6urWF5etsQgm3PWarXwz//8z/jwww8xNjYmz2ZWVCYgYgiGGc+s5/k0xLnX+9+Gxj4yGzpdbBuNBmq1GsrlsoQTaG8UAJb/NXPViX30PgSO50AnleF+1kCNLhtIF81qtSrx/qbb1PMSYOA4LrlSqcDn8wmx8/v9uHTpEtrtNnZ3dwV9Nfdet9u1KDaMY+X4eqH6bwMAcNZ9eJXnmSADmVm5XEY2m7UNKTAVIGYP73a7WFtbw/7+/nMJ06/aZ1a2GBsbw8cff4xOp4O7d+9id3dX+qz3pe5Pu92Gz+fD1NSU5HnZ2NjA2tqa0B47gMkESHp9R8bdaDRwcHAAj8eDbDaL6elpJJNJhMNhOX/9/f1oNpvIZrN48uQJCoUCpqamkEqlpPRVMBiU6jS9LMYcM0tjHRwcCI8xAWzgaYLFw8NDUciZMZyCMEO56LXwvG6InJ90Oi2l4fhOraxol22e16OjI1QqFRFgdHInvQe1B4Xm3WZuAU0TOAaTbuk+91LkeikCdvtBf2feQ0WGCjn7rmm1Bt3IA7k+VIb0GdSeEJpGdjrHcbMMAeultGgPMh2ipb0JXtSDxJwD5regsYH8hQr8aUI+cw0Eg0FR3rnu2i1Xzx0VYx0LbPInTR/oncg+6H5oLyI7z4bT9oZ5nV4f/UOPJ4/Hg3g8LvXSTUujyWePjo6wt7eH7777DqlUCh9//DF2d3fxu9/9DqVS6UTurLehxWIxzM3NiUKZy+VOVFropXDHYjEkEgnJt6XnXvMpTfP02IvFIlZWVlCv1yVPzOXLlzE1NSVGjrt372JhYQFbW1uSoNt03zbBI76zFz2hIsn+dLtdqUbWbrfx3nvviefXu+++i0ajgfX19RPgAvcQFUrmD1teXkY4HMZ7772HS5cuYWBgAGNjY1hfX8f+/v4rrVe3e1ye9ptvvpEQYgKITAyqs+mbSUX1vGj51JxPk17q78wfDY6aZ9P02HoRumXycu4pDUZoQ2a9Xke5XIbH45Fqa/QgcLvd4l3APEZ2Mqk2Tuu8BgQsWWb46OhIQrCY88COlpFmm4AxaTv12V5eWmfR3npwQE9cf38/Ll68KChPLpfD5uYmDg8PLfVy2ch8PB4Pzp07JyVPAGu5JP0ufZBNIkFmRQGcSm5fX59Yh2khXltbQ7VahdPpRDweRzgcxvnz5/Ho0SMUCgUR6uiOPzAwgHq9jp2dHRQKBYyOjloO5eDgIMbGxpBKpbC3tyflrHK5HBYWFjA/Py8Agc/nw+XLl0XgX1xclNhUt9sth1Ine+p2n1ZgYDmgYDAIr9crtcN1FlY75WFzcxNbW1uCllLgoSvh4OCgxNJxrrTFRa+DnVD2tja9TxjrzXjvQqEgxKVYLKJcLot1TSPZvF8TY64N/9feFwAsAqGuVKATV+kM1xQytRVKC5B0DXxeS+Pf/u3fotPp4LPPPkN/fz/S6TSSySRSqZSMtVKpWBiNSQhJmAcHB6XaAedCE/leSl6vvfiqzVQG+N63tWnl7PDwUDyLmPnedFvWlkptAabLry7t9Dqaw+EQwPDmzZuYmZnBgwcPcO/ePckmbJbB04KZw+GQMlj9/f3Y29vDysqKxPr2UiB69cUETjgf9LBxuVzIZrN49OgRZmZmJPkVw7AODw+xu7sLh8OBGzduYHJyEs1mEwcHB/J87m9T0OL72Bev14t4PI5EIiHhBaZyxGv1OSKvAyDn3O/3o1qtvpBiaApjTqdTLBS0dpHGmMoY6U+j0RCAgGdaA35a+NP5T1wul1RcoPVG8wKt5PVSPsx54nfmdXwmm507rQZw9B7RfItj1tYwCncsDcoqQMzyT4VRKz2mEmEmedTejnZjMD0Wad3XyvzLNJ69WCwmQA+tY5VKBeVy2bZ8G9fA5XIhGo0ilUohkUhYZDVtddNGHbpcVyqVEzRMK1f6bJsVkcxmt2dM2v4sXmLuK/5PWZDvYOZ+egeaz+Xe4prTkzSVSuHXv/41PvroI6yuruLBgwdy5s4q/vxV28DAAJLJpCRoLRaLFq8Bu72pzwxBJu2mrdfGpMd8Hs8K843t7+9jaWlJktKOjIygXq9jfX0dd+/exd7eniQ65XPtzjjbafRC98ukA8ViERsbG5icnJRws3g8jomJCWQyGVQqFYvhQz+HNIRJDiORCObn5xGNRpFOp9HX14dUKiVeJK/aut1jz4tqtSrhTgMDA6LMAk/1HF6v10aP35wfzdO0zKev45yZ3qTaw8ZubU47k73OrNbbzLUzAT4AAkSy6gmBWYK7AKQkuQl0kP5TlhoYGEA4HJYKG8FgUGSJcrksSUtNms+/uTaA1fuW42LCy9cpo7314ACbx+PB1NSUuDONjo7iq6++QjqdPqE4cTNzwegizyoH3Jx6w9gpAGa2ZW4CLizvYb4Bj8eDhw8fYnl5GX/6059QrVYRjUbxk5/8BNevX8fU1BSmp6exs7MjiPL+/j62trZw6dIlJJNJ1Go1rK+vY3R0FNFoVPrb19eH6elp/OpXv4LT6cSf/vQnKRn3+PFj/O3f/i0+/PBDfPTRRxgfH0ckEsHly5elv8vLy1K+SzNWbVFwOo9r1O7t7UndelqknicWvNvt4n//7/+N6elpfPLJJ7J5dbyl3++XQ0irNu81kxBqq4dWZuyY/A/d6OLLHwID5XJZPF2YhZyKOokM18C0OulxahSRQqDOpK73qmldo/JweHhoAQZICPl+p9OJBw8eiIL1rNZqtfDdd9/h5s2bEq/ucDgwODiIZDKJra0tpNPpE66GpocDBcxAICBj0y6ndgzGjkG9jj3xqiDBaYyrV3+f5/l2zJqfme7bWsEywU8yawr6d+/eFSH0dc4nk7KlUil89NFHaDQa+Oabb7C9vY12u23JNm4HnukMyA6HQ/axGZ9OoYP39qL1vfrKOaLrJS0I1WoVXq8XY2NjmJ2dlQoG169fx/z8PCqVCjY2NiTBEa0O7J9WDLWgyO9YN/vg4MBS572XkkuaQy8ch+PYSsEwiRfxGtDPbzab4j1AAUnXwrbz7rF7hl4TDQ4wpIk0idVu3G43crmcKFacFz1uky6YCoY5R/p/O15m7g8TZDCFS9NDkfNBPssksSxT5vV6BfDSe5hNn02dkI9lM+3ADw1e8JncY3z//v6+JE9+mUaaHgqFLGupQ+Z038w5ZbhjIBCQvWmCKKZcAjzNY6DBTG3Q4LUDAwOS8IvAg52RR8sQL9J6gVFspC9U4gGIQcTr9VqMIHpeTMAjl8vh7t27mJycxPz8PD799FPs7+8jl8sBgHip/NCt2Wxakmna8SCTzvLH5Tou+8ezoC2nvFY/RzeenYGBAfFkYq35drst+ccWFxexvLwsfdCAgEkfzNaLL/dafxpV6E08MjIiMlkqlZI8BzoUy47OMF/N+vo6Hj9+jPfff1+qGTCPwc7Ozqnr8ryNYLPmNwQytazGvvH3aTSTc2Eq4foaDRDZXad1stPeY9dO+85cN027AUjCd+qMwHFOt2AwiIGBATQaDWQyGUs+OAAWQ7GugBAIBDA7O4uZmRmEw2F0u8eG152dHZGJzfwpGjg36ZTdHK2vr4vc/LraWw8OaCJK1wyWnlhfXz9BqICTiR1oyaZ1Vdf8BqzETRMnh8NhKe/Wbh9XRlhaWsLBwQGAY0tKJBLB2NgYms0mvvvuO/zud79DOp1Gs9nE8PAwJiYmcO3aNQwNDeHcuXNCuEqlEnK5HO7cuQOv14vJyUmsra3h0aNHGBoawnvvvSdlXgBgeHgYLpcLm5ubWF1dxcbGhiiaW1tbGB0dxdbWFqLRqNS/np6elrwG+/v7FmuPFjQoQDJZYigUkhAJv9+Pa9euodPpYGdn51SBcGdnB3t7ezg6OpLyWlRkmdGVjF0DE91uV4Qm/g2cPMi6vz9008ikdtdnLD0tt4z9JnKokUbtXkbGYRIJLRg5nU6JKSWAQ8WIQoqJwGpvBoYT6P3Od1CIfBHll+PQ7qxut1tcBzc3N8Wi0it2j54UlUpFErj0IpB2Qoj+/21qLwoinPbZaePTSh9L3BUKBQEPTYbLfUKG1u12ha7p9XodqLTen7o0HpmsPtu81g4k0gkCj46OJKSAwIYWWPS9L7JPtFBLwQaA5HHp7+/H7u4u8vk8zp07h+HhYYyNjUnlAHqDtdttJJNJqXrARsBVewWwjx6PR5J2sWyoHpc5nlarJUnn4vG4uPTzPnq36bH1ano/dTodVCoVdLtdKT+nLeTsgxZu+B7SQ4auadCSz2aVCOZkCIVCkvyQgJVOyGbOlV4nO2XFbk3ZZ5MG6jnVrqj6+fyOse60oNPKQ9CVMgnBDnoN6BAxLQzrvhNgINBMINkUIAGrcq3nRPMJViF5ldbpHMdGu1wuBAIBABDQygQt9BowPpYKIfnAaTKE+bkJjOsxcuz6GjtggP8/z/tMoONZNENfpwEC5lfoVT7SnCvmftrd3cXc3BwSiQQikQiKxeKZWI3PqjHpMEFCJso0gTJtnQWOx0kPEh3eawfeaeVRyyjAcZjt2NgYEokEXC4X6vU6NjY28PjxYzx+/BjZbPZE2OazeJm5xibIob83lV2Hw4FKpYK1tTXMz8+LS3okEkEqlcLGxoZ479i9V4OeuVwOi4uLmJmZQSwWw/j4ONxuN/b29rC7u3smPLnRaODhw4f44IMP5P0MyTENiOyX2Wc7AIA/pvxqtxaanpvzbffOXuN+HjlF824NiPA7ero5HA7hXU6nUyrCUb4dHBwU+VkbiQkMMqfdyMgI5ufnEYvFUK1WUSgUsL29je3tbalAoXOlaO8zbczQyW45n/39/Wg0Gtjf33/tZU7fenBAM1AyYU4cFU2dAEgLH9zkLCXB2BoqWbTK6/doBtxut1EsFsVVPhaLYWtrC0+ePJEa0i6XS1wG6WZKJdvpdCKbzeLOnTuYnp7Ghx9+iE8++QRHR0f43e9+J4LPwcEBVldXMTU1haGhISwvL+Pg4ECSvGmUfHBwEJOTk0gmk9jb2xP0qlwuY2VlRYAKZkMeGhrCtWvXAAC3bt1CJpMRhZ3jBo5BDgq0zIfQarWkpuzVq1fh9/vxt3/7t7Ip7Q5lu91GNptFLpeTWGYKCMFgEKVSyeJ2ZCa10oddI5p2loUfsmkhTpeNY16BUqkkQEGxWLS4EWlixabHpvcgYHVv1RYpZkAloeMzKbzTLZX5D8rlMsrlshBCv98vxM3lcmF1ddWSzO15Wj6fxz//8z/jP/yH/4DBwUERGEKhEKanp5FOp7G2tibvtFP4j46OhKE3Gg0MDw+fKHWlhXQTedaEnvP1Q7fnFUrs2rNQcP29VoKpbPH8HR0dWazmZmZgWpk7nQ6ePHmCzc1NWb/X2bTgODIyIjSP8aE866YrnbYAxWIxzM7OYmBgAAcHB1hcXMTu7q7031QC7cbUa41MgFh7L3AOCbQR1Mpms7h48SJGR0dFKYtEIuh0jpPhMvwBOFkCD7BaXegpFo1GceXKFTidTkm8y2tNKwsASUI5MDAgltp8Pm8JX3oZ7wEm9yIPpfcXQUbdbw1IMpSKtMu0NmrQstvtWrzLuAdyuRzy+bwlGZ8OL9HrZPIPPQZT0bBTGs09o4VYrg8T3/l8PgG3q9WqJS6e80CBkgCuqeDagRIMV6TXh07Ip8du9ok8ks/TJcp05Rw9zudtfD7zy/C5Zsws+6P3AY0LuhKKnlcTKNE8UHtm8Pk6x4WWCUyDkLZQ6n2g98rztOe91gR3nE4nYrGYhNaZIQGmckV5k6FLly5dwtTUFC5duiSJJDUw8kM1h8OBZDKJWCwmhgEm0za9uYCnc06j1NjYGJLJpMjxej/bKfOaD2hQjLRkb28Pi4uLWFlZwf7+vsjlppLZ64zr73qNF7B635m6hsvlkrKUq6urSCaTcu7Hx8exuroqHnFaMdVNA+ZbW1tYXl7GzZs3MTU1hSdPniASiSCRSGBvb+/FFsym0UPh+vXr8Hq9FtlbnyktO2jadtqZ0ECOni87Hqzp8cs08/mnNT0WDSZSAaeRlSG4wNNE9qxk4Pf7xaOLSV7b7Ta8Xi+i0SiGh4fFEBAKhSTc5ODgAOvr68jn8ydKfOux671uzjMBdpfLJaFKr7u99eAAcDyRg4ODkvExFoshk8lge3sb3W5XXD10NmMyWbfbjdnZWaRSKcnU7nA4LNmC6R5HzwLg6cbb3d3FV199hbt37+LatWsYHx/H4OCgZWNSWQuFQpiYmEAikbBY2HXGeJ07YGtrS1DldDqNbDYrmS0PDg5QLBYRDoctB83tdmN8fBxXrlzB3t4etra2JK5qZWVFAIdf/vKXGBkZgc/nw6VLl+Dz+QAAX3311QkXQ50sh+NpNpvY29sTpNfn8yGVSmFmZgZbW1solUq2h/rw8BD/43/8DwQCAfzyl7+Uskd9fX0IhUIolUoYHBxEqVSyxOhpTw4eWrr4mMLE29Kazaa4fBIcKBaLKJVKIvQyvosWRAAnDn8vZY/faY8BXctZJyHUc0XQ4vDwUDwWqtWqAANkaBRgu92uWEBftDUaDfzTP/0ThoeH8cknn2BychK1Wg2RSASzs7OoVCqoVqvY3t4GYB+3pxUuXSOdHgT6WnP97cCGs9wjL6Pcv0pfegk15t8aUNPCei6XE8u2qTTxXPGc8VxSkN3Z2bHso9d11nw+H65cuYJGo4GbN2/C4XBIIkINXJrj5t72er2YmJiQxKcrKyt4/PgxarWaxaLKe0xGbK5pL+HCzkqt51SHRlWrVWxtbSEWi8Hv92N2dhbj4+MCYDDESs+r3V7W68/4e53DQ7uX63FyPxweHooSR0VbJ7KjEvsirdvtCm1jqTi32y3ClD7TWoFhyJDeZ9yDdBlnDCcVbtI0n8+HRCIh4SWZTMaStV6/0+6M2K272cz9YP7mNdrCQ0ExEAigr69P6Hq9Xpe+awDCjDVmI7/TyeYonxweHsp60wVYC7bA0zht9omuzBpIb7VaAhJyXJqePk8jMEA5i94v7Kfp5m7OqeZXdmtmKg78W49D91krHlqB0RbIXgCAGWKkm7nmp81RL56j+TpwfDbj8ThKpRJ2dnaEJuszou/n2Xj06BG+/vpr/PrXv8bNmzdx7949rK6uWly/n6efr6PFYjEkk0kpRVkoFMRYZCrP+vw5HA6LLKmvtzvDJlik9w09eNfX17G4uIi1tTWUSqVTPVKexY/t7unFL3SfdV9rtRqePHmC8fFxzM3NweVyWeQghhLb0QPt9VkoFLC4uIjp6WkEg0GMj48LDaRL+qs2JiCfnJy07FfticP3aLnVBA1MEFXPnd4Ddnte//0ysobuw2mN1+g+mDkRGN5G2ZkVL+jxNDQ0JMlUCfInk0k4nU5JNKsTrq+vr4vBpVqtIp/PS34682yYtAewAgWkd3w2q6C87vajAAfosuHz+TAxMYH+/n6sr6+jXq+L4KGtMXrCh4eHce7cOYuQQLSTm2BtbQ2dTgcTExOIxWIAIABCX18fNjY2sL+/D6fTiVqtJnHU7XYbwWAQo6OjSCQSFmBBI9xk+gBEsGXZLiprLF0Ti8UwNTWFlZUVfPvtt3C73RZi7HQ6kUql8Omnn6Jer+Pzzz/H+vq6vCeTyWBhYQHj4+PClGm5mpubw8rKCorFIg4PDyUBCWCtFkDBolAoYH9/X7J4ulwuzM3NIR6P46uvvurp1pLL5ZBOp1EoFBCNRsW6Tc8KWrBp6TQ9Aihs6dJMZsJHKhGvU4mxa9xXrVZLYvgZUqDduQkMsCKA3p/ASYWHf2vUVjNIIoe6LAr3OeeDa8g5olsqLZy6dIoZA7exsfHSrqeHh4f43e9+h3A4jAsXLki/fT4fRkdHsb6+jnQ6LZZsM0Mrx8ESi16vV8ap3XBPU6xOUxJ+iPai7zcVw15N7xXgqZWG681QFs38TNScfaPnVKFQsFQjeZZ14GUb9z7R73PnzmFubg6PHz/Gw4cPLWX7OEaToTscDgwNDQl9Y4WAfD4vYzMVhZexuOm10POgvc20cMhcBKVSScoqFotFzM7OYmRkRMKs9FpoPmEmpiMd9ng8GB4eRqFQwO7uLnK5nEUg1c/S3iNHR0cYHBxEMBhEvV6XPUJQ40X3ZaFQwNraGj788EN4vV6LVdt0DeW8ETyl1wCT2WnaSRd8JsIEIKDxwMCAhBD29/eLZ5aOmTVpQ691sxuXud52QAL7rsPiBgcHMTg4KGULdVy8zhVQLpdlX9KNWj9XC6Ya0NXhaQRENL/juHQZW/JJDRB0u13cvXsXhULhuWiL2ZxOJ4LBoFhpCTjpPWZ6wOh36BrffEYvZcCk71qpMGm+zitC/kmXXN13DaqwaeXd7K/+306meJYio2kPWyAQwMjICGq1GnK53AmlxO5ZhUIB9+7dw/T0NC5evIirV69KCO1p/X7dLRwO45133kEymRQwy6zGYIJy/PF4PBgdHUUkEgEAS/I2O7md80KZQVvW19fXsbS0hCdPnmB/f98CfukfPcd63c317TWPdkpbL3rDMe3s7GBtbU2qAfT392NiYkLcwHvlDtF7u16vY2trC6urq3jnnXcwPz+PpaUljI6OotlsYnNz85VdytvttuRCoKFUy54Es3WiVX0etfeDDg02x2M3Z6fNs57r52nPcwZMXmB6i9sBfASwC4UC3G432u228CgC1rFYTOh/LpdDvV6Hz+dDOp3G8vIydnd3ZW/SuKdDh80xmLxLzxv7S/7yOuQzs/0owIFYLIarV6+Ku2S7fVw6hdmZ9YICTy3hVCZ18kCn04mtrS189dVXYmHb2dnBzMwMIpEIIpGIMFYi+JVKBdPT0xgdHcXy8jJ2dnYkxCEajWJubk5ABS4mUZ5utyuhCblcDn6/H4lEAr/4xS/Q7Xbxf//v/8XOzg7y+Txu3bqFiYkJDA8P4+HDh1hcXMT4+LhFcOp2u5Kwanp6Gqurqzg4OJBsxhzPo0ePEIlEpPyjx+PBzMwMLly4IEluzENuKmytVkvcWS9fvoxoNIpQKITJyUlUKhXcuXNHNr9u3e5x7NT29rbExlOIGRoaEsGJQhWTfVEIpCcE4y11AicdW08LuCn8Pw9goBXxF23tdluEN22V114DzLJMwU4fcm390X3V4TD87XQ+TT7I2E3Tu0W7ItGSqd1SS6WSuL7yPPDcAMfeMS/rrsZx7e/vS6IgrmN/fz8SiQSGh4exuroqwk0vrwmGQJAg68zYWpHSZ/k0YfNtaC+zv3oRfjuUnnNAYKVUKonyR1rBs8z/+bff78c777wjJbO4H/mus2xkiC6XS8C0d999Fx6PB7du3RKvBS0ImsoaGWw8Hkc0GgUAlEolZLNZofEaUDCVA1MIMPvXa+xamLPzJtDvIt/Y2toSun/u3DkJ96InGNdNhwCZghfXizwjmUyKZ5hpidH9otWD9IIAJUGCF2l6ThgqRbBC18k26SnBCNJAnmO6sbL0KQABA3W9c855f38/otEovF4vKpUK8vm8eNXZAQTm+pn0wU5oPU3Z41oRFOBvCnqdTkcS7VF5bzabUtotm83KOwKBgKwp149KLWm35iumIsF11hY+9s9MRHh4eIhMJoNMJvPSioTDcRwextxBuiSl9kCxE2QdDofMlS7feJoiZlqLdbgE9xDpmVb+9f2kMeyDBq40bTDH+Tz0rtfeMZVIDWy4XMeVGgiE0SjSi4ZQ1tnY2MA333yDRCKBGzduYGFhAQsLC6IsvwnLodnIyzk+GkDMedX0m2Mi/dPegHo/6z2uPYD5rr6+PlSrVayuruKLL77Azs4OarWaJS67lxxoniETGDiNJpr0w6QtWhYhSLy5uYnd3V3xLgqHwxgfH5eKX2ZfNTDQ39+Po6MjyT0wNTWFRCKBa9euIZ/PIxAIvNKZZiM/0HtOVy/QsqU+b2af+duUcU2+2wsM1M94na3XGTdpGPB0LLq8brVatdAet9uN0dFRdDodAYHp9Upv3W63KwZOnTDf9MQw540/pocUvU/elGz71oIDemPRIjY0NCSufJwkLWDpe4hMjoyMiLcBJ/jbb7/F//pf/0syVA4NDeH69esIBoMWwsaSYJ1OR5L8sXY4F5UABA/X+Pg4Ll68KABCs9lEPp+XmNrh4WGJRZyYmEA8Hsf+/j76+/sllqtWq0k+gYODA8zOzp4ggIFAQKofrK6uSh1UWgIfPXokGXO73S5CoRDi8Th+/vOfw+Vy4R//8R+RzWbR6XQsmcE1MaarTaFQwM7ODgYHBzE1NYVqtYorV67g4OAAS0tLJ9au3W7jn/7pnzA6OorR0VFUKhURoLxeL2KxmFjYeVB06TQKj1RymfhIEyCCM6brIZ/Ry1qoDyG9MfTn2iJh7kUKvLTG6+SDjCtkDLKOkdVKv+6XVnZJAPhuCpE6lEAndeJ9mjlyveiuS+ZdqVSkBjHPSqfTgcfjwfb2Nu7du/fKWU9JzBhjyjkLBAKYnJwU5Y9nR1tHtWcFk+hpJdHr9cr5tSOMJrP/c2haeDQZrrlX6/U6CoUCMpkMqtWqJVxHC92m8sRSYaurqxaL1uuYQ/adVQri8TgAa34Mc5z6PHAuPB6PlL2kBwKVTFPo0oxWe3L16h+bKaxoBm4KTaaAw89brZbkGikWiwgGg9jd3cW5c+cwOjoqiY44Tq28mCAG3VNZvaBQKJyw1uvfnU5Hwr6CwSBGRkYkqRXD52gRepH1KxaL+NOf/oTz588jGAxicHBQgFx9ntm4rgTZO52OgJsEswl6Miad+5VgCcdPxZxuneTPfLfe7/p8mAon+2WOzRRgqdhprwEmeWQ+lE6nI2WVmUSR4BsB3HK5jEwmI7kKPB7PiT2qQwoI6HJ+tEef3o+ca/23VqQ7nQ6Wl5ctfPVFz7ZWzl2up/XQ7TxPNO8Gjr0GGNZilu/k9SaNM8+gBjwACC9kH0wAwaR3XEf9TP7u9d5nNTslUY+H+0LPh8fjQTKZlDWl4mDOgd6n9XodDx48QDwex2effYaf/vSn2N/ff+V69y/bmBwPOJ5TysZm+Jp5/rkfkskkotGoWKT1mLXsaYIG9MYpFotYW1uTEAsCZ4B17/VS5k2Pzedp5vo861rgmJ/t7u5icXFRQsIGBgYwOjoqeZ+Yf0KDWLyf8tPh4SEePnwIl8uFX/7yl7h48SLu3r2LbDaL8fFxoRGv0ra2tiwGHHqkspQxAItXBpums1xjuzNk0lQ7vmrXXgQ0eBa4o/trXmfK2yZ94v+tVgvlcvmEPHFwcGDxZnY4HJayw6TPBCz5t9az7ObO5EMMV9vb27Pova+7vTXggJ0wDBwfINYvbTQa8Hg8ePz4MQ4ODoRhaTCA1QiA43qoc3NzEhtCt587d+4gm83KO2ixcjgcwnTopheLxUQIYsZRMgGH47ie7fDwsGSpZdk+ABbQgsyfxJK1Wa9evYp2u425uTlcuHABw8PD+OKLLySuZGtrC/l8HtFo1OJ22dfXh9HRUbz33nsoFov49ttvsbW1JYDF6uoqMpkMisUifvvb3+LKlStwOI7jvq5du4bd3V08fPgQxWLRgmyxcfMy/0A6nUYqlRI3z2AwiKGhIVtwADi26DEnBHCs/DMBGrO4UhCiJUwr/9q1R8c+NRoNsdyYQp9G2kxhUDMqXkcvEfNzfXi1Asu5J1BBwsCcAwyX0O62pqKjhQf9XFOZo2A6MDAgrplUkk1rCMdI4ZLgBD0Y6N2gCRUFvP39/VcCBjSj+Ju/+RtUKhX85//8n8Wy6/F4JKxnYGAAT548OZE1XSOqBH7ojcH4LgqBvMdOuPpzAQYA+1wD+rdW8GlNLRQKJ0reaSVWz5PL5UImk8F//a//Fdvb26/NEmUyuhs3buCDDz6QJK2lUkmEPe0VZIIZXOdoNIrx8XH4/X7JEJ3NZp9b4DcFhBfdM6YAwWfqd2trRKvVwu7uLg4ODrC/v49sNotLly5hYmJC3K51fWmt3Ghl2+fzYXJyEvV6HUtLS2KR5rya4CitQh6PR8op0RpN5VyHn5zW9LMZjuf3+9FqtSQbvl3sOYVfgr2k3wQC6Ano8/lO7HEteHJ++/r6BGR2uVwoFAoSLqVBT5N2n7aOJrDIdxHoJCgQCAQExNDheFox5Vxp3kVvqHQ6jUgkIn3XPI6uopRxTNBDzyn7eZr3QKvVQjqdtuSaeFGAwOFwSCk+7hHOpZn3wZxT4KmSQ48Q8nfNo+3WRFuSdXgEx8yEiDp+mx4NJmhit94cm+ZbpgL5ojRB823yKK4fLYc+n0/yD/Dc6bXRMgL7VCgU8N133+Hy5cv48MMP8fjxY9nzb7qFQiHxju10OlKqmdnt7RRB7kWWZeU5N+m6HjOfz73caDSwt7eHJ0+eYHFxEXt7e7KveR/fZ+51fq6bee57KY7PUlDN92g6lc1m8c033wAAfvKTn0jSXY7/u+++w+HhYc+QSSqEpPWJRAI///nPkUgkMDU1hWazidHRUayurr4S3261Wnjy5Am2trbwwQcfYGpqygK4EdjVMriWkTUdMGmMnsPnmT+7709rL3JGewEXpCl6L2iQqhdPp6xK4NU0WnFdTZlej82O/piyEmmH0+m05Nt5U+2tAQfMBSShJCo/MjIiVutHjx5ZFAfTasHFCYVCUkKKxJcxI2bsqM767nA8zRq8v7+Per2OmZkZKZlFIMLhcGB6ehpjY2OS2I3ugebmovLImGqXy4V4PI5/82/+Da5du4aZmRkhhCyDWK/X8cUXXwixmJ6etgg7AwMDmJ+fR61Ww8HBAdLptMR4MmfA0tISFhcXMTIygng8jv7+fqRSKVy7dg3VahUPHjywbHwd16jnlEI8QykqlQouX76Mr776ynY9W60W/vCHPyCVSqHb7SKVSomreV9fH5LJJJrNJkqlkgiqVAy18kzAplgsSpwUGbC2GlDh0YIaf+s8BcDTRGzFYtGyf3Q4Ct/PdTb3BWONdIUCCqo6qZtuplCkvzcFWYZh8Id7xiRSfAaFUaLTh4eHEgNNLweNxDudTik7+SqN+9zlcmF9fR3/7//9P/zH//gfJZsxPQGSySQmJiak7BGtKPqMkGCS8NL6SWDBBGuehwnZMX7Anvm8SXDhZd5F+sK93ukcx/7mcjlks1lUKpUTyapMF9Zu9zgrPMvE0SXfdNM963FS2C8UCtjc3MTNmzeRSCTw+eefY2try0JT7ZT7drsNn8+HsbExjIyMoNPpYHt7G8vLyxa0nu+yA0TMPr3KmJ4FMmgmTg8oWtDX19cxPT0Nr9eL8fFxCTcgqNzrPcxHw9KotO7od3Edec51UqXBwUGUy2VJavYsAUyPRa8L88SQljOEzgyTMt27NRAcDAYRjUbh8/mEZ9rNHRUFrcB5vV4kk0n4/X5LwlfOsY7J1M+yE/K0RZF/k99yzlj5gVZ/PXdaENTeL8yv0+l0sLe3h3K5jGw2K4CIFrDp6cVcA9oqSnd6LUxrwdE8Mxzj2toa6vW6jP15QQEAlsSDmUxGvHUcDofkimDlHT5bnzOCOOFwWBISn0aDTSWL49D83OVySe4j7Tmic+iYIL9ed72+vd7fi0bYAVfmeOzoAfc0+a3H48HQ0JDwaF5H2cOkV81mE1tbW7h9+zb+8i//En/xF3+BdDqNhYUFea7eK6+rhcNhxONxMaI1m01LqVy7OdEKFsE1nQSc1wA48RkNVY1GA9vb23jy5AmWl5clbt9OQXrWHJjfP+v602SLXnRTn0GWV5yYmMDQ0JAYMsfHx7GxsSEJJrXeoM8Rv2OSQxoO4/E4isUiPB4PNjY2XllZ5D7LZDJSZWFgYED4LZVSs4/c31wvc17MfWFHf16EJj1rDOb7T7tONzuQ07zH9EjU79J6g5aF+UwtV5lrTFBBA9r6+VomzmQyloonZzV3p7W3EhzQmymVSiEajUrspbYy6qzWFJZ5L1FmehbQerGysoL19XVL3VEqLnQN5KJUKhUcHBzA6XQiHA6jVCpJLWmH4xhZn5iYkP51Oh1R2B88eIBisQiH49hrYH9/X3IIMO7U5XIhmUxidHQUh4eHuHPnDr744gvcvn1bBHaWkdrd3bUAHTywXq8Xo6OjGBkZEaFfCw+zs7OiyOp5mZubg8fjgdfrxf3791Gv18UzgZtVI/3NZhNra2vodru4fPkygsEgQqHQqWtaLBbx3//7f0csFrPkDQgEAujv75fY1VKphGKxeAJx0wydVi9dqsZ0e9RWCa65nUWJ72ECPt03/q8FCg04kCC63W7ZU7VaTSw+JrHWgoUeH/e7FqD5PgIDXB/uS54T0wWPnzGMhTHd5XJZmLj2iCHgkM/nXzmcwOxTOp3Gf/kv/wX/6T/9J6kL29fXJyU48/m8ZB7XxM8O0KH7JRXLUCgkoSC9QBazPa8C9CZbL4EKsO4DzqsphGuLI0FH1t7Ve8J0pSfdAJ6CfaRRZx1WoJ/DvR8KhWQPXrlyBYVCAQsLC0Lr7N6rxxMOhzEzM4NQKCThEPv7+8KEtUCq7zf3ll6Dl22mImECE+Z1+ozmcjk0Gg0EAgFJMjgzMyOZvPW68T4KzNFoFCMjI5KIS+8Nu5AEJrgLhUIIBoPIZrMCFFIIfJ654DVHR0dYXFxEo9HA9PS0eDbZ5VbRvymE0mJGHqi/t1PiKITqeSVYGIlEBCDQnlLlclm8urTiYbodm2um3fO9Xi+CwaCET9Dib6637qceO5Msdrtdob/FYlHoF4EgJm2kuzG9IMymPWoIbpPHa8GT3pEEBkwl53nON8dP3kl+wbwmjUZDPJQ0r2b/aCWPxWIWecXk6WYzFWOCJW63G8FgEMPDwwgGgyKsE/iml4z5nNP+NpUWvf/MM2x3T69mAnV6rn0+H4aHh0VeoEu+3RyQzjebTSwuLuLy5cuYmZnBp59+inQ6LeEFtM6/zsZ+0uvIDOMFTobmkEcBsJwdjk3vB14PQEDNfD6P9fV1PH78WEosm7Sql0Jl912v9jJ84LR7tIdpOp3G+vo6JicnEYvF4HQeV6+YnJyUPGEaOONzqVASxD04OMDGxgZisRgmJiZQKpWwsrKC8fFxrK+vv1B4mF1rtVpYWlqCz+fD5cuXJSSI5c1pXKN8Ycq4pynndufleZX5F20vy9NNnqXXwxyrpl06rEs/h165+ixrjwt+xu8Zws2mPZ3Jj0zvjTfhQfDWgANsWgAGILEerB2ZyWSQz+dl0rRCRwWdmfgvXLiAyclJOWS5XA53794VN1qiuclkEpFIxOKeSUJD5ttoNMSDgQlBqIzX63WJgfX5fAgGg1KuhRvl6OgIxWLRkn2Yz6eieu/ePXz//fdSG5qC0f7+Pra3tzE/Py8lgbT7XCwWw/vvv49isSiWCbpAfvjhh+K+qjfj2NgYIpEIDg8Psbu7KyEAvRKLMLwgn89je3sbgUDgudaT46L7s9PpxMzMjGTSnp6eRqFQQD6fl3h0rj/XmK78nA8yJ+2eaVpXNNPhPSbDKJfLJyymGiSwEzj4blqySTQ1uqqBCe0RYCeAaAJDxZ2lz8ySheyjXiMqAPQOoEDF5IjM69ButyVpVrPZxPr6upQXfNWmBcNKpYK//uu/Rr1ex7//9/8ePp9PElINDw/j6tWrODo6wsLCAnK53AlFAniai4ECFN1tW60WIpGIxMaZArleJ/OZb0vr1VfzGk2DTAWfglqpVMLe3p6ALSYCrV10afVhvXJm+DcF3rOcM/1M5khJJpN45513MDw8jC+//BKPHj2SjPWa7pvz4XK5kEqlkEwm4XA4RBEkIGcyWL7/TeyBXnvO5GWca7rlNhoNpNNpFItF5HI5XLp0CSMjI6I8a0GcXnJerxeJREIskMwlYiq67AfzUdAKHolEJCyKdOdFcw8cHh5ibW1N1gSA8LXTMtjze5ZEZAUcHTrE+zQ4xv5pSzJ5J3/8fr8A3AxzMEFULchxvkzPAQKZgUBAShbSumen1JqgjP6M1j+CpARqqDB3Oh3xKCCAYBdLzXdzbTU4QDrodDoxOTmJTCaDjY0NS14kc/2e1TQvooxFRZXrq/ND6PXW80fDjB0Qw79PU/D4HirVsVhMrM8M38xms3A6nRICQTfc06zLJr3jOPTeM0GPXvNmBwZScSagr0M+AoEAhoeHUS6XpQLWaV5bnU4HOzs7+P+x92cxkp7XeTj+VFXXvi+9r9Oz9Wyc4ZAzFIdDihRlU4sly7utKEGQ2JGBIBcJkJtc5tp3AQL4IghkwYATB8jPsGM7tmRJViyREoc7Z5/pfa+ta6/q7qr/Rf+fd853+q2enuGsFA/Q6O6qb3nXszxned98802kUimcO3cO169fN6fSSDnxsEiG+QMw0SNyrNh3DQ5Eo1GMjo4iHo87+IxcAzJttF6vm+iI69evI5fLOUDQvYz/ezU673fMbONtA3lqtRoWFxexuLho9PFAIICxsTHMzMwYz7+0YwBnNFJPTw/K5TJu3LiB0dFRU0OtUCigXq9jeXnZESF0v0T+LQufEwCkI0ymy2ovOO+x6TfdgBoNKD0Kss2bllN309Hk2uVvaa9pHiJtAPJ9zRelvNPjqgHjR5Va8FjBAbmZteDtdHbOYD969CjcbrfJ17t+/Tqq1arDkNfG7NbWFoaGhnD06FFEo1GjAOXzeVPlFIAxmujJodedE8PIg3w+j9XVVVy4cAFf+MIXEAgEsLKygpGREZw+fdp4Tvh+KkJEdNlO5iBKBIiCwefzIZPJIBqNolqtmgXEnNV/+Id/QCQSwcWLFxGPx42yT0Di7NmzGBoaMiGkFJJE2qWhKmsspFIpDAwMYG1tzSoE5aJmDtji4qLJY70bMb3A5doJA5THVgUCAaTTaRw4cAD5fB4rKysmVFamAQBwFDXi5pFIpqzQLjckv9OeUTI/WfCIm1qGasoUEQoyAlFaMEpGJ8ON+F6pbPA7XkclNxgM7gIHNLhAwITClHUFisWiOV1DenhYsI1tXl9fx/Xr160nTdwPaQWlXC7jf/7P/4lKpYJXX30Vhw4dwubmpskXpxf0/fffN8fpSOWSxHW7tbVlCnoxrJiVgDm2vF62525tlvc+KiDB9r5uSg0FBb1DEgziMaPr6+sm941zwLVPEInKPtM86K2WvArY7en6JCTbw/zynp4eU7W6Wq3i9u3bxovNe+TfWrmgB8vr9Zr1zj1se7ceUxsQdT+0l8Jge742hihnyOPX1tZMihJDO48cOYLBwUFH5BLlBM8LZ5qafId+N1MLCoWCCQ/mOwGYY2L3G0HA97RaLayurqK3txcej8fUopEFyqRMlwYzveisXE550K2onE1p4rrl2uY+6XQ6CIVCjpMZdHSFHid+TplE4zYYDFpDZm1KMT+XgASjG3liBBV6pmUwJWhjY8ORTkeiwSrT5nw+nzlSkbns7HupVML169eNfnM/65zh+9Lry7QRRqbJdDD2m+/icbvk1Vpm66gQfT+vYxg2UzoYNca97vf7zUkK2WzWrAFN3cARtoVzJkEOea1s815KueZVOiKQ72HbGUEidS69h+VeY3RMKpXCmTNnjEf9UcitkZERhMNh8y4WX9bjJcef+7W3txeDg4NG/tiiOymruH5v3ryJlZUVw99t8/KwqNscSNKyW/MCue6z2SxmZ2fR399vakglk0lMTEyY45112o2MoiAwNz09jWvXrqGvrw/Dw8NmX8zNzeHDDz98IGNSKBQMEATA8BfdLgkcaL3WNlbyu7uBKjZ6UDpat/bdz3NsoIjkcxrE6gbicW1zfetIZUavPyhd/V7osYIDeoD1wPK4iKmpKWQyGYOiNhoNR2EfifgCMJ5WWagGsIcVMnKAXgzZhkajgUKhYDx0W1tbOHnyJAYHB1GpVEyYj1QgtCLIv+k5v3nzJg4ePGiEJwCjXJ05cwa3b99GoVBwFG0LBAKmroHMm6eh6nLtVAE/dOiQyUOkx1xu4kajYZDYTqeDd955B/Pz86aSvDSKpUDk3yyGVygUcO3aNVNx/G5UrVZx48YNk1/JiuUDAwOmsGKpVMLW1pYBCNjPra0tYyjL/3WOqwaI5NjTOGF/yOToleO1MvpEA09aUZVGmPZU8FoZHizBBF7P/+mlYQEsKkGszkxFU6Z7UOmngcCjFBkxIAt1ybQL1nl40MxGC9PNzU28+eab8Pv9GBwcRKPRMIrn0NAQxsbGMD8/bwAzjjfHn+NGJaPRaJjzuplmwTQjKYxtIJDNIHicZFMuNMjE9SQNm05nB2DMZrNYW1tDPp93nO4AwGFgSWOFKTj0JEvaj4C+F7IpWMypT6VSiEajBrjSRgZJgwQ83YWFCG/fvo2ZmRnDt+6WFrEfpeSTrI+7ARLyc8mnOL+sxbG2tmaMyfX1dQwODprCqdwb4XAYU1NTxrheWFhw8Gk9jltbW8hms2i32+jr60MqlTI8gDx0v9EDsp88mm17exsDAwPm5AHmBcu9Sb7tct058aVQKJjvaOjJPnQD0uS4SaOT+0CeYmPzxNAY0YZoLBYzxz9GIhET0aAVO6kjyB8+m39zzuLxODqdjokeIEjAuh80uGVbZZ85jpRjBNpY2DEYDGJ1dRU/+tGPdu3teyXKIOkdpFNAenB1WDjl7F5jp8ECOZdyPvmbxTR5OomcTzm23Bd0iGhD3baetN6o2yM/533dwFNt+OhxIbHd8XgcfX19jtQgWzv5f6vVwuzsLC5fvoze3l5zPLXWex4G9fT0mPQQAObYNplyKtsKwDhk4vE4xsbGEIvFTN/ZZuk4A3aMoPn5eVy6dMkYzTryRxtgwL3xbL2v9HrQfen2bNv6km2Rv0ulEmZmZjA2NoZIJGJSRcfHxzE3N2fSAjRoonlIuVzGzMwMjh49ipGRESMDh4eHcePGjU8cPeByubC0tISrV6/i6NGjjtB4qW+TZJqBHIv7NcD3Gu9HSffbDq3/yzUlIwWkI8a2dhgN5na7zXG/dO49anpi0gpsjLuvrw8nT540YS3AztFoOsSI/0tDOJPJIBaLmUmp1Wr48MMPcePGDeOJdLvdSKfTGB8fd9QzILMul8tYX19HvV7H9evX8c477+CVV15Bp9PB5OSk8ZZI1IfHGT7zzDO4efOmSWHodDpYXFzE8vKy8RBJLz4A41nLZDI4cuSIEbKJRAIXLlwwVeul0kUQhGPG4+LIoGmUt9s7Jx98+OGHBjRYXV1FrVbb5eG2ee/k4idwst+quVtbW7h+/bo5A5R1A15++WX09/cjFArhwIEDhtksLy+jWq0apunx3DnnmERARiuJbJ8EDrjhNGllR4at6kgWbniZziC9OvTma+WWa0oqNFqhIjBArxDBLa2McB4ZnkuPAgsi8kfmrrKd7fZOATfmuj1okm3lWGWzWVQqFZMmw/0xMDCAkZERU4RTngVOxUEbADxOptVqGTQ7nU6blAVZtAywe54flwDS7dKkgSebkcC/q9WqAQYY2qmVUoZUA3eEEA2mW7duGaNMK5YPMlxNtn9oaAinTp3CoUOHcOHCBaTTaXzve9/DtWvXUKvVdinSGmzzer0YGxvDwYMH4XLtnAF+7do1E/2gQYa92gTs34Ogn7mXEWB7npZpvEdHSpBfsVDn+vo6lpeXkclkcOjQIUxNTSEYDBqjwOPxIBaLYXh4GIVCwdQOkYCj7lOn0zFVvsPhMBKJhMl3J+h7N8BQrxkq9FNTU3C73YjH44Y/Ugaxv4yO4lpkagWjnxqNBuLxuDn6TnpeZa6/LYJAG3Xycyq3gLPYHfmRDP0nOBAOhx3H+2rZ181gAbCL/29tbZnny7RIhuVzr0rPtZa/rC1AUIDP5nfb29sGFL4fo0nOL/mE/N3pdMxJOLaCwZxj1p9gtBvHRkf22MaRJA0lHltJeSjv29zcNLUoIpGIeQZBC91/vWdl5A4/1wCFfJ9+jrzO1g85R/r9gUAAvb29yGQypvg0x1PPB3/W19fx85//HENDQzh8+DBeeuklrK+vf+KCwnej3t5eUyOKYKBM/2TfJG8gP2Y9LeqnUl/vdHbSgur1OlZXV3Hjxg1cv34dS0tLu+qXyD17r4CIDQDQ99qAHNv/ku62vsinOp2dKK35+Xmk02lToDOVSuHAgQOm0BxTeGT7JOBPgGh6ehqDg4OIx+PmmWfOnMFbb731ieQ35cM777yD69ev4+DBgybigw4qyee4T6mPahl3t/nRe2Wv6/cLLtztnv0APns9w6Zr3Y0k8Mf5kU5oGRUqZVIwGEStVvvEYO8noScGHNDEiZyenkZ/fz8OHjyIxcVFc1wf0RVtwLZaLcRiMUxOTpqiR273TtVdFgkk0ry9vY1AIIBkMmmMR+mZD4fD5vzPQqGA73//+yZH9uzZs3j11VcxPDy8yygkc5PChgyRSJD0DHJh9PX14ZVXXsGRI0dw6tQpAwSwGCMVIAkOADBH4zQaDSwsLBhEul6v4+233zaLj95lji0XpwQabAxSo8RUeu5FAdna2sLi4qKpmM38q8997nPIZDJIJpM4cuSIKYBCAIJjR6WEYyZz4GwbVgt+KXx5DfMXpVLdbcNLAIfP1wacVEL5Hnqp+B7p1aJiyjoDMseTfSOQJftF1JbpA5VKxVQwpydKAhPSoJQRKQ+SbMJ3e3sbt27dwrVr13Ds2DHUajXMzc3B4/GY8Mh2u21yC2m8cKxkvwGYXGJ62lqtFjKZjBG40lsl6W4K88MGDPT75W+tSEh+RuXX4/GYsPN8Po9qterwNsp+cJ1rI4q1KHhOrkSzH0b/5X47fvw4nn/+eYTDYfT392NpaQkffPABCoUCAHRVivmcaDSKyclJpFIplMtlXLt2DfPz845TQfS+1CSfuZdBr/+X1+p22q7Tc8u/tdEqx94GcG5tbZk5z+VyCIfDBiBhil00GsXQ0BAWFxdNmK9+h9yLPBWGIan0BtOrf7fCZnp82u02isUi1tbWkEqlsLW1ZTyMAByV5KXCy35vb2+btdxoNFCr1RCPx02hQSrLXKtSiZIk9w7HVfJz+QypoElggMAEDVItE+X8dTPk5RxK45PjSqOZBfQIavJ52iggsMFoAZlat7m5iUwmg7GxMXzwwQeYm5u7J6PJRhwPziMNfdYaoOyQ9UGkkuv3+xEKhczJOtpA3stol//LGhMytFpGz5AkH+sWOSMNf46RBIrkvfIe2QdJnHupf9h+ZL8leNTp7BSSHhkZQbvdRjabdURiaFngcrnMyQVvvvkmBgYG8LnPfQ7T09OmkCXb9SApHo/D6/WaYtbUM2xyg3oi1zuPqyZwI+cJ2OFHxWIRMzMzuHbtGubm5lAqlXYdc8wxk+Msx7QboGMDLzTdTfbZ1q18vyT5HCmHAaBWq2FmZsYUN81kMvD5fBgeHjanMTAFSe8Xt9tt6ow1Gg3cuHEDExMTGBoawsjICHp6egzfZCHW+yWPx2NOf2Gdg1OnTmFwcNBxKo0shCrrRbDP3cbbNrb3+t0nvX4vcGiva/TeknzDJv/1mrHxBDq0uPclAMy0OKkbPmp6YsABuaFdrp0w1Oeeew6Dg4PmfNUbN26gUCgYI8D2DAAYHh42lZQpSGUxHSkwmLvK8FQ5Cc1mE/l83lTTLhaLyGazCAaDpuqsNLA7nTsouQ4T9Pv9OHnyJA4ePIhQKLRLkNAbdOzYMUxNTTmOVpSCzeVymcJzZMTvvvuuqVheLpfxwQcfmEVXLpcdbZRKE5WTu80LmbsU2vQ67Zfa7bapsNtqtcwRis1mE6+88ooJnz169Ch8Ph9u3bqFubk5U3CICofMO5RGkGZI9ORrJVwybY6HLM4lPeA2gSDDVeWzpUDQkRi8h0qnLDzIPFd6y+T9NIQJKrB/zDnf2NhAsVg0IAFBIipyRPvn5+cfOgLZjXldu3YN9Xod586dw/PPPw8A5qz30dFRpFIp9Pb24u2338bCwoIB2rhPpULANSiNYl7DkFaNvkvSyoTNILf1SzN1+by9+m67XoNWexk6HAd6Bel11CcTyHUr17IElK5du2a8VLJfD5OoBC8sLGB2dhavvfYatre38f777+PWrVumcr32lMo97ff7MTIygrGxMQDA0tKSqV4t59OmJOq/7zZfWsGUbeLfWiHW1+t75XVy7vm5NjA7nY5Zx53Ojsd2cXERIyMjJjKI6QRerxfpdBq9vb0mSkc+R8pTl2sH0KX8ZBQaq4DL/bAf4nojb65Wq4bnUpmVBawI5su0LeDOcWzMaSdwzhQkGUWlwRRg95nScmxlWpceE0ZssYAw0xqkUajnSQJPkvfr9ctrCHrwyD2CfZTb3QxBaXDL4yIpPxghSECHfOGTKJHUUYLBoJkfggCyVhLfL+eS4xIKhUwxZEY0dBt/ktS5OC68jvPHv/lDnY4RhTJChX2Rxrh+J9uijywGdoP+EtiXoBHvlwYxQXueRCGjTuSz+F6mEMp26VOJyDMIEF+5cgUTExN47bXX8Morrxh+CMCcSf8gyOXa8fzTS12tVrGxsWGcFZLknux0diICBgcHTdoo1w2/bzabWFxcxOXLl3H9+nXjtNiPkWebR63/Sb1BAgxSttj2igYfeJ/8nr91W/V1sk2sGxaLxTA4OOiIHjh9+jRcLhdmZmbQarVM+qt8DkE7t3vn+Omf/OQnOHnyJA4fPgyXy4WFhQW8+uqrePvttzE/P3/XMexGMm2AR6qur6+jt7fXAarqfdZNDsr/99KvbDJbX28z6PcDQthoP8CETbewkZxr27O6fUeewfUoeVu1WsXq6qqJsHscwADwBIEDgHNiGC5cqVRw8OBB1Ot1UzRPLlBeL3OymVNPwSM9E1LAeTweTE5OYnx8fJe3rd1uI5/PmzBsLhAZWSCPPZQKoM/nw8DAAA4cOIAXX3zRGIJ9fX04c+aMKZLocrmM91oqJBT+FDyNRgPT09Pm3bdu3cLNmzeNsXTr1i0TYqxzuQgASINaMjmp3Ng2DT+j8iaVsW6etG5ET1MymcTGxgbef/99tFoth7docHDQKGtut9tU5CaYIUEYaSRKgEYyVZJNMSFJBUUbZ3KcOH78sW1czdyoiBIVZKgm889kVWjJ8ChwpRLNVI5isYh8Pm+O7WIqAT2DVCrK5TKWlpZQKpXuaZ7ul2yKs8u1k8v2ve99z4RStlotzM3Nmcrrx44dM0eRZbNZo4BIMIdzwM8IhAB36lC0222Tg8r75HxK2g/D5XqR+ezyt+637bm292jQQ14nx7DdbqNWq2F+ft7Mt8w/08aEBBSkIlQqlUzhwm574GFRJBJBsVjE3NwcwuEwVlZW8M477yCXy5lUHtscsR+MMOJn0pjmGPB/CSjJ73mvbR3IOe0m4DVp45+kAQrdH55vz+99Ph8OHjzoALza7TZGR0fNaTAMOxwcHDS51zRivV4vYrEYRkdHsbq6agBj3X4p06rVKgqFAtLptIkeKBQKJqLtbrUHpJyj4Xj16lUEAgH09fWh3W5jeHjY5MPL6tZUdqScladMMGyZwADlnwQIeL/kjewzDS8ZqaCNRI4p69gwlYDFX3Vf5XNsnmStHHKNUecgcCtPIpDtlVFekmiw0knAa/x+vynoWKlU8MMf/tCk6X0S8ng8pjAkcKduE+WOBBV1jjTHhvUaNCjDtusoDA1gcq5J3BdyzxNU8fv9DvCB7dTrk/3R66LdbpuoGUY76GPbCFzxpJxEImG8pwRMCMTzXhbeleuU7SP4xT7EYjFTa4n6qtyrWj5sb28jl8vh7bffxsjICKampvDKK6+Y1D2upwdhTCSTSQwODmJoaMik9LG+TTfDjJ8nEgkMDw8jkUg4eCJTpqanp3Hjxg1THFzLV/28bsaV/ptt0iAesBuYBWCcTbbnSR0yk8mY9cBnyciT7e1tjI6OmnVPvVyC3Nvb24jFYmaN0Mk1OjpqjrelI0zaAnKvsHjs9evXsbW1hWg0imQyicnJSczOzpoizQ/qaMutrS3Mzc2hr6/PnJ4DwAC9so1aTyPtJT8laYBAP9tG+zHy97p3L3Chm4y3XadtC/3b9iwduQTcSYlaXl42zrzHBQwATxg4IJWGcDhsPCQ0kOlpkgJGojvtdhvBYBBjY2OYmJiAz+czoZlXrlzB8vKyY1Li8ThGR0eRyWSM8KGRSe9soVBw5AUSfJidncXMzAz6+vpMJAMZE08PSKfTGBoaMoYhCzbRGyyNdh6JSEby8ccfo1wumwJyb731ltn08ggryQilIWozZvWmsxkK3YwZ+Xtrawu9vb3o6+u75zmmgRsOh9Fu74SU/8M//AMymQxOnDiBSCSCUCiEyclJo7zx2DWGzhKY0cqaRK8l4n43Y0gzMyqh/F8KHBuSLP/nvJKB0uPDegL0BPFECQogriEqERqsYP4Rjz0rFosGGKDyJj0hm5ubWFxcRLlcvuc5+qSkDS4auZcuXcKRI0dw5MgRVCoVrK+vIxQKIZ1O4+TJk6a4GYul2YS9BGV4LFqz2TTHZrVaLWOEEXiRypY2GmztlUovcHf0m7SXEtNNcNi8yVQg6vW6OcWjVqsZpdL2LhnZI9tJz6L23sh1/aBJCjyepLC5uWnmW/I/G7AilcKenh4MDg6asPWZmRksLy/vUoC41+XelWMhjRU9RloxtAEFXMf6Hhu/peEtn+Hz+fDcc885gByfz4cDBw449ny73TZGGhVFhnLqCBG3221ONmB/mLMrPWWyvzyO1uPxGAOg3W4jl8vtCzSyjZUsnDQ5OQm/349arWaK/JJva+BaRgixrbIGSSwWQyKRQDweN/3nfTKc1eVymdoFLMaqjSQ5p+TPgUDARFBIgFYDJHLO5L6RIBz7RgON+gp5NPkZT3OwRfLJeWL7aERQ3rFoY7PZxMbGBlZXVx/IHuZe3NraMtX0+R45ltL4kUYBow50MWSOk6wbIHkxn0Xji6AYP6PuRfnG8evr6zOAizTS2S56+nmSlD7eUhrzoVDIpFPoeje8ptPpOApo8t06HWBra+fIbOopmhfLyAhpbJMk6KX5ENfmzMwM3n33XQwPD+PcuXNYWVnBW2+9Za7lc++XXC4XxsbGTBFs7ilGJdj0Rvad+5bOHeDOPr927RquXbuGmZkZE61L4pjrSAr+lj90HMr75G9gJyWCIA3XhSyq53Lt1Ko4dOiQYy3qVCiPx4OpqSkzdySCZbz24MGDJlJZAkMSKGAKJOeRAGB/fz+Gh4exsbHhAMNknyV/qFarmJ+fx/z8PFKpFFKpFN555x2Mj4+jVCphYWHhvude08bGBt59910cP37c2Ek8kaSnp8dEVVMm2Qzu/epP3dbVwzKQ9yPvbPdo8E7bVAC6pjzLiE9+T6enrOfyOEEB0hMFDpA6nY4Jb6NRJYuVyKrH2lPEIoY87o/o18cff4xqtWo8MYCToWmDwOfzIZ1OI5VKOZi1z+fD4cOHMTg4aASoFPKkZDKJRCJh8gTlD5/HSvMUNpcuXTJH0H344YfmSEOi4sDufHv5N0ke66P7xfGV/8toCHkNBT//pxIbCATMMZH3M7c8uikQCKBSqeDNN99ET08PNjc38eyzzxpgaGxsDNFoFIODg7h+/Tpu3bplhBQNQp0fynZKlHev0FNpiMjP9JjK/yUgxTHiPdLYl8dOMUSWFad5rVRmOD58Ntdvq9VCuVxGuVxGPp9HNptFqVRCpVIxShEFIPPGHgcw0I1Zso/vv/++8SCPj4+bdR2JRDA4OIgXX3wR0WgU8/PzuH37tuNITwAOLyPnTYKG9MxQcFMQU5GQnis597b22wyr+xmPvZi8/J4KVKPRQKlUMoYF0wjkXtTAFXDHoybDjufm5lAoFIzS0a1/D5ok7yH/GxoaQm9vLz766CMsLy8bPm67h9TT04OxsTGMj4/D5/Nhfn4e165dM8Yj97vshxauOvpHAwdaUPNzGd7Ld/X39+8CZ0ZGRjAyMmIUQLd757z5TCbjuNbj8WBgYMD8z+90sS5JXK80amRfJK/zer3o7e3F0NCQqUkh2y55I/lKtVpFKBQyx/Yxl/heSY4ZI9zIA1nLh4VoWVNEh05zfPgZowRZJ6NWq5ljhSXYKhVS/mgDTI4VAIchSiOeHj/yaTlHMrRd8jL2mfPDCAmC3zwLnse+SV6oj0fUsppRDQQsCECxBkAul0OtVsPa2prDO3m/5PP5DJDDo4ZZLI41bADnWdwyN5xtZBgyAMOLOc4EbDn+0uMux5NHJPM6mRIqj1FcX183z5NHFct1RXCea4zjLGUK1xvXibyW4ByvI8glDT6OizSEJS/WQJLc71z3GmzRMkGOj9u9cwTmtWvXMD4+jhdffBHnz5/H7du3jd7sdrtRqVTue02wngnXle4v2yJlKPvIsZLjTUCSRxPGYjED2sh9AQCHDx92HNUsx5s/ExMTSKVSpi3yGu7/dDptgE+uJ+3xZ/oDgTqtN3L8wuGwY/z5PP5PIEiOjfytea+cZ7fbbU51WF1dxdramjU6jr+p75fLZdy+fRsHDhxAf38/zp49i6tXryIWi8Hv9z/QCveFQgEfffQRjh07hr6+PgNKB4NBtFotcxyxLIKteaTWt7TMswEDuv/7Xc8PyrC2tUfOhc1utOkU2p6Q48B5Zu0IRgE/CfREgQMcNK/Xa5C/gYEBFAoF3LhxA5ubm7sKEUqFoN1uo7+/H/39/eZzCn05mTIkjai33NzM1V9dXcXW1hb6+vrwwgsvGMXk5ZdfduQq0rsjFwE3uAwlrNVqJq96a2sLN27cwMLCgmFqLHbYbrcdR9xITzTHyZYXSdJAhew7AOvC5OdyXCQjpaB2uXbC4c6cOfOJjM9arYZ6vY5mswmfz4e3337bHNV4+vRpxGIxc3oDj5mi4cjq3LyfOVk2oEQzcl1ESG5UCnKbUJbMTSrr/JHAAD0vrHzNaAFZbFAaKnyvXLPb2zvHPnKcGMWysbHhOI3A5XI5lKNGo4G5ubnHEjGgSTJPYEdJWFtbw3e/+11sbW3h93//9+F2u7G+vo5IJIKhoSFTtK7T6eD27duOYktyP8i1zPEi0Fav1+HxeIxnJxKJGMRbhrwCztwyvR60kiNpPwKr233SKOIzqDAT/GH9ENYXAHYbuhLskAbW5uYm5ubmMDMzY5QEHbbczSB9kETFfGRkBGfOnIHf78fly5dRLBatYICci3a7jd7eXhw+fBi9vb3Y2trCwsIClpeXHelNcu60J4rPIekwUgKHLFwr19ixY8ccNV/cbjdOnTqFQCDgGLtEIoFEIuF4Lz2oGoTRCoPsu1yPsvgq13ar1TLRYuQ53OsATBQN228zPOXvRqOBcrkMv99v0hV4RNn9ENtfq9UwPT1tvG0bGxtIp9NGoeV6lIq13tvsb6dzJzqIpwkwmsBWq0KmlvEdkrfyc/KI7e2d42B9Pp8xint7e00qnpSL8nn8W451p7OTS826ENKjLUFkDTqR+D4CA7JYLo2PsbExlMtl3Lx509Tvke27H3K5XKaeDwCHF0umqZHX2LyD7XbbgPbSeJJ7uVgsOnLupX5Dvaqnp8dEGmm9Tus3LKwsx0/PPedaOz2kM0dG2/FHymXOmZTNkvdo5Z9zJXUwGp58ngSYtIzRa0obVbyH6VkDAwMIhUIYGBhAsVg040Ag437WhtfrRTgcNm3m8Zayz1wTWp6Gw2GTUiCNYJfLhSNHjmByctLKmzkmY2NjRm7IcZLXMdJD7ke+g+2jE0brCXLNEAzg3pP9kG2Txrrc91qflHxGzqfkqToK1+XaAaInJiaQy+VMDRg993INeL1eNBoNLC4uYmZmBplMBn19fXjrrbcwOjpqjjp+UNTpdFAsFnHt2jV4PB6k02kHwCnXsoy8kDaR1KHlfpb38nlPCum2aFvBJmf5N+dcOi67OWjIoxhl9rCcNvdKTxQ4QCadTCYRj8dRr9cRCoVMeL1mkJwQGtdk5BKpazQamJmZwezsrKkdwMXa19eHiYkJhEIhh7FH5tLf348vfOELcLlcePbZZ41xwSMG5QLgZpdoeLvdxtWrV43xtry8jHfffdegorlczhxBpRVGGjOSiei/9zI+uv3f7W/5XLaPwpwMLxwOY2hoCOfOncORI0fw4x//+P4n+///fhpw1WoVH3zwgWE6J0+eNHlOfK/f70c6ncby8jJWVlawvr5uvOcU2lLwy/HSfZaov26T9IrI/kuEWUYA8IeeJ+YwUsnjvEqlQioBXL/yXTIkdWNjA7lczuSZsr4A1zf7u7S0ZAzLx0HSWNUCQK61er2Oy5cvY3FxEUePHkWhUDDKYjgcNuf4NptNzMzMODwCco+SJPjAtUvvA2sZeL1eU+dBR/rwefK5tn1iW0eabMqIfqZUfNrttjkeqlarmZQRhsHK6ChbnyVQ0Ol0TPHC2dlZx9Gucr3dr9K4X2K/mc995swZnDhxAtPT05ienjYgrxwTbXR5vV4MDQ2Zfb+wsIDr1687TluhIsI8ZfksAszSoxWPxzE8PLxr/J955hlTJJYKzaFDh3YBidzb2sjvxmf0+pIGE++rVCpmv3JeVldXjTeT929t7RwHyzmkp2Zpacl8pkNf+R65dmj8yL0RDAaNt/iTFjRzuXYKEcoc2Gw2i97eXng8HtTrdZMiw+v1WmARM8oFRhCwvQRgGLnHsdMRJCTpneZY0CNNr77b7UY4HEar1TJRXqybwPVEr6xutwQH2u22aadO87EZfXLcmG7GiKdGo2Fylfv7+wHsFGW+3ygPG8mjdPnDMWN/5JqjvJLriuNJvmvTQWQYNvsqjQcJmpO4PwF7hKRc01IuyNBsOeYSCGBbpKHH+ZA1ayQAxb7wt9zffJ7tWg3Y6ft1XyTvkDoC/2+3dwo5Lyws4MqVKxgeHjaFILk/fD7ffekBjPghnw2Hw7v4ipTxuv3pdBoDAwPG2059O5PJmBQZ2VfAWele81xeJwtGSh66lzGpgRYtQ+U86TmTDhzWstC6B+fC7XabGjp8Hx1Bsg/ZbBaNRsOAgNJZtL29bVKP9VHTei0QzNjY2MCtW7dw6NAhxGIxnDx5ErOzs+jt7TU6xIOkYrGIW7duodVqYXh42JFyxCgdGTmjjVwb35Pfyb7q7x6mvnKvZAMEbNdoQASAmWuOBSOmWVj8SQEGgCcIHJAMp9FoOJSVQqFgqlNLA4SKDplMJBLB2NgYent7zSJdXl7Ge++9h8XFRbNoO52ditDnzp3D5OSkgyGRCfr9foyPj2N0dNSEWUlBwfdubW2Z0Dvm93744YcGef/Zz35mlFiGHJJobBK1pLIjGaVkbNookqQNkW6GmRSGAHYpkxLdotebSPKLL76IyclJDAwM4Pr16/jHf/zHTzbpuBNyFgqFsLy8jDfffBP5fB5LS0s4d+4cxsbGTORAKBRCKpXC6Ogo1tbWsLi4iKWlJVPtVoIZGjxhnyhktTCWn2mFSHq1JAjAugFkjCyeRuVSHlVlmxf5vwx7YxEr1hdgxEClUjH1BciUqQwtLS1hcXHxsTIXDbzYmDrX6FtvvYU/+qM/wre//W1Tt2Nra+cIJK/Xi4mJCTMea2trhnFKZisFjeQfPAaG3tFyuWzWMGtaUDjLFA/5HNn2vQA2LSDkfVLJk+uPHkUq4CsrKyadiAWrOIbS66WfKUEDFpZbXV1FNpvF5uamNTRR/v0gBa4eI7Z7fHwcL7/8MrxeLy5duoTl5eWuCoL8rKenB4lEwiinhUIBuVwOgUAA0WjUrA3mewaDQTP/7XYbsVgMx48fNxFPwE6qF089kNfSEy3nThebtfESPkPzj06nY45pZL+2t3cKx8o15fF4sLi4iGw26zAk1tfXzRqmHGi327u8pRLMkBFMct5126S3j3nrXq8XiUQCgUDAIZ/uh9g+esF6e3tNSoA8qpWAv7xHjzWNPMpOeuZbrdauqCwAZu9Iw0XPkQZytGdvaWnJtJFtpgykgcMoMMoYRq4x754KoDSi9f6Ta4tzx/cwRYpF8Fjb5//9v/+Hq1evPlDwl/KK48Owd5mewXGUbdY8UPNiEu+RhpK8l+tRGv8ErySAL9e2jl6Q42iLbLAZHhLYkzqRfq6t79oz6nI501OlkUtgm8+zOYLkfXJ89fV63Px+P8rlMhYXF81JAlw3oVDIwfv2Qz09PThw4ACGhoYM4MNIGB2VZHOqMDw+mUw6AJZOx1kPRuu13aIp5XzJd1Of1k4gyb/r9Tqq1apDj5ZryeVyGXCVe07OnTR0r127Zgw5WetKrtsbN2446omQL0mwYHFxEZVKxex1ggR8HkP05fjIdSh/+3w+NBoNrKys4NatW3j++ecxNjaGXC6H06dPY319/YFGD3AOlpeX0Ww2EYvFjFzjuDLaSdpoWgfqZqdonijXlb5vL6P8QdN+dCXZLmn061QWPod8A7gT8ScB8yeFnhhwQA7qxMQE3G63OV5oZmbGVDHmjxT+NPoHBwdx6NAhU+kYALLZLPL5vDH2R0ZG4PF4EI/H8fnPfx6ZTAaBQGCX14HnCgNwGHj09K2trRlF/9133zUpCKzeLI1VuRmY4gDAKAPa2NFGlRS+WrhopYf/c6FpI4efcXxoRLjdO3lEzBP1er04evSo8d7zZ319HdevX8elS5cwOzv7QOa+Wq2iVCohmUwin8+begulUgkvvPACJicnzfFeEiQYGhrC2toa1tbWjBFYLBZNdWGOlxTcHG8KKqmIUIDxe44Dx056WYLBoIkgITOX+bBaSZcKqPZcUoGQZ9lTKLMuBY8Fk0dyEiBYX1/H0tLSY0cd94vwcl4uXbqE//pf/yvOnj2L8+fPI5lMYmtry4Rlj4+Po9Pp4Pr168jlcigWi8Zokggsnyk9EXwHDXGXy4VisYhIJGIiCFhYh2CB9HwBToVEgg97CSltvEsjttPpmKJpjUbDGDwEt7p5Z2zCVI4j+72wsGDCdzXAsReg8UlJK7p+vx/JZBL9/f04ffo0EomEVchqRVh+5vF4TP4kQ0mHh4dx5MgRs07Yv6mpKRMGy/Hy+XxIpVIO41AqMHJc5LqRYw84C4QxzUeOIcE7reRcvnzZsX62trYc4ACwsz7k+uT79NjqdkpliTJqL+BYklRitre3UalUEAwGkU6nHcXA7pVkO7k3Nzc3kc1mTfpdIBDA8vKyeXe9Xnesex0hI+Uk72FqEuUzi44yFFmDa3yONr44BhpQYa0AqY8QEKjVagYQ1sABjbVQKIRQKIRKpeJYT9yr7Kc0IhhdxlONqNMwSrFWq+Hy5cu4ffv2A80lBu4ct+jx7Jw2QIOIaWsaZAHu7Ilu/E9GwGnFXs6LNvq180Wm79EoI2kDU763G3/T+hJ/9Dxp44T8m/PFa/mbY0YwSxYX1nol2yoNKN1ePU78TPbT7/cb3WxtbQ3r6+uOY0BlG/dLfr8fY2NjSKVSpq5TsVg0R+DKOZIgG8emr6/PRAhR/5J62MrKitGtpTHOfdzpdDA7O2vu4R6RRrs0suW6kXvb4/GYk8Yk+KT5QLPZNGC11PsI9rGP+Xze9FUCWHK9MJJTr6Fuerw8WUMblXLuJFgi1wr7VCwWcfv2bRw9ehSZTAYTExN45513kMlkHjg4QGINggMHDhiHJnVlznmr1TI6q+yHXNt7gY3aqJbfPQjSe3wv0jqUDUDk51Jv0GtA19jI5/NG/u9Hdj9qeuzggB5AopcsKJLL5TA7O2sYg2QW2jAg2s9N3Ons5DB96UtfwpkzZxAOh3HhwgWjVFFptW1miZyzPgC9fYuLi/joo4+MB1eHgcoFQ+ORn2sBpz0Z/FsXSpRt0+F3NELk+6UgkeFzvL7T2antcPDgQaPoDAwMYHJy0rS5VqsZ5a1YLOLnP/85gB1Udm5uDktLS59w9mHGmlWX4/E4AGB+fh6dTgdra2s4deoUpqamMDw8jHA4DI/HY/LOeHZsrVbDxsYGstms8bLrYn0ATKgogF0pCbJiNf+n4sf/qcjxJAUZ0iyVHZKcJ81kqOzSw91oNEwfWFiM3+u+cMxyudy+jiB7Uojr0uPZqQnw85//HFeuXMGPfvQj/OZv/iZOnDhhIjPC4TCOHTuGwcFBLC0t4eOPP8b8/LzxCNhAL/4vhQ4FFNcyQ/t4pGQ4HDYAISuX03DTdSK0QNNgnUZ/CQBwziqViinMJKMHbKCffo9G5akI8iQAgmIkHeYq5+BhzCnbGwqFcP78eQwPD2Nqagp9fX24desWrl+/7kiDsSnFJKZ8MewunU7j5ZdfRjqdRiQScbyXe5SfaaVLt1O+i0qi9CC7XC4sLi46wCe32418Po+FhQXH81dXV03+t9z3+Xy+KyCjebc0iqXRZeP92pjQBo/NuNHXyfeTB+k23ivJNsi1vLW1ZdLnyMfcbrcJ0SdIRr4mDRCOp/YqkhfWajWjUEvjUQMD/C2NiL1CXqViLo0cpsMw4ohAAYFGAtjRaBTVatUBVnFc+C75DIIyMoKR0U6zs7MoFotYXl5+KEokHRwyj5v9luHe2ujXaQByfKUhq/PGbTxbr8tuRoE05KVHmCCCNM41QCHfL/UgynoNqMo1wL7TCJL8WQK/kk/ToSTbqwEW2Q62bS8wWLaD1eKZcsN30jPdbrcRiURQKBT2tWY8np1jvWOxGILBoFm7rCXRjVdzvzCy6dq1a46ipFL3vXnzpln78vQV6vYulwvz8/OO4z31T09Pj9HbpJ6r55eRHbZxlGuKEWL6c/m3PhlBrgt+rkEj21hJx4Nc/5qHy8+7yUmu83q9jsXFRdy6dQtnz55FIpFAq9XCyMgIrly58lCMzk5nxyHV6XQwMTFhogjYP+rNXAPyqE8bST1Hyj85t3of3IussoEPNvBG3yPf1W2NdPt8e/tOwWXyU/JU6r7ct08qPVZwQG8Ul8uFZDJpFlUwGDRIOXNy+LcOa/J6vejv7zchp3xGX18fMpmMoygc4FQ4uFh4vEq73cbly5fNEWCNRgM///nPzSKv1Wool8tm4UjEn8AD4Nzgur3sr0YGbWFnfBZ/dxMsOlyFm4sGMZWyo0ePoqenB6FQCIcPHzYgRb1eN/nfm5ubePfdd41XkxXwWXGfoe8PigiyUMnLZrMoFAq4du0aLl++jJMnT+L555/HiRMnkEwmDfrM86ljsZg5mos5nzxeix4qMh+G/KyurhoEl8a/9FJIo4MCjEKexisFsQwx5HxoxUn+z3XFcWR9gXw+b6pEM/RWGpAcq2w2a07veBpJKsrlchnXr1/Hd77zHXzrW9/CkSNHzPy5XC6kUilEIhEzjnNzc8awtikIwO5aElLJa7VaRrGs1WpGuQdgKoLzGFQq8TwqkYoAvSMsfsi1waJx7BsjWRjpQWWO3+uxsCkDgBNYpNLDNTc7O4v5+fldOYYPQzG4G3U6O0dNHTt2DAcOHMCZM2ewvb2NN998EwsLC2YPakOC97bbO0fBHjx4EMlk0ijD8XjcpIvJd2mghP9zf3HNkNfmcrldR4XeuHHDFELjtYxWk+PI40RJmn/La7UHCHAaf1q5ts2VVlLl8+Xn3a7rto7k3xw77Zm9X5LKDp+dy+Xw5ptvIhAIYHBwEPF4HAMDAyZFgMU3ZcqXDczoZsxJYAFwpsbJ8ZJzJVPQSNLLqO/tdDrGm6oNF9a34HqTnk8tpylrWdOAUUtSeZbHdsqjaj8JeNONZDFAaeCyzdJY1uMlx0kaztoAls4JW8SBBhJ0EUL5nfZASgNd1zywFXaTUUSAE9SQdZYkuMCxkH2Ta1TWC5LjJD+jvqnXnjSe+Sz+302fCIfDSCQS8Pv9Jv1Q1iHivN7Lfu7p6cHo6ChSqZQJ26cMlqDaXushl8thfX3doQ+R5PU2g49/yxSAboaT1OO1kc57ped/LzmoI66kfOkmi0k2Pq5tGtkujp/NOLV9rg1a9lfupUAggHw+j+9///totVo4e/YsXn75ZczMzHSVKw+Ctre3TWTGxMSEOd2CfERGXdM7DtyJaJYgmNzrOopH0l4yTY9VN1BI8iCbzSXfI5+h50NHQNnkFXUSyQPq9bpx4jzpuvtjjxwAdm8EoqL00mezWWOs2Saz3d45Q5TH60mhRSZBNJmLk54HhuFubW3h0qVL5tiv9fV1XL161WxGqVDScw3sXmx8L7+TwIBWNniN7R5JNgVSF6iROXChUMiEnLndbhw/ftxx9jura7M6MI+LWl5eNscFNhoNzM/PG4HD5z/MYza2t7eNkhiLxczYz87OolqtIpfLYWlpCYcOHcLY2JhJO2FoJkM7GWLMDSiPQZJMye/3m/BNmUNKRVnOG4UIx50Cis/SDIekPQssslUul1Gr1VCpVLCxsWGO+pHRDFQWarWa6U+9XsfGxoZJa3naqJuR0+l0sLS0hP/xP/4HPve5z+Gll14ySnE6nUY4HDb1QRg2mMvlDKPVYabaaNPeGe4VGuz8Xh4/ScNDRowQEe7p6TGeFZketLGxYfrEuaZnlt5HqXyzTQSs2Gb2Q/IFuX5brRaWlpZMKo3Mb5bPeNTk9/tx4MAB9Pb2Ynx8HOFwGP/0T/+EDz74wEQNyH5LQdzp7AAvY2NjOHDgAEKhkDEEyUdllXP+tFot5HI5x7MrlYpRkCSPnp6eRqVScazDxcVFK7Ai83WlgJck3ylJ83AbqCEVSZuCY6O7AQlSMdHt0so928VceVs/HgS1220UCgW43W5Uq1UMDg7ixIkT5n+mCDSbTWOAcy/oqDfOga0v3da/3EfScGX/JUleLo0ZOb5sE98jvayUEwQKZN4xx5pgI4F2CfqVy2Wz7iuViuNIuoexn7lOJH+Teo7NUJZrh+C4bS3b1rNNN+JYa75nU+D1PPJv9oPzqY1ZyTul3sg2SINeGpySzxBYlnNOQILvkSCD5hd0IPEdPNqT4099lfdJAJvXMJ2AR3WzDpEeH+rK+6Genh4cPnwYkUjE8EHKNxYB1sau/FvzExs/A+6k1HYz8thum1Eof8vvbQCITbeQ99zt7714io309zb93fYOfY380eMq+6t5ocfjQaFQwK1bt3DgwAEAu/naw6BOZyeyt16v4/z587sAN8nXKftZZFXzWJ2C0639eu1pXqPXnW1utE2mv5P8TL9bPpt9kACTBKip6/G5TEvkvpfUbV08Tnos4EC3zcO80lqthmQyiUajYbw6NORshnggEMDk5CQOHTqESCTiQGtkBfNms4lbt24Z5n3jxg1cuXLFGF4zMzNGqEvhRIROCzIuCrmobItNCzTJBNgH26KgwJMbiNdxg9HjzaJFHo8HY2NjGBsbM+gqi3rRm/bxxx+bSIxCoYDl5WVTBZ+AAJVjPVe6jw+aWHzS7Xabs2wJVORyOczPz2NiYgJHjx7F+Pi4KUAZCoWM94KCjT8MGZeIfbvdNoARSTNo3UeuE3qGpDeI9/MzvptMgt4xYCeqg7UESqWS44hChtlKcIDzvra2hpWVlSeucMm9kN4rJK7vmZkZeDweTE1NwefzmfCrTqeD4eFhjI2NmTzc6elp3L5924S4cV1yn0oFTb9LCgCZo8y54j1bW1tGiWcRIBlSW6/XHSGujHSSSqD0amphwvfKyJNufITCNZvNYnZ21uSM8xpJUnA+Kurp6cGzzz6L3//934fLtXNmeTabxdtvv23yH6WxJOeM4xAOh3Hw4EEMDw9jc3Nzl/ee+abAnbGs1+u4du2aY8wajQYWFhZM2/g5gTZSp9PZpWCyfVSw9TzcK2nFuttc3U351G2wjZ/8XM+9XFdcg1zH0mP+IEnvu1KphM3NTfz0pz/F0NCQiQDj/iJozz1PQE3yZA0w6TGxRXPYvueYyGu6KfpS3vJ9EsBgATS5biTozPFltJmsfcE+sW7R2tqaiVp82ETwmVF4nA8eoUpZKvlTtx/ycJLsmxxnYHcKDGWq9vzzMwnOc71L3YjPlHxVGx8AjMHCNSQLvkpZYdPhaDhzjmWeNR1QAMxpElwrrFHBNc5nENBkpBrXhQyz39raOQ6UUZ/8nLxRhv3bDMf9yACXy4VIJGLAeKZLsk06CqAbWKXnVBtZ+wFRbTzwXnlut2dKGbzXPd0Mt27t0IZdt/v3S9pO0MavjOih03RzcxP5fB7r6+vw+XxYWVl5JLKfgOb169cRi8XM6ULBYNDYa2wjgS+mTFM3Zl8kn5EpGIDzRJBua1GudZsRr3mVXKt7rQleRwcj28j+cI+wzTrNCIAjnfRJAgD2oscWOSA9QmT00WgUBw4cMEXnqtWqOROb6Kz0IhHZJiME7hTYoSH4/vvvo1QqYWtrC9VqFW+99ZaZ4HK57EDmpYJEZi8Zrg6zk0aIRMO0MmIzGm3KoDQoNBggmb3H48HAwAAGBwfhcrkQj8dx+vRpo0xRoPN9ly5dMt7FcrmM9957DwBMzlqpVDJt0ELctpA1M3zQtL29jZWVFdRqNRMJQE8KK/MuLy9jaGgIExMTGB8fx/DwMDKZDCKRiKNIFyMAZIgPf7imtDKp+8pr6KGWxqa8l3Mn61XU63UUi0UTHSAjMFhjgKGjfI/H4zGC2u3eObM4l8s9tdECmmzrptO5c/rIrVu38F/+y3/BhQsXcPHiRUdBxqGhIWQyGZMylEqlcPnyZRONIZmvBAG00k/eodtCAEgqOFJg6Ygdma9NhdMmyCVp3qCFmvyMvJH8q1Kp4ObNmyiXy4YXSJ5xP8brg6JIJIIXXngB/f39aDabiEQimJ+fx9zcnAFc2H8JtLKPBCTn5uYQDodRKpWwsrLiiOIhkKlBWeb467nWxqlU4rspi92Mdds8dgNh7nUeus2dzcDX9+h7u4EDNsOYxgmAh85b2J5Go4GrV6+aUwf6+vqMcUr+2tPT4yi+R5DUZrRphVGPhVQKyV/Zf5s87hbayrGj7iLD1vW7ZU0B9oe5uEx729raMsWTGb7dbDYdx6LJcXsYFAgEjLxhFfJgMGjAGSnnGLXDNlEeUpZS8ZfKOHmiTLUgr5IFfzkP1HE4th6Px7SR48u0MPIFaSRJw4IncUgvJo10AgMul8sRDcn7OWd8B0+aIs/lCRyyj9Q3CGjyPVwzWmfMZDJmDOR8U3+oVqvo6enByMiIo+/y1KJisYhisWiAA8lHbbLHRhwDAt80eniSxf1Gi+7He63l8l7t1aCN7Xr5fTfHz93es1/ebeP79/IM2/1yz9n6K6/Te4wgpS5u/LBpe3sbs7Oz8Hq9yGazSKfTOHz4sFmPPp/P8DoJPPIYc5kyJPeftrdsvNY2XnJM9fX6HhtJPkWSer5sB/mXBGlItOGY+rPXySFPImDwWMABaeRL5hCLxVCr1RCNRuH3+5HNZk2ItQ5DkZvc5/MZMGFmZgYffPCByZd6//33US6XjfCRoX8U2GyDLhiivVz8XBebkRPL9tlCsSQIwc+4YGSYGu9jPiKwg3g/++yzJoQ5Go0a7xoFHw2o9957Dzdv3jQM4sMPPzTHH21vb5uK790UmydhoW5ubiKXyxlvi8fjQTQaRTAYNPUPqtUqCoUCFhYW0NfXh4GBAQwNDSGVSpmq0RSagNMY4BwBTgGlhRVwp6AIBTyFtzw2iwoef5hnRcSQIAyBK35PL5kEcxjVUC6XUSgUTD75kzAvn5Qkw+1Gnc5OwZsf/ehH2N7eRn9/PwKBABKJBFZXV01kUTAYxOjoKHp6esyRTjwWUBoMOgeZAlWCA9qI0GuEz5Ht18YK+yeFtc1bq4E33QbWM+C1Gxsb2NjYMGteRvTIcFINOjxqqtfruHLlCg4dOoRkMmmUahoV2hiXc8Qxb7VamJ2dNSeQUCHXcynHkUq5JgkGAs4oAds+J+0HENWG44NQKDWQoeVHt2d1UzCljCWfkgqUz+dDJpNBIpFArVZ7oEfk7UWdTge1Wg1Xr15FMBhEpVJBJBJBb2+vAWxpfIXDYRPNwxQiyjXtKZVGZbf3ynmTe5TP4HXdovyAO15uGVbKa+khk8faejw7RbkYUcCUyUQige3tbQPOExiQtVQe9j4+fPgw0uk01tbWHEBdLBYzoAHbIp0TXFMs2sooPEZZSYOZ9WF4HZ/FQsi8jvqL3CME8+jFpnHBceQc0JjgXHm9XhN5yO/lXNH473Q65hhUvk+CvFIep1IptNs79TkkoEZQg1ExjIDpdO6kLjLCjFFqS0tLGBwcNO8iEEbDrlQqYWFhAYFAAJlMxsyXPK2o09mpacP0RBmhIR1VdyPquQQHtrd3iqYRsOrGK236Ujc+dTfjXMsu23OkLO4GApBsBqONd9+LTqXv0fx6L5liI9tz5P9yHGwGslyfXMfklY/aiUResLS0hFwuh05npxg89W/ueaZMkR9yT8qjl3UEiuTXeg51PyXIIPe0Bga07mZbx9T/OOYSfCPpYuDkVa1Wy6Rn60LRTws91poDesFHIhFkMhn09fVha2sL169fRzabNQxUMw0qAq1WCx9//DEWFhawvb1znjQZKKsj84eCQAoMtkUjnTYGohUHaWDIzyU4IJV3ImXc1AxVY9uGh4fNIjx69CgGBgbM/YlEwtzXaDQwPT1twi6XlpaQz+exuLho8mr3YpCyf7JvTxpJ5YnH16TTaeN9X1paMgY0Ty7o6+szeXnxeNxUo2e4E8dXVpi1ATmSQRAQ4vWdTscIfRnexxoOzLOq1WoolUoO4IAKAJUmGSlCQb24uIjLly/vyoX+NJNG+kulEn7wgx+YKAFGzJTLZVNhOxaLYXJyEo1GA4lEAuFwGAsLC+akDRbN1Ea/9A4Cu2sSaHBPC2oppKXhL1MZXC6XAy3WIbAAHFFHMsSV3y0sLBjAgwqn5iv6M9kv+dmDJq3QxWIxDA8Pm2NjXS4Xfvazn5nTZjS/5W8JmrTbbVNHge+QfZQeBSk7tPCX/++lxO7FF7uN215KolZogN3e/r2oG0Ag147sjy36xdZ+t9ttUu74fSwWQ39/PzqdO7mjj+g4VAABAABJREFUj4o6nY7hgx9//DEikQgOHz6M3t5eRzErXkveKg3oZrNp+iONIt13uSa6RfdRedWh6TKqQIIA0mBmvQZ6yaTRy3XPU1LYr1Qqhd7eXty8edMUOF5ZWXEAf9329oOkTCaDU6dO4erVq7hx4wbq9ToymQySyaTxGkveRCUZgMPolekTHAsq/zxlJxAIOKqYcw1wTmKxmNFnCDow/YJrZXNz04Qssz1ynqmIe71ehMNhRwSejBYjiCH1MBrzBDUJVhA4i8Vihp8zlFjuSUai2s57l/NJZ8ONGzcM/5NAKf+m1zGbzd51Hj+J8cE1yjHvdDomkkAf3SrXo+1zG/+zGeN76aHa2O8m27Ts5jX6HWybDaC2kW2f6Xnczz3drtF2jK298r3a0JWAJtdSOBw2x0gWCoVHysslKAXsGMzz8/OmuCVPZCHvkGuNEWLc2zS2pcGt15XUzWxzr2Wi1M+07OwGFOloNOkY5Foir2YfqP/REfioIzgeND12cIA0NDRk6gyMjY1hfX0ds7OzcLlcZmHxHo0etdttLC8vm+OnuOi2t7cdlfptRiAAx2LT79AkQ2Btz5NhY/xMFqagYCJyfezYMVOcKJlM4siRI+Z7hnfR0KQisbW1hXw+j5s3b8Ll2vG2MdxWooY2BvQ00+bmpsk5TqVS6OvrM2kkzN3nkYbyzGlWhQ6HwyaqgHUamDoic0m5ycm0GGpOBsi82FKpZBSHer3uqBnQbDYNg6ASIWsWUAGSIVW5XM5Et8zOzv5CAQMk6dkhAAQA5XIZ//t//2/09vbi7NmzCAQC6O3txTPPPGNyZcfHxzEwMID19XVzfNrCwgLW19eNMALuRC5pT4TNECMRDOK1MgSW+10qIfJcaHqMtNHK/wkIka9UKhXcvn3bRM/QgyPbwnZ0Awb2UmQeFMlnJxIJTE1NmaPcMpkMVlZWcOXKFXMEnDawgN1Vf+V3/FsaZzpyTD5TXq/bt5cyqJVNG/+3gS53Gxv5s1c7bOBBNzBDX0MjR76rp6cH6XTa4VWSXmGuj3K5jMuXL5u1vVfY48Mi9qVcLuPWrVuoVCoYHR1FIpFwhGkGg0GEw2HjuWVotQRXdQVouaekYiiVQ7ZBhrpLIIrPkfNAw5c/VH5lyDoB/EajgUAg4OALlEkffvghrly54qjkfb+Gx/3S5cuXzSk5+XzetJs6CSMISNRjqBhznXEeyGNrtRp8Ph8GBwfh8XiQy+VMlBwBfuZJl8tluN1u9Pf3mwgCtsXv9xslm7oUjXqu5f7+flSrVQOusJ5SJpNBtVo1/JPyRKaAkl9tbm6a0OBKpWJksdxXKysrVtmg5+peT3Hay8v7sPU2n8+HoaEh0y/ONYEOgio2fqR5mQazeP1++qB5oE2/5vNsPFTzWRuYKgECzZu1XJbvk79tpPtsi0Ti5/o7/R7qJt36yz5I50YoFML4+DhSqZSJpn2YhcM12SI3SqUS3n77bQA7tt3o6Kg54Ys8XRbfJO8OBAKO4591aD/nyOa8kdfozzUIJ8EFrm8d9a1TTHVkDtdSIBBAJBJxnDSmjwd+Gu2vxwYO6AlKJpN45plnkEgkEAqFDJorF4RUEnkvQQCpIAFwCHq+g+/dC13kNfI7klxAfD6fq41IuXmlxyYUCmFqasoYpWNjY0bAcjMwb356etoYw/V6HW+++abJTa/X68jlcrvaJvvYbdyfZmq1WlhfXzcKRTqddiiFNMgp6BmaSkCARx/6fD5MTEyYzzkfXDMEZLgG6eknukmPAv9m2CujAba2tkw6C4l/0+vF5/H4yNu3b5uUj/2E33/aiOuWwIA2iObn5zE/P48bN24gHo/D5/Ph4sWLmJycxAsvvGDCePv7+5HJZNBoNJBMJjE/P49CoQAAKBaL5jgy/W5gt8Egv5PpSNznNsOU60XmNvN+ifxTMLIYKKlWq2FxcXFX/tp+wb5HLYhcLheGh4fNsYWTk5Pwer147733sLS0ZK6R/Wc7bWCtDUSQ32vSHgHZrm7Xah5vG9+93qffYVOMZT91/2ztlM8Nh8O7ABHyLqnY0jClUsm1Nzs767iOQNPdSEfPPUoqlUrmFJeTJ08iFAqZPgJ3Kqj39fUhFouZSCzpdSqVSsZrJg19nVKhP+Pncl9Lg7+np8cAfj6fD16vF6FQyLyD13U6HeOFpsdcnkjAVLPl5WXMzc2ZNEdpzDzK/bu8vGzCgDkGNKDD4bApoEg5SK84a55kMhmTJidDbBlxEIvF8Mwzz5iQ42w2C7/fj1qtBpfLhbm5OeTzebjdbpNewugQzqOMmCL/Je/kuq/ValhZWTH9crlcKBQKjmMRea3ev9lsdhePt3n8Po0yORKJOBxoXq/X6DXA3saxDSDg53qM5Y/83Havlg82sHg/c6F1+24AoY2fy3d166+Nn8v28zv5P0+lkHoA28PrQqGQaSftAr6L+ysejxuQMZVKmaNUGaX6uNcqbRRgp4jw0tISUqkUzpw545DVEpSS6Ujk9dSRyZOlbSWdMxI0kWtWGvtSRpMfax1N30P+QWcQr6M84HwSyC6VStairE8jPTZwQAronp4e1Ot1PPvssyb/isJehglqBiO9IjJPDHDmA5NsSpiNAeh7uDjkD6/lO6UX2O/3I5VKGe//qVOnkEqlTK7a8PCw6ZfMn2+1Wrh+/TqazSb8fj8++ugjo1y3222z2Wyghe7f07wo90ONRgMzMzNGsA8ODiKZTBqjntEA4XDYcZQKlQufz4darWaOQmSuEFMNZG4zAONRofHP6AFZX4DAjVRW6TWmR4UVWre3t1EoFExKBO8Fnk6U8UEQ16xGzvW4lMtlAw7Nz8/jS1/6Ek6dOoVisWjyQqnYezweZDIZZLNZ1Go1FAoFrK+vo1AoGGWfBpXkJVLAaFRapg7ovcfPOc/S+yjXEj9rtVqYnp52KLZaOZWGjH7W4yaXa8f7NjY2hueee87UhlhcXMTbb7/tODYQ2K2MaVD2bga05uE2j4G8RvN2m9FvUyK7jbV+hm1ubH0D7hSp0+/u7e01vIlro6+vb9ezaDzLNly5csUAX/Lax60c3ivJOWMaDevMnDp1yiiCrBIfjUYRj8cB3OGpLtdOBfiNjQ2jKErFsNVqmQLHXLc0iHgSCWU6vVys+8NjfylXCD5L0JhKrCy+53K5UK/XEY/HUalUUCgUkM1mUa1Wuxooj5KkQi2BkVwuh0KhYE5p4ncEBwhmcjwZCkxgnM/56KOPMDU1hW984xv40z/9U1y+fBlu987JDC6Xy4A7LpfLRIryebYxsX03PT29i18Q5OhGcp/LZ30aCv7ulzweD0ZHRx2n8dBIYw0JnRphG+duPFlew9/dDHF5rdS9bMBCN54r/5epyFJn1+9mhAx5ptyT/AmFQohGo+Yam1Hv9/sxMjLiOB2Ne4E6o9vtxujoqOFL5Fvcg7x3ZGTEOD15/B15D51YfX19BhwAgGw2i0KhgEql8sSsYY6lrHd25coV41xh9CcA0y/q5wS8aQsSnKTuLPVEua6kU4HjStnBuZL1SSRwSJLpApwn3heNRndFIgEw/NI29k+Krnav9FjBAeDOJj1y5AgWFhaQTqfhcrnMkYPMAdMTKDe8LjLFzWdTAqWXQKNJbI/8nJtXChKJYtEYOHr0qFl0/f39OHr0KFwulwnN6+npMd7mf/zHfzQLbnFxEe+9954xTjY2NkyYoXyvzUjaC9X9NAMDJIbzAzsgCz05ExMTSCQSBv1mEUaJFjL3kSkrVABlCKXMn6TBJhk6mRbzGuU59vQe0ZtCT0s2mzUFlWZnZx21IT4ju1dW733J6NvtNq5fv44//dM/xebmJi5cuICBgQEjhMk/WDF3eHgYuVwOKysrRrEtlUqoVCoGxNHKCd/VTZjINCNp+OvrJf/gNaypIc+8thXZ2ev/x0lSyaJRxnoPUqGzeaRthrjkzfod2ogn6TG1tU++q1vYp36H9gAB9tMCqKDJvgQCAcRiMce1kUgE0WjUuib4DvKOn/zkJ7vm+VEWDXzUpA20YrGITmen4BprziQSCZw8edJ4OlnUjoYtc/nJh2nsc1yZjicNBxpFXq/XvFOeLiCLFAeDQYfSLyMFdTgrlXqeNBOLxbC6umpkuzZ+Huee5l6V+hN1D9lel+tOZX9ey9ogNmq325iZmcF//+//HcPDw1hcXDSgp06Zk0bZXkQeKe+5n7F7knjo4yQWiJTGFY8KZsSGBGO0E45k4+M26gYOSDkRiUQcz7PxSdYlk/tHpn52Oh2Mj48bD68sZEra3t45MYJRWlKnkPs8Go0imUx27Q/Hx+fzOfRD7iH+DwCDg4OOiGM5How+pd4q7QzOFaPH3nnnHSwuLprvpQHNe5+0Nd5sNnH79m3zP8eL0UfRaNR44Ml3CSRQx5bHh8rIXvJtrWdRLlCnYnSXPBGBa492owSL+D+dv1xL1WrVnKIFPJ2A/N3osaYVkNEPDQ3h4MGDJl+ehfVsxrxUxGVxJbkZ+b++X4MAgDPHR76HCocEB1hQx+12I5FI4OjRo+a4oqmpKcOsiBb6fD5EIhH87d/+Lebn502BtI8//tgsJC64u1E3pvoZ7RA3K/8OBAJot9sIBAI4evQootEoABgDkAqhPP5InrHM9UXmwXVH5JIk0w4kaswQL7fbjcXFRRPm+7QXKXmU1E350wb61atXcfXqVfj9fvz4xz/GsWPH8KUvfQmLi4s4deqUyVdmnitP+qB3MpvNYnV1FRsbG8ZDyBBlrgFWAebaYSSKRKr5N3/zqKpbt245lJbp6WlTyKvdbqNSqTj4wdNCkq+ywrbX6zXRMCsrK44im7xHe6L2Aj1tAlcqVlJplM/Qf0sFwPa5DQigsiGBnlQqZZQHfjcwMGBCDqWsIM8hrays4ObNm47PCG49TfP+sEnK+q2tLeRyOQPiuVw7oeypVApDQ0NGh5DefABG/nJeuWbofKBcl/WIGIlAHk2lmwCv3+83vJ7Gg1yLVDwrlYo5XYS6AIEH2T/b2ntc1A2A7Laf7uWZ2Wx2X0X19vt8PV7SgPqM7o2kcUSjOBgMGufKxsaG4dE6Uk7W0eFpEt3SktzunYLbsVjMwdcl6MBaEQMDA8Zhw+cxMoXvGxkZMe8n75X1R/hsabzLvcr9u7S0hN7eXvT19TlsBo5Hu71TC2pubs60U7aLz8vn87h06ZLjvfL7Tmcn9HxgYMBRpV/zgc3NTbz//vumeOmnjeS4NJtN3Lp1C0tLS+jr6zMpc+1220Rzca7kcZ9cPzwNQDqJ5f+Ac93wb65jRohR1+fJSHwXo/QYIcBaAnJNPWkAzIOkx55W4HLt5ORzsokO0bjj/wBMaIe818Zo7oZiaqahJ5jPDIVCSKVSxng8c+YM4vG48SqMjY0BgKm+yQJECwsLuHXrlmGgP/rRj8w53LKduk3y/Z/R/VOpVDLeJpfLhUqlYsLHjh49ampasDgSlUsZoaKjQ6SHiuuPqPTq6qoJjwR25nJ5eRnXr193hKF9RvdO98J8GYL285//HO+//z7a7TYGBwfh9XoxPj6O06dPY35+HuPj47hw4YIRJqOjo0ilUgYUqNfrKJVKBmQCdgCncrlsPPwDAwPY2NhAp9NxVNlut9tYX19HpVJBb28v2u02fvjDHzqMv26Fx542Yh8ikYipAREIBJDP5zEzM2MMIh0NYIu+6MbzJIir+af24st3cA9rwAGAAwSkTEkkEo5ndzodZDIZE97I+5PJpEkN4PtbrRay2ax5n9vtxu3bt3H9+nVHX2zeq8/ITjYFe3NzE7du3cL09DQGBgYcedG8Np1OIxwOO0B36gw8uUh6lhhdQECn3W6bWgb0oMtIMcoJ4I4DgsBYMBg0tWMYSgzA8U7Zn8/o7mSLqtARP5/J1vsjl2vnhAhZfLnVaiEYDCKZTBrAjcdZhkIh41SRaTTATo0UmTIlo3P8fr+Ro7J+BA16GsrSwD9y5AgA53GlnO/NzU188MEH5lkyJUvy+/fee8+RWqIB6U5nJ7LzzTffNECjtBf4O5/PY3V11TFumgis3I0WFhb2MzW/MMR1VKlUMDs7C2CHhzPCgjyYp4/JuWY0KAEi1suQDgCCtTw6kTqi3+9HIpFAJBJBqVQyzsHV1VWz5li/hkDSLxqA/1DAgXtFVPL5PH72s58hFAqZCSgUCkYR10qfriIshbStkJX0GvFaGn9SgfB6vYhGo6YgxujoKEZHR43xePDgQeM92N7exsrKigl3mZ6exs2bN9FqtVAqlUy18U6nswvN2s/4fUYPhjqdjgl9ZNEjho2eOXPGETpqQ9FltWyZh0ejYmNjA//0T/9kCixxnj/NzORJRky5t7n3bt++DZfLhZmZGbz99tvY2NjA4OAgrl69ikajgWq1iosXLxq+8YMf/ADHjx/H1NSUAYRkeHKz2YTP58OFCxfw3nvvYXV1FX/zN3/jCCXkCQM//OEPH+9gfELazxz7/X6cOnUKfX19prBZoVDA0tISarWaYy7kc20KlvQi8X+9hwjQadKRYgBMDq2UIT09PRgeHgbgPEaSZ4lz/QAw6WBSAX377bdRLpcd767X6/vyjD4t9KTubeDO/CwsLFgVbRbqApy1PejdHBkZMUCALmKcz+cdp8nwXuBORA91gXa7bU4Iooxn+2zhyxIgs41vt89/0elujpTP6P6JHm8WlKRXtVwuIxAImKiZ5eVl9Pf3I51OG92ba5y/C4WC8bzqKDF6gTc2NrC0tLRLn9dtCgQCePvtt3eByFI3kwVXuwFI+9W/Wq3Wrrotn9GjJelAW1lZcdRgAnYcEOTrnOuxsTETiULQNhAIGGOe1wUCAWPfERxgKgmjube2thCJROByubC2tmYA38dxgs+TQq7OA+a0n9Tr3Y1pPGyygQn32pdubX6SjanPqDvtd/4/m9unm/Q872febeHwTys9iPbborOeFNIyZS/+fjcj7TMv5dNNNjm/H/rMSP10Ube5/2xO716k20aPatwedFTtZ/P9GX2a6EGu58eWVtCNHuVmTSQSGBoaAgAcPnwYoVAIHo8HJ06cwODgoGGS8mg1GZLE3CF6kRkGoyMUNjY28Cd/8icOkEDmG0mFtN1uY3V19bPwo4dM9BzJOQDgSC2IxWJmHehjVDjvRNyJVPK0DUaUVCoVc3Qe0xm4DqS3ic/Ux1o9aR4ll8tlUNenlZLJpDkeTY6zy+XCs88+i2Aw6ChYFgwGTU4lvRmyEBA9LkxdkYUtbd4L1hkgP2ExTAAmmoHvkLmN5XLZFPJidJPb7Ua5XHbcQxSdqTMMh/b5fIhGo4hEIuaYz3q9jr/+67+2er55PNl+6ElaoyTOx+nTp5FOp3HlyhXk83mk02lcuHABo6Oj5uSYzc1NBINBRCIRUy+kUqmYFKVGo4Ht7W387Gc/M0ePMo3s05ImAtw5bePTQDISzOPxYGhoCMPDw0ilUshkMkin0yY0lZ4rr9eLQCAAv9+ParVqjj7tdHZSxbgnGo0GCoUCSqWSiSaTaYrc27JStowo0A4D8hVtlGmdQf9Q5nDOmBK1HxCr24kATwNJuUjPoNvtNkVAqZOxQjzPUmfNmP7+flO8kqHD9XodP/vZz8zzXS6XOYLx00J3k9uhUAi/+qu/iosXL2JzcxPlctnUjFhdXcXKyoqpkcM1y9+2Qr4ySoBjqvP1mccvr+E+1PdnMhlHQUSXa+cYXfk+j8eDZDJpnsV2yWLDALC+vo6f/vSnjnZWq1UsLy8/8HF/HPS07u29SPJ04MksvPhpoScOHHgUFIvFcODAAZw9exZf+cpXAOwsMtY+kEdqyPxCKuQEALRhzzBFWbSo3W4jnU7jP//n/+zISZWnMEhlrNVqYXZ2Ft///vfx13/910/U0SRPA0lBQkGhq5jyCB8aucw34vzK4mJamEoljmtEAgz8nHPGSvTATl6ezGEqlUrmBAv9/CeZNIN+nMTqtYAzXL3T6eD06dOIxWJm3rn/ent7EYlEHPtYFhOUeY5erxfhcBh+v9/xXnmCBY9EpJHPdbS1tYVKpQIAu9aHPH9bpkPV63Vj6MtzfIGdavWyyjf5DisVS0CBc8TKz7JvVJBZHVgXWCI9KXN8L8RxCwaDOH/+PEZHRwHs7L1z587h5s2biEQiSCQSBiDkcW1+v9/k1cqj7CKRiBnf3t5elMtl5HI5LC0tYWVlBdls1qQupVIpHDp0yKzJS5cuGTnwNBtjTyLpEOZYLObg9XLMWeXb7/ebAqU8QUiGRrOekM/nw+rqKlZXV833y8vLJjebtQmYM8191S0ahcUPZWi0THvgZ5JH6FpKDI2Ve1XudW1IfZrWGnmby7VTqZ7jUK1WcerUKQwODiISicDj8aBWq5k9LHk5x4+phOVyGT09PQbsSafTGBgYAHAHfG21WpiZmTGg0Pb2NiqVCq5evbrvYtJPGu3F19PpNF577TVz9GalUkGj0cDGxgY2NjYcsgqAA5iSe0++S4MEwO4aMbIWAf+XwDT3mAYkAOzSxXW6EHV6po7x/f39/fjmN79p9iLXDusL8Bk3b97Exx9/7BgnHl/6pNKnae+TqKdrJx3w6ezv46ZfGHAgEomY4wZPnjyJN954w6CTwO5wUSKOXIQyB5GVkCVRmMviR7yHCqjL5TKeRf4vC7IAMKc3fPnLX8bo6CiuXr2K733ve/dct+DTRhqI4f86L41eX4I5Z8+exbPPPmuOsVpeXkY+nzcGgXyWFDbMw6N3XypdBBAkMk1lArhznrnH40E4HDZrYmtry+Q80dDgUVeVSsUccSjf1y2n7heNxsfHkUgkdqHGY2NjGBsbcwBvnBMN1sj9w7UjSe5Drh/gzokiMndezj3rTcg14XK5TOSIVowYOUCjQxoBErDgfXLtyYI8sv2sjyDXtDwvmCBGvV7H1taWWZ/y+KenndxuNw4ePIijR4/i0KFD8Pl8SKVSJgogm82ir68Pvb29Zv/zOFSes8z54h5OpVLGG+nz+VAqlVCr1dDf34+RkRHU63UsLy/jnXfeMcATPZXJZBInTpzA9PQ0FhcXsby8jHK5/EQrlU8SaSNGRtsR5PX5fPD7/fD7/Y5q6ozqkqAg6wFxzxKg5V5n9AyNeK4bvpdRQrqWgQRLZfHBbh5UuX/19br/kgfIormSJ9Bo0jzu00LxeBypVMrs3a9+9av4p3/6J6ysrCAYDGJ0dNScYNHpdDAzMwOPx2NyiMvlshkXnoDh9XrR399vvMW1Ws0ABTxhhRX2jxw5gkaj4eCd586dw/z8PN555x20220D6n4aSNZNYmTFxsYG6vW6wyiXAJZc55K0zqa/09dwveu1zM9Z/0c+Q44790Mul3P0h8ecyr0YCATQ29vr4BGhUAgHDhxw7MnJyUl85StfcUTyXb161XEsX6ezUzCV6+EzevAk153Wjfj5Z/Tg6FMPDgSDQZw4cQJTU1P4xje+4TjtgCgUkUYA5jNWMm61WqZSOatXbm5umiNJgDvF62gkAneOQ+p0OvD7/RgeHkYwGNxlvLpcd45skdEGsVgM58+fx9TUFM6ePYv3338fP/jBD3Z5Dz9t1A3V7uaRkaGVsVgMf/AHf4BgMGgq76bTaaTTaTQaDYMI9/T0GIHCKA9pQHI+ZYi3VsYoKFi5lwpHMBh0nMVKjxXPE45Go+h0OkYJCQaDSKVSplrrxsaGQePlGdN896eBAUYiEUQikV2fDw8PY2pqyiGs2d9YLGYMOu0xkKkY/F4ebyUVd+BO0TApYKSxL9fa1tYWarUaOp2OAQHkHHQ6HXPkjQ73lffKNaTBCg04yEgieZ+slC69o9LjKL+3HcVHgIoVpFnE52kkl2vnSKuBgQFEIhGk02mMjY3B4/Ggt7fXpIREIhFjIPB/n89n9u3m5iY2NjYc+z+RSDiMMQIp6XQafX19Jp0I2DnJ4plnnnHMabvdht/vRzabRSAQQDAYxOTkJJrNJmZnZ81pKp/RHZLHCgI7YAyPDSWIznUNOCNhuL7lXuB33Jv1eh2rq6tmn9AbzP1H+aujaKgr2Ax/6c2XBpLkYdr40V5NDQSTZPg0yeaBlaG1jAR6mnUEt9uNcDiM3t5eJJNJHD9+HKFQCLFYzPyORqOo1Wrw+/0GuKWnOZFImFOuGN3BuaVsLhaLGBgYcBQebjQaBgjknNGwDAaDiMfj5rPNzU0cOXIEw8PD6HR2Uk7m5ubgdruxtLSEfD4P4Ok0WBjZyOgYpkhqb61cn3od6/WuUwG0PqdTmbRs1M+V3zHyUj5fn1LgdrsNz+V1Pp8P6+vr5n3t9s7R18lk0tHOaDSKZDLpkO1jY2M4dOiQY69vbW3hueeec4AI9Xodf//3f+/oV7PZ/FQVsH1UJI8lBJ7OyManiT6V4IDH40EsFkOr1cIXvvAFfPOb3zRGGgBzRjmV52azaYQpQYFyuYxarYZ6vY5yuYxyuYxCoWAqcC8tLZlaBBQ8ZJ5SaWee2+TkJILBoPFySCNSCj7+z+rnwWAQw8PDOHjwIF544QW8+eab+Ju/+RvD8Fqt1qcOqdTeFmmYA7sFRiQSwcjICI4fP46TJ08aBk5v4dWrV1EqlVAsFpHL5Uy+KNFeenAloMPvmK/dzTCXnly3220iQ6hMMrwxGAya+QwEAibXFYABFVwuF1ZXVxGNRuHxeIwAkVEFTxpAwIgJ3aZUKoXTp0/v8pgBwMDAAPr6+nYpCRIQkCCN7Lc2hGUEgPQq0lOoFQq+Tx+DxvfU63XHtS6Xy6Eo8X3yudITrIEIbTRwHGSkiVaatIdUkl77EhCQKRE0VPkersd6vW6MokqlgmQyiYMHD2JpaempSF+issaTBL72ta8hGo0iGAwaZb9SqSAcDiMQCJg547ndtVrNAAHlctkYdzymknIgHo/vqnrcarUwOTlpAD7OUSAQwOnTp41RVqvVzJxw7/f29poc9VarhXA4jFarZU7HIa/6tPFySdIAoJFPUNzl2kmBYbg/13Cr1XKk60lwliljmg9wvmTIM2sCkMfr/GjeJ2WNzdOp5ZHeq5qHaUXWZtzIv6XTgPfJ70iSr8hII932J0lW7EUE0oGd0Pbjx4/jmWeeAbCz7xjZU6/X8d577yEYDGJsbAzb29sm5Wt1dRWNRgPhcBjAjp5XqVR2nZpCIGBtbc0YcjSA+/v7zXqjfE4mkyYKi2mljMJKp9MGCBwZGcH29jaWl5dRKBSQy+Vw+/btp4KvkiT4QQBUHw2n/+7muLH9zfv05932hX6O/s4mDyn7eQ15SalU2gW+EfAH7uy9bDbrkOOhUAjhcNixD5PJJKLRqGPMIpGIcf6R/8diMfzhH/6hcVa0Wi1sbGzg+vXrjn26traG9957z9F/GT7/i0629WRbk5/Rg6NPHTjgcrlw9OhRfOtb38KVK1fwS7/0S0ZYSOOdxlar1UKxWDTGyNraGkqlEgqFgiPMW3oB/H6/8WbI814JNug892q1ig8++MAo7ixepsEBFskZHh7G4OCgA7wYGBgwnz/33HNGcf3hD3+In/70p596JqKZejAYxMGDB+H1ejE6Ooovf/nLCIVCWFxcxNraGiqVCqrVKvL5PCqVigF7GNZfqVR2CRdZSFK+VwozLYyo2EqjU5+nzfmWYAHz2Gm0EdCKx+OmaFwmk0E4HMZbb72FW7duodFomKOHZBtsY9WtzZ+U3G43+vv7jSJ/9OhRTE1Nmb0iPfiMngCcZ9tzr/E6eY3co1LxkEABP+d+YuqHvE8qCNKjSKrX644IEM49PYkU5tLIlkaIFExMM5FCimuCAADbYQO95LxJpcQ2LnynvEd+Jr2mexkIMsrhaSCXayfXuK+vD6+88goSiQQ6nQ58Ph9cLheSyaRJlUgkEqjVasjn81hfX8fa2prx7hYKBQMEEDhwu90m1Yf7lsY7PclU7JaWlnalcITDYRw5cgSRSMSkcQSDQcRiMRw+fBiTk5NotVqmoOSVK1dMsbtwOIxSqYTJyUl8//vfx61btz41aQfxeBy9vb0mr5/RdiygWa1WzRnq3Bcyh18DAhxz8hYbiGYLc5bRNBqAkyT5kQQY5F7ns+VvGS0i+RfpbjzYBgB2u8emGMv367Y+6UR9KpPJ4OWXX0YqlTL7qKenx4DzHo/H7FGXy2UATu63tbU1ZLNZ1Ot1Y7QxSorgAoE+pghsbGwYIIBOlnK5bPY7wYR4PA6fz2fqkbBeS6PRMHVmwuGwkU888q9SqeAHP/gBlpeXzbogOPskElNaPR4Pms2m0Zl0eL8Ev2z7qBvZQDiS3jfaGOz2Dtt1GpTT+hDfw+hQueepA0inz8bGhknd4XOWl5eNHODzotGo0fM4ngMDA6a2FUElt9uNY8eOOfjX8ePH8frrrwOAAa/m5+dx48YNR7spz34RqRs/lPP+GT04euKOMrxf6uvrQ09PDxKJBP7Fv/gXOHXqlGHwAEy1cYb6UnHM5XLI5XLGu1YsFtFqtUz6AD9nDqpkNPIsey5OqcDwM8kUZFV7aSCxjYFAAOPj4zh27Bj6+voQi8VMUTEyM6Lcm5ubWF9fx5/92Z/h3Xff3XX+9tNI3VBoyYSDwSBeeukl/Oqv/qopFtZu71Rmf+utt5DNZlGtVg26z6I6VFKl0igVvG5KoG6DDcGWJIWf9HxLYcBw7nA4jHA4bM5rpeLr9/uRSqUwMDBgFKW5uTn8+Z//OarV6q7wd9sY6pzWB0GBQABf/vKXMTY2hvHxcUSjUWNocY1yjKXHT/5wHmxKOtMtAGeOMde8VP7pFWSeOPvM53LsdQQCAMf7ZRs0KCHXii44JteJVCakwi77oCMOuO+7eVmkYqPvtbUBgKONciwAZ+0Ej8eDaDSKRCKBmZkZ/PjHP94FMDKk9HES90AgEMCJEyeQyWSQSCQQj8eNck4lrVarmWJkKysrWF5eRqlUQrVa3QVc6ZBtCRTJtSP3K71pgHNu3G63MSAI+AYCAUxNTWFwcBDBYNCc0RwKhVAqlbCysoLV1VVUKhUsLi5icnISq6ur+OCDD3D16lVUKhVHjYtHRXJf3Y0or7ivjxw5gvHxcZPrzXSqYrFoUvLozSVgS1CRIKrP53Ok2ZG3cw5kFBf5WzcgTIILOgRa80a5J+W1cl9LUFPydI6bfP9e4MBec6qBB5LkI/JHtp3trFaru1LSbPQkFMgMBoN4/vnnMTo6itHRUXOeOWs2yX1L/ader6NQKKDRaBhwIJ/PY2NjA+12Gz6fzwGwaOMWuBMlKNca14qM6JLrkvof0x6YtuT3+xGNRk1EIN/N9MWNjQ3DSz/66CNcuXLlsTlz9jK0fT4fvvnNb+Lzn/88isUiFhcXMT8/j+XlZWSzWXNii5ZvgHOd6fHWupNuj96DGjzQBr5NP5P/y73L+9hu7u9uUT2cb32ffjefLd8h06LYB8oFqYckk0mEw2FHW3w+nymYSL7HmlVyDAmqSnn10UcfYXZ21sEX6Nz8tJGeY20bPG5+9rjpQfb/UxE54Pf78Qd/8Ac4ePAg2u22yQ3j5iUgsL29jWq1imw2i6WlJayvrxsFRSqBVDik4sH/yTBkJAGw29MnPcpEx8l4ADhSEsg4mMJQKBQwMzODkZERHDx4EIcOHUJfXx/i8TiCwaApflOv1zE2NoZ/9+/+Hf7qr/4K/9//9/9hY2Pjsc3Dg6Juip7P58Phw4cxMTGBr3zlK0ilUtjc3EStVsP8/DxWVlZw7do1R1RHo9Ewx7kBu4ta2cjmTZVzudf1kpHLEHiuG7lGCEKxnkUsFkM4HDYej1qthlKphIGBASSTSXi9XsTjcUfYsjZmdRv0OH5S8ng8mJiYMNEDAIzhTuL6Z10HhiZSIaJHVirXbCcVELaf+4XgDkneK48I0+CBVj744/V6d4Uh25Rv+T4bMMC/9TFm0hDR3kcbwi37IyMdunn3ZVtkVIQtxFj2k+Nia+uTRolEAl/4whcwNTWFaDSKVqsFv9+PeDyOUCiEZrOJdruNYrFojtpiVBALzjHKiGMgo7oAGKCEfIF/S+VdA71aGWk2m8jn87sMyHw+j1QqhUQigXQ6jd7eXvT29mJ4eBjpdBpDQ0Pm3tXVVTSbTYyPj2NiYgI3btzAjRs3sLGx8djmR+/P48ePI5PJmLUeCoVMvZRqtWr4UyaTQSAQQKPRMEAt5RXTuhg1AMBEGOlx5hwQ8KLyrT30mpfofav3Iz/vZlzTiHC57hQM5veS9N7pJlf2u8fkntXPld+zfdpg4f5mPY0ndV8DO32anJw0hWZZk6fVapnwbADGw09HDdcNi0WyngDlBvUqrhcpA6SOB9xZV5QHnY6zFo3kx/JUCxppjASUJ8JsbW2Z0y7cbrcJP69UKpienjbOn2w2+8TVHeH6p9OLRmqj0TC1G7RBrSPyJCijn63noZv80c/jepffa/lrMxrl9fT8Sz5vk4HkP1ImSEBAXq91DFncl9/rKNJOp2NOyZCgPXkncKcQJE/VkfwoHA6bejgEtr7yla8YYIonsfzkJz/BH//xHz/RPGC/ZNO5u332aejvk0JPNTgQjUYxNDSEF198Ec8//zwAGHSZuf40DguFgsk5Z/gZvbTBYHAXs9FKOTe/Vrz1xpcKhs3oIFGIS6bF9/DoGObF3bhxA4ODg5iYmMDQ0BDi8bgpxMOwzK9//evodDr4i7/4i6ceILBt8HQ6jfHxcZw8edIUfVldXUWxWMT8/LxJJ5CIKQWdFC6S4d+PYaQNcX4mn6U9T2yLfD+FEAv9UADT89np7ISpbW1toVAoIJlMIp1O4/Of/zw++ugjAyDMzs7uynnXESkPknw+H06ePGnCNLPZLFZWVhwhn+wvowm0QUzlw6acyxoa2lDXgp/PkIKcz5HzAmDXSQIkqbTo9+51NJN+jy30UvZPvlf/liCSVDQkOCCfpY0g7a3Q7ZAk7+G7n8RwvHQ6jTfeeAMTExOIRCJIJpNIpVIIhUIGUGs2m8a7lc/nTSVrFqJjBXubgkfShinHR9bRkOtOe6n5Pp/P5ziykEegLS4uIh6Pmz5kMhmcOXMGo6Oj6O3thdfrxfj4OHK5nAGyZ2ZmkM1mTe0RWXn7YVMgEEAqlYLX68Xg4CCeffZZcyQc5ST3b7lcRj6fNzyMR4EVi0VTM2VxcdGAAwRuOD5ynPU6lzyMnly5RzTwp416uc41j+FvWzSO5mHSCaD3idzHcu/ajBe9N/W1+nr9Dn2/BjZ5Ldcij8x9Esnj8eDEiRP44he/iGAwiLW1NUeaJcO6i8UilpeXsb6+jkajgUgkYuQ50wMl0MyQbmnc6z1r45Nyzck0MJvsIHAojWdGLEWjUZN+4PV6EYvFTG0Un8+HgYEB+Hw+NJtNLCwsoFgsYm5u7ok65YCGqXZsyP1C0sbz3Wiv6/Qe08/VIEQ3Oax1Ht1e+ZnUw2w6hy1VEHAWQpZt0rWXOGY67UcWuZZgRLlcdox3sVg0BRP5/lAoZOrUsH3pdBqpVAo+nw/xeNzsLw1yfxrIxqttOs5nIMEnp6cWHIhEIvj617+ON954wygvwJ1wMeZ2lUolZLNZFAoFc2RNvV53oMYyn0hWK5bKBrCbQdkUa9uilIzP5dpd+VgbEfRqVqtV037mGo2Pj2NwcNB4bv1+vzEoL1y4gHw+jw8++ADz8/Nd2/MkkzSkONZerxfPPfccLly4gE5nJ7+Q4Xocm2KxiFqtZpRQzdSlgJeCTjMSGyJpA3ok6TWgq/rqv6WhItvEHD+GL25vbyMSiWBzc9McgXb48GH81m/9Fra2tvDjH/8YKysrcLlcjnDnh0lUwiqVCgqFgonAobBkvwA4PC1yDLUhLf/XoJxUyni9Nuj1nMjvZIoCvcYAHJ+zTbK6v36WHgOtVMj22RR+fmcbj72MA/ZDAgJ63WojpVt75RjbFJ0nQZHo6elBPB7HxYsXcejQIRO2y6iaWq2G27dvY25uDq1Wy0R/ATCnx8i51mHi2rCXe5Hfd1M29org0AYrDRXWtMnlcpidnYXH48Hi4qKJBhsbGzMRBS+99BKKxSJSqRR6enowPT1t8qIJFj9sSiaTeO6555BMJk2IN0GWdnsnJ5vGUaFQwMrKijHU/H4/CoWCOfFnY2MD+XzeRHEBd/YH58oGZtmMbvm9HHudLmS71rZXbEp/t33UDTyQ793PfpayTX+ndQBJNtBDr1/uYQ0cPmmKssfjwTPPPINf+ZVfQTweR6vVwtDQkOlfrVYzOdXr6+tGtm9tbaFcLhuHCmW81KekTkfqNtY24JeyQQIvWh+R7+S1m5ubKBQKyGaz6OnpMeBAJpNBJpMxKQeRSATb29uo1+s4deoUtre3kclk8PHHH5sCyY+TpEyQMlmuTf5IEAbYDV7d7bu99p7tvZr2AwzId+n5kyR1Qc1zur1L6pBsq0031MC91IHktfKodNL29rYpnEyqVCrI5/OOqIPl5WWTvsCTudLp9K6xeJrJxjv5ub4GePL43tNITyU4EA6H8fWvfx2/9Vu/5TAENjc3USqVkMvlDDCQy+WQz+cdZ7TSW0Qlh4xehwYDTiFMIIGGgT5WYy/DTD5PKuFSwZEMmec3870bGxsoFAq4desWMpkMJiYmMDk5ieHhYcRiMWxtbWFkZAS///u/j/feew9vvfUWNjc3cfnyZSwtLT3wOXiQ1I0Ru91uDA8P47XXXsOBAwfQbDZRKBQcP9VqFZVKxYT9yVxLG3OwGew2RXAvBaObsOpmVNoUV7lepBCUAmF9fR21Wg2RSAQ9PT1YW1tDvV43dQi8Xi++/OUvY2lpCe+8886uEw0eBnPc3t7GwsICVldXkcvlUC6X0Wg0dh3pJZVUGmqyuF83ZVgarnKMbDmCUiHWSgBJn30uBbtW+vTc8xo+l22XfdPRRVJo6/bK67oZHLpGhW4vr9f/Sz6on9ktBYVG2/DwMAYGBgyg+LjI7/fjlVdewalTp8yRgzxWqlarYX19HbOzs5ienka1WjXgk8z1lClhtpQMOe5MO+h07lQm1wCXHjMNAgF31oFerzRi6FnneF++fBlra2vo6+vD4uIixsbGzIk0g4ODOHDgAI4cOYI333wT7733ngENH8XJNBLYIzjN/dtut82pFpRJjHjgOLCN0gMpc/wJCuj1r71w/FzXP5CyWHo45ffyOj5HPtNm/HeT97Z51u3pRt2+s/HmboaV/E4DA3qvS2/ik0BaQScY9vWvf92k1LAfdOgUCgWsrq6alDpGA7lcLlOPhikAMtWTdaE06bHSRqtcI/sxOOValXyaegcjagjwVyoVRKNRxONxxONxc0oP0yWYMvXOO++YCKHHVZA0lUohk8mYdEeOty7UbNtv8u9usng/ZNub8vly3PXzbfyDslI+S6bsSWBAO5DIy+T18j16H/N/7VyU79ZyRbddr0f9fNYNYj+YKp3L5QzwvL6+jrNnz97TuD/JZJtXoLuOrr/7jO6PnipwIBKJ4OTJk5iamsKXv/xl+Hw+E77M3M319XWTv8k8x+3tbXOtDGeWilw3RRxwKuNa4EmGpdMD9mKibAfvIQOTOa2SAfKnVqthcXERxWIRCwsLGBsbw/nz583xXvV6HefOncPZs2exvb2NP/7jP8by8vITt1lshrk26sbHx/HVr34VBw4cwPr6Oubm5pDL5VAsFk3eaq1WM2kkjPqQjFgrftJAtDF5+fteBZtU1nR/ujF7/pZGrgxDK5fLxqhgLmmlUjGFKvv7+zExMQGfz4ef//znqFQqu8b1QdL29rZJ4ahWqyYUk32QAlZHCNgMAKl0aEEqqZtA4DPlvEoDT46nBuU0SKCjAOQ7tYKhFRjtfdirD/xb9l0aI2ynBCulsauVWt1OGaKtwRW9/txut8mPfVwUCAQwOTmJY8eO4dVXX0UkEjGpNTxxZHl5GWtraygWi0aRk4CABIp06o7k53IcmMcslV/+5vvlGqEBoo0G+U7AuS5pyFD2EMDOZrPI5/OYn5/HwMAADh06ZE4siUQimJycRDqdNqcZNJtNLC8vY2BgAMvLyw+12NTW1pZJ02CRN2BnvXD8aZyz0K6MhuPnmq9J49UmawmoSFBAG7tyj8i51fJErnXJIyTII+WABDG68U3bvtZ8oJvM1/xLG0978QubnJKyRgNhTJV83AWK2cf+/n48//zzOHToEMbGxhAOh81cUJ5tbGygVCphY2MDxWLRRKMAMAVHWaSNJNeTTY/Q8y8/43V63PXe1h70bkCT3+83e5zruF6vmx8W4ZycnDTAfigUQrVaRV9fHy5evGhOyrp27dpjKSbX19eH/v5+kyqRz+eRzWaxsbHhiALsZvTbwBY57nv9LXmFlo16zPWRqLZr5H7weDym/d10QX4m+RP1cgkOSOegbLMG6vid5kW6rZps38mx1Lor38H1UqlUUCwWjfx6mknz9W78UNYJknoYr/mM7o+eKnBgfHwc//E//kcTtkgPK3PzV1dXsbS05PBm6MJSchPTG0J0VAoRLSC0AAKcAl4Kba0g2AwitoHX8H/5fnpfmEfInDy3241ms4mZmRmsrKzA7Xbj6NGjiMfj5jzgVqsFl8uF06dPw+Px4J133sHy8vInnYKHQnKseU5sOp3GF7/4RfT29przghcWFkzVa3rYiW7b5gfYbQRqBcsGCnQTcPq5+h36c/mdzTDTxptsB8eFyPD29rY53YAeM7fbjVKphJ6eHpw6dQpbW1t4++23jaCQa0mmOnwShtnpdFAqlUyBTxmqL4Wn7IvuuyS5JzkOWvnQ90vBLCMSuIdtBrSeH5vCLT+X/+s5tCmQ3Yqi6bWn2ydrYvAayYvk2uZY2/qgDRvJy7QSROWGbSbPeBzU29uL8+fP45lnnsHU1JSp0OxyubC4uIibN2+ayv7SCKWXsBuowTFhmhnXmfTgb2/vnJHOvSHHhF5N4I4M0SfW8N1Ma5OKM+dLricaDZwrVu6fm5szdWJSqRTS6TTGxsbQ39+PV199FcPDw7h06RK+//3vm6JsD8t4IL+h57ZUKjn4jZZ3UhHX65Xf6x85R6S9rtfAvc2Qt/FRzbtt8lteb+PBe9Hd+Irum7zHxmfkfZrf6XG3kdY97qUvD5rcbjfOnz+PkZERTExMYGpqCsFgEC6XCxsbGyY8mmkq6+vryOfzBgjjXuGJF51Ox1FTQKaF0TGgPcLcz5JvMkqBKQhyDcmTXjS4yufa5LmU5RqIYDHsQqGAXC5njvRMJBJIJBKIRCLY2NjA9va2yRtvNBq4ffv2Iz/ykHuAfI38k/pxN2Bgv2tMy0/5HK07SDmqoz7kT7d9LsGBTqdjQGDdHgk2SFnC52vHB6/lfXwGdSzZHttetvGFvfQjuf60zqgdkQRBtra2MD09/VQbxraCkNpO4v/UX7jf5IlkT/MYPG56KsCBnp4eDA8PG0OXm2Nra8tUql5ZWUGhUDChaG73TpVqeT6uVMypyADdjSe9wKShyf9JeqPr53RjqGR+WqiQMXEjSMXV7/eblINGo4EPP/wQGxsbGB0dxcjIiCmC43K58Pzzz+P06dM4efIkvvOd72BlZeXBT9A9kmbCpKGhIbzxxhuIRqPY3t5GKBTCysoKstks5ubmkM1mTXitHBM53lqQaDCAZAMINHUDHOT97INNaeZ12vugn6EVEFsYHKMjms0mMpkMvF4vqtUqbt68iVQqhcHBQRw/fhybm5t499130Wq1rOvvk4IDJDJjbRTJPukcUNkfm8KsFS6ppMg2y/QEbRhLw00a5vJdNkOC1A0s0M+S7dQGhlQUGVauDXwqXnod8lmyqr5WCkhyXXUDQWUf5H1UkPkufc2joHQ6jW984xtIpVIYGhoyBfhKpRLm5+dx8+ZN4yUniCErkEveKNcBASN66ulxbLVaJlSU/JbHIQYCAQSDQXN+OU8JkOO+ublpjkUE7kQMBINBx5G3UrHR48rrO52d6AQe2ZbP5/G9730PiUQCk5OTxoA6dOgQXnrpJUxOTuLQoUO4dOkSSqUS1tbWHoris7m5aeobEADUxo8kuU71mtb8YD9rTIMQ2ujWPB2wg4dc/+RBOoqI19mADH4nSfNt3Q49F90iCPWzNNn0Bts75PhoINDWnkdJbvdOlf7XXnsNp0+fNvWfJK9bWVnB3NwcCoUCXC6XkW3cH4yUo8HDdSF1LzqIaMDKyC/pRdSGqPxMrm3bCTqMqpLjLdc7cOc0Hvl8ApKyrY1GA7Ozs6jVaujv78fAwADi8Th6enpMUcNQKIT+/n40m03kcjnjGHgUxD7td8/a5KT+Tus43Z5rM8z5t9xLOoJOP0POo5YRsm2dzh0QXoJCWt7KUwVs+j7/pi7E+6VDwDY2Ul+S/dW2h3yXjZ9KvYKfbW1toVQqPbWGMeecjlDgzh7T/JryRztFn/TTWp4GeuLBAVbe/O3f/m1MTEwAgFG4y+UylpaWsLKyYsIggR1PDj1GkrnoUDwpDGyGoFQAJIOSDEQ+V96j/7YJdvm5DKm0MQ+tADCawOv1olwu49q1a1hdXcX6+ro5b5oRFrVaDS+88ALcbje++93vYmFh4QHO0L2THE/2cXh4GL/+67+OY8eOmRyq1dVV5PN55HI5rK+vm/ObJTLIZ/C5NoVNfm5TBuV4k+Ho9uq/NeOxCVF9317X6Lboezqdjln3VKhkOFWr1UI4HEYymcTo6ChmZ2cNo7QJnE9CNNKkIazHjO/VBT7199Ko02OgowjkXuD/UhGQHky+Q0cR2N6t221TkKT3XQM4tpxMKaj1EVA2j7IcH72u6bXQ4cPSg8rxl+tcAijyXTLS4kGtiXslt9uNgYEBTExMIBqNIhwOw+/3I5fL4cqVK45j/OgxpKKueYfsEw1U/rCaObATldTf349kMmmOB52fn0d/fz/S6TRisRgymYwBnPlOGv1LS0v46KOPDOjAKIT19XWzLhhdQN6sT9KQPJ7X87x1HmnYarWQz+cxNzeHZrOJs2fP4siRIxgZGYHL5cLs7CyWlpYeyqk0DPOWYcTSYyb3jFTSZW6ynBveIxVmwHkSgN6HNoNCAkC28FF5r9ynkndIPqNJG4UyncG2R7Qskd9LfcJGUtfQhpJ8Z7eoGJthotvVLTrxUZDP58Mv/dIvob+/34DarCnAgoOrq6soFAqm0C4BNhmZI/ey5POyPzTEyaMJJsj50eOhQQauY8mn+ZtGPteS2+1GIBAw/3M/y5olMjKJKR50UtHo50kF4+PjOHDgAPr7++Hz+VAoFLC9vW1OMmFU7KMoRqrHSutFeq3uBRxo0jptt+/ls6X8A+4Ah9qrzO+1M4EGO+dHyn3ZHj4PcNb8ITCgi1dKR2I3XcKm+0u9xHadJttY23iCXOeUKU/SCRj7ITkOgUAAo6OjZi9IG4nXkjjunGumj8sCj49Dv/k00BMNDrCy7b/+1/8aw8PDRrjXajWUy2UsLi5ieXnZ5ETJBcJFIxUbqdRoZUBvXG2Ua6WG13Rr915Kty1SQDNlbnRt3PAens9NBtZsNrG6umqq9QPAyMgIEokE/H4/6vU6XnjhBTQaDXz3u981G+9xkBbww8PD+LVf+zUDDKyvr2NlZcXUVmDRQQpc3ns3EICkx08LOh2q3Q2Z1u+Qn92NCe1HSbM906YM8WSGUCiEYDCIYDBo0OJ2u41gMIiBgQGsra0Zb4xWOu/XKHS5do7TkXUe+LnNgLAJOGnMa0av95p+tw5tts2tHC8qBfo7GnayXXyWFEiSR9j2oeyvHlMNNLA97XYbXq/X5KnK85FdLhcikYjZ23wGnyOv5fU6wki2i32QChGVY16vn/kwyeVyIRqN4tVXX8XLL78Mn8+HZDIJr9eL1dVV3LhxAx9++CGq1aqjyCX5nFTWOE80PigDeMRrMBjE5OQkUqkUGo0Gjhw5gtHRUYyOjmJgYADhcBhra2tIJBIIhULGoKc3krKD0QClUgnr6+tot9vm/O9KpYK//du/RS6XMznTDMsPh8PmmRLQ4PhzXmgQRaNRbG5uYm1tDfPz87h+/Tra7TZ8Ph+OHj2K/v5+vPHGGxgZGUEwGMRf/uVfmjX8oIhnxut1bFtfgLNo591knt7bWsm2vU/OswQE9DWAPRpMtkvLV5I28m3P1iSfb+Nx3XigNk5sZJMVcozkb1s7Op2OWbOPWsa73W6Mjo7i9OnTGBkZQbPZRLlcRrlcNqB/Pp9HrVYz7aQyL50eDAPn+tah7ST2Xx5dylQCgth8NvkkjxPkdeQtlGlccwTduWelfKDOQHkkeTD1UKYtsQA229poNMwxoCwi3NfXh5GRERw6dAhzc3MmrWdiYgLNZvOhgwN+vx8HDhzYFXWh97ttr+yHuukBen/JvWeLEKMMkPVfpJzVbaK+I6Nt5RxrGUk+pQFdWbOA7eGcy/Gy6aS6r3v1v9tYaR3TZq+QGAn3tB1pThkZi8Vw5swZEyUnI3Ns4yHnxuv1wuv1GseAjAr/jO6NnkhwoKenB6OjoxgbG8Nv//ZvY2RkxISD0qsyOzuL1dVVVCoVw/il4OVCk54a4O6pAN0Ylv7/bobVfoxAfY1so0TD+J1+L1F1n8+HQCBggJOPP/4Y5XIZU1NTphaB2+1GrVbDa6+9hoMHD+JP/uRP8M477zxw5XI/JPvR29uLL33pSxgZGUGpVMLKyor5WV1dNVVzaYjaxm6v8ZSfSVDIJtS0EWkTglIR3ou0stwNaJDtkAp0NwHMtc3IGanQ0DvjdrsRjUbh9/tRKpWQz+d3Kar7WcM2crl20lpo0GhhqvsjEX75fpI2XLXCq8P0tbBlv/m/9uBLBJlGmc0zIt8nBZEuYmgTTlRk9Li2221jIJK4hnnudafTMfnt/KEXCYABfYrFIiqVChqNhimkp70otrHWhpte/9xXsVjsoRoTbOuLL76IZ599FhcvXkSz2TTrs1gsYnp6GqurqwB2TqTR8y2NRY7v5uYm6vU6Go2GGZNAIIDBwUGcPn0aL774IgYGBlAulzE4OIhoNIpQKGQUO1YPl/siGAzuar/L5UIgEEBvb6/5jO8fHx830U3z8/NYWFjA/Pw8lpeX0Ww2jcJCg00W72OffD4fwuGwSYlrNptotVr46KOP4HLt1F945plncPToUXz+859Hp9NBPp/Hz3/+c9RqtQc2T1xP8mhUuf8AeyRWN0OW4yS/0/fa5Kv+TPJS27rme2yg+17UDSjQz9nPM8gP+ZkGRPS13cgGitqMDNk2OT/AnXl8lIpxPB7Hs88+i1dffRVDQ0MmaqdSqWBhYcEA//Kcd9YToCLfbrdNPQ3uL0YLyroCNA79fj9CoZCp+8ECmQQZ+BzJKxmtI6NIXC6XI/2BcoCnXEkjhGlO5PusjUDDlQUU+S7WR2o0GqYP4XDYPP/WrVtoNBrw+XyIRCLo6+vD6OioGZ+pqSnU63WUSqWHNnc9PT0YGRmBx+NBuVxGLpdDNptFuVx2HKdnk+Xd9Fh5jf67G3AG3IlIou4ugS4dQWcz7vmZTsvj+uKak/Kb8qDZbO5qszQ+5bNoc5CkXLKBFXvxRdsY2f6X9+pT1ng9ASnK0qeBOBcs5PkP//APJupUF5MkaVuI91PedqtFdr+67y8aPZHgQDwexx/+4R/iyJEjjmrStVoNuVzOVK5mZXYJANgYkzRgtDJh27x7LRx+v1eodDcvHN8v75VMSxtIVIS1oJfKC1E1AgT0aM3OzqLZbKJer5vK18FgEI1GA6Ojo/iX//JfYnt7G++///4jBwjoIZiYmMCrr76KI0eOmPPA19fXTYXcZrNpagzYQv4k6TmVn3G8dISAfo5WKm2CS1/L72wMSAosOb9aqe1GWvhSiNGDAsCABJ1Ox5wFz7OW4/E4Njc3ceXKFVPsSfb9QTFJuR5lmLEUkHJt63HWe0Ir2GT6BAEAuwC2RZXIUGINRPC92uixRewAMEJXR0h4vV5EIpFdwn97e+cca1bnlvPo8XjQ29tr2i37E41GTQh9o9HA6uoqGo0GisWiQ1FmuD33k2x/N6AFuGM4tNtt40GbmJjAzZs3H0o4Yk9PD06ePIloNIqLFy/iueeeQyAQMEbv9evXUS6XUa/XHZ56CeZwnNjHdnsnh5ftj0ajeOaZZ5DJZHDw4EGMj49jeHgYqVQKXq/X4TmUZCvE2E0h0/NLnnL48GFMTk6aKt/FYhFLS0v4P//n/+DGjRvmdBVGEdCQkO/vdHbSJ+jpZGGyXC6HDz74AK1WCz09PWg2mzh48CAuXrwIn8+H//bf/hv+7//9vw/snHQNAsi5IGlwwGaganlsM/j5uSap8POZ2nMHOKMW5B7QgIaUu7rNksdIvgjcmRttEEkQQMsbG/jBvrANOndWyxq9d7sZYRJ80Nc+akomk/iN3/gNfOUrXzERbKxfMT8/jxs3bpj6GgQ3CTDLaIFOp2MAUJ0+yL8Zqu92uxGPx03Uj8fjcRh3ch1IHYC/5TVSxkjdi2HKUr4wFYK8iffQOy2NVjnX3NMyaqzVaqFSqWB1ddVEJzE1MBQKmbbWajW8//77D7VIIftDHVIbnXdbWza9SfNLubdt61vqxAB21XHREQ2SR3A9MSrFpivIv/lu/QytP1LmU+/i2tFFLuV+lKl7ehxsNoqNd+vx7mbbSJ4nIyueJiOYfZA1bDi2OnLA1ifOgYwa0pFHT8tYPCn0xIEDbrcbBw4cQDKZhM/nM+hqsVhEqVTC7OwsisWiCcfS4UCaQdm8FsBuQS6/1wyOJBmb7Zn6f5vQ3ss4tRlQ3UgyULmBuCna7TbW19dNca3jx49jYGDAjOnw8DD+7b/9t/jjP/5jvP322w/Nw2BTXjhfrVYL8XgcnU7HAAMMmW80Go5zZuUY6b+lMqaBGYkyE2m1odaSbEx4L0Zrmy/bfMv32sL1bPffrW0ul8tURKZ3ksqH3+9HJpNBMpnEwsICLl26ZDwhMlTuXkkLV5uxr41wuQ608JV95VqW7wBgUkokUEZkWSp7eq1wzvX7pQdXGxiRSMTRH97P6tL8ToITLBKpxyUej5s9Rx4lvU3yGVoZkyFyPFOe+0F7x3iP5m9yLOQ8aUPpYQrOY8eO4Td/8zcRj8fR29uL/v5+VKtVZLNZzM7OYm1tzSHUpXeIbaag39raMgAJUwdOnjyJc+fO4cSJE4hGoxgeHkY0GnXsPRsI8CDI5brj2ZKev4GBAUSjUdy6dQuzs7O4fv065ufnHcd/yoKQGrjk+qThwPFaWlpCoVDA66+/josXL6K3txeZTAZ/+Zd/iYWFhU8M9GoZx75JxVp6XOU98j75uW0dyuukUi3DtTlnNmNLh/Hy2VzbUlHW75dyQu9XtktH42hHgmy3/FteI5+pgQDbftNt0c/TPFWSfmc3B8WDpp6eHkxMTODll1/GK6+8YvZuPp9HoVDAysoKFhYWUCgUAMAAYLK9XGPMyWfEgZQbPT095uQCAmz8jMAA1wzn1+ZMsa0RAAbklfuQJ0XJNcs1WqvVjA5DPYX8ie2RoLRsH/vHfnU6O0fRTU9PY319HYcOHcLo6Cji8TiazSZCoRDGx8cRi8Xwk5/8xFFH5UETZQv7IuX73fRSrfNIskUW6rQijo+MGGBKluRLct63trYQCAQQCAQQCoXg9XpRq9UcACejy8hvAaBUKhmniuRtNqNbtl3yFNlftl3Kqe3tbTO/Wp/R42QDCWx7n6SjIuQ4subN00JsP/e17A/3FvcsP+8GlLD4MKOKADiikh62rvNpoicKHOjv78ev/dqv4eLFi4hEImg2m6hWqybEPJvNolgsOjyItg0iPYhyE+vFIQWGDt8n3c1o6wYkaKO4272yXTaioNdGqjYCGLomhWm73Ta1BciwBgcHEQwGUa/X0dvbi29/+9vY2tp6KBEEWsGRfycSCTz77LMIhULI5XJYWFjA8vKy8bIRILibENSMVwM3mqF3m0+b0a2v2e/9/F8LSxlKLBXOvfqm28O1Kp/JAmmykjoAswZ4BOKhQ4eMd5jKyf0wShuSawPBpBDVa9+2x6RSpwEcrbzJeZWeGL2/pTEvxzwYDCIWi+3iDT09PUgmk451xHZEo1EEAoFdAsbtdhuhJtvNtlFRlO2SyiMVYW3ASuWTngnuZW3M6DVl44tUVPSeksbSg6aenh7H0V3M/89ms7h69SoWFhYcoI82vtheFvliZIPH48GBAwdw9uxZXLx4EceOHTNHIDLH91GSfl8sFsMzzzyDyclJkzLx8ccf491338XVq1fNmuXY0+slAUxpRNVqNdy8eROVSgWFQgGZTAYnTpzAiRMn8B/+w3/AxMQE/uzP/gwffvihAUeuXr16X7nKcs9K41gWHbTx025jrkFCySvkWpVrWfIOmWveTf5qXmNT4qUhINugIyPk+qExQuOBe0eCk1yje8kH6bnUOoPukwYTZF9tz9f9ZN9Zi+ZhKMN+vx9DQ0M4cOAAfv3Xfx39/f1wuXZO/6jX61hbWzMRntII63Q6DoOP4yhBPx3tRVCABiGNRuBOFBTHVvM7Oab8nGNJQ1RGAMg1JAucyXclk0lEIhG02zvRrPl83kRFdDo7KRI0VnX9KT5XOj3Ytq2tLRQKBUxPTyMUCiGVSiESiZiChs888wx6enpw9epVzM/PPzCeLfvMttrAdj1+3faujWz6gZR32sCl7JT6OfdiJBJBIpFALBZDp9MxfzPSolqtOtKMaUdI3WFjYwPFYtExD6wXI9vb6XTMUZPkezbQEYCjjZTdUp+Rcle+t5v9IMdOynNpE9jGX4/t00Au107antTjJIC7l00m1yjHmZGXksdQV/6M9kdPFDjwwgsv4PXXX4fbvZNTzfNhV1dXkcvlUKlUzOTaPA+SsenPgJ1FRQFAwaE3HOluyqVUdiTpUD8NULDtEhjQG1u+n8+RzwWwyzgD4DiykYyKoWyzs7Nmc0xMTJjjgvr7+/Gtb30Lbrcbly5deqACx2ZguVwuhMNhvPzyyzh37hyazSbm5+cxNzdnIh2oKOh8b44XsFvRs42bNqC0cqXvsfXhbmCAFnpamdNzL/+WXg59TzeS79HrW4YCUuGKRqNmvQ0ODqLT6eDGjRsmb1K3eT+kBZtNudDjbzNW5Z6T4X5EfPU10WjUXCvbTY+tfrfX63XkiMv1wmPrtDEKwHggdB+lF1XPh/6b/xO4kWuJ7ZTpBDSQKdSAO/UAZDi95AfSKNGehG7rVq8fju/dgKr7Ib/fj2effRZnzpxBo9GAy7UT5VKtVh3AAI0FqdTIKApGETE6ZmpqCkNDQ3juuedw5swZ9Pf3PxZAYC9yuXY8OKlUCslkEiMjI3jmmWdw5MgRfOc738Hc3BzK5TI8Ho85/117P+mJksDT0tISWq0WDh48iJ6eHpw6dQrj4+P41V/9VRSLRZTLZRw5cgQDAwMolUq4ffv2PbdbAgK2Kt/7WSf6Gs0vAfspHfr5Wn5TEWbeuFzH2tuvnyF5teQRzBHnPYFAwNxHI0UC7NRPZGSb9EzxXsnb5G851pp/yJ+9xlMbsVIfeRQGQm9vL/79v//3GBgYMGkyW1tbKJfLWF9fNzobPey67cCdUGAZLUCDnaCqz+czNUJY60buETk2ku9pOSP/lqAyP5fv5zNs3kZtuDKNQOotBDJbrZbDwN1L/5DzVSgUcPXqVQwNDWF4eNh4yHt6ehAOh3Hu3Dn4/X5cv379gczlyMgIpqamEI/HzbxIEEzKQW2Iav3FRjYdQX4uwS0CQdIAl5ECsVgMqVQKmUwGsVgMwE5KSzgcNnUnOp2OSb+k04x1LvjccrmMYrFowKqenh5TVFYCnxsbG6ZmE9dds9nEysqKoy/tdttROwi4A9LJvvJaqQvZdEb9uU1X7caPH1XU0IMkuZe1/gPsbY/psW21WiZ6gnvnaRyTx01PDDgwPDyMo0ePGqHfbDaxsbGBtbU1c769NPwBu4JLhi4XTDelwyaIbQxMbz4KkW6knyHfScZD5dfmXe2m5EujAMAuJUj+z/AaCsBWq4W1tTWEw2EMDg4iFAphe3sbpVIJAwMD+I3f+A0T4vugiP3jvAWDQTz33HMIh8M4cuQIms0m5ubmMDs7i/X1dXPqhA4JtBkwHAvpLZBMXQoC2R6bASd/y2ttCq0mzaxtY2D7LdujPcvd2mMTGhp93t7eRq1WM6FVjUbDrINOp4Pe3l5sbm7ixo0b942mcj5kqDznY7/jK3M+2Q62