{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tiny Imagenet" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['CUDA_VISIBLE_DEVICES']='2'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import shutil,timm,os,torch,random,datasets,math\n", "import fastcore.all as fc, numpy as np, matplotlib as mpl, matplotlib.pyplot as plt\n", "import k_diffusion as K, torchvision.transforms as T\n", "import torchvision.transforms.functional as TF,torch.nn.functional as F\n", "\n", "from torch.utils.data import DataLoader,default_collate\n", "from pathlib import Path\n", "from torch.nn import init\n", "from fastcore.foundation import L\n", "from torch import nn,tensor\n", "from operator import itemgetter\n", "from torcheval.metrics import MulticlassAccuracy\n", "from functools import partial\n", "from torch.optim import lr_scheduler\n", "from torch import optim\n", "from torchvision.io import read_image,ImageReadMode\n", "from glob import glob\n", "\n", "from miniai.datasets import *\n", "from miniai.conv import *\n", "from miniai.learner import *\n", "from miniai.activations import *\n", "from miniai.init import *\n", "from miniai.sgd import *\n", "from miniai.resnet import *\n", "from miniai.augment import *\n", "from miniai.accel import *\n", "from miniai.training import *" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from fastprogress import progress_bar" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "torch.set_printoptions(precision=5, linewidth=140, sci_mode=False)\n", "torch.manual_seed(1)\n", "mpl.rcParams['figure.dpi'] = 70\n", "\n", "set_seed(42)\n", "if fc.defaults.cpus>8: fc.defaults.cpus=8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data processing" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "path_data = Path('data')\n", "path_data.mkdir(exist_ok=True)\n", "path = path_data/'tiny-imagenet-200'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "url = 'http://cs231n.stanford.edu/tiny-imagenet-200.zip'\n", "if not path.exists():\n", " path_zip = fc.urlsave(url, path_data)\n", " shutil.unpack_archive('data/tiny-imagenet-200.zip', 'data')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "bs = 512" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class TinyDS:\n", " def __init__(self, path):\n", " self.path = Path(path)\n", " self.files = glob(str(path/'**/*.JPEG'), recursive=True)\n", " def __len__(self): return len(self.files)\n", " def __getitem__(self, i): return self.files[i],Path(self.files[i]).parent.parent.name" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tds = TinyDS(path/'train')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('data/tiny-imagenet-200/train/n04560804/images/n04560804_203.JPEG',\n", " 'n04560804')" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tds[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "path_anno = path/'val'/'val_annotations.txt'\n", "anno = dict(o.split('\\t')[:2] for o in path_anno.read_text().splitlines())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class TinyValDS(TinyDS):\n", " def __getitem__(self, i): return self.files[i],anno[os.path.basename(self.files[i])]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vds = TinyValDS(path/'val')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('data/tiny-imagenet-200/val/images/val_4619.JPEG', 'n03014705')" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vds[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100000" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(tds)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class TfmDS:\n", " def __init__(self, ds, tfmx=fc.noop, tfmy=fc.noop): self.ds,self.tfmx,self.tfmy = ds,tfmx,tfmy\n", " def __len__(self): return len(self.ds)\n", " def __getitem__(self, i):\n", " x,y = self.ds[i]\n", " return self.tfmx(x),self.tfmy(y)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "id2str = (path/'wnids.txt').read_text().splitlines()\n", "str2id = {v:k for k,v in enumerate(id2str)}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "xmean,xstd = (tensor([0.47565, 0.40303, 0.31555]), tensor([0.28858, 0.24402, 0.26615]))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def tfmx(x):\n", " img = read_image(x, mode=ImageReadMode.RGB)/255\n", " return (img-xmean[:,None,None])/xstd[:,None,None]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def tfmy(y): return tensor(str2id[y])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tfm_tds = TfmDS(tds, tfmx, tfmy)\n", "tfm_vds = TfmDS(vds, tfmx, tfmy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'n04560804'" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xi,yi = tfm_tds[0]\n", "id2str[yi]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def denorm(x): return (x*xstd[:,None,None]+xmean[:,None,None]).clip(0,1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_image(denorm(xi));" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dltrn = DataLoader(tfm_tds, batch_size=bs, shuffle=True, num_workers=8)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "xb,yb = b = next(iter(dltrn))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_image(denorm(xb[0]));" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "all_synsets = [o.split('\\t') for o in (path/'words.txt').read_text().splitlines()]\n", "synsets = {k:v.split(',', maxsplit=1)[0] for k,v in all_synsets if k in id2str}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Egyptian cat, cliff, guacamole, brass, monarch, cliff dwelling, teapot, wok, European fire salamander, bucket, pole, wok, lion, vestment, parking meter, black stork, cliff, iPod, Arabian camel, butcher shop'" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titles = [synsets[id2str[o]] for o in yb]\n", "', '.join(titles[:20])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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Zl+A2JQoDwiAgjiEMIFKg6pp3Y6kqx7KgywpjNMZorHVjwYltXkpYhAAVgJSCMBAEShIogZLuGbmBZRHSFdcHwv1UQiIF+Eto7kl9U62FykoMkigKQEBRujmgtWYwHHJtY5OrV69y+fJlOp0uUZzwJx/+MIPBgL/xdW9iff0ErU6XyXTKp594kqIoyPOcKI5JkhaXLl1iZ2eHV736Szl95gxhGCKl5JX3rd7UsfP9f/Pl/h5qtKkodY6UFqksh4N9RpMR7W6bMAoYTVO0MYDCIrGEVJUlyzXGCgwSpUJUEBLGMUEYEIbKzcnAEYOPRiO0TTCs0uq26S/0maQT0jyl3esQtxJW14/R7nY4dvwE3V6PM2fPcv7CRd797v/Czs4eG9e2yKZT8jTj4Re8gDOnT3NybYWFbpvn3HMHo+Eh//mXf4GqzOi3I4yu0FXByh3rrNxxHKzCWsHB3oQobPH//n99D62ky++99xHiMOa+e+7h0088zvve97/pdCK63ZiiHGNszote/DzWj69xz933YhF84vHz7O0NeeLTG9x33/P5stf/DT79qUt84hPnmU7cGmK6m5hgzO7uPsPhiI89+gmSKOHB5zxEFMbEQUKn1abTbrN57RqH+3vEsSIKA06eWkPrnEceeT/GatbWlynLgvFkxOqxYxw/ecLNQSEJwgilAsDN7Z/6//ziTRs3n1WhCSHcoikEUrgJKKVEKdUsEPVkE8KzXVgLQiCEQOB/+m3CMCSxgiAIGgWEdYuDRVOWFcYYojBCxxXtdhtVH8+fg7W2UU4IwC8inwuTQ50ubNYdwJ82QswWXsHcIjyn3MTRP5v3pBAoJbDGNtcKoKRwi6dXZkJKpJDNdwTCLcjYZhFXKnBKVwhAYqxFGAP+2gUCpdz+rL+39fVXlXaKzrrFU0iBENK/3LOQUt0yRhIp/bOp7zsgjDcFZM2M4u6qxTqlZN1b82fotnPX7v65+yUs7gEaC7h7JJDuvtZKEbzSs97Icc/I6YSj96F5Lv7rs7HtPrSmVrIGo01jOFl/0vP3VbgTRwqnqNzcceNBeAUrJLMBaOdMp7m543czJ7beu59z/o54JXf92LXGuOuSkrKq0CbFaGcAjIZD2u027W6XKAzpdjqMrWU0GqGUwlrTGGFh5IxJpRTcguFTaW9iWo22Bm0M2mjQFdpapFJIpRBSYaxFG0scR1gkRQlCSsIooNIWoy1BGBFGMTJQCCmxCAwgcc8hTloYm6BFCyEkaZqhtW4oz2p6qrIqqYwhabepjGFvb59+r08rbnNi7SSbG9fY3tqi1WqhlKQsctIUxpMx0+kEaw3WGMqqQmAQUmCxaF3RbrWJwgRdKAIVU+QFgqy552maoqRibW0NKSqErFCBRNqA4XCAlJZ2q0UYxnQ6LaxVnDwFnU6L/f1dJtMRxpQIYVEKrHBzqtfrEaiAEydOYLVlOBzSiluobuANBZo5NBlPSaVlcbGDEJZ+fwEwdDo9yrLAAlIo0kmGUM5wh8AZfrq6zln4/MtnVWjuYVqUDFFSEClBHIckSUQch0RRQCgtUlgcL7wFK7DGOGWnpGurYcBgWVhcYElFLCws0Gq1EEJgjKEwGmthmuZYXbK4tEJ/YRGjNWmaOoaG4YA8yyiLAmsMgQr85JdugJQFUsqmjcdnEjv/n7hxQTv6+9yi6P8XjX8w22McKmwSUSrtvEFd37/AKWIp3TfFnKfmf1aFQeuKIApRUhIHARYojUYbTVFWWCymnsRSkrQihFf0xlqm6RRdaapqitZuADrvOCIIIgJvnVoEgbewb4UkLa84rPNutQVp3MsYiTFQGedqGGOxGEqtkBbC0N195VdoayWSesH3P20dEZA+kqDBW+RAo2zcgqExxi3QxkqsnHmBIK7zoAVhCEEIgfKKDdAatLYUedVM0MYTU9IpLD9CpHKKUcraS3f7CZVTalJ5ZSecG2qtdUpPgKoNwsZgmfNxhWx0mrXWG0CCsqwAUEo5peYXyqosEEIQxzEHBwNG4zFpmlJVFR//+MfY3tnm9OnTdBcXCMN7uHT5Mk88+ST9ft97Y4IkSVhZWmTt2AplWf65KJr+rDKe5u7Z2gqDxlCS5ylpNiZOQqJWhzBpIQNFvj9AG8Ox4ytYK9nZGxBEEf1On8kk53A4obuwxMLCAtM884pdg4WAgCAMOL6yBqKFtsvs7O1w6dJl+ks9ev0u1lryPGfjyU3SLGVnbw+Lpdtb4MTJk7z8la/k+Q++gNe+8nX85n/7//E//td/Jw5DAiXZ39thT1eYckqRT6mKgrIsGJZTkjii12uhtWE8nnLPXQ9w6uQZ9vfG6Mqys7uLEiGtJEZXmsuXL9HttvjKv/oVnL/wBOcvfIo4aYEIeeyxj5CmE1ZWV1k/foJv/Ka30u0uAh0unN/iA4+8jyyFPAOlWsRJiBVunXjogQcJw5jnP/gwF89f5D+/6z+zuLDEc+57gEAG9NtdjAFdGc49+RTj8YiyyFlaWuD5z3uYMAoIAkFRlkwmY3b39rh4YYOk1SWKW7Q7oIKA0WiMrm4uWcRnXf1tHQphZlXWr6OTzTbb0liscwrCe1WtKCJpdRulU2mNxVBpZ8VX2iJsSSAESgUoqRrPq8gyjDboSmNqW1Y4A3d2NDFbxObO4+gEnPPDrPXemjhqdDbhndoCtkc+sP6e1EpRKUUQumsyRmKk+54UqvHM3PFmCxXUXsDsc8vMm6mvRwhnVAjhjmURjddmLRhrnBKzIANnRIQiarw4rTW5tZSlpqoMStXhsJsv1l+TtWCYC8TZ2e9mTpkJI0BolBIEQa2+/L2YixA7hea9Whd3BVw4CiNQyObeCOP2T30exoKwWCOO7L52xWovsVbC4BxAYS3agNF1KHteyYjGSJF1uFCKxjMT0oXlnbfuwqBSugS2c8QlWDPnEYomKlLvv76jWNEoMyGEs/it9/zqXVlAW+IwZGlpESHdGC3LijRLOXHiOFob8qJgNByiq4rMpmxcu8rO9jaTydhHHSTdTofl5WW63Q6BElSlnRujN0+sf6a6TvMLiwojItEmjAOCKKCyYEtNu9tHBQHH1k+4EKNMqLRFG8nS6gKnzvap51duoDQ5cdwCAWVVggxIOj0QCVWVuHtVVZRFSVEULHQXSdoJrW5CXuQgLNoYur0+C70OoRRk6Zir1y4RBII77zjN8PCQLE1ZWV5CSXxYXLO6ukKeT0mnQ1qtmE6nQ7vXo91fQEpFWZZMxhPyrESxQRTEhDKhqir2dnfIszaBcmH2hX4PIQusKFlc7BPHiiCUWFsxGO75tE9OVU3pdCKgQmtNFEkCpTgYTCinE1pxglIhn7z4KQ7397nvvvvotrssLy0hLOzt7pHECadOnqbdSijLnPW1FZJWRJK0qaqSjY0dkiRheXmNybTEml10JSiFRXQiAhFTpGPy4llUaMZ4q0+6sIYLN3qF1oSTDPiHJeaUGtSLl0UbTVWVtNstVlaPEcURxhjyMnP5Nes8tSwvCANDJ/F5BqkQQhKoiKqokEiMNlTeGnXhTes9H3XE4TqizGZu2Y3i9zEL+FwnzWfMXdvRbcMoQEiolMLMLaBCzIX37Cy35qKyLuClggBhJNavzZWehVOFkKjATUSJxXhPrc4fam/ZF0Xp80NRk6OzxqC1Js1zqqqiyAxGW+/F3hoPrfIhuiZUh/dyvGdWGUulDVXlcpwWCIwlCCRBEB1JcwpoIExCzKOZBEIoF2a1Lk6otAvVWsNsLFqLtYZKKyQgjWTmqAqEUmC8stISo2b5UOOHdVU646GqnGfmFIhTJoGShIFs/lbS7V8FzusKpFdWci606FQ60l9cE+qsDUjmldnctVArM4vRGmMhScJGAWrjbnq322Zx6W6m04zJZOrmWJZyz733kSQt/tt//+/s7u6S5xlZlvPIB/6A4WjM/sEh0/GY4eCQV7361Tzv+S+g32+jFN4zvQVEzSpw4924uSJVQJIktIK+834lHA4PKcqCU6fvoN9f5L4Hn4u1koXNPQ4Ohly4dJUHn/Mgr3ntl/HJxz/FUxcuMCktwkj6K8tIJdna2sSokN7yMSAiT2OCKKIymmmWYtDcdc9dnDp9koWVPlZYHn/8caqqpL+wQBhGSFtx8fyneeqJxzm+vs7Lv+hh/vj//DFXh/s8+LwX0e92+PiffggjLc997gNMJiMuX36KdithcaHP4ok1Fo8fQwrJ/v4Bly5eYjScEgebdNs9nvfQw2RZxhNPfJpWK2J7p8/KSo8zp09g7BRDTm8hpCgzRpMRQaB48tzHCcMWSvYIgw533nmM7e0hxgzpdkOiMOHjT+1wONrjdV/yOrS2/NZ7fpN+d4G/87ffAlaQjlLOPXGOxz/5OC//4i/mgfsf4NTJdVqthK2tq0ymY65tXGVz8xp/9MiHuPfee3n4RS8nnVouyW2qQlGWgmMrC7TjLtPxHuPxs6jQ4OgEm+U8aCa/CyYapLU+YT9TaLXfY4yhLEuEEERR6MNjOVlpMAikisDi82ouvqy1oKRyE9YYVBASt9ouXl5WFHnuFp+qnIE8vLf1tMrLuoXAndicYpo5WvNqq7l294b/pp3PadRxHx8mkgIrxZyqm+UR3dbeM5g7Bb8ZQkq3oNf5QeE9M6/UZscyzHYgiJMYISRxYgmCgP5CjzAISeKYqqqoypLpdEqWZUylU2wI0PYWLEhAlml330ztrQmMdQpNa6f4jbUYDMZ7HnU+pKxsk5d1+VNvINW5Mb/gzx6W96br943THrVho7WejZPGBffOndsBxmqqosBNC2coGe2OLSxoH76Uyn3JhQidJxPWCk3gPSKavHMdepzlV+2cQqPJ3dXDUfq8mGzG87zMG1gCJS0SKIrZ/BJCEIY+CWAsUaiQ3RanTp1AKcmpU6eIkpiHX/h8jLGsLPWptObFD7+Iy1eucPjhjxBHAf1el/29XR7/xMd58LkPsLKyTCsJb0nngf3hyN3HUGKtQesCFQhUJJxpJwx5USGk4vTZu1laXmaSlVSlobKSCklhBBevbvK+3/8AB4dDhqMRWgSESYdpXiGUZGX9BEEYkGvLcHDI+Se3yfOMTrdHkoREsZtX/YUeg8MDyqpgZamPVJJOt8PhwYCPfPCD7p5Yw6WFRRZ6fTY3NxmPRnzkwx8kkIqLFy5jdMnKkqKqcsbjEeNRytb2lNVpwWo2JUsrylyzcW2fItccP3YCU1nOPflpiqLAmIo80+zvFehqTJYeYEUKomRptUer3UEoBxjb3r4KNsDahDDs0kqW2do85NrVfV7ykpdz9uwav/uBCdtb19javEa71ebFL3oBURhTFRlFXnC4P2R1dYnXfOmrOX58nSQJuHTpAmWRY6wmy6Y8+cQT7O7uMplM2ds74IlPP8XW1h5FYVhcXKbTWWA6rhiPDjm+dgaxfnON6c8OCoEmJ9AAPACM9clNMGiE1eADgXUYRYhZaERrTVmWSCGI44jRJCfLK3LtpnarHThvRCmsnYFDrJ84QghUGBGGMUEQoMuS4WBIVZaUZeEXJonwiuezR0ScMqvVTBO6vEERHl1IRKMQb1SYqg5XCYkQxoMhjoIEjKFRaE45+n35BI3VbnGvrGmUpBS1J+zyIRjRhOqEECTtNkEQOPRnHLOyskIcxXRaLcqyJMsyhoOB7349JM9zyrK8JSEjgGl6/cInMcJdQ6mdd+aS/R57aoXzuo2lKM0MKCOt84Ksd828goD5pd0pMIHLX7lwtJyFDbEIaz1QRhzRCy6cbqlKQ1EUfmwHYAN0oFCNR+genlDKeV1KOtCSzy9HR/JmzouoFZmcG0712KsNQCVEA6CZeW9zYfB6yPl7NzOGBKF0RsBokmGBMAyQUhKHispYytIQBYp2EnLPXWc5vn6cxaUeYaiIoxhjDCfWlhBSsXpsnUcf/SiPfuTDtJKIpcUFtjaucenCeY4fX2N1ZYV2K7w+9XxTZGv/kCBQ9PodSl0wnY4JQkkUB1SmQFtNEAa02m3ufeC5rKwe45E/+iBpmoGIKYwkreCTT57njz/ycfoLS/R6fRaWlojbHQ4GBwgpuOPee1FKsb+/y7WtXX7/kUc4vr7OPffcRRQpwkiytLzE8vIS5576FJPJiBe+8Hl0um2SJOJwd4f3/c7vgtUEAYSBQ8guLCyQxDEfe/TDTCcZg4HLC589ExAEIIVlNDLs7FqO7+9z/LDHztYho+GULAUpQ1pRmyIv2N7YIlCKbqdNVhaMhhMGA0haAmSOCgzH1l/EylIfFWomkwnnnnqKPDcUhSSKurTby1y7ssvlS9u88pUv5f77T5OlQ65evsjlC09x8sRJXveaL6EqNQd7A4aDEdtbO7z44Zfwipe/goP9fYbDIR/844+xtbnBqdMnqaqKxx59jMFwyHg4YXNzh0cf/VOyrCTPDAu9VU6dvINHH/sEBwdDXvOlr2VpafmmjpvPqtDiOHZhMY/iCwKFUi7sKOpcgHXehEK40IDwy6+twzEO2VeDI5RSVFVFnmdUOJSSA5AEKOHyFkZHCK3RVP5MbAOwiESCUSGtUlMWBVVVoqsKXRbuGEp6r8bFredltmTUIcHZzPQpqiP277zM3r9+C+dVCetwU/NwkToEVOc93K9OcdXIPWOk+5ZwSKZgzlU0gKlMg8pUQUQUK6I4JgxDFhYXCcIAIRxytNPpEkUhraRNbA3tjqbV6rKYZ+zv7TGZTNna3CQv88/22D9vUvjQsPUGg3ssDp1pAaREKoViBsZ3iC7hUWBuDFkrUFaCFRjr8lPSOsBIbWSJxijBGQTS5cGUciFJYV0YsjYSlPLhP1GHguv9uOfiwuRgrfHxwjrfKQh8rkwp0aBv3WI2M+bq0OIRpCTzI8cbVY3xMrtvM+/NIzmtv2/2aBBCUHuN0EpihHBzVVcVk8kUpQKiJPHhSVBSEUeBu39C0G4lPoQKCIPVlpPH1/nqN76RTrtNr99lmuYURcmJ9RVCZSnywoXUo+TzPFqOioxihJIYqcAGiDCCQGCkJC8sWZGTDwuCoebSxg6TwnDh8jWGownDUYY2gspKWp0FOgvHUEGEUiHDSYbMCu69/7m0Wgk7ezuMJ2OuXL2MrQRf9MUvp8hStnd2WFjs0A86XL16mclkwGiwj9YF+XSIrVK2pyO2rl4FbQkUdGKQwiBFxdpSj8XFRQ53DqgCzetf+xBBKNjdOYdSgl6/zUphWVs3jLOSyxcHRKGk3+uQTTLyTHPt8lWCIKDMNa1WwumTa8RxwMJCj3YnoNMJCGONDAwXLpzj/PmKVicmaSe8/OUvpSwM1zb22N0dcuniE8RRn4ceupvxeJuPPPoIhwd76LJiPNhjECvKPKXICjaubRNHCXffdZITJ5ZY7MdsbYzY27nGfffdwdmz63zoQx9iMDhkebnP2toKS8sr5HnJ4WDM4eGA7e197rzjXtrtDieOn6Td7nPlygbXrm3f1HHzWRVazWMmwdfM+GR3Pbnx1i3Cw50dUsst1KaZ3FIKp9Q8oETriqIsXP0ZdUmAg4JZazEipPLhKZ8IcR6YdBaxVYa4KHEQ9hCrDYU2oKRXik+fExPe0xF1bIeZUpu3jK8Xbxw3e6lzck1qzieKmpBrs+XcsfxO3KLa7BVj648ciEMGLlRkrMVqTaX9yiUEURASxTG9hb5PwC67fJlXkFEUEYYhcdJqQsStVgddVYAkCIdsb+80KMybLVWlZ7dLSG/8HF3dhVBIJevlG+nHQFmWXqE5A8p5ttKhaS0ga6VhG2Wmrju+8+IkUroE3gwlKZDKGzA+n+nOxxldFg+2Me5gSjrPTknVhBhlDfjw+1QKwlDUu2l+NqNQ1OOhvgAfKfC3Q17n9Qt73TisU73UIWio69cA4ihsjldqw3QyJUkS2p0WxudvlZKEQdDM3SSK0Mai6zFmNMdWljn26lcTBA6YkxWasjIkSYCUMC0r91y5yQotjBykXUisVIgwBCkwAgptSIuKwVBjhWZr55BSw8b2LvsHAza3DkhaHY6tnSRpd+kvLLtogLYcHB5Qac3JM2fp9/s88dR5tre3OHf+Emsr63zxwy/m0sXzXPnoJcJY0u7GbG9vMRjsk6cDlBTk6YQyh62NqxzsbiOt887bkfBpCcvyQoe1Y0t8KoyoQsNLX/IcggB+/w+uIpVgdXWZep385Kd32Low4fSpHu1OArakLAp2tncQAorM0u91WFnsEIVdup0Fev2Ibj8iaQlUYPjwRz7NweEup88cZ/3EcZ733AcoK4MKzjGdTNjavMw99zzI3fecYjrd59OfOmAyGmK1ZToZMB4pMBXpNGNv5xrr68c5ceJeVpa6tFqKshgzONzh/geeQxxH/M7v/Babm1vcedc9rCyv8MCDD7FxbYv/8ycfZjwasrO9Q1GUxHHCysoqcdzhqXMXmabpTR03n5NCE8YghXULw7xXIwQSX/yJ8cgsH2asNFaCUhoBDVCh8GEvrTVhEDfQ87rWCgFCBYQqIIxBVy6PVpUFpqwIfF4qabcJ4xisJUtTyrJqkus+LuoXzDr/J10NEs5Lqs+/uRaeyTN7uvfd/ZDC5XSMt7SN13RybktZH8Cj0GpFp0SEFZJKa5c/qjQIh3xUQYiKIlQQoMKATrdLq9Wit9An9l6aqJNLWEq/2BS5g1ZbY115gBRIGRDHLVfALJ8xdfp5EV1ffn0fjAGPkPVmyrzD/HSZT/d+s35bjBEI6QEfOONKeU1m/Vrv05BeWeE9l5lhMq9T6/07CLwkacXuzPx3ZGOQ4Q0y0YQR63NywCPZwPsFNx6j9thmSmguf3bDBTtz6YhSs08zEr0hKAFduUL5MAwJg4DlpUWstWRp1tTfBUFA1IqZTFN0pWm1WwgpqSoX9jVaEwSKViLJy4rxOENKRSAlteWVhAEmuN50+PxLEDlQkJEQhBHthTZpOmU8GRHEMf04IkhKDIKrm9fYHx5SakOctDlztk/c6rC0tE5eVuwfDnn+C17Ivfc9h0f+8BEuX7nMe9//fqI45sTxdboLC6RlwUJ3wT1/CWmeMZmOScaSyWgPQUUcO0/sj/9wwxlBVtOK2/ydv/VXXAg3dHWQIFlaXCJOEpIwJM1ywtAwnU6YTickrdjde+EiAMvLCcfXA/I0Z2tccGJ9kTBQjIZD8qxkMiwYHGY88ekrLK90qKoxbJQIWWKsQ4qPx3toU7K7u48QcP78OfK85NOffJyrV7bJ0gyjSyJl2drZYHA44rkPnOD+56zT61gClXPm1BKDwYhzTxwyODRcuhjy1JOP8VvvKVzdpbVMphtEUcRLv+i5RPGLeOCBhyjLiiefvIC2Y46tdbFUIC1Xrz3F//ydQ5774As5fnyN5aXeEXTwTRk3n/VDb/0DCNEsQe7vuRBN87v3SJzDYlxoyRd2Km95V2WF0aapVVN+NXKLgt+/XzhcTY1AI1x4UWtn0QuI4ggVGKpWC2MNKnCJ/NocbkpwvUKrLfHaE6iVXSNHFiDRnJOY/Xlk4b1u0+bXRtE1cSH/0zqQw5x97Y6vFAhF1bCbuGtQynkrQRgSRCFhFNFud2i1W7TbHcI4oi6RENKhRLV2iqwB02jTLHAOLeoKHcUtqkNrMmi1A4Bt8Dj164hGu16u0wrWpdkw1qM+rcvxHs1szgFvmmc8A5Vcr9Bm6UTr68PqMe+eVcPSIfD5t5nn1SBo6+fATKHVIcTrQ41uDM55Z/U9uP4W2Lnxx2wbMTf6rJgPXXsmHGt97VjsYfo5NWtOGDmGDD0syYuSXq+