OZlMGoUduHOcVG9v7649AOwYoYlEwvoOehe0p0aG5Mv9J72BWqBo8MF2jd7D0gNm+1y2Va5XuV64RhhS22g0HJ5crh+5/7utFamo0siSZzk/KIpGo/iDP/gDTE5OmvFipfKlpSVMT0+j2Ww6wBAJmhJUabfb5gi0WCyGz33uc/jCF76AdDqN8fFxo9A+ScCAJgIFmUwGFy9ehN/vx6VLl3Dp0iXcvHnTFPySaUEcEyrGLpfLhF2vrKzgpz/9qSlI+rnPfQ4TExP4vd/7PSwvLwMAxsbG8MYbb+Av/uIvsLS0dE/tlYCUJJtMtPEsKbv2kmlSLvNzWYRKKnxyn0nvnXQWyHWk2y35BvkMxzYUCjnWjwQH+LxOp+MoissaEPyMwAH3mPwt2yDHSZM2lmQbtFdcyjct9/R8PEhyuXaKeL700kvo7+83esTm5iZyuRzm5uawuLiIbDZrnDlso8wJ5tzJ9EGONcPEGZ4vf8tcasmn9xpbqR9I77HUv2RKmNTJ5EkGDBNvt9umLghr/HBv8pQBpj3JqCA5j3yujHJlW9vtnZRQXt9oNNDb24tgMIhwOIxf/uVfRiqVemDgwKFDh/DGG28YAJYh99Vq1dR00QYY28p1aJP9sl8cV73nuTa4HxklQZnn8XiQSCSMXjAwMIB0Oo1EIoFgMIhOZwfol4AC5Tr5STgcNnKCa48n2pAfuFwuDAwMoFarOSKFisWi4c+UVfV6HXNzc47+1Wo1LCwsOPrbarXMiQFSV+2mW9oAFEmaJ9j2u+R1TwtxDsl3mWKkgSlbn8jrJYjXarWM84vgAHkz1+pndHd6IsCB/v5+/N7v/R5efvlldDodU4hpdXUVa2tr5nx7bVhp5UMKC41u8l6ZPkCyCVQNENjIpoDvdT2vlcKqm1LejUHIfnZ7r0wPkOf0slpwPp83xbHoDR0ZGcHrr7+Ov/7rv35gR6BII6jd3glvn5iYwJEjR1Cr1bC8vIylpSWTSkDEnfeyT2SsNk8T4BTmUrnSzLabcmtjsN3G39ZH25qR38u/uzF9ybQ0UKTfJfsk38l+M+rG5/MZzwbv8fl8iEajSCQSxui6F2JYJRUHouU2xqv3kAZq5Jh0OjsRA6lUChMTE4hGo8ZzyjWRyWQAOJF3CncKFj3WWoGUCrVtPqgYyOd3iyjqxkPkPdxftn7L8FK+T4NdvN/r9RoluRswsdf64m+CCny/9NAFAoEHUvne7/fj3LlzGBoaQjgcBgA0m00sLS2Z1CEAjvxC2X4WxKpWqyaH9/Tp03j99ddx/vx5DA0NGQPvSQYFNLlcO1FTL730EqampnDixAm8+eabeOedd1AoFLC1tWW81BIo4L4l4FutVnHz5k10Oh1TB2NqagqHDx/GP//n/xxXr17F+vo6MpkMXnnlFfzd3/0d8vn8vtoo96Pc13spnZIv6c80z9XGstwPXPuykBT/t0UrSX4iDWq9RzTvZz0WFrajx5Hfa97A3+QNMsqHQArDyuXJMTYeruUSP5Pfy/HinrXJKXmtVJL1e/Yjx/ZLPT09+OIXv4jf+Z3fgdfrNf3O5XK4efMmZmZmkM/nHTnrsn4A54TGmTzCkKkDDC+WYdq2MHfbPGl+oAEVEg1Hua5kvSaOqUw94DUAHFErjPyRzy2Xy0b3kmkUcu2Sh0mAicat1+s1dQg2NzfR19dnTjj4oz/6I+RyOVNg+pPOL8efdYioh0njzLYfZDqO1rHkdfI98hp5FCELVFI2ezwe+P1+xGIxDA8PIxwOI5VKIZ1OIxqNmjHX4JjUITm3MvWEOgrlqWyb271zypMEoFKplOFFBHTK5TL6+voc/azVahgZGXHoYtVqFXNzc6hWqyiVSiiVSo5UWblmtA5nGz+S5h+8T/79oMH+h0lut9tEi3LuWRsL2DuatpvuzRRr8mmuCy13PqPu9NjBgYGBAfzO7/wOXnzxRbjdblQqFVQqFXPWc61W62os6QUhFWup1EjhKpmYfq5N8bctSpnLJq/fS0jJZ8pnd+uX7T7bc7RxKoUW+05lk0L86tWrAIDBwUGEw2GUy2X09PTg13/91+F2u/GXf/mXD+TYHDne0WgUX/va13Dy5ElkMhnMz887ihCSAWt0WYZUA7tDpqThqz2n3Zis7f/9rC/b97Y+2xjPvTCjbkrdXqCB/s1j4uht5jrw+Xzo7e1Fb28vVldX8e677zrW0X7aqSsIy3tt+4YCWitQcn3SY5RKpdDX14dEImHazbXB/E9pOOj1osfL9jfgPDcb2C2UbePL/kqgQY+ZNPCloiONH97L63VeKseTiqUcb9lnW9oNlXHZF6lA8X72geBLLBbD+Pj4vo3IbuT1enHu3Dm8+uqriMVi8Pv92N7exvLyMlZWVrC2tmYUQfZHgn8Mza3Vatje3jmF4Nlnn8WXvvQlPP/88446EU8j0dAfGBjAa6+9hpMnT+Ldd9/Fd77zHczOzpqaFrxWRv1IpY/H+Xq9XhOWffbsWXzuc59DJBLBj370I+TzeaTTacRisX3PqzYq5XrpFiVDsslU+Z38W4MG8nOZvy/XqvaeA7sLB3LMpFEtvXY0vmxGKO/XILSNHxO46XQ6xhiRxpWUKTJKkG2WY6j/17xUR0rpttnmpNPpGMWYKT0PQiEeHh7G+Pi4o5/lctkcP1woFEwIt+ZzbJesM9ButxEMBhEKhUzaAPkdx1fyKvlMuT75v16D8vNugDBJ64sS1OCaYpsksCqNvZ6eHpOuplO+NMkIV14nj0HkCS5utxuHDx9GMpnE0NAQbt++DbfbbY6o/qQnzGj5LyOHZHi+jLrQdLf1pedIR8hJQMDn8yEYDCKdTmNkZMTUyeLxzNJ4l/oA9XIZfSr5ACMGONYyWk/Kc7aFRqseH0YsyH1arVZ3AQaNRgNDQ0PY2NjA4uIibty4gcXFxV1Rft3Wpk23kH/bvmcaDkH5J5041jyClDUHCEzJcb6b3Neyh4UoCQZLsOhxHOH+tNFjBwcOHz5sgIF6vY56vY5CoWC8ycCd3C/JEPTmtAlPmzIhr+NC0Z9Lkki8Fsiaadie0Q2AkIq67bm6bzbgQm8cqVSx/7yO37VaLayurhohnEqljPDyer34lV/5Fbz//vv46KOP7jZ1e5Ici0AggGQyiZMnT2J8fBzNZtP0u1ar7UIJdQhWt+fbFEM933u1y/b/vdzbjWzr4W7CU7a/G+PXbdMKN+eY+6VarTqiB6h08YcGg1xH+yVZ6V+SVqhl32UIpd6HvI5GI5F9AgdUAuS6lvxAhqXqcZV/6ygUrfDYnqONfKk4yr7Kd8m5kM+ToAQ9RdLQYX/4eSAQQCKRQK1WQzweN+dO1+t1NJtNeDwehEIhR7SUHGM51lJR51jwaDEZVnu/5PV68eKLL+L55593FD9kxf1CoeDwpMl1Tu8rQ3O3trYwMTGBkydP4stf/jKOHz++K9LgaSbO7cjICHp7e1EoFPBnf/ZnyGazu+ZLeh4JkAUCAZRKJbz33ntmLcZiMZw6dQonTpxAsVg0leLD4bCJPLgbMbRXGr263XdbJ3p/67+1/JLP5uf0KEv5qNtgM4w1EKb3AIEpGT0g+yQNcQl86rbTwODnnCMaHS6Xy3iqeL0Oz5Z9ls+SBo3WDSRAo0O5tdxgWx4UhUIhXLhwAc8884zZs7VaDSsrK5ifn8f6+rqJJOP4SABVg5lsm5wLGclEHiKPMpanz0ieZ9OtJPF6m1yV13IOJXitvdM6mkECAFLGyLkjr5Wywu12OwAPyrxOZ+f0Au7XarWK27dvY2RkBKlUCs8//zxu3bqFubk5RKNRLC4ufqKILx1JR+BG17qRRrOtT934gtYFpM5GQIDj6ff7EYlEkEqlMDIyYorZyrUhdQC2U+qCWoZq/VC2nWuHbQPu1MJwue6kf0i7Q59yxM9kP7e2tswJCSxwzNNmbKlQfL/kjfJv+Vuuu25z+bQUJJS8k/3TUSvyWsAe3UWS64z1JmQamY5i+oy602MFB+RmpYG4traGfD5vmB2VaB4rQ9KCgQyW93Qz1uW7+T03q/b48TPNPKSg4f9Eo7SQ0r/1orR5AbsteP2/jTnIjSPfAdwxhBjuRMWIVXV57bPPPovp6elPhEizHX6/H1/72teQSqWwvb2Nubk55PN5LCwsIJvNOqppS4Vov0aAZP77uZbUTel7VHQ3o9qmYGulWK9DKcA456wU7fV6EYvFEI/HEQwG4ff70d/fj8nJSczNzd1TVXMbAKAFMuAE9YA7xY2k0NXhtxTM0viWyoBsg03Z0woz2ynbIoW8VDY5blIZAO4o2VTmuN9p6PN+Gfqq6wFIBZmejWKxaLxmfK/2qGhl0hYyLfspf+vx448ELlg4S57vfL/k8XiQTCYRi8VMCHa5XMb8/LwxeuVRhRwr8neCw81mE0eOHMEbb7yBkydP4sSJE44aFE8jaRlCIkhw/vx5LC0t4Qc/+AGKxSK8Xq+ReXI/ESBgnny1WsWNGzfg9XrR19dnjlE8f/68AWUAmBDwu5HLdecITVvdgfshm5Guf+vr+Z1N/tqAMMB+XJo0UgEYzySNTykrpR7RTVHne7THkaCNzLFnW2SahE0xlfMr+6T7LsdQe+T1393G9n7J7/fjwoULOHDggGlbtVrF0tKSSQEtl8uOseAYkMfqsSEvYH0BWWuDRJ4no8U0T5QeeNuY2Nadvk6vMa2H8DkyvZXGh5wL8lTeL+s+cS1ogEnqPRoAISB68+ZN1Go1TE1N4fTp00ilUqjX66Zm1PLyMur1+j3PazqdxtmzZ019IoZfUwbLtmlnWrf9sZfeq73zjBLg30wfGBwcxPDwMBKJhCPdgDJU1q6gTCfY3o3HSKeCXhvyO/aRUWxyzfI5+tk6fZCfRaNRk75EfsP1KkENqdvdbd/yOgl0SJ60X334SSAWhJXFnmUxctt4aP0X2A0Oyj1KuUedhNfrKOvPyEmPFRwYHR3FCy+8YCamWCyiVCqhUCiYYjZSObJ5EmwGFLA/D4cmKRCkoSCfbVPapRGhBZU+K9b2TklayO1nk9vAC8lsaNRsbm6afB4W7PB6vThw4ACi0ahB/V977TVsbW3hr/7qr1Aul+9pDPX4B4NBHDx4ECMjIyiXy5ibm8Pt27exuLiIYrGIer1uHQObMq2NHZsiKK+R49Ctnfq+h002Bc62nvdSnrk29wKR2P/NzU2Uy2UzFrI4UiwWw5kzZ+Dz+XDjxg3DRO82FlzzFJLMlZbzIY1Qzpf0nNnWthyLdrttFLFuwIBsjwYK5V6W4fh6bKnAyTED7gAbMhfU5XKZEF0JBHQ6HVQqFYfgkYrQ3NycUbRkBEKhUMDAwIAp7KXHkIqQ3AtaAZB7XPZNtpHt1Eoo+8n7P4lC4XLtHPXIY6SCwSAAYHV1Fbdu3TJnT+s12ul0DEDBGhgTExP44he/iF/6pV9CKpV66oGB/dChQ4fwO7/zO+jt7cX3vvc9zM7OwuVymbQMEtdHIBBwVOJm/Zbl5WVkMhmEw2GcPn0aP/zhDx1ReHcjGnOyYJqWi1pGaV5r++G13d5J0kYZAKvM16kz/C15E7+nV4+Gq0xp0SS9bjbvvfTaaYOHbZCF91g/Q0YraR1C72nNR2xjZxvbh7VHfD4fnn/+eXzhC19AKpXC5uYmKpUKpqencfPmTZNPzWspd4A7qVjSSNbRmrKeCtc655dzR92Ka9MmFzgO3T7Tck0btBx/XaBXGyMSZKXBzP8Z+cQ2s/3yOs6b9njTkOG9Ekjd2NgwRyRmMhmMjo7i8OHDuHLlCqrVKgKBwH2BA36/H+l0Gh6PB7VaDRsbGygUCqbYqUwv0I6sbnqIzeDSxreMlCAwEIvFTMrj0NAQUqmUI81Kg/ty70kdA9hdrFvqjFJf1w5FG2+TMlZGMEo+JWV7u71zcgHfUy6XMTs7i8XFRVM3Rq5J+fdeep++TrdXRrQ8qZEDsg9er9fUeGB76/W64Zf7sZlsfFH/z4KSjFCS+qeuZfcZ3aHHAg6Ew2FMTk7iG9/4Bs6cOWMMGEYMsIKtXEha+Zd/a8UEsAsEm6GpGc7dFBj9m3/rMGL5nWQu7IsUbDamJD/XbbaRrd+8n0KIwocMPp/PY2ZmBgAwPj5uENpQKISvfe1r8Hg8+PM//3OzubqRzdCmAvvSSy8hEokgn88jl8thZmYGc3NzKBQKpkqxVvxsRq9UpGyMQ98nBYZu417/PwpGIYWnNpj5fTdQgGQzmOU+kJ8ToGo0Gmg2m0bQ86gleoNYQV7PSTeSBjwNW+39ktECUhFmu3SKAEEsWUhT9g9wGgvynbL/tiJYWqjSMKWnhwoco5i4Z+TZ20tLSw6lhO+fmZkxJ6qwPWzn7OysCROlUhSNRhGJRBAIBBCLxYwiqY18kh4LvkeGWWqviQY92FatpOp33yu53W4cPXoUzz77LMbGxjA0NIRWq4W5uTlcv37dhFfqwmKcp2azacCVkydP4qtf/SpefvllDAwMPFSj51HS3frQ09ODiYkJ/MZv/AYOHDiA//W//hc+/vhj1Go1Ry4254y5sKyKPj8/j3feececjX7o0CFkMhmcPn0af//3f49CoYBoNIpSqXRXI0KulW5hmHJNSZ7P77QhTNoL3LfxZMkveL3c39Kg1j9c69LQ0hED3SITZD9sBrqtrVqGy0gCrcRrY0Qap7bx0cCiHAv5I/ewy7VTALPZbH6iHNuxsTH8m3/zbxCPxw1vzOVyWFxcxOrqKiqVCtxut/EAA3cK90meLueThr5M65I6kuwjP5eh5TonWdLdZJeex27/6/mRskVey3UiDUe5lvg514OW4xIgoDHDowupv3HN1mo1rK6uIpPJ4MCBAygUCigUCvett2hZqXVpacwDcIByNr1Pfi5lM+UM17Df7zfedB5F3N/fj5GREWQyGSSTSQM0dVsPHD9+LufEtjY0ECDHoJtNYVsfWk7yHr5TRg5yPpvNpgHMND9gP2w2gW1eOYaan0gQThZbfNKIfWJdEX7WbDYdwICN79rmyfadJpfLtQvw/qzuwN70yMGBUCiEL33pS3j99dcxODhoGGelUkGhUEAulzPHr3Gj2RiWXDjdDKP9kmYs/EwzJP23fobNuNdAQDfGqvtyL2QzbDVT5P/S6Nra2sLKygparRb8fj+Gh4cdhXdefvll/N3f/d1djzfs1ncKvt7eXlQqFSwtLWFjY8OcfayZKu+zMQX5vxQ4uvIr/96LUeg2297xMEkqDnrt7TWXtvXfbR/I60k0wihIGBLpdrtx4cIF9Pf348MPP0Q2m91zLzH8r1wum2rVuiiTbLf2PvAz6c1ut9uOY5QikYipldDN463HQnvetJKgx6fVaqFaraJWq5l+uFwurKysmGP22Fb+zMzM7BJeAByAglT0XS4XMpkMqtUqNjY2TMFVetJ1XrIEvropvhoYsoFlmpdoQ0sqtLYonP0SgYHXX38d8XgcmUwGbvdO/ZiVlRVzNJRMzZARGbVazRQkPX/+PH73d38XL7744q7TJz7txPFPJBK4cOECfD4f/tf/+l/42c9+ZuaR+4dKIPchDbLp6Wn8+Mc/RrvdRigUwsjICL70pS/hBz/4ARqNBk6ePIlcLocf//jHXdsh1y+wW1nWbZZk4+Gav3WTpXspefrdunaJ5DPSgNNGuIyIsBmhmjRv1W3TbZfyibJfAhSSTwH2Ixr5mwCevEbLCFs0lpwb9vl+9SJgp17Q8ePHMTAwgEgkgnK5jGw2i2Kx6IjupCEno6ykd508RoOc0uvONtMDKo0weWoLcEem7KWPybHoRja9RX9vA234nR576VVut9sO4Nl2P9/J51MG6VBxPmtlZcWMB4/wSyQSSKVS+NnPfnZXR45tnAiQA04ZKvcNr7WNuda9bd/zPgLRMmIgGo2iv78f4+PjJpWAKSZ6bWijXspMG3+S75b7T6dHaDChW/ttPEG2hyTXNWvpMKLI5bpTo8IG+Gu9Tb5f6xa8jnujp6cHoVDIHO18v/v+YRHbI0/ioS1Cx1Q3uSJJ71fbfMlryId0jZkncYyeFHrk4MDExAS+/vWvIx6PG89xrVZDuVxGpVJBtVp1VBklSSYsNxFgR4z0pNuUD81QpMGhFxvv470atJCCzSYEJCPQi9d27b2STdBo5igNLSnMKpUKstksotEo4vG4yXd1uVz7qnoqGapkwMeOHcOFCxcQDAaNAVkqlcy8a+VHU7cxku+lcKNCIe+VbZOfyf/36y3d75zYFElbH+Q8yJ9uYXryb5uAlO/ppny3Wi2Uy2V4vV5TxM7n86G/vx8DAwMIh8O4du3aXZUtt9ttvJlyrUgQSisK8nvp2bPNsVaIZaSBbX/KPanfrXkIDdRms4nZ2VnMzc1hbW3NEa1UrVZNFIFW+pLJpENBpcA/ePCgI/xdpjL09/dje3sbuVwOt2/fxvz8vDk/mgaLrMIs51mvT1vEiCSbYN2rCA+FcrPZNPUo7iU8NZPJ4IUXXsDIyIjhF/V6HaurqwZkotIi+RGVJh5X2N/fj9deew1nz541xxr9IpLLtRNx9cILLwDYMfjX19fR6dyJzpGyJxAIGL5XKpXw8ccfw+v1mtSCdDqNb37zm4hGo+h0Oub89G6k9442TPndXnxZPmMvvtlNDur7aVTodsgTbrQnUd/P62icyPfLa7WxZ+u3HhOt4JMICsgj2+Q7ZK0jALvSKPUzyZN0e239tfVDju1+KBgM4vXXX8e3v/1tpNNpY0Ryb7OSPo+DJC8kSS+5lmvURaSXNRKJOEABm1NFArM2x8vd1pxN97ubjrDXepdzQjkogR3KDf1OPpttloAp17vsC+XE5uYm5ubm0NPTg8997nM4f/48xsbGsL29jfX1dXMS1X6J72dkg94TXN86CoZ9l/2y6eFaV3e5nCCdx+NBOBxGIpFAIpFAKBTaFUHH5+u51sD23YBuLX9kX2xrQe8hSba+6jGzgYByzm18Yz/7U+8jrT9K8ONJJYIY8oQJnc5j01nYR+4xWcvFRnwG9RwdOSmLj35GTnqk4IDL5XIUGAGARqOBQqGA9fV1lMtls2klQ7ahaXyeNoCkl5GfdWPI+hqbUa0NXxmOKA0e7S3dyzDUfZLX2hbpvRim+h7NtGXhQb671WphbW3NHHvF4jQej8ccl9PNgOdzdTjj6OgovvrVryKdTqNYLGJhYcEUzSEj0KGBd+unZtyynxqR1fd1Y76fxGtqI83Iul0jEVJbmJl8llyvtjG6mzEP3OknQzxZDZzKDec7mUxifX3dEXJlY85SwGvBJAUw51dHDXCu9PNl6KVcc/JzCRjo/ayVeul54bsajQZWV1dx7do1XLt2Dblczhixfr8fQ0NDSCaTu+qddDodjI+PO8ABgl6ZTAaBQGBX+91uNwYGBuB2u1EoFAwYWiwWzRnXuq1U1kjS0yJTAFgwSY6tVLrlutAeSgkUNhoNNBoNpNNpY9zvlxjq2+l0MDQ0BACYmZkxEUn0KGpld3t7G/V6Hdvb25iamsLx48dx7tw5cwzYLzJxLZ4+fRq/+7u/i7/4i7/AwsKCWZ9cL7IKM7Cztlkk7r333kMkEsGFCxfwyiuvIBwO47vf/S4uX75813fb/ub/co/ZFGNNe32mn6+NiG73aL7ZzTjXe1dfa+ubNq4loG8bF/1MWWWb88i2As7oBq3Uy7bqH6mTdNNburXP4/FYT564G509exb/6T/9JwNcdjo7dVKWl5eRz+dNDSPKA/bDJtvlGFBfkLyq3W6j0WggGAw6dCzZTzlvegz0Pfq+vXiKzUjnuOm1JSMh+C6OL8FeXehMz7V+nhwbHjktwXP+TTlQKpXM0bBHjhxBIpHA1atXMTo6ilwuh1qttq9i0h6PB+fPn0cikUCnc+foN5mHzXZKPUnzATkfexHnnVEgBMUTiQTS6TTi8bgD7OwGwsl2ybndDz+SJMEQm/6leU03PV2Pg2wb077oEJP38vnaqWHbLzayrW0tE55EcrvdpsaSXF8k23zI9cZ9INM9gbtHsvHkAupSn9He9MhWUE9PD86ePYtvfetbCIfDRjlcWVnB3NwcstmsQ3Bqxb8baWa7V4jt3UhvXD5X/q9DGiX6KJ+jBYNmpvJ9WmjIdshwtHtRmm3Pk+MjT39ot9uoVCpYX19HNBpFIpFAT08PIpEI/tk/+2eoVCq4devWnkyKTM7l2jn94Pz588hkMsjn88hms7hx4wbm5uaMQSCVB9lPmxJomxfJOOW9Wojx2XIuNe1nbdztPtvc2q7Ra3QvxUe+R/ZTv88mqLu9n0pYrVZDIBBApVJBNBpFNBpFMpnEL//yLyOfz5vwRa5xm3Fp82rLdCAZIUCFQBq9FPh6vev9qvvQTeGT+83t3slRta2Hzc1NFItFVKtVVKtVdDodJBIJ9Pf3o7e3F4cPH0Y8HjfrVApwHkuk1xY9aHKe+G7WFggEAia9gIWrGJ4bjUYdCiF/PB4PgsEgkskkyuWyKdbaarWMEqeFoF4LUrHR0R1ybe03ioaUTCbNKSQez86RijQestmsiRiQz6XyzTU4ODiI119/Hc899xxGR0fvuQ2fJtK8LxKJ4IUXXsC1a9ewuLiIRqMBt9ttwHUZmsoChVtbWygWi7h69SrC4TAGBwdx6tQpHD9+HENDQ7u8MzaSESyauilg+hq9f23yz8Yb2XcZKQDc8UJrb5++Txtitj0l17qWMd3kv9w/2mjR8lU+R4JiuriodDDIMSHflONmixjQOgnbJseBnlkWG94veb1e/OZv/iYOHTqEVqtlThi6du2aKUIoQVCGw8toKts4yX5qo566AYuU6XUhDXcpO4Ddlej13/Iz+UzJZ7VOoUnOCSOfuJb4w7kgmKKjUflsjg+vZx4+AWAZTaLXk8fjwcbGBj7++GPE43EMDAwgk8lgYGAAp0+fxtraGi5fvryvnGqelFOtVlEsFpHNZlEoFBxpcnK/aMDHRjZjmfMlnQr0HsfjcSSTSYTDYUcajIwMom6ho1/30rO66egSlJKfaTCAz5XyX75L8zjt6Gq3d07rWVxcxNLSkinuTd4t1wbbaRtDTTb9UN5js0meJAoEAgiHw3C73cZRpdMr+VvPK9MnGKkk03i0/NTjxOgBFqWlc+deHJS/SPTIwAG/34/XX38dExMTxntMhlQul01oOACHALjbhAP28EUthG3f2xRRbVS2221zBIYEBoA7ocO8Vhst3QSRRgS5mXUYnu6LbKP83KbU2NogDTD52+3eKU7HCI5wOAy/3492u42xsTF8+9vfxp/8yZ/go48+so6/LpIUi8Vw7NgxbG9vY3FxETdv3sTKygoqlYrjmBzZHtsc2gzBbuuBAptCRCODe236h8FIZTtthq5WlmzzJAWrTSDp9WtTvvS9VORY/KWnp8cU0kun0+jv78ehQ4eMZ8i2dwB7eLvuG5m5DhPVih2/04q97K98djcDV38vP2P9AJdrJxQ7GAwaQCQYDGJwcBAHDhzA6Ogo+vv7zfrnmGnBq9/barUwPz9v+iMLA9VqNcTjcXQ6HZPS0dPTg3q9btKo5DjIYkY8YpD9uptxT/6icxq14SDfcz8outfrxalTp3DixAmT89psNjE3N2fC4KWyK8eMFfa9Xi/OnTuHixcvYnJy0nhZf5FI821JLpcLIyMjeP3117GysoIPP/wQgLMqNedRGlnMC282m9jY2ECnsxMdsry8jFAohK2tLUxMTODGjRu7PMoEoxiVItei5ic6VFa227ZHuinyms/b+JYeL23wa36rf7M/EhDXVcPlc/WcdPP66b2kDX45VjLcXI+ZNC50e7rxWs2LtDHebt/Jsb0X8ng8uHjxIg4cOIBYLIZ2e+eI6Rs3buDDDz/E6uqqo7iXBCdqtZojf11GFGh5xTFguDyBa5fLZdLWNO+Qutd+SOsP8r3ddA55jTQMpTxoNpvmdB96I/W8aEcVdR/tzOD76En3+XxotVrGgcM1w/3Y09NjIoTm5+eRTCYRj8cRDofNGvf7/fsCB6g30ciSwEW3cek2xpIk+Ma5J0BO2RiJRMzRq5TDvM8WfSH3jPxb8gzaDt2iXTW/0X2z6Wea93XTrSTQw3nTkXzUibiubaCWthG0zqcjNGWbuYaeVHCAuol0DrLek40kH+S64akDHo/HAHRSRpFsY0BAgPod95MEJz6jHXok4IDL5cKZM2cwOjpq0J5qtYpSqYRKpeIoRCEXvWSueuI045DAgk2Z0O2xGZ5688vP5H02hUd+L//X7ZCfSWVeMhzZP1sbbM/Xf9va3E1QkkHRaNza2jKbr9PpYGxsDL/8y7+M2dlZc2SRJKnYxONxvPTSS+jt7TVKabFYNGi0PsNUCkotXPdD7J9ElLsVadL36bG4V9rrGXIO9P+SuXeLdNGKovYkSQVUjsPdGByZcK1WQzgcNmiq3+9HKpVCb28v/tW/+leYnp7GwsKC9RlawdXKn2ybzeNAwEDuc7mntNEr17JNMOpxlmAbf+jZ4vdUTHgsVyqVQiKRMEpVoVBw5Cez7SsrK46oCL5/c3Pz/8femz3Hdl3n4V93A+h5QDfmO4D3UqQuKVKUaEmUJUuRZdOJE2esRLbLlUpVKi+p8h+Qh1QqT6m85TVVqcRVSSWxnThWbCtSIsmWZEnWQFIUL8c742JuNHqe0AC6fw/4fRvfWdingUvyXpLS3VUodJ8+Z589rL3Wt4a9NnZ3d08IanrXeY3ZeLV/5Ik2cop04Btrn2LEoh4spQ0f79K5OOtamJqawuc//3l89rOfRSKRQKFQQDqdxrVr1/Dqq6+6BKeaZ4B0xqiNVCqF559/Hv/gH/wDPPLII2O91Vp8fPBnpfjkBY+R47q9evUq9vf3neKksoOK//7+PiqVCt566y3Mzc3h2WefRalUwq//+q/j+9//PlKpFC5fvowbN26EtsUaovR6mMHQNydWnmrf+EyYXLLr3soxVayUd+j9ypfUkKIGbfZH5bEWy6Pt+7mGVTGx7VVPpfUGq4Jgebyud/bPKhRhCtTblXGRSASf+MQn8NnPfhZTU1PodDqoVCrY2dlBo9FwSo9iFfZvf38f3W4XwHH4ryYXtfOkRk2OCxPEJhIJ5+VTZc8aXk5TCHSM9B7FkNZgo3OsERKHh4cuR4vSlir9nDN1Jul2Po6N7neORCJOsdetWGwDlRel09HoaBtRu91GJpNx3thHH30Ua2trZ9paME7+2jGysidsXHVuSCdU7Dhm8Xgcs7OzOHfuHGZnZ5HJZE6sU8V1rF9POLKYWcfMtt/SAeVzGKaya0nv8Y2PHSMg6Dzku/WEDtse1qfr/SyFRjhu8WMOkPdjYf95UpYaCU7rdzR6fGIJP/PUHuZw8hXLh7kVk1iPx7rfy5j/PJQHFjnwuc99DhcvXnQWUSYhZOZ6Lmq1lPrArBYyEBZlZFosgwi7rgSqoVQsmshCnwFOHk+kv7H4ogH0KB8KCz0n2fdOW3zvGzcu+pn/abBhRnVNCjYajbC6uuq1xNr35vN5fOYzn8H09DRu3bqFWq2GbrfrLO26gK1iY5WdcXNvhYIyaII1BYlhIDQMtL7dEkZ71vsWBoh9xYbAkU61z1qXb1wVoBLAtVotxONxZ7lNpVJIpVJYWFjAk08+id3d3ROMU+vWpEL6XwWtGkE4BuoNUqC+v7+PZrOJer2OXC7njjrSezi/VlBru3TdDAYDBzY1YRTP041EIi7r897eHsrlMsrl8onEbRxDPS9e1yW34QwGg8C+zYmJCeRyOaeURKPRwBFNHBeueR7VpWOttGMBh7bPRjbZosYbAhVGRtkw7nFlcnISjz76KHK5HDKZDAqFAur1OjY3N9Hv9wPeStI+56Df72M0GuHjH/84nn/+eVy6dOnM+yN/FoX3aeNN+vz0pz+NwWCASqWCSqXijC+kKXqJE4kEUqkU2u02rl+/jlKphNXVVTz22GP43Oc+h9/8zd/ED37wg4AX/bS22XG3fOY0xV/Xrd7j410+oK3r37ZJ69Xn7dhaHqHKnz7vi8zhfXaurAzlfaxfMQEBPO/V7UpW2dc2qnJkDcR6XxhPsOUsIDgSiTiFnInuVlZWsLm5iW63e0IBYn80ckINqMw94muf8tBoNBrIR3RwcOCOfeX+ZGsYtvOlfbBjGqbo+RQ+FvJn4MiwTlmpSp5G12gUBevlM5zHeDyOdDqNSCTijAU0OnS7XddvtpcyQ+e7VCrh4OAAa2trSCQSeOKJJ3D58mXE43F0u11cunQJzWZz7OkF49aH3uPDYKrI++iW/xULKMbndoJ0Ou2iCdTwaOeZn9WxZDEfr9vjJPnZypkwxV0jW22SYDtednzYT22D9sliF31/GL4+S+HYcHzej1F4pGOOgzpFgJO4leOptKnH0EYiERclYZ01usaVRvnevb09pFIpt8W93+8H8hg8LA/QOEBCGA6P9pbxfFaG1XLC7cJmsYq3FYgaeTCOYbGoIPAJEsug9J32Pr1fAbhaulWp8YUEqTVe67dEH9b/cX20TFbv53cuEIakxuNxpFIpd+/f+lt/Czdu3MBLL710Ym4tI6bn9dq1a1hdXUW73Q7MK5mBz2Ltq9sW23cVQKxXjUu+kMawsXonxaeQa3/Vm+WbG/2u9ejcaRZ8C4RtH3xgms/Rg0sao8D+2Mc+hkKhgH/xL/4FHnvsMfz7f//vT9QbjR4llOG+cVptfckgtV8TExOBffwWMPN+DWvUObVjEgZuWAePblxdXUW9XneGDgoUCgR6YTudjgNyFsyyHRcuXAgY9BR4pNNpNJtN52FTbw+3GPCdClR075zSKXmC/vG65S0MQfWNpwXRel2/x2IxZLNZVCqVU9cDQVAikUC/38fW1ha2t7cBBA2ebC+3sezt7WFhYQGf+tSn8Nhjjz1MDBRSLH9LpVL4zGc+g62tLfz+7/++81zq3mwqdalUCvv7++h0Orh58yauXr2K+fl5FAoF/OZv/iaKxSLefPNN1Go1vPDCC961RQOb9dICwVN9lNdar5tVwsJClbX9+g7756vDGs59slk99mHGfb3PrjMF99bAZhUDvU/rJm+0BjwdG63TyvpxslvHS5/nM8lkEslk0nn0Tyv5fB6FQgHr6+u4efMmXnnlFbz00kvY2NhwUYXsg20zDY707nEcNQu/8gX2XfmoGrE1n4mldVt0nCyO0vYqnfCzKp1WlgDH+5VpTPXRuw+r0aBAmUcDPI/ppdLP3zudDvr9vgt3VoWTNMW12Wq1UK/XsbGxgXw+jwsXLiCbzWJqagqf/OQn3UknYWV5eRn5fN6NNY23mhBRlVuLO8JkPcdRZY7KNW57YK4jq7TbtaFKnl0bHDvK2kgkaBygsV3XN/GO7ZPOpW9+tQ22T9pnvotRiTyhS+nOYl9rINSxsAqy/qbYl97wVCrlNca914XefgBubVjjAH8Le545K3gPaYfORztGrI9zx7VOg+XU1BSSyWRg/T8sR+WBGQc0kcru7i7K5TJarZYTKFzUarGj5fqsE6aEYRc2EJx4n3VIF5s+a59XpqXCTd+pjMIKdha1lLJNKuT5Lo5DGAMZNx5aVGhaxkSlot1uY3t7OyDARqMRkskknnjiCVy7dg3tdvtEvaPR0R7j6elpvP7664jFYrh165Y7Jk6Zqx1bnzA4rQ/2mrXK6vNUnNQ7agXM2y2+ufDVZw0YFlgqgLHA1goBNTIAGEtnvrbwGpkkjULVahWNRsN5hJ944gk89thjuHbt2ok2+taI7YNG36gSaOdH50/XgwVwYUKS9eu4DAYDNBoNbG5uOuMAcOS1Ydjd3Nycy45M2uS2mtnZ2ROKwHA4RDabPRHJoHMBAO122+XXYNu4T45JEtVAwvoZeqnKAt9l90cTJProgfdolA7PH7chjewX9+E98sgjuHv37tj9qgSmjM7Y3d3FtWvX0Gg0kEwmAwYs9pWZsKPRKK5cuYKnn37aec/OWn6eBXckEkEul8Ov/uqv4sUXX8RPf/pTRCIRZ2jiXPL8cwKvzc1N/NVf/RUWFhbw3HPP4ZFHHsEv/dIvodvtYmVlBclk8kT4MUFcPB53W0H0qDPgOIxa+ZMF0L516uuX/udnNQoosLMyGDjJj8h3FHRS7nAtqQFL147iAtKu5uawUTaWB3Bd6u+qILE/9IxzrNSAzHfb/tr/Ok6qPGqfw4y2YSUej+Pzn/88nn32Wdy6dQuvvPIKXnzxRZTLZReOSx5mlWJitkQi4Xgdj8/VvqqRxdIIf9PxoVFDlR479laRtPRk58jSnzXYW4xHpVmNHpqvhXNIxdPKE65LesrZD44dFVoaEjRvgx0f/k8kEtjb28Pu7i7W19dRKBQwOTmJfr+PeDyOK1euoFqthoZbJxIJLC8v4/DwKDl4vV5HvV530bw6xipb7Piw/2HYzMq5SCTilFjmGVCvt9KVyiiLcSi3GPFKnKeRGjyBR/sDwJ2KY+WnKp0W31ssZseCdXHddbtdrK6uYm1tzZ3EprjB0r+lWV+0ktKAfZ744axb9B50seteI26AoH6iegIQPLHJ6ln8jfN+Fvxojzbk9gSfAfnntTwQ44B6swaDAZrNJprNJrrdboCREiCHWfctMLBgmZ/t7yrQWbe15LNeJSD7fl/4nwJ7TULCosJerYp8ty/hDq1hllDVY6PjMI6Qlbkrs+Nveh0Aer0eqtUqMpkMcrmcOx97NBrh13/91/Haa6/h5ZdfPvGOeDyOy5cvo1Ao4ObNmxgOh2g0GoFwQ2WuYe30ASIroCwIsADNAkcyazWCaN3vtNi6tH8KNsMYtk9QqIDks1bA2jbo/WHtsWOq4YyVSgWbm5uYmZnB5OQkfuEXfgFf/OIXcevWrUB4oqVLbXeYYqBMn221YMAKSqUDVRKAYNgmLcoEGQRZ7XYbu7u7gWM5S6USksmk2/OYTCYDyaQISlOp1AkDgBrvfB5vtUbbYx4JEplzADg6xnVnZwc7OzsolUqBiAA7h1NTU8jlcigUCtjd3XUeJhbLRyxd6bwQPFhDgbY3rESjUTz//PNYWFhw4a/MZq6Kka5VWvUHgwHOnz+PZ599FhcuXHhfApj3W7FreG5uDk899RRefPFFd9IGcNI4xi0GzWYTP/nJT1w+kccffxwXL15EqVRCJBIJNQ5YYKxgHQiGkbMo39W2a/vDfreGcVUA+G41bvFd9rvlmRZwKu+yv7E9ahCgw4K0rnKGY8W+WIVB28U5UiO1zY9keapVWPS/buXSKA/yEN0nb8d6XHn00Ufxj//xP0Y8HsfKygpu3bqF1dVVtFot5HI55/mjMsu6h8OhcyYwoohGWstDrTxX2lGjKKMIRqORy56fy+UC9BGGf3xYQufNZ4S2zhoWJrPU66rMWiXa8tBI5DgJLvdMqxFY361edKtMcWw4vyzdbtdFZzKqo1gs4tOf/jRefvlllyXfN0bWcGBpzbZD148dY9Zpx1vzRkxNTSGfz2N2dhbT09NIJBIn5HoYHlJHIR0bvV4P5XIZa2trbgwoGw8ODrCwsIBcLheYt+npaczNzQUMO5OTkw73MNogEokEjFq2jzou1nFBudfr9VxkpfIx2z9+tzzD8k0bVq9rZWpqCtlsNmCgf7+UWOwo0a3FQ1b/8hXSDfOgKc8m3fB3G5Fh61XdUI2dNA6MRiOH094N3eCDXO67cWBiYgLPP/88rly54rxH9KzRmwWcZCpW2Nvsnnq/XVRW8PsUTl1gJFAVsDbMRN9nFTArwH0L3u6Z5n/2DYDbXqH3a3I9ZZTW0q1tVKDiszz7FDsuCipWtVoNu7u7zlM6Gh0ZAJ5++mncvHkzIHDYNnofmXiHIJUKkVV+rFCx7dbrQNCb4hP8YXTAenRefcqdHU87h2H3+5iIVdTCnrX3+hQ6jofSWdj7TmuPZaxMQtlut7G1tYVSqYTl5WVkMhknePicXaN2n7oqD+olskDOtlNBShhjVy8ecLxW1YvP8HwChE6n487inpqaQqlUwuLiItLptBOkFLbaXoIFvlfXq77b0hv3x05PT6PT6Tjr9Pb2ttvS0Gw2Ua1W0ev10Ov1EIvFXNihBUAKXnT9KO2r19AHJC1fsoCUfQ4DLLZ84hOfwHPPPYdYLIZMJoONjQ28/PLL6Pf7yGQygb2y9JzRoj83N4fnnnsOn/jEJ5BKpd5X4OWDUCKRo0iBp59+GqVSCTs7O96IKMuvmMeDHsFGo4GbN2/i2rVrJxLMkha0HqUH60XTYte18pwwmtI1xWesd4lr3xq1aIy3xaeoWQ8vPbR8Fw1tfEYThyrvYd0a3urzRuv46e++Ne2T41aWW2WAXkLf2mddPr58WolEjkLfeZIUDZFMdDk1NeW8sorF6ICxcmpychLpdNqdiAMce9y1X775I20zion5Y1T5sfxMx0zHVMfcKrRhRgEAJxQFnTfSg/JR5bEaBUuvp3o+tb30XiYSCbdO1Vhg1xaVVp5uwBw6uVwOxWIR3W4XL730Enq9XuhcM2KBn9VxxrELW/92znwYldctPfDYYN1S4MMEdt7UscCTWO7eveuOQqdRgNsyAGB3d9dtI2Q9hULB5f3h9Uwmg8uXLyOZTCKTySCfz6NYLLr71GilNGTXuLZbt5QonSrN8VmlpTDs7lvD5G1UctPptIuUeD8VjcSwGB3wG6RZiN80H5OlQ00w6HOyAMd8WQ2EzL1DJ4c9QvXnudx340A8HseTTz6JYrGIWq3mzhfXsFUyUhtyowzLJ/SUsLRYQKwLUIECma8mStFwNvVmaBtsO/keDTNTwQwcRy+Q0Nkeho8xayat1ErAfGcYePAxkXHKrB0nHUf2o9/vO6UlkUi4sfrrf/2v48UXX8Trr78eqHd6ehof//jHUSgUsLq6il6vFzj9QIGVrz2WSfCzCgRf0X5a2lCQqDTFuu3zYWM1Dlj5QKG+30Z7hPXbPmfBpYYOh82vChlfu+3zZMT7+/vo9/tot9uo1WpoNptYWFg4YRXX9+gfx9UKTe2Pb3uQBcBc6zbczAfEeB/f32q1XDQSgSwTDnLtsI54PI5MJuMs2cpnqITY9muxBkrr8eR8AUfrutVqodFouK0b5IMAkMvlXGImfa8CERV2GiXBsdDfLW/SLVs6bgpECBI1aZavxGIxd/QUvTaVSgXNZjOQu0H57d7enkt8+bf/9t/G3/27f/dh1MA9FN8afuKJJ/D888/jD//wD93JEHYPrXooa7Uarl+/jrfeegsf+tCHkM/nkc1m3bFzpDP7TsuDeM3nnbFKl9KxevLtO6wBS39XJczH14FgPh+7dtS7bgGh3QPM/e28RmOdtolybDgcumSplpdqsZjFOhW0aD98xY4X+6VtUGXDvieZTLo9877CfeqPPvoohsOhMxbzKEzSiIbtKu8hLyG2YXuZL4AGGc6Tnh7jK6zbOoUY5aJeRNtXK3PDsKNiNEtX5JN7e3sYjUbO029p3s6PnWPmmqExyWJV23Zu5dG8TKo46buHw+OjKvf29lCpVHDu3DmnJM3NzZ3KZ7m2NApIDVicB7bBOijCcJJiOMVauqVHt7sor9G6w9b63t4eqtUq1tbWcPv2bZfjx3qim83mCX2g0WgE5HUkEkE6ncbGxgamp6dRKBRcbqGZmZkTijzbou3U+WedvhB1S5O2+HigGh/sWte6dD2eNcnvgyg656PR6ET4P+B3yAHBkxiUh9tnNXpC+ZSPx3CcyOc5/9zqo/zu57ncVwqKRCL4whe+gI997GNuTxOz1xM8asi5VUJYdDJZL6/7vBzKdCxz0usKuAmQNTmY3RdMoiSh0nNhwY9PaA2HQ6TTaczPz+PChQvI5/MAgns32+02Go0Grl696rKrax3W261RBdo+HUfLcHVu7HWNmuBZ5O12OxBmxftsocIFwI0P96tapm3BZZiSFQYeLI1oHy1Y04WuDFwz1/M5X92WWSudhTE3pQfbB5/SqaBQP6sCrqDQB8L5PjWC6ZiEGSloDKOyt7u7i0ql4pIbPf3003jqqafwwgsvnBgX661SIKHv0P5oe+38U6BqokOGp9pwMq2DCujGxgbq9Tr29/cds08mk+4epUONzKEwURCkXkOlz7CxV8Gs13kyRLPZxO7urtt/G4lEMDs7iyeffBKXLl3C9PR0wOtOAK0AmUJSQwuVlpQPqnLlC73msxxLTRgbVubm5vChD33I8SJ6b2xOBG0TefyFCxfw0Y9+FLOzs6H1PyxnK4VCAb/6q7+Kn/70p7h69WrASKaGbiaLBIDNzU3cunUL1WoVFy5cwDPPPIO5uTnUajXE43Hs7OwEgCiPoCOQs8Zd33+frLFKmpUd4yJWSPNc/5ZmreFe9+37lBhVduw6JQ/ke9UzpTyBDgSrFPvGwCe/9N36rP3ve15xEOW0z2isvN7OU1j5whe+gH/5L/+lU57u3LmD27dvo91uByIqCaYVM2k7NapK55vbtLg9AIDz2qlXUfvJudT5GI2O9v/3ej2kUqkT3nflcWFy2BqUfLRB4/Lh4aHDM5rojtiM60LnRJUVjajQrT+WJrWdep86qCwPJz1yDIgfqdAuLy9jaWkJKysrJ+Z7cnIS8/PziEQiDusxWsbSnX627SdN63f2n2NgsaP+cT2pXA6TVdqOfr+ParWKcrmMRqPhjDi2HRZbcc74O/lLs9lEv9/HxMQESqUScrlcIPGmnR/bHr6HvJjRi61WyzkALV7Qfmr99vcwxZljz3VmE1i+H0o0GnVbN9VhoHNl8aL2nRhOHQ9a9DsjAFSH8xWLXTmGxFeHh4cunwfnTufp56XcV+NANBrF4uIi8vk8Go0G+v2++8/ffQI1rPgmSBmlKm/8bK2uJDJ66SYnJ52HmwSSTqcDof78XbOP24XN9tlrbBsBFvcOz8/PB04DmJiYcF7Gw8ND3L59G7VaLQBQdJ+ajyFbUKOf7Zj52qyAiZEM3W43EP6lXlEWjieTlAHHSpF6LBWwaPt1PFkfaUNpRIvPcho2J77vNnzbx7jtZz6v7bbvsALSCjp9Ngyg6JxbY4m2wc4pnwnbx6VMmNcp0Bg+ubW1hbfeeguzs7NYXl7Gk08+iY9+9KPOOKAANJFIIJ1Oo91unzBI2HaN86qxHVwnvV4PnU7HebpsGLG2gXRKw2O73XYCJZ1OO8CjYE4BOvuvfbPjaGnA0p7Oq3oLqDSTd/B/Op12ZzxfuXIFS0tL7oxqtof/dV4VSOu7LcBQ74YqTUo/bKOuA6tQ+UqlUkG5XMb58+cRjUad8kDDhion9BbGYjF85CMfwYc+9CEX4vmwvP0SiURw6dIl/Oqv/io2NzcDp4Wop/Xw8NCtg16vh5WVFVy7dg2zs7P4yEc+gueffx6RSMSdTrGzs3OCzyrQVFpSmcvv+j9M5oybe+V/1qgPHK9dHQcFecpnFMjzuirWCh6VB+r7lDeFeXy1b9oHKzN4D9cwT27xhckqbvG9xzeWtg38z37b/Aa2/I2/8TcwOTmJTqeDjY0N3LhxA6urq279qmJFhY55aJhgj0q0xR7ELpyTwWDgIgpZrx69ZuWj8mP2pd1uYzQaOeOxnXsdexsJZiNRrCxgBCfnSw1vahRiUcMZP9O4RuXTGgq0nwAC79DkaMqb7dxyPDkuzLGTy+Vcf2ZnZ7GxseGUHJZkMonHH38cU1NTLqqNRx/qOFps5sNiug4tVrHrkXJRFVkaB3z4xr6Pc8STAFqt1olIC63DjhvvUWyp19gmq4wqHtP6OP6kP/ax3++jVquhUqm4bSLaJ9al7/XpDmFYj3++Nr6fCvfzWx3Dx4uUtjkHTFqpxo4wRd1nbA2rX//b530RlBZn/TyU+2ocmJ+fx2OPPeZC1LlQCOqB41AjnVRlshYgWKajk6V79q2QZXhbNpt1iXO4T4VHbEWjUXfUDPcadbtd501lBnIaCSyY0HZZRWk4PDrCcXNzE8CR8rywsOAWTjQadeffPvvss+5+TTqlIMkuMHuPBQi6cKwHV5VXFXL04CrTi8fj+MxnPoM7d+640OhisYjLly87z0Kj0UC9Xj8R/WCLMgtVpq3SrQYCZZjqXbDjoM/rd2XI7KfSWNji942rZRhhz2rb9bu2Qw0zKoist1oFtrbLtjXsHttHClsK3FarhbfeeguZTMZ5ZxqNRoBGuJ4YxsXQSVUMLdjVttj2qLHL9sP2T0EbcHwEJwFdPB5HsVjE3NwcpqamnNGA4dMaIeAzlui42zlWoKp7vVWp17GlgBsOh4Fw20wmg+XlZTz22GNYXFx0eT3UsEBQq21TBciuGUufFszp/Cld8j/Hv1QqoVgsolwun5iPXq+HnZ0dt13DekDtmNLglEql8NRTT6FYLL7vwMsHsUQiR4kEP/OZz+CnP/0pvvvd7wYM3pRth4eH7nSOdruNlZUVvPLKK1heXsajjz6KX/7lX8bGxgZu3bqFZDKJb33rWyd4kYJYKyeAk8oKi+W7tv32PpWb7Avfq7/benx184/rNBI5PglJ17LPQK3t8/FW3k+eqZ5O5Uk6JlYZHAf6dRysXLIKGMclTOYrTzoN1DLrOyOcyuXyiWOmtQ8AAphJx9p60PXdGoXILQK6N1/lgdIg+aEaNel80P3IqmhZ7Kjjr7xKI8qI6xiVYefTto1t4VxwPjTiRbeUWpq160T3PysvpxKq/BY4PoVGvbLD4dG2l3w+j2eeeQaVSgV37tw5QWtsM/tI+WPpyWeY4H/FbHYdWNnPExuy2SzS6XTgWDuNTrEGP0t3/K5Y3CqfbLdVKu2WCc4z5wk49kCrwUr5ig/72XlSmvHxFl3ro9FxtLOPn/I+m4xQcQjzDXC75Gnr/UEVi+HVWTjuGesM8eEXFl0nurXA8lPLc1kfc0OQhyQSCZcjysq+n6dy34wDExMT+PCHP4xLly7h4ODAWSeBY2BvB90qDYDfKs/PlomocCJhERzNzMxgdnYWMzMzzto8OTmJZDLpQn2Z8ZILfG9vDzs7O4HQOr5H22yVIatY8O/g4MAlTqnX68hmsy5MmBEFTz31FJaWlnD58mXs7Oyg1+s5QUFLvX23Lj4dD96jf/Z3O8bKkGid7fV6gT1+zz33HL75zW864wCZU61Ww8HBAarVaiC7vW9+7XxaD7mOnaUHn0JpFT37TsvUVTHnETh2LOx7w36zTPw0EM0/CzIsHavy5+ubbYuvz2FCzfaBxqlYLIZOp4PXX38dlUoFyWQSa2trgfpVgFMRsWvRgnTfeCndqtGG4MxGQOhxakobmtNiamoKmUzGJVQEgtEC+sfCo7nsu3Q9W9CifedcMhkS/3q9XsDbqeApnU6jWCwik8mcyHUSNnfkQRqqqZ4s5UUK0Kw3xYI6jVbI5/PI5/MnjAORSMQlu4rH46hWq6hUKi6sWGlQAfzh4SFmZ2fx2GOPvS/PXv4gF3rAI5FIIPSfhcCRf71eD+vr63jzzTdx/vx5PP7443jmmWeQSCSwtrYWAMwAAgqONVxRGbHyGQiPGvAVq0CQvulp9mUL17Vv163+HiY/fPfz3ad58sL6bPvEogZsOy783coC3h9mSLNKuE+2KI8aDocOC1kMwUJFu9lsolarOUyk96kxkNswNIrQB8YVl6gRUaMn2A8AzgDA4/90zFUZYv+Z8G04PN5/b7egWUeSttP2zW47U3ljw5XZTq2XRzhSllojvyp3SiuqRCUSCYxGIxcd4aM3HTuuReYN4nY8RliEJSVknhktln54TXm7xY7adkuzlu6npqbccY4q+xkVy3HVdaN6wsHBAbrdLtbX17G2thY4CcBic58TzOJxHXNicc6fdXjY8VE+oQZZtlMVYd6jzhNtk2/MLVazNGB5ZjKZdLlQ7Ly+V0WNqEAwQsNn8AWCa8Ian/QeS486l3y3vs/WT9oaDofu5DyeKLK3t3fiRJGft3LfjAPLy8v4rd/6LRduzkWsgAYID/FQUG6vW6YNBJk5f6MgyWQymJ+fx/nz5zE3N4dMJuNCj3UfXCQSQa/XQ7PZRKPRcAlP1tfXXXI+tgHw712z/VJBxbZ3u13cuXPHZVKnxerixYvOiKFbGJRRWk+htVCy+ASQb5ztvSxqHODWAlWSvvCFL2B7exv1et0ldgPgklxZ66kPaCkTt+Nk2+ZTfH0GER+j1WeUbnTuVPkLGxMtvvHyjbX9boWv/a/z67Og+96t77dCzI673qMAWwFWLBZDv99HvV7HcDjE8vIyGo0G3nrrLfecD4jbPb8s9rOOuzJ/ClarzGuxdatyy98Z3mqBPvvKEH8rsHScfMYtKkn9ft9FBXCPGg2g1WoV9XodrVbL7VmNRI4t2sBR8sRyuYxarYZsNot8Ph94v7Z1NDr2qPGEhVwuh0Qi4SKZrNeYdVhg76MhrglLN3bMr1y5guXlZVy5cgXZbNZlu2ff1CDKiIFarYb5+Xn8w3/4D902hIfl3otPNgJHkXmf/vSn8corr2Bvb+8E+FUZqHISOPKWHhwcYH5+Ho1GAy+88IJLGEdlkvRNsKlyyMq9s7Q9TFG3vMTyQOtN1+d9hgPLE8L4uK7rMB6p332GO6v8+7ysaryza1DXqR2PsHlXnKN1+8ZC5Sqjl5hHwhZGjvHMeCqdKlP5TtKK8mOfTLN94lgxbJvH6JKHaj989bFPwHHEAY2h7J/+kR/pVkV9lu3SnDRqfCBPtdjF0oQqubqdQOnYjpXPWEB6j8fjbosD79d1bJ+n95NRm+fOnUOhUMATTzyBXq+Hr3zlKwFju9KInVufMhSGh6wc0T5q1AS/WyeMfb+uB7vWWUgrpB2LuznmarjX+qjEk5ZIN2oc8O1vZ/2KVVgH50eNTPxsIynYFl+fWZR2WK+OueUj6qQJM0Q+6MKxpQFRDdjK+3xt5bO+3AmWH+jYkca47tWAat+j8oWRSHxWafi0LVk/q+W+GQd4jng0epSYrtlsugz2di+VtQ5ZpqwLwzIVn1LHOrnnlRY8ehW5v1fzDmhY9cbGBsrlMra2trCzs4NOpxOoRyMISGDWoqyEq4ucC4UnEpB5UHjRUJFKpZwSoOFeFjSpUUQVQpazGAZ4nzVC6HiyMMJiZmbGteXcuXOIRCInMvr65lSFEOvWcfS1NwwkcfwUBFqwahmQCmOdr7dbdMxVMQszaukztn92T7nvHWFGCB8I1/URxhw5FzQGZLNZZDIZt154HvGVK1fw7/7dv3P12nBJK4R5n46Jfa+CG/0LUxLs3BEQaVgo22Tpgu0ajUYOVADBpJ4agttut0+MF4F1s9l0fEOTadXrdXdiQr/fd8m7aDzj+mDulUajgXa7HfCisL00rim/sUYQIJjgzNKarocwRcTSoa0LONpT/M//+T/H5uamCwftdDrOaMj1yzEnL+33+1heXsazzz6L6enp9wVg+VkonM9UKoVPfOIT+NrXvobXXnsN+/v7jiYVsBI0VqtVrK+vo1KpoN/vu9wDpVIJw+EQq6urbg0TFCmPCFMalP8pzYUBXhYfKFb5oKDaGoIBf5Z55XfaXpuvQBXrMDlj26X9UB5n157yNNtfG82h61LH3rZJZbA1evrWssojfk8mkwCOjrZU48DS0pIzEu3s7KBSqaDVanmxFd+tWEiNrD4jtf2dCprydWJDPfvc0ouVKypHqAjYPlvZot5C3Q4wGAzQ7/cDOQHYF5sYWsdCZQu316lyqevCykKV+8rfOSZ6wgQNdmy/LxEkIz+q1Srm5uaQzWYBAJlM5sTanZ+fRyaTcccY05itc6RtfDu820f/NkGhXbu8T+W93kcZowl0Ld5U3KGyie9QuaoyPBqNYnp6GvPz88jn8wG+p+s6LMKPso8JkulcsWNCelC8YRV+7bPPGKDFOkN1Tb5XJRY72sbNLdyMNLL8gfSsa51Yic+GyQn7XceJa5FG7TA61nllnjQmQFT5QMfwz1O5rzkHBoMBpqam3F42zVRrBaoKOuv1s8JWFz9wvOApJFgXmX6j0cD6+jpGoxE6nY7Lqs8cBMlkEv1+H+VyGaurq1hbW8Pm5qZL1ESGxrartU8ZvyojPiJUpZ7hP9FoFLlcDtPT05idncXU1BRGoxGy2SwWFxedkCbwU0FoGZR9n46xGhf0dx+4UUFmhS3H+tVXX0Wj0QAAF75mhTvn2QpUn7HD1wctuvhtP9Raq9e13fa/Mgtet2PkA4u+3ynI7P42a9Ty1RcGIu37fcp/WL22jWEGAtt3zh9wfD51qVTCzMyM8yRRudUkTywWSOq7VMDqu6mEKOCmd77f7ztjlI8X6N5QMnMKZZ5WwH14PAdajzHa29tzPMl6Vbrdrtt3pu2loZNtV+HV6XQCWwkI8DKZjDsjnP0jiKBxwxcKa/kJadwaiHwgwgJiXx0cS2tosCUSOdpSwIiMbrfrQop9XkOGq8ZiMSwvL2N6evpEnQ/L2Ytd73p9YWEBn/70p3Hr1q0Te6XVgDcxMYF+v4/NzU2sra2h0WigWCyiUCig1Wrh7/29v4dvfetbeOONN07IAFXY+d0qomE83MogXf+2L2pc0lwwLMofVAbb9qgS6/tdDQPK/3yKhv0fVh/b5+uXT15Y5SBsTev6tePqk3X6Xv5XJQvACQP00tKSO2q6UqmgWq0646kdH92bTgeGnj9u+6+0o/hJeRLDt3nEtY6JdRyovAeODSmMcmQSMx9+sfTLCDJ19pDuFPPZXBVUTg8PD13f6SHVpIzadmvYVlpQWaqKOZU99VwqfajcpJd1MBhgd3cXtVoNyWTSKVhWVi8uLiKVSqHdbrvoUD1izj5jP2tf2A9LhypXeG8sFgsofXbdWSxg15vSnzX2WSejjqHOv3VMadF5O01xtzyB9e7v76PZbGJ7exu7u7sBnUTnbxyvtL/rmPjuUXx1GpZ+ECWZTLqE674tk0Cw/TrOPidZmH5j6Zp0wDVBfqKR2HYcdW33+30XVc4jb7nt9P2yVeNBlftiHJicnMT58+cxGo0c0+HeMAJqZQi+hcJiCQg4GY5nf6dllYKDholyuYybN286Bl4sFnHp0iVcvHgR7XYbN27cwM2bN7G7u+v2bmlILxee3WdLglbl0raNhQsklUqhUChgYmIChUIBi4uLKJVKTgFhIkANR7aCUftsx9SWMIbBRaG/63iyLQcHB0gkEgFhpfNHwcTs8fa4EstAlZHZdvo+ax98YIv1+gwmYXXq7/q8HatxSrXOvwoh9s83XzoWeq+GIuq7xil+48bOAuhxaww4PpmDa0c9GQRww+EQnU7H5eYgIGL0jaUL1mvBBusnM9e9pt1uF9VqFdls1iUQtXOiwpLZr6mwcquOZofmumX+EK5hWvet4Oj1euj1eieMY4xGsmPHeVfQykzxTHpqwYxus7J0FTZfdhzC1rRPQfF5Se06DOMh0WjUhcu2Wi202+3Qc7vZp6mpKczPzyORSLznYOVnpdhxjMfj+OhHP4pvfvOb2N7exmh0HEat6zMej2MwGKDT6aBcLmNjYwPz8/MYDo/2W4aBLeVv9uSZsPZZfhymZPC75aX2d+23Vfp9vNIqLypvrJGS79B6fe/nu+kBo1JIPmRlksomts0qQr7oA1uPHVvffWGKhsVLvM4TZvReKoYa5u9Ttng/FSsNE1dlkM8rHeh+fpXlkcixp1D3J9t7bBtYiEk0ekCTufI5VSzZZ40WsAlg9V1aB09a4PoiPekWUXUaafst5rXyXTEEI+O0Hz7DsY7v/v4+qtUqNjY2kM/nkcvlMDs7i9nZWezs7Di6U5pXo501oFi6G0eXuq6U9/CdmUwGs7OzKBQKSCQSoY4ixXEWL1H+Up+wbdQxH42OEw5ynjhG+/v7gXm2WEzxhQ/XW8Opdb6QD2uUAu/xbXfy6TkWX1u6oRIdj8fddkNumX6vPd2MyrCGAS1W5nCc6PX36QcsYbza4ieeRkfjABDuBOT62tvbQzwed2P7Xo/le1Xui3Fgfn4e/+yf/TOkUilUKhV3RIpNcKRJv6yCxqILEghaKNVibyeY9fIzvXqNRsPdWywWMTk5iUKhgNHoyJBRqVRQr9cdYdGQABzv17RJeHwCQMOV1aI4Gh1FBSwsLKBUKiGVSrmtDlxE7XYb6+vr2NzcdCGAWrcNQ7NKrfWA+IqCCrWUqmCLRCIuizGzjlOpoxBUz62G39lkIFbBHdceXwlTlHyKuBVsNmTJAlLSkPX0W9BqQYqCGJ0TfU9YUTrX0N/Tyml12vcqaDuNJriPjx51es9jsaMEeuxfo9HA5OQkcrkcstmsA1njlAzbDksXQPCkAAt6GJLPdaVWfwI24DicTPerUeCMRiNn9CMddzqdEyCNddJzddp8+GiN7eA7t7a23AkebIsFB5aX2CND2ecwUGEVBl5TcGHHlrxTDVMMjdXkZZ1OB1NTU9jb20Oj0UCv1zsBLG2bCoUCFhYWTvTjYXn7xa7hSCSCixcv4ty5c+5YQ1UyOJ8EOb1eD1tbW9jY2MDly5cd37t27Rrq9bo7SpSeUIY2MxpEt88pL1RQDQRlss/gZL9b3qo8lqDeeqDtu33XdK3od82Ho23yySCf4qLrVXmRzxiiPJH18BmfccEqJdo2W3zGbN4fZgixhWeyt9ttt7bVa2/5tcp8bZcqexbHjRtb0ko8Hg9EHloepc+w6B5hvoMKPyMtWZcaByjreJ3zEI/HHY0pz2T/qGhoHgMqEsr7fd5J/eyT03yXXeM+euK9PAJbQ+1HoxEymUzAgK916DrSKFS2S7d1WDzlw0VafPTOeUqlUkin0y5qlu9Qo5mdLy2Hh4fodDrY3t7GxsYG+v2+t11KO3yHzq1vTdltklyf1omp82TpWz9zLuzca12+OdX2aVGsyML28gQI5lDT7csPsnDe9dQRlRu8x+pvLFxz9ljU094H+E8s4/qggUAji7UOPsPPlJM80p5OWjXK/TyU+0JBsdjRcRAMDeakU5FVxdkKK95jQYFP2LMoQ41GoyeyyhIgKcFGIsfHFLZaLczPz2NhYQF37txx4fIa2qJJLZRpsg8+74ECFitYGW48PT3t9n5tbW0F9v212+1AUjMF9laY+ITnuIXlY3S8piGdDJHqdDrI5/MuxOYXf/EXsbq6ih//+McBRqkhQWGKrG2fBYZhbR8niHRedA70Pnvd1xZrmNJx55+lR6t8W4HKei2wtCBR36l1jBvLsPGx9ej4htVJ5qf75qgEKtDSZ3XcbOIXCxD0OhmunVMKNys4dJ4tgOC+ssnJSZczQcEHvVKTk5OBUwTs/No1ZPcr2jG27eL71ADa7XZdHpNGo+GiG/hePf/aAhwdH9ZLYafGJGsM9NG+AiUFbOSX5Iuj0QiPPPII1tbWnHexVCo5Y2Cv13PX2WYfeBwOh46nPjQO3N8yHA6dnNUEYAp8Odej0ZGhh6HH3Fbw2muvodlsujrPIk90Lfp4T5jiqmUcf9BIw0gkEvBAWeXc8mDWZxVL37t9/NqnyNo28ruGf9t7LA+MRo+PNyXvYj8VeNpxG8eDbP+sDLQKh+Wtg8HAbSXQc+55r271UG+tRg7wfbqPX9vrk41WnkxMTCCXyzl6Zt4Wa0Dxzamlt36/H8g4r+NNY5fKYNbLYg0UVMBtUjU6kBQf2PZauWjnyCfXdHx9Bjm73mgAoPGCx81SKdPxokeUckrnzdKuHV+LbW27eM1iD15X/qRFadSHA+06Z2SfVd51fBUDqQFPozx0HOLxuDvGnHXYbXxar8WeAAIGVH5WOrD907E7C8bTseWYqYGMa+e9CIEnTuQYkg41J5SlcWsMo1NlnA5xGobXutVxaU8WsXRGWmJ0Cg0UmuD6oXHgHRYV7hQ4QDC0zjITHyOxf8Cxtczua1cC4e/2ml3QzMJcr9dRLBaxsLCARx55xHlMSRBkSr79K0AwyR0FqG8B6/9Wq4VsNuvCbqvVKlZXV1Eul9FqtdyeXUYUUKBZizTbqAqAD8DY4rvms6pymwCTMjL0b25uDnNzc+7evb099Pt9l/XX50HXuVTFWgWqr/2n9cnHtK3QUA9nGINSgWfbbWnNtt93rz7DNiidK02yXSpU9Xlbn28MfJ/tc+OAut7HiBEmKtKoEE3io14IHU+dAyvYVVHld/UI2u86NjY8cG9vD51Ox+0dTSQSDhDyfg0b5VzTYElg5wOsPiFux94KMKUJ8j8m+OI48l00uul+ftZhwRIt6rlczh032Gg0HIjWvoS1jbzJRh9wbgkwOX4sf//v/31MT09jb28Pq6uruH37NobDo7wpyhdJN/1+H7lcDl/4whdw8eLFM9Hcw3K24qPJQqGA5eVlvPrqqyd4BYGOyl2GGk9OTmJ7exvXr1/Hm2++6c6dV9llZbK+19Ia77G8yLdGdM1Z+U/sYPl1WH22PRYzsNjrPnwxrhA4ajI0LWpk942Zym6fMmj7YQ2GqijZ8bd9ssX3Ll6/ePEidnZ23PGk1nBLWlBDAXmpvY/FYgk7LtpXlbfKm7hNkbhHE/JZPsyxUtlRr9edAsj69fg+xW2sj/PLPqic4dgyYRn/NOJKT0wIoymffNdx0bVgHRA2AozXaLwl9qJMJI/mvYlEAl/60pfwqU99yjmhGC3I8Okw44ulQxafoYDXWZc6/TTiT+tQWtD6otHjUzOsg0zHyocR+W5GGRAL0KhDXWFqagr5fB4LCwsuophbF3zYiu/T+aFiXq1WXbQ0aZd90Gd9ffWtD/tuxao0PrA/eiTke1FoeIpEjo25ahzzYVBe57M8BtS3zn10qcXSA40+XNdcHz7Mzme45judDhKJhNsWqvT8Xo7xgyr3zTjA46yY8IQA0k4M71fhoUqHMoMwa6VeZz0+DwqJhZbCTCaDaDTqsrUuLS3hmWeeQSaTQb1ed9ZiXaT7+/u4c+fOiQQbygCUoQyHQ3dmJpUVJo2JxWIoFosuHOjg4AC1Wg3D4dCFbNM4sLu7i52dnQCzsUqv9lXHJ2yOlMmy6ILkfQT9zOZJw0U8HnfPMOTOLkBbjw+MjWsnf7dtt995jSDBvtP2+V7eZQGeevr1HlX+rYfLtsXuu/S9W6/da5vDQPQ4wKLtjUSOsqFPTEyg2+06uoxEIs4LTzCi1nVr5LGCm9e5xvXdPr6gzyvNU+ho2JqCRwIdRgowAoJAyhp1tH2+9mvbtV32WbaP80vvlRo12u02dnd3MTc35/Jz2C1MHB8LEn0ASQ0pymN982r7S6+YRv9YA6TusbVeAAt8yPfPnTuHj3/848jlcl56e1jevTI1NYXl5WUXlq0ylnLT5h1oNBpotVqIx+NOBil/tNvCVMFg8a1rS3/2Pq3LKteAnw+RvpR+rYJs16kvPNfHh60csmvb3qOGUO2XNZCqDNCi6yxMNth+2eet59W2T68pH9C/RCKB/f19RKNRPPXUUwCA3d1dNBqNAP9SuaaGplQq5fiVbqnQ4pvjMD6k/dYosEaj4Zwx6lSytGadRYx+45Y3jbSymFExjm8vP/HMcDhEIpFweWQ0aaFiS77f4gZLc8Rulua0TazXylLdNqT9Jo/mOuf2vw9/+MOo1WqIx+P45Cc/iWQy6WQnx0k9o1a2+WjTFrvOVYapg8BXJ9tu6Vdxv86tD0cqHte1TOPA/v6+y5sVtlbZRuucsHzHyn/ifuY1unPnDiqVivvd1uXjDTqO9r36nTgGgIs81Lw+GuX5IIrFUYpJfPib9wHB/Fy6vdbO7bji4yX6LpV/YW1SmlR5w20b3EZEQ8HPQ7lv8Z6DwQDdbtft9bfedsvsbDSBFpuMg8UCDVUefPdrYjQuKO6b29/fx8TEBC5cuIBSqeTCNDUUJRqNYn9/H0tLS64/PgUYOAYLnU4Hm5ubgUXB905OTqLdbqNYLCKTyWBubg5bW1sYjUZYWlrCzMwMFhYWEIlEsL6+jtdffx0bGxs4ODhwiV64mNQgYdvlKzr+lvGToXJcGbmwv78fsMI/+eST+F//638FBLQyWQv0LIAKEzDjmIKvjz5ho0I6jGlYwTOOKes9GupqmZgPfNo/6w2wzEmLb6ys8hZWFIiOK8qo+c7JyUkUi0XMzs4im806emOhMPS1Vdey9fjwmhW+fN7SIj8rIFAaUqCu4IzRPzRO0qCVSqUQiUSc4U+FAIsqV2E0qm22YCRsjvUZa9TjWNr9qtpP1qNCVMGjjzfa8bURPXYOfTyYUUHcd+czTJJXcD4ymQxyudwDBSk/r2ViYgJLS0uYnp5GuVxGIpEAcDzHCiRjsRi63a7bW57P51EsFrG4uIhMJoNKpYJOpxPY7qJnf2uYsq5xIGhYtjyP7bFKvVUWrExi0bUPwLuueJ/2XesLUwrDaHTc+rfKjq55XQdWIQ17l65L/rd8hW3SdafXtd/2mm2/Xsvlci5pMzFSmDxSJwCTjlqgHzaHti1hyqHiLSo9HB91GIW10Rp+NWpG547fVbFTw4hNpsYs5tbgq3LNhwVUYfLNg2+u9VmrVPv6SUWf6534e3p6GrlcDsvLy/jxj38MAC7azMoA7UMYnfrkjE/B0mSEsVgM+Xwe586dQ7FYDOR1CJsnLarQKY607VK69zlvgGMdQA0hKj99W2VIC3bN8b2sV7Gm7rE/zRAwDg9rG9hv6g40VDERIZ050WjUJad9EEXXq+oi1tjk6yf7ptsJLP+yxcoLW5flPayf69kavm2bWMjruMWAc8yIkp/1cl+MAwTfTGrGTLgWSFgFwKfkAcHwL72fTEAXs76DTECVRDJUEmMqlXJ7ZDjhVIBpIVLmPzExgWeffdarFNC7Rsskrdf1ej2wh42LiNsGisWii2Aol8vo9/solUo4f/48zp8/7967tbWFcrnsrLzWSm29Er6Fom2wY61jy/bpAqLwoZJAryC9tLqdIMxDovVbsKhzeBpjG3ePfY/ugxwn9MKYF4sFFbZfVnn1/ZE+rLA/jSHa/p1F6bKAxQfCbZ2Hh4fOmMfQRIazs65Wq+WMa6r8a90qcFVoKIhW4GQ/89SCbreLfr+PZDLp6lJPTSKRcKGT9BJRMHc6HVSrVfR6PWc5Bo7Wt+5Z5FrV8bL85izFzp1dT1of36n8IAwU6Vjp6RBqDAlbR/pdw/99dBL2nNKtfrfAkvXGYjEUCgWk0+kzj93D8vZLJBLBhQsXcPHiRWxvbweiy7gOh8Pjc9J7vR6q1SpqtRqmp6eRTCaxtLSEXC7n5Mvh4aEzVIUBbV3b/E3/W5nuk/Ea6aXv4PqwEQP6u/Zf6+S1cd/t+4DwaAPbfl1r1gCnip6uTzsONLrotiefoY7/TzPyWpDry+ukbdN+Kk7yjaPl0WE8RpU937jof75HZYUddzU86Jn2fMbWY9vBXCeK/6wiqPjQ4hXNcs48UUx0q9hU2x5GQ76IDt84WsMPEw6SRnSe+H62lfdHo0dH6CYSCZfL6oUXXsBgMEAqlQo4cxgtwf7zHdbQMU6J0jGzuIL8QQ0rExMTJ0LNSf+Kte3Y7e/vY3d31+XjYv2cD8p9KviqtNpoA+Uv7Befs/hM2+OLXtF5JebXyBErw33r8bT1TUyk9E/+QWMBr/X7fXz5y18+k2Po3SpsgzqRbDSP/WyjBtQxEsar7ZrRey3d6HXiJuZCUAOTD/vr+uj3+0in025txONxl5vlLHj9g1rui3HgH/2jf4R2u43t7W1UKhUMBgMvkBinEI4TJixqvbeTq8CaRKAJSFKplLO85fN5TE9Pu5B/JhDb2NhwoXdkFhMTE7h48eIJMK4eSE1gwWMdyXD5HC2RyWTShQHNzMy4I2fouS0UCo7Z0GqoTE/HzXofbNEx0vG3At16d5RxKpMkM6YXQRUzy/Ts/Pje4SunXfcpuRbI2VAi3/O2DvtuFRY+pmuNAD4DgSpY2o6zMEJbxkXa2D74GLP9zD5SYHa7XWxtbbmjuxYWFlAoFLCxsYGdnR13fA7DkglOut2uW4+qmFAAaNiz0ogdfzUu7u3tOUOEggU9NpNeLIK34XDotjUBcNt0ADjjFvnSuHG29OUrCp51fvR5n3Kk19RLq2DVrhGlIfVU2jZbIWnbqEYWggwCDNtfBUJ6Dra+j/TOuWby0tPG7mF5d0qpVMLFixfxwx/+0B3FpF7rSOTYIM5Te5ihnutG5YhPHrAuljAeo++0RifLH/U3rVONdj6l1a6vMK+8T8753uvj6bZN/My26Vn3+ozKSd87geCY+vi/HW81ttu++RRONez75kbXJrGIjQ7he5mbyYJ5xTN2PumB9/WJbSeN8b/KAsV2VJA1mSDrtwqYpXnFhmowYxt1GyTHgoYENZJlMhmn/OiWVc63yiVLh2Hza/GCtp2FssrnUVWZwHZxjHq9nsNl3Ddt28P1RWOibzzt+1Rm2X6x/4yo0PlQZdyuV50Ti5Osgrm3t4dKpYJer4dIJOLkveIN7Yv2jX0YDAbufraZUYV0NGg7+Gc94ToHOhY8ajGMHiwGsPdY/qQ8yuJWjezStjwopZXvzGazAbynW1V8fE6diDQc8ahkqzeMw7i+3+18KE+0p4JZ2aCFdEB+Q72OdXS73YfGgXst2WzWDaoyE6sQaHIsMkhdDNaKpMBVFQ5d4EwkwgQyKmjI3FOpFAqFAkqlEqanp5HNZp1H5fDwEOVyGdevX8eNGzcC0QOsZ3Nz84T1mMV6UjOZDBYWFtxvZOT8PR6PI51Ou+gFJhrT8DkqOeyTWrx1LH0C0S6gsIUU5gEB4DyyChptJnW+R0N29M8W36L2Mcpx5bT7FBRo5EbYcxZo6XVrzAjrE//7DAP6F/ZefXfYePhAgq8v+l/BR1hhO+kxGQ6PkjrduHED3W4XTz75JO7evYuNjQ2kUinkcjkXykY6tEYwq3DYNiuAsGNqx4/1UGHgkTOMSqLBj0fX8F4muqHXhMllfOvFjuFpNDZOgSCosGBABbvPSKZAk8XOnQWW9hkF3wreLS9QpYNej1QqhQsXLmBnZ8flYYnFYtje3sbq6uoJcKfvo2WdSZ0elgdTWq0W6vV6IKpGAbHKicPDQ5dzoN1uOxlkvbF8lnOtCqH1xKnhjrSmRiytV/mApcdx60BljK3X8mUfTw0D3eybz0Cgyg3bwFBTRjPZ9vN+X1t0ndi2KN9kUW887/WNm/7XefMZBgC4EN6nn37a8flmsxngGbZdOg6q1GuffGDbx7v0M++171Sa00RnvV4PwHHott6r0QKKG7UP/F1xI3CcjJD0RaNJOp12xmkaUPhem9fKvidsTPS7T85xDGgcYF2K+7Q+3kdlmDTK6FRup/vkJz8J4Cjbf61WQ7PZdAZ4XcuWZpT+wnCMLXqP5quwa0PlkDXg8Flie1VAqbDxHRpNx3p9Wx/5PL9Ho1Fks1ksLS1hdnYWsdhxQnN19qnn3jdW+/v7bgujbxu1xQE6TmGF79B1p2NmTy9SQ9eDKDoGNMjQ4x5mGPDNvRrcLG+0n+34WceE7xkWO36+Yvk1ZR1pTU+g8PXvZ6Xct20Fdu8OCceCWqsYcLCt5V2vEXgkEgkkEgnHKKamppDJZNBoNFz4CLc0kIh51ur09DRmZmaQy+UwGo1QLpcxGo2c9WpychK9Xg/1et0xGbatVqs5BqNWdCVaMrlMJoNiseiEljKbSCSCdDqN8+fPY3Fx0YVyUxFn4sJyuYy7d++i2Wy63AjKrJTQwwCST/HS8DEVpCro2U/NZjsxMeEs06yLi0jDdXxKsr7fKn0WaI0rlvFoXbafdgGHLWSfwLNg5e0WX99sm8f1IayECRlfXfaabYddg+z3/v6+O9ZQr/M+X+ZuVVp9a16FtNKwj5Z0TdlcGBTEBG40sqmSRM84PSt2L6nPK3cW4OP7r/1moVJm14X10KogsnXqXmA9mpG8iUCQieV8PEDXsyod/J25RagsRiJHHoHz589jNBqh0WigXq97M5mPRiO3z/W5557Dr/zKryCZTI4dw4fl3SuMClDPlv5xng8ODhCPxzE7O+tCJXu9ntteBxwbieLxuJOxyWTSGd2Bs/FS/u5Tyn2KklWi9FldM8r7wwyLWo9+9wFCu958RT3xPnDpa4dtv/aPz1tlxj7rey6snT6+4ZNnWmZnZwHAYSX7jCrM5JmJRMKdq07eqYZh2x47Jj7nhUYK+JQvjlEymTyxd1ifVWOob2y0vTq+qsTyNIPR6DixtWJaxVqsU50zPvoNw2XaPmsI0n77toSxL7o9Tf/zxK1CoYBPf/rTeOWVV7C0tOR4NZP0aZi1nR9LOz4aVJpRQ43iCt264MOE6mW3vEDlHpNBAnAJ4tQJYKPq1Ghp59piO598tLRk69MxODg4wM7ODm7fvo16vR7ofxhf0LFVOrXX2U7bVhrNqBOE0f/9KpyXSCTi1o0a2LRPFnuS//mOZQ7j1fo850lPIFG8Z3kydTDikjBDijVOMHqWxkme6jM1NeUcTVrG4fUPUrkvxgGrMOuCVOCviqEKf8t8aFkiKCUQ4pFeBDCZTAb5fB6bm5uB8KpWq4Vut+tCjzOZDLLZLFKpFEajEdrttvOInTt3DnNzc1haWsLGxkYgX4Ja59gutl89KVTcuWB2dna8gobhat1uF1NTU5iZmUEmk8FgMMDKygqGwyHm5uYcsXW7XQBwCoEycQ0Jo/XYMhwVPL7/lrFw7qamppBIJJyXuNfruZBsvs+nzGn99v3qWbag6yyLK0zJ9f2mAs/XPp+l3P4fB8i0Hz7DCOdb6/KBxrP02Tc2pwHjs4Bf/m7nhcyXxx1FIhGnSHDvoBrfyIB9CVt84NU3BnYMWTRiRoUC11o8HkcymXReFDXeWUCidKBz6Gufb9zsMz6wR6EyGh3tn43H4+56q9VCuVzGzs4OZmdnA+22bVDLNXM9ZDIZtweW23msd4H1aPtVsbd8mGOjhgyOI3msjqUdG/IOpfeH5cGUZDKJubk5d2yT5akEjqQxRtxQ6VhYWHBbQUiLFpiGzbu9rryOv/P7ON5u6+QaVyDpU0TCFEEre2xb9btVTnx1WUCrUUFh9ev60kL5zzO41bPqk0lhIfr2fT7Fx46FFlXsFZjruFiDpcVz2gadH1X8tF12/HU+eQ+VbQX2pC1u/+S9w+FxEkHWpZEgKot8tOLrJ73SmuTNGnH4bh/GPU1O63jZ6AMbnaH8mEVPv/GFulM2cswuXbqEycnJE4Zq35yEFcvrfRjMh+ljsZg7PjWXyyEWi7mjh/XesOd1Tufm5lxUW7VaDWAWRqpxPjXzvV7X+dFjmSmblX/qHChGVkzJe8mvLP+18x1GH2H4TCNcGB1B3pHL5TA9Pe0MvdFo1DkYH0ShfmCNbnad6P06tpo/ScdG15rF0ix8J0/m4JynUqmADqq0Tqeyjxa0bdoH8mY6ZqempgLHfj7ISI0HWe6LcUCBpTJcFp+A0f8qJMjcCPwJjLnnuVgsYnp6GqlUynnTFhYWAgKfeQR43ng8Hkcmk0EkEkGj0UC5XMbq6ipisaPjDefn5zE7O4tz586hWq2iXq8HLKJqzabVmMo6idIqoZHIcYIcJpihwk3BlslkMDMzg0QigdXVVTSbTWxtbSEej2NnZwfdbvcEiFEhSEJm362V0afQ+IQa7+F+O6tUqQXY1sM2+QSWBU3KaHX+WcYpZ7b4AJ32S9vns2pab0AYc/O1SRVWaxnXebfPnaaE2t9PK2FMzt4TNp56r88rRpCXTCYDCVqU2Vthqp4xXRe2Hfa7FTQsXCuMAFDjQJigUaHP/ugfjX1hYxIGhMaNoSZHSiQSyOfzLpppf3/fZRu2Ww90zhR8alss/9F1bg2y1pvHz9yPagGp5VtMDJnNZl17df1YXn6WtfqwvPtlcnISMzMzSCaT7thOXTs6TwcHB+h0Os5gTu9iJpNx9Krh2dboq/NtefhZ59/HA+zzFlD7eKldGz5ZomvBKsIWHPpo2f5O/uaL3FNwC5xMKqq4xPIoy++0PVZG23G0Mm5cX+z67vf7bi+/r34breEbG9+428+UAfqdhTzFKvk6z+optIZQ8kF9n50T5f9W1mgUAg0QuVwukBPKPqft88kyX/9PKz4FiN9J+1apse/kyTzpdBqTk5Po9/tOmdEkn/zuixjwrUPr0LMOKB0H0hXlvzoRVGmz61Tny84rMfL58+dd4lX2S+eYdMLtCPo7x1T7SYVPFVxfe+xne49GR4wziOmztr57+Z190bwI0WgUV69exe3bt0OfuV+FskVxhY/mdW7VOBN2r9ZvZY3yY9KXL6+FrivON/mIGnPsO/mZW1hpLGQEns9w97NS7otxwGYdtUSuwtqnjPG7Mup0Ou2O7cjn8y5KgEpKq9XC9vY2ut0u5ufnnWU/mUyiUChgdnYWi4uL7vSEvb09VKtVrK2tYXt7G81mE/F4HI1GA81mE/l8HvPz81hdXUWr1TpBPCQItTpaocA+MBxF90TxlAImHWRyt1KphNnZWZTLZdRqNXeEWK/XC4TgWNCm++2UuSnTHie4VZBaUMH3URGzQEEFv2/vpm/R6XO2TWHM1FfsePve4Ss+Zu8DUxZE2GKjXizo1Jwa49rjAxj3Unz3nwa+fcUqAnbugeP9qgqE1VJrt5tYsMP3+AAgcJxpW89g1ozNVimmUOcealrUi8Wi2w4RjUZdwqFsNnvCc6pr1xdJ4hvLMPpl/9hmHuOkSZImJiZQKpWwuLjojvzTRGA6Xkp3fD6MznX7E4s10LKPPJ6H9+icqdet1Wq5vZgUjL7x0efvlX4flndW6J3LZrMuKShwkr8RqBO8t9ttZ/CxRiYgKMuVv4cpmyprrNKqxSf3w8Ch8iK7pUUj9lRxsfxLjebWQKn0a73D6h2MRqMuAZpVMDiGuv58PF8VF/U0+trkA7inyRE7vjoudl74uypZZ5VDPizhM0TYuqhU2n7oHHE8VTHkmDH6czgcuu1knCfep3zczoX19rJN+m5GSqbT6cBpElpXmOKhfbVjN24NqAKs/Ff7RizBY6X5m030x0g/njZET6qdK10PPsUrDFNo/2yflEfQEE782mg00O12kc/nA9tXbVQSC9s1HA7dVoKJiQmcO3cO+/v7KJVKaDQaLkkho/T41+l0nIGA86VGIODIiJFOp5HNZpHL5RCPxwNRuHat+ObU5+W2Mlv76KvH8lD9rHX66icfIa54UIU6DXC8tdSG6tv1pwZQPa2FxY6R5TPsK/FLLBZzJyXo8dTEXr6IK8oRPuOLINC2AEdysNfruVNLyO+JTZWf/KyU+0JJFDi6CNU6qcJPB1UNAiQehrPSEJDL5VAoFNz+SHr2K5WKy8A8MzPjCDeRSGB+fh5LS0vuPOfhcIharYZyuYxyuYzNzU2MRkdhu81mE/V6Hel0GqVSCXNzc6jX62i3267NqvApGLAeUuA4SQoA1x/mPFhYWHChVslk0lmjLl26hOFwiEqlgkgk4qzXtGDv7e2h1Wo544YKPgIY2z4rjC0D8l3TPyqDalm1HkkudFUOfeW0RRQmeMLu5f9x91tBbhms796w99h22sgBDQOzQj9s/H3X9X1hRpRxbQ77XcfKCj47x8Cxl5kAirkHSI8K5KxyYZUUZc72nUqHPImg2Wyi3W4jm806xYCCQTMVj0ajgKGO96gnnXXrZ/VihCn/lvGHgT6lKbYhlUo5bwdBGtvKaCjum7QCUd+tSk1YRJY+Z5+19ZLPqgfU0jPrtB4f7u/0rWPyfp+h42G5v4U5AqwHVeeItE4DObN+kwYI8BT0ci3xCKewhExhckR/H8ejlQ/YP7aB594Dx+dQA0HjltKvpWUbIq882q4PKoosBIbEFnrWvUYm8T0WwNs1pmDWeivtZ37XOixP8+Eq3/hqW2KxmDvylfNq69B61EFh13/Y/I+TnYD/JCC2Ta8r7uAWLRq1hsPj0xEsuFc+6Gszf2PdPOJa9y6HyVdLr76oEP3djoOOh2IF+9/iZ/JXtpF0rVFdNKxr0uBI5EhBbjab2N3dRbPZdPOu6y8Mj2j7fZiSdXAuaBzodrtOlvf7fXc6ipX99j2UdZp4L5/P48qVK1haWkKz2USv18Pa2hr29vYC63ltbS1gHADgjAgcO9JSqVRCqVRyp7zovAInc1zZdvKEAp6eZPmur/hwmKUT8iIbrad0Fral934Vto/rRBVzizV8a1/55zjDgF1LdBaRpvhuboVj9ACP37Zb47QdxF/EP4pXlBbVEUtjAI0R0WgUTz31FNbW1rCzs+PdSvtBLvfFOGDDn4BjIraeZcuEuDhoEWKmVXrauS+/2+1iY2MDa2tr2NzcRK1Ww2AwwOTkJCqVCgC4CZyensaFCxfwoQ99CBcuXEA+n0ehUMDFixexsbGB27dvIxKJuO0HtVoNxWLRbTGoVCro9/sBgMz+kbCscmP3yJGg8/k8FhcXMT8/j1KphEwmg9Ho6Oz4ZrOJQqGAc+fOIZVKoVarYW9vz4VxM/HIaDRCv9/H7u4ufvjDH2J3dxedTiewv1ktiBx7y/QtyFCAYhVo9sMCFOA4hNrHpMLAYNj1t8PcrIKr1339tADBKk72WSAIWvQ59VzZ9yvIHCcsfAzU1x+td1w56+9hDFwZIq20fO7g4ACvvfYaHnnkEeTzeYxGI2SzWRweHjpPhWWSOobWM0emy/ey8LoCZ20HGTX3glFxoHDnGtT9ojRe6bjqOxQIWo+kbZudF9uf0WjkEigtLS1hfn4emUwmAIoUtFo6s2OnAtMCTlVy1EjD50h/ChD5u0Z8kL9pfxiuHovFUK/X3V5RO4dUODVB1MPy4MpgMMCNGzewvb3tclEAx7yO4I1rJZfLIZ1OYzQaBRL78l6bUIzFp7QrPfuURhbLg/U/cHKfsdIZ99kSVHKN0pChXkPKunHrlJ/VeA/AjRvfzaR7vJdKqa41jQTgvRb76OcwZdGOhfIce78vrwTHTKONtP/aTl6n50+zi6uiS/7Iv1gs5qIctZ/6ftZjDeNsj7bNRyu8R+tmPZqXBYDzltKQYKMSrOJplSwbAaLRIepxVtrWdtr2UZGzY2nzCmj/de5948G5ZqQEcy7w/ayba1y/0+jHBLOUm8whpFEIdrsl59f22RafksuxV3nRaDRQq9UwMzPjtqtqHdaoaedNE3lzW/Hc3ByGwyFmZ2fdPnvWMz8/f8JIvbW15XInce57vZ6LGPBFrOg8WlrhGtnf38fu7i7u3LmDcrnsDOr6nKUXi7t0jdvvdn0rLar8V4xwvwrnikoy+ZFiJm2zlR/U7TQKy/ZTPxOH9vt9dLtdx995TCfrSqVSbuu1bmnhH2WbOlEZNaU408eP+ZlJl7PZLKampvCRj3wEALCzs3Pfxvu9KvctckAXBMGGXSQqANV6H40eZflPpVJuEuiBm5iYQKvVwubmJlZWVrC9vY1Wq+WyKEciEXf+JL0o9LJvb28jFouh1+shl8thZmYGTz75JHZ2drC6uop+v4/JyUlUq1V3ksHc3Bw2NzdRqVQCipJdALoQuDipbLD9ZGZLS0solUpIJBLo9/toNptoNBpOuZmZmcHi4iJmZmZc6DOtwIeHh0gkEgFDyfr6OlZXV7GysoLd3V3H5Ln4NAuxFcg+kKLzqMBA+2atbfqbGhksgFEGGSZ0rGJzL3QXdm0cCLVj4fs9jNmGgRs7rmHP+8bCV/+9jMVp9/p+twBPmTKVShqcGo0Grl69itnZWaRSqUD0jAIMFbK+MVIQaNcR67IhaqqMcF0cHh669UVPvN13ZtemKkwqXBUMaiSIjpmNENG2sW/sk+YW4JhaL4TPKKdjpGOpwpU5VqzHSdvEMi45E4v26eLFi7h27RoikYg76rXRaDgg5aOfw8NDTE1N4VOf+hQuXLiAh+XBFe4x5hq1Sh5wnHk+Go06WaP7t3XN21wzp/EpC3TtbxZohUXrhNXBZ9TgxzXFPhCoW77L9/N5xRxUmvh7IpEIvFPXrgJwy9Mt77TyzudRo8Ln2yak42YBM9vO/3qPRntY5di2ATiObLQGSvu+MAVGcZwP2Gtfff3y1a2/sW4NV+fzNreM0hWLjVyzbbCyNUwJ882Fygb7Ht96sVgjTO7pvZRTlk8rPeu6HQ6PQvDpILJh1TQOWIO8Jv7UObGffcUagRQHRqPHybk1jFxDsfmsLewX55lRImwPowno/SceZXuKxWIg99VoNML09HQgmdxoNEK1WkWhUAg4/miEGjcOusY1x5Idx3E0EEZb+p9jQDw/NTWFZDLptk5qAr7h8OhY0gdROH7cPuKLZtS+cJ1obijLI+w6UOML9RjSQ7fbxf7+vkuQnU6nAQDtdtttJWUOHbZD1x11M+JFPX4yTNYx0Sfz+vz5n/+5O9mn2+0G5veDXu5bzgFd/BwwFax2L6MKvWQy6bYRMKS+UCggHo+j3W5ja2sLd+7cwebmpjtKghZ9WvdJFFNTU8hms5ifn0ehUMDe3h7u3LmDqakpTE9PuxClwWCAcrmMbrfr8g5Q6WCyJh5hSEuVJuiisszkL6PRyDGvZDKJmZkZzM3NoVQqOY9ruVx24XxsI4E4oxjq9Tqq1ao7cWE0Grk+lUolXL58GUtLS7h8+TLeeust3LhxAzs7OwFPgI67FZ66OMOUC42Q8O3R4RFaegQQn7cAyges9F2+tqggt8+cpnhbGlQFSIGAPuP776vbtsNXxkXJ2PosoAy7915KWF1hY2qZtwWfwJGXqVareb1Tdu+6BZxW+da5Jn1aoGZpmICJf6rscF2qUYN1W56jEQW+8VJPm9KJRgewnfqbD5ArkFRA6fMOWmVCwReVwGKxiFqthmq1ik6nEwjrs4CDY6e/2/cpiIpEIgGlYTAYIJ/PO96k64c0o1sOeM0H/h+W+1dszhcLSjlHe3t7LvfOxMQEOp0OarVaIKGT8nlVlphU0/JH0oXl/Xqf0qVtnxarMLFfmryK7+T6pQFbn1cjJ5UThlhzLLhNgPXpuem8ZreH2XYSvPs8jjo2LBxfRj5pFIDWzXHzKbDKN+wzOv7K431yORY7SvZMg5+Vmaoka7G0Yev1tUO/h/GEMEVKlUqOHxPvEWfpPnbfOLL46JI0BBx73Bmhon3nZ+X/rM9iC22DOsKscshrYb8rHVu5oXPE+eTRo5lMxuWVIR630Z1WYVKcflqxa1ppnoo8nVPdbhe7u7vY2dnBuXPn3HFyaiDxvZMyhX3w1U8ewahatq1YLLq55bsY5agyfnd312EHXleDo0+O6bwor/R59bX41qXSge8ZvabzTWML124sFkOtVsOLL75437f1af4k7b9tr71GHqtbQq1DiQYtxUt6ZDXzT/A4deZlSyaTSCaT2N/fR7fbxd7enpMZqmOyXaSNeDzujBu++Wbb+X0wGARwMk/AYxvH6QMfpHJfjAN2Eqz3TkGvVdAI9JlplaH4XNTb29vOMNBsNp1Q1jwFnDSexzs7O4uFhQVMTk5iZ2fH7dNfWFjA448/jscffxyj0QgvvvgiqtWqA0+dTgeZTAalUgkzMzNoNpsAgEwmg9nZWczPz6NYLGI0GqHZbKJcLmN7exuNRgORSMRZswqFgosE4Dnk1WoV1WoV/X7fJURJJpPOCtjv97G6uorXX38da2traLfbbjHSQFAsFvGZz3wGi4uLKBaL+OQnP4nFxUW88cYbuH37tjveQwW+ZUwUWlZJA47BJq9ZpZrf9QgZ36KwzM8WC4z02jiAY+8/jRa1fxaAjmu/Pm9Bhn231ucDKbZvvraFtf2sDEefs+GnvuIDOSqMCcRsqDi9cDQecU3b7P++91ulgjzAen18c8Z1oIkKNduwT7n3ASLLj9TYYQGseiV9igufo6GM/aGVmcY6ttOG9+oca1sUnPNdGjFg2xEGLLQ/ClT5u22TGnGYYyKXyyGTybjv+jx5b7fbRblcxmAwCOwPf1jubyENqGEJOF43SkcET8xxMxwO0Wg03Na5w8PDwP5deiGZc0A9fz6e6bvmW/th/VCQrYYBKu7sI2lU98EDx9sa+RsL62J0EZ/zjRNwMiO7/refw5Rc9XxzbDW02xoGfO9gf8MUCB1vVU7It5QP2vGnMqlGEcVjFqf5sB1LGP/WazrH+n3cOEcix0c3833kp5xT0qr1SHMO7FhpXzg3vNd6QG0/LY/kM2q4shEOFhcQcymN+YwMPkeG5hjQ9c6jCvlHua0h/Kp8hWEDO4dhuEiNCFq/LcPh0G2DXVtbw/nz51EoFE70w85/WJ28lxiFc2jXjOITvkMN3Jw33UrkmwOlD9sOrmnFTarwsj3WmKO80/abJUyW69rkdzUK++bg3SxU0DW6wmIZX1H61Uhy/R04aYTheHK9k1/FYjFn5GakAPU+bjft9XqBrWiW1inf6FBSB2fYfIxGIxfJQB2VxsSwKLAPYrlvqS11Qi2wJ5AE4J2oVCrlLEvcTnB4eOiYS7VaxeHhoTupQPehEUgw7GZ6ehrFYhGJRALNZhPb29tYXV3FYDBAs9lEOp3GE088gQsXLrhIhMPDQ3S7XbRaLefRpwef2Z0TiQQWFhZw/vx5jEZHUQC9Xg/VahW5XM5tW5icnMTs7CyKxSImJibQbDbdNoVYLIZisYi5uTmk02nUajV0u93A6QaHh0fJY1qtVsCyeXh4iM3NTXznO9/BhQsX8Pjjj+Py5ctYXl52Y3ft2jVUq1WMRsfhTtayrcxdjQQKlJQ5qhD1JfHwKc/2nrdDS6eVMOXZGhN83lreZ0GM7x7fO5W5q+AP2xd6Wgkbt7MaCHQu1ZtL5hr2Ht5D8EoGTO+Wj1mGKdi2vz7lQBUB/c3+7uMjwDG/4O88VYQW5d3dXTQaDbTbbacUUTnI5XLo9XrO6w4gILC4ZrRd2jeGqmloI8GHGs14ugqPYbVgWQ0JCoY4LponQBU89R4wekkBjc6RjqnOk4JyzrsNN43H4ygUChgOh4F+8h7lu7HY0fnVd+/edXzQzv3Dcv+KGnmA47m2Rnjybhrie72ey9kzGo1OeBl9RgDL+7SE8WEfv/Td7+MV2mY1EFiFnsqYjfYh5rByzaeIWmO5r28+RdaOj+VVaigY12/LN1Vxtr/7xpj9s8YAHx9otVq4e/cudnZ2vBEQPuXRjkWYTLJ8POxeK5N5j0bCKJ/UZNc2YaBtq6VdnzzWMaYs0ASdSg+6plS50zU2GAwC9Ke0pMqUNQho0fussc8qf7yHua00ikyjZvi+TqeD3d1d1Ot1DAaDE3jcN2/j5pfFhy+ZA+Hw8Cgn0draGm7duoVz586hUCi4MffxF/2zUUk6PkpHOveaC8yOnxoH7LYa2warrOq4Exvt7++7vGGatNVHj6zLZ3SwdGwjK9hH0j7njfPd6/VCcey7USKR48jpMKOJj1dom21kAH9XGrAyS3n+aDQKJF3nNoLhcIhcLufy57RarYDhQPPw8P3kx4weUL1GMaDlH9zSyrFIJpN49tlncfXqVayurp4Zq7+fy30xDhwcHLjspEz+4VtklogmJycxPT2NVCqFeDzuji88PDxEpVLBzZs3sbW15RQXChXNlplMJlEsFjE9PY10Ou2Aeb/fd2G4NADQWHDx4kXk83lcvHjRZe7d3d11e/9zuRwWFxfRaDRQLped506tRiTaeDyOfD7vTiIg8ezv72NrawtbW1uoVquYmJjAzMwMCoUCEokEGo0Gtre3nYdmfn4e6XQaMzMz2NjYwN7entsfSYZxcHCAra0t14/NzU1cuXIFCwsLDvi8+uqraLVaAOAEK+dAAYBVyqzAtYBBCZ8LyFqSxykFZ1UYxi0ybfdp77NGD0uLtk++9yuYDQO6QNDybj3Ap7XNChJf/Wc1ENj/4yzK2gZ+pqGNCrUNVbOGAJ/Hxc4LlQ6rGCiIVg9nu91Go9Fw64R0mUgknBGO/AY42m/G6JxOp+Pmu1AouASg9Jyy3clk0in52rdMJhPwIqqxp1QqBQQe2zw3NxfoF5Oq0uCndei64X8fCKBQVCMPBZc+Y8GQVQT0moIOftc/timVSmF5eRntdvuEccCuJVroeQzrI488EkpvD8u7W+jtV2WFRXmL0gBBUb1ed7l7lE6sYeA0+X2akshn9bPyUr3Gop5w0jjr0D3nwMlcMnpNeT+9PLZNFqdYr6mvLh9/471ar3prGX7KyIGwueKfAlSdW5/csgqSnQdtPwDXDtanoFwNhlQ+GHFh50oVBe230pHyCh2rMJmhfWWkGOUCo7A0WsanZFp84PvTvtO4Rs+g0omOu7ZbjTE+fKEGWB0HnSvFVhxrntij3kg1+LDf1ig8HA4DuSw0SaH+pgYE69lm8YWnj8NLvrllncTA169fx5NPPulOIFLPu6VvOz46Blwb2n8ff9G6VE7q+Okcq0PM0qhd6zQQMBnh2traicg63ucbHx8fDcNGer91EoxGo4Cx4H4WjbayxquwQnq3uY/0dx1rS5MaGdTr9ZwDmdsIer2eS0JYKBSc3kjDgea74FpkoeGA0QOK0Xx6BedAIxMmJyeRzWZdXjw9AeSDWu7btgK1ElnrnTJSILgIqHhzb+3k5CRarRa2trawubmJTqcTIDJONvcc86xnnluazWadxXJtbQ21Ws0BayW4fr/vCHI4HLoQf+BoMRSLRTz66KNIp9OIxWJYWFhAPB7HxsYGms0mKpUKer0e5ubmsLCwgFwu56y1tVoN6+vr2NnZQa/XQyKRQKlUcgnd6vU6rl+/js3NTaRSKSwsLKBYLLrkhIVCwSn4XERqCev3+7hz544zxnziE5/A3NwcPvrRj6LX6+HNN990uRms8gcEz0a3QlMZG5VFC9K0XVqH/c0Ct7DPb5fmxhUL1qziHQZQfWAmjJkDJxMgqfC246rPngVYh7XHtiHs82lFAZTShu7bYmm1Wtje3nYhx6RHhpbr0Zd2fC0IsEBCPeFkwATSzCXA92Wz2UCIbqvVQqPRcABvYmIC58+fx4ULF1AoFDA1NeUMbblcDqPRCLlczoUYKzAuFosB5VyV8lKpdGKMo9Go20upa4rCVJP2qMBj3y1PtGNGmqJCYZV7jo/OE+vygTkF7+olVkMIx/ng4ADb29vodDqu3Xa90POYz+fdvsCH5cGU7e1t/PjHP8ZgMHAyStczt8q1Wi0nfxKJBPb391Gv13H79m3cvXvX1Ue60nB00qzdg69gLgxM2zWun8N4v08OqfyzipQeJ8g1rLyXsp5KH7GDVTysEq7r0n63Hm+fQYV16V55TQrn67saB3VcVSHg/OhYWdmryoTFYJFI5AQu0DnVtrEe3b9uZT7HRuuwY6n32Dn29V/phhiNipDlQxqiPs7xocUq3dpPGpo1K7sq+lYh1Xep3NA976rQ6tjYSARtB8eDkaOaT0rXJ5VezcNArHbr1i0nI7VOq9xpe/QeW8bhCu2Dji33hvf7fbTbbbdtl+OljhS77sPeF2YM8+FRdY756rR8yc6rDzcqH7LbHO6l+HChnRPSIR0O1I+oBzWbTbz++usnjBPvtGhb1FCpiQh9fdBrdOLa4ws5fpoY1x5Jrcp7t9tFv993p7gx0vzw8BD9ft/pVzzlbjAYuOt6FC2LjjHHVw1nvMfyQQBOb6S++r3vfc85qNvt9n2N4HgQ5b4YByYnJ5HJZJDJZNzxV1QygKAX0wciaOlkeAiz+TMRkgpOej/oSSwWiwDgjAx7e3uoVCrY2dlxOQNInPQ4ttttFItFt/e/2WwiEom4UxASiYTLWzA7O4vDw0MHrJrNJqrVKgaDgTuJgN6YjY0NdLtdF2YbjR4dq7i4uIhLly4hmUxie3sbb731FlZWVtDpdFAsFp3nn0oSF4geC8N+6H6yg4MDNJtNNJtNlEqlwJE8HGOtU4tllKp8MJpBM4xGIhE0m02MRiOsra3h3Llz7n0qvFi3VczVYBTG+M/ymzIu2x/LaFVhDwNTvvfca7FCxiqALFYInva+MGEWdm0cKBr3DhrfEomEy6+xsLCAtbU1d1+tVsOdO3ewuLiISOTIqEfF2M7bOAHvEyQ6Rj6llnVls1kAR975er3uQDc9TJlMxvEEGuto6IhGj/bN9Xo9FAqFE9bs4XDohK+2g33T/Z0KuHWtKVi1Y8FilSyb18F6ndg28kEfCPGBGqvs6Du1bnoS0+k0ZmdnMRwO3T5zjpPu99XxokCdm5tzfPhheXBFQ6+V3wJB+s1ms1hYWEAymUSv13NRB1tbWy40GTg6J12TvZEv0DOiShAQVKy1WGXVB4D1Pp9RgH3T9UOFgteUrq03XiNvrHeIRdeCry28Rz/b9a3GAS1c2zRkcg3Ze6zCyLlUT6YPO+kz2nbbHtbF+zRLvfJfVVZ1Xz/5QTKZdPf55tc3t1bpsuOpc6e8it5Z8nXdSsC6lG/yujXU2DXhm1/ltwyFt/xd7+G4KF1ap4u+Wz/7xk/HQPPI6BzZP6V/0kc8Hnfe1Ugkgp/+9KdurVtPrx07VYysPLLjF6bMal/ZNvKNWq2GlZUVTE9PB8ZToxt0Xuxa1v8WV/hojNetUWpcf3x06bvHzgEQjKQNW+NnLWF8iFuuNZr4u9/9Lr7xjW+4CLJ3qyjm8R1fCATXjfIOtp2J4jVvDHCc/JNbcWhIs15+G3WgxgQaw5R+LPZSo7CuOdI6n9ftBazLJ0tZ9vf30e/33akH+/v7mJ6eBoAPvIHgvhgHUqmU8+Qnk0lHRHZRsZAx6CSTEDudjtvLMxqNnHeSz09OTiKfzztPfKlUclmYh8MhyuUyNjY2sLu765RrCjwArn4m28rn8847pgCcBggKRQBuTwvbn8lkAAAbGxtuCwQAVKtV522cnZ1FoVDA5OQker0eNjY2sL6+jkajgdFo5PZ/NptNzM/Po1QqYXp6Gqurq9jf33d7nQngdNEAQKVSwerqqotKmJubw/r6ujt6Qy3ydgH5AAnPk2UyRRXS/+f//B8ACJwbq8IsTAjfK4PUYgUt6/aBTN+zdu+8T5HS9oUJgrB3WKBho2b0HT7G4+uPtv+0d9rnw4Cu/m7nIxI5isSZnp7GI488gieffBIXLlzASy+9hC9/+cuB9iggUdqxIFa/a7HgyM6D9VwCx4CFIa4ML2u1Ws7yS+MAMzYrTVNYMfSMv9MDyXnRdaXjahVqS5P2d9svC1y5hkejkVdp4Lt1HPSseh6JaulB22W9U8AxOOX7rXI1NTXlAGUikXDHu3J/sg/EDYdDbG9vo16vY2Fh4UQ/HpZ3v4xGI+dRUS+l/g4Eo5p4TyQSQS6XQ6FQAAAnq1Xx9vEdq5zodf738byz8P0wpY/P2u1L9r0smkNEvVs+GaVKuc+o5yuqEGj/fIYBNZ4RCOvvPqWH69WOtR1L5bs+/qL91vv5bm6z6PV6J3gcn6MxVKO0yLNs9ITtl/IHzoPNY2QVZTXe8L18zsoV+5nPaJSDjq3iICsbfePLpGc8OcsXOWOL8lodBzWm6TUrT1h8GMoaofkONSBxTHX/tKVHGzHA68y47ptDi398uMViHP09Go2i2Wzi6tWrGI1G+OhHP4qlpSVHS6RHfY9vjfLaWY9E9JUwHuJ73jd+iiXDdBwfj7Tr9jQDgk8p5Tjw3dFoFL1ez62Td7vQ607eaY1MYbxSsaEeu6ltp1NH67FGsYmJCaf70bhKvkXFnAYAKusTExNIp9Oh64l5A2z7rJFKn7M8X+mA0RFq5Pggl/vSAwoTHvVngYYFKQrc9fxu4GgCO52OSzihVtrRaOSOJLx48SLOnTuHXC7nEo9VKhVsbm66c5tJBIxK4Dt5zimThk1PTyORSODChQtYXFx0+1oikeP9yQwLnJ6edgTR6/XcMYurq6vo9XrO4JFKpdxRG+l0GsPh0LWPEQ08jrHZbGJ3dxdzc3OYnZ3F+fPncfv2bXS73YC1jARJgTMcDt0Wivn5eSwvL2NhYQFzc3PY3d11i4bzoZZtIAj4+F0XJQC3KDW7sVrqfAooy7jfzlLCQKoPjOnvLD7vte/ZMNCh/bOAw/fZAjwrLLVOq2CeVsYJMn3/WZ7hb1wP9A632200m01nbGOo+DhB4Ptv22UFp62Dbed/9QpqHcDxWeWJRMJlQCZvYEZdPb/WgmUF0joOKgDJn9RQwf8WXNnwfH2njTLw9Yftt4q68k7mgKDxg9l77VjxOetN9IFr5dNaKPAGg4HzOG9tbbnoLh0vGnbL5TJ2dnZw5coVL508LO9uGQ6PjuNqt9sB5cEa1VhoiKfXI5fLYX5+/kS9SsPWa2qVUH1PGE/WdqgSwe++tqqiYyOw9Hm2TWWhAnd+tpEQ9n0KDrUNWnzrx1eU5w8GA3Q6HWfEsXNjeaW9roY4Ve587bOGSZ0zq0j1+32Xa4IeQZ0/yzP5XxUhbZPl3/Y535hqHzViQOsiv7FGzsFgEMBCfIZKh0ZJkg4I3nUedd75ORaLBUKMR6MR0un0icgFn0JjaUOVJD0mj/MDIGDIoCzRceaYqgHPR6sqxzVPDQCXOM9G4uq420gCfbctlgZ86946DEajETY2NtzcpVIpzM/PBwwTaggYV3wyS0sYVjsNv/nok8V6pomV6CnWebL6jm/N+N7BezWMXzGAKs6WX/j47zstipdodDvNK65yQ/ODaLQS4I8UVR7OdycSCUf71K1I53SaDodDZzzglgO+kzKRvKHf77s8BQCczko61KSSFtMqT6OOSh2TUbfUEz+o5b4YB2q1GmZnZwP7nhSwWOXAKglUqMkgbXIVtfSQaKanpzE7O+uyhZPAFhcXMTEx4Txgkchxtk0VIsCRcl4qlRzwvnDhAkqlkjNU6EJmPZlMBsPhENVqFXfv3sUbb7yBzc1NF3qni4qEHIsdZYBn4sO9vT0XmUALIDOtnz9/HouLi1hcXESr1XIMXZX1SCQS2HvU6XSwsbGBYrGIQqGAc+fOYWVlBY1GAwCQSCS8ipsKZzIdehD1CLbDw+PjX7Qos9JxeifFgkjb5nFlHPC0NBdmDFDQw+d8Hh1fe6z3QK/5+hY2Xj5wdVo5K3D1vYMCt1qturXBUEDbP/XOqTeCuQHGrXOr+Kp3LUw48xneR37As7p5Fi6LgiPfeIeBX/IaXb+8xmd9/bHgm21QAGbfxfapwOc7+Jy2hYY5jr969nxePPufc6fgRH/X8WeEQrlcRiqVwtLSEt544w03v2ohj0SODAT1eh0rKyv4zGc+8zNhQX+/F467ej4sqFEvYiKRwNTUFAaDARqNhtuew6IAU9cGQZ6CQwsS9bkwYB7WB73Xx1N9/NhH21ZB0/awD6rgaR36Xisf7DtO41Fs697eHjqdjjO06lGvVFbtu318yd5vlUvbFv2vXkpfRIidMzsGyvtYl085te1XhXtcsUZX8jv1DBPvUWlXZVqPrbPyQ/mi5ePWUWX7ocZmJm4k/2X7iEXViKwREnZu7Fhr31UOajJvrdt6y60MtSfoqHGMspnbx3Tt2kRzFqfY9Wllqa+EKVaDwQBbW1t46aWXMBqN8Iu/+IvudC8dP7smdH59+G7cuvStJ1+7ucZ8Rdcc29lut7G1tYWdnR0X+Ud5rM+ElbPySJ0Dynw1mJ02F++08P1hxoEwXEt9juuF0cfUWyzvt0Y77TO3c7fbbXS7XXeN+hxz63AeGPFAuiHd7+3tod/vB4yLdEprJILiPRZL/1yrvV7PbfOIx+NOxn5Qy31Bbj/96U9x5cqVwB4TTo5aTm1olFrkVACpQLTeKs3oSusyTwfgnqbFxUWnVKuSTmJiNvRsNot0Ou3CVbLZbGABMlqAC4TtZBbWGzduYG1tzSWpUPDBe2kA6HQ6aDQaLhqAdfJzp9NBpVLBzMwMpqen8eEPfxixWAwbGxuo1WpOCeKY2r1w3C6hhpNKpXICvPkAiQWGaqzxCV8Np+Hi0/BszjH/W/A2jin6wB+/W0EQ9pxtr4I3e6/2W+fZJ1A4p75iFX7ee5rQDeuLFcZ6PewZ22ffc3qd65HRIhy7RqOBu3fvuoRlPvCu9KR9VOuuD4wrqOGfei6YkLDX6zlrsG03lRSr3KsxT+fRKuraFlXWLQDReVA+pO/kZ65Jfc4aB7SdFuDwN028yrWu3gJGdMTjccf/1Air1nmt244f+8j/CoJyuRx2d3cRiUSQz+ddYiBfv5mQ8saNG2i1Wu64qofl/pTR6GhLwcbGhsucDBzv1WZRwM39n/v7+9jd3UWlUkG1WnX3ttttB45ouKZCrSGU2gYfPz4NFAMnjQl6nf/tmrQ82vI62y6tR9eiXbuWz/r4mV3zfI/+pu8i/2LEgG9LhH2WdXK987+Vy2ybVdoBBLCE8mLrrSOmIaDWiECOE3kHnRo28aNvzmwfdRxVUbdzxTGjR4+8VpUIbsuw/Jx8nkq14j16LrnvneNDHMr2WV5F3kv5cnBwgFarhVQqFTB+Kx1oVIjl89peVViUb1N5pxGJ8zYajQLYWRO3sX5ub2UybZ7Mc/v2bdc2HWu2mf1jRC1/oyLow0E6t2F4zGIspYP9/X2Xx4jbVhmZwXGxclxpW9exxTTaDt/a9ZXTsCQ/K37kfNjxURoIq4P3hfFN5VFcM8znRn2Fesbu7i7W19dD+/ZOiuWDylvGjafiIMWApH0aCehlJ96hzqVREyzUoZikmuNFetfoBm4Z5bqik5nvJY1Th+QJefT8q77HdlgaUj7PI7PT6TSi0ShSqVQg2vuDVu6LcYCKK/MO+BYIi1qJmLBHQa7mIQCCGWk1wcnm5qZLOpZOp93eE+6PV++9hqExczM995xoAqJIJBIIdSKzIvGR2Gq1mkuKRrBOQtJkHOrxp+XWWv1olWSWzYWFBTz77LM4f/48rl27huvXr7vjDQE4Lx5wvJAHgwFarZbLHJ7P55HJZNx+QQvw+CwQzKqrhgc9AkbPU+W2CVpMrQJo67fCkvedVYmwgiiMqVuArONj6+N/3x8QDBm0YHVc/VZwWWOXBcanjYP93fdd+2LbZOfDCiUN/+LxLGR2u7u7gffolgNaaBOJBDqdzomw07Bxt4ozPyt44zoYDAYur4ftowVkulYtHfjAm8+bZiMjtG6NsNF3hfXXp3TY+WB9+pzPw8n1rSFsPGpSATGBtVWm1LigioUaEFgGgwGuX7/u+sYTYzRqQIEk+UKj0UCn03F72R+W+1NGoxFWVlbwl3/5l9jZ2UE2mw0ojZRfvV7PyYPHH38cqVQKm5ub2NraQrvdxo9+9KMT9fqUYNK573MYzx/H05Sm7buAk55dXYNaR9iRa0BwCx6j4NR47zN2h/FPBbf2PdpHxQb0clmPrx0nfYeuKR9Ps+Pj8+JZWaBeeeXPhULBrVdGBSqe0CgBKsisz2IP7Y9PLivP98lO9YzT86f4zyqqKi8YJqxOIvUGaggyFQIqCWoUUf5OHqrjzyzlVGp4nw8P+OZXx0kVQY0y4DioAsz7lH9buqA8UKdcr9fDnTt33Pss/VgFlJnho9GoS9itW1DDDFU6x7bfOqba34ODA6ysrODll1/G1NQULl++7AzKVOrCDBo6ZlZ2+3iOr62+33Qt2TotX+Qa0C2HlLk6RnZt+N49jofauoi1WCqVyn0zDqhxzmKp08aZx/yRZmKxozxm0WjUnTrAo+nplPLpjBYTpVIptNttZwikHqW6Da/riQU6V3ZNMxKBiTz1aEM1UJE/23mhQY91p1Ipl/T6g1jui3FgfX0d6+vrmJmZQSaTcZ58wJ/9lEKQ+yDJsElITHBIxk8GSYHA0JBYLIZut4uFhQX0+31sbW1hY2MjIDQIDnh/oVDAY489FqiT+1N0j7USnRoHVLm34WVcDFScaMWiB4aEpECAHls933ZqagqFQgG5XM7lLojFYlhZWQmcYKAeRmscYeiNL9O4z/sd5l1lv/70T//UMSMFChRosVjM6yXRRc+xU0Y6TjH2tcV3XesPY8qWCVvhY73fOqdsc5gQse2yTITXwoBvWH99dYeNhQWv48bVKp58nnPKsWD4MWn1+vXreOaZZxzzZ0LPXq/nsjxrfWHtVaFn6QMIP9XBJ3gtkNDvVskJG09eV/ChlnKf4s971Drue5eCbD5j16JvbPg854R7HMlXbT+slV7nkb9boe8DYPV6HW+++SYWFhawtLSE8+fPuygFnQ99JwBngX9Y7m+h9211ddXJKMoXyieN5srlci6nDo3f9GyzKO8MU9otGNfffN/DfhsHlMMUTOXB+qc0qUoUZTKjbDQTNt8T5s22yplVyoCTBgzKdo5rp9NBv98/MZZcd1qnKkW+MfPl9gm71yplfFaPVFUnjOVtdo45lmyHKm6+53z9tbRgx5vt8u3rt0Yp7Z/2i/iNWEnrUiWFa0MjCHzjxznW9tG7z9/UcKLjyG0H3JapR7/R8KH9sQ4Tzi+Lvov3WyxKvNLr9fDWW2+57aQ6xjbygu/k2GleKZUjFrfZ8Tlr4btjsRj29vbw2muvuXwIly5dcseQW6egVcxsnZbO7Fo9rY3jeJZe177bMHvf+7X48JYPJ9t7FI9z3q1z8X4U3bLG+fdF2di2k19oAvlI5NhgQNzIKIDRaBRI6KcYUNcwcLQFXHUcjRwlfx8Oh+h2uy6hqK49Sw/D4dH2LzUeqxHRh/VVH+CYMHqPR3TyOEWf3vt+L/cFvb322mv43ve+h9/5nd9BPp9HKpVyHmsrUHVvFidIj7bgnpJ4PO7O5FXvOxn1ysoKer0eNjc3cfnyZfR6PayuruLu3btoNpuBjPqMCkgkEigWi+h0OlhYWEA8Hnf7+hcXF3H58mXnNeXeESUEKsMqEJSo1fJJIE5hpWGeXDx2PxkXoFq9c7kclpaWsL29jY2NDefFU8OACjIaI+gNUOHK/lgmqooDx0lzDESjUZTLZRe50O/3Ua1WQ8FBGOMLU/DOUk5jTAoQtQ3jhIT9TQWjTyFUganXLeAb1werxPreNa7/9t38rseN6Rj7QLe2g8Y5CmVad+mdDmuDeqMs2FUG7FOqlR75XdvsM1QBx0BJ61fLtgpwAhF9rxXA+l1Bs+7ZZNH38t2akMbXL/tu9oGCS/vItjQaDWcQVTBYqVSwu7uLTqcT2Nd2eHjo+ImOWzQajPyhACZ/4HXN5TAajdBut7G+vo50Oo1kMonHH38cS0tLuHPnjgO+fBd5dbfbxZtvvolbt25hdnb2xL7bh+XdLd1u14Erq8RSTlE5ZTj0aDRCMpnE/Pw8qtXqCX6oygq9JyoXmOgT8BsKWCxvfzt83sd79b2kVQtauebpRVYPsq8+fY/N8m75mE/B5brhFoJOp+OSKVs+5FOc1QitPFD7ZPfKaxt9hgONcrCK5Gg0QiaTCXibVbn0GQzVcKH8VuWsNRRoH8mTfLzRKtxaj/J0HTf+xjaRn6knkg4XIHhOOwCnYOj59BYz2HEejUZOIdHTs3QdsA0adaon0eg4c33pGmb7FWeoPAcQUHb4TmLLaPRo6+q3v/1tdDodd0+n03H7rX1yjdibXlSOrY0EtJ99ddl7VXkmb4lGo0gmk+h0Onj99dexu7uLa9eu4eLFi3jmmWcwPT0doDHdAqKGCktzlkZ8BgLfPNt59F3Xevb29lCv19FoNJxTk8WHWficpWvbbrtmaMhVHqG/h73rnRbSsWIPH++zfeCzaoS1zp6pqSk3t3Tg8h2MyvHpFBwHboHhuiJ9UFchH1bl3CendH32ej3XbjUQqGyxfdZrTDxLnSmVSrmIrA9auW+uHTJmKhW1Wg3AcZgWi110TOxA5qUWJiUO6wHvdDq4e/cutre3sbm56ZgtmSEZORAMNx+NjvZsMsRsbW0NjUYD/X7f7YMi0VFwkSlzG4RmKiXQZhv5nGVuar1XZUIjI3TPizJDMmJV/K1gV+OLhlX6vId8t84JAUM2m0UqlXLChgYZJXbWrYYeCj0fk1VFTH8/DUjae7U+ZdhWQfUpxlZBts/7gLZtk4IoVa6skjeuP1Z4Wuu/FWhhxSfgOCe2jnF1sa/sw3A4RLvdRiwWC4AMX9HwK+uJU1Csyq7SNNvsG3/rMVE6V6WW9yp98D6fkmot76xD97zpeHL8fJ5V61Wz+xAZDaTrk+PbarUCIIfPMymkVQYYqqwePDveyje0jbrmLbjiOCn9dTod7O7uotvtYmZmBsvLy7h9+7bbo6z8hduzdnZ2cOPGDXzsYx9z+wEflne/7O3toVKpuD2TpD8amgn2bTI13St748aNwFGYjMibmppye7812o4yh2GUysvDlG77my1WJlgebvm28g31gvreG41GnWFAPVDKby2/0u+qCAMnFeB+v4/RaBTYRkCwS4VPlWrfWNh+8j3AyfwnFjDrb/qsVZh8/GBnZwdPP/008vk8dnZ2nMeYv6txgXVaHOHjPSzKW7VN9jNplXiF9RAbaRt8PJtYg/xIvZPqjOFc8F7mmLJ5FHy0qjhH1xYAF/WpPBQI5gsgntVIB6UtyhTeS6OGyhR1IvC99PbznaR3TcTGQgccFTHr8Vca4XiQV1jDlR0b3+cwrGFpNho92sJw584dlMtll7vr4sWLLjyb22NJn0p/vvlSOrfrxBoGbL90HdpnOD7MP7G9vY1KpRIIcbdbUfgu39iFjZHtE2lZlW7y5vtlHFD61S09vvZpP9UgOw4PT05OIpVKIRaLOX2n0+ng4ODAzTvr5BpQxw3lkN1+xbwC9tjYsELaGAwGzkCQSCRcAkTNWWf7YuePMiCbzQaOuv+gGQjui3Egn8/jU5/6VEAZUObnA/FkShzYer2OUqkUCKev1+uOEXLAdWLIsPVoHlW0NNEFQSyPQWM7e70eqtUqhsMh5ubmEI/HkclkAkxbLb21Ws2d682EF8CxB1lBA8MNAQQYrTITKg/7+/toNBqoVqtoNBruWIxer4dmsxnoI/vlJvX/t/ZxXLVdyiS1DSR0tZyzHu4RYoREo9FwYJN9oZWPBhKOAYCA0PUBDG2TKohvp9j+afEBMusFGlfGAQbgpHdD77HgNqxe0oOtxydwx4HtsN8tyNR3EPhrtuPDw0OnvHLf4ri+We9XGFC0oNXXXqt8++bVV581gKlxQBV7q/Cr15/1KZ3rO3yKPoVLs9l0vIL9i0aPznfWRH4cDzUO2AgBJrSx46WRR9o2BYk6Dmq4sx4hLVaJoFWfSevm5+dx/vx5RCJHBk617nP8EokEGo0GXnnlFXzhC1/AhQsXTqXVh+XeCuepWq26oyVV4VUDAcFNIpFwQIzHL7VaLdTr9RMKAv8o6/g3Tqn1KYdhPE9/s/VZA7jyDT6nCpWt02fsUjmpPMB63SiDVeG1a1m9UKPRyBnpdDsBxx4Ihlz7AKXiAKs461gof9C5tmOj46pGSu0T+7y3t4dcLod+v+88uNou4Diqk3yFNGUdLmqstcYW3qNtZL9Yn/IiyiLiDp8BVPunWwk415pU1+JNjiHxDevW8WZbfYqj4i06lpjfyXq32R8ry5T/Kp7lUWzEpGyXjW6gEsZrHPd0Oo10Oo3XXnvtRLZ09pM8QOfDGsTIz328QedhnGHAt8b1PnUo0LHW7Xaxvr6Ow8NDrK6uuujjTCaDy5cvO4cd62CeFZ0zttuHF7Rddm59bWSdls/xuv0fhrvGvWccZlSPeDqdRj6fdzoRafzatWsBrPJuFF2Daphi+/jf4lWuK82xZsdO1wUNzzRG00HMda1GXeWBSqNsmyawtlEOtti5A4KG8UQiEYiU8xkZfOuBeiRPs8tkMmg0GqjVah8oA8F9MQ4cHBzg2rVrWF5edoqlHUSrNFivHK2sDD2hBUgXPXBsObXC1r6ToJh1cpEVi0Wk02mMRiPU63XU63V0Oh1Eo1FsbGygUCg4JkwBSAKsVqtYWVnB7du3nXFAma9aD0mwzAGQTCYDyd+swOv3+9jd3cWNGzewv7+P2dlZjEZHYcYrKysurF8NDtrHeDzu8hzwfGX1aquAUSaqf1onx3Fvbw9f+cpXAsfaMZlRLpdzz9IC6FPWrALMpEbq0fQpl7aEKdUUtGGgVJ8J+2PfxwkErd8naMLeP65Pth86BmFKva8OIDxbOJmq1k0myzBMzocqGb7EKhYYKN2rl8Oudy0KeBXMsa2kcbZFn1dviT5vgbDlB9oubiWybWGyU46ltrHZbKLdbjuhxWd5+gkQzK8SiUQCCbD0XbRw+8bTJ8Bse/T3MIOYKjk2usO+l/M9HB6denLnzh3MzMy4tvPEgnq9Hgh/5VhzTK5evYqrV69iYWHBe/Tpw/LOysrKCv7Tf/pP+MEPfhDwjAPHPJTrdmJiAktLS5ifn8fk5GQgb4UvmR/r0PWkypzSERD0xFm+eBYe6FNyxz1j14XSH8G0bptRozfpm3Rrw4F1ax9/17WsGfsJBNXQbeWdKvHWGKFjF9avMAXEyjkrezg/dq4UaJNuotGoS1isiruOPdtPuTAYDBy+88koX39UNhHTWeWdPIS4g+3hb7xP50UdPXYLJZVFYjg7vnQOMUG0GqZ8Mpf95ThwvomxmNha14T233pfrbwnban813dbbElDjc7l/v4+7ty5Ezg2U2mM7bcedP1MJxqjXzWSVcfFOumUZhRf2jbYezUX18HBAba2tlCv113UQDwex87OjsPOpKOLFy+ewATz8/OBuom5fQYNjivb6VOC7bhp0kxd+/o+xSNKB+OMJbo+lF/xHoa6U3fg73fu3AnQzLtROCe+udK22t8UA1hMF4ZpbI4RRo8fHBw4Dz7zxVgsyTngEYV2C/tZC+/naSl0IPNkH641XZN2fbIetiOZTLp2c4vZB6XcF+NAq9XCt7/9bXzhC19wFr+pqSl0u90TVn1l4JFIxFluWq0WGo0GisUiFhcXMT8/7xJLKKGp0GOdGoankQP0ijLZyezsLGZnZzE1NYVGo4GNjQ1Uq1V338HBAZrNJobDoWOOTDCxs7ODtbU13L17F9Vq1QlVVRQUpHChMQqBxgIL8tVz2Ol0sLq6inq97gwYjChoNptuAVBh0twD3JMTix0laWy1Wi55oSo0wMnwRLUYUvgzNDUajbqQNH2+Wq26MCAacTifOj+6iCyAUZBhgdA4Zm0/6xiGMWOfQUCFgk2AYp+1TE7BgmXwYUA5TEioAUXr1vf7ntOiQlzpi8UaDkifalRSANnr9bzt5bNWKHAd6u++sbO/62cFXdVqFcVi0W1xYVFvB5VzK6xZV71eP9HfSCSCer2O3d3dAPikx4r7sbW+4XDokuhYYxqjhHxC0Hr7tWjdqkT4BLEFdwpA7Niw3Qq0SZdWseC7NAR3OBwim826JKjD4dAJO22z5lpRvhSmeD4s77xsbm7i1q1b6PV6mJ6edoBZ5468P5fL4dKlS1haWkIkEnFb5+7evesFLApofesXCDdW+rz540qY8qt1W2CpPMcaAnXLkYalk85pxGcknGaY5ndNcMUoIdZPxZh1jAu1ZbGGOMvvrAI5boz4rMoEjWwgWLZyRMeEvIVAWJP3ad91/K0iyVw0yvPt3FlZzD+NPohEIi4kn/3Svmjf+H5GiZIfUWHSTPu69VS9i3ZM+buGIKtCpphO5RfrZr16xKI1eFv5wX5ZQzjHxbZT5bmONfBRvMQAAQAASURBVAsjJ1hvWDi14ixV3nw0xt+IAcOiN3y0fxZjAP9bfYDvpeGNW5ui0aOtB8xoz/FaX18P4IBYLIbl5eWAXJ6cnMTy8nLAS83/tg8+ZU+/cw1ReVXnJN+v9SjOHccnLF/V60qHKqfVMMM1/254pxVz6vpjX8ZhQTXu+fA8/3MNKd7jd92iqXv2I5GIw6Yce26T6ff7JyKQ7FyOK9q2fr8f0IFoIPDl8fKNAWk3nU67ccxms4Eo7rfTxgdZ7lvOge3tbXzzm9/EX/trfw3ZbBaZTMZNHJmqCi+1VA8GAzQaDXc84eLiIp544gns7e1hZWXFLQpmtlQllAQF4IQ3JRqNuu+FQsEBqsPDQxe+Pzk5ibm5ORey02w2sbu7i7W1NWxvbyOfzyMSOdqrR4Cl4cV2oglWSMS08LJ+LjYNC41EIu5ojVqtFmBguh8vEom4Yz9oXZuamkIymUSpVMLMzAz6/b5ruzJZFsvEyDCz2Symp6cxPT2N0Wjk9p1vbW1he3v7xHxXq1XMzMwEFoMFCVY4K+PwMU2rSFrFUe/RP1WWwpiYLnCrTFrFzMesffVZsGr7MI6ZsFgPN+vgmhn3LIsaFayg94EBZehqoVXhWq/XT4AN5ugolUqBrTvxeDygpLNfpG3LCO16USFI8E1vHcETt9XovANw+2aVtmjc29jYcMxdE+1wnfH9yptoFLHgzhpftC92nsOMVD5AYe+1wFLHRt9t6ca2WWklzChg6+Sz9DJvbGzg4sWLWFxcxMLCAra3twPPE5wkEgmX7+WNN97A5z73OUxPT4euxYfl3ku/38etW7dQLpdPADEWnXueIU6l6eDgwIVB+ww4zNxMAK6h7erV4nssz/PRna/4QBHf4wOX/F1p2MoZVUjpiWR7qUDRwD0ajZynic+pEY/38nfWw2et19eOgV23qjTq2Nh1Z/mF8h72zafcWSyldem4sj3NZhNbW1tIJBKBo8Fs1JzyFyog9NZpVnt9r8+4TiWaJ2iwPYo/2E8gGMXENvDZ0WjkPKkaJaKOGV/0n44J6+QefT1Vi3Ou+6YtHlGZqu2kY0bnyGIO66FmHazTbhXyGRx4PxVmjRzwrWsarq0CpXWyr5S7ipGsvBtXwta2/U2VXQDOyWLX8cTEBBqNRmDegCMaVjkYiUSwtbUV4FGxWAwbGxvO+TE7O4vFxUUUi0VXlxql7FzbsSJfabVaqNVqLumoRtHZOuwa1r77sBqLdYCyn+rEYP3vhpIZiRxHKOiaU+OQxZI2ikzXHq/5xpP3HB4eumMNqU8x3wC32fDYbI4RE2fSUfN2ogXCCpP40jDA9aVGSR8t6xhyizx1VSbXbDQa3oie91u5b8aBZrOJ73znO3jmmWfcHigmBwSOvcaqzOvnXq+H9fV1TE1NYXZ2FpcvX3YTs76+7o7x0lB6Ei+timSUJPapqSnkcjnMzc1hYWEBiUQCh4eHqNVqKJfL6Pf7SKfTKBQKOHfuHPL5vAvvX1lZwcbGhmM4ZL42HEYBg1Wmer0eGo2GU9wXFhackUGBiWUYNhmGCm8VQAzxTaVSKBQKiMViaDabLqO5evh8FmQK11QqhVwuh1KphEwm44BUvV7HSy+9FDjvXovOn4alW4DCPgDHSqMKTh/jZLHK0Fks9baNVkCr11XBpe/9ti5bfJ6SsGd9/dLv4xhdWPtUsGmflJH5QLXuraKg5B7dvb09bG1tOeDIsre3h42NDTz11FNuHXCd6bt8AEnbQ5rXNrNQGOzv77sTMSjo7VFS0WgU1WrVJQhj/fxrNpve46foAfTNieYQ8c2BVQiUBi3wt/Ogc6V783xhimHzexaDi33Oese0jVSe1Cr/zW9+0xkNt7a28Pjjj+NjH/sY3njjDezv7zt+y3br/sHvf//7+OVf/mV86lOfOjF+D8u9FZ3TSqWC119/Hd1u14XLWgVIeWOxWEQ2m3VG54mJCczPzyOVSoXyGuUdqnDZ9WrBLxDuBTtL8a0VXVNqJKWiSlq2coBKhXr5uS2Q3/lZQ88V9KoM8613uyZ17G2bziJXdCwtL2Hddjsi+6eKpBokrKznX7fbxc7ODpaXl5FOp1Gr1U700c6LVRC0L7aP2mY18tJgwyhNbacqvhq2z37SQ6jAXUPqbSQJcLxVxI6t0lIikcBwOHTGC7ZDvZa+MWE4PMdjf38f7XYbmUwmkFBNx8OnMPLkBBZVVn3rW+k+Fou5EOZIJIKXX37Ze+69hkfruvYVnWf16rLfvsgE7WNYnT7F2Sf3dAuhvk/lMnByGxCAQG4f1letVl1Sw0cffRT5fN7hZD5vHVisg7/xdxqo6vW6SwhrZbtuk/WNiQ/z+XiD4lKrdCv9vh1ea0skEnHRN0DQOEdZEsYH2Z54PB5IvHna+/gepWde1/xp5BM01urWA30ujH/dS+EcM3cAo5PsNjJff3ScGOlC2VIqlVxi93faxvtd7vtB1BwYnnuti0gXNQeTv6mXfXl5GY899hieeOIJxONxvPbaa3jzzTfdnle1cAHB5C98B5nC4uIizp07h0wmg3a7jWq1io2NDZTLZRweHrrs/MxFQILVzJe0lFsPnF1EAALHPbVaLezs7GBxcRH5fB4XLlzA1taWS56hQEC3IlgGrmGjDCfjOLOfyWQSBwcHqNfraLVa7ng66322jEcFrSY6jEajuHv3Ll544QWvUGCfuYDZHruXehwwUo+UXeTKoO2z1tvrs8izjWGGAQ1FDWvfuGIZuxo9wsKwfOBKP1tAapVXn7JpgcS4frBd0WjUhWRaY8lodLRlxCY20jrCvAq23z5AYZVg+53P9/t9lMtlVKtVAECtVgtYcNW4xqgFHTP+pt4Y9fRYj6DyJTsndr70uv5m6cGnPChd23p8dfmAxjiQZuvRceZnBV38TdfQ7u4utra2MD8/j/X1dXz4wx/G008/jW984xvY3NwMGFD4HkaQbGxs4Ac/+AGeeuoppNPpU9v5sJxehsMhVldXcevWLbd27VYxbm9hcqVCoeCyl09MTDgvabvdDgUndj1znYRtufIpTyxh6+a096rypDyNzgC2i/dbz7gv3wC3yFFRpXeUCpeug9OUurB+hwH/cfJP3xE2XmFyhP81wsO+L0zm/uQnP8H8/DxmZ2dRqVTQ7XZPyBLrhSXf7/V6zsBko1dUwddoASpOijE0MoCGSSCYy4L8m5iKSghz5dj3k+fbcdLvFsfxqM9er+feYx0Qdj44PmpE2tvbc3hLjeNWBug40fvJ+hhxqu/h8xohQsMAt4VsbW3hJz/5Cdrt9on51vfTcKYKn6V9nyHI1nWWNe2TV2fBKHY9WCzswwwAAmPDd1JfAOA8/WqQ4vt8XmE7LrzPl8nejpWvn/besNwh9KBTYeeWaEZ3bm5u4oUXXsDa2tqJcX67RXmlYmXfXFmdhUq05vzwtUvnSfHGaHQcfUFDA4273HJOY66e+HY/Cg2R1IcYOUC54dNPdA4jkYgzMCSTSeRyOUQiEczOzmJzc9MZSM+C396Lcl+NAwQuk5OTyOfzqFQqaLVaAI5BqXqwuVh5nQv62rVrmJqawoULF/DEE0+gWCyiVCrhxo0bzmqnlhgmheGETk5OolAoYG5uDqVSyeU/KJfL2NnZwfr6ussWTuBAb3ur1XKeSDIaWrvJYNleFhUYJKDDw6Os75ubm844cO7cOdRqNbTbbezs7GA0Gp3Ye0emYfdO+qzjkUgE2WwWhUIBExMT6Ha7aDQazvigDMgaBVgP5yyZTAZOaaA3OCwcZjQaYWdnB/Pz80in025RWeK3AkXHyIbP+d6hY0AGYr3AvmfCDAN2LMKUKF9bfMzep3gps9AyDkCqkLLgz64XFjJK9RLZMbDtI43ROEBAcnBwgA9/+MPY3NwM3ZfMuVDvjhoXbN90DjSczNd3HU9aazXEkaDJ7vfVMdLr1nOmnkZap1VBYNHx1fbbubMgwtKOBRvWW3OasqF16zyOUzK0Ll99towDWi+99BIuX76MbreLTqeD8+fP4+Mf/zg2NzfR6XQC26QAuC0qvV4PL7zwAr7whS/g6aefDvVSPSxnL4PBANevX0etVnPeU80qTW8PDdqqODCD8rlz5/D1r38dL730Uuh7lCdyjetRcZSDyktteTvALWyNqNKke451vzVlpQ9gUmmzOTF8ANauA3VejFv/vF8VLb0expd9nwH/MYZW2dB6fdEC9v38zNLpdLC2tobZ2VmXU8kqi5aPKF0MBgOX1E+LRobSaMsIDfJcbutUPk4jAvMmEZdRGSCey2QyTiGhh17nyqfU+AzZdk64JYDRocR/Kns5xvosPdDsC6NkKVtVXnM9sRB3qkLLYqM11MsaiUQCzpzJyUn0+32vYUDrUwPPuD3qKg/HyaOwZ+1zlo7GyakwZTrs/YqL1WvPOaJMYkJD4hDSi8VP2h6Ly4DjaB3NWaJtswbNcWPFNvpwqT6nETKj0QivvfYavvrVrwackO+k2Ogd8siwNiuv1igg244w4wDHRfO8DYfDwPbW0ejIi9/tdtHv9wP86bT3vJOiRgutO0w3sX2yhjXyMRrzlN7ejwaC+2ocWF9fx1e+8hV86UtfchYv7l22DFvBOiclGj1KQHLjxg20Wi1Uq1VcvnwZCwsLKBQKuHjxItbW1rCzs+MsgbVaDZ1OB8lkEqlUCqVSCaVSCfPz88hmsxiNjs7t3trawsrKitszxDO7eWTbzs6Oswwy2z+9FdzTbBVCVeqtUsFwzHa7jZWVFeTzeZw/fx5PPvkkDg4O8MorrzivqDIEZVb6TraBjG5qagr5fB6lUgnJZBKDwQCVSgW7u7suuYYuJp+VH0AgKV0kEnH7fXZ3d/Hmm2+GChKOfavVckYBMjJlnspM1OurijvH1AdklDaU6XMxqjKuYE4X+jiFncX3bt/vvvbZ9ivwsaBL6/B9twwKOJmpXhmRAkUrOPW/3qv30YPRbDbxyCOPuGSbYYJNQZi2VT14YaFoyjSt8Lf/KYR5zbZd+0/6s2PKZ5WGuZVGfx83n75xCAPvOle+en2Ax/ed9fo+nyYM7e8KQHxREWFRIMzLsLm5ia2tLXz0ox/FM888g+9973vY3t4OhCJyDg4PDxGPx3H37l185zvfwfnz51Eqlca292EJL5FIBJ1OB1/5ylfwP/7H/8Dh4SEymYxToDTCrdfrOQUhl8u5k2QmJiYwMzODSqWCN954Y+zxV/1+H/l8PqCEE7DROBC2vk8rpwE7pUPLyymjIpGIO/2H/1VZ4trm/SqHGVbt4yUca58Sz9/43cdf7H2Wx9n7lH+FgWi9T2WnRvYpH1NDgcpcn+F9MBjgrbfectsd9/b20Gq1TvAyfR8jUA4ODhzeUieDjhGB/XB4fEY55QON0QqUVfElv6byDBzRczqddkfaEdtYQG7H1NKcD2NQadZtcgCch5h9sLxT69I+dLtd7O3tuYgEHT/FKaybz2qou467pUV1jIxGR9GpxMJhhc9YnBQm48cptWeVP2d5j++9vvU1ThYrL7KYloaB2dlZLC0tYWZmxvEJjUixNBHmwNDoQ4ttLN7l8z5nma4Vy3/UeGExqyqW98J7xxXLNxTP8Zr209Kh0rdvfdm+sj803JCHsd/MNaARA0pTZ6Wlt1PYfyY8TCQSAYOmTRyqbeKYMNqh0Wg4o042m3WJgsfpIO91ua/GgW63i2vXrmE0GiGZTKJQKKBarboj7sj01MILHHsLGfZUr9fdOZHb29t4/PHHceHCBTz++OM4f/48Op2OOx9ze3sbrVbLKc0ERhMTE07J3dzcdFsJaImiYOERZVSKKXzIsNWq61NkxnnGqGxvbm464ba4uIiPf/zjiMViePHFF1Gr1VziDS444Hj/lYaB8XsymXRbJubm5hCNRlGpVLC+vo5KpeKsVVyMPs8z52JyctLliACOj/V488038cMf/nBs9vHRaBRIFKSh6vpuBTksVljqmFmGogqw9sXHJJVJqyJrQ1LDGNlpjCcMKFomryGHeo9VEH1gQ9uvfWDiFs6tzqVP8bRt9QFwAM4Qt7q6img0GsgTElYss9e1YoEaAR/rZPv1Xgsk6GlR8KnrwxoYdRx8BgTtswLRtwuCdIyVbqyhL2wuwt5tfztNkJwVrFmaZ7GGA5aDgwOsra3hF37hF5DJZFwCL24XIz3p2qQS2el0cOvWLXf6zPtVGL5fSthcj0Yj7O7u4oUXXkClUnH7ZZWn0tPJ03Dy+Tw+/OEPI5/PB5IM/tt/+2/x1ltvjW2DDa/1ASEtqmz7fg+75quf4Itb+CwvpowBglm6lfYYjqsGQN5LUA8cA2LLd5RH+tqr82P7bsfF3qf99SkX+hzXopWRPp5iE/BZhSJs3Z8/fx7FYhFbW1uOJ6pDQfmY8mzyi7Bti6RHm+OI0Wrsl80ZoVEHqoDpkYU2EaLl8z7eqvPrm0/FVqQpGj1tYk47X1r4LNvN40R5NKC2k1ERrMvOqc6/pQH12EajUdTrdbz88suhOE0jP9lXfZf2593g00ozlmZ9eMm2w3dvmBzXYj35xLaMik2n04GE4FQ6dV5VDwGCtMlcHeVy2Rm+7IkYPh7BenwRrmG8Q7emWNp7t2Up15zKFDtP9rsaBsbhTn1e+Ss/MwJoNDrO6cDtX4z4snXfj6KyhryN65d8SxMTWv6ofaasoUwuFAqIRCIoFApot9uOdt6P5b7nHLh16xb+8A//EF/60pcwNzeHnZ0ddLtd5/mmMKGio4oLcMwcmRm9Vqvh7t27eOSRR3Dp0iUUCgWn0KZSKRcdoMmFeCTZxsYG7t696yIN1AChFlhaq9gmFt9+PiVYXRgaxk/FkERVqVQCCWzm5ubw3HPPIRqN4tvf/jaazaaLVKCHxu7L47aJTCaDmZkZzM7OYmZmBolEwvV1c3PTeQA4lqp8qdeB4ZepVAqpVOpEch5lkmHl8PDQJZHk6QnjznDnf2UUNgmNCherHLIOq3j6BIX1bGv9YR6VszAhC+p8zJr9sUqoLxSN9ystWWHC75b2LPBTIaX/dewVSEciR57JVqsVyIBr26ml2+2i3W67s53VawfARd8oKOT64BrRMeJvHCMrcKwAZz/IS3R+7VYfnSufIcVXxik6dkx9gNwHgCxd2zbp/T569rX5tHbaOsMUFtKWBY4HBwfY2dnB7u4uKpUKHn/8cTz99NP47Gc/i93dXZfkjoCLa2pqagrtdhuvv/46fvSjH2FhYQGpVGpsGx8Wfzk4OMDrr7+OmzdvBs5yV75CYy7zbpRKJczNzbmtdPRYNJvNU983Go0cH2AkiBpblW/a9XWvAM6ucQWp1juuHljlpayH7bJ/Ki9869anwNj1Mk6J13t8Co5vXLQOnzJk12mYUqs8UH+zIN2nYABw2xsZheIz4lsFnJ51flc65PfBYOAwFo2ImrRWowY435xz/kY+nk6nkc/nkUqlTvQzbA58SorlybyH/VSDm4J+xUGUdT4lh0UNTjbyAAhuyWO7VMmytMH2Es9o5nZ6JQ8PD1Gv10PXH9ezdcb5aMUq9W+3+Oq+l2f1v33e1zb1tOu8cJsIFTzF5pav2XepTCRfJFZSg4sa133y3NcXpRt9Rg3s/K8RJZz/d0tZViOTtjNsvtgO9pV82YcxbFFDoY4Dx7bf77uj65UHvB2Mfq/F8mtua2Wydjo8uVWK69ca09le6q+tVstFr+Tz+cApF+/Hct+NA71eD7du3cJwOMT09DTm5+dRq9XQbDYDBMWBVSXI7mHp9/vodDpuW8D169cxOzvrMjEz8VIqlXKhIM1mE81mE+VyGZVKBfV63SVh0rBnXWzA0dFPSuDqbQaCFj0mKvQBJLU2ksD39/dRLped4eLKlSu4cOECPvaxj2EwGDgDBj22Gh5Jjx29dzzqcWZmBpFIBNVqFXfv3sXq6qo7VUBPcrBKOfvEd+iRV1ygAE4F9Ow7Iy+4B44ZPnXvEheM9VCq8u4DZQqALFCx7dA69bMCAZ8yfS+C6yzFMgmraFuG4lP6LPjhd2txtKDPClEf+CXdE/wzioaRI+12e2z7tre3US6XUSwWMRodGa1SqRS63a4TvjpXCsDCBL720X62YzeuWFClffB5fnwAT38f9x6fcmP7FVafDzSEFVXi7fzea9FntO82hJVldXUVb775Jp577jk0m03Mzs7ii1/8IlZWVvBXf/VX2NvbCwAM8vZEIoGtrS38yZ/8CS5cuIDnnnsuEAL9sARLGM1sb2/jL//yL7GzsxMIwSTgVcMAcw3Mzs66vdncNkfj+GmFIZFUAtWYTgVPM8qPA6phPMTe7+PflNWUJ9p3IJiHhzyWUX/KQ7Qdyk98ipBPNp21+MC15RG2v+MUsDAl18pIa9ALq5eAV8vq6irm5+fx5JNPOoxFWaDvIX8gnmBINkN+mduCoJ4nShEP6POaWIz1qyJA2orH4y6hJvciRyIR52A6iyf1NOOBla/6HGktlUo52lIsYyPfeN1GpABwxzfqXCht+N6vBgHFO5FIxG0BHY1G+OlPf4obN26c6sRRTGuLT16eVs4i63wy/Sz1+eYICEbknWYsYKHTDzg+BYk0ZNeSvjdsXfkiOcLGwVd8vEi/k+9y/eTzeeTzeYexOp0OXnzxxVPn+yyF/JXGKRqy2F9tr+0rdQefI8eHQe3vrIv8grkF7PGJ2pYHUXTtMZJBI6LtqSa+tau01ev10Gq13BaKhYUFDAYDNBqN96WB4IEgtBs3buBP/uRP8E/+yT9x+3zUukYBwgXBEB8V0rRQRyJHofm1Wg2NRgNra2suzCwWi2FpaQmlUgn9ft8lZqnVai6vAEGrMkhVWqggAXCeGW0r26aWRI14sMoFJ52Am2B5f38fjUYDr776KqrVKj784Q/jypUr+KVf+iUXrqRbHPieTCaDYrGIVCrlhDETB25vb+PmzZtYW1vD7u7uiWgMtkf3/AHHiSMTiQSy2SySySQAOK//WZgd33FwcICbN2+i1WrhwoULTnBx/12YUNV3qLdKBSvbrFZZZdLaFl5Xxm0t9D4DwVlLmIDzXVPFeJzwskLGZ1XV+8JA6Gnt4bXJyUkXKcJ9VATe6XQae3t7J5J92nosYNHoAF+4rM6T3XZgGav2j/TlAwX2HTpuvn6PG5N7ZdJnXRtv555xQNeCLt/9VjjrPb7+6hjbhFnAET/Y3t7Gzs6OC2u/dOkSfu3Xfg03b950p1oof+GpBYPBAG+88Qb+6I/+CAsLC7h06dLbWnc/j2U0Otqu9eKLL+KVV15x/FrDvqlUMdprb28PS0tLWFhYcMrY7OwsCoVCwNsxrjCpIY0AVPg0p4e2cRzv0+8+UG+f0Xp5zWalJ99XD6zyIxtFREVNwazKCLs2wsCxb36s8qmfLS/T8bLrz45T2HhYXmoNHT6FxQJzfd/h4SE6nQ4ikQjm5+fRarWwvb3tFA+bo4hGAfaddEf+az2oOubEWHr0ou2jGgmYP4pbCcifiGV0DsIUSd84+MbEJ7NIe8zD1Gw2A2tNPab23TbUXKMjVZYpPuC4jcOTqkDyXnUIhRU+MxqNAvu3rYHFR5c+zKNrx+ekCZOrPtkd1l77nnHPaZSlRsQyEsXeG4Yf9b/ex35y/KycPI23KQa148S5UR6mJ3doFAG3OjcajbHjd9aiESsqS2yx/dOIBh/vszyNRSMBuN6Z74qYcxzdPajCdx8cHAS2FlCPs6cX6PjYOT04OHC5BxKJBDKZDC5cuICDgwOXH+is6+JBlAdiHIjFYi7xHi2/qrTacC7gOInb/v6+U+b5TCwWc8cM8rg+Lv6NjY1A+A1wvM+KoVcULqyPlmAuBg2PA44XNNungEQVVfW+8R3ASY+u5hFotVq4fv06qtUq0uk0HnnkEZc7gAJblWoSlloLuf/p+vXruHXrFjqdzonkICqIbFIg7vVhrgFaDumRWl9fx49+9KOxgFIZBs/SZsZhgjruG7IMkmOlwlDHV4WgKp8+QOoDX1bo24gRbctZF+Vp94UJQ5/QsEzQChddKxYE8ftZlVQVeFNTU86wRmtmqVRyltI7d+6cYOK+ovtCff3nnJMefeDDZxzQ34Dgmb72HfY5X9/f7rNnKeMUdPu+d0vY6TvtmvK1xbbDriEV8GGGppdffhkbGxuoVqtoNpuYmZnBJz/5Sdy6dQv/9b/+V3fqC7OXc2vU5OQkut0uvvvd72J+fh6/9Vu/hYsXL77jMfhZL6PR0VGir7/+Or7+9a+j3W4jlUqd2LtMfklv/+TkpEsAyYS08Xgcly9fxje/+c3Aeerj3s0Tf3K5nEt+qCHflBNhxgHAD4T1um/tWD4+HA5dZIrlA+TnGp6u71I5onvgVdboO+0YhLWN11W++5QDn1Luk6XWQ6nySZUGlQH6p8YBvVfrsZhG+7S+vo5yuYxz584hm82i1WoF8s2o7IhEjo37Wr9uF1UgrQqWKlWqmBE/aSQmt4yS5uxY2s/83UaB+eSvbwx848W+07FEJYbt7Pf7DtP6DBHqjNL1ooqDfmbbfJGGll9zXXNeTivaNjq79HqYYV3v8eEV3zjqvSxh68jeY+u19BvWV46rjk0mk8FweHTSytLSEi5cuIBSqRTYEmNxlF2H5CO8Tsxj8xzZtW/rsnRlx8tiO+Xv/J38z5cQ7+0WXTeaK0N5io/XcE0ojbM+3xqyZTQ6Vrx5mokvyeN7USxWouygoZC6GMcsbO51HPb29tBoNNyR88zZ5Lv/vS4PxDjQbrfxB3/wB5iamsIjjzwSCC9TZqoKvSrcXIC6QDQ5BAmWjFv3YitTVyuz7uvihPgUIV0EujB9C8UqNFZBIoHReq4Mulwu46/+6q/cUYczMzMuwyr7SDCmmahbrRbK5bI7A77f7yMSibjQOz0pQIEL+6HHu2QyGXfEBvf71Ot1fOMb38Drr79+6jxrf1utFra2trC0tOSMA/RO+wSG9RJrfWocsGDOpyD5gINak63Xy7bF9uVeyzihpzSuBh62UaMLfELFgk8fMLSf7Vio0qbGF57FOjU1hZ/85Ccol8uBuQnrq4I8K8isUBgHmvW6rn8ruE8b49PuYb3aRh3bd1IsSA0TiPdS17h3qPKgxc47/4cBIOVhtg9astksFhYWMBweJWU6PDxEOp3G888/j//7f/8vVlZWXCQKeW48Hnfewm63i69+9auYnp7GP/2n//Th9oJTSr/fx3e+8x388R//Me7cuYNMJuNODACO187+/r6LkkskEnj88cfxsY99DMCR8bhQKODw8BB/9md/hq997WsuOu60QoNxJpNxRgmreLGMU/bH8VsLwlh07Stf5Pt9Mpi/a94S6+HWMHYNkbfvD2uflTtcezbSy9ZnP9vx0WvqOfYV1mXHSH/T+mx7LM8FgHg8jr29Pbz++utIpVInIt18eIf1au4oxXN01ABwUYhUAKzCYedrcnLS0TuNA8q3fVhB+2rH6izXw5QavYfbLklLxFlck9YLr7JMf7fY0tKW/vc5roh/xyn0tqhzxidH7gX/+OjC/qblrLLZ9w4ro/V5K/tsu9g2Yl3Sk+Yko/PCNw42kq7f72N3dxcbGxuo1WruntP6FsYXbJvZR41y1ugbRqOEeffvtahTNgwr+LAR26eRA5YObP+0PvJdRnkzQvrd6NO7XdheGgapz1BfUp5m1z//cwx6vZ474YUyaHJy8lQj+4MuDwSZjUYjvPnmm/gP/+E/4F//63+Nc+fOod1uo9FoBLzaKsR1kKxyy+uq8Gt0ABmnFTo+orWhzeOUIb7XhrQrk1fgov8pxMlolBCosN6+fRubm5soFAruuB4mTuG7mNiG3iFmlmf/o9GoM77oQuM4k9lw7yiZZjabxfT0NOLxuEtcxeQ2N2/ePNOCVVDAfYiDwQD5fB6RSMRlH9X7dfFo2KcVkGw7+2Lfq8DRflZAcVZB+k4URV/d40Ca9sOn9I+r18fE9T4dD/5OYw0NSBQyDFljQkv1WoxbQ6zXAngg3MKv60ZBOuvSqBfbL99aPet8nWYIeDcMBGd5//16x1mUCUuLPnAVVk+tVsOPf/xjnDt3LhARQiOmGvAsLUxOTmIwGGBraws/+clP0Ol0kMvlzgRqfx7LcDjE7du38Rd/8Re4du2aOw7NemHpVWfY46VLl/DMM89gdnYW6+vr6PV6iMVi+O53v4tvfetbY89At4V7mjXqhwCVPIQ0NS5x1LgStiaUP1jjo9KW9XaxLo1IU0Os4gzKGqusquy28tzyQgXvWnTNWRk1bhy071qXBY6WNwNBbGKvKRbwgdCdnR289tpruHLlissxdHBw4JQRbZeVq/xPTEHwrCHsmmDQp0yqssPINj0CULESnSpWqQkbG59H3+ZW4bvVCGHzG0UiEXdKRjQadSHQTFYYpiQqzWjkor5bjVRKS3xW1xcdOjTE0ut6WtF32LGy9KvFh0XsWjmtjFvn9vq4Ou39NmJRtyir15+yiU4R5R9ap75b16wahJjYVbfSaJt4zbdGw/qkuGY0Ok6qrvnG1ENvI43eTqHc5jvVuKf90bHR9cO2kUfo2IXhVfJrOi6pJ4zjje+XQuMA54IGAhqcrXOM/5UODg4O0Gq1XI68c+fOYX5+Hnfv3nWnF9xvHHqW8sDcNqPRUXjkysoK5ufnsbCw4ELPR6ORy0OgA6MKtV10+l0VSw3NAoKZS1ns4Kv3VNsL+D1wWixTsUKd9ygzAo7P09X+DIdDtNttl6zRF+arjIpCgQBdLYAKjPhds+vSWpXJZDA/P4+lpSWkUin0ej00m00X6vO9733vTCGoWijAms0mer0elpeXUa1WXVIiFb5WubVCnP3SfaZaLEhUg4DOu+YY8EUOWMU8bJ7Dfj+t+Biu3Ztv5zdMSdNrVkD4aE+VNdIBwRu9kPwfiUTc/Ou42HWl9bNOPdLOzqvvudOEiDU4WECu9/nqCQMhvnGzdb3b5X4bBc7yfh8g17XA/6Q/XxkOh/jyl7/sEurEYjEX6fRrv/Zr+L3f+z10Op3AOwhsuEdvf38f169fx49+9CN87nOfc0eFPSzHZTQ6Orbw61//eiDPgPXyMCKDnpf5+XlcvnwZc3Nz7nokEsHm5iZu376N27dv31M7tre3kclkAsqderMUGFqQfZYSxt+sQk4wyf7oO9g2VY58BmaVD/pu+z59Juwan6MC4svyre8KU8jtGPjkjI9P+cbLp4hofVYBteXg4ABbW1uIRqNYWFhAu90OnDRjjQzKn33tYFuo1NqtBNpe/s4to8x7o3kGVHbbz76+hrUHOHkiEHmehjXrWtMxIy5hgkQmvma/LJ4Moze9ZhVV5cGKG8mzmRsqkUhgc3MT3/72t1GtVr3zqsUnyy0W0+2zZ5GRun58330GhHFy1rdGfNfCMJI6mOy8ad4SmwxTacI6LRWbUbnVkw40+sPHV07rjzVA0MjBv+npaczMzLjorcnJSfzwhz9ErVYLHcezFMpmVW51vuza0bFSXG7nRfuoDgPKKybzUwP3e60MjytsG08oYNQO/xPbACdPw2HhmI5GIxc9kMlkkM/nMRqNUKlUXAL498NYPNCYzmazid///d/H7/7u7+LcuXOoVqvY3t72egeB8LAvJV6rNKhipcnvfP9VcPN7GAOzv9nQEW2XT3Gx99prvFf3QpL5qGDW9hIoqYC2URhqLFDLMEOsCoUCSqUSMpmME3JcrN///vdx7dq1ewZ6Oq4EdTQMxONxZ33T9rFoxIeCkjDl3BoGfABIDS1hNHaWfr3T4mO4PmGttGbBaRh9WYauY6jPaaZxGgRoAe71eiiXy7h27VoAaIeBWuCIWd69exeXL192+y6ZUbzf758QzrbPaiihAPGtNVtPmPLqa7MdM/3dJ7zDBPo7KQ+K2Y9TPnzKg97D8ffxKC31eh1/+Id/iKmpKfydv/N3AAAXL17EF7/4Rbz66qv4wQ9+4CKbyHNUsY1Go6hUKvjP//k/Y3JyEp/+9KddFMvPUwkzRo1GIwwGA3z/+9/H//t//w+9Xs+dxmOjc5hjgJFexWIRc3NzGI1GqNVqLsnc97//ffzwhz+858zW3AZHQGp5y7g5O+s68indSo/aVypv6h30KV9U2ClPqJja3CjW03MakPe9y3qC2W7e7zNoWxmkyonFM2cZU1WUfWtb+xpGd8ARP19bW0O5XHb7/YknVFb4ZLK+l/Olc6i040tIBhxHqlBGKY1RjpP362fbVx/P03cp9rAKHefMeu/1HRp1kEql3Fno7Icm0Lb0HSbf9d22T0ojVBAjkaNozHK5jJ2dHe982hKGgRU/Ko+wkZaKufk7n/Fh5zAM7HPaKf2O4xuWJqx897WDDgzKJGsUV3zowyzWcRhmaNNx8V0P61dYn/X9dOjQEcPcKe+kMPrGGuz0M9uhtGyx+Tgdjn96mg4jbd4PSvC9FPIPRuqRpphknnPik2lahsMhms1mIBH8o48+6k40eD+UB2ocGI2OjmMCgJmZGSwvL6Pb7aLZbLrFyb2QYXtYVNiwTl7X7/zMPxsexmcsw/YpFfY+K4CtoPE9r8UuJj5Ly7lNYKOCYTQaBY5hARAIt9dkh2yXZaZU4DKZDAqFArLZLA4PD93JCJFIBOVyGbdu3XKWrHsp2t9qtYrbt29jfn7eheDQYhsmUCzIU6Fp58kyas03wf7qecDjyjjQ5OvfOEZvxyHsfp1bINxQ5WvDuLb6xolCUIWk0tVgMMDm5qY76lPXX1hbhsMhdnd3XVgjPYk0PCj96rwqCPABPJ9w8o0rr6lSq9eAY5ofR2sfNCHFEkZrvt8sELXrzCol40L8qtUqXnzxRTz77LMAgIWFBSwsLODXf/3Xsbq6irW1NQdmqExwjqiwvfLKK/i93/s97O3t4fOf/7xLYvjzUHzKAcvh4SHeeustfPWrX0W5XEY6nQ6sVyprPJqLezanp6exuLjoDAmdTgeTk5PY2dnB3bt372k7AUs0GkU6nXb7dLm+VFF7J3PmW3cqx1RZGo1GgT2felqD8lC2jQomAR0T2mkOI58ipm2zvMvXZstjWU8YNrH1+fCBftZIRx+9WAXO1qWyZdya1v4QwHOOGR3iM8bYdrOt1sBsx4L90rPnU6mUU354H+WKVdx9BmKrKPI/aZbPa84n9X6yTfbMd46bevR1juPxuFuPpDeL83zjzDotJuV7GM3A+ujU4f137tzBK6+8cuqcsviiZ3ScVO5yvOwYcF7ZPqs461zodc6NVSh9a0dLGI7y0aG+gzQFHGHkUqmE5eVllEolZ1yx9Oxb70ofNrmm3m9xja4X33j7eAX/a9SARmRy3K3HfhxGCyukb+2PzpUdb9t2nfswbMb1S76tScmtQ+yDVJickAZMHjGvUVJAkPeQPtjvwWCAVqvlto8nk8mAvvNelweeDarZbOIb3/gGfvM3fxPLy8tot9u4fv06+v2+y4Ssyrw9IsL3B5xcHFxAPubsYwLKlMMA9DjlUYWGLePAk1Xc7YJRpgMgYDjgWFnmYkEIF//+/r7z6jLHQD6fRywWQ7PZRK1WQyQSwfXr1/EXf/EX2NjYCG33uKLj1G633d44VU55FItVDn2CQftkP1vPkgWL1jjC5+61P772+Raxfre/naUNyjxUuFhatM8ouLGCRoWKTSCjtGGF9FmAJAu9cpxP3RutzDFsDYetEd89du3z/QqEdZxOU15sXe9FOSt9+oCvr46zfLe8g9d0PY0rr7zyCv7Nv/k3eP755/HYY4/h3Llz+PjHP47nn38ef/zHf4xut+vqZ3gwAQ+NSS+//DL29vbQ7/fxy7/8y8hms+9I2fygFTvv7XYbf/mXf4n/+T//J27duoVsNotcLuc8Xzo/3PrV6/WQSCRw+fJlFItFDIdD582o1+v48z//c9y8efNttW80GjmFhN9JNwzRZYiogmPeq/XY37X/+owqX7qmLQgPk/EE8KQ1AK6tzBbP8FarIIxTPHxt5jqxCrrKpTAFMUyp0mvaHjtWvvv1OaUV7edZ+d1odKzk2jxGKl99PJzP2nG0NKEKVjweDxgTtS80CIQpZL7xZdF7tD7Smipa+m4L1C245zU1TIfhAx+ftZ+Jj/ReuwWTGJFjW6/X78nTqH3nOyzutO3lXA6HQ2ckpGxQA6HiCDVk2nngmPnWnGLhcRhJ6x0X7ab12agT/ldlzvbf8qyDgwPs7u7izp07KJfL7nh03cbEvvj4n9VRbP/5X40DVoH39fde8QsdhIz60FwD4/gMjRVMlq44z7aHMorbCHgU7r3woPdrIa0znw/1Kt0+FVYUB+/t7aHdbiOdTmNmZgbZbBbdbtflkDuN59/P8sCNA/v7+/jqV7+KWCyG3/md38Fjjz2GWq2GjY2NgKWajJIDrYzFChUguPgUvCgjHCc8WMLC1FjGKXy+72HFLiQr2MmwVVj4mI3PCquWXmvdoxDOZrPI5/Mui3Wr1UKlUsHq6iq+9a1voVwun6kfttg2Hh4euvDWbDaLUqkUOOJIDQR2npRB+4CPWsHtPJOJnTb2ts2+++5lYY575jRQ5wOqNlzLZyzg7/Y5HSsCPDIxjg3noNvtolKpYGdnJzRUTvvn64MCLvUo+miCn31ttcDQJ1jtZytodcyAk/sqtS+6tt5rxXQcoATG06IFsfzse9ZXr+Uxp41Fq9VCLBZDLpfDysoKisUicrkcPvvZz2JjYwPf+MY3HHhifRSkmUwGkUgE3W4Xb775Jv7jf/yPaLfb+I3f+I2f+SSFPlobDoeoVCq4fv06/vRP/xSvv/6621dMowCfJShpNBpotVpIJpN46qmncOXKFUSjUezv77tw469//eu4fv362wYXjCZ6/PHHT8hdVdzZNks/p/HW065ZpZs0RCOzYgS2wSqt6iFjzpt+vx+gefZNFZezygnyNF13YSGz2g9rSPApCePGiL9bx4RPGbY85Szri+CVxiZV/AB/RJa+y27XsPxc7+HcqGfWVydwnLGfdY+LMrXF0qvFjGpQ0jG2Srt9l8+D7uunr2jbdRuMJjnkH72L169fR71ex+7u7j2HlofRg8UVpCsqj7FYzJ0ewaMcVbHWubSyn/VyfKk4Wrkc5szTttrPvj6RNykt6ThqgkI7DvbPGjL29vbQarXctkm+Qw0m5Cf2RCptX9jcqJ5zcHDgtmuyT6pgs1/34sgB4PJ46LxpG3Vsla7VwWT1Cp0HGgVIJzQ+3Gs730/F9pEGZh6xS++/5lNgCePlg8EA7XbbOU+Wl5dRKBRw48aNe8719m6X9+QcqV6vh5deegm//du/jUKhgMuXL2M0OrKCAnChVFbgkWnbrKyqHIzbJ+a77rvP/n4ayNFFMg4s+er0CRDLJLn4FcAoCAKCe8XIrNSDQuaSTCbd8VTZbBbRaBStVsvtl7t69eo7MgwoQ+VnhtsxpKhYLLp304PoCyPXenU8fX/63Lhw17BF6hP6ZwHU4+jqLCUMxGl9Yf3wgUB+VoFGhp7JZJxwV8PSaDRCuVzG7u7umTIe+0rYXOh7tN2WVoBg+J7SulWi7LgpCFBQ7uMFvjEdZ2h5EMUCWyt0x7VlHMgP+83Hb3zvOMsYMArgrbfecsnwisUiFhYWkEwmsbe35yzqCn4Z8s21f/v2bfzBH/wBzp8/j8997nM/08YBW4bDIba2tvC1r30NV69exdWrV90efw2nJhAn8OLxaTMzM5ibm0MqlXJJYGdmZlAsFtFoNN4RLXMd6lYwIJgbRvnNWZRPyzN9PMMH9PU7aYmGZt92Mn5XmcBr6pXzGQF8fbCKlI6PGm1t2LYvtHicEqs88bSxZJ02OiBMAdE1eJZCQ0o6nR6rMFilLcyho/3iODG3ATPvs/02+kPHjuthnCFa+aniLavIA8cGB90CZenA0pL+ro4cnZuw6JAw2a5jx3wiPJmA2wEPDw+xurrq8PK9lLNgUn62OJN95pHXzWYT7XbbbQXW8dHvrI8eZxowOe7c7uMbizB8ZTEhEKRDe6/SUyQSce+0Bg1LR0prvF//fBhMlUIbiazt8WEStpMYLRaLoVAoYG5uDrlcDsDRUZo8NWjcfIYVpWGNUlXnjraXbfQZBvi8JqXVLQSM0lKe+EEsuh4sndrIE8vzT6Nhla3RaNStqQeNQ215zw6Z3tjYwH//7/8dX/rSl/DYY48hFovh1q1bqFQqztukyi7/xoVwWSGhgoj32ME+TfjyORVw1mhh6+E9KpDGTbQyL+2z1q9hRfrZx1j0Pz/TMp9IJJxhgOePd7td3L59G4PB4B1lDtc+KuNhO/b391GtVpHNZt02g0gkEnoMzzilRf/sEUhW8fXVaYW+rd8+M05wjVvAPrBylmLn1fen91p64HUKmlQq5RIZMakNAHQ6HWxvb6NSqQQE4L0qZyp41euh9KBGIAXr6gmyYxDWDhViYTzBNy8WFPJaGJ283eKrb1wJA/I+cGqfude5UlBkr4e9K6zUajV8+ctfxsTEBBYWFpBKpTA3N4cvfvGL2N3dxXe/+113fKnWySR3CiYZbVAqlfDoo4/+zOYg0D4Nh0OsrKzga1/7Gv7sz/4MlUoFkUjErVXdb0ogzUzHVNoWFxcxPT3t+Hyr1cKPfvQjbGxsvCvJjXh0l4bQ2tBv5Rk28udexsUHmPlOFo0c8K1drU9loA0fV77ja6s1doSBe9ten5HThqLbuthGvWbHRJ/X38bxCG3bWde0fbbdbiMSiSCbzbooFspcGmdsOy0e035bQ4ktFrcwys03Vz7QbmmIssLOEX9TRU9pwiqAOleawR5AwNik9+lcWzrw4dIwHETsBsA5Wd5OCRt7e82OF9dLq9VCJpMJJJvl8z5MrnXrdc4vjSq2bfq8rdNnGFDcQrrT9kWjUYd71LPPP5vri/Rtc5XpMz5DxDgco1jIPmcNiLaPxO+j0VGi2du3b7tTge41coDjozLFJgjVz5YOfCezsA5GrfF4T9/YfBCNBL51MxwOXY4R5reYmJhAKpXC4eHRUe4qF8PGgkkIqZMxsvK9Tkz4nhkHer0evvKVrwAAfvd3fxdXrlxxGV8bjYZbmGrFpXKhAoNFFSTAH5Z0WlEGp8Sg4fl2UfgEllVAwoCH3msVfVs3v2ueAfubCmNVkvmOiYkJZLNZ51WKxWKoVqvOKPDqq6/e81FXvj7ZcbS/M8RoYmICyWQyMM42pNMHdHR+VOBqlARLGHCwn+33sPfa332MLqweKwzCnrft1rn11ad0T+DGZ8msMpmMy+lBQdTv9zEYDFAul094v+4V1FsPjwoRClqtX5/1RRZYAGfHMwww+IDzafe/2wJsHE3Y+fPNaRi4D+NpvjENUyh4v1UqxtHZuEKv/w9+8AM89dRT2NraQj6fx/nz5/Fbv/VbAIA/+7M/w+HhoVP2SRdMFsX39vt9fOtb38LW1hZ+4zd+A88//zySyeQ9KzQflDIcDrG5uYkvf/nL+MpXvoJKpeLywTB8mGubIYxU1DudDlKpFBYWFnDx4kXn2c3n8yiXy/hv/+2/YXd3911pJ0MfqQzyxBn1thK4+sJs7VrUa/rdXrdKIq8pkFd5p95NAjY9I1z5j3osLXaw5TTZoUqgz1M8bt1qCfMy2rrCZKtdJ2cZ47OUg4MDh8kKhUKgDRxDK88sFrBtV97OMHPKLfVMWjzDZ6gwUcnxjY1PweI8W5ygGE9D3nVMffShtENliPWEbW20bVOF1CZxZMIz4Djx9J07d9Dr9c40d+PKOFnjo0X+Xq/X3TYTtsviD50LVayJ/djX05RarUOvsViHiGIRJiyNxY6OArx48SIWFxedkUVpTrELrxO3KO/QPiid6XySLn37+HU8wvph5bCuFz2GcZxhdNx4sj/WWGVL2LjaKCzWwy0EVJgtlrd1flCL9oFzzEiJZDLpTiAYDAanbi0Ajua+2+2i1WphamoKpVIJrVbLJQZ/r8p7ZhwAgG63i7feegudTgfD4dCBykgkgkajEbDO+pRpa9XjdQ0JA4KW+jAG7yvjQLKPsfK0gdOKZSb2mr6fi0wZhi95is+zQuBGcJTJZFAqlVAsFhGPx9Fut9Fut91+87feeuttharZtgAnk8SwLwcHByiXy4hEIs5SxrHk/kY7VuOUAwsEfcqNBQzjlLcwRdHH0MeNwWkKbdgzylCtwmbrY9usFVsNA4lEAqlUCul0GgCcR39/fx+dTudEkhgf8Dyt1Go1XLt2DZ/61KcwGo2cAsGj1xh2SFokoPMZxDS0TcffFx3gA+sKVCnguT5OowHWEwaY3knxCcgwGvHRyWlt0HZb4Omjv3FrhKDDF2UR9u5XXnkF//t//2+Uy2U8+uijmJiYwLlz5/Arv/IreOONN3Dr1i0HBmlhBxAInSfff+GFF1Cr1dBoNPD5z38ei4uLAZD8fi8+pVB/o1flxo0b+MY3voGvf/3r2N3dRS6XQyKRcH3VNUIw3el03B7FRx99FAsLC8hkMu6UmXg8jldffRXNZvNd68/Ozg7S6bRTegaDAZLJZCBviZV7ypd8cs1XwhRu/qYKFxVK/q45CEjHmoxQDQxqvOj1eifa6ON/dn3p2rKOAxb2/ywAXBXccVFvPqXL135fGSdTTitUVGOxmEs+yfm3R3f5DAK2fRoiz/W/t7fnthtZw7CPV/nkAL/zd5UxVk5a77het++2yiCvc8sk5SppjXzN8nrfvNpQdRbSFBM6j0ZHBv2dnZ23vf1PHQc6njquOg46juwbc54o7iKm8Mkhle2UybpFSWkxbO3Zdmob7fzyj3kS1FHG76rgq1ExTEkfjUbOkbKysuKSEVr5qvRu15nVQcLks+o6ul5VMT+LnuErxEJ02tj1GvYMHbIWv6kRpd/vB/ba+3DOu13uFavej8IIAvIv8rCpqanAura8UOf+8PAQzWbTbSFaWFhAq9VCq9V6z/r3nhoHAODWrVv4V//qX+Fv/s2/ieXlZeRyObTbbXQ6HZcJUoWv7l+xDNu3OH2CJEyQWsbPEmYV18+qgPh+O61YK6AyZf1OoWytcsrM6ZXjmDGkPJfLYXp6GpOTk+h2u6hWq+j1enjllVfw53/+56jVaqe28+0UO17dbhflctntgyfwpfJgwYatxzJvBWGWoWtUQZhSeBbwag0EFjDYcpY51zr4Dq0rzIsbBjSUCTHMKZ1OI5FIBDwb+/v7aLfbODw8dAkIKejfzpYC7o2kMFaBrPux1PKse9HCgKCOT5gwtAJXx8uCP59wtmNqP48rpwlVX1vH1R3GL8Jo1oIK37vCeB3XCevSMbnXfgFAvV7HH/3RH+GnP/0pFhYW8Pzzz7uze3/7t38bX/va1/CTn/wEnU7HtYlgQ9tE4Hnz5k38l//yX3D16lU8//zz+JVf+ZV7Vmjeb4W87+rVq1hfX8dXvvIVvPbaa4hEIpienkYmkwEQPGlHjQI8maBQKOAjH/kIHnvsMUxOTiKXy7l8Mc1mE6+88orz6r0bhVELCkzJLywdkn7GeeHD1oAPOIXxRjWQU9ZZxZJjyKL0Tizxdo7V0v7aiAX7/Dijg+2rjp3PMMfrPoXbV+xatsrGvayl0WjkEpAyPFvn2YbP+uZOZTGVDPUyc+1zDtURZA0mFqv5FFK9V43OxAxWObWYwdIgr/E/Q6jt8duKBa2BLGzOFL+wnVQ0IpEItre3cfPmTXS73bd1JKkW67jRsVXDul0v2kbrsbfYw/bNjq+VN9YZoON9mjzUfigWVCXbvmtiYiKQ60BzqLAt5KFsL4+NZdi8ri3tfxhtWrynbQ/7TLzP9UL61ZD9e1Uex2Fg3zrSMdItGcx98/+x9+ZBkmVXefiX+75WVda+dPU6PfsiaUYLCDEyi4VsEEsIHLYDAsuAETgIsME4whEOcAQ/4wBj7HCYMBiQkcNgMJYQQkIgkNAwmlXTPb13V1fXvmRm5Z5ZWZm/Pyq+WydP3ZeZ3dPVXdWjE1FRmS/fu+8u557tnoWGKp2Erxf0Q8N63d+P7C5/69Y//Ww3nVHLXpSvd3Z24Pf7EQgETNg2PSn0OOSzOzu7peR9Ph9isRii0SjC4bDZ6/fDQHDfjQOlUgkvvfQSSqUSvu/7vg9TU1NGgVldXYXL5TIliOQGpFCpCY1kfr2Ucy2MsD298DYCIAmOTZCxPa/frfth6w+tz5KwyvFJQq37wRO6WCyGdDqNgYEBBINBlMvlDsPA5z//+bvmgtqvwlWr1bCysoKJiQnDCIE9yzYJvW7btknlWvB5aUBhu079tAml+l6ntezG7HsJX1qgkn2QgobtfZIJ8Y9jpKdIOBw2tVdZwsvj8SCXy3XkGND75U4IEYkjT/DYRzIzKRxI448W4uSYpUBnm195XSbZsuGIE6HvZ6zd7rH9Zlt3uU5Oz8v93Itx2vDRCd+cGJNNILCdLN0OXL16Fb/8y7+MRx991CQae9e73gVgl9bTOymZTJpnpPuty7V7qthoNJDP5/G5z30OS0tLSKfTOHHihKlkcKf9ux/Aec7lcvjSl76ET3/601hdXcXS0pLZo1RspWLSbrdNQjgKpn6/H7Ozs5idncXQ0JA50fvyl7+M3/qt3wKwn9bdDZCKFPc497k0Bmo8l3jajzBoE64lSLde6UlAgzgVS4nT2ktJCra2ajkErZDahEdNX3RiKq0YSgVEvoP7XhorNM3S+5TQbb5Ig3U/72QP1Wo1bGxsIJlMGk808hCtgGlaLq9Lz0auD/ukFRA5j2zHiS/oOZL90OvK37THhjZ26D7KPjD2X98jXbYl7tn6wXcB6DAosD+RSASrq6v42te+ZmLM3wro+ZH82SZfSqDSL+Vt7h8pl0u8YhvaGCXXzoab/SiwTtc450yM53LteqVsbW2ZqlnSyCnboVeSlKm0nKV5tsY7+ZtWBG19l/eS//EvHo9jZGQEiUTCeEaVy2X8+Z//+W0bgGVcvMR/jZu2uZdeF3yOHnAyfELijd6fNtrUTd7QtIsgDXvyPTZ6LL+zz7b3SNyVMrHL5erAI0mjJN2jDiM9thky3W63jQFRv1MCvQeKxSLC4TBmZmZMnja+43aML28V7rtxgHD58mV84hOfwD/8h/8Qw8PDmJychNvtRjabNVYyKRRwUaQFjQguGY+Me9TWToJGJgIt1npzS6TXiK2Jhf6v3y9/l0xP95/3SKOIVL74J+MsvV4vEokE0um0KTPGupqlUgmvvvoq/vIv/9Ig370CuVFrtZpJUMgNVKlUzGfNQG1tSWYvhUH5vH5G/tefne53uu6k8PWrZGsBUhNqyThsApAUQFhOJRAImLjler2OSqUCr9eLRqOBbDbbcQJAfNPeKP2CJsryeZZ4YV+Z1Eyvm5xPp3fI+bIpG5JJ2Jj4nYDT2sp32u6xjUXep9dQXrddk3A766MNh5LBaAGebevSVLcLc3Nz+L3f+z18//d/P6anpxEOh/HYY49hcXERm5ubmJ+fR71e7zgdZN/oUs/fKpUKrly5gt/4jd/AU089hccffxxnzpwxAt5hBI2rOzs7WFxcNIaBy5cvw+VymVwgMjEj9yEFoHq9jmq1apIPnjx5ElNTUx2JYxmOdRBGAQJDCTg+8hqXazeUgSdIPI2XuKWFfptwredPKxL8LmmdPE1jicJ2u21OW3VOAZ5w0QVWJ8KVQq1UGnXfbJ9tY7F91vRKK2ZaYZX/tWzhNH9OIO9zkoW6Aee0VCoZAxGN8LLeebfnu/FG2Z7EAS1v2YwDml7KddX4JOmbnmtN86QyxD/KnJJ30uuR8hlPC+X6SLlVjkW+X4Yi+Hw+5HI5zM3N3RXDgJwP22d+10ptN/5sG4O836bY6d9sclQ3mUver8ci9xNPcpvNJnw+HzY3N7G+vm5kJNJmPsNDFQna6KVx2IlO8FkbbdP70CaPaj1Hz6/OkN8P8DQb2Asvtc25DSeoT0jDHeks5UrZX5tOZTMga/1G/umDJf4xjEfyIdm+/Cz7waoAsl/yPmlUls9tb293JFCX+pYeozQ4EZ/opeKE3+T5HNvW1hZisRg8Hg/Gx8fRaDRQLBb7OjS6m3BojAOtVgvXrl3DJz7xCfzAD/wAZmZmEAqFcO7cOdy6dcswIyoaEjmkouxUNkMrVQQ+p++TFmSd/EhCN8JmY4Z6cbWSw00jXSJ1mR1JpCgYtVp7ORj8fr8xCgwMDBjlm5Z/5hi4H4YBCY1GAxsbGyabPvMPcBNLImJjUJLpSqEB6BQAbNZHCf0op/retwpyo0uBxMYMnN6t54fWSuZycLlcRrFoNBooFAodsX4Sj/RJ1e2AFn7kesjxyu+yZJQT2IQLPS9aENHM3DZftzsuJwHJiZl2G4/tmm5b0h8bvdC0jHSgl2AOoOOki8/LtZdut3ca15rL5fCrv/qryGaz+LEf+zEcO3YMIyMj+PZv/3aEw2F8+tOfxs2bN1EqlRAKhUyNX60QkJ7VajW8+OKLuHXrFubm5jA/P4/Tp0/j+PHjhmnboB9h806gF73g7zxZvHjxIj7/+c/jL//yLw29Y0gVSxZKpVfSQBoHWAP5oYceQiqVgtfr7djX586du2vjs42Hpxl0r200GuaUXob+OQmEtvkh6D2u9zQ/69Nb/qeQKxOk0SgqoVarmec4DioH8lS01/rahEtNi7UiYQObsihplE3JYv90SIduw3aoodu8XWB7jC12u91IJBJIJpMdXmvSG0OGlMn5AjpjxOX4arUa3G63WUd50qnnne1IeUivAeea+0p+d+qPVPpl2KM0CmhlgsqANJDp9ZRta34kPaharRYKhQKuX79+x6WlbSDnWfbJhkc2XsfftHeLvK7fJ3kyn7mTmPl+5BOpCDJpn8/nQ71eRzabxbVr15DNZpFKpRCLxTpwKhwOm6TNnCMZY08gTjjJ9k7zpq9pHLDJOVqWulP5Ux+o0pil+2ujvfpUXO5lGhu0ccBGezQNk0ZAfY++Jv8HAoGOwz8nGUriC/UijbPyeX24xHeQDkmPElvfJG/hdZkjR+a5sK0Pny8Wi8hms0gmkyY5MZMT2njn3dJJNBwa4wCwu4iXL1/Gb/7mb+If/+N/jBMnTmBsbAyFQgHlctkwCkngJTEmQmg3F6D7JErmpOOuJaLqEwVNHHhd/pdgU3T0huJ9Evk1I+M8yIQoREDGrKTTaZPFOp/Po1gsdljOdJmRewG2jVQul7GwsIChoSGTxC4WixkhQWe8thFQXndSSuXc2Qih0/deRL4X2AiWvM6TLYLN6qrHqYmqxHNmSQ2Hw/vwg/FPksj0Gv/tAImnzhHCduUe0xZh23v7mW+9/2xM2mlN+xmrE6O5U7CNSSv6cp1tAqRTe04KhaQdtvnSArdMMGXLtN0vVKtVfOITn8A3f/M3Y2hoCG63G6lUCs8//zxGRkbw3/7bf8PVq1fNO6WCJhPIURDZ2dnBwsICVldX8cILL2B8fBzf/d3fjfe85z2IxWKHImEhFVUmDXv99dexvr6Ov/mbv8Hc3BwajYYx3DFppzQ807DNzMcMJQiFQhgbG8PJkycxODiIYDCI7e1tzM3N4ZVXXjFux/difBJf5LrZDLR8hvdrXHbam3IdnU7TGSpFfu9y7boOE9fdbrdJFkfQybKkYUDTeicaLGmL/l0aeGRfbQK37bumiZouyLa0YK2VMk1vbeO4E+D7KXOVSiUMDg6ad8gx2E4mZX+0ssz1kXTA5XKZiiWaDnc75Zc0Tp52yuz0OqG1fFYeDlGZkv2XfEx6qGhPVtv8yTYpb9KQQmWrUqngwoUL2NrauqtymsZ1bZDQvEHuJyn/6t/l+Gzj5ZzZkojLe/WcdZtLDbZ15Lg2NjZQKBSwsLAAj8eDTCaDTCZj8NTlcmF4eBjJZLJDYUwkEvD7/cZj5uLFi1hYWEClUunol9xvvdZL4rE83NS/ye8cF/HmTkDjtxON4Xe+Xyq4/M2mj+g10PxC03eb4djWZ/lOPse+8HmNu/J5+Rw9Q+QY9Dzo+ZHyiDbSyP/6AIw0htV9pHGA8yQNm6RLDIEJh8Pw+/0YHR01FYrupc52qIwDwO4k37x5E5/4xCfwQz/0Q5icnITH48Hc3By2traMxVom3JPEnIhqQ34npk6QhJMEjaBPOSXSybaB/UqlTQiS1jf2n0KWRHQpHEsEcrlcHS64/B6JRDA4OGhKttBiurGxYQjLn//5n2NxcRFbW1tvaa3uFOSmbLd36yhvb28jFotheHgYHo8H4XAYADoS/mjCo0ESHRuTk4zMxoS6EapuvzvhgcRJG1Gw9d1JoLAJ1rKdUCiERCJhlA9gL1FXrVZDsVhEpVK5Y8bSDVqtFubm5nDmzBlkMhlTti4SiaBare7LDKwZhRZ8tUDZC7TAKJ/XhrfbIa56TWxCupOCYwPdL92GTcjv1bZTf2xKhq2/mtHz852GFEgol8v45V/+ZcTjcczMzCCRSGBwcBCPPPIIvvVbvxWf+cxncOPGDTSbTeM5JD0IZClMl8tlXNfz+TxyuRy2t7dx5coVnDhxAtPT08ZTKhKJvCUFqBfo+SR+12o1XL9+HS+99BK++tWv4tatWx25Ahg3SkFLl/pkGEG5XDZeBzTyjoyMYGxszJxOXr16FZ/73Ofwyiuv7BNKDgq0sOdEYzWd0l4tEi9t+0fzbMnzdBs0eFPhkvOgDw3kd96nBV5gv5HWSUGx9dOJNxE0/3Hat/p98prmZba5k6Dlnn4UGBvYnqNMIRMLU/7Sp3uS9ks3fYJcE6k08z0U7rXRkO/gf41b5HkaL3XeBnpL8WRYHwbJNZP0kknHJGic13KB9Ixk26zkVCwWsby8fCB1zqWSB6AjBp3zJL3LuG46jwevO4HEU663k8eElpts1/uVCfibNFzSS6her6NYLMLt3g1XvnHjRoccmkqlTC4NwsTEBCKRiDmsWl5eNh5JNoMY+62VSNvYNC2Qe0Tuca4XcVJ7RPUDTnu+Fx3QvE4mcZW4S+83Jx6gP7fbbROqIJ+T79QyLr/L8AYn44CUsyUdkmEjmrZLPUsaeumdKPujjdWkHXL8DOuVeVmc5lvzyWq1ilwuZw4RmCvudtfvrcChMw4AuxN95coV/NZv/RZ+6qd+Co888ghcLheuXbuGYrFoMifTVUMaBKQbm01Zs7m9OCklmpBpgucE+jetCFAAZl9sm0q/w2axBXbj0hhLFIlEkE6nkclkzOn7xsYG8vk8PB4PVldX8YUvfAE3btw4UKRyAr1p5fiYgGx7exvpdNpk2WfpLp4KySy6NqXHJsDJOaOVX1oedV+clEEnwUsSSknM5Pt5r5MQKsHGbKQQROLEuQiFQkilUkgkEh2nLoFAAPF4HLVaDUtLS8btVhL1u4UHpVIJ1WoV29vbxt1Y1tPd2dkxe9LmKSOFCNnHbmAzLMi5l5ZpJ8tyN9CCiV5H2Qfdj15za1MiuikjUoCwrZ3tvVr45JzI9mR8uDS23i3l+uWXX8a/+lf/Cv/6X/9rzMzMGCPAe97zHkQiEXzuc5/Dm2++iUKhgEgk0lEyj31ieT8K7TQYXrt2DTdu3EAymcTw8DBGR0dx5swZfPjDH0YkErF6E9zpmGxryfrvly9fRrVaxY0bN/DKK6/g8uXLKJfLBv8jkYjZjzqRkaxEUK/XTSy83+/HxMQEHn30UYyPj5uxuN1uXL9+HV/60pfw6quvHoixzwmkAMU+BgKBDo8TKSTyGc1XpUBua18Lh4A9VlnmOJA0UR8M2Hi+jbZKkDio6bvuL/vnlGhVj0uexEr+0Yum9FLGdL+kgiE9uaTb++2A7f6dnR2Uy2XE43GToKxerxv3bPbbRq/kdwrX7L/MJ2GT4+Tas33yHYkz5D8yVJH5OmS1HHqk8hqft9FCuXd5nz79lc9K3CWeUJHY2dkxlR/cbjfm5uaQz+cPLH8I3yPHJMMM5fhs90pl1caz5Xt4v96HErRnqOb7Ts9IA4eeY/7JdZGJvamwVSqVjj5Xq9WONgFgaWnJHLIAMAliJd9stVpG/9DPO33X+E86wPn1eDwIBoOm9LjM23Tp0iVsbm72Lb8xESH3hhOdsvWXe4ehRMRd9hnYU7pl23odtW4D7HkG2XiB03OSnvXzjN7DEh8l3hBsdJGGP02v9Bzqgymd/FA/z2c5h1K2Z244hgmPjo6i2WyiUCh0eBscJBxK4wAAswm+/OUv47u+67uQyWTg8XiwsrKC5eVlZLNZU/+VBN6W5Zb/pWImiZ1N0HZSDnX/gN2NpzebJnT6mqy/Kt/HRXe6Ln+ThLvVaiEUCmF0dBQjIyOmBEY2mzXxofPz8/jyl7+M+fn5A0cqJ9CEW/djZ2cHxWIR1WoVY2NjGBwc7DhJbDQajq5vmhjZiLO8VxMFOcd6zTQ+yHWRBin9bhvuOAmX3fotn6PwQoYnDQPAHoPjKeyVK1ewsLDQIXgdFMjTIMmc2X+5L/Xe4D2SAUiw7U+9r+QetHkoyP/dGKJeL01H5P1OsZMab/RzmlHacNdmRJFjk9Zt3uckTPE3Pe82pYLv7qaM9As7Ozt4/fXX8e///b/Hj/zIjyCfz+PEiRNIJBJ417vehWQyiZdeegmvvvoqlpeXTbIzKtKy+gUVT3qOMZ/G2toa1tbWcOnSJbzxxhtYX19HJpPB8PCwccMPBAKYmZnZFyes557zSJ5CgYex/ZFIBDs7O1haWsLVq1dx/vx5XLx4EfV63biuskoDhR+edHDN+D6eUlYqFVQqFVSrVTQaDeNpMTU1hUwmg3A4DLd7101+fn4e/+t//S9cuHDhnngLEBjqwHrrjFmlUhYIBEyJL/6m5xSw81ted6K1NhrPdSH+2wytEsf1XpL36JMg3YbNk8amhGi5Q45d73niGPvf7f1SLtDCtBMt0QYY/flu4k6pVMLW1pZRuqSiYwMn+qOzx2t+wLhnaQSi8sLTYe1Jys9y3mq1GoDOUDgZ4idxSSpAUm6R+K9xWytFes1kW9Ktf2Njw5QYPihoNpsmnMk2LulpI0HuP7muek9Kw4psQz7Tbc3lf6d+aMOA/O+E78BeuJq816boyneWy2Xjzi15otxf3faTTd6yyR6cL62cyvUhFAoFZLPZfXTFBh6PB6FQCH6/3yj2Wl+x9VfKuORTEk+0bGVLwGlrX77Xlv/Iaa6c9LN+oJvMK3+z0WB6jOj3dns375Mez93u1WMkblWrVWxtbRnjFJMTaqPWQcGhNQ4Auwvzx3/8x1hfX8f4+Dje8Y53IB6Pm98rlYo5UZaZOPVmlcnpuMm1UO/E0LVwIL9rpq7bk4suBR0bskgGQoHY4/GYpElSyJQnNaFQyBgGKEjWajVsbW2hUCgAAF566SW89NJLyOfz9wSp+oFuAmKz2cTy8jJ2dnaQSqVMokIKyJIxS8uzbAewC4KaUUuQDFAKWPp5ea/tHbo/+nmJB07E2dYnSTx8Pp8xDMTjcWNV3N7ehs/nQ6lUwvz8PNbX1zssmFqwvJtA4aIb0ddro5m1TcDifboN3ZYWOp2MhHoNbfgir0tBx9ZveZ+eDy0o9po/4nm3vsl50Hgo5450yoZjEg+lYcwmVL1V2NnZwblz5/AzP/MzCIfD+Hf/7t/hgx/8IKLRKI4fP45YLIahoSH8zd/8DS5cuLDvhJ1zTUNsMBg0pzXSo6DdbiOfz+OP//iP4XLtKq3xeNy45X3v934v4vF4h1tiKpXCyMiIEYBosW82m0ilUiiXy1hdXcXCwgLm5uYwNTWFSqWCS5cu4cKFC1hfXzfr5fV6EYlETOJc6f3AeSBeMsNzrVYzxgFWbjl9+jROnDiBVCplkmmxpNkf/MEf4OLFi/fUMADs4TL5j1akJF+S1YK64ZPeb04KhFSQ+Yw8bZf7Wnrj6bb4u963OkGrpiHyVMc2hm7KgU3xkfuc/WBfZLZ6+X7Znk0WkbKNFtz1c04yyJ1CuVzG8vIyYrGYSS4qqw3RuGeTuyQ9BTqTC/J0nTlQyPelUUgaZjg+mThNzhPHzMSU2rOMz9rmR9JJOd/yT841x6rxX3pTyPLcW1tbporLQYLEYe5ZnkpTyWNfyc/ZX+n5Z1MCNe+Rv9k+y+f6UXS7yUbyuw3cbndHmUXpSSAVXjlHNn5o66eWC28HbGMn7sr+yEMhORe93sc8VNxPUom3Ge+0vGKj4U7rYPu9X7mln3mzvcNpPpxonK3vul/yuxNO2sbY7X0Sd2zyrqQvbI85XSKRCFKpFPx+v9Hv7gX/P9TGAQDY3NzEpz/9aSQSCTQaDbz3ve/F6OgoxsfHMT8/j8XFRYP4LpfLbARgP0F3SjbIe52EY5erM7ZNCnt6wTUhdFIqSHg1I5GCikRKEjfG49NNiGEEQ0NDRilcWlpCNpuFx+PBCy+8gC9/+csmgcr9hG6EQG+U7e1trK2tmSQ9VBiYoZt/QGfYhpxzbTiwEWK97vI6hXn5rM2FTr7D9tkJN3rNlcZjbRCKRCKIRqNwuVzGLZn5G3gC4cRQejHi2wUnRsK+S/y3CQ6a0ct5k/dp4d22Drcztm7r0A++9mJw+jebMKPxUtIsGw2hW6XNMGbro5wT+SfXhXjN05Vec3O7sLW1ZXKc/Pqv/zoef/xxjI6OGuU9k8kgkUhgY2MDq6ur5pRa0juXy2Vi9tvttjmxlnuy2WyiWCxie3sb1WoV+Xze/EYXUXmKPzk5idnZWVSrVZTLZdRqNZRKJQwPDyMUCmFzcxOrq6tYXV1FsVg0+430h0lUAZja1Own51UKecwlAOx6+bBs68DAAFKpFJLJJGZnZ5FMJhEIBFCpVEyOgd///d/H+fPn77lhgKCVLF7jf/0H2A0CmtY7Cdzys/5d0xO9F/W7JX/QBknbO2Vfnfa1jRc4jV+Pk3hhc73Xe5TtaiVG9o1tyZhy28EFeaXO4fBWoNVqmXw20WgUkUikY1/yv/RcknOlZSM5x+TBDLeRpQ41DbOtn8yyzrXX/ZDefza8kCf5Gne09wffQxoleTANZ6w0UqvVkMvlUK1WUSwWD9wwwP7LGGjSeoY9yTAMjpHj4ekz8z/wdx2aJnmXxn8Jku/p/e1kjNPP63fwv5PXHddOegDo03R9Oq73s+6T3Lt3Ano/yBAtziWwl3NAP9ftveRJNKzZeIdtDm3tOslW3WioTf8haAOubRxO8qCtv06ytlNf5Xtt47Zd13zLCWx9tc2NpEP6Xsoz1WoVyWQSoVAIk5OT5jDhbsvwGg69cQDYnbB8Po9PfepTqFar+MhHPmLiMMPhMAqFAvL5vFEWKQBKpiQZAcG2uSRRsSko2tomN7Rm5loZk4KMPtGTggaRglZ3GgaoGMbjcROfOzw8jHg8jkajYVyg8vk8stkszp07h69+9auHwjBA6IbMcm1oWV9bW4PP50MikTAlvDhWYC8DtY1w2QiLVkL1Zuym6Mn7bESo22+6Dad3OAnTAIyilEwmEQ6HTZwXM5kWi0VsbW1Z3XrvBci9IJmqPPnldylQ2faFVhz0XpZrbZtPvQ+1EtzPWNimE2OS77AxHX2/rT82AcpGO2zMy8ZctZeDDc9tc8fr0svqoHDoxRdfxH/4D/8BP/uzP4uhoSG0WrthUU899RRarRb++q//2sTtS0VJGgFlDWGOj332eDzGw4j3s34w7+XcrK6u4qtf/WqHQEh6KxPc+Xw+BINBNBoNQ4eZ44P4KU/VJS+ggsB4bCZWrNfr8Hg8mJycxOnTp03yXSYlrFar2NnZQS6Xw6c+9Slcvnz5vhkGOA6tVO7s7JjTKYYeSFdhLeRrHLfRO5uSJ0HSFqkIyzmX92pFT+KSVkBs+87mfcN7bN5J7I9uU/MKKRNoZUuW0JPjkHMn45zZlkzmJ98nPTykS/ndBLnH2G+GxMj4fj0PHLeNRrXbe2WrAZi8ATb6zHmU+96Wo4jGPBn3r/GBOKKNDxo/pUwoFWp5sEBPIc59q9XCysoKVlZWUKlU7umeHh4eNntW8lyGbMqxybwPLperIxGfvC4TsfF3zYtpgLHtfc3zeL/c507KmC1+XiuJNvohvVhIc2WSSPZLP+f0+XYVNZvHJPkOFfpQKLTPQMD7e8mphFAotC8fgtOYbPvKyRDQS5HXbeg1sbXpJC/r92n56Hag2zt6PWNb837e0Y9eoMck5V0mDd3e3sbW1taBhh1JOBLGAcL6+jr+5E/+BJubm4hGoxgaGsKzzz4LAFhcXMTi4iJWV1fRbDaNxZiJZuQCacVBx1npk2gC75EufPxvQ3ib4E9liMyd7UlXeSlkShdylqkbGBgwJ25DQ0PmtGx9fR3tdhsvv/wyXn31VWxubpp4maMGUtijYBEIBJBOp9Fut82GqVQqJlGKE5G2bWSbciQVESdGIL/bcKQfgcvJKKDxhSBLFNIoBKDj9GFra2ufu5FmqjYF824BBTNZmo3u3OyXZj5S8NZMSv+XCrHTGsk2eU0+rwWMfhmF7p+kARrfbAxAMwabwNON4WuFXwqxUjjVz0p6ZpsfPW/y+V6nNm8FKpUK/sf/+B9otVr42Z/9WaNAxGIxPPPMMxgfH8e5c+dw4cIFXLp0yZyqkS4Sz/icNj5J4zDnjnuIY+QayPKufN7r9ZqEexQi6bnQarU6PATkPHMuNe2SVQiYzMrr9SKTyeDYsWOYmpoyhs/t7W1UKhVcu3YNFy9exM2bN+HxeHDz5s0DWYvbgc3NTaRSKcMzG42GWQMqpTZeSNBCo7wmwQnvtPIoT4G1cmlrW94njfG202RJY5wUE71nbAKrTWCWv0uPQCrCPJ2VySblCTVxFECHS7jMz0GFnM+yD+SbOmv93QIas7hG0WgU8Xjc9FMmELS53XfzAtFrrPmlVHZ5rV6vd9zHOeC88Los2yrb1oK9PlWWSma73TZKNrA/sR//37p1C/Pz8/sqHNwLmJ2dNeG3xKlGo2Fi2PlHzytgT5mmnKrlU9Jajk8flEl5utfe0J6FNpDrQ2OQvK7vsxn3JP3gu21/NGjpPhOkDOPUVzluJ3kB2MVBJt8NBoPmEJD7vVgs4itf+QreeOONvnmz9vKQ+kc/YFNsbe92km9scyD3j20eCHqe9PO2/t0J2Nao2zrdTpu2/na7V16j/MBwEPIEhhoeNBwp4wCwm4zj85//PIBdQnf69GmcPHkSmUwGU1NT+OIXv4hSqYRGo2GERGB3gbRF3ZYAB9jPHEhIJNOSAoV83qlNAIbQsA9SoZWeDuw3M78nk0lzWsyqBMzqvbCwYJ6rVqv40pe+dGjCCG4XbIIZv29vb2NpaQk7OzvGpb7d3jUSMJkXY+tJDG1un/pdTt/5nNMm79Vev+PU//W1UChkyrORqbN+N0MImMhMW4cPSrmzQbVaxblz5zA4OAi/329cvkOhEEql0j6DG4UN9tOmvEuwMSUbAb9dAb8XyP3PNnld3mMDKRBKcGI6so9UIOU9TqdbkvFIY4v8zPnWLrS8717iCrCLL7/9279tqg0EAgH803/6TzE9PY2xsTGkUik8/PDDuHTpEv7iL/4C6+vrJpu/y+XqyPBNl1eCPM2X1+Q9UjCkcUAK+vIUUNc5lkqIxjdpzJQl9srlMiqVijHyDQ8P49ixYxgZGUE8HkehUEAulwMAXL58GZ/+9KeRy+Xuq6eADZj0Tc8XQXr2dDt1te0B2/4m2GixvEefDvMe7QGjlTzbc7bvtnXQMoPslxZk5X/er92R9V6WSZZ5eEDFnjQ2Fot1KCgul6vDc4z4Si+baDQKoDN86G6DnJetrS2USiWk02kTksN75AkY+2/z6LB5i2kFg3MkabWTQi/DEQmkAXJdNN9gG9JDScsYUvbg+ILBoFmX5eVlU+L0fsDg4CBmZmY66FSj0cDq6mrHXmk2m8jlch1rxJNLAB3GQHo/2PaZxHfmjrApSjYvPM1zZdvyT+aJ0B6G2rAj8UMexul3kG5Lww7ByWhkA92uDW/lmGx7knulWq3itddew+bmZt98geUwpWGd7+sXeinKNkXdSZ5woofdjEb99Ms2z4R+6ZzGx3770asvTnqN7KvGJ7lOpB2s3NZNr7mbcOSMA8DepCwvL+N3fud3cOrUKfzIj/wIUqkUNjY2kMvlUCwWjfIk3SFlkhoAHS5okhloZV+eUGjFQG949tG2eGxLGy2kAE/XIloPU6kUUqkUYrEY3G43yuUystksIpEINjc3MTY2hmQyiU996lNH1jAA7BcANZFpNptYX183AtLQ0JCJk3O5duMSKRixrV7rJkETLS2QOBGJboTT6T59TeIchTmGUzCJGgCjaOTzeUP4Zfml+wVkYHouqLxJY4DtWdu8aYIJdLo06uc1EdZCs27bpmw49cUm+Ohnbc/pk01tBJH9sLUrFVHtEaFLSsn/POWhQCAVZv4m59E2XweNU7VaDZ/73OfMd5fLhZ//+Z+Hy+VCIpFAOp1GMplEJBLB0tISFhcXce3aNWxsbKBSqZhTSNIDnoayqoGcX73eUhjTRhhgv+usXmPpHcDTNH6WJd1arZY5vRwaGsLMzAzS6TSGhoZMuVkaNre3t3Hjxg189rOfxebm5oHO/Z0CT6Jk5m+paJDHyqRxhF70FeiPltr4rU2h0wqD7TdJc+V3jStAJw1wohc2viLv1Yk2baeXEicZu0/cYjgZDQSswc6EmtzX/JPKndfrxY0bN9BoNOByue6ZnLCzs4N8Po9qtWrKsm1vb3ckrgQ6E6hqWunkncm5s1UhkSB5g8QTG/3tJXxzPbgXNF5LQyKwV0GoXC7fV8MAsDumaDRq5F72NRaLmVAWjpGKCPdyrVYzSa6pbLZaLZP0WM5jsVjct+90STj5u43OSvlNG3gkr5JeP90M8fr5dnsvfNfl2vPkpSyjPR/0/tdKsW3f2+iZvM525F6Qiin3NPUY/bseowauH405pM02hdQ2X93Axhe7yb+yXSda2+u9/chxNp4j3+s0BvnufudXj8k2xm7t2GQ3PTbuxXw+j1KphHZ7N5fKQcv9R9I4QKhUKnjttdeMYOhyufDMM8/A5XJhYWEB8/PzWFhYMMSZiqN0fbK5tkkhhwtOQijvI2g3Mg2ScEkXTMnEaYlmsrloNIrBwUEkk0njkud2u1Gv11GpVFAqlbCxsYGNjQ3cunULn/rUpzA3N9cXIh9m0PMqiT8AE7PrcrmMW+vY2JiJeS2VSiY5ErC/jq4WBrRy3m2jSgLgRGjk773GKU8hJaP2+/2mTGcoFDJeJPV6Hc1mE6VSyZR87Odd9wo4Jq0YSMFOuscS5L6xMRmbUkdge1p4lP3gc70Uci1g2AQLfV1+18KHFMxtwoPsgzzZl/2VuKhP/IE946YNp2V8LukN3dx5giOFEpfLZdznpYJyryCTyeCNN95APB7H6dOnEQgEEIvF8Oijj+LYsWPY3NzE2bNncf36ddy8edO4V0r6z5N5Sbfln5w7KXBKRUN+BjrrwlO4kgmeGo2GqSzDXAL0cGAFg3Q6jZmZGVOdQeYWIPN/6aWX8OKLL2JjY+Oeznu/QBxst9sd9Ei6stOwLb1b5PPdhEen+230TfJTwF53GuisEEHQigaf0YqDxAebsKhlhm7uunJPUQaQrv18J3GZbTMMgDyQcy0rGnF8brcb2WzWGKXa7bZJ5KfnmXNzr4AusfTojEQiZgykQ6TZmo9qWujEZ7vxXq3A2d4hcZbr76TEkCZIQwArqYRCIaN4rq6uYn193Tyja5/fa3jjjTdw8uRJM1YeriQSiQ4FuN1uI5lMmnnh2tFLgHNTrVYRj8f3zfnGxobhTaST2hOKFZba7XZHDgS9r0h3JW+WITe9lD/A7n2ivWs037d5BtuUR37X8r/Nm4Jj0c9KPix5jUxULisN9Avt9l5ojcRVG073oxDbDBz6ejdwWp9ua2fTCZwUaVvfnNpyukf2x8Z/utEeCZpPOPVB6x0E8gl6jbDKCnnEQVctONLGAcLFixfxz//5P0cwGMRP/dRP4Z3vfCdSqRRGR0cxPT2NUqmEzc1NZLNZwzzJGMmgJNGRzALYEzB1bDsXVJZF0YKnJLhSIJCnK8FgEMFg0MQcRaNRpNNppFIphEIhbG9vm5wCfr8fX/jCFxAMBvGVr3wFm5ubJqPlgwo2gkPBh0Q1kUgAAKLRKPL5vDkVoTdBN6LlRACk0mD73UZg2TebAinb4h/xieXPqNxEo1FzasQ45EajgY2NDRNWIA1Lt8MwDgo4Hn3CLccqCaYUpjWhtRFQYH/9ZF1XWxshtEJtO+mR77cxHdupvW3sGh+cFBv+RrwkDkvao4USmVFZzpkU8CVdcrlcCIfD+5JAUWGlW75mgPIUnYrIvYJf//Vfx2/8xm8gmUziX/yLf4FTp07h1KlTJuwgHA5jZGQEJ0+exPLyMgYGBrC0tGQScTYaDVSrVbRaLaM4yaRTttNlrQBwrgOBgLkuDU2k2zQEUGim4cXtdiMYDCKdTqPZbJrKOuFw2HgL8JlyuYxCoYA/+7M/w/LyMjY2Nozb7mGEdruNUqnUMQZWkyFO6VJoGl+7tQ30d/IkPWH0XtPCkubVWrm0tSH7JJUbp99sz7JNuZ84R9J7UY5X4qvsLz0FXC6XKVfLtovFookXB/YMgocR2u222TetVguRSMQY+GkckPk/bIctnDOnfAmSfjrNg41OaxqgcYn3U7mSOCiN4aTTTALHEqWHBV577TVcu3bNfHe5XEgmk3j++efNdwCIxWKYnZ0FsGcIabVaxtuJ9+mqUS7XbuLCdDpt9g3/1tbW9tHZ9fV1M58AjCwr14TGWOmNIfejPETS9MPmUaLpEd9hC+uxGezl+MlDCNodXL7PJu/IA0NpOKTnqDYg3i5IDxfSHi2H9WsUkHtKyyjS46cXaJnL9i7bfU7P2RRr2Y7+r5/r1U/dvtQLdL968a9uNEnLy/zO/cd301h30PBAGAd46kLL/Pd+7/cCAKanp/HMM8+YOry5XA4bGxvIZrOoVqsmYZ/cgD6fzxgBeAIiGb0UAoHOEwyJJDopC9vx+XwmiVOz2YTX60UqlTLlumKxmPncbDaRzWbNvfl8Hq1WC6+88go2NjaMIPwgg7aq6c1XrVZx/fp1jI+Pm7rgstQj3fAZly8JWTdi0c8mtv1m+++kzNEYQEbA6hssj0alpFKpYGlpyRgFZP8Pi2EA2J/ETgrWTi5xTm7bfJ7/NeGUApwUEiQj1czYyeDA99r6oT0hbMqGBCfmKf/L7M6yHekF4Xa7O074JY2R72fmfM6lPCEPBoMdp1V8h3R5l2Ov1Wq4cuWK6SfLAN4rYILNra0t/NzP/RyGhobwC7/wC/jmb/5mk5RvcHAQQ0NDGBgYQDKZxObmZofh9/r164a+c2zA3gmsxIdWq2XKc3E9ZBwuv8v/MrO1FOJ2dnZMSdmRkREkEglUq1UMDQ11CMo7OzsoFApoNBpYX1/H5z//ebz++uv3/USxH5A4q/GRPFQbW/icBBv9dNr3tvu1Iif75gQ2em97rw6NkoYBm6FDhlcA6FBqXS6XOUWW8yS9hOR+1kk02+22iTNlm6VS6Z4IhgcJUml2ufY8AAEYpVrKUFrR4lxozw69NlKZkzxT46dTyIJWAuVvpL3y/ZTRcrkchoaGsLm5eeiMfe1224QjEgqFAv77f//vHdei0ShmZmbMM+12G1NTU8Yzl3PI0EfiL+VjaZTmnhgYGACwt6dard2QBLlOlMul8Y+5DogX5GE0SvTycJPrrq8T9B7nn1YA5XU5Dk0XeU0buCTu8X5ZyYJ8OxqNIhaLGY+KdruNS5cumbCO2wHKALYxdcNzPUda5rEpx3oONdyJrOokY/G3fowCWrmXbWk5Tj9n40PyHifjge6nja/ZvNN4nd9l5SXKhfdC73O177Jm0ctyci+AJ14f/OAH8ff+3t9DqVTC2bNnMTU1ZU48CoUCrly5gps3b6JaraJarRqLNmN8pMJPix7QyTikZVJ6GkhhnwohwwWi0SiCwSAikYhJNEiCGgwGDXEpl8tYWVkxngV/8Ad/gBs3bmBhYeGeZKs8jCA3EBUpMinJJJLJJBqNhgnLkEkLafwB9scXyk2pDT7y/Vq548a1KbTsK9skM0in06bUjAxzAXaNHh6PB7lcziRj021psCmmdxtcLhdisZh1n8/MzOAbv/EbEYvFEIvFTObqzc1NFIvFjtwfWriWe0oTWflu/iYFEB2WQCHfdr+8V665dE/WJwXdlBwbc3FqR75XCk5kBnTxJA7KOG4qGWxPuhNLfJVeSZcvX+4ox8d3l0olzM/PW9dX9pPu8fcTjh8/jg984APGi+aHf/iHcfPmTdy4cQPf9m3fZvZzrVZDqVTCxYsXsbKyYnJycOzr6+tGwJTCn1TIpHdGIBAwNEIqwrVaDT6fD6lUCoODgxgcHDQhTePj44aeMxSMNKlSqcDtduPmzZv48pe/jEuXLiGbzd5zA0wv4Jw4QTQaNZ4cqVQKyWQS0WgU7fZuSdWtrS0Ui0XUajXjWQDsNyxo5Z732PqjT+a0kAvsN0x2MyDY6Kc2GjkZJmRcMvkOQ3FIv6VCRNou9yH3bbPZRK1WM4Yst9ttPGAkHBQt14aQ+wlc02g0aniiND4RuP62yhjSKCPXXa9nLwOBfI6GGJnQTSp1NArQO5XlR9mXexm60Q84KW39glZ2jx07hlOnTnXsyRMnTmBiYsJ8p1csn2+324Y2sCoMaWulUjEHYgBMuNb6+ro5GCGtKRQKHevJEBrZR131g6DxShrkNC3gOGReGc4lZQ3e75Q7wCY7tFp7JS5lHpFEIoHh4WGMjo6aZJbtdhuf+9zn8NJLL/W1Tpq2ypAmGQbjJKc6KdN6DDYZSRtjbHTZSYHW77P9blPYpUJNBVrvb70XbePqNWan8djG3UuB72bUkF4ysi2NVzzEsPXtrcIDaRwgSMb9wQ9+EM899xw+8IEPYGpqyrjjra2tYWNjwyTMKZfLHbWopRBfKpX2KZX8TCXF6/UiEAh0xAZ6PB4EAgHE43FTqoRussFg0Fj1arUayuVyxwlxPp/Hiy++iIWFBczNzT3Q4QP9gI2Aa4VPEi3pkSGFUpnlX28BrdRpC6mtP5K56BNc/vf7/SbRpM/n25e9udlsYmtryxiwWq2W+W4TpJ0Yz0FCN+NAKBTCc889h5MnTyIUCiEQCKBWqyGfzxsvHe1loxPl6ZN/zou8l/MtDQBaudenclT8ZL4P+R4q45Lx83fJSIFOAUm/h8C4MO2qSAFYXpMnULpvXPt8Pt+RPZntVioVvPHGG/vWqN3ef0J0u3AYjAPA3lokk0k899xziEQiePzxx/Hcc8+ZCgTBYNAIblS6WDYQgMlTwD3PObp586ZR4okbPp8P+XwePp8PyWQSsVjMtF8oFBCLxTA8PIxMJmO8lSqViqkoQuWu1WphaWkJL7zwgon7vHr1qjHaHEboZRwIhUKmxFYmkzGGbnq6FQoFE9ZFl2N50qGN6Zp22YywpAMS7yWNdxI0paKvDXxaeGU7srwwlTwZD00FQdJ8eqXI93D/M16Uc8CwRr73XrmI2uAwGQcInE96/tEzh79J/JF4qumv5C/8LENJeY/2ZON18gPyDNIHSa8LhQKCwaDJLVCpVA7dfGp4q8aBfoAGHvm+D3zgAzh58qTZP/V63STSJj9kvijGVkt5oFAodBhvmRxR7utisdiRZJPXZHt8lok7CdJLT9ITadCUtEfKDbI6CN8LdMoGUvaUIOmKzDU2MDCAdDpt5gsAvvCFL+Dll1/uaw1s79JGLadDED0OJ5zWdFgbI3RfpJzWrd+2cdgUaSn7Sc8L7lEpIwIwntaaTjgZKeT3bvNj65Nc825jI0i5WPJFm2yp5T9b/o27AQ9EWIET8FQJAP7wD/8Qn/nMZ/Dmm2/iJ3/yJ5FOpzE4OIhYLIbBwUFUq1XU63VjCaTrLU+Zd3Z2sLy8bAgN2yfy0epHxc/l2k3WQkNAMBhEIpHoiEFsNBq4desWstmsEbiy2SwajQZefPFFXLx4ETs7O1hdXT0UQvphAylkakWZhK9UKsHj8aBWq8Hv92NoaMi4MG5vbyOXy6HRaJiTWQq0ZB5aCQXsJeUIFCZl9nQSLplXwO/3o1QqmYzAbCuXy6FSqTgSJI7RiYDdT9Du6lR2ZcI4htIAnSf28j/HTYHaZpDTjEkqIFwbTWTZhjTkSOMP25DrawspkH0NhULGAMl+tdttI+DqMcrEWwQS+nq9jpdffrljHPxbXFw88u7Edwpcu1wuhz/5kz9BOp2Gz+fDyZMnUalUkEgkDI3NZDJIp9MAdoUBVjXIZDI4ffq0KXNLuHbtWscJL9d3fX3dVEygRwfxm8YC7nNgN2yBp8DlchlLS0sIBoP4oz/6I7z44ouH7gTxToHeV4VCAfF4HNFo1JyqyozYUpAG9tMsm7IO7E9eynv4x/2p6Z1tP9totBQm5Xqzf9Jzj/tNGgdoQJQ0Rp4UU/lnu0yS+3XoD9rt3QRqPAH2+XyIx+NWY7v0AtK4AuydhGqXcXnSy7XTiR11HoFms2k8GorFoqmG5XK59nlnvd2Bco2E3/u939t339mzZ5FKpQz/3N7eRjqdxgc+8IEOuSsUCmF4eLjDU5AGYGmoo3FBrrdO3EwZi3uUf/IQhvcyuayUBYD9p/BAZ/UaPi9xVXu5yGck7aNHsczDYTNg3QkQ37vJibqf/RgQbYdnej9wnPK67TmbIVeDnE8pAxI8Hg+Gh4eNwYn5g4gbpMlcW0kvbO/UBo1ucrnsozzMkutsMxhI44CkS6RN8sCR83vQNOeBNg5oqNVq+N3f/V1sb2/j7NmzOHv2LB577DFEo1FDLGZnZ028N4VBZoePx+MdCX+0x4CMa5XZRWU5kmq1ina7bbwD8vk81tfXkcvlkMlk8NWvfhUvv/wystksyuXyfZ6xwwt6Q+vNpwlcpVJBvV6Hx+NBIpFAOBw24STlctmc8vh8PpNwi4JKuVyGx+MxBJvry2zdcpPK0w6ZUIbJYJj8cnt7G/Pz8x3Wbz0ufc02/m733GuQyrNWmDln1WrVGEpkTg8p5EllX1q39XuAvQRcOsyAwoM8ZZLudNIiT4IbCARMdQjufyZCYtI1rZhwHDaL+MLCwj5hwePx4MKFC46n+m9XA8DtQDabxSc/+Un8n//zfzr2usvlwkc/+lE8+uijAGCU9Xa7jaeffhrT09MdngNutxsjIyMdSh/Xa2pqCtFo1PACj8djnmXCwlqthrW1NXPCs7W1hZWVFSwsLOD3f//3MTQ0hBs3bjxwigP3qPSQk6dSMu7edvJjO62RbcjvvQQ3CuTSoKAVRe47eQKshS4AHQYDaRjkvQCMssG2Gc6iTxu/Dm8dKMjr6h0ejwfxeLwDp8iftRIn3XN10kM+L92reb8MP6QHFfk/vWK+Dm8N3nzzzX3XXC4X/vRP/xTAHs+cnJzEe9/73o6468nJSZw4ccKsbavVQiKR2OdlSU9cttdqtTq8GEkbcrmckSV4H0vHSajX61bvXS3DSNlCJsUljtGgJHWHcDhsco5RNqKB7G7ykG5t3cl7bM/0I7NKOn07II0wBH26nsvlOn5zu90YGhoye7vRaPTtvedk6OjVb9uBQK/npLFDGqD1IZr0kD0oeKDDCnpBJpPB6OioQZhWq2WSBUpGT8Hx+77v+8yplLQUSnc1adEeHBwEsCtQlMtlNBoNUymBp9bXrl1DqVRCtVrF1tYW8vn8140CXaCbwKgtc1LY5Hp5PB5TRonrSq+MdrttygdSwaTy53K5TIZ3ACbOmXgjhQsKj5JhyD++617Vmb6b4HK5EIlErL95vV489thjePLJJxGLxVCpVEyljc3NTZNQk4YSbf2VzFkL/fqkiEKcdBmk26GcY2lxJS7wBIhKIdfK5/MhFAqZd9GgxzWX2YSBXZyan593TDrF8R5VkJmojzqMjY2ZxIBc70gkgh/7sR8DABMjr12O+Z9xsfPz8wgEAohEIvjTP/1TXL58GR/+8IcRiUSwurqKP/uzP8PW1taRzQlDYbkX+Hw+nD171njD0X27Wq2ak0OGdmiPHw369Ix0XZ+sSRor96B26ZXPejweE84laY4Ob5L0gUCj8ubmpumDrHR01OFBMkSSfgN7/J+hnNI4oL3bAHQY7Gn8I/+X3mcPAhwl+bwbJBIJDA4OdqzNE088gUcffXSfJwnQeYhEuUTSnHK5vG9fr66u7qv+wTBJeY1ypHwHcUe+g/+Ja/SiZGnPeDxu8lDxfobFLi4u4otf/GKH0tsLLx8kvL0b0OvA7UGAuzmut7VxoBvocTiNq9/pe1CR8UEEl8vVoTwCnfGN3dye7oW7z9ehN2hLMuEg1obGI75XA40WX4ejA3od3070W8Z1E2wukQcF2uj7dZr6dXgr8Hbey1+HuwtOrvBfh3sP2jvt63AEcg7Y4mvuNdjiUeTE8eTYdmIRj8cxNDRkyhoCMHGu0o2JJ2vSumwTZBj7UiqVOk6UATgmxdP9PaxwlJUeunEBu5boTCaD7e1txONx/MAP/AAmJydNMrF3vvOd8Pv9JjSEWfjp5UGX9MuXL+P8+fMdMWkejwcrKyt4/fXX7+dwDwWMjo7i2LFjePXVV417twSnk0UNWoGQJ4wejwff9E3fhMcee8y4BlPh+X//7/8Zl37tzWHrhzx5sLlGB4NB/ORP/iSefPLJjnAKmS33K1/5Cj772c/uG592iZfuarZ4RJfLtS8uUgsrsgTU3NzcvmSFdwK9kggdZbCtvdvtxtTUlPEwAnZPkVinW55MPUhAfP0H/+AfYHZ2FoFAwMR+M9kiQzXI53j6zJN5YM/Lh2FVsuoG541xoDI+H9iL56V3ndvtxksvvYQvfOEL+8IH+C72ne3I/SHX17Zu3eSUfhQASR+c7pN7mLGuhwnut6x2t0Djgt/vx+DgIKLRqLlerVaxvLzcgQcP4l62AT1pDjs9Z7iX3MsS5DrzlJ75waR3obyXn3lSTy9QmTSVXlMy3Eh7Gz377LMmHJV4duHCBaytrfU9Pk2Xet2nx6LH5HK5jPyRzWZx+fJl4wHTjxfYUQGOlV4j4+PjaLd3y72eP3/ehJEeVV3qrYAt1OKtwoF4DthOHu4HOAn97fZuCaJIJIJisYhoNIrp6Wl4vV40m034/X7E43F4PJ6OuHISItbGlvUngU6XRg0kNNLV2eVymVq4cuMzBIFt2vrvNK57CQy5OArgcrlw8uRJ5HI54wL2nd/5nfjABz5g5u7UqVPGjYyJ5hjvQxxgMq5cLodcLmdi6EOhEEKhEHw+H8LhMBKJREd1glKpZGrIsx7yf/pP/wkLCwtHsgLFM888YzISE591hn6J75zzd7/73fjGb/xG/MVf/IWJ+yMD00lZyAxkLgHmbQA6a5ADneWm3vGOdyCTyaBcLps96vV6MT8/b/rCPuqcAZKGyfAGGVYi30uXQCapoxLCccj50IKNHjffKZOdcmw+n89UTGHSLHot0IgZCATMvK+srODKlSsdybWo0MkSaryf779x4wY+8YlPmJrKD5KAoUErdV6vF8lk0pS9pcv80tISlpeXu3oNHXUgjnz0ox/FqVOnEAwGjQtuNBqF1+vdl6y11Wp1VOih0R1ARxZ/Gd/JvcSEfdJwwESekueS3krDG8MVmCySeyIYDALYc//XiQdlGVvAnmxKzwf5nHRV1vlL5B6S9EqOtdVq4cUXX8S5c+f2vaubwiDvk3xeygytVqsjPrpfT0cn4+iDAH6/H5lMxhwAMORvZWXF0L4H1dCngbgZiUQM/wR2w61YilDep5/tF+6GHOrz+fCt3/qtHVV8ZNvcV8xJsbi4iKtXr2JpacnQGZljRMoUw8PDOHv2LMbGxlCtVjE/P4+bN28in8/D7XYjnU4jmUwiFAohEokgFoshmUzC7XYbeSWfz5vQgkAggKWlJVOSVuevkPNim6tuHoe8zrwD0WgUsVjM0FTSMa/Xi2effRY+nw8vvvgifumXfsnQ7cOii90JaGMfsIsbZ86cwdDQkNHjKpUKLl26ZCpTEE8knX7QQfKduwUPfEJCKXB7vV5TOzQQCGBkZMQko2MuASZNo2WwWq0aQYWTz82pvQRsp42yDxSCKPSTuGQyGUPEGo0GvF6vOV1gre5uG1wSmQdRaH2rEI1G8e3f/u34O3/n7yCZTJo5GhoaMkSGwMzUFHpppKHiv729bZREKg7EJyY8crlcRmjlug8NDWF8fLzDmDQ5OWkUMQrB165du/cTdAfwYz/2Y5iamupI7sWM8TLGV4JM8veRj3wEwJ5iLJOZybJCQGfGXGnJZ5sEbVGvVCrGYMF48tnZ2Q6PAZmkDIBZbyo2jCfkfTq2UJY/lPknZEZsn8+HQCDQ4U2ghTAtnMkEi/KUVJYzlPMik6fxeyQSwbPPPtuhrJB2NRoNlEqljjwPvC8ej+MP//APjXHgQQa9BsFgEOPj4wgEAsbjhEqGzHL8IANxt9lsYnNzE4VCwZSM5Gk+jVKsvsL9Jfe8NBZKw7ksD0dlnThObwPuMfaFJSO5T2ikIK2hVw2f5e/sA/c4vR6kMQ6wZ8yWhkCZrFIa+nd2dkyCVRp+JU2SyQ4B4P3vfz++4Ru+oSPUSBsJdZ4caaCUcwnsKbfb29t44YUXzOmolhc438z9UqlUkMvlHkh5gfMUi8WMQYlz6PP5MDQ0hM3NzSNRevBuw0c/+lE8/PDDZtzDw8OYmppyNIJ1M4b2a4Dq9Zs2KLTbu1UGnNqRchWTUyYSiY78JpK3SwU8nU6bpH8ejwcDAwMolUpmTyeTScTjcYTDYeNZKqtlLCwsoFwuo1arwefzodlsYmpqCjMzMx10gzioZRI9bptxThsMmAspnU5jaGgIwWDQ4LPUbyizPgjQba4KhQKi0aj5i8ViSKVSmJ+fx7lz5zr0K4kPb7e9/lbhwcAkB5AINT4+jmQyiVOnTiEUCpmwgFQqhUajYdz7WaqJyWk0g9ZCuWTSkqnzmrxHEl1pJKCQRONAJBJBIpEwghQT5tEYcVQtgfcC3G43ZmZmsL6+ju/5nu/B5OQkgsEg3vve95p6ulLIonWVEAgEjCBMN3EqhTxtrdVqptxMvV5Ho9HAxsYGqtUqQqEQYrEYtra2DP54PB6kUimMjo4ahhEKhfCN3/iN+IZv+AZ8x3d8B1qtFq5cuYJf/dVfRbVaxdzcHBYXF+/XNPYEKrycTwoWTPQjBWnuHSrPOzs7CIfD5hnOvzyRlFmHqSgT5PpRGNdGAr6PbWxvbyMcDpt69ZqRE9g/mTiIBgPuWQAd7tDae4gGEAAmTGVwcNC0Lf8kbSHIes7yPr6H/2mYkHNMA0Kz2TTGL2mYpGdLOp3G8PAwPB4PyuWyEXiA3RJT/+gf/SP8yq/8ygOvCGtot3c9LmZmZoxBZ2dnB/F43JRCvHbtGsrl8gMrbNAg4nLtuv0vLS0Zo7Xb7UY0GkUkEkEkEkEoFEIgEDDZn6XbsnyGQmuz2USj0TDXpNG93W6bijI0YlHRr9frJlkw8bnRaKBcLpvyXzw54t6VHgzBYNBkngc66RLgXAqRII1v0iuK9J39lbxe0hcZ7kPvCNm29Cbkn6ZTXBvd/s7ODoLBIL7jO77DGLGlguF2u02SsytXruD69etYWFjASy+91HfG7qMELperQ6mT7uZut9tUnaIr+tsJzpw5g+eee66Df7AChyzdrY3YvWidk6HN6V6ClB/k70tLS/vkaGC/p0+z2TQG23A47KhwA3sJKefm5rC6umpoCwCjcJMH8tBQehbu7OxgbW3NeBOzNLWs2CL3fD9eAfIep/vpmcWqKIODgx0yK+Uf6YV5lEHihJSr0uk03vve92JnZ8ckcQwEAqhWq4jFYjhz5gxWVlawurraoZc9qHz6oOHIGwecFp9ExOv1YmpqCk8++aRRDEgIWWKQ9bBpFNDuyvId+prcyN0IpDwFkUSAyoQU4Hnd7d4rv7Gzs4PNzU2jdOhMw1/fALtr/vTTT+MHf/AHkc/n8dxzzyGdTncodcCekYZEn7kkZLxZqVTC5uamibPd2NhAPp83eQYYx8iax8x2Ho1GEQqFDI4Buzg4NDSE2dlZeL1eRKNRJJNJBINBpNNpDAwMoNVqYWRkBE8//TQA4P/7//4//Of//J87lNvDBDyNIxBny+Uy8vm8UXAbjQZqtZoRrunuOz09DWB/ckcqvxRS+Jw0AnCf8bose8jfZLkxCvHJZNK4mAJ7HgncX2xPKvtsX56+S+MFvQvk/mZfKVAEg0HE43HzTr5Ln/zTUMh3ejyejpNIGUMo+6A9KdjW2tqa8YSRpfo8Hg+GhobwyCOP4NFHH8X4+LjJyl6v1xGLxXD27NlDH5t6t8HlcmF0dBRjY2MAsC+rOQXFfoTlowzkQ1RiG40GcrkcotEoRkZGMDo6inQ6jXg8bgyu3NfSKChdbLUwK0/WiMNSWZen6eTJ0rAnvQN8Pp8JA6S3EGl+rVbroFXcD/zdyeVU0iO57+U1eWqn+YtsV3v00GhCvsNxa4OCNjTIeZSGRkkbKUvQ+EKaIkuustrGg3rIQA8gafyXc6nlu7cr0DNoaWkJxWLRVBjRYWhO86Txx4kuOhkAZBtSOW632ya/i+033abkhU6GAf4m8wfINiU/loY8eZjkcrmQy+X2hQ1JQ6Zt7L3wzGYYkH2jTBqNRrG2toYTJ05gaGjIeD9ImnDs2DGcPn0ar776atd3HkWIx+N43/veh83NTfj9fmSzWVNRZmhoCIuLiwiHwx2HrfpAlp+/Dr3hyBsH9ELLzTU5OWmUslgsZiykLC1I5srTQSmoc0NKAcfGuG1Ez4mQyc8UkKQngO1EgjGUrVbLeDzUajVsbm4aoclpLt5OcObMGZw5cwbf8z3fg4cffhgej8ckmyGx55qS4FJoZOz2zs4O1tfXsb6+joWFBSwvLyMQCKBcLqNYLKJSqaBUKhl3VeIHT2pbrRay2SxcLpdRMoFdAXd1dRU3b9407veMZ3viiSdMjFsikTCl9N7znvdgenoaHo8Ht27dwn/5L//FxJQehnWWilK1WkW5XEapVEI+n0ehUDBzQs8K6VXTarWwvLzc8R3oNJbZhGYpgFPwtXnpyP3DazSucc0k09dKgj4tkcalQCBg7pH72tYP4l2lUkG5XO6IUyZI4Uu7YEv6IOdPCy5SUKJSx1NZWS6TwkyxWMTGxgaWl5dRKBTwDd/wDchkMvD5fOZkxEnIelCBp+D8X6/XUa/XO3CACtbExATm5uYeWK8K4i6NA4FAAOFwGIODg5iamsLg4CAGBgYQjUYNPkajUWPYo3urVC5sAjBxWuO35q1a8Jau91JppredVsTZvjYsSgOA7pvep9pYwHukwq6VDM3zpTJD2qArmWilSRsiyMNIF2XJyM3NTWOUbrVa5nRNJ+V7kE/TvF4vIpEIJicnkUwmTegAw/w4X5FIBDs7O0bBeLsAeSH59srKCq5du2bKr/KQQxsHbAdhwP4Eu73AZiiQbfCz9MzS79CKvpQNZDlx3Sfbc/K/pAvyN/JkYM/wz+/ak4ftc+40rZHj6WYQsF33er3mkGpiYgKZTAbJZBLJZNKEYw0MDGBgYKDnOhxmkHMl575QKODFF19EJBLB9vY2lpeXTQj2wsIC2u228dBcWVkx/PlBpncHCYfeOOC0YfQ93MR0Kx8eHsbExASi0SgqlQqy2SyKxSIKhYIJHZBKAYUKrbRLYd3mbtiNgMnvNmYvn5OCkCQu8hSTggGtYxQIpEfC22kTBAIBbG9v47HHHsM/+2f/DE899VTH/Mn15B8VJ8ahl0ol42KWy+WwsLCA1dVVZLNZE4sGwFjUJSOS6ySVUmA/jtBlTwqugUAAm5ubSCQSiEajSCQSSCQSiMfjeOaZZ/D888/D6/Uil8vhoYceQrVaxac+9Sl85jOfue/rzLHXajVsbW1hfX0dGxsb+2q8c250LBwrBgB7brX8LN135fwC+0NyAOxj9Owf25UCiYzz1ffbrlMIl7kOtKKgFSD2S+YrkEnRJE2R75dJEKWgwfblZ/5RONFhF7JPMvSg3d5LSlWv13H9+nUMDg4aFz0KzU4nqg8iuN1uZDIZTE1NdWSxlqcPpB3BYBA+nw+Li4sPrHFAus57PB5jNJmZmTHhFgy52NraQqvVQiQSMfMm+ZE0wmnBXCscWpnWfFfuA7mX+Buf5TWenmtaove95MWSDtj6pxUHoFNB0MqDVDpkeIXcx3q/OcUqc+x+v9/kZmFOpFqthrm5OVQqFWxtbaFcLhtvKXpV8J0yr8ODBqFQCO973/vwxBNPmDASroHH4zEJXaPRKK5fv45XXnkF8/Pzbxt612q1jNyzsrKCubk53Lp1C+Vy2Rj0pcxp87JwUuxt4LS/2Y5+nt+1Zyzvt+1zLU/L92h+Cezn9bwm97fup7zGOSHt0PmRZMJALS90mw8brZHXuT5Mik0jgcvlMiE0lLWOstefjf63Wi2Uy2V86UtfMvmAtre3MTg4iFgsZsYdjUaNVwEr7djw7OvQGw61cUBudKcFlpt7ZmYGU1NTmJycxMDAgHFxplGAVmMp0MuTe5sSz8/6d92XXsqarf9ScZXvkO7DJDAyhhLozARdKBQ6TiAedCOBy+XCwMAAvuVbvgU+nw/vfe978c53vhMAOtzLeHoK7AoNFIjcbjfK5TJWVlYwPz+Pubk5AEA2m8XW1lZHeUkSJ+m6zj5IwxJBnkoDewyNwhzDA1yu3RPlmzdvGiGXJ3R+vx+rq6uYmZlBIpFAKpXC3//7fx9utxvT09NYW1vD8vLyfc1JwDnhHmP1BkmQeZ9klDbclNdt+4Ht8F79LO+ThhkpYMv14O9yf0saoIVEqQhQ2Wf7WojXp/zst3YzZpsyyzmAjtwGwP5TCT1O6TZnwzmtkMi5YZxks9lENpvF5uamyU8gEzS+XYAlrqjgMQcDr8k1D4VCGB8fx40bN8yaPUggY3eZJXtgYADT09MmLIfhQpubm8ajiSf1xD3uBZm0VJ/2yX2njQjA/gomGqTxT+5FuQfp5cT36nfI/aXphv4u/2sjsdx32iNQ0y3ufVk5RYKmV5ImMK8A72NStunpafPb0tKSyXvD51k5h4ljHxSBmevq8XgQiUQQDAZRKBRMGAXzXDDEiyePIyMjJtzrQZeZCNvb28jlclhaWsL8/Dzm5+eRzWbN/EhlmqCTFGpwwiMnpdcG2riuFWPdLykvaMVdyxG25whObufyHm2EkO+VoXrS2CfbkmPX79Dj0M/J+1yu3XxCW1tbJgQa2EuWTaPf+9//fly4cAFXr161zvVhB5shyu/3I5VKmVLi9Xodfr8f5XIZsVgMwWAQbrcbqVQKzWYT8Xi8o3T822Fv32041MYBmzVQ/x6LxZBOp+H3+/H0009jbGwMjUYD2WzWxIiXSiUTn2g7hdREybZJ5TudjBRaobH1VytC+jcqXfpkVBMcthOPxxGJRFAqlYyR4EG2gvt8Pjz33HP46Z/+aYyOjhqFn0KWzHRNF34qUTzlymazuHXrFm7evIm1tTUUCgVDeKVwqxUy6ZIO7PdqkcYELXhKpZlWTlrx+Wy1WjV9KZfLuHDhgnEfGx8fRywWw+OPP47//b//N/76r/8av/Zrv2bCH+41UJnivNGgIoVijl8zRf7Xhi+5B/T8A/uTEcnfgP2GAr5Xn6rzP4UJ2T/NSGx7VRqGJI2ShgBJS6hgaKXJSdDhMxLkO3VfdXuafmnDIumL2+02dFGHcrwdXG05fzJRJU9hY7EYjh8/3pGFnwYTj8eD48ePY2trC6urq6Y9G94cReApM8Ot0uk0MpkMQqGQwYtoNGqEUbfbjUuXLmF9fd3E+GsFWxrT9NzI/UqwGfRs3/l+7SrMfc+QJp42SZd+HWoA7Dc2SC+KbiDpgeS/cvyyfd4rx9JNWZdzSCWfCkEwGEQoFEIymTQJdaUnEmkHjTPc7w8KcP78fj+2t7fx4osvIpPJGNkI2M0fUq1WjaFoe3sbtVrN8M6jvF9vB2gcuHnzJm7evImNjQ0TeqHDW6Tx3EmmlHvHSS7Wz/YySmnl3bY2Nlm73/WTY7Mp5hq0N7G+T/NyguTn8juf6dVvaYyQ97dau6HF+XzelM2OxWIm6eg73vEO/N//+3+PrHEA2K8rsbxwsVjE5uYmarWayRfHvCJMEOn3+/HYY4+hXq935Ih4UIyh9woOtXGAYBN6o9EoUqkUpqencerUKVSrVSSTSRQKBZTLZWxsbJjkcVRCbETKyWKoGbZNkLf1Eei0NOpn9Th4XQvzNmLjRGRpMWcivFwu11Fy7UEAn8+HkydPYmZmBh/72McwMzMDoDM/hMxKzPIvVLRv3bqFbDaLXC6HW7dumVJGjM9st9smu70EbSCQ668FWgm2E2ib+7xUFulZ4Ha7sb6+jlwuh8XFRcRiMQwNDWFwcBBPPfUUZmdn8U3f9E149tln8ad/+qf45Cc/iWvXrnUoKgcNdC1mDL4+RQM6PQKkBwEFbSec52+aQcjr2iIs10EzXr3H5Wf2WyYx0/3Qhj+pjMv/NlygUUkK6rawAvbbSfHX45H4RNy00RU+I7/TZZOJeySD1e09yNBut83JuN/vNy7HoVAIjz76KJ555hmsrKxgZWUFlUoFtVrN0JhYLIaxsTGsra1ZBeejPHfMwN1qtUwc6+DgIEKhEGq1GiqVipkDVuJg0tZKpbLvpM3pdJ+ftaHNxnttz0mFme+SSWVpHGAfpHFNKzWaZum9LE8GNQ2RY9BGPBoW5BwQdH80zsjn5XxSEea6kHZVq1WTG4KeHcw5wn7xFF3mWDqKoGUbl2u3QsH09LQJB2T4BSu0JBIJrK+vY2lpySSg9vv9GBkZwcbGhslPARzt/dsN6O2zurqK9fV1VKvVjsS8EhdtPKpfJUvL1E6GPpsMLkEr19oQYdsz+jmbXC8/22R5W78kL7b102b0c8KjbkYPPVfyP59ptVomfxpzYcViMSOPHXWQNJ702+fzIRaLIZ/PmwpgzLtAAzDDxSORCCYmJtBoNFAsFvcdOH0desORMA4QiDCxWAxPPvkkjh8/DmAXgWKxmMktsLW1ZcIIGG8rBexuxKAXIXQijjaidDtjkt+7CS5aWZUxNYy58Xg8HbHfTv3pZuA4TBAIBPDOd74TP/3TP43h4WFDBGT5KBlOQI+BVquFXC6H69ev4+rVqx15J2RNXJlLgIQIsHsGEDSzsa2RTZGVwiTXkPdql1sKt1tbW1hZWTHukpubm5icnEQqlcJHPvIRfOhDH8J//I//Eb/2a792z058qfDKsUgBXM+TBJvhyua2qJmkjZk7GcD0PMvr2pAghSBtpNB94fO2GGHOPU/p+JxNsWFbEudkrKAer5PARgOBDDXQ79KKllwrKguMZ6Rh7e0QVsB1DIVCRqgYHBzEI488gqeeegpbW1u4dOkS1tbWAKBD8QR2sycPDQ11ZNZ+EIDJWt1uN4LBIPx+v4nrZKnBtbU1XLx4EW63G6dOncLQ0BCSyaTx0pPzIUOKbEK93vM2GmAzFtjCdcgXpPeD3GcSnBQAG9iEeAlOxjlpELTRLRvfkO/gsxyn9HqYmZnBI488Ap/Ph1QqhWvXrqHZbCIajSKTyZgKJNLjwGkNjhrovqdSKTz00ENIp9MmdLTdbmNra8sYU2KxGGZnZzE5OYnt7W2Uy2XU63WEQiH81V/9VYcX34MKrObB3Fu6CpAELZ/I6za51WZEl8/a9paTYUAb0aSSaAMnA5vun36v0zhs/ZWKOfviJH/oMcrPchxOsovNeKLlAIYlMYkkZcYHhXeT7nHcTNCeTqcRjUZx+vRpjI+Pm/tYHjabzaJSqeD48eMIBoN45ZVXOsJ5H+T9fTfhUBsHNNFwu92IRCJ48skn8dhjj5mkfIVCwTAChhHITP7dNnQ3RYCgBfJu1ss7QbxuCCvfqeOpgP3xyMBu5m3OTaVSMWXdtDDU6933G5iJ9X3vex8+8pGPYHp62vQ3EAiYMlbM0UCFlSWtlpeXcePGDdy4cQNra2uoVCqmZraOCZX/9XzaLMb9zJleOzn/NkYof5P9o3DbbDZx/fp1uFy73hDj4+OIx+NIJpP45m/+Znz+85/HxYsXrcl87jZIw4B2o9V9tyncNoZpA6kkS9BGmG5t297jpLDbBAa9Zk5xyLI0mX7OJizZaJHGE1s73XBPehPozM16TDI+mm62bFvWSn9Qod1uIxQKmcom6XQaTz/9NN71rndha2sLn/70p3Hu3Dm027tJHKPRqDG+0oUxHo93lJgFDjdN7QdI77xerwm5YHxns9nE+Pg40uk05ufnsby8DLfbbZQuhhZIHO7mQtvNMOAkOOvPmm7L0C/9rJPhoZuS7jRHsk0pX9joVTejaTfFim3L5GbMeTE5OYlYLIZarYZAIICpqSlcu3YNXq8XqVTKlGtm+zT40PjzIOxvji0WiyGTyRiFSSZmZPLfcDiM06dP44knnjDeLltbW8hms6jVavjyl7+Mcrl8v4d0oFCr1eB2uzs8BoD9J9MEW76PO8UbJ5nH1ge5N7VLvW1/dYNu8kG3Ptp+k3sdwD7ZRo/FiV/b6KA2XtjezfFQJmSia4YHOvH7owg8bPH5fDh+/DhGRkbQbrcxNDRkqnsFg0FjFGGCVoa70tg/NTWF69evm3aPMm++l3BojQPawu1279b5fOKJJ3D69Gm0Wrs108vlMnK5nDlhpTVUbt5u8bjyfU5EhxvRZkWV98jPui3dDzlGW3tO1v1ehI59DQaDJhaRJY7k87dDMO8HeL1e/MiP/AieeuopBAIBzMzMmHll3KQ8LSUDoYv0xsYGLl68iPn5eRNqwtNBvTZUqKQBwCl23ga3I0zK7zaFUbuasn/8vr6+jlKphMXFRYyMjOD48eM4duwYBgcH8UM/9EO4cOECfu/3fs/sg4MCLUTQeGFTbHs92+s9NkW82/N633UTbGynCRKc3tONBkglXrrp2+61CV+8rt8lDQTyugxNkaEqPEWQAgPHyPvZJt2QAewrkfogAuculUqZ6g1nzpzBI488gna7jb/6q7/Ciy++iEajYWKZmQiJLsperxdDQ0MoFAod3gOHjZbeDszOziKVSsHl2vXACofDxrNiZWUFq6urKBaL5nSaJQ3b7TaKxaLJDt9Lye8F3fasbZ5tCna3Nvld76leQrvTs1qJ0XTFyShi67eWH/iZSv3MzAze//73o1Kp4Itf/CI8Hg8efvhhJJNJQ/NDoRCGh4dRKpVMeIjMn2DzpDiK0G63kUqlMDs7CwDGCyqfz6NcLps8OEwyGgwGMTs7i4ceegixWMwkYx0eHsb58+dNcs2jbuBzAnojOq1/P/uOv2kctckzTiDvd5JxpRHdxve6PdMN7kT27ceAeDuyQj/QzZhCzyj+UT9htYQHATjGTCaD0dFRDA0NmRwrDCPe2NgwRoRGo4FKpdKRzD0UCplqLdvb2/vo7dfBGQ4VFunTBi6gx+PB6dOncfz4cUxOTqLdbhvLcC6XM4n46Bprs7IB2Ceo2wiKZM58jpZC+V1DN2JBhZ3v0ieHTvHKTu3r+dFzyPvpacGyffl8HtVqdd/J7mHbKOFwGI899hje+c534syZM0ZpAToztJMgMulgsVjEzZs3TV6BlZUVIyDI2r1A57h1nLwWbKUS5hRy0A/oZ7qtuRM+0Uos82qsrq7iiSeewPd+7/didXUVTz/9NL7yla/gE5/4xIElniIO8hSVSqjuv23MNoFYrmsvJttN2O7VZ9sz/Rp95H3djAPdvEy00bNX34D9eGcbq/5dz5WTe6g0tMnM+92SUD0oIBPqTU5O4plnnkE8HsdLL72Ev/3bvzXVCoib9XrdKA/hcNhkiWfSswcBEomEOX3l2NvttjFIXrt2DePj43jve9+Lxx9/HMPDw7h+/Tr+6q/+CvPz80YA65YDw/a9m3DvpLg7nbRJpb3fPd4L17v1y2a01IqPNMrJz93Gxf3J/jFkwu/3IxwOo1wuY21tzWToDofDaLVaqFQqiMViaDabCAaDSCaTSCQSJqyu3W7jzTffNIacow50NXa73Sb+mnIOPQqJj2trazh37hzGx8fx0EMPIZVKIRaLoVQqYWxsDMvLyw90bLI+5NL7hNDLuC+ft33uBfLdxHFb6I1NmXMy2Mk9ZYNuY+mn31TKgb3DECc5slt7Ntmo27ttdFPiNvvCw5kHAagz+Xw+vPvd78Y73vEOtNttlMtlrK+vG5mFeYLa7bbJL0BP4mAwiHg8jlOnTiEUCuH1119HqVSyyqQP6n5/K3DfjANOipLeMG63GydPnsS73vUuJBIJNJtNFAoFbGxsYGNjA8VisUOp0Jb3Xosu75EWOA1SwO5mCOhnc7JvbE+7Zcs/22mELe5KKwOyj6FQyFjbNjc3jVu9bQ7uN4RCIXzoQx/Cj/7ojyIejxs3OGlgkWvE8AmGEFy7dg2VSsXEE5KI2GLxteDGz1qR5WfNoG4H3irR5vglsyyVSpibm8PGxgbq9Trq9TqGh4fxbd/2bXjqqafgdrvxu7/7uwdSbk3GKUphl4Ynjd+2/c3/3ZR9vQa2e2zPyLZtc6/3uE3Q6Vd54bvk2J1yB+j2gP2l0PRvcr/L5GQ26CZw2AwDfCfjtJ36+6CBy+UySfZSqRROnDiB0dFRrK+v45VXXsH6+nqH8YDzQg8CnlCwLFwwGOzwTDqqQKGKChVPbwCYOO2FhQVcuHABm5ubiEajCIVC2NjYMJmhiTfyWZsyrOnu3QLitBTabTzOiY9rWmDbR/pZacDjPfo9Nhmhl/IlvYKAXbfwpaUlvPbaazh9+jTe8Y53YHBwEKlUCmtra8jlcggGgxgcHEQgEEA8HofP5zPj8nq9RzZkSM+by+VCOBxGJpOBy7WbkHF9fd0kYWSYF/dku9025YMvXbqEqakpxGIxk5jwueeew8WLF1EoFO7XEO8J2PDvTvbh7cjZvF8bviTf0byeoS82fizH4qSQy771UtptsoVNR2EJ0O3tbROmasu1pJ+TYDOC2MCJ9sj/Ws5wkqeOGnB8AwMDmJiYMElWr127huvXr5uEo5VKxZRxb7VaHQno/X4/6vU6Jicncfr0ady4cQPFYvFQ6TuHGe6bcUBb0uVmJDMcGRlBOp3GyZMnTUKkSqWC1dVVU4lAJ5qwbTonRZj/deyV7JNOeOQ0Dn7uJrTLvuk+2e61KUZO77J9luNjqAGZoTzZOSwbJRQK4Tu+4zvw8Y9/HAMDA/tKOgIwLnEej8e4+5LZs2YvLanA/pwMNmahwSnpDeBsJOjGXPpppxvo9QT2Qg04R5cvX0alUsHZs2cxOjqKdDqNH/3RH8ULL7yAN998s6/39At+v7/DWs3PthOXfoRQG47LNXJi1BSenfaSZKBS0CZI5UE+I+mSzAEAdGYtl+1Q2OHvejxORhHbPb3mTmcv16CTLNrmlv9pnedzlUrFlIB9kMoZSgHO5XIZJTgUCiEQCCCdTqPd3g3b2dzcNNUb9BowrjGfz3d4HcRiMbz55ptG+ADursJ7r8Dr9XaUf5X4SvzOZrN46aWXjJKZyWSwsbFh7gGw77+EfmhCN6W5n2f1fnJqT98r94ZTKJnTnnPqZzeDou0+baRst9sdlUTy+Txu3LiBZDKJgYEBBINBVCoVvPrqq9jY2MDY2Bja7d1KHFxLLeOwks9RAm20oYfhyMgIAJj8SuT9mo9QrmQ4ar1eRywWM15Bq6urpmLBUdy7/YLmkXKf30uccLvdpvQm3819xHwnwH4D++32sZe81ktmkfuG1QCYdFV6D/RLs26n/7a+STohD2m6yRJHDdrtNvx+PzKZjKkyxmpsS0tLRv5nniQZXgHs4hbLEFerVbzrXe/C66+/jtXVVUNP9WGvlCm/DocgrEATfH4eGhrC8ePHkUqlTNI5IsbGxgbK5XKHYiAJC7/bPksrMrD/lEEKBhK6MQtJHJwYi+26TfnRxguZYEyP0Qa8Rxo3ZGx+JBJBrVbbN3/3E1wuF6ampvDss8/i4x//OJLJpFknurjK0yufz2eS6iwtLeHChQuYn59HsVg0RFsLe/ys33u7/ZTr1G3uerV9u8KHVEC18WpnZ8fkIsjlcjh+/DjOnj2LmZkZ/MRP/AR+53d+B3Nzc1hcXLwrQs/3f//3Y3R0FIVCAevr61hbW0O5XO5QDuS8yz5Lgx3vlyfYch9ROeN3ns7J/SbHw/ulUisz98p32/JVsN+8V663k2t/N2ZN0Pks5PxofLIZEmxuoHKfa+FAjk0aUNrttqnwwfao4PHUmxn6r1271h8yHBGQc8t5KJVK8Pv9SCQSyGQyqFarJnkpADNXWpCki3e5XDZl0mKxGMbHxzE3N2cS8h1FIM+RvEaHUu3s7JjEbe122yQ3Y2nMbnywXziI+dP7mWO0eQRK45nNSHS3+kNwMjgSZFWTer2OW7duoVKpmJwZrdZuZZ7t7W2kUikjXPv9foOvpAGNRgOPP/648fY4KiD5rdfrxcMPP4yTJ08CAAqFQkfOC0n7gD0vllarha2tLbz55ps4fvw4otEowuEw2u02PvShD2Fubg5/+7d/a97zoBkKtPG7l+JsAy2vyrZ7vVsCDbQsRWfjibJfvd7jpNTr3/tRnrU+wP8M7WF4D/FM83EpCx0kdDscOeoQCATw0EMPmdCBjY0NXL16Ffl8vqNMqaRvWoba3t5GNpvFCy+8gLGxMbjdbpw/fx6VSqWrTvZ1uM/GAW0R5MLQa2BwcBButxvhcBjVatXUZmWdZcDuCWAjKlKRsj0L9C6nxt96WQN1u05Wyl6ISEVHCvvyfz/vl8+yrKMsO5XL5fbNn9M4DgLcbjfOnj2Lj3/84zh9+jQSiYRZK46f+NFsNo3lNpvNIpvN4vLly5ibmzMVKqTSqA1HksjbmNud9L1f5trvPPaDE/ozx1kqlUx4wc7ODra3t/FN3/RNeP/7348/+qM/wi/+4i9ia2urr350A3myKD0GqARLJd6JwWuhXBuyuE7ylFwaDzhu+V0aBbQBkMYG6arI32TCR20YlMxeerHIezhe/ZtUPmy5ULSQwvGyLzyplYqKNLTITOR6D0ujC+dGG0pcLheSySSGh4eRSqXQaDQwPz+PGzdu4Atf+MKB5au4XyDnNZlMIhwOI5lMmtjjCxcu4PXXX0culzPzro2A0mBZq9VQq9Xg8/ng8/kwMTGBnZ0dzM3N3ZOKIQcBLG1Jrwi5x0mP9Z5hslvuE6cT9/sJtr0peYBWTJz4/N3qB8FG77vxFHomNRoNLCwsIJfLGc8frhnpvxyTNIoxVwafO4rQbrcRj8fh9XpRrVZN6epWq9URNkG6T7pJw936+jrOnz+PiYkJTE1NIRwOY2hoCLOzsx2JCR800Mpsv3iu+bjmrfJzP7KOrC7FBHr0RAR2lTob/+kle9uu6c/dvjsBx0YPXIlTNhnnbtOObu2RHkv6e1SVXLlv/X4/NjY28K53vQuRSATz8/PY3Nzs0BsDgYChd1KepOzFHAPBYBDvfve7sbCwgGaziXPnznV4nUv570EzCN4p3FfjQDcLYCwWw+joKHZ2dlCr1UyOgUqlss/iqduSn+WG0W6SWoEg9FLguyGOVj67gS2poCa6Ujhlfyn49zrx1IoTrwcCAUSjUcRiMQBAPp/vUOhs4zkIcLlcOH36NH7u534Ojz32mOknsCcEyfAAl2s3Dm19fd3EvN66dcv0XxNFudGdTvmd1koTeieDE3/n/15r320ubcxF46kOsyB+SOE3m81ibm4O4XAY4+PjSKVSeOKJJ/DII4/ghRdeeMvu4rpvAPbhpBNeE8807lJI4DoxiSSJPH8nQWfMmdwvklmzpCUFZjIKCn2SEcja4fp5KtRSOKfwyRMEPsN+Ulnk7+vr61haWuowmFC4kP1zuVzmuVAoZEry1Go15HI5bG5umnham3Am6YWmB5wrrQRxHH6/3yiG9Xod+Xz+gWOQxL1oNIpIJGJO+6enp1EoFPC1r33NCA9er7fDGKMNMNvb28YQx7UKhUIYHR3F4uJih4vjUQKewhBXpBFAGpekt4rMTaDx8bDgkKaj0ugGdPJNaey8m0J+v4YBW790aBQ/VyoVkyOCyj8TxGo5iR53ki4eRXC5XCYhKKsTMJxAG/VsBmrS1OvXr+Py5csYHBxENBqF3+/HRz7yEVy/fh0vvPCCVR466mCTZW5HIXKSlWzyUTfQsjdj+HkCbEuwJz/bZCUnI4Htd6fPtrYl3nDv2A4Z9L22Nu4UnNrXPF3+HSWQPNblciEUCuHxxx83oVPb29u4du2a8QySB0M2Os22WMYdAL7yla+YfT49PY0bN24YHn1QxuCjDPfdcwDo3Eh+vx8nT57E9PQ0vF4vms0mstksVlZWUCqVOoiKPAWQ/20CiraoaSsTP9sInd58Thu9l1Bk29z63m5GD2khJJOXG0OPmyAVMh2Pz9j+YrForahwkMzx3e9+N370R38UjzzyiNnwHBfdnDlejjWbzeLq1auYm5tDNps1Lq3su801u5txwIkg9KvoayOMU7tOjE1e6xcPbO/UuH3r1i3UajVT5mlychI/8zM/g9/+7d/GlStXcP78+TtWXmxKps0oYAsnkHtIxn1RUXa5dhPFxWIxc8pFhZnJgLTyLr9LIwWVdP62srKC5eXljnu1AYHvtF0DYD5LQ4Acl1T8OSespS2flZ/lPOoxsCzXtWvX8MYbb6BWqxkhmHhts5jzN36WcccytEDTvKMoWPQLbrcbAwMDOHv2LJrNJqLRKI4fPw6v14s33ngDFy9eRLlctipOer4AmPKPjUbD4BrX/6gqFVx7qWgxvpO4yd+log2gg38A+2na7bz/boM0YkoapPuo8V+GMb0V6GdcEsck2NyU2U/mwODaBAIBq5FcPifp7lEDl2v3cOPs2bMYHh42SiWTD3Ns2k1dKhKkmSsrK/ja176GiYkJnDlzBl6vF/F4HCdOnMD58+dNxYOjupdtoPHbJmf0o8zeicIrn5Ex4pRJaZiWob9Oxoh+3qVl4duhLU64EwgE9snWWkGV9KKXTtAv2MZiMwQcRf5tkx23t7dRKpXw8MMPI5FImKShkna1Wi1ThYxgo+vNZhOVSgXZbBa1Wg0DAwMAgPn5+X37+24Ych4UuO85Bwjt9m692kwmg4cffhjxeBz1eh0bGxtYX183MfJS2dNxpIDzias2KsjT1m5K4J0KBk596jUH+rtT+EQ3gUZeBzrj7ahwMBFZIBDAyMgI2u12R5beuyEQdQO3243v/M7vxDPPPGOy6dNA4PF4UK/XUa1W4XK5jDKzuLiIixcvGsMAGYnOEN5tLnpdc/pdrmW3dXUiNL2MDP3ONdeaQo6N2fr9fjQaDayuruLNN9/E9vY2JicncfLkSfzbf/tvcfXqVfz4j/84bt682dc7nfpBkMTdKZRDj9fWXrvdxvDwMB5//HEcO3YM0Wh038l6N6OL7bO8Nj4+3lHr1kkh7uf77UAkEsHo6KhjvzRIBse9wdhi6TLLMCEJToYY6WbMNZIGCmDPQEOPhQcNfD4fZmZmkMlkUCgUMDU1hdnZWWxubuK1117DysqKiZ2XSqFt7Xm6ValUEAqF4PP5jPfA8ePHcenSJeNufxSBe5kGAuKF9B6Q+94WRmGbt2507m7jnObvOpSJBkQao+v1+j4lvFefb6cf/dzXj1LGPnF/kw/IteE4bAlSj7LC6/V6TQJQ7sFqtWrKHUuap3FOG7Sr1Srm5uZw+fJljI2NIR6Pw+1241u+5VtQLpfxuc997oELL+A+AOyGYQm3g4v9QLfDD2CvWpiWtbrx/F5962YI6daWzShImmiT06W8082wcbeAsrzsw0HL7AcFGgfb7TaGhoZMFRIA5mBHhgIAe6EoOpRN07xGo4FSqYRYLAaXa88zfX5+3rxfG4Te7nDfSxnyczKZxCOPPIJMJoNoNIpms4mtrS2srKyY2pVa2Zf/ZZtakdana9LIYLMwStDvuVsbvhehlL/p8ZAIyaR9mujrZ7VQIeOgXS6XUQhsluSD2CjpdNrkD5AKi8vlMoaBdruNYDAIAEbRvXbtGrLZbEcCEtlXvbm1a6DGu9sdWzd8c2IIB8EoNF4AMKfDzLS+s7NjTkOpZGYyGTz22GP4yEc+gl/5lV+5oxMkuWds+8kmYPNe+VnjIoVZxoIzW/Hdmjue7t5ruFP3XTm3nFe5XtIzg8C50sYjrUxIesHvHo8HoVDoSLscd4N4PA5gl5awzvng4CBefvllLC4udsTOM6RAg8TvVqtlQt54fzAYxNTUFOr1Oq5cuXJkcw9wLwKd+CFpnlPOFf3dZqy616B5PNcqkUggEAigWCxia2urI2xJ77eD7peTIdVmfCXo3CKUC+TBiR77URV+PR4PpqenTZnearWKYrGIfD5vjHqSF2ulg/yRn10uF7a2tnD+/HnMzs7i4Ycfhsu165nw4Q9/GFevXsUbb7xxn0d9d6GXUbzXs90ORu6kH72MFbb2nXiTTXZ1uqfXuG1yogxdlTik+6P33d0ALe9pRViHYhyV/W0z4LpcLiQSCQwODmJ4eNgkEF1fX983LpvsqWViGq/L5TLW1tYQjUaRSCQwNjZmvI/1vElD8tsV7mspQ1q1o9Eojh07hsHBQUQiEbhcLhSLRaytrRnDAJ+R//XJpM3CKAmQZBr9WtlsRKLfTd/PfU590MhuU3zlOGRMoi0XgW0M3DQUlBjGIee3Wx/vBFyuXbfxH//xH8d73vOefYmTeBrXbDYRiUTgdruxtbWFmzdvmooE2lNAr4kkoDYBtZuBSfZT3y9BK13yGf287bm3AjZDhAwdkWPO5/NwuVzGaAAAg4ODOH78uDlBZRz77b5f4x/BprDajBlcc9bh5jikQnW3jSpHCaQ3iJ7vboKa7Td630gmLOPLdc6DoyJc3A6wTF+7vZvJPRwOw+/3Y3NzE4VCAa1Wa5+C0U1wJM4z5rlSqRjDysjICIrFIhYWFu7pGN8qaEMdXX5tvM9JCXPas91wysmA+1bAxvv45/f7kUwmMTY2hlgshpWVFdTrdaun3lsREp3G4sQzbAZU7cXCvSt5vt77kj89KEJuOp3GiRMnTAI7ugprDx0nBUobtDg329vbRu7x+XyIRCK4fPly1xr2RxVsiqsN7/T1g1I4tUxrk3P1HtLr4ST7ye9Ofe9mlON/SQd0Pylz6ZxX3WTwOwWbLMvrDK/J5/Pw+XxHKpmwlrUHBgYQjUZx69YtnDlzBvPz85ibm0O9Xu8wUGsDvhMPIb7U63UUCgW43W5TxeXhhx/GlStXkM1mrTLq2xnuuXFAIjQXY2BgAMPDw8bFtVarYX19HblcrsPl3En51yAXWTIEGd8M9Gb6uv2DIo6ybRtRclK25Gep6Mt2nd6ljSPBYBDBYLCjRNVBjPeJJ57A3/27fxcf/vCHOxLKMdyhWq12xBdtbW1hfn4e169fRz6fN7GF7KNtbghOBoR+n5G/a4FLgmYYsk353rtlGHBinrKfDBuhgYBCJk9Pzp49i1/6pV/CF7/4RXzyk580694PkBFJQxJB9s02T1rQpXArn3ESCt7O4HK5TBiAk3Bk+68VXTm3Ozs7aDQa+1w5H8R5p+Gj1WohkUhgYmICAwMDWFtbw5tvvolCoWCdP5uwaRNWa7UaisUi/H6/yY9Bz6ijBI1GA8ViEeFwuKP/UlGVCpPNgOwkbNvukfzqbvIbm8FCHiaEQiEMDQ1hYmICiUTC8BrWzZa06m6Axh8bzdb38n7tHWdrWxtg9SmnVrqOogDs9/uN9w9jkmXCMc0XCVJ5o+GTHgQ7OztYXV3F/Pw8zpw5g2AwiJ2dHRw7dgxPPfUUbty4YWTQBwkkDnbDhX54Qa97+uHnTr9J7zgnvHW61s0g0O27TabpJhd2e86pf28VtGGASYTr9brRoY4K2OTqwcFBJBIJNJvNfWUKaRzkwYnTetquM09BvV5HIBAwB1NfNwzsh3tuHNCEIh6PY3x8vKPe7ObmJnK5HGq1mrEOyZh5frcp1t2YJ3/Tbky30++DBM3ku71XCxtSIKAgZNskFHokkFkGg0HjYtPt3XcKPp8P3/qt34rv/u7vRjAYRLu9l5SOJ9u1Ws1Y9nK5HNbW1nDt2jUsLS2hUql0hFLobMRybu60790YhZMhR1+3MY3bYYz99N12D4VIJtzjPczqnMvlsLKygqGhIZw6dQojIyMYGhrCm2++ia985Ss93ynfwxNFmTRSCvtOY5T4J/GTxiEnwv52BM6LTKAocUvucfkM/zsZtKRxVJcAkjT2QQGXazfGMJPJmKSEk5OTaLfbeO2113Djxg2TzEwmcJTPU7AA9tOEdns3NwS9B+iFxczxR+kUp1arIZ/PI5FIIBqNwuXaCyfQpTA1SIVaKrTEQyclVycJvBugFWL55/F4EIvFMDQ0ZHJ5MMa1XC6bikjs+532y0bLnGi9E73TBg4AHbkgtLFY/0kjjjb8HSVB2OPxGGNVq7VbpYHliwF00CxpQNWyn8ZLl2s3tODq1at46qmncOzYMcTjcXg8Hjz88MN45ZVXcOnSpXs51AMFbZjSv0m4XfzopkTL37V8qw1mvK5lin4MWzYDb7f7nNqzyd/aoCJphBOduNt7zDZHrOgmy/zdrjfo/QJthPV4PDh16hTGxsaQyWQQDoexvr6Ozc3NDlzQBsFucy/xa2dnx9D3RCKBVqtlwgA5Z/SYe7vDfQ0rCIfDmJiYQDQaBbDr9kHhpFar7TtRlKCVaNmu7RmJVDQ4aIFFtiHfoa8dBHQTIGz9k/foxIxEbG0gcJpDXo9EIgB2SxtKRY3vvFNwu904c+YMPvaxj+GZZ55BKBTqUExcLpcRrre3txEMBlGpVHDr1i3cuHEDi4uLBh/0aQjHQa8JJ3zQ0IuR9TPeXsy11/Vu93R7fz9EUOI1M1oDu2vBeK5kMgmv12tqwfa7xj6fD6FQyNSM7jZuTcQJNg8XadQ6SoLrQYFUUHVlBoLNDdrJQADYcUUmLjtoOncvQONPNBrF7OysiTGfmZlBKpXC3NwcXnnlFZRKpX20UtMXJ3yUihjLb9ZqNYRCIWQyGRSLRSwvLx8ZfGZYgSx9S5xjzg7pOWAzVtn4DAATciE9VaRBSiu58tluIOmdjY/q9WROk3Q6jWg0Cp/Ph2QyifHxceM9AHRWX7C1r/tgUyR4TY7RNjdOfMpmiNKKj8RBrQTblCzd7lGAZDKJ48ePA4Dx0tEn+hJnbAdAnD8ZlkE5ZGFhAZcuXTKhrR6PB+973/uws7OD3/zN3zTJe/tRUA8zyNBDm7Hudoxh/c6B7T6tWOs//Vsveqz3utN+cnq/bEO3qfP8yOdtz9xL/KA8TIMZPWmOkkGa0G7v5hiLx+NIJBJIJpPI5XK4ceMGtre3O0L+CDqMVralgb83m02jaw4ODmJgYACtVgtvvvlmR+WztzvcN+OA3+/H6dOnMTIyYly5NjY2UK1WUSqVOhIQ2hQMaRm3CcW2TStdmiVzYHvyXtvngwYtuPdzL2A3YhC6nfboDJ9utxuxWAwejwebm5vY3t6+KzF34+Pj+Mmf/Em85z3vMUI0Xd7b7TaKxaIxDNBwcOnSJZw/fx7ZbBblcrmj9jYtgLL/NuXaSVizCVd3C+6XUiWZEveEFgbr9TpyuRxu3bqFiYkJU5f94x//OH7xF38Rc3Nzfc2FLG0mBeduCpSefxvDtwnPTu3Zruk29f13sjZOQojT97sNUoHXfeoHfzUucL34rLzOk3Od0+Oogd73wWDQ1DfOZDIYHx9HuVzGG2+8gevXr3dUKACcy931Epx5KuH3+40iHQ6HEY/HTQ3vww5OycGIQ7paQTe+yXvZDvNZ0Mgrjb3a2CDxVrZjg26KtTaaMdfA0NAQEomE8VZkmAETYOnwum7rLo0Pem/qGHethMn9J0+/+V4aaoC9GFs5R7yXxhxe1zHQsp9HDWjQ5iESw6Ha7XZHLhWCbdzSSCLbpRzIiiWzs7OYnZ2F2+1Gs9nEE088gUcffdSUPQOOnmFFgky26mREvhPDQDe8sv2mZQCbYtetH3o/On229dupP/o+vW9te1TTvIPGDY3nmoaSxxxFHHW5XDh27Bj8fj/q9Tp8Ph9u3LhhvAb0AYb+7Ha7DT2w5anjZ4YB0lu61WphfHwclUoF169fP5JzdxBw4MYB24bx+/2YnZ3F2NgYEokE3G43VldXkcvlOuqcOrkhcqGpILJ9blyt/EmGrE/ZpXLTre/3iqneDoG2zQnQ6UnQTeHSjBLYVfzi8Tja7TY2NjbesmHA7XZjcnISZ8+e3Wex9ng8qNVqqFQqaDQaiEQiCIVCmJ+fx82bN02yIW58m6uqk3FAghbunJ7rZ+7vBeFwUm67QTfmyLHTwLK8vIzr168jFAphbGwMzz33HH7+538ev/ALv4Dr16/39S4p3N7O3rAppVJ56KdNKQDLZH16/FpQ9vv9HXkupFAkBRS2K9vWjNjj8ZgEd8Fg8K674TsJGr2MH9qACuxPjqRxnmMlA5ZJf44qEIdSqRSOHz+OQCCAdDqN2dlZJJNJnD9/HufOnUO5XDZ8Q68h1xtwPrXVvKVYLJrnQ6GQiWm/cOHCkTAOcBwyUaw0mmgey2ck8B56GTBMLBAIGOGNHgpUfuWeozKs+f/t0l69L9xutzECjIyMIJlMwufzodlswuv1IhKJYHh42FTDqVar+3iW3lu2/cbPNvnB5XIZQxSNrDwR4385D9vb28YjRStzWtmV7ySd6kUbjgLEYjGcOXMGkUjEnI7SNVjyE2nUlNVDvF6vmUMp50i5otFo4ObNm3jzzTcxNDSEaDSKnZ0dUz1HG3WO0vxJkKGnBI/H01G5SkO/Y+33Psln5Z/8TRoXZdtaGedv/fTdtnd79VMrn6RpTv3Se+4gwGZM0e8/SvgpeWs4HDb5Bph7TIOW7zhe0vB2e/fA0UYf+b/d3j2kzGaz8Pl8iMViGBgYwMLCAhqNRofX+tsVDtQ4oDcHN3wmkzE1ZX0+H0qlkjkdttWsBPYzPokUJCxMOKOVf90HmZhIuwlpy1yvMd0p2IiWkwW11/O6LWnh7KZkaOCcer1eU7u7Wq2+pTGPjIzgn/yTf4JYLIZqtWqUMzJy5jjw+/2IxWIoFouYn5/HxsZGR2iJ7LeNGXSbN2k00bHEsk0ngtsv3E1mcCcGAhuu61MUEs75+XlEIhEEg0Gk02k89thj+OEf/mH8m3/zb1Cv13u+R56uUlGWJytOhistMGvc79c4UK/XUa/Xkc1mcePGDayvrxtrMLCn4DcaDUNXjh8/jhMnTnRkp6aCQpyky1m9Xkej0TAJcdgOjZcAkEqlcObMGTz55JNIp9N31UDghMOatnWjGTYc1sKtzD8AwMTKH/WcAxxfMplELBaD2+02p/jAbo1zGWqjFSf5J/FbuhzKtZDPURFhjPRRy+Eg49T7oYNaOKXRLBwOm0S3VILZJvcajQPNZtPMGxNGSW+xOwXZd6/Xa3INDAwMIBwOdyglpIXDw8MoFApm/9va0uPvNT/SGBAKhRAKhcycMMEW7yXNpnGgXq+jXC4bfijvtRmstDellmOkMnaYweXazRXy0EMPIR6Po9FoYGtryxwiac8VoFOGocAfDAaxublpDjtoGCDvolzAsoanTp3CqVOnTGWTp59+Gp/97GextbW1T1Y4asoD49OJkwC6llvtJYPeiSJs41fMKcE15XdNi/lMP/RU045esrD+Td9P46JMiCf3mn7fQRkJbLxfXjtqOMl5CwaDOHnyJAAYzx1WKaART4YVA3v73ePxIBqNIh6Po9lsGk9kKe/I9ZHhzLVaDaVSCbFYDMPDw5ifn79vc3GY4MA9B/Tm9Hq9xmofj8fRarWQz+dNKIEEm4IhXWhscY8U9HUCL73JJWO1bah+Feo7AUlMurXZTRiRFnP9DN1rbkcglYozFSKZoOtOgXW/KRxJBbJSqaBSqcDtdhuXwYWFBZN8UBqAbFlJ2Y5THzUjl8TUKQZUPne7BgKn+9/K/N2JcKwJoDSgAbsZydfW1kx8l9vtRiAQwFNPPYXnn38ef/Inf9K3UCBBz7NWRG3POuFyt3nnffV6HSsrK/iLv/gLvPzyy9jc3DSKCU/AaQUGdk+gAoFAR5UFKicy/lQqLQSeblJpcbl2XeDK5TJGR0eRTCYPVAG0zbfEUZtgo5+V+C89ceQJjXTZPcpAuuBy7eYj8fl8yGQySKVSKBaLuHz5MnK5HAC7WzjbAHY9ACKRSIfQwd+1ouBy7Z78MhsyvTAymYzBHb7zMM4xxyB5p5PRBLB7slCIJo8Ph8Pwer0dyUulpwC/0zBXLpcNzbrdEBenveB2uxGJRDA4OIjBwUFzGiyNZMw9MDo6inw+j3K57Bh/ervKEJUd1thOJpMIBAIGX8hzKQNJ3kQeCaDDOAnYveC0QVjOo1PIwf0GvW4u164n2UMPPYSxsTG027ueb8Vi0cgGxCmCVBzi8TiOHz+O0dFRlMtl5PP5fd5q+hS92Wwin89jY2MDs7OzcLlcqFQqSKfTmJ6exhtvvGHt61GCtbU1UxlMjl3LLnc6Pqe50fRCyt6UPyRPogxrO+DQBwi2QxG+U8vakn7psTvJ5fpZ7lcebNnkIdvzbwX0+KUcLT2FjxLIfeh2u5FKpfCOd7wDS0tL8Pv9uHXrFpaWljrulffLefd6vYhGo4hEIsYw7+RdKuey2WyiUCig2WwinU4jk8lgbW2towrK2xUO1DhgMwyMjo6aU5xAIGAMAzL5j9z4elG114AkOnLzttu7NWtlX6TAKIkjr+mYMqdTt37HbnteQjeLZbd29T18l3QJlr9rIc+pf1JhjkQi8Pv92NjYQKlUekvMggqazLDcarVQrVZRq9WQSCQQDAaRzWaxsLBgck9IQdo2VzbDTzfQypRef/5GyzCTHEp86yYY3A0mcDeB/eGekSeBrAyxtbWFcDiM4eFhDA4O4h3veAc++9nPdj1N0O/QDNem7NsYNUHefydMjrF2g4ODmJ2dxdDQEGKxmKllyxO7W7du4fLlyx3Z5LlnfD6fwU8qCvyNgku9XjchGUtLS0bpDAaDB7LuWoCyeQLZwm3kf94jFQeZK0Iqgzs7OyiXy+bU9CgDFQSXy4XNzU3MzMxgZGQEXq8XFy5cwJUrV4zbuHxG42YwGDRZ7avVKjY2NlAsFjvccDVtooGlXq8bATcSiRjDlO1dh0UQIU3UBiNpQAH2ewtI/AwGg4hEIohGo8Ygt729bYwm2sOI4UTyVJfeOrYDAA22vSf7K40DQ0NDJhu9pFlyjwwMDGBkZATZbLajIgvfLyvB9LNudG+PRCJIJBIYGBgwRtlarWbKieqqL8xbwbXQXk56rBJsCo+Unw57XhHu32AwaOQ4JhFz4mtSxotGox0eItlstiPRtVao+Gy5XDbhjMxTEg6H8Z73vAdXr17tqGRxFEEessj9IedEjq8XjbLJmTbQirxUshnWQw8tGszq9bpVmZeyLkMF+Zx+nx6L3AfSY0nyQidDSbu967Eok/5JvcUm/znRJt22/GzbyzYdQc63/nyY5NBewLCzsbExzM3NGXnq2rVrqFar+8IcbXMcCARMHiy/34+hoSFks1kUi0UrHSRQ5mEeNMrDg4OD2NzcPPL7/a3APcs54PF4MDw8jKmpKUQiEcRiMbTbbZRKpQ6CD+w/kSFwU+tNzvdoYi+FGts9MtGRjYnK/jtBN2Vd39eN8PYau21e5Wdd7sy2gfQ4NDGR42632wgEAhgeHkar1UKpVOraHxuMjo7iQx/6EFKplHETcrvdpjJBtVpFIBBAKBRCvV7H4uIiVlZWUC6XTXgJ0LlOtvHbxmMDLdjKeFKWHfN6vfD7/XC5XMbtGOgs38fvst1u69XNiEFhxrbut0uUnIxMGrfa7bYpfbOysmLiuzi+VCqF9fV1x/dQEdAGlm6uqk7GADkHTrHfGqTXUCAQQDwex+zsLM6cOYN3v/vdmJqaQjQa7XAfdbvdyGazWF9fN0KIzMBOTxveK/cS+7Szs4NsNosXX3wRf/Znf4ZCoWCMDHL/yHfqsd8JOAllcj15rRf+yD5R8eBctNu7YT5Ufo8qcGzJZBKJRAI+n88ohWtra3j99ddNkqNuSi9PwGOxGBKJhKnsUS6XrTGyUsimYYB0JRwOY3JyEteuXTOeGYfNMADsGfGlNxZjr23GKW3wYyWTWCyGeDyOQCCARqNh+LyspCPfR1ykAYXftRLcz1xprzCuYyqVQjqd7jDmSRd+CqHRaBSZTAarq6uo1WqoVqsdeTm0IK7nQu930ploNIpUKoVEIgGPx4NSqYRCoWDcZtkf9pnrwDkJBoPGuCITEEojlcQpaQiQp8SHMSO35u0ulwvT09NIJpMA9k746OUl75Vjbbfb8Pv9SCQSxjDlcrkwODiI5eVlk2iSuS8032JowcTEBB5//HETkjQ9PY3BwUHcunXL7PMHAbSRqxs/sT2nQSrJTvKavF6r1ZDL5ToUQJdrz93bSSkGdnOXxeNxY2jTh4pOijr7Jo3h2mjrND+UkfQ8aXyw0fdufeuXB2iepeVKKYMcdmAf3W43Tp48iQ984AOoVCqYnJxEpVIxxiHea9Od5NzKfBDBYBDhcNiUP9cg8Yi0gwbBRCKBRCKB1157raMkZL/850GBAzUOUMCgsM3yZ7FYDMFgEPl8HsViEdvb2/vcZID91j9pGOB1zRz5HDesrF9tU6gp9EvX4n6sebKdfq7J3zSiy/tlH5zatv1xLGxDgm2O5NikgsfvFLCoLPdS/jRkMhl87GMfw7d927fB5/MZ4YunaqVSCT6fD8PDw8jlcrh06RLOnTuH1dXVjljgdrvd4Wqp++5kBLFtZDl+KZx6PB4kk0kMDw8jHo/D6/Uin88jn8+bZ5rNJiqVirEy2gw73UDjslYgnYwHvcak58PpujwJBPZcKG/dumWE+XQ6jeeffx6f+tSnuhoHtAItlWinccu+6zngnpdW+F5zKpUKnszxxG94eLgjay3308jICCYmJvb1Q8+Vk8DkdrsxODiI97znPUbYHBoagtfrNQYtnsjRgs0kbHdiIND0Ss+Lxgu9t234ImkBT2xJIwGYPjNe/qiAnouRkRGcPHkSLtdukqPZ2Vn4/X787d/+LW7cuGEUMpsxVQotsVgMkUjEeIiEw2FTX126ams8lzH0NMDQ7fEwJyZMJpM4duwYotFoh9KsjWWAXeiVcfV+vx/NZhPlctl4BzoZ/mS7+sScbfdDFyTQO9Dr9SKVSplcRzIpItuWfx6PB4lEAuPj46aSjjRgOvHBbvy63d6Ngw8GgwDQYRgg7ZNzoxV7ehJII6akTxynlC+kQiPLN0sF5zAC+0U8AmASFzPcUfJP7QlAXhYOh43BKZ1OY3Bw0JSqlPhEPKFsMj8/jwsXLmBychIDAwPG4/W7vuu78MlPfhJra2v3c3reMtho3Z3gQi+ZWCvDNr7PXD42/tVtn/Feyd+7yepO8gc9KCVNdpILqFNo2d2J9+q2+pXdusmvts98Ru/7owI7OzvI5XJYW1sz3n1MUC89g4D93r+UY+gpSnpAmTAYDHaUZZf7XuLR9vY2SqUSBgcHkUql9h3+HbU5vRtwT8IK2u02EokE0um0WcRarWbct4DOBZDlaaQCKy3gtk0gvxNBJNOwGQg0g5Wu15rY2Db87cyD07P9EBOt1PIalTSN7LK9fgmGtqaxxFcqlTKbx2kMEjweD77ru74L3/It32IYuTyhYchAIpFAq9XC+vo6FhcXsbW11XFCY2MmNoVcCvP6N3mPxBupXE5NTeH06dPGq8XtdmNtbc1YtHd2dpDP57G0tGTcyfsxVOh3y2d03Kj8s+Eg4XaMNBp/pDDEdxUKBayuriKTycDn8yESieD7vu/7zJp0a1cqDfI9+rNW3GwWfr023ZQArp2MSaSQwD6127suoltbW+bUkqeZ0iDh9F+63vK/ZFLDw8NIJpPY3t7G4uIibt26BWDPpZxVP0ZGRjAwMGAU8dsBSbe0N4NtvvsBHSbDNjh3TB6XSCSOBFOUfaSQHwwGTcZjj8eDyclJTE5OYnl5Ga+++iqy2WwHrun4RX5mjDjxzOfzmUouDImjkUHiLJ+v1Wodey4UCmFgYKAjv85hm1+6UWtXbWC/K6sT8J56vW7yCACdpeP0vm82mx30QubMkWtlAxuflvdGo1GMjY0hk8kYjyLucbnngV2+x1P+yclJFAoFFItF1Go1ALC642veZFMe6D3gcrlMXgWJA5LG8D0UajVtk++TNKnbGnEOSdcOc1iB2+02sqLL5TJJ9IhHTmPjHk2n00in0x1JcplsLJvNYnV1taMNOeftdhv5fB6XLl3CiRMnTEWLVCqFd7/73SgWi/id3/mdQ+d50S9InsLv8rduOEE+Ie/th/90w0f53abwyj7qNbP9LveQU3ta3pKeiPo9NjnaSd5zMhTYoNfe66YHOK2THMth3dsSpDEvlUrh6tWrSKVSaDQauHr1KjY2NvbxIdu8MIRNG63psSdDlDW9lG1tb29jc3MTOzs7iMfjeOihhzA/P28SFB6FOb2bcGDGAb1RvF4vqtWqOVEol8uGQcpF10qXFOT5u/xu24zaeKCtT5ogSmJpQ0IJNuTsV0C3ER0b6M1vs3RJw4BTKIFtM9na7dVnniYyEVAvJuL1epFIJOD3+005Eq4ZM4PSXbJSqWB1ddUI2tJtXyqSWvjuBZIREOQJH7Drkp5IJDA7O4tTp04hkUgYoWx8fBzj4+MAgGKxaAxTTBrVDwMg9CPUUmCVuO30rG2de62JZJycB7o/b2xsmPCCcDiM97///ajVaviv//W/YmVlpWvfAXQY7br1xybky5JS/YJm2FrYobBdr9dRKBSwsrKClZUVs95AJ35J44J8Xs4TsBe7r2kU72WSIsa5jYyMGEWDgv3tjFHiB7145F6Q43cyiMn/NhrCtuXJCWsM06vqKIBcp0QigampKXNymMlkkEwmce3aNeNCKjNOO+1lGebSbu/msCH+AOjIiCznmu21Wi1zMsYyaqlUyiTSPIweBBSSXC6XCa+SnmR6nzkJ6c1mE7VarSM8TJ/wSv4sq4xI/OwHbOtH3khlcWRkZF+uAa0USGOg1+tFMpnE2NgYstlsh7eI7r9t7Qmadkh8oAFEGiIlyIoqcpzaOKz3tRNIxeGwCrou12788LFjxzA0NGSqNdBrANh/mCJlzWg02mEY5Di9Xi/S6TQGBgZQKBRQqVSM4UHKGKR58/PzeO211zA+Po6RkREEg0EUi0XE43EMDw/j1q1bh3YOu4Hew/1Av0aAbs8TbHvHiY7YntfyvU2m0O05rZPcT9rowc/6uk2msfWtnzm5XfrmJF+Rlkm6dlhxU8vwLtdujhry6EQigZs3b2JhYcHKm/X6s0oBw4cAmAM9/sZEptrjl20SJ3d2dlCpVIyHVzKZxMjICJaWlkwpWZsOd1jn+q3CgRkHJOIGAgFT75l1K+muJ+spA/tjubWlW29SG0HRRgEplGglhIhBizyZvzyh1QjRD3O1/d4LmeQ82AwYvCZPEm2CAceqs3TK35zi9mxjaLd3PT+azSZKpVJX4uN2u/HBD34Qo6Oj2N7e7jC6NBoNE0vE7O7r6+tYWloyQrsWDvtRwrWwwP8SN+SzNKhEIhFMTExgcnISHo8H169fN2ENjFFutXZrlzM5iY7F1szBBhK3NSGX+RRkOAnXyIkZSSFbv6cb8D28d2dnB8ViEYuLixgYGDDr8sEPfhA+nw+//Mu/bLK6yzYoRNOVvptyKp8BOhPk6fH1a/nWwr3EX7fb3SFQ0yWXpbBCoZARIGTuARl/zz2mv8u1kWX/yFhyuRxWV1dN2StZnlWf+vcD+n7bnrC17WSc0fRCKrBSSYtGoyYc6LCDHKvb7cbx48cxMDAAl8tlMsPXajUsLCxga2ur4znAbmBmzWTGzfM66543m01Eo1GTUE7PtQzRYlIl4uHIyAjq9fqhdE+WChK/S1rkJABrA5SkC7xf7kmp0BGHSU/IuzT0EqilcEwFn/kDBgcHEQwGDd2yKSjAHm8gfRgcHMT4+Djy+Tw2Nzc7eJpTH2wCMIAOgwnv0+ED7AOfpyeSnH8pz8h103Mg9zvQSXffirJ3kDAwMIBHH30UqVTKGHi3trZQKBTMmuhcUaR/iUQCY2NjRpmXOStcLpepVqETjWn62W7v5sK6cOECTpw4gcHBQeP1cfz4cXzgAx/A//yf/9MYBo8i2JQuXu8m494p3nR7zgknnYx+8n7dR4nv3Xig7Tk9B05t6D7pz7crk90J2N5tM5QcVuAcBwIBkzxwamoKwWAQ6+vrpkKL9uoD9h96SOOzfAaACTng4U033Y18jyHPkUgEIyMjmJ6exvXr1zve9XaAAw0rIAKk02kcO3YMHo/HxGLKpE5A54mBZrBS8JeKlZOCoYUOndhIn7TbFGwpPDsRE/1ZI223ebGBTejQREd6C3QDTTC0wCAVU5vCwe8UhrxeL4aGhkwMqYzT02ObmJjAs88+a6zyFHyq1apJ8BEOh9FoNLC4uIiNjY0OoanXvDnNsx6fbWycN54kTExMIJVKoVKp4ObNm5ifn0elUsGtW7cQCASMcFapVIxhpJeRpxtwDSkYalzuxzDSi7F1A2kc4HNUmllLmzG/jz76KMLh8D7jANuh8CqFUJuiZXuWfZX7q5vRQIPes+yPzfhHBhEMBo2bP0+O+U4dU21bBxt9kkaWcrls3PKDwaDxIqChQBsg+jXmaBrI92qBqZ+508yRhgt6Crjdu5VkUqmUCf86zKDx3uPxIBaLmVjjyclJpFIp3Lx5E+fPnzcnhlxzmwGLc5BMJk2MOIHrGA6HEYvFOrzfbCFfdKvnussqGd0Ez/sFVOIlb5D/nQQ1fuaeZkgFx217j+ZRPCWWHja3cwom+WO7vevxNjIygkwmg3A4DJ/P10FvpeFa0hN5MMBKLvQeYJKsfvaupoM8+W619srwaY8ljc803hFn9NzJfpMek9/aFBbOj5NB934CvTVooN7e3jbVA5hrQM6TxJtIJILx8XHMzMwY+q69TbluxEk975IftVot5HI5XL9+HY888ggGBgaQSqXgcrmQSqUQj8exsbFxn2fs9sHJQH2QtKgfw0C363q/OfVVt9VLlrTJXr3eI6859cFJV7gdufF2lXzd98MINp2J3lgDAwMAYPilVPRtyZGlcYElg7V8xGtU9OmB1E0mBXZluUKhYMrwxmIxxGKxfUnZDxvvvttw4NUKPB4PxsbGsLi4aFw8K5WKKSnTbfMBnSdj8n694bo9L5PhEZyShEkGLE9/eM0G3RQ3J3AiFJr4SGWFjF0rFlpgswkaNkWa43UytEgGDOxa4QKBgGMNULfbjYceegiPPPII/H5/h5BSKpWQz+exs7ODZDIJr9eLGzdumHIlvFda+mU/bIqn03htQhH/M58FQx9GR0fNxmfSo1KpZEIJ5DxI40O/FkRNEKl4M0RBKtfEPVu5Ib0Wd4MR6PniHqFRp1qt4sSJE1hZWemZ8ZVgWz/bM7b967Sne7Ujn6MiIq8xSRrdhKPR6G0L971AJiAMBoOmAgcAY3ThOieTSaN89/sO27rrObDtd733tRs16SDpihbADys4CWFUKlqtFtLpNMbHx9FoNHD+/HmTaZyngNo7jH8ej8d4DVChBGD2Bdc6HA4jEol0xI/rNSGtaDQa+yqd6L19GIAnLJLGaX5k4xVSOeUBgDTAaEOWDSSv1+GD+kSoG3B9xsbGcPz4cZNPReYyYp+JAzoniHxvIpHAyMiIqX+tPQ96KVY86ZdlCDk2zrUWbqmkUljWBgzbngdgNQ440crDAuxLOp3G448/jlAoBJfLZegmw1w4XuIIsHdaGI/HTQlbneeIshx5QDqdNjxe4gAPMshH5Jq4XLu5ItbX1xGJRA7V/N0uOCmSBz0mG77eCd3rJQf1o1hrWmbri5MRoF8jhBzj7cytprdO77LxjV606LAAx0ZZ2OPxYHx8HDs7O+awUOts+nkeBITD4X3j1jJhKBQyBgI9bzY+Vq/Xsbq6ilarhUAggNOnT+PatWvIZrMAnA+NHyToP9D3NoGLE4vF8PDDDyOdTpvsxZVKxdT21Uqd/txN8dbMzimWigxZhijYlDu2p92H3wrR1MJUN6ujvkf2g9buXi6NtvnTyi2h16mMJE5UZnmaZiNMU1NT+Jf/8l/ine98pxHQpatOpVIxyX3K5TLm5uaQzWZNsiGnGFy5xv3Mm5xvHWMplYNSqYR2ezfsJRKJmCRzzNTNUx2OnWNyItpOcw7sldMaHBzE2NgYxsbGEA6H4ff7O05t6XqsXdnZ927MsJuioa+zX1QOmZgwn88bl+DJyUn84A/+IGZmZhzXxZbJXIe9OK2l7Bv7JIXobsDxkPgTz2wCseybjtvv9ncnwPfIrO3BYBC1Wg1LS0s4f/48Ll68aAxltwPEp15xw1oo0YKYxE/5O9er3zW4n8C+S3w7c+YMnn32WQwMDCCRSGBychLBYBBXrlzBG2+8YTyenJQk0qtIJIJkMolIJLKPXnP+3W63KcMaDAat7o+yr/SWoytyOBw2OREOE0g+qvmD5Ec2nsZn+BxrmDO0RvMh+Z2GUhoX+Cff2w0fpeLocu0muRofH7d6DUg+Stxhv+WYSSNZN3t8fByxWKzjOVs/9BxR7mC7nBOZpV16FBFHGStLj4VuRiXJazS/68U/DgNQ2OdaAbs5PcrlcocxRq4T55UyRTKZRDgcBrBnYJdjZ86QkZER42pMOVR6kPG5SqWCS5cuYW5uDq1WC/F4HBMTE5iYmMBjjz1m+nkUoRv/6Pab7d47gV68Vits3fizxu9uCn+3tu+0329VZuj2Lhs46Uv9PHs/waa8s6rQmTNnkEgkcOvWLayurjr2n3TA5drNVcAE99y7Wl8kPyONYKJSG//XfSuVStja2ton998NOfEowIHmHCCh/Zu/+RuEw2FMTEyY0iHdlCz+l8zayU1Of+Z326aRLmO0RksGrwVO2/O9lOl+rvM9WpmV9/KajnvWhJsIql3U9bzZ5pvXpaCkf+efTKhGl2k9rlAohEwmA4/H0yH40DW/3W4bgXtzc9OUsZSCIMdkww09R3IenZiAnGcKB/RqqFarWFtbMxmJJycnsbOzg5WVFSwuLhoFTpba1PNuW1/dB57QynJ70WgU169fR7FYNLkMKOww8WO3ObDNhZw7p2c18eSeYKbWXC5nasO7XLsxlrOzs7h27VrHczblEtifDVbjrMQJbRmWwnQvzwwZXtNqtbCxsYHz589jbGwMTz/9NCKRCBqNRoeAr93vDxq4huFw2JQ0bLVaKJfLyOfzJmlWt/5IY4NNGdHz6yQ02XBUGkwkvdXtHEbQe8/j8WBkZASzs7Nwu93GnXx9fR2vvvoqbt68aRQJYG/e9H5h7exYLGbmRb6Hn10uF0KhENLpNFqtFjY3N1EulzvWgnuL76rX6yiVSgiFQsb4wOzpTgbrew0ul8sxDEAaKyWNlrSG9I70Xq6PxCkaC3g6y5ACVoKhoaAbaJznf7/fj3Q6jaGhIYRCIceSiDRgSMO0rNYgDbvMT7O1tYVqtYpGo2F+60WnOSfktaR7kt9Kuknvl0aj0ZFpmwYUvUdt/E/LCFw/ru2dKnUHAe1225zq04jCUDdWs5JzTPmG+BEOh5FOp03iVwnS45T7O5lMYnBwENlsFsVi0dwr14LPrK+v48KFCyaPCXH127/92/G1r32ta8nfwwx3k747yeXd3qvpqa0dm7xqk5X7wWUn/tePDNdNHnXirbJN2z1O8n+vMegxa95/mBVW8kLuLR6UpVIpTExMoFKpYG5uzoT+2eRLG2+VOoyWf6Q3EMsRU/7XYMO/SqViwkQzmYwJTZD84UGFAzMOuN1uU9c5EomYBFHr6+tGiLIJFgQyVJmMsB9lSYPN+KD/bMCYQCKyPk3Rm1tfs71bXrcJ8VIY4T36ZFaDJhL80ychWmglkMnKGFOb8sf1aLfbSKfTxgVfztfExARcrt2MzD6fr+OEhO8IBAJoNpvIZrPI5/PGbdBm+NACgRN0MwzwjzkGTp06hWQyiWKxiOXlZczNzcHlcmFsbAwDAwMIBALw+XzY3NyEx+PpqKAg18vWT6c+yrwLdFMdHR01xIYnQ3RbXFxcNAKrjEm1JZjUcyPXrZvASGDbAFAoFLC5uYnBwUGEQiHTb5tS6rR/pLFKzpVmYHp+SMj7ZW5ybRuNBhYWFvD666/jwoULePzxx/HMM89gZmbG5I3QgvFBMFBtzCT+04uA13K5nDEIMdmdE2hPDAm9DED9GId4j3SZZ5zfYVIguoHb7TbVRkqlElKplFEU1tfXsbKyYtwUgf3KpBZEiIsEaUTjd85VNBrtcKVnjgYbjW+1Wh05PWgsZLnNwwBy7LY50acu5AsEGlO14irbpfGARlMazDg3Xq/Xin+Spkn6I/eF2+1GLBYzuUVsoTvSS4H1tSnwkTaHw+GOfgcCAWQyGZOcdmNjw9Bk6X1gkwXIxzk2jp8hBe12uyOsgXjEUDeGK5GeSP4txyYPLzTNlcq0xu/DAPF4HCdOnDD4RPnCZpQH9viWz+czeQpogJX3SfpG74xIJIJMJmPclzlX0kOF87O9vY2rV6/i5s2bSCQSxltoeHgYTzzxBL74xS9aM5kfVnCSh+V3G/Q7tn55T79t9uJxWu59q3y9mxHA6X75v9u9tuduF7qtn9zXh9VAIPsaDAZNzq9IJIJqtbrvkNMGkibrQ1Mb35WGV4Z8kv/wHkln5NowWbMtmamT3vegwIEZB/x+PzweDyqVCgYHB42QLpmbTUHWCq6EblZDLczZwPYOeb9Nube15WQJ7Oc3CTYhQrq36ZMa2/N6PNo4IPukN5w2ytgECzkWuufY5iSZTOInfuInEIlEAOzFnrdau4kI6/V6RxlLnrTphHbdwMl4YDMuyTHSOJBMJnHy5ElMTEwgl8uh0WhgZWXFuC+ePXsWyWQSQ0NDSKVSJhGfFqSchFYnvKPw2mg0kM/nsbW1hZmZGUxPT3ckpqpUKrhx4wZisRi2traQy+V61ti2zZHTXNiAc+d2u1Gr1bC5uYlsNotoNGpKUPbbhuyDDWdte4Q4r0Mo+nmn1+tFOBzG4OAgBgYGsLS0hIsXLyKbzZrkl1NTU0ZoPEiBWO45vQfb7bbxHKHlulqtmtKu3catjSpOtKpX3/hf01AqNRSeJe05zKDnoVgsGiXK5/OZnA8rKyvI5/Mdwr8GiavMNUCXf+mqzXv5nXMVCoVMiJBMpiTv53+eCPv9fpNNf2pqCleuXDGn0fcT2u12h9Iq9zANIpI3a14t54X38uSbXhsydIDGYyppTDCly/cRpCCnvZRcLpfxGmB1AvZJKseNRgONRgOFQgGXLl3C9evXUalUEAgEkEwmUSqVTC4aGTLC5ISZTMbsX6lQ2uibpgMEykKUk4gzPJmuVCqoVqtwuVwIh8Pwer2o1Wo9EwnyfTZ81d4ah0mBaLVahu40Gg1TOpL8QRs+CPQaiMfjHZ4+mifzOw8oUqkURkdHOxLGSvlL5htaWVnBm2++aSohsKb6Rz/6UayuruKNN964Y9p8v+B2FPXbHUuv8ev9wWv9vLMfGVHvx36MH/309U6e131im3cLuK+bzaahJe1228jhhwnkPHi9XhP+NzY2hlAohAsXLmBpaWmfvmLDp2AwuK+SkG3/kRfxu9/vN16l5XLZtGejF8AuXdra2kK73UY0GsXMzAyCwSAWFxcfaMMAcMBhBYydJtHlaZledBsCaKGMn22btV8lXn8mA7CFEPB5eSqhrdZOQrdTf5yUc8mYusVr67b43xZ+oS1hNhcYm+Al+6PXg4oslVX5eygUQiqVMhtRuo0zBIGnp6VSCeVyeZ8wLIm5Fl5s86kFcI0L2tuDLoWjo6OIx+NYXFw0ykM8HkelUkE8HjeJ5Ii/tooMJCQSd5zwkidkzWYTGxsb2N7eRjQaNScQqVTKPJ9OpzE2NobV1VXMz89jfn4ea2trHXMl10e/UwvLvYBjaLf3XDmz2azxoohGo3jkkUfw4osvdlQtkEoDP9tOtCSRZ9+0IiHnlJ97Kac8jR8ZGcHzzz+PoaEhvPjii7h8+bIh+jJTPPfx3XYF00KOxAsZvyqz1VMAprDfr2eG036wxYjb8EMrxzJZnN7rh91lTiqGsVgMx48fN4mHqCzMz8/jlVdewerqasda6HnkvAWDQaRSKRNWIw09vFe2we+sXhAKhUz+FI3z/M/ybDQU8TQ+GAweCuMA+6ereQDoyHvDedGKui0unkZNekHx1FzyLp4EhUKhjlhwvVaSnvA9vOb1ek0demaWl33jO5kFf2lpycSU02DDWPR2u42ZmRmEQiHTBrBb4nNiYgKlUgkLCwv7FBGCvs4qP1RQ/X6/OZWSuW1k3gVgVwj2er1oNBodhidNb+Q7ncIfuTZSib7f4HK5MDAwgJmZGROOSMO4NFIBex54cr0TiQSGhoYQiUQ6KhTYBH3iIg0uw8PDyOfzpnKWxhfS8UqlggsXLmB2dtYcdG1vbyORSOCZZ57BpUuXjPcA33PYQdNB4O551PVqR9NE+UwvuVnSYPJ37l3bIY5uU3r40FDE9byd/mjopg/IZ2xt9qs/yN8JPFQqlUrIZDLmEPb06dO4cOGCYxv3A6SBzu/348yZM0gmkwiFQshms7h69aoJ85GyvZ4Pl2vXiM/Epdynkhfo++V94XDY0EjqJrY5l7S7UqmYA8Z4PI61tTVruPGDBAfqORCLxeB2u01dcV2uThIovTE1g9MLLkEzAaffCXLRabG2xVmSgNCSLBHPtsFvB5wMAzKEoJ9xyfABaSTQypluRxs6eK+TssZ7qfQHg8GOsIKPfexjHfMEwJzO1Go1BINBk9l7aWkJ+Xy+gyDbhB09r5Ix6DmUfZZEQgrzZAR0R6L7sdvtNq5N9XrdnNazpBddaaXwKwUWjlsTCjkmiT+bm5u4dOkSIpGISUhYr9dRrVYRDAYxPDwMn8+HWq1maqFLhbmbMGp7v157mzApFQBWpaCrazgc7qgPL8cD7O0jfepC0AYU/kmFTSobNsHFBszFMT09jcHBQczMzOAzn/kMXn311Y7ycsRb6Zbbzfig8b4bs2afeSIsw0dkrhDiEd3JGbvWbDZ7JrbiemvaIOdIJ+Bif7WyRjySe0PT46PA9Ei3/X4/Hn30UYyMjJg9Pjo6ikKhgK9+9au4evVqh1eEzZBFXEwkEkZY0XRTx5ZLfJDZkCuViqFreo2IK/V6HbVazQg34XAY09PTuHjxomNS1nsFNA7YwudIG2yGJ4l7NHLQuCpzg1CYl21zXzDrNI3HNpy2CeD8z5rZIyMjiEQiXY3sLFfLkBOZIHllZQVDQ0P7eD6F0tHRUeRyOWxsbKBcLvfk1VRqOSbmQaAyTGMJaQdpBT3tKMTKMlxOChhxrFvVmNsJ3zoo4LtHR0fxyCOPYHBwEMBuaNvW1laHbKFlLtLXkZERnDlzxniH6T1n23vcy/Q6i8fjCAaDHaW1SWtl6cmVlRWcP38eMzMzGB0dNcm1h4aGMDg4iOXl5Y73H1YDQavVMt41hUIB+Xze0SvjrYBtP3QzGtzJdYbpdUswbvsu6TlDfWw81UbvneTpbn29U+g2X3fj/nsNUok/ffq04bUAcPnyZdy8edN4QDjpbOTVNKwDe/TA5g1lk4G59xkKqA1DfE7KR9vb20Y+Z9WrW7dudegEDxociHGAim6tVkMqlTKWbxm7LSdVCxu2OHnep8Gm9PS618ZotOJpEwzJuPmcNmB0Ywo2htXNMKDv0YqVdl/WmdrlnDgpjXq+bcqCVIKBvez2up+0xnEstLaxJCDdPG/evIm5uTmsr693ZAG19dPWZ362xQTLObPFIWkPkXZ7142VyTIzmQwajYYpNedyuYxlkQqxrG0s+1Gv160nOjaG0263sbW1hXw+j0qlgtXVVSwtLWFlZcVkMWdOhEKhYHWxta21TXGxgQ3HXa5dSzxjPenm22w2MTMzg6effhovv/xyxwkXGbMW2p3eaVMm5N7S1uJe/Zfv46lhNBo1Jwou115ytVKpZMpwUiDQ/bKNQc6Vk+GNMcS04MskYtJzigoBlaZKpWLCbXqtl/YoclJUJejrNldwMkie0tG7wWYsPUwgFXyPx4NyuWxOETOZDF5++WWcP3/elCuz7X9gb04ikQjS6bRZCx376KSkUpGgu2KhUDAKsBMQP2kg4J/P57vvxgEauuRe1EpTt3nkNeadoYJL0AnxuC701KhWqygWi2g0GvtybGheSGGQ3gyJRALDw8MmJErTEZkIkIZr0u1AIGDall5tFEZJ693u3bJ5o6OjprRhs9ns2C9yXqikyzAKhgvIqjR8vzbiAbu8hTkZqNja5kSWSNR81cYf7ye0222TpyiZTAKACSeo1WpWAxSfA3Y9FQcGBkxZZP4mx6XpNdvkde5bhjpquUfLidzXnPNGo4Hh4WFMTU2Zsmeyj4cZ7oWB6G4oz06KuPytm6zl1C+b8inpu83g160vdxt6vUPTCsJhxz3uURpwgT3aCDgnCiZI2ihlIbn3bc9rmY4GAu3Nzucl0PBQrVaNAZr5jVjd60E0EByIBMjFKBQKpu4s3eeA/bGCTgzAqW0NGoHkdacNTWSSzFSfymnBQguHGum0ctFLwSGS84RRPuOk4Mv+Auia5dqJuUqBh++SAqDso96gfDYcDqNQKBghSibOY/8YT8r7d3Z2Ok7lnfpuOz12UnRshFsTC5dr78QnmUyiWq1ifn4eq6uriMViOHbsGI4fP45YLIZms4ljx44ZLwIK6+32rtv95cuXrTGdt27d6jgx5++VSsVcZ6wnY5TpArawsIBLly5haWnJGKCksqlrs9qUV9tc6HW3rS1But7WajWTKNLn8+Hs2bN4/vnn8bWvfc246ct2NXPm3Ov90s++ZlnHfkAKbhSMeTIfCASMVwYJ+8rKCgKBAGq12j7jgE0Y1MK1Frr5ma7AFB75pwV97nUqBYxbTiQSVlqhr8nkO90ELy0My99kGEO73TZZ4nmay/fczjrca5Dj8vl8qFQq8Hg8GB4exvj4OFqtFs6dO4elpaUOpc4GrdZujftYLGYqmdjot01hkMD8Ael0Gu12G7lcrsOYzDZ4ilwsFtFqtZBOp+Hz+UzugRs3bhjD1v0Q9IjP7LvL5bJWbLHRIF6TSippiub5+p2kteVy2YyfcyfpKveANIbTVTSTyRgjNNdc91mGKhCH9BpJj0J6SkgvBumdks/nTUlcmyzAd3EuyBdpUAgGg8ZYSZqkwy50CJKUT2y0gOOU68FQgvtdFUPi9eDgIFwuF8rlMpLJJBqNhjlMsOUZoDHT7XabJNf0ENH4yPtthj3+TgPDwMCAMcLLe4lnwK6BZn5+HtevX8fw8DACgYDxjH3++edx8+ZNLC0t3cupfMtwL5Rcvsem6Enol9Y5ybPyez+8tNd1W3/uB0226Rgco+RpNmPGYQSXy2USAtJrstlsYmlpCaVSySj9mm7LcQeDQVOylHtc6nOaNtpwRoaxycprNsMC+91u7+Y28nq9iMViePjhh7GysoJbt251GBcfFDiw4yFpiaeAQEVLW4VtirCT0qHBppA7WQD1M2T4VC60YUAzX33KqQlRN+FAI5o8CeTJh1Z4Zd+14KWVFifFUBMNqdBIJUG6Isr+6vFRmEokEiiXyx1JPRhXT++CWq1mlJ9AIGCS8Ull16a02tznbcqQbax67trtXWNGLBbD4OAgWq0W5ubm8MYbb6BUKmFqagoTExNoNBq4du0a8vk8PB4PMpnMvvKKwK4bpMa1druN69evd9Ty5lzPz8+jXq8b/HK73Uin0xgYGDDvWFtbw9LSEtbX1035PQpx2j1ejs3JUtoP2ARKnqwVCgXjZkk8PXPmDJ555hlcvnwZP/RDP4Tt7W1sbGwgl8t14JLERY2TmujLcVDAn5iYwMjISN81pElbisUirl+/jvPnz6PVanWUnqKrqtfrxfz8PAKBQIeLKfvtpPjrPajvkXhC5cXn85nEdhT6bSf33QR1eY8sASv7YhMe5H8aafS6SKOFx+Mxp9mlUskkQzvM1nCPx4NkMolMJgNg16g0MTGBRCKB9fV1LCwsGAONzTCg+Y9MAGujSzZ+xOvcJ5FIxCjSlUrFZFvnGsmYaBqTmI3e5/NhZGQExWKxQ8noZvA7CJAKJN8p6ZGcC91HrYjZTlv1WOQc8z3SmCPnHNjzSpTvYuw5K87Qa0AncOVasMpEJpPB8vIyNjY2OugpM1rLCgLahTUUCmF0dNTkhmFyQmDPmNGNj/M+JuvV8yNpg+RjEkflmkkgzksl2Ra/fy+VCL32LpcLIyMjSCQSJpdRtVo1RhCdD0XiI3MHxWKxDj6haaE+HZd7l4YvepusrKygUCh00ErSbRqL1tbW8Oabb2J2dhbT09OIRqPI5/MYHBxENBq9J/N4N0DPRzeZ8a3QnW5yu7xH9qlXW/oZTUtseoVNBrdBLx2j2z39gtM4nPoj3+kkh9j0m3vFL/oBTXeGh4cNbUulUrh58ybm5+cNjZP8Q/Jj8tBYLGaSL7JN/T75X//G5zweDwYGBuB2u5HL5UwCVFuOMQLzctE4ODo6agzEDxocWFhBMBhEu902LoXSTa8bOCE8YFdo5MYhg7chhU3Yk9elgUBvXptwIt2gbcKk7K+8zv7JMAI9L7a+ypMHoPNkU89bvwRQEx+pDGoCLOfWdvogBS/+zk0mM3nTlVqvmRMz6kb8+TtPZDl2SVx4rdlsYmFhAaVSydQ3HhgYQCqVMqcCCwsLyGaz8Hg8mJqa2hc24vP5cOzYsQ6jAPv18MMPW/s+PT1tYpo4twMDA8aFeH5+HouLiybEgMYBOVZtpLkbCoNNyeE8lctlFAqFDq+J06dP4/HHH8fVq1cRjUaNO61UOm190ntA7x15350KrvJU3+12m1rl8XgcyWTSnMwxM7UtySjbIXRjOBpXpbuyz+czLuqJRMIksGL7MuEYQ1q6jYtK5NbWFtbW1ozLrXw/Pzvhif4svwcCAZN8kkmBrl27hqtXr5oa44cNOG7ueZ5AMDt9sVg0+ClzDdjacbl2TzIocMjfutFTGw3iaQRDg2RSPWmMITAcheEFxFvShrcqiN4JSMVUuktKAwq/y9/YVyfDoDYK6ncS5N7Xe47vlMYDxuYPDw9jeHgYkUikQ8CUHlFU+NrtNpLJJI4dO2bKGNKAwZwv6XTaaigiT2AJvYmJCeTzeTQajY77nTzx9Dw5Gfc1LbTJErJvNqWDIGmjxOt7iVuaj5NOUzjnQYKcP3kYI8fNsmLRaNQcROiTRidZT+Kj2+02RiKWN5beBpRj2N9Go4GrV6/i0qVLGBoaMjxme3sbQ0NDJrHlYQeZoLebgqm/3w5PtuFlv+CEx72UaVsbdwJ3akS4nfad2pW/97qPn+VzWi84DCDXLRqN4rHHHkM0GjWHdUtLS8b7z2YIkXhETysp78h7+Iw0jtr6we+U12iUlPtf6g98rt3ey/8SiUSMcfJ+8OqDhgMzDlDo1aUmuHAEvXiagAPOxMJJ4HX6rhFOMmgJdPO3KdLAXpZvIpIse2MTbGR/KGTp0mpOrvTyT54myHc6MUMncBJYnAQ421gYKiDvkWUJmbWbGxpAh7u6bS1tm9e29t3mloxc31MsFnHhwgUjTIyOjmJqasq4FM7Pz+PmzZsoFApotVpYXFzchz8ejwfz8/PmHeyf2+3GyZMnrTGymUzGuCqTEKVSKQDA5uamSUjFddRWSykUy2vacHAnDMG2BxjSUCgUTGysLHEH7JUi0673sm96fqSSJBUMvltWubgdkPuCylahUMDq6iomJyfNfJMOyRq1Gpzc9GzzJu/huHi67/P5jNsc/zMJps/nMyfFjK+ORqMdp5T6PbpPknnJ32x7Vs6TnG99P0ulbW1toVgsolQqHTrPAbkmjBXe2tpCOBzG+Pg4xsfHsbW1hZdfftnkBtHhYPxPvOEJAE8h5ZpLI52NPsl2id88lY7FYsZ7QO4HuSeAvZr2TFYXi8UQj8eRzWbvm7DRTci00WaNd3K+ZBt6HfTzUhGTz2lPglarZU51fT4fEokERkdHkUgkjHcSaYp0DZfyRCQSwcTEhPFsYzm7WCyGyclJk3RO4oDsK2Wc8fFxc3JEeqnnRD6r25HeAVrYlSCNBN0EXr1+/C7bpIHyXuKXxpvp6WmMjIwYbxom5LUpBRICgQASiQTS6TSCwWAHnmlFyUnBk3Pu8XgQj8cxNDSEfD6PYrFoVZhJbzc2NnDu3DlMTU3hzJkzCIfDyGaz+PCHP4xKpYKvfe1rt83D7iVow7tN7rPhhdNcOkG/93fjeU59cVprJ3y2GRlsdMnpnfda8eu2BjY5WOPqnciCBw0uV2fp6bGxMRO6y7h9p/AgguT9mq9rWdam1Ot2uP9p0K/X60Zn4XOyL8DeQRANBMPDw5ienkapVDLhZbaxH7b16AcOLOcAT0Dowqut47aNCdhPxHu9q5tyZCPwNoVTJ1aTyKaZOpUkmaXdJkjrNugtIC237IcW1qWyKP87eQz0CzZE1W3Z1kc+x03FhCLPPPMMnnzySTMHzPhfr9cNDtRqNXOix1Mx/X7bprTNJYVtAj1VyPgYS0QBkq6bxWIRbrcbg4ODGB4extjYGILBoKmDztMy1kCV1nX2weY+5HK5sLa2ZjV6TUxMIBQKmUQm09PTxpOCxgJaIGW8lVZSiDP9WIZ7ESMnAVYK3slkEsFg0LxTxhzLDORSmOfvWvnXAr/GJdueux3g8xQyFxcXkcvlcOnSJUxNTeHhhx82Ga1tiVH1vOjr8pqtf+32Xq3hdrttDCvLy8uIRCI4ceIEpqamDIP0+/0IBAKoVCrY2toyniTdwGluOO/acKAVAt4r72Gcs3RXJqOUp+iHATROh8NhjIyMoNlsYnR0FMePH0cgEMC5c+dw8eJFVKvVDgOsVli5pyKRCOLxuElEqGkg50obZKSCL9skLWKpJXoC8T4AHUltGYLAXBSRSATDw8Mol8v3xXODvEYb5jl+eSJjE860YKZ5m9P+ttEBm5AulRsq6MPDwx3hBJo+cp2Y/6bVapmcLqFQyNSvZybqdDptPBA0kNeTB9EwsbKyYsLHZH/lmLoZ22zyhp4riWNO9wD7k2nqd0h54l4B3+v3+zExMYEnn3wSkUgErVbL5G5giWSCTrLs8/mQSqU6whGc5C6bkmGTH2ggzGQyyGazxuOI3ogyJMPl2jUAX79+HefOncPY2Bii0SiSySSi0Sief/55LCwsmDCVwwg22Vd/vxMerN/RTVF3at9J7rPhsm5TyhN6jLZ9wP9OcqjEmXut8PUj22ld6rDim4SdnR2k02kMDQ0ZmSOfzyOfzwOw0z2pWzFUU3piag8BzeOddDM5b6x+EI1GDU9mP2zP8iAln88jEAhgfHwcXq8XX/va14x+oHWao7A+Gg7EONBq7dayj0QiJrxAMlQb09dCmUb4fibXxkw10vR6RrrDazdKibgyJk4LMzaGLA0D+hTARszIwKXRQjNL/dlGALVQbJsj2/zIzaHbAjoTIVL55b3NZtMk0hsfH0c0GsXKygrm5+eRzWb3CVFOhN+2ZpIYMPaTlki2I+MRd3Z2TEw/vQIGBgYwMjJi4kqTySSmpqZMWROtDMt+yLwZ8j+z++t1z2azRvgIBoOo1WpYXl42SlkikcDAwACWlpY6spVrIVsbDLRioufRhh96zW3KJBVdEkiZ6G96etrgslQq5XrotXPCObmvdHu2GHEnkGOhq2qr1cLq6io2NzeRz+c7Es51I9ZONKabsCQVlUAgYBQMKobZbBZXrlyB2+1GJpPp8B5wuVwmzpZl3JxAz4tWYHnNaa3lCSqw5x1FOuZyuUzG/VgsZhjwYQGtJLA6isezW8pyamoKuVwO586dw61btwDs0Wg9b6RdwWAQ6XQa6XTauJvL32WIlcwZwn5oAY3A5IQMv6nX6x3vl/dS+ajVaohGowgGg5iamoLf78eFCxf2PXvQwDAWxoGzvzIMTgvVNiGtG+/upXzYFHxNb9vtvTr30mtAh/1Jg2a7vVuJYGtry+QaoGcHcYFJ5jgXQKdHkTb0+P1+JBIJJBIJFAoFk/3aNm4JNlmh29z0IwsRP7VgLOfy/2fvzXok27K78F9ERmTM85hz1lx1b9972+1u291uuxtkIz8hJHhA4pXPwBfgDQkkDEKGJywQtsDIDIK2sRFueex2+07VNWVV5TxHRMY8Z0b8H1K/XStW7hMRmZVZdc2fJaUi8sQ5++xh7TXtNXAdpYH0XQBpDBNHlstls+eYE0Ymi6TsI/dbIpHArVu3sLq6inA4bAw9Wu6ZJDtqGjkzc17WOJvNolQqXfAekDLccHheaejFixd48OABPvroIyQSCRwcHCCRSGBpaQnVatXqHflVAD0m2+/jntVwmTac5LxxMGkOndbZJotJ0Nec5E/9rpta06u0y32uFVintX3XoOc3Go0imUyiXq8jFovB7/djfX0dBwcH1mTLHAf/DwaDI3lGyP8BmBBCbTh12vvaAMGDMACoVqsjBkHdBvGAhzvZbBa/9mu/hk6ngy+//NLI8JL+/nWEGzUOUMC4ivVECxnawjdOybU9r9vQzwEXa4UT9EkoQRsIbCfN0jBAwcVmsZSISAMF2yYBcFK2nOZgmu9yE8mNYFPQZB9ZicB2D5Vr4E3pKireuqrBJJD38f0ejwc+nw/5fB737t3DysoKEokE+v3+SM1aQj6fN9ml3W63ESaPj49NrO/i4qLJ3D4cDo0BY9Kccl2chK1+vw+/3498Po9IJIJer4e9vT0A59mag8EgQqEQfD6f8R6Qe0YKOzYcsBEvPX+6zwS9N6TnR7lcNieXEi8JxGnZjsZNqTTo90qlTZ/uXlWAsDEVGpD0ybxmEk6GFP2ME/A3VsUIh8M4OztDPB7H7u4udnZ2TIwqjQMzMzMm1MaJ9sixjKOjet6d2gJG86ZQMeWpajgcHjlJ/6oB8YZeIHNzc7h16xZmZ2fx5MkTrK2tod1uG88HmxJPoYLCSjgchsvlMvHC2ngrQwbYjvzU4HK5TFz0cDhEoVC4kHROt99sNg1ti0ajI66T71K4kPxG8h2O34l/TRLSbXTICdedaK6+nyfJzFrP+2yGe+61vb09bGxsYGtrC+Vy2eQaoJLP/AFzc3Mj+Qukssj9w7mIx+NIpVIm2S5LQcpx6LAwfo6bR6f1kffZaJI+iNH30xj7LhUIGnNSqRSSyaTJx8HSjszZ4ETreGqYSCSMV+AkGULPLa9pYwnpJUsbygSycq0kry+Xyzg+Psbp6akJmxwOz3PzrK2tvfeSpE4gSxCPg3H4ZbtPgpNsbrtP0wrbmo0zNvBz2ndcBmzywU3ANEYTm4LKT5vB5zIHLDcBNj63sLCAR48eYTg8N8YWCgWsr6+P5BsALvIPyfMpI8t7uIdp1KZXrpRZbbqT1ndYBaHZbDpW1pP96/f7aDQaqFaraDabSKfTSCaTOD4+HuGbfOdXLUxzEtwCfc1VAADWwUlEQVRYWAGJN5UdbXG3PaOZ8Lj2bf/bFtHpXtt9NiWIYEuWwXECsJ4W8GROC/haWJXPyfFrQ4FtjE7XNGjBa9Lzuo96feSY9TNkQACMax6FAY0H45RWbbSgG6nP58Pq6ioePnyIXC4Ht9uNw8NDsyGZcZ0Mf35+HqurqyYBkcfjwd7eHtbX1+F2u03yOLopDwYDtFqtkSQlTvOlibMGCkRLS0smPpEVDFqtFm7duoV4PI50Om2yxHPuOOfSmCIJje3d44Rv27zrZ4lvVFrl77acCnIO9HUnZUif9sjs1JcFLejJcdCAQfd50iS5D5wI/1UMFBQufT4ffD4f+v0+fD6fyWRNAXk4HJqYecausa67bf1IR21rrMegx+OkbBGnmaeBeS9mZ2cvJOd73yAZdCgUwtLSEgKBAFwuFx49eoS5uTlsbGzgs88+Q6FQsM6T3iuhUMhUUWHb0tOAe4BKPd/Hdp3wRAozsVgM/X7fhFhpo43cP3wfw5mOj4/fiWCqQc+ZVJBIT/W+twnpTnTGiU5qIczpPpblY/JG0m6WxJKeAmyn1+uh3W5jb28PL168wPr6OorF4gj/Ir1j2NFgMMDq6qrJq2MzVEhjzvz8vHleJuR1osdynmzjHKfU2J5x4tFO/bYZbW8SXC6XccFlvqLhcGiqWei5kqUXh8PzsoPJZNIYzsbJU1oo5/vlvMhM5/QiYt4B5j/gfXqeBoOBcSvu9/sIBALGU6xYLGJ2dhaNRuOtFNObAtJ7ifuaH9v4ybvClWn0A32/7qOTAujU7qR73/UajnvfpPXg3n6foPck934wGES9XjdhBfv7+yiVSiMyodO4KMvp8ZPOttttHB8fIxKJIJFImBxOlAUJGtcJpAf0/qTHnpNuxHZbrRYODw/xF3/xF/D5fLhz547JP8Nx2QwMfx3gRowD8XjcnIgCGDmF1RtQIpFTPPUkwmQTRJwWVTNWzUhsAjSvOwmdMpmaVFSomBCcNq0UFGQZKT0Om0Jjm0uncetxOK2DFjRswqw8OdbvoYeAdMulm/64zWYTmKQw4/V6sbCwgFQqhYcPHyKbzZpkgjs7O8Yo0Ww2zekNDQcPHjzArVu3jNtoKBSCy+XC69evcXR0hOXlZSwvL+PevXtwu91oNBoolUrGyMC1kfOg11PPaygUQj6fx8cff4zl5WVUKhU8fvwY+/v7iMfjZl4o8HJOZRJPl8tl4tnl+kr30XHrJMHpf/ks22TN6X6/b1zepXKvT1Wc3i9Lk9n2muyTLd/CJNA4zMoExE2bkCi/T/MuG32R/xM/6Xkix0KLNw0DpBWzs7OGCfHkjCdQTqBPbeV6OPVNurbJ+1lyVIY6Me6dYULvG2RyOY57bm4Oq6ur5rQhn89jdnYWpVIJxWLR4JsTjmkjDoUIehNwT1YqFZycnJiQj0wmM4LHbEvjvKaRjGXUxjZ933B4fiLZarWMZ8nS0hIODg5QrVbfi4HAyTggPX0k/dHzLMfqxPedlFz+pnke5zQWiyGTySCXy43kiyDfYRtU4g4ODvDs2TNsbGwYjwE590zEWigUjLEyHA6bmvZasZb0zOv1IpPJmH3F/DZ6Tm3Cqvz9MoqYptlaJhl3SuUkH90kDIdD+Hw+RKNRnJ6eIhQKYTgcGiO8k9I3HA5HvAaCweBIvgAnA4BtDvXv/J+hXtFoFNls1ij93W73QugV57VcLuPJkyf4xje+gVu3biGRSKDT6eDrX/86stksfvCDH+Dk5OQrZyAgjtq8Ip326GXBho9Xfdb2+7R9s9HkcbKv7X+bzH0T4CSbOc2jjY/o+983sE/0JI7H4ybhMQ9r9H510m2CwSDC4bCRZygv8/T+6OgIhUIBnU7H7Fmd5FmvuU1u5eEIwz1tuiKBPIA5y7LZLObm5jAzM4PPP/8c9XrdUd/66wA3YhxggjVmaZdx2jZiyUXSbtNXnUwbg3ASRmybi32RCphkqLZniOjAG7dd7TYtQTNv6SHgZByYxPxs8zAtEZVEkGOXY9XtUFmXbXAcVHhlEj1Zom+SldCm0Lnd54kEeVIYi8VwdHSE169fY3t7G6VSaUSR5ngo9M3OzppTJibcm5+fR7FYRKVSwatXr9BsNrG8vIyFhQWUSiW43W5DcOTaSCGPp4xaYJmZmTG1sOfm5nB2doajoyOUy2U0Gg2cnZ3h5OTEJEVkxvRarWaEUcbQn56eolqtArjoFijjam37y8Y0bGsqmQ1PRhqNBur1uskKzffoMBfpxqoNFWxb4rJNqeJYLiu4SoGdpzzsH91W9fzY5saJOetrco5tNEauhwwnIk7SaMFEncPheRy0rFjhpEzpuG4do2d7Xit3wGjctNwnVJppYHnfoPOSDIdv4sxnZ2cRDoeRSqXQbrexu7uLcrlsDG3yOf2dddLpoiwV3H6/j1KpZNzOh8MhotEoZmZmTIZ0J6OgDeg50mg0Rk7stAs1cZZlDVOplFkTnbfgJoFj4V5i7DeTy9r2kJOgPY2Q7/TMOEVFemPlcjmTQRoY9UAYDAYol8vY3d3F+vo6tre3TTy47DvHCZzjXLlcxubmJpLJpDmxJk5pIwG/M5a+2+3i5OTE5DLgibj0ZCLPsMkUcuzT8nh+asOV09q8D+OA1+tFMpkE8MYrgCVzpdcl+yU99vx+P1KplClLaxuDTa5zkiFdrjeVZQaDASKRiOHXDHtgUll5ACKNrKenp9jZ2cHz58+RzWYRCATwne98B+12G7du3cLz589RLpcv9O99KwjjZEsN0+LgdcI4o47T79Pwatt1/ayNn191r+g+T9PGuHHY2tFj4T3jZOt3AbqPMzMzWFhYMN65c3NzKJfLePnypfGUc5ojPs8Ev9IwfXp6aipTFYtFk9CUdJbhuoRxPAUYLW8KYERWl8/zOXnwWalUEA6HEYvFMD8/j52dHVO94LJ48FWBG5EASdilZddp018GnKxAk+6VYCN4TgRAKslaGbAxdpsAYXu/VsRJsHWcp7xPfkokdRIkbELxOJCKg1OcjSa2VIL/7t/9u+Z6q9VCpVLB2dmZiZtluS6pqNmMHvp/OY/BYBCrq6tYXl42CQ6fPHmC7e1tk+mYrtB0Cx0MBpidnTVx5zMzMygWi2i326Yu+uLiIur1Og4PD82J0u3bt/Ho0SNEIhG8fPnSGAhOT09NuSoKeFKB4Tt9Pp/xGmA4wf7+Pvb3942L8enpKY6Pj1Eul7G4uIjl5eWRWuf8ziSFa2tr5vSRzzPOyilsR6+hjcnY8JRGCbfbbdaOyR11exonnN4p949TH6XAfVlwuVzGmsycFFJ41+2OEzbGvUN+14K4bby2vSdP6eUc06Bme6eeayoctnfYxmqjSTqeXL7nfbsmaiBO0qhCehAKhfD06VM8efLEeBPI8cu5If4yWSCTV3IOer0eSqUSdnd3cXh4iF6vZ2g6Q1KSyaTBLYKTUAnA0Bmfz4fZ2dkLtZT1npRuvzSG6DZvEnq9HrrdLqLRqBkb+yNDBW34xe8abHtD47X8XYJN6aMiR2ONbEdWgqDHwO7uLo6Ojkxeh9nZWePKLgU/SddPTk6wtraGSCRivCBlngGpxAJvKicwG3etVkOtVrvAs2001Gms+j4nnum0FvLe96k0uFwuUy6QiTddrjfljqkASCBdo7CeSqVMSOC0sp/TfWdnZ6hUKtjd3UW328XKygrS6bQ5NcxkMqhWqya0QNJPykZutxvNZhNra2u4f/8+7t69i2g0imazCa/Xiw8//BBffPGFI41+X6D5kg1XnPo6Tsa0vecy168K0/ZhHL+37Yv3YRiZBmz0wiZzfRX6zn653W6srq4ik8kgEokgHo/jyZMn2N/fN7/beAhxkdUEpDw3GAyMcZGHKwwv4AElvcvo+epEG+V3/i/DC7Q3q26H3jiNRgPlctmUsv6q7Pmrwo0YB3iyKU9kJEyDvOOEjEngpATJT92e0+/y1FG7q9oUZScklJ4CfEZ6C4wLJxg3dqf7Jhkm9HXp5SDj7GwESCspzGIPwLhVDgYDZDIZk5F0f38f5XLZCAOyLX7axuJ2uxGJRPDBBx/g0aNH6HQ62N/fx+vXr7G3t4d6vW42oswwyjFQSc/n85iZmcHW1ha2t7cxMzODBw8eYH5+HvV63bifPn/+HLOzs7hz5w5u3bpl3J+KxSIajYZJekihnZZDlmdkWEA2m8Xt27eRTqfR6/VwfHxsTpR4+s/s1oFAAPl8HouLi6YsiiSGvV4P6XQa9XrdlH1iXoVisThiLJhmj0xiqPS+oPCs4+ElgSbO6HfLPS4NA7Z9oHHhMoqpZEAUMKUAbouxlO+y9eMyYDPcyd+k0UbOHw0EgUDAJLSxJYmSdEcL+JMMHONor+wD/3jKSaPFVwnm5+fx8ccfIxwOw+v1IpfL4cGDB2i1Wvj888+xu7s7YswFRukd8ZPVJBjyxvAjj8cz4p7Y7XaN0ELaQG8FevY4CQzyOhXZUChkDKTMZK6NGC7X+Qk2SxtSMc1ms8ZAedOwu7uL5eVl/OzP/qxJ+ghc9HSQfEoa/fR4xgl9+t5xSh1/lyEF6XTaGE/JR0kDGo0Gdnd38fr1a+zs7ODk5ATD4RCxWAzD4RDlctkYq4k3sl+dTge7u7smzj2fz4+EV/GP7yUOhUIhJJNJlEolk+uAnmXS8K+NDJcBLXdI/m3j8XK9+P+72t8ulwvZbBbpdNp40QyH5xUK6vW6MYhKzzvZV5/Ph3g8jng8bvadDu8D7AYobfgkLaYn3sbGBo6OjtBqtfC1r33NGP4ymQwajYbhs9IoxHUkbdje3sba2hpyuZwpa3h6eoqvf/3r+JM/+RNsbGy8k3m+DDjxXdtv1w1vo7TaaMp19EfTsa862GRzm/z1PkHuRxrFT09PkU6n4XK58OrVK1QqFRPOZ9PV5HozxIdAAwDpiKyuxTAlt/s874/MG+NkBJLvpgwUDAYNv5Y0R3t9s1+tVstU6cvlcnC5XDg6OjLP/nUzFtyo76gUnJ0WXt43DUJP2sDjLEO2vk16B/vu5AnhJIDb3iHngUoY8KZsj1Y0JsFl5m0cOAl7fAd/18K3TP4kXTu1AijnUF63rRXvJRP2+Xy4ffs2PvzwQ/h8Pjx79gzb29s4Pj42boF8hoI+mXgymcQnn3yCu3fvIhQKYWtrC1tbW9jb28Ps7Kw5MUgmk4jH46jVasallPWz79+/j0AggJcvX2J3d9cI6yypUq/XTdk8nvYFg0EsLCxgaWnJJD88ODhAs9nEYDAwin8sFjPvjkajaLfbcLvdKJfLODk5MW5JLpcLi4uLxiLZ6XRQLBaxubmJfr+ParUKl8s1Em5gw2HJWG24poV/l8tlFEfbaSGNW8QBjY9O63udQKOA7CcZBMOayDScaMekfkm8HKfA2Iwz3OcST2Wf/X4/6vX6SN4B27xJg5dsW6+Xk/FA9ovCrtfrHfljGwwruIn1ugxIxYcxwUz+tbCwgEgkgsePH+PFixcjGY+10k08pQdRJBIZCZVh2BNLqjGDvaRdzA1BY54ttMCJF7CChd/vR6lUMuVc5ZrK/jJmnQLK4uIiAoEAdnZ2zGkm2+Yz1wX0juJJDN8jaYCmK5qvEeQ1276z8RQtpMn26So6NzeHbDZr9rcU2BiasbOzg6dPn2J9fd3EfmazWWSzWZP4VSbCk2Pifmi321hfXzc5DbgO8uBDHx6wf/V6Hc1m01QvsM3JVcCmHOnvcjzsl/aiGpeT4DrB5Tr3tkkkEvD5fJiZmUGtVjOGcrlfdahFKBTCysoKHjx4YJKYyQMA4OJ8SjrIdimbSGMBPeM6nQ4KhQKq1aqJa47H48hkMjg4OLAmJeYazMzMoFQq4fHjx1hcXMSjR48QDodNWFIymcTOzs5XtnLBVeTv9wlOcsVl4K+LAeAyoGnwVwEkL/R4PFheXjb6zunpqSlF7IR7vE6az9AfKd+y0ok08gIwYZwyvNjmDS3fS1ou3+v3+001J+1BYGuLZWwzmQwymQx8Ph+azaYJTXjf8tRl4caqFfBTM3tgepd3p9/GbfBpJ99poWzCPQUYMqZJrs8agbSgI5mg/H9S32xjuMwz0xhExhkItHIpN5KO89WK5riNpRVW+YzP5zNlpRhbxDJ73Pw6FILZrOfn5001gHK5jJ2dHbx+/Rrdbtec2DKuVGZnPzk5we7uLrxerzn1qNfrOD09RSQSwb1795BKpVCv1/HixQvUajWjXHk8HuTzeSwvLyMYDKJSqWB/fx8nJyfmBJ6lr+7du4elpSWj9DO84dWrVygUCmg2m0Y5Ym1YKkhzc3NGgHW73ca9SuftGIcH2mCggUqsPknmusrkRhrHZfu291NAlXSBv11GcJWn36enp+j3+2g2m+YkXifCdMK9aWHSHpNu6mxX5ongbzK0gG7O0uVWzoVmoJw/mzFA7yU5T1LZ5p6l4iATE8qTvK8KHB8f4+nTp3j06JEx6lWrVTx9+tQYx6QiBIzSEeDcxT8cDo+UQpNzR1dCui5LhZPJAqvVqnFv1sKq3k/yd56a9no9NBoNY9i0zTONFSzJODs7i1wuh263i52dnQuCzHUDBS0KYxyTrt0u99SkfaT5CcGJp8iTcP7v8/mQTqcxPz9vPABkmcnh8E2Zuc3NTbx+/Rq1Wg2RSASpVMq4th4cHGB/f38krwI/SZ9DoRCKxSKOjo6McSQajSISiZh72T/uF7fbbeLjGVfLXBN6Dq4KkwRcPY+aD8trNw0ulwupVMrsJYbx9Pv9EY8UCey72+1GNBpFOp1GPB4fSQqoFSG9j6VBQHtjSYOBz+dDIpFAOp1GNBo14UJcU8Yraw9YScPPzs6wvb2N58+fY35+Hul02vT54cOHKJVK2NjYuBFD3lVA8wwJGm/+OsC4fmq8l2DbH9OOWePepHuue81tdOSrtnZyjzCMb3FxET6fD8ViEQcHB8YLV4KWBVnZRJZWprFfylRS7iLf5j1SXtV0QoIMb2AYYyQSwWAwMJ5g42i4y3V+QMeEi4FAAKurq3j+/LnRVTS/+yrDO/EcsFn8tBKhBSrCTSK6E8G2KUwURHTogE3ZsLVJkBYu/i/74vTsOKS+6hzZxmgzbNiek9Z0G4GVbdsUJttG0eNm7elEIoHBYIBisWhOY3TGXTJ99ikWi2FpackkQdrb28Pe3p6x4nU6HWxsbJg62blcDsfHx2i32zg5OUG73Ua1WsXdu3exurqK+/fvIxwOo9/vIxwOm3ABCvJnZ2fwer24d+8evvnNbyIajRpjxMbGBtrtNgKBAJaWlvDgwQMkEgnEYjE0m020222EQiE0Gg1sbGxgc3NzJARhMBjg5OQE0WgU8XgcuVwO8/PzSCQSuH//PmZnZ7Gzs2P6cnp6eoGQacI5iblITxkp/EoFjMRUx8prHBq3J+T6UVm9DMgT8Fgshlwuh4cPH5qs79lsFslk0pS/ugpMQ8SpQGilXc6b3jPsO5NONptNJJPJkTJsNmOJFKC1QcA2RpsBRv6R2Uph6iaVz2lBjovZzZvNJgKBALxeL3Z3d7G3t2dCAOQYbUoSqzPo2EX+L6sXaN4wHA7Nfrf1k8A9w3WX6+33+01iJZ4yOOV4obGIVS3cbjfi8ThKpZKJnb+p9dFCNfe4NLro++UYbPxUXx+nnEghjQLi7OwsMpkMFhcXkcvlTCk8Cl1s++zsDM1mE8fHx8aQc/fuXSwsLJjQgFqtNpLLAXgjGDJsIZ/PG2+NUqmE169fmwSW0oCnPekGg4FJvpfP51GtVkeqNTm5xL8NT5e81cZjbeEr7wKIszSm0UuKp/Fyj2ocoTEmkUgYLx8nAxNxBICZ5263i2q1ikqlAp/Ph3w+bwx6Xq8X8Xgcq6urI+UvZYLlUCiEaDQKr9drknFK+U8bDoFRXFpZWUGhUEClUvlKKQKS5k/Tp6vii41+vg3eaQVvnNw4ri96LSYZS3Tf38c6XnbuppmTmwQ5V4FAAJ988olRlgHgpz/9KQ4PDy/IkfI5/h8IBBCNRk1JdLlelPskX5JGZXoCx2Ixk5vGJhPzWU2LKPvSW5GhwxqkjOFyuYx3YSwWM97BR0dHI54Mfx3gxowDcjMDowxM36e/8z6dJRJwdg+5TtCbi8SU45HJu+Q9tnYkIkrDAImzVJzHtUVwIhISQS8zP04GArkJ9T2aKOt8BbIdzYi4gfUJt+09Xq8XiUQCkUgE3W7XxBdRSNfPsg+shb60tASXy4VarWZyBsg8D4eHhzg4ODCZkBOJBMrlsjkh5Mnz6ekplpaWkMlkjFDPtph0MRgMIhKJYHl5GdFoFNVqFQcHByZWmIrq3bt3kcvl4Ha7sbu7i/39fYTDYdy6dcu49HY6HeMuJZX9SqWCQqGAer2O4XCI5eVlxONxxGIx400hY2i1cqQ/nXCWQqzMgyGf1UYCG4Pld21AshkMbELtNMD2GOv74MED/MN/+A9NQkwyl9nZWTSbTZRKpbFtyTm4zDU5DnkiLd335ZxKoZ3JE9vtNhqNBk5PT42QanPjljHL2tBjo41S2SfwPpbr0jkZpAL9VRAyYrEYlpeXzckejSlHR0emjBAwqqjJuRoOhyOGRlkyUsc6kz5IvsVPHf4l+2jrtwy74VrTQMC1lsKu7L/b7Ua32zV5CmZmZpBKpVAqlUy40U26h0tjEWmKLbTApgRcFmx0g21JAY2looLBoFHU5BxyHplnBDgvq7y0tITl5WVEIpGRzPiSvnHv8sR4bm4OCwsL8Hq92NzcxPHxMdbW1hAIBHDr1i0TOy+NJpw3hozl83mcnJygVquh0+mMGJdkCNS0gv+4/ah5LT+1F9C7MgwAQDqdxve+9z2zV+miSz4lS9dK/GH4TyKRQDweNzTVyYuKn8SBfr+PcrmMV69eYWdnB8FgEN/61rdM0kEAJs9PpVJBsVhEsVg0FYMoQ6RSKSQSCTSbTZyeno7INnLvNRoNvHjxArdv3zb0hZ4PH3/8Mf7kT/7Emk/mfYCmi058TcuTb4M318VDnOSVq/wmQcswNiVxXJ+mmRt9z03xVb2u7wO4P9zu8wpj+XweyWQSoVAIe3t7ePnypakEYjP0aP4qD/7YNksuy9xcGmed1saG8zIkQV6nvBEKhUzVIGmA0DIg/6/X66YE8gcffACPx4OjoyOTc+2vg5HgRowDWiGUwqmNUdmsefy0bdBxio2GqxI1mzKlY37H9UX3iS4uFLTkRnAS6J3ashEa/Yw2TEwLWslzEoSllY7X6VLT7XYRDAbh9/tHhJ9pCCTHQXd2ZhWvVCqmJrKMc5ft8vR4YWEBDx8+RCaTQb1ex8HBgXHrl3PeaDRM/C8TlQUCAZTL5ZGxNBoNNBoNPHr0CKlUyhCMTCZj5uvo6AiZTAbz8/M4OztDoVDA0dER2u02hsOh8WSYm5sDcF4mZW1tDXt7eyZ/AU+2GJvJOZUWx+FwiL29PRMze+/ePeRyOeOG3Ov1RiyckkjaDAUaZ0jUI5GICWGQys5wOBzpk0zO6IQnwBuiK0+MpALN9rXyNQnYPvuxsLCAhYWFkTF1u11zkmjD7cvQDae+UVjUsalS4JDKAcdOPAcwcsIorenaGMdrdLXV43Da9xoHqJxwPQGYk+qvQilD4NwwsLq6img0imAwiAcPHmBubg6Hh4f47LPPcHx8PHL6AFxk+jTe0ZDGUwjeq40Ctvhi+b/80+7ver0kH5SCht/vv5ANXfZdKrn9ft+cXOrESDdhwCFOyL0pT3nkeG30xQY2QU3zGnlN7gEAxlWfZaaksiXXQnowuVwuM9+RSMQkxpL4Io390pgTDocxNzcHt/u8lvbh4SH29vYQCoUQDAZNuIeNng2H58aodDqN1dVVNJtN7O3tWQ1O08ydnh+ne2kU1kYpm8zFGNrrBom/gUAApVLJzAeNA7bystJIQ1dk5imQv2uayHfJeRwMzqv4FItFbG9vYzAYIBqNmoRopG804JRKJezv75tcJKTJ9Cg8OTlxTAZKnra7u4tnz56ZkCfy5OPjY3z55ZcjRsyvEtj2oAQ5r5eVfeV98vOqoN+l1/8qbUhabvvd6dqkNsf9z2tvgw9avtdz8b5xbTg898K6d+8ekskkgsEgPB6P8RwaJ3sRyLdlyK/c4zLHlhNImiz75mQ00LKry+Uyh080EtrCE/Q4Wq0W9vf3MRwOEY/H8fHHH+Pp06fY2Ni4NM1/X3BjxgFdsgkYjd1y2kASaSYpk9NMrhMi2EAvOK9RsZExupMIgOybNgg4eQtoi5VN8HcakxZgL4N4TvdKRqzfazuRoEtnt9s1tciZAZxJ12zhCLYTFJ6+ZDIZDIdDVKtVtFqtC6ec7Lvf70c2m8WjR49w//59rKysAAAODw+xv7+PSqUy4kI4MzODfr9vEkfJuEMKIxTGi8UiACCRSJh8A8yans/nMT8/j2q1asolbm5uolqtmlrJHo/HuJn6fD7s7e1he3sbm5ubJqwgFoshnU4jk8mgXC6beZQK9GAwMMlRWEc7mUwilUohn8+jVquZPkt3WycG77TXZIZ1ulkTb+V+kGuoQzz4m/yUCpS8l4ouAOOtcZl9OwkkLZoETvdM86z0iOGakbGxrnav1zOKHteGp6Da1VkrofoPuJgEUe9X25rIP7rlydjtWCyGSCQycbzvAnK5HBKJBFwuF+bn5/HBBx9gZmYGT58+xatXr0ZK7AGjp/acm9nZWUSjUUSj0ZEklQSJw9w3kh4RFzXNkycWes6lAUcaHFyu8/CCQCCAZrM5YsjjJ5VcZkmml4HP5zOJS+k9dBMChlQaicv8Lu+ZVjifdi/beOrMzAwikQjm5uZGTn5JL7RLKU+VZD4P/vl8PhP+pddOj9Pj8RjX81qthn6/j2KxiI2NDVOxIpvNjhgWpHxDr7JMJoPl5WXU63WUSiWDD3LNr7KGNoMSQeK+Ta7q9XpYW1tDo9G49HunBRprS6WS8ZYhr6XhSSv67OPs7CwSiYRxJ9bj5RgJ+jqNC/l8HsViEXt7e3j8+DEqlQru3LljvPs8Hg8ymQzi8bjx4qMrMA3kuVwO+/v7F/JGEDdJu1utFtbW1rC6uoqf+7mfM+FDH3/8MSqVCv7rf/2vBi/eN2iFeBxvvKpiP61sPqmf465pRdhJLnZ6j9OYtKx9HXCddNqmXN5En98GhsMhcrkcPvjgAwSDQXi9XjSbTVMdxEnfk/yTdIPyuOaxks4BFz0ntRFR0xkN2vNQyrput9skwS2XyxeMElqmHQwGJlk4c6AxManmO7wm5+OrADeakJAghWYbUZ/GiiRhnKJsE9KcnpX3S0SSQpp2oXZyo560OScZE+RzkwQG2+/TtD8J5JhsBgHZT3lKw00qqy9IJV4yIa4LN7LTyRsV77m5OXMKwOROklAMBufZ/1dXV/HJJ5/gk08+QS6Xw+zsLNbX102lAIYDaLduKm0UKrSnA+85Pj7GxsYGMpmMOcHy+XwYDoeIRqPGK6FSqZgxkYDE43Hk83lEo1FUKhXs7OyYTMjMn1AoFFAul5HL5UwJMxmfyTmS+6darWJraws+n8+UT+F42C7H4SQAOAn4HLvNIKcVAwAjyctseGW75oSz18mQ2V+ZFV6O1cZk5TzbaIvtN83cqKQAMK6re3t7cLlcSKfTmJmZMS62nU7HlOySca8atILqRPs4Tq2E8Bngjfuz3MNUPgOBANLp9OUm+xpA0l/iH5MEhkIh3L59G7FYDM+fP8cXX3xh4nltBhEZXsO4xWAwOHKyqj2PpBI/joZPcsvVAgv3BpUiJjkaDocm0ZFUlvh+l8tl9jFLL4ZCISwuLhqDp56761wH7httZJJ4rudBz4UNxvF7yXuHw6FRwrPZLMLh8Eh/pCefEz9kqICUB6RxU9IvGv85dq7V4uIiWq0WWq0WKpUKNjc3TSy9TFDIttmuy+UyHgik7zLPhJ7by66PnM9xMpB+zu0+r+Tj9XrfujymrS+hUMhUEwkGgwgGg2g2m0aoHodDs7OzxpAeiUQuGAekOz/bIJ+TxlVWDKLMUKlUsLW1ZbKHr66uIpvNmlLHxWIRJycnOD4+hs/nM3lN6BrM0sGS3pDGAuf09PDwED/96U+xvLyM+fl5k2uBnk9yv74vsOGJBBu/vyxtscmMk95zVRhHS6bph1OfLvusrZ3rkmfG9cPGf74KQM8b8tRgMIjNzU2sr6+bxNwEm+5EAx/zjcjDUikn2A5r+dvZ2RkqlYqpliJ5rNO82fCf95EesNqNjV8T+I5Wq2XKo+ZyOVSrVVM9521w7F3AjRgHtAsYMKqgyGs24YKgJ59gWxCNHOMm3oYYWjkFRl0pnTwGptn4UtjlM5Pi52xtjPt/WpiWaOsNZEN+MmMaBjhOZvbmqZg85dSCvFZa5dh5IqhPfmUbdAFMJBJYWVkxQgUVarrlMmmgbJ/ZipPJJE5PT3FwcIByuXwh8RgNANFoFLFYDKFQyJRCYh8o6LXbbeNZQONBPB43ytbR0RGOj4/Ne1hHtVKpoFKpYH5+3pQ2rFQqJgu/VJr4R3fVZDJp8g/wpIan01qRddpr2kVZK10S92WsriTmNqVZx4s5AdvUZaOuA0jUmViGJ7ZScZBeJZwPKiDSIAi88ZqRQi7b46kkrcUejwe5XM5ktX716hV2d3dNrBxPRlOpFDKZjDkZdVK+bEYb7WXE+dYKpwZt7PD7/fD7/RgMBiPZgd8VSPq3sLCAbDaLTCZjTgEXFxdRrVbx6aefYnNzE71ezxr+IOeGCeYYumPDf+I+Qyr03iGcnp6iVqshHo+b9ZP7Rp488LpO5EcllB4ApJMy7E7udeY8YVI+0iy3241Go2Fo7HUJ2+ynE52w8T+pTPOarT3b89Ktn+MeDAZmH/H0NpFIwOv1jsSp6z4NBoORfDQUTOU6SiWea0OjjfZ+onEql8uZtV9fX0ehUMDm5qZR/oLB4Ai95DhobEgkEibh7cnJicEVeWgy7bro+dV4p3m2lik4TobrvS3ovnu9XqysrGBxcRH9ft9UKGApUC2zkfYOh0NzIHDv3j0sLy8jEAiMGIL4Pq4z8w9xP8lSpswdEQ6HkcvljCdDq9XCixcv0Gw20ev1kMlkTMgKq1jQK9Dr9SIUCiGbzRrvEW0Al+UVG40GXr16hRcvXhhPxFarhfv37+M73/kOfv/3f9/ce5379TKgT1sBZwXJSfHRMG4s045V47btfdPcI3+30SOn/si9e92Gi6+yAngT4HKdly/94IMPjDzscrmwvr6O4+PjCzqAbV15uCKNCITBYGDobjweN95IOvxW8k+bXqNB0lLb2rndbnNQIUOU5fNap+31esYzeWFhAaenp9ja2kKtVhvp6zT9e9dwI8YBW+KtcXGc8vp1grYyOd2j+8A+81NnUR9nXdLv0oRKglO8jFbQJiHLOEJvu2b7XyP5uDa4nlxT6W5O5s3YQumazrYlXvB527u4qSWBoDJH/KKAw9M3PtdsNlGtVk05QBvD0wYaveYc4+zsLPL5PO7cuYOlpSWTrZp/FGaBc2WEyuLMzIxJSELXxdevX+P4+NiESLA/NGBwzuLxOI6OjuD1ekc8HqQgfnZ2hlKphJ2dHZO4kWUbq9UqOp2Oo5CoQYeI2IxiUjmmgmwT9rQRaRyeSxzSBP5tgf1gpQLmi/D5fCbxnzRwybmQQqY2Bsjf5P9er9e4jDN5ntvtNspkKpVCrVYzLqoejweRSMQYnIhDcj9qvKXSKg0Tkr5KxVLvKxttYhs6FtvGlG8apBK9uLiIjz76yJzw8yTypz/9KTY3N9FqtUYSGtmMjFrI0Eq6nDt6GPh8vpEwBdmeLmVrMzKwfUnbpFGUe9Hr9SISiZhwK4bSyDUBYJRhlumUiuW7ECQkXZfvlvOihRy9/+W9Tp/SCElg6cJMJmOMVjKWXtMbSU9IHzln0jOASl8sFjPt0VDo8XiMYZd8gGEtXKv9/X28fPnSjG9xcdF4dnCOuH+ovGazWSwuLqLX66FWq10Y99usj9N1bdCVhqqbyJxNg0g6nca3v/1t/OQnPwEAtNttU2ZXGmYIxBvONXP/cH25LhzD2dkZyuUy9vf30Wq1TB4RWTvd5XIZeuzxeLC4uIhwOIxKpYLj42Ps7u6acBN6CUjvR86bz+czxkUmK9bGWb6PJ5Xr6+tYXl7GvXv3jDfY3bt38Zd/+Zc4Pj6+1jm/LEi5Z5LMp/fWVXB10jveBq5LX3CSma/bSDDtu68CTgaedwVaZqFswwOZer2Oer1u+K6UYXQbkobadCDutUl6mO6fvkfyab5XHhZpIwZ5RzgcRrfbNbqF7oPWDWq1Gra3t7GwsIDFxUVEIhH85Cc/MWXIZf++CmFHhBsxDmhBWgqxnHzCOCTWioe+XyPkJKuQVmJku7JNCgVSSRrXRxujsClMur82C64Two97v9M4Zbu6b3r8epPKftvmluUA5TNSqaIgQLdCafnX/eRcSDdReQrEEzO5kaRS0+12USgUsLe3ZwS7crmM9fV1lEolIyDK+aayQMOFzkQuN7fb7UYwGEQsFkMgELjgniSVK1ozc7kcDg8PjYuk2+02BhNJaEiEqMC63W6TsGx2dhbhcHjkVFsqgVqhpRcCE9txHBy3zfNFAxUnKUzLfUABkKeZNqIrQXtg6Ht4jTFaNyFAcH4zmQwSiQSWl5cvEHHZL31d/6av2Z6Rv/EUii7GUokaR2PkXEiaBMAYr3RbNpqijbOSZmlGRnwfR/NuAqQyHYlEkM/nDS4ybKbX6xmDH+mFja5QiWQiIZlY04kP8N2anvM+ti3nSwsPco85CSOSVnBc9XrdGADlHtV7liFDbCsUCl1I7nad+0fzNQpPTnRkHC+y8RCna/yfCeMSiYShj7a9KQ3VMzMzRvFn3hvpvUQancvljMvq7OysMcwNh0Ok0+mRigjMWXHnzh0TMlcoFHBwcIBMJmMSbsm11ZntU6kUFhcXTVUZZq3WY7mO9ZM0Qc4NDYv0trsuxUSCx+NBr9fDj370IwyH52Eh1WrVJN8ksG8yuXA0GkU6nTYVA9hvVuvhc+RxVEC8Xq8p/clxud1uU3KYoTuJRMKE921vb2NjYwMA8OjRIySTSVN6sFAoIBKJGIMPgBFZgXMslRSuMysZ0YgwMzODYrEIl8uF5eVlnJycXMpb5LqBfXXi17b7ne6Z5rdpFeNp5mOcbPs2oPnltP25DpjG6DJO6ZX36LV9X+B2u014LL0ppQevTb6Qc8C9S5oqFXgnWc02bid8sck++h5pmOA19ptllYfDoZFFbEo9nzk7O0Or1UK9XjeyfSKRMHL6TdDh64AbMQ5Eo1HjtiZPAzVCyEWSygGZrLxnGphW0XYS9Cn48BTBxrhtyCit1cDoyaMUWvkbFWfGotqI07Sgx/k2iGYzbOh3SeWUDJsGHyq/Z2dnJt6Qm0nWGHeqYCDfTeODTG5IoUYmJKTiXCgU8Pnnn6NcLhuBZHt7G4VCwZQdBEZPplhGzuPxoNPpmLZ0iSsqxKwiIJOMyfmnB0E2m8XDhw9xenqKcDiMbDaLfr+PbDYL4FzIb7Vapv9UFHgyNT8/jzt37sDtdmN/fx/Aedw6FQHuDwonLEfHkxAZp6nnVa6zbd09Hg9SqRRSqZQxhnC8f/mXfzmyZnL8TkxJC/46mzhB4sVNEEuO7TJZ+K+rH5rBXOU59p91t50ETCfmJw1aep713uBefZegmavMLk8FbG9vD59++imOjo6sCryktcPhaCJCn883YiTTNNP2vASbwWUcP9NtaOHN7XYb4x9L7JEmyPfI56kA+Xw+ADCx0Ex0xHav4/SBRhatWHLsTvRbX5O/OdEjguz77Ows4vG4iQunsdLJKMG2aRxYXl6G232e1JYnytKAS4Wexid5cixDRkhrZ2ZmkEwmcfv2beMNoBUJfmrvHoYYMV8NlWV9ejZJ1hn3u1TG5B/HJN8zjZH4KjAzM4NwOGzwOJFIoNfrmdAZPQ5pjPP7/Uin00gmk8b7jvd1u12Uy2UTpkDapJUOJpuU3iXRaBTZbBYvX740CQk//vhjJJNJvHjxAq9evTL5erifDg8PEQ6HMT8/D7/fj2g0irm5OZN3goZxSUc5/91uF3t7ezg8PMRgMEAoFILP50O/38cv//Ivo1QqYXt7e2TertuoNw6IE5OMA5MMe/K+ce+a1JdxfbhOmDTH71OhnmRkAcbrM7br72o8WkbhXzgcRq/XM2WDmRicCYTHtccKM9Jg68QzNE/RPJeydq/XM2FKEq+5H6iHtVoteDweUwJbv4M8lnlJWHlB8zf56Xa70ev1UCwWEQwGkUgkcPv2bZRKpa+Up4CGG6tXJYV9ftfI7GTVkULONNafaYmXVkakws4/uqBOQ7Ck8MA+6FNl3W/pusv/nU6spoVp+qo3je03LYyOm3s5PiqnnU4HrVYLZ2dnCIVCCIfDJplfrVYbES5lW1QapcDtcrlM6SMqvsFg0LhkaqNKu93G69evcXh4CI/HY4iCLJ00HA6N4sMTFCY9YUyhTKooFQkSECl48DoJE++hUvLhhx+a73RjZ24AngBS8HS5XGi1WkZIWlhYQD6fx/Pnz43hrFqtmtMJOfeNRgPtdtuckAYCAauBQOKYDUe5NsFgENls1rjD02jyv//3/x4Jt9Du0lpRsBkh5NzJ/znn8jTpuuFdCCHXBVqQl7TDxojk/8RdJwVf7jOZoV++710LS8SJmZkZPHz40HinsDRpMBjEF198gZcvX5qERno9pULLXA7SRVnTZ+CigYvtABcFMskn5G+y0gaVlGazCZ/PZxRPDRwrYxjb7bZRGKWQxX5QyaNxgAJUNps11U04nusALUTpfmv3fdta2EDSC+1Sye80KDORFHO3SA8ArjVBxpuHw2Hcvn3bZJdmPDrDDNrtNsrlskkQqL1yotGoCfehMZh/6XQat2/fNtUk5ubmLpwwS9ooqypEIhFks1kcHR0ZfsMxj1MCbHM4SbHS9IN8Ru77697jgUAAS0tL6PV6xtNPekloo4TkyTTYsJSgNnYMBgMcHByg2WyaZJDcb/T8kDyZ+MAqRnt7eyiXyzg5OcHy8rIJ5dre3sba2hpCoRBSqRSazSZqtZoxunH/xuNxExZGvOH8Ut7g+09OTvDs2TN8/etfRz6fx8LCAobD81PGn//5n8f+/v6FMLD3pZzalCpet313Ahs+XtboNek94wyM497xNoaBd2m0cTKq6n7I8dgMbfK5dwG6j7dv3zalPH0+HzqdDtbX19FoNKZaY4b6SDqg15q6Gj182u32yKEhcD4nzOujcwiRh9XrdVSrVeOlLBMIxmKxEd4t+bHX60UgEDCVhDS/lutAusCQMpfrPEQtkUiYimYa3qexinAjxgHGR0r3OuCiS7lEKil4yXsI4wiBbVHGgV44fmqXSSelGcCIsiiNGHLMNoHJ5XKNWM6cFHU5trfZ8DZrmlbc5Kd209X9kmtFRV3P4+npKer1OrrdrhHMAVwQrNkHrcTQJTgQCCAYDBp3+V6vZ6ogSOMO29MZhbWBQwpHJCyJRAIARpKDSSMA+9NsNk1VA9uJOd95dnaGQqGA7e1tUzeZbpEcw927dwFczHrf6/WQTqcRDodN/HO5XMbh4aGp1iDdGGV8FBOk8HRcC2I25sN25J4j0aUbr8Yl3qc9K5yUA2k4sbWjmd77dLn8KgL3jNwj8sTaNld6LWSICT/5XdbtnVaYuwkgfjA+mMJ+Op1GIpHA8fExHj9+jHK5bB2HpMsAjOteNBodoRWTQmxsXmDScGJ7jvGH9XrdCCKNRgORSMR40TH2WdIJl8tlqlQAMC7J0mCoDQTtdtsYNaPRKFZXV41QI+fhbYA8SlaykMKVjUc6ecTYeK2km1SmKazxVIYlWqWyKPsnDbO6PyxDyNwwFPBIvzudDk5OTrCzs2PGxbVhUjyeQkvhcDg890Zhgi0ASKVShsdJY4fsD/vLBHmpVAqlUsnwT86x9kTT/FmvkezXOB5vO4C4bu8BJn3laaE0DsjExHqMwBsvESad5PjYZyYcpst/q9VCOp1GLBbD3NycKbsr+Z7cv/Qe2NraMqeX5Kv0TpqZmUE8Hke/30cwGDRJCYE3uWEymQyazaYpP+zkQdPtdnF0dIT19XWDH5FIBJ1Ox+COHP+7Pj2cpAxfRt68LmXUSX7Qv9lkGqfxkL7ovTHufVqme5cwjpc7jdM2tncNml/SC4f5lxqNhjEM2A4fbHKm5A+29WBbmidL+ib3lfzOA5FWq4X9/X0UCoURBd/j8Zh3xuNxU/5YyuvkUyx72mq1DG2TY5DzMxgMjAeU1+vF0tKSCX+mTCDH8L7hRowDmsBIZc3pGsF2XTNaDU4bx0m5kYgsFXppHHBS0vknT9zkeG0Zj3U/+D4p4DgZPJw2kUTESWAzENjusfXXNue8hwIpNw3rmfK3ZrOJWCw2IizY1lIqj5zLbreLk5MTVCoVRKNRpFIpxONxFIvFEWFRn1rJedGblfMwOzuLpaUlfOtb3zJlwZ4+fYqNjQ0TQ6SFDLpHtlotI4jIuR0Oz12YyuUynj9/jvX1dZPIcGFhAbVaDZubmzg+PsbCwoI5yZJzvrq6ilAoZE7jZmZmEAwGTegD4znl/tGKthbStWIuwWbckFn2+bw8KZRjlgmieH0cyL7JUx6tkH1ViONXAWxrDdiFAk1fJ9FhrqFcW4337wr4zng8jlAohMFgYNx5T09P8fnnn2N3d3fEOEnQ4/d6vYjFYubU2TYXvF+2I3G/2+2ae2X7PFmk4snSRJVKxZzgc16LxaJRBhmmI/tD+hQOh+F2u00YFcNGtNcI9woVE9IESeeuc+/I/Uk8kcY723za2pD3yO+a/lNJpyKWTCYN37C90+YeLedMeqNpGkiDKo1j/JydnTWecDRSywMAegBwHenVIPeWjd/yeigUQjqdNqfP8tRIK/ny+rj9qPkfeZEMC5m0TlcBjpN8KhKJAIDhj81m08gIer9KnuH3+5FMJs1zer8ynGphYcEY34+Pj3F2dma8PEKh0EhuHs3TMpkMCoUCdnd3sb29bSo23Lt3zxgPGA88Nzdn3sk+0oiXSqVwfHxsjPESLzj/LpcLx8fH+PLLL00SsmQyiW63i2w2iwcPHuDLL7+cqNzeFNi8W239GId30xgF3sW4nPaM7fdp9QSna+8DtJys9QGtl7wP2UnSPYal3rt3zxiyS6USCoUCAFgPH+UYybuZ20veY4NJY9byU7VaNXmLGo2G8RogkK+yv9JAwPa4f2ZnZ01+FNIe2RdpkOX46NGcyWQQCARwfHx8wfAwbrzvEm4srEC6XwNv6qCPU/C154ANJk2a06aWG0xa+IkM4yxaWpiWTEEyOo6XwoY8/bEp3FIx5DOXHde099uQzkZonBQDrWTr37jp6Q7U7XZRr9cxHA6Nuzvf6USwuUF4klSv17GxsYFEIoGFhQXU63Xs7+8bFyIyZZfLNVLuTxohZGgL1zoej2NpaQnpdBpnZ2emxJSMi5SuwkwERmGHrr1UoFnOqFQq4enTp/j8889xeHiITCaDfD6PTqeDzc1NPHv2DMViEZubm0bhlkSR5ZXm5+cxOzuLdruNYrGIer2OTqczoshJwV22o+fBts5OII1k8jmNu7bT/XH4No6Ay/WX2ef/H5yD3Hd6frQyove4bc/L/UHaRc8cnpZe96niNEBm+8EHH5gEpNlsFsFgEDs7O3jx4oUphWYbmzY0SeFej9/GiF0ul8kB4Pf70W63R/gVQ3vYVr/fR61Ww6tXr0xJNa04D4dD1Ot1ADAhBJxfAhVihhdQOdV7Rn4/PT01CiyVVQo71wFMoMQ55Pi1gs8+SQXcRhc0LZDPk4ZznlnVI5vNGsGL97MNm1FhHP+Wxo3hcDjiyQW8oTsU8Fqtlqn4EggERsZFHuJkMNXCoB6z3+83se2NRsPQdX2f3n+2Pa/Hqfnh6enpiFDr1PZVge9Lp9NIp9PGWycYDKLdbqNSqYwkEpQyE8cTDAaxurqK1dVVE8Yh55X72uU6T26cz+cxGJwnKy6VSoZ+zc/PGwOBDksjbfH5fGi1WqjValhZWcHXv/51LC8vjxjDmQSt3W7j6OjIuDiHQiET6pJKpdDpdEbWTuNet9vF+vo6Xrx4YQwf4XAYS0tL+P73v4+XL18aw8m75HnXsfZOit11w7i2nWTUSX2xzfV17ombAJuBYJx89a6NBPJdTMhNA3qv18OrV69QqVRG+s/v8nl6xMnDt0lGKCnPyDkinJ6eolKpIBQKjcj69GjS1UmAN+EIhULBeDBLvi3la9LXZrNpDhRs+0PyIpY3nJ2dRSwWQzQaNeEGNlryvuDGShnaLETagq8ZIhnDOOFWghaMpzEcSAOELfGgFi6k4ipPSZ1OUTh2GbNuE5CkQk0FViteTsLhZcDJ2KE3m5wXmwIi2/B6vSY532AwwJ//+Z/j137t1+Dz+YwV/+TkxBgHmJxQu6nqU27OF693Oh3s7OyYOtdLS0t4/fo1er2ecb+lQCdxSwqdsm2Xy4VoNIrl5WUsLy8jHA4bqyYzhktlm+31ej0cHh5ibW0NHo8HjUbDJLRiuaR2u43Dw0Nsbm5if38f5XLZnIACMEJLv99HvV4fOdU5OzszroeMpTw9PcXu7i7W1tZweHiIWq1m3GLleLxeL9LptHGJrFQqJg5KC+tayZdAHJWJv6QxTCsnOgzHtmf1GtiUVy3kfpWZ9LsEp/XhmpCW2eiC3udOBlfZhjQqvY81YF+IsxTmAZjs5LzPpoBRaRsOh2YvMRs979HKm5Mi6aSY02OJCeUajQaKxeIFYwMwmkeDeUE6nc7IiYi8n3HXTHKkazbzftIlGghoWMjn8zg6OjI0922g3++j0WgYYwnnivtdJ5alcX0a92iNY7KvMzMzpkJBMpkcSQg1TkjU62UzHEl8kWVjOcZwOIyTkxPUajXUajVTiYDJcDl+9l3ioX4X+6DprXRfn5ubQ6lUGlGgpWLspBg5jdOGIzY54iaAc0FjkszYL0NGJE/gZywWQy6XQzweH3HnBUbD7lyuN6f35FM7Ozs4OjqC2+02hjcqFVKmYm4Cet2l02msrq5iaWnJeDvwvd1uF8fHx1hfX8f+/j6Wl5exurpqwluInwyblHIgDesul8t4Dj179syUNYxGo+j3+8jlcrh16xaePn06Mn/vAmzyrf6Tv+tnpmnzuvs5DTi910Y3nAwE07zjfSltN2mEeVtgv7xeLz766CNjhIvH49jc3MTh4SGA0VxTTvSf3jtOIUgayOtrtdqIzCtpHw19zDlCWQLABXor38tTfhkerek+k6SHQiHj+adpsY0P8N5kMonBYICdnR3U6/URveN9w40ZBySRptILYEQAlCCNA9Mmy7ksQZAno9pQME4w5oJKRUkqkVKw5KdU9m2u3vykIkZPA02gLzt23W+t5Ou2bQYM+ZveMMAbQZabfX193cwt801wnnkaGQqFEAgERpID6r5odze66b9+/doo9V/72tfg8Xiws7NjTveAN54p0kVdr38gEMD8/Dzu3r2LXC6HbreL3d1dHB8fo9lsWqtlEOr1Ol68eIFarYb9/X3k83kT9zs/P49Wq4Xd3V3s7+8bwaHVaqHRaCCVShnFv1AoGIsl+8l+b21todPpmPKF5XIZhULBlDzR7sNMupbL5RAOh1Gv11Eul1Gr1YxgpnFGClw6hooulTScUFgDgPX1dUMkZUiExCue1HJsbF+GgWhaoJmEdhn//zNwrrhHdSUKmzv5JLog18RWkQW4uWzmBCdjUigUQjweN3HCTAD22WefYXNz0ygafE4+y/3KePV4PD5CT50Ufi2oOBnUiJPdbtcYBOh6rhVGOT7SMXnSqMvIcS/7/X4Tm0wvAC0USuWPtJQJCmu1mvFUeBvodDqo1+smIzOFNWlAtI3V1l8Jku9JQZHP8GR4bm4O4XDYtMf1lTxb449+pxMvo7DI5I9MPrW4uIi9vT28fPkS9Xodm5ubJinh3NzcCG8CRhVX25g1TkjeNDs7a5LOUlilnEAj8rj9Z/tNyjEaJ228f1o5Yxy4XOfG9sFggG63i1QqBbfbbRRx9kPKQ3KvMpwgGo3C6/VeoGnauM+5i8fjJlHg1tYWjo+PjSxFI4MMGXW7z5NUrqysmFhjhoswN9bZ2Rnq9Tp2d3fx/PlzbG5umiSf6XTajE3in6wSIqsYSZlpOByiXC6j2+2a8sQejwd37tzBixcvLoR13TRI/mv7jeC0f943yH1s64/mLTZjiO27bH/SWC9jJLhOg4JTv2x87V0C+8VTf7/fb2TYw8PDkbKt8n6b7EL6QB4zzt3eSU7UXm5M5k0dTnpra94qPdF4KEGvQE1H+Sw9HqivUI+QfE7ria1Wy8gniUQCHo8Ha2tr1uSE7wtuxDggk7oxZlBaxzXIibsMAZqGYElGw1NRLWDaBDC2L0+TpfCohUv5jCRgUlnVfWe/2DcqATal3mlsk4jBJKHJJng6EV32mwjMjfarv/qrpi40cw2wRJTL5TLu+PK0XHqWyHWQQAH88PAQ6+vrJhsy31ssFg3j1QoATxLZbjgcxvLyMh49eoS5uTmcnZ1hf38f29vbqFarFzK28/1SGOcpT6VSwfr6OkKhEPL5vDGGyBN74NzVqFKpYGFhAfF4HMlk0mRcljhFPOOJpBQ+ZGwjXaB4cufxeAxBZswyqztIYVSCxCstrPv9fsTjcZOokYYAAPi93/s91Go1Ex4i25CCqSS4GpekwHQZpeKvI+h5dxrbOIFMGiT5u8THcXt5HF0gzkmPG/4vhdt3BbOzs8jlckgmk/B6vYhGo8jlcpidncXTp0/x5MkTU6mDfdM0g2OJRCLGjVcKF8CoIifpN39jO5ImyfmWa8E5lLRCvoO/uVyukdCNcYK5x+NBKBQy9JJ7WPJM9oenoRQyfD4fotHoiHDyNkDa2+/3DR3Qc6LxT+9vzV/1vEv+yFPhXC5nEhHKNZG46sT39DvkWnDeKSi2Wi2jbGazWdy+fRuzs7MoFAo4PDxEqVTCzs4O8vk8EokEwuHwBVxi3/jpxONl4mJe9/v9yOVyKBaLxtVd8x85r7I93T7v4X0MKbDJHtdhFJDvJK+gNyEA4/kiBWPpWUL+HQ6HkU6nTbUHSXuk/ESgsYHv4iHF9vY2SqUStra2cHZ2ZowHMqcPDwZmZmZQKBQQiUSMQaLT6aBUKmF9fd1UPCKPPjo6wuHhIVKplKFPsVgMyWTSJDIjP+YeZgLGfr+PnZ0d3L171+yjs7MzlEolE2Yg1/1dgZOhyGlfacUOuD4PgWlgnGxgw2ebMYz36vucvjvRrK8aaL3jfcFwODT4vb6+jnQ6bRRslvuT/NLGf30+n/HQAUZpqg0HbPTWhp9S1tYKu5MxSMrkwWAQwWDwgieblEMYIsBnbKFNut+s8MZKbLFYDJ1Ox/rM+4AbS0jIeMjZ2dkLStZllHqnCdLKuSZuWkGRXgOTBF8uvmTqUgiwEQupnNoMBOyLjdHL/vF/Zs/kO3ldCyFO7pzTGA20UYPtyd+1wkcjhszc/5//83/G3NwcFhYWEI1G4ff7Ua1WcXR0hDt37piEW/J9Ti7R7Eu/3zfKfb/fx8nJCfb29hCNRrG4uAi/34/9/X0cHR0Zd1AZYkDFeTgcXohrZBKx7e1tHB0djbgs26yJsu/dbtdkmmam41wuh7m5OSSTSeRyOWNE6HQ6KJfLaLfbpp45hV6+QwqNFMYp/Ou54h9xmIpUJBLBcDg0ccfdbtcx9lKCPl2hxZelEHWoCYHVGxhrbVtPefoscUwawahwcV8yO7iTMHwVGKd8T/vcVd6p52LSfTZjiVSe5B53MvDI323/2xgg6Q5xXzLS6wab0Mb9+c1vftPEHM/NzSGTyaBUKuHLL7/EwcHBBWZsEzJmZ2eRSCTM6aHN3V+DpLmk+VKJk98njU2OSa8ZKxqwvJM0jnJ9PB4PYrGY6cvJyckFg6DkpSzLR6Gl0+kY2ifzp1wWeDrLeWY4hNybmnfodbXhs03Z596XteZl6ULioi3xolxfJ4MW15RArwgKrLOzs0gmk8hms/B6vdjb2zPzXiqVsL+/j1wud8HVVb5Xjk3jgdy/HC9pezwex/LysolXpcFCz5/ev/q6bbxMtqh/s32/KsRiMWSzWaOoMz+DjOXVeM75kEo2ZUTOka1vvC49qcLhsPGa+fTTT7G5uYler4fl5WXk83kjPwwG54kmWTGE9AEAjo6OUK1W8fr1a2xtbeHk5GQk6W+lUsHe3t5IwkKOe29vD9Vq9cLaSCNHuVzG06dPsbS0hA8++ADxeBx3795FPB7Hj370I1Sr1bdeh8vANLTdCdckTCPDXzdMg7NOxg2CTcHUe9Z232X7cZV7rwI2PeOm3jtOxiCw0lAgEMDe3h5ev35t6JqkkXqeacDjYbIeo+1TyhPj8FPL81ou1gYILetSTuW+thktaLRkvhUnDwCpB3e7XWMUSaVSWFlZwWAwQKFQsHr9vmtjwY2FFXS7XXi9XnPyIeP1JejFkMqK7X7b807fpdJNjwHpFqYRVCIaEUJb/W2gf5NIzBNfCm1asJfChXSDlUq/7K8WRqYlmLaNrN8vNyV/0y6OzJAtx/jZZ5+hWCxibm7OnGBVKhVUq1V0Oh2TdINCsXTf1/2R4+fatdttHBwcoN/vIx6PY3V1FSsrK8hmsyiVSiiXy3j16pVRVGnFy2QycLlcSCQSJrZnd3cXr169QrVaNXkRdOiLnA8trBAfpPGGeQcYOsATiV6vh5OTExSLRQSDQSQSiZFM1RIXpDKtGbicE97Pec5mswgEAmg2m6hWq2g0GsbbQI5F4rZNwOe8yaRpNoWSbTLTK11ibfjMd2iXLNt+p2KUz+cRi8VGcnvwneMEG5vSqRlmMBi88AxBGgD1e53eIX/XtEN+RqPRC8K+rS3db5kMs1qtolKpGFoi58JJMZFzLEHuLV220uU69/Q5ODi40Le3BRu9nZ2dxZ07d/DgwQMUi0Vzotrv9/H555/jpz/9qTkdl8YqPZfEHyZEs+1nDXJNpNfENIKh7ZPfJf/i6SUVeZkZWfMJVkvw+XwIhUImD4rus9xL9C7yeDwm8WulUhnJhXBZCIfDWFhYMDSOCfxo8JdeBBJfpeKmaYH8LvHA4/EYWpbJZBCNRg1/0Tx8nFFf0x95XXp30K2c7uSca8aU5vN5bG5umoSEu7u7yGaziMVixnuAYZM6vEK+U+KE5CfyVMzn8yGXy6FWq5ms2ZxzmyLvhMME7b0iebc2aFwHeDwec0jAk8J6vW54qsQPjoN7jMkLw+GwmRPpMWAbr1xL8mDKEgsLC9jb28PBwYERzlnmkHMBnFdS8Hq9KJfL2NjYwObmJhqNBvb3943xTvaXsgfzT5DfJpNJJJNJk6BYlimlvAuce6psbm7iyZMnxui5sLCARCKBv/k3/yZ+7/d+D/v7+1feq5cFiZM2HLPRSr1vgek84SRcBuec+OK0z40zANiUrEl9u6zMPY0idxn53enZdwmafmha7/P5DM/I5/Nwu93Y3NxEsVi0htJpWs3En7ps7aT5YUnyUChkwm8lzR23Fpon2eRTyetovJTzocfDUDyZH0wbEoDRMMVarWb+/+CDD7C1tYWdnR1jpLwKjlwH3IhxoNlsmgyvnFAKtPpkVivLkoFqBsfJtbnwAW+YI99HQm0zDPCdsg9sQ3oL2Iwauv82oslrUvGUAoyNEVJYku1KhNR9dRJ6NTjdI4mmPul1GhfzB8h+0QUVgKn9OTMzY06yeZpHy6CMQXJiPLJtKtqFQgGPHz9GpVLB3Nwc4vE4stmscUWli5/f7zduQDyZbjQa2NnZwevXr03FAyq2cqxyjfh+p7WWbsM8gdjZ2TGnDyw9yCzrFPz1CRzb0qfEUpCU80JLYy6XMydeTG4lMyjLtZT4ohkd8S4QCJh5m6QgSYVAMgv9nNyT8n1yPFRyKIzzVEi2K8MkJBGXe1X2Se5fGihZEx4YtQhLg4/ct/J/2aacV3poaDySBiRahOVYZLiS/JMnvlRmmMSyUqmMWOH1GtoUVYnTWlGhYkYh3efzwefz4fXr1/jBD35wrUxJK0y8FggEcOfOHYRCIVSrVaPcb25u4osvvkCpVDJ03EnIGw6H5kSPuGubE1t/+BsVProQsiThOEFF4rxcEydBVHs+yL0uhQ/SL7/fP5I8Sc8jn+l0OiaZIRMenpycXFnhoMcTwxzkPtN0Uvbdxt9tcy2N3TMzM0bZoos5BUTJJ+V82pRu4rNcT3mCywo6zAPDkEdWiWC41PLyMg4PD03Z2mKxiMPDQywtLRlFVvN04oINpyRIeYZ/gUAAqVQK6XQatVoNjUbDUVHTNN32G4G0DbhIeyd5Tk4ClpukQYXlitvtNmq12gWcljQUOJchWBZQuxET5JpLYP+ZLOzk5ASFQgFerxeJRGIk6dhwOMT8/PxIElBWAHr58iVevnxpQgNktRG5rweDgeFLxE8qI7lczhyASM8QGga53rVaDevr69jc3DRzVavV8Mu//MsYDAb4nd/5nWtJJHoZmPZdtvs03t20smqjOfI3TaclaBrs9N1pTJPGpmX4y67hTSh/tnl62/YI2luLvPejjz7CnTt3zN6oVCooFAojRkI9p5KGSp1tmv5ovqoPs2x4onWzSXjF90jZje+z6W70lI9Go2bf22ih5pu1Wg1nZ2eYn59HMBhENpvF6ekpdnZ2RvilTV+9SbixnAM8ZaAAzcHpjLwEOWFk8jbFjZ9Om0ojmgwl0EqvVgCJCFrhuMqi2AiGzO4s75Ptk8FI5cfWrkSay4CNmHO+5Oa0zRF/9/v9AN4or7VaDf/23/5bZLNZZLNZRKNRBINBI2Surq6aa4xL5Hu18m3bpNIKv7GxgUKhYE7N0+k0wuGwCTXg3LVaLRwdHRnDwPb2Nvb29lAqlUwiQ45JC+kcpxb+5OdwODSJq4bDoTEEMIaUyl+lUsH+/j7S6TRyuRzm5+dxcHBgTiikpVPPOfGFRg8K0isrK7h37x78fj+i0ShOTk6wu7uLUqlk3m1jgjbiTAGdQjKNAzLOeRyO2QRV2bYUSOXcSfzlniuXy2i1Wtje3r6wV22fkrlwHm0MgO9//fr1iNeKVvj13pf9sxF2PiPL4Wil1OVyYXt7+4JhQ/5PYVIaD5yUYNkvvT7yulTA5Dpoxsz5kIYrW16YtwUnxSaZTOLs7AzPnz9HOBxGIpHA2dkZtre3US6XxxqdtFLOzP16L02Dv/I9tndxj2ueJNuRng1aMZO/8X5e17jKU5RAIGC8DcZ5QTA7vNv9Jvv71tbW2NK446DX6xl36X6/b05npFu9NPhLnCbuyhMgzqk0JHIsbrfbeA0kk0mzfjajrOT7TuskjcpSYSMdZSgUqxTQMMA2M5kMVldXsb+/b0IQDg8PUSgUjOFKC3pyXmz4JNeZY+Z1r9eLZDJpqhfo3BR63Ho++L/GK4mj2jjwtgYCGqdpyGLySFYokOshcQM4PyHM5/P42te+hoWFhREvRAm2scnxn52dodFoGKX67OwMkUgE0WjUhNbJ6hqDwXkSsJ2dHWxsbOD169colUrGW8PtdhuPP9l/l8tlKhjs7e0hkUiYxIIMfapWq4aO0iNFJu0FgL29PTx9+hQLCwvGoF8sFk2542azOZWn7NuCjR7a6Bmvy+fG/e70rsvCNPKsbU+Mu1fLP/o9NgOU7Rnb7zY+MAmc+jHNc068UO/3tzUAStC6htyb5LupVMoYzrR3sJSj5LpJ+ZOJb6ddV75f9offtYymPS3lvU7rJ+W7Xq9nvBJsspHsB73lY7GYMWBOI38wCXEgEEA6nUahUBiLY5fBm6vCjRgHOLF0I2cspEQQJ6Gfz2tLkG0za6QgIkq3WVtGbq14AKMng1IZmEQgJ/2m3yHd0fX4JDLzNzI2bb3SbTuBTYjQ77QRE/k/14yIzxMOCp/9fh8/+clP8Ed/9Ef4e3/v7yEcDmN2dhaNRgOVSgX9ft9k/K1UKkaRts2hJPySmHD8rVbLJAUsFArw+/3w+Xy4d++ecRvvdruo1+uo1WqmrEqpVDIVCSjESsXPth7j1nI4HBph89WrV4YAyVrsw+HQuCzyVDObzRrF/ujoyHgw0FjAtaDAwhMxGZd7//59rKyswOv14vj4GK9evcLOzg4qlcpIrVWbwq7nmoL/4uIi7ty5Y2IrZVkpJmzSOCX/NAHWe8dm5JICMPcF58Op3/q6jdFqBsPve3t7I32Tv0uBjngnTwnl2ug+SZdnKQyz3Wq1ekHhkXSKOChPFW39lM/q9vScy7mRRi6pGMj7GWIwrfX+qsB+8ZPeCsz4S/dACt2yiotsg+MaDM7d8ROJhPFYshmKJtFn/i6NycRZrUzpfSRptd4Hcn9oPmRbW/aVSle73bbmD5H9Yow5BTIKGPv7+yPPjaNtEugdNjMzYxLN6nnUQpjeT+OEaol/Pp8P6XQamUzGKN5yDxLPtSeZ5gsy9E96+zF3ytnZGdrttjEO0DspnU4jFouZPvr9fiwsLGBlZQX1eh3NZhOlUgmbm5tIpVIjhn3KFrb1lDRR9pv9kRCJRLCwsIBCoWD6KPcJwcn7Ur5bGwV1X0jnrgpyrw2HQ8RiMXg8HtTrdVMBQo9P9o1zHo/HTa4M7TGgx63/53rT848lDFntRCocvV7PePWtr69ja2vLGKFl8mC9v6QyNBgMUK/XcXx8jHK5bDytotEo8vm88VaQRl09x/V6HWtrayYckkaMxcVFfPe73zXVl24aNH+2yYTjnnMCLdNrRdamyE3T/jTy97SKkpMieNnnppVHbgJs+577gYYpJ/p7He+28T6GonI/u1wu7O/v4/DwcIT/SVou8YFhZfLg8LKgPcxkf7XepE/iJc2UOgd1r3a7bbyDyHM0rst30iMzFAoZ4+M43CBtbjQaJk8aD2voASUN0O8KbsQ4AJy7JjK8QAoxWmCXzMCmxNsMCfxNgxS4GRsvhTcNEiGkm6/s5zQwjeApGSCZiM1lUioqso96XuQztj449V8jspPCI9vkJmFc6+npKY6OjkZOCbiZZmdn0e12TdZN1ojmqRuv6zlxAr2pOX/MyMwTs0ajYZSbwWBgkvKx7rJ0tx8OhyMKhPzTxiunPrDvTL4kr0svldPTUxSLRbx69QozMzN48OAB7t+/j1gshng8juPjY3PizyRZAEZiWoFzAZJlGG/dumXCNnZ3d3F4eGjik3laoYVLzailZ00wGDQxlIzJlMLD3t4e/tt/+28XcEMTeakYSSXNhlsSr0kbOP+00LIdm2KmFRXbWsl1kmsnn5HzJE89pfeOVkY1SMKtmdFgMBhJwij7JOdYn5TahLXLCEFSYZO0he+R3lROz9wUcBysL99sNpFIJJDNZpFMJvH8+XM8ffoUjUbD0cArjbd0U2YoCg1NNvywgaR/FHJmZmZGTt65RlqRoRDg8XgM3ZNGBU3T2RdtlJTjooBBTysqMnqt5LOnp6doNptwuVymxjQNpDa+OQ6XTk9PTUJX7UVH3ioFKt2mxmcnOs8KBVx3Gp/ZT/ILHXvJ6gwy4ZwskUsawn3J6i3lctmE5tDoRIWfRpjBYIBUKoUHDx6gUCjg1atXqNVqODw8xMnJiTEkUCmlUY1GDdIRjoFJp0gHZBUG4h1d4ufm5nBycmJCCzR/YptO9E5f51xqOeOqBkDJL4ijVAgoQNvoJvszMzNjSpTSkO+koEpapMfHtuie32q1jEGLhwUAjGdfoVAwJ//NZtOxHjrXTRqJJc2m3MF7GP4TDAZRLpcd14TPsipFv983z5ZKJSwuLmJ5eRmvXr26ce8BJ8+nceBkQJgGD+W1y7zTqR/6ncPh0CR/ZsJJTR9t8jKfJy2h3HqVA7i3Gcdl5sU2fgDGhT0cDhvj2HX3W+9TKUPSY5h5f05OTrC2toZarWY1hsq+zczMIBaLjZRGl+A0P/K61+s1pbwlDZbyFe+Vsjnfz/5JGg6MGqK1IZj36/7Jg9RgMDhyiGqbU7bDg89SqYRUKmXyt7148cLoTE4HFDcFN1atQArb2msAGO/Swe9yYzsRH94jDQNOWZVlO+wjlTsigk4+OC0THbfJ9TvJLHT/5Jil4COfsyGonhubQqYJup4zJzckLQDG43FzQqDHS6WOAkClUsHGxgZu375tyhrarG5amJiE+Po+lg+RY5MnR1xXeSKl8cvWrhOh0oqcVAjlePgMTy8Gg/MkVB9++CFu376NbDaLQqGAg4MDHB8f4/j42Jz+8eSDivrKygpu3bqFdDqNs7Mzk9tgfX0dJycnxrIpCaPGK00gafAJBoOIx+PmtFCO3YZzVHSchEybMmebR9k3mdxLzjuFeEkH9D3yRE2e+us1lEq5XnPZF+KPFK4nMVy5/myL7UvFSu5nrsE4HNTz5vS/7b3yd7nmfD+vSWObkwvedQLnOBgMIhKJoN1uY2VlBel0Gp1OB0+ePMHe3t6IwUUydbnn6HEQDocvCIZ8jmAbkxYcmLuArsJOSjn3QD6fx9zcHIbDIY6OjnB8fGwUQtk+DdDSgKd5lOwfT2iBcwNrsVg0eRDkc/ykQZS/zczMIJvNmhMJzYPGwevXr/HFF1/gb/2tvzVSFtHtPo+ppDIs8VjyJ00P9bpzf7J0YSaTMRVt2Hee9B8dHaFUKo14T8iEcFS2+/0+Go0GGo3GSOks6QXCsnT0WvN6vTg7O8PGxobJGs+YT4Y67O3tmbbL5bIR+FiCiknqaAQHgEqlMuKyTloSDAZNnpjZ2dmRdfR4PMjlciiXy6jVajg5ObHixjQyE3kAT6y0UfQqhgG+OxgMIpPJoFqtmtN/ut1KwzjfJWkJ85tEo9ERA7ScB62AOAHlDACIRqNot9smnr/f76NYLGJzcxMvXrxAuVweSTZow01NJzSP6Pf7xsCQzWYRDAaNoSQajRreLb3BpOcIAJPotdvtmn10+/ZtlEolU7FhmrG/DTx9+hTz8/MmBCsQCJi8Nny3PuDgHGgYh4s2mOb3acat+yVzRtjeo/msloU8Hs+I15xeext/vmrf3xZsepAeL/H1JkDPZT6fNzmVaDTc2NhAqVS6wLeBi7IUc11Jjyy+ZxKvog5DRdzn86HT6RgaJ+UuriP7TaMuy6KSPkgaKvcB97X8XetUst9u93n1hUgkYvi+lAWAUa8D8rxqtQqfz4dsNmtCzQ4PD00VMz73LuDGPAe63S6KxeJIdnsilU3Y1kxLu9PbCItcLDJYKtWyTb2I2hAgv9tOOd6W6GmB1Sao2ZRzKkXayCLHY1MubJvKpuCxTRuR0ffTdY8Msl6vXxgjXZtmZ2eRSqWwt7eHcrmM4+NjrK6uIpPJmMSBjUbjwhzYwEb45PzJNdX3ce70vFBo1MKLbfPpvsl3yuoSmrFr3KZw8eLFC7hc59bWVCqF27dvY3l5GUdHRyY2nScyNA6cnp6aZCWNRgObm5vY3NxErVYzORRkX21Kquwbv7tcb1y6YrGYKSPDe+hS9fr16wtrIj0P5GmHVDidmKx0v9SEUp7iyvtJD2w0Q/5pLxg5Xq6XzZLrtD8lXdKCghybnmvbb/K7dm1zYoY2/Acu5utwwl39DnmfTMQovaam8ei5CnCMdLsLBoPo9/sIh8NG4H79+jXW1tZGFF2b8ZIMOBQKmXhH7me5Lzl+J8ERwIgxjafZDA9iaAOfpSDJHB2MIaaAynhnieN0+282mybfidfrvbAm2hOHJyJU/OkNpedUjoOntzzRZNUDqcRPAp5ysi257ySPtbVlM+LIcXIdWZWCiWWpXPP+TqdjPK6YuZnCGr2ohsOhKX14dnaGw8NDE0tOo0Y0GkU6nTaltVi6lopRs9nE1tYWDg4O4HK5TA4Mlp4NBoOo1+vo9/sol8sYDofY3d1FtVqF3+9HPp8HAFPSj7T+4ODAhI1RKQ2FQrh9+zb8fj+y2ewFOSAcDmN+ft6EwHEPOPF0gqRT0jggDYG2Ni5rJPD5fAiHwyiVSiYcCIDBeSkYS9mNe5KHBjTkjTvskHKfVFjZf57csw+9Xg9erxetVgsHBwd4+fKlyU8kBXMn3m5TADWONxoNYxxgCeFIJIJ8Po9isThiINGnoG73eUnQjY0NbG9v44MPPkA0GkWhUECz2cT8/Dw2NjZGDHk3AdLF2YlfTcOHeK/83Yk/TgtO4562zWnlSNt9Tng4LbwrhU2/U/ZbylK2sN23fZftWiKRwPLy8kg8PkPcNM+WcojUBbXschklWCrXNLhK45yNNjKUNhaLIRAIGDlIGsg0DWg2m+h0OkZGHneAwnGzTO5wODSVpsbhOGVpyg+pVAqPHj0y1c04J+8K127MOEAEJZOWQoNT/KQEWvSkS6MmRvKkQVYl4PttQrFkWBSMJSN1UkbHKc7yutMmsvWJnzo+TQpy/J0MVs7HtH3R88ANZDv9tTFGCvMej8ck2NMKxOnpKT777DP8yq/8CtLptMk+vbe3h0KhgOXlZSQSCaRSKdTr9QuVAvS86Dm3MSI9V3r8wEXl0xZvOc6jRQtwNkGe75C4pwV9Kg97e3vo9XrI5/NYWFhALpdDLBbDwsIC5ubmAMBYsanI0jV2d3fXJFRijCO9OJyUT/ZFzy2vh8NhxGIxRCIRs8bD4dAQ26dPn+LXf/3XL8ytTdCS8zFOuHDCNzmX8jfgYkwofyej0Xir14r326y2ep11H6ViKb2gCONOnfQ9NoFU3+80d9qVWyvB49qQY5bjkvRPGgeumwHJ/ZVMJvHw4UNzEp3NZk1SrsePH+Pw8NA8Jy32st9k8slkEqlUylQmkR5ZetxOQqHH4xlxKWZllUQigePjY5ycnBhaSaMGlQNdFUWCfp8tjMPGozhGurwy9KJer1/AdW0cOD09NWWEA4EAMpmMeZbPTFpbSR90+BX7pftt67+Nb/L/cDiMubk5o1Tzfn42Gg0cHh5ic3MTGxsbxtvC7/fj9PQU8Xh8JOFbq9XC7u4unj9/bhJZAucnWyxtWSgUUKvVzPuZVXtrawtHR0dwuc7DABYXF00MLN1iadD2eDwoFosoFotwu90mTpS4wPXyeDxGUeVpFt2emedAnhYD53Q/lUpheXkZ9XrdJKWSPF8KuZpnSpxz8mSSuDgJNK4yH0OhUDAJM1kaUu4fTUuBN0kME4mEUeglj3TaK3qPyHFyTw6H5wZHljReX1/H9va2yQJORUG+R9JNJxlKKwGDwQDFYhE7OzvI5XKIRqMIhUJIp9PIZrOmlDD3iOwz906hUMDTp0+Rz+eN0arb7eKb3/wm1tfXsb6+/k4SExL0nDqth7zXxmukzHNZRXza/unrNhl3Ul8nveNt+J6mdePaepv32JRo/XdTBn6+l3+stkKv2Fqthr29PVPeU/bXJteEw2HjcUAcsoUXOAHxTfJJOQfaCOFyuUxycHow1Wo1Y4ylEZr9GQzOQ9to1LfJ03qtJR7QM5dh9nKP2WQUl8tlypL7fD70+33EYjF0u90b8wZxghsxDnDyaI2hGyL/NPHTSM5rUokdDt+4S9MYQCHFpuRqVzq2Ld3tpKu5k0BuIzLTCOK6LXkPhXItIMoxSIVEGgX4uxTabExO91szWpl4y0mR4HUKQYx9cRrzj3/8Y3z66af4O3/n7yCTySCTyeDw8BC7u7u4ffu2Kf1TLBZNLKxkKlxnm7In36sZgZNniROD0Mqtxj+bwqiv24ivvp8gvRcoPDQaDRwcHJgyjyzJyPGwtj1PRPb3942LrcxsrN2VnJikjVn5fD5EIhGThZsnghSIuR708pBtSuYshS89/kmCgFYqnOZUX3N6TuOHza1cC5y2U2WbQEqaxFPhcUxPX5fv0L/bTpmAUQ8LLbhpRYHX+R4t2GpBX8+JbPdtBJdpoN/vm1h9v9+PpaUlBAIBvHjxAuvr6yaXic0wIIG4Sp6i18NpL4xrh8BEeTQSzM7OmlwEzFZO3HESDGwKmVRS9Fzb1oL7kMqY9B6Qijpxk7yF/fL7/fD7/SPGAf0uJ7Cd3lIhl0oz75FJTJ1wk94e5A/MEyHzCjDRa6FQQKlUGuk73TXphebz+TAcnp/sHB4eGqWd/WM8MTPbu1wuRCIRk+OgWCya0ndut9vML2mjx+MxbtdMZMg8Sr1eD+VyGXt7e8aDhKV80+k0dnd3TX4DJuE9ODjA3t6eqc7AvhL/6D3AWHqGO3AObYKoNg5rvHLijZNoM9ugkQoANjc3TX6P4XCIdrttvGxke9qgEQ6HjdeArHk+SZbSdE/SYLrrsoTvxsYG1tbWUCgU0Ol0TEiQpu8Sp7UsIGUQgqTP3W4Xh4eH2N/fx9zcnKnwk8/nUSqVRvIGSaWE9KnT6eDZs2dYXl5GPB5HMBjE3Nwc+v0+7t27h6OjI2PAYhvXTY9tPEjO9TSKthNfdnqfDaaREZx4tqb1Tv3W+GP73em9k/bH+wInuedd8W+C2+02IXiBQACzs7N49eoVKpXKROMj9RrmuNJrexnjBmkyq4A0m00TSsS8YzzsCoVCxluNBjztAWzDF2m0cDpIJpBvczyzs7MIBoOGt+jn9PtoiKaH4kcffYTt7W08ffrUUXa7CbgR4wCFgG63i0qlYuKzOLlSWSI4CbHS4sMJp4cALVPyHrZhUyBlzKf0IHBSCmV/rgJ6TDalSrqJThJepSCmFYpxhgH9bjmv8jenfnOue70eDg8PHTcuvQd+8Rd/0XgJkHgcHR3h7t27WFlZwcHBgRF+gIsnCFLJ1QLROCOA09g1aIbitOFs7x33ft4vPyWDoqDC5E3lchlHR0fmxIgWWLoWkbgx8RLjoiTesH/axXwcU2Vm53w+j7t372JpacnE70rvm8ePH+Pp06cXXNRswr+eDy2wOs2d7q9mcBpfNeOQYxunqBG00qzfYyP68potWakTo5gkfNhwTePyNO1OEsr0fBJ0CNZNMxsyTVYT4clbNBrFYDAwNIFKrzQOSDwfDocm3jsWi5nYceCioeWy/ZNJKWU9d+nNI5Vl3S9gFGfl3tfjsRmlJP2QuQmYwEwmGNQGcLZDZbbf71/I/zGt8Mj+cVw0pMt3S2WLRgx5UivniH3gCXI+n0c8HjfhFXI/slrF8fGxcbPm816v1yjfkUgEXq/XhGxUq1V0u12T3IoVH2QCXZfr3DiQTqfNqZFMksvQDCq0gUAAg8F5wkPexzwHpOWFQgHVatXgoM/nM8aLYDBofqP8sb+/j/n5+ZEyipxTGTZBQzAFSh2yocH2m/Z00u1MAxRS3W63yckQiURM6AfzwhAXtKdnMpnEnTt3sLi4iEAgMOKRovsvcYp9ld5e5F8ul8vE8K+vr5uqQMwVotu38SMbr5B7WPMI9qNSqWBvbw937941xqd0Oo25uTnU6/WRhJJcA9IVl8tlyhreunUL+Xze4Oh3vvMdvHz5csQ4cBM0Wcsyk95hWyenNnm/0zu0bDQtjOPLTnthWtB9uarM/66Uco3DUrG97LxOCzY5gflDOp0OEokEOp0O1tfXTWJcjRN6v8mwIJsxQePOOIXc5TpXwhOJBAKBAHw+HyqVCtrtNlKplAkj45/tIFK2NYk2SRi37uRZkUgELpfL5AeTz8r3kd5VKhWcnZ0hn8+b/jJ87rIJ868KNxZWQOj3+ybGjycNNkJiW/Th8E3Wc+CNtYmWdifhSLdB5i5jbCVi2AwD4wjPtKAJpBbSuJllTKvNnY7CFg0EUtG0MT05Dn6nYD5OybXNHYVLJu7QNd01fP755/jxj3+MX/qlXzIMkaW1WJ6D8e22Gse2dZx2DbRSPI6Y2O7X16YVpJ3AppRJ91mXy2UUb7rRyj7wNwoXxGOZEVr+ZiOwNgFoZmbGlC9cXFxEMpk0ll8KqP1+H7/5m7+J//E//sfYOGfbu5w8OZxA47AUCLWwOA0TtO1n/fs4AUbvfZtirZ8bJ0BNo5hdVmiV1zVu6XeP8w4iTQXeGF2ncTm+LJD+RCIRfO1rX0Mmk8Hs7Cxu3bqFubk57Ozs4MsvvzTu3fI0gUDDGWlKKpUydZWdxjZt3zQ9I20FRsN8NG2QOD8uPI1AGizdryVonDw7OzOuiVRWpbeQbpvXmTCPiqrb7Ua9Xp9Yd1n2Q/IbOfdy3mx7jfijhSgq3AwnYCIq+fzZ2Rnq9ToODg5weHiIdrttvNz8fr8JV4tGoyZTfrfbNeXpKC/wVCscDqNYLJpM9UyKNz8/bwwocow0rAyHQxNCQs89VqKgQMs4+2azacr7Mgt/JBLB3NwccrkcarWaCSsDgEKhgL29PSO0SqDyy+oF1WoVpVLJGMxsdEau+zRCrT5MmQScUxrL2GeGB9r4Nf8osM/NzRljznD4pnSt3neUazgPku4RB9vtNg4ODrC2tob19XWTY0ImFLO1LfF1ksLrJIPQILS3t4fd3V3jWcREjcwBpHM+yHnvdDp49eoVnj9/jng8bnhxs9lEKpW68dACm8w9aT6mpafj+Oqk9i5Dsye9fxoaZ9svNv75rpT+twHZx7cxkI9rX8oeHo8HDx8+RD6fN7oBT+tta2DDBc0/JNjuH6cXkLaR5/HQod/vI5FIjPBw6blNmiL3hJb3mDOIVW/k/E6SQcnrmauAofZSwddtsP1Op4N6vW6SLj98+BD7+/soFAqO63SdcP1SoIDhcGgyDjcaDXPqKWMWtSBqI1JMAsU/XeaN99mIEheWHgOyxIV+7rpB98nGwCmEaq8Gm4AvDSOaCdqYm9O4dBiGTQGRfe52u6hWqyax1TjCs7e3hx/+8Idwuc6T7qXTafR6PWxvb6NUKpksubIf+nRp0ppwUztZ/a5C0G0u2Pqdk8Yu7xl3v1QwOI5er2dOHRqNBprNphFeGW8kCRrw5oQQsFte+X5pkKCSxmzcsVjMuHYRx9xut0lIZkveJxUhOV98n1SAbJUGJNhwT+53OS6NJzZlbRrBj9ekYmwD3jPNiZ2TgDzJSDBJSLPhuNOY9Pv1+3Rb+h6ZI+YmwOVyYXV1FY8ePTKhNIuLi+j1enj8+DFevXqFbrdrDL9ayGf/eXpMI6OcC6f5mtQvfkr3QTk/UoggENdlqIAtZE6HEhC0kubUd445mUxibm4OsVjM0E1tbJTGvUajgX6/D4/Hg0wmg3w+PxbfZZ/pCimNuLrCjjaEyL1pC9ejkJPJZIxbJ431BMoLe3t7ODk5wWAwMDyP8d35fN6cxNCtvFgsjhhOaQQYDs9zDTCpk8/nQz6fRy6XM+ssDRSUF4A3YVeBQAAATFb+2dnZkXhaGid4UsVnU6mUSbRJWk0Pmd3dXRwcHBhvBokjLpfLeHbNz8/D7/dfoBlOCr4T75R7iLg3DcjQEZ/PZww6LB+neQD3CPExGAwaDwr2QXr52OirdsWXXiiVSgVPnz7Fj3/8Y3z55Zem+oQ2XGnFfNzccN6drmk6xP3IDOLsWzAYRCwWM3gt96M2LpbLZVNpiJ4HHo8H3/ve95DJZEbm9LrBaazj/uRz4+ir5jlXefYyv2n+7/R9Wp7gtKfeFmzy+nXpHjY96KZwB3hDo/r9PpaWlhAKhUylAJnUT+sXso8MKaAnkQTb3rWBHKukJW6325zW81CSe9TGY/1+v8m5ZTPAMkEvQ8QmyYOcI00/OGb2Z5yuMhyeV5xgMlyPx4Pvf//7+JVf+ZULIZA3BTdiHGDHueitVgvFYnEk2YMkIjr232ZxpcKgFQ6CjSCQIbP9y7pkXFVI1ptfMnKNUHK8NmuzBDkPtlM+G2GQGwZ4U8JD99dpHASWB7LFzEgYDod48eIF/uzP/gwzMzPm1IoZ9kOhEFZWVky8qOzbpFM3PV+2uZSf/O7EOLQLpO25y4A8bSTYPEGAyZ4u/NThL5KYSKVC/i9/l+OWLsq2XAMSV//Tf/pP2NzctI5TCpmyT/r9sk/6eRtouqDXRu8r6cqqKybIedFzI8cq73dirHrf2tZFv8Npj9vwUeOMbGucEK+ZL407GvR8cw5IT6i0SDy6CeYTjUaRSCQMs5ufn8fs7CzW1tbwxRdfoFwuXxAqpNJE3hEKhZBIJEyFAv4+Ce+mBTk/sh0dEiCNZEwASBdA2Q8q8jxh7na7I+3J/jvhDvBGWeVptn5G4tFweK600lOA+RL0mJyAruSyxKiek3ECu9wX9Gry+/1IJBLG9VOe4JD/VatVczrCeSJOhEIh5HI5JJNJ4zXQ7/dRrVZHXLFlUslGo2F+4/sXFhZMKAsAo+hLIz3njAmzaHBh3gG5L3UYBE/Zo9GoCZ+QPL7VauH4+Bg7Ozum9KUM/+AhQDqdxuLiovGy0evHvmpckusgcUvCtHtcnpIFAgGEQiEzZmnUsdEzr9eLaDRqQtZsfZFGLbkXZILp09NTlEolHB0d4enTp/jss8+wtrZmwkgkDkklgOOUn28LlCsZKsmkh8xJQkMW507yFgmnp6dot9smMznHKg+HJslCbzsO/f80yti49mx8UNKBq7zT9l5bO/y09dGmjOt7xynVTnvnMmujabWN1l8HvAvjAHCe0PXBgwcmcV673cbW1hZqtdoFZV33yeVyGUOa9hDUNGva+dGygnzOKbeclKn1gYTt3U4hpU6gf6P3WygUmqi3kXZ0Oh2cnJyg1+vh+PgYxWJxpGzuTa7zjRgHtLAyHJ67SNBKTiAhH6eY8VMmIdRgUyrIOLUgL8FJ8J5k1bnMPMjPcb87KYS6X7I+p0wqyHY0kZaKEBmuVCa0YmSbi7OzM3MKNQ3s7u7iX/yLf4H/+T//J05PTxGLxVAul/H555+jWCwilUphZWXFEAe+B3A2EDhthkmMwwlsQvXbClM24dnGkMYxIYkDNkVSfnL9bExOzxdxhyWlstks4vG4UQAo2LhcLuzs7ODP//zPsba2NtU4bYo7cNFYoi2etn5S+NIu2hKP5UmSFAqnET60oi69KSatr6QXUlmSa2J7t54bPXecK76DY9Oniba5lm3o9mUf5bzJPc9rVHpkUrnrhuXlZSwsLJgMvKlUCoeHh/j8889xeHh4YR2oTEk8YlgSs8nL9b+suzTBSRCZpGxxjrlWpMs2sO37cfRavk+G2fBEX55c2zxCgDfKrlSgJO0fNx80rEtlmUKUVGSdxqPxjqejCwsLxuNDtjMcnicVPD4+xuHhoUkeyH56PB6Ew2Ekk0ljHAFgeJOMzWfIicvlMrGbfHZ5edkkwJQyguYFnOtoNGpOt2gMkt5vzA/DetQsfel2u42rOY0Z8mCjVquZSgzlcnkk2z/n1O/3m0z47IM8hdYeXHoNuH/03rDhjBPOUumlYYo5HqTXgE3Z4Tokk0lTmYH9lmOQ75JCOftYq9Xw6tUrfPbZZ/jJT36Czz//HLu7uyMhBKQP/O60lyYJ8ppf2fCb/zPfwf7+PiqVCobDN6UoM5mMqbQFjHpIsI1Wq4WXL1/iyZMnqFarZp57vR4WFhZMXouboMN6n9rkLX3vNKDplpM85dTmTYxV901/n3TvJJ7wvuEyyurbAmmT3+83lbUYZrW7u4vNzU3jTTOOp7JEL0/Q2W+nZyaB7Tm53+R9tgNoJz5GmVm3M80hpmwLeHNww6oKTHLMvsp7JZAGMkdZtVo1iXJvGhdvNKwAeDNgWkAYk6Kt7xo5nBiOblcvLBmmDCOwne7JNiTYFLurIKttXLq/8rpkTrIeppOwKwUNPZdyLPKPAoqTIG1TMqk4VKtVq2LiBAcHB/h3/+7f4Uc/+hFCoRDC4TBqtRpev36NwWCADz/8EPPz86ZesmSctrbl9Wn7YINJz43zJrhM2zaCw89pcH0Sbsp7tJuTE+N1uc5P37LZLDKZjCnDJkMKAODf//t/jz/7sz9z7IOTsCl/10qwy/WmSomef6kE2JgJ++ZEL6TQTOAztnfJazYDi55vfbpl+87+SSOmvkePyXayJNdPz6lNAXSiJ7J9ndyPbTFshZ4DUli8bgiFQvB4PGg2m+Zkd2ZmBhsbG9jY2DDu2Pr9WmDX4Sa29bhukLRZr4k2ZozzVtFrrve9bR31+lIxpbu/TcmTe1CeLrPustfrtXqrSKDS2+v1Rtq3GehtfEw+Qxf75eVl5HI5gwtyPs7OzlCr1XB0dDRSM156i6TTacTj8ZFY9F6vh0ajYVw+Kbyy5KGsUMDysZFIxOC/dPfX/DIYDCISiZiTGsoW9BIhPx0Oh2i1WiiXy6jX64bOMUafyROZd4n9LhQK2NnZMQl6NS1zu89LzabTaaRSqRGXVym4ynWwrYGWfYbD4VQelFIoJp+mYitzV9hkNK5ZPB5HKBQa8XTR79B9dLlcxlPxxYsX+Oyzz/D48WM8f/4cx8fHxgPVqZqLEx5eB3DeB4MBqtUqtre3USgUjEGIhvdgMDhivKHhlUL9zMwMqtUqnj17hq2tLbhcLkSjUQyHQ3z44Yf48MMPr7XfEqaRN8bNm02Wlu0SbPTYxsOc2rsMjNMVbP0ZJxdMkv2uIhveBOi5vklwud4kmfb5fHjw4MFIHrLd3V3joTVuLskHnfIbTZrTcTKpU7/179SxJM13elZ7LspxTCsvSSMqQ+sYsjduf/BZJtyt1WqIx+N49OgRstmsMS7cFNx4QkICGWi9Xkc4HDaTTsGACzXueSlAAReVJGkYkIR5WgLo1P5Vx6vBptzJd8pTTG1dd1IAiNzSxVq+m+3IzThuronsPO1h7Kqu8TkNYSwUCtjc3MR3v/tdnJ2dYWNjA8+fP0cul8MHH3yAO3fuYHd3F51OZ6Rfegw2Qn5ZwuwkQOv29eZ/GxjHCPW7ZL+c2rIREs6X7X6uF/EjFotheXkZDx8+NEIyy7K53W40m0385Cc/wZ/8yZ+MZFTV7XJvyTHJfmgDCddWewLYBEr5J/EceOOeLHElEAiY073hcGhKljHPiKQzsv/yfXru5f7gHpR7VRuybOOwCV5aAWEbtthaG37ymm3/2nBJKtBaqZDlGPmddBPAVLHplwHGhs/MzGBpackwyk6nY2K82R+NR+wjS/rRa0D204nGTwtOvEHTAU2v5fVxOA68CQsj/o47vZcg52FmZsYkJ6RiLE+d5TOcNyZT8ng8iMfjAICjo6OxypPMjiz3kRaYbHPHa/zz+XzI5XLGnV8quWyLhwd0zScuMgQlGo2aUnjy1IRVXWSyKFnesNfrmTlLp9NIp9NwuVzGnZvGMY7Z4/GY+WSGa11RAYDJUi/zwLTbbbRarZFyjyzbGI/H0W63R3CE1ZyOjo6MQkmPQOIIcw+cnJygUqmMxPRqQ5NtfTRe8vok45Ck2xxDKBQy5RV5QqiNnnwnY34ZQqL5g6Rhck8Nh+dGm+PjY7x69QqvXr1CoVAwSf60UUP2U/PI61DexrVRr9ext7dncislk0lEIhFTotNWWUSu29nZGXZ2dvDkyROTS4Su2tVqFcFgEM1m863H4DSmcWMbJ/tOKxdf91pcBqZRnJ1kdCd67/TMTYFNBrVdk7LJdRoJpIwCvJG/vF4vXr16hdXVVczNzRmZwnbAp40oLtf5IaWsGKDfqcc27ndbf23/S9mJspacN3pHtdvtkb1KmkVaHYvFjJF3nB4l502+G4DRrVjecJxHNnm6LGsbCARw//59Q19Ii687iemNew4QuFDNZhP1et0wf5sFaZxCLEEKILQG8RTAFmMi25bPOylnNoH7OkCPx3ZaLU+qbH1mv2WsjDQW8H95kmlTXmwuidzsw+EQlUoFlUrFEAY+Mw2RTCQS+Lmf+zkTq+nxeFCr1Uzm6Gw2i4WFBZMQz+bSLN+nBW2nE99p551zof/Xm/qyoHHIaa5s9+k/p35qBi/v1/1nrFMqlcKdO3ewsrJihD15Cvv48WP8o3/0j/D48eOx4xsnWNrwQ/bNKV+IbY31/Et8DofDuHXrFr71rW/h+9//Pr73ve/hF37hF3D//n2jABGXbafMWoDW75RMTtInabiz4YbT2su+aI8Kebov79HeB/odcr/q++QYbHRFtgG8ics7PT1FLpfDP/gH/2Bq5XUSkDGWy2V0u10kEgnk83k0m008e/YMpVLpAi1j3yQNZEhMJBIxwrX0RnHaO5NAP6dpohyHFDik4Q2AUTY575IPacat96sTDwIuepDI3APS/Vh7LXD9mNR0MDhPBkxlxglcrnPXT7Yv8VArcuyf5kt8N9vhO6lQy3Wj18De3h4ODw/R6XQM/6GMEI1GTR4B8qFOp4NqtWoSAZJH0RNNKulMwJpOp82JjZwzKQDLxJzhcNi8l8/JMrJc/36/j1qthlKpZMpxAjB1tVdWVhCNRg2fk/LQwcEBjo+PR0IjSOdkYi0+b+NRmp5IhVn21YZ/tvVnG16vF+l0GplMBjMzM6hUKqZCgRaiiWM+nw/Ly8t48OCBSYKpDQPAaO1wJnssl8t49uwZfvSjH+Hzzz83soKTPGcbmxzH24Lem/L9/X4fJycn2NrawtHRkUmmmkgkkMvlEAwGL4RFyXkbDoeoVqtYX1/HxsYGzs7OkMlkcHZ2hrt37+L27dvXLnvyvTZ54SrtTHtd4ic/p8VHG03XvPUy9H6ad+r75Oe7BNt8TTNvb4s3Ts9Tpn/06BHC4TD8fj8ODg6wt7eH09NTE+5mk0mAN5WySMe0vKhlDk3fpum35tP6HfIe9pO53LRcJ3mE9rycFqQhgv/LZLeSn9rGyTmp1+smd5/X68XHH3+MlZWVkUPk64R35jkAnC8Ka+O6XOdljYCLde4lAZVgmzwuumQeWvjgs04gFQH5zKTn9Nimec+4e7TSzvrBVBR0O1Iw5QmGZDwS8W2urLov0n16ZmbGJJLkdc1QJs1NvV7H//pf/wt//+//fXMqQuGr1+shFAohlUphZ2fHeoKo23+bDXBVRf86wEkJ0MqbrX/jDAT6uk0AJCGKx+PI5/MXXFz5bpYto3v3ONCEVipHWoFwGo+N0WvBie2zTemmOz8/j8XFReTzeePhUq/XUS6XR5RMqWBK93qOQZ/g2hREeaIvT6j0O2R/+ZxeF5ubmg0/pBCthTjpSSH7bJtfObdsU9MZGgWYdyIajeJXf/VX8U/+yT+ZeMKogW1Lms6TW34uLy9jdnYWjx8/xvb2Nvr9/kimYK2oE6+CwaBRkOT8Sa8p3Y9xjFfvLT2P4+7XPEMrx3oc+j72VypYtk+bUOz1ehGPx+FynRtUSqXSiKeP7jdDA9xut8kaP0nIoWI4HA5NKWKdnFC+R+Irn3e5zl38c7kc8vn8SCZ3jt/lOg9bKxaLODg4QKVSMcIP58bv9yMWi5lYy+FwaFwtK5WKKanH99JIEwwGDX1YWFgwsfucR8kb2SaV/2aziVarhVAohNu3b+P09BSdTgehUAi9Xg/tdntkXgeDgTndaTQaSCQSRsFPJpOYn5/H/v6+UaBpIDg9PUW5XMbBwYHJTUABm0D6nUql0Gq1jPuu9DiyeXNopVSu17h97Xa7TViG3+9HOByG1+s12cg1nZZ7kXIdvSV0TiH5Do6h2Wzi8PAQlUoFBwcH2NzcRKlUcswHYdsbei9eNzjxs263i8PDQ+zt7RnDE2OyZVlD+Tx5LfHm8PAQz549M8knl5eX4ff7sbS0hI2NDTQajWsdi40Hy/07Tk6yySPjaKWmEZPad4JJCtS45yRNHkf7xtHDcTL7uN/fBjTdd7rnJuRa2a5sPx6PY3l52RjpAWBzcxPlctnca5PnuI+9Xq/J2G8bl5Qd3nZOxxlRJL3QHgA2OVQeCk3TL70mWqcl/U+lUhgMBmg0Glbez//Jn4BzLzsme2UFuZuAdxpWIIVy6aqnBTK9eZ0Iz3A4HHE1oyBpKzlF0BPPftkIw2Umfdy9kwgLQQqLHBuVIqmE6TbkKYtEMP6mk2pIAV6fLtC1khl5be7j027c09NTfPHFF/joo4+wurqKQCCAer2OtbU1JJNJfPOb38T9+/dRLpexu7trYk1tp2w2l/VxczsObIrXdcJlmI68Rz7rZCiQ49f3aoXQ6/WaOtMLCwvI5XIj9cF5rz75mwSTTqn1HtZEWrZBkIYpmURrdnYWoVAIoVAI8/PzmJ+fNzWz5TiIt4wHjkQi5vSPY6SLJveEVCylIivXRCdg4z22036OSydaOzo6GjFM6PHLT+513sv3S4bLMJBer2fqqzNhKOfOCZ9cLtfIPVT+ZNK5y1R0ccIPtkWDzuzsLOLxOG7duoVsNotisYgvv/wSlUplhOlKPJK0iZnmpdeAkwItx62vOe2rywLxlfjCdfH7/WYtNK632200Gg10u10TBkOjlY1H6XdJus2s8VSuJK5r2kBDM0/kA4EA0uk02u22cVXUApmcf7r3y+R3tlMh9hXASPnB+fl5JJPJkXFKOsFkS3STpCs/8TyRSCCdTiMYDJr+cDz0GCAtcLvPMzx3Oh0kk0mTeJWeC4yRpXIWDodHDOvcf/RwDAaDuH37NuLxuNlnjDHXhhaGyTAsgnSAuR4ymQw6nQ663e6IoNjv91EqlVAul5FMJo0Bg+DxeBCLxTA3N4d2u23eIRVy/ck5ZjjOODlHAz2zWq0WAoGAGScNUHK/kl7IdWcIiM/ns3op0SDDvALb29t4/fo1Tk5OjHFF4h7xykkJtQnil5XdplGwtGxFOYVeI/V63eTEYAnHarWKk5MTk6tC7xmXy4VGo4GXL1/i/v37WFhYQDqdRrlcxi/8wi/g8PAQn3766dRjmXa848Yn79Eyhe0efp9EWzWNu6piex1yuQ1ndL9uSum6LNhkwqvoG5cFvW+ZK4hJbpPJJI6OjrC5uWm8ZuR+1fRmnEzrpPNJnnSda6L3oPaulv3iO6Vnui0kwgls90nDdzgcHikD6fSMy+UyJc9pYAkEAvD7/Y5hwG8D78Q4oBed7mPxeHwki61UPLXApxcKeCPAkEjbkg9qI4CEccTpupBw0iZ22jDcXFp5By5mTQdgkJUuj1QwpPKjFXttIOAm8fl8aDabqFarVhfxy0C/38cPfvADfP/738fS0hK8Xi/q9ToeP36MR48e4d69e+YUhvGaNsXdpjxchbHcNEzLjOT9El9t940zhFAAtJ0eMZwgk8lgaWlpxDjAOaSSValU8Kd/+qdTeQ7QNVaeqMux6L0qT7DkSalWqomPJHrMML6wsID5+XmT4VWHJlDJD4VCuHXrFuLxuEmYxff0+3389Kc/Ncq2ThooFXGOzePxmISNvF8a6qTCL9uR/w8GA6ytrY20qw0L3OvS5Vi2LzPTS8G01Wrh6OgI6+vrWF9fN5ZlvS7a04BzLfFG4g/X+CqgaUU+n8dwOMTc3BwWFhZw//599Pt9fPHFF3j58qUpAyZpvjYO0EpOfiFDIzQ9IzjtJQlaILQZGPQ9+ll+p9ItPXIkPgAYWc/L0i49xpmZGbNPQqHQiOeVTRhjgkEmkWKMpaT/cnx0Ex8OhyYUoNfrmVwPev/Z+DarBqTTaVMXXs87PwOBAObn581pM/vlcrmQyWQwNzdnSgpKRTQSiWB5eRmpVMrgNABDO5jMj7jD9/n9fiwsLMDtdhuaRzyUyi09JiKRCLrdLk5OTgwurK6uGjwljSF95ToPh+c5F/L5PD788EOk02lTGYQGjtPT05Hn5NwQ1/1+P7LZ7Ei97VarZe6dxlCm96aTAEovCNJUr9eLbreLdrs9QtP1e12uN0kII5GICSfQYSnA+enX8fEx1tbW8PLlSxSLRXQ6HXO4M26/XRb0OJ0Uw8u0Idf97OwM9XrdGIVo2AoEAsZIRoMmQR5oAedykgyNCQaD6Pf7Zj9MWylqGpiWLjrhyNvCV61Np/n4qhgIxq3XNHzuqqD5SDAYNIZb7cmsjXdOfNnv91+QZ8bxVae9e5V1sRnmpEzl8/kQCARGEjSTbtEztdFoIBaLjSTFvSpQDmTeL5mI3un+4fD8MKfT6SCRSGB5eRmNRgMvXrx4q77Y4J0YBzRTOj09xcnJCYDzGBYKxSSYTsYBDfL0zUmQsymSTkr2OGFQw6TfJ/2mDRWyXd5DxqrdA21jBEbjuaXiNamP0nJHRfHk5GQisk4Lh4eH+MM//EN873vfM8pCsVjEkydP8O1vfxsPHz5Es9k0ghLdQjluWwm8SePSRORtiMpNgcZxjRdOfZVEVwocUgBhvGoymcTS0hKWlpaQTCaNxVEqLJVKBb/1W7+F3/zN35xoHNAKD8GmYGjQxipJgN3u8/CHUCiEWCxm8lHk83mThGxSv7xerylzx2tyzlZXVy/gujZWSAbC39+GAQ+HQ3zrW9+60J+rAueNJ590dZZKo5PRRt4jDQVcE7pV80T1bfrodrsRCASwsLBgSro9ePAAy8vLWFtbw5MnT3BycjKiNEi85h6WceQ0ak2rONgMVfI327OTBDH9v+w79yPpdjQahd/vN4K/xC/JgzSP0m6OBGkQ4TtoHGASTluf2RYVfHoZxONxdDodq2sicczlchmDjG3ubEYSrlk8Hsf8/LwpZSerJMjnAoEAlpaWjIulPJk+OzszFVbobdHv940CNT8/j3Q6bWgf+YfL9cZrhbGxBF5fXFxEKpUy/WF4Ek+/ZclI0hcq/UtLSyNGE5frTS4Cnh4TmAz2zp07pgTYzMyMUfA7nY5JFslQDs4zvTYAIBaLYWFhwXgPMAmjk6w0Til2omnktb1ez2TVnpmZMckdJR5I+j0cvgn7SiQSxqgg9zLXpdFoYHt7G69evcLW1hYKhcJIxYhxRjqn8ch7ne6R8+qkhDi1yT/J9yhvdbtdFAoF7O7umrwarK5xdHSEer0+Eo5hC/Wo1WrY2NjAN77xDVPmjWXLUqkUjo+PLx3iNQnG0c3rAKd1c3rHdRqErgo2/Jmmr+8DbDLLdfRJ8jTJm0hzg8GgkSMLhYIJe5HrrQ+qaCRl5RLZfydDwjT/X2ZM436j0VzfLw8l9cGlTbd0AklfJM/3eDzw+XwIBoOGnms6qHU55jphWcQPPvgAnU7n2g0E7zTngFzYwWBgrPCZTMZMABmIdo/VzwNv3HCBNzH3ZKjyHv1dGwJs914WCeViagI3jmHZ2tAbRirJMpmRflYKVfrd2qgg50IaWSqViolhvU7iVywW8Yd/+If4uZ/7OSwtLaHT6eDTTz9FNBrFz/zMz+CDDz5As9k07pwUNOXGtBGcaTemVsL1Wr8PRjQtSCVHXgPeuHgCMAoDrZFLS0v4xje+gfv375sYWJ6EAeeCYL/fxx/90R/hN37jN0ws66S+SCKpY/C1pwmvUQmVITAADGEMBALIZrMmbCCZTJoEYJPWZhoFz+VyIRaLTRzfdcNN4BW9pUgXpIFIMlz9bolHOvSBlnCWr2MM4dvA4uIiHjx4AJfr/GQ4FosZ4cAm6Mr9LfGb9eZl8j1N45zom/5k+7bvk+iybl/SUK6FdFe/ffs2wuEwyuUyjo6OTOZ8qWhIpq9d+23rKAULzg3LIslEeLJ/cs5Yo54J9qTyK0HyBX6XuWvkO/TcUkmcm5vD3NyciVnnAYA2iLhcLuRyuRHli7/3+31j6JRuq7yHY6DhgTis82hIoQx4E8dPfJSGDekpxBwJXNdQKGSESBpNZLZoyadkiCOFY9I09pfJemmckAo1x8M2uQ9yuRxKpRJKpZJ5t5YNnJQcXreFKEovJXpLBINBk4tG0hmdC4DjSyQSI4kXARg35EqlYjL0r62tYXd31yRhtIURSHlmGmHcaS/b9oHNQGCbL6d75Hcm1Nzf38fc3BwSiQT8fj+i0Sjy+TwajYbJ3cR5pnGI7fR6PWxvb2NzcxMfffQR8vk8Dg4OkMvl8DM/8zP4/d///Qvvvqp8pg3iNny5TphWkb6sXPY+ZbZ3KTPa5sV2D2EamckJ5F7RfO/hw4f48MMP4fV6EQ6HUalUsLm5aWi0fr/cs+SJ0jgwbgy6P/J/2e404HQf23YKfaJhlDyT98rnnQz5k8Yhx+L3+5FOp03+IJl7Ta8D+9BsNlEsFjE7O4u/8Tf+BobD4f89xgH+Xy6X4Xa7kUwmLyyWJur8Lv+XbppSMNLhBZNAE8lJz2oB7jIE1iaI6X7wuhSm+F1a3mzP2ubN1m/JkOn2zHjNmwBm5g0EAojH4ybuOBKJYHV1FR988AEKhQJOTk7MyYjL5RoppaXHMS04zcNlDQ2XvfdtQOOCvK4/tcKQTqdx69YtLC0tmZhvujsSjw4ODvDpp5/iX/2rfzWVYYAgY9Kl8GYzSsl9KOO0aX1OpVKYm5szGbF54vRVNta8D5B4IPctjQOadlEZktc03nLf85rX68Xp6SlqtRqOj4+vJDBKJlsoFHBwcGDcjCORCEqlEp48eYKjo6MRZVCPkbQvEAgYhYOnv8Ph0DE+0NYX2zzqa9MIVFo5kPxKGwby+Tzm5+eNlw7jknVOCblGBK0gE2TVDPaZ3gN0e9fhNLJN9rHZbGI4HJocCX6/3yT0k+9iEjqGF+i1YvtyDKQ/qVTKhAIxRMXJk00aHzifPCiQifvkGmjFUeI3aZwMA5JxolwneqPIvmuayv4QH+VvpGfsN/vEeZbjk8YgKTPQUMB2dUidnHcaLuLxODKZzEiJPx1qJUHuE+0uK++RuQlCoRCi0Sg8Ho9JIMz7bHuIBqFUKjWSOBI4V3xZ1rjZbGJnZwfHx8cGV9kvG344GTnk+tj4j238vHcahd/ped0O+97r9VAqlbC9vY3FxUUEg0FjIGOuikajYdZJ7/2zszOUSiWTmDCdTmN5edncs7S0hN3d3bfOBwO8CUG1yaHTGEkuCzbZxWkMTgYe2/OX6ZfGASc+8LZy5XWCbNsJb53maJLX8Lh32vSKWCyGVCplPOKA80SETC6vaadtL+o9O0nB1zRKe69dBS+d5kv3KxwOY25uDj6fD41GAycnJ+Zkv9frjYSoXRZsNI3eRjSW2soSahmv2WyiUCjgj//4j1GpVC7dj0nwTo0DBDmhtLrKesKA3c1fgxSCJWOl8kOhzab02/rjRLjGETQnxd7Wrm7TRoykgYOMWjI/ffLixBB1H5z6LXMbVCqVa8+Mq2F7e9ucSPh8PpycnKBYLJqkT9lsFrFYzCT/0PH0045r0rVx4ES4xhHrdwF6P0gFgX1j0pjl5WXcvn0byWRyxD2Wz+zu7uKf/bN/hh//+MfY3t6+VD9kmAuFI91H2zWuId3TFhcXcffuXSwuLpokXP/PKHAONkOL9BbQArEU+KURRnt2SBoi9xXrvWtPhKv2nRb3Tz/9FCsrK1hZWUG328WTJ0/w5MkTk51XK/maLoXDYaRSKYRCIUeaaWPu087vNPdoRVv2QeI03ceZCI+GAWZv9/v98Hq9IyWTnGiNfp8UlLQyHA6HzfoeHByMnPLKsBiXy2VCtjqdjjnpDQQC2NnZGVFopdGdbRF3hsPhyCm17CuVRFZGYT1r5jzgd6kw69MY9kOOQfM5ietU+Pl+jlV7MtkMMbb1lgorP7Wni/Ri4Lt0HLmT8spreq9pl332WYZiud1uRCIR5HI5FAoFVKtVU1pQtq0VBG3osBkH2MdoNGoSONKoJU+5uUZyXtPpNO7cuWNKE1N4rVQq2Nvbw/r6OnZ3d0dyC2mZTOK07K/svx7POAXSJte9jTAvn7fJbfV6Hbu7uzg8PDTGUNICGnK4d4A3Sjq9ZNvtNl68eIGVlRXzbKPRwL1791Cv1/G7v/u7Vly6CthoGq/b7p3Ulvx0UgwntemkVE4DTgagy8iJl4WbNAxIGDcXtr2i9/ZlQcseLtd5LpF8Pm88mN1ut6kSI/mLbkfSYplvgMbay/bpKnPuZISQ46OxOBAIoNfrmXw50WgU3W4XsVjM0Np6vQ6fzzeSVP8y8+0kwzBMgJ4KNj4CvAkfZu6Bcrl85RxR4+C9GAekQORyuUyyG524hgKivFcyMUkA9J9099Cuzrb+aLARFyckk79NiyQ25LApn3JTyM1vU5hlf21zpGNWZdvlctmUkdLK3XVCv9/Hs2fPsLCwAK/Xi+PjY3z66adwu9148OABHj58iEKhALfbbaySsp75NGBTNibdS3C638noMGm9bcYi+f80c62FPRszHg6HpqY4le75+XlTQpInORQM/8N/+A/4L//lv4woBNOC3msARoR8pznk74y1LZVKJika8yHYMjr/dYXLMjKb4CmVZSd8ltUTpPBocwHX+0h6HzC2mTHyVwGOQSr9dK89PDzEF198gUKhcGG8krYTT4LBIBKJhIlZl+Esep7GgZPAaeMltt9t13Xsoct1HjqRy+WMSyKVVtY+Z7IjzZ+0oqvf66QsSXxg7gFmLtb8QgsWzD3ApHuZTAYHBwcjSQPprk9lUIZFyLap6LlcLnOytLCwYE6Y+G6unzQOSMVX4roOj9DCv1Tg5XzK7Pzy3ZwDjkvOrbxPfpd90G6z2mjPccmEenIdZT+l0ULikazAoZ/nPayCEI/Hsbi4iEql4ujlYzsYkcYiOR6Oj4ZbVgWhBx+flTIE+8tKIixXyZDRvb097OzsYGtrC8Vi0RittCuuXiON+3r/Ou0P+ayTcuikuNrowDhFWctWw+F5CEylUsHR0RGy2SyCwaBxGZ6bmzMhkxL/JS6dnZ2hUCjg8ePHyOfzWFlZQSaTwWAwwL179/Dhhx/i888/t87BZWCcouU0B5eVnye1e9V2ZL/G0fVp3vs2c/hVABtuX4fcbtO//H6/CeEiXajVaoaf2fYg8MbIHwqFEAgErPLBOJl7klHACQdsY7LdT/4FwJzeD4fnBlImFB0MBibvVavVMlVYdDjCNDKrTcfjvHk8HpPUWBt8Nc/hMzxkkZW7rgveuXFAb2oOtt1uIxKJmMnioskF0MgnF0QKJ8CbuFwyZGmlH7eQcuJtRMaJ2UxDZGzPjkMoPT4phDgRNtvcyrb0KQ0ANBoNVKtVIxjelGGAwIQaFB53dnaMRfLevXv42Z/9WQSDQXz55ZdGkJXr58T4na7ZwDb3NqXK9px8zzRM00nYsbWnQeO+0/8ejwfJZBLJZBJ37tzB/Pw8otGoUb45No/Hg42NDTx//vzKhgG640oXSf5mOwnUY6freqPRwP7+Pl6+fIlMJoPFxUUjYNLbwbbnbGCbU1vfrwvkO6TCrddcKiOacfJ3p30saZEUKGWsslTMtIArr0vFU7YvhXzSB1rHrzovFCTcbjcymQwePnyI4XCIV69eYX9//0LYmJ6PweC8NF0sFkMikbiQId9p3+p2nL7LeZRtjHt23H6nAMUKAJKRS8GJ3nFy7LbTXb6H/bOFUOj7ZagOs6bL/sp7uUe73a7x4JKCGwATZ87M+sCosuykULGKgsvlQqvVQrvdHikHqsP9pGFEGz7kvOhwCgkarzXI94wT5mx716ktuad06JQWGnW/5Fi0IC3n1/ZeACZfAY1ntVoNzWbTWsZUn9DJtdPXXC6XMQwwkSbzN7hcb8IatRE4FAohk8mYuuenp6doNBqoVComYSq9BGu12gUPJ5fLZSo3ONFDG0+RyrU2nOu54/0275FxcpStHX2N7brdbrRaLRwcHGBhYQGpVAp+vx/BYNCUJ2RFAu3RwvG1Wi3s7u7i1atXSKfTiEajKJfL8Hg8yGazJszjbYDv0odmtr0xrdJzWZgk90yS0Z3Atm+med9VwAlXbe94GyPEpGclL7+MPjLN+4bD81wi3/jGN5BMJs0+oyfQcDi0egDI/UqDMWUCSW/G6RqTcO9t11LyMO5hejfE43G43W6zX5mHhsYRHdo9zT7ROqQ23lJGiEajxsOKNNxJ9jk7O0Oj0fi/x3OAIJGw1+uh2+0aBqMt6jJOatIiSAS0ue5NOn2yGQbk5yTFXMK0iqyNWdvu4W82t0B5n2SE2l2RivjMzAy63a75cxrDdcNgMMBnn32G3d1dfPTRRwiFQtjd3cVf/MVfwOPx4P79+ybZ07Nnz4wHAU8wnIQ6DZdhIuOuy/V3UiKcwKa0OikyWnHT1zRRJR4Gg0GEw2EsLS0hn89jeXnZnLYSB4gvZ2dn+K3f+i380R/90cS+OwFPqolbMicElQDdX/ZBjnkwGKDT6YyU5IvFYpifn8fS0hIymQxisRh8Pt8FAVfPqTy5I45rhYO14W1roV319e/6N6kU8Dvngp98byaTGXmvbFO/V94j3ZT1H72tarUaisWiEdydMurarNxcD+m+TUUgGAxeGi9crnPjbCqVQr/fRyAQwL1797C8vIzt7W28fPnS1LK3uT5yzC6XyyRvo6IpjRuSuUp8cKLLuo/yu/zTfZH3aXzmdTkOmWhRjpH7zuVyjTBxqWjKtdL/08Wf7ep7+BcKhRAOh03NdTkWOTf8PD09NZ4NFNz4e7vdRqFQGOEfOrRBGu8lX2q1WlhbWzNhFHrONF3gWtoEeNm+k4u5bZ1sbdn4uG299dzLtuUc6D5P4ilafpgkyOs2qYASF7jO2sjrpAjZeJfL5Rox3oRCIZMzoN1uW/P9yDmiV0wymUQgEDDzEwwGsby8jKWlJTNXR0dHqFQqIwc4HGO73cbm5uYFWkhg9SS9tlLG089wvWT/bbxXr71tr8vfuBYSh7nHmbySBlzyLioeTESojejAG/pRr9dRLBbRarUQDoeNTLywsIBPPvkEf/VXf2Wdo+sETYvk9Wmfl+3o55zkrGno8Lj7bW1PWuOrwmXmfxredBmw0RDZ/tsc8Ok1y+fziMfjAM69+crlMtbW1lCv10e8sHQf5F7hYZLci9P0cRoZ/irrIGUvXmfC1+FwiEAgYEKnJH+nTG3zypz23ZKHkFaQd3a73RHZ0Uav9N6kV991w3vLOSAH6HKdhxaUSiVTW9wmJOnnbW3K/7ViJAV4W9vTEtzL3HNZAqSZkj7xICOXfbURYKlc2O6hpZ4VAjg/103EnKDT6ZgYxI8++giJRAIbGxsmAdni4iJisRgCgQD+6q/+CtVqdUTZk+vH/+WnnAcbXHaMV13Pce1Me698r7xGgSOfz5sycaztzdqpAExIwcnJCX7nd34Hv/3bv30lrwH2iSfWUiGQv+trcs5sY6Jg1Wg0jFLy+vVrxONx5HI5k6ApEokYYUsrEEzGRi+YUqlkMu/T8nv37l3DFKQhgW1o7yJ5D5PEkKFoI4S8n/kyhsNzT42VlRWr4YLvlb8Rr2U5T+l2yk9phJDZ1J3CBmxrRRySyk6r1TKJBC+7R2T78XjcJMUMhULWJDtagZY02u12j+Sh0d5SNgFP49m4vSYt/5xX6Votx8S25HWN83oe5Wm7nBfJ16TBg8qCzCkj150u/fI6wz+ksc7lco0Y6PhOuc8IjFtkstJAIGCS0fb7fTSbTdMu76FyKvNZcGzEP9aDdrnOjTwcA++RBhFtwOP45FzK+ZNrLeefbct7pfDnxOP5jE0Ik+svP23yi81dX7eneZbsj80AY5NppCJK5V0a9vX9El+kEm1TfL1er0leS9zQe0jTb7/fj1QqNVL7e3Z2FvF43JR05Bjz+fyIG7KkS91uF7dv376g8BDW19cvCMBu93miz+3t7Qun4ASd30C3a/ufME7OssmlvFYsFrG7u2tC5Xw+H5LJJEql0kgYjaZdwDmv7na7ODk5QbVaNaURs9ksOp0OqtXq2D5PA3oN5XeNQxKmlXv0mGzvGNe3aRUt+WlbB/m//s3mQXLToMc1aR7GgcZD/dvbev9yfig3sQJJIBDA9vY2KpWKoSe2ZKiyb7Ozs0aptq3bVXWOaedI32/rq6xYo/UKyXsYZjBu/uX75KEMvT3JA+lBC7zhi/Tgpnyn+ym/kw8MBoP/e4wDwEWr0XA4RKvVwuHhoalLLMuu0WrMSbSdPLEdLqi0zvK7FsrHnUZoIeAyCKyFVKf29bv1piHCcrxOLqb83zYXciwU7prNJkqlkkmSMy1Rvk4YDoc4OjqCy+XCz/zMz8Dn82FzcxOff/45vv3tbyOfz+Mb3/gGzs7OsL6+ju3tbXS73REjjx6rE7F8G3Ca78s85/S7k6CiBQcZj0r89nq9SKVSuHPnDm7fvo18Pm/chGnR5We1WsV//I//Ef/yX/5LI2BcFaRFVe4zLUQBFzOUOwmZLHPGta1Wq6