DUgpdOYSy8NGDMBAUhaEsSqJIECiFMK7EJVA3X5kBCCX9fbeoMKDd6VBUBZWuiFsxYRQStZ3lUlQFZupqquJWSNzqE0Yt4laLvJqQZhn9hQXuvOsuPv7JT3Btc5NLl6+glOSee++h1e3QX1igFbex9T8Bla7IsgxdTrC6oNdTKGnZH+4jMHQ6LfonY57/0F2OyUg5hhphXQqlzs1mWUZapGhdNsX4UjlDUyBptQMW+yF7uxV5Zli8o0OnE1PmKbp0tZVlqTk4GCJVxcKioKymlNWEwpMpRDEEAUynKaPRmL2dXbIsZ2d7m9Fw6CIYwoXa82zCaHTA8eOrtNoJ00mKNTmtRFFkEilKdDVlPNpj49o1Ll+6zNraGgsLC4xGu0RxyIsefphja2s89NB9DA5HPHX+CcIIFpe65GXJZJoynhywf7DPc+67n047YnGh7wutb548Y2G1tXXNjWdasPM1XrPpZvyEqCvhmyJWP9GUUuRZxuHhIaUv9kyShDBOEL56ti6CddX7yhWNhsKFq4oCtPFWvSQIQrdwdCEKQwDyNGM6Gc8uwIMErPQLj6mXG+sXmlktXf33ZxVx/cIjmrfnX3aW+GBmg9sjr2adVu56dGHR1mCxKKWI222SJKbb7RHFkX/FjYJzlrXLUbmcjkAFNexcU1YVWZo1lGGBUqgopNVq3RKUGnN3wONh3GLvDRxrPWjdT/DmG9YZR04J40OxM0+7VlgudySdgtA+BOi0JrbSTWlJgy60N56XtTU03xkS0rtW0i80UnjSAK/IrC8tMHpeKbrnaXRJVdimDg2fy5WeM0s2xqBpFs0mdO2TYw1pSI2mtdcbHteNTwtFnmGsJgj8HMimgEB4Rph2O0FXlatJwrHZtOKYMAhc/Z9nAwl8jlwIQZFrrLHESniKLuFBWs7LuxVMM2U1dXnhdod2u8Xy8gJZMaXUJcdXjnP8xDovfPhhjh8/ThS3KSvDE09cYDxO2R9M2Nk54MMf/hBBEBMnHbY2N3ji059GVyULCz2iOHB4AIHL1wo4PNzn/1zeIAwVL3nJizjY22RwuMvx9UW6nUXGgy3KPKffSwgDSb+bsNCLCChY6nU5cfwERVFSFBUWidaGzWuXmYxGJJ0WC/0ODz73XsbjMZ/61CeJ4ohOt0MrSXjw/nuZnq6oSsuZM3cQBAE7G1vkSnPmTMffFYMQhq2tXZTSKGWQgSUK3DguS0gnmkMmfOyxT1CWFVsb23Q6i7z6VV/MyvIxWnHE8WOrdJIWVTVmOtrlyuWrVJVmZ+MS3V6fL/6iFzjyBSE52N/k8PCQ8WSCUopOV9LrJTz8kueQtCqMHbK4EvK1X/dljEZTNjb2+MAjf8KVq0+ysNgnijoYO2D/4CIHByNPAPDWmzZunpH6qln059acuS28ByNmk9PYJqfjrErvEwlX5FsUuacfks57CMOmUNrUJrT0dE0+52alcqAR5bcUzq0XovYiY1qttquPmc7s5BocQkOVdR2Wsb6wOo92ndV+fT6tDhI1291wP45KvWjV2MT5gu95FKhpFjl8qFERxZELWbRbhGHoPNIwcF7rdR5WE7prFlm/dPoyAGMMBJ5Zxd/TWyJiVpw8f5vEDe9c/7U5RfS0z2Z2P6GuE/MhXh9qNdiGKu3I4cRMYTjPitnvzMLBN+a/oFam86ZKfc+tdUX/dW5PisCDYORc9OLGc7d2RsV1dI6J5pzmR+L1gcfZeHJ/Oxq5mm3E8YXamgwBXBha+fpIH9p0p+mUoIPIO48tCDyK0+d+MebG2ribJDXatKpijDVI5QA+KnCUVnEcsbKyxIkTx4lbHXRlmU4LhsMJVu6Tpjl14XlVFUzGYw4P9sEaWnHsoiVSUOQZRZmjq5Iizzg8HLCw0PXUTlBVBXEc0u91kKZDVSgUOWEgaSURUSCpygyBoZWEbq4bV1JQlY7dJM+mhHEA1pDEEWkqGY3GREWEQdDvhrTjkG5HAcLtRyiSJKSqHKemtQ6BW1aGPCvw9kuzxGo/MIrCImXF9vYhWmuytKDdsrSSBKOt55zVSOGuPcvGTMYjirygyAvKouDsmXuwFqrSAYKyvESWpRtjUiBVwXQ6YDLucjjYodPtsbZ2gnYnIQgDVj/dI0kUS4sdut1l2u0AqSqKckyRFzd13Hz2kKNw07DyikHgrNXAF+eqQBAI6cM/Do1WIwvDMGzMWCkkIYKyKphMxqjQLdLdTpe41aYoXXGosbgcU2AahKBSIUoGhEo1hLDOA9Q+jKiIIkWyHCMQDA4Hc1dQLwezQJ9fAl0oEnxdk71ukW2Wsrn3PrPMWFNmnub8OdQ5mhvYSyyMJxNK48KrSim6NeBjZZkoikiSVhORslZQGYswLt8TBGETTrLGUJUaIQRhFHpPQ3n2ijnWkCxnOr25idlanIfP07JqCK/MhRJzSqLmqZyFI0WjTGpWjKNRgtpwsjXgxFiwFcI4o8hY6ZGS/il7T3Gm03x5iNVoY6hK4yx3KYmCep/e+NAu7G48D6VU3jNWAVbnFOXYMdwoiQg1VkmkDI94l834sM7jqUPvQsxUnjgyfGYj8wY9IiCKY+o4bj226vIYl8sukMIV3ZdlSVXkTRi60u57MnChfSFdqHE6ndBKYvq9jr+3oMuKSleORu0WRB2vbW652MY1yfJyHyEKpNDccWYdYQs2Ny/x6If/hGuXL/LSl72cxcUVXvTCh8iKimvXdplOc77opS/jIx/5KO997/vZvHYRpQzdTpf1lUU2dzZI0wmf+NMPk+cZB4MDrBbEUcTgcJ+Nq+eRlA6xuLLAnWdPcc+dL0Oi+e33vJsiT1lZWCdWcPXyU0hTsLrYYzrNSNOMc+cusLO7x8FgRFFW7B3uUlYlmzvbTKc5RWGZpgU7e/uEakAoJcePL9Pvdzh37nFAcv8D9yClIktLJpMJV65cATQ2cmNJVzAcQl54Q0yCLkEFFVcubRHHivX1mK3NA65e/iOyVJCmgqVFF9LM8320zikKT1RhLBcOMj7wB/+VMIRuF4bDnOEAVlah13ch8yzP+B//8z202gnrJ49z/PhJXvua17O8vMqdd9/BQ8+7k42Nh3jwwRdyx9l7SD0Z8upqiyy/uQjrZ/bQ7MwLa2rR/MQS12/rt4O6UFTOWYLOOjRGE3qOx5r/TinlSGutCw82kRYLeAJNV/sj3TbGYDUuD1HnO4QgDCPanQ5VWbh6KyxWzxSKkA4gXs2ghVB7RnhHrvYIqD2ouWv0/808uNl/zhus6+bmi6HdNdd3q168jJmR5RorSUKXJ+t2u8RJQqvVRgUKFSi/GFtvRcvGu6vPU0o5h5b0ZRRSQRC6GsCqJAyCOYv/1sj8WAF3SxqSaWq2C8CHHxGefR4ag6P2/n00sdlP7W3PizFuUrpcrKuTFBKsrbk053bg72mtJJu3fX2lxXFEGlwI0lJzL9YepKevEqKB3de/i9nOHE+jvI6Jf25Q3cgEUkc75kypGx5arZVp7tEs1y2e1gOfn7ONUdGEPmchz6Yurn5O3iOukcjzhGQ3U3RVEQSKbjeh123RaceedR+Q7nyLfMpweMDVy5cYDYcsr56g0pYinSCRHFtepN9tEyhBmadMhgMUliiOCIWlUjAdHZIXOcKUSBGgAgE2QNgWurKOUNdorC5RHsUdKIkWwpE7lCWFsBx22uzsbFHkJUVeMRmPmE4nDIdj8qJCZYpKayaTjLxwAJ56/msM0gryPCOdStK0AgT93gJh6NDjLnDlIxfQIFeryoUaayq1ogBRQTrVGA3p1JGWT6c5eWpJM1daoKuSqsqwpmyGXSE06VQzOKyIIsD6/YlmKDsxlp2dEUE4pdCCorCcP3+OyXRCnCRYKo4dW6LXS4hjSRi0MBqKIn12PTSYmyDW3fR6qrgk8myS1ohHoWZ/I1zmQFsXChGeR6idJLQ6XZezMMZbta7GyAhLJaomFFejB5S3IKModm69rrDGUpUlRmvysqDd6XLvPT329/c5PNxnMplQaUNRaSyWbqsNQD4dAS4sYz21kbWOYFl667sO681CXbVndWPIxdU6GUdaq3H5PVEDNTR5nrq8mEcmhmHIZDIlywsMCqEky8dW6Xa7HD9xotlGG0NZlQ0tVsOl6ekntHYeWRxFjeJquiEIx9e2t7vLcDhkZWmJMHCWeRiG3AqpAT9S+sXW2EbJzQAW14VPa2PhulWz9tjccJDXOdPe7zYOLSuNwczF8VzNmHK1aQDW5U1MY2z4wGCtS2yF0da1ZpECEbhWLsrXcLni5VnNoBAQq5BEtJrzdTVu1tHHGRoWGemvVwqBUHW95AxUMsur0XzmvLQ5Q7I2NAXeu5xpvBqZbPSsNsNag9XGld5ENeeoaaIp1vhwqw/19rodN37niGSTKAT8uNHacXrdRFECVpa6vO6vvJR+v8vKyiK7e7tsbF2j2+vSbreoKs1osM1/fNf/QVeWl7z4iwnCmOEoY2V1nec/78UstAOOr/ahmLBz9Ty7G64t0z1330knivnU/jWKMmfl2ApSSKxVrJw6xemT65w79ziXLp5jeLjDFaZU6Q5hIGhFAaJSnHvyKQIBnZbiYG+Hq5cuEkUtojChMk4BXb6yx8HBmNAtPWSVQ1/LAKLYlfMloSQOFOPRkP29AVXpNEw6mbi60lYXrQ1hKNFGoK2lKqH0ykxrSBIPChnXaxRkWnP10gStnWIKg3qbjHxaEKhqPlvE1FRUFbRjt79eWxIGFqW8NziYPfa9fdBWs7G9w7lze5w79yTH19d47nOfx+rqGvc/eBeT8Zgnn/hTXvjCl3JsdZ21tUWq8lmkvhLekna/H80ZzGZf7eE4a6+uw3LAA+tRaY6TTXkPobZwZ+jIo+uTFI650NgZBN+l6X29GxZrlXu/CWG5ba0QqCAgihPS1LEnSBVgrGksI6XC5rzra5PYpvUNzC2gjTVP81NQb1aHu6yzwIUEUSMVZytzEAS+ZQWeDd+1UZBC0u31UFFCp9PxLSeUp8KyjRcjhHMB6t+NV/Ky/kzUxb2Bv0fSMZQbg/AdCMqydMTOtwgQAhAGswUbvPc0F3JsXsye/5FoLTSelP/VheUaz8HLnH6r68RmnpRsSIGb0KPPn1Cfj/+eMPiWGs2T9frSlQrULpFDqx7Nsx2NVhy9BHHdb0cJqmfe1ez/2bib//YsxHrdLbrhps1u3ix8OzPEZmN47szmzmc2vuc9ydk+b4V88cueR7/f4cypdVrtmG63TVlOGY0TAmnRZU6SJCRJSKhAFwV7u5u02z0WF4/RjgPSySGhspxYc10Cqqqi1++RJDHSllRFwfJCG21i+t0WVSUYjXOSSLF+bIWtjRglDboqKApJWUZgnCeVF4VDh3rOT4EzZLMsZzicUmpBqUFgiBNFlASuKN+ANppS52jruU2li0zVpNfGe8pFmWOtdshbYzFW+8iOG7pag1QQMWOkSeIQYwSTSeE8OQ/+Vr5cyNGQGoy0iHCOzBqBkgFKQhQ6tqLxyLrcnAEZKMcBK1xHkTAEqaEsLJnQjMea3WDA+fOXGY0y0rRAVwJrBNtbm2Cg11ugncQ3ddw8o0ITCF/f41XKXKgL6miFR0thfGixJnAVIDXaupYdxhpUHd6ow5FNbmHuuFIgrHINHJ2Wcs0OmfOYEFhhkLLy7otFm4q8KFFBSK/XZzyeYK0kDBOMNRwcOLqb1WMr1C0hhHIejbIWOdffqs7T1KHB2T1xP+u+ViBnRbheoRW+WWfdyLPV6aK1diTBZY7W2nmlYcTxk6do9xdmykwIV3enq+YZKKWQgWrOraxKrDG0klYTXhJSumS3X3eNR7ZFYYjodhkPR679TnnzG3vW0kpqhebfmNOl9aOvQ3SNwVBH6qz7Yo2mdQhYDxyal2Y8uD/qFjz1Al33f5O+52e9f2tc0a5pnqdDL1L3a0OghGsX2ZAINIaVoTbH6r524voxLOZCe2JGNHy9MqvlKHalVjlNVu2Ge1sblXW46M8i9eY1Rdv159Ls/7pzu5Xyj/7hWzBGUxSZV+SWQJbocsT+4QGj4T4n1u9nYWGB3c0NDg4OuXb5KY6trvElr3g5VWXZ3rhIS2kefug+xuMR02nKgw/ez9LSIu97/+8yPNjjgXtO+7lsORhM2dvdots6w733nObq5U8SyIqqnJJPK3QZI6zg4MC1spL1jZIQt1usHFvjqacucuHCZcZTKCvB4nKH9YUecafjAW6SaZayubVJkcN4AiQGlRhPjzdTMkVZOKi/Hw9GC7TvKaa1U05RBEHLl3gKwcpyD61hZ/sQYwztBOJY0G4LssySpZZAusazMhEEgUAbF/1pddpYJZCiYjguuXYtJ2lBpwOddky7k5AVYypdsrhg0RoORoCFLIXN6YBrVz5GpxPT7yWsHTvJ0tIKRV6xtLTCl3/5G1hZWbip4+azw/ZFXVnm47jMlNz8pKs9s1q5NdKESGrPqy5SFY13UR8DRENs3+yjOczcjoDGVZqbzY5OShL4VsTWQhwnFGXJNE19mwiHnNQ1G74KXD+2vCBSikhKmjoUW9ejHFW4DZgEnxcRYg7Q4pLrttI0TH1CIoMQbaHUrkBRa0ur7fJk7U6HtudkrMOcNUnxfLueuo7PWosy2jUn9J8ZD4UPgtABZrRTzFprB9eXkoNij8l44pqQ3pIsCARyZvRYy5EK4oYSitkCWyM9LRZpbR1pc9ftF++mjnz+GsSM5ldhfYrFjQ2nhKQ3yHwoz9btHa3Pi82x2YjA05i5lyMUoCkLUIgGgt8wj9Tjox6rlib6IH3ZgfQaqFZ081LXvc3CjPUIc0eabT5za4/qsc+ucY4opzkLoA73Pp3X13hzdq7E5BZ5ZwBlOQFciKwsK6bTMZaSbjemLB2bxtbGNbY2NsCUdNsxcRizurzA2uoiZaEps4yrV6/x1JPnmzC+MDmh1Dx431nGk2X29ncoS0eh14pgbWWByXDAB37/A2xcvUIgjVMA0qJ1iRSSxaUOVRk7JKgUxJFEqYDJdMo0LcnyOkVgmUxL0twQZtYhNWOJNoZ2qwO49jTuenE5X+aiFo0npr3xr5o+iEoZpHKRr6Jw3xdCYJbdeItjEEh6XedlunmgEdimM0SeG7LUor3BUBQFSioHKjMWbI6wCqyiLBSptJSVxBiFlY7su5U4Jp6qcNaqMZZ0WmIrCOQAXVkwkukkZXdrG2Fg9SY2O38GD83fWCHAyqcJsTi2fayZeWrNd/1WQnjgcp3UnNFguRYbam7BExiMJxme84qezkK1tvmesa66R0nXcgYExkDSaqOt5XA4Is3ypsttWblQnFQhRZUzTjM6cUIQBzOFhg91zYdexNElxHmjFm0F2gqEDJDCYkXl4PJIpFCoIKKsDGVlmpqnpN1hcWmZXr9P0u54/WypvHc3j+KT6mgButaaGgziqMQ0dRmE1hqjCx/mNcRhRKAUeeqIiuvu37dC6i41zfOdu5Uz8MRRB6O5/3JugRfWl3S4xd7CXNfxowE/hWiaguLHCMJQ07jUQTdRM8ngFh5npStEoMBql+/FF8N7PaKk8ETFpmHEr/cobK1Aa8BFbbjNe2Y33qMb0a8zY3FmMjJn1M1+/fMHj91OagP1s245FxK9lTIeHzhy4l6PosgYDHYBS7/fAlsQKsOjj36SnZ197rvvLhZ7HaKww/r6CmdOrJDnFabIeerTn+SjH/xDzpw5zfHj69hiTGB7vOzFD2FMxfvf/7sMhxmTMqMbB5w9dYzzF67y++//AIuLioWFgFBZAmWpyhyJYm1t0dktvg+hQGC1YDAcMZrkTDMII/c6GOYUJUg1RQXQ6iqiJGZhYQEhp+RlgS1n4AtX8kFjwBnjFalUfv1yKGZtKgJdURRQlZCm7vtaSwIF7bYrgl9Z6jZE5RKLwhBHAXEcsDPMSVPjx5FBkJJEEaurHayx3mALEMTkmUPA1q2cCSxCWnodR0SQZjOwhy416Vijq32m4wnj4ZRer8eVS5cp84L7H7x54+YZCqtdDLSejBIaJvG5zpqzxYN6GjpYOd6qMD7EA7X3oTFao3UFUmG8JeoKTN33m2WqDk01i4elQcXV4jesKkNhSqqq3ndAECUY6+h9MAJblozTzCmAKCTPC0aTKdMgYxSoOSP0aChmNvF9ONLUPz2rh+ccBAett9YRC1emotRTyrIkLzVh6Dp+d3p9eguLvkdV1nSjboAU1J6Diz/M576U37YON0p8SAsBHihjjS99sL5nln8F/ru3QsQRJWap7YP6daNSs3XQuvlZGw5N4YWwvm7RzryNuUVZWlfWMGOeEQjjABjCzmILznuse+nV/IyO2sgaV4Bca2IpjLdsawqsmn/Ujw1qr1c2bP4OzYpng/De0FzB/ZFGtMwrJ3e19divlVm9D3Hkemujbnb9NTr3GZ6Mv23iMyq065vjziu1W6HgHnvswySthNMnT1EUGfsHew4FmE6oqgqtKzodiaCDtAWmUrR6CySRJB0PCVTIqeOrvOqLX8Lx1SUO9vcZjYasL/c4vtLHlFOqIuPYUodOZBlNBKgWqrXOsaU+d546xu7uFfYPN0kiSRxK9nYHSCl58IEzqEBweDBACEEUtMjykuk0Q2NRoWCaWcrK9QSUgSMjlkqgTc50UrG3N0SICqm8p9/UXTZVIk68knOdOpwxXBntAHOi7i3ouqtLaUnTjCgKWF5eIkli1o+tkuc5w+GAPCvI0xytK8qqpNUOiKLIYQyMr1EzmsPhGG0gDFsIEVCVAVVeom1FqxUShCFGu/MOVNsBq6wjywgD6ckdLNm0pCoMk5HhIJ7ye7/3+/T7XV735d9x08bNM8P268lZ5w/8JG1W/nmEll9+mrCKo+QH4zwoFwp0i7M2Gm00QldYEc48Hq8rEfP0QWKm0OwsNEVzFg4UUpmSLMtn7BPSeUcWFyd2g6FiPBkhpSSOY/K8ZDzNSAWEc8drch9SHpn4Tok5KGyt0Fqeiif0uZsZ8MyANpi8cChEbYiSgLjVptXp0e72SIuSIsuIE0f2GkURCO9l1Nfoww6NApNHQ0U+mOXDFM6Dw1iUkK7Rp6WpVavDvbdC6rDJESeXWbhRilnYrh47ddB3FvydRZaNX6yFbYLc/kgzsEQdLqxHSaNA50JnTjm43+rSkcAX7Uahy6VZ60o+fC0HDs5en3edO6uNLX8dflUSsv55fYhRUDOF1MjaWqEduWlHf/F/Po1La2fjn9lbN373ad758yizp1NuN0ueePJxup0OoXJ5o/FkwGg05OBgnzAKHedkS5HEbTAuKtGKA6JAkE2H9Dp91lZWWV9Z5MUveIg/+qM/4k8fe4zlfofVxQ7bO0N0PmG536ITQxRogrhHe2kNe2IF85zTfPgjJdPxFkkoiELJ1YMJxkDrxW3iOGBwOEIIRRAlUBiy0iFnZShIhzCZWpKWI63udNsIKRiNStKp5vLVCZ0OrKz4cHbNR1rPFz9wm1wpuHSCdY196zKdur9gGELguyEI4NjaCt1Oh7X1NdJ06imvUrJEMRyOmE5L4qSDFK7Zp9aWyTSjqjTD8RSlIuK4jUBSVYI0NxRVSRS1vEJzHL1KthCUYN2cCJVEW6jQ5FlFaiqMzj024EPE8bNIfQVzizseln+EwWFWw9Wwzde6zloX6hHCu80WUxQIY0nTFGSAihLCUCMCVyMmVeAg1kFdyF1bnHXYUtQYeyrpbNpAKYxfXPK8cBaKp4miqkBKTpw6xUKacvnqFUxeIQLHMj6a5kip6PR6UGn3gua6LIKaM7kWFwZwIBfXaNCSFiV5pZszDoNZrZg1jjQ4CJwi6/QXWFxaQoUxRTWjFZPCNTgNw+BIDzTdAFVce4+ZUzIDGqjQQ7G1RpdOQdaLbTqZkqUp1mjiyPM/3iKk4xzmoPHWamCPlHXt1swDx3vp1ljP6D4X2rVzvyPmVdWsSBrHKB8RzCkL96FrKyRmXo/1x1UOqh74ztLK1/P4tnQ+9iP85K23ETNl7G+0sr4XWxNulEcUZ32GDSilec2Djq5bxfCKse5KeL1CEzj23qZh62cyVG5UQM+klK4nATh6njdfvuZvvBFrDHmeeeTqCfb2dtjcjOn3erQ7ncbI7bR6CCSH+2PS6ZA/+sPfQ6mQOGxx+tQZnnPvfehiQiArDnavIswUbInEsNiJ0YmkHVkOhikf/8gfORLk8YjxZEgnUZw8vkqv32Pj2oDhcMKnn3iCleVFXvCihxlPUp544gIyjFk/dZbt/Utcvjak3Q5ZWlEY60Acu3sjF5pLS4Iw5MEHFkmzjOFwTK/joPKl9sYUgPU0r/6Ram3I8pKyhKywGG1dbVfp8mfttiIMBVlZoq2lKDJ0KyKMJP2FFe697wzDwSGDwwMuXbrIzk5BOsmpTMVCr4MUAVYtuWLvnSEygCBSaO0NZElDJF9pp1B1abi2cUAQQK/XwmjNeFIipavX63QkYSgpcu3KYMopRt/c6NDnBNuvFdoRuDVzlvf8QPcLxWzwO0YErQ2CCoGgLEuCoqAsSkARCJeTQPmFWs727RLXszzc/II+X0RaJ9YrrYlw7A3SWKSydPt9wiTh2tYmlCVKRVgqyrwkjgPiVguTl2hbUhea1pZzE3qqL69eiBBYJAjHVF7pynlmgCVsUJDGuDo4GQSEUULcatPudBHKExLXNrUQLn6uZh5hDd03xi3yLswrGqPBKQaX+7HGoTyNcaHFuv9ckedMJxMwlkA5aiN7kxmva6lbotRregOikF45SJock/vMlT8YUa/RM9/NMH/fZ8oMRINUtLgcWigV896PZVbQbme7BdyiISWELvXqlZCt9Rj1BQhm7PsNC389FiUI63q0zTyfOTQj9fnZJrQ+j6adnc4sJ9fotfnTra9zzkNrTuBppY6izHuzc/v6HJRa/fNWK7QHHrifLE25cuWSQ+C1ErQpmE6HrKws0+/3facPyUJvEWNgPDjHaJKytbmDNSAJkNZyx6mT6CpHoJmOByih6bQjgkCSRBJrQ5SMGY0mHOxuMhwO2T/YJ4oDwjig205Y7Pcc/6U17O7soQLF6toa6nBIoc8RqYR2q0dlQoZjS7cf0O6GZJlro5SmBVpb8sLSCwWrqy329g27u2BbLm1R1fWAdTTDrwkOJ2ApSkvp821+uXORJwvCRxiKogQqT4RcIYSh00k4ffo4++2AIDQcHCZMJoo81+jKEkauVVCXBJRA7oNQLlSqrUGXnjCibq3k6dW0MUymGUkiWV7uUgJlmROGruYtiiWtWKKEaYrUdfW0j/vzJp9bdaQ4uoT4N49u4l+u1mc2+IWYzTsXCqwoiwIVODYPpEJFBiGVb4diwdTQ8pn1WVstdThRa92QIBvvgoeRS7YiBKX2LTGsQAURsQw4efoseZ47uqnKMZGrICCMInSeozPH6G+0pijqMGHZFEi7KKpj4QgCl6RVDTLSkPtwp1ABQqqm+WarI+n1eqyvr9Pr9+j3+6TTKZM0p9dJiCJPl4Sl8o1KhYfwB0rOGm8xs+qFcKTEwtfzGTRF7nIL1mi0deil8WjA/v4+wkIQSPK8vGW1aDOFNlNstSKolUIw56VBo7MJmsChjwRYF3L02ETm1UCzzPr9JtLllUwNIGFmhNW6vOa+a1g+oCmypzYgfNRBUreT8d6ccspKNflV6/KztbHBnFffhDBmd2IWFPUnPacE8ffIveeBQHMKyzb/UWvfZ1ZMn+HN2W4+swf3bIQbAbZ3tx2rUCtmMDjk8U9/gqoqqKqCY+Exev0uVy9fYTQcIgmoSs3VS5uk05TD/SHCCgIZsb20wPbGZQb720xHB4xaAmtSFF2iUFEWBqUEnVbEnafXWV45xcHhAVs7Wzzx5AUuXLzG4PAQqQydbkmp4eBQU+kJj338cawVtHuLXLhwwEcfe5KqSukvw/LaMosLC2xvbmNsRn+xizGGyXiMoGJ7e5csq4hDt2ZqI1wUS1M75kilEAKv6Bzy2QqnbAL/Mri/i0pjrCaMLYEyZNWE4aTi8jWNESdYP9EjzQ+YpDusrrdZXLmD3b0R6bRgOt0nrSxWBYSJZWU9wPUptOhxQZGlBGFAFEisLKgArXOsNajAEkaSbjeiqtx5t1sB3U6ENSXYkvaSI5rY3i4oy5s7fj6rQptXSlCH/66brO4DmFd14ujv9YRxFrZtFIQ2BuXRZFBb0Qbr8xZ16K85F59/s0/z01qLlI6zrii1TxwbtOc/MhaSpIVUAYXWyKrC+uaSUinXAdkqZFX6c/PhKqEdys5fvxISoRQqjByLfRBgrSs21Np1Opa+TYtSAVIpwiCk1W7T6fZotdpEUUyaZlTaNDDc+pYZranb5zgQgM/FSHnDotJ4yo2yM9QNUY3RmMop5iLPiTx7SeNi3gIRzarpm70iaKjMEHM1XnMgIByysHZ/jI8R1k2/662vZ9/0B3TQeumt1rkwJcxG6CznW78/h6Ntbs9cq6S58GL9qpVgY2g0+/aRDTv7rmV+G3HDGTU1mc0JiSY8Sn1u/vM6n1jv0O3/qHGJrWfOnG/4GR75/NnMHcYf69YqsXnJ8qxZxIuy4HBwSBgGJIlrZKpNhfXmTZqlFHnJZDomnWRMxikSQRRUTCcjBoMD8syF3YV1vR2DwPHRGuMaBYdKEoYxcbtHHCuiSLBxbRujNdNJ6vqdRZJOJ+JwWFJWlmmaoYKQME4oK9jeHdLtQKcToAJn1MogRIWODUkKTRQGGOuoqKwRxHGAlM5Td169bTyzmbevZxED4Yqpg1AQBoKwmtEOGOuYPFQgsGgqXTCejBiP24ynh0ymIybphFYrIGknWGnJs4LNzT2KwjH9qxDidj1+NUJprNQI5TpHCOkMexU4A64mpNG+pUYUw8JCi7VjC66HpS6JPTvNaHSItTfXRXtmD+26wXxDGITZ3/MJ8Jq9QymFRWKwVMbTYHkPqypLj7BxSkkp6UJnrsR+NtlsDcawvpeaC2EeUWx+IVIqJB+nDEcjNG6gjKcpxhi6/T5SBZTaYoWk1ek4QtqqIm51iHsRVeUYNdLMNQ0NJhMqXbkOysLRHsVRRLvdJo5j4jgm8wXLnV7VAF6wFiElURjS6/fp9Xp0FhYIlKICjJDYuSB57TXV7B4K26AZmyyKUr7onGbbmkFAV7qhOwrDkEmeMxoMydIUXVZo4cskji7fN1lmOUms99C8reIhFTOvpj4l3+k8FHUdn/domnCjDz/O9nw0h+bHzYxZ86iT1Pysk3K1YvQwSudFzm1sfc6MWe7MF4YcuVJrJEbPQvLAkeuaOVI+pOwulnm2G0SdD2ziHTfc0esVUGPVzL3pkP+eu6c2fubPdX5OzxufNxxtfjNBXUZyKxRcYdycOxwcMh4O0MJw+uQ69z/nPi5euMBHH/soL374xayvrXPp/BUO9g7YurZNURg2NjRRYFldqtjYuMajQpBEAYsLPe688wxra6usH18lCCTbGxfRuiQMFONpytXNbRaXFnnogXu4euUST52DC0/tUOoDXvhFZzlzZ4QIL9Jqd7nn3nvRRrC5O+T46YLnv2gdayTWCnb2Drl8dZvTJ8/Q669w9cplrNEs9hZJ04KNjQOWl9ucvXOZ6XTIdDJyZUeBJAjdPEfgDOWydO2NlFNYLSVdN444ptWpKEtNnhYYY+j0YoJAEIeOKH5v/5BpNmL34BKTsWY8rrjrrj7rxzu88CX30O11+fSnznFwMOLCxS3StKLAonWFrgrClqFrQYgKvEIOQsWxY8ewBs49ucV4WvKJx/dZXLCcvQNe/orn85Vf+eVEoSJUgsP9XYbDQ/7X7/xv9vb2buq4eQaFdr0yu27I3zCZxNEQiKgV25x163MIrh7L9e6a97Iam3ouJGJdENktanPbzl6z7eqQkhCO+qFBVWpDnhee1cP3aAtcnikIw7nGcwJHqjxrYVMzt9dKWkiFCgLXmyyMUB7xKFUAGPKi8NfkECU1t6Ixlgrnmbru2XOFWvO3de6658ODbokT1AWxzfVr06AYsc7TtcZSFoVrsOqfibW+pcqtgu3X/9nZEl37E7VaPVKUDLi6RjFXMza3s9mwoskKXT8m52V++zml1ygde52iEzMVMp/LcmHJOfTu/AHmxl7NajLziK6j6KIuG5hrr1THl5ow49yxZ2f2tPehLvK/QcnZ69+0c6HKmddVA7ue5pYdPeR1yuyZatc+H1LPoTBy/f/qGlKpFEmS0PF8k1VVEUUR7U6b5eUldClRwQTQFIVlMsk4PDxgdXmJXrdNEsckcUwYKpSStJKYqnKdHAIlSeLQL8SSpcU+p0+to69OGEwqykJTFIZ2J6HdaRGGAYqATrfH8nLBqVPrpKkmyzRlaZHS1b5aBGEUYbT2408QRaH7fk26LmSTxgi9Qis9Wllr2+TnXV2qAz+5JqEghFN2zlt3eWgH8zcYqykKzWBQUOQOQJIXOVmuKKsMbUO6/QhDQnsvwGCQ46oZCUnLdfUoioqyct2xjRUYW6+hjo2n3enQ72mSVkEUS5TnjQwCkMqFJk+eWKbbvbkcoJ+DQnv6xfZI3GNuG+kT79baeTrDmbVqfeV75arkLZKoKEBI1/jTh6dmE68+TK3UjIfF35ik1saQ5QVBFLKwtMhkMiUvSlptR0a7ub1FVXn3WUoskla7RW+hz+RwxGgwbnJydQ6tKCqXSyu1Lwx3jfucQq6vTyJlQJJEbr/DoS9mLJFCY41DYA4Hw0ZJ1d0GrDZoYZEe8u/osmSzeNRMAjMqLRdWFcKRExtjKPOiCeMCxIGD1U4mE4yxRFHklF6lZ72wboGourygJrvD+sLkOch+41HNGTNNAZtolL6dW6E9VKkJtR1Z/u2NUdUjvo7wnlxdQybq2kqa0OIRRIj1bCH4beqj1mE963xGawKMkQjpF/xaWdYoWTnvufnJ4HNk7h7M+5HXX9VM7HU/m60F19tFc98RR357eg9r7njz+e9mDt9aD217d4dut8O9997L3u4Oh4f75EXBlatXufvOO3nFy7+YP/njD/L445/irjvuYmVlide+5jVsbe5wuP/fGOxn7G5psnRMnk3oddt0ex2nLIRlNDgkUILFpQWMrhgc7rG42OPk6bsYT6YcDvZ53kPP4XnPe4A//OCHeOriZT7x5AZZaXjohfewsLRIlpck7YS777mX4yfOcufdz+XatR02N3a57zkJAsknPvYJBqMRp06dQVclVy5fIFCSe+5ZB2s8gbolCGLa7RZRFBKECgQMR0PKypBlgkpbSgNh6OPMfo5kWcV0mhNFIEOYpkWDLg4UJJ4WazxxyqXThWk6YWNzwqTap92LeO6D99NbWmRaTNjfTzkcHABurWslC7Tbi1y9ssPe3pAsr9BpRV5uoyS0O4a1tUW+7MteQpGP2Nm6yOFgh/f/3v8ikK6GczoZITC86tWvZGlx8aaOm8+q0BSSuqBPAooa22eQQnuuRe1fHrxRr0m1FvN90gTOxDAGR/8kNY7tu35VaJ03gAEfl3JN7Yqy2a9SQVO86izvOhwFIghQYejpqoRjD89z9NQV6iZxTKUqGgCd9eEt5VqrlEXe7NshchwbtSucDhvPoF6YtK7Is5w8SymrijgKvLJ09U1JHCOkYDwe02oljUUWKAU+7KqN79mF618WBKHrx6WUB0J4yL6ZHddUFTUowXlcLpSrre9WXZToqgDf4Zb61ayyt0ah1V6YVNJ717bJP1lfEBoqlyOsvXNXj+OYF9y2dXPJms1jFnqsPNoq8GUSdVWDtK6jtTGuGFqp2YJelA5GHflSB11VLn8qZzB75wXPLdw+52a1P/+aJZ+6o7sHifgCWKcEJXXbj8Y7rT2k2tPzf9fj+KhSmVNQM93aENjKum9c/Vhrz04c/a6tu81zZNdH91vv3NrGI22iET4C4iIA+Gl588dPMZwyLQ17G1uk2ZR+t4OSwuXEhvvEseRwuM9gfMAoXUUowerCGt00p9fvk6USY0akqYO4T8ZQFgohOwRRnyD0XTKUAlFiVIaQCUb0ECokiCRJt0PcanPHnRNE2OP8lQ8xzUZMxylSBhzs79MpNFHSwZQGJSq6bcHqSovpJCfPCzoti7SKOKjQaDqJcndP54AjRA8DTRhrWh1DFMFkWlBVBl2jFNsR2kBReuOp0GiMK7DODbZGPSqIlHLIXd8vskYHSztDGSvhiAVMISmmgv2dlCiM6MQLlK2QJBy59E2gCJVG2oxOy2IWAtJUU1WzyJErZTHoKqUsMvK8ZHA4xmhDO4mJooD93RFVVXHlyiGTCbzgJTdv3HxWhZYQAQZdKzE0CqfIFBUCDaIENFhfQGEcC6yD00uslT5VIDHa8QxWpcbaEmsqhK2QwhEZF+UIJQOEihyzg5SMJxP2Dw5Q0gEtVlZWiMLIgQmko3uy1nlnYRgSx7FXaJLW4JDpZIrZNogM1o6tonXFaDqhqlz37EBYkkBhdUmajjyvYkhZphRFQRiGKBUQxzHGGNI09Q/RUuQp08mI6XRKURS0W7ELGwhBGAQs9PukacqVK1fo9/tEYUS316XTaTOdTsnznCL0hb2RQqqQpNUmDNzxgEa5Gl1RFLnjnctzrLX0u47wtCSgLC1VWlHkKYeHh2TZxDGFiwqoQLm83g0Agpso0kqkcBBerWu+OWc5ZqkhzwztRBIGAqvdZ0nLTcAsc8otiAWVdo03g8jV+NXtdGxRYLF0E2c4VNoXmoKr0yldy41W7NsEGciHKVYbFo71ABhMpkgpiGzYuFBhEBAGyilFH6K2xrg+elKgOglC+GNZB8AJpCQIZ15zIENfTzgz8mpvTgjHXFIXWNcKdF4s7p4JmDGiW6gKQ1FoklZAGEl0brEagsDnIj3ZTV247Z65PUIVZkStVGfHM9Y45S4EoXIo3iBQLhLh563RLq97K4bQ5Oo+YyybT15gaWWBu+6/k4PBHjt7m0ym+zxxXrGxucl0mhLvtFguVzh55k4WrGDtxBmKcodL50ccHsJ4ACfXJadOKKRao9M7Q5RIpLKUNqOqCnQcoG2Czpxy7C0JeqsrdJYWednivTxwsMfHH99iOP40Vy5uEsV7jEYpC4sLmCprwrdLnYT1pQ4f/eh5Drc3Ob7cRa60GA2GVFZz6liLPMs52N8jUAFx3CLsFIT9jG43JAwVG584ZDgoaCXO8Dp1fAVjBNnUMB5l7O8OMbKikqCnGlGA8TD75fUWKoCsmDi2jsKxiMQxKANSQztQ9JIArfvoUcgnPrRDEse88IUvILYTrrV2cQhGidYZVTpidTHixGqL8SSlyCt2d10NnBRgioyNyxfJ85z9vQF7DLFWcvz4cZYWl/nkJ4cMBmOGoz+l02nxlV9988bNM9eh2TkQwXWRhtm4nn3QRGo8f4vx0PmnC1I4QMOsFkv5FvCTdIqSChWGDgmIJAwjwjCk1WoRxZEnGK6bW7rebMZayqoiL0vfOjynMpqklaCCoEFWxu0WVVWRpZlTmuOxA6jMkQHXYb06RFfXvMVx7AoMfS5PSkmSJC6sZy1lWR5BXAohWFpacucdhcRRRJIkXhFbktBRKNX7BaecXQv6msLJOCi+dsXb0nt4eZ4199IBQmp6HAdMMT6H6BYu2XgPN9Qk3STJc0eqqo0rUNeVD1kFrtwgCJ0SCJRo4CPaey2u75KlKFyoN0lk45UFgWwo2IyBstQIaZzZZWjgw62WwBjNZFI1nlIYBogQtHaqPY4j54UHwSwlbA15oVGBQgaSKq98y4wABKR+3ARBQKUNZVVhlQQrqSoHDLLS5TlUoBrFBnXk3IInnG1YW653m+o8nKifn5tDUkmC0Le/wS1iCOtRuS6s7JSVmiN39h5WE/Kcpdjqw0spEUHgyyqcB9p4ZfiO6jXd2i1QaGtra+RFzs7+FlmWsb+3j1CWY8eOkRYpWZnR6/VIWm0ODw5JJxknj22STQs3L6ym04kIFbQiSRC4EPzBwQHdXpu1k6sEQUhgKhDQ6rSpCkU2KUnaLdr9HmHsulzGcUxvoc9Lv+ilHD+5zu7+NnmRM0rHlEWMkhAnEa1Wy+XHtaEsM7JsQjtOEIEDaGhdMpmmFFlJURjCTkC32yZZiIgXOyRJG6VCFhYyHylw9aRZlqI1ZFPrwWnOWKm09jks5ym5mkpHap7EPqLUEQShII6Fi9ZI7eaAkBRZQVFVDIc5Yai5dm0TazXdbo+yKijL3I8X1wGkMJYwcOOg13P1BcvLyx6pKXzKJCTPNWlasbU1YjgwpGmB9d1OptPJTR03nxNTSDMzPvuGT5Oc9uEy6wKVLl8hm+2MNY1iEDgXtyhKBsMhQRASRwlVqV0LllaLVqtFt9cjiiOKwiF/tPX0UsZB5qtCMxgMGY3GLuGqFJ1O13kyZenyJ2HgurhOUgaDAVtbW+S+NX2NLJxXOtYrASkl7XabhiDYK7wkSVBKOSWZOSXjikFbJEnSwPsjr8za7bZXcBGm9HDiepXB5RjLYj4v5tuY+AUl8N2nJ+Mh1hinTE0d8vWhzEo3RMd1YTw4f/szJls+zzJJnSIJSh9m8aEyi/CAHEEUO4/NDxe0zzmpUKArQ5qWdDoB3W7INNWkuSEIXZhRKRfyy4qyyT9qIyhLl8zudiWDw5LxsGhCj/1uiyCQlEWFAFqtZLaoe68lSzOyLKfdaxOFITpzXlorcZx3e3sjlwjvdnxLoAJjFMYTRRvjykWUUrSDWUmGc+uckq0qPVf2MQcomQsvHmEQ8VNQhQIZBD6fJ1ChBSWYTiuqypCXubuvUeRLUlzotGGcweViG6AQs6JzpYIZyMRYqqpukyMJ/TFvlYN/9uxZRuMhuwfbpNMp165c4eSZE9x591kub1xmsjthZXUVpQL+zyMfJE8LlrtrmEowmYwxtmJhIUb2JdIGRJFmMDxka3MDJWF5fYl22EKYEGUlQdRlMtYM9lNa/S79YysuJWFK4iQiThb4a3/tKxhPhnzo0Q+xsXmNDzzyAfI8Igol/V6H1bVjHB4OGBwOyfOUyXREv9v36YOKqio4HAwoC0uRQ68fsrjcp7uiaC+7Mh8QrB3LaCWSdJJTFprxaEhZQDrxbWKUYw7R2pBEgihwK6oj2XYNOduJKxzvtAOCUBJFCmNKKp03IfjpNGOSanZ3XYRMqafodBJWV5fJsin7B1mzZpelK4Pqdjt+ncyIooiHHrobYywbGxs+kpUwnWaMRiV7ewfo6oBez3mIu7u7nxXD9fmQZyAndgvGTGr0lgdsQJPxFkfod6RH4nnqHisRxnkWSgCeDcO1UtG+MNov2GLGwF9Wpects/4FldaIsqLwUNaGC08KdKnJ8gKlAsckoAKvBFyYJG4lDpRiLdicsip9vZomiiJi7wXOGOwdq4kxxrGbBIGzwrTzfGrY/nQ6JcsyD/RQLC0tEcdxo/xmC4ZqkFmVz4OFdXG0qNGfbt/1eZW+r4TA+rYRitDXrYW+T3orTrC+3UxVVY1Sbp7aDFlDVenrnunNk95C4I8qMZWhLCyVhazyPInGokrpCFa169hQFzornMJrdx2z+O5+7kPKIVobKo8Yk4Ek8F6DVBJpBSpwWaPxxAXLk3bsFJrrIkNlDHmRgTWUVc3lGMy8PgFBHLoaqKIkiAICnPdogXav7ca5lMgwIBS+0YudEUfXHJH1c55xdbhwXxAo72VZ70XNSlCEcASv0yxH4BBx2nuCrr+bwlqNNZY4CD34ximv0HeV1l6pCiOaeSq9xp7P1zln0SCFRAXuPUEdgjQoqRq2Cq1dD0FjNL2F7k0dO51OB6kkZ+84yzSfMJweUJYlk8mUweGQvd19NjYHlJVlOMgIpCKKYqxy3na73SI63mKwN2FnY8Dy4grdThshoChz9na2ybIxC0ttpHR1bYFULC/3abUjMCW2KjHGkfIaqwkCaLUiVpb7WFtw73Puotfrcfz4MWQQkBdTiiKlKFOOrS0jJGxeHVEWU+46u0alKw6HQ3r9iGMrJ7whVyFlRBS2XS1YpQFFIAOsLRquRuedO/aNOA6pCgfXP7a6SL/X8cA7C55IW0gPmxLOuJ1WLmcHlqp0UbEojEEIBoHLmdVrX5ZlVFoTRwl5nlOWZWPg11GRycSxn2xv7wAwHk+oSu09SJcLjCOnB6LIeZE3Qpk+//I5UF+JJoFdT0hraQpdZynvxgw9CghhFq5T1gEAjP+89kBcbZnPLUjXcsXiXOo6JOk8Os/xJyRlVXkeRBzKULk+Q3mek7RadJLET345S2CGIRZLlhaURUVVVo1yCqOIJIobRVA00Hu30OS5c7+bJpzeM+p2u0wmE9I0bfqaLS4uNl6bqWHzc/fU+No3IQRRHBCoenGpFzVmDUGLogk5hmHorGtcT6MgDBpv0jVYhaLI/aJ6XU7GewG60rcEpQbQ7XvDpISykJSV64BbVPhZalCVY/TQvpDQ9SBzRpEMBa1WwGhUcHA4YXm5R7sTM5mWFL5zgfShS9FAFEFIyDLNeFwSRyFJK2x4GK335PMycwSr1hkKzqMRDSAniFyIutI+ZK0keencx3anhbFQVgZpXQmHrSqo9Fx42uW0dOU8bPfs3bwJAuW7as9iGhbXybgGcWhjSDOXmzHW0SdlWe69ush1INcam7h8bd0WKJCRH1+FAxRpz1cZHO3QQI2qtHWHdXNkNbAevCWvKxGZTlPX+fkmK7RWy8HiT50+xf7hnldoFZPJlOFwyMHBAZvbGZNpRayg3+14NK8gUIogCUk6XaZDzeHBJkZDu9VCCKiqkv29PbJ8Qrd7EhFKdKVRKmRxoYeKQtAFtsrRVUFpSsfCkYSIJGRxsYeQhrvuuoN2p82xtRXSPGM4GlGUGVWVs7KySKvV5lOffJTh4ZQXv/g5SGG5cP4put02Dzz3LJPRmO2tLQcGUy0yPSHPSoR1qGksTe7XWqfQ4kSxuBiTZ1BkmvXjfVZXVxvjKE0nvobMsQaVeUZZaYo88+NbzQzyduSMtWDiSiRCFzqs17ooiimKkqLQ9PsxvV6XNE3RumQ6NVir2d3dRwpI09yv5641UxxBGLpSBBBNxOFmrz3PqNAkXgHVJ+WVV83t6Kcq12fUakYHM/8d3wCznkR5UVAZF9uujCZMYqwVhHHcLOiu5gukp5PSbnajK6fopGfjiOLYeQIWFvoL9PoLjZczTTO0K2XHGgeFL4qi+dzirJN2u91M+MFg0Hg7MFM2tecWxzGdToder8fe3h7GGFcf0+k0OTNweYgsy5xn5fuV1R6aMQ5co9VsoamVfxh6S1trqrJwISPfRl5XPp+hHOgin2ZoXTGZjJlOJgyGrqC60rPwYq1U60aht0IOR47CTOBQjjJ04cXQuekIKwmUy4c1mAlrERLC2CmEvKhpzZQLUyqodEleFGhTonXFhQsXyPKMUle0Wm1WV9ddR3AVEIVdwiggz3J0WREohdYVW9tbjEZDrl66hLWWIFTcddddPPyiF5EXOdM08waVRQTSeT7S5WlH09Q3dbUOwBNFCJzxVE/ammA7LwoQ0G4lgO82bg2gjoQBmwlPzQtqncL2fe7qkLVSrvhWaxcOV0I5TsNAeP3kDARRxbOaS+HmYGUMYi7MX4+xPM+bCIGSknAuR+yeH82c2dzYIM8yTpxau6ljJ88zhBQsLS6R5Sl5XnBweEhWZRweDimKEiUNSQSRcmz4gXIo4RPH18nTknSQU5WGNIWqsljf4FJgiQJFpAKqqkQEEcnCIkJLyDR5lpMN92i1EpIkwlQu5zkajSirkjAU9Psd7rvnTvIi5+rVi7Q7bdZWF1ldWcRYeOyjf8ru7jb9hQohK5548lMoJekttAlDyebWZbIsYzwdEo4TwlaPvZ0Ro9GI8WREWZRkmcuj9/uRGyNakyQBvV5IkhiK3JDm+2ztjInjGCmFA8Fpn34wLudmtAtxt4M2raTdRLZKA6UuSRLH+DEYDEjiiKXlRabTnN3doQPvAcPhhCzLmU40RenGkFLClUFhyX1kLI4TpKiQsmzGtGvnZR3i9CYHhz5nD826WVF/Um+A8F2ba/F2n1d+zBozeliVqKHO1mAql2zP8xy8ZSBlgJRxU+vlEGFusZiF5eaJZwUI1zE2DC2xMY5mqtNp3OW8qDDWxYln0Oe5Am2sL2gMb2ikWec45t+ru9/WObFaGQUenVjn+4CmNqwOVzoLZ1bwXVU4T8V7fi7sKhrvTvoCKWPdgHYMMwYjJcq43JSuSqqqYDgckqYpWeoQmsZ7bVjmPAd5yxRaVugGzi5wykgo/1PURpE7QdFQe3gEnnKDp6i0C0d6r6XyvZxcl2FLlmVcvnyJ8WTMNMvo9vqUlaDVSmi3W8SxJEkUaTpxncnDAF1p9g/2OTjY5/yF825Rk5C0Yp6vn0de5KTplKKsHD1boIh0hJCObTwryiYMbnFoMGUFvuJgzthzoCdsXbrgRmz97I1HUc7EzSPtIddN3zvlOt65sLVL/lvrx6m3WUTNC+BRk9IbDHilXBNd27mxrwKXM6sqRxqupMRK5YxYc9SarirHwToajkin05s6bsCVxARCEUctD66SlEVJOXSALyEkUSAdR6kUnorJ5WgX+j2mIiMfFv5+4kAz1pMd2LpIniYiEkQRthKYzFAVGelkSBQKhIyQwqKFochTiqogUBIVRCStJfYPD7h0eY8wkLTbCWEUE4QRYaSodE6n61poDYcHKKVYWOwjLAxHB5RFSV5mzljIDJNxznAwdcZUVaK1ceU/rQAhXPlBHAviRHpqPeXQ2JMxxrZRSpGmjhVJCtWEk422mMoAEqUcCMoaS+ZrbYPA3Ys8czkzpQK0zhkOU8IQogjyrKDICyYTB7oKAjeXdeXqRrQ2DpyiArQCpWyzzlWV9nOVhirrZskz5tCcN+XQjjNPzDa5M2qGDVPnaupmnTTKB+Fe1ljHi+jRhlXlC25HQ8I8Q1uHVKsqB/Gvwz1xkiCUJIhChPJ9PnyYsvS5NCFd2Gi116esNDt7u65nmbEOYKIUWZZhjCFOEheCUZKr164xvHSJdpxAD28FK19UXdDtutBKWTpvQ2tNHMf0+31arVYDCqm9O2MMg8GAsixZWlpqFFWSJPT7/cbzq2PSZTbGzFFQN56az8A3IAOtXfzBWl/r5oAy1lr2d4dMp1N2d/coi4IsS30uRjHjdqzzMzdCxG+WBJHL9alambqZRFG5BqTOzXHXFdSKXAi0NuynI4xx7XC2Nje5eOG8t5hjWm3XW+ojH/kwg+GAKIoYj8c8+uijBGHEyuo6KlAEQUAShcRhSK3Z8zRF6wqJJUkS7jx7loPDfT760Ud56qkn+L3fey9LS0ssLCywtbPDeDJhYWHREVhby+LiEl/25V+BBfb2dhmNxuwfHHBydY2Tx46xtLhEq93GpG7mdnzeZjIZA6410mQ6YTga0el06HQ6TcE8fhEqtSuBieOkmWeuBZN2nHklzdiOfN5jOkmbsSKVImm1EFKgQoWttM9X15a1Qilv3FlD5UO9gXHhoiPKbN7Dv4Vjp9frkeUZTz11jk6/w9f/za/n8rVLPHH+CZ5z//30F/qcv3iR/f0Drl2+SlVoPvanH6PX7nPnibtoRW36rQWq3DDY2ySOUg72d+i0Y4TQFOWYdrfF2okXEyrJeHsbo11tVqVdSZI1BUZnjojXVCz0uyAshXb598F4SJ5N2NrawKLpL3SbfmXtJOTuu85w1113OOUbthiPJ3zwjz9ImjqPU8mATi/CWsFoWDAa5oxGGVnmABhBCEEoWVzoAYY0HWGpGE8OPfjDkAQSIQKHYgRS5ZS2VC6+LURAZTWl0YzGKWmmGY80aWZp9wQysGRZ5ckeQMmQxYUVBAGDwSHGaIypyHOnyMrShUBrY+DatSlJErK+vkSWVly5MmAysYxHhmPHQhYXQw4ONJOxptt1yvFmyjN6aMLOMmXXU7o2nTg9Ed58Wwtnix5NA9rrftZWY60ssizDWElRuM+M1qgwJALwNFTuFLx55fNRwpompBgEIXlRkmYZWjsl6oqVZ43lpJIEBMRJyyHjtKbuS+ZCOr6/mPeQakDH/HtxHPmFSBzxfq4HfTT5Q+8B1ouXAzhEmDKgpsi6XtmIufdEfc34nGFdg+ct7qqqyPOcyudW6u/ZOU6/W0VbNLsAO5dinYEdjKlc+3rjWkpgjStw9STMxmiXmC4L8ixlb2+Ha1evEEYOtLOyukwUhly6dIHDwYDjx9eZjCfs7GwjhGQynbp7LhVKOkLpKHEF69l0ijGabqfNQr+PCu4CaxkNBwyHh2xtbbK+vs7a2hpb2zuMJmO63X1X9mFheWWF3d0dEILd3V0GgwGb2ztIbQhxRlynyBvPXOsSKQVl5X6GUcg0TRkOndFTFDlJ0vI5PBcCrNlhnGeifITDl7g4hIdnqvFUb9Y2qDdtDArHNOk8xrkIin8WddE0zANexZGf1+c7nKft0I7RzV6VgCgMfaflIUknYW1tjdF0RBIl9Hp9lpZWOBgM0FpzuHtARu5IGMLShWqtIjCapaUup04t00pCz9NaoKuSLKsQatb4VucFWoOuJHVXEK1LT7BbYa0miiOEEtiywqId8McDgnRVkaZTh7TWmjCU9PtdkpbLqydJl4ODQyzG5bj8uAhCFxou8srRSxUVZenYkFyPPgcKslaTFw6sVlYlYeAIimXNTCPmVlxxY67K4oBXrnSgYpoaRKgII0FRuCiCkrPxIKWr+Swr4+6LdgpNa6fQahpaZ2g5+itjK7K0ZDqB8RgWF+uifEGlPVHBTQ4OPbOHhq8dErMbU/+sc2WukZelQYv4mJGbOAqHdlQgFVZIAiGQxiCsq5Wpw2B5nlNpSAs/oYwl6RiH6sJ1nbZlRVNKIHybezHLV5SDQ8fekReUpYOt1wCNMI6QlaaYThprVqmATqdDFLnFJIpCH48GazVlmftwZ43wdMnThYW+V2CQZSmj0YD19WP0eh3abRd7d4WpmjxPUUpiTIWU7hhRFLh6kE4HY+IG3Yi3jquqotLasQFY5xFLoVyhskdjdruuJYUMHUOJ61M0g/crpbyCs94610cU+82WPBsBHvcqJVEQuCLxyiHKAimxlevhZoXjiLOloSoLhgf7HB4ccOGpp9jYvMaF8+fJ8pSiyFlfW6PdbrO/u01ZlYwOXW7yzMl1qso4BpLQF6d7r3ZpoUe73abf7xIGAdpUKCmZjocU2ZRutzWrHcRwsL/H8fVj3NU5y2TqvB+pQrQx/MIv/H+J4pjV1VVi7zFevXqZy+eemuXQ/PPY2tqk1WrxV17/OuIkBlyIfTwec+HCBS5cuMDd997L+vo6S8srRFFM5QEvp06fod3usLJyDK1dbWKdG3RAF0FeWipr6fVbDRrRzU3pqeAqZ/xEEbEEIS1G+0JzXYGQxFGCFII4jpoib+HiVc7otJZWHJNEEWfPnm0M0JspcRQxEXBwcECpK6KPJgzGA0Dx5BNPMf3Tj9NqtQjCgLvuuodQBZxev4NIRUgdMBlO2Nrd4d577+Yr3/AGPvbYn/LkE0/QakXEoSJux8RxxM7WJq12m6XFPiWGbJxS6pK8zCnKjMk4QoUu7ItoIZUkL1KshNXlJVpJRJwEDIYDdrY3iFsJcRLT6bYcWrsOI+ucokyZpCmpN1iQFhEapqOU6RjGwynZ1IWzhYAwkIS+vlEIB16qtKYo/GehJE0dEjcM3bpYVMYHPbQHleimlrAu3fGcDUzGmso3CVUSVo8p0mnO45/8lFPMVUWWGbJsBkxJp77OswtJS3H2jlWsNexs71OULnwZRe4YRVEyHFasr8ccP55w8eKULL25SbRn9tDEUcsN5jyvGv5rbfO5nZmB1Dfx+qaMUnpvq86X1FhtWx/X5xuE8QjG2juyOLosXzMjpO847HJo2mjytPRIvhmQYz5fpr31r7VuPBkX9nFggdqLqRWC28Y3uPPKt0bC1Z6RtaYBitT1ZWEYctQZmqOLUTOkmVOKdZ7O5xbr3J6ddas2dXLfu/ouJFpijPtZeMCI8Ug5IebzjPUjEU2O51aIFO6aszz3TBMVZZ6TpSmRUgRSYTxIohXFDujiGSum4zHj0ZDxeMhkNGI6Gbm8ma6YTsZYXWF1hQTPRm6IwxAlNaI0Lsw510VdSVfAHigHRFHSUWrk6ZSyyAm8x5u0Eoy2lKWz5I3vu1crKa01g8MD7y0GtApHbTIdjJgcjmccndaNjWvXrpEkMRcvXaTTaZMkMXmeMxqN2NnZYXNzk7iVeCBKShwn6MoQhi5n1+31UCpwXKDDkTdmIqKoJrGNEUoRBBFKyCaUWJqj89Tl4twzabozCYmgbm0iGvqvWmp6uTo3JZDN+L7ZUpYVZVn55pgpuzt7TIspaZozGo4ZTkbkeUUURrSTBCVc145Cl2SjMePBmMPDQ9ZXj9Fuu/seRSECizEVupJUpSDP8mYu1/OqLEryPPPzTpOIGClDF3UxLv0gA0kYx7QlrB47xjRNOTjYp1v1AEsQOgVUlA7gY4VkMpk4j8dTwGnjiAOKsqQsgwY8MQtAiSbiI3yEo+E2tXhSAVfTZvycryr3vi5rW67mHnUrcb3mKgWUbj9Keno4n3NLs6yJAIBwqZFSu7pEcZS5Rvg5XhSVT+9I4thB+9vtgFYroNdzqZmd7QprnsX2MUdDXs27QB2ymPlpR5RWnV/zDJAzFjGn4FTo2LODyPEyWuFDj1qjUKg4ccgcXZEkLeK4hbXCP3AH7uh0fK+xMCAIQlpJm8PDQ3Z3dmm12kfqxep6rjSdkk5TLl26BEAcO6qqu+++i/FgwGAwoNPpNIjHoiiaOjRwSMhOp0McxwghSNOU0WiElJLFxUXW1tZYXV1tPML63tX1HXULGgezt2RZThjUCEe3EFXGNApMa1cLVJaVr/9xC2se5igpOdzfoyxLNjc3SKfuXOrnFgbOA6xDDypwHqhSty4P0m3HTCcTLl25xN7eHk899RQ7W1sufCgdp2WkHDptbWWFOIoc+iwMWVpcpCpLyiylyCZkkxFLS4v0+z3XKsdUtJPIhduKDKMNAQ55FQWhI4eeTInDyBVH5xm5NexMhkgh6HTbICBLU/KiIFSSXrvFysoq+wf7HB6OuXj+KZcP6fSI4pjFpSWEgOWFHlobDnd3OfDGx/7OHvs7+zz3uQ9y/PhxdncPPACoYjjM+LVfezfLy0u86EUvYjKZsLOzQ5qmSCk5f/485556iqWlZeeh+XB1u9NjcXGJBx54Lvv7+5x78iniOKHVatNuu6L9B5/3fFZWV1lZWSGOI9rtGBCUlXvuUimCQBDNQ/KtK59QgXLozHBGGF3DTaWUDWE2+ICIgHavdUvGzsbWNqPxyN3nwZD/P3F/2qvZtp7nYdeYffO2q69VfdXuT0seSmIjkZRkUZINR0b8IbCRwEiAfEgQAfkR/gdpDAQIYFgWIicBnCAJbCsSJZISxUMd8jT77LPb6pvVr7ef/ZgjH54x51p1LB0ysGprAoVdtatWN9/5jjGe57nv6z5fzKiamqqpyKuSqin58osTiqLh8GBMEgU8+/IFumq4PJnRlDV1VlOs13hKsZrPSZOIuilZriqaRYMf+Ey2xziOYrVc0WhR6603a+aLOXESEcURUbiL7/nkWUajG8q6IIgjttMBkTdiuLXF0xcv+OGf/CkHNw7Y29+XeShwOZ+JIjMIyLKKomhoGtkUiqLh/ELjGnBah7JsKUsIxB6G63oYo5jNlni+Q5qG+F5L5CloDUWuWS0Nm81VC9BRsqFlma2qNLZqMiiLKJSOCSSJvNxxHKIU1HVF2wo2rigN61XDzu6QmzfHnJzMmM02pKl8naaBqtKcnZ1jDFSVwfc9RqOIyUTETHt7u0wm415NGwQvyPPiF73s/4OvP2eFpnhT5HgdZSVPuohGTL+p9RWGVTUaGwmCumLXuf0w3PRKLK1tdITd0Mpaqg8Dtg0nG5rvB3i2Fadw+s2rm9N0PrLu5zDGsFlv2Gw2rFcrPM8jTRKJgXE9lrMZq9WKoiisB0YwW52PrJuBdeSPpmnIsozFQkQJcXw1j1uv1yilevRVN5PrNqXrVaNC2ohdC1TuG3b/l8WkbUUg083HmvpKYKFtkGmn1Oyb4Ip+M3tzA/v6ZmiPv/yCLMt4+vgJ8/mc06PXzGczsuWSJI7xeqtFS5FtaMqSta7xPQ9Ti5JxtVySrVZ4CkzTUBclWssQW6DGLVmWSRVFp6xVxFHE9mRCVZRUVUm2XpEhLRhHKaoywVEOWotJv1ivCRyHOs1pypKmKqnKilprHBS6rvA9UdtWhdhAupa2tv2YMAysZ7Hoq2WUYKqiUJ6FxWJBlmdsNht7OBM1o2tfma6ya1tDWV7StobVasn5+TnPnz8njhMrJknksJeknF9eEAYhnucxHKZEUcRka4c4ihiOhtbX11kD7GLZB6Hbw2o3M+usE0r1EGawOYS2m/J1PEHHx8f2/SKjh1o3VFVNVhY0RsQxcuhrWK1ymqplsDsE1bLJckytUW3LJltzdnoMtnrIi4JGN4RxiOd2NqJO9OUShrEFjYeA01eKdSXvM5nti59TlwJRVEoxGY559933SAcD0jRluV6TFwX5JqesK/xGy3wpkzXOLgl4nsHDwcXveZzO1VKJaSHPaoLAJ40dgTYal6qUA29Ty0Pf2C6w71+bgylwQ0Xgu8Sxh27Ee9u1D11XFJhN06lvZc2oa1nFoyjAdRS6aahrQ113eC0IQ49OodytWd3hvVv7y7JgvXb7AqC1sOW3ef25wmlUt7jalteV2EOQViBbWdfeaFto6sb+nbKeHdW3EN3Ax1MegRfgeh441uNFi64qLmbzviXoeDIf6iTMncTY2E0tijSeV/cqsCgSd/tmsyEIgisFGfImmc/nHB8dM55MuHf3Xi/Bf/7kMS9fvmQwGPSVWBAEfRuio4KMx2Mcx+lP2S9evOA73/kOd+7cwRjDer3m5OQEYwyTyYQ0Tdnf36dpGpbLpb2fqt+8tEUjXW3INhPrGkFEay0tqc2GsihFGWhVesp+Ps/ziNNEWnv2hH/VCKb/ul+TYh+A/+vf/3uUZcX5+ZkcRkTtAwZG8ZSdrWlf2+uqpswzLs/OAMM8ScnzjLPTE+IoYjBIqTYb8uVSMqCgP0C8ev0ajGE8HtIaKGvNjQ8/4jd+7df57PNPefToK46PXrNaLu0BBQapYK2GwwFVVTGfzynHY5ymYZNlFHkmPslGU202KMdhs1iglIM2preh2DtLGqdsT7cBw+XlhTy7NjImiAJu375tv9eXVFVFURR9W3synpAkiVTR9jUqipLj42PyvODw8CYvXrzghz/8IcPhkNFoRJoOiKKIzx99iQFevTxCa83W1hY3b93kb/6tv8Wd27f4zvY3+megaaHREHidleLqajXUtShiHcBzr/xoXYKDaYWjqRxF4L/dSu0HP/gBnu8zGo8AB4wrJPflWvILPZcwFEX12WlGGGi++f4uTVnxVfkcp20ZhB6r5ZxPf/YJhzdusLuzy8nJEav1infefZfRYCBtaqUoi4IoStne2SWOEzw3YLVZsck2rFcZWhvcQMDYujGoUpNfzHF9DzfwePfeQx78L/9XnJyecnZ+xscff8zZ4pz1ekNd1/hhw3qtOT0TL1aaQJrC1hb4TkDgDthka8oyF8GHC8oodG1YLCqSBKYjT2KgdMBqUTNftEShbGJ5brFYtiXoewKsHo/ELjQajVgulywWS4pCNsDYgiTOznK0bhkKr5u6bkmSkBs3RjRNxWy2YLmoWK8h8CEMFKNRgus6VHVhRSwVruv21qQsy1ivJY6rW1OvFxlv6/pzoa+us+ZEYSfzHm1aKwtv+9Od/Fu5q/ImEc+IckQd5QeChPKDQOTzrkNViypss9lQVha3Y/FZriuU/U7ZZYxoUADrTdI4Rk7qMpOS3zd1RRyFhIGcMoxVsmWbDaPhgGGa4Fm6gmlb0iRhb29XlHBFzmA4sAguS/VwZNPwfY+yKtmsNxjTMp6M+hyj2rrzO7XTcDiwYo8Wz3cZ+gOqsqKsSquOFHit48h/TWusS98KcaxARDndzE5M4YqutdD2njWAwLQYrdGOc+01M/3p+/qvr+PaLBcopdgaj2jqmnyzES9RUTKMI3amE45ev2S9XKGMtL1GgwTPcQn9AE9BPRzIvWgadFOjm6ZvFZtWg25wrL+orWu0MehKc3l+xpeff87s/BzallE6IPJ8OwOQislxZJ6m2lYEK3XNYjaT+2oMTmtwjCHwpL3tGINpG+qqlveCexUE25QluRFlouc6FGVhpdCurdDtoa0RhmQYBHi2XZ5lGavVCs8Xj9Bmk1sEkqDQ1qslVVFYqKxlfdaVVN5NRWvMGzOfwiY8GK1J4kh8mUlCGMUEvsy/tCWBKERg0M9skKinbq/uVLTKkerM8TrCydu9Dg9vike1rsnyiuPzOVVTUDY1RdViUBRlI1EmVuU5ny9oavl/rp0HeZ7HaDS0oi9DGImq0HEkpFJZNJ4kRDsioLLq0SCIcFyv/69jRWhxJDPJqmhwmhanafB8jzAKaaqGxWzBer0hzwpMa/A9nzu371LXsFy9om0NSeLhujWuVxIHWyTBLrPZnNVqiQJLh5HDexAIdPvkZGPl+jL/0zU0Cmihc/4Evo/rKaJQEcchN25sEUUBSSIU/kaXGNVglLY8VJ/9/cSuc5t+PCO4v6pXgEdR57WVtb6qKhxH9aQn1wHMlWJdIBItTWPYbCocR+P7MnN7m9efq+UoLS1EZecYHAdaI8a/rlrorn6tdFxarcmLEs/zCUKRyQ+HI+JUNjQ/8DAYqloM0PP5nBYP3x/1gg7fC3Adr/9z98YTmWpr5a9gaKW940rcSl2V+N6ENInwPZeqqri8OKcoCu7evctgMCDwXaumbJhMxzx4eJ+iKNhka27dvslgMCCKAhvWWfRikfVmxcnpMUmScOPGAcPRgCD0MbTUtWG1XqK1ZmdnG90KBy4JE4bDoVQCVdH7pDr+o6ecflMXAYJLh/ZyHRffC2i1KOQ68nnbtlYQ4PW/tG7Q9kHsBCt9K9NWm1/XhpYt5iRJwv0HD6iKksvzc1bLJfN8w9Yo5fbBPl99+lOeP31K7IckUcQ3P/zQqhOhKiNiV7HZbFgul+iqpGlqBlFI5PsUZQa6xuvENHUlrcCi5tWzZ1yenpKmMm/a3dqy87TOaoENQV3hAVUQUFYVZ6slSZKQJAmNVdqmUYjvix2kbhqqzQYUfdK563kUjUbnOUNLYl2vVmjdsLu7S+D