jX69jf38fa2hqSyaTxjGA8p1QcqShVKhW8ePEC29vbhmCyr9vb2yPvIEjFU3sVSSXORiuk8q2VHo7r5ORkRLnX82ALS5CGAilM677ZGK52A7cpLtJwSldVeiMcHh5ifX19AhZchMFggGw2i3g8jmaziWg0inA4jOHw3DDFeuaSrtnwgbF3qVRqpJwl50JmQrfRS/7v5G2gXdR1eAwZs+QzLpfLnLTLOeTelCesbIsGLyrTfI9012cbrBRDN3z53l6vh1qtZtwaZYk9uhyTRzBJkRaIbQrO2dkZms0mBoOBKdtE6Pf7xhjQbrdHcIf5DYg3/E0mVuN3Kq7SkEDDgvaakSdLxHdNRzgnNgFPzr0cu+273CvyXZru6n1to2s2HHQSRHVfdbvTKGYSt3kqZ5OnJEh5Rz4PvPEcokur1+s1hgftcSQPEFyuc08DGvElvdLhbABMmUZpkJG0LZlMWtfL5XJhYWFhJLSK1/v9PtbX10f6KWF7e9vIOLpdJkx0khto4NXzqumRXkNWZGBYQCwWQywWQy6Xw97envHq0fSCY+j1etjd3TXhdrFYDDMzM0in06hUKtjd3UWr1bKhyVSgD4Fs+8k25mlg0n185zilUL9vmndfpn/j5DH5edPGg3Gy+1XakPA2fZfP8hBxfn4e/X7fHEgBo2W0ZX8kXnk8HoTD4RF64EQTL9vnSTST99j0AU3jdVuS9ttovZYXKR9I4+tgMDAHr9RvW63WyH4nf5TyiW1sNt7F7zbPruuAd24cmEQM2u022u32SIZnKbxL4Vsydvn7OAWE17RrF5+Vi8vnpGA+LQI7ERibUKOFdvluWW9ZC7+2523j5nyxPBXHI4U43aebJowSyuUyTk5OsLi4iEajgc3NTeTzeYTDYaysrJhTRJZYI5GhMCtPe20CnG0sk4iqFvh47TIEXfZl3LvGtafXXLp/plIp3Lt3D3fv3jVlAPm7rP395Zdf4oc//CF+4zd+41IlC51A1v62udZSANRj0nMpBVrbyZk0FJTLZezu7iIWi2Fubg4LCwtG+PJ4PMZgwWd46k6FYzAYGDdpElStaGj8kX22KSn8XysuWqnnCZw0AkilQz8rBd1xbct5lH12YsI2QZb3a5fYaYUtCeFwGPfu3UM0GkW9XsfKyorJ1P3y5csRoVi75cq5DgaDSCaTI2U35VpJK7m8TkYsjakul8sI0vJk2e12myzsrBHPuW42m+h2uybOkPf3ej1zmk6jChXyarVq6LTkS3Sj5jtIs1h6SBsCeOKuxydpNRVsnjJKXuiEqzZhfDgcjgh88rcnT55gfn4eP//zPz/SFsctKy5o13+efPCURdMvfXrtcr3x3pBGK3ldzocW2IjPso8SJH7pNrS8YFP+dDu2Nm2GQyc5xNamk6AraaReX4mbnHsppxAvJJ/kGIk3LpfL1C3P5XIIhUIm1EvvM86xpNU0HjHJaDweH5FX5Nilh4ttfZhbxAbz8/Mj90sBPJPJXKCJhDt37lwQwPl8uVzGwcHBSB94X71ex8HBgXVde73eSNiOptXtdhv7+/uIxWLGEyMcDpvKBQwZkPjKuaUB5+TkBM+ePcP8/Dw++ugjeDweHB8fG2ODzmY+rbzmZAiRY7Hh+TiwtTUN/9C4P+1z0/bL9oxNXr4Kr3vfIHFd8vRJMudlIR6P4+HDhyNlsLe3t03uEOkJI4FzzZwbPPxhn6UxVo7pMn2f5n4bPdb91N/JH+RBMnmRPBhrNBojY2q328bzTupYsn2bR4cTXsrfdF91f29CX3uvOQck6MGxFjMNBATpeglcjIPkpxRY5AYC3ghkvI+CsXz+spPtRHDlotuYlxZEpOLCzaeZj02B1b/L/kuEpBsiY3+/CoSx2+3is88+w9OnT/HJJ5+YjcWQg/n5eWNN56ZstVojpQ6BN/OgjUmEy4x1Ghxw2rTT3GsTBm2MWV6j4kPl6dGjR7hz5w5yuZzJpsoYbeB8Hvb29vCP//E/xosXL67FMMB2aQXVyhuAEcLvJBjLfSsJruw775PeCfQo2NraQjqdxuLiIlKplCHOh4eHKJVKIwnZpDDNa3JPyJMsnfRSK+9SwdcnYE70Q9Iq6WmgYRo3aC0UyBNYTeuclBMCjYVer9dY9mXFgsvQQLfbbbwEWq0WlpaWcOvWLfR6Pbx48cKEKUiFRo+PAjJPQg8PDw3OS+NoqVQaoZFU4svlMobD4YiyPzMzg0qlYvBU0lSWJpIn7y7XufGBWeGlIkn3fk1vSatsFnwpwEuFVOO801zLd8n30e2bbdtc8/V6a88TfsoTZXkvkzHRq6HX6xljPfcB8UZ6crEt6VEhaYNWEHkv75P7VLpXyjmU+CPHpeNaNcj9oZVcOV9y/4xz0XUSyJ2Ufaf7xrUv6aKUbfibz+cz+1Z7QmjaJukY18Ln8yGTySCfz8PtdqNUKqHT6VxIcCjxj//3+33s7u5ib28Pg8EACwsLIwYvOUeJRALhcPjCuGnEjcVijnNIY5TGBT5nMy4D5zHSTl4V3W4X9+7du0C7AeDo6AiNRmOElvK3ZrOJ3d1d0w/Zz7OzM+zs7ODs7AylUgknJyfI5/Mm6Wcul8PBwYExvEgZletGGrS3t4cXL14gl8shl8uZtfre976H//7f/zuazeZUOKRBKyJOSsnbKBxXlS3f5rlJMK5d+dtlFdT3DZo2XEdbwPleSiaT8Hq9qNfrSKfT2NzcNKWvnXiXlLcikYjxKrK9R7ahDZuSj+lx6vc5rYPTb9roR14jab4MSaJ8KT12ZMlgPqPn32mvOclktuuS/tjm+6Zw8CtjHAAuTlKn00GpVEIqlTJKDy1Q2kV3HKLaJpOxJVJglC7HNuF63MazKf7y/fJ3KdhIYU4LzryuGZdtrqRAoBma3Ag8haVF610h2iTo9Xro9Xp4/vy5iX1l/PN3vvMd3L9/H+FwGJubm/jLv/xLHB8fG0WRginHrDOJcg6dlCxgNDkScNGi6KTsOoFNKbYxHU28JBHQggeTvVEhvnv3LvL5PCKRiBGeqCy5XOcul3SxL5fL0y/GFKAFcDl3tnnR+CpxVV634bqcg+HwTax1rVbD/v6+KeHG+u103ZICMWDPDisFMipdkp7oPsjvWkjnb05GOvm/9hog2BQ4ib+2/SoVAK2MsR0bg/J4PPD7/YhEIojFYuj1etjZ2cHJyQn+9E//dKyQpPE5FouZ2MRAIICFhQWEw2E8f/4cL168QKvVmlh9guPr9XooFAomW68eJ0/vOTc8RWd+CY2L9NzQ68q2ZfiJrU/jYJyCr3+TwoPO8CxplX63TUGUNGkagWMcraJxQ/M35s6guyRPm0lrfT4fstmsMSAMh+cn0sVi0YQ26L3LPanfL/sq96k0ptn2o36H/s02x/w+TkHSgpkGp7nW9GAcONE4CRofZL/9fj9WV1fx8ccfY21tDfv7+yZURO4FAMZQwz0oaQZjib1erzGMOfFDPkucOTk5Mca34XCIUqk0ch+fHQ6HSCaTiEQiF+g8cWlhYcG6dsxDJO/n3Ljd516FfKfGJe3Nw+uDwcAkIJP3s+1EInHBq5TPS6OCXq/BYIAXL17g7OwMfr8fsVjM0GWPx4NMJoP5+fmRXE9O8mGj0cD6+joWFxdNLiGGfqVSKWMccJItbCBpoG1PSXo1LS7bcHecLGB7Vl+b9G6bnH0ZuOz9b9POOH53mbWTYDtgkPviKnK8nvNMJmPCfaPRKPr9Pra2tozXm/ZM021pryZed9KjNI90wlP9Hj1+G82i3ChlKVZiIejDM5ns1eVyWY3olwW9t/T4nUDLAnqcV1nvSfCVMQ7YGCytN2Rc0lXNKTaDoK3csl0Cv8s64VQQpAJgO+2QbdgIoVbynO6RbuBOm9pJSdG/S6HRhkytVguVSsWxhvk4hehdQblcxvPnz7G4uAiv12uEmr/9t/827t+/j8XFRfh8Prx69Qp7e3vY2Ngw1jxuXH1qrIV3J2IzSRlyut+GVxovtWBiU651G/J0NBQKIZ/P4969e1hcXEQ0GjUJj2QsMt16aRT4p//0nxrXyesCaUDT45Xj0S7Feh70c1JxkG1rgW84HJpcCjQGyFhw7ifZB61QyfbkpzQa2piYPqXXArATo3QStOUnMOr9Y0uIJefExhy0Fwefly6AFP6Zq4EhGLyXyp8TSAWBbQeDQcTjcaMwplIps5fpNTDuRFfSW64pT0P1+CUtpqFYnsRpOugkBGsFfRx+sG3bPh1HT2zPcAyyvzbl1LZHnARwW79t+GXDJcaV6hwu0ghvc2EPhUL4+OOPsbS0hEgkgrOzM1SrVfzxH/8x1tfX0Ww2DS7Zqo1I3ipD/qSxTrtO21ypp+GPGh8kfdX32p7Ve9cG0wh7lxHk5Pj0yfjMzAx8Ph+Wl5fxK7/yK7h9+zZKpRICgQB++MMfYnd31/ACrrHN41Ia16Rn06S50F4snFsaoXkP+z4cDk3ojW2MHo8H+/v71n3Lkqa8X86rx+PB4uLihX3Gz3g8bpKhyeeJk7KahmxDVu+Q4wfOw6eYvZ3X5VzNzc0Z2qqTsYVCIczPz6NarZqEzDLcQvKf09NT7O/v49mzZ1hZWUEul4PP50M8Hsd3v/td/O7v/u6F/CLTgJZN5TVNp/WcXkYJsfE8W7tOipLmb/r9cs2c5HMbOPFnW1+m2fdvC7Z3XOa9Gvevahzgs8TDRCKBWCxmvOa03KEPOXX/fT4fgsHgCK/Ta6p5gZQrp6G98hrlBVYEYWlUtlOv10fuZ8lfvsPmQa5B73UbzXG616nNaWAcb78p3PzKGAdsAjORsVwum9JY0WjUnI7yFIPMcpx7sHwHv08iNGyHm8PWho3I6nHptjUzkn8SJgk9wMXkMvL0U/a71+uhXC6bmBhbm9MKQTcJZ2dnRkhoNpt48OABvvzySwQCAXz729/G7du38Yu/+Iv45JNPsLOzgz/4gz/Aq1evUKlUzGmJJGJOJ08S3laIA5ytpxIfpUJlu0+3QxfrWCyG27dv4/79+1heXjYxXCz3JoWL2dlZ/PZv/zZ+/dd/HdVqFdVq9drX0iawU6jQ+0PPgxZ4bUqMbY/J61pp4v6X+16HlkiGZpt//X69f9i+Uz+1EdLp93GCwKQ2nZQhm6ClhT2N/5K+8TniFAVmJ9DzHwgEMD8/j9PTU5Mk0+PxYGtrC1tbW+h2u1Y3d9v/wJuQEhp4nNbLNmc2XJPzKemwVhhs+Gvz8rKBTUhw4gma3mvhbhzYcEC/X98/SRCX3gAEKp/8TloEnK9PLBYzp5mRSASDwcAYhvL5PHZ2dsy9et70vJNn2VzRZZ/lGjjxKtu62/YX25Ayg23vyHs1fdBtToJxdN+pDb3OnDuv14t4PI5EIoG9vT2cnZ1hYWEBmUwGL1++RKFQMOXDJB+kkUAK+8PhcCTnBu/Xc6P7oQ2opCda1uHzOqGnhLOzMxweHo7MBd9ZLpext7c38h7+MRZf/8Y+5vP5kbBUCeFw2HgO6PEFg0GD7/p3yp+yr1KhZpsSt9mGy/Ume7vX6zUJWvVhF9tstVrY2trC/v6+Mbq6XOcuzgsLC1hfXx95flqQuKf5g43G2eRl2d9Jz0/TH6e9O4kXyU+nftv45zh5Tbf/LsBJd7D1ZZLOMQ0+2OaVPNLj8SCfz5uqKF6vF+vr63j16pVRum3tsI8yEaHTGMbJ2HKNSIu094EsbToYnIecSk/RZrM58r/2lrbh27j1dpovp3uusg/kczYeZ5PjJu2Rq8JXxjgA2JGM1u9yuYxGo4HBYIBEIjFSckIrKLI9J2FjUh+08CAZqlZYbIvD/20CqdP7J7VpQ1z2kwxIKp/9fh/1et1ksNanqDZ425il64CzszPs7u7i4OAAJycnSKfTpu5yq9XCo0ePkE6nkUwm0el04PV6sbGxYcrX0eouDQRa+NdC89uAjUHptdN9IE7xU8bKDodD+P1+hEIhxONx3Lp1C3fu3MHc3BzC4fDIqQ8A4zo5HA6xvb2N//N//g+2t7dvhLENh6NxwHKs+jRbC2rjFBgJcg9KpiDvo1Al48K1GyhBnro5MQSbYqiJs1PfteLC6+Nc/yToPTdOKJAKle2ER9MNKfDwd+KKLOlKZTAcDpt65eNAMmqGc0im3Wq1TN4Y4risiazHphmik0BnA5tSZ2Oi+tTUJlzpvSzvcaLxuh/j2nLCdZtSOo5O2+ZAvku3OanfsnIPACSTSXz44Ydwu88TLobDYYRCIVPG9N69e7h9+zaOjo7w4x//GCcnJ7h//z4ePXpk3LxPT09N5RRpsAYwojTZklppDx3uJck/JZ447SEb/vNPJ66Uz+m2NDgJlU482kmAcxKQ9drxeYYNxeNx/PzP/zx+9md/Fk+fPsXa2hqWlpbQarUQCoXMSXMwGES73Ua32zWltOr1Og4PD03YjqQnTDbJUJxxrsO8TqAXgpPSYguZ4X0SH+SzxE3m15DPc45arZaVH7lcLhQKhRGeK/uSz+etcwycu1QzP4Lus8/nQyqVcpyLUCg0gnfyvV6v1yQmPDo6MjlMbLRDymt0iWby3V6vhw8//BCHh4cmvGBaYH+kN5nOHST74sQ3ZVtOME5mdeJxUl7WvOyqMI7ujpPbrguuIovZ5sdG5/X9trLB07xH0slbt27ha1/7Gvx+P8LhMLrdLnZ3d00JQ6fDEl4LBAIIh8PGiMawbdu4tIwIjHqnku5JeaXf748k7x0MBqjVaiPGyUmHT+P4uRPNnzT/l8GfSfdO4hekeZdZ68vAV8Y4ME5A44Qwxq3dbiMUCo0kt7F5EDghoXyfE5MHRpkZ3balMjCuPW40Gf/uJHTYCKCNgNr6CIxmISbCnJ6eotFomJh8PiPrU3/VgUaCTqeDhw8fYm9vD3/6p3+K3d1dfP3rX8fKygo++ugjBINBvHz5Es+fP8f29jbq9bpxNZdChF6vSes3DibNn25PKia8Lk91yJw9Hg9CoZA5BWLSvWQyaQRtMk6eDHU6HRSLRXS7Xfybf/Nv8Ad/8Ac3ur4UMrnn2B+NV1rYH2cgsIEk8LI9OXcUXKRbvHynBO1lo98j/7fRBVu/nSzHNmXBifnoPo/DVSnYaZpiE+p0/22CsDypn8ZzQPcjHo+bU650Og0A2Nrawvr6unHl09VWNGi6KdvXc+TUH6n8jevzpHtsczQOb8fxLj1GGw+wGQOc3uUkJMqxO+GW01zavGmYdNTj8aDf76NarRqvkGQyiVarhXK5bDzSmP8lEAggnU4bWkV6ZfO804Y9SSPkfEyiGfo+qYzrNeR45Xv0O8fNP8FpzZ1wR/fFSX6w/a77Njs7i2AwiEAgYMJveAiQSqUwHJ6fqCeTSbjdbjSbTZM8i4a7k5MTdDodY0jv9/vweDzmxFyHMTjhlC1MYBoBWeKclNv03PLdLIMI4AKfcXJFHg6HpqqAxBHep5Myy8/9/f0RzwE57kAggEwmM3KN7Xi9XszPz1v3+ezsrKmsEAgE4PP5TB9IIyXN5hqUy2Wsra3h7t27SCaTODs7w+bmpknw2Gg0Js63nvtxxnAnpUqOU4PtXvm/fs4m58o+kC6Mo9PjaKmtz5P6znvHjfM64Soypo0+sa/S0DPNIZ+eF2nwn52dNeVsw+EwDg4OsL+/bw5l9Bg03eMfdSbp0Uu3f7nWVP7Zn36/P5IDwOVyGS9YtqOVYjk3mpdIsPXf9v84HnDTuKFB0zde45ppWnUd8JUxDkxixkSkbrdrkrIA5+5fwBsrqCyJ5LTwTgK1JgyaeUsLqpOyYHsfvzsRWdt9TsqBFkS4SbgZuMna7faIW40UwJyUpK8qlEol7OzsGDe8breL09NTNJtN3L59G48ePUI2mzVZUQ8PDw0xkklE5JyPI/43MS+cf3oJSKJM66rf70c8Hsfq6iru3LmDcDiMVCqFQCBgBG3gjafAzMwMut0ufvCDH+Bf/+t/jcXFRfzwhz8cKUF1E8C9Jr1qOB7JlDhmmxJrix3WYFO8tfeLFrhlP8YJJONgGgXNxkRk+zIkYVL7TsK3k8Kixw3Ya1dLkH2TrsQEaaiyCV42cLvdxjWXSgeTyO7s7OD4+NjExE7bppwDfUo8TljiPTZhhf9rZU22IfvoRNudaIhWTqehH3qepeIj36d/t/VHjt82N7wuPWv0fMowC95Lj7OzszPU63V0Oh0kEgnE43H0ej3s7+8jGAzim9/8Jnw+HxKJBE5OTrC+vj5S1UG7g/L9NiVFzomez3FCHcflFHss75eGNaeDBPbbhrtOioatf7YwQtmGUz+1wktgKFm328UXX3yBWCyGjz/+2JQMOzs7MydqTPLLBIV6jdk2jb0ulwvRaBSdTsdU8qDRYNzcOs2BnEvb/tf7aFz7TnuX86hpLe/TJTIl2H5j2zqBr8TDmZkZHB0dWWkNFSkNw+F5HoPFxUUA56VM6bkhTwBtfen1etja2sLGxgbC4TDS6TR+4Rd+AaVSCXfu3EGlUhkJFx0HLpfL0H1ZpUbyZDle2/6Un070x7ZO+h4+r3/Te8WJH+pxjftuoxd6/19Frrf9Nql/04BuwyYfyP9lpappKw058UDg3AWfnl8ulwudTmckgZ/kIXr+mMuD+giAC4dJTCrNNWAJe8LZ2ZnBaSfep+nHOBy7LDjJAjZ8dZK5poFp9F7NA/nHuaUXE0P5rgu+MsaBaUAuDE8sSHSDwaCZRFtCLUkInBRDjex8p+1+G0LY3jmO2Y1DjHGCptyg0jAwGAyMO68sNyXbsblof9VhOBziJz/5Cb744gt8+9vfxsLCAtrtNjY3N/Htb38bH374IdLpNH7pl34JCwsL2NrawuPHj7G9vY1Go2HKcJER2wQvp/m2MSSne2ygiRbxkO14vV54PB5EIhHMz89jaWnJ1Id3uVzmxMTn85la5MPhEO12Gzs7O/jxj3+Mf/7P/zkODw/x/Pnzd7Kus7Oz8Pv9xlrptKekW72TUMfvGpyEE+m9YxOkbITUtnZ6HWwKk9O62oQPmyIkcUqfwI3DJ1tf9ftt15zGaRMmSDvIsHV510kwHA5HqhzQGNJut1EsFo2Hl6Y3er6cBKlxDN62Vvo+2z0aR22MX1/nM+M8RCYJBzrcxtaebGsa2jSJ5thAtyFPh30+n8l0z2v0TOp2u6hUKmg2m8hms8ZQGQ6HEQwGkc/nEYvF0Gq18Od//ufY2toybtA6ppr9038yNlTPg/S6kqf+co9pGqQVDBsN1t81Pkn6YNtvtrkep6TYDixs45QhQ7Y2vF4v2u02jo6OsLe3B7/fj0Qigfn5eQAwp329Xg+VSsV4CYRCIbPHZalYlsadn5838fL02KNBm2too/F6PLY5sBnDZHs8UZwkl+nruk0daqWNIboUrRNo7wS53pSzbECFx4YfHo/HlGFlKJYNNG8CgEKhgGfPniGbzWJ+fh7pdBq9Xg/f/e53R+LAp1E2aIRgKJnP5xtJHqrpzjS0Rq/5NPvD6V2a/tton97PTrK3jTY4jcMJH5x0AKd7rwNscqf+jeOamZnB7OysMeLpsM9xfbXt1UQigW984xuIxWKIRCLw+XzY399HsVg0+3RSm6enp6jX64afMLRJ0nvuIblW43jc/9feufy2eVzv/6Eo8SKKul/sWJIdCY2Rwl4YQYKii667Sf+C/k1dd9NFW7Twpouii6BFV0kBA1mkSQ2nRVxdat2vpChSIkXR/C2EZ/y8x/NS8vcXJ7F1PoBA8eV7mXfmzMw5Z87M2D40LV/Sjsdk5Kp1phdWVtOOx9IRszli37XdYv5zq8jbt2+j3W7jX//6V890vipvlHOAMPOazSZ2d3fDyrFUWpjh6iTQVWC1QwJ6Gy78bokpbHpuTMmzCnHsOXZElcdUQFSZyGQu5tydnp6i2+0Gx4C9B9/9TYsaIIwY+fTTT1EqlfDRRx+F0L5KpYLJyUm88847WFxcxOLiIubm5vDFF19gbW0N29vbYeSLW3OlGUGaN7FOisf1u15rz9Xv2vGVSiVMT09jbGwMfX19WFhYwK1bt1Aul1EoFEI0ge5ikcvlUKvVMDAwgE8//RS/+tWvUKlUwtYy30WZZjIXq9DqCszWEIvVr9h9dIVy3U/Wns+pMIqOdlC2Vb5jddt2/jEjUB0OVzHI9Fn2HE2P/T1N4bB5x3NjWDlMU6jSZFFD81h+Gl3Ui1wuh1KphJGRkUT+6kij5kMs7Wnpi7Whl3WglrROV9OaZgD0atf12bH8tulNkx+VmzTngt5D+zVFnTrapnEanG7PCyAokXr/bDYbtqpStG61220cHByE3VFGRkZQLBbR6XTCjjHHx8f473//G0auC4VCwuhnvmtds0aEyoVdyI3X2CkqsXzRfLbP4Xf9VIU3rfxjdbWXsaPnXTatRs+1MkMDgOXLxexyuRyWl5dRqVQwNTWF/v5+jI2NoVQqBeV8b28Pe3t7yGazGBoaeklvofwwQoT3qVarYVoQ5YLvEWtHVVZsu2SdL2l5nqaXpOWbPdYrWlTTk3a9onOqNQ0sCy6IHZu61stQPT4+fsmpbY1XlXfqfa1WCysrK2GnIo7oUh9QHY/pSIOjwFzLiW2C1je2j7xXrA+z32Oy3yufL6tPvX5Le1aaLsLfLGltrz6nly5n75NmuKbRS5dMkz97jBEgmUwmRPtcxTkQo6+vD++//z4WFxfDzhhHR0dYXV1NOLPS8h+4kJdGo5FYC8RG71oDWWXecpk82XvZ8y4r417X9cpHq8Ol9UGx82yarU2ozuF8Ph8GWvr7+0OaOGD46NGj17LuwBvlHLBCRYHjnMfh4eFgbKmypt5yZnDMANQwQltAwNU8SFYQYwKpwsI/O8qq6WDadecEnsvRAc4fjBkVtkJ+F0bk64JOgr///e8YHR1FuVxGX18f1tbWcHBwgHw+j/Hxcdy6dQuTk5NYW1vDN998g42NDRwcHKBSqYR1GOgoYGdoFWwrF9bgTGvQrAxo+Pbw8DCGh4cxMzODO3fuhAiByclJFItFZDKZoNgDCFt4np6eolKp4OHDh1hcXMSvf/1rrKysvN7MjpDJZIIyoetwUH51ygTPT+usFavU9JrCo+XC7zrapudcRe5tXYvV99jzY/fmtBEe0+kFaQpOWn7Enp+mkKT9xjKxZaS/q0Ogl6GlMLyV6xSo07HT6QTjhaGzTNNVFKfY+bbdt++r39MUEEWV+DT5sHlhZVufy21XCdtojfZRaFjTQcNr7Z7tTCe3hOIxXsttfrWP6Ha7wYDkeZxuNjg4iFKplIg4Y5uzs7OTSH+r1Qr37na7qNfr2NjYwNDQUHBgZjIXK6fX63U0Gg0MDg5iYWEB7Xb7pRGmvr6+hJNDyzfmaLRKk53OpOVkjSzb/vBPow/oPOH7q/ymTUezcqJtQSyiQc/he1rZiX3vdruJNGle0qCnPLL+7ezsoNVq4fnzi8W5dnZ2sLW1hWq1GtYf0J1tAISV809OTrC2thb6zg8++ADlchnr6+s4Pj5OLJ5rF8CzkYz2ndQJE8tDIBkRFsu3mGFE0gZ5LL3aNb02TWfjp21b09pdflfZiC3KZp+veifrerfbRa1Ww/LyctjC+ODgALVaDffv30etVgt6Ta88aLfbWF1dxdzcXKjbuVwutEd2twlrtOg7xfqytDyMteNX6Qv0PNUR7LPT0qJtiX0PTY89V8ssJjdXMThj59trY32VPT/2HKaPTnpOr2aUbNquIL3SxnaQEUiMxl5bWwsDUJpmew+mKda32veI5ZuWY5rOZ/Oul47Wqx6T2PTTtKi+tHvY365qXzGN7KeZ/9QhmbZqtRqmiqgjt9d7fRu8Uc6BtEpKhalarQZFSrfx0fMymUwIMWcnG/OE93omSVMU0yqPog0Pf2Moph1xVK88jdlWq4V6vR7m4APJ7dveds7Pz7G/v4+//vWvmJycxMzMDD766CO0221MTEzgwYMHmJ+fx7vvvov5+fkw3eKbb77B119/jWazGcKeODeTHteY4gm8aJDZqXLlaNuJqmePIZu8x9zcHObn5zE1NYXR0dGgrNEjSLngdIN6vY5Wq4WHDx/i0aNHIe129ebvEuYBDRDdGSIWDtvL4LadunYuti7w2tgxW+/s89LmTvKYdUro/1aBsPfQc9kWqZGgkQ9pHUusM+M79XL4xZRKXaCU59rQdpZhX18fCoVCkD+7c0YaR0dHKJVKYeE5Gorccjafz+PmzZtBqU17j9j/Wq6ab9ZQtGVIZ5UqRnxvbsunBl+32w3b8OkWbwy3VSMRuHDUlUqlxPXchaFcLofzWR+4wJsaTbyO+cZ84TXcV5rGPOWJ80lJp9MJURr8jc/pdrvB8cn8GBwcDNue6iKBLGc755Ny29fXF7aIzWQyOD4+xr///W/UajXcunULMzMzmJqawvj4eJinyjzgfbRuXaZsWwPStgX6p2hboe0o//iuNvIgZvjrc/kOVkZVLimP+ky9Tq9VR50eszKujle9t8o1r1Hlsl6v4+TkBJubm1hZWcH29nZPA4nOvWazidXVVeRyuTDFrVwuY25uDtVqNegdp6enYU0f3Q6R+cXQY1uu3W43rIUTe580Y4L5o2H2zBN+tyH4tl8g2r/ova0cxGQiLTos7Xnq7Ig5EGJGSaz/0v6j1WphY2MjRB1Sf/nwww+xtbWFx48fhzJJo9Pp4ODgIOxEAlzsrkDdh1NJVK41b2NtdczgSyuLqxrTNg+0XutOZXxWzCiLyb09rvU9rYzT9Pw0R5/to2N5EnvH2DNisgYgtON09up6XK/iHLB6xNTUFAYGBlCv1zE4OIjj4+OwRaCts2ntnNanNHtI84OkjdJr3lj9INbG9iImj+pcTJMhm2b9THu29qH6/tbu5C58bF/piLns/q+bN8o50AsWcrVaxfHxMUZHR4NCyH1utZCogNktEYEXAmhHDqyAxxqoWGOgv9vOTJ9hR+40XRqeU6vVcHZ2FrYbsmmK8X0J2OtmaWkJS0tLKBQKWFpaCnNh2+12UJjY4JXLZdy/fx/T09M4OjrC/v5+mEv7v//9DycnJ4kwXCqVttGics2RJxpH+Xw+YXSMjY3h5s2buHHjBnK5HDqdDqanpzEyMoJcLpfYTYFKnspHs9nEw4cP8cknn4Tw0R8C2Ww2bLNYrVaDo0KNNjWQ+ZtF5dwqlNaoiHHVzifNCIgpAxqBkKZ02JFrdRBpu2HTqsd6KQWxa+3xWHtk88t+V4WG13OucrFYDBFIV1nQqFAoBEOQdSGXy4V2aXR0NKzqTaPFGmXMJxq3Wh8ABGNWR9j5bDXSWV/7+/tDKDvh/yMjIwmnCZ/B4zTGqSTTaWCVbW7zyPfgCDlHb+35dBiwD1Jjl1FBVmZOTk7C4qo60thqtRLblnKUYX19PdFXdLsXjsu9vb1w30KhgNu3b+P8/BwbGxsvOcsYhk74TrlcLswVZftUr9exvr4eIgZ4Hv8ymUwwBOl0snVaFVKVVxudoW0x76G7IGh62V7r6Kftv9P+mNexc60hEWsXeF4sekm/67vZEXU6g3gfnqej/Rriz7RSRur1Oo6OjnBwcIDt7W0cHh6GbSgZvUbnF6et8Vir1Qq7U0xMTGBxcRGlUglzc3OYmZkJeXN+fo7Z2dlQJ1mm/P7s2bOEYcJ3aLfb2Nraeklh5nvoqLdV2nVtlMvaUJ0yo3mrfUEsStBi21d1KvTS81heMQNJ02wdz/qpziLmOx0ENABrtRqq1SpqtRo+//zzkD82P2JoJBHzjDt/9fX1hQWfNb2aD2llEDtfj6X1a7Fr7PmxfkP1+V5GYpp+YJ9hHXyUHat/pE2tsTKRlhZLWv7oe9s0cnCGkWNc4O9VpxXEbBrqpvv7+6hUKlhZWUmsUaLtXyzfrUzHiJ1/WfquauukpcPeK01n1HZI9Q6iA1h00uh3LvKp96K8nJycYH9/PyHP6pT/IfFWOAdUSKhM7O/vA7ioyKOjo0GhKBaLoXLzXFYmDd1j4akHmMf10zYuPGYVGutEoMBpQ6fbHtpQYOCig9VVbpXLOoS3nWaziSdPngC4UODv3buHs7MzTE9Po1QqYWlpCfv7+/jJT36CiYkJTE5O4vbt22E19SdPnoTtD7mXdyaTwfr6OlqtVhjJYSgXwzfz+XzYVpOLQAHAzMwMJicnMTU1hWKxGORL5cnu+97pdJDP5/HPf/4Tn3/+OfL5PH7zm98kwn2/byi7IyMjmJqaCmtd6JZMva61nZ0qcfq7dZTpdXbxMipOqtyrAso063UaraEwLXqdKguxOq0dgw2lphJmlUF1ovC52pnZTkqP2xFKzUuda655ZY2pfD6PyclJ3LlzB7du3UKn08H29jYODg4SK82nwa3UACR2x+D2R3S8ctoPo2iYDhrinU4H5XI5KDg6Wl4ul4OiomHedMQRlj3rpjXurEHK/4HkSC7v//z58yDX9l5ra2totVqYnp7GxMRE2PaNW4nafKtUKmg0Gpibm8PY2Fgop+PjY1QqlZdGFVqtFg4PDzE7OxsUdr7/2tpa1Ghl3etFq9V65QWLVBEdGRkJSg8daFzI7OnTp3jnnXdCtAWdpDoXmsaGNaxZV/WdaPCq00AX2dJIFZ6vkR5al1S5s8aEyoSeH/tNnRQ8T/MpTQElWpetYaz5onWd6WadZj7wPOotLJPd3d0Qal6v19HpdDA4OIihoaHg1GK+su85PDxMOJ03Njawv7+P2dnZMHVE0zgzM4MPP/ww5LMqwcDFytkxB9D5+TnW19cBvNhtR89jP0t50DxpNBqo1WovGfp9fRernGv7o+ni+1q0HY2VFb+nGZS9zokZrLHrbLtv72OvZZ2gfkKH/NDQEJrNZmKBxMvagmazie3tbdy4cSO0j7lcDsPDw+jv7w+7zqiT2PZDNq023b3eJ80pEPuu7TTwoh5Z/Zr9CaOcYmVr65z+ViwWMTw8HOwBoo5/68yOYdsSJa1crpKv6kikc4/tYLfbRbPZRLPZvPJihDa93W4Xw8PDuH//fmJEe3l5GZubm4k8VKcA051muMd0lLQ0xOqLylKsbb2sjtpn2vKxUTKUeas78Bh1Fep1jJ5VW7Jer4c2mWudvYm8Fc6BmICoIXFwcIBM5mLkY3R0FCMjI6FzYAQBf1enAQtbDQq9t/VM2UaH39WrS6XZdiAc+dKRJP6dn5+HUT0q7mmNXFqHdJ1oNpv4wx/+gIGBAYyPj+NnP/tZ8LRywSYqkgwV/uCDD0IILhWwbDaLjY0NnJ6eBiW5UCigUCjg6OgIZ2dnQfnSkUGWI0M204xXG1b85MkT/O1vf8NXX32Fx48fY3BwEIeHh99zbiZpt9t4+vQp5ufnMT4+jnK5jBs3bmBvbw+NRiOEtQEvjGaGUfHY8fFx1EiwBoLtzHUOrm6vxagMazxoCDGNX2vssa5ph0HHgt0ZgR2xKvh2tJNGE3DRXhwdHQX5USNCnROx91U5USiXurWlnkcju1KpBGeXTgEpFAoYGRnB5OQkhoeHw+Jlz549w9OnT1GtVhNrXqShzhe+L5X+/v7+oGDl83kMDw8HQ9+WaSZzEdlzdHSEZrMZ6grbYZ1/x/PpMNDyymazaLfbODw8DFEMz5+/mJN/dHQUHa1XxUfzeGNjI2pY0Cm4s7MTHB99fX1h+g/TaBUnjrDzO5XZGN1uF0tLSy8pQ69j0aE0VAbpHJicnAw7lLDOcbSqVquFctFIKgAJg1YjsliGaoCqEWCd+HoO2xhdR4j305EbjRbROsZ31LLqNRpoo4GsE0E/rTKqx2ydto5OPc40sf1UnYBtIfPu5OQEmUwmOALGxsaCU5LbHDLfNV0xVldXsbq6Gv2tv78ff/nLX6LKeSaTwccff4xCoZBwhHA07cGDB4n3oyKezWZDdII6LljnueOC3pNluru7i3q9nkgjzzs7O0vsjW71NB1htbqUddrpu1pHb+zZMV1QZc8afno/lTU9n+XHvKMMDg4O4u7duzg/P8fm5ualIeXcbnZ0dDTcVyOFCoVCWOSabVTau/ai1+9pDgI9xj5c+2nWHcqKtglWx7qKLqx5PjAwgMHBwaDzx9qLbrcb0hUzjrX/1vv3end7f1v+qm/ouepIp1OEv13VQaDPGRoawvz8fFjf5ujoCMfHx4nBMXW+2ettXuj/GkYfS0MveUjD6ov6ziozPG6fr/Yd9QcddMhkkrs46TvzGuq9+r7fZT/9OnkrnAO2IvF/651tt9uhMLkvsxrqjCxgZeOfNu56P31mrIPXc+2oJQ0POz+20WgEBfvw8DA8n0qpfee0vLjOUBkHLkbuNjc3g8Jaq9Vw79694Gwpl8sol8tYWFgIqzmrYsp9ibWB6XQ6IexX54bSuGHjSY8iG3Yd7Xr8+DEqlQqy2SxWV1extLSEr776Cl9//XUowx+ix7HdbuPLL79EvV7He++9h5s3b4ZtsOi5Z2QL/zQM+OzsDFtbW4lOg3mtjTcNPnb6Gr6l5zEMUhdsGRgYCEag7mAyMzMDIBler/fRMEINMWQZq1KvUQQ8t91uBweJrgJOJV1DXvW9mSaVJSC5+4p2mva9+M5UHjOZi5G4tbU1nJ+fo1AooFgsBkfW+Pg4RkZGwmjj6uoqVlZWUKvVgjMrrSPX91dZ5ydHnui0aTabYU6+NTi520Gj0cDS0hLq9TpGR0fDs/f391Gr1UKedbtdFItFTExMhHl6zLtM5mIv5kqlkmiPS6USxsbGsLe395LC1+12o1N1rKIR4/z8PGyly2vSjMJMJpNwBlxFaf2+FQz2l3T20ZGqcsu6SMWK8qDh8XS48p01ikZ3jVGZ5zE711wNJODFaGq73Q5RKGxn1JjWMtdpKjoiqPWOzyNqlFms0n7VT30nhvhTRrRtpCyqwq3yw++s30zr2dlZwhHB6BNuO3pZ/U6Dcp/Gb3/72+jxYrGI999/P6HIa9Tkz3/+86CP6ZoY3e7FiObc3NxLhhl30LAROyyPer2O3d3dl/Qmlvnm5mbiOD87nU6iD9P7Asl1S2IOJetYjbUlafJg78VrdQpAJpMJdfP09BT5fB7FYhE/+tGPQtjyZVinDj/Zb9LBqhFbV3EQqLHG72lOlrT35u9cgd+mVfsRNVh18MDWE23zreHOY9lsFoODgwld3V6Xdq01TPV/+1w9HjNYgfjuTdqGaoRAt3sRms5BFxq9V7EFeM/BwUE8ePAg9NMAwjo1qhPH7JyYDMfKTT+var+kOQ7sffjeqhNo3vK4DuSwnHO5XIhq1N+fP38xTZ3PaTQarxSZ8SbzVjgHbOWzCoRW7Ewmg0ajkViAiddxkTgKGYVHPZKxZ6vxo5WanRjDUNSQ0FHJer0e9qllOCtHR9zY//9H5/T8+c9/xn/+859QbgMDA2GqyeTkZJAXhm1xpVCdg9ff349SqRQMQJ0ewN91NJFe+a2tLSwvLwMAfve734XogGw2G0Y4fui0Wi188sknGB8fD4uRcUSU8q6LJaohDFzs1vCLX/wivCtHGHVrRP2zBrsuggVcOCuWl5fDVi8acsey4d/i4mJQKLRzYX2zIenARXlywT57Pr+rAvDZZ5/hH//4BwqFArLZLH784x9jamoqofSqoaIGtp2Ly10hdJSSeaEdmRroNL6Ghobw5ZdfolKphC1visUiRkdHgxMnk7nYCovzVxmlwhDtXrDjtHkAXIQqMw0st3K5HMqI75DL5UK9YAe8uroaVabI0dERdnd3U38nTEur1UKlUnmlDv2q9TDNmHyV336oUAlleDGVTUYGaJQOo+8ajUbCOODofqvVSoT7q9yrMqfTYdSot3mp9QV4MVefEQN0aHS7L6Zu0XGQz+eD09861Gx0gKIOD00L065outUQV6VTIx4YjUEDXh2Tqrvos9kOMv+LxWK4Dw1ndWjqaDOQvo7L6+L09BRffPFF6u+PHz9+KR/J3bt3ce/evSA7qtzfu3cPs7OzoUx1fYbnz59jfn7+pTKj8TQ9PZ0wKEir1cL29nai76J8Pn/+HNvb24mRe+1PtG3VdlHbdauPEnWEaZQI3yebzYaojGaziXq9juPjYxSLxSDnnD5yWXunaeJzdZ2mbDYbdk9SuU2rH7bf1mO96HU/OxVOz61Wqzg9PU1ElWl+qj7C+9n7xOqV/h5zYnS7F1FlduCml1Frr48ZubHz7Dm92oN2u51I01X7GMpwo9HA6uoqFhYWErvc2KglrX+xdPcq815p6pVfel3M0afXq2Mum82GNYU4SMN6wv5MdZKBgQFsbGwkIvrehL76dZHpfstvr43OmwY7ahVKCg7DrSw0KjjiEVvUCHixMBUrsFZ4rphvi8J2MJcpxN81mj9vOly0kDDPP/74Y0xNTSWcO1QyC4VC2BUDAHZ2dtBoNLCwsIC+vj48evQIn332GQBgYWEBzWYzKEjaKF0nBgYGcOfOnfA9plBcBe0UGFJnOyf9/OUvf4n33nsvYZjofViu+p3X0nFhz9fnUYn7/e9/jz/96U8hnffv38fU1BSAFyHTaQ4Q+79GTsQUSZ1WwDaXxtWdO3fwxz/+ERsbG4nRVCqYDLunMsvtcfgc7oSieaGoUhYrm5iSqPdXBexV2jR7rZaJPc9+TxvdSbvHdUPzh84d7Xdiil+xWAxTstQA0ulz6lzVNlRDgek8U6OYxMqb9UP7XI7+cEQVQHAAUNGlc4DbNFLxpePDOuL4vJgRmabQKtYwBJAY+dPpQepw0XYlNqWB0Ri8J6cO8RqdUsDyYORAo9EI04g0X99ExsfHUSgUoqH47777Ln7605++FHlBmaMxbNvXTqcTIg8ZlcW2uNvtYn19PaGvqTOnWq2Ga+0oJh0KVrZt3eLvVt4KhQLGxsYwMjKC8/PzEPrPPopyvb29jUajETVYWSdnZ2fDlnU2HRrJp/1Rr8jVmEMgrW7E5C3tmLYF2ncsLy8HB863Qawup51HXfCHDtuAy96Lv5dKJdy9excLCwvBLnn27Bl2dnZC5FhMTkmv773K3DoBWBZpdYXXZjKZEMFL5zC3dAQu6uXw8DDOzs7CAOze3l5wDLAdeBu4zHn3f+G1OAccx3Ecx3Ecx3Ecx3m9fJvm/Lc+reBN8Kg5juM4juM4juM4jvOC73bimeM4juM4juM4juM4PzjcOeA4juM4juM4juM41xx3DjiO4ziO4ziO4zjONcedA47jOI7jOI7jOI5zzXHngOM4juM4juM4juNcc9w54DiO4ziO4ziO4zjXHHcOOI7jOI7jOI7jOM41x50DjuM4juM4juM4jnPNceeA4ziO4ziO4ziO41xz3DngOI7jOI7jOI7jONccdw44juM4juM4juM4zjXHnQOO4ziO4ziO4ziOc81x54DjOI7jOI7jOI7jXHPcOeA4juM4juM4juM41xx3DjiO4ziO4ziO4zjONcedA47jOI7jOI7jOI5zzXHngOM4juM4juM4juNcc9w54DiO4ziO4ziO4zjXHHcOOI7jOI7jOI7jOM415/8B43YbO6macksAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 1280x960 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# here let's create the grayscale dataset, same as before\n",
|
|
"transform_gray = torchvision.transforms.Compose([\n",
|
|
" torchvision.transforms.RandomHorizontalFlip(),\n",
|
|
" torchvision.transforms.RandomRotation(10),\n",
|
|
" torchvision.transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.05),\n",
|
|
" torchvision.transforms.ToTensor(),\n",
|
|
" torchvision.transforms.Grayscale(num_output_channels=1)\n",
|
|
"])\n",
|
|
"\n",
|
|
"# no augmentation for test set\n",
|
|
"transform_gray_test = torchvision.transforms.Compose([\n",
|
|
" torchvision.transforms.ToTensor(),\n",
|
|
" torchvision.transforms.Grayscale(num_output_channels=1)\n",
|
|
"])\n",
|
|
"\n",
|
|
"train_loader_gray, val_loader_gray, test_loader_gray = create_loaders(transform_gray, transform_gray_test)\n",
|
|
"\n",
|
|
"images, labels = next(iter(train_loader_gray))\n",
|
|
"plt.figure(dpi=200)\n",
|
|
"grid = torchvision.utils.make_grid(images, nrow=8, normalize=True).permute(1, 2, 0)\n",
|
|
"plt.axis(\"off\")\n",
|
|
"plt.imshow(grid)\n",
|
|
"print([train_loader_gray.dataset.classes[i] for i in labels])\n",
|
|
"print(images.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"id": "53deabdc",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Color histogram shape: torch.Size([7, 192])\n",
|
|
"Edge direction histogram shape: torch.Size([7, 64])\n",
|
|
"RGB Co-occurrence shape: torch.Size([7, 729])\n",
|
|
"HOG shape: torch.Size([7, 900])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def color_histogram(img, bins=64):\n",
|
|
" n = img.shape[0]\n",
|
|
" c = img.shape[1] # num channels, useful to compute both grayscales c=1 and rgb c=3\n",
|
|
" img = (img * bins).long().clamp(0, bins - 1)\n",
|
|
" img = img + torch.arange(0, c * n * bins, bins, device=img.device).view(n, c, 1, 1)\n",
|
|
" hist = torch.bincount(img.view(-1), minlength=(c * n * bins)).view(n, c * bins)\n",
|
|
" return hist / img[0, 0].numel()\n",
|
|
"\n",
|
|
"\n",
|
|
"def edge_direction_histogram(img, bins=64):\n",
|
|
" n = img.shape[0]\n",
|
|
" SOBEL = torch.tensor([\n",
|
|
" [[[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]],\n",
|
|
" [[[-1, -2, -1], [0, 0, 0], [1, 2, 1]]]\n",
|
|
" ], dtype=img.dtype, device=img.device)\n",
|
|
" gray = img.mean(1, True)\n",
|
|
" grad = torch.nn.functional.conv2d(gray, SOBEL)\n",
|
|
" magnitude = grad.norm(dim=1)\n",
|
|
" angle = torch.atan2(grad[:, 0], grad[:, 1])\n",
|
|
" directions = (bins * angle / (2 * torch.pi)).long() % bins\n",
|
|
" directions = directions + torch.arange(0, n * bins, bins, device=img.device).view(n, 1, 1)\n",
|
|
" hist = torch.bincount(directions.view(-1), weights=magnitude.view(-1), minlength=n * bins).view(n, bins)\n",
|
|
" hist = hist / hist.sum(1, True).clamp(1e-6)\n",
|
|
" return hist\n",
|
|
"\n",
|
|
"\n",
|
|
"def _cooccurrence_matrix_dir(values, bins, di, dj):\n",
|
|
" b, m, n = values.shape\n",
|
|
" codes = values[:, :m - di, :n - dj] + bins * values[:, di:, dj:]\n",
|
|
" codes += torch.arange(0, b * (bins ** 2), bins ** 2, device=values.device).view(b, 1, 1)\n",
|
|
" entries = torch.bincount(codes.view(-1), minlength=b * (bins ** 2)).view(b, bins, bins)\n",
|
|
" return entries\n",
|
|
"\n",
|
|
"\n",
|
|
"def rgb_cooccurrence_matrix(img, quantization=3, distance=10):\n",
|
|
" n = img.shape[0]\n",
|
|
" c = img.shape[1] # num channels, useful to compute both grayscales c=1 and rgb c=3, same as color histogram\n",
|
|
" img = (img * quantization).long().clamp(0, quantization - 1)\n",
|
|
" img = (img * (quantization ** torch.arange(c, device=img.device)).view(1, c, 1, 1)).sum(1)\n",
|
|
" bins = quantization ** c # the num of features is actually the square of this cause i do 2 mats\n",
|
|
" mat = _cooccurrence_matrix_dir(img, bins, distance, 0)\n",
|
|
" mat += _cooccurrence_matrix_dir(img, bins, 0, distance)\n",
|
|
" mat = (mat + mat.permute(0, 2, 1)).view(n, -1)\n",
|
|
" mat = mat / mat.sum(1, True)\n",
|
|
" return mat\n",
|
|
"\n",
|
|
"\n",
|
|
"def histogram_oriented_gradients(img, orientations=9, pixels_per_cell=(32, 32)):\n",
|
|
" # orientations: Number of orientation bins\n",
|
|
" # pixels_per_cell: Tuple of (cell_height, cell_width)\n",
|
|
" \n",
|
|
" n = img.shape[0]\n",
|
|
" features = []\n",
|
|
" \n",
|
|
" for i in range(n):\n",
|
|
" # Convert to grayscale numpy array [H, W] and move to CPU (scikin on cpu only)\n",
|
|
" gray = img[i].mean(0).cpu().numpy()\n",
|
|
" \n",
|
|
" hog_feat = hog(\n",
|
|
" gray,\n",
|
|
" orientations=orientations,\n",
|
|
" pixels_per_cell=pixels_per_cell,\n",
|
|
" cells_per_block=(2, 2),\n",
|
|
" feature_vector=True,\n",
|
|
" transform_sqrt=True # power law compression\n",
|
|
" )\n",
|
|
" \n",
|
|
" features.append(torch.tensor(hog_feat, dtype=img.dtype, device=img.device))\n",
|
|
" \n",
|
|
" return torch.stack(features)\n",
|
|
"\n",
|
|
"\n",
|
|
"# test on random tensors to se shapes\n",
|
|
"x = torch.rand(7, 3, 200, 200)\n",
|
|
"ch = color_histogram(x.clone())\n",
|
|
"print(f\"Color histogram shape: {ch.shape}\")\n",
|
|
"edh = edge_direction_histogram(x.clone())\n",
|
|
"print(f\"Edge direction histogram shape: {edh.shape}\")\n",
|
|
"h = rgb_cooccurrence_matrix(x.clone())\n",
|
|
"print(f\"RGB Co-occurrence shape: {h.shape}\")\n",
|
|
"hog_tensor = histogram_oriented_gradients(x.clone())\n",
|
|
"print(f\"HOG shape: {hog_tensor.shape}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 113,
|
|
"id": "b23ffdf5",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"DEVICE = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
|
|
"\n",
|
|
"def standardize(X):\n",
|
|
" \"\"\"\n",
|
|
" Standardize the input tensor X (zero mean, unit variance).\n",
|
|
" \"\"\"\n",
|
|
" mean = X.mean(dim=0, keepdim=True)\n",
|
|
" std = X.std(dim=0, keepdim=True).clamp(min=1e-6)\n",
|
|
" X_standardized = (X - mean) / std\n",
|
|
" return X_standardized, mean, std\n",
|
|
"\n",
|
|
"def extract_features(loader, features_to_use=[\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"]):\n",
|
|
" \"\"\"\n",
|
|
" Utility function to extract selected features from the given image loader.\n",
|
|
" Returns a tensor of features and corresponding labels.\n",
|
|
" \"\"\"\n",
|
|
" all_features = []\n",
|
|
" all_labels = []\n",
|
|
" \n",
|
|
" with torch.no_grad():\n",
|
|
" for images, labels in loader:\n",
|
|
" images = images.to(DEVICE)\n",
|
|
" \n",
|
|
" color = color_histogram(images) if \"color_histo\" in features_to_use else None\n",
|
|
" edge = edge_direction_histogram(images) if \"edge_dir_histo\" in features_to_use else None\n",
|
|
" cooccur = rgb_cooccurrence_matrix(images) if \"rgb_cooc_mat\" in features_to_use else None\n",
|
|
" hog_feat = histogram_oriented_gradients(images) if \"hog\" in features_to_use else None\n",
|
|
" \n",
|
|
" features = torch.cat([f for f in [color, edge, cooccur, hog_feat] if f is not None], dim=1)\n",
|
|
" all_features.append(features.cpu())\n",
|
|
" all_labels.append(labels)\n",
|
|
" \n",
|
|
" return torch.cat(all_features), torch.cat(all_labels)\n",
|
|
"\n",
|
|
"\n",
|
|
"def extract_and_standardize(train_img_loader, val_img_loader, test_img_loader, features_to_use=[\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"]):\n",
|
|
" \"\"\"\n",
|
|
" From the given image loader, extract features and standardize them.\n",
|
|
" Return a new loader with standardized selected features.\n",
|
|
" \"\"\"\n",
|
|
" \n",
|
|
" train_features, train_labels = extract_features(train_img_loader, features_to_use)\n",
|
|
" val_features, val_labels = extract_features(val_img_loader, features_to_use)\n",
|
|
" test_features, test_labels = extract_features(test_img_loader, features_to_use)\n",
|
|
"\n",
|
|
" # Standard scaling, good for SVM/Logistic Regression/MLP\n",
|
|
" train_features_norm, mean, std = standardize(train_features)\n",
|
|
" val_features_norm = (val_features - mean) / std\n",
|
|
" test_features_norm = (test_features - mean) / std\n",
|
|
"\n",
|
|
" train_loader_features = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(train_features_norm, train_labels), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=True\n",
|
|
" )\n",
|
|
" val_loader_features = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(val_features_norm, val_labels), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=False\n",
|
|
" )\n",
|
|
" test_loader_features = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(test_features_norm, test_labels), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=False\n",
|
|
" )\n",
|
|
"\n",
|
|
" return train_loader_features, val_loader_features, test_loader_features, train_features_norm.shape[1] # also return num features"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"id": "9c4107b1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def evaluate(model, loader, loss_fun):\n",
|
|
" model.eval()\n",
|
|
" total_loss = 0.0\n",
|
|
" correct = 0\n",
|
|
" total = 0\n",
|
|
" with torch.no_grad():\n",
|
|
" for imgs, labels in loader:\n",
|
|
" imgs = imgs.to(DEVICE)\n",
|
|
" labels = labels.to(DEVICE)\n",
|
|
" logits = model(imgs)\n",
|
|
" loss = loss_fun(logits, labels)\n",
|
|
" total_loss += loss.item() * imgs.size(0)\n",
|
|
" preds = logits.argmax(dim=1)\n",
|
|
" correct += (preds == labels).sum().item()\n",
|
|
" total += labels.size(0)\n",
|
|
" avg_loss = total_loss / total\n",
|
|
" avg_acc = correct / total\n",
|
|
" model.train()\n",
|
|
" return avg_acc, avg_loss\n",
|
|
"\n",
|
|
"def train(model, optimizer, loss_fun, train_loader, val_loader, epochs=20, verbose=0, plotting=False, patience=10):\n",
|
|
" if verbose > 2:\n",
|
|
" verbose = 2 # cap verbosity to 2\n",
|
|
" \n",
|
|
" steps = []\n",
|
|
" accuracies = []\n",
|
|
" losses = []\n",
|
|
" val_accs = []\n",
|
|
" val_losses = []\n",
|
|
"\n",
|
|
" step = 0\n",
|
|
" model.train()\n",
|
|
" best_val_loss = float('inf')\n",
|
|
" patience_counter = 0\n",
|
|
" early_stop = False\n",
|
|
"\n",
|
|
" for epoch in range(epochs):\n",
|
|
" # early stopping check\n",
|
|
" if early_stop:\n",
|
|
" break\n",
|
|
" # note that here, if the loader passes low-level features, imgs variable contains images expressed as low-level features!!!\n",
|
|
" for imgs, labels in train_loader:\n",
|
|
" imgs = imgs.to(DEVICE)\n",
|
|
" labels = labels.to(DEVICE)\n",
|
|
" optimizer.zero_grad()\n",
|
|
" logits = model(imgs)\n",
|
|
" loss = loss_fun(logits, labels)\n",
|
|
" loss.backward()\n",
|
|
" optimizer.step()\n",
|
|
" step += 1\n",
|
|
" predictions = logits.argmax(dim=1)\n",
|
|
" accuracy = (predictions == labels).float().mean()\n",
|
|
" steps.append(step)\n",
|
|
" accuracies.append(accuracy.item())\n",
|
|
" losses.append(loss.item())\n",
|
|
" val_acc, val_loss = evaluate(model, val_loader, loss_fun)\n",
|
|
" val_accs.append(val_acc)\n",
|
|
" val_losses.append(val_loss)\n",
|
|
"\n",
|
|
" if verbose > 0 and step % (10 ** (3 - verbose)) == 0:\n",
|
|
" print(f\"{step} [{epoch}] Loss: {loss.item():.4f} Acc: {accuracy.item() * 100:.1f}\")\n",
|
|
" print(f\"Epoch {epoch}: Val Loss={val_loss:.4f}, Val Acc={val_acc * 100:.1f}\")\n",
|
|
" \n",
|
|
" if val_loss < best_val_loss:\n",
|
|
" best_val_loss = val_loss\n",
|
|
" patience_counter = 0\n",
|
|
" else:\n",
|
|
" patience_counter += 1\n",
|
|
" if patience_counter >= patience:\n",
|
|
" print(f\"Early stopping at epoch {epoch}, step {step}\")\n",
|
|
" early_stop = True\n",
|
|
" break\n",
|
|
" \n",
|
|
" if plotting:\n",
|
|
" fig, ax1 = plt.subplots(figsize=(fig_width, fig_height))\n",
|
|
" ax1.set_xlabel(\"Iterations\")\n",
|
|
" ax1.set_ylabel(\"Accuracy\", color=blue)\n",
|
|
" ax1.plot(steps, accuracies, label=\"Accuracy\", color=blue, linewidth=2, alpha=0.7, linestyle='dashed')\n",
|
|
" ax1.plot(steps, val_accs, label=\"Val Accuracy\", color=blue, linewidth=2)\n",
|
|
" ax1.tick_params(axis='y', labelcolor=blue)\n",
|
|
" ax1.set_xlim(0, steps[-1])\n",
|
|
" ax1.set_ylim(0, 1.05) # accuracy between 0 and 1\n",
|
|
" ax1.grid(linestyle='dotted')\n",
|
|
"\n",
|
|
" ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n",
|
|
"\n",
|
|
" ax2.set_ylabel(\"Loss\", color=red)\n",
|
|
" ax2.plot(steps, losses, label=\"Loss\", color=red, linewidth=2, alpha=0.7, linestyle='dashed')\n",
|
|
" ax2.plot(steps, val_losses, label=\"Val Loss\", color=red, linewidth=2)\n",
|
|
" ax2.tick_params(axis='y', labelcolor=red)\n",
|
|
"\n",
|
|
" fig.tight_layout()\n",
|
|
" plt.title(\"Accuracy and Loss over Iterations\")\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
" return steps, accuracies, losses, val_accs, val_losses\n",
|
|
"\n",
|
|
"def test_conf_mat(model, test_loader, nclasses=20, verbose=True):\n",
|
|
" conf_mat = torch.zeros(nclasses, nclasses, dtype=torch.long)\n",
|
|
"\n",
|
|
" for imgs, labels in test_loader:\n",
|
|
" imgs = imgs.to(DEVICE)\n",
|
|
" labels = labels.to(DEVICE)\n",
|
|
" \n",
|
|
" with torch.no_grad():\n",
|
|
" logits = model(imgs)\n",
|
|
" predictions = torch.argmax(logits, dim=1)\n",
|
|
"\n",
|
|
" codes = labels * nclasses + predictions\n",
|
|
" hist = torch.bincount(codes.cpu(), minlength=nclasses ** 2)\n",
|
|
" conf_mat += hist.view(nclasses, nclasses)\n",
|
|
"\n",
|
|
" accuracy = conf_mat.diag().sum() / conf_mat.sum()\n",
|
|
" if verbose:\n",
|
|
" print(f\"Accuracy: {100 * accuracy:.1f}%\")\n",
|
|
"\n",
|
|
" # since the confusion matrix is evaluated for the accuracy, it can be safely returned\n",
|
|
" return conf_mat\n",
|
|
"\n",
|
|
"def plot_conf_mat(conf_mat, classes):\n",
|
|
" conf_mat_norm = conf_mat / conf_mat.sum(1)\n",
|
|
" plt.figure(dpi=100)\n",
|
|
" plt.imshow(conf_mat_norm, cmap=\"Blues\")\n",
|
|
" plt.xticks(range(len(classes)), classes, rotation=90)\n",
|
|
" plt.yticks(range(len(classes)), classes)\n",
|
|
" plt.colorbar()\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 159,
|
|
"id": "b8c0b8cb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"LR = 0.001\n",
|
|
"\n",
|
|
"class ModelWrapper():\n",
|
|
" \"\"\" \n",
|
|
" Wrapper class for logistic regression model using low-level features. \n",
|
|
" Useful to define directy a new instance when training with different features while retaining taining results.\n",
|
|
" \"\"\"\n",
|
|
" def __init__(\n",
|
|
" self,\n",
|
|
" features_used=None, \n",
|
|
" train_loader=None, \n",
|
|
" val_loader=None, \n",
|
|
" test_loader=None, \n",
|
|
" lr=LR, \n",
|
|
" classes=None\n",
|
|
" ):\n",
|
|
" \"\"\"\n",
|
|
" In this constructor, if features_used is None, the given loaders are assumed to already contain low-level features.\n",
|
|
" Otherwise, features are extracted from the image loaders.\n",
|
|
" If the loaders are provided directly as low-level features, remember to provide the 'classes' argument explicitly as it cannot be inferred.\n",
|
|
" \"\"\"\n",
|
|
" if train_loader is not None and val_loader is not None and test_loader is not None:\n",
|
|
" if features_used is not None:\n",
|
|
" self.features_used = features_used\n",
|
|
" self.train_loader_features, self.val_loader_features, self.test_loader_features, self.num_features = extract_and_standardize(\n",
|
|
" train_loader,\n",
|
|
" val_loader,\n",
|
|
" test_loader,\n",
|
|
" features_to_use=features_used\n",
|
|
" )\n",
|
|
" else:\n",
|
|
" self.train_loader_features = train_loader\n",
|
|
" self.val_loader_features = val_loader\n",
|
|
" self.test_loader_features = test_loader\n",
|
|
" self.num_features = train_loader.dataset.tensors[0].shape[1]\n",
|
|
"\n",
|
|
" self.lr = lr\n",
|
|
" if classes is not None:\n",
|
|
" self.classes = classes\n",
|
|
" elif features_used is not None:\n",
|
|
" self.classes = train_loader.dataset.classes\n",
|
|
" else:\n",
|
|
" raise ValueError(\"Cannot determine classes: please provide the 'classes' argument explicitly when features_used is None.\")\n",
|
|
" \n",
|
|
" self.model = None\n",
|
|
" self.optimizer = None\n",
|
|
" self.loss_fun = None\n",
|
|
" self.train_results = {\n",
|
|
" \"steps\": None,\n",
|
|
" \"accuracies\": None,\n",
|
|
" \"losses\": None,\n",
|
|
" \"val_accs\": None,\n",
|
|
" \"val_losses\": None\n",
|
|
" }\n",
|
|
"\n",
|
|
" def build_model(self, model, optimizer, loss_fun):\n",
|
|
" if self.model is not None:\n",
|
|
" print(\"Warning: overwriting existing model, optimizer, and loss function.\")\n",
|
|
" self.model = model\n",
|
|
" self.model.to(DEVICE)\n",
|
|
" self.optimizer = optimizer\n",
|
|
" self.loss_fun = loss_fun\n",
|
|
" \n",
|
|
" def train(self, epochs=20, verbose=0, plotting=True, patience=10):\n",
|
|
" steps, accuracies, losses, val_accs, val_losses = train(\n",
|
|
" self.model,\n",
|
|
" self.optimizer,\n",
|
|
" self.loss_fun,\n",
|
|
" self.train_loader_features,\n",
|
|
" self.val_loader_features,\n",
|
|
" epochs=epochs,\n",
|
|
" verbose=verbose,\n",
|
|
" plotting=plotting,\n",
|
|
" patience=patience\n",
|
|
" )\n",
|
|
"\n",
|
|
" self.train_results[\"steps\"] = steps\n",
|
|
" self.train_results[\"accuracies\"] = accuracies\n",
|
|
" self.train_results[\"losses\"] = losses\n",
|
|
" self.train_results[\"val_accs\"] = val_accs\n",
|
|
" self.train_results[\"val_losses\"] = val_losses\n",
|
|
" \n",
|
|
" def test(self):\n",
|
|
" conf_mat = test_conf_mat(self.model, self.test_loader_features, nclasses=len(self.classes), verbose=True)\n",
|
|
" plot_conf_mat(conf_mat, self.classes)\n",
|
|
"\n",
|
|
"\n",
|
|
"class LogisticRegressionModelWrapper(ModelWrapper):\n",
|
|
" def __init__(\n",
|
|
" self, \n",
|
|
" features_used=None, \n",
|
|
" train_loader=None, \n",
|
|
" val_loader=None, \n",
|
|
" test_loader=None, \n",
|
|
" lr=LR, \n",
|
|
" classes=None\n",
|
|
" ):\n",
|
|
"\n",
|
|
" super().__init__(\n",
|
|
" features_used=features_used, \n",
|
|
" train_loader=train_loader, \n",
|
|
" val_loader=val_loader, \n",
|
|
" test_loader=test_loader, \n",
|
|
" lr=lr, \n",
|
|
" classes=classes\n",
|
|
" )\n",
|
|
"\n",
|
|
" log_reg_model = torch.nn.Linear(self.num_features, len(self.classes))\n",
|
|
" log_reg_model.to(DEVICE)\n",
|
|
" log_reg_optimizer = torch.optim.Adam(log_reg_model.parameters(), lr=lr)\n",
|
|
" log_reg_loss_fun = torch.nn.CrossEntropyLoss()\n",
|
|
" self.build_model(log_reg_model, log_reg_optimizer, log_reg_loss_fun)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 160,
|
|
"id": "213266fe",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo']\n",
|
|
"100 [3] Loss: 2.2684 Acc: 40.0\n",
|
|
"Epoch 3: Val Loss=2.2921, Val Acc=27.0\n",
|
|
"200 [7] Loss: 1.6101 Acc: 50.0\n",
|
|
"Epoch 7: Val Loss=2.1178, Val Acc=29.0\n",
|
|
"300 [11] Loss: 1.3771 Acc: 65.0\n",
|
|
"Epoch 11: Val Loss=2.0474, Val Acc=29.0\n",
|
|
"Early stopping at epoch 14, step 371\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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"Training model with features: ['edge_dir_histo']\n",
|
|
"100 [3] Loss: 1.9794 Acc: 40.0\n",
|
|
"Epoch 3: Val Loss=1.9587, Val Acc=38.0\n",
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|
"200 [7] Loss: 1.6408 Acc: 55.0\n",
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"Epoch 7: Val Loss=1.6360, Val Acc=51.0\n",
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"300 [11] Loss: 1.3314 Acc: 75.0\n",
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"Epoch 11: Val Loss=1.4644, Val Acc=57.0\n",
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"400 [15] Loss: 1.4773 Acc: 55.0\n",
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"Epoch 15: Val Loss=1.3541, Val Acc=61.0\n",
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"500 [19] Loss: 1.2145 Acc: 80.0\n",
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"Epoch 19: Val Loss=1.2710, Val Acc=61.0\n",
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"600 [23] Loss: 1.1811 Acc: 65.0\n",
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"Epoch 23: Val Loss=1.2153, Val Acc=62.0\n",
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"700 [27] Loss: 1.1335 Acc: 80.0\n",
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"Epoch 27: Val Loss=1.1683, Val Acc=62.0\n",
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"800 [31] Loss: 1.3060 Acc: 65.0\n",
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"Epoch 31: Val Loss=1.1315, Val Acc=64.0\n",
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"Early stopping at epoch 35, step 893\n"
|
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]
|
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},
|
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{
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"data": {
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",
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"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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"Training model with features: ['rgb_cooc_mat']\n",
|
|
"100 [3] Loss: 1.9313 Acc: 40.0\n",
|
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"Epoch 3: Val Loss=2.1116, Val Acc=34.0\n",
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"200 [7] Loss: 1.1786 Acc: 65.0\n",
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"Epoch 7: Val Loss=1.9724, Val Acc=42.0\n",
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"300 [11] Loss: 1.4066 Acc: 65.0\n",
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"Epoch 11: Val Loss=1.9212, Val Acc=45.0\n",
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"Early stopping at epoch 15, step 397\n"
|
|
]
|
|
},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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|
"Training model with features: ['hog']\n",
|
|
"100 [3] Loss: 0.1267 Acc: 95.0\n",
|
|
"Epoch 3: Val Loss=0.0626, Val Acc=100.0\n",
|
|
"200 [7] Loss: 0.0188 Acc: 100.0\n",
|
|
"Epoch 7: Val Loss=0.0333, Val Acc=100.0\n",
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"300 [11] Loss: 0.0160 Acc: 100.0\n",
|
|
"Epoch 11: Val Loss=0.0243, Val Acc=100.0\n",
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|
"400 [15] Loss: 0.0074 Acc: 100.0\n",
|
|
"Epoch 15: Val Loss=0.0195, Val Acc=100.0\n",
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"500 [19] Loss: 0.0043 Acc: 100.0\n",
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"Epoch 19: Val Loss=0.0163, Val Acc=100.0\n",
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"600 [23] Loss: 0.0039 Acc: 100.0\n",
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"Epoch 23: Val Loss=0.0144, Val Acc=100.0\n",
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"700 [27] Loss: 0.0036 Acc: 100.0\n",
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"Epoch 27: Val Loss=0.0128, Val Acc=100.0\n",
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"800 [31] Loss: 0.0051 Acc: 100.0\n",
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"Epoch 31: Val Loss=0.0115, Val Acc=100.0\n",
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"900 [35] Loss: 0.0025 Acc: 100.0\n",
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"Epoch 35: Val Loss=0.0108, Val Acc=100.0\n",
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"1000 [39] Loss: 0.0021 Acc: 100.0\n",
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"Epoch 39: Val Loss=0.0101, Val Acc=100.0\n",
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"1100 [43] Loss: 0.0021 Acc: 100.0\n",
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"Epoch 43: Val Loss=0.0093, Val Acc=100.0\n",
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"1200 [47] Loss: 0.0013 Acc: 100.0\n",
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"Epoch 47: Val Loss=0.0088, Val Acc=100.0\n",
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"Early stopping at epoch 48, step 1220\n"
|
|
]
|
|
},
|
|
{
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"data": {
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"image/png": 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Y1rX1ih+Q5Ljvvdi2z/NkYla69T4MhjV09g4kfO/FTpfPmQUJDJAi69oTCKF3QB11XQ1dR0aaCwsKs23t7ei5jsHYbRP7PozZToU5GSjMToNhGFAUhT4j6DPihnxGDHqz8e3/BUeYFoXQsvl56Bi2W6qzdwBLi3ITPANIT09Henq6edvvt3ajMcbgGnoTpCuRN0mUHDOt6QxNl/2I3d2bl+lGkcfa/72i1IOW7oC5j9U7oCKk6rg5LxN//UcV5nx7T3bizaYPzdvr7ijB39f9DvOHXuumvAysu6Nk9CBuIF3X0draisWLbzP/YEh8VlaLKSsOlBc/K6uFlBUHem/xi2b16IqPxc2qqysX305Bu1Jhyu4a+/HhNvMQ+dLCLKxeNBsvH+sAEDmU/mhrD9bfuSC5F48ZJV+5ID/hbP2Dmq0IUmQJ8/LsA+My01zmwMusdBfShwb0RgdTR82NGVCXnT4t6k8Eg2MPqiQRlJUYyosfZSWG8uJHWUWk9Bu56ZIPu4914GhrDzp6B3Dx2gC2PbocAPDL05cBWEeW/Wh9Jba+dhpHz38Ef1DDS+urUFo49mH3w0mSBKZbI+SjR30BgMEYzl72Y1DTcUthNt7v8pmPlc3ORmlBFpSY+aMGtcjrpbtkuBUJCALhYYXQilIP/rk+Ml0+Z9bwl5hyFEXBihUrUt2MaYGyEkN58aOsxFBe/CgrS0oLoWVFedj26HKz+In1yy+vsd3Oy3TjpfVV414mY8zWIxRb2PiCKq4GIkeaxRZB0eXHK4JuKczCqY4+AECaS8aVocOG+wc1XPWHzJ6gQdVaZrp7ynbEmXRdR0tLC267jXaNjYWyEkN58aOsxFBe/Cgry9T/Rp4MsT1CilXc9A/GP9/KvLwM5GdZ5x1ZFHN+jbk5GQiGI8+7MuzcKdcHrQHe0V4jAObus1jOuNAJIYQQMrVMj8EqE8gcVT/ksjcERZaQ5pKRn+0eMX+GS0bFPPug7Kv+QSwvzsMthdnwZI18TuyyomLHDKW7pn71rSgKli1blupmTAuUlRjKix9lJYby4kdZWRzXIzR811hffxi6wRAM69DjnJU29gy0QOTMsv6gijNdPly8NoC8YYVQ7O6zWTGDomPPlnuF42ynqabrOk6dOgVdH/usxE5HWYmhvPhRVmIoL36UlcVxPUJpK1ZAzrIGWRsx+6Su+K0zUd+cm450l4LiYaeKX17sQftHkVO++4IqcjPc+OTH56HhYh/+/PdvgSJL+D/1H2B5cR7m5FiH73+82IM7bilAz/VB/PndSR7tdoNlZmaOPRMBQFmJorz4UVZiKC9+lFWE4wqhnMfWwTVnjnk7thMoeq0WWQKWzs8DEDlaLfY6Sv/87gfmdPSaPZ9ZUYzPrCg27//vnx7Z3SjLEr74B+UTsg43gqIoWLJkSaqbMS1QVmIoL36UlRjKi99EZuV/cz+8e16B7vVBDwQw7/lvIXvVqrjz6n4/ur/5LADACPhR+NRTCee9URy3a0zT7Geo1mJ2k0UvChh7UcXhF4CMHejMcxHB0dxxSz4y3Aoy3Ao+efu8cb3WRNM0DSdOnBiRFxmJshJDefGjrMRQXvwmKqtwZycubdqE0p/9DAtfexWFTz2Fjs8/mXD+S5s2IXvVKhT/4EUUvfgiujb9JXR/4uuG3giOK4RiBzADkbNHa7qB310JmAOa3THjfJ7797O2+SdyoPOaxXPwo/WV+NH6StyzaPaEve5EkCQJ+fn5I/IiI1FWYigvfpSVGMqL30RllVZSgpuff968nfvwQwAQt7gJd3aiv/5d5D/+GABAyc1F9t1349rOneNqw3g5btfY8PMlSBJw/qN+XPJaZ9iM7RGSh507KHbcz+xZ6ZipFEXBokWLUt2MaYGyEkN58aOsxFBe/HizCgQCtktUDb98FQCzsNH9flzbuROFTz0JJXfkJbBCZ5vhLrFfSiqtpBih5uZkVmHCOK5HqPe//60tdIMxWxEEIHJ26CGhsH1E/e+XFaJsTjay0134wjQa8yNK0zTU19dTFzMHykoM5cWPshJDefHjzaqiogJ5eXnmz7Zt2+LO119fjwufrUGouRk5Dz8cdx61qxNKTo7tPsXjge71xZ3/RnFcjxAbGABTrXE/8Yb5uJXE9aEiS/jrR26DbjBbz9FMI8syioqKzCstk8QoKzGUFz/KSgzlxY83q+bmZhQVFZm3h/cGRWWvWoVFdQcAAL+98y6U/u+fIXPpUts87uIS6IGA7T7d64XiyUtmFSaM4wqhyLXGrOpHN0ZWQq44l9IY/hqxZ6SeiWRZxoIF0+Mw/1SjrMRQXvwoKzGUFz/erHJycpAbZzfXaNKKizHw7rsjCqGMpRVQOztt94U7u5BRUSH0+hPNcWWzwRjArOKnICttxDyj9Qg5haZpOHLkCHUxc6CsxFBe/CgrMZQXv4nKyv/mfpxf+4B5O9zZiXBXF3IefBAAcG3XLvTXR644nlZSguxVd6PvlT0AImOK+t99F57HHx9XG8bLeT1CgO3q84U5I7v53DO8t4eHLMsoLy+nLmYOlJUYyosfZSWG8uI3UVnlPvQg+uvr0fH5z8NdXAK1qxOl//tnSBsaFO2vfQMAzHMFFb34Irq/+Sz66+thBPwofvHvzXlTxXmFkCTZLrHRcW1gxDzZ6Y6LZYTo/mMyNspKDOXFj7ISQ3nxm8is5n37+YSPLXztVdttJTcXxT94cUKWO1EcVzYbjNl6hD641m9OZ7hlrL+rFJ7MxBdSdQpN03Do0CHqYuZAWYmhvPhRVmIoL36UlcVxhZAE2HuEeq0eoY8XebB0fh6djAuR/xaWLVtGXcwcKCsxlBc/ykoM5cWPsrI4bh/Q8F1jp7us8xeku2V09dl3lRXlO/OidLIsY+7cualuxrRAWYmhvPhRVmIoL36UlcVxpaDBDNvh8/2DVregS5aQlWY/83SeQ3eTqaqK/fv3Q1XVsWd2OMpKDOXFj7ISQ3nxo6wsjiuEtOYWpC28xbztG7qoqkuWIEkSTnV4bfMXZo88vN4JFEXBypUrR1yShIxEWYmhvPhRVmIoL36UlcVxu8aY3w9XQQEAQNMNhKMXWk1w7qD/fM/CG9a2qUSWZRQM5URGR1mJobz4UVZiKC9+lJXFcT1CgHUeoYGwDs1gAEaeOygzTcHXHrj1hrdtqlBVFa+//jp1m3KgrMRQXvwoKzGUFz/KyuK4HiEAwFAhdO162LwrtkcoL8uNFz57+4y+lthYXC4X1qxZA5fLmW8REZSVGMqLH2UlhvLiR1lZHPlNr/b2AgAu9saeQyhmPymDo4sgIHJ0XW5uLp1KgANlJYby4kdZiaG8+FFWFkd+2w8MXfck9qzSmTGFkMHYDW/TVKOqKn7xi19QtykHykoM5cWPshJDefGjrCyOLISYFtk19tH1QfO+dLcjo0jI5XLhgQceoG5TDpSVGMqLH2UlhvLiR1lZnPntr0fOHTSoWecTUmK6B6k/KIL+QPhRVmIoL36UlRjKix9lFeHIQsgYurZK7O6w8rmzzGnaMxa5Dk1tbS1dh4YDZSWG8uJHWYmhvPhRVhZHFkIY2vC//TBg3hV7+DzVQZH/FB555BH6j4EDZSWG8uJHWYmhvPhRVhZHFkLR8widvWxdZ2xV+WzkZbmRk+HCvYtnp6ppUwr9p8CPshJDefGjrMRQXvwoqwhHFkJQIxs/PWbXWNmcbPzPx34PL/7pCqy7oyRVLZsyNE3DgQMH6A+FA2UlhvLiR1mJobz4UVYWRxZCbGiw9EDMBVc7e4Opas6U5Ha78Sd/8idwu5150VkRlJUYyosfZSWG8uJHWVkcWghFjhaLPV/Q1UAoVc2Zkhhj8Pv9YDRyfEyUlRjKix9lJYby4kdZWRxZCEHXwBiDEbP9AyEVrVcCOPehHyFVT13bpghN0/D2229TtykHykoM5cWPshJDefGjrCwSc0g52NXVhZKSEhxftBhLfrIT7nvWYPX2Q+gZut7Y6kWFSHdFxgxlp7vwD3+2IpXNJYQQQlIm+p3Z2dmJ4uLiVDdnUjmyR0iSZYR1w9YjJMecUJF6hADDMNDb2wvDMMae2eEoKzGUFz/KSgzlxY+ysjiyEGKajkHVsI0RkunCcza6ruPEiRPQdSoKx0JZiaG8+FFWYigvfpSVxZlnUjJ0DGo6vAPWxebkmDrIcMTOwtG53W48+OCDqW7GtEBZiaG8+FFWYigvfpSVxZE9QqGWc7jqt44SkwCsKM03byuOTMXOMAxcvXqVuk05UFZiKC9+lJUYyosfZWVx5Fd+6Nw5XA2EzdsMQFa61TnmpkoIhmGgqamJ/kg4UFZiKC9+lJUYyosfZWVx6K4xAx/6rBMobv/scttuMiqEItehuf/++1PdjGmBshJDefGjrMRQXvwoK4sjv/GZrqGrzyqEFhRmQ9Wtqtgl08BpwzBw6dIl+m+BA2UlhvLiR1mJobz4UVYWRxZC0HRcj7m8hifLDVW3Rki7Xc6MJZZhGGhra6M/Eg6UlRjKix9lJYby4kdZWRy5a4wZOrxBa1dYMKxDi3kzuKlHCC6XC/fee2+qmzEtUFZiKC9+lJUYyosfZWVxZNcH0w1cuz5o3m6+7MeTq8uw8b5yPLl6IZ5aU5bC1k0NhmHg4sWL9N8CB8pKDOXFj7ISQ3nxo6wsjiyEoOsIqdbGz0xTUJCdhjsXFmDVotkoKchKYeOmBtp/zI+yEkN58aOsxFBe/CgrS8p3jfmCKra+dhoA4A9q+MJ95Vi9eHbceTuuDeCvf34GAOANhvHEnQvwxF2lwstkhoFgzGU00mlM0AgulwurVq1KdTOmBcpKDOXFj7ISQ3nxm8is+uvrcW3XLgBAuLMLc7/2NeQ+FP9kjV1f2YTA/v22+z52/BiU3NwJaUsyUl4IfWl3Ix5ZPg9P3FUKX1DFmu2H8PaW+5GX6R4x7zMvN9iKn1u+8TpWL5qN0kLBHhxDN68npsgSFJkKoeF0XceFCxewcOFCKIqS6uZMaZSVGMqLH2UlhvLiN1FZ6X4/Oj7/JMrrDiCtpAT99fXo+PyTyBi6Hc8tr+5D5tKlSS9zoqW0Aui4NoCj53vMwiYv043Vi2fjpV+fTzj/6kVWb9Gyolz4Q2rceUejzJqFYNgqhGhs9EiMMfT19YExut7IWCgrMZQXP8pKDOXFb6KyUnJzUfjUk1Dy8gAA2UO9TKGzzaM+ZypJaSHUdNmH0mHjcUoKsnD2kj/u/H90+3w883IDOq4NoOPaAABgWVFe3HkHBwfh9/vNn0AgYD6WeccdVo+QJEECMy88p2mabTq6/zTRtKqqtunomyo6zRgbMQ3ANm0Yhm1a07RRp3Vdt01H25toOpl1kmUZK1euNNs9E9ZpsraTLMtYsWIFXC7XjFmnydxOLpcLK1asgDzUEzsT1mmythNjDCtXroQsyzNmnSZzO0mShMrKSrhcrhmzTpO1nRRFwR133GGuz/B1irYrEAjYvksHB60DjaLmfv3rZnGj+yPf3xlLK0bMF/Xhc8/hwqOfRddXNiF49mzC+W6U1PYI9Q4gN9O+dy4/Kw3eYDju/F+8rxylBVn4zpst+OQP38Z3Hr094Wtv27YNeXl55k9FhbVRmKphYKhHyKVIuHjxA7S2tgIATp06hQsXLgAAjh8/js7OTgBAfX09uru7AQBHjhxBT08PAODQoUPwer0AgAMHDpgFV21tLUKhEDRNQ21tLTRNQygUQm1tLYDIm+vAgQMAAK/Xi0OHDgEAenp6cOTIEQBAd3c36uvrAQCdnZ04fvw4AODChQs4deoUAKC1tRWnT0fGWLW0tKClpQUAcPr06XGtU29vL86dOzej1mmyttOlS5fw1ltvQdf1GbNOk7mddF3HW2+9hUuXLs2YdZrM7XTu3Dn09vbOqHWarO30/vvv491334Wu6zNmnSZrO/X396O5uTnhOh0+fBgAUFFRYfsu3bZtG0Zz9XvfR+FTTybcLVb8gxdR+rOfofSf/jeUvDx88Nkas3hKGZZCr5++zNZsP2S77+9qm9n6n7w3Yl7vQNg278WefrZm+yH29u8+ivvaoVCI+Xw+86e5uZkBYMcXLWad3/0+W7Dll2zBll+yFc/vZ79q+ZBpmsYYY0xVVdu0ruujTofDYdu0YRi2acMwRkwzxmzTuq7bplVVHXVa0zTbdLS9iaaTWadwOMwaGxtZMBicMes0WdspHA6zkydPMk3TZsw6TeZ20jSNnTx50lzuTFinydpOwWCQNTY2mn+TM2GdJnM7DQ4OsoaGBnPembBOk7WdVFVlDQ0N5mf88HW6cOECA8Cam5tt36WhUIgl0vt/X2Gd//UrCR+Pp7V6Lev9v68IPWeipXSw9LL5eejoHbDd19k7gKVFI/cfvnO+B8ti7i8tzMITd5Xi5eMX4x5llp6ejvT0dPO2P6biDIWsHieXIsPtUszBYi6XFQnPtNvtTmpakiRzWpZlczcBz3TswDae6WTXacWKFYg1E9ZJdJpnndxuN6qqqsznzoR1muztFJvXTFmnydhOGRkZI/4Op/s6TeZ2SktLQ2VlJYabzus0mdtpeFax6xR9nZycHORyjOm5tmsXwh2dKP7BiwAiu8h4xwJFxxelSkp3jZUWZmH1otl4+VgHgMih9Edbe7D+zgUAgB8fbsPR1kgX37L5eTja2gNfzBmhj7b24JO3zxdebvjkCXParciQaLD0CLquo6mpydwfTRKjrMRQXvwoKzGUF7+JzKr72ecAAPO+/Xzktf1+dH/zWQCRAql/aLdg8OxZ/PbOu8znRccHJTrU/kZJ+eHzP1pfia2vncbR8x/BH9Tw0voq83D4X56+DABYvThyiPxL66uwftd78GRGxhF98vb5eGT5POFl6l6fOf0nvzcfd5cVTszKEEIIIQ7S98oeePfsARAZHxSV82CkuPHXvgEgcjRZ5tKlyL77bnR9ZROUvDzoPh9Kf/bTG9/oYSTGnHGcYVdXF0pKSnB80WKkzyvGH6/6GgDgGw8vwRfuK09x6wghhJCpI/qd2dnZieLi4lQ3Z1I580yChg4M1X+ZbjrpVjzRoy6oi3lslJUYyosfZSWG8uJHWVkcWQgxg0FCpBDKcDsyAi6ZmZmpbsK0QVmJobz4UVZiKC9+lFWEI6sAxhjkoR6hxot96PYFU9yiqUdRFCxZsoROU8+BshJDefGjrMRQXvwoK4sjCyHEFELN3X5cux7/BI5OpmkaTpw4YZ5dlCRGWYmhvPhRVmIoL36UlcWRhVCkRyhy2nFZkiDT8fMjSJKE/Px8SJTNmCgrMZQXP8pKDOXFj7KypPzw+VSILYQUSYJCV10dQVEULFq0KNXNmBYoKzGUFz/KSgzlxY+ysjiyRwjMGiwt09Xn49I0DfX19dRtyoGyEkN58aOsxFBe/CgriyMLoYGcfGhypDNMloAMOoR+BFmWUVRUZJ4KniRGWYmhvPhRVmIoL36UlcWRu8b6s/MQViLXVFFkCcX5dAjhcLIsY8GCBaluxrRAWYmhvPhRVmIoL36UlcWRpSCLOYFUkSeTBovFoWkajhw5Qt2mHCgrMZQXP8pKDOXFj7KyOLIQQkwh5FKcGcFYZFlGeXk5dZtyoKzEUF78KCsxlBc/ysriyF1jkq5BYgaYJMNNhVBc0f3HZGyUlRjKix9lJYby4kdZWRxZBcz+qAtzBrwAgE+vmJ/axkxRmqbh0KFD1G3KgbISQ3nxo6zEUF78KCuLIwshCYA8dPj875Xkp7YxU5Qsy1i2bBl1m3KgrMRQXvwoKzGUFz/KyuLIXWMYOqGiLIFOppiALMuYO3duqpsxLVBWYigvfpSVGMqLH2VlcWQpyAwGiTEqgkahqir2798PVVVT3ZQpj7ISQ3nxo6zEUF78KCuLIwshCQwKM2Aw4ENfKNXNmZIURcHKlSvpysQcKCsxlBc/ykoM5cWPsrI4shCKXn1eloDdxy6mujVTkizLKCgooP3HHCgrMZQXP8pKDOXFj7KyODIBCdExQhKdTDEBVVXx+uuvU7cpB8pKDOXFj7ISQ3nxo6wsziyEGIMMFjl6jOqguFwuF9asWQOXy5nj6UVQVmIoL36UlRjKix9lZXFkAhIAmRmQJAky9QjFJUkScnNzU92MaYGyEkN58aOsxFBe/Cgri3N7hIbGCFEZFJ+qqvjFL35B3aYcKCsxlBc/ykoM5cWPsrI4shDSZAUXc26CLEmQad9YXC6XCw888AB1m3KgrMRQXvwoKzGUFz/KyuLIQkgCQ9CdAUkC7RobBf2B8KOsxFBe/CgrMZQXP8oqwpGFkGIYACJFEHUIxadpGmpra+k6NBwoKzGUFz/KSgzlxY+ysjiyEHIzHWCMeoRG4XK58Mgjj9B/DBwoKzGUFz/KSgzlxY+ysjiyEAKAwqBv6DxCqW7J1EX/KfCjrMRQXvwoKzGUFz/KKsKxhdAibxcUWcKDS29OdVOmJE3TcODAAfpD4UBZiaG8+FFWYigvfpSVRWKMsVQ34kbo6upCSUkJji9ajFmKgv9xx+dwYdnd2POFu1HkyUx18wghhJApI/qd2dnZieLi4lQ3Z1I5tkfIZehwKxJ03RF1oDDGGPx+PxxSJ48LZSWG8uJHWYmhvPhRVhZHF0IuWYY2dAQZsdM0DW+//TZ1m3KgrMRQXvwoKzGUFz/KyuLYXWM/+PhncfHuB7DxvnJ8ekVRqptHCCGETBkiu8b66+txbdcuAEC4swtzv/Y15D70YNx5db8f3d98FgBgBPwofOopZK9aNbGNF+TY4+ZcTIdLlnCqo48KoTgMw4DX64XH44EsO7bjkAtlJYby4kdZiaG8+E1UVrrfj47PP4nyugNIKylBf309Oj7/JDKGbg93adMm5Dz4EPIffwy634/z1Wux6GAdlBRe98yx7xSXoUOWJRiO6A8Tp+s6Tpw4AV3XU92UKY+yEkN58aOsxFBe/CYqKyU3F4VPPQklLw8AzN6d0NnmEfOGOzvRX/8u8h9/zHxu9t1349rOneNqw3g5t0fI0CFLEgxn7BkU5na78eCD8bs2iR1lJYby4kdZiaG8+PFmFQgE4Pf7zdvp6elIT0+3zTP36183p/WheTOWVox4rdDZZriH9RKllRQj1DyyaLqRHNwjZECSQD1CCRiGgatXr8KgweRjoqzEUF78KCsxlBc/3qwqKiqQl5dn/mzbtm3U+a9+7/sofOrJuLvF1K5OKDk5tvsUjwe61ye+AhPIsYWQBDZ0eQ2qhOIxDANNTU30gcKBshJDefGjrMRQXvx4s2pubobP5zN/tm7dmnDevlf2QPf5bD1EsdzFJdADAdt9utcLxZMnvgITKOldY4GQipwM90S25Yb6zZzFyJGAstmzUt2UKcnlcuH+++9PdTOmBcpKDOXFj7ISQ3nx480qJycHuRwDma/t2oVwRyeKf/AigMgusuEDoDOWVkDt7LTdF+7sQkbFyN1oN1LSPULP7G6cyHbccC4WGSM0Nzd97JkdyDAMXLp0if6z4kBZiaG8+FFWYigvfhOZVfezzwEA5n37eQD2Q+Sv7dqF/vp6AEBaSQmyV92Nvlf2mPP1v/suPI8/Pu42jEfShdDpLh/++B+PYvub59DZOzCRbbohFGZAliS6+nwChmGgra2NPlA4UFZiKC9+lJUYyovfRGXV98oeePfswdXvfR8tS25Dy5Lb8Ls77zIf99e+YRsMXfTii+ivr0fXVzbh0qZNKH7x7+OOJ7qRkj6h4r8d78Cf3VmKd8734OVjHejsG8ATd5bij26fNyV3mQ0/oeJ/u/spZK66B396Vyk+efv8VDePEEIImTLoWmMc/uzOUgDAPYtm40frK/Hv/2U1GIA1L/wKX3q5EfXneyaqjZPitt4P4HbJyM9KS3VTpiTDMHDx4kX6z4oDZSWG8uJHWYmhvPhRVpakC6HYQqf+fA++9HIj/vrnZ+ALqgADjrT24I//8Sj+7/GOCWnoRCu63oOtjyzBPYtmp7opUxLta+dHWYmhvPhRVmIoL36UlSXpXWN//I9HsbwoD6+f6YYvqGL1otl44s5SPLx8nm2+77xxDtcHVfztp5dPSIOTNXzX2NF5y/Dgvn9CaWF2SttFCCGETDW0a4zDmUs+nO7yYctDS/D+cw/gX568a0QRBAD5WW788nT3uBo5nC+o4uVjHdj62pmkX8NtaHArjj2N0ph0Xcf58+fpVPUcKCsxlBc/ykoM5cWPsrIkXQk8smwe/uPLq/Fnd5Yid5TB0cuK8rDloSUJH/cFVTyzuwHP7G7A53Ydw9HW0ccW1Z7pxpd2N6K0IAvbHk2+l8k9dK0xEh9jDH19fUiyw9BRKCsxlBc/ykoM5cWPsrIkvWus6ZIP/+twG77x0BKUFGSZ979zvgcSgFWcY28+t+sYHlk+D0/cVQpfUMWa7Yfw9pb7kZc5srhquuTDM7sbcWTzJ4TbO3zX2OnCMnzijVcxNzdD+LUIIYSQmYx2jXHY+toZNF3yjTiH0PLiPHznzXNcr9FxbQBHz/fgibsiR6DlZbqxevFsvPTr83Hn/8Zrp/GNhxP3LolwMx0SnUMoIV3Xce7cOeo25UBZiaG8+FFWYigvfpSVJelCqLQgC4f/6hMjen5yM9zo4DzBYtNlH0pjepMAoKQgC2cv+UfM6wuqaLrkx/tdXnxu1zHc+8KvRh0jNDg4CL/fb/4Ehl3fxGXoYCwyWl7XdfPNoGmabTo6oj7RtKqqtuloB1t0mjE2YhqAbdowDNu0pmmjTuu6bpuOtjfRdLLrFAwGZ9w6TdZ26u/vn3HrNJnbqb+/f8at02Rtp2AwOOPWaTK308DAwIxbp8naTgMDAwnXKdouJ0i6EPKH1Lj3v3O+B544u7Xi6egdQG6m/XJn+Vlp8AbDI+aN9jw98weL8K9P3YUjmz+Bzt6BhMXQtm3bbFfMrRh2LRM3DFy6EOl5On36NFpbWwEAp06dwoULFwAAx48fR+fQdVHq6+vR3R0Z9H3kyBH09ETGMh06dAherxcAcODAAbPgqq2tRSgUgqZpqK2thaZpCIVCqK2tBQAEAgEcOHAAAOD1enHo0CEAQE9PD44cOQIA6O7uRv3Qqck7Oztx/PhxAMCFCxdw6tQpAEBraytOnz4NAGhpaUFLS8uErFMgEMCKFSvw1ltvzZh1mqztdPXqVfT390NRlBmzTpO5nRRFQX9/P65evTpj1mmyttNbb72FFStWIBAIzJh1msztdPbsWWRlZUFRlBmzTpO1nVRVxfLly7F///6463T48GE4BkvSj399nn1u13vsnfMfMX8wzPzBMHvjzGX28ef3s++80cL1Gq+fvszWbD9ku+/vapvZ+p+8N2Let3/3EVv+3Jsjnj/8vqhQKMR8Pp/509zczACw44sWs+Zbl7C6uz7BNE1jjDGmaZo5raqqbVrX9VGnw+GwbdowDNu0YRgjphljtmld123TqqqOOq1pmm063nqMd53C4TA7c+YMCwaDM2adJms7hcNh9v777zNN02bMOk3mdtI0jb3//vvmcmfCOk3WdgoGg+zMmTPm3+RMWKfJ3E6Dg4Ps9OnT5rwzYZ0mazupqspOnz5tfsYPX6cLFy4wAKyzs5PNdElffX7jfeX44NoA1u86huhIG4bI0WSjHSUWa9n8vBG70Tp7B7C0aOSVbksLsuAPjeyq8yQ4M3R6ejrS060Lqvr99t1tvmwPFEUBAPM3ELkir8i02+1OalqSJHNalmXIssw9Hdtenulk1ina/ep2u82xVNN9nZKZpnWa+HXSdd32mjNhnUabnqh1irZhJq3TZGyn6OfVTFonkfXgXSdd1822D/+MlyTJ9joz3bjWdNujy/HF+8px9rIPQORQ+ZJhY35GU1qYhdWLZuPlYx3mUWNHW3vwyy+vAQD8+HAbls3Pw+rFs0fMCwAvH+vAF+4rT6rtHXMXJvU8p1AUBcuWLUt1M6YFykoM5cWPshJDefGjrCzjPqNgaWEWHl4+Dw8vn2cWQTuPtHE//0frK3H0/Ed4ZncDvrS7ES+tr0JpYeR1fnn6MpqGiqzh8z6zuwGrF882iyJRkq5B0+nU4onouo5Tp07REQUcKCsxlBc/ykoM5cWPsrIk3SMUCKn4t+MduHht5BFir5/pxoZ7+Xpq8jLdeGl9VdzHoj1DPPOKCg+GMagZcNHZpRPKzMxMdROmDcpKDOXFj7ISQ3nxo6wiki6EntndiI7eAZQWZJm/gciRYNPhQqYuQwedRigxRVGwZMnEnLNppqOsxFBe/CgrMZQXv+maVf977yF0thmexx+DMmsW+t97D32vvILM5bej8PN/kdRrJt0d4h1QcfivPoF/efIu3LNoNv7lybsiP5+/a8S5gaaij3/4W0gOOk+CKE3TcOLECUedSyJZlJUYyosfZSWG8uI3XbO6+t3vQc7NgTJrFvRAAB1/8XmoHZ3oP3oU3d/6VlKvmXSPkCfLGoGem+FGV98AivOzUFqYhXfOj369sKkgTQ9DAl1jJRFJkpCfn09n3+ZAWYmhvPhRVmIoL37TNSslLw/569YBAK5+7/vIqKjAwlf3AQA6Pv9kUq+ZdI9QboYbf/PzMzh72Yf1d5Ximd2N6OobwBtnutF0yTf2C6SYzBhgUCGUiKIoWLRoke3QTRIfZSWG8uJHWYmhvPhN16x0nw+hc+fQt3cvvHv3Yt7f/nfrwSSLuqQLoS0PLcHR8z3wDagoKcjC0vl5WPPCr/Cllxvxp3cmdyTXjSSBQWZ01Fgimqahvr5+2nWbpgJlJYby4kdZiaG8+E3XrAqffhoXPvMoPnzuW/CsW4eM225DuKsLV7//fei+5Dphkt41VloYudZY1LZHl2P90LmApsNgaYmx8Z87YAaTZRlFRUXmib9IYpSVGMqLH2UlhvLiN12zyn3oQWTfcwy6z4e04uKheyVkLFuO3IcfTuo1k0rAH1JRtvV1vNnUbbt/WVHetCiCgKFdY9QjlJAsy1iwYMG0+yNJBcpKDOXFj7ISQ3nxm65Z9b/3Hrx79kLxeMzbV7//PahdXcgYdk1RXkklkJvhRklBVsKip5Pz6vOpJIFBMqgQSkTTNBw5cmTadZumAmUlhvLiR1mJobz4TdesEh419s47SR81lnQp+B9fXo2Xfh3/DNLfefNcsi97w8iMgTEaLJ2ILMsoLy+fdv8tpAJlJYby4kdZiaG8+E3XrBIdNVb6s59C7ehM6jWTHiP0xz88iou9A/i34x0jHvMH1WRfdtJFSx+XDIAKoYSi+4/J2CgrMZQXP8pKDOXFb7pmFT1qLHjmDLx795qHzgNI+qixpAuhnAw3vvHQEuRmum33MwbsELjW2I2mS5HqV2IMoF1jCUW7Te+9915HXYU4GZSVGMqLH2UlhvLiN12zih41BkmyHTXmfeWVG3/U2DceXoLlxXnIzXCPeGxB4dQ9s7QquwDoUDOyIGdnp7o5U5Ysy1i2bNm06zZNBcpKDOXFj7ISQ3nxm65ZxT9qDOM6aizpQmi0o8MCoam7ayysuAFdB1NckOmCcwnJsoy5c+emuhnTAmUlhvLiR1mJobz4TeeslJwcKDk55u204mJbUSQq6UJo+ygDot84042Hls1L9qUnlSpFzqJpqFO3WJsKVFXFoUOHcP/998PtHtnrRyyUlRjKix9lJYby4jedswp3XcLV738PA/XvAgCy71mFuV/7GtxJjnlKuhA62tqDzr4BlOTbd4P5QyryMqduqNpQN6BEhdCoFEXBypUrp93p11OBshJDefGjrMRQXvyma1ah5mZc+GwNMioqkPPQQ5H7mppwfu0DWPjaq8hYskT4NZMuhLY9uhzvnO/BxvvKbfd39g5M6YuuRgdLu3UVLByGlJaW4hZNTbIso6CgINXNmBYoKzGUFz/KSgzlxW+6ZnX1+/8TpT/7KbLvvtt2f399Pa5+93so/eku4ddMepTUsqK8EUUQAORlufHjw1P3qLF0PXLyqDRtEOrlyyluzdSlqipef/11qNRzNibKSgzlxY+yEkN58Zu2WTE2oggCgOxVq5I+Jc6EDxd/p7UHHVP4zNL60HkGJMbA6OrzCblcLqxZs2ZaHVaZKpSVGMqLH2UlhvLiR1lZkk7gvu/+CsNPXeQNqvAHVTy8fGoOlAYAPTpGCADTplklfANJkoTc3NxUN2NaoKzEUF78KCsxlBe/icoqePYsAm+8Af/+A8h//DEUPvVUwnm7vrIJgf37bfd97PgxKALtyF51Ny7UrMPcr38d7qEjxdSuTlz93vdv/OHzq8pno6tvAKuHHUZfWpA1tQshyeoEY+FwClsytamqitraWjzyyCPT7oiCG42yEkN58aOsxFBe/CYqK8PnQ87DDyPU3Mw1/y2v7kPm0qVJL6/wqacQ7uhEx1/8hXUmacbgeewxFD75+aReM+lCaOsjS9DU5cOqaXK1+ShdskbIG4NUCCXicrnwwAMPULcpB8pKDOXFj7ISQ3nxm6issletAgDIOXy9OiK9P4nM+/bzKNzwNEJnI8VXxtKlSCtO/nIhSSfQ2TuA3cc7UFKQhZIC6xD6d873QAKmbIGkx55FU6VCaDT0YcKPshJDefGjrMRQXvx4sgoEAvD7/ebt9PR0pKenJ73MD597DrrXB3dJCQo3PJ1071DsSRTPP/Ag1M5OQJZx29km4ddKerD0N149g6ZLPnQOGxi9vDhvSl993rZrbLqNlr+BNE1DbW0tNE1LdVOmPMpKDOXFj7ISQ3nx482qoqICeXl55s+2bduSXmbxD15E6c9+htJ/+t9Q8vLwwWdroMcUWcladGA/bmtpTuocQsA4eoRKC7Lwo/WVI+7PzXBP6aPGNNCuMR4ulwuPPPII/XfFgbISQ3nxo6zEUF78eLNqbm62XaV+PL1BUUpuLuZ9+3n0v/su/G+8ifzHHxv3awKA4vEk9byke4T8Ca4n9s75Hnim8Jml7T1CVAiNhv6r4kdZiaG8+FFWYigvfjxZ5eTkIDc31/yZiEIolpKXN+Y8oZaWCV3mcEkXQqsXzcaf//QY6tt6EAipCIRUvNnUjS+93Di1jxqTYw76D9OusUQ0TcOBAwfoQ4UDZSWG8uJHWYmhvPjdiKyu7dqF/vp6AJHD7H97513mY8GzZwFEriY/lu5vPgv9ej/069dH//H5kmqnxFiSp2IEsPW1M/i/JzrM8wkxAI8smxd3l1mqdXV1oaSkBN/6g8fxWPf7AIAFu/8VWVVVKW4ZIYQQMrVEvzM7OztRPMqV3YNnz8L7yh7433wTacXFyFi2DPO+/TwA4MKjn0XuIw+b5xbq+somAJFeIN3nw9yvfw1pJSVjtqXltgrrUPkx3NZ8lmu+WOPakbrt0eV45g/K0XQpUoUtK8qzHUE2FQ266NpiPBhjCAQCyMnJgcT5BnQqykoM5cWPshJDefGbqKwyly5F5refN4ufWAtfe9V2u/gHLya1DHdJCeY9/63RZ2IM3d8a2QYeSe8aa7rkw5debgQAPLx8Hh5ePg8lBVl453wP6qfwRVe1mPMI0QkVE9M0DW+//TZ1MXOgrMRQXvwoKzGUF7/plFXhU08i++67R/9ZtQqFTz2Z1OsnvWvsUz88Cn9IxbbPLLedM8gfUvG5Xcfw7/9ldVINmizRbr6/fOBJPH3xHQBAyc4dmHXvvSluGSGEEDK18O4amwmS7hEqLcjC4b/6xIgTJ071w+dZTA8g7ynBncgwDPT29sIwjFQ3ZcqjrMRQXvwoKzGUFz/KyuK4w+dZzKViQ7/9bQpbMrXpuo4TJ05A1/VUN2XKo6zEUF78KCsxlBc/ysriuMPnB1zWORCMYCiFLZna3G43HnzwQbpwIQfKSgzlxY+yEkN58aOsLEkfNbbxvnJ8cG0A63cdG3H4/JaHkjvN9Y0QVKyjxtjgYApbMrUZhoGenh7Mnj0bspx0vewIlJUYyosfZSWG8uJHWVnGtfbbHl2OI3/1CfzoiUr86InKyPT6Spy9nNxJjW6EsGJVv3StscQMw0BTUxPtP+ZAWYmhvPhRVmIoL36UlWVcJ1SMJxBS8akfHsWv/+oTE/my4xYdAf+Zmq34H2d+DgDIWL4cC/fuSXHLCCGEkKmFjhpLwptN3fjznx7D7c8fmNJHjYVla28gnUcoMcMwcOnSJfpvgQNlJYby4kdZiaG8+FFWlnEVQmcv+/A3Pz+Dsq2v44u7G+EdUPF3n1mOpfPHvohaqoSlmEKIdo0lZBgG2tra6I+EA2UlhvLiR1mJobz4UVYW4cHSgZCKfzvegZePdaCjdwA5GW7kZrrxH/9ltXl5jdXDzi00lag0RoiLy+XCvXSySS6UlRjKix9lJYby4kdZWYR6hP78p8fw8ecP4DtvnMOqRbPxL0/ehfefewDLh11jbCpfbywsx1xiQ9Mw0Hgqha2ZugzDwMWLF+m/BQ6UlRjKix9lJYby4kdZWYQKoZwMFxgih85/8b5y3DOFe34SCSsxnWCGgXB7W+oaM4XR/mN+lJUYyosfZSWG8uJHWVmEdo29tL4K/pCK109345ndjZAk4JO3z4MvOH12MalyzMmjDAMTfNDcjOFyubBq1apUN2NaoKzEUF78KCsxlBc/ysoiPFg6N8ONP7uzFP/x5dX40ROV6O1X4Quq+POfHsObTR8CgHlV+qnIdtSYYQDT4Mq7qaDrOs6fP0+nX+dAWYmhvPhRVmIoL36UlWVcR42VFGThGw8vweG/+gS2PLQER1o/wsefP4A3znRPVPsm3PBdYzRgOj7GGPr6+qjHjANlJYby4kdZiaG8+FFWlqQvsTHcsqI8/N1nluPvPrMcn/rhUe7n+YIqtr52GgDgD2r4wn3lWL147LFHW187A18wjJfWVwm1MyzFDJamQighl8uFlStXproZ0wJlJYby4kdZiaG8+FFWlkm5wMjup+/invdLuxuxetEcvLS+Cj9aX4lndjeMOebox4fb8M75nqTaZsgKdGlotakQSkjXdZw7d466TTlQVmIoL36UlRjKix9lZZmUQig3g+9qth3XBnD0fA+euKsUAJCX6cbqxbPx0q/PJ3xO7ZlunO7y4gv3lSfdPnOckGGAhakQSiQYDKa6CdMGZSWG8uJHWYmhvPhRVhEpveRs02UfSoedc6ikIAtnL/njz3/Jh5ePdeCl9VXwZPEVW/FEL7zKdJ16hBJQFAUrVqyAoihjz+xwlJUYyosfZSWG8uJHWVlSWgh19A4gN9M+TCk/Kw3e4MhrgHVcG8A3XjuNH62v5HrtwcFB+P1+8ycQCJiP2XqENA26rpvdg9rQ7eh09BwLiaZVVbVNRweeRacZYyOmAdimDcOwTWtDR7IlmtZ13TYdbW+i6WTWSVVVNDU1IRQKzZh1mqztpKoqTp8+DV3XZ8w6TeZ20nUdp0+fNpc7E9ZpsrZTKBRCU1OT+Tc5E9ZpMrdTOBzGmTNnzHlnwjpN1nbSNA1nzpwxP+OHr1O0XU6Q0kKotCAL/qA97L6BMDyZaSPm/c6bLei4NoBP/fAo7n3hV/jGq6dRe+ZD3PvCr+KOKdq2bRvy8vLMn4qKCvOxaI+QIUnIWHIrTp8+jdbWVgDAqVOncOHCBQDA8ePH0dnZCQCor69Hd3fkaLgjR46gpycyRunQoUPwer0AgAMHDpgFV21tLUKhEDRNQ21tLTRNQygUQm1tLQAgEAjgwIEDAACv14tDhw4BAHp6enDkyBEAQHd3N+rr6wEAnZ2dOH78OADgwoULOHUqckbs1tZWnD4dGWze0tKClpYWABj3Ovl8PgDAW2+9NWPWabK204cffojLly/PqHWa7O10+fJlfPjhhzNqnSZjO7311lsAAJ/PN2PWaTK3U1NTE/r6+mbUOk3mdmKMYf/+/XHX6fDhw3AKiaXw2LmOawO497u/wgff+SPzvmd2N6CkIAtbH75t1OfWnunGL09fTnjU2ODgIAYHB83bly5dQkVFBYq++E/YefL/YKG/G1JmJpacajQrbEVRoGkaJEkyp2VZhizLCadVVYWiKOa0y+WCJEnmNBCp0GOn3W63WXG73W7zv+TotGEYcLlcCad1XQdjzJyOtj3RNK0TrROtE60TrROtk8g6Xbx4EQsXLkRnZyeKi4sxk6W2R6gwC6sXzcbLxzoARA6lP9rag/V3LgAQOTrsaGtyR4elp6cjNzfX/MnJyTEfi+4aY4ODYIxBURRzP6nL5bJNy7I86rTb7bZNS5Jkm5YkacQ0ANu0LMu26eibMtG0oii26Wh7E00ns06MMZw6dQqyLM+YdZqs7cQYM7vjZ8o6TeZ20nUdZ86cMbvpZ8I6TdZ2kmUZp06dAmNsxqzTZG4nAOZu6pmyTpO1nQzDwG9+8xvzM374OkXb5QQpX9Mfra/E1tdO4+j5j+APanhpfRVKCyMDqH95OrK7gee8QiLMkypGzyztTn7g9UyWmZmZ6iZMG5SVGMqLH2UlhvLiR1lFpHTX2Hj4gip8A6pZNI2lq6sLJSUlKPriP+E7Ta+h6urvAAAfO3kCyqxZk9lUQgghZFqJfmfSrrEpLC/TzV0EDacqVg9Q99/8t4lq0oyiaRpOnDjhqCMHkkVZiaG8+FFWYigvfpSVZdoWQuMx6LKOStO9XjA6s+YIkiQhPz/f3KdMEqOsxFBe/CgrMZQXP8rKkvIxQqkQWwgxXQfTNEh0UikbRVGwaNGiVDdjWqCsxFBe/CgrMZQXP8rK4sgeoZASc54iOrt0XJqmob6+nrpNOVBWYigvfpSVGMqLH2VlcWQhFIwphOgK9PHJsoyioiLz0EuSGGUlhvLiR1mJobz4UVYWZ+4aG94jRBdeHUGWZSxYsCDVzZgWKCsxlBc/ykoM5cVvorIKnj2LwBtvwL//APIffwyFTz2VcF7d70f3N58FABgBPwqfegrZq1aNuw3j5chSMDR8jBD1CI2gaRqOHDlC3aYcKCsxlBc/ykoM5cVvorIyfD7kPPww0krGPsT+0qZNyF61CsU/eBFFL76Irk1/Cd0f/yLrN5IjC6Gwa/gYoZEXeXU6WZZRXl5O3aYcKCsxlBc/ykoM5cVvorLKXrUKmUuXQs7JHXW+cGcn+uvfRf7jjwEAlNxcZN99N67t3Dmu5U8ER+4aC9EYoTFF9x+TsVFWYigvfpSVGMqLH29WgUAA/phem/T0dKSnpwsvL3S2Ge6SEtt9aSXFCDU3C7/WRHNk2TzojtmItGssLk3TcOjQIepi5kBZiaG8+FFWYigvfrxZVVRUIC8vz/zZtm1bUstTuzqhxFzzEwAUjwe615fU600kR/YIxQ6Wzli6FO7581PYmqlJlmUsW7aMupg5UFZiKC9+lJUYyosfb1bNzc22nqNkeoMAwF1cAj0QsN2ne71QPHlJvd5EcmQhFDtGSCnIhys/P4WtmZpkWcbcuXNT3YxpgbISQ3nxo6zEUF78eLPKyclBbu7o4394ZCytgNrZabsv3NmFjIqKcb/2eDmybLYdNRYMprAlU5eqqti/fz9U2m04JspKDOXFj7ISQ3nxuxFZXdu1C/319QCAtJISZK+6G32v7AEQOZS+/9134Xn88UlbPi9H9ghpaVbXnjFAhVA8iqJg5cqVUOjSI2OirMRQXvwoKzGUF7+Jyip49iy8r+xB/7vvQu3sRLijE/O+/TwAwF/7BgCY5woqevFFdH/zWfTX18MI+FH84t8jbdgA6lSQGGMs1Y24Ebq6ulBSUoKiL/4Tqm724DsvfwMAkHX33Sj++/8JxeNJbQMJIYSQKSL6ndnZ2Yni4rHPETSdOXLXmBpz1NhgSwv633svha2ZmlRVxeuvv05dzBwoKzGUFz/KSgzlxY+ysjiyENJiCiE6j1B8LpcLa9asgcvlyL2nQigrMZQXP8pKDOXFj7KyODIBSVEgpaWBhcN0rbEEJEmakCMFnICyEkN58aOsxFBe/CgriyN7hPwhFVJmJgCAaRoYnXxrBFVV8Ytf/IK6TTlQVmIoL36UlRjKix9lZXFkITSoGVBmzQIwdNHVMF1rbDiXy4UHHniAuk05UFZiKC9+lJUYyosfZWVxZCEkAZCHCiFoGgyqiOOiPxB+lJUYyosfZSWG8uJHWUU4sxCSADnmmifG9espbM3UpGkaamtr6Zo9HCgrMZQXP8pKDOXFj7KyOLIQkiXJdvE3Y6A/ha2ZmlwuFx555BH6j4EDZSWG8uJHWYmhvPhRVhZHFkKSBCh51oXejP6BFLZm6qL/FPhRVmIoL36UlRjKix9lFeHMQggS5JjDBo0gFULDaZqGAwcO0B8KB8pKDOXFj7ISQ3nxo6wsjrzERklJMf495xx6/vEfAQBF//APyH1gbYpbSAghhEwNdImNGU4CoOTMMm+zwUEwxjDY1obBCxdS17AphDEGv98Ph9TJ40JZiaG8+FFWYigvfpSVxZGFkCxJkHOsXWPB93+DcHs7rn73e7i6/QWEOztT2LqpQdM0vP3229RtyoGyEkN58aOsxFBe/CgriyN3jX18SRn+7bYQLn35vwIA0hYuRNqCBea86bfeirl/uSlFLSWEEEJSi3aNzXBzc9Jth88zXbfPYBg3uEVTj2EY6O3thUFZjImyEkN58aOsxFBe/CgriyMLociusZhCaNiZpdPKym50k6YcXddx4sQJ6MOLRDICZSWG8uJHWYmhvPhRVhZHnklJliW4CgrM20xVIWdnw+iPnFgxbUFpqpo2Zbjdbjz44IOpbsa0QFmJobz4UVZiKC9+lJXFoT1CgDKsEDIGQ9YMkpSCVk0thmHg6tWr1G3KgbISQ3nxo6zEUF78KCuLIwuh81evQ05Ph5ydDQCRq89rVvegJDsyFhvDMNDU1ER/JBwoKzGUFz/KSgzlxY+ysjhy15g01OOjeDww+vsjhVAMY3AwFc2aUlwuF+6///5UN2NaoKzEUF78KCsxlBc/ysriyK6P6I4vpXBo95iu244c63/77RvfqCnGMAxcunSJ/lvgQFmJobz4UVZiKC9+lJXFkYWQPFQJuW+eZ95X+PRT5rS7aGafM4GHYRhoa2ujPxIOlJUYyosfZSWG8uJHWVmcvWus0BowrQcC5jTT6UybLpcL9957b6qbMS1QVmIoL36UlRjKix9lZXFkj1D0oDBX4WzzPsPnt2agU47DMAxcvHiR/lvgQFmJobz4UVZiKC9+lJXFkYWQPFQJuWJ7hPxWIcQ0OsEU7T/mR1mJobz4UVZiKC9+lJXF4bvGCs37vK+8Yl5vLPzBB6lo1pTicrmwatWqVDdjWqCsxFBe/CgrMZQXP8rK4sweoaHfrphCKPYyG0YoBKfTdR3nz5+n069zoKzEUF78KCsxlBc/ysriyELIGiMUUwjFnkuIugrBGENfXx8YY6luypRHWYmhvPhRVmIoL36UlcWRu8bK58wCACizrcHSsYUQM6hCdrlcWLlyZaqbMS1QVmIoL36UlRjKix9lZXFkj1BuphsAoMyaBbgitaDtbNJUIEPXdZw7d466TTlQVmIoL36UlRjKix9lZUl5j5AvqGLra6cBAP6ghi/cV47Vi2fHnfdoaw9+fLgNANDRO4BvPLwEjyyfF3fe0SiydVFVOTsbhs8HNjgIxhgkSULB//efkliTmScYDKa6CdMGZSWG8uJHWYmhvPhRVhEpL4S+tLsRjyyfhyfuKoUvqGLN9kN4e8v9yBvqtYnyBVV87qfHcOSvPoHSwiwcbe2x3RYRUwdBmTULhs8XGRekqkBaGtw33zwRqzatKYqCFStWpLoZ0wJlJYby4kdZiaG8+E1kVrrfj+5vPgsAMAJ+FD71FLITHJHW9ZVNCOzfb7vvY8ePQcnNnZC2JCOlu8Y6rg3g6PkePHFXKQAgL9ON1Ytn46Vfnx8xb16mGxvvK0NeVqRAivYaNV32CS+3f9DqCpRzcsxpc/cYXX0euq6jqamJuk05UFZiKC9+lJUYyovfRGZ1adMmZK9aheIfvIiiF19E16a/tJ2bb7hbXt2H2861mD+pLIKAFBdCTZd9KC2w9+aUFGTh7KX4AW59+Dazp8gXjBzuvmx+Xtx5BwcH4ff7zZ9AzCU02nuuQ9d16Lpu2wAsFAJjDMbQKHpN08yTTSWaVlXVNh0dgR+dZoyNmAZgmzYMwzatDZ3ZOtG0ruu26egbOdG0pmm2aVqniV+n6GvPpHWazO0Um9lMWaeZuJ2m4zpF2zKT1ikV2ynarrGEOzvRX/8u8h9/DACg5OYi++67cW3nzoTPSXXhM1xqe4R6B5Cbad87l5+VBm8wnOAZlu+8cQ4b7ytLuFts27ZtyMvLM38qKirMx2RJQktLC1paWkb0CPl8PlysqwMAHD9+HJ2dnQCA+vp6dHd3AwCOHDmCnp4eAMChQ4fg9XoBAAcOHDALrtraWoRCIWiahtraWmiahlAohNraWgBAIBDAgQMHAABerxeHDh0CAPT09ODIkSMAgO7ubtTX1wMAOjs7cfz4cQDAhQsXcOrUKQBAa2srTp+OjLGKrhMAnD59Gq2trQCAU6dO4cKFC0LrFAgEsGzZMrz11lszZp0maztdvXoVXq8XiqLMmHWazO2kKAq8Xi+uXr06Y9ZpsrbTW2+9hWXLliEQCMyYdZrM7XT27Fm43W4oijJj1mmytpOqqliyZAn2798fd50OHz5sTsd2KgzGHlgEIHS2Ge6SEtt9aSXFCDU3I5EPn3sOFx79LLq+sgnBs2cTznfDsBR6/fRltmb7Idt9f1fbzNb/5L1Rn7f7vYvsi/96ctR5QqEQ8/l85k9zczMDwIq++E/siZ+8yzRNY5qmsQ+/+z3WfOsS1nzrEtb6ifvZxQ0bWefXvsYYY0xVVabr+qjT4XDYNm0Yhm3aMIwR04wx27Su67ZpVVVHndY0zTatadqo06qq2qZ51ikcDrPGxkYWDAZnzDpN1nYKh8Ps5MmTTNO0GbNOk7mdNE1jJ0+eNJc7E9ZpsrZTMBhkjY2N5t/kTFinydxOg4ODrKGhwZx3JqzTZG0nVVVZQ0OD+Rk/fJ0uXLjAEDmG2vbz3HPPsVg9P/kJa//Mo2PeN5zm87HL33yWNd+6hGk+36jzTraUDpZeNj8PHb0Dtvs6ewewtChxt9mPD7fh4rUBvLS+CkBkF9nwgdUAkJ6ejvT0dPO2P2Z/pSxJUBQFAJC/rga9u3YBAPT+fkiSBDkjA0DkPAtRiabdbndS05IkmdOyLEMeGpfEMx1tO+80z3oMXydd15GZmQm3221ekmS6r1My07zrlJ2dPePWabK2k67ryM7ONl9zJqzTaNPjXafMzEzIsmy2YSasE+96JLNOWVlZM26dRNaDd510XUdWVlbcz3hJkszXaW5uRlFRkfnc2O9VAHAXl0CPGXoCALrXC8UTf9iKuV65uZj37efR/+678L/xprlrLRVSumustDALqxfNxsvHOgBEipqjrT1Yf2fkml8/PtyGo6095vxbXzsDANj26HJz/uih9yJijxqTMjMhpaUBAIz+/sg+VJ3OLK0oCpYsWWL7