71gcmm6HnuSTWXxlGIY8ePeb09OwaS6/EUS6TrS1Mq7k4PyfPM9IklrlK21p4tZYNvG3RTdVv0GVZ8MVnn3Nxds5yuWJv/4Abh4fcvLFHGgciv26hLC082rOJA71u2+k3tNbIvNLzRJwlYqy3v6F98OFHbDYbPv/ySxbLnC+/fE0QKZKBQ16WVM1VCxUjZvTXxyeYpqWuWlplqB1NGIXs7e8Q+D4GzXCY2pmRY83AclhUVvRS1q0g2lpIkgFBGPThrI7d1NM4RTBgGUa1KBfSYUKSpmzWGUevT5hdzFmv1jiuQ5QmfPtb35YxRxpijCFJEtabDeeXl0yGh4zTGxwfv+byQqonEXw0wjONQ4qi5cnjOWnqs7sTU5cKG3lI7cgG6DiKKIgII5cgcBmPR7z//rv4vovnO7iBomwyWrXBOBrfcwn8kBs3bqCU4sULmXHluYw2sizr94DBwGU49CjL0lI/rmZhqhOZoHsqknTKtMWVlRgDu7shvu/8a17xfzPXL9zQjOm8L11DUao0Me1J1WVae0SQjq94vwwYo3AcjyRJCcKIOBmQDobESYrnixhEAMNCqC+rSooJ66eQqG/NcrUgLzI6+kISRwRhgOe6RIHgp5QjSksH4bgNBimB71EUOUWRc3h4iOd5vPvuOyyXS85OTyjLgr29XanQlJLFwtnu4192dnZk0wtkQ8uy7I3ZV5ZlpGnKYDDoTdalzSkLgqD3ITmO08vrz8/PyS3FozNh11VNrQTJ1GqpeuuqprBEkbqSOIzuz54vETSu3cgcp5unGfuatdQGa1zvNjTTt41d78/VZf43cu1tb4ExnLx+iasc4sDHRKFMo5uG9WJBk5fQaOLUJwp8FrNLkjhhb2cH01SUec7u9hbf+vADnj1/zvHxEZHn4TsO6XRLZijWrB54Hr6nCPyIMBA5vaMA3bJZrthgqy2reLRyB6Ig4PaNG5RVxTrbkKap2AJmc8qq5Fe+8x3SwZDv//H3WZYlkSfYqrooCOwmqV2H1hUpvTIGV0kzNVuvqasK13Eoq5LZ7BLXcQgCn/sPHnD/3j2qssJzPS4vZ2Lm79IhqppVs7T0/woH1aOp/I7UryzjNJK8vtViIc9K3TC7uODli5fs7O7Ipnawz9bWlDgWYdM7D++TxDF1re0m2diKX9iPysrVjZHsNq0bFvMZTdNwcHj7rT47v/8HP6Asa45OLymqgjjx0KZlvWkpGyPZd3YWFPpSbZ6drVGtsdYEmC9hb1e8f1EUEQWhXZDFvuJ7kp5QNw1NoYkHIdPxFOUFaC2RMGEojE+JALJpqo6ximhEPego2gbqQrO/c8B3v+2RZWKe3r+xT5qmXJ5fgFJEYQTIutBqTZ5tuHcr5f137/OTn/wUpWA8kVZgVVYIELqhbRXjkYg3VssShct4OKRuSrSuhVXqKIpSY5SyXbBQkhk8B9d3GI8HtOyTF0fM5iXoGt2INQIUWZZbCLvC8xw8r0P1aRGLtJJT2DTS5nQcesqIss+hWEtcC9+Wys51W6vKbGiat3sY+jM3tK7tdaWpB9QVQBgHjLnaddtW2IhtC8pxSdKQKE4YDMZEcUIYx3QtyrIqBE1VltQ2rBGk2uraJ6vVsmcquq6Lwxau40hbKggYDYe0rQgDBM7q4icJaRLz6tUrlssluzvbRGHAwwf3OT8/57NPfyYDedNaviR9pEsnAtnZ2SFNU+I4pq5ryUyz5mVRKBYMBgOGw6Gt5KJefNKdtI25ipxZrVY987Gby7muS92IzF5bxJZuDZWtVjvWZFWWVLaF5fsBQRjiu67MQWzV2B1VxYum+plijzm6RoH/ulSOu9MJWZbx5MkT0iTh8OAGKgpxmhh0w2a5oCkLVN0QBwGR77GczTFVTXR4QFUoqiJne3qfv/gr30OZls1yIW8Yx2E6HmMwvHzxAoyxEScenhcShkJvqcpCRCGbNVVV4ltws2/nsoPBgDiM2d/doSgLlut1v6G1TU2WO3znm99ke2ubn/zoh6xbTeS5VLUhLwp8pfCVtK9bO4/pAMsKyLINblmIf6ksWcxn/fD8vfff5/at26xXazCGxXxOU9cMdhIcx2U2X1BVNet1Jpy8IJIgUdfBd0XM5Hiy2TSVgGRXyyWO41Dmhfx5kzHd2mJnd4f9/QOm0y12d0V99uDuTQI/JbNWl8r6JQPfx7NDNuXIAdZYAYZ0OfK3vqH94R/+CN3COoc4ddg98NnksF43Np0di42DwBPZ+sV5hqdgFAvRYrWCsnLwAo8ojkijmNlsJgdDeyA0rQQO53mBHxvi4RjleOimJQwEfuD58szoVuaIZV2iMb2/C+PYDa1hd2uPg/0bPHr8mIuLS+7evks6SHny7Claa4bjsV38ZQ0osly4kO/eYTwe4DiK4UiSnmeXmqrU5FmD43iMRiFFXrNc5gwGQzsXW6Abmdc6SlGWAm93fUFwOa5k+jkuDEYpYeLw4uWcupljmorG0SwWC4xBKk7TwSVci8BqaRotAcINlosJUSSbWadD60Y9VVVZ/61454LAwXU73JtsjG/z+nO1HOWbVVZRaJV3dhbTXjNfdtwuhYPrxQR+SJoOCaOYJB3g+R1WSloZ3Txps8mom8oqbGqy9RzXlROoMuAqhzROLE1BcsdOTo6Josi6+M0bLcHJdMxkPMZ3HcqiZDqWTKKXlxcU2YaPPviAIAioihzP8/EDnyAIhbhvwzp3d3eJ45jpdIrWmuVy2fuHOhlqtwk6jixW3fDz1atXAL1np6NXd3zJ7pRY1zWu6/dqMoHDujjK6aXbYRjaN13Vb4aL+QJjWra3tggC3zL5TL9ZSQ9cQ62sufJNUsjXtaFtFiLu2R5LBZtGIdQVBYYqz9kApqnxXcXu9pQoinj94gVa++xsTfEchySOODs94fd+759SVhW7uzu8ePGCxXLJxewCMCyXC0BUWUHgMx5vWxVqjkJIMcN0SBsn5JkMqv3AJ4xCtqeTnrhS5AWLywviwCcJp0S+T10UfPXZp5yMRrz38CEHe7t89tnnRL7HzYP9Hhp8kRVcbgornPAIAh/fc/s085fPn+H7Pgd7u6TpgK2tKZdnp/zf/qt/IEIqIz9HnuUoxHYRhQEKRe3XBEFAmgpaybQtWbbGtIbAhiu6tES+izdK8TyfdDiiKMTe4TuKYpNxdnzCarEg32yYj8b80fd/wO7uDg8fPBDB0yilo9BgNGVZMJ9fsl4vybON+ABtB+NtX+tcFsvx1KGs4IsvaxzP4AbgBw5hIIGVHcTZdaApazzXYTxO0LUmcHKGIwffl9cjjAJu3rpJ27Yc3LhFGEU2f89hupWSDkc9cMMYO8dqDZ7j4vge1KCNxLaUVU2WybxbMucUcRxT5AV6o/no/Y+4eXDIF4++4PT4hNFkhOO6wu5UisD3CFwP2pZnTx/x+8bwa7/xLX7jN3+F/+6/+W95/uwlm3WDbmA4ENtSXTd2hhcRR7EccNwcR9VSRSooippGtyyXSxxHnimtS/JyiW5LtK6o6iXpEOqsRTeG9Vo2Mq1lDYkiqSJl1KLZbK61d5GNLAwtyeRaOxb739Zaj/q5rJJSpcNmvc3rzxfwybVIGKX6H05CNa8yvIwxNLYvHbgunu8TxTFBGOMHYV8lyBwH6qahri35Xtd2g2wp8kYEJDZBVzlOn/TcVT7r9Zq6rhgO0n5DcyyaRzEmjiNcNUVbbqLWWjh+TcONg31AZihGKZTx8FyRlw6HQwkSHQx6VqMo1pyeBdkNRaMoIgzDHoIcBEFP6ehk+13w5/VWZDc4lYpLTL5di1L8fTK37AzczrWqyhhDXsjPMZlMANUPq5UrEnjP86gba17XP/8EWRvG13BVRS5t4igkDHxcK0XGGHRTUxVifvZch0GaEkehJRyISKcqS3zPs7L1U3Z2dphMJlRNzXK5oChz+To2MqerRJMkFYFRuSbwPTxP0hiUMRRZJtJ9x8V3PVEXOo5UIHVNWUisTKfycx3F2ekJWbbh4PCQ4SDl2ZMnuK7H3va2BQTAshRje/d8BoHf/51uGjHdDlJu3zpkMp2wv7fHT3/6Uz7++GP2Dg4YjoaURSFiD1vhea5L64mwRCwjNs5DV9TWI2mMIL38HqkW4PkBSRzhoKiiCgNUZdm3uFzHo6pqHj9+ynq15mBvD0dBHCbSwnYcdNNQ1SXr9ZLLywtWywV1XRLHyddCmzF4KBfiBMq65eKiJUohHUkSg+e5QtC3r7nrKJRqUK5DGIUYr4YmJ4oUrmcrDs9lPBnjeR67+3v4fsD5xRxQJEkq7MzuoC5TeekZOcKsVa6LMsZ2P6Sy6xbuIGhsUnVN3dQc7O2zv7fHz372CZcXl2zvbBNY7JlS4LmebU/D5cUZdV3x7/+P/gM++PAb/OkPvs+rl69oGoPWijD0rY2jAq7SF2Tk0Pl8HeHk2mT4uq6p6oqyLCnKNfPFGa2padsKrSuCEHQJbQNlWV1TP4v4rbM+1bV4464t/yglLceuOuudXVah3TF8r+f9Ka6wWW/z+nMNVBznKnFaWX5jF7KotYgeXMcDJQBhz/MZjMeEQUycDECJn6P4OR9WWVSUVS2MtdaS7TEksUc6kBgWx3EtksgXI24Y4nsew+GwPwmvVyvOTo7pcq3atiHfrEQOHccCcA0D3n3nAUVRMJvPcJRDYon4onihD7KbTERGHYahVIG2DdmTrB2nl6B2Emzh8skic3l52bcUu4ejq4666m48Hktby6rNOqDxYrEQEcR6LRw3X/ra4h+Rp8HzPcl/00IZ8GzOkeO4+J7455QjqKymLvtTdYfU+rqurelEFHcvXlKWYjsYDodsTab4nkOaRNy4sc/2dEwYiIJvOp0yHA5QSgJel6uFRX9BYWdchzdvsHewSzoYAIaXL1+S55JH5QUVyvMxjkvdtoJvQmToCqhbTW39ja7nSsKDcjCtJh2kfPDBBzRNzdHRa4xpGQ2H/WbbVCVJHPIf/gd/h4vLS/70T3/IJstYrlcQDRgNBpyenrJerzk4OCAMQ5q6RNcVjjHoquLs7JSzs1M++/RTHMfhzu3bMtfUmp2tLQlj3KwpsozGxnePrOK2416KrN5FGSg2G9q2tpWVSxTFoBwWs7k8f35AVTWUVQ1RhAoC8myNbmp++vGPcV2HP/j9f0oUhezv7fDgwX1++7d/U3LA6pL5fMZ6vaRF4wU+e/s7FuH1dq//9f/mP+bi4pzf/2e/SxhVHN4S20GtoTUOxnjUjXgycQKbhF7SNJrFcoXvKuIkwrdIO21V2Y4VSa2WK5TjMpvN8XyfyWQbpZSMQZq6VwwYwDguuL7Yh/yGgR4Q+B5NJSkXRZlRZjnnuiZOYqI4It9sKMqCGwd7hKHH40df2ZbjQODm4xGtrnFdaJqSTbbg008/ZrVa8Lf/3b/Bb//Wb/Kf/Wf/BSfH5xhTUDdG2okGoCLLDbqtWK42rDclZS3rwve+94Ct7ZSbt7YJQpcocaibmOEkJM9XZNmSolqiypzJeIIyPufnl1RV029OHYyiLAWbJ7g+2cRA9vc0jVFKsdnk6NbgghWDBDRaPKStNnb0hBUfXRMNvqXrz56hmc5xZgejdjfuKjRpN9K3KpTr4fsywwhslEJH1heUzZXyrm6anhqOvSEGRRCK/LnzkXmeVFCO4xBHIb4vszPXdWmNti2SlroSEYXviVk5CkICz0M3NXheLxbJ8wzXcUiT2PaIazQihxaQaNSrDzujYOdJk4qswPNcqqqj/V9lR3U/R1ehdfO0bgZ5HVQsghOpVrvKrSgKikLmHwrTtxq1ltwhjJGKzFG9R0hfM39j266+59MGFv2EusJifY2y/UGayom3banKgvl8bunwys4LG+Io6mn4HQleKYe8yCnLov/ZHM8DBdpIPJDjOqS2Ok/mc1qgXS7QRtBCxgpglO2JGCtaUq6L23q95UNynAQyG4Qhg0HKYrEgz3NJRAh8fN+zqlONo2BnZ8fm0gk8ebNeEXkhYXqlQGzqWrLXGi2QbStCqeuauqrI8ozxeMJkMhbvoDHEUUTb2rRyG3fkOGIVwdj5tD3UuEpilRrk/hrb1jGtxhhNUTUEYSgyffsaYOQu6Kahhj4Mcrlc4nsep7tbaF3z4UfvIaGyDeuNwAaUlYsrKz5429f9BzeJEpc4Tqg1hHUJlWR4CexW/is/kUPHc+0wGI6r7OzLESmb7fR0HRQxw9s1TEuYsKM1Thec2o9R6LRwCDvWk0OpaW0OnlQwWmt00chrFQYWeFAzHAzQuuHTz5aUVWlTwQ2KAZ7riH3E2iaybM1yOefhd9/DVT6DQciFD02trcG87fXkxtS0xsWo1rb6XFzPZ3tnzM7OkNF4iOsZjKrwlEfsxLRtTVUXePZ5jvwQh5COSUv/uS34uu3WLNmMfF/1B/NujZMPkP3BcaRyNkbTqA5yIKwopcD1uC6IfyvXL9zQpKXRVReglItj5fLdxibBmzAYjPGDgDhObctjiOf6+F5EUZZUVS4BcVneV3VFmdFojfIcPNdnOBqA8hiZQIzIi0U/p4pC2eDiMLQ9c2Xd9IqtyZjpL/8yTx4/5k/+9E852NtD1xVVlhOEAb4vldu9O3eIg4C7t25aNZdHlmUiwGg1TdsQBB5pmhAEnlX6SDhlGPooZajrtPf8ZNmaxWLBdLrFZDJiNJJZ3fb2lM5Y3aVaL5crjo+PxPTou8xmF5yfn4lEuGmZzS7Ji5yz01PqSt5URZGzXi76Dcizoo7EmoK7kNDWSDUY+r7QvxW9oTwM5EBRFTlNU/dt06/j+vDD98myjMEgYb1ac352JibpNOXVy1d8/tkZ7z58h+l0QpaJafz0/BTO4HJ2gef7THe2pVJOBAyrHEVe5FR1xfJsQ6Mb1mVORUs4HNA6Dq9OThkOh9x58C51VUpbu8xpdcPNO3dwgPnskrquePLiOcPBgHt3b6NNy2whKj4/CJhsTUiTBKUULdqaTHMeP35EWZUEccBApeC2tF6I0S2HBze4sbfPcr1kvVoId9IYxsMRYRQyHY1xbfurLEtr6I0su1GetdU6sxu5IzNru8mVRVc5KOtj89nbSvFcURV3c5+yrDg7n+FiUKYlcB0cO3cJwlB8ma1mbjsJ48kI3WpevHjObHbO4ydfsLe7w+GNfcLQxw88Wx3C+cUJnudx/+433+qz8/TZcxqt+Uu/8Vd49Pg1/99//AM8XxFFDnnRMF82DAYecerT4lJboXU6SPn2t7+JrnMuT1+hXIeylvHAzs42gR/iej5xPMJxXAaDKUVZ8fT5S8JkwM5Nx6q7NWiFqQ1+5aFocS2qz01iVOgzMZoscynKNU1TU5cll1XB7OKcrd2Jnc8qBmmEaSqy1YK2Ldnd3WHyzj3SJGR3e0zdCmD6nYcP2ds7IPAVWZaxXGlWqxbXFX1lENOrDQeTgK1JymTq02jNzdu3GY6G3DzcpTUNn37+Y7ELJSFh5DMYRlR1gzGK8SglTSJUM0LXss7VtbQExY8m9heAIJB7HgSe9ehKl01m/PJaCfWpE5zRTzQ6qkgQOl8bcu/PbDn2p/mrzdgiemz/1LnCWHm+TxhFeF6AH4h/zHE9nKaRNytWYmxblU2Xz+S5YkwMQ1AervFpW92nrZprhhOtGxSGwnLwlCNmwtFwKKrEUMj12XqN0Rq/DEiSCNNqFvO5TZpOcPyAMPSpa6nmugGma/mQ3RwMuqGnnOxEjqqs8bC2vjCnn6d5nsd4PMYY0yOviqIgyzasVis6P103d4uiIcpx7f1V9mvIbAcMebaxoo7WVsgKzwpm5PURFZIxQnhw7abnKOmFG9fFa1tMq1GKXjn5dVy61ShHMRqNQMF6syKx6CYUFGVBWZV2hqoxGMI4otUteVkSKUgHAxxPuHhNK2mWjW6oWy3sJhzqVtO0LY7vYoyiqGsSA34YCtlGWT+VVqSDIa6jJAW5UBRFRmsrNwcL8HUdtCeHtkYLbq1TrDZNwybbUDe1nfu2OK5D04oaNQwCHHuwABHkKCAMpFq6Mv63mFY+p2mlS6BsSqfbVxJenzoscTsW7yUdWFwlsOXAc/qPrZuWVrcEvvjFhBojqlCZX7boxj43dd3bO9q2oa5LVuuG9lVt55ghSRoT6YAuV68423wtz05rRQpl2VJVEmHi+cp2cbRNogBXQ91oWke4la4n7XijrT/T9wnCkDAK7QzeQ6kukVu4sq42fWVc1ZUVvkkHQTUCqnaUyPWlCyWvreu5sogj91M3jYSztppWDy26Sv7cwbGVsVEz2Ro/8BmPh+RlTV41pOmA0Whs+bQNBwe7lGXFankpYGCE9FI3YnB2fU2IwTcQx4YoainrjLquWG+WoCCMXEAM/KGd90knvgBkXeku2XSuK9avNqUrgYcVBVpPsOtKZdZVbF0cT9e+lHmhbHhfR2foz1Y5dqt9J6lvW7TRdoZm8KyEXygagWBjvAA/lIfHdQJaFG2rKKuGqm4oq4Kq6XK7DHGcEEYB4/GYtlXkRUuZ59RFjg4D0CF1WWK0ZlnO0K2GtpPEx2xtTTnc3+fBvbskUcijR1/x7MljK+xIeP/9d4kDn3/+z34fYwzvvPMOe3t7fPvb30Zr8V0Y46GQjalT+fz8iaKPF1GKoih6xEsQBEyn0162D9getCC4Xrx4wWKx4OTkRJJ/7UxLKcVv/OXfZn//hhgRi4IkjlGIQnK9XnN6ekpjye/i3Jc2neu4ImBoxbzY1FCr8oo5GYa2ypT2QhD6ksnluuivaY7245/8mCiOuHnzJrWuqOqKra0tDm/d5Hx2weVixuvTY07OTzk8PGQ4HPDOB+/Tas3royNMKySHVZGxOj/BIJl7vu/jBT53799DOQ7Pjl9TlCVxEtNql6JoyU1LCRhPiPRxIAeX7f1dUZglEXmWiaQ7DFC+y3A4YHtrSlnmVEXOq9evWbxeUBY5rdY4SgQHt+/eYbVa8fTFUzrs2GKdM19rRsMBURQSeT6B61HmGSjFeDRC2VT22eUlL1684Pbt29y5e5fziwvWq5UohJXD4a3bckAKYoqi5GR5gjHgOW6ftde6Pi0ORZPTuAiz0XHRGELfZXdrQp6XLJYrgigmjFPqquzbuHJIFHrt69evcByIkxBjWjabNXm+oShyWlNTlh6DoQhGPv7px6zXK/63f/ftPjtbuwe8fHnMf/3/+KdkeYHnG4IwIIwTSp3bwMqKpYEiL4hCh4PtIa7n8dXjp0SBwyiK2Nre4f6DB2xPJgxHIzbrnKIsOD69pG0VW9sHoBwmky2M65AVmRXZuIJqM4ZaF/ieKxJ+1yUKQ8tblJRmEJFTnme0rXhrN+sIqHnx/Cmz+SWDNMT3JwSRj9YVP/jjf8Hde3f57i//MtX5nCxbkQ632L95H6UaklHN3/27/xNevHjJf/n3/z7L5Zqq1BQlrNag3Iy6LbDkQV4efYp5rcgLqdQ9v2Y4GrK9LTPp7e0tHNfD9Rx+8pOPOTo6h6albVyrnlQkSWc9koNvVV0lT7etwXW7ZBFobL5fOgitdkGgDkWRUzctdQ1RZMdHodcDA/7to6/azrCL/WZaUNciTrp/rLrYea6qOXMVmeJcmxv5QWDxM7JXhmFgT6/SCw8CjySOmUwmPShY242grAQnEwZdPIuhKktOT0+sWqdlOEg5ODiwbW8llOy6sicpw+XFhbTimhqjRankuj6OF/atup8/TVwP6wToome6amowGHB+ft4zHjv+Y/fnLMv6dp/WmsFgYGMtZF7XqUi7LfQ629F1u+Rp3yofPTmde67ME5rGqrOuZnndx3UzSAHlKjG1f02y/dlizrAdXjs5u1R1xXw5t209n7bREqHnKFoFha1cVxbwHEahZMIpQ1VLxt1ka0oQhWLnN4Z0OMTxPFmolcINfLQxrPMMoxu7GbW4CtZZRhj48u98j2QoA/7uYeySH3qFm4LBcIAxhvlshtPIpoaC/YP9njmqVSs4IUuf6Q4tcSStUt8KnrSWlIetrS1JOb/2mjsWw9Q96yLqqQSXpRxUh0mzXjqllIV4S3XoOC6NBRs4Peigm522vYKvi8ORz+FacPJVLIhutRAu4ogwlOw+jORuzeczFov523947MwrinwRGeQ1TWPIi8ZWbXYE4iiMkdiVopD3QRyA53gYrsJ0jRUZKUeEWZ1SU7o8QrbQjqIJhMLjeVfzT2NadIuIq1ptwc6KwJduSBj6oCKU0hhXgevghx4SUyNV/O7ejszqdUNWZCxXc6qqIM/WkgKSFzx9+pSibIgiF8eBpi4JAsXhzV3i2Of4+BxcSSH33BblaIwNqvQ8WZeqRuK10kHEcJgwHg/x/YCyqkWUgc9wOOZg/5D5RUm+kY2pNVKdKUW/gXV7j1Rb9rn6uRmq+IOvbEfSdbvq6nWH/G5tat9ykfYLNzR50bsNTUpllOSDdcPpvq5EQKG6bVG6xdUALY0RAki38MvDpCirCK1rlANpGuF6XZvFJ4wEpnnz5k2quqJpak6OjlmtVr16cHrrkMAPcB2H1XLJkyePiMKI0WDArZuH/PIvfYdnz55xeXHB0dErmqZhf2eXpml4/NVXVEXBd771LWk5NTVRPCAaTWy4p9NvxNcjdLrFBK4EJIPBgP39fW7dusXHH3/M48eP+fzzzzHG8N5775HnOY8ePZKb3VVLQcB7773HnTt3SdJR38oqy5LCph2v1ivx6ZUl3ejb7zZ9DMoY4jjuLQttq2mbq3DPzh8l8xkRpnh1LYrJDs39lq9Xr1+zvb3NNz0PLwgI4ojLxZzXR69ptYg7OgWp47nUrearp4/JsoxXL18Spwk3Dg9AKdwoINusWSwX7N0+ZLq3y6YsaE3L7Qf3yLKMr776CuX4pMMxddPw8vhYMGBN09Pll5sVURiwPRkR+B77Nw8lzLJtaIxmnWW9GVt5ijiNeeedB3iexx/8wR9QtTWjifjqHr77kOVyyfHxMVmhyAuH09NTlqsVSwtCvnX7kCAI6EABRrscHtzgm9/8Zl/he/aZCAKxpRS5wJE9L6CpGzGEe760Mn3Pyratp7OsaZoS3YjS0Sirdg1iTNPQ1BWu54swSjm4SFhvixJbguuws7uFbhvmi0saLRVGFIfs7u8yHCTEUciLl0+ZzS558eIZFxcXb/3ZqWtNEPh8+I17HB9f8Mmnzyg3FfWyIi+hrGF/L2SQeDR1jm40p2dr4shjEA7wXWkXYyv6qhKrw3g4IYlDdCuy/yAIcVyPKPJoXYWOlJ1DO/IcWLZqaxpKy1HVTWejGBFGPpPpCKWGuGoHf2uKN51w/vhzVmcnYBpC3+VXvvdLGNPy8tULLmcXLJfnlPmal88ec7GsuVxW/PTj/zur1YZbt3cZjwd88MF7xEnMr//69zg6PuEf/ePfZxR5TKcJi2XBfFGIAMrA1k5EEHps1hVKuWxt7TEeT7l77xaL5ZqXL4+lc+YF3Ln9gG989F2+/8//lKPXJ/iBg2qE1ykt7oqqMvbQgK3IDK5rGAw8fF/J6MfporEUbVvTNJqyNNdmawCmX2+6w9bbvP7sGRpdsGZrTYGCllGOwlUWweN7tu/rWZiwY6X5hqZpLQPS6/uscZLg+R7GSLxGELj9fMf3PaIolG3UGOpG/GJhKGifosgxxrCYL/B9jyRO7GnWoWP0XV5eCNC1qggCn0PLKgv9gKqqGE/G+IHP+fmZlNCoPi6mq9Cux8YAvc+p2zAcxyG0ApWqqri8vOwl993Hd1L8KBJqxfb2dr8pBkHAZrNmsdygteHiQrLNtD3hSOaXfA/YSrdTTRo7S3Kcq79rtUYr+pZj9+vKr2JVqFyZ49/2tbO7QxzHvD46wvM83nnnHY6Ojnj29Kn8A0cxSIf4vk8LlFVJWZUYDNOdbQDmiwWjyZidvV1c3yNKY8I4EjWn56CbluPjExrdsLO3S107rNZVhy/AKEcUkFqjW5u5pzVVUyPRLoKp8l0I45id3R2WizmrZcv+/gGu6zAYDmlbTRRLjl33PTqFVMn37t/jiy9fcXz8WuDRStlTq6EsxP/luKpXsjb2VxgExJF4n4IgYHdvH9/zefzkiTXjiwhmPB7b18x6QFH9opO4Dq4XUjcNBkMUBTiuh2chxE1rxEPVeUiRtmfdNESxwMHjKAIHgkCoEkEo8+xnz57hKAmOzLIVVVXy4MEDbt9+u5QQgMFgwGqV8+rVnIvLNXUDKIUfKHBdglbA6XlR49DiOortnSlp7DMaR7ho1uuNZJF5HliFaF03gIvn+Xi+SzwYAA5FVoKrLMTY3u1aWUW3zO8bC1lstZIDpE77DpPMymp0kaPnLTRi8vZ9D60dimyD4zrs7myjHMPLVyFgWK4WBMGYGze2KQpRNN+7e5et7QlgqKuS4WRgubeKstIslhV5rtEaJlspaRrS6Iq6rsgLa+9RK8C3B2KEMUoX0poyGIzY3t6hrjTz+Zwsy8mzxla6hqYxthq7irqBLrKn8yIbC5+Xtbu2iCzPs6Zr1X2MFbX1RtS3d/25RCFCA5FfyhXxgeO6uErMyB1pIwxkge/yyZpGUxQVrusT+PLmFym+I4KBntsoVcNyleN5IekgFY+V7WE3ddPjiGazS4oi5+T4GMdx2NnZsVzHQFR+juLF8+ccHx/zzjsP2dvb4+H9+8RR3Lf+Gi0sxefPnpKmKePxmDAMe3bj9dZitwl3G1trSRAdgNP3fdbrNUVRcHZ2xmKx6Dff09NTXNdlMplwcHDABx980Lf7zs7OODs74+T0kiwTH5vjOGxvy0JeW/mw67roprUmbAke1Y0geFxPKmgBSDfo+mqz7EQq160PIga5JkN6y9f9B+L7+/yLz7l37x5/82/8Dj/84Q95+vSpbUc4bO1sM0hTjo6OyPNccFK+z51795gv5nzx5ecMpmPu3LvHdGebtY1yaTG4vk+lNZ99+Tl+EPDbv/3bLBYFr3/8jCAQc3FrvWh1XQspX2u8tqWoJP26aYTa4CYRg/GIew/u8+rlC+qm4s6d20wmY+azS9brFYPhkKZpWG82sNlQVQV3797ju7/0HR4/OeHzzz/vkWmB76MdxXq1kvadpbx3HM9svWZ3d5fd3V3CMGS92fCtb32LKIp49fKl4LBwiKKY3Z09qqpitVr3pt4iz6jKkvHemDTymc0XYAzDVGJolCsZfYPRmCwvWG1yjCNdlM1mQ17kON4WfuBJaG0UkiQBg2HK3o09vvzyC370ox9xOTtnvVqyv7fDZDLir/7V32Zra+utPzvb29ucna34yU9ekZcljgdh7BDFLqkf4ro+8/maTVaRhDBIAu7dPWSYhoxTl81yxquTV+SFyNR1La3WsqqoG0OSDPH9iOF0StO0rJc5ruf04btt26Iqp28+G9NSVgVtI17AKAzR07FI76OQpq7EVzufUZ+XGBrJIYsC2rZidnlBGIe8/+F7REnAoydfUBQFl5dn3Hlwg9v3P0DirwJ+9Vf/EvsHu/zxv/wXFGXGdjjGD1xaA0WuWSyzvh1+eHOL27en/OxnT7hY5cwWQuSYzc4oCs3de0vCIGZ3d1fSscuG4WDEZLzFrVu3iMLYZs81nC+yvjITNbYQQYKAXgXZqR8dW811mXWdj61rS4ahsi1saV0aA1Hs2Jnj27t+4YaWVRvp0aNthWZwrGxMtV0pKmrApraBgUZaHsoVtZbveehGUzc5WkNV0eOluh84zxuUcQj9SGZpKGEs+gE6igX/UwuJIY6lbRn4AuoMo1iqFN2QlTVZUVG1ijAZsSlbzmYrNC+IopitrS1CN4D5ilq3LIuW1jMErcvE8YWsra5mCEopalsuK0dhtKEoS4JQ8q1Wq7UNBb3AGEMYRuzt7TMcjGwasGw0eZ7juR6vXr6WYMDupK4bQt/DSSI2G0ktqMvc+jls6wOF53gQyKwjDDyMJ6dTrcVomSQxINHy1pgP12YGHVracR2RbXtvn/QA8PTxE8E97e7jOS6ffPxTXr98JcR518VxXcqixFUCQg2ClsuLS7Ru8VyPrckW3/7mtxmNRmTLDZ7jMh1MKIpC5pBhSqh8EjdCVw0vvnxCo2EQGeJIMRj6LOYbqnzDdJwKJkwpoCEvc+I44taN26zXKz754iten5zx4vWJtLmristNKXEjVo072r9DU9e8PF/04p6z1Vc8enXBs1evme5OScfC/wwHAVo3nJ2d0dYtfizqu8iPCOIAN/AodcVsNWexXpBlGcenx0RRiPIUw1HCvu0sVGWJcluSQUCe55R1Dk6F8ho2dUlNiwlCwcK5Lg3QlEUv46/bBhFBygwtDn1R7emGMss4fvXSHtwgjiOOXx2R5xmjaIxJWgITEDoJpnT55EdfEIYh/8l//HafnaPLC86WS2plaB1wfWiR2ZnWJY5qQGt8R5LR48jjYnZOawbcvfOAJPUxqiTdHlOoFj8O8J0YV4UoXOabEmhogxzH8QiSMY1TcbY4s6KqCOUrgjTCNHbEYkkdaRQTBj6t8WiNi4N0oHzPwwlGBAqqzZI6z9FlSLHJef1qTpImfOvDMQEVbRlxsHuLe+88xA1j3FBahp7nCCB7M+D2nfugYDQZEUZb/M7vuKxWa84v5lxcXHB+fsFsVtDUF7x+VTGfw3oNGMlac1B4yrFM0rlNfGhp6zU0MY6rcTzAMRhlqBoxrmM9ZI0GVWGnTh6u49LUGt1AkoS4tuPjKI2yaSeuI9VY0xjiWCrqvDC0TafBeLvXL9zQilrIGNroflGUHmRXwSh0I2VsUysJpcPFdWTB7EQTeZ5RFOselpvEAXHkW7OqnDYVNvrAC3BtgqPnuBCL/L2LVZG5UcRoJNL4upGYlNpGq+R5jlIOYTIiqzT5fM35YkMURfzqwU0Cx8V4lzRtxaYoIYBYu7SORxAGGEQWHvkyz6gspsrzPFpjKMqCIAi4desWz5+/4OxMhCBFURCGEYPBkNu37hLHMXEYkuc5r169Yjab8frl657lmKYpURQS+h6h79JUuQ3BzKX6i0OM3dAcx+9d+ME1MUy+yeTkE0XSflRIdE5ZAcj3roQT2CVaB2FA2349xP1nj5+ytbXFB+++T1mW/OyTnzGfz9F1g6tE/lwWpcxYXQ/jSyxFa/l5g9GYdx48FE/OYslkMmE4GDKvW8qmZBimRE5A6oassooXXz4ljCOG2xPS1GE08CjWDas2YzLaYjwes1gsJc2grAhCn92DA4oXDZ9++ViwWZ9/xWQyYTQaoV+f0rYtaTokSRLef/996rrmk0evKMtSJPybIxaLBTvTMdu7QpiReZiP1g2vT19TNzWpSiWUMooIwhAncCmbinrVsFwvyfOck7NjOeh5MBin3L13i6qqePLkCY7rkEQ+tc5o1hk4GsfTrKsKVxsGgwGO79M48p7KLD+0Nwc7gGlRBqLQx3NVj0c62ax7K0kXbru1JRBj1SgCZefKleFnP/7ya6HNvL644Gy5oFYS0uz48rNUlcZBS5/BgO8oBklIEChml+e4rma8NaFtE9yoJd0aU6DxogQ/SnCVj9EOs/MT6lLjRTlhGJMkI+p6ztnijEGa4oaSNuB7IaZuaZsW3AJwSIYTAs+nNT7auHj4OCrA8yKCOJKypjpBZ3OaKqTcOBy9WDActviM8E2JKSP2dx7ym7/1dzi5eMXJ+SvxenmKzSZjvcm4dee+WJkcj61tzcGNu5ydnfPk6TM+//wLNpsN88uc89M1r1/VbNZSRXkuDJKrDa2pG7LVSjznSmHqNaZJcByN64NyrzY0rcGx0gndJYMZK6Rx/CuFdpKKLQtNS41SJUq1OE5n3pfPE0VQllAbsWL8WzVWO9fqww6b5LpOr767rqTryB5B4L+REg1X8vfuVLter+nSpTsAb+fhanTLxcW5wGzTAcPhCM/3WK1W5HnO0dGRLHDLJcYgUGHf71WDo9GIy8sZi8WCZDCwZAr5nj///PNePipG1YokTYns1wb6VmfXnuu4i12MTF0Lmfy6n+vs7IzLy0vef/99RqMxi8Wc87MzTo6PezRWp4brUl1FzFESx8EbqiFpNTYoR/BGYRQShVGvhvQ8j6oqaVuZKwIWpyW+mavcuCvPSNdC7WaAX9f1a7/2a7Rt28OaXdftkV8d13O5XPaoMICbN2/iOA6Xl5c4jsPdu3dZLBY8e/aMs7OzPpG8bds+Ebf72KZpSD2Pg4MD8jzn+PiY3d1d3n///Z6z2erW3ndRzz59+pSyrPje937Z5q4t+rbz/v4+cRxzdHTMxcU5H38sz81iMUNruceDQcr+/h5ltmaxmLO/v8fe3h4nJ8cURWGtKJLa24l1OrXvaDRiOBwyHA5lcZrPaduWd999t29bd37FTvWaZRlN03Dz5k2m0ykvX56yyYr+/Smp6ArP86/dm6v3n25kFuioK3ybUqKUXa1W/e/XazGEZ/mGsix6sdQbhIi3eH35xefUdcvf/lt/UcRXScJPP37CH//RpyQxxBGkSUQQeDR1hWlhNErxXIfPv/gcTENVrRgOkl5wpVAM0wjPD/Fcl0a1ZHkmsOFCo52SJB6ilMtmUxB6gRB3jPiqBoOhtNmKksapcaIE04p1iS5ktshRVUGRrciKNUWRUZQ5dVNwMcv5f/6//muMafEDB13nnL96RqmL/pnTWpPlGZuN7Y7VDZezC3Tb2iBXOXS0bStBwlq+t5s3hzhOgOeIBuHh/UO0rvn000/Y3trmwYMHxFFEEoU2FqZiOExRbsCNGzfw3ID16rVI+HFwlIfvhnTuDiGVGDrBdVXlaK1wPYNS8gyJpsEjCF2C0KUocxbzEi+AMALPv5qrva3rz0XbB64tlPR/7ja07lcnCul+3zHBrpvxuoer+/zdPMq1cOAsz9lsRLKdpoPeCA1SJR0fH/dvPmMMg3SI61wRogGWyyV1XfXfY7eYn5ycoJTq+YyVjZUPbApAZwzswjEBmePZGrzRzZVM+1pQ5nq95vz8nA8++IAoCrk4n7FaLfnyq68EgWQXsQ527LoSONo0tRXEuL1oQ76uPNie6xL4Mg9L07R/PZpGaPqd3F8EKy2N7k7k//1j0M/bDr6O68GDByyXSz755BMkOXjUg5874/psNmOz2djYCY/9fQFHn52dWVGPUGMuLy9Zr9f9z9wtvN3P6ziOTS+QTbOqKhaLBXfv3uXevXs9Z9MPAppGbBPGGC4vLwmCgLt371hhjgiJHMdhOBSj66tXr9hs1qxWEtwqXQBBm8VxxN7eLievS+YXGWEYMB6PODoSgYgY5OkXLGVNqK7nEicJ0+kUrCjp9PSUsizZ3d0lSRJev34tm5A18VdVRVnKJjQajblx45DzixVZLu8nEU0V9v0n4L3rh8+21ei2IfFSmXVbSXV3767bSrpDWFkKlQV443l729fx8WuSZMA3PnqPJB4wHm9xeV5S5J8R+nLSD3yfKPQpixLTtoThEKUUx0fHIqE3kuTRrTu1U/drjuO4KCWBq7oxNK5BhYYgsWtDWeMqD991wIgdKYoiMLCeLwSV54c41jqBRZDRNGA0dZXb4OLS+kdr8iLjxz/5Eekg4ebNQ4yuWc/OaUNPKkK7TnbAhla3NDQs5nNRj7suZVXyJgRYRGS7u7GAJaKINEn58IN3uDi/4Gc//QlxFLG1NWU0GDAaDqQ4KArCKMY4PpPJmLquGY1OqKoW07p4rk/oxzSNoakFjFzXDY4yGMfQNBWWHtYLRzzPIYoC4tgjGQSUZzVFUTKObdyMS79/vK3rz0RfdRVL91BgvR3XeYSd8EDUfZq2VT3fsDsBdifObiHqPu+Vr0ZOr9UbYZqaqiqoqyFhLAisjz76iLIsOT8/txWTEM4D6/mazWYMBgPef/99VpuM8trXGI1GtG3LbDYT7E2asrU14c7dW4zGo56O//Pfo1KKwPPtmyhAOw0KiY/pTuDr9ZqjoyOKomC9XlOVFYM07dusVxT2gDRNubi4IM8LO3z1mE6n+L5PGIbWz9cKnstx+/vTXVIFu1RF2W+ubaspykIM2GXVHyp+vm/9dXnQgL4ivnXrVi9WyfOczWbTe4HW6zXz+bwHQncbd7dZffbZZ1xeXhJFUV+FJ0mC4zg8sWrATnW3XC5JhmkvoJlOpzx//pxnz571CtaTk5M+mSGOEx4+eIjjODbkEA4PD62YJuTs7IwnT54wmwkOazIZ4zgOaSqb8t279zg7O+WLLz7D6AY/DPjiq694+uI5m/UGMNy/fx/HcTk9Pek3pfF4QjoaMl8sWK0ljbsoClE5+gEXl3NmiyUC+w6J4xTX83FcsbS0xnByesbp2TlV1VrptDAwBwOxCHRxRrdu3RaxTZ7j+37fAejuL1yp1fI87zdAaVJbP5orh8XuWfs6rouzMxbenM1qzcMH7/Dtb3yLjz484lf/0k3msznr5Zqj1xlt63BwYAgDxeuXC8JAsb/vUZQtF+cV79z32d87oC5lrcjzgqY2DAYpUZjQ1IrADzg4uEmjGlZ6bkcYFS4BjvIl7NSFJJQEg7YQlbFYJyQEta5KinyDbip0XaGUJkkDPB+U01DWG7Sp2dvfYTIZc+/+DZI0ZL48Id7aIgm22N3ZRdcNu1s7DIdDWUequn/Oy6oSgooxfPObH/G3/ubv8I/+0T/m0599xsH+HtPJhIcP7jNIUwbpgCj0ee+9h+zu7BD4iiQOGI8GVFVBWWRcnJ+x2pSAJokDDvZ3BGRd1rRWAKKrgjwvKApDXRuCQOggNi6PVss6FVqv4mK5pm48jPHxnIrRECLfQWxy7b/dlmPHCuwW5esQ3p+vzrqYmes0/esbWleldMio7s1xHXQpFcpVvApcUxnaSq7LGBMneyWhdIhirqPfd62csm6o6pouhiUMw/7jwjAkSRPSQcpwOCSKQlzn6pRkup+htbho6wXzbGZC67Z9pEe3OHffT5cuHYRBHykB9Kfhrv2lFP296tqu3YKuWzGJXpfYX91X+s/X3WdZpGq0JUlcp5b827pms1mfXuD5Hr5NwO0qHIOhbqSN223m3enf8zx0K+GDVV1JQGOaMhgOJPXXYqnqumY4HMphyrSEto3dQabPz8+5vLxkMhGPoSwSVd9+6zoJHfFFni9JjMiyDZeXF1aafNVNkBTylP39XfJcqkvfk0NVXuRsss2VGtYe9Crbrq5svIjWmrKoaBrNZrOxJ+QxYRRJejvYlrLCDwJ7tL16f63X0gqMooEsrJ5nrSsOjda0pZiIume+LMu+Ku4EXlccO9EaSziswK/FN6fwfEm5eON9/TU8O57tbc1nl2zWKxSG8TDizu1t2qZgs1qT5xKAubPt4nuKIq8wrUPbOjS1ZrPWVsUa0DaGprb2FhoZVXhKBCNBQJLEVG3NJvd7CojCBaNwlIejwFWeXQN8Czq4vlZoBB9WUVcFfiCKvtY0SAZZgzaaOA7E9DwSwHZZZ7hVgluWeHZ9cxxlM+8yyrKissShy8uZoAZdlw/ee48PPnifT3/2KSfHJ4yGAwaDlMl4JKrVMKSsUra3pwwGCRiNMY1FB7Y4jkJbKr7rqN4uJW3PloZOdCYf112yTltTPtjnRTa51kgepm6grsW35loeruuoztH8dp+bX/SXXR+9a791bbFu8emk4R2RXkIVs34xgY755fQzoCiKWK/XvTji+oZZdSeQa0XF8fGxzOjsnKvLmOq8Dd1G6AcBVVm+MQsbDVLSOMIPRQHmul4fBDqdTvnLf/kvM51OSZIEzyr/HOxs0HHl3nuSayUhmvLCi5cFhkOJL/mlX/ouN2/evKrqihLXcRltDdG6ZbPJegwWyCa9u7vLdDplvV6idd1XwOv12r5PDJ7rEdnKtru3RVHYcr/Fd72+mmlbbSkq8qbt2kPda9a15n4+GeBtXq9PjiS+JwoZjYYyk0oT9m7sc3khvj3lOLi+y87erniPNivKquLi/IIgDJhOpkymU27fvcP29jbj0ZhPP/uU09NT0sGAdDggGaYSjOq5BFHIZDzBc320bjk/O2e9FlFQZ6EAeoFRGIVk2YazcwEah1HAyckFi+XcVk4lo9FQqPVKqBxFUTBoYoLQ4979O2zvbLFeLtmsVn0l3VVdX375Zb+BhmHI3t4eWmuePX3eq2QHA2mtr1YrPM/jgw8+wPcDzs7OrDVlF1GxSlTO69cvGI3GbG/v4boBrusx3doCYzg+OUG3Gj8MWK/X/OTjj/vXfrNeU5Qlt27dYpgOJCPNtDa9AYIoEEak60r8kOP0B8gsy2ityOitu2OB//n/7D/i7OyCf/JPfo+jl8/5v/yX/zm3bt3l3//3/ib/7X/zu5yfnEtSdQ2X55owhN1dGA5dtiZj0rgCc4nnrnn9+jVJnBJHMb4X4DoBSTrC9ULcdAuMolrn5FVBsZEDcBwMMbqlyBoCm0R+uZ5j2pbIF69alm3AtLiqxfccojigbjIqnZOtK+q64NnLr3j1+pjnryqCwOWjb7kkA4coVbYDVfH5Z5/w+mxFEMkad3r6E4wxbG3vMhwO+aVf+g4vXrziD//wB4Ahij3GwyFpnPDd73yLv/gr3+PRo6+Yzef88Id/ShxF/NZv/yY72xM+eP8hZVFwcX7MyxdPyPOchw8esLe/zz1/wKZoeKyeMp/NedXk5HnGxfm6XyN812NnO7XSe4nQ0rqRfDlHqE6Oo3Bc8AOfOE5p2xqjK5IoIYr9XgHZhZC+zesXbmjdnKg3+CLYk+uV2fVAS5CATq3ebEtIaKBnf+/0lVo3q7r++eUkbONPuarQuoVa2cRXiYxQ/ffQ4Wr64b9tOwVhiHIc+wZ1rYAkZTQaMp1OSdO0X4QEkfQmGeTKkNy169S1eyHV1vb2Nr7ns8nEG2SaKwGIDOi9a3+m/73nedR1idZXoX1dZdXaIXMn8e/66jLTu1pQrtpG3f+5+r6vvz7XIzG+Ltq+wF5r8iLH8z3W1nTuOE5PzPcDnyRNUY5Ct5qNFT1IbIsvJ1LnavZnMP0zNBgObLVkZ3KOVBQdYLXVcop2HbevdK9v8CIQysjz3LYDS2kZb1YsFos+WTwI/D5KxrQtWtf2njaAwfNFlaq61wKLvsLYiCQJmY3j2IpaKjItQg7sc+baSlGsIhoQk2trkVPyPKoeTtw9h67n4XlB/zOpa89nt3p077WO4dh1FrBVmeNI/yiyOWdXuKI3n7Punn0dB6LxcEhdVWxNJ2SbnLPTY6aTLTxXMRom7O1NGQ4C6kqxWFxgTN1/7/J+a6RCauUAkiQDwjBC4eHgWHCxh/JcjIbGmqVc5eE5InLTTUPbaFwlYZxlC0a3OKFrRSBivGqNHHRUo6jqkrIuKcsNZZVTNSWtaQgjjzD08HyFFzhEsayBrivPj1KSoBAEoYS3NsKCDcLACttc8qzA0KIbl9nljOPjY9599x22tqacng5tkVBgWk1TVziOIk1jjGlYryS7raoKdFuD0TiOh+c4eK5UUUHg4vsOjiNeR60NvuvgeuAhz4jYJrqGQUcFsUGrjk+axjSVoiplLRU+nbIwbTkovc3rz6Xf7jYOWXSvKBTXaRRX7QzrCreVkrxhhJzQVXJKqX6Rvt7KaCyV37UVYBKnvTkY6EUmYiVoeyNft0hXdUVRluSZGHR3trdJkpTZbEZdN4RpSBwP2dv7Lltb24zH4z5wU9qgdW+Wvt4KvRLGyNfsBuggbaH79+5KhaCkZfro0SPm8zlPnjyx9BMXx4n6jXw2m/Vqv+3tLRxLpO9sDI1u2GzWfeBnlonqqdtkd3e3iaKIIsvfOBR00H4H1Zuru/lmd986ufnXcXVCiPl8zmw24/Hjx6xWK+bzeZ8+vb+/z+3btzk9PeXk5ITFYsFoNOLXfu3XejFIlmVcXFzw8uVLgiDg8PCQg4MDuoTo/f19jDGcnZ1RVBWrzYbFYsHx8XGvVvQDaRdeF/UURc7l5Xn/Wq/XS1arBYvFguVySZcUPRoPZKhurSKLxRzf95nNz7m8vOD58xcc3jjkcP+Q1Xol3jrfIVYR29vbuK7Lu+++izGG1WpFWFX4QcjB4Y3+mTBGzMSe5/Hs6Qu01uzs7JBlGT/5+KcWHZdiDOzuHVAUJbPZghs3hkRRxHLRYeE8QNIExuMxhzcOOTs74+joqE98397eJk3TXoItB6u6V/JKOsTVM9e16Tu15tchCnn+9DGe5/E7f/23efbsOf/kn/weL599RbFacri/zzf+o7/D7du3CYKQ/+P/4f/E06fPqQoorZKuqRWzC1gtW6qiJkmH7B3eYn25pMprS75vWR6/BqOIgoQwCNkOE3zfE4ZoXVtsmj3QakOra+I4EgsEDcZowGG9WvD66JQ8X5MXa5arC/JiTRg53Lg5Yf9whOsqohiS1OfmnX2h9TuKO++F5FVIVUoLupvdf/r559RVzeuXrzg7ObW2hZZs0/L550+YzS5p24bWNOxsTxmPBlxenFBXFUevXxBHIUkc0uqALHKZTvdsqHDL5eyE2RLyokU3GUFguHN7j80mI/BaFouSk5Ocxq1tdyHorUt1Q5/eUZcSI+O6kCYpNw/3KLKM9WrFcrVkPl8RRx6+75IOEjz37YrS/mw4MfTVTVfpCN/DntqgP2VKgJ6xLQvHqrqkf+p69s/2BNnYyqObU7WWSKJcaR/6fkAYRFLauq6cLtvuRCBx6CAbWi9YUVA3DUEYXHHGXEFUeb7XE0FG4xGDwRDXdfpF3hht8TXtFVbq+mnXfrGOnNLYuYqjHEI/sJt7iDGmX8TOzs76tqoxBm1j1LtNqKwqwcEg+UdX7cOWuqn607T01a+qxa5HbnTbL+ptq1GOzEVcpd6o+ODqHnW/vo6rW/iuRD5SKXSLuHj3wv7+dC2uMAx7I30nVlgsFj2Fo/u5uo/rFHmbzaafVXUCnF7lypsdAW2VaUphW+ES3JrlmUiti1xihmzci9YNShl7/xP7WlW0rcZ1FZvNmqOTYwLfx/N9a7gvbISOI0pBC/7t0t67WBPX6WwuiqqqKWxlWJQlum1J0wFBGDIcjkjimDhJePLkCWenZ2w2G4tLa/v5tDGmBxiDiI5kA5OYnivxR1eNtf+9Z+K6ItZYH6Ox9+ttn7IBzk+PZZzheoS+x7sP7tM0LXVV0DQlrS5xnZYoVBwebNFUGecXM1zHsFmX6KZlOh3guYrlYkm+yamrCsdxkZGkHR62Avg1xs4GjYNuBPZstKxN2q4J3f2qqwoQIZZB5kxdS00QVSGbXNq4o/EQVIrjCozdDxziJKIsC9zWxXNd6lpRV3JPPYvYA9isN+hWQm/F1HxVHTVNTZHnzGaXnJ2esr+/h++7FHlOUeTk2QbPgWA8IAw8mwnpEQYeRVnQNDWuG9ioLANG8v4kC00oTmEIo2HIeBQzGKR2zJSR52JYa1vNer3GdR3G4yGT6QDfczFhgGkTUHKo7e6P7/r2wPX2rl/42X3bgrguf8dih5pWU+kG37S4GFxfBuC+f5VD5ChlZ1cOnt/J+q9Od28uLleVYLfIdREsIlcu0bq1JwWf0WDYb5yNbuxsDLIsZzKW4Xr3+afTCb4fcPfuXQaDAbv7+7RGhq55nrNcrggDl8D3aMMAhYfnBnY4fhUH0xqDsZtZkeVWyOH1M8Xu9Or7HquV4LA2tlowgHIdVss1BsiLgnWWicHcUdZqIIu353mMJyNGwyF7u3u9krR/0SxZ23e9K2+c1lR10RtOr1snuvlkB8O9Lrp5m1fHuTw9Pe3h1NPplOl0yuXlJcvlkvl8DsDBwUE/zzTG8Pz5834Dms1mnJ6e8uDBA7773e9ycXHBZiP5ct3f13XNyckJrueRDIe9BWCz2diwxGWvQJVFXzbWnZ0dkiRmOp1wfn7G0fGcxXLBcrkiHcREcUCer1GqtZLkmJ2dLZqmZrFcEEYeNw73+OrLp/zhV9/nN37jN7h//z6ffvYZ5+fnvd/t8dOneJ4wEouiZLVa43gug+HQzg+HfPLJp1xeXLBYLfsDUJqmfPStbzEcDtnZ2eHwxiE3b97m7/29v8fTZy/IXrzAUU7PCV2v1/i+x9b2FsYYZvNLPM/n5q1DXr16xfJi2dtitrYm154R01cHteVcBqHfd1661tLXRE3j4x/9gDCMONi/wd279/hf/Cf/Uz755FO+/0d/zOz8iMuzI5SpmE6nfO+XP+C9d2/yz//577NcbXj+7Jzt7SF/4Xv3CEOPR18+YpiOGMUpk+kOg/EQXUvemmsDfFtT02pFWQnBp6krAt8n8D2aphJ7j2XOzubnmFbjeQ5KaTAVjmuYbI/AJHYBL/A8w+7BlDAKMNQox+AHIsZ48fI5rufiBz7zBSyX2APbgPUmY7Xe8PTJUzzf4zd+/ddZLkrWS4XjwWgMniut72dPn7CYX/JX/spvMBwOePXyGev1it3tIb63x3h0F9dpWW9CAt/BURrairapmIynoEKWi3PWTcn52RGrdc5sluE4hu1tuHtnl4f377K3t8d4PGY+l7nyerVms17z8cefEMcx3/nOd2hbOVSGg5jJaNCL5V6/fs16vWaQvv3q/s/dcrzuR+sWms43JaF72NLzSmLuWKm2KF2uoky6N0lnYO4W2O7vXFvVea78PvADwjBEa31tBiI93rZpaWylYgwENpwTY4jCENfz2Jpu9bLvMApxXYVjXOIoYrVccnJ8zGQ8ZDwaCDjWYqtax+kVYLrp4g9aG+9R4ftXvpyr1tHVjGd7W9KW60ZI1LVueiVRZVmCSSQJwtfbYZ7nkQ4SYpvN1m1O3SUnb9O3Rrv/1xpPTpKGN1rA18Ug/zqf2tu4Oip7HMd9RdVtrF2l2c3zRJjj9Ybqra2tXhEZxzHj8RitNZeXl1xcXLBer8nzHIDJZNK3J13PQ3NVYXSWEXfTsTkdwCcIOhC1nZe6DnEcsb0tz8poNCRNpf00Ho8ZjYeMJyMc5TCbX9rDx6avjLa2JvgffkCSJpRlwXg8QinVqwt936NpGo6OLglDUX46jsNqvcIAs9mcs7NTlksRloRhyPbONo7jMpvNyDaZXUQylks5LI1GI3wL/Z5Op0I6SRJ5RrvWvL6qvIoig55NKKKGrv0PnVLY0LbaVjLd8yUc1q6avf4svq3r8qIkDFpcdYGjXH46/BGz2YLxaNB7XQPfpdU1dVVg2prbtw7RuiWKRhRlxfNnc5LYZTSUzK84TXEsSQWkNRmEgcwkLW9Q0eJIgqOIGZBw3LbVtrsklZrEDDW0uqFpCoxpaE2N7wm2brVZc35xTkNFELrUTU4YBtx/cNu+L6WyNlWDbqDVitVS2tXpYMhkMubdd9+lrCo+/ulnnJ5eMpnIeMRzG7a3phweHpBlG2a2LZ8kMffv32O1WrJar/B8l/n8kvlixvHRa5I4YpAkosg0CBMWhe+5RKFPGHrUtUsQiHLR96GuM+bzC6Bhs1n26+xkkpImAfsH2yRxws2b+6zXG9arJU3b0qJJrQ3nMoyoigqjDdq83fn9/99PpgRKmn6x7EQYskheZQ11C734f9y+Quvk+67r9tVCt2HGcSztx6bGcTrhiYdSjtwkC3ftZMhdBSctutYq1wQuqptaUEmjEe+9+x7pIGWxWABYJZdDHA149eIFX37+OXfu3CL0bxEGnVmyfcP71TRXcmWZ1V25+4NANtxuzmCMELjv3LnNcrmiqEXO36xWpIOUyXTS/xxJFPZthu5zOa4cAExr+jDObqOUBab7GmHfftPaxWDTYm1KcvdxP2+l+LquJ0+ekKYp77//fk+x6EzUk8mE8Xgsr4cSonzTNPz4xz8mjmPeffddmqbh4uJCNvg0paoqHj9+zMXFRd/G9H2fyWSC1pqXL1/iWWBx95qEUUA6SFgs5wD2eRWVq+MoqqrEcUR2PBqPSNLYSrCFQl5VFTdv3mBnd4fhMCXLMr748tMeDiCblcu9e/e5des+r1+/ZrFY2Dmf4dGjR0IwSRMuL2f87Gc/4969+3zwwYdcXFxwdnbGq5evqOuG8/ML6rrh9u3bDAYDHjx4wGq15k/+5E9o6oamaXuyCMCNGzdIYwEhX59tbTZrHj95TJe/1fnQgsC3hzAAmQV2ytqu3dsdGJMkJY6T/hkyRjbIKArfetsI4Ohlie+XZOs1R69e8+Vnn3Dn9l3eeed9RiORpud5QVVVrJczGt3w7W99xGQy4cMP3+eP//gz/tP/9L9gMmm5eVPx63/lt5hs76LLGt3UOIi5Oo6E2lNnBZiWRkneo3HAdWROhqkxWjLpHEcMwhowpqZuKrJ8jdY1uikZDGO8IOL0/IyvHj8mPglQDmyyOdPphHfee4jr+RgWYpxuapraxbQO52dnNE3DL3/vV9ja3mZv74DXRyf87/73/2eapuTWzRFVXbHZbLh35za/8iu/wu//we/x6PkzFrM50/GIX/vVv8RyueAf/eN/yGa9ZDJOOT8/5YvPfsbWdMrO9pZ48OKIIt9gqIlCHzOIGY9iHKXJNp3hHjbrGc+LBUdHMsIYj8ekacq9e98jCALKck2aDvjg/Xd4/fo1T588QtctumnZ291le7rFxdkFVVFRlc0bFoC3cf3CJ7Oyfpjr8xvpN5ve69TNObpKTduN4DoSSzlXcs3rlQK86WdL01QW4lb3M5/OY6WUwlWqNxXLIq57RWOgW3SX3mxbJ9vbW+zt7QGCiemqhK7ttFqtODo+kn50UbBZr3FtwKLnCbm/swl0qCPHJkWXRUEVRfZjpVLohu5SOZi+Mjk8POzFDV1F1S0e1xMVupN559HSbfNGVdoZvztSiHHltNORQpQ0+UHRqzV7+a3vW8Ve8MZG/Tavm7cO8X15Q4dRwF68x2azlvaqbdl1wpXBcIDruRzc2KdtW7786kuapma1WhOGkoRe1SXKUbRGW3iLCIFevHwhPq7xiNaYftOs65osl1ihtm2J46hvn9V1hVLguBJ6GoYheZ6xXq+J48gSTVLbxluRF5mdncHNm4dUdcV6tSKKY8ajIatVzp/+8IcyZwWWSxFpeL5vfWSwtb3F3/id38HzPItDqsUPZmfN6SBFN5rFcklV10xfve4Pbh1cer1Zs1ytesvMndt3mIwnnJ2fsd5smC/mNE2N53tWPQfKVbS0YFpqXcsh03Vp0aha4VXS1Qjj0B4GNdpomra2YGaJi/I9XwAEYfBnvfT/g6/790YMhwkffnify8s5P/vZl5yfz4miZ5aDGpFluX2/y6H44vwc3dQsFwekicdf+6vfxHFkYyw2OZ998jO2xlPhrMZDHFfR1BIY3LYye3SUxrNzLtNKwKeiAWo2a8lGc5wWpbR9LjZcXp4BLUq1xElAFMfUjWa1yYQXa0HhhpxHj54zmYy4cXhHqqvZJU3TUBSVmL7tYX21WvOHf/hjTk7PiSOPtkUYpEXDem1YrQqWyyVb0yk8fMjFxTl1XfLwwV3SNOFb3/wGrqvYmo4Zj4fcvH2Ly7NTLs6OKUpZh7LygkbLeleWFa9fzcmLijwzxInH1jSyBxmZ+5ZVheuC7ztsNgvaNubO3ZtEYUTbVsRRyMMH97k4v+T05JzZ5SWV5cqORiMW89Vbn9//mRvaG9L4TkJvrto5HW6oo1V0G1a3ofm+L0Md/tU+qOstuzRNpd2ooCxLsiyzbcnmmlXAtx/n9It99/mqukI5ZW8S3dne5tbNm1zMLsnzDM8VleV6LYvqixcvhAKhG8qiYL1ai1LR4qqU/ZlRnVrTwfMCyqKkyAuSRKqsPC/Quu3jZ7IswxhDkiSEUYhjW4NHR0f9JtNJuJtKsD1di6zjMza6RjddRpz/BpmlLI0QdtwuyuGadUI5dGy16/fmOkPw61CpAdy6fat/zcMoZDqd8upVzfpozdLOiTrrxH67RxDGHNw4YLVa8eVXX/Sb0tbWFgcHB5SVSIdbI2GEbSOttRcvn6OUYjQeUlY1F5dzy7ysbHtFXpsoim3elWE2u8BgGKTiQQzDkCyTDU020Ji9/V2SJOanP/2Y5XJBksQMhwM++ugjqqri6PiI8XjEwcEB3//+D/mTP/kRh4eHdtYg1c90ui3qXkTF+Mu//D2Ojo745JNP+iQHlGxWg+EAYV8esVwtGQxGcni0AALP95jPF8xmc8bjMcPhkO2dHW7cuMHRyTHz5YKnz57iei77+7v2NXfBwc6Zc5q6xrd5Z41pUK7CtxtalIRSCerGStGFrqF1K7PAwGc8FXzZ274ePpiws7PDX/trv8EnnzziX/7xZ5yrOW2b94egbJPRNJrJZCIKzaqgqSvmszmD1ONv/DvfZrVaM5vNyTcZn378Ce+//z57e3tEyRBch6bIrL0DK9vX+EFIlMZUeUZZlCglG9p6vcIYzXgyBKXZZEuWywXHx69FxR247O5vE8URddOwWmeiCDTCZmianEePnnHv3h2+893vcXl5wWy2pGmqfp7fNCIGas2af/yP/gWXlzPuP5xi8NhkG/JcNrTlsmCxWDDd2mK6NeX586ccH7/mzu1DppMx3/rmNwGNaSuGkykHt+7wx3/4+7x8/og8l3X1fGYoSmw73PDyVY5upKWaJB7T6YC6riirgvW6oqwaHFcRBIrNZoFSmvfe/QDP9amKmjgOeOfhfZSBs1NRAJ+fX7C/f8BoOCLfFG/dw/gLN7RubpHl8kYwZSmtnEhmU6ImtCIR3VA3rjD57RtUWX9LJwzpCAWtEWl6R3VwrIrSas7xPc+eaFpao9GtljgWRxFYn5GDZKp1G6XWLYmXCPIljomimNFIXpDC4pZevXxNVYt523EcxuMRZSlpzy9fvuD548d4dsEfDAa9SlLKAfEUbdYbvMDv2zFJnAj4VCkWywW+5/fya0mfFopAmibcv3+v5/F1hvTa6VhwcnXqs04c412jqHQVZheiWldXsmvlKBIlPsC2edPZ383lOnrF14W/cl23r4QF/LtktVoBV+DrLvy0M413PMPrIpKu0i+KojcfdzO47ut0Pjt5M8a2wtW27aaFiOAqXFcq185ycnjzBrLBXRKGId/61jd58OAed+7e4U/+5Ad89tlnHB7e4PbtW7x48YzlcskPf/hDHNfBdR2ybNNj2Dpm5OXlpf2+vF6wI68tfPLJT/sKEgx+0BEaXKuohCiKKcuKV69fkiYpD995SF3XbNZre1pu2NqaMpmMqepKkhxev2a5XLC9s0Wapty+fZPVasmrVy/J84w83xAnEePJgPF4hOe5LBaXVFVBEHj2Hnsiq1aws73N/sG+NdQawiDq58LXBUpv6xoNh4S+z8X5OeNhxH/4P/7rvHzxkq8ePSLbSDp3VTbo1lDkLcNhym/91q+TJgnLxUJawa5PFEQMkgG+69M2Qs1v6obl7ALXce16Ivdd64piswaVEqUumAJMgdE5bVOBETV0nhvyIuP58ydssjWLxcwyOhUX/+Kcf/FH3+fp8xe2u9OKFUvk4gTBgPWm4fvf/xHn54JWyzYVWVbbrpDLP/zv/hlNA1qviJOWy8sVQRQwnW4RRiXKWdM0GS9evBQVuOeys7NLkkT4fiDrmzKWRpPLGuxAHPp84xsf4bhyqP5//38+5uLsgnSgRRRUy2YTxzAYhGxvbxHHIXEc8+jRY46PT7hz55DDwwO2pna+e3mO63iMR1NA4N+DoQC7F/MVm40lJ9X6qov0Fq9fuKEldm6R5Xk/0Hdch1CF8oa2CymAtvLWTsZ/XeKvHIXrubStksRXIyDPjv7RiRs6g7XjSpsI0/XvZZCtFOL3ckX0obWi8TyR1dr5XRRFTLe2mEwngFQ6dVVT5AUvX74gLwqCMGAwGHDn9h2iMMRxFJfzORenZ/3P0KGSrosrOobkdLrF7bt3mE4mvbhDty111fQ0iiAIKMrCVqSiztzb22WzyWyqtVS9yohh/A3RBvRS3cB697pKqzfCdswirsgOSomlQDvOFbrrmiG2q7K/rjlad9+uQ2+7qrr7+y6Fu5Ped5VNt2Ht7+/3s9Juc+xsC9dN9FIpC1IrjMK+FX79615tesoqDgPG4wllmXNxcUGSCDT2wYMHvPveO/zLf/nH1rz6kNFoxKtXL/pNNwh8tra3+u8tikbs7Ozw+vXrnv7hug4SPy+b6Gaz5uXLF0hIp626PJcgiPDsrFgpSWvebDY8fvwYx1Hs7e3YWB05vUd5RJrKwL0qS5ZmyXw+I8sytnduMx6P2d7eomkqG90koNyRL3ikJIl7O0LbNn1iRRiKsEkyuIbs7+/Z50wRBvJejePka6nwY0sW2qzXpGnCX/wL3wBT89lnX9pNHaqqRWuoyxrXcbhxcNAnbbuuRzCI8D2bbaZksZUDX0tRiyDGs/5PjKHVFVW1xm8UtAmmrTC6lP+2FVDTGk1Z1mw2K87OTygKkcl3h/HTkzPOzy/xQ1mnjLLma0vacNyQomj48sunnJ+f8/Tpi2vz0RFBEPHo8Ss2m4qtLQh8WG8KBsohSRJrASmo65KzswvC0CcMA27ePGB7ewvP8zGWatat2caIwMX3HA4PD0lSEZr5//AxeX6B6zYYxBLguhLoGcUe6SBle2vCzvY2lxdnzGZnbG9P2N/fY2d7F601nx5/juO4jEeTfswRhiHj8YgiF0+wAKCvuklv8/rFG1qS9AuHJOauqJua2WzWe4gODg6I49huAEGv/OuUkLI4KfDf9LbAlWLyDQOzMei6vqoyzBU89UpFaAN7jFRzPmCUnGyHQ8EImbaVWVqrCUKPNI0ZjYd4vkNZVigE8ru/t0cYhswuzplfXPDpp59xdHzEWVXgOi7D0QhQrNZroijiwYMH3Dg8tOnTDlmWcXp6KrEdSrh7OzsCF3Xsht+Zt6W6cuzPIz6z0WCA73lX4hZLmHC6WRhvJgDIv+nau//qjanbzPogUbvYd23cr8uHtlgsZL5pq94OzDwcDjk9PWU2m0kHoG8t67693X3/WZb1n68z+HabYpZlbzw70uKNGI7GFPZn7Z6Z2eySPM+5ceMGcRxzcXEmCKpnT/tN6dmzpzx58ogf/OAHjMYjmrpid3eXp0+f9vPiNE3Z3t4myzJevnhJYrPDirxkMc+4tApM1ypdpYUZ8dGH38BxHIqysO3jgLKUal0WvIbFfEFV18RRDCjef+8dHNfl6dMnds6qqMqczXrBSVszm53z6sUrPM9nPB4yGg84Pj7i5OSIFy+eEoQ++wd7rJYL5guZE22yJcrRBL7Pvfu35fMqxWAw4J2H77DebHj96jWu67JczeRZ0y0HBzcIAo/nL572s/W3eYlSzhBEAa4vYID333/AwcEui8WS5XLF7/7uFzx/fsGDBz5+oPln/+wPGI/H3L37ANMa5vMFRV6yyWSmrZTiwYMHuJ7LIJUZWpatr1TbpiEMWppizsmrOWWeU5YFg8GQOPbJ8pIyzzg6FQDAq1fPpQJvNS0G3baUVYkfeuSFCNWiSA4EZ2ctm03L6enStr1Ba5/xeI/1ekWzXvVCuLpWlCW0uPgexAk4bsvl5VwEaXnJallRN2sePjxkMkkJghjfj4iiGNdVLJYX1HVJUVRUFhqR5xuyzYbtnSmDQcpv/eYv8cEH7/J7v/d9Li+XAPi+YjoNiEJRwbquzPOHoxHvPHyXk5NTFosl3/rmtwgDoc2UZWkPXx6eF3J+fsnp2al0zZIY3w/kAK+uCFBv6/oz42Oux7vUdU2bt/3CAlcppFfS8isj7xWn8aoquF5y/ryMXMQQoqQUjI/VONiT/s+fspVSuI4VQlhpdKdik3TWhsYufjL4D2ia2irUBMLawWhDzyUOAp4/f47rOFRFgUHy1oAeXru1tcXuzg77e3tsMmllipdtibIm7izPZF4VR3jqTaZiJ0qQ03H7huT/KmNNhvCSBntlmbhSKrb9/cHeG/VzD0o3u7p+sOg8a1/XhiatWDmVuRZLNhgM2N7eFh/ZemUFRlfRJZ1ytHsuRIXo9vPA7nAjz4yElnquh+97eJ6Ea8ZJguPaQw/yuebzWR9HE8dRT0/pYojAkOcZi8WcxULEKgc39hmNhqzXK7Sue49hmqZ2eF8RRTG+55PpijzLet9kJ4Xv2KHSVnSoKuF8hkEgBl77XWIMZZlT2CgUz/NJU6E6rJYLPNcjDCNbzWt7IGrJmgLHcZluPcBxHU7PauqqZLmcM5lOmEzHhFFIXEW4XofPEgjxcJjietKuHQ5Ttna28AOf5XLRo8DqSmZoum1oTctyuSDLs3/dS/5v9FLKwQ+uAAFbWxMODvY4Pj7m7Ny3eYouUeQThi7zuSQmOMpBY6grTVU3VGUtXR4lYjbTGqF0uJIo31hAtqdaAk9ba0lBWRYyHoh8XF/RGsFHzWYXzBdzNps1jZbqRij4VwKaujEUhcH3ZX0qChExLRY5UdTg+x5t6xBG0gUrvbxfZ41RtLbKMijEhSTht42Waq4sDXluaBo54JsWWm36Kl/bdGqDtFObRotpvyjQjbTAb93eZzzZ5sc/+Zyi0FR1ThA4pGlIHIf4foCY/SuiMCLwhQ+6Xq3te9uxWoaK5WKB5/kkyZAs35BlazxXPodrO26uTYR4m9cv3NDOz8/7HKsukyvPMzbjEUUhktnZbNb7gZIkYWtrgjF+35aQTU5c9N0L1l2dV6Zb8Lt/2xjBqgSBh1Ihvuf2HDqlxDSi1FUuVr9J2BJbKakKuywp19oF0jTFGMNyuaRpJJ8oSWLGkylpHLE9nlDkOTvbO3z6s58xX8xZLRc4rsN4OOBgb5cPP/iAnZ0dptMpg8GAqp6wyTZSPRmD53v9otFtQP3ma6uUOI6pr8XTNNcwYMbIG8Kzi7jXE1GusF+yGWqy9ab/f23b4jTQ1A1GX/mQOgZknuc90ujr2tAaXdsDiSNEBVrCzGeTRVS1zCNao1FGjPcgsFNQaO2gdc3xyTFRFJIkCX7gsrU9YbORim6TrUX6rBvCMCKOIxaLUogdQdiTy0GxWMyZz+eUZUGSREgApqYooWvdxnFCkqQ8eHCfu3fv8OLlc+bzGVEU4zgJdS0ik6OjExzH4f33P+zxWEun6CtoWXwkgVySHCIuLy+kBdXKDBng7OyU09NT9vf3rxIDWs3R0UsrkY9wXa9Xvqq1cC0PbuxweHhos9QC2laxWAo491vf/iZZtuarr76gagqOT16zvT3lo7sfMkhjwiggyzYyWy5yyjpnPptxfnHC0ckrG1ckFQRGCTDXD1itlyxXC84vTsgt9u1tXnGcMhgM2d3Zt69/hOvJ3PKLx1/w1eMveef9mPvv3GOQBCRxzEcffgeM4tWrYzwvYDzewnXW1EUjh0AMy/mSY/+I1fISP/CI44DAd4kjH1MXNJsVRS7optbO/F88fyzV+XBIU9d8+eVnLNdrWaRdqBuNHwQMopjZfM1qlbHeGMoKyloyJIMQ2rbiD//FM4bDkPv3J4xGY3Z3D0nTAdOtsaS2G8VoMqNVsgk1NeQFoDSeX8s66imixCcd+NS64vR8Bo7L6EJ+pjSN8P2IJE5IkwO0rqnqTEZEymH/4JC9/T3KKqFpXG7fvc/Z6Rn/1T/4B4Dhvffvcff+A773F36Vo9fPefH0q/5Qef9+jGTtGfKsJE4HlJXm2fNnxFHC3t4NFvM5l5cXTKc7RMNIZmiNFgj2v80ZWncivh7S6ThXxI8OetuRPERS3vQto5+fX1yfnXSfH66qPPmvkbmSudrouk2wj64w9KdqY67Bgm3OkygTryJfXDtziuMIrRvbGvXpUEae56GiCF+5bE+3qMuKx2GIQlHWNT4eo9GQyWTCllXl9Zuw6xKFsng22opXukpTa7RVgnabixBH2v5XoxscG+jZVZ5yk958Hbr71pvWHdUbXJVtTyqtuJ5+fb1Ke+NX+/VkWgWBL1i07tBhqS7dgtrNR1tkxqroYtpl8Wl0YxdP83MeRsfODOXnrmuBBYswSaquKKqt2Mh5457VdWWrqLJ/VppGKsGO+NKRWZpGjN3d3LK1r51pDUZhq8uWtq3619b3bJCrI/y/KBR5vVTVsiF1By/5ZROpGwEdiydOZsSygbb4ngimlFL4nmfFAzLol1O0y2otNmCpVL0eUyUzOpmzhHFAFIVUdY5ukQ2iVb09pNFiV4nCGNf1+ggf6so+z9JSq6ryrT87rufhWBuQASEROQrHtQb9uiIdyIbv4hKEAcPREN1I68/UDUVekGU563WGsverKAqKIidOPIzpZpwyx2y1wugGxxg816FqNLqpKYtcMHW+5DVuNhl5lhPF0ZUAzlptuudcObKWdd1ZpSQhpMhLHMeQZSVRVNO2Ct8P8LwBummpG40x0LagrUKyaUA5UhSgwOng1A4UeW2Vn2sAUaW2hsAKp4yR/7deZ1SVzHM9PyCMYqpGKqaDgz2iyOfgYAfdakajMXGUoFQXPuxZVXbIcDDE931L3dcEAeRZwWaT02rI8pyiLOwzYvB9l6pSyBL/9qOHfuGGNplMaNu2f1NLq6e1JHjzxsbWVQJZlvV+J6UURVHIUNJWmtfl/93VVRMAGI3S194wtmXVVTrG9tZNq60y6YphF0YRtW4YDAakUYoKApQF9QK0hzfI88LmbkmmVTffiqOIMBnQ3rvHZDzmpz/9Kaco8k2BNxzy3W9/h1u3b/Puu+9SlCWXl5f9hpGkCYeHBxTFVbKvaVs2mcTFrFZL6zWRkL7SLqZt25KGMf61jUnI/tbr1zYCSL12f6TSU307uKO1KA2N46C5Oiz8qzazr/O6c++evMGhT11erVY8fvr0qr2qFC7iUwE4PT3tZ2l1VbHebCirilprkarHMcp1cVyX8XQqbcmTE7QxLNfr3iicZRnL5bLPmZtMRkwm4x6UfHl5ied53L13m81mw/PnzxkOh+ztBTx//oLj42NOT08tk1HYh8PhgDQd8O6777JYzPnTP/2RVWPG1KWhqVpu3DhgOBpydnpKXddsbwl5ZHgtpXu1XnN+ekJdliRRRLZeUuRrWq2Jw4DbH76PMYaXr17Jc6IrG6HkY1pNXdU8+uoztNbcuPmQNB33CRWvXr0iyzfk+YbJ5IBvffsjyjJnuZyRFws812G1WaF1w+HhDSBhtZrRGo84llZqtlmRpkPiJOX4+ITZ5YzJZMsKnTLKr2FD88KIqmn5/PEjtrYmPIzu25wyg+u7jCcy2zYGsnVO1WjmywWe6zMejTk/v+Tjn/wR8/mai7MFw2HEYBgxGY9Jooh3P3hIkkY8+eozHMeQ3roJqqXVDcNBwsH+Ls+eP+fV+TkGg+cojl6/ZL3JKLOKqmjJ8pwoCdjZH1EUFReXlwRBxO7BBHWxxl2XnJ9BUQil3vNgfw98v+FytqSqW6oaDm6M2d/f4fTkjNU64/RUc3EB0y35GOXKwSRJI+u1rSmrkrYt5HDYOLz3Xs3BfoXBxfdjgkBR5BlPnz7h/PyUp0+/Ymdnyu7uDqU24IU8efqUxSznvffew3NDfvu3/zp5IZ/z+PiUH/7oP2c0HDIdj7lz+wY3b960B0TRCiil0HXNV8EjZvM1C2dDUTVkmw1FkRMELuPxiCiU/Mq6aazA7y0+N7/oL68lkgia1BhRKHZmUHU1O+uH+df+HuTEfTVLkxLe5c1ZWve12rZFYa4XJ29I/a972JR0krj+aXTTUFgWYhez7iiRIXfzKPEc2Q3Ozq2KIgcvwHGvPFvT6ZS99QbP9UkHqSjrLI28aeo3Z3/dbVLXqk+uKlylLIzZkhuukzvKqqSpr6IvOqhsV7F01ej11iU4fSV2Ve0ilYO5+tzXN7KfN7R/HVe3MQVhiGurnC7Msm+JKtU/I9dxaL7vSwvX87he2V+v2kcjwUt1sF3fWjo6mkUQdCxC8Dyp7KIoom1bLi4u+oDQzjPouq49gMn377oeURT3Kc8gJ96iKC1kusVxDKZVxFGEPwgZjUYM0pRikFPVNZG1XnRteYDSVp3GaEEnGY3SAj32PK/fQKeTUf8xVS2KRdmgk771jOmgAR1EuMWznrYkjfF9jzzXFEWG40ZWBacx1mcGhtoCaeV7kkpG65os36AwRFFIFIf4ng+0Ej/ylq+yqgiDgCRJcV2P5XKF6wpWapNlbLINxogS2vOCXoCjcFkuV1RVzWAwIM+kyi1LmVaen50TRwFV8R5JHBDFIZiWsswxVWnB4w1VJerouq6lOnRdqrIS1V4tqkU/cInCwKpuY4IowfMDPN/H9SKGw4qiWABVf1/rxs7b2gbfv3rmV6sVlRWEGaSbMJ4MCUOHppXqvZvRgaKuDWVpqBtRUSZxymAwwg9CUA6r9YbVasHR0TGLxYzNJmNra0ocJxR5yfn5BVqLBagoZR57fjmjsFSZ+XzGyfEpRVbSVJr9/TWTiShtlVIMh8M+I9IYRdtedfPE0xgTRAF+4FE3DspAlRdv/VD9Cze0opSBdlf+K8exA9Sqz6iKbEhinCZXaj4rajDWBNu0mrpp8LXGs56ojsYPVy1H3ba4ijfy0rq4+K5tp5DqrpP6y+ImJOuyrFgul314aNdu8m1elGPl7EEQ0HECu8U/9gJiP6AopHr66MMPuXvnjrAFXZfhcIgxhlevXtgInYAudaBpdC9qULY1Zdw3hQxikG3o8ry6qnMxn1NX9RviGtd1CaMAz/VsFtK1XDal+jar51y1YnWrbfpzYwf61Ru/rgQn8NbrfntdXFwQhiGHh4f9975er/uK+nqScpIkvXJRa93H+Ewmk/6w1G1uXav1zp07JEnCcDh8Q6I/Ho8s6WPAcrmUhc5WtA8fPsTzPM7Pz8mLnIuLS6Io5OHDhywWC05OTnqq//7+AY7jcHp6QlGU/UHo+fMXVFVFHKUEQUiaDrh54yY3D272G3UYRHTU8qIsePJYooQMrWVFjsg2KzabZd9KPXhwlziO+N3f/V0A/t1/728zHA6I45inT5/yR3/0R+zs3OPhg4fs7koEzD/7wx/z6vUZi8Ucz3N58PAuo1HM3sGUOI5omopNtuLi8pQ4OSQdjKiaDWXZsFxe0tQNs/l5/54ZDkYcHt5kvV5xfHIkMORbN4jjBGMUz54/pq7f/gzt7OKS3d1dPvrGN1mtlnz51WdEkaQ9P3vxgi8fPcYYOXT88nd/mUE65MXLl+SbgrPjS3a29/iVX/mLPH70hDwrWP3/2PvzYN3Ss64f/qx5fMY9nnnqKd2d7gwQSGKCksBPghgphkQsi/DiW8VbIFpFFVZQBBkUxLIspIilVhCtAvxZCqXo+6v3RyAkSCCRJN2dTg+nu8+8z56eec3T/f5x32vtfQJ09GdOI3FfqZ3Te+9nP8961rPWfd3XdX2HZczkYMlnP/s016+/zMMPXcQxz3P+3FmKMuPW9ZehrLDLmjRKmRxMmU5nZElGfzjEtC2SJGOxjIiTBoHB1qmQ/rDPmTNn8IMe/eGYLC+UooZF3cDHfvu/sru7Txw15DlMZ7L1qOsltqPT6/dZLA7Z2XmFXm8gSd2eRq8xeeMbH8EPHCazBYvlkuvXbwA6hmESx4LpFMZj6A80HnzwAS5ePM+gv4ag4epL1znY3+WZp/8bpimBHr3+kAsXr7C/u8fLV1/m3Pkn2To1ZrGMODw85D/9+v9FlqYEni8lxaIIw9jHNA2KApbLjDRNEE3D2bNn8X2fwaBPFGW0fGJN0+gpzMVoPMILHNIipswL9ie7narS/YovavDZCu1KpJareu3l0c5fHM0DAFz3Xmml4/OyL9QUPA7q6KoHVU2JpqEqyu5Gaxdk02gXeKXkr6pD81jP2DJNxVNrUZES+WQofcSmrqkr2c5rq4MKnQqdLMukn5Uhd/r9fg/dMLsFVjRyR6SpoW1ZVRJw4vuUx3QXq6oiyY6kbJIkYTqfdcckkXAVVI2iGFS0fDHTNKVdg+vQC8J71PbvqWxVO0+IlusihWWPoxrb+Wb7GbUL/2sRy+USz/O66kR6kMnFsK2O28++KIruumk5f8dlv9r5LNxrS9M+5/HHep5H00jfOSFEZ0fTWsy014vnevT7faWlKcErpmmB0KirmrhMFAVCVniO7Uoj0rrGthxV9UmgT7SKuZHf6JzZW5Sj73s4tkMQBKrFKrrZs6EEkSVcW5eouarg3LmzWLaJ77toGsznM6qqYDQe4DoWdS2RdsvlQp03jaIsqCqpTVnXJWWVU5Q+jmPQNBWmZVDVpazUNOm8niSx4vdJNR5dyYolSYx0JdaJk0jOVXoDdMNQj73/revpbIEQGi9efYm8yJgvlrBs0A5qDNPk4sWL3Lixz3KZsrMzIfATmrKhrgS246LpOiuFxuvWC10K8uZ5ThSviKIlliPvGcexEZqOXpckScZsPqesSmzLIc8K0jQnjmKSOKUsBJZjcerUKfzQxzKl2EQQBvhBgADStCDNcoajgbQ0quaYts7G5hZxXHD9+j6rVcbOziG6nsjPsCioG8HZcxtoms3G5jqGqTNbRhi6iW17ZFnNKpKguNHYxvMbaRpq2RimTVU3CFGjG7JXWVYKMKZr3bzOsmxMS86I86yQ1ablcPHiZWazGXfv3FWIyBrPs3BMlywrmE6XpInckPYHIzTNYG3NJgh6nDl7DqHOo2lJNLBuyPmspCl4jNeGFMX9VZl51YRWKgkowzDkHKDXQzUfuzlFlmWdskNd1/T7vW7BOZ6w4F6k3hFBmK6SaW8UHWiqmlzpK8ZKqqWFdcsKTw7EbcfpoO91XUuBY7m+U1Ql9bGFs01IEllYkWdqFqBrVFSUDcRK1cKwpIKD4zgY5jHxVwVG0ZQeYBQnhGHIoN8nydLu/RVlyWQyIU1TptMp8/mcO3d3Ouh865I86g2wLburFluy8dr6WM6VNrekS4B6n7pSH5CHrXXFViPEPdVsnucdqrE1a2wT2mvVdjw4OMDzvE5Vv+WbAV2ibzcirc5le620iiCttFqnJN803d9MJhOEkNqNQEe4DsOQg4MDbty4wfb2Nuvr6yyX0j6mNf10HJlkTm2fprWg0dDVMFwnywrm8zlZljEYDBTKt3dPC/Q41+/OrVvcuXWbM2fOdOomliX5YZJUvyk3LIZGmibM5zOl5H/UVtzb38UwdN761q9SM0VpCHr9uiRYX7x4Tp6rdMWt2xOiKAatj2VZ0qlYSH3Buqk5ONhlPB5i2zpNU+L7LmWZMZsXhKGPa9ncuXOLOI7JsqQ7J0LUzOYTbFvqWR4eHhBFERsbW7iuS5rG1PX9bzneun2X/YMJ8+UC27UIfIfVasZsesib3vgkTzzxeu7e/RgHBzdJk5dwXZOz25t4rs9wtI6uGdy5vcN8tkC6BWg4tkbTVBRZxmw6IQwdmjrFtk0G/R5NXlEUKclqwo2XbzFaGzEYDdg72GexWnG4P2WxjEiTGtfr8+hjj6EbGrPlSm2OQsKwhx+EXL9xm2oy5dTpbVzfYxXH2LbDO9/xJm7dnHH1xUP29lYkyYqzZwNOn/ZJ0gwhUt78FW9hY2MTL+iTpjk3b+9iGBa9cECcJNy6veDcuR6Xzve6ddG0XHTDUnP8BsfxsR2PutHVmiPh/pbl4Ac9BDpZVpLnkZrxDvizX/O1XL9+k+c+/2/J85K6BtdzCHsj4qRk584+cbxCiIZ+f4ymWXhuyMa6xhvf+Gbpw5bFspXeVBimTlnmBKFL3/AJey7NfQakvWpCG4/HwBGxebVaSQ8f1VNu20SttJKEypeUpdEhI48TX9td+fFF9UhBXiW8qiYppOBvHEckSdwhappjqEiZEORcwzRNaufo9arqSFfyuD1NlmVHCU2RaWVoFE1CVIsOMWfocpZVK1PRsigoQfLaDAPLTmiUTUtbXbXzIenqWjGZTJXQ6OoeHzLbtjtQjYB7PM3ac2SvpEKIY9lddXXkJyePyT3GkSurkjiOVJ8/6RTW2wq3TWYtmvK1iFZtxVTE8TaJH7cLOl6hA93xtULPx4Wu24Teunvv7e11n2GbaMqy4OBgX7YZdcjzjOVyQZrJ186mWfdapmlycHDQVYTtxkdWyRaOUpgYDkdS+1Al4SiKuy5DR8rVDc6dPSdJ8mlGY1toQiiYfs1iLluC47UxuuZLV+W2fa/m0Y5jYpoGge/j2BZJEoNo6PcCBTtvKIpMgmSKDI1aScwZhGFAVZXd+w7DgOFwwObWBlkak6QRjmNh2gbL5Yw8zzBNnTD08QOXIi84nMxwbKmeEoY+/f5QnSeDopDXUbuhvN/huB6aBtPZHM+30Q1pCZMVJZWqdJ948grbp9Z4/vMvkiYJy+WKNMmIVgWWbuHYPsvFkmgVS0FvAXojgWQ3b96irgtOnXozQeCCVmNYNnbPZTTO2d6KMG0TGh3DsLFMhySBKBaMRg6jkUWWZghd3n+DkXSPsGwpB9gf9NB0ncVK2gNtbIwBjdVqTiMSrjzYY2NjzAMPnMfQMzQtJYoiiqJkNp9TlBVr6zVNA0EQkucVi2VMIyo2Nh10o2Y2WxFFNVWlsVzlxElGWWaURca1a1eZTqesoppBL+DMmTVGo3UsyyGKEvb296nKBIFN4AegacRRzJ07eyyXDXUlZ36TSUYUzRgOEsLAosilqHcYDiiKiocejAHBxuYWeZ6SppHiUyaUZSbJ6KWc8Uoj5T9BUMja2hpVVXU2Gmma4rgOvu/RmhW2lZm8KfV71PfbqqiN422mtkX0hdy0qq4oUul1FccRSZyQZbmigspoKznTNNVQ2JKKIMoyBCoFvlDV0jHftbYdeDzRaeiUSUaV5d0uv9VQRGu6hFbXNXGaSii6ruEFIX4Qdq29OIrIi4I0zyiKksPp7MhYU/GSWoHgdiNQ5yXlMQUMueAXslyvKgxN75KTZR2BHDQNfNfrkKRSWT6iKkvyNOv+pq2g20TyWrUbQW6I2kqlrRbbBABHs1I4AtC0vzsugPuFCW04HOK6Ljdv3mSxWHR2Kq0Sx+HhPq0qS5ankhSsugKLxYq6quVQW1kYHfebk0nU6AAhlqU09ByHu3fvEkUxd+7c6RJv+7znTp/h3JnTqqJZgRDoqnXeiIb5bIbrupza3sa1bQLPI8tSkjSWNAQNhPCkVb0vyf6LeQ6iYTjoURQ5aZZQFhkrpcCiIW1vDN2k1wvJi4xVJJUo1tfHjMcjtrc3WSxmiGlFEMrnvX37OrPZlLW1EX4gPfeWyxXXrt9EBAEbGxZhGLC2NkJD3md37+6SJCn9/vCee/p+het6lFXBdDYhKDw831bzqYpSQfnf+OaHEA3cubXDYhGzWKwkorac4Vgeg96YaBVJM1UdDB0aRTq+cf06eR7xZ//cWwnDgCRdYVoWXn9AVQrKvJJo0SzFMmwsyyWJNeJIcO6yy2CkoOui6ToEw+GQuhFUTUN/MMD1fabzOQLB5tY6RV6yWM5oRMWDD/d5+OEHeOc7voa7OzfZ2bnJdDolimIm0ymH0znoFrblEIY9ojhjtogwLYOtLY8kyTmcJMxmkOc6y6WEzk8y2Up99tnnieOE1bJmPAq4cPES4/UNTMthuYrZ2dkjzWY0jUkvlDZO0+mU/f0Fy4VcaR0HlsuUOE4ZjSAIpCalaeh4rkdZViyXMUHosbW1TVFkpOmK5XLOfC7IC3l9N42UDGtpKPczXjWhXbt2rZuhtcRkyWlxOg2+FmkmZx5VR3ptuVrHkXXHEXft7vu4lmOreNG2ECWhVKpv6MfU79uKTkNyPxpRd4my/b3jOLiKj9a229oqUbYljye2CscwwfW6GUibND3VjwddWoE4DlVdU5SqdVYUZKr6mS3m5HmuWqQl8/miS1aZagG2s8NOsaOSupZfOHds5aqmYtoJ+7aCxhK9p3Gwt9/N45qmplTOuk1VdwnseBL7ws3D/Y40TTvtyLalmqZyJ9rr9fB9ENdA7wABAABJREFU/xif5Qi403UD1Hyq3QjdvHmT27dv87rXvY7xeMxyuSRJEtbX1zFNU7l+y5um1+uxtrbG4eEhs9mM173udayvr3P92nWiOKYq5TWzWq0YjUY8+uijrFYr9vcPuyrs1KlTHZ1AgkJcylJafQjR4LoejmN0m7umkdZE8/mcc+fOEQSB3JzoOhcuXOhkz1p1iun0kMPJoQJ+uJIP5Llcv3YNNOj1ApqmUotC0wFb5EbSQNcNkkKnKKVju2WbvPvdX0e/HzIc9iirnNlsxmq1II5XDIYhw+GA8+fPMRr1Wa0kfN/zJHH7woWzEiFsGWR5xsHBAYcHk07CzHFsRRm5/9fOdD6nLBtmc9nt6A8S1jfWefz1j2KZcP3GDdbGYxzb4dHHL3Pq1DrPPn2Vqqylg4IhZ85hr0cY9CjylKLIaGppxnn3bkSem0wmEzStBkopINw06ELHNh1SMqpKYFkOYaDz4IPniNM1wpGNYRnMZnN008D1XBohmM3nnaatphsINFzXpt/vcfHiBdI0Y3/vQFW7Gfv7e3zuc0/hebZ0TLh7l93dXUbjDRzXY7lcYZk5g9E6YRiyuTkmTnJms4wsq8mVeL1lCfb39zDNnDhaUpQZpmXR64cEoc94HMoioqrJs5wHHnyI8xcvURUeVaUzm83VGlkSxwX9gU4cCaZTQZ6DElYiS2Fzw8EPJY/NNKRguKAhz2MltRVLgJyolS6kySpKVKdk1eEM7ld8EaWQAznPWVtXA2wJA7aUf1QrIyRRN3IAu1jM5eKqZh/iGNS+JdJ2i7qyzzAUghKUxucxLzW5qFmYjoRit8lMim6K7jmPyzy1u3nbcdFVctK1I6ub1qKlPU5NyzFMC8PRlMK+QZamNEJgddWUQNNlUsuLQhJOVVLMs4wsz9Q8IiNOYknAPFaRtARaQ9cxlQp7VUpStXSYVuqmChhT1zWFkOr57azJc12lgCHFoWeTaYdgFAoGrqHJGeQx6H57vjvprftzLf2haIEeLTQZTc7OkjTp2tXtMR61U+WxZ1nW/awlgsdxTJZmbG1tdTY9WX70uMViQd0cVXibW5vd7Gw8HnPx4kWSJMGazZnPFtR1TV5I0MCp06ewDixms4XisC24ePEi4/GYyWRKUUg1dNO0us1Te43KTZBFK9XVJnJH8W9M02RjY0O+r1wm8LIqiOKIyeQQTZMoXc/3CMKAmzelvuSVK5cV5Dzv+Jhyg2lKYW/DJC3pEqTnS7eA8XhEv++zs3Obzzy9Q5LGZHmKYUhqwMbGOr7vkCRR1zXQdYPNzXVayaSyLFRFsWCxXOB7gZIxMu4h79+vWK4SqgriRMM0IcsK+r0BjzzyMLduXmd//y6GYRD4AefObzEeD3jh8zdpqkKKL2sGmtBwHY/A84lWS+JYJ01LyqJiNsuo65jlIsLzLFxbp0HSGXSFtNY0XVFHLAzL5PTpNfKyhzChaioW0VKq4Pd8hJC4glpV5LbjSUcS21KauC5JnDCdTAFJml8u59y8dYOLF86zvb0hN8XzOeub27ieRxTJhDoyJHG83w/J84bVakVVQlm26yUslwtMsyRaLRCixvUMbMfEdXTCUK53dS0311tb2/SHA5oqpCo1rl69ynQ6Y2/vAM+LCAKDLGuIYkFZQClvXaoKtrZkoSGR4ya5gvynWUpV5dInUinqgCSdyw1pSZykitx9/+JVE9pXveVJNE1XSczqWo2WadIq4Ds2GIYgdALqxqXnSTWGJJ5Q5hZ1GeO4Ln4QYNktwkahEy0TzTBoDKkJpus6CA1NF1imhaHcZGVCbHUeJf/G1qVVjY5EMOpKa3I+nymujo1hGpimTj9wqV0T0UiZqSKLu5Nt6WD5DoZmoeu2VHjQNBzfQ0p2KQBAp/BRoBsVjgNCSAfWuo6oihRd5FhGzSB0aBqbwJcu1ovFCsfUMTVNHqucfgAaWlOiCYGt6zSiYRWvZMWGThj22NrckD5ds4hFtaBuGoJeoJyZK4QGtudimCau2mlrmiZnfnlGmiQUWYbeCJqqRhMt2eD+h2bqCDTyKsfv+Zy/dL4jPO/t7bG7v4vnezi+wyJayFltU1Cr/+loNFpNS8g7fW6bfr9PlC35/IuHzFYTmqbhcL6HBkymU3q9kMuXLuIHPmgVYd9l69SYF196jmvXX6Lf72M7OlGykFWjqDmY7PEbH/n/yVajbmJYOv1hn/2DfbnrruWsrAWhXLhwEcu2CPyALM+JViuKOieuGh547DKP2g8znc2YJodshRuYNpQipqpLkmyFYeq4gUXQs+gPXQQFcTInLxOsUhKfi6JgfzJB03XyWvKy4jhV9wOILEM0IIwG04WHHpUSUS9e+284dywFAilwvJK8KtDzHNMtsb0KN9AQusX65pAsz5jODwANx7VI05zlfMVgMGK8sY6mmziOT1lK6aIrVx4kCMP7fu3cvKHhBwGXLz+IadakWcLevsXzzy/QjT7DkdSe9AOb6eEupqvx//r/vJeqLNm5cxMagaHp5FlJFuecstYxjVN88vde4HCW49hg2YK7OwmIPlcuXQSrIDLuUjoFdlgwXNfx8oCyriUiMDCJk4K9g0OJXKREEy5F6ZIXMXmeSnkn3SDwfDwvYBAMqaqag8mMyIpYHy9oKo00ukU/0Oj5A4QhWFRzarfC6ht4Y5fhuM/r3vB6iqLiv/3+U0wO59y4uU+0Kkli6PdsNjdsijyXKE0DTDR6nkNdF6TxnNoAS7OpS4269FjOde7cyciLCf1FjypfpyotJrv7FGXBQ5cvsjHukydzdu7OaapdlkuYz6UKP0BZyqRUiV3KOmE+H9Dv9djcWKesBHFUsLebcrCzw2w+I45j3vjGN7K5uclqFXc6kvcrXjWhbW2td4NvCWO3MA0DyzDVXKLGMuSbNU0TIQxoPJIUFospdVWgaQK0Bss2FZhEwuelv5kOuqJSa1JgGIHkmmFgfIGayHGUJJqUFjK0I4WNSu1UDeVVJZoaDYGlhEht04CmJm8qWumYFtJrGCaGYXcJwdSkNFZLKEcTUEsvJWkjfgQ8kW63JZpWY+gCaVGvYdkWuWVSZAW6pivisyzCDE1HKHkuqCXZXDRSZqiWMkmGHxLaDlWSIfKSPJUXk9YILMemMTQ0w0DzVdtLzdTaKkzUNaZuUOs6jbIBQTQqqd3/0Fr0qvKzGwwH2GqjMZlOKKoCX/cxLZO8yDoaCJqQyjJKnFvTQNM1wl7A+sYa165dYzafSgdrTaOsJDCkKDMEPmHPV7JNJZZt4Ace08mMLMvx/AewbYeyKigrqY2XFzm3bt8iDEJGIzm813WdleLMObZL0wgWiwWGIb2nHCV3JpCgAHQQekNv1KPf7zGP5mRlgW5p6JaG0CoaSso6QzMsdMPEcU3C0FMVdk1dl5IS00hR7bzI0XSDqmkoqoY0LxXXR6eqZCVluxWmoTEcj7Esi9l8T853Pel84bg2htmgG7Kt1lAiqECr8XwHTZeVBWj4qvJvAUu+7xMEBVUliFYxTSPwg5Ber//HfuZfqlitNAzDIghGCFESxw3LpWBvP2Y88ukPfAzLx7QshAaGbfDIo5eo64KGJaJpsHSDJM5YzjVCf4DrBISf38FyYnqhRthzWa0KwqACQoS+orJiGrNGsxpMU9A4GlQaeq3h5zbCrBDTiqYqsRxDihartaCuShrNQNMbDE2XHFLbpGkEcZxTVw3DwZA0ybBMC9MwMXQToUNFie3bhMMQv+fh9z3Wt9aIo5TFcs5sPieOU7JMIBqwLIMwsCmMhrrWMHXQhMBQyOcyz2lMaGqNpi5o6pwsj4gicBwBIqcpLerSoywKNATj0QDTgM2NEWVZsz+eoGtQ11I/V34p/V0yNM2kKiOaxsC2W/R3RVXlpElMlqTkaU7o99lc32Y8lLJx9zNeNaG1Aqur1aprDTm2hec4hD3pq+Q5kp/Vouim0ylJkjCfzzEME7+ssU0b13YYDoYMhiOpEA8UZUVTC2kFr7fSTkhx1GOShq0iyRcq80u1fb1LaJ5fEPh+97iWo2Qq12nZBrAU6VGWwWVVUqQpliWwTDrghWW1ytCyRVpWpfSeWi7IsoTV6ojAPRgO8XwPQcsvkiKghmVTN4JeOCDPJcQ/zwuyTLlx5wVFXFKXFWmRUCu7G5nUZXIXTYOmEiCNnL/UdY1e1eRljWZoGLaFEA2WoxKyQu21gJA8z6mrUs4H7uPF9IXRziyTJKOupdX8ZDLh7t27nDlzhq/8yq9ksVgoZYI50oRTJuder9d9xo5j4/nSw0nOyUo0TSMIAlzX5cqVB9F1nV7vLqZhMJ/PAbqFOQxDCfwpK9U+rqSUkO/R6w06ke26rjk8PGS5jFitYgaDAb7vs75mY9sOW1tbFEXZ2cm0rcQHHngA19dxPJ293V1u37pNGAYMBgPOn7+AZZos5zPSNAY09dmkjMdjHrhyhfl83t1ri8WCra1tQCMIe+RFweJwgmlabG1tKgBS2bXo42zSoVd1XSNLUwzTwPOkYkWv1yPPMzTN4O7dXdVa2qMocq5ceYDBYEDTaNS1VDzZ3Ohz6eIDNEpLsN8fYNsuaZKRJBHPPvvsa4JydF0XIRpu3LgBVFRVwnxxwM6uwenTYzY2+qyiHr3Q5fSpMb5vs38wpWlqPL+PbVmM+kPCsM9gtEa6zMiijI21CyRRTuD1qMqaz372c6R5yaVLD+H2SmzHochToijj7t27HBwcMhyNCYKQS1celuuQ7tA0gvPn5Vzs5u27OArEtH+wx3Q6oxGw2dQcHEyoqpqNjS22tta5dOk8i8WCS5fPMplMuXN7h9Hpi2xvbvEN/8efRwiNqpQWUbeu32A6mZOmMRoVo5HLoCeo18B1bBzLYNRfkyMZA7I0YT47pCwL0qzCdXXCoCTPMlbzBaYucC2DpaFTFRXbmxfxR2M2NkfIbpTA9UzOnTvDeDzk/PkNKqUv+fJLN7h7d1/VHTrD0RobG2POnDuPpum89PIN5rMFt2/eUQWKwwMPPsagP2S1Kvjc517i9Y8/0QG47le86pXZzmfaG6YsSxCylBeNtCpogQb3Kt9riujbKC3CI9KwZZqSzAzHRIYlwEOTrGqJZ2wTuWQOy/9USMr2pB4HgRxZsyiV/aoCtaA2Sh9RNwzQNCwBeqePqBKEUWMIaXevC0lOBGhE3c10yrJAOiAfmdWZpqmsKAxMsz0WA02XfW8hNCzTxrILWVVqCXXdSIRfXVPpmlLWrlT1J4ExmqaarC29QdMACSA58juroNEUSVwJQ2uyCqsrifSsVAIUjZRJ4jVMae0mqOXKSPKwnDPqukEQBCTKcgX1MbdzqTAMOzUXmTxaD6m6A0a0ZH+pqq/juh5CEf3baK8RU81E2jmd3LgcgXHqulbXnCZVzhU5vRXbPkJZVt3xtvQLz/MwTOnIq2sSJWnbDq7jql24fqTVhmyfH6cktOjN1kZGXke6VLRRn7N8z1YH9TfUxqup62MozlY4Sb5GUzcUeUFZHHniFUXBfL7okK9yLmaiaQ1NjVLw0amrkjQtus+kPU9xHHO/LUCAzikhiiKEqKnrjKLUKCvwfUOqA2kleebQC1s5rwpdA8OwMU1JNPaDHmtrm6z0FZaeYNs96gpMHLI0JwiuYxgmUZJQGxXCrSmKhqoSCKGjaSZ1DUXZUFUNaAaeF6DrOoPBEE1bdWtYuwZJYXV57S1XC9I0IwhDNB1MM8R1bQbDnrKfKairiqauCQOpPJMmBWmSk8YxSRShaxqObaH1DKqypkgLqfGIwLZMPNehKjO5nlQlVVmiJkKYhux0CUUhQQjyLJd0kvUK3Wj5h4I4WSqQkIuuCwxTVWVaQ1mOcRzBYpHQiAbP9XA9D9f1qeuGLCuJk5zlKpFEc8fDNF1cLyRNF8r5RKMR9xeU9uqgkMlMJg9N79S3PcfF9zyCoEe/1ycIfGzb6ojNrut2qMK8kNVIrOYmQSDFXaU2o1AXiIZtW93zi1qSGxGtDqI8Fk1ZD5imqfrUZrcgtDB2U83qclWZ1O3ij2ojWhL5ZNqOUjfXaRpBSgZIzcc4lXyxJFpRFgVZ3hKe292+z2A44NyFs91iure3x3KxlAoTtXw9XTfwPdkScRyPLMtZLFfMpjPVNlUJs7AQTUmaJJRFia0b6JqGruZGdV2hadJtVih+W1XJaXCaJXJjYOrYVYlmaMpHTVDkGXmWUmQZVV6gqVajbhyRl+93rFarrmq3LIuyLLAsmwsXLuE4dlf5m+aREsv6+hqe57G1tcVkMuFzn/ucQkE6XXI6ffo0pmmyWCy6zYy8RjSlfpB1dkctYtK2nI5MresGGxvSPfzOnbtSxWU6JQx7rK+tEwQhum4QRTFlWdHrh/iez2RySJpmSAV7h/F4TK/Xo65r9g93mcz2+Mqv+ArOnzvPzZvXSZKYg4NDOVAvc4oiQzoTh2xubrC3t8srf/AHHRL1wQcfJAgCrl27DprO6TPnpEhzWXTu8JPphGuvXKPX7+P5HlUdo+kNaZorVJ2nEJASvfbiiy+SFyl5nnZoysViSZKk3LhxiyAI8H0pGmCZDpPJhE/+/qflfE5obG2dZjQaYyldxbKs7zuXCODBBx8miiI+/9xzVLU0s+33dcZjg5s39rh9a5deT8NxND79BwZB6PGWr3iS8WjA2bOnEELjcBJjGD0G/RLd8Aj6HqNTYzTTZufFa2A0/MVv/hbiKOFT/+0PMKyU0XaO60hPvSsPPMEb3zzg6tWrHBwc8Bu/+TvUTc1jj74e3/dZLDMm0yV3d/cwTJuw18P1Pc6cPcPZ8xcIwpDf+d2PcefObfb2bkvz2V6Pqq6J4pg4iTHdmsPDPfKnUhzHxbYcNja3MXSTeBlRpBlba2voukno9dnfP+DlF1+mqRrKukDUDrqw0KjQqPAdndo0aZqKILDZXF/HdS38wCH0Q3zb5+BQ8jR97zyNMFlbG1MUBX/wB59CiJrx2hBNr1iuSmzbxHZcvuEb3s3GxgYf/ejHuHv3LptbW1JlxwyABsvqY9sNtjOiaSDJBDt3l0wmFesbm/QHIYeHOfPFlHOP3L/r5otUaHIe5Xs2rbmhq1BdnWKHJltjuqajGRq6K5F6YdhDSxLSNKcqSuI4Jo5jvCiS7RJNQ9MMdMPEMsxupiZECw45ai9Ksc6jikwmMlPJ2RwltJZDpBsmhlmjNVLYuFWwpxX+FCAMgWFamJaNZTs0QpAo4m9d191rWrYNCAxD78wdPV8mTs91cT2XMJRJuiwqGsVD0XWDMAyxLBvPD3CyHE1xz+TO2MR1C0QRISpl86iO1dB05R0Eop1+qaq3q9CEEnxGUJUlmpLOaYuBlpIgK7OjSg9xxOe733FclFpWarK6lUKmAaZ5RNdoP9/WJb3tDrSo1CAIEMi5UbuROU73OI6kbV/ziP6QYRr2MZK2xWAwwDBMdnf3u9dokbvtqXIcV4F/5EaidRRuuYBS2DpjuVyyWkWS97OKVKKWVVKaZWiAYxm4jsvGxia2Yx2rerR7tEplSP5aHEfy7zX5fZalcvfdVWFg2RaGoYQJmkZZjjRk2VE1W5Rqo9XI8+e6LqARx6n83vHRNUPN5eS5Mw0Ly5KbiKqUJp/t5/RaVPlSJgzCMJRUmCTBMOScuKpktySKGtIU4hiStGY2jwEDy56p+bugaQya2gCho2GwedrBD00s20XXLIJeH92wGI7GYCQ4boxlW9L92R8Q9MYYlkcjDOpao6yhqgRVDZalY5o2YTjA83wM0yDJpOnvdDYlKzLKqpDE+tUcO7PRdCUOIUqKsmAVJdRCkJcFgR+qpCbte4pcmr2GQYChG9iWJHovF9IJ2/N0RFNRVwVVWVDXZVeFybHFUedLFxqmbuLYLrowaKp2HamOZrd1KaXZ2k2vdnSltW7z/UGfOI4RQqcsBVleS9ubEsDC8wfSJTvNqWoDozHIM4Gu1VhWxf3uVn/RGVoredX+a5kGttLBcyx585dVreY8Bv1Bj8D3qRvBZDJlPpsrO4GcppbzFNfzsG2b4WhNOqR6rkQp1g1CB9M4Qje2X21r0bYsDOXJdnx3fhy5Z5gWtnbUghQqsZVlKRd4DQzTxg1MDNvGtB127+6xu7uvvNJazp0tFdAtQ3FwdEzTwNAlsEXXZUW0eWqbje0t6lrQ1ELOODQNz5PPEfb6ZFnOcik5T6PRkKqU/LeXKJhQYxsGQq/wHFu2rRoNU9fRGulA0L5NoRB31FKVpUaQZylVXSI0ga5pkkBa19RVWwkenRvZ7H1tKrTj/DchRCd9laYpvV6P0Wjcka3blu36+gZ1XXPt2jXqumI0GrG1tcWlS5fY29tjMpl0FvatRdFxc9TWa6zVvoyjRAoQO1Ks2DTlhmxzc4s4TphMZoRByHi01lWK8/mCxWLJ+fMXGA5HncBxGIadWn9VVezv7zGbzTg4OKCqM8o64zOfeYoXXrjKpYsX8H2PxXyKrmucP3ua0WjA5cuXmc2m3LxxnSAI2d4+xe3bN4ljqavoOA6O65AXBS+8+DwgW0JlVXL37g5FmTMYDrr5Ya8/xrLluavrhtUqorVr6vUCLl68yN7eruIBSlLxuXNSQuuZZ56jrhvWxpvoOqRpjGiQBrbDNdbXt5hO56yWsRI4yBgMhl37937Gzt4ujuPw+BOPMZ9Neenqc4xGA86cOcNsts9qNWOxyimKGkMH32u4dv2Qu86cp595CdexGQ56NLVUH9KQvL2veefXcuXSFbY2T+E4LnXZ4A9cvuZdX0dZr4jz29SNvHfc3hjT76NZAzRjwWjtDFVVM1/m5KVO7/wa4zWPJwNpkWKYFrdu3+bzn3+WtY01/MCnanJ6w4A7d+7ItngoeaReYLG7n/DCizfxXAvftdjY2CQMe8wPV+iaTrSUbh9nzpyiqRrmswXzWcnnP19y8YLFxQsaZZ4QVxl5kcrRTtMo92oojIY8yTAQ1JaFY3oM+mPmsyVpUki0uSHIcqlwFPQ8iRw3NNXt0ZUwRUUUZ8wXMb1wRL2pczCZEacrwl5EUwvmyxINj+1TD7C/P2Gx2CPwBzjOgP2DhLpOOH3axXXv79rzqgltNBrjOg6D/gDHcfADH1M3MA1JdrYtaSchEIi6UVWE3BXI2YEybVSw1zRJcRxpRCdPvEyEuiZ3EY1SJ5eIyXsT2vGZw3Hl+eN2Le2/rTOAoeud+n2jCI+0PCxN+nDp6jGu5+F5XpfQfN/Htm35nk0T2zYVGlKaS8q2p6yc2pmfpgmELg0GZcElVfCrzjZGDu4lUd3CthtZ5SmaAaKRvXI0qFCAl3anJXvmsloT8r/lJkomrQrKIkfXNRpdP+L7IRGC2nG0/muEchRNS6trLWKOiPUtcEgmubKbPaI+E9d1lbBypuY+846cbVkOnudTKi5ikqRogOd6Smi4RtcN0jS7Rx0mz3OmUwmwqOuaPFeyU7qOEFV3Pa2vr7O1tS0dFZQ7uKx2pVJ6q5DTzvt838cwQ3RTtlmn0ymeJ1vzoqmwTLNzGdD16wpVppFlBYvFQlXzPVlNZpnU7qxKpS5TUqapnIqp+bJE10oAkWVZuK6tPm+dIAjVdSfNHKNI8kMRWleox1EiOZamhefZbG+foq4brl59maIoyXMJBAOJEszzQvFBHWmrUt5/x3PTkKOFoigRQNjrY5gWaVbK+Vajo2tyQZYO9jp+MCIMPWxTOn8XZUHgB/R7fSaTKYv5ktu3dxHCRDNc+r0+riNndU3TUNZQ1AaGbmG7UmF+Oo0IgjVOn7XpR3IWZJkGmq4RJ7mUKgv7cqNrmtSNIMsLiUpMEhzXkuc8kZJRSRIjhINp6+RFw2IpyJKKxBQYekxVCkQTo+sm6+MRruPQVHL9rKuSMDB56KEx62sGw4FOkaeKM1hT1wJDAaerCoqiIU1yDE3HcxtMw6YXDtjcOIXnSEWkqq5YTVZkWcZqtaQRDXmesVqt2Nvbx1TKRlJWq6YROmgWvd4YQzcxTY+KBk2Xtkaj4SauO2YwOIWu2+iaiRAr8rxgvsjQlvfXS+9VE9rFi5ewbZuNtSMJI10tsI5tYZlH8P0yz0GgWhNgmxaWYaAjd9BZUbJaLtVjairfp6kqOdvR5NynKQsM08BRSMXjHl5f2HLUv1Dx4tga3VZv0t3Y6NpvlQJTwBGgo2kanLomS3PKosJ1na5CsyyrQ9d1Cgn6keJ9+6+kFDQYulw0jLqmrhvyMqesK1nFlpJcLUSDZRlYlqwu+r2QMg7o93wySyewPXmO8grL1LsExhHwXnHvZMITTUNTVoonV0nyt2mq4bgu53GGgda2Hu8zbPaej0QoHAo6Qqm5tPSL6XTakYbb2auum121NhqNiGOp47lYSLJze84DP2A8GksPqaJgMplgWRZnz56lritcxyaOY+azRZe0MtW6u317h6Zp2N7ePjZ7o2tvAjz00EM8+OBDPPPMM+zs7MjFpK7JK0nCDo+ZdXqeR6/XYzAM6Q0CPv7xj3Pnzg7LxQLXdblw/hye63B374CmLnn66adYX1vj8qVLLJcrbty4xdbWJtvba+R5QVmueODBKzRCsLd/QJbnTCYTXM9jOBoCDVWdU5QGmg6O6xCGQedi0OutIajJspgkSdjZuas09EA0Gk2tsXewT5ZljEYj1tbWef3rn2A2nfM7H/+EIr4azKYLhNjBdXxs28VxJADg4ODgHtDN/QrP8xEI5vMFmgYbm9s0omY6jaTKS21imnIUUFU5pm2ytX2RzY11Tm1tyvnrs8+wtnGRN73xjXziE5/g1p2n+eznXuDqK7cpG4vt7W0uXbqEoenEUUJZ5WQFhKFPrzdif3+PyWSPy1ce5IGHxyTRlLrKaZqKKFry1NOfwQ88Nk+dURSfikboZEXJck+CWc6ek/Pe2SKjaSqGwwm9ysf1LeK4Ym8P9KZBbxrKfMZwuGQ6LTB0m7/wjZfp90MWC+mqkGc521se7/mGKzRVTVPX3L51i2i1JE2grsFzAYFUEWlqFrMIUQs8z8e2fTbWTzMeblLXNfM8Iylyrr70Yic2L0n1Fcvlkp2dHfwgJAh7bG6eZW2toqg0GmxOnz6HbbvohkeWlRhmRX+wzpUHHsO2PWzb5+7dQ6aTOY47Y7WK+fznn5OC2vcxvqjaPkAcJ11LqF1ULdPodsMIIWHh0O2aq7KkqRs1C1LIu7IgVwacom6IoxW6ppEpPT1ZtWlyByjaiZeMYyMguVPWBK3mRcsVM3QD0zoSvJXzNYna0nTZitS/IDlK9I18pUYoxUhNGmyalqlQYDqGee9rwdHcRmvngfoRh0fTaiVa3NxjuWEahjSg1E1Vycr2ZeD7WIaBpVuIuqEoawxdw1AwfNrWY8u7U3+LBrWiFlSVQFfW76ZhYCh/IlkBq7lkU71WBRp5nnfzM00Dx3YIA6k+n+cFk8MptmN36NCmaZhOZ4Do1PePK9e37g7LpUSWtfJhxxX8DV3O4VqrmHbeq+tStNr3faSWaHOEVtX0Ttn/8PCQl156iSiKcRyHCxcucOvWHVbKhaFpGhCSY+h7AXEcs7+/T38gExrIll20ihBNyubmFrZt8dJLzxP4Po8++pjcCNYNTS15icuFVDORMzyTvf09AAzLwLJN0MG0JJ8uy1O5eTJ0bNtkuVyQZ1JjtZ1z5HnG3ekdiUbzfGUFkquNVUlV1WiaJO47jsvzz7+oWpWg65IbVRTS5LKuEtK0wLIyNE1SH16L66c/GFDXtargc1ZRRBD49Psj4sigqSHJpAWT7dg0jcXe3hJd9zh3tkcjIiaTBE3boaoMXH/I2/7M18qWvGHg+D3ySnD91g5Smi3DcUyGo5BGOKQ51I2FbvjESQnaisV8QV0VhD0fdJeNzbNYlkFZaSRJxHwxRTMcLl56EMe1sCyTsCeRt2nWUJUF/b6lNs0OfmAxXoOBP2TgD9jY8AkCkzS5Rl7ISrSqRMfLRdOlVmuedbN2oTiaVS2oSjANSee1bRgMfC5fPs/W1gZXHrjM6bNncMMRd2/dZno4IdNqKq1he+s05VrJwcEhWZaxWK4YjW36gzVp0WVYhL0hpukxHG7gBzUIizRrmEx2SdOCw4MF83lOFEGW1aRpyWi0QRj0efa5V9jZuYvcijv39br5orD9pm6I9FgBMGQKaaWaDF3KLGnH+llWJ08l5xmGrndQ8qooyNWQsi4rVsslGpBGUqUaXZO937zsqp/O1BL5wSGUYkh9hIDsEoshzTxBLfqaAoPohkweln0s4cg/bgRQ1Qp5WauEpuS3LEsN3Q0MU+uqxrblc3y+17ZBofWR01R7TVAWuawyNTpyuQTTCExTxzR0eqFPaVlQI4fwRqkSmiRMNrVU+VBcdOm+3SY05URQlwJd12TLDRt0Hc1QkP/2XLV0gNcgZGUgjkHtPUajERsbG1y9epWdnV02NtewLF9+Fk3DwcGhgutLHtilS5e6hHZwcNBx1pIk7kRy24TW+uWFYXiPzJlhGOS5XMglGMQgTfMOOKIbUq90uVwymUxYLJZcu3add73rXVy5coUoSjrYeyt75eNj9YdMJhNefPFFev2A3iBkMBiwubnNYvY8RV5z6tRpDFPnd37nY5w5fYo3vuFNLJcLbt28ITsQDcxmC6q6ZGtrEyE8dnbuousatutiO5aEe1sGQeCzilaAwLIMHMdiPpsjhODU6W0cx6HXCxGi5vBwgue5bGyus1pFEpxVSYGEVky83x/gOC7PPP05lfCkwIBlWhSFAvFUObJTL69Zx/Ew9PuvB9ofDGXyrRuyPGc2W+K5AcPBBnUlyLKSNF2RpBVjy6NpbO7szNB1H9Pq04gp+wcxk2nC9Rt7fONfeA/vfOc7pCOFcg7Ii4Jbr9zoNE/X1sasbWzRoBMnDVVtYRgBUZSTJIV0eW4qzloeluVy+sxFqrokz2Mms4jrN27RCz0efOhRNjbXCMOAoowpigzXcaS9ShqhGxq2YxOGFhsbcG57zPnty/T70gro5s0DimJGWdWUVQMY6kujaFG7SohdIM2U60pQllLkwjIh8GA0DHj44ce4eOkib3zTG+QvDYPZ4irXrt0BX8dybR599FHV1ZHI4zSvCIMeW1unZAu6KOn31jAtn/Ga5C3u78+Jk4hr1+4QxxmLRQbalKsv77O/P2XnzgF/7s++myeeeAOfffp5nn/uBZ588k30+4P7et28akKL41SSkpFgDN935Q5H09RsQZb8uq7LoWjLM2uazvpC5jYlmKtJ8VwNjaaqmB0ekqcJtmHiOC5eGEiEonME0W6/jquht/9+IWS71QZs06veiCMumpBgiOOzGpmgBGVZYegGvuvhOq5UszCOqgaAWgEO2uQhGpn85AWlo2tymog48ndTLyIXQWQlQNMg6posT5TVS0xZ5LiOg6UbFFkBjdYlLUM1xZumAqSjd7uJaOH9covQVpkCrVFSXYZBrWaGunitoCBH0VZAlmUrVJ/BarWSkGHf57HHHiPPM+q6IktzGiGRfLKtJ+H1s9m86w4URdG1kUFjuVx1lilyluTK160KkkQKOluW1enyGYbBeDxWpF2t47k5tsNoOO5cAYIgxPcDbt68yeHhhNVqSVEUjEYj8jxnPp+zXC45nEjpreFogGEZVMrS3nEcSYrOM55+5hm58dMNEBp7+wfUVYllOQyHY86ckS0sQc1gOMA0TeYLSTKfTCfous758+fJsoyrL10lLwp5nvJM7mwUou32rdvous7t27fxfY9HHnmd1M1MYjY2ttjeOqXU3FcMR0Nc18NzA+q6IYoSdE3n8qUrJGnG4cEEy3Lo90wMQ1Jq2mqyld6637G7e0TiDYIeF85fotfvYRg2vj8ATIJgRFlV7O/vMJnExMkN9nYTxuPTzOczshwGgx7jtTX29hf87u9/RupXqtEGiE53czQaUTU6d3en3ax+b+8uh4eHPPTwA6yvjUhzjbJsyAvQdAmME2SUVU4YrnPlivScq6qcujYpCphME7Isoa4tqaUZOnLGWVfUtUFdw2CwzoWLj7CKlsRJjGX5eF5FljUIkXJ4eECjZvBRFHF4OMO2LGzHZLFISROB45sEfZPLl87j+x6BZzMYDOiPNrGcHlkuFXHyPCfPdAyrz+apDfy+TyMsqlrnzNlLzGZzdvZmHE5W3LixRxD0CHp9ymqX/cMIXXeoa8Ezz7xAlhWMRtv0B316A4uDgynPPf8KjhNw9twl0G0OJkuiuCArBI7XIwiH9/W6edWElqWt8Kup2nvKK8owpL+Q2uG2O2FLQamrqiRJIkB05OCmrqkV9LzQMkTTsFosKIsc3/GlXYiGJIwqz7F2Z358htYK7cJREjsODpGQe40GjpCBHay7JX63Bo3SzbqFgtu2jWVb6j23lh5CajhWR/Dzo+dTKc0SHSm2Pa7W40pCzaU4sq7LSlU0NXmWksQxeZZRlaUEiug6TVEhNK2bk0mpI44qtFYKinaW1n4yqioWErjQqMrI0DSFa1TnDO01y2zteW2TkKZJI88oWnHlyhXOnj3LnTt3WC6XUh+uqtQNbTEej9E0yQVrpcw6HqLaMLQtyCRJME2T6XRGXVdEK6m6f9TGsztYfvsclnXEpTItk8Fg0Bl9hqHkSx4eHpJlt/F9n9ZF3DAMdnZ2Oo+6MAxZX1+nauSMVlcOAa7n0QjBjes3VVUtk/BivlAtbDmnXVtbo7UocpVD9SpakSkRWj/wObdxnt3dXe7u3u3sh8qqhFzDNmSVenh4KCknTcWpU6d405veSBRFRFHMeDxia2uTV155hbqWLaYwDInjhCRJybIC1/XY3NxiPl9wsD/FNCxsy1UWOg5V1dDUUmDgtbAgmk1nmKYpPfVsl35voDYmBo7jYxh2tzbs7u6zWkXs7SUsFyXnzl2jLHOKEjTDJeytMVskrJJXSNOIsi4JfE9ujDRJjF/b2KJuNA4mSykgbprcunPAnTu32T59luHIJMsFRdFQlGBaOmgOQhM0wsT1BgyHY2azCfPFhKY2qUqN1TIjTVI57jAsLEuunUWxQgh5TwThkI3Ns6TZdfIixnY8/FpQ1RpNVjGZLaFpcGyDJMlZLlMsK8eyDdK0pqp0wtDE9x3OXzzLoN/H90M8z8PvDTEsn7yAeFWwWkWUpY5ph6ytb9Mb9iQYpNFYX99E02wM3SFazXnppWtsbJ7i9BmHLJ9jGAmGblGWDZ/73AuUVcPb336eIBzg+QPmi4w7O/ucPXuBc+e2EZrJYhWT5jVlpWHaHo53f3VAXzWhVVWDEJWyMdeoax9LIbtMU868PMfGMgx8z8XQdVo796aqJQO+KqnLQmqfGTqmbmKZOoYBWRJR5ClNVeO4DnG8xLQdDE8uIJZaiOQC4WKZlqyedAmqaBfLFiTS+a2p2Vm7+DVCJp621dLGcc6SvMhyTEuiOFvQiOM48jloFIQ1715HwsSPz/da3ce25SlnXUqCAXRNWcBnzKcT5rMZq8WCLEkIgwDNNMi7hCXUDhVZ4dZyNnacE32PzuSxbbMQ0NQNtVZTAahkouSQea0yWtuea9uy8rzVgMb+/gFRFDOfS8udIPAxDIMw7KNrOkmcqs9VqoFIblpJVUmx56oqWS6lYn6bcNI0xTQN1tbGxxTvZSIbjUZ4nsetW7cpigLHkdVcWZYEQUgY9BiNRpw5c4adnR12d3cl8R9JXwENy5K6fOvr65JCYtsdaEU3DXTTxPV8+sMR/sEhuqbx4IMPYBoGhwd79Pt9GjRELWeZ88WSOzt38X0XyzK5+vJL5FlG0AvQdIlYDEIf3/Po93vS9Vr9r+WBrhaxVAMpS2zb5uGHH8eybD79B58lDANOnTqDEA0HB1Ns22V7+zR5XpLncyUMEHDxwiXyPOe5514ENHphH9txcB2POEpJUwn4ahrBdDq774rpAHfu7GBZNllWqC6NKW2YspxHHnkdFy5c5O7urhRs8McYhpxfhr0QwwpJ84b5ssTxChargq1gwGg8QltMyLKUBo2qrDmc7OO6Dv3hiCIr2ds5UNW+owQMbH7/k0/xB59+Bse2cFwb2w1pmopXXn6B9fU13vrVX0lV5SyWEQKfXs9C0yAvaqIVZJnOhQtnsSyTPE+ZpzNuXLuJ66zzDf/HX8I217i9M2P79AM88OCTXL7yGFVZcOHiOXRdY3dvhyxNmS+kFdDhwX6nWnT2zDlGgxEvv3KVJIkx7B6aFTIYn8J1XBxvSCVs9icpSZIRxyWbpx/g8kMhTgCaIcgtXS0fAb3Q4k1vfDvXrl1nNivp9UZYZp9+b4jrBVy7fpv5YokfjjEMC9MOcLw+26cucPvOlIPDGaYZ4Dh9ihIGgxo/CFnf2mKxiijrP0E/tHYnVqoKolFIuVbQVwNsy8YyDSxTfohF0ajZgGytVVUpZZiqCiwLQwNDk7OhUnkgREJQFI4UEbZtzKLEVL5rdVVS164Eldi2GogbEk14TPbKQKEnqxJdl8codI2ujhJS+kVosloEFJS8OZqNiSOrm/Z522SpoaNpdYeEkwt1K2V0FEfiRm0rUFIUMJAQ1qamLkuyNCFerSjyjKoqj1VZqOQkv5RgSPczTf3gOGBG6/7vKLr3pOk0WkOjt3OQY69zn6Ot4I//KythhzwvKIqSKIqpqgrf9+QmRLWDy7JC0zVMoavrUEGry+oeJ25o28/SXNY0DMkv6rhtssr3PB/f97hx4yarVaQUQ3SVbKWjdhiGnUJJlmVKsNpQ6FQ6BQ7Pk2ocruspIMsUS82T28VXV1VYv9/HMk3iaKXUUip1TVRkmfRdM0xJBZnPFsRxhGGZ2K6N49g4tiPVZjqViYqqqbrNWllKwEejyPwbG5tUVcVLL71M0zScPnNGGswmbYL3SBLJWXJdDdM06PX7sFwxm92W7dfRGo4tNxFxlFKVrapOQ5pmx5ze71/EcYJtV53NkK4bJElKFCfUjcD1AoSQLUDHCTBNF8s28XyPptGoao261imKhiTNKcqGptERmAgMSkVmXywislwSnNMkY39/0rUcW73aw8mMPM8Zj4eEgc9ikZDnKc89/zIXL5b8GcMlz2uiqMDQUWjdiroWpElNnjeYZihb2mlNWRhEUc3WVo9Llx5iclgwPUw4czZgvHZKVTE1p89sq8pdgo+cg138sI9lu6RpQpolnL94ie3NLZZRxGQ6pcagqADdAt2mFiai1NSsT1DWOrbXpzdco6pXVFVOoXQdmlpSUTbWTzOfpbhuH8cOsSwPyw6wbZ8kLVksEizbw7Y90Ex0wyIIeli2Q56XRHHCfLHEcUI0zcIwLangVJQIkvt63bxqQmsrmDSVhD3T0KjDENPQCX0fz3UJPBfLMmhqybUq84yqLNA16Q11sLdHHKdEqwR9cw3PczANCWioSwk6KfOapsqZiQqhG1S6ieu4+IGP5/m4rtftSKUnm0XY72PbFsIPO6J1201rm2xCSD6YoeugeGmiEZRFqXhIOVVVkucFpq7TD0K8wJc26sgEKXUHdQzL7NqWXevVPEJUNrWQ3nC6ThxFNI3AdSyypiZLEwLfpx8GFGlMEi2YHu6zt3eXKo3R6pqykLvgJE0oc6kiYFm2WswlGESCU8yOgiAkJkQCWwQYilOhaXI2WBQ1whQ0tY5u20gpS/01m6W1yhq+73fX0/nzZ7l06SK3bt1ib2+vQxf6foimwcHBIU3TYNttIvJIk4yyqMkLqRDRQv3X1jYwTbNrgzmOr2yEKmmDsowAqeYgOWyCXq+PZdnM53P1Nw5JHHP37t0O9DGdSp+5U6fWCMOQl19+haqqecc73oGmaXziE7/HarXk8PAATdMYDPo4novtesxmUxaLGfv7+5RFzmefegrHaR2qcyaTPyDwPUbDAYvFkrquCYKQ0WioqsyE2zu3yfKcKw9cJggDbMdRQsfnJQ+NRhl3rrBsG9GguihShb9V4r97d4+9/X2GgyHjsaxay7Lk/PkLhGFIFEVkaanoAg2BH8p5WSM4PJyyWsUSRaRa9UIIirykyO8/D200GmHb0i3cVIo+QRDS6w2pyoqrL76CpuuMhuv0emsYpsH29jZJkvDUU5/F9RwefPBxomjOc8+9zKc//Qx5kXHx8jn6wx4Hh3vkeUpRpHieC5rJ2nidN7z5LTz99NP83x/5Td7whid59NFHefyJN9Pv9fjk7/8ehwc7aJpN09QkScNyUXLr9pSDg31eefkqy+WCeLVgOBrgeS6zySFCNDjOIZqucevmDUzT4PzZJxgOB7jOFnFyh5s7U+bR0wT+S7zudQ8zGPR56dqe6khMMUyd/ugUlttHt3zSJCZJE+ZRSZTt4oRjRqbP0089Q5YXjF+4he8FbK5vMR6tcebMedbW1jl1bp3Pfe5Zbv/WJwl9A12ref6FF7Btm7/wF/8ijuOwWuUslw2i8fC8NTY3zzObr9g/OOSll25zeDjh4qUHsKyAxTxFIyHLKkzT4dTps2R5wdWXX+LWnbs4jke/P8APPUxLQ7vPeKJXTWgScHFEbq7rWhrYtVwuTWkHajqtSkNdy1ZjWRaURU5RFNRVqUjUcmHWEOi0Ei3q+URDkaU0mk4udMlR04RykRU0yihRQ1BXNrZjgxDYVoEwDDmr0xVJVlW1otZoEApEoajJQkgx36qiVPJKdVVBo2SndEOSOnW9q64aQO8qNx1dFzTNkRCzUIN5uvMkK1RpW9Oew4amrqU+ZCIdXMuikLMxZTRKw5GYbFkfzesQR1QETZMAFfkJHKvMtK56U0gcmnae1krYaK9VKjs6JnnO6VqllmURBOE9DtVtpX28BSyEcc/Msmmk4oNoBJZlY9tSt1AiGIuuIq1rrTPVbFFjrSu5rstWWfs5QzsjFbTkaylCLcnYLdDEdaVTdat4omlHc9LjMlyO45CkcWfmWjcNaZogRMNoOJJyVtEK09AVpaG1GpLH0RrPWkrlxFRms+3x2LZN1VSIWnSv6bkuhiafQ5qP1l11WpY1aZLhuT5VJVGLEhEqQSp5Xio0qCkFtC2b1pewVkIIum4o+kv7OR5X57l/cVy0uT3HruN1JOkoigkCWfVYho5lyiqhaaRkn+04+H6o5MIaFsuIxWJObxBSC6m6kReZ6uYYFGVN3Qh0Q9I7lquILCvk2KWRK1ZZVFKEN5YbqKqELK+YzSNmsxXTacThwYTZ9JBVlEmKCFJsejZL0IAoKrEt8B1B4WmUhUFV6dSNwXwRs4pS1jZm5GVNWWTUdUlRZNiOhedDg4lp+xhlg1HWJFlBVWW4roNpeVSNTlbUTGYrkrTGMDx0w2O8XpGXUAtDzmfjnLqUnYL9vRm2bbNaZZQFLJcZZaURhiM8t49pelhWhWUJXCfAdXOCsI/nh2RZIQUMlDTcYDCAZUReyHl4FCVKh1RH0ChE/P2LV01orf28EA22ZRIEUklDauSVZLkAZJuHuqRpKqqyIIljbt24zmI+x0Tguxa+Y9ILHTzbxBByxqbV0tKERlADSZFRN5A1gsJ2KLOY3AukiofrYdkWTSkrKF3NEWiVyG0bTbV7NEUVKNvZkSFh+w1y4Wh1ArMsl1VlWUqvDDWPsU0T13aUHJfcjWoCNF3HcizFKZNGpmVZdO2f+XyhSOYFhq7TWxtjoNEPffI04/rLL7G3t8vuzg5ZHGMbBpEy4iyzgrqqmexNpGRVJTl81ajqgDAdNcDQZXIydNl6rHTQVBZvldA1WdkJ9Z4lNZvXUPgKUHOKaTKTZPUwYD6f8/LLL0tB5+VS8ZoEURR3c6nWGqaqKpbLCNOU0mOe59Hv9zl3/jz9Xp+7u3dJkwTX8ciLnP39A2zbZDTs8+CDD/IVX/EVfOpTn+KZZ55B07TOJkYIwdlz50AI7t7dxXM9zp8/3wGMUOesBQo9+eQTVFXFxz72UYqioN8fsrW1xebmJoeHh1y7do1w0CfsB+ztS2Tc+vo6A29APwwY9Pu8+U1vQgjB5PCALEuJohWe7+M4Nov5ioODQ2ylUvPoo49jmAZZHhNFEfv7e+imjmVbTGYTDg8POHv2LGfOnoXaoKkEh4eS7rBYLNE0jfF4Tal72NS1lC/SdQvHMVgslsRxwq2bdzAMg6/+6rdSFCWrlZxbem5AkTesVhI0UhSxarnr9Hr9e+bQ9yukykuFrs/krMZyKIuasqyJ45Q0zRCNjmVV6KZNZQmWi5iqajh37hKWZSKExmAwJgx7jA52mc4Omc/n7O0f4LgSOet4HoPBiAcfeJg8y/nYb/9XZrMZZ06fRdNNDg6nvPjiVbIsZTCQ6NA4kQLhSdpweLDis595nixNWS4L7tyZcfPGHZrmJoah8573fAObm5u8+MJLaMCFCxc4PJzwf37k/+by5Uu89a1fTY3PufMPcfv2LQ4Op/zKv/2PFGXO6dPb9Ps9HnjwErqec3PnAN/3GI2GJIXBMhHc2TlgMV9w5fJlemGPx598K0mScvXFl8lKmCwqMDP8Sczh4iZXr91lc3Obt33NQ9y6+jyzyQGGOaQWcO2VfTRNZzKZMV4b8+53vZfFcslsMeehB9/A5uYmr3vkTSxXK3TTJI5jfvO3fpsozrh0OcKyHV73ukelKH1e8swzz3Lt2jUmkymWafPVb/sqBsPhfb1uXjWhmWZbH+pKrsnsdk0SSi6rjgYFY1diuHVVslouSNNESj3plnTpteW8DQCBAl8czbk68jEauiYQdU1dFpS6hoGgqeUMrq4qTNOiqUpsy0RYFqauoanZXZvQtEb5kjU1aFI