IyTxUVZiKC9+lJUYyosfb1Y5OTnIzc01f4YXQhlLK6AO7aKLCnd2ISNmOMqYbckbvWiabCk/POpH6ytx9PxHeGZ3A760uxEvra8yx/388vRl86iwl4914N+Od+A7b5zDLd94Hbd843V8/PkDSS0zWv0CkTNKy0P/zUPTImeYpktsQNM0nDhxgnvAnJNRVmIoL36UlRjKi99EZZVWUoLsVXej75U9ACKH0ve/+y48jz8OALi2axf6h8ZHBc+exW/vvMt8bnR8UO5DD46rDeOV8vMI5WW6zd1cw/3yy2vM6SfuKjUPsx8vObYQGhyEnJ0Nva8PwFCvEP0RQZIk5Ofn24pGEh9lJYby4kdZiaG8+E1kVkUvvojubz6L/vp6GAE/il/8e6QNDaD2174BAMhetQqZS5ci++670fWVTVDy8qD7fCj92U/HvfzxSnkhlAqxu8aCp05ZPUKIFELRXWRO/mNSFAWLFi1KdTOmBcpKDOXFj7ISQ3nxm8islNxcFP/gxbiPLXztVdvtRPOlUsp3jaVCbIGTftttIwohALi8eQtCv/vdDW/bVKFpGurr66mLmQNlJYby4kdZiaG8+FFWFkcWQrErnVFRgYL/ZF1bzBga/W4EAuj54Q9vcMumDlmWUVRUZB7dQBKjrMRQXvwoKzGUFz/KyuLIBH6/vNCcliQJuQ89CKWgAMDQGKGhM3cy1bmVsizLWLBgAf2RcKCsxFBe/CgrMZQXP8rK4sgE3MrI1Y4eQg8AxvXrN7I5U5KmaThy5Ah1m3KgrMRQXvwoKzGUFz/KyuLIQsgljxwEbbvUBhVCkGUZ5eXl9N8CB8pKDOXFj7ISQ3nxo6wsjjxqTIlTCCmzZpnT+vXrcAOQhp04ykmi+4/J2CgrMZQXP8pKDOXFj7KyOLIU7OobGHGf7cixoR6hnOo/NK/W6zSapuHQoUPUbcqBshJDefGjrMRQXvwoK4sjC6Er/sER99383/4GiscDAGChEJgswf96LXz/7xc3uHVTgyzLWLZsGXWbcqCsxFBe/CgrMZQXP8rK4sgE5DgnSky75Ra4h7oJmarC6PMCAAL799/Ipk0Zsixj7ty59EfCgbISQ3nxo6zEUF78KCuLIxOIN0YIgO3SGlpPT9x5nEJVVezfvx+qqqa6KVMeZSWG8uJHWYmhvPhRVhaHFkLx73cVWucX0np6HDs+CIicfn3lypV0FWcOlJUYyosfZSWG8uJHWVkcWgjF7xFKW1RujRMKBs2zTDuRLMsoKCigblMOlJUYyosfZSWG8uJHWVkcmYAixV/twv/8n+G66SbztnblCgCYZ5p2ElVV8frrr1O3KQfKSgzlxY+yEkN58aOsLM4shBL0CLnnz8fsL34BGKqQ1StXkPupT0FSFBiDg7j6gx/gyne/i75X9tzI5qaEy+XCmjVr4HI58lRTQigrMZQXP8pKDOXFj7KyOLQQSvxY7kMPIX3x4sgNTYMxELkaPSQJgy3nEG5rh3r58uQ3MsUkSUJubi6kOEfYETvKSgzlxY+yEkN58aOsLA4thEZf7cyqKnM6eh4hfehwesDaZTaTqaqKX/ziF9RtyoGyEkN58aOsxFBe/CgriyP7xObmjH7pjIzblkDKyAALhRBsbMT1o+/A6O83H9e93kluYeq5XC488MAD1G3KgbISQ3nxo6zEUF78KCuLI3uEVi4sGPVxOSvLPLkiGMOlTZvgffVV2zzG4MizU8809AfCj7ISQ3nxo6zEUF78KKsIRxZCiQZLR4VOn4a7qMi8/phx/TpCZ86AxXQhXv76X2GwtXVS25lKmqahtraWrkPDgbISQ3nxo6zEUF78KCuLIwsh9xhjhLJXr4Eky0i/9VbzCDK9rw8DDQ0wBiIXbGWqip4f75j0tqaKy+XCI488Qv8xcKCsxFBe/CgrMZQXP8rK4shCSFFG7xHKvmcV4FKg5OYi8/bbAbcbQORirKHmZvOM07HjhmYi+k+BH2UlhvLiR1mJobz4UVYRjiyEjrVfG/VxSZaR+8ADAADF40FWVRWkrCwAkd1k+kcfAQBm/cF9YJoGf10drh85MqNOvKhpGg4cOEB/KBwoKzGUFz/KSgzlxY+ysjiyTyyojl2wSGnWkWVyRgbSy8sROnMGABD+4AMoc+Yg8+MfR/DUKfhefQ0AoPt8yPvUpyan0TeY2+3Gn/zJn6S6GdMCZSWG8uJHWYmhvPhRVhZH9gi5x9g1BgCz7l0DOSvTvK0UFEDOzQUAGAMDCLe1gek61A+vwDXvZgD2i7ZOd4wx+P1+R194lhdlJYby4kdZiaG8+FFWFscVQm5FgsxxJk05Kwvz/vZvcfPz3wIQOQtn2sKF5uNqVxcu/tkT6HnpJaidXQAAZfZsAJGxQ33/9m8IvPXWxK/ADaJpGt5++23qNuVAWYmhvPhRVmIoL36UlUViDikHu7q6UFJSgse+/x/4T9VV+KPb53E/9/LWv4be1wcA0Pp6EXr/tO1xye2Gu7gYmStXIvueVfD//P+Zj83dvBnpZZECSuvpgR4IIO2WWyBJErS+PvS/Uw/d50V6+SJk//5d419RQgghZJyi35mdnZ0oLi5OdXMmlQPHCDGIXlplzqavINTSgqyqKlz5u22Q3GlQOzqgXb0aeUVVRfjCBYQvXIDv1Veh5ORAzs2FkpOD/mPHkFZSDKO/Hx9++7+DhcMo3LgBWStWwOgfgP+Xv4wsRNenVCFkGAa8Xi88Hg/kMU434HSUlRjKix9lJYby4kdZWRy39owBopeYc990E3L+4A+g5OSg8OmnMPerX0VGRQWy7rwTrrlz7TPrOnSvF2pHB0Jnz+LK88/j3PLb0Xr/H2Lg+HGEP/gAH/3wHxH41a/w0Q9+YD1til22Q9d1nDhxAvoMOhJuslBWYigvfpSVGMqLH2VlceSusb944A48tOzmcb1e7z//C/rr6wFEBk9rPT3Q/X4Yfj9YODz2C8gylLw8KB4PpMxMyBkZuPnZZzHYcRFqWxuyV69GxrJlY14Z2AiFEPzN+0hfVA7X0BglIFJYyXl5dGVhQgghwmjX2Iw2MXVf3mc+Ddec2fD94t8hZ2UhrbTUfMwYHITh90MPBGD094OpKlgoZC+QDAN6X5859ggALnz604AsQ87IQO//+We4S0uQXr4IcmYGpPQMSGlpUPLy4JozG645c+C66SZcP3wYA+8dgzK7EPO+/W1Isgzvaz9H4MABZN11Fwr/4j8ntX6GYaCnpwezZ892fLfpWCgrMZQXP8pKDOXFj7KyOK4QYgzCY4TiUXJykPvwwwj+5n2EL160PSanp0OeMweuOXNilsvAQiHoXm/kp68vfs+RYUQu4zEwAN3rRej0GY7GKJBkGf1H3oaUmQH9ox5AljHQ0IDAwToo+QWQMzLAVBVpZWVwzZkNJScXcs6syHimWTlQcmZBysyE5E6DnJ4GHUBTUxPuvfdex/+RjMUwDMpKAOXFj7ISQ3nxo6wsjtw19tyf3ouK+bkT8rpaby8Gjh9H5sc/jg+f/zb38+SCfGhdl6AHAmChEIxQyPYbqd4skgS4XABjkNxuSIpi3i+5XIDLBQmAlJEBOTs7Mk9aGqS0od9uNySXC0xVoXjyIaenDz2eZj2elhZ5XZcCSXFBcimRom7oB7b7YqZdrsjjsmJ7DmTZul+Rrd/m4zG35aHftOuQEEJGENk1pvv96P7mswAAI+BH4VNPIXvVqnHPe6M4rkdow5qFuG1ezoS9nqugALkPPQQAmPNfv4yP/uGHAIDsNavR//ZRc76bn3sWoeZmBA6+Bc+jn0HmihX48PlvQxu6XEcsxhig62CaFvltGOZvpqpg4TAktxswdKhXrkZ6lgwjUjwpiv12shgDVDUyqWkTtENxCpKkyIV1Y/4jkoYKKgYGSY4UWtH7IcuRYlCSIttFliG5XNAZg8vtNh+LzgdZgiTJtttgsAq3oXmZqkYKTLcbElikCJQlANH2RV6HaRqk9DTzfqtNsJYjD7VBinlMloduS0NtjFkXeWjeaHuj88a23/aYZL6WJMsxbZGGuluHfktS5MiEaCZDjzEw+Px+5OXlRbKW4j/PLFJHPA7rOdH7zfmGLw8xz4V534jnm/MOW27sbwy/H9ZrxZt/xPNi5udcBgNDz0c9mD1nDmSZ53njaNNo8w97nnVzspaTXLsYM/DhlSu4+eabI70cYzzPXFrscof/c8T52HT7p8owDHR3d2PevHnj7hG6tGkTch58CPmPPwbd78f56rVYdLAOSu7IDgeReW8Ux/UIXbhwAbfccsukLIMxhlBTEyS3G+llZfC+9nNIbhfyPv1pq0clhjE4CO2jHkiKDLX7Qwy2tmLwd79D5u3LEfrt76Dk5sAYHMRgy7kRz1UKC5BWUoLgb9633X/T3/w1/LVvIHjqVKSgMgxkLFsG9/z58L36aqSoUdXIddE0LfLFmpEROWrNMADDMJ+nqWEocuTis1J6Oozr1yO77YYej8437qKLEEJmstGKpETFVWzBDNg/Y2MLsOHPtRX5Q89L8FzDMGwFY+z3VEDTsPL934zZIxTu7ETb2gdw27kW876ur2xCWkkx5n7960nPeyM5rkfI5Zq8VZYkCZnLl5u38//08VHnl9PTkVZcBABwz5uHrMoV5mN5Q791nw/+AwegXryIWZ/4BFxz5mDgxElk//5dcBcVgTEGtaMDgYMHkbawDJBk6L29cM+fD/XyZUBR4PmTP4Z7wQJIsoxAXd2IdngeewzBU40YbD0/4rG0BQsw5y83ofdf/gXBhsa465H3x5/CrLVrITGGgYYG9O3ZA93rMwskNlQs5f3xp5B2yy1g4TBCzc3wH6iz/khjftjQ74wlS5B+662ArmGw/QKC77+fcF4AcM+fB/f8IsDQofsDCJ07Z58fsD0netRetLBTL18GG+oFA2NWL9jQc5WcHEhpaWYRqPf22l438ivmA4cxyOnpkdeJFpkxr08IcYjR/t7H+VkwnmdLw55vmx46rD4QCMDv95v3p6enIz3duhZn6Gwz3CUlttdNKylGqLl5xPJE5r2RHFcIGYaR6iYIUfLykL9une2+2CPUJElC2oIFKHzySfO+m7Z+AwCgX+8HNDXyZQ/A89lHkfvwQwg1R96M0bE6cnY2cu7/ROT8R1evIm3BAmjXr+PyRx9h9uLFkBUFOfffDzkrC678fGh9fUhfuBCMMRiBANJvvRWy2w0ASF+yBLmPPILBlhboPj+y77kHiicPg+fPI+O228xCUSkshHv+fOheH4yBAbBwGIwZcM+fD8XjwcC77yL3k59EVmUlAMD/xhuQZAm6z/qDNPNYuDDStjlzzOLT94tfRHY1Jcq1sACzv/AFpMX8UV7esiXu68cq/ocfQEpLA2MMXV98BkBk90UwGEJmZgakYWepis4PRHYxXvrLr1rFEGIKp2gxN+9mZK9ahew1ayANFW2Bg2/B/x//Yc7HYuYHAMWTh9lf+ALk7GyAMQRPn4b3lT3x57c9z4PZG54eKlYZwhc/MJ83vF2xz5t1/yeQ8bGPmUXu4Pk2XD94cES7hn/Az/rDP4R7/jzAYOjt60V2bx8Ghk5Bkeg5DEDW730c6R+7deixSBEb+PVh84Sm8Z4HxiClpyP34YfN5+mBAK7/6teRotScLc7XiCQh5w//EJLbZX4z6D6febqM0b64XIWFyFyxwjbf9cOHbds80fMz76iCMivHfFy9fBmh3/0OmqbZ/4Eb9nz3TXORvvhjiDaWGSzS1njLGdYzkFlZCdntMnPQrlxB+MIHCdfP/KcgPx9p5WXWNydjCL7/fmR3/mgYg7toPlyz55ivpV8PINx+YeyCQAIybquwvSfDHR0w+vvN2wxWL0fsX6Kcmwv3TTfZ1mHwwoWR7Y3TBve8myFnZZuPGcEg1O7uMZ8HSULaLQts1YXe2ws9pqhItM5yVhaU2fZrV6qXLgPRc/6MkpXi8UQ+C4bmY6pqDcGIeR5D5P0fu0vPfdNN5jABV3gQON+KiooK2+s/99xz+Na3vmW1q6sTSo59uIni8UT+GR5GZN4biXaNkbg0TcPx48dx5513Tmov2lQz/INB93rBGIOSkwPt2jW45swZGhdjUVUVJ44exYpFi5Fx01xIaWnQenshpaVDmZVtm9cYHIQkyzAGwzAG+iNjvRiDkpsbGdvlckEeKpxi28QGBzHY2golJwfu+fPBNA26L/LhIWVkwJWfb2uz7vWaA8vlnByoly9DUhTIGRnQ+ryQZAnu0gW29hmDg9B7e83CFIxBzsqClJEROf2DqgKKAtfcuVBmzbKe19+PcFcXIEmRoxOHdrnK6elg4TD0wHUoObOgFBbCVVBgvrfuWLoU6OsD03UwTY8MfDcMGOFwZOyQ2w3ICtzz50HOyLBnfuVK5EvF6zV79YxgMPKgJEdOOZGWhvTyclsug21tkVNUZGWBBYMwgkHIs2ZFiltNAxsYgJSZhYzblth2EzBVRfBMEyRFhhEMRRaTlgYYOiArADNg9PdDzs5GVlWVra3B998H0w0ADHJGBoxgEEzVwHQN8lBRDQAZFUtt20Pr60OwtRUt77+PWxcvhisjI/JFJkfaxQZDkDMz4ZozB2kxn2mMMQycOAEWDAKKC3J6WmQMl9sNY2Ag8g/C0Ni0zN/7Pdv7Xb16FeHz583XgaaB6YZ5hKucnQVJUeC6+Wakl5XZ1nPgxAkY4XDkfWIwa6xadBybwSC5FLjmzEH6okXWdgkEEGpuAdPUoc03NEaNRZZrDA5GDqBIS0P26tW29oZaWqB2d0NSFBihQRhgaD1/HotvvRVK9KAIWYZr7k3IuPVj9vaeOgW9zwuwocJYUSBnZILpmlm4SpKEjGXLbBfU1r1eBJvOmtsgXlHCdANyVhZmrVltuz/U0gL1yhVIigtMU4fGgRqR9xIzzB5npXA2MpcttT33+uHDYIYBSZYjvewMkbZL8tBBIC5A15C+aBHcRUW2fIOnTkWKIk0ze3oM3UBr6++waNEiKIoLktuNWWtWR/7uYH1nNjc3oyjm9Yb3CPnf3I+r3/8+FtUdMO+7+r3vIdTcjNKf/cy2DiLz3kiOK4SccHIoQgghZDx4vzNnwhghx508gE4nzkfXdZw/f57y4kBZiaG8+FFWYigvfhOVVVpJCbJX3Y2+od3qut+P/nffhefxyDCFa7t2mbuVx5o3VRxXCDmkA2zcGGPo6+ujvDhQVmIoL36UlRjKi99EZlX04ovor69H11c24dKmTSh+8e/N8Zf+2jdsg6FHmzdVaNcYIYQQQmyc9J3puB4h6jLlo+s6zp07R3lxoKzEUF78KCsxlBc/ysriuEKI8AtGj8IhY6KsxFBe/CgrMZQXP8oqgnaNEUIIIcTGSd+ZKe8R8gVVPLO7Ac/sbsDndh3D0daeCZk3EeoG5KPrOpqamigvDpSVGMqLH2UlhvLiR1lZUn6mvC/tbsQjy+fhibtK4QuqWLP9EN7ecj/yMt3jmpcQQgghZCwp7RHquDaAo+d78MRdkUtG5GW6sXrxbLz065HXvBKZdzRKnIufkpEURcGyZcsoLw6UlRjKix9lJYby4kdZWVLaI9R02YfSgizbfSUFWTh7aeT1nkTmBYDBwUEMDg6at31DlyPo6OgAYO0iUxTFNq1pGiRJMqdlWYYsy9zTiqJAkiRzOrqs2GmXK3Jtn+i0YRgwDIN7Wtd1MMbM6XjrMd51AoBz585h8eLFSEtLmxHrNFnbSdM0NDc3Y+nSpZAkaUas02RuJ8YYzp49i4qKCjO/6b5Ok7WdwuEwWltbsWTJEgCYEes0mdtJVVWcO3cOFRUV5uVypvs6TdZ2AoCWlhZ87GMfQ9rQZX1i16mrqwvA9Ls+ZzJSWgh19A4gN9PehPysNHiD4XHNCwDbtm3D888/P+L+e+65ZxwtJoQQQpzjypUrKI250PdMlNJCqLQgC/6g/eq/fQNheDLTxjUvAGzduhVf/epXzdu9vb1YuHAhmpqakJeXNwGtn9kCgQAqKirQ3NyMnGFXCyZ2lJUYyosfZSWG8uI3VlaGYeDKlStYsWJFClp3Y6W0EFo2Pw8dvQO2+zp7B7C0KHdc8wIjr5AbVVJSgtzc+M8hFr8/ssuxqKiI8hoDZSWG8uJHWYmhvPjxZDXTe4KiUjpYurQwC6sXzcbLxyLjdnxBFUdbe7D+zgUAgB8fbjMPkR9rXkIIIYQQUSk/fP5H6yux9bXTOHr+I/iDGl5aX4XSwsig6F+evgwAWL149pjzEkIIIYSISnkhlJfpxkvrq+I+9ssvr+Gedyzp6el47rnn4u4uIyNRXvwoKzGUFz/KSgzlxY+ysjjmEhuEEEIIIcOl/BIbhBBCCCGpQoUQIYQQQhyLCiFCCCGEOBYVQoRw2rhxI9atW2fe9nq9WLduHdatW4e1a9fi4MGDXI85gdfrxc6dO7Fx48ZUN4UQQkbliELI6V9Kwx08eBBr167F2rVrUV5ejn379pmP0Zd7fC+88MKI9Y3msHfvXuzduxfr1q2D1+sd87GZbt++fVi3bh3KysqwY8cO8356b9m1t7ebf4dVVVXYuXOn+ZjTs2psbMSWLVtQXl6OF154wfZYstnM1NxGy4o+6zkxB6iurmY7duxgjDHW19fHPB4P6+vrS22jUqSvr48BYG1tbYwxxurq6my3R8vKqTnu3buX1dTUsB07drCamhrGGGNtbW1s+J9PTU0N27x586iPzXQNDQ2srKws7mP03rKrrKw015kxRn+HMerq6lhDQwOrrq5m27dvtz2WbDYzNbdEWdFnPb8ZXwg5+Uspkc2bN9ve1ADY3r176cs9jugHDGNWQRSdHv6Fv3nzZlZdXT3qYzNdZWUl27t374j76b01ksfjMb+UGItk19DQQFnFqKmpsX25J5uNE3IbnhVj9FnPa8bvGmtsbERZWZntvrKyMjQ2NqaoRam3fft2eDweADB311RWVo6alRNzbG9vx9NPP429e/fGfSyaYVRhYSF6e3tHfWwm83q9aGxsxIkTJ8yu+OgYIXpvjfTYY49h3bp1aG9vR3t7OwD6OxxLstk4NTf6rOcz4wshp34p8dqyZQs2b96MsrIy+nIfZsuWLWhvb0dVVRXKy8vx9NNPY9++fSgvL8fcuXNHjPm5du0aCgoKUFZWlvCxmSz6Zb5161bU1dWhra0N7e3t2LhxI7234tiyZQvKysqwZcsWVFVV4Sc/+QkAKrJHk2w2Ts8NoM/60aT8EhuTzalfSjx27tyJ3t5ec0DraFk5McfhPUH79u3DK6+8gr1799r+i49qb29HZWUlKisrEz42k/X29sLj8dg+RDdu3Iinn34aP/nJT+i9FcPr9WLt2rVoa2sDYA2c3rFjB/0djiLZbJyeG33Wj27G9wg59UtpLC+88AIaGhrML3uv1ztqVpSjXVlZGaqrq80jfbxeLw4ePIiNGzeO+thMFu8DFAAKCgrovTXMwYMHbetXVlaGjRs3YseOHZTVKJLNxsm50Wc9h1QPUroR4o2Ajx2k6DQbNmwYcXRBdBDwaFk5PcfYwdKMWbnV1NSw6upqVldXx/XYTBb7Hhl+m95blra2thFH4kQH2kenKav4A4CTzWam5xYvK/qs5+OIi656vV48/fTT5vSWLVtQXV2d4lalRqKT3NXU1GDv3r2jZuX0HL1eL3p7e0cMJCSW2PcIAKxcuRKbN28e8Ri9tyK9Qlu2bEFBQQF6e3vx+OOPU1ZDGhsbsWPHDuzZswdlZWW44447zN06yWYzU3NLlBV91vNzRCFECCGEEBLPjB8jRAghhBCSCBVChBBCCHEsKoQIIYQQ4lhUCBFCCCHEsagQIoQQQohjUSFECCGEEMeiQogQMuU0NjZi7dq1cc9UTQghE4kKIUIc7ODBg6iqqoIkSSgvLzcvC5Jqvb29OHny5Iy+0CMhZGqgEyoS4nDt7e0oLy9HXV2d7eyxjY2NN+z6QjdyWYQQEot6hAghI0Qv/zAevLu1JmJZhBCSLCqECCE2+/btw7p163Dy5EmsXbvWNlbnhRdewNq1a1FVVYV169aZ90d3sZWXl8Pr9aK8vBz5+fkAIj1O69atM58X+3qJlrVlyxZIkmRrV3TZ0Z/GxkbzsYMHD2Lt2rUoLy/Hvn37zN19a9euHbFu0TZUVVXh4MGDkxMiIWT6SOUVXwkhqdfW1sYAsLq6OvO+DRs2sOrqatt8GzZsMK9czVjkCtXRefr6+tj27dsZALZ582bW19dnXkm9rKyMbdiwwXxeWVmZ7YrYw5fV0NDAampqWOzH04YNG1hlZaV5u66ujgGwXRF7x44dDADbu3cv6+vrYw0NDQyAuay+vj4GgDU0NJjzD79aNyHEeVwprMEIIdNEe3s7du7ciba2NvO+devWmVe39ng85s/27dsBRK5yDQA7duxAQUGB+byysjLb6wxXWVmJxx9/HPv27bMtu66uzpynuroalZWV2LJlC/bu3Wve7/F4zOVWVlaiurraXFZ04PXJkydRWVmJDRs20FFphBBQIUQIGVN0N9TwsTw1NTXwer3weDwJn1tdXY329nZs2bIFXq8X7e3tKCsrE1728Ofccccd2LNnD/frlJWVYcOGDdi4cSMaGhqwffv2UdtNCHEGKoQIIdxie194bdy4ESdPnsTevXtRVlY2YtzOjbRjxw5s3LgRTz/9NPLz80ccKUcIcR4aLE0IGVP00HbRwcWNjY3YuXOnWQSNZ9nt7e22+0+ePClUxLS3t6O9vR2VlZVoaGhAZWUlduzYkVSbCCEzBxVChJARPB6PrfAoKytDTU0NNm7caO6q8nq9eOGFF0YdZxMdlxN9TrQYGW1Zw0V3acXuljt48CAaGxvN8Ug8GhsbbYVPQUEBVq5cyf18QsgMlerR2oSQ1Kmrq2OVlZUMACsrKzOP9GpoaGAej8c84quvr48xFjl6y+PxMI/HwyorK8356+rqWFlZGQPAampqbEdzbdiwgQFglZWVbPPmzaympoZ5PB7ziK3hy/r5z39utqmmpsZc9vbt280j1aqrq82jv4YvP3qE2vbt2822bt++nTU0NLDKykrz+bFHshFCnIvOLE0IIYQQx6JdY4QQQghxLCqECCGEEOJYVAgRQgghxLGoECKEEEKIY1EhRAghhBDHokKIEEIIIY5FhRAhhBBCHIsKIUIIIYQ4FhVChBBCCHEsKoQIIYQQ4lhUCBFCCCHEsagQIoQQQohjUSFECCGEEMeiQogQQgghjvX/AzQc6/593aawAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo', 'edge_dir_histo']\n",
|
|
"100 [3] Loss: 1.6493 Acc: 55.0\n",
|
|
"Epoch 3: Val Loss=1.5038, Val Acc=58.0\n",
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|
"200 [7] Loss: 0.9741 Acc: 75.0\n",
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"Epoch 7: Val Loss=1.1874, Val Acc=66.0\n",
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"300 [11] Loss: 0.6844 Acc: 100.0\n",
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|
"Epoch 11: Val Loss=1.0544, Val Acc=67.0\n",
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|
"400 [15] Loss: 0.5982 Acc: 85.0\n",
|
|
"Epoch 15: Val Loss=0.9830, Val Acc=68.0\n",
|
|
"Early stopping at epoch 19, step 495\n"
|
|
]
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo', 'rgb_cooc_mat']\n",
|
|
"100 [3] Loss: 1.4186 Acc: 65.0\n",
|
|
"Epoch 3: Val Loss=1.9677, Val Acc=39.0\n",
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|
"200 [7] Loss: 1.2446 Acc: 60.0\n",
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"Epoch 7: Val Loss=1.8505, Val Acc=44.0\n",
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"Early stopping at epoch 10, step 251\n"
|
|
]
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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"Training model with features: ['color_histo', 'hog']\n",
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|
"100 [3] Loss: 0.0453 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.0647, Val Acc=100.0\n",
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"200 [7] Loss: 0.0122 Acc: 100.0\n",
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"Epoch 7: Val Loss=0.0366, Val Acc=100.0\n",
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"300 [11] Loss: 0.0077 Acc: 100.0\n",
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"Epoch 11: Val Loss=0.0268, Val Acc=100.0\n",
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"400 [15] Loss: 0.0079 Acc: 100.0\n",
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"Epoch 15: Val Loss=0.0214, Val Acc=100.0\n",
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"500 [19] Loss: 0.0071 Acc: 100.0\n",
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"Epoch 19: Val Loss=0.0185, Val Acc=100.0\n",
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"600 [23] Loss: 0.0051 Acc: 100.0\n",
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"Epoch 23: Val Loss=0.0163, Val Acc=100.0\n",
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"700 [27] Loss: 0.0031 Acc: 100.0\n",
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"Epoch 27: Val Loss=0.0144, Val Acc=100.0\n",
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"800 [31] Loss: 0.0018 Acc: 100.0\n",
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"Epoch 31: Val Loss=0.0131, Val Acc=100.0\n",
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"900 [35] Loss: 0.0019 Acc: 100.0\n",
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"Epoch 35: Val Loss=0.0120, Val Acc=100.0\n",
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"1000 [39] Loss: 0.0017 Acc: 100.0\n",
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"Epoch 39: Val Loss=0.0110, Val Acc=100.0\n",
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"Early stopping at epoch 40, step 1021\n"
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},
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{
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"data": {
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"image/png": 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HYKhrsW9Ag08OdO9mznHg7hVZ0DQNCXF2HD/XhWPnuvRlv/OFPMgaAl2kjEEQxRGn0+fEIT0p0E0vCiJUVUNTRx8EQdC7VwVBANM0QBAM0zlpiYizBeYJggCPdwCfevwQBAGaqkIQRX1aFEUgOC2JWDQ3GaqqQpIC3eafuvvRO6ABjEHTNIiSBMYYWMg0GMOceAfmp8aBMQZxcDs+6bgMhQnm7Qu2fXB6bnI8UhIkfVt9Awpaur2jbl/o9NWZSRARWKcgCOi67ENnnzy0TYPHkjRNM0zHOWy4KiNJ31bGGNq6++FV2Lj7xpkUh8w5doAFblqoMQ1N7X3A8H0zwn5a4ExAol3U981ln4wLPT7T9o20nwrmJkPThvZNe48XPYOHYoP7ZqT9lBTvQJYz3rBvznf2jf85RODQmDPRpu8bWVFxrrN/QvtmYUYS7CL0be3u8+OzywMjf/ZC9o3NJiH/ijmGz2Fbdx/6ZTbiZy+07SkJDsxLGfocakxDc3sf2Fj7ZnB6fmo8khwSIAS2tX9ARmu3ed+MtJ/yr5gDME1vb0evD92Dh4uGf/ZC91NCnB05aQnQNE3/HLq6+uBX6XcE/Y6Yvt8RfncSnvgVUFdXh6ysLP37aXhvUFDSmjUoqDgAAPho1Wrk/vYFJCxdaljGnp0Dtdd4aFZ1uyE5U0d8T15mRSFUtCAVLcOOf7q6+rE0y9z1FjS8+y60a48piv4hAGCYttlsWFOQiZoLHojC0PF8URAgqwz3//aEYT0Xe3zYV9WGyyHHhF87fdHUnq6QY7Cr8zLww7sK9ce/ertJL4RsooAf3D65cU8ziaqqaGhowKJF1xhyJZE3lPUiynoaUc58DOWcRTlPo4l+nltbU/AEgOTkZKSMcJhrLI7sbPS/956pEIpfWgjZ5TLMG3C1Ir6wENE0Yw+N/fpwE442BHpUcjMSsbYgEy8eawEQOJX+aEMHNq5aGNZ7M3nsQXvzUxNGnN83oGCkYWyXJzAwLijeLuJvVhqPkX75uvlIT3JAFIAf3HbthN9rpvJ6aRwUL5Q1H5QzH5QzH5HM2fPGm2hcf6v+eMDlwkBrK5Jvuw0A0Pn88+irrAQQGFidtOZGdL+0F0BgTFHfe+/Bee+9EWtPOKJ+HaE9x1pwtKEDLV39ON/Zjx13LwMAvHr6AoChM8ue3ViM7a+cxtHGz+DxKnhuYwlyM8Y/7X44QRDAlLELl3jHUH3IGEP9p7245PEh9KSSr38uF79/v8X4OruIktw0/fF9q3Nxy+J58MoqvINn3zgT7EiKM8aenZaI97f/BfoHFDgTRz/cNxtIkoQVK1ZEuxmWQFnzQTnzQTnzEemcU26/DX2VlWi5/37Ys3Mgt7qQ+9sX4BgcFO0pfx0A9GsFZT3zDC7++Cfoq6yE1utB9jP/qC8bLVEthIqyUrHj7mV68RPq1e+uMzxOTbDjuY0lU14nY2zcHiHD6bw+xTDoOejWwitRUXcJlzxDZ6Ylx9kMr5VEAQkOyXAK6mgcNhEO2+wugoBAt2t9fT2WLFlC3dvTjLLmg3Lmg3LmYzpynv/E46M+d/UrLxseSykpyP7lMxFZb6TM2ENj04kNjF0IdfQOFTeh15YIykhyYG1BJn765aVYfGUystMSkJpgx9WZxutJhBZFhBBCCJl5ZsVg6UgSBAFMDRwaa+3ux76TrVi6IAW3Lr1SX+btwdPjARh6fIKKFqTgT6cv4CvXZ+GOZfPxTsNn+N27n5iWs2IhJEkSioqKot0MS6Cs+aCc+aCc+aCczSzXIxR6aOz/HPgYNW09eOmECz0hVz0NvYppgsMYUZJDgk0S8V8fXMCO1wPXIcqcM/LphHPiLFdnQlVVnDp1Sr9IJZk+lDUflDMflDMflLOZ5b6pHStWwD5vHgAY7lXm8cnwKSp8soqmzy6ju38AvT4Fru6h0/avykg0XBK98VLgNgKLr0zG2kWZON/Zj0Xz5qDqk25cnZmEJfMnd8phrEhIGPmsOxJ5lDUflDMflDMflLOR5QqhhDU3Iq6gAABQvDAN1ee7AQTuGfPj/1cDVWPo8cqobnEbXudMsGNpVirWL5mHP314wfCcIAj45uev1h9vXB3eaf2xQJIkLF68ONrNsATKmg/KmQ/KmQ/K2cxyh8Y++8Z/g3wpcHXo0ENXXlnVb7o40g3oMuc48O2b81GycOj0+HnDbtxIAEVRcOLECSjjXKKATB1lzQflzAflzAflbGa5HiEAwOBgaUkMuRN03wA+6/Wjs2/AcIHEsuIsNH/WB2eiHX5FxbyUofukOEPuQk0CBEFAWloahJCrcpPpQVnzQTnzQTnzQTmbWa5HCADY4CAxuzT0QfB4ZZxu60Gb22sYO3Rr0ZVIS3JAEAR4BzQo2tBAaptIH6ThJElCQUEBXQeEA8qaD8qZD8qZD8rZzJKFUM+rr4ExhgO1l/R57b3miyYmOSSkxA/1+vhkFUrI5aVtkiXjG5OiKKisrKRuVw4oaz4oZz4oZz4oZzNLfpMzvx9+RTPM6+4zX2QxOd4O78DQKYZ//qgd/f6hx596zMWT1YmiiKysLP0OzWT6UNZ8UM58UM58UM5mlh0j5JON11Do7jcPkHYm2g3XFPq0x4c299Dp9JdGuPWG1YmiiIULrXvWHE+UNR+UMx+UMx+Us5klS0ImKxgI6RFKTbCPeBXof7t/JW64Kl1/vOGGHFx75dC1gb583YLpbegspCgKjhw5Qt2uHFDWfFDOfFDOfFDOZpbsEdIUGQi5k3zhghT8/Wv1puXmpQQuOrX9zsW45PFj1dXpgesNfakQru5+rLo63fQaqxNFEfn5+dTtygFlzQflzAflzAflbGbJQgiqBhZaCQGQBAEqG5r3jc8NdR0WzE1Gwdyh0+avykzCVcNusEoCgsefyfSjrPmgnPmgnPmgnM2sWRIqCjRjHWQogv5i8Vxsve1azo2KDYqi4NChQ9TtygFlzQflzAflzAflbGbJQoipKrSQSujDVrc+nZ4YOF2+vOYiDp29NPylZByiKKKoqIi6XTmgrPmgnPmgnPmgnM0smQRTFYR0AMEdcur89bmBW2gcqL2EY81dvJs264miiLlz59J/Mg4oaz4oZz4oZz4oZzNLJsEUFVpIJRQ6HWcbikSiK0dPmizLePPNNyHL5usykciirPmgnPmgnPmgnM0sWQglXn8d7CEFjxpymOyzXr8+TYXQ5EmShJUrV9Ll2zmgrPmgnPmgnPmgnM0sWQjZ5s5DljMBj96xGICxR+hCj3doOeo6nDRRFJGenk7drhxQ1nxQznxQznxQzmbWTGLw7vPBu++GnkEmhtyR1yZRj9BkybKM1157jbpdOaCs+aCc+aCc+aCczSxZCDElcHuNYM0TegaZFFIIhRZFZGJsNhvWrVsHm82al6jiibLmg3Lmg3Lmg3I2s2QSSkcHgKFCJ/TQWOiwIDv1CE2aIAhISUkZf0EyZZQ1H5QzH5QzH5SzmSV7hC6/cwTnO/vw9IGPAABq6KGxkEqIBktPnizL+OMf/0jdrhxQ1nxQznxQznxQzmaWLISgauj1KfAOBA6RGXuEqBCaCpvNhltvvZW6XTmgrPmgnPmgnPmgnM0sWQgxTTVcUNEnq/p0aCG0IDWBZ7NiBv0H44ey5oNy5oNy5oNyNrJkIQRVM/QCfdLZr09Lg4mUFs5DaeE83i2b9RRFQXl5Od3HhgPKmg/KmQ/KmQ/K2cyShRBTjVeWTooburCUM9EBAFBUjXu7YoHNZsOdd95Jf3FwQFnzQTnzQTnzQTmbWbIQgqYZrh0kD46WtokCEuyBouiK5LhotCwm0F8a/FDWfFDOfFDOfFDORpYshJiqAhiqhIK9P/GDRdB9q3Nxe9H8aDRt1lMUBQcOHKD/aBxQ1nxQznxQznxQzmYCY6HDhmNXa2srcnJycLxgEdIXLULXc/+BX7/dBMYYDn30GQBgXkocihakAgBy0hPxlesXYMXg3egJIYQQqwh+Z7pcLmRnZ0e7OdPKmj1CmqZfTTr0ENlVGUm4Z2UOAMDV1Y8BhcYJTRZjDB6PBxapr6OKsuaDcuaDcuaDcjazZCEETdULoNBB03F2yXAqfYKD7s47WYqi4J133qFuVw4oaz4oZz4oZz4oZzNLFkJJa9ZggTMeq65ONxZCNhH/9cEF/XFwzBCZOLvdjrvuugt2uz3aTYl5lDUflDMflDMflLOZJQshCAIWZiTh3pU50EKOfg0vfBKoEJo0TdPQ1dUFTaPDitONsuaDcuaDcuZjOnLuq6xEy/33o+X++9G4/lZ43nhz1GVbH9mC+sVLDD+qxxOxtoTDmoWQfvd5wdAjdPKTLsNicTZrxjMVqqrixIkTUFV1/IXJlFDWfFDOfFDOfEQ6Z9XjQcv9D+DKxx9H7gsvYP7jP0Xbli0YcLlGfc1VL+/HkrP1+o8U5ZvAWvKKSkwNFkKAOsp9xgDAJlEhNFl2ux233XZbtJthCZQ1H5QzH5QzH5HOWUpJQcaDD0BKDZxxnbRmDQDAV1sHR07OqK+ZSSz5TT/wySdQvD4wDYZDY6H3WF00LxlpiXQMdbI0TUN7ezt1b3NAWfNBOfNBOfMx2Zx7e3vh8Xj0H7/fb1pm7ve/rxc3wcNc8UsLR33PTx97DOfu/mu0PrIF3traMLYisixZCMmtrXinxoXv7f3AeOf5wUro3pU52HrbtRAEuvv8ZGmahpqaGvplxgFlzQflzAflzMdkcy4sLERqaqr+s2PHjjGXb3/qaWQ8+MCovUHZv3wGuS+8gNzf/RZSaio++euyqI8RsuShMTAGNniafGghJA0WPhlz4vSiiEyOzWbDLbfcEu1mWAJlzQflzAflzMdkc66rq0NWVpb+OC5u9NtPdb+0F2pPD+Y/8fi47yulpGD+E4+j77334Hn9DaTde8+E2xRpluwRYoyBKTIAQNVCxwgF/qWOoPBpmoa2tjb6q44DypoPypkPypmPyeacnJyMlJQU/We0Qqjz+efhq61F9i+fAYBJ9fIExxdFiyULoUCPUOBiUqGFkCQG4pCoEgqbpmloamqiX2YcUNZ8UM58UM58TEfOF3/yGADoPUGqx4OLP/4JgECB1FdZCQDw1tbio1Wr9dcFxwel3B7dQfLWPTSmyDjT5kF779DAL9tglxDVQeGz2Wy46aabot0MS6Cs+aCc+aCc+Yh0zt0v7YV7714AgfFBQcmDZ6Z5yl8HEDibLGHpUiTdeCNaH9kCKTUVak8Pcl/4TcTaEi7LFkKXuvsMRRAA2KRABTT8NHoycZqmweVyIScnB6JozQ5HXihrPihnPihnPiKdc9q994w5vufqV142PA4eOptJrPlpYwyyf8A0W6IeoSmj4/z8UNZ8UM58UM58UM5mUe8R6vHK2P7KaQCAx6vgWzfnY+2izBGXbensxw//cAYA4PYO4L5VC3Hf6txJr5MxBnGEq2oGD40lOqIey6xls9mwZvCCWmR6UdZ8UM58UM58UM5mUe8R+s6eaqwtuALPbSzBsxuL8fCeKvR45RGXffjFKty5bD5+/+BqvPrddfjhH86gpbN/8itlDMqAeR0rr07Hl66bj6syEif/ngRA4PLtjY2NdJl8DihrPihnPihnPihns6gWQi2d/Tja2KH36qQm2LF2USaee7tx1OXXFgz1FhVlpcDjG7loGovgcMAnma8aPS85HgszkuhCilPAGEN3dzdYyPWZyPSgrPmgnPmgnPmgnM2iWgjVXOhBbrqx9yUnPRG1bSNff+Cu5Qvw8ItVaOns13uCirJGvv6A3+83XBa8t7dXf852xRWYe32R6TV//qgdH7Z065Wyoij6cdTRpmVZNkwHP1zBacaYaRqAYVrTNMO0oihjTquqapgOtne0aUVRuG0TYwwrV66EKIoxs00zdT8xxlBSUgKbzRYz2zQT95PNZkNxcbH+B1IsbNNM3E8A9N8dsbJNM3E/2Ww2XH/99ZAkacxtCrbLCqLbI9TVj5QE43ictEQH3F7zQGYA+PbN+chNT8TP36jHl/75Hfz87uWjvveOHTsMlwUvLAy574mioKP9omF5Z7wEURDQ1urCuXPnAADHjx+Ha/AOupWVlbh4MfCaI0eOoKOjAwBw6NAhuN1uAMCBAwf0gqu8vBw+nw+KoqC8vByKosDn86G8vBxA4P4tBw4cAAC43W4cOnQIANDR0YEjR44AAC5evIjKwesvuFwuHD9+HABw7tw5nDp1CgDQ0NCA06cDY6zq6+tRX18PADh9+jQaGhoAAKdOneK6TWfPnkVXV1dMbdNM3U8ffvghVFWNqW2aaftJVVW88847+Oijj2Jmm2bifjp8+DDOnj2Ltra2mNmmmbifVFVFeXk5+vr6xtymw4cPwyoEFsX+sfIzF/Hz18/iyNYv6vN2vF6P2jYPfv/gasOyPV4ZX/7no/qyLZ39+PpvjuFnX1024uBqv99vuDlcW1sbCgsLcbxgEdIXLUL1E7/CD/YHBl4vSI3HtfPmQBRFfPHaTHxtVS4kSYKiKBBFUf8LZaRpWZYhSZI+bbPZIAiCPg0EKvTQabvdrlfcdrsdmqZBVVV9WtM02Gy2UadVVdUr++BfB5IkjTqtKAoEQeCyTX6/H/X19SgqCvS4xcI2zdT95Pf7UVtbi+uuu05f52zfppm4nwDggw8+wLJly+BwOGJim2bifpJlGXV1dSgqKoIgCDGxTTNxP2mahg8++ADXXXed/j4jbdP58+dx9dVXw+VyITs7G7EsqqdHFS1IRUuXcbCzq6sfS7NSTMu+29iBopD5uRmJuG91Ll48fn7EQiguLs5wKXBPyOW+mapgQB2q/1IT7Pr1FBw2GyRJAgD9wzHWtN1uD2taEAR9Ovihneh0sH0TnZ7IdkRqm+Lj47FixQqEmu3bNFP3U1xcHIqLi03vM5u3aabup5KSkpjbppm2n+Li4sb83TEbt2km7idJkgyf59G2KfR9Yl1UD43lZiRibUEmXjzWAiDQ63O0oQMbVy0EAPz6cBOONgS6+IoWpOJoQ4fhjLKjDR340vIFk16v2tmFzj8PdfuF3mCVbrY6Naqqoqamhs5I4ICy5oNy5oNy5oNyNot6yffsxmJsf+U0jjZ+Bo9XwXMbS5A7ePr6q6cvAADWLspEbkYinttYgo3Pvw9nQmAc0ZeWL8Cdy+ZPep3qwADazn8KpGYAMN5bTIr6BQUIIYQQwktUxwjx1NraipycHBwvWIR4Rxx+//mNeCl9GQDg+uxUZMwJHEb7yoos/OV1k+9lIoQQQmJF8DvTCmOELNn/ITAGIeTy4qH3FqMjY1OjqipOnTpF3a4cUNZ8UM58UM58UM5mliyEAABs6EMQOi7IRpXQlCUkJES7CZZBWfNBOfNBOfNBORtFfYxQNAhggDrUIySFFD9piY5oNClmSJKExYsXR7sZlkBZ80E580E580E5m1myR0hgDFpIt6BjcIR0aoIdq/MyotWsmKAoCk6cOGGpq5JGC2XNB+XMB+XMB+VsZslCCAxgIT1CdokOh0WKIAhIS0uj+7VxQFnzQTnzQTnzQTmbWfbQGFMD1bBdEugDEUGSJKGgoCDazbAEypoPypkPypkPytnMmj1CgD5GyE4XDoooRVFQWVlJ3a4cUNZ8UM58UM58UM5mlq0CzqYGrovgCCmEerwyatp6otWkmCCKIrKysvRLyJPpQ1nzQTnzQTnzQTmbWfLQGAA0ObMAAHab8cMgh4wdIpMniiIWLlwY7WZYAmXNB+XMB+XMB+VsZtmSUGKBgscx7NBYvF0aaXEyQYqi4MiRI9TtygFlzQflzAflzAflbGbZQsimBU6fH37GWAIVQlMiiiLy8/Op25UDypoPypkPypkPytnMsofG4hU/gGTqEYqw4PFnMv0oaz4oZz4oZz4oZzPLloR/1XgEgHmMEPUITY2iKDh06BB1u3JAWfNBOfNBOfNBOZtZthCyIXBobHiPUJzdspFEhCiKKCoqom5XDihrPihnPihnPihnM8seGhsaIzSsELLRh2MqRFHE3Llzo90MS6Cs+aCc+aCc+aCczSz7rW/TBs8asxkHS9NVpqdGlmW8+eabkGU52k2JeZQ1H5QzH5QzH5SzmWULIZENXVk6Oy0BAJCTnhjNJsUESZKwcuVKSBKNtZpulDUflDMflDMflLOZpQ+N2UQBoiDg218owNlPPbg+xxntZs16oigiPT092s2wBMqaD8qZD8qZD8rZzLI9QhJT9fFBzkQ7vnDtXDgTHVFu1ewnyzJee+016nblgLLmg3Lmg3Lmg3I2s2whZNM02CQaDxRpNpsN69atg81m2c5GbihrPihnPihnPihnM8smITENNjFQCIk0QDpiBEFASkpKtJthCZQ1H5QzH5QzH5SzmWV7hEILIaqDIkeWZfzxj3+kblcOKGs+KGc+KGc+KGczy/YIHbuyENLgBaWoRyhybDYbbr31Vup25YCy5oNy5oNy5mM6cu6rrETn888DAAZcrZj7t3+LlNtvG3FZ1ePBxR//BACg9XqQ8eCDSFqzJmJtCYdlP3G9jkTYRAFfLc6CJFIhFEn0i4wfypoPypkPypmPSOasejxouf8B5FccgCMnB32VlWi5/wHEDz4erm3LFiTfdjvS7r0HqseDxtL1KDhYASmKh+sse2jMpqmwSQI0Fu2WxBZFUVBeXk73seGAsuaDcuaDcuYj0jlLKSnIePABSKmpAKD37vhq60zLDrhc6Kt8D2n33qO/NunGG9G5e3dE2hIuy5bfNqZCEgVoVAlFlM1mw5133kl/2XFAWfNBOfNBOfMx2Zx7e3vh8Xj0x3FxcYiLizMsM/f739en1cFl45cWmt7LV1sH+7BeIkdONnx15qKJJ8v2CGX3tuuDpUlk0V90/FDWfFDOfFDOfEwm58LCQqSmpuo/O3bsGHP59qeeRsaDD4x4WExudUFKTjbMk5xOqO6eCbdnOli2ELr+s0aIgoA/fXgh2k2JKYqi4MCBA/QLjQPKmg/KmQ/KmY/J5lxXV4eenh79Z/v27aMu2/3SXqg9PYYeolD27Byovb2GearbDcmZOvENmAaW7YMUmUqnzU8Du92Or3zlK9FuhiVQ1nxQznxQznxMNufk5OQJXXeo8/nnMdDiQvYvnwEQOEQ2fAB0/NJCyC6XYd6AqxXxhebDaDxZtkdIZAxUB0UeYwwejweM0dir6UZZ80E580E58zEdOV/8yWMAgPlPPA7AeIp85/PPo6+yEgDgyMlB0pob0f3SXn25vvfeg/PeeyPWlnBYthASwGAbvAM9iRxFUfDOO+9Q9zYHlDUflDMflDMfkc65+6W9cO/di/annkb94iWoX7wEH69arT/vKX/dMBg665ln0FdZidZHtqBtyxZkP/OPI44n4klgFim/W1tbkZOTg+MFizBHknAhMR3/8t/+AenOJPzmf6yMdvMIIYSQGSP4nelyuZCdnR3t5kwrS/cIidAQb5ei3ZSYomkaurq6oGnU2zbdKGs+KGc+KGc+KGczyxZCIgNsjNGA6QhTVRUnTpyAqqrRbkrMo6z5oJz5oJz5oJzNLHvWWLBHSKBKKKLsdjtuu23ke8yQyKKs+aCc+aCc+aCczSzbIyQwBolpdOZYhGmahvb2dup25YCy5oNy5oNy5oNyNrNsIaQJAkQAfX46QyGSNE1DTU0N/SfjgLLmg3Lmg3Lmg3I2C/vQWK9PRnK8PZJt4erjtFz4EpPhoENjEWWz2XDLLbdEuxmWQFnzQTnzQTnzQTmbhd0j9PCe6ki2gzubpkIQBNx0TWa0mxJTNE1DW1sb/bXBAWXNB+XMB+XMB+VsFnYhdLq1B3/5L0ex842zcHX1R7JNXNiYSuODpoGmaWhqaqL/ZBxQ1nxQznxQznxQzmZhHxp79I7F+NqqXLzb2IGfv34Wru5+3LcqF3ctnz8rDpnZNBWiIEDTLHE9SW5sNhtuuummaDfDEihrPihnPihnPihns7B7hL62KhcA8PmCTDy7sRj/9T/XggFY9+Sf8Z0Xq1HZ2BGpNk6Lef1dmNPfg65+OdpNiSmapuH8+fP01wYHlDUflDMflDMflLNZ2IVQaKFT2diB77xYjR/+4Qx6vDLAgCMNHfjLfzmK/3u8JSINjbTkgX7ED/Sjtq0n2k2JKXT8mR/Kmg/KmQ/KmQ/K2SzsQ2M/f+MslmWl4rUzF9HjlbG2IBPP3VeMO5bNNy73+ln8f//vDP7+r5ZNubGRELxykMAYRDoqFnE2mw1r1qyJdjMsgbLmg3Lmg3Lmg3I2C7tH6ExbD0639mDb7Yvx4WO34j8eWG0qggAgLdGOV09fnFIjh+vxynjxWAu2v3Jm0q/VxMAmiwhcUJFElqqqaGxspMu3c0BZ80E580E580E5m4VdCN1ZNB9/+u5afG1VLlLGGBxdlJWKbbcvHvX5Hq+Mh/dU4eE9Vfj688dwtGHssUXlZy7iO3uqkZueiB13T76XSRMCmywwBhHUJRRpjDF0d3eDMcp2ulHWfFDOfFDOfFDOZmEfGvv2F/LxnRer8ejti5GTnqjPf7exAwKANQWB6/N8viATnx/jfb6zpxp3LpuP+1bnoscrY93OQ3hn2y1ITTAXVzVtPfj562dxZOsXw212oEdI0yBQj9C0sNlsWLlyZbSbYQmUNR+UMx+UMx+Us1nYPULbXzmDmrYe0zWElmWn4udvnJ3Qe7R09uNoYwfuWx04Ay01wY61izLx3NuNIy7/6Cun8egdo/cuTYShR4hpmO+Mn9L7ESNVVXH27FnqduWAsuaDcuaDcuaDcjYLuxDKTU/E4R98Ue/5CUqJt6NlghdYrLnQg9yQ3iQAyElPRG2bx7Rsj1dGTZsHH7a68fXnj+GmJ/885hghv98Pj8ej//T29gIA1MExQgIYBE2DKAhQVVX/UCiKYpgOjqwfbVqWZcN0sLsxOM0YM00DMExrmmaYVhRlzGlVVQ3TwfaONs17m7xeb8xt00zcT4qioL+/P6a2aabup76+vpjbppm4n4K/O2Jpm2bifurr6xt3m4LtsoKwCyGPb+Tr77zb2AHnCIe1RtLS1Y+UBOPRubREB9zeAdOywZ6nh79QgN8/uBpHtn4Rrq7+UYuhHTt2IDU1Vf8pLCwEEHrWGODr74MA4PTp02hoaAAAnDp1CufOnQMAHD9+HC6XCwBQWVmJixcDg76PHDmCjo7AWKZDhw7B7XYDAA4cOKAXXOXl5fD5fFAUBeXl5VAUBT6fD+Xl5QCA3t5eHDhwAADgdrtx6NAhAEBHRweOHDkCALh48SIqKysD2+9y4fjx4wCAc+fO4dSpUwCAhoYGnD59GgBQX1+P+vp6IIrb9NZbb2HFihXo7e2NmW2aqfvp7bffxlVXXQVJkmJmm2bifpIkCaIoorm5OWa2aSbup3fffRcrVqxAe3t7zGzTTNxPkiShtbUVsiyPuU2HDx+GVQgszBFTuw434WhjB779hXwsy0oFECiCHn3lDL62KnfMAdJB5Wcumsb87Hi9HrVtHvz+wdWGZY82dODhPVU4/dPbDK9/9OXThnlBfr8ffr9ff9zW1obCwkK8vqwECwf6oAoC9n7tUYjXl+DHdwXaKkkSFEWBIAj6tCiKEEVx1GlZlvVflLIsw2azQRAEfRoIVOih03a7Xa+47XY7NE2Dqqr6tKZpsNlso06rqgrGmD4dbPto0zy3ye/3o7GxEddeey0AxMQ2zdT95Pf78fHHH6OwsFBf52zfppm4nwCgtrYWixcvhsPhiIltmon7SZZlNDQ04Nprr4UgCDGxTTNxP2mahtraWhQWFurvM9I2nT9/HldffTVcLheys7MRy8IeLL355nx80tmPjc8f0+/ZxRA4m2wiRRAAFC1INR1Gc3X1Y2lWimnZ3PREeHzmrjpnomPE946Li0NcXJz+2OMJHG7zS4HeKoEBvsQUdHb1Q5IkfbngB2Ki03a7PaxpQRD06eCHdqLToe2dyHS0tinYhljappm0n4K/qGNpm2biflJV1fB5joVtGj49E7Yp+P6j/e6Yjds0U/eTKIoQBMHQ9uHbFPo+sW5KW7rj7mX49s35qL0QuDpzUVaq4Qyy8eRmJGJtQSZePNainzV2tKEDr353HQDg14ebULQgFWsXZZqWBYAXj7XgWzfnT6rNffZEwOuGCIbOjPnISkuY1OvJ2CRJQlFRUbSbYQmUNR+UMx+UMx+Us1nYY4SCcjMSccey+bhj2Xy9CNp9pGnCr392YzGONn6Gh/dU4Tt7qvHcxhLkZgTe59XTF1BzoWfEZR/eU4W1izL1omiiZHFok22KgoykuDGWJpOlqipOnTpFZyRwQFnzQTnzQTnzQTmbhd0j1OuT8Z/HW3C+03yG2GtnLmLTTRPrqUlNsOO5jSUjPhfsGZrIshM1IA5tsqTK0OiiUhGXkEC9bLxQ1nxQznxQznxQzkZhF0IP76lGS1c/ctMT9X+BwJlgnx92Sv1Mooghx14Vma4tHWGSJGHx4qld64lMDGXNB+XMB+XMx2zPue/99+GrrYPz3nsgzZmDvvffR/dLLyFh2XJk3P/NsN4z7ENj7n4Zh3/wRfzHA6vx+YJM/McDqwM/9682XRtoRtGGSp9lHx6mu89HmKIoOHHihKWuQREtlDUflDMflDMfsz3n9l88BTElGdKcOVB7e9Hyzfsht7jQd/QoLv70p2G9Z9g9Qs7EoZHmKfF2tHb3IzstEbkZiXi3cez7hUWTXxra5HhfXxRbEpsEQUBaWpp+NhOZPpQ1H5QzH5QzH7M9Zyk1FWkbNgAA2p96GvGFhbj65f0AgJb7HwjrPcPuEUqJt+NHfziD2gs92Lg6Fw/vqUZrdz9eP3MRNTO4l8UnDp1u7/B7o9iS2CRJEgoKCgynfJLpQVnzQTnzQTnzMdtzVnt64Dt7Ft379sG9bx/m//3fDT0ZZnEXdiG07fbFONrYgZ5+GTnpiVi6IBXrnvwzvvNiNf5m1eTO5OIptEcozu/FXcvnR7E1sUdRFFRWVs7abtfZhLLmg3Lmg3LmY7bnnPHQQzj31bvx6WM/hXPDBsQvWYKB1la0P/001J7wOmHCPjSWmxG411jQjruXYePgtYBm8mBpOeSsscUZcVi8IiuKrYk9oigiKytLv2AYmT6UNR+UMx+UMx+zPeeU229D0uePQe3pgUO/4rWA+KJlSLnjjrDeM6wkPD4Zedtfwxs1Fw3zi7JSZ3QRBBgLoSQJs/Y46UwliiIWLlw4a/+TzSaUNR+UMx+UMx+zPee+99+He+8+SE6n/rj96acgt7YifvCeopMVVhIp8XbkpCeOWvS4Jnj3+WiQhaHjomyWdg3OZIqi4MiRI7O223U2oaz5oJz5oJz5mO05j3rW2Lvvhn3WWNgl4Z++uxbPvT3yFaR//sbZcN922oX2CGGWfhBmMlEUkZ+fP2v/2phNKGs+KGc+KGc+ZnvOo501lvvCbyC3uMJ6z7DHCP3lPx/F+a5+/OfxFtNzHq8c7ttOu9BbbMjyzG3nbBU8/kymH2XNB+XMB+XMx2zPOXjWmPfMGbj37dNPnQcQ9lljYRdCyfF2PHr7YqQk2A3zGQN2TeJeY7zJ0lB76dBY5AW7XW+66SZL3b04GihrPihnPihnPmZ7zsGzxiAIhrPG3C+9xP+ssUfvWIxl2alIibebnluYMXOvLC2H3GLDcX1xFFsSm0RRRFFR0aztdp1NKGs+KGc+KGc+Ip2zt7YWva+/Ds+bB5B27z3IePDBUZdtfWQLet980zDvmuPHIKWkTHh9I581himdNRZ2ITTW2WG9vpl7yCl0jJBtPl1DKNJEUcTcuXOj3QxLoKz5oJz5oJz5iHTOWk8Pku+4A766ugktf9XL+5GwdOmU1iklJ0NKTtYfO7KzDUXRZIVdCO0cY0D062cu4vaimVlkhN50FQP+6DUkRsmyjEOHDuGWW26B3W7uLSSRQ1nzQTnzQTnzEemck9asAQCIyRPr1ZlM789oBlrb0P70U+ivfC/Qhs+vwdy//VvYwxz7FHYhdLShA67ufuSkGQ+DeXwyUhNm7od4ILQQosHSESdJElauXDlrL98+m1DWfFDOfFDOfEw2597eXng8Hv1xXFwc4uLiwl7/p489BtXdA3tODjI2PTTp3iFfXR3O/XUZ4gsLkXz77YF5NTVoXH8rrn7lZcQvXjzpNoVdCO24exnebezA5pvzDfNdXf0z+qarsjC0yVpnBxhjdFHFCBJFEenp6dFuhiVQ1nxQznxQznxMNufCYRcpfOyxx/DTMK/Xk/3LZwAAqseD9qeexid/XTbpMULtT/8f5L7wGyTdeKNhfl9lJdp/8RRyf/P8pNsV9mipoqxUUxEEAKmJdvz68Aw+ayykR8j37ruAqkaxNbFHlmW89tprdGkCDihrPihnPihnPiabc11dHXp6evSf7du3T7kNUkoK5j/xOOw5OfC8/sbkXsyYqQgCBg/RMRZWeyJ+7ty7DR1omcFXllZCBkszTQM0LYqtiT02mw3r1q2bladlzjaUNR+UMx+UMx+TzTk5ORkpERjXMxopNXXa3nuiwv7E3fyLP2P4ASW3V4bHK+OOZTNzoDRg7BECY2CaZtoOEj5BEKb1Pw0ZQlnzQTnzQTnzwTPnzuefR3xhIZLWrIG3thYt37wf1x4/BiBw2j0QOB1+MpLW3IhzZRsw9/vfh33wTDG51YX2p57mf/r8mvxMtHb3Y+2w0+hz0xNndCE0EHqLDU2jQ2MRJssyysvLceedd9KZH9OMsuaDcuaDcuYj0jl7a2vhfmkv+t57D7LLhYEWF+Y/8TgAwFP+OoDAYauEpUuRdOONaH1kC6TUVKg9Pch94TeTXl/Ggw9ioMWFlm9+c+hK0ozBec89yHjg/rC2QWAsvINqHp+MmtYerJnhd5sPam1tRU5ODlb8j2ew571fAwBsV1yBnN27EL9kSZRbFzsYY/D5fIiPj6dB6NOMsuaDcuaDcuZjojkHvzNdLheyp3CNnuky0NoKX23g2kXxS5fCkR3+bUPC7hFydfVjz/EW5KQnIid96BT6dxs7IAAztkCSh40R+uyX/4ScX/8qii2KPXSMnx/Kmg/KmQ/KmY9YyDn0IoqNt94G2eUCRBFLamsm/V5hnzX26MtnUNPWA9ewgdHLslNn+N3njWOESGQpioLy8nIodB+3aUdZ80E580E58xGLORcceBNL6uvCuoYQMIUeodz0RDy70XyvrpR4+4w+a0wOvYiUpkEMuUw3mTqbzYY777wzJv7imOkoaz4oZz4oZz5iOWfJ6QzrdWH3CHlGuZ/Yu40dcM7gK0uHXlCRaRqYQtesiLRY+ktjpqOs+aCc+aCc+ZhtOfvq66f1/cMuhNYWZOIbvzmGyqYO9Ppk9PpkvFFzEd95sXpGnzWmCSL0E+Y1DYwu3hVRiqLgwIEDs+4/2mxEWfNBOfNBOfMxG3O++OOfQL3cB/Xy5bF/enrCev+w+8Y235yPTzr7sfH5Y/p1eBiAO4vmY9vt4R2n42VAsiFelQFNgy1jZg7qnq3sdju+8pWvRLsZlkBZ80E580E58zEbc/bV1uLjVaum7f2ndJBwx93L8PAX8lHTFqjCirJSDWeQzVSyGCiEmKZBuXQp2s2JKYwx9Pb2Ijk5mU6BnWaUNR+UMx+UMx+zMWd7Tg7mP/7TsRdiDBd/+nhY7x/2obGath5858VqAMAdy+bjjmXzkZOeiHcbO1A5g2+6CgBK8Mwxur1GxCmKgnfeeWdWdbvOVpQ1H5QzH5QzH7Mx54wHH0DSjTeO/bNmDTIefCCs9w+7ENr+yuw8fR4YupYQo0Io4ux2O+666y66MiwHlDUflDMflDMfszHntHvuiehyw4VdCOWmJ+LwD75ounDiTD99HgCE4PWD6PYaEadpGrq6uqBRkTntKGs+KGc+KGc+KGczy50+DwAObbBLkDEklJREtzExRlVVnDhxAioVmdOOsuaDcuaDcuaDcjaz3OnzAKAZBojR1aUjyW6347bbbptV3a6zFWXNB+XMB+XMB+VsZsnT5/XrCAGASt2DkaRpGjo6OpCZmQlRDLvOJhNAWfNBOfNBOfNBOZtNKYUddy/DkR98Ec/eV4xn7ysOTG8sRu2F8C5qxIsrea4+nVC8IootiT2apqGmpoaOP3NAWfNBOfNBOfNBOZsJjEX2zqO9Phlf/uejePsHX4zk205Za2srcnJykPXt32Frw0Gsd50EACSuXIncf/+3WXM9BUIIIWS6Bb8zXS4Xsgfv8h6rItYv9kbNRXzjN8ew/PEDM/6sMZ/NoU8zTaPrCUWQpmloa2ujvzY4oKz5oJz5oJz5oJzNplQI1V7owY/+cAZ521/Dt/dUw90v42dfXYalC1Ij1b5pMSCFDBJTVTqNPoI0TUNTUxP9J+OAsuaDcuaDcuaDcjab9GDpXp+M/zzeghePtaClqx/J8XakJNjxp/+5Vr+9xtqCmX3/Ln9IIcQ0DUwzDJ8mU2Cz2XDTTTdFuxmWQFnzQTnzQTnzQTmbTapH6Bu/OYbrHj+An79+FmsKMvEfD6zGh4/dimXD7jE20+835pOGDo1BVcEU6hGKFE3TcP78efprgwPKmg/KmQ/KmQ/K2WxShVByvA0MgVPnv31zPj4/w3t+RjMwrEcIjD4QkULHn/mhrPmgnPmgnPmgnM0mdWjsuY0l8PhkvHb6Ih7eUw1BAL60fD56vCNfZXqmCj00Bk0Dm0U3n5vpbDYb1qxZE+1mWAJlzQflzAflzAflbDbpwdIp8XZ8bVUu/vTdtXj2vmJ09cno8cr4xm+O4Y2aTwFAvyv9TOUPOTTGVJXOGosgVVXR2NhIl2/ngLLmg3Lmg3Lmg3I2m9JZYznpiXj0jsU4/IMvYtvti3Gk4TNc9/gBvH7mYqTaNy1MPUL0gYgYxhi6u7sR4ctTkRFQ1nxQznxQznxQzmZh32JjuKKsVPzsq8vws68uw5f/+eiEX9fjlbH9ldMAAI9XwbduzsfaReOPPdr+yhn0eAfw3MbJ3zTVcNYY9QhFlM1mw8qVK6PdDEugrPmgnPmgnPmgnM2m5UYjex5aPeFlv7OnGmsLrsBzG0vw7MZiPLynatwxR78+3IR3GzvCbl/oYOnE4mJIaWlhvxcxUlUVZ8+epW5XDihrPihnPihnPihns2kphFLiJ3ZX25bOfhxt7MB9q3MBAKkJdqxdlInn3m4c9TXlZy7idKsb37o5P+z2DdiG2icmJECMiwv7vYiZ1+uNdhMsg7Lmg3Lmg3Lmg3I2iuqtZ2su9CB32DWHctITUdvmGXn5th68eKwFz20sgTNxYsXWSGTbUOGj+X1hvw8xkyQJK1asgCRJ0W5KzKOs+aCc+aCc+aCczaJaCLV09SMlwThMKS3RAbd3wLxsZz8efeU0nt1YPKH39vv98Hg8+k9vb6/+XGiPEPP6oKqq3k2oKIphOnithdGmZVk2TAcHoAWnGWOmaQCGaU3TDNPK4On8o02rqmqYDrZ3tGme2+Tz+VBTUwNZlmNmm2bqfvL7/Thz5gxUVY2ZbZqJ+0lVVZw+fRoDAwMxs00zcT/5/X79d0esbNNM3E/Bz7OiKGNuU7BdVhDVQig3PREerzHs7v4BOBMcpmV//kY9Wjr78eV/PoqbnvwzHn35NMrPfIqbnvzziGOKduzYgdTUVP2nsLBQfy4xeY4+Lbdfwun330dDQwMA4NSpUzh37hwA4Pjx43C5XACAyspKXLwYOBvuyJEj6OgIjFE6dOgQ3G43AODAgQN6wVVeXg6fzwdFUVBeXg5FUeDz+VBeXg4A6O3txYEDBwAAbrcbhw4dAgB0dHTgyJEjAICLFy+isrISAOByuXD8+HEAwLlz53Dq1CkAQENDA06fDgw2r6+vR319PQDg9OnTUdmmt956CwDQ09MTM9s0U/fT22+/Db/fH1PbNFP3U0dHBxobG2Nqm2bafjp6NHCSzaeffhoz2zRT99O5c+fG3abDhw/DKgQWxXPoWjr7cdMv/oxPfn6XPu/hPVXISU/E9juWjPna8jMX8erpC6OeNeb3+/UvCQBoa2tDYWEhsr79OyxZkIl/+v33AQBSWhqy/vVfEb9kMSRJgqIoEARBnxZFEaIojjotyzIkSdKnbTYbBEHQp4FAhR46bbfb9YrbbrdD0zSoqqpPa5oGm8026rSqqmCM6dNAoLtztGnaJtom2ibaJtom2qbJbNP58+dx9dVXw+VyITs7G7EsYqfPhyM3IxFrCzLx4rEW3Lc6Fz1eGUcbOvDqd9cBCJwdVrQgdUKn0w8XFxeHuJBB0B7P0LgjFpcwNK2qEAH9eGnwAzHRabvdHta0IAj6dPBDO9Hp0GO7E5nmuU2iKOLUqVNYvnz5pLZvJm/TTN1Poijiww8/NGQ927dpJu6n4KGE5cuXx8w2DZ+eCdvEGNN/dwTXNdu3aSbuJ1VVUVNTg+XLl0OSpFG3KfR9Yl3Ut/TZjcXY/sppHG38DB6vguc2liA3IzCA+tXTFwAgrEJoLDa7DYLdDibLgKoCqnWOhfKQkJAw/kIkIihrPihnPihnPihno6gXQqkJ9lEPbwV7hkby+YJMFC1IDWudl/0KVLsDoiyDKQqYShdUjBRJkrB48eJoN8MSKGs+KGc+KGc+KGezqA6WnorUBLveczRZvT5Fv7p04MrSdGGpSFEUBSdOnLDUGQfRQlnzQTnzQTnzEemcvbW1aH/qKTSuvxWdzz8/5rKqx4PWR7ag9ZEtaLn/fvQNDiCPtqj3CEWDIACqY3D8kKpCU6gQihRBEJCWlgZBEKLdlJhHWfNBOfNBOfMR6Zy1nh4k33EHfHV14y7btmULkm+7HWn33gPV40Fj6XoUHKyAlJISkbaEa9b2CE2FKAhQ7YOFEGPAgH/sF5AJkyQJBQUFdLEuDihrPihnPihnPiKdc9KaNUhYuhRi8tjFzIDLhb7K95B27z2BdqSkIOnGG9G5e3dE2jEV1iyEENIjBEC93Be9xsQYRVFQWVlJ3dscUNZ8UM58UM58TDbn3t5ew8WJQy9LMxm+2jrYc3IM8xw52RPqSZpuliyEBEEwFEKsnwqhSBFFEVlZWfrpoWT6UNZ8UM58UM58TDbnwsJCw8WJd+zYEdZ65VYXpORkwzzJ6YTq7gnr/SLJkmOERAFQHPH6Y81Hh8YiRRRFLFy4MNrNsATKmg/KmQ/KmY/J5lxXV4esrCz9cVyYNym3Z+dADbnVFQCobjckZ3hnf0eSJUtvQRDQN3eB/jh+CZ1KGCmKouDIkSPUvc0BZc0H5cwH5czHZHNOTk5GSkqK/hNuIRS/tBDy4C1BggZcrYgPuf1VtFiyEBIFQIkfOvVeu3w5iq2JLaIoIj8/n7q3OaCs+aCc+aCc+eCZc+fzz+unyDtycpC05kZ0v7QXQOBU+r733oPz3nunvR3jseShMUEQoMaHHBrrozFCkRI8/kymH2XNB+XMB+XMR6Rz9tbWwv3SXvS99x5klwsDLS7Mf+JxAICn/HUAgTPLACDrmWdw8cc/QV9lJbReD7Kf+Uc4hg2gjgZLFkLpSQ6kik79sUqFUMQEu11vuukmS92rJhooaz4oZz4oZz4inXPC0qVIeOJxvfgJdfUrLxseSykpyP7lM1NeZ6RZsg+yZGEaSrKHrnlw+cg71CsUIaIooqioiLq3OaCs+aCc+aCc+aCczSyZhCgIAJj+eKChAe2//GX0GhRDRFHE3Llz6T8ZB5Q1H5QzH5QzH5SzmSWTkERATErSHzNVhdziol6hCJBlGW+++SZkWY52U2IeZc0H5cwH5cwH5WxmyUJIFARjITR4GuGFH/4oWk2KGZIkYeXKlXSZfA4oaz4oZz4oZz4oZzNLjkg72tiBJSn9uDY4Qw3cdJUNDEStTbFCFEWkp6dHuxmWQFnzQTnzQTnzQTmbWbJHqM+voEtI0B+zYBchY6O8gkyULMt47bXXqNuVA8qaD8qZD8qZD8rZzJKFEAAoiSGHxugDETE2mw3r1q2j0185oKz5oJz5oJz5oJzNLJmEAECw2yDY7WCybCiEGGMQBCF6jZvlBEFASkrK+AuSKaOs+aCc+aCc+aCczSzZIyQIApgoAXY7gKHB0gD08UIkPLIs449//CN1u3JAWfNBOfNBOfNBOZtZshACAEGSIAwWQlBVME0DEDiVnoTPZrPh1ltvpW5XDihrPihnPihnPihnM0sWQoIAaDY7pPQ0fZ5+eIwKoSmj/2D8UNZ8UM58UM58UM5G1iyEACA+HonXX6/PCxZC1CM0NYqioLy8HEro4UYyLShrPihnPihnPihnM0sWQoAAQQDE5KEBY3ohRB+OKbHZbLjzzjvpLw4OKGs+KGc+KGc+KGczSxZCghC4urSUkjw0c7AQkubMiVKrYgf9pcEPZc0H5cwH5cwH5WxkyUJoRW4aVl6VDjFpqOgJ9gjpA6hJWBRFwYEDB+g/GgeUNR+UMx+UMx+Us5klC6Frr5yD63Kc8Lz2mj4vWAj1/OlP0WpWTLDb7fjKV74COxWU046y5oNy5oNy5oNyNrNkIXSwrj1w4cSQD0JwbJDntfJoNSsmMMbg8XjA6HYl046y5oNy5oNy5oNyNrNkIdTVN4Bev2IshAZ7hMTk5NFeRiZAURS888471O3KAWXNB+XMB+XMB+VsZslh44IQuPHqSIWQ1tsbrWbFBLvdjrvuuivazbAEypoPypkPypkPytnMkj1CAoCXTriAkNMH6carkaFpGrq6uqANXqmbTB/Kmg/KmQ/KmQ/K2cyShRAApCc5AjdXHSyGqBCKDFVVceLECah0YcppR1nzQTnzQTnzQTmbWfbQmCAIkNLSAnegVxQqhCLEbrfjtttui3YzLIGy5oNy5oNy5oNyNrNkj5AAAaIAQBJHvPEqCZ+maWhvb6duVw4oaz4oZz4oZz4oZzNLFkIQAsWQINkgOBz6bDYwEPiXTisMm6ZpqKmpof9kHFDWfFDOfFDOfFDOZtY8NAagu38AgiSaC6H4+MAd6Ok+LGGx2Wy45ZZbot0MS6Cs+aCc+aCc+aCczSzZIyQAaPf4YLtyPsSReoTo+gph0zQNbW1t9NcGB5Q1H5QzH5QzH5SzmSULIQgCVMZgX7DA0CPk3LAB2b96DmJ8fBQbN7tpmoampib6T8YBZc0H5cwH5cwH5WxmyeM/AgBVY2CybCiE1O6uwCn1JGw2mw033XRTtJthCZQ1H5QzH5QzH5SzmSV7hARhsBBSZMPVpZWODnT+5jf49O/+Hpee/EUUWzh7aZqG8+fP018bHFDWfFDOfFDOfFDOZpYshADgC9fOhdrVbegRUjo6MdDigtzWBtnlorPHwkDHn/mhrPmgnPmgnPmgnM0sWQgJAJLibPCeOmUohHy1tVAuXQIQuNK05vFEqYWzl81mw5o1a2Cjs+6mHWXNB+XMB+XMB+VsZs1CSBCgqIFqWJAkQJIABA6NhVLpBqyTpqoqGhsb6fLtHFDWfFDOfFDOfFDOZpYshABAVocOewV7hYKnzwdRj9DkMcbQ3d1NhxU5oKz5oJz5oJz5oJzNLFkICQJwrqMPGQ89CNgkSKmpgSdUFSykSlapEJo0m82GlStXUrcrB5Q1H5QzH5QzH5SzmSULIQC4OjMRiSUlyPrFL5Bw3XJ9fujNV1V3TzSaNqupqoqzZ89StysHlDUflDMflDMf05Gz6vGg9ZEtaH1kC1ruvx99lZWjLtv6yBbUL15i+Il2p0PUS8Ier4ztr5wGAHi8Cr51cz7WLsoccdmjDR349eEmAEBLVz8evWMx7lw2f9LrFCDgL5bMAwCICQmwZQytT7/NBgDm9036vQng9Xqj3QTLoKz5oJz5oJz5iHTObVu2IPm225F27z1QPR40lq5HwcEKSCkpIy5/1cv7kbB0aUTbMBVR7xH6zp5qrC24As9tLMGzG4vx8J4q9Hhl03I9Xhlf/80x/Oyry/D7B1fjZ19dhof3VKOls3/S68xyxsMuDW267YphhVBwWqG/TCZLkiSsWLEC0uAAdDJ9KGs+KGc+KGc+Ip3zgMuFvsr3kHbvPYH3T0lB0o03onP37tHbMEqBFC1RLYRaOvtxtLED963OBQCkJtixdlEmnnu70bRsaoIdm2/OQ2pi4AKIwV6jmguTP3wlSsarR9vmztOnNd9QLxDTqBCaLFVVUVNTQ93bHFDWfFDOfFDOfEw2597eXng8Hv3H7/cbnvfV1sGek2OY58jJhq+ubtT3/PSxx3Du7r9G6yNb4K2tnfxGRFhUC6GaCz3ITU80zMtJT0Rt28jHC7ffsQSpCYFCKNhrVLQgdcRl/X6/Yef1hpwKLwoCVFXVPwhSdpb+nOb1gjGGhOuvh2PZMv2iU4qijDgty7JhOjgSPzjNGDNNAzBMa5pmmFYGb/o62rSqqobp4HaMNq0oimGatik2tklRFNN2zPZtmqn7SdO0mNumWNxPtE0T2yZN08bdpmC7CgsLkZqaqv/s2LEDoeRWF6TkZMM8yekcdYxt9i+fQe4LLyD3d7+FlJqKT/66LOpjhKLbI9TVj5QE4zCltEQH3N6BUV4x5Oevn8Xmm/OQm5E44vM7duww7LzCwkL9ua+vXoj6+nrU19cDABov9+nPDfT2or+/H8m33ooPu7rgcrkAAJWVlbh48SIA4MiRI+gYvObQoUOH4Ha7AQAHDhzQC67y8nL4fD4oioLy8nIoigKfz4fy8nIAgSr7wIEDAAC3241Dhw4BADo6OnDkyBEAwMWLF1E5OOjM5XLh+PHjAIBz587h1KlTAICGhgacPh0YYxW6TadPn0ZDQwMA4NSpUzh37hwA4Pjx49O6TW+99RaKiorQ29sbM9s0U/fT22+/jaysLEiSFDPbNBP3kyRJUFUVzc3NMbNNM3E/vfvuuygqKkJ7e3vMbNNM3E+SJOHcuXOQZXnMbTp8+DAAoK6uDj09PfrP9u3bEcqenWO65p7qdkNyjtxJESSlpGD+E4/DnpMDz+tvjLnstGNR9NrpC2zdzkOGeT8rr2Mb//X9MV+35/3z7Nu/PznmMj6fj/X09Og/dXV1DADL+vbvWN2FHqYoClMUhTHGmCzLrH7ZclZ37WJWf/0Kdn7TZuZvaWGyLDNVVfVlRpoeGBgwTGuaZpjWNM00zRgzTKuqapiWZXnMaUVRDNPB7RhtWpZlw/R0bpPX62XV1dVsYGAgZrZppu4nn8/HqqqqmKIoMbNNM3E/KYrCTp48yfx+f8xs00zcTz6fT//dESvbNBP3U/DzLMvymNt07tw5BoC5XC42Fn9LC6u7drFhnut/PcIu/eIXY74uqKF0Pet5/Y0JLTtdonrWWNGCVLR0GQc7u7r6sTRr9IFUvz7chPOd/XhuYwmAwCGy4OGyUHFxcYiLi9Mfe0K63iRRMAwUs9lscCxcCH9DA6AoyH72XyBIkuFO9KHXXAidtofctHUy04Ig6NOiKEIUxQlPh7Z9ItOjtX26tikhIQGiKOptiIVtmuh28Nwmm82GxMTEmNqmmbifVFVFUlKS/jgWtmn49EzYJpvNNubvjtm4TTN1PyUlJUEQBEPbh2/TRK8z5MjJQdKaG9H90l79rLG+997D3O/vBwB0Pv884gsLkbRmDby1tWj55v249vgxANDHB6XcftuE1jVdonpoLDcjEWsLMvHisRYAgaLmaEMHNq5aCCBQ9BxtGLrtxfZXzgAAdty9TF8+eOr9ZIiCeZ59YWDANpNl+D/+GGpXF9Qeuo7QZEmShMWLF9OZHxxQ1nxQznxQznxMR85ZzzyDvspKtD6yBW1btiD7mX+EY3AAtaf8dX3gdMLSpUi68Ua0PrIFF3/yGDp3/ytyX/hNxNoRrqhfR+jZjcXY/sppHG38DB6vguc2lujjfl49fQFA4AyxF4+14D+PBwqmn79+Vn/9ncuunPQ6a9o8KJhrHNzlyF2oT3/62E9hy8hAwvXXI/Nbmyf9/lamKApOnTqFFStW0JVLpxllzQflzAflzMd05CylpCD7l8+M+NzVr7xseDzactEU9U9baoJdP8w13KvfXadP37c6Vz/Nfqpq2nrwVyuyDPPilw4NplY9HtgyMsBUJSLrsxJBEJCWlmY4rEimB2XNB+XMB+XMB+VsFvVCKBrEEQ4Ihl4HQQseElM1ME2DMNILyIgkSUJBQUG0m2EJlDUflDMflDMflLOZ5b7hly5IQUq8eXC1LT0DwuDgatXjAdM0+Orq0Pa/v4e+Y8d5N3PWUhQFlZWV+jUoyPShrPmgnPmgnPmgnM0sVwg5E22Is5kHiQl229Bd6DUN2uB1EZjfj67f/pZnE2c1URSRlZWlnxVBpg9lzQflzAflzAflbGbBJASMdGhUsNkgpafrj5WODvNCZFyiKGLhwoX0n4wDypoPypkPypkPytnMckkwxiCNdP48Y7BlZOgPlY4O/XLktiuu4NW8WU9RFBw5coS6XTmgrPmgnPmgnPmgnM0sVwgJQuBeY8OJCQkQ7HZITicAgHm9YP2Biz3as7N5NnFWE0UR+fn59NcGB5Q1H5QzH5QzH5SzmQWTECCO0CMkJiUh7b6vIb6oSJ8XPDwm2M2Dq8nI6PgzP5Q1H5QzH5QzH5SzmeWSYIzBPtKhMQBzbroJV/70Mf2xXgjRxb0mTFEUHDp0iLpdOaCs+aCc+aCc+aCczSxXCOVmJCFjTtyozzuys+HIzwcAaL290Px+eD84xat5s54oiigqKqK/NjigrPmgnPmgnPmgnM0sl8SW0muwvnDemMuk3DZ0AzilvR1av1cfOE3GJooi5s6dS//JOKCs+aCc+aCc+aCczSyXxES6A1PuulOfli9cCBRBqjqdzYoZsizjzTffhCzL0W5KzKOs+aCc+aCc+aCczSxXCE2kCo7Lz0fi5z4HIHD2mNrZCUbHUydEkiSsXLmS7iDNAWXNB+XMB+XMB+VsRoXQCLwffIDEkmL98cAnn0AbGJjOZsUMURSRnp5O3a4cUNZ8UM58UM58UM5mlkvimYqP8IHLPeYyvW8dgremFuKcOQAA7fJlXH77MIfWzX6yLOO1116jblcOKGs+KGc+KGc+KGczyxVCrm4v+vxjH+YSU5IhCAIcV12lz+v4p3+C39U6za2b/Ww2G9atWwcbXXJg2lHWfFDOfFDOfFDOZpYrhACMfIuN0OdTAjdflTIy9F4hubUV3f/+79PettlOEASkpKRAGOmGbiSiKGs+KGc+KGc+KGczyxVCjDHYpfEKoWQAMPUK9R44QIOmxyHLMv74xz9StysHlDUflDMflDMflLOZ5QohQRBgG2eQmJiSok+H9goply6h5cEHceGHP4L39OlpbedsZbPZcOutt1K3KweUNR+UMx+UMx+Us5nlCiFg/ENjcQUF+rQgCIhbtEh/3P/+MQycO4eu3/0bNJ9v2to4m9F/MH4oaz4oZz4oZz4oZyPLFUKBQ2Njb7Z93jzELVmsP5ZSU2FfuFB/7KupgdLVBV99/bS1c7ZSFAXl5eV0HxsOKGs+KGc+KGc+KGczyxVCgiDANs4YIQDI/Na3cMX3/jey/+mXEOx2OBYuhOR0AgCYLMNXUwPfmTPT3NrZx2az4c4776S/ODigrPmgnPmgnPmgnM0sVwgBgH0CF5IS4+IQf801EBwOCPHxEEQR8UuXQoiPBxC4tlB/9Sm6B9kI6C8NfihrPihnPihnPihnI8sVQowxSBPoEQolxgfuVi/Y7YgvKgLsgUq69403cOkffgYWctXp3rfewoUf/gieN96MXKNnEUVRcODAAfqPxgFlzQflzAflzAflbCYwi3RptLa2IicnB7tfP46/+cL1SI63T/i1rm99e+iBICBp3TpceuKJoVnx8Ui+9VYkfm41Lv/5bWDwtMQrf/z/wZ6VFalNIIQQQrgIfme6XC5kZ2dHuznTynI9QrcvvXJSRRAAxC0aOots3o9+hPT7vgbnPfcAgxekYj4fPP/1X/j0hz/C5bffxsAnn4ApCuSLFyPa9tmAMQaPx0OHDDmgrPmgnPmgnPmgnM0sVwipqjrp1zjvuQcJ11+PjAfuhyM7C1pfH8SkJCSsWAEpI0MviAAAsoyBTz5B/4kT8LzxJtS+vgi2fuZTFAXvvPMOdbtyQFnzQTnzQTnzQTmbWe7QWCS6+freew9d/zZ0uw2mqtB6e8EUGb6aWsOyjrw8pH19IxKKi6F2dsLf0ADm88N5zwbY0tOn1A5CCCFkOljp0Jjlzp/TNG3K7yGlZxgeC5Kkn1qfuGoV/A0NULu7AQADzc249MTfDb5QgpSWBiklBUr7JQgJCXDk5CB+8WLYr7oKnj+9CiktDSl33Tlr7wOjaRrcbjecTifECZydR8JHWfNBOfNBOfNBOZtRIRSGsQZAi4mJiF++HMpnn2GguRks9OrTqgq1owNqRwcGmpuHvVCEmJAAyemE8tlnSPr8GjgWLoQYFzfl9vKkqipOnDiBW265hf6TTTPKmg/KmQ/KmQ/K2YwOjYUp9EyyhOuvg/eDD03LMMagXb4MMIYBlwua2w02mRvdiSLsWVlwLFwI29y5sGVmQkyeAzEpCVJSEsTgz5xk2OYFnhfog00IIWSK6NBYDItEjxAAZDxwP9z7X0bSTeuQcvvt8Dc2QW5rRe+bB6D29AAIXMVaSg7cyT5h6VIwTYPm8QSuOzR4VU/N64XW2xv4GT6wWtMgu1yQXa6JNcpuh5SaGiiS5syBmJwMcU4SpDnJg4/nQJozB2JSyHRycuBxYgIESQJsNgjBH0mCYLdDcDgmnIumaejo6EBmZib9tTHNKGs+KGc+KGc+KGczKoTClLhyJRJXrtQfx197DeKvvQZzvvhFXPqHn0FubTW9RhBFfSzRSJgsQ3W7IQ0OovaeOgXN6wUmeqabLOuH3iJJTEwMjG1KS4PkdEKIj4Ngt0N0OAJX3rY79IKJ2Wz4pK0NwjXXQIqPh+AIzBeDV+h2xEGMG2E6Lg5iXOB9YbPN2jFSPGmahpqaGtx00030C20aUc58UM58UM5mdGhsGmh+P+S2NtivvBJt3/tbfX780qXw1daO8cqAuCWLAVWD/+OPA9d6kGVoAwOBniRVBVNVMEXRp+OLiqD1uOH94EMwRQFTVWC2nxopSYEeKZttqJdKkgC7DYIU7LWSAJs9ZDkJgs0eODwoioAkQhClwLQQ6KGDEHhOsNkCxVvwx2YbXKcIiIP/CiHvMdK/kgQIovE1If8OLSME/h1hmcC/g22SpBH+DVlmAsVhcNv1DEQxsN2h08HHg9NUdBJChpvMd6bq8eDij38CANB6Pch48EEkrVkz5WV5oR6haSDGxSEuLw8AkLRmDfoqK5F04+cw5y9Khwohm4TE66+Hbd48qO4e9L37rv761C9/GWp3N/wffxz4knI4IDkcSFx5A/pPnDStL2H5MtjnzYNgHzqExRjTCyV7bg6YfyAwQHuwUAoWUmJSEhwFBcDgBSAHWloAxvQfpmmBcU2aBub3B+bzECz4Qm5fQqZRsDASRQjDHw8rnsJ6HFrICcJQYQph2Hxh6HmMND/wHDD4/PDngKHXmuYPW+8I6wwua3g9AJ/fj/j4eEAUjO2e8DZNcL3D3ztYowpTXK9e7Ia53hHfH8bnwl3v4OsZGHo8HqSmpkII/dyNtV7T+w9br2G7Rlhv6OtD/jG3DyMsKwx7OHy+MMllh70GwyYFw4PxpzHyfAaGjs86kHnFsENjw95H+fRTTFTbli1Ivu12pN17D1SPB42l61FwsAJSSsqUluWFCqFplvaNryPljtshZWZCEASkbbwP/sYmzLlpHeLy8wFA/7LXLveCaRp89fVIufNOpP/3/6ZfryhpzRqk/7dvQLA70FdZaViHY+FCzPnCFyBfuKAXSoIg6D0p836wFT2vvALN7TY2ThSx4Gf/AMnpBJNldP7mBXg/+GDUbUn8/Br0vX0YTNMCBZGm6dNCfDycX/0rIDkZ9R9+iCurT0Hr6QE0bWi5kH8Tb7gBgk2CfPHTQM+XogSeDxZhwXUwBjE1FYLNBqYogbFUwYIsZBkyRcH/F6qK4WlSugGXo90Ai/CNvwiJgPEu9Xt5gkMyBlwu9FW+h9wXXgAASCkpSLrxRnTu3o253/9+2MvyZLlCyGbju8mCIMB2xRX64znr1mHOunXGZRwOpH/j66bXJt14I+KuuQbyhYuIL1oKAEj72t9ASk2Bv6kZyetL4Vi4UK+k0++/H0nr1qHjuV/pp+3brpwHua0Vzns26AWUEBeHlNtvg9bfj4Hz5xGfmgo2MABljLFFc75wM/wNjYHDSCM8LyYmQu12I/1LX8J1mZnoqKuHFB8/4ntlPPQgEpYvh2C3QxsYQM8rr+Dy24dHXXfi6tVI/x//HYIgQPnsM1x8/HFAMf4nZSG9WGAMc26+CSlf+lLgjL3WNnQ8++xQ71JIscUYg5iYgJS77oIjKwtM1eA5cAC+M2eGCqzQHrLBx2JCApxlZQDTwFQV8oWL6H3rLcOyhtcCEAf/00NTwVQNA5+cg/+jj83tH7bOuGsWQUxMQrAkUTo7MdAyygD6kNfHFxYOvocGpmrwNzUNnbUYWjyGrnPwTMWhQlOD0tkFzecb/TWDpNTUwYwYoDFoXq8x81Haqg/GD2asqkOF2WivJYRw0dvbC4/Hoz+Oi4tDXMhlXXy1dbDn5Bhe48jJhq+uzvRek1mWJ8sVQrx7hKbKlpEBW8bQBRwFux2pX/nKiMsKgoD4a65B9jP/OOLz2b96DnJrK2xz55quTyQkJWHeo9ugdHUFCpS+ftizFkD57DNol/vguPoqqG43vKc+QGLxCmj+AQx88gnsC+bDEfLB1jQN7XPmIOP+b6Lv7cNIWL4ccfl5UHsvQ0xMQN/Ro4Gz4wYLUtHhQMJ110Hp7ITvTA2Sb7sNYpwDntffAJNlJK5ahdQv3aV3C9uuuAJp9/4NlPZL8H7wIey5OdD6++GvPwtHQT5saWmAZEPS5z4XmAbg/7gB9gXzoVwMdPU6FuYCgoiBTz7R2y0mJiLxhhvAGIO3ugpKyFW/xaSkwJgihwOC3QamamCKDOfdX9WX6fr3/0DcVVdBSksD8/v1MweHc371r+C46ioAgLe2Fh2/+pWpqAMGiwPGwGQZybfdFuhtQ6Bg+vSJJyClpIKBwev1ITE1FRh2CFGIjzd9Dtqf/j/wNzSM2K7Qbc16+inDPPfLL6O34uCYrwOArKefgpiUpD++9POdhoxHM3/Hz/R9xRjDxR/+SL8g6ajtTE5G6t13I/GGksB4KMbgeeMN9PzXn4YWGqX4SrjhBqR/faP+WO3pwaeP/dS0HBAsPRm8Pj/i4+Jw5fZHIaU6A88whs7f/g7+jz4ad52Jn/scUu64HcE3ZYqMS3/39yHrGOG1g48zv/UtSOlpgQUZw+Ujh9H3bqVpueGvdeTnwflXfzV0TykGuF95ZWifjFGcpt79VTgWLNALdF9tHS6//fa46xSdTqRtKAt8dgeXce9/GWqwN3qMdcZftxze7GykpaVBAKBdvoyeP/y/EdfJhj123n13YMzg4Hr9Z8/Ce6Zm3HU6cnORsGKF/q6MMfQeqADzes2vAQz350r63Odgy0jX5yvtn6H/xIkRXze8Hcl/8ReAJOob429swEDzudFfO8h25ZWIL1wS8p5A3zvvjH1ZlmC+y5fDlp4GxhguX76M+IEB+IIZjbC8LSkJaGxAYWGh4enHHnsMP/3pT/XHcqtLPzs6SHI6obrNvwMnsyxPlhssfe7cOVw1+EVEIk9RFBw/fhyrVq3i3vsWDsaY8dh7yPxgr4gQxnawgQHAPnRzX+b3gykKxITByxSELivLgeLT64UQFxd47HBAEASoHo9+Rl2Q6nYHzibMzMSJY8ew6nOfA2tvh+b1wrFwIbS+Pgjx8aZiV/P7wQYH3Qtx8YCmBq5zhUDhBE0LXJcqIcH0Oq2/H9KcOdD8A9B6PdC8vsDr+/ogxCeAefsRv3Rp4Ky/QQOtbVB73JBSUvQzBFWPR+/5US/3AQIQf+21esbBLxS1xx3osfP5IGVeAcFhB1QVmtcHJg8ECvXsLNjnztXXp3R3Q+3uhtrZCSk9HWJycmBMXPBHVsD8PtiuvNLwOq2vD/5znwCaGjjzUVEhiEJgX/j9UGQZtafPoPCaRZhTXKxvI2Ms0HMoShATEwJj6IBAoez3BYpZTQNsNtgyr4B93tA6maLAe+pU4PD14ID64OcEogSmBL7YxMQkxC0qMOzLQI9gS+BsUlEKFACiBKhKINvBz5eUnKwX3cH2+j/6CFpvLyCKYLICMA1CXHzgcyEP6APt4wsLAz18g+T2dsguV6B9oeNZGAMEEYI9sP8ERxwSlhUZPj/9p06ByXLgcy0OnoSAwWJfDewbzeeDlJODD9rb9d8dmt8Pb3V14P/NYO+y5vMBECAmxAfeU1Eg2B1IXL3K8P9Ybm+Hv74emtcb+EMmLg6iwwG1txdMViDYA7lLmZmIv+YaQ3u9H3wAxe0O7JeQXtqhgpIBDEhYcb1ewAc/f/6zZ/XD/9ACPbFgg0MCVA2QRP2PrtB9Kre3w//RR4G2DRZITJYDY+swNL7JPm8e4peEFEIA+iorofb1QUxMBDQW+OwEhw2ESFixAraMDP13dHF+PuSaEQqhQR2ahrxbb0VdXR2yQi4iPLxHyPPGm2h/+mkUVBzQ57U/9RR8dXX6IbBwluXJcoWQFS4ORQghhEzFRL8zB1wuNK2/FUvO1g+99pEtcORkjzhGaKLL8mS5iwiEc/d5MnGqqqKxsZFy5oCy5oNy5oNy5iPSOTtycpC05kZ0v7Q38P4eD/reew/Oe+8FAHQ+/7w+PnW8ZaPFcoWQRTrAooYxhu7ubsqZA8qaD8qZD8qZj+nIOeuZZ9BXWYnWR7agbcsWZD/zj/rYUU/564bB0GMtGy10aIwQQgghBlb6zrRcjxB1u04vVVVx9uxZypkDypoPypkPypkPytnMcoUQmX7eUU49JZFHWfNBOfNBOfNBORvRoTFCCCGEGFjpOzPqPUI9XhkP76nCw3uq8PXnj+Fow+hXN57MsqOh7sDppaoqampqKGcOKGs+KGc+KGc+KGezqF/x7jt7qnHnsvm4b3Uuerwy1u08hHe23YLUBPuUliWEEEIIGU9Ue4RaOvtxtLED963OBQCkJtixdlEmnnu7cUrLjkUadlVfElmSJKGoqIhy5oCy5oNy5oNy5oNyNotqj1DNhR7kpica5uWkJ6K2zTOlZQHA7/fDP3jJewDoGbz3U0tLC4ChQ2SSJBmmFUWBIAj6tCiKEEVxwtOSJAVuDjo4HVxX6LTNZgNjTJ/WNA2apk14WlVVMMb06ZG2I1rbNDAwgIaGBixevBgAYmKbZup+GhgYwEcffYTCwkIwxmJim2bifgKA2tpaLFmyBHa7PSa2aSbuJ0VR8PHHH4/6u2M2btNM3E+apqG2thaFhYX6+4+0Ta2trQBm3/05wxHVQqilqx8pCcYmpCU64PYOTGlZANixYwcef/xx0/zPf/7zU2gxIYQQYh2XLl1Cbm5utJsxraJaCOWmJ8LjVQzzuvsH4ExwTGlZANi+fTu+973v6Y+7urpw9dVXo6amBqkhNxMkkdXb24vCwkLU1dUhedhdhklkUdZ8UM58UM58TDRnTdNw6dIlrFixgmProiOqhVDRglS0dPUb5rm6+rE0K2VKywLmO+QG5eTkICVl5NeQqfN4Aocqs7KyKOdpRlnzQTnzQTnzMZmcY70nKCiqg6VzMxKxtiATLx4LjNvp8co42tCBjasWAgB+fbhJP0V+vGUJIYQQQiYr6qfPP7uxGNtfOY2jjZ/B41Xw3MYS5GYEBkW/evoCAGDtosxxlyWEEEIImayoF0KpCXY8t7FkxOde/e66CS87nri4ODz22GMjHi4jkUM580NZ80E580E580E5m1nmFhuEEEIIIcNF/RYbhBBCCCHRQoUQIYQQQiyLCiFCCCGEWBYVQoTMcJs3b8aGDRv0x263Gxs2bMCGDRuwfv16HDx4cELPkdG53W7s3r0bmzdvjnZTCCGcWaIQoi+HyDh48CDWr1+P9evXIz8/H/v379efoy/n6fHkk0+a8grmuG/fPuzbtw8bNmyA2+0e9zkysv3792PDhg3Iy8vDrl279Pn0mY6c5uZm/XdHSUkJdu/erT9HOYenuroa27ZtQ35+Pp588knDc+Fmatm8mQWUlpayXbt2McYY6+7uZk6nk3V3d0e3UbNMd3c3A8CampoYY4xVVFQYHo+VMeUfnn379rGysjK2a9cuVlZWxhhjrKmpiQ3/b1tWVsa2bt065nNkZFVVVSwvL2/E5+gzHTnFxcV6Xowx+t0RARUVFayqqoqVlpaynTt3Gp4LN1Or5h3zhRB9OUTO1q1bDf8pALB9+/bRl/M0CP6CY2yoIApOD//i3rp1KystLR3zOTKy4uJitm/fPtN8+kxHltPp1AsfxgK5V1VVUc4RUFZWZiiEws3UynnH/KGx6upq5OXlGebl5eWhuro6Si2avXbu3Amn0wkA+uGW4uLiMTOm/CevubkZDz30EPbt2zfic8F9EJSRkYGurq4xnyNmbrcb1dXVOHHihH64NzhGiD7TkXXPPfdgw4YNaG5uRnNzMwD63TFdws3UynlH/crS042+HKbHtm3bsHXrVuTl5WH//v305RxB27ZtQ3NzM0pKAldR7+rqgtvtRn5+Pn784x+bxvx0dnYiPT0deXl5oz5HzIJfyNu3b9c/o+vXr8fmzZuRn59Pn+kI2rZtm/5z8OBBvPXWWwCosJ8O4WZq5bxjvhCiL4fI2717N7q6uvSBpWNlTPlP3vCeoP379+Oll17Cvn37DH9RBzU3N6O4uBjFxcWjPkfMurq64HQ6Db/8N2/ejIceegj/+q//Sp/pCHG73Vi/fj2ampoADA2c3rVrF/3umAbhZmrlvGP+0Bh9OUTWk08+iaqqKv3L2u12j5kx5R9ZeXl5KC0t1c+6cbvdOHjwIDZv3jzmc8RspF/8AJCenk6f6Qg6ePCgIZu8vDxs3rwZu3btopynQbiZWjrvaA9S4mGkkfChA/fIxGzatMkwKK+7u1sfxDtWxpT/1IQOlmZsKPeysjJWWlrKKioqJvQcMQv9bA5/TJ/pyGhqajKdfRQc3B+cppzDN3ywNGPhZ2rVvC1x01W3242HHnpIn962bRtKS0uj3KrZZbSLzZWVlWHfvn1jZkz5T43b7UZXV5dpICOZutDPJgCsXLkSW7duNT1Hn+mpOXjwILZt24b09HR0dXXh3nvvpZynqLq6Grt27cLevXuRl5eHG264QR+uEG6mVs3bEoUQIYQQQshIYn6MECGEEELIaKgQIoQQQohlUSFECCGEEMuiQogQQgghlkWFECGEEEIsiwohQgghhFgWFUKEkBmnuroa69evH/HKz4QQEklUCBFiYQcPHkRJSQkEQUB+fr5+e45o6+rqwsmTJy1xw0dCSHTRBRUJsbjm5mbk5+ejoqLCcBXZ6upqbvcZ4rkuQggJRT1ChBCT4C0RpmKih7UisS5CCAkXFUKEEIP9+/djw4YNOHnyJNavX28Yq/Pkk09i/fr1KCkpwYYNG/T5wUNs+fn5cLvdyM/PR1paGoBAj9OGDRv014W+32jr2rZtGwRBMLQruO7gT3V1tf7cwYMHsX79euTn52P//v364b7169ebti3YhpKSEhw8eHB6QiSEzB7RvOMrIST6mpqaGADDneo3bdrESktLDctt2rSJlZWV6Y9LS0v1Zbq7u9nOnTsZALZ161bW3d2t3108Ly+Pbdq0SX9dXl6e4W7Zw9dVVVXFysrKWOivp02bNrHi4mL9cUVFBQNguDP2rl27GAC2b98+1t3dzaqqqhgAfV3d3d0MAKuqqtKXH37XbkKI9diiWIMRQmaJ5uZm7N69G01NTfq8DRs2YPPmzQAAp9Op/+zcuRMAUFZWBgDYtWsX0tPT9dfl5eUZ3me44uJi3Hvvvdi/f79h3RUVFfoypaWlKC4uxrZt27Bv3z59vtPp1NdbXFyM0tJSfV3BgdcnT55EcXExNm3aRGelEUJAhRAhZFzBw1DDx/KUlZXB7XbD6XSO+trS0lI0Nzdj27ZtcLvdaG5uRl5e3qTXPfw1N9xwA/bu3Tvh98nLy8OmTZuwefNmVFVVYefOnWO2mxBiDVQIEUImLLT3ZaI2b96MkydPYt++fcjLyzON2+Fp165d2Lx5Mx566CGkpaWZzpQjhFgPDZYmhIwreGr7ZAcXV1dXY/fu3XoRNJV1Nzc3G+afPHlyUkVMc3MzmpubUVxcjKqqKhQXF2PXrl1htYkQEjuoECKEmDidTkPhkZeXh7KyMmzevFk/VOV2u/Hkk0+OOc4mOC4n+JpgMTLWuoYLHtIKPSx38OBBVFdX6+ORJqK6utpQ+KSnp2PlypUTfj0hJEZFe7Q2ISR6KioqWHFxMQPA8vLy9DO9qqqqmNPp1M/46u7uZowFzt5yOp3M6XSy4uJiffmKigqWl5fHALCysjLD2VybNm1iAFhxcTHbunUrKysrY06nUz9ja/i6/vCHP+htKisr09e9c+dO/Uy10tJS/eyv4esPnqG2c+dOva07d+5kVVVVrLi4WH996JlshBDroitLE0IIIcSy6NAYIYQQQiyLCiFCCCGEWBYVQoQQQgixLCqECCGEEGJZVAgRQgghxLKoECKEEEKIZVEhRAghhBDLokKIEEIIIZZFhRAhhBBCLIsKIUIIIYRYFhVChBBCCLEsKoQIIYQQYllUCBFCCCHEsqgQIoQQQohl/f/IiJLbZDL9LQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat']\n",
|
|
"100 [3] Loss: 1.0591 Acc: 75.0\n",
|
|
"Epoch 3: Val Loss=1.4051, Val Acc=57.0\n",
|
|
"200 [7] Loss: 0.8623 Acc: 85.0\n",
|
|
"Epoch 7: Val Loss=1.2197, Val Acc=63.0\n",
|
|
"Early stopping at epoch 11, step 288\n"
|
|
]
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['edge_dir_histo', 'hog']\n",
|
|
"100 [3] Loss: 0.0405 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.0810, Val Acc=99.0\n",
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|
"200 [7] Loss: 0.0200 Acc: 100.0\n",
|
|
"Epoch 7: Val Loss=0.0503, Val Acc=99.0\n",
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"300 [11] Loss: 0.0041 Acc: 100.0\n",
|
|
"Epoch 11: Val Loss=0.0386, Val Acc=99.0\n",
|
|
"Early stopping at epoch 12, step 312\n"
|
|
]
|
|
},
|
|
{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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"Training model with features: ['rgb_cooc_mat', 'hog']\n",
|
|
"100 [3] Loss: 0.0605 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.1259, Val Acc=98.0\n",
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"200 [7] Loss: 0.0120 Acc: 100.0\n",
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"Epoch 7: Val Loss=0.0941, Val Acc=99.0\n",
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"300 [11] Loss: 0.0152 Acc: 100.0\n",
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"Epoch 11: Val Loss=0.0843, Val Acc=98.0\n",
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"Early stopping at epoch 14, step 362\n"
|
|
]
|
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat']\n",
|
|
"100 [3] Loss: 0.7394 Acc: 85.0\n",
|
|
"Epoch 3: Val Loss=1.2289, Val Acc=55.0\n",
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|
"200 [7] Loss: 0.7347 Acc: 85.0\n",
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"Epoch 7: Val Loss=1.0390, Val Acc=66.0\n",
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"300 [11] Loss: 0.3593 Acc: 95.0\n",
|
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"Epoch 11: Val Loss=0.9881, Val Acc=70.0\n",
|
|
"Early stopping at epoch 12, step 319\n"
|
|
]
|
|
},
|
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"name": "stdout",
|
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"output_type": "stream",
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"text": [
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"Training model with features: ['color_histo', 'edge_dir_histo', 'hog']\n",
|
|
"100 [3] Loss: 0.0533 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.0513, Val Acc=100.0\n",
|
|
"200 [7] Loss: 0.0087 Acc: 100.0\n",
|
|
"Epoch 7: Val Loss=0.0317, Val Acc=100.0\n",
|
|
"300 [11] Loss: 0.0133 Acc: 100.0\n",
|
|
"Epoch 11: Val Loss=0.0223, Val Acc=100.0\n",
|
|
"400 [15] Loss: 0.0083 Acc: 100.0\n",
|
|
"Epoch 15: Val Loss=0.0183, Val Acc=100.0\n",
|
|
"500 [19] Loss: 0.0075 Acc: 100.0\n",
|
|
"Epoch 19: Val Loss=0.0157, Val Acc=100.0\n",
|
|
"600 [23] Loss: 0.0022 Acc: 100.0\n",
|
|
"Epoch 23: Val Loss=0.0135, Val Acc=100.0\n",
|
|
"700 [27] Loss: 0.0025 Acc: 100.0\n",
|
|
"Epoch 27: Val Loss=0.0123, Val Acc=100.0\n",
|
|
"Early stopping at epoch 31, step 795\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo', 'rgb_cooc_mat', 'hog']\n",
|
|
"100 [3] Loss: 0.0286 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.1074, Val Acc=97.0\n",
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|
"200 [7] Loss: 0.0213 Acc: 100.0\n",
|
|
"Epoch 7: Val Loss=0.0776, Val Acc=99.0\n",
|
|
"Early stopping at epoch 10, step 265\n"
|
|
]
|
|
},
|
|
{
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"data": {
|
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"image/png": 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VkW014NkvzQMDVW+7LMtQVRU/2XoSF8M/ZgzD4FtXT8b8oqxu+/S7vdU4eL4NDAMwYKCoChiG0cv/dNkETM616n0SZQWv7j2HnAwjHr1pJn74zjG4O3wwWywAVLAMG267CqtRwLLibCiKAp7noSgK9p5uxifn2vT+RfqkIloGgEWTczBzTEZc/zYdrIXbL0FRVTDh/imqGtN2rXz3VZORZxX0vra4ffjjJ+dj+seCAfQyAKjh8rwJdnBQ9Ot0tLYNbx9u0PsU7V+4veFyQZYFC4scel9lWca24w042dih94mJ6V9s+aY54zAp2xR37/3xk/OACnh9PlgsZrAM26mv2nX6t9UzkGlg9HuvpqUDf/zkQlyfImWt7VqZY1msnJYbd+99erYFH55qSdi/2Os0r8CB2eMy467N3w7X4ZI7GNe/RNfpnxcVYZzNoF8bly/Y6dow3V6nafkZMLCq/v908qITr+2v0/sUe+/FXqecDCOWTM6Kuw93Vjag7HQjzGYzwDBx917stVk5PQ9T8yxx3xGv77uAkKQmvPdiyw9cMxVZJk7/jrjYrl2b7u692Ot05eRsqEr02pSfb8WWikvdX5twefqYTFw2wQZVVfX7sPToRZxv9XV7H0au0xcWFKDAYdSvjT8Yirk2Xe+92OtUmG2BhYd+zt2HT+L9c6HwueLvPfodMfDvCEVRUFNTg4KCgm6uTXK+I4oMPvQF2003wltWhpp77oFQUAixrhZFv38VhnBQtLt0CwBt6AwAJrzwAhp+8AS8ZWVQPG4UvPAzve5wMSIGb2vafF28RlkWA5z+7q3oDRs2xAV4lYRdb20ffQj/Z0dQs28fTpzQ8hwcPXoUZ86cAaCtUl9dXQ1AW3W3NuzGKysrQ0NDAwBg9+7daGnRnpJ27twJp9MJANi2bZtucJWWliIQCECSJJSWlkKSJAQCAZSWlgLQDLNt2zQL2ul0YufOnQCAlpYW/OPAcQBAMBBEe3sbKi668I8j1fp5/H4/rJILflHGmTNnsK/8M5y+5MGmXYexfd8xNDgDcHvc8Hq1p8cdByrx90+O41idC1t2fdqlT6cvedDW2opQKBRuQytEUXuyb25uQSAQiOtTRV07mpqa0NoRROmROtQ3XoIoipAlCc3Nmi6iKKGlpVXv0+7duwFoC/lF9PX7A3qffD4f3C7tCcXr9cLt0YzcEydOxF0nT/gpxe1ywefz6fr5/Vob29vbEAwEu1ynsrKyuD5JklbWMrTKUFUtW6uqKggEg3HX6bPPjnTpUygUQltra9x1AoDa2lrs378fAFBdXY3GxsYuffJ0dMDToT09xl6nzvee3x+AGt43YtR3d51i772PP97bpU+KIqOpSXt6lGKuU+d7L/J/ENun7q7TmTNncPToUf06tbe3d+lTd9cp9v/pk08+6fbe63ydZFmO+3/af+BAlz51d50aGhpQFk7eVltbi7r6eoiiCJ/fn/Dei71Onb8jIv3r7t6LvU6x3xFlZWU93nux18nT0RH3HVF5/HiXPnV3naqrq3H48GH9OjU3N3fpU3fXKfZ7b9+n+xL2qbvrFPmOEEURNTUXerz36HfEwL4jzp8/j/b2dhw8eLDXe28w3xHnz59HXxn39FMoevVV/W9sbNDkt99Czn336e85mw0FP38BBT9/AUWvvqobSMNJSiRUfOC1cswrcHQbLF16rAHPbjmJ3Y9cq2/bsOUEjte79eGyznT2CNXX16OkpASffeWryLZaYV68GFlf/1pKeoQ2lJ7AuRZf3BMFxzIQZQUsw+CRG6ejOM+Ki64QBFbFuRYvXv34AlRVxbLiHO1JKuaJYuFEBz6rdUFWVIx3mPDYTTNR6/Sj0GECz7F44LXDUFQVY+0mfG7e+C59nZSXiYk5UY/QtspL+L/9F8AwLASOQUiSwTIsbp47FnlWQX+qUxQFRoOAxZPin8RPNbrR5pOgKApUVdWugaIAsWUA+TYTpuVZ9WsjyzIOnm+HpEK7ZgwDjmUhyzIYhgEbU54+1oYcC6/3w9nhx7GLHr1PHMeBYRi9DGjH5DgOV0zMAseo+nW60OJBvSuk9ynSj0jbI+UMswGXF9jjnvaO1bvgDSl6nziWTVguzLai0GHU7z1RFPFpdXtcnzqXI9dpboEDViH6tHfJ6cWZZl9cnyJlnuehqqpeXjolO+7eO9vkQVOHmLB/sdcpJ9PU5Un8UE07QjLi+5fgOhXnZyI/I/ok7vUHcajWlfD/rPN1ml/kgIGNDnHXtXWgpj0Y16dE18lsFOKexBVFQeVFF1wBOeG9F3ttxjvMmJwT7xH6tLoNDNP9tYmUZ423w25k9e+IVrcPJy55u733IuWQApRVteCSOwCGZQFVhTcowS8qQPh7QRvu7lo28CxsZgFQAYbVPAounwhJUaGGPcgMmPiyqgIMYDUIMAssGM2VAkVW0OYLAeE62gh7ojIDh0UAx0D3LgRECR1B7bs1Uie+HP5+YxnkWA1aP1gGUFV4AiKCkhrXPxWq1icm2nYTzyHDxOvfdaqqot0bgqJC7xPTTdszTQIMnNbX3Awj7l5ahFpnYFi+I94/1oijdS6oULtem3DZYuBhETitTwwDVVHQ6o2/NjzLYsXUHMyeYB/0d4S/rRGrr5yXFkmIR8TQ2JzxdtS0xbvpatt8mD2h+0yURqMxLqjL3Wm8U+3w6Bc/8heIjyHqSzl29d/+lBmG0cuRL/5I2R8e32bAIBLaIysqWIbBGLsJM8ZpY+J/3ncGZ5ui49IMw+BCW3RILEKjO6jHM1x0BvCd//sMAPDITTORk6GNG7MMg8JsC66a2v1MvEh7p+ZngA1/2Umy9o/b0dGBG2blw25JHEgX279Z4x3dnqMnOI7DkuL+zxQEAEeGGSumm3uv2AmGYTApz4ZJeX3fJ9JXjuNweVF2L7UTIwgCVkzPhyxrXr9pU6fF3ac9McZhxRiHtfeKndrLsiymjbVj2gDay3EcFk0e2LWxmo1YMT2/94oJKMzJRGFOZu8Vw8Tdh+NsmrbT+q4toP3/L582sPbm2CxYbut9cshD/3cY73x2cUDnoAyMunY/Xvn6FT3GUyZisN8RrV4Rv91T3a9z9sShGie2fXdlXBxeZ/ryHVFX1zVf0GglZYfGfrPrLPae0VyWRTkWLJ+ai9f31QDQgoH3nmnBusUT+3/giOXr6lsg2HDw7eum4fE1M3HrZeO7fDYxfHPLioqa1q5juBedXQNd67sJfj3f6oXdLOAHnyvBt6+fhtUlY/rUvsIsS9yXxT8vKsSCsQIyjCPCrh5x+P29By9TBkYqavvRqSZqBA0D/zjZhC0VjUN6Tm9Qwg/+VpHUY/pFGf/1twqkwGDPiGHY8wi9tq8Ge8+0oKbNhwutPmy4bS4A4L2j2hdBZDbBr9YtwONvH8Xeqma4/RJeXLcQRTm9P1l1hrNlAiExYfrvVGGMzYQxNhMKsix47+hFxN7PkRkdF51+iLLmOZpbYMexOm3svCjHgruXTUa7L4Q2bwgFWWbUO/34Uzgwbl6BA0frnACA8y1eCBwbN0ukLxh4FgVZZtS2+cAwDK6emY/Vc8YNstcUANhcXoefbT8NvyjDZuLxzBfnYtn8+cTO9+yWk3jrUF2fZkCNWt7bSfwUs8Zl4ld3LYDDknimZwRfSMJ/xfwwPv352bh+Vt8eUCgD45Ozrfj+Ji3G56H/OxynP2lESYEnqMXwLJ+ai41r5w34WCFJwZdf/hSN7gB2nW7G/B9tB9tP71bc8VzNA953pDGshtCcCXZsuG2ubvzE8t63V8S9t5sFvLhu4eBParUCISeUjg6osgymHy7xocYkcPjm1cXYXnkJVeEhsEk5Vuw63Yw/lp3X680ca8OZSx0IiDKCkoKiHEuckdjkibo4S8bbUNnggiSrOJ/Ao9RXJuZYUNvmC4+PdyDUUotZs2b1a4iBEk91ixf/8ddj+tTfNm8ID7/xGf7fzflYdNnspGu79XgjfrPrbFKPSUnMx1Wt+O/3T+D52y/rsd7Ptp/W0xcsnZKDr145sd9DNamALMs4ceLEiPhO+NKCCfigohE7TlyCKKto8/Y+lT3ZmAQWz3xxLiY4eh++70nbpz8/G+v/VA5Ay9M3GKRB7j+SSLuxDDYzE2h3AqoKxeMB53AMd5N65IpJ2Sg9prlrGUYzQDoPf03KtcBuERBwyXAmyEcRm6MiJ8OAomwLzjV70eQOwBeSYDH0/zaYlGvVhy7Pt/jQdRAvtZFkBdUtXsgp5D5+6u+VuhFkElgERAVNniBeKW+DbYwHLJe8kWxJVvHEO9En34IsMzh25P3gDgZVBcRQCILBAJK2RoMrgJCkYHN5HVZOz8P0MRkJ6110+vG7vVqsiIFn8cxtc0ekETTSYBgGz9w2B8E35S6xqEOBiefw4HVTBzTC0ZnVs8fioeun4d0jFwf93RbgzKgfdItGBmlnCMUuBCcTNoTavCH8+dMLGGc3Ye3Cgj59qbkDIj6rccJq5DDObsZ4hxnXz8rH2eYOeAISTALX5R+mKNuCLIuAS64AgqKCgCjHJfuKfTKwmwVMzLHiXLM2HbP0WCMm5ljgMAuYnGuNS+DWE5NyosNpZ5q9WH3tnD7tlwoEJRl3/OYTHKkb3vVtumOCw4z/vWcR/umXH8MXkrHjrBc7fvExsfNdPT0Pf7h7Ef3RJcRr+y7gP/+qGZ3f+cvhPu3z0PXT4pKYjjQ4jsOcOSPnOyE/04Q/3Zt4BnKq0Zu2371hOr57w/RBn6eurg6Fzwz6MCOClA2WJoYlakSQDpj++2f1OFLrxAcVjfis1tmnfRpdAfxv2Xm8+OFZ7DmjjdFeNTUXX1s6CQ9eOxWAFqwci8XAw2GOxh5sq7yEc80dcPlFfFbrxIcno9lHsyyGuC/YLcca8JuPzuLZLScRkvuesr0gK+rCLT/fhsOHD+tpCFKd33x0LmWNIAD47y/OwdT8THx/9Qzi5zILHP77C3PS0giSZXlI7tsvLyrCoklZvVcMM2NMJr6xYgrBFpFnqLRNR6i2ySf9PEITCmBZzICz24gPi+2NSU1ffqEd84t6/zL0BqNLFHQ3ZGXgWdx+RSF2nW7C2oVafodIansAeOdwPT6rcWLN3LH49UfxMSA2E4+JnTxKIUnLFfJ/+2sA9O0HkWMZXDMjD5UNbswdb8PW6kaUd5zXp9Ung+L8DFw9PTon9USDG5+ea8VgPL6irOBXH1YB0PrwpQUTUmhIiMGy4hxcG1724l+WTQIDFftP18Fms4NNcjs5lsHnL5/Q4zTb0Y7Z3P+UCv2FZRm8uG4hfrvnXK/LXFgMPO6+ahIM/Mh/Rh0KbdMVqm1ySTtDyDS7BDk3rh6ScxXnZehBzvUJprUnwheKWvk9TUe/ac5Y3DRnrP7eYRHiPndYhC7bMk08eI7FOLsZBp5FSFKgqCo+q3XCE5Rw/GL/PGQ2E4/nb78MD7x2CJKiAujbelH94X/uuAy3LShAVZMHX/jVxwj2YQ2hvvKNFVPw2M0zk3a8ZMOyDO5ePgV3Lx/Z3oFUheM4zJw5NNc/L9OI/1jTv3URRzJDqW26QbVNPiP/saOfRNKmDwX/fuMM8Jz2FN/XH/B4j1DfZ1tcOzMf//W56Aq+miEUHS5bOClLn5rJsYy+dlttm0+fvtlf3AEJ6/9UHjaCyPCj9yrR0hHE428fS6oRNCXPioeuH0jqwKFFkiQcOHBgSO/bdIFqSw6qLTmotskn7TxC3t++ggaBh/3WW2FZmITp+D3AcywKsyyobvHikqtvM7RiPULWPiYo7AhK+MkHJ3GiwYNzLZoH6pIniF2nmnGq0YPiPCtcPhFGPmpY3bdiCs42deCuVz4FoA2IPf352bD3kucE0FLXawZKdDba5CwDHlo9S8+YOlj+drgeO082od0n4vO//Fj3qE3KseB7g4ydEVgGV07JgbkfhuZwwTAMsrKy0jKGhzRUW3JQbclBtU0+aWcI+d58EyzHwThtOkyzZoG1kI2PmJhrRXWLNkPrQqsPs8Z1vywIAHhD/fcIPfnOcbx1qC5uW0tHCJHJ0bKiYozdFPd5boYB9//pJCLOnGVTc/DVpZP6dD5A+2eMzIBhGOCFuxbhskJHn/fvjaVTcnD9Tz+COyDFDSs+88W5WNbDMiCjDY7jMHXq1OFuxqiEaksOqi05qLbJJ+2GxiK0v/46Lm18jvh5JsdMM7/Q6u21fuzQWF88Qh9XtXQxgjrT4A7gbFNHXMr1v31Wj0M1TgCAiWdx+8LCXs8Vy63zxuGOK7RA7e+tmgZvbWVSXbV5mUZsuG0eBC761HPf8slpZQQBmhs8dsVySvKg2pKDaksOqm3ySTuPUARVFCG7kzOFuqUjCIuB6zLs9dfDdaiojwYgV7fEJ+tqcPnxv2Xn8Zf9tZDCU9dDsqJ7aa59/qNe53DFxs1Mz8/AGJvm+fn+6hn4rM6JJ/9+HIC2EF/JE1sRmXgUiNlvxthMjO3kMeoNhmGw8Uvz8Oxt8wCoqK01Jm1YLMIt88bhupn58IYkbUVtk9D7TqMMlmUxYcKEpGtLodqShGpLDqpt8klbQwiyDNUfgBIKgTX0HhfTHScb3Xh+6ymYBA7Pfmle3EyvQxecehbo7984I27aetnZFryw/TQOnG9Hd6HGsfFCvbF4UjYyjJw+bjwpz4q5BXb8bPtpOP0iVGiL8XUmP9OI3AwjjAOYrsswTDgjL4OJEwewAG4fMBu4ERHLQwqWZYlpm+5QbclBtSUH1Tb5pK1JqYaTUSmDXHz1Dx+fh6oC/pCMDzqtXCwpmtfFauQxa5wtzmP0ydlWnGz06EaQ2cBh+pgM5FgNyDTxyDTxmD4mo0+v5VNz8dM7LsNV07ScOzkZBthMPFiWwX/eMgvZFgFWI4fiPGvcfnMn2DFjTCYEjkVxfuK0/31BkiTs3r2bumoJQLUlB9WWHFRbclBtk0/aeoR0Q8g3uLVlvDFem1Cn6d2RYavOydFUVcVHp5rgDmg3ssXAYemUHLzy9St0j46qqv2eFXDnokJMybVi5rhMfd8vzp+A8Q4zcjOMmDE2M65+SFLw6blWjHeYBjXsxLIsiouLqauWAFRbclBtyUG1JQfVNvmkrSGEsDWtBAKDOsyCIoe++OhVU3PiPhNlzd8TG/ALAMcvulF50aO/nxU2UERZhYHX6g5kamSGkce1M/PjtvEci6u6CTA28CxWxmRuHiiRMWtK8qHakoNqSw6qLTmotsknbU3KiEdIDQYHdZzYXIJCpwVLxbBHyOUXcazOhTcP1OL//eMMHnvrqL4y8ASHWU98GJBG5toxkiRh586d1FVLAKotOai25KDakoNqm3zSzyNkMACyrL0AqIP0CIkxC5XGDoGpqqp/FhQVbNhyAvuq2yDHWE65GQZ8fdkkiLICI8+CHaEJsliWxZw5c6irlgBUW3JQbclBtSUH1Tb5pJ0hxJrNQEdHNEZosIZQTFyQEHNjRobFAM0oOtXoiTOCGAb48Rfn4sbZ0fXCLrkD+N2ealiNHOZOsGPJlPihtlSFZVnk5+f3XpHSb6i25KDakoNqSw6qbfJJP5PSoq3aqyYpRijWI/TbPef0cmTGGAA0eYJo9WrLUTjMAn7zlQUo/c6KOCMIANp9IRytc+KTs62oaRtcEPdQIooitm7dClHseWVtSv+h2pKDaksOqi05qLbJJw09QtFcPnnffRj8IC3rUIzn50SDG+UX2nH8ogtLJmveHFFWcPpSh17njisKcNOccQmP1d+s0qkCx3FYtGgROC598/2QgmpLDqotOai25KDaJp+R82ubJBhr2BCSJBgnTwYziGSKALBkcjbOXIrOAHvxwyoAQE2rD1dOycG7Ry4iFPYa5WYYEJQU/GTrSUzKsWJpcQ4KsqKGWWwCxf6sPD/csCyL7Ozs4W7GqIRqSw6qLTmotuSg2iaf9BsaM0WXkpC9va/91RvXzszHqpIxXbZXt3hxeZEDR+u1ZTw4lsGMMZmoa/fjZIMHH1Q0oqbNh4Pn2/DI5iP4zl8OY0flJX3/keQREkUR77//PnXVEoBqSw6qLTmotuSg2iaftDOEWGs0g7LiTU4cjsOcOBnhHz+5oJeL86wwCfFeniyLAbKiorUjBG9QQpMnOpV/JHmEeJ7HihUrwPMjx3gbKVBtyUG1JQfVlhxU2+STfoaQ2ayX/Z8dRuDU6UEf027paggpiooPTzZpn5sFTHCYu9RxWIQ44yg2M3XGCPIIMQwDm802oCSQlJ6h2pKDaksOqi05qLbJJ+0MITVmaKz9tdfhfu/dQR1PlBU4zF3jjFwBER3h4OfrZ+aDS5DzwWE2dPESRei8kn0qI4oi3nnnHeqqJQDVlhxUW3JQbclBtU0+I+fXNklwGdGhMVWWoQQGl1n6268fjptCH6HRFZ2WP8FhhtzugygrCIpaXaPAwhR+JcJqHFlDY6tXr6auWgJQbclBtSUH1ZYcVNvkk3YeodihMUgS1IB/wMdSVTUuXxAATMmz4qWvLtS9QSwDTB+bif+543K8uG4hTOHYH7vZAIZhEnqEGAYwd+MpSlXoPyU5qLbkoNqSg2pLDqptckk7Qyh2aGywHiFJUaGq8dt8IRk7TkRXls+xGpFh5MGxDAKijEB4irwjHFdk4uMNnqtn5GFpce6IGv+VJAmlpaV07RsCUG3JQbUlB9WWHFTb5JN2ZiWXYUUkW48qy4Naa6zzkNjK6XnINPF46t3j+raxdpO+GKvLHx3Tjcw0M8YMjc0cl4mvLZ004PYMFzzPY82aNfQphQBUW3JQbclBtSUH1Tb5pJ1HiLVEExhClqGKor7uWF8RZUVbVFWKuoMuL3Tg68sm4WidCw3h+KBsqwF5GQYInObdcfqihlBWeMV5I88i4vwJiF1jjUYK9OmEHFRbclBtyUG1JQfVNrmknSGkGIx6ObLeWH+8Qoqi4pt/Ksd9/3sQP3q/Ut8u8CwCoow/f6rlDmIZYOaYTDAMA4FncbimHX/7rB4AUJhtweQ8KwBtKqQxHA/kF/tnkKUKkiRh27Zt9J+TAFRbclBtyUG1JUcqaustK0PNPfeg5p57UHXDarg/2Npt3bqHHsaJmbPiXrLbPYSt7Ura+dYEm00fGkNkBfpgEKzV2qf9xZjg6NjV5AWOxdnmDkjhbfmZJpjDgdEGjsWZJg9ON2pLcaxdWIA5E+z6vv+8qBDAyModFIsgCPj85z8/3M0YlVBtyUG1JQfVlhyppq3sdqPmnntRvH0bDIWFYaPoXpjC7xMx6a3NMM+ePcQt7Z608wgx5vhgaaB/HqFY48cTiA51GXgWZ5ujS3bETn8XODYuL1DsmmIAsGJaHgqzLPjlzio88Fo53iqv63N7UgFVVeF2u6F2jhynDBqqLTmotuSg2pIj1bTlbDbk3HcvOLv2cG9dtgwAEDhe2eM+qUTaGUJy7NCYLIMxmaCGQn3eX4xZbT72PhRYBlVN0VXmrTGGj8Axce+9oa4uzci2oKhgBE0YA6C5avfs2ZNSrtrRAtWWHFRbclBtyTHU2no8Hrjdbv0VDHadaZ3//e/rxk1kmMs0u6TbYzY++SSqb/sS6h56GP7jx7utN1SknSEk2DL1snHqVBS88DMYJk3q8/6xHqFYNI9Q1BCKXStM4FhYYjxE3mDXGzh+5fmRNUQmCAJuueUWCELiNdcoA4dqSw6qLTmotuQYam1LSkpgt9v114YNG3qs3/T8T5Fz373dDosV/PwFFL36Kor+8HtwdjvOf2ntsMcIpZ0hpBqiy2Eovv4vuip1mjJ/7/LJeHjVdCwtzsHZsEeIAWA2cMjJMOCrSyci22qI8wj99VB93DFcfhGnwvFDwMjKKg0AiqKgra0NijJyZ72lKlRbclBtyUG1JcdQa1tZWQmXy6W/Hn/88W7rtr/xJmSXC/nf/36vx+VsNox7+ikIhYVwb/kgmU3uN+lnCCE6hV7xenuunACpk0doYq4VcwvsyM804VyLdjyzgQPLMFg4MQvXzMiH1cj3uJr8poO1+gKtwMjzCMmyjAMHDkDuZxoCSu9QbclBtSUH1ZYcQ61tZmYmbDab/jIajQnrtb7yCgLHj6Pg5y9o7eyHlycSXzRcpJ0hxPO8PkNsQIaQHG8IBcJT3uvaffrq8RHvT2xeICPfvdTGTstpjDSPkCAIuPHGG6kbnABUW3JQbclBtSVHKmrb8MSTAIBxTz8FQDOCGn7wBADNQPKWlQEA/MeP49TiJfp+kfgg2003DmVzuzCyXA9JQFEUzRBqbobsdKLtj3+Cae4cWObP79P+Yid3ZMQQiguUDhsygZi8QHmZRkzOtaK6xYuvLJ0YdwxTJyPJOsI8QoqioKWlBbm5uWDZtLOtiUK1JQfVlhxUW3Kkmrbtb7wJ55tvAtDigyJk3qgZN+7SLQC02WTm2bNhXboUdQ89DM5uh+xyoejV3w19ozsxsn5xk4BuCEGbNt/x8cdgMzP7bAh19gjtO9cGADh+MeoGjAxtnWnqQKMrgLF2ExiGweNrZsHlF5FtNcQdo/PCqz0No6UiiqKgoqICK1euTIl/zNEE1ZYcVFtyUG3JkWraZt15B7LuvKPbzye//Vbc+8jQWSox/CoOMbFDYwAARenXCvSF2WZcMSlbf//RqSbc84cD+J/tp/Vtsydo0wjbvSE88U6Fvp1jmS5GENDVELKOsMSKPM/juuuuo2vfEIBqSw6qLTmotuSg2iaftDOEYj1CQP9XoLcYeFxWGA3sqm3345I7uj/DAD+8dTbG2rXEjUIPsUERTEJ8nZ7iiVIRRVFQX19PZ4gQgGpLDqotOai25KDaJp+R9YubBDobQpCkfnmEgHgPjssXn4zxgWuKYTXy+sr0Bq4vhlD0eFPyrGBGWEZFRVFw9uxZ+o9JAKotOai25KDakoNqm3zSzrfG8zzYzAz9fX89QgAwNT8D31s9HX89VIddp5sBaCvNl//XKt2IiWSgjqw83xMmPmoIxa5BNlLgeR4rV64c7maMSqi25KDakoNqSw6qbfJJS48Qlxld50SVpH6tNdbSEcTZpg4oimbsRPIKlYyzxXlyQmGPkNAHj5DZEK0TGIEr0CuKggsXLtAnFAJQbclBtSUH1ZYcVNvkk56GUMwyG5AkKMG+G0LHL7rxy51VeGHHaRw4365vnxvjyfnd3moEwktm9MUQMsZ4hGJzD40U6Jg1Oai25KDakoNqSw6qbfIZ9qExl1/E428fBQC4/RK+eXUxlk/LTVi3ptWH//jrMQCA0x/CXYsn4q4lRf06nzY01skj5O/P6vPRm88ds/r8vIKoIdTuDcXU732F4HF2E55bOw8mgesyg2wkwPM8loVXHKYkF6otOai25KDakoNqm3yG3SP04GuHsHxqHl5ctxC/WrcAD7xWDpdfTFj3gdfLsWbuOPz5viV479sr8B9/PYaa1v6tFybLcpxHSJWkfq05Frv6vNuf2BDi2OgQmaz2bgjxHIucDCOsRj5u35GCLMuoqqqi6fQJQLUlB9WWHFRbclBtk8+wGkI1rT7srWrRvTp2s4Dl03Lx4kdV3dZfPjXqLZozwRbnlekLqqrGeYT4nGxYFi2C2sebKuLhUVQVnvAq8hYDh5yM6PorbEyskNoHQ2iko6oq2tvb06KvQw3VlhxUW3JQbclBtU0+w2oIVVx0oSjbEretMNuC4/WJF2u7Zd54PPB6OWpafbonqLtZVsFgEG63W395PNrq7gzDxHmEjNOmw77uLkQGvCRJ0i1tSZL0cdhIWZQVzQgKiIjchzYTDwPHQhRFqKoKnmOgqApUaJmoI9tVVSsDiCsrihJXliSpx7Isy3HlSHu7K/fWp85lURTjypF/uM79iJRVVcWiRYvAcdyo6VOqXCee5zF//nw9g+xo6FOqXCcAWLRoERiGGTV9SpXrxHEcLr/8cnAcN2r6lCrXiWEYLFq0SD8WqT5F2pUODK9HqM0Hmzk+TCnLYoDTH0pY/1tXF6Mo24JnPziBz/1iD569bV63x96wYQPsdrv+KikpAQBUVlaCzYwaQrLHjaNHj+LMmTMAgMOHD6O6uhoAsH//ftTW1gIAysrK0NDQAFlR0dbairaOaFzRV64YB5ZlsG3bNng8HoyxmdDU1ARFkfGFy8eitLQUkiQhEAigtLQUAODxeLBt2zYAgNPpxM6dOwEALS0t2L17NwCgoaEBZeHF6mpra7F//34AQHV1NQ4fPgwAOHPmDI4e1WKsTpw4gRMnTgBAv/oEALt370ZLSwsAYOfOnXA6nQCg9wkASktLEQgEIElSlz6dPHkSLpdrVPUpFa6TLMv4xz/+gfr6+lHTp1S6TidPnsS5c+dGVZ9S4ToFg0GUlpYiGAyOmj6lynU6d+4cTp48SbxPu3btQrrAqMPoXys91oBnt5zE7keu1bdt2HICx+vd+PN9S+Lquvwibv3FXr1uTasPX/ndPjzzxbkJg6uDwSCCwWh+oPr6epSUlODcuXMotNlw5qrlAICMa67B+F/9EgDAcZxucUfKLMuCZVm9vLm8HlsqGnCiwY3GcEbpv35rKeZPzIYoiuB5HqXHGrG5vAYMw+Jfry3G3PGZejp0SZIgCIJucQuCAEVRIMuyXo54Arory7KseZ7C5Ujbuyv31qfOZVEUwXGcXuZ5HgzD6OVIPyLlYDCIEydOYO7cuVBVdVT0KVWuk6qq+OyzzzBv3jwIgjAq+pQq10kURVRWVmL27NlgWXZU9ClVrpMsyzhy5Aguu+wy/ZgjvU+pcp0URcHx48dRUlICQRCI9enChQuYPHkyamtrUVBQgNHMsM4amzPejpq2+EDl2jafvlZXLB9XtWBOzPaiHAvuWlKE1/dfSGgIGY1GGI3RuB23WxtuEwShk0fIA46LztSKXb8lUVlSVLAMA3dAcxsyAErCw3OCIADQlsxgGc3ZFpAUfXtsHYZh9HLkpu1rOba9fSn31qfO5UTt7alsMpkwv9OitSO9T6l0nRYuXDjq+pQK18loNHa5b0d6n1LlOvE8H3ffjoY+dVcejj51vm9J9Cmd1jIb1qGxohwLlk/Nxev7agBoXp+9Z1qwbvFEAMBvdp3F3jOai2/OeDv2nmmJm1G290wLPjdvfL/OKcsyWIMBjElbCyx45gzqv/c9dPTRDSgpCiRZgS+cJyjTxMcFRwPxS2YER2BeoP4iyzIqKiroLAYCUG3JQbUlB9WWHFTb5DPsJt+v1i3A428fxd6qZrj9El5ctxBFOVoA9XtHLwIAlk/LRVGOBS+uW4h1r3wKh1mLI/rcvPFYM3fcgM7LZWZCCgSgBoNQfH7IHR193jcyWwwAbCYB73x2EWsXRl2H3pjPzzZ34NqZ+QNqI4VCoVAoFLIMuyFkNwt4cd3ChJ+99+0Vce+XT8vFe9NWJKzbVyJuRtZmA5qboUYi+Tu8fdr/a0snwROQcKjGCQCwmXl8dKopzhBaNCkbm8vrICsqrpySM6j2jgQ4jsOcOXOGuxmjEqotOai25KDakoNqm3yGPaHiUKMHnkXihGQZqqJA8fbNEAKAI7VOvWwzCVA6xZtnWQ348Rfn4olbS0bkIqr9RZZlHD58mLpqCUC1JQfVlhxUW3JQbZPPsHuEhgs2dr0xWe6zIRQQZZRf0NYY41gGFgMXt9hqhLxMIwBjl+2jFbPZPNxNGLVQbclBtSUH1ZYcVNvkknaGUGRorPMK9EofY4R+sfMMWsNriWVZBDAMg2n5Gclv6AiC4zjMnDlzuJsxKqHakoNqSw6qLTmotskn7YbGItky2U7rjcne3g2hk41u/Pqjs9r+DFCcpxlAfVlhfjQjSRIOHDiQVplIhwqqLTmotuSg2pKDapt80u4XPDKM1cUj1Iehsd98dBaRxeQnZluQYdQcaoY0N4QYhkFWVlbCIULK4KDakoNqSw6qLTmotsknfYfGYmOEJAmqPwBVksD0kESqqlnzGjEAJuZY9e0Cl943JMdxmDp16nA3Y1RCtSUH1ZYcVFtyUG2TT9q5MvShsU4eIQBQfL6E+0RodGlLahh4FhwbNX6O1LmS3cwRhSRJKCsro65aAlBtyUG1JQfVlhxU2+STdh4hPbW5PWoImS+/DI4vfUnPNp0IUVbQ6tUMISMfbz+OtXe/XzrAsiwmTJiga0tJHlRbclBtyUG1JQfVNvmkrSEUu94Yl5UF87zuV7IHgCZPEJF0QUaeQ6aJx5wJdlxyB3DPVZOJtXckwLIsJk6cONzNGJVQbclBtSUH1ZYcVNvkk3YmZcSdyNmiHiHF7el1v0ZXQC8beRYCx+K+FVPwn7eUhHMGpS+SJGH37t3UVUsAqi05qLbkoNqSg2qbfNLOENKHxjqtQN8bl9wxhpDAgk/zAOlYWJZFcXExddUSgGpLDqotOai25KDaJp+0U1IfGovxCEnNTQicPg3x0qVu94v3CHHg6U2oQ8esyUG1JQfVlhxUW3JQbZNP2impD41lRLNBBypPoPl/fgbv3r3d7hfnEeo0ayzdkSQJO3fupK5aAlBtyUG1JQfVlhxU2+STdoZQxIpmDAYwkfVa9BXou88u3RhjCF1W4MD0MZnd1k03WJbFnDlz6BMKAai25KDakoNqSw6qbfJJ21ljgBYnJPn90TxCgWC3+9W2RXMMPXLzDFgMaSddt7Asi/z8/OFuxqiEaksOqi05qLbkoNomn7QzKWPdiZzdDiCaUFENJjaEzjV34ESDFlCdYeSpEdQJURSxdetWiKI43E0ZdVBtyUG1JQfVlhxU2+STdoZQnEfI4dAKigJVlqEEAwn3+f3H1QhKMgDAbOBIN3HEwXEcFi1apC9fQkkeVFtyUG3JQbUlB9U2+aSdayPOEMrK0suqKEINhhLu09IR0hdbtVJDqAssyyI7O3u4mzEqodqSg2pLDqotOai2ySftPEJxQ2MRjxAihlDiobGAKOvloKTgP/56DG8erCXWxpGGKIp4//33qauWAFRbclBtyUG1JQfVNvmknUco1p3Y2RDqbmgs1hAy8iwuuQLw5NGpixF4nseKFSvA82l3OxGHaksOqi05qLbkSEVtvWVlaH3lFQBAqLYO+f/2b7DddGPCurLbjYYfPAEAUDxu5Nx3H6zLlg1ZWxOROkoOEQwTzf/TZWism1ljflHRy5EFV3maR0iHYRjYYhJUUpIH1ZYcVFtyUG3JkWraym43au65F8Xbt8FQWAhvWRlq7rkXpvD7ztQ//DAyb7wJWXfeAdntRtWqGzB1x/a4Za+GGjo0FkaVJKihEFRF6bJPcZ5VL5sFzaNEl9iIIooi3nnnHeqqJQDVlhxUW3JQbcmRatpyNhty7rtXn4Ud8e4Ejld2qRuqrYW37BNk3XmHvq916VK0vvzy0DU4AWnnEYobGsty6OXM669D3ne+A6ZTkipZUbHrdDMAzRvksBgAUI9QLDzPY/Xq1Snlqh0tUG3JQbUlB9WWHEOtrcfjgdvt1t8bjUYYjfELjed///t6WQ7XNc0u6XKswPFKCJ28RIbCAgQquxpNQ0naeYRi4WM8QkqHt4sRBADlF9rR0qHNJls4MUtfWoOjWT3joF945KDakoNqSw6qLTmGUtuSkhLY7Xb9tWHDhh7rNz3/U+Tcd2/CYTGxrjZuwXNAG5mRna6ktrm/pN2vuSxHA59jh8bk9vaE9bceb9TLSybn6GWBDo3pSJKE0tJSuvYNAai25KDakoNqS46h1rayshIul0t/Pf74493WbX/jTcguV5yHKBahoBCyxxO3TXY6wTnsSW1zf0k7kz1+aCwaLC07nV3qqqqKDyo0Q4hlgHZfNJiaLroahed5rFmzhj4BEoBqSw6qLTmotuQYam0zMzP7FJzd+sorCNXUouDnLwDQhsg6B0CbZpdArI1PPROqrYOppOsw2lCSdh6hWNjMTCA8xBU6fx7Ot96CeKlJ/7yywY16px8A4DALqG3z65/xdGgsDvrkRw6qLTmotuSg2pIj1bRteOJJAMC4p58CED9FvvWVV+AtKwMAGAoLYV22FO1vvKnX837yCRx33jkMrY6Sdr/msUNjDMvqw2NSSws823dAaooaQluPX9LLeZnxwWE0WDqKJEnYtm1byv1zjgaotuSg2pKDakuOVNO2/Y034XzzTTQ9/1OcmDkLJ2bOwunFS/TP3aVb4oKhJ7zwArxlZah76GHUP/wwCl74WcJ4oqGEUVVVHdYWDBF1dXUoLCxEbW0tCgoK9O1n19yC0LlzAMchY8UK5HzjPlgWLgQA3PTCbpxs1MYzryrOgSk8df7qGXm4dkY+CrMtQ98RCoVCoVAI091v5mgk7TxCne0+PU5IlqEqCpSAll36QqtXN4JsJl43ggBgWXEONYJiUFUVbre7i7aUwUO1JQfVlhxUW3JQbZNP2hlCsUNjQKL1xrSp8rGzxToPi3mD8cdIdyRJwp49e1LGVTuaoNqSg2pLDqotOai2ySftQvo7R9rHTtvTDCHNIxQbH5TfxRCiN2AsgiDglltuGe5mjEqotuSg2pKDaksOqm3ySTuPkNJpCQ2+03pjSjAIRVFxrE5L8JRjNcBiiDeeatp8CEldl+JIVxRFQVtbWxdtKYOHaksOqi05qLbkoNomn7Q3hGKHxhAeGmvyBBGStXqJ5oZtr7yE05c8CT5JT2RZxoEDB7oMO1IGD9WWHFRbclBtyUG1TT50aKzzCvTBAOraffo2k4FDIgQu7WzIbhEEATfeeONwN2NUQrUlB9WWHFRbclBtk0/a/Zr35BFSJQlKMIjaGEPILCQ2hGhm6SiKoqCpqYm6aglAtSUH1ZYcVFtyUG2TDzWEYgwh1mqFMHYc6mIySJsEFjfNGYuXvroQ8wqidelaY1EURUFFRQX9xyQA1ZYcVFtyUG3JQbVNPgM2hDwBMZntGDJ6GhozTJkM+62fw4W2eI/Q+VYveI6FzRzdl3qEovA8j+uuu46uK0QAqi05qLbkoNqSg2qbfAZsCD3w2qFktmPI6DJrLCe6orzc0goAON/i1beZBA4XWn1QVRWyEk1gRWOEoiiKgvr6evqEQgCqLTmotuSg2pKDapt8BvxrfrTOhX/65V5s/OAkamM8KKlO55uHtdnAGAwAAKm5GQDQ2NYBQFtPTOBY+EMymjxBiHLUEKIeoSiKouDs2bP0H5MAVFtyUG3JQbUlB9U2+QzYt/bYzTPx5cVF+LiqBc9uOYnadh/uWlyEW+aNQ6ZJSGYbk0pndyLDMOBzcyFevAippQXeI0fx9Z2/w1nbeLw37ya93q8+rEJ9e+zq89QQisDzPFauXDnczRiVUG3JQbUlB9WWHFTb5DNgj9CXFxcBAK6amotfrVuAv//rcqgAVjz3IR58/RDKqlqS1cakksiK5vJyAQByezvqX/h/ECQRM9suYKzUodfp6JRNmmGoIRRBURRcuHCBPqEQgGpLDqotOai25KDaJp8BG0Kxhk5ZVQsefP0Q/uOvx+Dyi4AK7D7Tgn/65V783/6apDQ0WSS6efi8PL0c8Af0spXVhsIYhsHXl07CV5ZOBADMGJsJuzl1vV5DDR2zJgfVlhxUW3JQbclBtU0+Ax4ae/aDk5g7wY73jzXA5RexfGouXrxrAW6eOy6+3paT+K+/HcN/f2HuoBubDBJF2vO5uXo55A/q5QxGwe1XFGDplFzYLZrhM7/QQY2gTvA8j2XLlg13M0YlVFtyUG3JQbUlB9U2+QzYI3Ss3oWjdS48etNMHHlyNf5075IuRhAAZFkEvHe0YVCN7IzLL+L1fTV4/O1j/d43UVryWI+QGGMIWRkFZgOvG0EA4LAY6LBYJ2RZRlVVFU35TgCqLTmotuSg2pKDapt8BmwIrZkzDu9+ezm+vLgIth6Co+dMsOPRm2Z2+7nLL+KB18rxwGvl+Mor+7D3TM+xRaXHGvDga4dQlG3Bhtv672VSVbXLNj43agjJgRiPECQYeTpNvjdUVUV7e3tCbSmDg2pLDqotOai25KDaJp8BD41965piPPj6ITx200wUZlv07R9XtYABsGyqNtx01dRcXNXDcR587RDWzB2Hu5YUweUXsWLjTux59LqEw08V9S48u+Ukdj9y7UCbnXhoLC86NBb0+wGLFWA0j5CBGkK9wvM8Fi1aNNzNGJVQbclBtSUH1ZYcVNvkM+Bf+cffPoaKeleXHEJzC+x49oOTfTpGTasPe6tacNcSbQaa3Sxg+bRcvPhRVcL6j719FI/d3L13qS/0NjTGSSKaLQ6cnDIfTF5ut2uNUaLIsoyTJ09SVy0BqLbkoNqSg2pLDqpt8hmwIVSUbcGuf79W9/xEsJkE1PQxwWLFRReKYrxJAFCYbcHxeneXui6/iIp6N47UOfGVV/Zh5XMf9hgjFAwG4Xa79ZfH4wEQnTUmy7J+IzExy2wIioytE5dg8b/ejSfuX40ZYzIAAJIk6fvGlkVRjCtH3JWRsqqqXcoA4sqKosSVJUnqsSzLclw50o/uypIkxZUT9WOwffL7/aOuT6lynbxe76jrU6pcJ7/fP+r6lCrXyev1jro+pcp18vv9xPsUaVc6MGBDyN3NWmMfV7XA0cdZVTVtvrj1uwAgy2KA0x/qUjfieXrgmqn4831LsPuRa1Hb5uvWGNqwYQPsdrv+KikpAQCcOnUKAHDixAmcOHFCKzdEg7kFRUJewIXrZ47B/v37UVtbCwAoKytDQ7je7t270dKixTLt3LkTTqcTALBt2zbd4CotLUUgEIAkSSgtLYUkSQgEAigtLQUAeDwebNu2DQDgdDqxc+dOAEBLSwt2794NAGhoaEBZWZnW/9pa7N+/HwBQXV2Nw4cPAwDOnDmDo0ePdunT0aNHcebMGQDA4cOHUV1dDQBE+rR161bMnz8fPp9v1PQpVa4Tx3Hwer1oamoaNX1KletUXl6O+fPno6amZtT0KVWuk6qqqKurg6qqo6ZPqXKdampqMH/+fJSXlxPt065du5A2qAPkNx9VqV955VP146pm1e0PqW5/SN1y7KJ62VNb1We3nOjTMd4/elFdsXFn3LZnSivVdb/9tEvdPaeb1blPftBl/87bIgQCAdXlcumvyspKFYB67tw5VVVVVZIkVZIkvXxk3uVq5YyZ6qFZc9X/uu9HqqqqqiiKqizLPZZDoVBcWVGUuLKiKF3KqqrGlWVZjiuLothjWZKkuHJsPxKVRVGMKye7T36/Xz127JgqiuKo6VOqXCdJktQjR47o5x0NfUqV6xQIBNRjx46pwWBw1PQpVa6TKIrqkSNHVFEUR02fUuU6BYNB9dixY2ogECDap+rqahWAWltbq452Bhwsff/VxTjf6sO6V/YhMplchTabrKdZYrHMGW/vMoxW2+bD7Am2LnWLsi1wB7q66hwWQ8JjG41GGI1G/b3brQ23sazmBOO4aOwPx3Fot2YhP9gAXpVRs2AlVFUFB4AJ148Nso4tC4IwoDLDMHqZZVm9XX0pd257b+Xu2k6iT5HjjKY+Ded1kmU57pijoU89lYeyT5Hzchynt3mk9ylVrhPDMGBZFgzDxPVjJPepp74OZZ8iw2Q8zyf8Xkj2d3k6wKjq4Obg1bT6cPyiC4A2Vb6wU8xPb3zllX1dZo299+0VKMqx4De7zmLOeDuWT8vtUjfR+56oq6tDYWEhamtrUVBQ0OXzd1bdhul1mivy+OTLkZ9hQMesebj+iYdh5GnANIVCoVDSh95+M0cTg54bXpRjwc1zx+HmueN0I+jl3Wf7vP+v1i3A3qpmPPBaOR587RBeXLcQRTnacd47ehEVYSOrc90HXivH8mm5fTKCYolY051xmjL1siXkh9sXQu0lF1iaPLFXZFnG4cOH6SwGAlBtyUG1JQfVlhxU2+QzYN+XJyDiL/trcKG16wyx9481YP3K4j4dx24W8OK6hQk/e+/bK/pcd7C0GqPDcQZVQgCAIIXoKvN9xGw2D3cTRi1UW3JQbclBtSUH1Ta5DNgQeuC1Q6hp86Eo26L/BbSZYFd1mlKfSsSOt8bisUYNIT48bdCgSHQ5jT7AcRxmzhxcfidKYqi25KDakoNqS45019b76acIHK+E4847wGVkwPvpp2h/4w2Y585Dzj13D+iYAx4ac/pE7Pr3a/Gne5fgqqm5+NO9S7TXPUu65AZKJRLlRlBVFbVshv7eAM3laFTSJ4/CYJAkCQcOHEirvBNDBdWWHFRbclBtyZHu2jb95HmwtkxwGRmQPR7U3H0PxJpaePfuRcMPfzigYw7YI+SIWYjUZhJQ1+5DQZYFRTkWfFzV83phw0kiD48nKOGiEI0RQnjsVZDT80brLwzDICsri3rPCEC1JQfVlhxUW3Kku7ac3Y6s228HADQ9/1OYSkow+a3NAICae+4d0DEH7BGymQT851+P4fhFF9YtKcIDrx1CXbsPW441oKLe1fsBholEQ2OXXAG0mO36e1bSkkUa5K6JHSld4TgOU6dO7XbYkTJwqLbkoNqSg2pLjnTXVna5EDh5Eu2bNsG5aRPG/fePoh8O0DgcsCH06E0zsbeqBS6fiMJsC2aPt2PFcx/iwdcP4Z8X928m11CSyJ1Y7/SjzWSDEs6IxIuaAUQ9Qn1DkiSUlZWlrauWJFRbclBtyUG1JUe6a5vzjW+g+ou3ofHJH8Jx++0wzZqFUF0dmn76U8iugTlhBjw0VpSjrTUWYcNtc7EunAsolYOlIwmoYqlp9UFieTiNGcgOeiCIQQAAL0tQVTVtXZB9hWVZTJgwIaG2lMFBtSUH1ZYcVFtypLu2tptuhPWqfZBdLhj0/EYMTHPmwnbzzQM65oCUdAdETHn8fXxQ0RC3fc4Ee0obQUBiQ6jO6QcAfXhMEIOAqoJlADVEh8d6g2VZTJw4MW3/MUlCtSUH1ZYcVFtypLu23k8/hfPNTeAcDv1900+fh1hXB1N4TdH+MiAlbSYBhdmWbo2e2j6uPj8cJHInNrgihpADAMAAqLt6DZR7vwUmTcdh+4MkSdi9e3faumpJQrUlB9WWHFRbcqS7tt3OGvv44wHPGhuwSfnut5fjxY8SZ5B+9oOTAz0scRJZ0Zdc2lBYiykaML1iYTGuvXkpmDRab2WgsCyL4uLitH1CIQnVlhxUW3JQbcmRatr6jx9H0/PPo+qG1Wh95ZUe69Y99DBOzJwV95LD64D2le5mjRW9+juINbUD6sOAf+X/6Rd7caHNh7/sr+nymdsvDvSwxEl08zR3hA2hmJljwYbGIWvTSCcyZk1JPlRbclBtyUG1JUeqaau4XMi8+WYEKiv7VH/SW5thnj17wOeLzBrzHzsG56ZN+tR5AAOeNTZgQyjTJOCxm2bCZhbitqsq8FI/1hobahK5E9u8WhyQMyMrWq+hoUs9SmIirtqVK1em1YrFQwHVlhxUW3JQbcmRatpaly0DALCZtl5qanC2vtXrjsisMTBM3Kwx5xtvDP2sscdunom5BXbYTEKXzybmpG5m6c4eIVFWdA+WO8YQQtVp+I8cgWHiRD0oi5IYlmUxZ86clHHVjiaotuSg2pKDakuOodbW4/HAHTN8ZTQaYTQaB3y8xiefhOx0QSgsRM76b/TbO5R41hiGftYYAFw1NTehEQRoC7KmKp1vnpaOINRwuSMzaggx5Qdw8ic/R/Bc9RC2bmTCsizy8/Pplx4BqLbkoNqSg2pLjqHWtqSkBHa7XX9t2LBhwMcq+PkLKHr1VRT94ffg7Hac/9LafscIAQCXmRlnBBkKCmC7cfWAZ40N2CO0sYeA6C3HGnDTnHEDPTRROg+NtXujRpsnM1svc7K2nU6f7x1RFLFz505cd911EITExjFlYFBtyUG1JQfVlhxDrW1lZWVcTNJgvEEROJsN455+Ct5PPoF7ywfIuvOOfu0fqqtH00+fh6/sEwCA9aplyP+3f4MwwNipARtCe8+0oLbdh8Ks+GEwd0CE3Zy6N35nKzrOe2UwwmfJhMXnAS+FoDIM1GBgiFs48uA4DosWLUrblO8kodqSg2pLDqotOYZa28zMTNgGGdfTE5zd3nulGAKVlaj+0lqYSkqQedNN2raKClTdsBqT334Lppkz+92GARtCG26bi4+rWnD/1cVx22vbfCm96GpnQ6gjGPUQff7y8egozQkbQiJkAEowOMQtHHmwLIvs7OzeK1L6DdWWHFRbclBtyTGStG195RWYSkpgXbYM/uPHUXP3PZixfx8Abdo9oMX89Iemn/4Pil79HaxLl8Zt95aVoeknz6Podz1P4U/EgAcZ50ywdzGCAMBuEfCbXSNn1pgnEH2fbTXAOkEb0mMAsHIIKjWEekUURbz//vsQxdSNDRupUG3JQbUlB9WWHKmmrf/4cTQ88aQ2zFW6BQ1PPKl/5i7dok+rN8+eDevSpah76GE0PPEkWl/+LYpe/V3/T6iqXYwgIDx7TVUT7NA7SZ979/GZFtSkcGbpzu7E2KGxTJOAQM4YWMPv2WCIxgj1AZ7nsWLFipSYyjnaoNqSg2pLDqotOVJNW/Ps2TA//RTGPf1Ul88mv/1W3PuCn78wRK3qHwNW8uqffIjOqYucfhFuv4ib56ZmoDSALguoumM8QhlGHoHcMdEPgwEoARoj1BsMwxAdQ05nqLbkoNqSg2pLjnTX1rpsKarX3o78738fQnjmmFhXi6bnfzrg6fMDNoSWFeeirt2H5Z3WGyvKtqS0IdR5aMwVkwW7usWLPHseInHnTDAANUg9Qr0hiiJKS0uxZs0aOkMkyVBtyUG1JQfVlhzprm3OffchVFOLmrvvjmaSVlU47rgDOffeM6BjDtgQenzNTFTUubAsxVeb70znobF2b9TQuej043zQjEh6JzUQoLPG+gDP81i9enXKuGpHE1RbclBtyUG1JQfVFhj39FPIWf8NBI5r8Uem2bNhKBj4siMDVrK2zYfX9tegMNuCwuzoFPqPq1rAACPGQIr1CNnMAoqvmgu8qr1nQzRQuq+k8z8laai25KDakoNqSw6qrZZEMZJUsWr1jRBrawGWxazjFf0+1oBnjT321jFU1LtQ2ykwem6BPaVXn5dlOe69OyZYOsPE45YlU6DYHQAA1mRC7re+NZTNG5FIkoTS0tKE67hRBgfVlhxUW3JQbclBte3K1G1bMetE5YByCAGD8AgVZVvwq3ULumy3mYQRNWssNo+Q3cTDyHOwTCpC4IgTUlMTlGAQbBIyaY5meJ7HmjVr6FMKAai25KDakoNqSw6qbfcMdF3QAXuE3N2sJ/ZxVQscKZxZujMd4VljLANYjdqNZSgo1D5UVYj1F4eraSMK+nRCDqotOai25KDakiPdtA2cOEH0+AM2hJZPzcVXf7cPZWdb4AmI8AREfFDRgAdfP5TSs8Y6D415Q9p7jmVg4DQ5hMLoYm6h2hoETp2GOsBETemAJEnYtm1b2v1zDgVUW3JQbclBtSVHOmrb8IMnIHd4IXd09PxyuQZ0/AH71u6/uhjnW31Y98o+PZ+QCmDNnHF49KaBjdMNBZ3dib6QdjPxLAujoBlCsavatv7uVXAWC/K++zBMM2YMXUNHEIIg4POf//xwN2NUQrUlB9WWHFRbcqSjtoHjx3F68WJixx/UIOOG2+bigWuKUVGvWWFzJtjjZpClIrGeHVVV4Q97hHiOgSEcPyREhsYASBcvgps6Ff5Dh6gh1A2qqsLj8SAzM7NLwkrK4KDakoNqSw6qLTnSUVuhsBDjnvphz5VUFQ0/7Jrdui8MeGisot6FB18/BAC4ee443Dx3HAqzLfi4qgVlKbzoauzQmC8kQwnbRTzLRD1CMUNjkczSUlvb0DVyhCFJEvbs2ZNWrtqhgmpLDqotOai25EhHbXPuuxfWpUt7fi1bhpz77h3Q8QdsCD3+9sicPh87NBa74GpOhhHZVoNWZ+xYIFxPDRtCAx17TAcEQcAtt9ySlllOSUO1JQfVlhxUW3Kko7ZZd9yR1HqdGbAhVJRtwa5/v7ZL4sRUnz6vKIpe7ghGZ75dVuBAcV4GAIDhOAgTxmv1AwGoqgrZ6RzSdo4kFEVBW1tbnLaU5EC1JQfVlhxUW3JQbZNP2k2fj715YhdczTTFh0sZJk7UCpIENRSC4umAmkauyP4gyzIOHDjQZUYeZfBQbclBtSUH1ZYcVNvkk3bT57sbGrN1NoSKJupl1e8HVBWyx0O+gSMQQRBw4403ppWrdqig2pKDaksOqi05qLbJJ+2mz8d6hDydlteIxVBUFN3H7wfncEBud4LPyiLfyBGGoihoaWlBbm4uWHbAtjUlAVRbclBtyUG1JQfVNvkMSsUNt83F7n+/Fr+6awF+ddcCrbxuAY5fTN3A4rgYoRiP0Lbjl+IMI8OkqEdI8fsBgMYJdYOiKKioqKBj1gSg2pKDaksOqi05qLbJZ9CLlXRefd4TEPHga4fw0b9fO9hDE6G7obGAKIOPsa5jPUIqNYR6hOd5XHfddcPdjFEJ1ZYcVFtyUG3JQbVNPknzq31Q0YCv/m4f5j21bcTMGov1APEsAwMflUOYMAEIJ1hkrVaMeexRWJeQy2w5klEUBfX19fQJhQBUW3JQbclBtSUH1Tb5DMoQOn7Rhf/86zFMefx9fOu1Q3D6RDzzxbmYPd6erPYlne5mjRl4FhwbzdLJCIJmDAGQmpshTJwI1moduoaOIBRFwdmzZ+k/JgGotuSg2pKDaksOqm3y6ffQmCcg4i/7a/D6vhrUtPmQaRJgMwt491+X60NkyzvlFkolYofGOoJRQ8hi7CqFoagIYk0NFK8Xcmsr+NzU7ddwwvM8Vq5cOdzNGJVQbclBtSUH1ZYcVNvk0y+P0Fd/tw+XPbUNz245iWVTc/Gne5fgyJOrMbfTGmOpvN5Yd0NjFiGBITQxGjAdqqkh27ARjKIouHDhAn1CIQDVlhxUW3JQbclBtU0+/TKEMk08VGhT5791dTGuSmHPT3fEG0KxHiGuS13DxGjAdMeuXejYtYts40YodMyaHFRbclBtyUG1JQfVNvn0a2jsxXUL4Q6IeP9oAx547RAYBvjcvHFw+RNnmU5Fups1ZjV0NYSEmJlj7i0fIHjqNDp27YJl8RLYbrqRbENHEDzPY9myZcPdjFEJ1ZYcVFtyUG3JQbVNPv0OlraZBHx5cRHe/fZy/OquBWjzinD5RXz1d/vwQUUjAOir0qcisWnJI0NjPMvAJHQ1hIyTJullxafNhBMvNsD197/rq9JTNE2rqqpoyncCUG3JQbUlB9WWHFTb5DOoWWOF2RY8dvNM7Pr3a/HoTTOx+0wzLntqG7Yca0hW+5KOqqp6OTJrrPPU+QhCQQGYcBpz1ReTEkBRoHi9ZBs6glBVFe3t7XHaUpID1ZYcVFtyUG3JQbVNPoNOqBhhzgQ7nvniXDzzxbm49Rd7+7yfyy/i8bePAgDcfgnfvLoYy6f1Hnv0+NvH4PKH8OK6hf1qZ2RoTFVV3SM0xmbCqlljutRleB6GyZMRPH0ait8PVVHAhJMuRrJNUzRNFy1aNNzNGJVQbclBtSUH1ZYcVNvkQ2Shkte+saTPdR987RCWT83Di+sW4lfrFuCB18p7jTn6za6z+LiqZUBti7gTA6ICUdYs6nEOEy4rdCSsb5xarBVUFWoopG9XfKmbNHKokWUZJ0+epK5aAlBtyUG1JQfVlhxU2+RDxBCymfq2Km5Nqw97q1pw1xItKNluFrB8Wi5e/Kiq231KjzXgaJ0T37y6eFBtdMdMne+pvYYp0fNYrrgC5ssvh3XpleAyMgZ1/tGGn3rIiEG1JQfVlhxUW3JQbZNL0obGBkLFRReKOuUcKsy24Hi9O3H9ehde31eDP9+3BKUDjEPiwstmuGO8TnZz94aQ7hECwHAscr95/4DOO5rhOA7z588f7maMSqi25KDakoNqSw6qbfIh4hHqKzVtPtjM8bZYlsUApz/UtW6rD4+9fRS/WregT8cOBoNwu936y+PxAABEUTOA2rxBvS4DFS6f9l6SJN3lKEkShMlT9HqBqip9eySHgyiKceVIAFukrKpqlzKAuLKiKHFlSZJ6LMuyHFeOtLe7cuc+RdrbXbm/fQoEAqioqIAkSaOmT6lynWRZxtGjR/XzjoY+pcp1CgaDqKioQCgUGjV9SpXrJEkSjh49CkmSRk2fUuU6hUIhVFRUIBgMEu1TpF3pwLAaQkXZFrj98WK3+0JwmA1d6j77wQnUtPpw6y/2YuVzH+Kxt46i9FgjVj73YcKYog0bNsBut+uvkpISAMDJkycBAJWnz+l1955uxP/tOgYAOHz4MKqrqwEA+/fvxyWO1Rdf9Z46BQDYvXs3Wlq0GKWdO3fCGV6Vftu2bbrBVVpaikAgAEmSUFpaCkmSEAgEUFpaCgDweDzYtm0bAMDpdGLnzp0AgJaWFuzevRsA0NDQgLKyMgBAbW0t9u/fDwCorq7G4cOHAQBnzpzB0aNasPmJEydw4sQJAMDRo0dx5syZhH2qra0FAJSVlaGhoWHQfdq6dSsAoKOjY9T0KZWu08WLF9HY2Diq+pQK16m8vBwAcOHChVHTp1S6TtXV1aOuT6lwnS5cuAAAKC8vJ9qnXWmUQJhRh3EOXk2rDyt/8iHOP3uLvu2B18pRmG3B4zfP6nHf0mMNeO/oxW5njQWDQQSDUa9PfX09SkpKcP78eUycOBFvl9fie5u0m25avhXfu2E6bp47HpIkgWEYcBwHSZLAsiyqb/kcQtXVYIxGzDhUDllVwbIsWJaFKIrgOE4v8zwPhmH0MqBZ6LFlQRB0i1sQBP3JP1JWFAU8z3dblmUZqqrqZUBzl3ZXTtQnlmW7LdM+0T7RPtE+0T6ld58uXLiAyZMno7a2FgUFBRjNDGuMUFGOBcun5uL1fTW4a0kRXH4Re8+04L1vrwCgzQ6bM97ep+n0nTEajTAajfp7tzs+7qgjFI24FzgWJoMmRWzm6UjZOLUYoepqqMEg6r73PbAcD8uiK5D15S9DEKLxRf0pMwyjlyM3bV/LkTinvpYT9amncn/7xLIsDh8+jHnz5o2aPqXKdZJlGceOHcO8efNGTZ96Kg9ln1RV1e/bSBtGep9S5TrJsoyKigrMmzcPHMeNij51Vx7qPsmyrN+3keOQ6FPscUY7w97TX61bgMffPoq9Vc1w+yW8uG4hinK0AOr3jl4EgAEZQr3h8kWH03iWhTFBQsUI2syxHQAAqf4i+NxcmlCxE2azebibMGqh2pKDaksOqi05qLbJZdgNIbtZ6HZ4K+IZSsRVU3MxZ7y93+fTZ43FTJ/nOaZHQ8g4bZpeVjo6gNxcKH66xEYEjuMwc+bM4W7GqIRqSw6qLTmotuRINW39x4/Ds2UL3Fu3IevOO5Bz333d1pXdbjT84AkAgOJxI+e++2BNgXXThjVYejDYzYLuOeoPkUj42CBtgWVhiHE/dsY0K3rTyWFPkOL3a5H2NKkVJEnCgQMH0mqWwVBBtSUH1ZYcVFtypJq2isuFzJtvhqGw9zii+ocfhnXZMhT8/AVMeOEF1D38XcidwlaGgxFrCA0UhmEAdPUIJVprLIJh4kQw4XijyJCY4vGg6dmNuPjoYwiFI/fTFYZhkJWVpWtLSR5UW3JQbclBtSVHqmlrXbYM5tmzwWbaeqwXqq2Ft+wTZN15BwCAs9lgXboUrS+/PBTN7JG0M4S6GxrryRBieB7G6dMBaIuvqpIEqbkZoQsXoHR0oO2PfyLb6BSH4zhMnTo1LqiPkhyotuSg2pKDakuOodbW4/HE5eSLnY3dHwLHKyEUFsZtMxQWIFBZmYxmDoq0M4Qi7sRI7iEGAMf0HCMEAKaZM/Ry50BpMc09QpIkoaysLGVctaMJqi05qLbkoNqSY6i1LSkpicvJt2HDhgEdR6yrBZeZGbeNczggO13JaOagGPZg6aEmMt0wEiPEcwwYpmePEAAYZ0TjhJSODnD2aKA2a+l/rNJogmVZTJgwQdeWkjyotuSg2pKDakuOoda2srISEyZM0N/HpqXpD0JBIeRwQscIstMJztH/SU/JJn0NofDQ2Fi7CT+5/bIe1xsDOgVMd3QgtnbG1SuT3s6RBMuymDhx4nA3Y1RCtSUH1ZYcVFtyDLW2mZmZsNl6jv/pC6bZJV1GT0K1dTCFV30YTtLOXI+sfRNZdDXLYkC21QCO7TnwzDij+6GxjOtXJb+hIwhJkrB7927qBicA1ZYcVFtyUG3JMZK0bX3lFXjDS4sYCgthXbYU7W+8CUCbSu/95BM47rxzOJsIIE09Qh1BCUp4YRGbqWdPUAQuIwNCQQHEujqowSBUVQXDMGAEAayVDo0VFxdTNzgBqLbkoNqSg2pLjlTT1n/8OJxvvAnvJ59ArK1FqKYW455+CgDgLt0CAHquoAkvvICGHzwBb1kZFI8bBS/8DIZOAdTDQVoaQu5A1JK2mfsugWnWrKghJMtgeB5cCk1jHC4iY9aU5EO1JQfVlhxUW3Kkmrbm2bNhfvop3fiJZfLbb8W952w2FPz8hSFqWd9JDZNyCJEkSR8WAwCnT8RHp5r6tK/5snl62broCuSsXw/7P90KZYDTCUcLkiRh586dI8JVO9Kg2pKDaksOqi05qLbJJz09QjGGUF27Hx+dasY1M/J73dd82WV6Wayrh7P2LcgtreAcDox/dmBTCkcDLMtizpw5KeOqHU1QbclBtSUH1ZYcVNvkk3ZKdh4aE1gGE/u4VIdp9mwgnMTKu38/ZKcTAKCGtJghsaEBahpa6SzLIj8/n/5jEoBqSw6qLTmotuSg2iaftFNSkiQ9mSKg5RGalGvt076sxQJDkRbYJV64ADWgDYkpoRDc772HxqeeRvP/+0XyG53iiKKIrVu3QhTF3itT+gXVlhxUW3JQbclBtU0+aWcIdR4a41kWk3L6ZggBgHHmLL2sJ4eSZLjfLwUABE+fhhIKJaexIwSO47Bo0SKaTp8AVFtyUG3JQbUlB9U2+aSnIRSzzpiBZ1GQZe7z/ua5c/Wy0s2quarPN/AGjkBYlkV2djZ11RKAaksOqi05qLbkoNomn7RTUpIktHujHpvxDhMEru8ymOdfrpflbgwhJc0MIVEU8f7771NXLQGotuSg2pKDaksOqm3ySTtDiOM4NLgC+vvJfYwPimCcNg3gtcl2sssFVdUyMzIx66+kmyHE8zxWrFgBnk+7SYjEodqSg2pLDqotOai2ySftDCGGYdAW4xGanJfRr/1ZiwWcw6G9kSQoHR0AELdeSroZQgzDwGazpX1iSRJQbclBtSUH1ZYcVNvkk3aGkCRJcTFCU/rpEWJYFqZZMQHT4Sn0DB8NXFN8/sE1coQhiiLeeecd6qolANWWHFRbclBtyUG1TT5pZwhxHAc+JshsnL3vgdIR8r73Xb0cMYTAxhpC6eUR4nkeq1evpq5aAlBtyUG1JQfVlhxU2+STlkoahaghlJ9p7KFmYkwzZoBzOCA7nVCDQeTcvx6y0wnDxCIIBQUwTJyYzOaOCOg/JTmotuSg2pKDaksOqm1ySTuPkCzL8IdkAIBJYMGy/R9nZVgWlkWLAABKRwfEhgY433gTzjc3IXjiBFhj/42rkYwkSSgtLaVr3xCAaksOqi05qLbkoNomn7QzhDiOg1/UDCGzMPCEVJbFi/Wyv/yQXmZM/R9qG+nwPI81a9bQpxQCUG3JQbUlB9WWHFTb5JN2hhAA3SM0GEPIeuWS6PE++0wvs5b0M4QA0KcTglBtyUG1JQfVlhxU2+SSdoaQLMtw+rRo+9jFV/uLYepU8GPGAAACJ05AlTXjynewHN59+wff0BGEJEnYtm0b/eckANWWHFRbclBtyUG1TT5pZwjxPA9JUQAAAwgP0mEYJpplWlEgt7cDAIKnTsGzbdsgWzmyEAQBn//85yEIwnA3ZdRBtSUH1ZYcVFtyUG2TT9oZQqIkQ9GSQYMb5Fot1iVX6mWprU0vp9v0eVVV4Xa79SzblORBtSUH1ZYcVFtyUG2TT9oZQh0xyRQFbnCZOS1LFgPh7J5ya6t+Y6abISRJEvbs2UNdtQSg2pKDaksOqi05qLbJJ+3CzmVEjZ/BGkKcw6HlE2pvhxoMQvF6wWVkQA0GoUoSmDSJ6hcEAbfccstwN2NUQrUlB9WWHFRbclBtk0/aeYR8wahHiO/HqvOJYAxGcDk5+nupuVkvK/70WWZDURS0tbVBCcdeUZIH1ZYcVFtyUG3JQbVNPmlnCPljDCHDIA0h1iCAz8vT30tNTWk5PCbLMg4cOAA5PHOOkjyotuSg2pKDaksOqm3ySY+xmxhCSnQ4bLCGEAQBrMkE1m6H4nJB9fv14bF0MoQEQcCNN9443M0YlVBtyUG1JQfVlhxU2+STdh6h2KExAz/IoTGGAWM0QsjP17dJTU0A0ssjpCgKmpqaqKuWAFRbclBtyUG1JQfVNvmknSHUEYi6EwdrCAEAazSASzA8pqaZIVRRUUH/MQlAtSUH1ZYcVFtyUG2TT9oNjcWOqs6ZYBv08RiDEZzVAj4/XzOCAgEwAg9w6SMtz/O47rrrhrsZoxKqLTmotuSg2pKDapt80s4jFJKiptDk3IxBHy//0UdhufJKWK++Wt/GZdoQPFuF1t/9DnKHd9DnSHUURUF9fT19QiEA1ZYcVFtyUG3JQbVNPmlnCPlC0SRUg1l0NYLi7YB3z15IjY1gDAYAgLv0fXi2boPvwEF4Pykb9DlSHUVRcPbsWfqPSQCqLTmotuSg2pKDapt80s4QEpVoWnKzIQmGUDgWiOE4mObMAQCowZCeUyh09mxcfVWW4Xr3XbRv2gQlFBr0+VMBnuexcuVK8GmSQHIoodqSg2pLDqotOai2ySftDCG3L+oRkuTBW9RqIKCXrVdG1x4TGxsTn7+0FO73S9Hxj53wHzw46POnAoqi4MKFC/QJhQBUW3JQbclBtSUH1Tb5pJ0h1OoN6uVj9a5BH69j9x69zOXlgbXbAQCKywXF74fsjJ5Ddrvhfr9Ufx+6cGHQ508F6Jg1Oai25KDakoNqSw6qbfJJO0MoJEWHxiyGwbsW/UeO6GUGKsxz5+jvxcZGyK6oIeT62ztx+7IZgw/WTgV4nseyZcuoq5YAVFtyUG3JQbUlB9U2+aSdIeQTo0NjJiEJ3Y+1yjkO4378DMBpsUdSYyMkpxOqqkL2eOD95BMAAGM0YvxPnoP91lsHf/4UQJZlVFVV0ZTvBKDakoNqSw6qLTmotskn7QyhoBg1XKxJ8AiZSkr0sjBhAoQx+chYvhwAoAaD+mr0wZMngfA6ZBkrV4LLzOxyLHWEujpVVUV7e7u+zholeVBtyUG1JQfVlhxU2+STdr61oKQA0Dw2liTMGstadxdaX/4tuCwHrEuXAgDsX7oNHbt2AQBkpxOsyYTAiZP6PqaSWXHHUFUVLb/+NUJVVcj5xjdgmhX/earD8zwWLVo03M0YlVBtyUG1JQfVlhypqK3sdqPhB08AABSPGzn33QfrsmUJ69Y99DA8W7fGbZu+fx842+ATHA+UtPMIBWISKlqMg7cD+ZwcjHn8MeR+85tgWE3OzOuugzBhAgDAu2cP/JWVCJw4AQBgBB7G4uK4Y4i1tQgcPQbF50fzz//foNs01MiyjJMnT1JXLQGotuSg2pKDakuOVNS2/uGHYV22DAU/fwETXngBdQ9/F7Lb3W39SW9txqyTJ/TXcBpBQAp4hFx+EY+/fRQA4PZL+ObVxVg+LTdh3b1nWvCbXVpenpo2Hx67eSbWzB3Xr/OFkjw0lgiG55F97z249PSPAACtv3kJrNkEADAUF8N3+DMEKishu5zI/vrXoXhHfvZpv98/3E0YtVBtyUG1JQfVlhyppG2othbesk9Q9OqrAADOZoN16VK0vvwy8r///YT7DLfh05lhN4QefO0Q1swdh7uWFMHlF7Fi407sefQ62M1CXD2XX8RXfrcPu//9WhTlWLD3TEvc+76iDY0BDAMYkxEs3Q2O225Dyy9/BbmtDZ4dOzD57++As1ighkLw7tsP3759AAC5vX3EG0Icx2H+/PnD3YxRCdWWHFRbclBtyTHU2no8HrhjvDtGoxFGo1F/HzheCaGwMG4fQ2EBApWV3R6z8cknITtdEAoLkbP+GzDPnp38hveDYR0aq2n1YW9VC+5aUgQAsJsFLJ+Wixc/qupS124WcP/VU2C3aAZSxGtUcbF/uYDEcBJFjmEgcMxgmt8jitcL47Rp4TcKLv34x+DHjYNh0iRw4VxDACA7XZDdHv199r/8C7E2kUKWZVRUVKSUq3a0QLUlB9WWHFRbcgy1tiUlJbDb7fprw4YNcZ+LdbVdJv9wDkdcDr1YCn7+AopefRVFf/g9OLsd57+0tsdhtKFgWA2hiosuFGXHe3MKsy04Xp9YlMdvnqV7ilx+EQAwZ7w9Yd1gMAi3262/PB7N2AiFPUIsy+idl2VZv6kkSYorR5JWdVcWRTGuHInkl1QVMBjAhC1n3yefwr11K0RRBOewQwWgqApklxOSywlFDXuqMjMgSdoUf0VREpZlWY4rR9rbXTlZfYqUVVXtUgYQV1YUJa5M+zTwPimKMur6NBqvE+1TfJ8URRl1fRqN16m7PkXaVVlZCZfLpb8ef/xxxCIUFEL2eOK2yU4nOEfi3+YInM2GcU8/BaGwEO4tH/RYlzTD6xFq88Fmjh+dy7IY4PT3vgbXs1tO4v6rp3Q7LLZhw4Y4K7YkPM1dUrSbKNvEgnHVAwCOHj2KM2fOAAAOHz6M6upqAMD+/ftRW1sLACgrK0NDQwMAYPfu3WhpaQEA7Ny5E06nEwCwbds23eDaumcPVIaBMDUaGH3p2Y3Y8re/gbPbIUsSmpubIbtc8DZeQmtLKwDAJUnYvXs3AKChoQFlZdqirbW1tdi/fz8AoLq6GocPHwYAnDlzBkePajFWJ06cwIlwUDaJPpWWliIQCECSJJSWlkKSJAQCAWzduhVz5syBz+fDtm3bAABOpxM7d+4EALS0tIy4PpWWahnAPR7PsPaJ4zg4nU40NTWNmj6lynUqLy/HnDlzUFNTM2r6lCrXSVVVVFdXQ1XVUdOnVLlONTU1mDNnDsrLy4n2aVd45nNmZiZsNpv+ih0WAwDT7BKI4XZECNXWxaWW6Y3YUZLhgFGHMRlB6bEGPLvlJHY/cq2+bcOWEzhe78af71vS7X6v76vB3qpmvLhuYbd1gsEggsHochr19fUoKSnB5G//EYolGzPHZuL9b18FjuN0C5vjOEiSBIZh9DLLsmBZttuyKIrgOE4v8zwPhmEgiiKa/usHkJxOBI4ehdLeDgDIuu9e5Nx1Fxqe/hFUVUHmsmWQ3B74K46BZViM3fgsGKsVPM/rnoDOZVmWoaqqXo60vbtyMvsUyWYqSZJeDgaDOHHiBObOnQtVVSEIAhRFgSzLejlRP1K5T5IkQRAE/clouPqkqio+++wzzJs3D4IgjIo+pcp1EkURlZWVmD17NliWHRV9SpXrJMsyjhw5gssuu0w/5kjvU6pcJ0VRcPz4cZSUlEAQBGJ9unDhAiZPnoza2loUFBSgJ2ruuQeZN96ErDvvgOx2o2rVDZj81mYYCgvR+sorMJWUwLpsGfzHj6Pm7nswY78WI+s/fhz1D38XU7dv6/H4pBnWYOk54+2oafPFbatt82H2hO4jyn+z6ywutPp0I8jlF7sEVgNdA7oiwV4hSQEPbeV5LpwBOvIXQFza8r6UBUHotszZbFBcLpimTYPvwAFAVdH+v3+E/eY1YAAwDAvZ5QKXaQPLaM4596ZNMM2bB37xYv1mBhBXjm1vX8rJ7FN3ZbPZDIZh9ON01/aR1CcAYBhGLw9Hn2RZhtVq1Y85GvrUU3ko+8TzPMxmMzgu8XfBSOxTqlwnhmFgtVrBMExcP0Zyn3rq61D2SZZlmM1m8Dyf8HshWX3qzxIeE154AQ0/eALesjIoHjcKXvgZDOEAanfpFgCAddkymGfPhnXpUtQ99LA2MuJyoejV3/X5PKQYVkOoKMeC5VNz8fq+Gn3W2N4zLXjv2ysAaEbPnPF2PTD68bePYWKOBRtumwsgOvW+J89QdyQjmWJvyC4nAIC1WGCaMweBY8cAUcSlZ34MzuEAZAWyy42873wHGVdfjabnnoPvYDnYjAxYFy8m3r5kwXEcZs6cOdzNGJVQbclBtSUH1ZYcqagtZ7Oh4OcvJPxs8ttvxb3vrt5wMuwJFX+1bgH2VjXjgdfK8eBrh/DiuoV63M97Ry/qs8Je31eDv+yvwbNbTmLSY+9j0mPv47KnBu5Oc/lFeINS7xUHAZ+do5cd/3ynnmTRX34I4kVtPFcOj99yWQ69rhweRhspSJKEAwcO6MF1lORBtSUH1ZYcVFtyUG2Tz7DnEbKbhW49OhHPEADctaRIn2afDJrcQfhFGdYkZJfuDtvnPoeWF18EZ7fDftNNME6eggtf/SogywiePAmG58EDUEVRCxbjOECWIbWNLEOIYRhkZWWBYcilI0hXqLbkoNqSg2pLDqpt8hl2j9BwwbEMBI5s981zZmP8Mz/GuKd+CNZqhWXBfOT964Pah6qKwIkTMM6cCVVRwLCsHjk/0jxCHMdh6tSpcWPZlORAtSUH1ZYcVFtyUG2TT/oaQoQTKurncTjAGAz6+5z165F5803aG0lC2x/+gIuPPY7WV16B3NYGAFA6OqCGek8hkCpIkoSysjLqqiUA1ZYcVFtyUG3JQbVNPmlrCLEsA54d+u4zHIcJGzci4+qrAQBqIADPBx/AFY6sjyC1O4e8bQOFZVlMmDBBn8FASR5UW3JQbclBtSUH1Tb5pK2SHIMh8QglgjEYMOH//RyZN9ygbVBVBCsrIcUMiTU++SRafvMShjHNU59hWRYTJ06k/5gEoNqSg2pLDqotOai2ySdtleQ5dliDzVijERNe+BnM8y/XtwWOHEGwuhoqx8I0dw6EwoIRMUQmhbNhU1dt8qHakoNqSw6qLTmotsknbQ0hAz/8Xffs+AdYmx1CUXQ2nHjhAkInT8FQXAz7LbeA7ZTOPBVhWRbFxcX0CYUAVFtyUG3JQbUlB9U2+aSdkmPsRmRZBGQQnDbfV/i8PDAMA+OUKTAUR9ckE+vr4Xn/fSiBwDC2ru/QMWtyUG3JQbUlB9WWHFTb5JN2Ss4vcGBBURYKshIv1jqUGKdN1cuGwkKM2/gsEE5r7tm+Axe+8lUEz1UPV/P6jCRJ2LlzJ3XVEoBqSw6qLTmotuSg2iaftDOEirItmJJnxcRuVq0fSrjMTAjh9VgME4vg+PznUfib34C1aG0LVFSg+rbb0PanP0NVlOFsao+wLIs5c+bQJxQCUG3JQbUlB9WWHFTb5DOsq88PJXV1dSgsLOzTSrpDidjUBP/BgzAvXAhhzBgAgHvbdlx87FGoPr9ez7L0Soz9wRMwTpk8XE2lUCgUSpqQqr+ZJEg7kzLV3IlCfj5sa9boRhAAmEpKYFl4hb42GQD4PvkU5269FQ0/+AEClZV9Pr7sdqPlt7+F6+9/T2q7YxFFEVu3boUoisTOka5QbclBtSUH1ZYcVNvkM/wRw0PMSHAnchlWMBwH47RpsCxeBO+n+yA1NACyDOemzXBu2gxDcTEyr7sWliuugGnePPBZWQmP5dy0Gf7yQ/ADMM6cCdP06clvL8dh0aJFNOU7Aai25KDakoNqSw6qbfKhhlAKwmZk6GUuOxt5Dz8E19/egf/IEag+HwAgdPYsWs+eRetvXwEYBuYFC2C78UbYv/B5cDabvr/vwAG9HKo+T8QQYlkW2dnZST8uhWpLEqotOai25KDaJp/UtwqSzPMfnMSP36/Emwdrh7sp3cLwPBizCQAQOnsOni0fgDUakfWVdRj7wx/CPH8+EJsMUlXhLy/HpWeewZmrr0HDD55A4OTJrgcmFA4miiLef/996qolANWWHFRbclBtyUG1TT5p5xFqcAfg4b2wmYThbkqPcBmZkPzxeYRCp89gzPe+h6x/vhNSayt8+/bBf+QIOvZ+jNDZswAA1e+Hc9MmODdtgnnBAih+v5aviGVhXb68y3lUWQYzSBcrz/NYsWIFeD7tbifiUG3JQbUlB9WWHFTb5JO2SgopkFm6J9iMDKC5GWAYCOPHQ6yvBxgGSiAA1mQCn5MD25o1sK1ZgzEAAqdPw/l/b8D1zjtQvF4AgP/QIQBAqKoKpnnzoHR4wGVY9XMEz5xBy69/DaGgEHkPPwRmgMOGDMPAFjMcR0keVFtyUG3JQbUlB9U2+aS2NUCASLYAnh2+dcb6AhsxWFQVfH6+Xg5duJCwvmn6dIx94geYumsXxjzxAximRjNVq6IIf3k5qq5fhbpvfwfeTz+Fqqpo/d2rUHx+BE+fRqDyxIDbKooi3nnnHeqqJQDVlhxUW3JQbclBtU0+aWcIRRZaTYW1xnqCiwmY5vPy9HKouudM01yGFdl33YUp776L/MceAxezL2QZnu3bUfMvd+Pc526Fv6JCX9RVamoacFt5nsfq1aupq5YAVFtyUG3JQbUlB9U2+aStknyKzx6LnTkmu116OWIIhWpqIDU3w7Jwof6ZEgzqi7QyDANh7FiYZ8+GEgyC4Vj4jx6D4nZr+4djikJnz4K12aD4fAhVV4PNyIAqilCDQSgBP6SmZogNFyE1NEByOrW2CQawmZkAy4LheViuWAjzNdfAuHAhGPrPmXToFx45qLbkoNqSg2qbXNIus/Ttz/8dmTljcePssbhjUeFwN6tbxMZGSK2taPnFL+O2s5mZEMaPR/DUKbAWM8Y9+yxYgwFSezsu/ehHsCy5ErYbV4NzOAAAis+HSxuehdTcDFVRkHn9dXC/+x58Bw8mvc1cdjYyr78emauuh2XpUrAGQ9LPkW6IoojS0lKsWbMGgpDaAf4jDaotOai25BgqbWlm6VFMZGhM4FM7RkgYOzZuSCyC4vFAbmvVyj4/OnZ+CFVV4fngA+39hx/Cs/NDvT5rscB82TwAAMOyMM+fj4l//hPG/uhpCIWFYEymPrWHMRjAjxsHfvw4cDk5YAQBjCDETeOX29rg3LQJtfd/E2euXIq6734XrnffhdTePhgp0hqe57FmzRr6BEgAqi05qLbkoNomn7RVMtWHxgBAam5OuJ0xmfWy629/Q8eHH0Lu6NA+MxqRufqGuPpcTNZpuS1qlBiLi2EsLkb23f8CMAzk1lbIHR1gjUYwRhMYowF8Ti6E8ePAZWfrRmQsstOJtjfegGfnhwidOgU1oE35V3w+eLZ8AM+WD4CwAZZ57TXIuOYaGIqLEx6LkhhJkuiXHiGotuSg2pKDaptc0k7JyEigwKW+ISS3tOhl25qb4TtwAIzZjLzvPATnG2/oWaNlVzSGKPP66+ICrQGAy4pmIZWdmiEk1tXr20wlJeAyMwfURiUYhP+zI2gNBVH89FMQLBZ4dvxDM84i7VIU+MvL4S8vR9PzPwWXmwvL/Mthvnw+zPPnwzS7RI9tosQjSRK2bdtGhxgIQLUlB9WWHFTb5JN2MUK/33YQjtyxmDPBhqn5A/vxHwrUUAiNGzZAamgEAOR992EYp0/XPSmqomjJFHftglhbByUYgGHiRJhKSiA1NiJUWwvjtGlaMkVegPPNNwEAGVevRNaXvwy5wwuxvh5SYwOsS5dCbGwEw/MQxo/vVzuD1dVo2vic/r7wN7/W2idJ8B06hI6PdqHjww97nO3GCAIMkyaCHzsuPCSYC3CcluiRDSd7VFVAVQBV1YxZRdW3qWq43HmbogIsA9ZqBZeRAdaaAS4nG8K4cRDGjAFrt1PPFIVCoSQgnWKE0s4jdP3MfBQWTui94jCjhETdCAIAPjc37kebYVlY5s+HZf78uP0ubXxONzqkxksAAOtVV+mfS21tALRp9tyM6RBtmah76GFAVWG5cgly/uVfAGgZpwPHjoEfNx7CmPy4c6ihEPwVx2GYPAnGyZNhmDwJvjNV4Hge4qUmCGPywfA8rIsXw7p4McY88u8InT+Pjl270LFnL/yffQYlPJQHaHmOgmeqEDxTNXjh+gFjNkMYMwb82LHRv2PHgM20gbVawsaTNe7FGI0DTjw5EFRVhcfjQWZmJjXakgzVlhxUW3JQbZNP2hlCsiwPdxP6BGu1xL3nulldvjNCYUEX70vGyhXwfvopIMsIHKuA4veDNWtxRnxOjl4vcKwC7g+2wnrVMrT97x8RqKgAa7Vi3NNPgbVqCR5ljwctv/wVQhcugDEakffQQzBcdhlq9+1DXl4e/IcPQ7jpxi7tMkyahOxJk5D99a9DVRSEzp6F56OP4Nu3D8GqKsitbVCHOEGY6vcjdP48QufP92s/xmDQDCKTEazBCDYjA5zNBtZuA2ezg7PZwNltYG02cHYHOLsNnM2mxXapCqAoUGUFaigIxR+AGgzof1VFCRtaDMCykBUZFcePY+7ceeAEAWA0IxgMAzBs1/cso305siwYwQDWagFriX8x1J0OQBti2LNnD1avXk2HGJIM1ZYcVNvkk3aG0EgJMGMYBozAQxUl7Ye3j14IQ2EhvDHvjTNnwDBxIjiHHXKr5g3yfvopMq+9VjuPwQChoABibS0Urxeuv/0Nrr//HVAUAIDi9cJ/9CjAsPAfPoTQ+Qt67I8aDKLll79A7oMPYkz+GACA//Bh2BIYQnF9Y1mwGRnwf3YEDC/ANHMWVI5F3gMPACogt7fpxgKUsOEaMQ66GAIMGJYJv09gHCgKZK8XiqcDSocHUnMLxEuNkBoaIV66BKmhAYrP18eroqGGQloiSo8HQ2FW5wO4hL8k7XiMIGgGkdUC1hw2kKzWqLGUqGztuV4qG1eRodPO/0OCIOCWW24ZplaNbqi25KDaJp+RYRUkESX8Az8SyHv4YXg/LkPG1Sv7vI/QaSw38wZtBplp9mx4d+8BAHj37EXGNdfobtXsr34FzrfeRvDUKW2nGI0yb1gFPjcXTT/9n/gTMQygqshcfSOEyZMh5+WBbW5C6MIFiJcuQRijGUaqqgKy3CXRou/gQSDGO8fICjw7diDvO98Zcnev7PFAamyE2HgJUtMlKB0dmvGkv3xQOjqg+HxQAwEowaCWcDIYgOoPaDP2RlC6e1UUNWM2Jsh+sDAGg2YQWcxgWE7zSIU9U2DDxinD6u/1zxgm7MWKfBYuhw1bVZYAUYIqxb7EBNskQBSj8WKqGncfA9DOazBoqR/Cf1WeB2cygTUYtG1dXlpd1mAAI4TfCz3U6fwSYuqE92cNBoDjAIbVjPjOmkTKIxhFUeB0OuFwOMCOgBm6IwmqbfKhhlAKE5ne3h8MEyaAMRighkLgx4yBqaQEAJC1di0s8+drHqDx4+O+aA1FRcj/7sMQm5rg+WArvJ9+CkYQkHPffTDPnYOW37wUPQHLwjh1KrL++U6IDQ2wLFwIURRRk2HFxCYVDMOg7Q//i/x/+x6UQBBNz/8EituN3H/9VxinTNEPE6g4Hj2kLROK24PgiZMIHD0K82WXxfVJlWVILa3g8/PAMAyUUAhyezsYjtNyGg3yR4PLzASXmQnjtGkD2l9VVah+P2S3G7LLDcXt0suy2wUlst3vh9jYCNZkgjB2LBijEazZBMZo0v+CZaKB31AhiyJOnTqF6VOngWPZ+EDwSGB4TBmqClVRAEWFGgpB8fmiL3+0rHp9cZ9hkHMm1FAIcigEhLOPpySKAjUQ0FM8REjZwXKuq0GZsMyxXQ3JROWIgcqy2mSEzn85VvOocqxWt3MddJ6ooN2j+v2nRCYzKFBlGa2trcjOygYb8dYCMZ5b6O8ZxHwevg9VqNF7UkVMOWY7wnXD7xmOB8Pz4RxnPBAp80KftkfK4PmoRxmx7Q63V+9D+PPY7bF9RLSvXfaJOWbcZzHHZDrrFu6/JEk4cvAgrli4EDzPI26+k9qlEK9dp20J9w1vCzUPfNmlkUbaGUIjZWhsoDAGA7Lv/hf4Dx2C7eab9X9OxmCAadasHvcV8vOR/bWvwvGl26CqWkC12NAA/2efAQA4ux3jfvQ0mHDG6MgMM0EQsPyhh3Dpx89Aam5GqLoarnffA2s26QHbrS//FuOe+bE+XMVmZoIRBPBjxsC25ma0vvxbAED7pk0wzpwJ1miEWF+Pjt27ETh5CtKlSzBOnw7LksVwbt4M1a/9mBlnzEDeww/1aAwpPh/a33gT9s/dkjBJ5WBhGAZMeIhIGDu223rt//d/kNu0YT/H7Wt7vR4RcpPV0G6IGHK6YeT1xpe93WxPVPb59B9EKBGjTYmWE2zvkxHGcdoPVfgFQYh7zwg8wMX8gOnDp2FPFLSZjJFhTTUU0paSCYWghP9Ckggr3U9kGZDl2J809EGplMEMwD/cjRiljAVQR/gcHSMknjYZjG6rIAEjySM0UBLNJusPkcBoAAhUVurljFXX60ZQLIqioMXtRtbdd6P5pz8FZBnevXvDcT0astOJ5p+9gFBdLSwLr0Dut74JyDKkdif4/DwYp09H8PRpyC2tcL/7Lhxr18L51ttx5w+ePo3g6dPRfi5eDPsXv9DFCBKbmhA6dw6s1Qo+OxueHTvg27cP/kOHkH333bAsmA9VVeF6+22oigJh/HhYly7tUxxW53gTVZK0H2mGCXtd/HEB6BFCdfXo+GiX/t5dukU3hFRJAhSle21bWpCbm9vFDa6KovYkOkjjPtaQGy66GExhA4nhuOgTepLprK0qy7pxFPtSQiGooZjtYrwhFa3TqV6n+vpxxJDmVVEUqKrStSzLifXoXD9iSCYyODuXZVmvr4bfD9YLSKGMFqghROmRzOuvh3HGTHTs3ImMFSsS1lEUBRUVFVi5ciXst94K2emEZfEiNP/shbh6wTNnAADevXthmFiEjBUr9Kn5WevuwqX//jGEggJYr7oKYlMTgmeiRg9YNi7mwzR7NmyfuwV8eDZd+6ZNCJ4+o8X3dLekB8vCMHkSlGAQ7X/+M3wHouutiRcvIuv22wEAUns71EAA/Nix0bxNqgrfJ5/A84+dkJouwTRvHhSvF8GTp8DZbTBOmwb/kSPgsnMw5rFHwZrNkN1uzahUVTjfeCOuKeLFi5BdLsguF1p+/RsoAT+y7vxnWK9c0q22sYZQ4ORJtP72FYBjkfedh2AoSP2UED3BMIw2FMRx6N63l1w6a8tEclf1cdmZkU4kfi9iGKmyog2vxm6L/YvOExOY6JCQ7oFjwLAsJFlG2Sef4Krly8FxsbnA1LihGjV22KbTA02XoaG4YSImpqgNJ6uyrHn9RBGqKAGSqJUjcWTh7Wp4O3rarnRqa3ioTnsQiulL7Ha9j/GfR+PW0Ldjxu4Xrharj6qqqK+vx4QJE8DqiYFjtOs8nBa3rZO+nevFDNupbhfw1FNIB9IuoWI6JIdKFRSfD76DB+HctDluarzlyiXI/trXujzlh86fh1BUpG+XWlvhLfsEwvhxEAoK0PLiryG1tsC+Zg0yY4b9AKDttdfg3bO3x/Y41n4JmatWaQvUPrMBiscT97l5/nwtyWSTNjZumjsHeQ8+CEDz2lz8j/+A4vZ0OW4EQ/EU5H7rW+AyMqDKMhqefBIQJbCZmRDroo5s+xc+j4xrrwVrNKJj9260v/6XuGNAkmGaNxe2G25A6MIFKIEgjFOL9ZQHgcpKtPz619qXPQAuJxu53/wmFI8HbDj3ERCfGkFV1fACviosS66EZeECMDwP2eOB0tEBfswYSM0tcTmjOvbsQai6GhnXXAMoCtwffAA+NxeZq1eDDWci7+yNk1pb4frb35B11116e2MRL12CGgrBUBhd8FiVZa3tNhv8hw/D84+dUCURhokTYV22DMbJk6Gqap9iwdRQSAvWHz9eM2pGEdHUChQKefrzmym73Wj4wRMAAMXjRs5998G6bNmg6w4VaWcIXbhwAUVFRcPdnFGFoihoaGjAuHHjEs5ikN1uODdtBpuRAfPcOTDOmjWgAGdVVaEGAgl/YEPnz+PSxufAZmRAGJMPU0kJlGAIstMJPjtLy7p92WX6eaX2doTOnoXY0Aj3++8nPF/WunXIWLEcANDx8cdo/9OfAWjTzyOGHedwQHa7AUWBMH4csr7yVRinTAYAePftR9vvfx89IMch718f7BIb1PTCCwiePNW1ATwHVZIQDARR8NijMM+cCQAQLzWh+X9+Ctnl7lYrPi8P4370dNy2hqee0pN0MgIPNtOmxSwB4LKzITudyP7a13SvVPumTej4x87wDCcAkqzvGwkEtVxxBeyf/ydwdjuC56rR8utfQ/F4YJo7B7abbgKXnQ3OakXH3r3o2LMHUkMjzAsWIHf9N/R2tf3xT/CWlQE8p59Dh2FgmjULrMWMnPvui/vIf6wC3o/3grVmaMN6qgLvvv1QPB4IhYXIXLUKjCDAsiB+mNj17nsQ62qhMiw6eA5jV6wAy/NQvF5wDgcYkwmK1wvDpElxHkHvnj0QGxqh+Hz6PRWqq4fS0QHTzBkQCgs1g85u1z2VkX2lxkZITU1QQyFIrW3wHz4MucMDQ9FEGIoKwTkcYG02mGfPjmur78AByC4XvPv2Q2y4COvSpci8/nrIbjfE2lqIjY3gMjNh/6d/SngfqJIEqbkZUlsbWIMBQmEh2LDHSwkEoEoyuAzNcFb8frS/8QYCxythXbIYtltvBWMwQHG7IbW06EPNiYZwVVWF1NwM3779EBsboPgD8NntmPCFz4O32RLOHO0NVZKgeL1gzeYu51RVVVsb0e3RUm5ZLFrbBEEbog4GtdQO3Szdo4qiNuTa6XtIVVXILS3aA0WC75nYeuKFC1CCIRgnT0qoCSl6+75NFv0xhGruuQeZN96ErDvvgOx2o2rVDZi6Yzs4m21QdYcKOjRGGTSKouDs2bMYM2ZMwn9MzmZDzr33DPo8DMOA6ebLSZg4EQU/f6HPX0h8Vhb4K64AAMget55aABwHQ2EhGEGAdemVen3OZod12VKY5syFee4cBKuqAI6Dcdo0yE4nQtXnYZw+Xf9RAQBh3Fg9FxSfl4fse+6GcfLkLm3Je+gheLZvh+udv8elFIAkAyrg9fvBxRjvwph8bZ8dO+A/VtHFswWE4446azRmrG4IqaKkG0EA9HLbH/4AYcJ4GMKGRMc/dsa3KbxvBF95ORxrvwQgHFsma58FjlUgcKxC1zT2GLG6AoD5snmaIdTZCAIAVdXjxGy33AJh3Dj9o8DJE/B/dqTrPgDE2lq0/f734LKyYJ43V/8RVlUV3rIyyO3tWpxYexu4AwcTGubjNjyjGzQMw8D7cRlCFy4kPF/HRx/pZfsXvhCXS0sVRVx65pk43SL4w0YRABinTetiCLlKS+MyzHv37O3i+eSysroYQu7t2xE8eQqh6nNQfDEhywwDfuwYcDY7gmer4LjtNmRedx0AQGpp0dJaSLK2XuCu3Xr7Y2EzMzHmPx6PM/baXn01bqhZVVU429vA7tunDafJCvgx+Rj7gx/EeepCdXVwvf1XqKoChufBWqxgrRYoPh/8nx3RZ/gZp01D/r99L64dTf/zs7h7GDwHzpoRt/YiZ7cj94FvwTBxor6t/S9/Qceu3WCMRnAOB9RgUJsNWzwFoZpaSJcugREEZFx3HRxf/EK0T5KEtvDDULDqjJ6XjTEaYSopgXHaNITOnweflwv7rbdG91MUNL/wc8hOJ2SXS5udF57hxjkc4PPzIYwdA8OkSXEPSUoggIb//C8tYavdDnAs5PZ2iJcuoSUYAjdjBuSWFih+H7LuuAMZK6NpVqTWVrjefReyy4VQVRVYmw2W+fOh+PyQWluhhkJgDAYYJk2K6yMAuN55B6GaWgTy+zaxJFRbC2/ZJyh69VVNc5sN1qVL0fryy8j//vcHXHcoSTtDaLTPGhsOeJ7Hyph/wuGAYRhggE9lWV/+svYDxPEwTpua8CnSPHcOzHPn6O9jv7D4rKy4H4UIhqIijP3hDyHW18M4Y0a3T6cMw8C2ejUyrroKYBhIbe1of+01hGpqYJ41C1OKp8DQKZBZGD8e2V/7GkIXLsD51ttgjAYI48ZD8fug+v1gM7quo5dz7z0IVlfDu2cPQnV1kJ1OCPljAJ5D6Ow5ANrivpFhKy4zE5mrrofnHzu1nFE3rIIqSvAfO6p5ClwuWK68Ug+yFsbkI+cb30DzL34Zn8MnxggyTJ4MQydj0DR7NoyzZkJubwdrtsB242oYZ81Cx4cfwfXeu4AkgzGbIDY0xBlCYk1tIjHB2Wz6j6Hc3g7/kSOwLFyovW9p0RNoMgyDnOyuge0RQtXVcdfVsvTKbg2huCaY4q9z8NSphEZQJM2Ffr7z56FKkm60Se3tcUZQZ4MyAp+T3WWb/9DhxOv7qSqkhkb9uOaYSRWGwkI4vvhFODdt1qp2kxtL8XjAxUyoAKB5ZmL7FtFWUYDwrSA1XoLU0qLnGAOAYFVV3ISI7mA6/e+Eqs/HG0EAIMlxRhCgLUjNZcfrE3mYUoNBSJcu6dt9McdTRbFLktBARQV8+/Z1aZsaDMJ/+LBu0GbeGJ9QNnC8Mm6SR+wQjNzerl8nw+TJcd8rrMkEPjcHoQs1ce1kAOQZDBBjrm/ntooXL8L3abStcmsbPDv+0aXtifDu2w+5rQ1iR99GTgLHKyHEDHUDgKGwIOF17U/doSTtrALqEUo+iqKgtrYWhYWFIzLBF8MwXXIXJQs+JyfhLLJERGJ7DBYLxjz6CFRFgQqgtrYWGYqSUFvDxInI/953+3R8RhBgmj4dpunTu3wWqqmBKopxeasYnodj7VpkXH89IEl66oGsf74TQHRoJRbTrFkY+1//Cd/hw1C8XkiXmiA1NUEoKoTt5jUJg7oZnkf+Qw912W676UaYF8yHWFMDU0lJl1lteQ8/BNnlguLzQ/F5oQaDEAoKwFqtcJeWQmpogGXJlTBfHr22fF4eJjz/E8huNxRFQV1ZGexOJ1iTGazFonmKxJC2UG9mvDFpXbwYwvjx4DIyEKqtg3jxorY2ndUK/5Gj2tCa3QZD0cS4/RSvD5YrFoIfMxasVcvCbZwxA3xuLsSLDZAuNUJqawOfE58ogcvMRN7DD0G82ADDxCLwOTnw/OMfkJpbwGVlabFz48dr+adiUBUFYn09AIC1mGGcNQtCfj5krxfihRqE6usASdaGyToZGBnXXQfD5Mno2LkToZpazUtjt0HIz9e8CW2tgCR18bxydjsMkyfDfNllMM+fDxUqat56C5aGBrBGk2bgNzZCrKuLM4QSGrNhGJMJxuJiqKEghE73jeL1wrJkSXhIVIXi7UCorg6Kp0NfL1Dp8EAJBLtcR2HsWBinFkN2eyC7XGBNJu1eDgYBaAaJ1NQE61XxcSu+g1GPF1gWppkzwNntmlc2Zu1Ezh4/xBP5kWcEAVxOthYjLWlB2bHD21o8YEAfugQA07x5EBsadYOZEXhwOTnw1F+EiWO15XwybV2WYIo1nDi7DbKno2uCUQB8dtcHuIhRpbQ7AQAejwdud7SdRqMRxpj7Rqyr7aIx53BAdnZN2NqfukNJ2sUIVVdXY9KkScPdnFGFJEnYv38/Fi9eTD1uSYZqS47RrK3i90Nubwefn98lNkcVRcgdHVo8FKEM1om01RMfxpxTVRQoPj8YjtVigsJ5qVRJgnHS0MXeqJKEUE0tWKsFwpgxcZ45vY4oIlRTA8ZoAp+fp2UID/chdO4cQjU1WhLbGTPi9lVVFYrXpyVN7RTAr4ZCEJuaIV1qhCpKMM+/vItxqqqqPpuNMRohqyr279uHKy67DIaMjIT9UcLeLobnwY8bB8XtRqi6GqzdDmHMGDAmE9RgEKokdTFMxPp6MGYzGrzehPG0Tz75JH74wx/q790fbEXTT3+Kqdu36duann8egcpKfQhsIHWHkrQzhOisMQqFQqFQeibym1lZWYkJE6Ieuc4eoVBtLc7esBqzTp6I7vvQwzAUFiSMEepr3aFk5I1jDJKRsvr8SEKWZVRVVVFtCUC1JQfVlhxUW3IMtbb/v707hm3juuM4/qOlxLAL22c6S+vaRY5tEqjukKPToE2yFOTS+QgDcVeTQIqiQQYSnoJMAbU0S4OSyJoCNYlmCdqBRNGiRoIAuhsC20jikIPrBDAa82gFsWBH0uug8KqjZEoyeaKl+34AAeTxTvf405P197t3fEeOHNHRo0fDr4NDI1aPnzql7/3yFwr+cmmtfYuL+ubDD2WdW7uEfvudd9ZuhtjGvtOSuEIoIQNgu8oYo+C7u3AwWWQbH7KND9nG51HM9uRbb+mbDz7Qzd+/qi9efVU/fOsP4U0Xi3/7e2Qy9Kh9p4VLYwAAICJJfzMTNyLEUO3krays6JNPPiHbGJBtfMg2PmQbH7KdvMQVQojH0hLrTMeFbONDtvEh2/iQ7WRxaQwAAEQk6W/m1EeE7ix9q1fe9fTKu55+885Hunz9q4ns+yAMJ07eysqKrly5QrYxINv4kG18yDY+ZDt5U/8Usd++6+vXP/u+Xn7+tO4sfauXqv/Qvyu/0rFDj421LwAAwFamOiJ04/ZdXf78K738/NqnVx479Jhe/MkTevufn4+17ygzQ5/sifHNzMzozJkzZBsDso0P2caHbONDtpM31RGhK1/e0el0dP2gU+nDuvrF4lj7StK9e/d077u1YyTpzneL8d24cUPS/y+RzczMRB4vLy8rlUqFjw8cOKADBw5s+/HMzIxSqVT4eHCu9Y9nZ2dljAkfr66uanV1dduPV1ZWZIwJH2/2PnbzPd2/f1/Xr1/XM888I0n74j09Kj8nY4yuXr2qubk5zc7O7ov39Kj8nJaXl/XZZ5/p6aefViqV2hfv6VH5Oa2srOjatWuam5sLn+/19/So/JyMMfr000/11FNPaXZ2Nrb3dPPmTUnJWJ9zqoXQjd5dHT0UbcLxw4+rv3R/rH0l6c0339Qbb7yxYfsLL7wwRosBAEiOW7dubbrm2H4y1ULodPqwFpeWI9uCu/dlHdq40N5O9pWkixcv6rXXXguf93o9Pfnkk7py5YqOHTs2gdZj4Ouvv9bc3JyuXbumI0ML+GE8ZBsfso0P2cZnt7JdXV3VrVu39Oyzz8Z2jkfFVAuhMz84phu9u5Ft/+nd1U9PHh1rX2njwnADp06d0tGjmx+Dh7O4uHZ58uTJk2Q7YWQbH7KND9nGZzez3e8jQQNTnSx9+sRhvfjjJ/Tnj9bm7dxZ+laXr3+l8z//kSTpT//qhLfIb7UvAADATk399vk/nnd08a8f6/Ln/9Xi0rLePp/V6RNrk6Lf//hLSdKLP3liy30BAAB2auqF0LFDj+nt89lNX3v/dy9te9+tHDx4UK+//vqml8swHrKND9nGh2zjQ7bxIdvJS8wSGwAAAMOmvsQGAADAtFAIAQCAxKIQAgAAiUUhBAAAEisRhVC/31ehUFChUFA+n1e73Z52k/asQqGgVCoV+er3+5LIeSd831elUlEmk9H8/HzktVE5kvHWRmVL/x1fu91WPp9XPp9XJpNRs9kMX6PvjmdUtvTdGJkEyOVyplarGWOMCYLAWJZlgiCYbqP2KNd1jed5m75GztvXarWM53kml8uZarUaeW1UjmS8tVHZ0n/HEwSBkWQ6nY4xZi3r9c/puw9vq2zpu/HZ94VQp9Mxw/We67qmXC5PqUV7m+u64S/meuT8cFzXjfyxHpUjGe/McLaDbfTf8ZTL5cgfWUmm0WjQdyfgQdkaQ9+N076/NOb7vmzbjmyzbVu+70+pRXtfqVRSNptVoVAIcyTnyRiVIxlPBv13PNVqVZZlSVJ4acZxHPruBDwo2wH6bjym/snScet2u2HHGjhx4oR6vd50GrTHNRoNSWu/pJVKRdlsVkEQkPOEjMqRjMdH/52sSqWicrks27bVbDbpuxO0PluJvhunfT8iZNt2WFkP3L59W+l0ejoN2icsy1KtVpNt27p06RI5T8ioHMl4cui/46vX6+r1eqpWq5Lou5M0nO169N3J2/cjQo7jqNvtRrZ1u93IcCPGk06nyXlCRuVIxvGg/+7c/Py8Op1OZJSCvjsZm2U7POIzQN+dkGlPUtoNm82o32zSGUbzPM9YlhV5btt2+Jycd26zCb2jciTj7RvOlv47GcViMZJrEATGdV1jDH13XA/Klr4br0Qsutrv93XhwoXwcaVSUS6Xm3Kr9qZCoSBp7X8ig6HbwTVsct4+3/dVq9XCoe2zZ8+qVqtJGp0jGW9tVLb03/HU63WVSqUN213XVaPRoO+OYats6bvxSUQhBAAAsJl9P1kaAADgQSiEAABAYlEIAQCAxKIQAgAAiUUhBAAAEotCCAAAJBaFEIBHju/7yufzG5YOAIBJoxACEqzdbiubzSqVSimTyaher0+7SZKkXq+nhYUFFo4EEDs+UBFIuG63q0wmo1arFfk0Wt/3d229ot08FwCsx4gQgA3a7bYqlcpY32O7l7UmcS4AeFgUQgAims2mCoWCFhYWlM/nI3N15ufnlc/nlc1mVSgUwu2DS2yZTEb9fl+ZTEbHjx+XtDbiVCgUwuPWf78HnatSqSiVSkXaNTj34Mv3/fC1drutfD6vTCajZrMZXu7L5/Mb3tugDdlsVu12O54QAewd01zxFcD0dTodI8m0Wq1wW7FYNLlcLrJfsVgMVxk3Zm3F68E+QRCYarVqJJlyuWyCIDCNRsMYY4xt26ZYLIbH2bYdWWF7+Fye5xnXdc36f56KxaJxHCd83mq1jKTICtu1Ws1IMo1GwwRBYDzPM5LCcwVBYCQZz/PC/de3A0AyzU6xBgOwR3S7XdXrdXU6nXBboVAIV8u2LCv8qlarktZWzZakWq2mdDodHmfbduT7DHMcR+fOnVOz2Yycu9Vqhfvkcjk5jqNKpaJGoxFutywrPK/jOMrlcuG5BhOvFxYW5DiOisUid6UBEIUQgC0NLkMNz+VxXVf9fl+WZT3w2Fwup263q0qlon6/r263K9u2d3zu4WPOnj2rS5cubfv72LatYrGoUqkkz/NUrVZHthtAMlAIAdi29aMv21UqlbSwsKBGoyHbtjfM29lNtVpNpVJJFy5c0PHjxzfcKQcgeZgsDWBLg1vbdzq52Pd91ev1sAga59zdbjeyfWFhYUdFTLfbVbfbleM48jxPjuOoVqs9VJsA7B8UQgA2sCwrUnjYti3XdVUqlcJLVf1+X/Pz8yPn2Qzm5QyOGRQjo841bHBJa/1luXa7Ld/3w/lI2+H7fqTwSafTeu6557Z9PIB9atqztQFMT6vVMo7jGEnGtu3wTi/P84xlWeEdX0EQGGPW7t6yLMtYlmUcxwn3b7VaxrZtI8m4rhu5m6tYLBpJxnEcUy6Xjeu6xrKs8I6t4XO99957YZtc1w3PXa1WwzvVcrlcePfX8PkHd6hVq9WwrdVq1XieZxzHCY9ffycbgOTik6UBAEBicWkMAAAkFoUQAABILAohAACQWBRCAAAgsSiEAABAYlEIAQCAxKIQAgAAiUUhBAAAEotCCAAAJBaFEAAASCwKIQAAkFgUQgAAILEohAAAQGJRCAEAgMT6H8p0hkS7HplzAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
|
|
"100 [3] Loss: 0.0186 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.0794, Val Acc=99.0\n",
|
|
"200 [7] Loss: 0.0105 Acc: 100.0\n",
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|
"Epoch 7: Val Loss=0.0528, Val Acc=99.0\n",
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|
"300 [11] Loss: 0.0121 Acc: 100.0\n",
|
|
"Epoch 11: Val Loss=0.0415, Val Acc=99.0\n",
|
|
"400 [15] Loss: 0.0075 Acc: 100.0\n",
|
|
"Epoch 15: Val Loss=0.0342, Val Acc=99.0\n",
|
|
"Early stopping at epoch 16, step 424\n"
|
|
]
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
|
|
"100 [3] Loss: 0.0312 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.0829, Val Acc=98.0\n",
|
|
"Early stopping at epoch 6, step 155\n"
|
|
]
|
|
},
|
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{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"features_list = [\n",
|
|
" [\"color_histo\"],\n",
|
|
" [\"edge_dir_histo\"],\n",
|
|
" [\"rgb_cooc_mat\"],\n",
|
|
" [\"hog\"],\n",
|
|
" [\"color_histo\", \"edge_dir_histo\"],\n",
|
|
" [\"color_histo\", \"rgb_cooc_mat\"],\n",
|
|
" [\"color_histo\", \"hog\"],\n",
|
|
" [\"edge_dir_histo\", \"rgb_cooc_mat\"],\n",
|
|
" [\"edge_dir_histo\", \"hog\"],\n",
|
|
" [\"rgb_cooc_mat\", \"hog\"],\n",
|
|
" [\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\"],\n",
|
|
" [\"color_histo\", \"edge_dir_histo\", \"hog\"],\n",
|
|
" [\"color_histo\", \"rgb_cooc_mat\", \"hog\"],\n",
|
|
" [\"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"],\n",
|
|
" [\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"]\n",
|
|
"]\n",
|
|
"\n",
|
|
"models = {}\n",
|
|
"for features_to_use in features_list:\n",
|
|
" print(f\"Training model with features: {features_to_use}\")\n",
|
|
" model_wrapper = LogisticRegressionModelWrapper(\n",
|
|
" features_used=features_to_use,\n",
|
|
" train_loader=train_loader,\n",
|
|
" val_loader=val_loader,\n",
|
|
" test_loader=test_loader,\n",
|
|
" lr=LR\n",
|
|
" )\n",
|
|
" model_wrapper.train(epochs=50, verbose=1, plotting=True, patience=25)\n",
|
|
" models[\"+\".join(features_to_use)] = model_wrapper"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 161,
|
|
"id": "05b339f1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
"text/plain": [
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"<Figure size 1784.97x1103.17 with 1 Axes>"
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|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"from matplotlib.patches import Patch\n",
|
|
"\n",
|
|
"def summary_plot(models, additional_title=\"\"):\n",
|
|
" \"\"\"\n",
|
|
" Utility to produce a bar plot that summarizes performance of the models trained with different low-level feature types.\n",
|
|
" \"\"\"\n",
|
|
" names = list(models.keys())\n",
|
|
" val_accs = [models[name].train_results[\"val_accs\"][-1] for name in names]\n",
|
|
" train_accs = [np.array(models[name].train_results[\"accuracies\"][-10:-1]).mean() for name in names]\n",
|
|
"\n",
|
|
" # Sort by validation accuracy\n",
|
|
" sorted_data = sorted(zip(val_accs, train_accs, names))\n",
|
|
" val_accs_sorted, train_accs_sorted, names_sorted = zip(*sorted_data)\n",
|
|
"\n",
|
|
" x = np.arange(len(names_sorted))\n",
|
|
" width = 0.5\n",
|
|
"\n",
|
|
" # Define colors\n",
|
|
" color_hog = red\n",
|
|
" color_edge = blue\n",
|
|
" color_other = gray\n",
|
|
"\n",
|
|
" bar_colors = []\n",
|
|
" for name in names_sorted:\n",
|
|
" if \"hog\" in name:\n",
|
|
" bar_colors.append(color_hog)\n",
|
|
" elif \"edge_dir_histo\" in name:\n",
|
|
" bar_colors.append(color_edge)\n",
|
|
" else:\n",
|
|
" bar_colors.append(color_other)\n",
|
|
"\n",
|
|
" # Simplify names for x-axis\n",
|
|
" def simplify(name):\n",
|
|
" return \"+\".join([\n",
|
|
" \"C\" if \"color_histo\" in name else \"\",\n",
|
|
" \"E\" if \"edge_dir_histo\" in name else \"\",\n",
|
|
" \"R\" if \"rgb_cooc_mat\" in name else \"\",\n",
|
|
" \"H\" if \"hog\" in name else \"\"\n",
|
|
" ]).replace(\"++\", \"+\").strip(\"+\")\n",
|
|
"\n",
|
|
" names_simple = [simplify(n) for n in names_sorted]\n",
|
|
"\n",
|
|
" plt.figure(figsize=(fig_width, fig_height), dpi=300)\n",
|
|
"\n",
|
|
" for i in range(len(names_sorted)):\n",
|
|
" plt.bar(x[i], val_accs_sorted[i], width=width, color=bar_colors[i])\n",
|
|
" plt.bar(x[i], train_accs_sorted[i], width=width, color=bar_colors[i], alpha=0.5)\n",
|
|
"\n",
|
|
" plt.xticks(x, names_simple, rotation=90)\n",
|
|
" plt.ylabel(\"Accuracy\")\n",
|
|
" plt.title(f\"Final Validation and Training Accuracy (sorted{'' if additional_title == '' else ' - ' + additional_title})\")\n",
|
|
" plt.grid(axis='y', linestyle='dotted')\n",
|
|
"\n",
|
|
" # Custom legend\n",
|
|
" legend_elements = [\n",
|
|
" Patch(facecolor=color_hog, edgecolor='k', label='w/ HOG', alpha=1.0),\n",
|
|
" Patch(facecolor=color_edge, edgecolor='k', label='w/ Edge Dir', alpha=1.0),\n",
|
|
" Patch(facecolor=color_other, edgecolor='k', label='Other', alpha=1.0),\n",
|
|
" ]\n",
|
|
" plt.legend(handles=legend_elements, loc='upper left', fontsize=9)\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"summary_plot(models, additional_title=\"RGB Images\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 180,
|
|
"id": "8a58ca1e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Original features shape: torch.Size([788, 900])\n",
|
|
"Reduced features shape (removed zero-variance features): torch.Size([788, 401])\n",
|
|
"100 [3] Loss: 0.1574 Acc: 100.0\n",
|
|
"Epoch 3: Val Loss=0.2247, Val Acc=98.0\n",
|
|
"200 [7] Loss: 0.0643 Acc: 100.0\n",
|
|
"Epoch 7: Val Loss=0.0985, Val Acc=100.0\n",
|
|
"300 [11] Loss: 0.0359 Acc: 100.0\n",
|
|
"Epoch 11: Val Loss=0.0675, Val Acc=100.0\n",
|
|
"400 [15] Loss: 0.0287 Acc: 100.0\n",
|
|
"Epoch 15: Val Loss=0.0501, Val Acc=100.0\n",
|
|
"Early stopping at epoch 16, step 407\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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VNwhFVG4+vxJd13nr4Cl+W12HgYFhRAMWwzAw6C1Pz3PxXx9fbP5aURSFH7+8nz31LTT6dRq8AX71+iHevvvDuO2S6bHjaCsv1J5AQkI3DCSJnrLO/7u6iv/bfIz6ti7+62OLyXba+PP2er7+zO4hvydHG7dD4exZBUhAIBAgKysLSZYoL3STHed38KSP320+iqoZbD7cSkQb998xrKjI53PnzeKxt46ys8473tWxsLAYBVTf8LqfTEYmxaixurZuPFmJMVuB24E3kDqaXbNmDXl5eea/qqoqANo3byZQs5t9+/axb98+AGpqajhw4AAQXaX+yJEjQHTV3fr6egCqq6tpamoCYOPGjbS0RN8kGzZswOv1ArBu3Toz4Fq7di3BYBBVVVm7di2qqhIMBlm7di0QDczWrVsHgNfrZcOGDQC0tLSwceNGILroXXV1NQD19fU8snYLhgHd3d3c/9wOAA4cOEBNTQ0Pv36Izs5OAoEABpCldzM/3+CcOUVDcnr/pJ+WllbQVRq9AdOpO6yyYf/JPtf50Y2HeOGFtext8qGqKqdORa9LJKJy4Hg7qh79ov7PF/ajajpNTU386qV3AQgEgua16+7uxtfRAUBXVxfvNTTTEYiY90nTDWqOnKCzq5sGbyD6mrDGd/+2h18//xZ7Dhwxr0coGA2A21pbCYfDPde1lcfeeJ/G9gCnTrWwcf9xDMPgJ2trUr6HTifdYY36Zi/dgQCRSARvh5dAIPorL/4+7dq1i3A4zImO4IQIggDq2gK8vdcKgiwsLCYnk6JpbO3uJu57cT8b77zI3LbmxX3safTxh1vO6fc1yRmhxsZGqqqqePemz1BcUsy0H/wAmFwZod9vPsrGA60YhoEsSzz2zyvNut/6+x1mGl7qyapcd1YZVyyeMSSnv+1q4q8762n0BpnqycLjUpAkmdauEG8fbgOgMNtBd1glGIlmay5ZUMLe437KC924HTIYEgdbOqlvCyTck5WzClBkCVmCLLttwIzQ7JJsPn12Ba/vb6alM0SJJ4u3Dpyirq2bg3HpZ6dNJi/LzvxpucwpyeHjH5iGL6ixp8nPlsOtCRkhSZKQkOgIhAmpBlM9Tl7pyXBVlmRz1cKphHqCC13XkRUFDINT/iAHmruYPz2X6R4n0/Pd7G/ycay1i2Z/mFWVRexq8NIVit4LA7PlxSzf9MEKbIqELMnohg4GNPlC7GnsYH1PHbLsCrk96f3SfBfFOU6+9ZEqyvKcyLJMWDP4r+f3cKC5k/dOdOLt6SO3tCyPbEe0OQ7gk8tnkOd2AqBpGm3dKt7ucIJTrGwYBkZPOcsmMyPfhSzL0e2GQb23p/nCMJB6tsfKT26rpyMQQZagvMDNsZ4ml8+dNxPDgLcPtyVci/nTcinOdUbfn7oOkkS+20Fxth1JknjqnQY6QxEkJDxZdiQMlpTlgySha5q5+KOu68iyzLypuWiahqIoRDSd320+itRzNgMjrpx4PxaV5jF/ag5uh4KiyNGmsXi/uM9QfLmswIXbEf2MIkF3WOd4ezdIEpIk0eoPsrfJn3DOWcXZlOY5kWQZKc5jVnE2MgaKEm1qq2/rJBjp+95Lvk+FOS6KcxzR/h0doWhTVVzdj3sDHO75fMTqcNXiaUzxOJElme5whIb2YK+fYVB9uA1NN8xrVJzjYFlFAeWFbnS953MjSRxt6SSsGaZHslPsPpV4XBRmO817o2o6h5r9yIrCjmNtdIZU895kOxWWzyzEMAwUCSqn5JrvPVmWOe4N0Njeze6e7H/Mad6UbKbmZZke0zxOPFmO6GcLCKkGT2ypS7jviixx3txi870nSRJOm0R5gRtJktB6POrbAwRCkQSn5PceQIHbTnFPs66maRiSxOFTXebnyTAMth1pI6TqZh3y3XaWleczq8iNLPf+LTjpD+MPRlK+92LlHIfM1DwX3u7oD1NfQMXtVCjIsuNyKMzIdyf4xd+nOUVZ5vutz9+FeL+e917I28z3brKaxiYMi2bkUZfUrl3f1s3CUk+KV4DT6cTpdJqPfb7eZjQ9EETueXMA5psDMAOWdMvxq/YOpSxJklmOBSODlbMcva+Nha/xdYdoNiU7OxtJkijIdqase1NHgP/3l1pz+6//ZSUAYVWnrUvlQHMXB5r7tncDzCnOxtsdNgOSV/adAsAfVFk5q4Bjbd19giCAbUfbo3WQJc6rLMKmyMS6OUWDlCiXVE3jhnMqCEY0NvcEX82d4egXc9L7IKTqNPtDNPtDbDzQQjCicd8nl+CwKWw70mbuJ/c0jhuGQW2jj6Cqs7ux9zhnzy7ka1cM3t9s04EW/vetaPbJpijMyM/ihg/O5Gt5Z/LlJ3b2+5oLzijh+pUV7Grwcsofwu2wccEZJQBousE533+Fls4wgYhGoKdvQrM/GsRnO208+KllADz06vv8YUt9wrHzs+yU5DrJddnJctjIddm45YK5GIaR0IdsLHDZZH624SC6gRkEuR0KLruNVZXF1CW9B7784XnMKclB0zQOHDjAvHnzEt6/R1q7ef9ENJD4+Q3LyLIrQ3LYeqTN7E8yEO1dYTYfbuOmc2dy0ZlT0j7+YBxs9rNm7X4MwzA/h9edVc5F80fvHIOxs66d/6s+mnAdPnPuLPLdjpSvufvZGpp9vT8aL184jetWlg94nlT3cDB+sv59ahs7zMcfKM/nyx+eN+Brmn1B7n42sfn6tg/NZeGMvAFfZ1dkXtnbm8Wenu/iP65Kr0/pcP2Sue/F/Rw46TcfnzOnkFsv6P8H/1Bo9gXZeqSNHKedFbMKuP1Dc4d8jF7HM/t1bGjw8L0R13RyMGGbxh5+45A5RL6iyM3qucU8saUOiA6l33SghRvPnjm8gxsGRnjwzqMTjfjOlckUZEf/0Gl6byc/tyN1nOsL9P+FEVI16tv7dqaMccG8YjwuGzPys/p0ZvaHVDoCEbPpCqK/wkpynQn7qbrBCV/qjsmx/Z/e3mBu6+iOMNXjMjM2AP19R/713UY6ejoq90dLZ5igmjhKItdpo7xg8JGLAKc6+3ZKbOkJbtzO/q93rC6/ev0QT7/TwBvvnzKfU2SJW1bPJtXX/Qu7m2jpDBFWdfP9H//aOcXZGAb4erJDbqeNtq4wX3t6Fzf/dhv3v7QfX3DooyvT4Z9WzaI0v7ejqQSUFWTx3gk/ES3pGrtsFMfdk0Cgb6BcktP7fIs/PORALtU9t6cYLBB/vtEg19X7eZDR+edVM5k/PbfffasPtfDVp97l5t9u45W9J/F2j87fow+U5/Pgp5YxPT+aqbArcp/PaTLFSdch1XVMpr97OBjJx07nXIXZjj6f9XRel3x/kz0HYzh+feowDN90iL8mp/wDD/IYiNFwFIFxzQjVNnbw+JY6Nh1ooa6tm2Ot3az5xGIAnq85DsDqecUA/PLG5dz9bA2bDp7CF1B56MYVVBSl9+UVjzlyKRAA5+j+IRxrBgqEbr1gDve/uJ88T++vpEZvN75ghHlTc5iSNDInlDQiJ5ZBOO4NmE0sHpeNF/7tfGQ5es3sssQUj4sv/3En3SGVS6um8O+Xnsn6PSf47t/3ArCz3ktPtyCKcxxsuutinDaZZn+I199r5q4/R3/Zvd/s53BLJ0XZTm69YA5vHeztmNcRiHDpj9+goT2AGje0U5F7/xp+4/Iz2HqkDbUnMDrS2sVxb5BgROe8+zdgVyQ6Q4nBniRJqHFf0D+6dinP7mjAaZPNZqbB6O+Pzqme0WYlOU6OhfoGmNHRLjIFbgdtXeE+x/j02TPZfKjV7E9VUejGaVf4bfVRIprBRT94HUkCX8+v/MuqpnLPPy5k4/vNvLI3sfN6tkPhgZf209FzDw+c9OO2D/8X7UAU5zh54xsf4mSPz8FmP7+rPgZER/i5nTa6QypFOQ4euGap+TpFUVi2bFmf48V/SZzqDA35812c4zSbheK5asl0Xt13ss+onNH6UooRa9bMctpYNXc2F545NeW+u+o7zHv0x611zCnJHjBrA/DeCT9rdzfhD6pcvnAq58wp6rNPrCmlxR8NrIpzHYMGlDPys9h7vDdjns51SXUPByM5GEknOLEpMoXZDlo7o06SJFE4yLUCEgLv8kI3VyyalnY9h+uXzFRPUiCU40qx59CIvyYtncMLokfLEcD30st4n3oSzduB5vcz/d7vkr1qVb/7aj4fTd/+DgC630fRLbek3Pd0Ma6B0KLSPNZ8YrEZ/MTz/JfPT3icl2XnoRtXjPicsfZWPRRibL4exo4LzyihvMCN0y4zIz9xyKfbEW2T9nd2kpsTHVr/9DvRjMpnz5vdTyCU+Is9ENFwO2xs7Wm+ApiS6yLPbcfjSvxFWZzjoAXIz3IwI8/Fp86u4MFXD+DtjphBEMAVi6bh6vkSnupxccXC6fz3C/vwBVUMAyKawQlfkPfjUscAv998lAP9DGmOdQ6emuvktgsqafaFaGiP/qKpKHBz3BvN1iQHQL30Vq6sIIuPLyvlpT0n0HWDQ82d/Hl7A59ckbot3DD6H2q9+VArlyyYSnGuwxy6H0/si6Uk10lbV5iukMpv3zrCrOJsPnTmFDxZNuw2BVtP3wiX6uefLljC/20+imFEM23x/Mt50UxMWT9ZLLfDhsuumMGWwyYPafqEoWJTZDMrpMVl6/66s7fdsa0rjNozbDi6n8a+fftYsGBBQko+IRAaxq/cVF/gHpet36HJRdmDf5kOhSy7wsOfWYGMEe3g39NHJp26phN8dIVVs1np0Y2HeXJbPT+8dqn5QyVGRyBiZuTS+eL99NkVdAQiZlNyOnVJdQ8HY7gZkpJcpxkI/ful89J6T8cfu6wgi/nTUnelSGa4fsl8ZMkMOoMq63ua6EYz+I5dk+6QSkd3hDz3wJm/ZEbLMVxfT+Mdd7Bgf3TwUfuTT1H3uZvNx8k03nEHuZdfQcH116H5fBy85FLmvrIexZP+/RltJmzT2FhjTMKUYLbTxuKyPM6YmktOUjNMUbaTf17Vf1Nhf805oUhiINQd1giENfMPrSzBjHxXv19Id1+5gJ9/ehn/7yNVSJKEy65w3ycWM39aLlM9TrLsCuUFWZyb9IvVk2XjzGm5eFw2suKyFK+910yB205nUKWlM8SuhmgdFEkiy66Y/6Z5nMwpsPP9jy/Cpsh0hXuzWtlOG5Ul2bgdCjOL3MwscpPbc55cp42ZhW5ynNHj5GXZue8TS/p8gQyUFfrbruN84Q87zD/GTnvvR+dER5ADJzs5c2ouy2cWsGpuccJr4wOhGG8eaOGl2hNA9Bfu3VfNNzMCBVkKFYVu/t/VVVSWZJs+s4uzue2COeZ1LStwc9asQpbPLIi7DgrZKZroxpri3P4DC8OIBkODEX99nn6nPq15dVK9HiDf7eCqxdOpTJqbJsZoB4iSJKVshkumOGk+quTPc39kJzV1h1S9z3sYoCVuPqx0v3hjn3NJija7jBVTcp0U5zhZMN3DTefOpGpGel9+8ZmjdK5V9DW9HiNpPhop8edOvu8jIb7rw7f+On5TgDjKy5l2773mY8+VVwDRzE8y4fp6uqo3U3D9dQAoHg/Z555L66OPnp7KpmBSdJYeTWJpYj00fh+M/lA1nf/bfAxV0/nnVbPMTApAa2eIx7fUUV6YxceXRTMWr+1vZkddO59cXsas4myyHAoXnjmVtw61cSgpa7H1SBuHT3VRNd3D4ZYuPC4b0/MSM0rf+/teSvOzzEzRVI8LuyLzzPYGFEmiMNtBUY6D4hwnK2cVmq9bu7uJQ82dfHb1bK5YNJ22rjD7T/ho6QyzYHriHzlJkvC47ObrdzV4aekMc9IX4pkdjSRTWZKdMKnbTR+cmdDxNPmLclZRNrOKss2O350hFbddQZajTWK3/X57dL/ibLPJNd0xkw5FTuj3Ul7o5uDJ3utckutkcVkeH14QbQ452Oyn2RfC5VDI7pmEb6Bfw5UlOfzouqWEVR1Nj44munn1bG5ePTtlnWYXZ/OFD1Vy+FQnO45FM3luh42ulBmxscXtsJHt7P/8pzpDTPFEsxOKorBo0aI++yRfH6dtaL9S478sz5iWy11XzAdI6DB7Oni/uQt78UyaO8N9PmcxkpuE0ukP5XYoAz6O8ee4z1J80/JAZDuiAbTDJqcVzKW6h4NRXujm/muWDPl1Z0zNJRjRKcl1Dtj3MR6nTcGTZccXiJjN1+kyXL/+yHHZKMh24A9GKEijSS9dRjoWIl1Hv9+fMNgoeSASYAY2ms9H66OPUnTLzf1meIJ79mIvT+yI7ygvI7h373AURo2MC4RiTWMTLSO0bu9Jqnv6yZQXurlq8XTzuUffPMzBk53sqveypCyfqR4Xf3g72hej2XeI+69Zwv9sPExE09hxsJEls6cRiBg098zm2+wL0ewLJfQDmF2cOLNpV0jlzzt6OyfP6PkDHhvFE0OSMAOZZn+QP/d0aP7+2n0sLcvj+pUVrKpMzIjEE/9FWV7gTtm+rciSOWNyjN9vPsof39zDN/5hOTpyn6wWkBA4xf9y1I3oiI0th9uYEveFu3JWAVt7mgSSZ3uNJ7mtf2quKyEQSv4VXZTtJBDWyMuym19yUz2JPlM8fZstFMlgz54alixZkna6Osdp4+IFU+gOacwpyaY7pJlOyysKBnn16DLV4+Twqb6BkLe7N9umaRo1NX0dc5N+6Sv9ZDsGIn7W78b23s93o7fvZz151uTR5DebDnOkqYUZJYX87NPL+90nPhDyDNKZOUZypi9V5i83boblWUWp39PxfPWyM4G+fQdTkeoejhXnzS3mvLmp/66k4rKqqUjS0JukRtPvs+dFf8yoWv8ZvOEytySH7T1dGZYN43OermNsDr4Y99xzD9/97nf77NdVXU3TPd/FUV5Gyde+1u+xIg31KLmJAwiU/Hw0b0e/+58uMi4QcixeTHbpDJT8/NN63mBEoyukYrfJZNmVPr+6thxuNcvv1nsTAqH4L9zvv5DY7hpLg++sbycY1pjmcfKtq6Jtvl996l2zQ2Yyxzv6fjnEhtzKEn0msIyR73aYnbbj+8uc7AhyxgD9a2L824fn8tvqo1SW5HCiI0hhjoPCbAe2uD8Qsan8+2u66AhFmwR+8sr75rbFZXl4XHaOtXZxy/n9Z1AcNpkcp51peS4uW9jbafL6leU0+0N4XHbOH+AP7eLSPJaU5fP+ST8F2XYurZrKipkFPPlOPavnFvfpyL6oNI+27jAfW1Zqbltals/C0jwONXdSlOPgwymGVWdl9Z9FSMUUj4sbz+ltFo1oOrXHO+gMqly7YuBh0KPNR5bM4PEtx+gOayyrKKCtK4Smw7KK/IT9+nOUJImbPjiTdXtP8rEPzBjyuafkurh84TRqGr38y6pZ5vaPLy+lob2bLLtCjstGY3tgwEzbSNh2tI3WzjCKrPQZORfPtDwXl1ZNpfZ4h/lFORjpZoQ+tbKC1s4weVl2VlX27VA9EEPJwg31fToeXBn3d3SojLbfaDfFXjR/CnuO++gOq1yTxt/e/kjHce/evZSW9v4dS84GxchetYq566OTBL939jlU/O9vyFq4MGEfe1k5mj/xx7Xm9aLkDzwVwliTcYFQ7g2fpnAcJod6t97L/2w8DEQ7J15SlTiiJL6/S/IfuNXzis2pBJJx2aOdpMNqdOKzAC72NPlZUpZPSa4zZSB09qxC3ow7ZkTTzTls5k/zIKfIu8Z+yT5fc5y/xKXgv3bZmWm198+dkst/faxv5/h43jxwit++dbTPdkmSyMnJYUpSc0NRjpPPfHDwqRRuOKeiz7Z8t4Nvf6Sqn70TsSkyX7kkcb6T8kI3S8vz+93/ikXT+oxScdhkvnrpGQOeR1EU5s+fP2h94tF1g7bu6BefXYk2bdxxycDnGSuWluenvCYxBnK8aP6UEc27c93K8j5z4Hhcdr519eD3eDTY09hhvk8HiIMA+NTZfd+PA+FMCrZTZYQKs9N7T4+E4bxPJxOTwc+uyPz7IH9PBiJdx9zcXDxD7MjsKCuje/PmPoGQa2EVkfrEudDC9Q24qk7P5zMVGddZWlXHp/+EL64j7tF+RhbF93dJDoQGGmLqybIR1nQMA3TDwOv18pP176PpRsp5UnJctj4p2vi5Zs6eXZjyj2wsxby7ITGVmdzUNhJS+cb8sm2SmYGZnu9KKwiaLKiqyrZt29J+nz67o4F//cN27nqmxhxBN9EZquNkQpIk83062pP2J/cjSpUROh2IfA9BfD8YPUffSy9z8NLLzMfh+nrCDQ3kXn45AK2PPUZXz1JRjvJysledS/uTTwHRPkVdmzeTf/31I6rDSMm4jNBYz7abiua4kQNvH27jlvPn9NkntkLzD69N7EzYX+fFls4QrZ1hHDbZ7OAsEZ25WiIaWKVqFy/pGbXR0R1hw/5mTviCaHHj3peW51Hb6Ou302vsmGUFWQlNY1mj+Ec5ud4fOrOEwy1dHGvpwul04LQruB02wmqY7nB6fRomC5IkUVBQkPb7NMuumPfulD80qgHpWDFUx8lG7HM41iSPIjudCH8PBfeD0XP0XHE5XdXV1H3uc9jLyok01FPxv7/B0dMp2rf2RQBzrqDSBx+k6dvfoau6Gt3vo+zBn5j7jhcZFwjh8xE52YxtSsmEeZOHVI261m6OtkZndH525/GEPgwOW2I9gxGNmoYODKA7opmdhiVJIjs7+kX4911NzEoxIV1JbnTk14qKAh5983CfZQmWlOVzoiPE0Za+mavY8M/4zqaj/eWbPFnaOXOKqG30IUkSJQUebDYb2U4Fbzd0h8QKhBRFYe7c9KfLjw8aH3njEOWFWSlHKk0Uhuo4mSjpWUstOzubOSmG7Y8WrnHMCIl8D0F8Pxhdx+nfuzflc7Of/XPieT0eyn764Kicd7TIuKax5k98ksMf/Shtv/2/8a6KSVtXOGEOmz+8fQy951e+YRhsfD+xf9Bxb8CcGrCtK8y+puhoMN0waGtvRzcM6tq6U2aEth5p480DpzjS2tUnCCpw22ls70ZPkdaPjbg6t7KI8kI3WQ6Fz5w7uk1TsiwxpWeUltMuM29KDl1hFd0w8Le3oKqqOYQ2oumE1fSGCE8GVFWluro67XR1cjOiYwwnTxwthuo4mbh4/hSmepwE/V4+88HR/5U7M24UWNYYzRieDiLfQxDfDzLDMV0yLyMEEA5jBCdOf4rpeVkU5zjNPh5HWrr407Y6zq0sZnqeK2GhUd0waOxInCDxv1/YR0N7NwVuO2Uepzm/RGVJDo/+01kossRLtSd4+p3eTmonfaGEiddiFGU7+b/qY5w1q5Bf3ricU/4Q//n8XrP5JfbF67Qp3PMPVWi6MSYzF5fkOGn2hQhFdPwhlUBYi64kb89CluWEhQz3NfkG7aA7WZBlmdLSUnOx3cFIDnbHazLFoTBUx8mEy67wnx9dyLE6DzPyR3+I/lc+PI8GbzfdYY2ZYzgFwGCIfA9BfD/IDMd0mfh/NccAQ1XRA31nWx4vIppuZnVi/GT9AV7d18xZcZMXQnSBz+QMyHs9QUFXWKMkN5/sniU84ztEt3YlBj2BiNZn4sXYbNIQHeHksiuUF7oT+g/FL+AoSRI2ZWyaF8+ZU8TcqbkU5zg40rN+lIQENmefD27bKC1YORGQZZmZM9PPsCUHPskjiyYiQ3WcbCiKwpzZs8bk2HluO3nu8R1qDOLfQ9H9IDMc02Xi/9UcAwxVRT/NGaGBxo8cONnZZ+2vU50hghGNd462JWyPX9m9v7WSDp304u0Oc8EZiXPiJK9A/fr+Zv6ys3cCxVyXjarpHrNjdvwXauWUaF+H+dNzT1u/qvPmFvOPS2ewqrKYM6flkuVQ0A2DOQ4fqqpy7Vm9zQ7Ly0/vpIFjiaqqbNy4cUjp6oWl0S/GmUXZE6bf20AMx3EyIbofiO8ouh9khmO6ZGRGCF1H7+zbEXgsiQzQj6WmwWuWHTbZzPgc9wYSOlx2hVRzZfhpHie/umkFH3+oOuFYvjBsr/Ny42Nb+N3nzub8eSUAXFY1je6Qxst7outb6YZh9g/Kddk4OynzFB8I3XbBHHY1eFk2TgGHy65w5+XzOXTKz8ysMLIs8+EFU8h12ZjqcQ55scGJjCzLVFZWDildffN5s9le18aSsvyxq9goMhzHyYTofiC+o+h+kBmO6ZKxV0Dr9A++0ygy0Cyzr713yizPjQt8OpIWAY1fKuCW8+ewrKKAs2cnBjAxDAN+vuGg+dhhk7l4Qe9EdV0h1VwpfnFp31S7M64jZlGOk4vnT6VgDBdjHIyKIjcXzZ/KnJnlyHJ00sDz5hYzd0ru4C+eRAyn3T7Pbefi+VMHnG9qIiF63wTR/UB8R9H9IDMc0yVjr4Du94/6hGcD8amVvbPI5jgTR3vsqvea5ZKc3uUmuiMaqq5z3BvAF4yY63I5bbI5pfqvblzOXVfM5/kvr+auy8/gwxWKuUbX1iNtvBe3Vlj8fES+uNFiZ0ztG0xMxL4mqqqyYcMGoVO5luPkR3Q/EN9RdD/IDMd0mXjfdqcJIxhC7zp9zWN5bjtlBVlkO20J/XWCEY1mf7TjdrZDwabI5rDYYETnwMlO9p3ws+1ou7kExj8unYGqG9Q0eDnc0sX1K8tZVJrHbRdWsuaa5dwat97W41uOmWV7XMfm+Jmk+1saYyIGQrIss2jRIqF/wViOkx/R/UB8R9H9IDMc0yVjr4Chqmhe72k9570fXcTPPr2Mez+6yNy2r8lnNlF5XNEAKX6W5uMdfUe3febcmWw/1s5PXznAw68fMmd4lmWZKVOm8Mmzys1g6tkdjeYM0fFzzPgD0W0SUDW9v0Bo/OYoSUXMT+QPruU4+RHdD8R3FN0PMsMxXTL2CkQDoY7BdxxjauLW7MrtWfF9oInSpnqcLCnLT8jY/Lb6CLf9/h2+9Ph2/vDXl8hS4GPLoqt3d4ZUPvXo23zm11v47G+3sbPey856L509wVFRjoP8fjobO+0T760RiUR4+eWXiUT6X0hWBCzHyY/ofiC+o+h+kBmO6ZKZo8aAnAvOxzlGc330x5bDrYQ1HadNSejgvCtuxFh/GaFkCtwOnt3RwLSefkCAucRGRNP5wNKlKIrCTR+cyR+3RidQ3N2YOuArK8jCk2XnwjNL2HSgBU03yHXZxnXW2lQoisLKlStRlIlXt9HCcpz8iO4H4juK7geZ4ZguGRsIyVlZyNmnb4HK53Yd52RHkCxHYiAUywhJQI5z4IxQgdvONI+Lvcd9CVPtx5CQmF5SiCzLLJyRx/VnlfNk3GzSydgViVWVxXhcdv7p3Fn807mzhi94GpBlmcLC/kfJiYLlOPkR3Q/EdxTdDzLDMV0mXvvHaULr8A2+0wj5+67jfH/tPr77tz00+6J9fQJhjYdeP0h3WKUzpJorzuc4bdgUiVnF2RTl9B2m/sHZhSyvKECRJRRFwtVP09WSUg+bX3/FTHXef80S9n3vCnZ/97KEf0/d9kEunFfM6rnFzJs6tgtDjiaRSIQXXnhB6FSu5Tj5Ed0PxHcU3Q8ywzFdMjYjpPnHPhBq9of6LGMBsP1oO9efVc6B5k5iI/g9WTZcdoX/d/UCIqrOiv9+xZzwsMBtxx3XXGaX5T6jukoLsvi3S87A75+OzdZ7W6PNbIkZpoUz8viPq6voDqtM8biYLNhsNs4///wEP9GwHCc/ovuB+I6i+0FmOKZLxmaEIvUNBHbtGtNzOAZYhyuiGQkzSntcdhyKjCRJOOwK939yCWfNLGDlrALu/+SShKUTbIrUZ1RXbHkFj8cz4DILhmHgtMnMLHKzrKKA0vyshOcm8kru6fhNdizHyY/ofiC+o+h+kBmO6ZKxgVDovfdof+KPY3b8/9l4mNfjZoxOJqLp7IobMTanJJupcR2gr1o8nWe+sIqn/3UVly2cRvx71a70zQiV5DqJRCI899xzA6Y6v792H7f9fjtfemJHwoSSX3piB7f83zt84Q/bef295qGonjbS8ZvsWI6TH9H9QHxH0f0gMxzTJfNyYj095A1VRfP5MHQdaQzmUTjQPPASHmFNNzNCLrvMTz+1DJsyUD0kYku3KnLfjFBxjgObzcZll102YKpT6XE1DNB0w1w9PhDWzH3q2roHrPt4kY7fZMdynPyI7gfiO4ruB5nhmC4ZlxGSc6Kdgw1VBcMYs9mlB1haDICWzhD1bdG1wxbOyBskCEpclsMmS33m+ZmSG11narA3dfzs0nubfP02hZVM4DWrMuFDazlOfkT3A/EdRfeDzHBMh4wLhKRYINSTDtQDgYF2HzaaPnAktP94b8ZoSVnfRU+T+dplZ5rlWNPY//zTWfzw2qXcdeV8ygrcqKrK2rVrB1w7Jn526Z++csCcWDGeogkaCKXjN9mxHCc/ovuB+I6i+0FmOKZLxoWDkicXTpwATcPQdYxweEzOo+oDL+j67M4Gs7y0LH9Ix1NkCUmSkCQoyHaYq8IbhsxVV101YJSfnHly9zN5Y/xaaBMJm802qN9kx3Kc/IjuB+I7iu4HmeGYLhmXEZI9cdkXVcUIhcbkPPogK9s3enszUVuOtPLjde/xt13HU+6f7VS48MwSVs0tprIk9dw/g0X3jqRO1rFO12fN6p1Yq6wgi4lKJvx6sRwnP6L7gfiOovtBZjimQ8YFQlJubxBhRCLogb6Lmo4GqpYYCN1wTgWfOXem+djXM0eQTZY42RFkz3Ef9QN0Up6S6+Kfzp3Fzatnc25lUf/nVFXWrVs34JvbnjSkPzZ08tNnl3P5omnccckZZDsn5i+EdPwmO5bj5Ed0PxDfUXQ/yAzHdJmY33hjiJKfb5aNSAQjPPYZoY8vL2VOSQ4hVePs2YUEwhqv7o8OUc912cxgxDFAh+nX9jez/4SfiKbzz6tm9dt8Zbfb+ehHPzpgvVKdI9/t4Lqzygf1Gk/S8ZvsWI6TH9H9QHxH0f0gMxzTJeMyQnJeb9OYMUZNY7pumDNGz52Sw0eWzGB2cTbzp3m47cJKqmZ4zH1jC60C5lD2/jjc0sU7R9vYVe9NGOoej2EY+Hy+hPmBklHkyTt5Vjp+kx3LcfIjuh+I7yi6H2SGY7pkXCBEdlz/Gl3HUPsPKkZCfMdmuZ/AI3HF+d6kXHL/nXjim7QiKcbmq6rKm2++OWCqc7BO3BOZdPwmO5bj5Ed0PxDfUXQ/yAzHdMm4pjF7QQGxeTQ9V11JzvmrR/0csgRXLp6OpuuU5Do52NzJi7ubsNtkzp1TZK44DzB3ag6+QPSNaB9gYscdx9rN8mvvNfe7Urzdbufqq68esG6LS/N4Ze9JABaVDj5sfyKRjt9kx3Kc/IjuB+I7iu4HmeGYLpmXEfLkmkXN6x2TU9gUmWtWlHHdWeWsqiymrq2Ld+u9bDvSxomOALsbo4FQcY6Dz50323zdQBmh+DxOKNJ/RkjXddra2tAHmMMoviN0ce7EnC8oFen4TXYsx8mP6H4gvqPofpAZjumSeYFQTm/TmDpGgVCMpo4gX3x8B4+/XWdu+/3bx/B2R3NSVTPyEpqqBuojFP+MQf/NW5qmsW3bNjQtdXOfqum4nTYkCbL7mUNoIpOO32THcpz8iO4H4juK7geZ4ZguGd00NlYZIfNc/YzQiu/oPKvITSRumP1Ao8by3Q78PUPusxz93za73c7ll18+YJ3mTc3l559ehmEYaJOsv1A6fpMdy3HyI7ofiO8ouh9khmO6ZF5GKLe3aSz0/vv4X3tt1E9hGAZhVcfWT0fpQKQ3ECpwO3jj/d6V3vsLnGLcvHo2NkUiy6Hw0Q/M6HcfXddpbm5OK9UpSdKg65tNNIbiN1mxHCc/ovuB+I6i+0FmOKbL5PomHAUMmw0pKzpzstrSSrB2z6if46QvxBf+sJ2vP72rz3PxGaHX9jezvym65lh5oZvywtQzOpcXuvnRdR/gh9cuTRhyH4+u69TW1gr7xhbdDyxHERDdD8R3FN0PMsMxXTKuacxms6EUFKAGAhCJYIRGf2ZpbYB5GeIzQllxfXQ+vGAKc6fk9vcSk5xBZny22WxcfPHFadZy8iG6H1iOIiC6H4jvKLofZIZjumRcRkjXdWw9s0sbkQjaGCyxoWmpA6HuuIxQlr03EGrpHPnEjrqu09jYKGyEL7ofWI4iILofiO8ouh+MrmNXdTV1n/scdZ/7HAcvvQzfSy+n3LfhK3ewb/6ChH+azzfiOoyEjMsI6bqesMyG3tk56udIJyPktMkJszyf8o9OIHTo0CGmTp2KPMCcRJMV0f3AchQB0f1AfEfR/WD0HDWfj7rP3Uzl+nU4yst7gqKbcfU87o9Zf36GrIULh33O0SbjAiGbzYZUUGA+1jv9o34OLUWErem6OUosPhsEoxMI2Ww2LrjgghEfZ6Iiuh9YjiIguh+I7yi6H4yeo+LxUHTLzSg9y1dlr1oFQHDP3pSBkOLx9Lt9vBAz1B2APhkh/xhkhFJkGs+Y1tsHKCtpDp/Dp7o40tI1ovPqus6xY8eETeeK7geWowiI7gfiO4ruB+k7+v1+fD6f+S/Uz/qcU77+dTO4iTVzuRZWpTzmiXvu4cgnPknDV+4gsGf0BywNFSsQCgQwhvhmf/PAKb721C5zqYpk+pufJ8dl4wPlvZkot73vZIb6CBe/E71dW3Q/sBxFQHQ/EN9RdD9I37Gqqoq8vDzz35o1awbcv/mHP6LolptTZoPKfvogFb/5DRW//V+UvDyOfvIaq49QRyDC3c/WAOALqPzrhZWsnlfc7751rd38x192A+ANhLnh7JnccE7FkM4XGzUWw4hEMMJhJJcr7WP89q2jAPxxax2XVE3t83x8ILSkLJ9//MAMHDaZv7173NyenBECyMvqf1h8uthsNlb1pCVFRHQ/sBxFQHQ/EN9RdD9I33Hv3r2Ulpaaj53O1EsztT/5FFpHB9O/d++gx1U8HqZ/7166Nm/G9+JLFFx/XXoVHwPGPSP0xcd3sHpuCQ/duIJf3ric2x/fTkcg0u++tz+xnasWT+cPt5zD818+n//4y27qWruHdD5N0xIyQkYkghEc3ZFj8Z2lK6dkM7s4m9L8LOraepu+Yn2Erlw8nRWzCrh+ZTnFOSNb+0vTNA4ePCjslOmi+4HlKAKi+4H4jqL7QfqOubm5eDwe81+qQKj1sccI7tlD2U8fjB5/CFmeWP+i8WJcA6G61m42HWwxszp5WXZWzyvmodcPptx/9dzebNGiUg++YP9BUyoMw0gIhGwlxTCCHvN6P81g8Z2lZUlC7ek0dLSlN2iLZYSmeVzc/qG5XLZw2rDrEMMwDNrb2zFG2MQ2URHdDyxHERDdD8R3FN0PRtex6Tv3AJiZIM3no+nb3wGiAVJXdTUAgT17eO/sc8zXxfoHea4Y36U+xrVprPZ4BxWF7oRt5YVu9jT2H0levWQGtz+xnYduWGFuW1TafyQZCoUSOnX5/dHRYZIkoRTkm9sds2ZBdnY0U6QoqKoa3aenLMsysiybZUmS0A0DSQIJic5AiJwsB7IsE4lEsNlszJuayx0frkSSZYIRnc//bhtOu419J6JeHpeNu66YTzAcYfYUD7quo2kadrsdXdejcx3ZbCnLmqZhGIZZBlAUBUmSWL58OYqiJGwfzCm5HIlEUBQlwUmSJLMMoKpqQtlut2MYhlkeLadUfqI49XefVq5ciaqq6LoujFP8fbLZbCxbtswcsiuCU/y9SfYTwSm5bBgGK1asEMop/j4ZhsFZZ50llFN/9+mss85CVVUzGEp2Sof2J5/C+9RTQLR/UIzcnnXMfGtfBKKjybIWLiT73HNp+ModKHl5aB0dVPzm12mdZywZ34xQWzeerMRYrMDtwBsI97v/Fy6spKLQzX0v7eMjP3+T+z6xJOWx16xZk9DBq6oq2oN979695oSKAJq3g5qaGg4cOADAzp07OXLkCABbt26lvr4egOrqapqamgipOm2trYTD0Tq+8trreHsWb123bh1+vx+Py87hHW9SWejkeHsXzc3NBEIROnpWnZ+Rn0Uo2M3xPVsozHbg9XrZsGEDAC0tLWzcuBGApqYmqnsi6fr6erZu3QrAkSNH2LlzJwAHDhygpibax2rPnj289dZbaJo2JCeAjRs30tLSAsCGDRv6OAGsXbuWYDCIqqqsXbsWVVUJBoOsXbsWiAab69atAxg1p3379rFv3z4Adu3axebNm9E0TRin5Pt0+PBh9u/fL5RT8n3SNI1XX32VxsZGYZzi75Omaaxfv56TJ08K49Tffdq1axeapgnlFH+fampq0DRNKKf4+9TV1cXevXtTOr3xxhukQ8H117Fg/74+/2JNZLOf/TNFt9xi7l/20wcp++mDTP/evZT99MGUnapPJ5Ixjrm/tbubuO/F/Wy88yJz25oX97Gn0ccfbjknYd+OQIR/+Pkmc9+61m5u+vUWvv/xxf12rk7OCDU2NlJVVcXhw4eZOWUK7604CwD3OedQ1hORphNxByI6X3piB5IEM4uyufPSuTgd9pQR9y2/ewdd1+kO62w50gbA1FwnC0vz+NE1iyjIyRq1XxHhcJja2lqWLl1qeouUPYn3MwxDCKfkX3u6rrNnzx6qqqqw2+1COCXfJ8MwePfdd1myZAl2u10Ip/h7k+wnglNyORQKsWfPHpYuXWqec7I7xd+nYDDI3r17E/wmu1Pye0+SJGpqaqiqqjL7/cQ7HTt2jNmzZ1NfX09ZWRkiM66BUF1rNxf84DWO3ne1ue32x7dTXujm7isXJOy7dncTz9cc56Ebe5vFHn7jEDUN3oRtqWhoaKC8vJz6+npKS0t5b+kHMMJhHHPnUvaTHyO73djjesaPFjf/dhsAx70B9p2IRuOzitxUluTwg2uXUpjtGPVzWlhYWFhYjIT470zRA6FxbRqrKHKzem4xT2ypA6JZn00HWrjx7JlANNDZdCCa4ls0I49NB1oSRpRtOtDCR5bMGNI5NU2LRtQ9zWORujqaf/Rj/K+/PnKhHpr9QXbWtbO7oQOIzg90NG50W2x02K4GL93h9Nph00HTNGpra4Ud6SC6H1iOIiC6H4jvKLofZIZjuoz7PEK/vHE5dz9bw6aDp/AFVB66cQUVRdEO1M/XROfdWT2vmIoiNw/duIIbH3ub/KxoP6KPLJnBVYunD+u8Sn4+anNzdPi8YaCeOjVqTu/WeXlyW7Tt1heMsO1ou/ncNI8Ljyt62f+w+RjlBW7mTskZtXNbWFhYWFhYpM+4B0J5WfaUTVvPf/n8hMer5xXz/Lzz+903XRQlOmzdnFTRMEDXUwZCJzqC1DZ2ENF05k/3MLs4m5O+IIdPdRFSNRZM9zDVkzgZY/wM0WrS8PoPzinEH+zNAtkVidFCURQWLVo0asebaIjuB5ajCIjuB+I7iu4HmeGYLuM+oeLpxux4ljSpotbWjhHpOydRfXs3f9xaxzPbG3j/pJ+DzX7+49ndPPbmYX6/+RiHTnXy152N3PNcLb/YcIBmXzAh+ImfZ+iGcyr44JyihOPblNG7BbHRVKKmOkX3A8tRBET3A/EdRfeDzHBMl4wLhGIkB0IYBmpra5/9bHJvxiai6bR0Jg7tD0V0Gr0BGtoD7KzzIstSwhIbJ33RkWs5Thv//bFFuJLWGLPLo5cRAsjKyhrV4000RPcDy1EERPcD8R1F94PMcEyHcW8aO93EmsZsRYXmtlgmSD11Cvu0xBmeO0O9zVjdIY2QK3GBupCqU9vYYT5ev/ckTls0vtQNg2Z/dPmOmUVuJEnCltQUpoxiIKQoCvPnzx+14000RPcDy1EERPcD8R1F94PMcEyXjMsIxWbLVAp7m6iMnskR1ebmPvu/2TNqDeD9k35CkcQ0YkjVCKu9wZE/GEHTDUKqxv4mP7Hk0MyeDuCOpKaw0WwaU1WVbdu2pT0j6GRDdD+wHEVAdD8Q31F0P8gMx3TJuIyQJEUzMP1lhDSff9DXh9TEjFBrP01lqqZT09CBL65TdEVhNgD2pMBnNDtLS5JEQUGB6SgaovuB5SgCovuB+I6i+0FmOKZLxmWEzFFj/WSE9M7OQV+fHAg1egN9nj/W1p0QBEFvRujcyiJKC3rbZW0jWPA1GUVRmDt3rukoGqL7geUoAqL7gfiOovtBZjimS8YFQrE0YEJGqCcQ6m/UWDLhpECoob074XFI1Xj7cN9O17FAyGVXEjpM20axj5CqqlRXVwub6hTdDyxHERDdD8R3FN0PMsMxXTKuaSy2IrRS1JsRclRWUvbLXyClERkHk/oIqVriPEGHmjvZ3ejr87rZxdlmObaqiSRJyKMYCMmyTGlpqekoGqL7geUoAqL7gfiOovtBZjimS+YGQnl5oCigaegdHWkFQdC3aSyZsGaYw+ezHQrT87O46MwSpuf1Nod96+oqDMNIGGY/GsiyzMyZM0f1mBMJ0f3AchQB0f1AfEfR/SAzHNMl40LBWBpQkmWUwujs0mpbW8r94/M10/JcCU1jyUPhAQLh3ozRJ5aX8cpXL+RbV1eZ29q7wjxfc5zn3j3O3qa+maORoKoqGzduFDbVKbofWI4iILofiO8ouh9khmO6ZGxGCMBWWIR2qgWttRXDMAbtPf/Z82bz5oFTFOY4CKs6/3TuTI61dnGkpZs/bY0uHBuI9L6pYv2C4mnvDvOXHY0AfHjBVJaU5Y+CVRRZlqmsrBQ21Sm6H1iOIiC6H4jvKLofZIZjumR2IFRUSIhoZ+n2J/4Imkr+tdcix822Gdb0ntdJKLLEh86cknC8uVNymTsll7cPt7LvuI/j3qD5XEVh30Aofvh8RBu4mW2oxNp8RUV0P7AcRUB0PxDfUXQ/yAzHdMm4UDA+DRg/hN7/8st0VW9G8yfOJRQLVpInQkzm3DlFbD3ahjfQO/KspsFLSE3sXO2w9R5n4/ujt+I9RN02bNggbKpTdD+wHEVAdD8Q31F0P8gMx3TJ+IxQjNjQeb2zC+KSPt+6qoqwqhPRB87edIXVPivN1zb6SH5Z8oSKo4ksyyxatEjYVKfofmA5ioDofiC+o+h+kBmO6ZLRgZBSVGyWzUkVuxInVcxyKPxpWx1tXWHsiswXL5qLIkv8bddxGtsDNPuDfPGiueyoa+9zLqWnOS2e0ZxJOhlZlpkyZcrgO05SRPcDy1EERPcD8R1F94PMcEyXjAsF49OAtqL0Zpc+0NzJ3uM+3jvp5/bHt3Pr797huZ2NvHO0jbrWbu56pobn3j2e8JpYU1pyIDSai6wmE4lEePnll4mkMTHkZER0P7AcRUB0PxDfUXQ/yAzHdMm4QCihaaykNyOk9wRCWj+BUCyoia4j1nf+H8Mw8CctqVFZEp1AMTnuybIruJ3RRNwH5xQxmiiKwsqVK4WdMl10P7AcRUB0PxDfUXQ/yAzHdMnopjFbSYlZ7s0IdfVuMwz+XtNEfVu3+bg/usOaGRwV5ziomu4x+wIlD8mXJIlvX72A/Sf8nDWrYBSMepFlmcLCwsF3nKSI7geWowiI7gfiO4ruB5nhmC4ZlxFKaBqLD4RCIQD0uFFjEc3guZ2Ngx7TF+xNLea57IN2iJ7icXHBGSW4HaMbh0YiEV544QVhU52i+4HlKAKi+4H4jqL7QWY4pkvGZYTi04BKQQHIMui6mRHSOjrM5/ub58cwDEKqjh6XHeoI9AZXuVn2sah2WthsNs4//3xsNjFvq+h+YDmKgOh+IL6j6H6QGY7pknFXIL6pSlIUbEVFqKdOmcPnNa/XfD45EDIMg92NPk51hlIe3+Mav0sqSRIej2fczj/WiO4HlqMIiO4H4juK7geZ4ZguGd00Br3NY0Y4jHPRQlxVveuChZMCIV9QHTAIyrIrYzpP0GBEIhGee+45YVOdovuB5SgCovuB+I6i+0FmOKZLxmWEknvIK7GRY4ZB4ac/nTCkXtUSO0c3tgfMclG2A0WWaPb3Bkbx2aA8t53S/CxOJzabjcsuu0zYVKfofmA5ioDofiC+o+h+kBmO6ZLxVyC+w7R66lRCIBS/0ryq65z0R9cRs8kSHzqjBG8gwqv7m8193I7eIOvH131gDGudGtHf1KL7geUoAqL7gfiOovtBZjimQ8Y1jWla4tpfiYFQS8Jzatz6GN0hjdj0QSW5TuZOzeWsWYUsLu1tY53qcQGQ7RyfN5eqqqxdu1bYtWNE9wPLUQRE9wPxHUX3g8xwTJeMCweTm8Zsxb2TKqqnoougGoaBJEmE4jJC86fnsu1YdBmNDy+YwieXl1KS6+STK0rZcaydbIeN6sOtHPcGuOOSM06DSV9sNhtXXXWVsFG+6H5gOYqA6H4gvqPofpAZjumS8VcgPiPU/qc/0rlxI56rr8Jz6aUJfYTauno7lJ1XWcyUnuzPlFwXVyyaDsD5Z5Sg6wbyGC6jMRiqqgr9xhbdDyxHERDdD8R3FN0PMsMxHTK+acw+bZpZVltaMYJBcwi90y4zqzib0oKshEkTK4rcKY8/3kHQunXrhE11iu4HlqMIiO4H4juK7geZ4ZgukpFq3QjBaGhooLy8nPr6esrKysztkZPNHLzwQgCUoiKyFi8ma8Vyij//+YTXX/twNduORpvGau+9nJy4fkCxpjQLCwsLCwsRSPWd2R9d1dW0PvYYAOH6BqZ87Wt4rri83301n4+mb38HAN3vo+iWW8hetWp0Kz9EMi4nlhz32YqLwGYDVTWX2YifVBGg+mALNQ3RGafdDoXj3gA5Thvf/mutuc+3rl7AnJKcsa38IBiGgd/vJzc3V8jATHQ/sBxFQHQ/EN9RdD8YPUfN56PuczdTuX4djvJyuqqrqfvczbh6HifTeMcd5F5+BQXXX4fm83HwkkuZ+8p6lHGc3DHjm8YkRcE+ZQrQu/BqciDUFVbNjtN2ReL+F/fTEUichGrrkbYxqnH6qKrKm2++KWyqU3Q/sBxFQHQ/EN9RdD8YPUfF46HolptR8vIAzOxOcM/ePvuG6+vpqt5MwfXXma/NPvdcWh99dER1GCkZlxHqr2OYbdo0IsePY4TDGJqG1tFhNnfVt3Xz+d9tN/fNskdHneUlrSnmsI1/TGm327n66qvHuxpjhuh+YDmKgOh+IL6j6H6QvqPf78fn85mPnU4nTqczYZ8pX/+6WdZ69nUtrCKZ4J692JOyRI7yMoJ7+wZNp5Px//Y+zeh634VU4ztMG6EQqBp6Zycb3z/FV596N2FfjysaAOUmrSlmG8elNWLouk5bW1u/jiIguh9YjiIguh+I7yi6H6TvWFVVRV5envlvzZo1A+7f/MMfUXTLzf02i0Ua6lFycxO2Kfn5aN6OPvueTsb/2/s0099Nt8UFQnpcP6Fmf4ijLd3mc9M8Lmb0LJsRywzFcEyAQEjTNLZt29an+U8URPcDy1EERPcD8R1F94P0Hffu3UtHR4f57+677065b/uTT6F1dCRkiOKxl5Wj+f2J9fB6UfLzhi4wilhNY/STESJ6c1Qtzxw2r8gSVdOjncpkWeqTAbIr49+hzm63c/nl/ffUFwHR/cByFAHR/UB8R9H9IH3H3NzctFapb33sMcJ19ZT99EEg2kSW3AHatbCKSH19wrZwfUPCYufjwfinMU4z/WaEpvcfCLV2hcxO0rkum9mz3tlPf6DxXHU+hq7rNDc3C5vOFd0PLEcREN0PxHcU3Q9G17HpO/cAMP179wKJQ+RbH3uMrupqABzl5WSvOpf2J58y9+vavJn8668fcR1Gwvh/e59mBusjZK+ooPiLXyRr8WLq2npXm89z9XaO7q9j9EQJhGpra4X98IruB5ajCIjuB+I7iu4Ho+fY/uRTeJ96iuYf/oh98xewb/4C3j/7HPN539oXEzpDlz74IF3V1TR85Q4a77iDsgd/0m9/otPJsCdU9Acj5Lrsg+84QRhocij11CkOnH8BADkf+hDlD/8KgGt+Vc07PeuLnT+v2OwH5LIr/PLG5dz8223mMb7woUrOmlV4OlQsLCwsLCzGlKFMqDjZGXYa4/bHd4xmPU4b/UW/SlER2KNBXeTECQCCEY3axmhPdlmCZeUF5v7ByMTsQKfrOo2NjcL+ihHdDyxHERDdD8R3FN0PMsMxXYYdCNU0dPCPv9jE/S/tp76te/AXTBD6u+mSLJuTKqpNTQD8fddxgj39g6bkOrlqSW/zWeWU6AzSS8vzzW3ZzvHvd67rOocOHRL2jS26H1iOIiC6H4jvKLofZIZjugy7aeyPW+v49NkVvHWwhSe21FHf3s0NZ1dw9ZLpE7LJbLA039GbbiLwTnTixJlPP8X9f6vh//z5AKyoKODJ2z6ITZHRdQNVNybEBIoWFhYWFhZjgdU0lgafPrsCgPPmFvPLG5fzty+txgDOf+A1vvjEDqoPtoxWHUeVVNGvfWpvxufUD37ImRv+ik1XUWSJfLcNpWdVeVmWJmwQpOs6x44dEzbCF90PLEcREN0PxHcU3Q8ywzFdhv2NHh/oVB9s4YtP7OA//rI7ugaXARsPtPCPv9jEn7bWjUpFR4uUgVDcEPpQd4CwqpEb7mZ2cTaXL5o+KRbeE73NV3Q/sBxFQHQ/EN9RdD/IDMd0GXbT2D/+YhOLS/N4YXcTHYEIq+cWc8PZFVy5eHrCfve9uJ/OUIT/+tjiUanwcBkszdf2h8c5+V//BUB4ViU7Aw7+d+FVXPkPq/nmlfNPd3UtLCwsLCzGDatpLA12N3ZQ09DBXVfMZ9c9l/H7m8/pEwQBFLjtPF/TNKJKJtMRiPDEljrufnb3kF+bajpx+7SpZjncHZ0/KDfczdKy8Z36eyhomsbBgweFnRZedD+wHEVAdD8Q31F0P8gMx3QZdiB01aLp/P3Lq/n02RXmQqT9sag0j7uuSJ1R6QhEuP3x7dz++HZuemwLmw4M3Ldo7e4mvvj4DioK3az5xNCzTKkSYLZpvUGcGojOLu0Jd7MkbmTYRMcwDNrb21M6TnZE9wPLUQRE9wPxHUX3g8xwTJdhN43VNnbwqzcO8c0r5lNe6Da3v3WwBQlYNbc4rePc9NgWrlo8nRvOqaAjEOH8+zfw5l0Xk5fVN7iqbezg9sd3sPHOi4Zc38HSfGpLCwdWnw+A15HNewUV7J+7jHsf/g8cNnlS9BGysLCwsLAYDaymsTS4+9nd1DZ29JlDaHFZHve9tD+tY9S1drPpYAs3nBMdgZaXZWf1vGIeev1gv/t/89maEffXSZUGVIqKkFwuAJxadKHV/HA3tz++g/96Yd+Iznm60DSN/fv3C5vqFN0PLEcREN0PxHcU3Q8ywzFdhh0IVRS6eeMbF/XJ/HhcdurSnGCx9ngHFXHZJIDyQjd7Gn199u0IRKht9LGrwctNj23hggdeG7CPUCgUwufzmf/8fj/QO2pM0zTzDaBpGrqu4yiPRr1OLYIElBghDAzsioyqquZr48uRSCShHEuwxcqGYfQpAwllXdcTyqqqDljWNC2hHO/R3d3dZ7uqqgnl/jwmslN/fiI5Jd+nQCAgnFNy3bu6uoRzSuUnilNyOfZZFMUp+T4l+4nglHyfuru7UzrF6pUJDDsQ8gUj/W5/62AL+f00a/VHXVs3nqzEGZkL3A68gXCffWOZp9s/NJc/3HIOG++8iPq27pTB0Jo1a8jLyzP/VVVVAfDee+8BsG/fPvbti2Z6ampqOHDgALay6MJvMgYuNBz+NgKBIHZForq6mqaeWac3btxIS0u0L9OGDRvwer0ArFu3zgy41q5dSzAYRFVV1q5di6qqBINB1q5dC4Df72fdunUAeL1eNmzYAEBLSwsbN24EoKmpieqeVXvr6+vZunUrAEeOHGHnzp0AHDhwgJqaGgDef/99HA4HiqKYTgA7d+7kyJEjAGzdupX6+nqASeEUf5/27NmD2+1GURRhnJLvU11dHcuWLWP79u3COCXfJ0VR6Orqorm5WRin+PukKAodHR20t7cL45R8n15//XVmzZqFoijCOMXfp1dffZW5c+eiKIowTsn3KRKJsHjxYl5++eV+nd544w0yBmOYPPz6QeOmx9423jp4yvAFwoYvEDZe3H3cWHrvy8Z9L+5L6xgv1Bw3zr9/Q8K276/da9z4P2/32ffN908Zi+95qc/rk7fFCAaDRkdHh/lv7969BmAcPnzYMAzDUFXVUFU1oXzou/9p7D1zvrH3zPnGs6uvNn54xw+Mz/7vFuNnr7xvRCIRQ9M0wzCMhHI4HE4o67qeUNZ1vU/ZMIyEsqZpCeVIJDJgWVXVhHLMIxQKGbt27TK3xbZHIpGEcn8eE9Up2a+mpsbcVwSn5PsUCoWM3bt3G8FgUBin5Pukqqqxa9cu87wiOA3kJ4JTcjkYDJqfRVGc4u9TIBDo4zfZnZLvUyQSMWpqaoxAINCv05EjRwzAqK+vN0Rn2Atk3XZhJUdbu7nxsS3EuhEbREeTDTRKLJ5FM/L6NKPVt3WzsNTTZ9+KQje+YN9UXb7b0e+xnU4nTqfTfOzzRZvbZDmaBFMUxXwuVu4smkYsl7Vz9jIal16IBNgUGZut91LFl+12+7DKkiSZZVmWzXqlU+6v7rFyf/ukqvtkcYovxzqti+QUX99Y2ttms5nHmexOyWVN0xKOKYLTQH4iOPVXjn0WRXFKrm+6fpPJKb6saZpZ92RXSZISjiM6IzJd84nFfOHCSvYcj67Svqg0L2EE2WBUFLlZPbeYJ7bUmaPGNh1o4fkvR0dvPfzGIRbNyGP1vOI++wI8saWOf72wckh1jn9TJdOeP4UpPeXCkJ/GnvJEXVIjGUVRWLRo0XhXY8wQ3Q8sRxEQ3Q/EdxTdDzLDMV1G/A1fUeTmysXTuXLxdDMIenTjobRf/8sbl7Pp4Cluf3w7X3x8Bw/duIKKouhxnq85Tm1PkJW87+2Pb2f1vGIzKEqX2C/u/jiRXWSWp/p75zOyK5Nj6LymaezcuVPYUQCi+4HlKAKi+4H4jqL7QWY4psuwM0L+YIQ/bq3jWGvfEWIv7G7i1gvSy9TkZdl56MYV/T4Xywyls+9oUO/wsFCSUQydEv8pc7tDmRwZIYCsrKzxrsKYIrofWI4iILofiO8ouh9khmM6DDsQuv3xHdS1dVNR6Db/h+hIsPPSnExxPBioaaypS6M5K5/p3W2UtJ/gkhd/g12L4Cz4F2BomafxQFEU5s8Xd1000f3AchQB0f1AfEfR/WDyOna9/TbBPXvJv/46lJwcut5+m/YnnyRr8RKKPvfZYR1z2KkOb3eEN75xEb+/+RzOm1vM728+J/rvc+f0mRtoIjHQ3AhNHUGaeprHHGqYvI4WXIEuHGrf4fwTEVVV2bZtm7DzP4juB5ajCIjuB+I7iu4Hk9ex+Qc/RPbkouTkoPn91H32c0Tq6unatImm7353WMccdiCU7+7tge5x2WlojzaRVRS5eevgwOuFjScDLZXR7A+ZgRCAPRIi12VjUbEz5WsmEpIkUVBQIOxyIKL7geUoAqL7gfiOovvB5HVU8vIouPZaAJp/+CNcVVXM/vMzVPzm10Tq6od1zGE3jXlcdr71l93ccE4FN55Twe2P7+ChG5ezu6GD2saOwQ8wTgzUNNbsCyYEQnmyhjvHSZ6sn46qjRhFUZg7d+54V2PMEN0PLEcREN0PxHcU3Q8mr6PW0UFw/34Cu3fjffppZv/5md4nhxnUDTsjdNcV89l0sIWO7gjlhW4Wzsjj/Ade44tP7OBTZ0/c/jSp0oDBiIYvqNKU3du/qUjRycuyY4RCp6t6I0JVVaqrqyddqjNdRPcDy1EERPcD8R1F94PJ61j0+c9z5OOf4MQ93yX/2mtxLVhAuKGB5h/9CK1jeEmYYWeEKoqia43FWPOJxdzYMxfQRO4sHZvIKhl/z2SN8RkhPRiM/j9JAiFZliktLU3pONkR3Q8sRxEQ3Q/EdxTdDyavo+eKy8k+bwtaRweOsrKerRKuRYvxXHnlsI45rCvgC0aYc/cLvFTblLB9UWnehA6CIHUg1BWKBkIn3IXmtkhXNx3BCN2+rtNSt5EiyzIzZ86cdG/sdBHdDyxHERDdD8R3FN0PJq9j19tv433qaZT8fPNx849+SKShAVfPmqJDZVhXwOOyU17oThn01Ke5+vx4kCoN2NkTCAXsLnyuXAC07gBHT3XR0uY/bfUbCaqqsnHjxkmX6kwX0f3AchQB0f1AfEfR/WDyOqYcNfbWW6d/1Njfv7yah17vfwbp+17aP9zDjjmDZYQAmj0lANi0CJKuIU+S4fOyLFNZWTnpIvx0Ed0PLEcREN0PxHcU3Q8mr+OEGjX2jz/fxLG2bv64ta7Pc75AZLiHHXNSBkLhuEAofxpzmw8D4AiHsEUmTyBUWlo63tUYM0T3A8tRBET3A/EdRfeDyes4oUaN5brsfPOK+dyV9O/Oy+cPaeHV002qNKA/bmX7U0UzzPLx0kpsqy8c83qNBqqqsmHDhkmX6kwX0f3AchQB0f1AfEfR/WDyOk6oUWPfvHI+i8vy8LjsfZ6bWTRxA6HUTWO9C88tWbUUNkejTENWMOYMbYX78UKWZRYtWjTpUp3pIrofWI4iILofiO8ouh9MXsf+R40xolFjww6EBhod5g9OwqaxuD5Cyuw5Zrmw9Tg5zr7B3kRElmWmTJky3tUYM0T3A8tRBET3A/EdRfeDye2o5Oai5Oaajx1lZQlB0VAZdih4/0v7U/6778WJ21l6sFFjAM7SGeCMLqtR4W9mWp7rtNRtpEQiEV5++WUikYkbiI4E0f3AchQB0f1AfEfR/WByO4YbGmn493/n/XM+yPvnfJDGr36VSGPjsI837IzQpgMt1Ld3U16Q2AzmC0bIy5q4GZR0MkI5WQ6clXMI7d2Hs/k4oUOHcFZO/OYxRVFYuXLlgMuITGZE9wPLUQRE9wPxHUX3g8nrGNy7lyOfvAZXVRW5V1wR3VZby8FLL2P2s3/GNX/+kI857EBozScW89bBFm67MDFAqG/rntCLrqYKhOIzQhv2N/MPM2bC3n2g65z4z/9k5m9/e5pqOHxkWaawsHDwHScpovuB5SgCovuB+I6i+8HoOQb27MH/4ov4Xl5HwfXXUXTLLSn3bfjKHfhffjlh2xlbt6B4PGmfr/lHP6biN78m+9xzE7Z3VVfT/IMfUvHrx4YmwAiaxhaV5vUJggDy3HYefqP/+YUmAuk0jb1b58VX3ttPSGv3YkyCnvWRSIQXXnhhUqY600F0P7AcRUB0PxDfUXQ/GD1HvaOD3CuvxFGeXh+dWX9+hgX795n/hhIEAWAYfYIggOxVq8AwhnasHoadEUrFWwdaqJvAM0unSgPGN43ZFAlj3pnmY93vxwiFkGyjfrlGFZvNxvnnn49tgtdzuIjuB5ajCIjuB+I7iu4Ho+eYvWoVAHJuegHNkAOf08Cwr8CFP3iN5KmLvIEIvkCEKxdPH2G1xg4pxYRL8cPnFVlCn3uG+Vjz+9HDYeTs7DGv30iQJAnPBHyTjRai+4HlKAKi+4H4jqL7QfqOfr8fn89nPnY6nTh7BhMNhxP33IPm7cBeXk7RrZ8na+HCIb0+e9W5HLnmWqZ8/evYe0aKRRrqaf7hj07voqsAqyqLKS908+mzK8x/X7iwkl/esJxf3rB8uIcdc1JOqNiTEZIkkCUJW64HpaAAAL2rC71r4i+8GolEeO6554RN54ruB5ajCIjuB+I7iu4H6TtWVVWRl5dn/luzZs2wz1n20wep+M1vqPjt/6Lk5XH0k9egxQVZ6VB0yy24qqqo++xnOXTZZRy67DLqPvs5XAsXUnTz54ZVL8kwhteo5gtGqG3oYNUEX20+RkNDA+Xl5dTV1VFeXt7n+QseeI26tm7sisQF80q4/aK5FH7tVoK1tQCUPfRLci+++HRXe0gYhkEwGMTlcqXMfE1mRPcDy1EERPcD8R1F94PBHWPfmXv37k1YiiNVRqjhK3eQtXjRgJ2lkzl46WUU3XILBddfN+T6hxsaCO7ZC4Br4UIcZcNfLmTYTWP1bd08vrWO8kJ3wpIabx1sQYJJEyDFiPURUuToG8ImS9jLy81AKFC7B/fZ56DkTOzmMZHbtEF8P7AcRUB0PxDfUXQ/SM8xNzd3TJsJlby8Yb0ufhLFg5ddTqS+HmSZBXtqh3ysYTeNffPPu6lt7KA+qWP04rK8Cb36vKZp/W6PjRqz9QyvV2QJ14Le+Qh8zz3H8W/eRejgwbGv5DBRVZW1a9dOurVj0kV0P7AcRUB0PxDfUXQ/OD2OrY89Rld1NRAdZv/e2eeYzwX27AGiS2aMlLnrXmbBvr3DmkMIRpARqih088sb+/YF8rjsk27UWETTCal69PlYRkiRyFqxwtxH8/tB1Wj/05NM+3/fOj2VHSI2m42rrrpK2F8yovuB5SgCovuB+I6i+8HoOQb27MH75FN0bd5MpL6ecF090793LwC+tS8C0ZFlWQsXkn3uuTR85Q6UvDy0jg4qfvPrEXvEo+TnD+t1w74CvhTrib11sIX8CTyzdH8kDJ2Paxpzzp6N5HJhBIPonZ0YhoHa3Dxe1UwLVVWF/vCK7geWowiI7gfiO4ruB6PjmLVwIVnfu9cMfuKZ/eyfEx6X/fTBYZ0juG8frgULhvXadBh209jqucV85tdbqD7Ugj8YwR+M8FJtE198YseEHj7fX9NY/GSKxblOPlCeT47TjlJQgPuss6JP6Dp6dzdK3sQdUqmqKuvWrRM2nSu6H1iOIiC6H4jvKLofTC7Hpm9/B62zC62zc+B/HR3DOv6wR40B3P3sbv60rc6cT8gArlo0vd8ms/Em1gO+vr6esqRVat874efyBzcCcN1ZZTxwzVLzuZZH/4dTP/4xAM7583EvX8a073zn9FXcwsLCwsLiNDPQd+bpZt+CqujcNmmwYO+eIR9/RDmxNZ9YzO0fqqS2MRqFLSrNSxhBNhHpL+6LzwjlOBOb9Vxn9k6sqHd3M+XOO8euciPEMAz8fj+5ublCDvkU3Q8sRxEQ3Q/EdxTdDyaXo728nOn3fnfgnQyDpu/2bZ5Lh2E3jdU2dvDFJ3YAcOXi6Vy5eDrlhW7eOthC9QRedLW/prGEleediZ2plaIiMxLVu7qQXa6xreAIUFWVN998c1KkOoeD6H5gOYqA6H4gvqPofjC5HItuuZnsc88d+N+qVRTdcvOwjj/sprF/+PkmfMEIaz6+OGHOIF8wwk2PbeFvX1o9rAqNFQOl+dbubuL2x6NB3d1Xzk9YTFbr7OLopz5FuGfY/Ly3NmErKjp9FbewsLCwsDjNTKSmsbFm2BmhikI3b3zjoj4TJ0704fO6rvfZFt809mLtCe58Zpc5Kk7JySbnwgvM57u3bx/7Sg4TXddpa2vr11EERPcDy1EERPcD8R1F94PMcEyXYQdCk3X4fH83Pb5pLKLqtHaGkePaTN0rzjLL3meeIdLUNLaVHCaaprFt27aUk0ZOdkT3A8tRBET3A/EdRfeDzHBMl4wbPt/fnAnxgVD8Ehsx3MuXmeXAjp2Ej9WNYQ2Hj91u5/LLL8dun7iB6EgQ3Q8sRxEQ3Q/EdxTdDzLDMV2GPWrstgsrOdrazY2PbekzfP6uK4Y3zfXpoP+msd6IOBYAxWeElPx87GVlRBoa0Ds7iZyKTqqoh0J0vvEG9tJSshYuHOOaD46u67S0tFBcXIwsDzvGnbCI7geWowiI7gfiO4ruB5nhmC4jsl/zicVs/MZF/PKG5fzyhuXR8o3L2XN8eJManQ76D4R6m/kUpW9GCMC1aJFZDvWseNvxt7/R8exfaPnVr9B8vrGo7pDQdZ3a2lph23xF9wPLUQRE9wPxHUX3g8xwTJcRh4Hlhe6E4fP+YIQv9ozAmoj03zSWmBGSJAk5KRByx607FtwfXVS289UN0Q2qRri+fgxqOzRsNhsXX3yxsNPCi+4HlqMIiO4H4juK7geZ4Zguo5YPe6m2ic/8egtL7l03qUeNKbLUJxsEkHPhhWY5uH8/eneS47Dn5x49dF2nsbFR2AhfdD+wHEVAdD8Q31F0P8gMx3QZUSC053gH3/rLbubc/QJfeHwH3u4I3//4YhbOyBut+o06g40as8my2TwWj6OiPDq5IqB7vbQ//XTC80YwMMo1HTq6rnPo0CFh39ii+4HlKAKi+4H4jqL7QWY4psuQJ1T0ByP8cWsdT2ypo66tm1yXHUmCv39ptbm8Rn1b94RbamOgyaE++otN7GroQAIuOrOEHJedn316WZ9jNN55F76//Q0A18KF2EpKAPBcfRWeq65CUpQ+r7GwsLCwsJhsWBMqpuAzv97C0nvXcd+L+1k1t5jf33wOu+65jMVJa4xNtCAonv6iX39PRkjp6R9k6ycjBNGAJ4ba1maWXQsXTYggSNd1jh07JmyEL7ofWI4iILofiO8ouh9khmO6DCkQynXZMIgOnf/ChZWclzSr9GRgoKYxT5adfzlvFtes6D/6zT77bOgZZqi1tZkLuDrKSseotkND9DZf0f3AchQB0f1AfEfR/SAzHNNlSN3FH7pxBb5ghBdqomtzSRJ8ZMl0OgL9zzI9ERlo1FhhtoPz55WkfK2clYVj9mzChw5hhEI4Zs9Gyc1BcjjGrL5DwWazsWrVqvGuxpghuh9YjiIguh+I7yi6H2SGY7oMubO0x2Xn02dX8Pcvr+aXNyynrStCRyDCZ369hZdqTwCYq9JPRJKnEzcMg65wNCOU7Rw8Lsz/xCfMsr2khKxFi/C99PKEWINM0zQOHjwo7JTpovuB5SgCovuB+I6i+0FmOKbLiEaNlRe6+eaV83njGxdx1xXz2XjgFEvvXceLuyfmWlwAyX3Du8MasU05zsH7+WSvXm2WOzdtov2Pf6Ljr3+le+vWUa3ncDAMg/b29j6OoiC6H1iOIiC6H4jvKLofZIZjugx51Fg6/MPPN/H3L68efEegIxDh7mdrAPAFVP71wkpWzxu879Hdz+6mIxDmoRtXDLovpO4Bf9IX5JzvvwrA+XOLue+aJbhsMkU5zn6PYxgGBy/8EGpzM5LLhXvlSiRFwXnGGUz56r+nVRcLCwsLC4uJjDVqbIQ8/vlz0t73i4/vYPXcEh66cQW/vHE5tz++fdA+Rw+/cYi3DrYMq27JacD4yRQPNHfynb/W8ujGwylfL0kS2eefD4ARDJpLa+iB8Z9HSNM09u/fL2yqU3Q/sBxFQHQ/EN9RdD/IDMd0GZNAyONKbzXbutZuNh1s4YZzKgDIy7Kzel4xD71+MOVr1u5uoqbBy79eWDkqdU2cTLFnnbEUw+cBgu+9T+i998zHanPPAqyBiTGbdmACBGRjieh+YDmKgOh+IL6j6H6QGY7pMK5LztYe76Aiac6h8kI3exr7X8C0trGDJ7bU8dCNK8h3pxdsJaMkzfeTvLwGwFkzC1O+XnY6UAoKeofRt7ZiGAZGIDis+owmiqKwbNmyPo6iILofWI4iILofiO8ouh9khmO6jGsgVNfWjScrcaRWgduBNxDuu29rN998toZf3rg8rWOHQiF8Pp/5z+/3AxCJRJvdNE1D07Q+C66unFXABfOiS2moqmrOsRAry3l5IMso+fkAGOEwmt+P3tVF+8vrzP0jkUg0QDKMPmUgoazrekJZVdUBy5qmJZRjqc1wOExNTY25LbZdVdWEcrJTcjkSifTxGC+nZL/du3eb+4rglHyfwuEwtbW1hEIhYZyS75OmadTU1JjnFcFpID8RnJLLoVDI/CyK4hR/n4LBYB+/ye6UfJ9UVWX37t0Eg8F+nWL1ygTGNRCqKHTjCyRe7PbuMPlZfeflue+lfdS1dvMPP9/EBQ+8xjf/XMPa3Se44IHX+u1TtGbNGvLy8sx/VVVVAOzvWTl+37597Nu3j85Q72sVWSLY1sSRI0cA2Lp1K/U9q8pXV1fT1NSEkpNDa2srRk8gBBA+dQqAQ488TMu6dQCsXbuWYDCIqqqsXbsWVVUJBoOsXbsWAL/fz7qefb1eLxs2RFeyb2lpYePGjQA0NTVRXV0NQH19PVt7RqYdOXKEnTt3AnDgwAFqampMt7aeGa9ramo4cOAAADt37hzQCWDjxo20tET7XW3YsAGv1wvAunXrzCByPJxi9wmgtraW9vZ2oZyS79OxY8cA2L59uzBO/d2n48ePc+LECaGc4u9TQ0ODcE7x9+n1118nFAoJ5RR/n1599VUzKBDFqb/7ZBgGL7/8cr9Ob7zxBpnCmIwaS5e61m4u+MFrHL3vanPb7Y9vp7zQzd1XLhjwtWt3N/F8zfGUo8ZCoZD5QQVobGykqqqKo0ePMnPmTDOqfmJbA9/+ay0AC6bl8m8XV3LZwmkoioKqqsiyjCzLCeW62/4VPRwisPltAOScHNxnnYVu6EiSTMXDvyIcCGB3uYBohB6byFFVVex2uxlx2+1281dkrKzrOjabLWVZ0zQMwzDLEE1zpiqrqookSQM6xZcjkQiKophlm82GJElm2XKynCwny8lyEtvp2LFjzJ492xo1NtZUFLlZPbeYJ7bUAdGh9JsOtHDj2TOB6OiwTQeGNzrM6XTi8XjMf7m5uQnPK4qCoiiJnaUViSyn3WwztdlsyD19geLLzrmVKE5XtK8QoHd2ogeDyJKMBLT86lec/MY36NywAUmSsNvtSJJkloGEsizLCeXYmzJVWVGUhHJ8G2+saSx+u81mG9Qpvmy32xPKkiQllE+nUyo/UZyS7xNEf/VJkiSMU/J90jSN3bt3m2l6EZwG8hPBKbksyzK7du0yv/RFcIq/T7Is8+677yb4TXan5Puk6zrvvvsusiz36xSrVyYwroEQwC9vXM6mg6e4/fHtfPHxHTx04woqiqIdqJ+vOU7t8Y4xPX9XQmdpGadt8I5jRZ/7HHkf+xh5H/uYuU3taR4DCOyqAVXD+/Qzo1rXdMjKyjrt5zydiO4HlqMIiO4H4juK7geZ4ZgO4x7y5WXZUzZvPf/l81O+7ry5xSyakTfk8w00aswmSzjtg8eGtqIiPFdcjnNuJW3/+78AyD3NYOOJoijMnz9/vKsxZojuB5ajCIjuB+I7iu4HmeGYLuOeERoueVl2M3M0FJJ7wncGex//98cXsaw8P+1jOefOxTlvHgDBPXvQg+M7hF5VVbZt2yZsb3/R/cByFAHR/UB8R9H9IDMc02XSBkLDJdZGGiO24CpAjsve5/nByL3icrOstvTtz2SE+04FMFZIkkRBQcGQHSYLovuB5SgCovuB+I6i+0FmOKZLxgVCfZvGeucRyklj9flkPFdcYZa11tY+z5/OLJGiKMydO1fYCbJE9wPLUQRE9wPxHUX3g8xwTJeMC4SS04DxnaWzHUN/QzgrK3GecQYAWnt7n8DndK5Bpqoq1dXVwqY6RfcDy1EERPcD8R1F94PMcEyXce8sfbqJDSWMEQuE7IrEM9sb+NiyUlz2oQVEuVdcTuj996PHKStFstvBMJCzht6HaSTIskxpaWkfR1EQ3Q8sRxEQ3Q/EdxTdD0bPMbBnD/4XX8T38joKrr+OoltuSbmv5vPR9O3vAKD7fRTdcgvZq1aN6PyjQcYHQv64ztLr957kY8tKh3zMvKuuouVnPwcguHcvc559dmSVHCayLDNz5sxxOffpQHQ/sBxFQHQ/EN9RdD8YPUe9o4PcK68kuHfvoPs23nEHuZdfQcH116H5fBy85FLmvrIexeMZcT1Ggrjhbgr6NI31dJa2xSZLtA39kjhmzcK1eDEAob37OPWLX+Bbuxats3OEtR0aqqqyceNGYVOdovuB5SgCovuB+I6i+8HoOWavWkXWwoXIuQMHM+H6erqqN1Nw/XUAKB4P2eeeS+ujj47o/KNBxgVCqZrGbLKEXZGH3YM+7x/+wSx3/O3vdPzt7xhxS3ycDmRZprKyUth0ruh+YDmKgOh+IL6j6H6QvqPf709YwDw0zO+14J692MvLE7Y5ysvSyiSNNeLe5RTE3/SQqhHRotPgK2lOppgKz1VXQk/ve7W5GcMwkHNyRlbZISJ6u7bofmA5ioDofiC+o+h+kL5jVVVVwgLma9asGdb5Ig31KMlLXeXno3nHdvWIdBD3LqcgPg3YFTd0XpGlYTWLxbAVF+PqWeHeCAbROzo49dOf4X/99WEfc6ioqsqGDRuETeeK7geWowiI7gfiO4ruB+k77t27l46ODvPf3XffPazz2cvK0fz+hG2a14uSP/QVIkabjAuE4qPf+FmlbbKU1jpjA5H74YvNcqS5mfDhw6gnm0d0zKEgyzKLFi0S9leM6H5gOYqA6H4gvqPofpC+Y25ubsIC5k6nc1jncy2sIlJfn7AtXN9gJhDGE3HvcgoSAqGEBVdHlhECyPnwh6Hn+GpzM4auYwRP3zxCsiwzZcoUYT+8ovuB5SgCovuB+I6i+8HpcWx97DG6qqsBcJSXk73qXNqffAqIDqXv2ryZ/OuvH7Pzp4u4dzkFCU1jcctr2JSR9RECsBUWYisujp0Ira0Nvbt7RMccCpFIhJdffplIJHLaznk6Ed0PLEcREN0PxHcU3Q9GzzGwZw9N37mHrs2b8a19kabv3GM+51v7YkJn6NIHH6SrupqGr9xB4x13UPbgT3AkdaAeDzJ6HqHEjJCMY4RTjSuFhbhXrsT3wgsAqCdPogdO7xIbK1euFHbKdNH9wHIUAdH9QHxH0f1g9ByzFi4k63v3Mv179/Z5bvazf048p8dD2U8fHNH5xoKMywjFB0Lxy2tUFLqpnJI9omNLksT0Nd9HKSgAoouwqm1tIzrmUJBlmcLCQmHTuaL7geUoAqL7gfiOovtBZjimS8ZdgfimsfjO0lcsmsZHlswY8fFlh4P8a6+NPjAMQvtO3xwJkUiEF154Qdh0ruh+YDmKgOh+IL6j6H6QGY7pknGBUHwaML5pbDgrz6ei4FO9nb9CBw9hnKY3ms1m4/zzz8dmE7PFU3Q/sBxFQHQ/EN9RdD/IDMd0ybhAKH7m6NausFkuzHaM2jnsM2Zgr6gAwAiF8K1bN2rHHghJkvB4PMOeHXuiI7ofWI4iILofiO8ouh9khmO6ZFwgFN801tY5NoEQgPusFb3n+f3vR/XYqYhEIjz33HPCpjpF9wPLUQRE9wPxHUX3g8xwTJeMC4Tim8biM0K/eu0Qbx1sGbXzeD7yEWxTpgAQfHcXgd21o3bsVNhsNi677DJhU52i+4HlKAKi+4H4jqL7QWY4pkvGBULxtHX1Lh7nD0UIq/qoHTtn1SqKv/hF83Hrb349asceCNHf1KL7geUoAqL7gfiOovtBZjimQ8YFQprWu75YLCNkkyVkScIxwpmlk8n72EdRiooA8L+8jnDP9OKaz0dg926McHiglw8ZVVVZu3atsOvjiO4HlqMIiO4H4juK7geZ4ZguGRcIxTeNxfoIxQIgmzy6ncZkp5PCz9wUfaDrtP3vbzEMg+Yf/5iWXz6E99m/YGgagdo9qK2tIz6fzWbjqquuEjbKF90PLEcREN0PxHcU3Q8ywzFdMi4QihFSNfw9w+ftSvQyjHZGyNB1PFdeiZSVBYD32WcJHTiAeuIkAJ2vv45/wwZafvELTv7399FHIUMkenQvuh9YjiIguh+I7yi6H2SGYzpkXCAUaxpr7+rtKe9QopmgWEA0GuihEA1f+jIn19yHs7ISACMYpPXhhxP26/jzs9H9u7uJNDSO6JyqqrJu3Tph39yi+4HlKAKi+4H4jqL7QWY4potkGIYx3pU4HTQ0NFBeXk59fT1lZWXsOd7B1T/bBMCMPBcLpnu484r5nDktd/TOece/YwSD6KEQgXfeiU6saLORe8XlGJ1dACgFBWjt7QBM+cbXzaDJwsLCwsJivEj+zhSZjMsIxeK+zYd6++TEmsTsyuj2EZIcdiDaV8g2fXp0o6qixmV+JEfv/EUjXaDVMAx8Ph+ixrai+4HlKAKi+4H4jqL7QWY4pkvGBUKxprF1e0+a22JNYqPZNAbRGaZjOCoqkFwuAALvvovW0RGtT082CMAIjSwQUlWVN998U9hUp+h+YDmKgOh+IL6j6H6QGY7pknGBUKyHfG7c2mKOMQqE3MuWmWXJZsNRXm4+Dh06hGEYCUPoR5oRstvtXH311djt9hEdZ6Iiuh9YjiIguh+I7yi6H2SGY7pkXCCk69FJEzsCvZ2lL6mayo0frCAva3TfEDkXXsi0e79L/vXXAWCbPh05JydaD58PrSVxJuuRZoR0Xaetrc10FA3R/cByFAHR/UB8R9H9IDMc0yVjAyFfXCB0WdVULp4/lSyHkuplw8Y+daqZCZJkGcesWeZzoUOHMOLehCPNCGmaxrZt2xImjRQJ0f3AchQB0f1AfEfR/SAzHNMlY0eNnbvmVZo6ooHHO9/6MMW5rjE7txGJoIdCdL/9Nu1PP0Pg3XfRe/oIFdx0E5GGBgByL72E/E9+cszqYWFhYWFhkQ7WqDGBiWWE/MFoBzEJ2Ha0fYBXjBzJbkfJyUE9dQpJknDOmwdy9NJ7//xnJKcT29SpyG73iM6j6zrNzc3CpjpF9wPLUQRE9wPxHUX3g8xwTJeMDIQMwyCkRtOBTpvMkdYumn0ja5ZKB/XUKQCUnBzyPv4xAIxAANntZvq938Vz5ZUjOr6u69TW1gr7xhbdDyxHERDdD8R3FN0PMsMxXTKyaSyncAof+N56APKybJw1sxCXXeGXNy4f0zo0ffvbqKdakLJcTP32tzl8xZXoPh8As55+iqzFi8f0/BYWFhYWFulgNY0JjK7r1LV1m4+dtmgH6dGeTDGZ4N69qKeio8SMYAh7YSElX/qS+fzJ//rvhI7T8ehdXWlNeqXrOo2NjcJG+KL7geUoAqL7gfiOovtBZjimS0YGQs3+3mYwc+X5UZ5DKJnArl29D3qCmoJPfwrH3Erzed/zz9O9fTu+l14yF2DtfPNNGr/2dU797GeDBkO6rnPo0CFh39ii+4HlKAKi+4H4jqL7QWY4pott8F3EwmazEYr0BhQu29isPJ9M/CzTroULgWgn6ql33039zbcA0HTPd3GfdRaSooAkk3vZpbQ//gQAoX370bu6UXKyU57DZrNxwQUXjKHF+CK6H1iOIiC6H4jvKLofZIZjumRkRuikLz4j1NM0Jo9t01j2qlU4583DVlJCwaeuN7fnnHcethnRdciMQIDQ/v0YhkHHX/6Cevy4uZ/zzDP7BEGGYRBpbjYzRbquc+zYMWEjfNH9wHIUAdH9QHxH0f0gMxzTJTMDobimMedpyghJdjtTvvZVpn3vXmwlJQnPuc8+B5RoQKaeOkWkvh4kKaE5LWvp0j7HbPvf33LiO/fg/dOfAPHbfEX3A8tRBET3A/EdRfeDzHBMl4wLhGw2Gyc7+gZCY91HKIYk9c082UuKcc2fbz4OHz5MpKmJrs1vm9uyli7p87rurVsB6HxjI3o4jM1mY9WqVeZ6aqIhuh9YjiIguh+I7yi6H2SGY7pkXCCkaRrb63onUHTZo5kYx2kKhPpDcrqwlZTgmD3b3Bbav5/g/v0A2EqKsRUVJbwmueN06L330TSNgwcPCjtluuh+YDmKgOh+IL6j6H6QGY7pknGBUCii0dgeACDboaD09A0a6+HzAyFnRZf3sFdUkH3eKnN7cM8etI4O1FMtnPrZz2l59H/M54xQKOEYwb17MQyD9vb2tIbaT0ZE9wPLUQRE9wPxHUX3g8xwTJeMy4kdbu1G77nvHlfvavP28cwIuaKBkCRJ2MorsJUciM5CresEdu8m6wMfILh3L3J2b2dpPRBIOIbe3Y3NZmPlypWnte6nE9H9wHIUAdH9QHxH0f0gMxzTJeMyQnsaO8xybpaN//r4In5w7VI+dXbFuNVJUnrjUfXECZwLFqDk5/dsUAnW1KAHg+hdXejd0ckg4zNCWUuXUPTZf0HTNPbv3y9sqlN0P7AcRUB0PxDfUXQ/yAzHdBn3jFBHIMLdz9YA4Auo/OuFlayeV9zvvpsOtPDwG4cAqGvr5ptXzueqxdOHdL59J/xm2eOyU5zjHNdsEIB9+jSznHPhBUSON0WzQbt2ofv9GOEwwdpasj7wASKNjTjnzcMI9nb4VgoKzHIgKVMkGqL7geUoAqL7gfiOovtBZjimw7ivNXbTY1u4avF0bjingo5AhPPv38Cbd11MXpY9Yb+OQISl965j4zcuoqLIzaYDLdz06y3m48GIrZvyoe8+w5GACwm48IwS7r5qAWFVZ/703HELiPRQCN8La1HyPORcdBGdr72Gb+2LaD4fgZ070Ts7AVAKCyn+4hcpvPEGNL+fQE0NRiiEvbQU15lnjkvdLSwsLCzEYyhrjWk+H03f/g4Aut9H0S23kL1qVb/7NnzlDvwvv5yw7YytW1A8ntGp+DAY11RIXWs3mw62cMM50WapvCw7q+cV89DrB/vsm5dl57YL55DnjgZIsaxR7fGOPvsOhC8YAcCmSCiyxAMv7efBV97HH1RHojIiZKeT/E98nNwPfxhJlsn98Icp/dEPqfifR5n15J+Qc3IA0NraaH30UbRAACU3l5zzziP34ovNIEjTNGpra4VNdYruB5ajCIjuB+I7iu4Ho+vYeMcdZK9aRdlPH6T0wQdpuOPf0XoWFO+PWX9+hgX795n/xjMIgnEOhGqPd1BRmJjNKS90s6ex/wt495ULzExRRyAa0CyakdfvvqFQCJ/PZ/7z+6NNYt2haMBjk2Wzt7xhGOw77gVAVVXzjaGqqjnZVKpyJBJJKMeOGSsbhtGnHDtnrKzrekJZVVWzrMycSdkvftE74eLJk9TfcgvhnixRqLmZ9uf+Rtvvfk/nlq1mXTRNS/CYSE79lTVNSyjH6ptcjtVFJCcR79NgTrquC+eUyk8Up+RyssdkdxLxPo3EKVavwQjX19NVvZmC668DQPF4yD73XFoffTTla8Y78ElmfDNCbd14shK7KRW4HXgD4UFfe9+L+7ntwjkpm8XWrFlDXl6e+a+qqgqA7lD0TSSh4+8JJnx+HxvejfY92rlzJ0eOHAFg69at1NfXA1BdXU1TUxMAGzdupKUlupL8hg0b8Hq9AKxbt84MuNauXUswGERVVdauXYuqqgSDQdauXQuA3+9n3bp1AHi9XjZs2ABAS0sLGzduBKCpqYnq6mqyP3gO9n/+Z4yeyRgD23fw/k2fQfP7OVxbS+OTf6KrupqG6mpkWUZRFGpqajhw4MCEdQKor69na8+kkEeOHGHnzp0AHDhwgJqaaL+xffv2sW/fPgD27NmD3W5HURRhnJLvU11dHYsWLWL79u3COCXfJ0VR8Hq9NDc3C+MUf58URaGlpYX29nZhnJLv0+uvv05paSmKogjjFH+fXn31VWbOnImiKMI4Jd+nSCTC/Pnzefnll/t1euONN8xyfFIhlDx1y5692MvLE7Y5yssI7t1LKk7ccw9HPvFJGr5yB4E9e1Lud7oY1z5Ca3c3cd+L+9l450XmtjUv7mNPo48/3HJOytc9saWOTQdP8dCNK1LuEwqFEm5YY2MjVVVVlH7ht9g8xeRn2VlekY8kSRiGwVmzCrj9onmoqookSSiKgqqqyLKMLMspy5FIBEVRzLLNZkOSJLMM0Qg9vmy3282I2263o+s6mqaZZV3XsdlsCeXuffs4+d17CdbWQs8vAntpKSV3f5OOp59BkiTsVQs4vno1S+OW44h5TESn+HIs2xMrx+oeXw6Hw9TW1rJ06VIMwxDCKb4c+yW3Z88eqqqqsNvtQjgl3yfDMHj33XdZsmQJdrtdCKf4e5PsJ4JTcjkUCrFnzx6WLl1qnnOyO8Xfp2AwyN69exP8JrtT8ntPkiRqamqoqqrC6XT2cTp27Biz4yb5jXHPPffw3e9+13zc+thj+Na+yOxn/zzgtmQ0n4/mH/4I71NPjXsfoXEdNbZoRh51bd0J2+rbullYmvqCPPzGIY61dptBUEcg0qdjNYDT6TRvLoAvqb1yRr7LXO5CkiQMouX46cbTKdvt9mGVJUkyy7E37UBlR3ExtoICspYujU6eGAwSaWzk+L99BecZZ2CfNg2jowO3O5ohU3qa0tL1kFWV7i1bsE2bhvOMM8xrM5ZO8eX4+g5UjvlN1Ps0HKf4+mqaRlZWFjabzTzOZHdKLmuaRnZ2dr9+k9VpID8RnPorxz6Lojgl1zddv8nkFF/WNA23243dbu/z916SJPM4e/fupbS01Hxt/PcqgL2sHM3vT9imeb0o+f13WzG9PB6mf+9eujZvxvfiS2bT2ngwrk1jFUVuVs8t5oktdUA0qNl0oIUbz54JRIOeTQdazP3vfnY3AGs+sdjcPzb0fqjMnZLLvKm55mNPP8HUREIpKCD/2muY8vWvk/fRfzQ7UKPr0eU49u1DPXGSM888k8CmTXQ89xx6UgpzIDqe+xvtf/wTp37yIC2/+CXGBOwkqCgK8+fPT/jDIBqW4+RHdD8Q31F0P0jfMTc3F4/HY/5LDoRcC6uiC4XHEa5vwNXTHSWtuuQNHDSNNeM+oeIvb1zOpoOnuP3x7Xzx8R08dOMKs9/P8zXHzVFhT2yp449b67jvxf3M+uYLzPrmCyy9d92wz5vttPHZ82bhsitkO2189AMzRsVnrJBstuioMrsN9WQzWcuWYZveO4eSevIknRs2UPuxj3PqVw/TsfZFut56a8BjxreKRo4fN8vBPXv6vLEnAqqqsm3btrQ78U1GLMfJj+h+IL6j6H4weo6O8nKyV51L+5NPAdEmr67Nm8m//nog2kzW1dM/KrBnD++d3dvtJdY/yHPF5SOqw0gZ9wkV87LsKfv6PP/l883yDedUmMPsR4Mcp8JUj4sfXbcUWZJw2MY9JkyLYE8HOklRcJ15JpG8PMKHD2OEw2AY2N57jyAgZ2djhIIo+QVkLVmM1JPmNMJh2p9+mvDhIyiFBZR88YvR7cHEibW0rq7T6pUOkiRRUFBgpnFFxHKc/IjuB+I7iu4Ho+tY+uCDNH37O3RVV6P7fZQ9+BMcPR2ofWtfBCB71SqyFi4k+9xzafjKHSh5eWgdHVT85tcjPv9IGfcJFU8XscmhYp2lv3TRXL522RmT7o3e/MMfEjp4KGGb+4Pn0P74E0SamqCf6F7Oy8Nz+eUUfOp6nAsWcPzOu9B72nRdSxbjKC/H98LahNcUff4W3CtSd0a3sLCwsBCXoUyoONmZHGmQMeDlPSd4+p2G8a7GkNC83j5BEIBr/gKclZW4zz0XtbwcOTc34Xm9owPvU09x5BOf5MhHP0bk5AmzWSxYs7tPEASgxy3hMVFQVZXq6mrh09WW4+RGdD8Q31F0P8gMx3QZ96ax8UKRJZz2yRUHdm3e3O92+7SpAEiKjGPGDLIq5zDtP/6D7m3v0Pnmm3Ru3IjRs1hr6P33AVCKinCdeSaSw2EeR3a70bu7cS6Yj5IUTE0EZFmmtLTUHHEhIpbj5Ed0PxDfUXQ/yAzHdMnYQMgmSzgnSb+gGNnnnotv3TqMQNyCq3l52KZMwVE5h/Chw7izslCKCnFUVOCoqCD/k59A6+zC9/zztD/1JKG90T5GWmsr3e+8g2PuXGwlJUiSxNS7v4mtpGS89AZFlmVmzpw53tUYUyzHyY/ofiC+o+h+kBmO6TK5IoFRRJElnLbJNTRSyc9nxn//NzN+8ACyOwsAyeVCdrsp+tznMAyD1rZWlLjRZABKTjYFn7qemU88gWvRIuiZK8IIhwnt3Uvg3XfRu7rQJ/hKxKqqsnHjRqFTuZbj5Ed0PxDfUXQ/yAzHdMnYjJAyCTNCEG2+MgwDvScrJLtcAOjd3dhLZ5AdiWAvLiZy8iRaRweOsjJkt5twQyOnfvpTbMXFuHNzUZuaCB89Gn1tRwfd77xD2x8eZ+qd30Cy2QgdPkxgxw6QZOTcHNA0ci6+GDlpDonTiSzLVFZWCp3KtRwnP6L7gfiOovtBZjimS8YGQrZJ2Econhk/+AFGKAg9nZ4d5eVM/853MFQV7zN/5sQ93wWg5Cv/hmvBApScbHOkmOx0Unjrrdjy82n6znfQWlrAMGj/3e8I7NzJ9O/dS7iuHv8rryac07VgAY5ZswAI19WhB4M4Z81K6GcEENy7F72rC6WoCEd5OZJ98Mkqvc/+he4tb5P/qU/hXras331ibdoA4YZGWv/nf7CXlVJ0yy2TbvRfKuIdRUV0R9H9QHxH0f0gMxzTZfJGAiPEJss4JumsoZIkoeRkYysqwlZcbG5XVZXXNm5EKi4yt5366c84ueY+fC++mHAM2ekg9+KLmP69exMWzAvu3s2RT3yS5gceiM5NFEfkxEmz7H91A6d+/BMavvpVIo2NCfv5X91A669/Q/MDP0iruU3r7MS/bh1ah4/WR1KvWKyqKhs2bEBVVVr/539QT54ksH0HwT2pF/ebbMQ7iorojqL7gfiOovtBZjimS8YGQoos4ZrEGaH+kGWZRYsWYUuarjx87BiR4024Fi8yt9mnTQOina2dlZVkLVuG1LO2DoZBpLGRrrffJnTokBkQRU409TxtmKPPUDU0n4/ud94xj62eOmWW01mqI3zs2JD8ZFlGPdkblGmtLQO8anIR7ygqojuK7gfiO4ruB5nhmC4ZewUmY2fpwZBlmSlTpmAvKOj7nCeXwptuwlE5h6ylS8jqWaFezop2ulby8nCfdRaO2bMh9sHQdSL19WZAFD58BIiOONPa281jn/rpz2h97NcY4XB0JebmZvO5zlcTm9f6I1JXZ5YHWnMm5ifLMq6qBfFPDHqOyUK8o6iI7ii6H4jvKLofZIZjumTkFZAAWWLSLKuRLpFIhJdffhk9ltmJQ/HkoeTlMfUb36D4C18wl9yQ4/aVZBnHzJm4zzkHe2kpxPrd9ARErb/+NScf+AHd27b1e3613YuetDSH3j1401j4WG8gVPLVf49mnA4fQevo6NcvEongXrky7iT6oOeYLMQ7pku4vp623/2eYCxLN8EZjuNkQnQ/EN9RdD/IDMd0ycjO0rkuG3deOZ/CbMfgO08iFEVh5cqVOHJyokFM3OopSp6n/9cUFyPZ7RhxHwbZ6cQ5bx72igqMcJjAu++CpoGm0fab34AkoRQUYJsyBVdVFWprK5IkoXnb+6xZlk4foVjTmORyYZsyhc7XX8f75FMoeXlM+863kbOzE/wURTG3AX2Cr8lMvGO6nPrJT9C7A3RVV1P+8K/GsHajw3AcJxOi+4H4jqL7QWY4potYKZE0yXXZmT/NI1xGSJZlCgsLURwOlMLE5jHFkyIQyskhe9W58QfpLTqdFNzwaWb88IeJGSLDQGtrI7R/Px3PPkvXpk0E3n2XUw/+lLbf/wG1pQU9GIwO808KjMINjTT/9Kf41q+PPq6vN5vZHBUVSJJkLvmhdXTQ+cYbffxkWU4IhCbiArHDJd4xXeKzbun0yRpvhuM4mRDdD8R3FN0PMsMxXTLyCuQ4xUyERSIRXnjhBSKRCLbixBmiZU/qvjfxX6TJAZR9+gxyP3wxrsWLcX/wg9grKpCS5xLSNDSvl87XXqP9D38gWFtL99tv011dje/5F2h5+GG6qqvR/H7af/87Qvv20/HnZ4mcOEHrb35jHsZVVRWtT2enua17+w5zXbR4v/gsUGz5EBGId0wHI2k/fRJci6E6TjZE9wPxHUX3g8xwTBcxI4IBcDsVcl1iattsNs4//3xsNhu2oiJCcc+lahoDErI2toJCtJZW87G9rBTZ4SBr8WK6t23DOWcOjtmz0bxeHDMrUE+1ENi+vc9Qe4h+SUfq6zn14E/NbZLbjZKbi+Lx4H91A/YZpagnToJh0PnaBnwvvJBwjEhjI5GGBhzl5aafIkmceKi3CSidjFDX5s2obW3kfuhDCdmkiUb8PUwHLS5ohGgQORHXiYtnqI6TDdH9QHxH0f0gMxzTJeOuwI+uXUrx1OnsbuhgcVnqLMlkRJIkPD1NYLaS4oTnBvpyVE+c6N2vsDD+gObaY66FVWg+H6H33kOSJGwFBUz9xjeQ7HaOf/NujHAY24zpRBqPE2lsRPf70fx+SJqjwujuRu3uRj15kpP/+Z+gKDgqKpBzcog0NiJ7PMjZ2Ug96VrPP3wEOScHIxxGbW/HM3UqWmdi4JO1eMmA1yV05Aht//c7IBoQlXz5y9inTh3wNWOBoWm0/e73hI8exT59GvnXX48taYRf/D1MBz2pQ7nm92NPWmJlojFUx8mG6H4gvqPofpAZjumScU1jf93RwGNvHuH/Nh8d76qMOpFIhOeee45IJEL2+eejxL5kJQl5oEDoVO88PHJ27yiyKd/4hjljc/YHP0jJHV8h9/LLsZUUYy8vx1ZSgpyXh2S3IzkcGIEgOeefj3vZB8haupTs887DffbZOOfPJ/vCC3EtXgzJvz40jfCRIwR37yZ04ACB7dvp2rSJ7p070UMhNK+XYM1uGu++m8ZvfYtX7rufcM8M2QDus1aQc/7qAa9LsHZP7+laWvG/vG7QazkWBHfvpnvLluhEkO/uonPDa332ib+H6ZDcGT1VX7CJxFAdJxui+4H4jqL7QWY4pkvGZYQiuoEdJuU6Y4Nhs9m47LLLsNlsSHY7BZ+6PtpxORBEGmBkQNGtt9Lx97+R+6EPYZsyBcWTh5zlwlbYN1uR//GPkfexj5p9dCRJwrVoEYGdO9G7ushedS6Fn/0XTnzve6hNJ5Dc7uiisDd/DvfKlahtbTR86ctoPl/09YpC6NChxMyRrkfXP9u8me7NmxPqULZjJ63NzajNzdHgLo21z0JJw8rVttYUe44tkbiJJgHUlr4TQcbfw3RwLVhA+cO/Qg+FwDDMtecmMkN1nGyI7gfiO4ruB5nhmC4ZdwVCmo4dcNnFHDIY/6aOTZo4GO7ly3Av713fy7VgwQB7x5b4yOl9/VkrCLz7Ls65c0GWo01nJSWoTb1Nbp1vvUXH8y+gtrSgFBZEMxc2hbKf/xwjEsH/8jpaHnkE3edD8/kwgsF+z210d+Nfu9Z83L19O94nn8Q+ozSaqZo6DduUEmwlJTgrK7GVlaG2JgY+ek8QdrqJn4QS6DNPUozh/GEa6mK4hq7T+utfo7W1U/T5W7DFN4meBkT/4yu6H4jvKLofZIZjOmTcVTD0nkVKBcwIqarK2rVrueqqq7CnsdDpaJG1eDEz1nwfJT/f3FbwqU9xqrk52hEakByOhGUxohXW8L/0Ep4rryRr2TIcZWUAZJ93Hp6PXE340CFChw7hffYvqE1N6N3daF1dSHHzI6GqhA8eInzwUL91k7OzcfYsFhusrUXJzSXceDzaudtuj04B8PzzGKEwktNB0c03j3pQYBgGkiSR86EP4TrzTFp+9TAA/7+9M49vqzzz/fecI8mSV1l2bLI4BZkkxEAhNkvZKdhQoC0zHRvaQod2LnG6zNx26Ew8zMwd4E7vZJze7tNOnUvvXAp0ptgF2kJpsaEsISUQmxJCEkjihDibY1uSLVvWet77x7GOJa9yNidH7/fz0cfSWd+f3qNzHj/v8z5PYmiyIRSPx3n+8ce57tJLyauqOmnFZENvvMloZxcAgSeeoPSLXzwp55mK+bpOTxVW1wfW12h1fZAdGjMl6wyh5IPFqkNjt9566ym38hWHA21CBfpUY0Kx23EuX0546zuT9s0591wgPTZJD4WwFRejrVpF4KmnsBUXYysuRgB6PIY+OIQeCKCPjiJCISNOJtU4SkEfGWF0yxZGU2qhoWnsuvY61MJCtMJC1IIC06My8H8epuzr95mZtzNFCMHIpk3kXnxx2qy0kdc343vsUXJrLqHkC5/HXlaGfdFCYocOow8OmUaSeZzeXi584018r29GXX0vuTU1c2oDsRiKY/ZEodF9e833o398O+NzzJXY0aMgwF5eZi6br+sUjFl2Cb8f+5IlJ83I1DSNWyw+5DCffXgqsLo+yA6NmZK134DV6owlicfjp8WFLYQgMeADQCstwb5oUdp6+6JF5F93LTnLlgFMmSla0TRsJaXmcYwNVWwlJSglJWnnEtEoIholZ9kyXBecT/TAASK7dhPevp344cPpjRvLe5QIBEiGCSo5OagFBUR270YPBsm/8QYcS5ZgW7jQmMU2w0NTCMHgk08SbO/A/+hjOCq92MvK0EpLGfr1MwCENm/GXf9naAUFqEVFcOgwIhZDjI6OF7sFBp9+Gj0eQ1U1wtu2zWoIBZ56moTfT+iNN0BVca5cyYK/+ssZ9wHD6zb8kpGsUpuiNt2JIHboEEf++RsgBOX/8Pc4KirMddNdpyObNhH8/UsU3XYrrosvPqHt0SMRjjz0P9GDQTz3/Dl5V1wx+07HcI7edf9KbGiQs/72b3Gc5jP4jodjvdcIIUgEAmhu90kzRk8Ep8u99GSSDRozIeu+gWRyPit6hOLxOM8///xp4erUh4bMZH+2klJsEx4IJWsa06awKyntTY2dsS9ebAY7C6HT19dHWVkZijLef4qioOTk4L77LvKvvZa4z0/wgQfQSjx47vlzij75ScLvbif01ltEtm9nZNOmSXmPRCRCIhIhAQTa2gi0tY0fPzcX+4IFaB6P4SnSNHK8XvTwKHGfDyUnBz0wiJKTg6KqRPd0E93TnXZ8NT/fTERpc7uJFxWiOF2MbttGbnU1is2GHgoxumMnfX19lC9ejPvTn571ew5teXPcUNT1tGSUM2FfsgRsGsQTafXmTgRDzz+PmpuHHhwyPXUjr23C8ek7gemvUyEEvp8+CkD/j1tOeLmQ0T++jT4249D3yE9PiiEU3r6d6OFDHD16lJxfPEn5X37lhJ/jdOB47jX+n/2MkVc3kn/9dRRncI3PB6fTvfRkkQ0aMyXrDCFzaMxuPUPIbrdz++23z3czAAjv2Gm+14PBtPghYNLn1P8M4729KXE11zH8yiuQSKAqKmeVnzXl+VwXX0TBjTfie+QRRv7wOgCJAR/xgl5sHg/511xN/jVXE923j95/bUYPh7EvWoRW7Ca89R1G33132gzVIhQy6qGN1UQDCL3++pTbKg7H+EvTQNNQHA7yr7mGIw8+iJqXh1pQgOPccxnZ+BpHHngQ++LFOKuqiHTvIbJ9O8U2G1pePuHt27EtKMNWWjLlbLBEMEgiMCGP0HBw0nZTtlNR0IqKSAz4pg3anisiHife28vQs79BRCJp60Zefx0Rj1N4263Yi4unvE4nBrHrkcicg8AB4n4/R5vXY69YQm51tWnwnIqadLYFZeZ1aj8DUhkkEdEo8YEBbGedlZGX5njuNSOvbgRg+KWXT1tD6HS6l54sskFjpmSdIZTEikNjQgiCwSAFBQXz7nIWifHp8PalFSiKguuiDzP69lZs5eVTPuCKP3c3wd/+joKbbzbbby8vZ8FX/zuJ/n4Cv3iS6OAg9vw8yu+/n+jeffgffwy1oJDiz3wGANvEIbiKJWmfY2PDZKrTScENH6WgtnasvQmGnvstvkcfRdE04gMDiHAYEYmg5LqMXEsZ5NtIDtFNxP/449PuE927l5GNG9Pb2dPD0C9/aX5W8/KwlZZiX7qUnHMrie7dR2J4GDU310w+CYbxFzt6FHtZGbOhFRqGkD48TCIYJPL+++SsWJE2I3AmEsPDKIpiDmv6Hn2M0ObN5vqcFSuIvPceACIcZmTjRvTRECX33jvldRqfmF7g8GEcZ5+dUVuSDD77rDkcmQgEsJWUkFtTg+JwTJq1NxsiHifa04OjoiLjmDHN7UYAiXiceGBu55svhBAc/da3iH6wn6LbP0nhLbdktM+x3Gv0CQayHgqdcI/kieB0upeeLLJBY6ZknSFUkKOR49BwWtAjFI/HefXVV7npppvm3dWZd/nlRN7fhQiP4v7UpwAo/sxnyFm+HOcFF0y5T/5VV5F/1VWTljuXL4flyxHFxXQ9/jiXrlmDvbwce3k5uTXVYLOZP2THhz6Utq9j6dK0z7FDh8z3qXFLiqZRcFMdoc2vE+/rT0tMmH/jDYhI1PBMxeOIeBwRi1H0qT/F9/8eQUQiiEgENT8fPRw2MnVPE7x9rOgjI0RHRoh+8AEjr746vkJRUHNzjZxKioLqdNLTuIbcS2rQPB7yrrgSNS8X1elEcTpRXS4jd9P775MIjntg+r7zHWKHDpOz7FzKvv71WdsT6d5L33e+AxgGbO7FF6cZQWCkVYh2d6fVQxvt7CL++amv04nGRmyOhtDwK6+YRpC57KWXcXi95F12GfG+o+byhf/rG7Mez/fII4Te3ILrog9T+qUvZdQGNS8XVJUB3wA5/sC02wVfeIFQVxfoguK7PmvOmMyEiQH2x0v8yBGiH+wHYPCXv8rIEDrWe02q91EtKEgbEj+dOJ3upSeLbNCYKVlnCD14+4UsmcNN50zCbrdz2223zXczAOOhVvKFz6ct09xuCm688ZiPmb9yJdd+I/0BNvFGOtEQsqf0dWJ4hGB7h/l5YtyS6nBQtnYtsYMHQVHo+853ARh+4UXjXKoKY8NeYORpKv7sZxh5dSNKTg5nPfgAtuJi4oEAsQ8+QCspRQ+NEB8YYPDJp4ju2wdAQV2tkRpg9x5QFOOlqsbxVZWcFSsQoRCR7m70YNCIQQqFSAwMTB7eEQJ9ZGTS8shOY2iy//s/mPrLnHDO5PtQZyehLZ2oeXnoo6MoDgc5Xi9aUaHhfbLbQdMIdrxAwucDRaH3X9bhuugi4kePorhchrFlsxFo+8WkorBgzFZJXqex3qMoNo2Ez0e8v5/Sr3yZ/h/+yFh36PCkfWcidvDglMsTPsMzEz865nGyabMGiOvhMKE3jZmGo29vRUSjGc3GA7AVuynXdcQ0+aqiPT0EWsdj0AJPtFJ2319ndOzYwYP0/dsPsZWVseCv/nLOsxunbE/KkC8YnrDZjnus95pEIGC+z7v8stPWEDqd7qUni2zQmClZZwjpuj7fTThp6LpOIBDA7XajqtbzeGWib+KQm2Px4vEPifS6ZxPjlMCoyaadd54xvKUoaZ4d5wUXoNjtjL71FgDR7r0U33EH9sWLcSxdatYNs7nd2MaOLYSg/wf/hojFsI3NdCu67TaO/PM3zDpuqQgEau2NiFc3GikIUtIQuO5ooOCmmzjc9HckBgfRh4dRHHbivUenNDhmRAhIJBCJRMq5DZL6kkzM7j0VScMrieJwGIaTy2V4rJxOw3NnsxH64x8ZLSzENTTEwL//GBRlvJTLlVeax4hNmO03myck7vNNuTwR8COEMIfebKWlacOJU+qZmI28vx/7okVE9+1DxONm2odYby/DL71M7iU15FRWcvgf/5H4wACxWBz7yPCUBpTqclF0+ycZ/OWvjHPt2kXc759Ud24q/P/1cxJ+vzFTcEsneR+5fNZ9ZiNpoJta+/pmrVd3rPea1Np4atHcaj2Gd+xAHw3jWnXxSR/KOdH30mONdzuZWP15MRekIWQhEokEb775JjfccIMlL+xM9ZV++UsEnnySvKuuSnsIpdZb04qLZ7yZKg4HmtudFleSf9112MoWMPrWW8axhI5it1Nw/fXTH0dRQNPM+CLHh5YaNdpyXeih0eRGxoPVpqGWlNA5NETN4kXE9u5NO5a9rAybx0PpV76C/7HHyLvmajx33YXQdRIDA8SOHCG8fQeDv3waEYuTs2I5qtOFPhwk9NYfjRllug6aZsQ/6Tpqbi4iEjFyMem68ToBiGiURDQKKR6AJPs/89nJO4x5pUb+8AfTSzbyxhv4f/YzRDicVkJEcTqNGXrJgHRVQVFU4n19hkEohDE7dOwVevMN+v/9xySGhlA0Da20lMP/9AC2BQuwlZUZmchLStCKi9GKi1Hz8tKC/UsaG7EvWkR41y6OfuvbEIvhuefPcVZVEX7vfUbfeYfgiy9Sdt9fEx/wGekUAgFKSksIvvQSBTfckOZhsZWWUnjLLYh4nKFnf2O0ccsWCuvq0r6S2JEjxPsHcJ4/nlgzsmuXuT66/4MTYwjt3We+V1zOjAr3Huu9JnVozDbFPyLTEd65k77vfR8w+iM1E/7JYK76hBDEj/ZhK/FM8qb5//M/GX7lVYo++YmMhh1PFVZ/XsyFrDOErJwzwW63c/PNN893M04amepzffjDuD48uSK9oqqUfumLhLreomDCQ2fK8y1caBpCWmkJzhXLwW7Hcc45RPfuRWRoNKSWC3GcfTaKw0HJF79IZMcOHJXn4ly+LM1guxmjJMnoxtfSjpOzfDlqbi7B558Hm0b+ddeZumwLjLIirgsvxH1HwyQjb/i11/A/+lh6w2wai77xDXyPP074nW1GW4UwDSKRSEAiATZtbHaPQuzgAQZ//YxhlOTnU3TbraAoiEQCfSREtLub6AcfEN62bW5equQ54+leu8SEmXx6KATTzO6bDhEBfcTYRwD68DCBCV6QSajquEG2ebOhJaVtI6+9NmmXvS+/bOyjaeTabIQ/+IAjb2+l7wf/hqtqJWp+AWpBvpFLKi8foSeIDwygaBqDTz1t5Mey20FV0YeC9P/kYYhEyVl5HorTRf5VV2I/+0NEduwEXWfk9c04V1aBnjAKH48NM4W2voNz+TJyVqxAsdtJBALEDx8mZ+XKSdeFiMWIHjwAgFZUxKLmf01fr+sMPfMMcZ8P95/8ielFzfS3GO3pQc3PN71dqYZQ7MgRwjt2zFrSB4x0CklCb2zO2BCK+/0E29txXXQRzhUrMtoH5n4vDf7udww+/Usc55xD2drxYtV6OMzwy68ARvxVwcc+dtoEJlv9eTEXrGsVTMMjm/aycFGMWy9cyFlFp3+Byrmg6zr9/f2UlpZa0sI/EfpcF12UcQ22grpaM2C3+DOfNo2Vsq/fZ0w1zmBmFkDBTTcZxgvjQz/O5cuNIPAJJDUWpg7pAdg0HF4viqpS3rQWIcS0s7umutHmXXklodc3p3kU8i7/CJrbbbyKi0n4/eMeLE1DsdtxnH02C772VZScHBL9/Rx+6ikz/1PRn/4phTffNGUber74JUQshj46ih4KGQHl8TgikUBxOBDFxeh794KuG16eXBfxXiOY2fDyqCgOO8SN7W0LFqCPhogd6TWG9HQdBcBuh1gsbYhP0TQUl8uYwi/E+BCnphnLMjFgU7aZaJzNiBDjAfVjixKBANGU7306hl98ccrloTffBMC3YcOkdal196YkadBhDBureXnmEKVisyESCSPWS9OwlZZy8L6vo+blEg8ESPh8JPwBQ7+iMPTss+RdfQ2qy4XQdUaGh8nLdY153sa0C8OAjg/40EdGCG/bhmK3k3flFUR7DhD74AMzPq2/ZQNacTGFt4wZB2PXnjrm8TP+Ookd7SUxMGAYena7adQaX7cgdvAQthIPqss1vjwaJe7343/scSK7djHy6kYWrluHlp838Rsi2tPD8Cuv4FxZZRpYqfcaZWzoNjE0ZAz3TvHP9ODTxgzP6N69xA4ewrFksfk5lfjRo2n5044HIQSDT/8SPTSCu6EBNcMYtiRWf17MhawzhN7uCdAdcnLt8snxGWc6uq6zbds2rr32Wkte2Kdan3PlShat+5dJyxWbbU43s4K6WkQ0gn1JxaRg7okkNV5zxRUoLidi1PAm5V16qXmjS83CnSmKolDy3/6CgZ/8XyK7dqE4HBSMGTGeu+4CjP+eo3v3EXn/fYZfeslo+403mDmMbAsWkLPyPCI7dhoPt8svm/Z8toVnET98BM1uT5uBB5Bz0UW8j6DywxcS/2A/7jvvoOCjH2XwmWcJv/MO7jsayKmsBGDkD3/A98hP0UpLSPQP4Fia/v3ZFizAvrTCrJsGkHfFR/Dccw+93/xmWmLL8r+/HyU3l0N/u9ZMcyAiEeNvLIaan4/m8RDbv9/wXOg6an4+amEB+lAQPRw2YosUBdXlImfleYCCCIcJv/ee4TVKJBDxOHoshqLrJ3z24JxJMej0UMjwqE1DdHCQ6J6pa/YBxMD0HCYZzbAZ0e7uadeNjhl6mTLy2mv4f/YztNJSQKAPDqE4nTirVhqJSxWF8M730gKz0XW6P/EJbJ5iFLsDPRIxYq2Ghoxh6zHjzFZebhhUdjtDo6MM5+aS6O1FLchHHwqi5DhweL1GsL0QaEVFEE8Q2bPHNDiPfnO98U+LohDetXs8BktVGWjZQM7K81Bzc9Hy84325uWh5Reg5eehjE1IUBTFOKau46isJLpvH/HeXpwXftg05kKb3yD4u98BoOXnUzRFTiDTw5tIENm7l9Ft75J35RXY3G4SwLatW7n2+usn3U9jBw+ayYezAUVkidoDBw5QUVHBHd/6Nfmech785PlUeE6//BUSSZLwjh2M/vGPOM8/H+eFF54Ql7oQgmh3N1ph4ZTB2gD66CiBJ55ALSyi6E9uTzuvHgoRfPH35CxbZgwVTkN03z6Ofvs7qAX5FN9xB4nhYUKvv05k1+7xjTQNRVWN2XYpJVOSJIZHGNn4qjEUl+LxcZxzDmX3/TWR3buxV1QQ3buP/h/+0Fxf/Lm7yb/qKgZ//WuGnv0Nit1O0Z99ioLrr0cIwZEHH5pcABjQPB5KVt9L4L/+y5xOvvjb3yL4+9+PT8u3aTgWLyHu87HwwQdMo3T41Y1puaLcDfU4L7yQIw8+ZMRfjXnDRDxuGks5y5bh8J7DyMbXiB89ahhNNg3XxatQc3KI9vQYHoWxWCe1oADH0goSg0PGDLnkrL+xfmXsoSd0HXt5OarTSbSnBz0YTIuZSr6UnByErhtDtxaOnTzjUFXDa5riiTR/g6pqpB1QVRLBoHFdjT3Ckx4+Uq6FjAxxRTG8hJpmeLsUxRjS03Uu2/4uPT09lp1pnSTrPELJuTFWzCyt6zqHDx9m4cKFlvUIWVkfpGt0rlyZUfzEXFAUxfS2TIfqcuG5556p1+XmUvTx2afcOs4+m0Xrm43/bjUjeWneZZcxunUr0UOHCC5ejDsUwrFw4ZRGEICWn2fEaKUYQfalFXg+/3mjkO/Yd+O68AI8X/gC8d4j2CsqzKHPwo9/HOd552ErLze9UoqiULqmkb7vfY/E4OTp7YqiEB2bhp93xUdAVc2abABFH/84hR/72KT98q+5GkfFEkbffhslL4/BFSvIKy3Fc/ddDD33W4SewFa6wEwwCVB4y8couPFGSu+9l+CLLzL0299RsvpeXOefD4AejXLkoYdIDPhwrVpF6ZpGY3k4jO8//oPRt7dO+b25Vq2iZPW9EI/T37KB8LvvTtqm8LZbKfrEJ4DxWn36yAh6KERk926GnvstimLMdlIcDpwrVjD03G9xXnABeVdcgVAU/L4B1JdfIZGaCDP5wB7LCp/o6yO8fUeaIVay+l4SQ0GGnn2GRGqupbH1OStXGp5TXWf45ZdJ+IwAdEdFBQmfj2hPj2EkHE9w/9g1mRyGRdfHvSfJv/NF0jhNIdWcSUxISmluM5ch3LQdjWLNIhZLO0/q787qZJ1HqOF//4qCkrP49p0XU+Q6PXNYHCvxeJxNmzZx5ZVXWjIo3Or6QGqciB6NMvTrXyNiMfKvuQb7xNipY22D309461bDoDr/fNBsqA47isPB6LZ3ie7dS0HtjaguF+EdOxh4+CfYK5aw4MtfnjWf0Ez6ogcOMvCTh0EXlP3N19FSZjImhkcmxbDE/X5iBw4aM8cmGP9xn4/D//CP5n/9mtvNWQ89aMymGzNIAk8+RfD557GVl2MrLSURHMJZVWXMgJxjsd3Rbe+aM9iSGi9bvhy7y0V4x05CXZ2Et74DgOJ0smjdvyDicfp//GNjiNKmseArXzENWH1khL7v/8DMY5R3zdUU3X57WuzbwE9+gppfQMGNN2ArLTW+w7EyOWAYcfaFC7GXLcBWXm4WKRZCMPzCC4xs2oR98ZKx9AcLKb77buyLFxNoayPy3vsU3nILeR+53JjZNRbUDGCvWsn7VVXULFlCeMsWVKeTnGXLGHrut4ZhKQS2sjI8d99F8MUXGd3SaRhSqsqCLxvJNxPBYQJtbejBIDnLlpF/7bXokTAjG18jvH276RkUiYTpMUx69EQ8Pu7NSca5KQokEmgej7FMVSAWJ5GsL5iShkItKMC2YAGJYBA9EEhPPaEo2CsqUBx2ggcO4BgJjR1PTTvvsK5z6da3M/IIJYaGOPw//sno1+AQJffem5YK41i3PVVknSGUHBr74V3VOO3WK7MhkUhOb8yhjBMw1Dn82muMvLYJfTSE+8/qcV1wftp5hp55hnj/AO6GhikDhU80Q797nuFXXqboE59Mm9ofHwvEn5i7KznUqhUVknf11Rl/J76fPsrIpk3kXnopns/dPa1xmjQAZstBleZlUxQ899wzZWoCPRTC//MnQNdx33knWn4efd//AeHt21Hz8tDcbjyfu9vMiB7v68P305/i+cIXjLxgkFYPMTWNhuJ0UrqmkXj/gDnMaisrQyvxGPnKFi4kMThoDo0l9Q396ldj58/HVVONzeNBzc83PGjDIxz95jcnDQXnXn45JV/4fFpJmlQcXi/hm+o4e9WqjAyh/X/xFxTc/DGK77yDxNAQu2vrOLejfVJ84Fy3PVVkoSH0K/I9Z/HwPZecNtMYTxS6rtPT00NFRYUlh46srg+kRitgdX1wemjUw+EpixEfK0IIYvv3GznEyssz1qdHo2YqjKmMzYlGWCIQoP/ffww2jZJ77yV++DCj72wj/9prsC9ciBCC0a4u1IKCKWeWzpXo/v30rl8P8QQFdbXkf/SjaMXFCCHY99xzFPb1EeveS/zoUSP7/0115F9/PQcPHaKiomJWQyja08OeuptYuXOHuezAV7+Go2IJZX/zN8e87anEmr73GRAC7JpqOSMIjJvTwYMHWbx4sSVvwFbXB1KjFbC6Pjg9NJ5IIwgMD11yVmc8Hs9Yn+pwzJiSY+KzRnO7Kb//78zPtuJinFVVadsnh/hOBI6lSylvaiK6fz95l19uTv9PJBIcKS5m6c03YxsLtE7G86USDAYZSikXk5OTQ05Kluzwu9uxV1Skn7NiiTH8N4G5bHsqseavdAYURbFkwVUwkkVaObbE6vpAarQCVtcH1tdoNX2Oigryr7oqPcP5BI1TGUEAVVVVFBUVma9169alrY8d6EmLdQPD2EsEBpnIXLY9lVjTIpgJIXDYrCk7kUiwe/duEhaN9re6PpAarYDV9YH1NVpdH2Sucfv27QwODpqv+++/P229fUmFMZU/9diBAJp7ci25uWx7KrGmRTADqz7kZtXSuc2WOFMQQuD3+y2bCMvq+kBqtAJW1wfW12h1fZC5xoKCAgoLC81XzoTisc7zq4j19KQti/YcSBvuO5ZtTyVZFyydDcmhJBKJRCI5HubyzJxqJtg5v2jDUVHBwMMP46yqMqfIz7TtfJF1HiGruzp37txpWY1W1wdSoxWwuj6wvkar64MTq3Hxd7/LyKZNHPjq1zj4ta+x5LvfMQ2bod88lxYMPdO284U1IsEkJqOjmVb/OTOxuj6QGq2A1fWB9TVaXR+cOI1aYSFLvvfdKded8+QvMt52vpBDYxKJRCKRSNLIpmfmvA+NDY7G+PLjnXz58U7ufngzG3f1n5Btp8Pqrs5t27ZZVqPV9YHUaAWsrg+sr9Hq+iA7NGbKvA+NfeXxLm69cCGfvXwpg6Mxrml+kVebbpiyDthctpVIJBKJRCKZjXn1CO0fCLFxdz+fvXwpAEUuO1cvK+VHL+0+rm1nQpsmaZQV0DSNCy64wLIara4PpEYrYHV9YH2NVtcH2aExU+bVI7Tt0CBLPblpyyo8ubx7cOi4tgWIRCJEIhHz8+Cgkbly//79wPgQmaZpae/j8bhRHHDsvaqqqKqa8XtN08zqzMkLLJFIpL232WwIIcz3uq6j63rG7xOJBEII832y7bFYjJ07d1KVkpPhTNc0nb5k/Z4zXdPEa08IwXvvvcfy5cux2WyW0DSxn4QQvPvuu1RVVWGz2SyhKbXts+k7EzVNfB+NRnnvvffM36IVNKW+j0QivP/++2n6znRNE689gB07drB8+XIcY0VrUzUdOHAAMMqpWJ15NYT2+0IUutKbUJzrIDAaPa5tAdatW8dDDz00aflVV111HC2WSCQSiSR76O3tZenSpfPdjJPKvBpCSz25DI3G05b5Q1HcLsdxbQtw//33c99995mffT4f55xzDtu2baOoaH7TeZ8sgsEgVVVVbN++nYIJ9VysgNX1gdRoBayuD6yv0er6YHaNuq7T29vLqlWr5qF1p5Z5NYQuWFTEfl8obVmPL8T5iwuPa1uYXCE3SUVFBYWFU+9zppOsELx48WJLarS6PpAarYDV9YH1NVpdH2Sm0eqeoCTzGiy9tCSXq88t5WebjbidwdEYG3f1c9dlHwLgxy/vMafIz7atRCKRSCQSyVyZ9+nzP7yrmvuf3MrG3X0Mjcb50V01LC0xgqKf2XoIgKuXlc66rUQikUgkEslcmXdDqMhl50d31Uy57pm/uibjbWcjJyeHBx54YMrhMqtgdY1W1wdSoxWwuj6wvkar64Ps0JgpWVNiQyKRSCQSiWQi815iQyKRSCQSiWS+kIaQRCKRSCSSrEUaQhKJRCKRSLIWaQhJJBKJRGJR1qxZQ0NDg/k5EAjQ0NBAQ0MDdXV1dHR0ZLTOymSFIWS1zm1oaEBRlLRXIBAAzkytXV1dNDU1UVlZyfr169PWWeVHO5NGq/RnR0cHdXV11NXVUVlZSVtbm7nOKv04k0ar9GNbWxt1dXXU1NRQWVmZcV+dKRpn0meVPkyyfv36Se1Mtr+1tZXW1lYaGhpMjTOtszQiC6itrRUtLS1CCCH8fr9wu93C7/fPb6OOg/r6etHZ2TnlujNRa3t7u+js7BS1tbWiubk5bd1Mes4krTNptEJ/+v1+AYg9e/YIIQy9qZ+t0I+zabRCP+7Zs0ekPhZaWlrSPp/p/TibPiv0YZLW1lZRX18vWlpaRH19vRBisn4hDM1r166dcZ3VsbwhZMXOra+vN2++qZzpWuvr69OMBCv+aCdqTC6zQn+uXbs27cEAiNbWVkv143QahbBOPyYf9kKMG39+v98y/TidPiGs04fJf7qEGDeIku+9Xm/atmvXrhW1tbUzrrM6lh8a6+rqwuv1pi3zer10dXXNU4tODGvWrKGmpoaGhgZTi9W0zqTHalqt0J/Nzc243W4A051eXV1tqX6cTmMSK/RjY2MjYOhbt24da9euxe12W6Yfp9OX5Ezvw+7ublavXk1ra+uU61K1ApSUlODz+WZcZ3UsbwhZsXNbW1tpb2/nhRdewOPxUFNTQyAQsJzWbPnRWrE/m5qaWLt2LV6v17L9mKoRrNWPHR0d1NTU0NXVxZ133glY6/c4lT6wRh82NTXR3d1txkCtXr2atrY2KisrKSsrmxTzMzAwgMfjwev1TrvO6sx7iY2TjZU71+1209LSQkdHB0888YTltM6kx2pawTr9uWHDBnw+Hy0tLYA1+3GixlSs0I+1tbXs2bMHgOLiYl544QVL9eNU+lI9e2dyH070BLW1tfHzn/+c1tZWuru76e7uTlvf3d1NdXU11dXV066zOpb3CGVL53o8HstpnUmP1bRO5Eztz/Xr19PZ2WnejAOBgOX6cSqN03Gm9mMqXq+Xjo4Oy/VjkqS+6bBCHybxer3U1tayYcMGwLh2Ozo6WLNmzYzrLM98BymdCqaK9p8qIO5MoLOzU7jd7rTPqQFuZ7LWqQKJZ9JzJmqdqNFK/dnY2Jimze/3m0GaVunH6TRapR8nBszu2bMn4746EzTOpM8qfTiR1GBpIcav2fr6elFbWyva29szWmdlsqLoaiAQYPXq1eb7pqYmamtr57lVx04yOZbH48Hn89Hc3GzGKZyJWru6umhpaTFd0Jdccok55DCTnjNJ60wardCfGzZsmPI/x/r6elpbWy3Rj7NptEI/ghEs3N3dbcZ3NTc3m54PK/TjTPqs0oepBAIBfD7fpGBvyThZYQhJJBKJRCKRTIXlY4QkEolEIpFIpkMaQhKJRCKRSLIWaQhJJBKJRCLJWqQhJJFIJBKJJGuRhpBEIpFIJJKsRRpCEolEIpFIshZpCEkkktOOrq4u6urqZszaLJFIJCcCaQhJJFlMsvikoihUVlaa6fXnG5/Px5YtW07LopYSicRayISKEkmW093dTWVlJe3t7WmZcru6uk5ZLaVTeS6JRCJJRXqEJBLJJDo6OmhqajquY2Q6rHUiziWRSCTHijSEJBJJGm1tbTQ0NLBlyxbq6urSYnXWr19PXV0dNTU1NDQ0mMuTQ2yVlZUEAgEqKyspLi4GDI9TQ0ODuV/q8aY7V1NTE4qipLUree7kq6ury1zX0dFBXV0dlZWVtLW1mcN9dXV1k7Ql21BTUzNj1XGJRJIlzGfFV4lEMv/s2bNHAGmVphsbG0VtbW3ado2NjWlVrGtra81t/H6/aG5uFoBYu3at8Pv9orW1VQghhNfrFY2NjeZ+Xq83rYL7xHN1dnaK+vp6kXp7amxsFNXV1ebn9vZ2AaRV/25paRGAaG1tFX6/X3R2dgrAPJff7xeA6OzsNLdPbYdEIslObPNog0kkkjOE7u5uNmzYwJ49e8xlDQ0NZjV2t9ttvpqbmwGjKjtAS0sLHo/H3M/r9aYdZyLV1dXceeedtLW1pZ27vb3d3Ka2tpbq6mqamppobW01l7vdbvO81dXV1NbWmudKBl5v2bKF6upqGhsb5aw0iUSCNIQkEsmsJIehJsby1NfXEwgEcLvd0+5bW1tLd3c3TU1NBAIBuru78Xq9cz73xH0uueQSnnjiiYyP4/V6aWxsZM2aNXR2dtLc3DxjuyUSSXYgDSGJRJIxqd6XTFmzZg1btmyhtbUVr9c7KW7nVNLS0sKaNWtYvXo1xcXFk2bKSSSS7EMGS0skkllJTm2fa3BxV1cXGzZsMI2g4zl3d3d32vItW7bMyYjp7u6mu7ub6upqOjs7qa6upqWl5ZjaJJFIrIM0hCQSySTcbnea4eH1eqmvr2fNmjXmUFUgEGD9+vUzxtkk43KS+ySNkZnONZHkkFbqsFxHRwddXV1mPFImdHV1pRk+Ho+HSy+9NOP9JRKJRZnvaG2JRDJ/tLe3i+rqagEIr9drzvTq7OwUbrfbnPHl9/uFEMbsLbfbLdxut6iurja3b29vF16vVwCivr4+bTZXY2OjAER1dbVYu3atqK+vF26325yxNfFcTz31lNmm+vp689zNzc3mTLXa2lpz9tfE8ydnqDU3N5ttbW5uFp2dnaK6utrcP3Umm0QiyV5kZmmJRCKRSCRZixwak0gkEolEkrVIQ0gikUgkEknWIg0hiUQikUgkWYs0hCQSiUQikWQt0hCSSCQSiUSStUhDSCKRSCQSSdYiDSGJRCKRSCRZizSEJBKJRCKRZC3SEJJIJBKJRJK1SENIIpFIJBJJ1iINIYlEIpFIJFmLNIQkEolEIpFkLdIQkkgkEolEkrVIQ0gikUgkEknW8v8Bhs9v51oXc1UAAAAASUVORK5CYII=",
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"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
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}
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],
|
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"source": [
|
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"def remove_low_variance_features(train_loader, val_loader, test_loader, threshold=0.01, features_to_use=[\"hog\"], standardize_feat=True, verbose=False):\n",
|
|
" \"\"\"\n",
|
|
" Utility function to remove low-variance features from the dataset.\n",
|
|
" It expects image loaders to extract features from.\n",
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" Returns new loaders with reduced feature sets.\n",
|
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" \"\"\"\n",
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"\n",
|
|
" train_features, labels_train_features = extract_features(train_loader, features_to_use)\n",
|
|
" val_features, labels_val_features = extract_features(val_loader, features_to_use)\n",
|
|
" test_features, labels_test_features = extract_features(test_loader, features_to_use)\n",
|
|
"\n",
|
|
" variances = train_features.var(dim=0)\n",
|
|
" non_zero_variance_mask = variances > threshold\n",
|
|
" reduced_train_features = train_features[:, non_zero_variance_mask]\n",
|
|
" reduced_val_features = val_features[:, non_zero_variance_mask]\n",
|
|
" reduced_test_features = test_features[:, non_zero_variance_mask]\n",
|
|
" if standardize_feat:\n",
|
|
" reduced_train_features, mean, std = standardize(reduced_train_features)\n",
|
|
" reduced_val_features = (reduced_val_features - mean) / std\n",
|
|
" reduced_test_features = (reduced_test_features - mean) / std\n",
|
|
"\n",
|
|
" if verbose:\n",
|
|
" print(f\"Original features shape: {train_features.shape}\")\n",
|
|
" print(f\"Reduced features shape (removed zero-variance features): {reduced_train_features.shape}\")\n",
|
|
" \n",
|
|
" train_loader_reduced = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(reduced_train_features, labels_train_features), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=True\n",
|
|
" )\n",
|
|
" val_loader_reduced = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(reduced_val_features, labels_val_features), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=False\n",
|
|
" )\n",
|
|
" test_loader_reduced = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(reduced_test_features, labels_test_features), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=False\n",
|
|
" )\n",
|
|
"\n",
|
|
" return train_loader_reduced, val_loader_reduced, test_loader_reduced\n",
|
|
"\n",
|
|
"\n",
|
|
"train_loader_hog_reduced, val_loader_hog_reduced, test_loader_hog_reduced = remove_low_variance_features(\n",
|
|
" train_loader,\n",
|
|
" val_loader,\n",
|
|
" test_loader,\n",
|
|
" threshold=0.01,\n",
|
|
" features_to_use=[\"hog\"],\n",
|
|
" verbose=True\n",
|
|
")\n",
|
|
"\n",
|
|
"model_hog_reduced = LogisticRegressionModelWrapper(\n",
|
|
" features_used=None,\n",
|
|
" train_loader=train_loader_hog_reduced,\n",
|
|
" val_loader=val_loader_hog_reduced,\n",
|
|
" test_loader=test_loader_hog_reduced,\n",
|
|
" classes=train_loader.dataset.classes,\n",
|
|
" lr=LR\n",
|
|
")\n",
|
|
"\n",
|
|
"model_hog_reduced.train(epochs=50, verbose=1, plotting=True, patience=25)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 189,
|
|
"id": "dacada29",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"PCA reduced features from 401 to 76 components to retain 95.00% variance.\n",
|
|
"100 [3] Loss: 1.3563 Acc: 50.0\n",
|
|
"Epoch 3: Val Loss=1.0610, Val Acc=74.0\n",
|
|
"200 [7] Loss: 0.2957 Acc: 95.0\n",
|
|
"Epoch 7: Val Loss=0.3820, Val Acc=98.0\n",
|
|
"300 [11] Loss: 0.3330 Acc: 95.0\n",
|
|
"Epoch 11: Val Loss=0.2142, Val Acc=100.0\n",
|
|
"400 [15] Loss: 0.1562 Acc: 100.0\n",
|
|
"Epoch 15: Val Loss=0.1475, Val Acc=100.0\n",
|
|
"500 [19] Loss: 0.0823 Acc: 100.0\n",
|
|
"Epoch 19: Val Loss=0.1138, Val Acc=100.0\n",
|
|
"600 [23] Loss: 0.0521 Acc: 100.0\n",
|
|
"Epoch 23: Val Loss=0.0914, Val Acc=100.0\n",
|
|
"700 [27] Loss: 0.0639 Acc: 100.0\n",
|
|
"Epoch 27: Val Loss=0.0783, Val Acc=100.0\n",
|
|
"800 [31] Loss: 0.0374 Acc: 100.0\n",
|
|
"Epoch 31: Val Loss=0.0681, Val Acc=100.0\n",
|
|
"900 [35] Loss: 0.0526 Acc: 100.0\n",
|
|
"Epoch 35: Val Loss=0.0596, Val Acc=100.0\n",
|
|
"1000 [39] Loss: 0.0328 Acc: 100.0\n",
|
|
"Epoch 39: Val Loss=0.0533, Val Acc=100.0\n",
|
|
"1100 [43] Loss: 0.0295 Acc: 100.0\n",
|
|
"Epoch 43: Val Loss=0.0484, Val Acc=100.0\n",
|
|
"1200 [47] Loss: 0.0286 Acc: 100.0\n",
|
|
"Epoch 47: Val Loss=0.0445, Val Acc=100.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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",
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"text/plain": [
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"<Figure size 594.991x367.725 with 2 Axes>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"def pca(train_loader, val_loader, test_loader, mincomponents=1, retvar=0.95, verbose=False):\n",
|
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" \"\"\"\n",
|
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" Helper function to perform PCA on the given datasets.\n",
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" Expects loaders with low-level features.\n",
|
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" Return new loaders with reduced feature sets.\n",
|
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" \"\"\"\n",
|
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" train = train_loader.dataset.tensors[0]\n",
|
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" val = val_loader.dataset.tensors[0]\n",
|
|
" test = test_loader.dataset.tensors[0]\n",
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"\n",
|
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" mu = train.mean(0)\n",
|
|
" sigma = torch.cov(train.T)\n",
|
|
" eigvals, eigvecs = torch.linalg.eigh(sigma)\n",
|
|
" order = eigvals.argsort(descending=True)\n",
|
|
" eigvals = eigvals[order]\n",
|
|
" r = eigvals.cumsum(0) / eigvals.sum()\n",
|
|
" k = 1 + (r >= retvar).nonzero()[0][0]\n",
|
|
" k = max(k, mincomponents)\n",
|
|
" w = eigvecs[:, order[:k]]\n",
|
|
" train_pca = (train - mu) @ w\n",
|
|
" val_pca = (val - mu) @ w\n",
|
|
" test_pca = (test - mu) @ w\n",
|
|
"\n",
|
|
" if verbose:\n",
|
|
" print(f\"PCA reduced features from {train.shape[1]} to {k} components to retain {retvar*100:.2f}% variance.\")\n",
|
|
"\n",
|
|
" train_loader_pca = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(train_pca, train_loader.dataset.tensors[1]), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=True\n",
|
|
" )\n",
|
|
" val_loader_pca = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(val_pca, val_loader.dataset.tensors[1]), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=False\n",
|
|
" )\n",
|
|
" test_loader_pca = torch.utils.data.DataLoader(\n",
|
|
" torch.utils.data.TensorDataset(test_pca, test_loader.dataset.tensors[1]), \n",
|
|
" batch_size=32, \n",
|
|
" shuffle=False\n",
|
|
" )\n",
|
|
"\n",
|
|
" return train_loader_pca, val_loader_pca, test_loader_pca\n",
|
|
"\n",
|
|
"\n",
|
|
"train_loader_hog_pca, val_loader_hog_pca, test_loader_hog_pca = pca(\n",
|
|
" train_loader_hog_reduced,\n",
|
|
" val_loader_hog_reduced,\n",
|
|
" test_loader_hog_reduced,\n",
|
|
" mincomponents=1,\n",
|
|
" retvar=0.95,\n",
|
|
" verbose=True\n",
|
|
")\n",
|
|
"\n",
|
|
"model_hog_pca = LogisticRegressionModelWrapper(\n",
|
|
" features_used=None,\n",
|
|
" train_loader=train_loader_hog_pca,\n",
|
|
" val_loader=val_loader_hog_pca, \n",
|
|
" test_loader=test_loader_hog_pca,\n",
|
|
" classes=train_loader.dataset.classes,\n",
|
|
" lr=LR\n",
|
|
")\n",
|
|
"model_hog_pca.train(epochs=50, verbose=1, plotting=True, patience=25)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 190,
|
|
"id": "dd3c835f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 98.0%\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model_hog_pca.test()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 165,
|
|
"id": "dd2bc848",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training model with features: ['color_histo']\n",
|
|
"Early stopping at epoch 16, step 423\n",
|
|
"Training model with features: ['edge_dir_histo']\n",
|
|
"Training model with features: ['rgb_cooc_mat']\n",
|
|
"Training model with features: ['hog']\n",
|
|
"Early stopping at epoch 31, step 793\n",
|
|
"Training model with features: ['color_histo', 'edge_dir_histo']\n",
|
|
"Early stopping at epoch 29, step 741\n",
|
|
"Training model with features: ['color_histo', 'rgb_cooc_mat']\n",
|
|
"Early stopping at epoch 38, step 963\n",
|
|
"Training model with features: ['color_histo', 'hog']\n",
|
|
"Early stopping at epoch 8, step 214\n",
|
|
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat']\n",
|
|
"Early stopping at epoch 36, step 915\n",
|
|
"Training model with features: ['edge_dir_histo', 'hog']\n",
|
|
"Early stopping at epoch 13, step 342\n",
|
|
"Training model with features: ['rgb_cooc_mat', 'hog']\n",
|
|
"Early stopping at epoch 39, step 991\n",
|
|
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat']\n",
|
|
"Early stopping at epoch 31, step 788\n",
|
|
"Training model with features: ['color_histo', 'edge_dir_histo', 'hog']\n",
|
|
"Early stopping at epoch 12, step 314\n",
|
|
"Training model with features: ['color_histo', 'rgb_cooc_mat', 'hog']\n",
|
|
"Early stopping at epoch 11, step 290\n",
|
|
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
|
|
"Early stopping at epoch 9, step 248\n",
|
|
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
|
|
"Early stopping at epoch 42, step 1072\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1784.97x1103.17 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"models_gray = {}\n",
|
|
"for features_to_use in features_list:\n",
|
|
" print(f\"Training model with features: {features_to_use}\")\n",
|
|
" model_wrapper = LogisticRegressionModelWrapper(\n",
|
|
" features_used=features_to_use,\n",
|
|
" train_loader=train_loader_gray,\n",
|
|
" val_loader=val_loader_gray,\n",
|
|
" test_loader=test_loader_gray,\n",
|
|
" lr=LR\n",
|
|
" )\n",
|
|
" model_wrapper.train(epochs=50, verbose=0, plotting=False, patience=25)\n",
|
|
" models_gray[\"+\".join(features_to_use)] = model_wrapper\n",
|
|
"\n",
|
|
"summary_plot(models_gray, additional_title=\"Grayscale Images\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 184,
|
|
"id": "ef49300c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Original features shape: torch.Size([788, 900])\n",
|
|
"Reduced features shape (removed zero-variance features): torch.Size([788, 389])\n",
|
|
"PCA reduced features from 389 to 71 components to retain 95.00% variance.\n",
|
|
"100 [3] Loss: 1.1268 Acc: 75.0\n",
|
|
"Epoch 3: Val Loss=1.1602, Val Acc=75.0\n",
|
|
"200 [7] Loss: 0.2800 Acc: 100.0\n",
|
|
"Epoch 7: Val Loss=0.4484, Val Acc=95.0\n",
|
|
"300 [11] Loss: 0.2709 Acc: 100.0\n",
|
|
"Epoch 11: Val Loss=0.2425, Val Acc=98.0\n",
|
|
"400 [15] Loss: 0.1593 Acc: 100.0\n",
|
|
"Epoch 15: Val Loss=0.1637, Val Acc=100.0\n",
|
|
"500 [19] Loss: 0.0637 Acc: 100.0\n",
|
|
"Epoch 19: Val Loss=0.1258, Val Acc=100.0\n",
|
|
"600 [23] Loss: 0.0778 Acc: 100.0\n",
|
|
"Epoch 23: Val Loss=0.1029, Val Acc=100.0\n",
|
|
"700 [27] Loss: 0.0698 Acc: 100.0\n",
|
|
"Epoch 27: Val Loss=0.0884, Val Acc=100.0\n",
|
|
"800 [31] Loss: 0.0495 Acc: 100.0\n",
|
|
"Epoch 31: Val Loss=0.0781, Val Acc=99.0\n",
|
|
"900 [35] Loss: 0.0387 Acc: 100.0\n",
|
|
"Epoch 35: Val Loss=0.0706, Val Acc=99.0\n",
|
|
"1000 [39] Loss: 0.0415 Acc: 100.0\n",
|
|
"Epoch 39: Val Loss=0.0642, Val Acc=99.0\n",
|
|
"1100 [43] Loss: 0.0290 Acc: 100.0\n",
|
|
"Epoch 43: Val Loss=0.0597, Val Acc=99.0\n",
|
|
"1200 [47] Loss: 0.0516 Acc: 100.0\n",
|
|
"Epoch 47: Val Loss=0.0559, Val Acc=99.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"train_loader_hog_reduced_gray, val_loader_hog_reduced_gray, test_loader_hog_reduced_gray = remove_low_variance_features(\n",
|
|
" train_loader_gray,\n",
|
|
" val_loader_gray,\n",
|
|
" test_loader_gray,\n",
|
|
" threshold=0.01,\n",
|
|
" features_to_use=[\"hog\"],\n",
|
|
" verbose=True\n",
|
|
")\n",
|
|
"\n",
|
|
"train_loader_hog_pca_gray, val_loader_hog_pca_gray, test_loader_hog_pca_gray = pca(\n",
|
|
" train_loader_hog_reduced_gray,\n",
|
|
" val_loader_hog_reduced_gray,\n",
|
|
" test_loader_hog_reduced_gray,\n",
|
|
" mincomponents=1,\n",
|
|
" retvar=0.95,\n",
|
|
" verbose=True\n",
|
|
")\n",
|
|
"\n",
|
|
"model_hog_pca_gray = LogisticRegressionModelWrapper(\n",
|
|
" features_used=None,\n",
|
|
" train_loader=train_loader_hog_pca_gray,\n",
|
|
" val_loader=val_loader_hog_pca_gray, \n",
|
|
" test_loader=test_loader_hog_pca_gray,\n",
|
|
" classes=train_loader_gray.dataset.classes,\n",
|
|
" lr=LR\n",
|
|
")\n",
|
|
"model_hog_pca_gray.train(epochs=50, verbose=1, plotting=True, patience=25)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 185,
|
|
"id": "0b49ae7a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 99.0%\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model_hog_pca_gray.test()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ba424de6",
|
|
"metadata": {},
|
|
"source": [
|
|
"# MLPS"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 191,
|
|
"id": "fee28e59",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class MLPModelWrapper(ModelWrapper):\n",
|
|
" def __init__(\n",
|
|
" self, \n",
|
|
" features_used=None, \n",
|
|
" train_loader=None, \n",
|
|
" val_loader=None, \n",
|
|
" test_loader=None, \n",
|
|
" lr=LR, \n",
|
|
" classes=None,\n",
|
|
" hidden_layers=[],\n",
|
|
" apply_low_var_feat_reduction=False,\n",
|
|
" apply_pca=False\n",
|
|
" ):\n",
|
|
" \"\"\"\n",
|
|
" Constructor for a MLP model using low-level features.\n",
|
|
" The hidden_layers argument expects a list defining the number of units in each hidden layer.\n",
|
|
" E.g., hidden_layers=[512, 256, 128]\n",
|
|
" The default is no hidden layers.\n",
|
|
" Pass ONLY image loaders.\n",
|
|
" \"\"\"\n",
|
|
" if train_loader is None or val_loader is None or test_loader is None or features_used is None:\n",
|
|
" raise ValueError(\"Please provide train_loader, val_loader, test_loader and features_used arguments.\")\n",
|
|
" feat_train_loader = None\n",
|
|
" feat_val_loader = None\n",
|
|
" feat_test_loader = None\n",
|
|
"\n",
|
|
" if apply_low_var_feat_reduction:\n",
|
|
" feat_train_loader, feat_val_loader, feat_test_loader = remove_low_variance_features(\n",
|
|
" train_loader,\n",
|
|
" val_loader,\n",
|
|
" test_loader,\n",
|
|
" threshold=0.01,\n",
|
|
" features_to_use=features_used,\n",
|
|
" verbose=True\n",
|
|
" )\n",
|
|
" else:\n",
|
|
" feat_train_loader, feat_val_loader, feat_test_loader, _ = extract_and_standardize(\n",
|
|
" train_loader,\n",
|
|
" val_loader,\n",
|
|
" test_loader,\n",
|
|
" features_to_use=features_used\n",
|
|
" )\n",
|
|
"\n",
|
|
" if apply_pca:\n",
|
|
" feat_train_loader, feat_val_loader, feat_test_loader = pca(\n",
|
|
" feat_train_loader,\n",
|
|
" feat_val_loader,\n",
|
|
" feat_test_loader,\n",
|
|
" mincomponents=1,\n",
|
|
" retvar=0.95,\n",
|
|
" verbose=True\n",
|
|
" )\n",
|
|
" \n",
|
|
" local_classes = train_loader.dataset.classes\n",
|
|
"\n",
|
|
" # Passing classes explicitly since using pre-processed loaders\n",
|
|
" super().__init__(\n",
|
|
" features_used=None, \n",
|
|
" train_loader=feat_train_loader, \n",
|
|
" val_loader=feat_val_loader, \n",
|
|
" test_loader=feat_test_loader, \n",
|
|
" lr=lr, \n",
|
|
" classes=local_classes\n",
|
|
" )\n",
|
|
"\n",
|
|
" mlp_model = torch.nn.Sequential()\n",
|
|
" if len(hidden_layers) == 0:\n",
|
|
" mlp_model.append(torch.nn.Linear(self.num_features, len(self.classes)))\n",
|
|
" else:\n",
|
|
" prev_dimension = self.num_features\n",
|
|
" for hidden_dimension in hidden_layers:\n",
|
|
" mlp_model.extend([\n",
|
|
" torch.nn.Linear(prev_dimension, hidden_dimension),\n",
|
|
" torch.nn.ReLU()\n",
|
|
" ])\n",
|
|
" prev_dimension = hidden_dimension\n",
|
|
" mlp_model.append(torch.nn.Linear(prev_dimension, len(self.classes)))\n",
|
|
" \n",
|
|
" mlp_model.to(DEVICE)\n",
|
|
" mlp_optimizer = torch.optim.Adam(mlp_model.parameters(), lr=lr)\n",
|
|
" mlp_loss_fun = torch.nn.CrossEntropyLoss()\n",
|
|
" self.build_model(mlp_model, mlp_optimizer, mlp_loss_fun)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 193,
|
|
"id": "ec003ecb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training MLP model with features: ['color_histo']\n",
|
|
"100 [3] Loss: 2.5520 Acc: 20.0\n",
|
|
"Epoch 3: Val Loss=2.6694, Val Acc=14.0\n",
|
|
"200 [7] Loss: 1.6968 Acc: 55.0\n",
|
|
"Epoch 7: Val Loss=2.0456, Val Acc=26.0\n",
|
|
"Early stopping at epoch 11, step 282\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 594.991x367.725 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training MLP model with features: ['edge_dir_histo']\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "KeyboardInterrupt",
|
|
"evalue": "",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
|
"\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)",
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[193]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m features_to_use \u001b[38;5;129;01min\u001b[39;00m features_list:\n\u001b[32m 3\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mTraining MLP model with features: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfeatures_to_use\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m mlp_model_wrapper = \u001b[43mMLPModelWrapper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 5\u001b[39m \u001b[43m \u001b[49m\u001b[43mfeatures_used\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfeatures_to_use\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[43m \u001b[49m\u001b[43mtrain_loader\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtrain_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mval_loader\u001b[49m\u001b[43m=\u001b[49m\u001b[43mval_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 8\u001b[39m \u001b[43m \u001b[49m\u001b[43mtest_loader\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtest_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[43m \u001b[49m\u001b[43mlr\u001b[49m\u001b[43m=\u001b[49m\u001b[43mLR\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mhidden_layers\u001b[49m\u001b[43m=\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m50\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m20\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mapply_low_var_feat_reduction\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mapply_pca\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 14\u001b[39m mlp_model_wrapper.train(epochs=\u001b[32m50\u001b[39m, verbose=\u001b[32m1\u001b[39m, plotting=\u001b[38;5;28;01mTrue\u001b[39;00m, patience=\u001b[32m25\u001b[39m)\n\u001b[32m 15\u001b[39m models_mlp[\u001b[33m\"\u001b[39m\u001b[33m+\u001b[39m\u001b[33m\"\u001b[39m.join(features_to_use)] = mlp_model_wrapper\n",
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[191]\u001b[39m\u001b[32m, line 37\u001b[39m, in \u001b[36mMLPModelWrapper.__init__\u001b[39m\u001b[34m(self, features_used, train_loader, val_loader, test_loader, lr, classes, hidden_layers, apply_low_var_feat_reduction, apply_pca)\u001b[39m\n\u001b[32m 28\u001b[39m feat_train_loader, feat_val_loader, feat_test_loader = remove_low_variance_features(\n\u001b[32m 29\u001b[39m train_loader,\n\u001b[32m 30\u001b[39m val_loader,\n\u001b[32m (...)\u001b[39m\u001b[32m 34\u001b[39m verbose=\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[32m 35\u001b[39m )\n\u001b[32m 36\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m---> \u001b[39m\u001b[32m37\u001b[39m feat_train_loader, feat_val_loader, feat_test_loader, _ = \u001b[43mextract_and_standardize\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 38\u001b[39m \u001b[43m \u001b[49m\u001b[43mtrain_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 39\u001b[39m \u001b[43m \u001b[49m\u001b[43mval_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 40\u001b[39m \u001b[43m \u001b[49m\u001b[43mtest_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 41\u001b[39m \u001b[43m \u001b[49m\u001b[43mfeatures_to_use\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfeatures_used\u001b[49m\n\u001b[32m 42\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 44\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m apply_pca:\n\u001b[32m 45\u001b[39m feat_train_loader, feat_val_loader, feat_test_loader = pca(\n\u001b[32m 46\u001b[39m feat_train_loader,\n\u001b[32m 47\u001b[39m feat_val_loader,\n\u001b[32m (...)\u001b[39m\u001b[32m 51\u001b[39m verbose=\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[32m 52\u001b[39m )\n",
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[113]\u001b[39m\u001b[32m, line 42\u001b[39m, in \u001b[36mextract_and_standardize\u001b[39m\u001b[34m(train_img_loader, val_img_loader, test_img_loader, features_to_use)\u001b[39m\n\u001b[32m 36\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mextract_and_standardize\u001b[39m(train_img_loader, val_img_loader, test_img_loader, features_to_use=[\u001b[33m\"\u001b[39m\u001b[33mcolor_histo\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33medge_dir_histo\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mrgb_cooc_mat\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mhog\u001b[39m\u001b[33m\"\u001b[39m]):\n\u001b[32m 37\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 38\u001b[39m \u001b[33;03m From the given image loader, extract features and standardize them.\u001b[39;00m\n\u001b[32m 39\u001b[39m \u001b[33;03m Return a new loader with standardized selected features.\u001b[39;00m\n\u001b[32m 40\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m42\u001b[39m train_features, train_labels = \u001b[43mextract_features\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_img_loader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfeatures_to_use\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 43\u001b[39m val_features, val_labels = extract_features(val_img_loader, features_to_use)\n\u001b[32m 44\u001b[39m test_features, test_labels = extract_features(test_img_loader, features_to_use)\n",
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[113]\u001b[39m\u001b[32m, line 21\u001b[39m, in \u001b[36mextract_features\u001b[39m\u001b[34m(loader, features_to_use)\u001b[39m\n\u001b[32m 18\u001b[39m all_labels = []\n\u001b[32m 20\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m torch.no_grad():\n\u001b[32m---> \u001b[39m\u001b[32m21\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mimages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mloader\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 22\u001b[39m \u001b[43m \u001b[49m\u001b[43mimages\u001b[49m\u001b[43m \u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[43mimages\u001b[49m\u001b[43m.\u001b[49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mDEVICE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 24\u001b[39m \u001b[43m \u001b[49m\u001b[43mcolor\u001b[49m\u001b[43m \u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolor_histogram\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimages\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcolor_histo\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfeatures_to_use\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/lab/lib/python3.14/site-packages/torch/utils/data/dataloader.py:741\u001b[39m, in \u001b[36m_BaseDataLoaderIter.__next__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 738\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 739\u001b[39m \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[32m 740\u001b[39m \u001b[38;5;28mself\u001b[39m._reset() \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m741\u001b[39m data = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 742\u001b[39m \u001b[38;5;28mself\u001b[39m._num_yielded += \u001b[32m1\u001b[39m\n\u001b[32m 743\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[32m 744\u001b[39m \u001b[38;5;28mself\u001b[39m._dataset_kind == _DatasetKind.Iterable\n\u001b[32m 745\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m._IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 746\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m._num_yielded > \u001b[38;5;28mself\u001b[39m._IterableDataset_len_called\n\u001b[32m 747\u001b[39m ):\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/lab/lib/python3.14/site-packages/torch/utils/data/dataloader.py:1524\u001b[39m, in \u001b[36m_MultiProcessingDataLoaderIter._next_data\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1520\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._shutdown \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._tasks_outstanding <= \u001b[32m0\u001b[39m:\n\u001b[32m 1521\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAssertionError\u001b[39;00m(\n\u001b[32m 1522\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mInvalid iterator state: shutdown or no outstanding tasks when fetching next data\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1523\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1524\u001b[39m idx, data = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_get_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1525\u001b[39m \u001b[38;5;28mself\u001b[39m._tasks_outstanding -= \u001b[32m1\u001b[39m\n\u001b[32m 1526\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._dataset_kind == _DatasetKind.Iterable:\n\u001b[32m 1527\u001b[39m \u001b[38;5;66;03m# Check for _IterableDatasetStopIteration\u001b[39;00m\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/lab/lib/python3.14/site-packages/torch/utils/data/dataloader.py:1483\u001b[39m, in \u001b[36m_MultiProcessingDataLoaderIter._get_data\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1479\u001b[39m \u001b[38;5;66;03m# In this case, `self._data_queue` is a `queue.Queue`,. But we don't\u001b[39;00m\n\u001b[32m 1480\u001b[39m \u001b[38;5;66;03m# need to call `.task_done()` because we don't use `.join()`.\u001b[39;00m\n\u001b[32m 1481\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 1482\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1483\u001b[39m success, data = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_try_get_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1484\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m success:\n\u001b[32m 1485\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m data\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/lab/lib/python3.14/site-packages/torch/utils/data/dataloader.py:1310\u001b[39m, in \u001b[36m_MultiProcessingDataLoaderIter._try_get_data\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 1297\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_try_get_data\u001b[39m(\u001b[38;5;28mself\u001b[39m, timeout=_utils.MP_STATUS_CHECK_INTERVAL):\n\u001b[32m 1298\u001b[39m \u001b[38;5;66;03m# Tries to fetch data from `self._data_queue` once for a given timeout.\u001b[39;00m\n\u001b[32m 1299\u001b[39m \u001b[38;5;66;03m# This can also be used as inner loop of fetching without timeout, with\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 1307\u001b[39m \u001b[38;5;66;03m# Returns a 2-tuple:\u001b[39;00m\n\u001b[32m 1308\u001b[39m \u001b[38;5;66;03m# (bool: whether successfully get data, any: data if successful else None)\u001b[39;00m\n\u001b[32m 1309\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1310\u001b[39m data = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_data_queue\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1311\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m (\u001b[38;5;28;01mTrue\u001b[39;00m, data)\n\u001b[32m 1312\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m 1313\u001b[39m \u001b[38;5;66;03m# At timeout and error, we manually check whether any worker has\u001b[39;00m\n\u001b[32m 1314\u001b[39m \u001b[38;5;66;03m# failed. Note that this is the only mechanism for Windows to detect\u001b[39;00m\n\u001b[32m 1315\u001b[39m \u001b[38;5;66;03m# worker failures.\u001b[39;00m\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/3.14.2/lib/python3.14/multiprocessing/queues.py:111\u001b[39m, in \u001b[36mQueue.get\u001b[39m\u001b[34m(self, block, timeout)\u001b[39m\n\u001b[32m 109\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m block:\n\u001b[32m 110\u001b[39m timeout = deadline - time.monotonic()\n\u001b[32m--> \u001b[39m\u001b[32m111\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_poll\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[32m 112\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m Empty\n\u001b[32m 113\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m._poll():\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/3.14.2/lib/python3.14/multiprocessing/connection.py:263\u001b[39m, in \u001b[36m_ConnectionBase.poll\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 261\u001b[39m \u001b[38;5;28mself\u001b[39m._check_closed()\n\u001b[32m 262\u001b[39m \u001b[38;5;28mself\u001b[39m._check_readable()\n\u001b[32m--> \u001b[39m\u001b[32m263\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_poll\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/3.14.2/lib/python3.14/multiprocessing/connection.py:457\u001b[39m, in \u001b[36mConnection._poll\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 456\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_poll\u001b[39m(\u001b[38;5;28mself\u001b[39m, timeout):\n\u001b[32m--> \u001b[39m\u001b[32m457\u001b[39m r = \u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 458\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mbool\u001b[39m(r)\n",
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/3.14.2/lib/python3.14/multiprocessing/connection.py:1165\u001b[39m, in \u001b[36mwait\u001b[39m\u001b[34m(object_list, timeout)\u001b[39m\n\u001b[32m 1162\u001b[39m deadline = time.monotonic() + timeout\n\u001b[32m 1164\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1165\u001b[39m ready = \u001b[43mselector\u001b[49m\u001b[43m.\u001b[49m\u001b[43mselect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1166\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ready:\n\u001b[32m 1167\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m [key.fileobj \u001b[38;5;28;01mfor\u001b[39;00m (key, events) \u001b[38;5;129;01min\u001b[39;00m ready]\n",
|
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"\u001b[36mFile \u001b[39m\u001b[32m~/.pyenv/versions/3.14.2/lib/python3.14/selectors.py:398\u001b[39m, in \u001b[36m_PollLikeSelector.select\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 396\u001b[39m ready = []\n\u001b[32m 397\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m398\u001b[39m fd_event_list = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_selector\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpoll\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 399\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mInterruptedError\u001b[39;00m:\n\u001b[32m 400\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m ready\n",
|
|
"\u001b[31mKeyboardInterrupt\u001b[39m: "
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"models_mlp = {}\n",
|
|
"for features_to_use in features_list:\n",
|
|
" print(f\"Training MLP model with features: {features_to_use}\")\n",
|
|
" mlp_model_wrapper = MLPModelWrapper(\n",
|
|
" features_used=features_to_use,\n",
|
|
" train_loader=train_loader,\n",
|
|
" val_loader=val_loader,\n",
|
|
" test_loader=test_loader,\n",
|
|
" lr=LR,\n",
|
|
" hidden_layers=[50, 20],\n",
|
|
" apply_low_var_feat_reduction=False,\n",
|
|
" apply_pca=False\n",
|
|
" )\n",
|
|
" mlp_model_wrapper.train(epochs=50, verbose=1, plotting=True, patience=25)\n",
|
|
" models_mlp[\"+\".join(features_to_use)] = mlp_model_wrapper"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
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"display_name": "lab",
|
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"language": "python",
|
|
"name": "python3"
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},
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"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
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"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.14.2"
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|
}
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},
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"nbformat": 4,
|
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"nbformat_minor": 5
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}
|