4qq3QmrpCNFJho60eNZDVYFMfqwyaDu2oSdzyMfsW+WVZmiSZNzWIppsx0kh3bQ0UvHwlHaTzHE1I49F2Ea2VPFhRVNRVA4001uvg/8fSUMf6045Nw4Qmu0OgQPwaQu2GhGjnhYLmNZyhGbpBrex32tmTpmmdJFVVNYrX13Q2LbbtKM6jchcoKzSNTtS4aQQITVFFXEQjiOOkI8zqqq2cpTmTyayTbZLztxJT8SRd1wUh9SBbFGS7UPu+z3A47JRk5GdTdf9dFBLEMh6Pu5a0ZZl4nqR8WLaF67m4noeh7JKm0ymdtVHTev9Jke2ilLNEq8ixbJvN7U10TSeOE9liLTO0UqeoSjJ17lpfPQNb7lLURdHUUqu0tXfSNKOjzkhEr5CtRFDK+RrLZURZyg2ebUs7GUM3JTJTQF3VGKZSndHbrsP9jePWQ7reUDeCxLQwzUi1SCsyPaeuG0xLdHJqbWWtK7Huuq6oqgJdl63vvMoQNJJmZMiqS3ZFKrKsYBVFCCHoD4ZIl/Ip08lE0TukalCW5Uo6zKGqYGdnn6osyLKUJCkoy3Y0IUnXRSGIIzmHjaKSLGsAm7o2yTIBBmimQZZXxElGmkt5sSyvMNOcg0O5IbQdkyjOyfJD4jgiilYkaUlZa8zmMXkhpFOE6SCU8LsfDtBNlyjOOi6hHw6xHZ+8lKLCpunRiIbpdIWuG5SlIE1LJtOlpInUOmlaslwmgI5lOsRZSpJIjmKeF9zZuctyKSW0yqqmriscx6Lf76Fhqq6KhWne32vniya0I5iz1Dd0bBPLNpU/l4S+1zSIupQw+KYiz1J27tymaWpcR2rd9XqyzSRh/VKV/sgSRN70RZ5L9JEwOuWOpszIypwyldVJErlybpJGuI4LosJ1XQxNEgzhSOdRNyyp6agqNdQiWatFRVSl1IupK8mhs03qqiCNBUWWy+pOuWsbhkGtWmJlVZJm0mFZmp46BIFPVcoWYiV1ZyhyCV6oioI0ipjs7xItV1R5hmOZ+JZL5bnoCPJEEl/jFJoKTE0eWtsqbdulTdNQIxC6hq61dApdTVbUYq+1qo9HFVnnOqtpr1lCk9WBPEdh2OPsmXNkWSbthfKKppaox9b52zRNTp8+DUAcR90MUwgH07S6Xfv+/j5ZlrK2tsZgMOjMZNfXNpASMxWf//wL/M7vfJLNzTXW1kakaUpapKytreN5HmEQ0jQNo9FIwfQlSk4IwYULF7h06RKzmbSQn81mlGXJ5uYmRVHw8ssv4zg2ly5doGkqXn75Kv1+j/WNNaL4FK7nMB6OpPFtmrFYLPjVX/tVPNfj4qULcj7seYC0GorihMl0Rl7kmKbOaG2MaRq89NLLaBoMRgOquiLJpBeVbljsHxxycDjBNQMMzVTSXXJeWNc1s9kM13UZDASWZWKaVtcemk53KMuSra1TGIbFJz/5B5TKEWM8HrO+ttUZ4Qqk+afrWko1x3hNKrR2o7NayUXWNCzyNCdexcjrXSNJMnTNUNQCucE1TBPLsamqktXBkiheMZ9PWVsf0R8M6fV7QINuyE7N5z//DPEq5tr2deq6IU2kluaZM+d45eVXeP7zL6g1Ssf3QvK8osgrbMthff0Ui/mC3/+9TyMBW7JVaxghg0Efz/OZTTOS+IDJNKeuKpLkOpZl88gjkmScZSYVFSU5e4cz9vYnjMcbuK6D57uUVcknfv+zjMcj3vrWr+LOzh0++9lPd2Ogzc0Ner0Rzz5/jaIoeOyxx7FMi7KxGPZGPPr4m1gtV9y5s9NtcBarAse5RRMlNGVJEKxTliUvPH8Lz3O5cPECO3cm/PbHPsmlS5d46KEHeebp51lFEWG/h2EaXLt2nTRLsUyXNM34L//l/yLPczmrVh2hwWDIm9/8RtbW1joA1f2OV1cKKYvOWNIwFMgCyY/SWuUQxbdq4XiikRVP07RyRxauY+G5TqeJiNARuuj4XqYp+SSWaqUJTTpKl3WlDAwb9fQCUZXUoqFIE2hq0thF1BW2aaDrJnpr76Hr0npeN9CEbENqwlBgwQZNVVOyMhNYponryDmCYbaPU9VYLecHuhBSfYNjnmJCSjDlWSbbp0Kqo8gKq4ZGGqJqAupS0hiaukIoAEdrZ1LoZTdo6moyrTU0lY9thCJ4CxCi1fvQuopN8chb9p/0gWsATVA3QrUhX8uE5iglfOkxF0VRxxuTIsMS6CMJ1ZkUsE5TCXnO5ayn3z9qcbWoxTzPWSxEd27KUm6QNE0gRE1VSrBPiwo9UnBpjpmJClr5rNYBIM9z4jju5jf3zI6V7U9d112leXBwQJ7nDIdDBILZTIoSb29vkcby+cospypLaTvkebiui9lVjIWqQAz8IMSyLfRj1U+v11eczhQ0gWnKTofRdU409NqkLc1bzcoW8QiSOhHHGVlWoWk1ICW3mga5my4q0iQDpN5f08DdnbvkhUQ2+560Lmka0VFVXouEpuutmPLRDL+qSnkf6iaabij0pVyfqspC0+QMzMwsTFNSidI0oshzotVKEthFBQj80KOppcRemZfcvnm360KBrEqlSIK85kzDkBuwsqIVes7SjKZuGPSH1GpTVlc1lSUdp5smxXUDer0ehrEnN6i6pWSv+vT7I9bWNrmzv8Pd/V3VTTBZLpfEscGWJR08okha5xwezEjiHNcJVIej7KqpOM7Js5zFIsaxHTRMqkpwOJlR5AVoBo2QmIA0zSnLCldo6LqFEDlVDcuVnHmlWUFZVYCcLa5W0pViOpvhLiNMS1bwvhdSVlKBpyoryakLwg5BqiH5s8vFkiS+v+jGNl41oUXxSvXUXTRNUNcOQphogKlrnWyTroHsdDQ0dUnTlGg0WKZJL/QJAp9e6HWgCVOXF6rnuR3XC1oPJAPDcinKglQZdcrWgaCpG5q6oKkhrSvKzEKnkU7FZSl5a64rW46G0bnxYtsSRq1LEqqGQBMNupA3uA54jkO/1+uqu0IN9Vu1C5qGVq+xMQx5k1NTC4ijmCxJcC0L09BxbUvqq1UZ1A2OaWGgUeUFVVFSlyW1BrpoME0Lx9XJspzWZ6vln0l5Mdk2bSvWumnkEQuBjtoAoNEICYBpIfyN0BTYQdVwmmo5wWuyIAH4fqAS1ZQokmaaEqWYdVVRK1+1s7NDnuUcHk7QNLlD932fs2fPkqYJi8WiU7aPopiimEnzzGOkeqn6khNHc3Rdp9/3cF27a182TcNiseiutVZcWAjR2cBcu3atU9K/cOECQ9Xzb6uFVo3fMAyeeeYZKUB84QK7B7tcvfoCr3/969ne3uZ3f+cT7O/vI1QFf/HSRXzPZzDoUxYlSRyzWkUsl0t832Nrs4cQNZr6zA3D4PyFiywWC557/lk832N9c50gDAh7gXzfaKzmEhXbtm1nsxm6fjTrKoqSmzcPeOWVXU6fHrK2JuHuhm4xny075K7remxtbjOfz/nMZ55ibW2d7e1tKRIsBHfv3iWKonvO9/2MdkNRVXKMIXSh1oFMbYRsiryQibaUbeU4MTtw0draGmfPPEyarCiylINkRSOqbqNz9twZmcDQyZKCz3zqc6ytjXjsiYcRtSCOkm6BbuXTmlpQZIUE4TQah4dTbNvmypUHKYpCWQBJOsqtW3eI45h3vXuD06dPc+36LRqR4fp9fD9gMFhn+9QZHnr4EW7cuc3TTz1Df9DD83xeeOEFsiwjDAdyNj9bkaUlzz//Eo7jsL11jtVqxWq1Ik8b8jRmOU/Jsoy7dw7xPClUkWU1zz77AkEQMBqNKMuKqqiIlIHy1nANy7GolglZXnFwOGexWHD79i1OnT7Dm978JspSsLt3yPXrt9nb26NGVvxf9VVfTRiGzJczmgaZ4BxperuKIhaLBU3VEC0j7izukOe5dKX4QlH5L3F8EWJ1pdSsS8rKkNm41KlsE6kco6nFV6NR5N66qUAIAt/DsgxV9RjKgVlxtAx5Mxo66JoAIWdcmiZ32ToNpg62qaNjS68wVZlUrW5h3aDRUOYZNDW6ANtxqOtS2tYYBpUlPYqqqlRqE3LxbDiSvGp3VTEyK3u+p0jbUnBYKK83mWylDYtohJy1qV27bXrYliUBIU2t5Kkk701HzQqBuiwRdY2GwDEtXMcmzVdq56+ML1ENxnsI1KoE1hQ1WjMUIETuFOVsqZENLMU1kzMzQM0Gq9agUXut6jOYz+edjqOu60czUtNC2rbLzUpbBUm/O1u1eOXG4miB7tE0DcvlSnF86u5vWwL15uYmTVMR+7aaM+UkSUKey1ab5Lu5SvUj7CqxFnEJdImhaRomk0nn1waoOYbD1uYmeZ6zt7cnTVxtC8d12NhYx7JMyqqgKDOKQu7gLctia2sLTdNYKv3SthKQijsOTSOIk4SmqaV4gKmT5glZnkkXasumqmppJJrEXZXtWh6maUqdwbrqHLlbeTBN0/B9m7VxKNXX5xHD4QDLslkultR1g2072JbDaDTuKmcQx8SlG/K8oKrqTmjgfodGS70UUljckGaWssoyEKKirgtVHZgIYdKISglNG+RZwt7eDnG0xDJ1HCfAsk2iaEVVltimhes4XL54mbquiaKMwbDPmdNnWK1WHB5OusrCczw8x5NTMcWBlU4ZffKi4MaNG8qkVXIk0zQjTRM0TSJVbcdhOBqR+zn93gDD0FnFEUmWUNYV6xvrvP7xx5jOJkTRCss0EbZNURS4jsMDVx7EsR3WxuuqHm1wbB8RHNlp2Zc8yrJkuVyR50s0DFoR7uVixd27u2xvbXP69OluLh86AQYaeVEQRQmHk4mqpHTSNOXWzVuyXW1ZNHWN5/rMFnPSJOPmzduEYSDR5o2G58pNVprk0IDv+ZJaEkXyejcsZtPlUYFwn+JVE1pri1LqGoahURQ5lqFRlga2oYEyuWzbJAIJrYaGXk+qx3ueRG616hdoRxD0exKaAEOt5Bo1hiZwLQNhGOAc7QoLBUuOk0S2JdOEKtMp0gzP82jqQhFiTUrL6XrqbWsPFNqvafk6yqOrrCjSDMQYPZSIMs3Q5eypTWhoGGYL0ZdtibIoMIIA13ZJkhV1VWKIRs6xFCDENgx0BHVZyHkd4NoWge9zOFt2w+u6kQtnm7/Qum6Scn3R0HQpMIquq8pM+q/VjaBGoGlyTtY0groFC6Cq50YS2l+rODw8pPU2a4EvEkBhKB5gouTHjkAhjiPV8T3fIVb8sPF4zHi8rYSDF0pKS++STVtRbW9vAw1JHLBYLDg8POycpNv2vdzYGB3oo6qqP5TQWiL43p5UvR+NRriuKzsNvZDLVy6zv7/P0888TVEWhL0Q3/cYrg+wbJOiyCkKabpYVQ1e4HFGEZxvXL+O67qMhyNAEsjbzcxysaIoc1zPRTd0Dqd7oIEXhOi6JtuDWUqSxl3r79K5S3iuw3w+o64brly50nH7WjxRGHhsbfWZThdMpxHj8TpBEDKdLCjLCsfxcByX9fV1ORN2HISAJEkoy6oDjEi3ArNLxvczjpyX5YbM0DVqTblFNAai0aiqXAkLy4RGKROOZfpkacTtm4macZuMhgP6/R4HB/K6cSwb3/W5dOkCurqW/MDn1JkzvPTSSxzsPUccJ2RZzsbaBp6aAbXVvq7rjIZj9vf3eeGFF1SS04ljadsTBIE0lLVMHNdlfWODoigkMCXPOTg4YBSPKKqCU6e3Cfs2n/jEJ5gcHnQmxkWW41oOjz/6RKeIlKYpy+US1zZxLL9rk/YvDmhEw0c+8hHiOMa2pBKO9DlbcXBwwNvf/jbe8MYnu+rerHXqXBLzl8r/rCxLSaiPk46c3zQNly5dYnNzk72DQ5arFS9dfZkgCLh8+RKgEfo9iqIgidLOieLuzi4HewdsbGxg2w43Du7K9vl9jFe9Ml1XQqiP86kaoVBfdUVd6whhSEg7DZpoqOsS6flldihGTZY1qgJTivNqzqUh1eHlXEqX7cCmQheyysFQYk2qFWjo0DQ6GtI5uG7UrEk3JZk7TeRjdQPTzNANEzOTswnJ+dG6Cq1F2dV1zUrI2d5qJeHUg+FQqjP0B1J135O76DROlDpDBprA9zxM05LVhWnSaJq0SkcSy+uypEgStdutqZSFzqyuWS3mpFmBQKhdtYmpRiKGLueU7Tzs3jgCfQjkXK1uGmo54kMzjgHf5KlHF1IlRah53GsR/f5AXj+WXGBbzcUWmi/VZ/Ru5qNpdJwrNLk5cl2XNC24cWNHmX3m+L4GCjnlOLIFGIatEkPC4eGEKIpYLlecPn2Gra0tDg8PSZKUtbURliUhxy160fd9fOXB187p2i/D1BkOhxL9Zxrkec7zzz9PWZacPn2asiy5du0a69trrJtjdnaU1UwiZw22LfmMn3/uWcqiZD6fs7W1xfrGBqZlEQRBZ8J54cIFDMtkPp+SF5I/Vou68zrTdEiSlDjJGY0GhKG0himLpbwWBEwm02PHb+E6Hr1enyDo4TiyXauhSX6aunaXyxVFUWJZz1IUBUEQkqYpe3sHatMn8H23mwG+FhVaa13VboKkgamioghJQNF0gWGAodfHHCUaikLOQRHyWuuFA4RoWMznFFmGUBqnmhDs3Nmhrmrm8xmu5zGbLVks5riWiz+WajIIWMznkrOnGwz6fYq84KmnPkuaptiKymQYJhuba3i+T1XJ+d7Ozi3iZMV8NpdrhGtiuybnL56lPwyJkiWuazHobbO5vsZ8OkHUFUVeUhU50XLJtZdfJghCTp06hWPabIw3uHnrFjdu3JSbO9NkNBphGDqWbhL6IZ4t+ZO9sz12du6wv7tLniYsZzNeePEFdu7eZWu0gWu5TGaHFFXO2voaeXEkXJAncbehCScT0KS3Yhj2yLKcLM2ZHsrrrdcLiaKY3d1dwp4ExZiaxdb6tqoa5zimiRX+CWo52o4keBqadnRRtYrzCviBkOr57crZ7rhNy8BsZ0KohKdJyxnLlByQduhb1wp9pynAedMmuKOWpmbIhGeo+ZuGJZNSAyCHTnVdyxakJpNlZZQyUVimgtLLt9so0nF9DDZe5BVFUZNmssUjhCAIewxHIxzblm69CvxRliVZmkpotuNgKuSXoRvIwtXozlNZlqRpJhGctSRxV0XBKpN97NK0aTSZgHWjxjS1DlovAR7tV9t21I59fyyhiRaeLzlzx4EiQkDdZkXxh9Pj/Qrfl20IXZeVTwvIaOkfRyLODXLTf0Ss1lSV6TgOUZQpZ2eZsB2nxjSNLjmOx2OCIMBUKiqLxZIkSUjTjLW1NR577DFeeeUVZrMZ6+tr6LrWyVvJhaftRoiuBek4TscLC8OgQ+dWVcXt27dxHIe1tTUODg7Y3d3F9kz645C7d++wu7snkbemia0k4W7cuC7FfVMJ3+73BxiGVMS5ceMGURSxubVFEIZSqSQvCXouZV0SJbIiE5p0Q07Tgo0NmzDsUyQ5VZnTgiOWyxWmEj7W0NE9yeFzHBdp/2KTZxL2L9uHBoeHh6RpSl03OI5Lv99ntYqZTufUtQQg9XoBQRC8ZijH9vOAo6q5FQRvk5qmCTS9/aq7i74qZRWnIcFovTCQQIsooipKSa1RKKvJvvQAm0wm2K5LkkqDK8u0OyDPdDYlWslNh2ma8jWqkleuvQJIvm7bvt7a3uLU6dPMZjPSNOXgcJ/5YgaaRP32mx6Oa7G+voZlWcTJisAbMh4NGPZ79MOANI6lqHhVkVUVSZQwGIzY2thUhq49Xr76Crdv3ek2L0mUyFmfZmA7FrZpEXg+Z06dIo1jNNFQ5jJBPv/5z/PMs8/wwMUHGPQGirMH/WGfPC+YTqdUtXRPb33xFssVpmUq5SaptJOlGXu7u7J1e/kKi8Wc27fuMBqNEJXAD3xGg4D9vUNmszmj0RDLub/V/Rd9dtkFPELGSdsYaX1QVbrSIZTcnCLPyLKUosikrp0uqxXDaMEjcpE2DKnZ16lgKCUMx7EV6vqoLdmtw3VNQ9Ut5K5tySSoG2rgpFOUJUmaARpCJUdEjagEtabR6K2FjHxOvUPBaWiWhalb1GVFXEYcGgfEcUzY7xOGNUPbkpqMCvYv0WnqvAgozZJ0taAoMtLViixNuHPrBlmSsJpNyZKY1WKOaeg4toWOrOoSDCo0DF0SqR3Hoio1mkqeGXkjo9qPCgDSSDSfLlqVCZW0GqXQj6ZQkNJUpuFIHusecZH7HEVRKNqHoVQEhrQ90DaRSF3BmjAM1OPkhqU1+DQMHc911AaooVXqqOua7W3pATaZTJhOZ+omSzv4+WOPPYYQgs9+9rPs7e0Rx7HSYHQ7weNer0e/3+fixYtYlsXh4SFhGKoBto5u6N2isbW11bV+4jjm9u3bVFXFYDAgK3Ju37mNQDAaDVUb08QyZPvINmXbe2PdQTQNn/rUpyiVYv9qtSTPC6I4RjdkAjIMjdF4hOPaPPrY4yyWc3bu3qEaSr7ifBlz8MJNnnz0YQa9oyqvLOsOwJDbBUVRMRqN6fX6lGVFHCWMRmMsy2ZnZ0dVmmdomoY4ToiiSJ7HTHKMej0f13XlvMS2XzO1/SMLpkahdCuEqBVSt4YGTF3ISqsVFaCd4yt1j6YklrMBKaagkHe6pnGwvw8ClqsIXTcYj0YUZcWN6zclgb/XY7VcUVYlni/nlPNkDqCuI5PLFy+SZimL5YKqkuvI2tqQxx5/Hf/51/+/vPD8i3z1274SL/C5evUquqET9l0msz0+8fsfp1EJe60XMO4HLJcSBawj8B0506xrwe3bd6GucAyZqCzTpiwqlrOl4jXWTA8nuI7DqdPbCEPnuc8/hxANn/qUju+7PP7467Atg5dfepE8T+gFHmkSURUS2avrBpubW7iezdlzp1ktI+q64ezZNTY2Nrv7VihrqiRKyLOcXjhAA3bu7FKWBa7jS09KoeNYHoEf0AsGVEVNmVeU2f2VTfui4sSapsl2VfuGhOh2TJKAXKFr0hKhqqRSSF1V6JrUUJTOybpyT0ZdUEegB00lH11vycmCRpOQf72DoGtyvtSu7JpEWEpovkUHmBCC0jSPWm0cwX7l37Zq+3p3YQv1GhpS6zErJGQ1ieWMLo4iiXYKw3vI1nIGVChJphJd14kWc/I0ZTGbksQRO3fukMYxS9VGEHWF77l4ltR81DQdQ0iEoo6OMKUTcVPr1NRHx4/oiOEtH61L9Mf+bSs3+d41lQDbzw31Xl+7hNYCPVounW07iuhaqmMSnSzVkU+dgt6rmVrrhWbZRjfvbD+HNint7+93YI7W1sh1Xba2ttjZ2WF/f5/VaqXmLRWW1XTAnzAM6fV63W689U9rzRPhSMDacRylUO8BR47cLd9uFa3QkBsz+fyGRCxqEmpvmzZhIFsz+7u7RxJsqs2apVk3z7MsKUzs+z4bGxvohs50Nm0vfybTiNk8wjDMzoW7aZTsmhDoWussrdHv1/egBi3LxnXd7joOw56iEdTKhDLtnAYs5YNoqS5HXclxw/2OI/slZZ/U1EjpJGhJ4rra5Ek5paZDUcvHgmz7Z9Igt2nPiwEapHFMVdVEkWwZ2tYGZVmzWq4QDfiuRxRFxGnMhrGBZVhSwadpyNIMz3cZDgcYkfxc2nao7ViMx0OKPOfw8JCqKhA0zJdTdF0jzSIWyxUvvvRC140Yei4D38X3AxzHRTQaum7iuS5NLVHYCEmJaiqpRFQWJaWSMqtqCcSTCOqKptaYTA7J85wsSzl37gyXL5+TLh/zKTqCXuDTjkVWqyW6riv0rtTMrKsayzLp93tsb28RRZGq4mtFX5AUFt8LFVhLImZN00LXTAUY1NE1A9uysS1Hzbzv72ZIE0dSFH8o/tI3fpUc1Fs2jmMRBj6uYxG4Lq5tSXKwa2LokKyWZGnC3ds3qaoSS9PwXJvxaNAlsroqqasa05IzOfnKCg1o6HKOUQuqtFDDXUuCHzRNqns0QiYuTVPq/nLRbhT6UddNDNOSAIlG7tRanT4B6EolopPHUhp1mq5TVxpVpVHWFVVds1iuKKoKw5TWNecvXsT3fQbjMXEcM53NODw8lMCD5ZI0TciTCJqa8XCAa9uMBz1oavI4IktjosW88zkzFIdqWUMhN6GURcmd23ellmNeMxqOuHD2Aqs4ZrlaESU5WV5QCKn4obsetRAczGeUdUPZyOrXckzZ8mwaWenVAqN7XWkKeljc/132g49coqoqFouF1OJzXaqqoigkd6vXk55cVVUShj10XWO5nHetWqCbtdm2RV7klGXRLfrHW1/SeibEtk0C36GqpO1ROxM7f/48w+GwcyeWN3zGcrlUM4Bex0drW4uraEWeZ11V1pqEBoHfvXalqnXLNzA9gyxJKcsCQ7W3s0QS9PtBH9O0pbpJLRNLlmWKOC5vQcdxMC2T4XCAbugUZU5ZFURJhGFqWLZFf9BnOBxwZ2eXyXSGKSSStm3fV1WLFnU7BOzZs+e4dPESe3t7zGZz2k1RmsrZnOf5DAYDXve6x4ijmDt3bnPnzg43bt7EtmWCH4/GOI7DweEBRVFw/erkvl47W1sD9Z6a7qupaxrlLai1s3k4QlB3vEEhq2LLlE7ORUPge3iuQ6LI+aZhoWs6lm3TNIIkTuR82TwyFC6KgqIsCAIf27KohTQPtiyp6n/p8kXiOOLlay8rTmHOV7/9rXzFV34lv/Vbv8VLV6/ihz66obNaLdANna3tLbI8Z3d3lyAIWF9bo4giilVML+zhOA5LVR2tjTfxvICtzVPUjSBaJSRJxny+VCLUNWvr6/R6Ib2whxAN/+3Tn5SgENfCdiyGwx5lVZBlijS/vsaZM6cYjUfcvi3VPfb29tS1mOPYLttb20RRzN7ePnLzryn6VIljOUrrVtKiNje2qKuGyeFEuUdIJ4uw16Mqy+5equqa1VJWlEl9/zhpXxS2r+uyPVjXulICMbvdTge3FnRQ6qqSZGjdlsKqsucOIGiqtm0purZFezMfd3juvroGY7tjO8q92jFsu1ACx7qh1E0a1X+TW7vuuTtgidHawpjdwijNP+SOD10CFcqiIIoT0sxhNB4jgN5w2JlnJknCdCqlcaJoRZklaKLB0nXoBdj2GgZgCgmYyZNYeqMpBX2Ov1W+wOpGKLsbce97lgvpf8cc7NXmHK/RGE03DFAXNByv7o9mVS01xLatY+/vC1y/QQGGjn5nmmZH0G5RlK0/XhDImUl7c7V+aJubm2q2kSigin6M51h3WpnS966QFh1pqowlNfJctlCDwO/alUezHTVnVhUdQlZIeZ6jaRql7cmqQmkiHteMbCNJpFRcvy+Te5ZJ+Pf+ZA/XcxmNh9DN+Uxc12I5mVHmUl9S3mtN9/zdfaaOzzBM5cotEYutgo7cNNhsbW6x8lYkScJ8vpAarULKaXXzrLrpaAz39drpUKdKr0CJOrRGtt110Z3D9r45Su4a0FoOSeK9Jo+/qiS/U9dwbFuhOFN008Rze8DRDE9Dk1WppmFY0tEjTVOOLUxyHWxk5SrVMhI0TWDZBlG8UpWYFLderhYSyFMWgI9lm+RCKGSsBJckSSLRt5aHEBqO45LnBYvFgvl8yf7eIWGvT78/YNDvMxqN6Pf71LWU8UqSGMcbSv3UwGe5KlksFmojBoPBgO2tLaJVQtMIVqsVQsBqFaFrendNt0T9LM07A97arbEtmyDoSdCR61JXkvrRbqZAfkRSni1TovJtd+n+XjevWqGdxEmcxEmcxEn8aYn7j789iZM4iZM4iZN4DeIkoZ3ESZzESZzEl0WcJLSTOImTOImT+LKIk4R2EidxEidxEl8WcZLQTuIkTuIkTuLLIk4S2kmcxEmcxEl8WcRJQjuJkziJkziJL4v4sktomqZx+/btP+nDOImT+H8U169ff03sWU7ij44f/dEf5a/9tb8GwM2bNzuDV4Dd3V3e/va30+v1+If/8B+SJAnvec97GAwGfN/3fd8Xfe4PfOAD/MRP/MSX7FiPP99HP/pRHnjgge53jz32GJ/4xCe+ZK/1pyVO7pyTOImTOIk/Is6fP898Pu++/+f//J9z4cIF/ut//a8A/Ot//a9ZrVZMp9P77sT8PxrPPvvsn/Qh/InEl12F9t8bx+W3TuIkXstopcBO4k9X3Lx5k0cfffSe7x9++OH/5ZLZ/87xZZnQfvVXf5Xz58+zvb3Nz/zMz3Q//8AHPsD3fd/38a53vYsgCHjhhRf48Ic/zEMPPUSv1+OJJ57gox/9aPf4D3/4w1y4cIFer8eVK1f4rd/6rVf9+Un8rxmapvGhD32IS5cuMRwO+dCHPsTv/d7v8dhjjzEajfixH/ux7rFZlvG93/u9bG9vc/78eX7sx36s2/j86I/+KH/lr/wV3ve+99Hr9fjKr/xKXn755e5v//pf/+ucPn2a4XDI13/913Pz5s17juHnfu7nuHz5Mu985zsB+Pmf/3kefvhher0eb3rTm7h161b3+A9/+MOcPn2a7e1tPvzhD9/vU/S/XVy/fp1v+qZvYm1tja2tLf7+3//7f+Rj2vbv93zP9/CLv/iL/PiP/zhhGPKTP/mT/NiP/Ri/+Iu/SBiG/Nqv/dof+vuXX36Zt73tbfR6Pb7lW75FakCqOHPmDC+++CIAP/3TP43jOJ2R63d913fxT//pPwXg9u3bvPe972V9fZ0HH3yQX/mVX/nven8XL17kd37ndwC57v2Nv/E3+Lqv+zp6vR7vfve7OTw87B77z/7ZP+Ps2bNsb2/zL/7Fv/jTPbYRX2YBiK//+q8Xi8VCPPfcc2J7e1v8xm/8hhBCiO/8zu8Ua2tr4lOf+pSoqkoURSH+83/+z+LmzZuiqirxoQ99SGxtbYksy0QURaLX64kXX3xRCCHE9evXxSuvvPLH/vwk/tcNQLzvfe8TcRyL3/zN3xSO44hv//ZvF9PpVDz33HPCdV3x0ksvCSGE+KEf+iHxNV/zNWIymYgbN26IBx98UPzCL/yCEEKIH/mRHxG+74uPfvSjoixL8V3f9V3iO77jO7rX+eVf/mUxn89FkiTir/7Vvyre+9733nMM3/RN3yTm87lI01T80i/9krh48aJ46qmnRNM04qmnnhKHh4fi2rVrAhB/82/+TZHnufiN3/gN4XmemM/nr+Up+7KOsizFY489Jv723/7bIkkSsVqtxO/93u8JIeRn/N3f/d1CCCGuXbsmDMPo/u47v/M7xY//+I933x9/7B8Vb3nLW8QHP/hBkee5+NVf/VVhmmb39+973/vEv/yX/1IIIcQ3fuM3ikuXLomPfvSjQgghHnjgAfGZz3xG1HUt3vCGN4h/9I/+kSiKQjz11FNiY2NDPPvss3/oeH7rt35LXLlypXvtCxcuiI9//OPd47a3t8VTTz0lsiwTX/d1Xyd+6Id+SAghxGc/+1nR7/fFpz71KZEkifjABz4gAHHr1q3/iTP8JxdflhXaBz/4Qfr9Po888gjf/d3fzb/9t/+2+923fMu38BVf8RXSnsayeM973sO5c+cwDIPv+Z7voa5rrl69Cshd9bPPPkue51y4cIFLly696s9P4n/d+MEf/EF83+fP/bk/x2Aw4P3vfz+j0YhHHnmEJ554gqeffhqAX/mVX+FHfuRHGI/HnD9/nh/4gR/gl3/5l7vnede73sXXfM3XYJom73//+3nqqae6373//e9nMBjgeR5/62/9rW6H3MYHP/hBBoMBruvyC7/wC3zwgx/kiSeeQNM0nnjiCdbW1rrH/vAP/zC2bfOud72L4XDYXZMn8T8fn/zkJ1ksFvzYj/0YnucRhiFf9VVf9SV9jRs3bvDUU0/xd//u38W2bf7SX/pL97zGO97xDj72sY/RNA2f+cxn+N7v/V4+9rGPsbu7y/7+Pk888QSf/KS0gvmBH/gBLMviiSee4Nu+7dv4D//hP/wPH8+3fdu38cQTT+A4Dt/6rd/aXbe/+qu/2q2Jnufxd/7O3/mSnYM/ifiyTGjnzp2757/v3r3bfX/27Nl7Hvtrv/ZrvOlNb2I4HDIcDplOp0wmE4Ig4Jd/+Zf52Z/9WTY3N/nWb/1WdnZ2/tifn8T/2rG5udn9t+d5bGxs3PN9HMcA7OzscP78+e53Fy5cuOfzPf48vu8TRVH3/U/+5E/ywAMP0O/3edvb3sZkcq9n2PFr79atW1y+fPmPPFbDMBiPx3/s65zE/1zcunWLCxcudBY19yPu3r3LxsYGrut2Pzu+Lr3jHe/g4x//OM888wyPPPIIX/u1X8vHP/5xPv7xj/O2t70NXde5efMm165d69am4XDIL/7iL7K7u/s/fDx/3HW7u7t7z3X5hevjn7b4skxox2cRt27d4tSpU933x00h8zznL//lv8xP/uRPMplMmM/nrK2tdd5P73nPe/jN3/xN7ty5g+u6/NAP/dCr/vwk/vTH6dOn75l93bx5k9OnT3/Rv/vt3/5tfv7nf57/8l/+C4vFgt/93d/9Q485fu2dO3eOa9eufWkO+iT+h+LcuXPcuHHjvoLCTp06xeHhYTcXg3vXpccff5zZbMYv/dIv8c53vpMnn3ySZ599lo9+9KP8mT/zZwCZXB555BHm83n3FUURP/dzP/clO87t7W3u3LnTff+ndnam4ssyof30T/80y+WyA318+7d/+x/5uNbcsd29/JN/8k+6XfXe3h6//uu/TpqmOI6D7/sYhvHH/vwkvjzife97Hz/+4z/ObDbj1q1b/ON//I95//vf/0X/brVaYVkW6+vrxHHMP/gH/+BVH/+BD3yAn/qpn+Jzn/scQgieeeaZP1TRncT9ibe85S30ej3+3t/7e2RZRhRFfPKTn/ySvsaFCxd4/PHH+Ymf+AnKsuQ//sf/eM9r6LrO29/+dj70oQ/xzne+E13XeeKJJ/g3/+bf8I53vKM7Tl3X+bmf+znyPKcsSz71qU/xwgsvfMmO85u/+Zv59//+3/PpT3+aLMv+SHDMn6b4skxo73nPe3j88cd55zvfyfd///fz7ne/+498XL/f52d+5mf4+q//era3t5nNZt08rGkafvqnf5qtrS02Nze5c+cOP/ETP/HH/vwkvjzih3/4h3n44Yd55JFHeOtb38r73/9+vvM7v/OL/t2f//N/nre//e1cuHCB17/+9Xz1V3/1qz7+O77jO/j+7/9+3vve99Lv9/nABz5wDwruJO5fmKbJr//6r/OpT32K06dPc+XKFT7ykY98yV/nl37pl/jIRz7CeDzmX/2rf8U3f/M33/P7d7zjHeR53l0r7fdvectb7jnOj370o5w/f56trS1+8Ad/kDzPv2TH+OSTT/JTP/VTfNM3fRMXL17kzW9+MwCO43zJXuO1jBPH6pM4iZM4iZMA4IUXXuDJJ58kTdN7WuR/WuLLskI7iZM4iZM4if+++E//6T+RZRmLxYIPfvCDvPe97/1TmczgJKGdxEmcxEn8bx3/7t/9O06fPs2lS5cQQvCzP/uzf9KH9P84TlqOJ3ESJ3ESJ/FlEScV2kmcxEmcxEl8WcSrqu3/v//638DzfM6fP09ZliyXS3RdR9d1oigiSRJM00DXdXzfR9d1iqKgLEviOMa2LXr9kDiOWS6XGIaBYRisr6/j+z7JakVdV2iahqZpEv6uQUND08gvyzSxDLPjhrVkyLIs///E/deTZVl25on9tjj6KtchMyN1ZmkBoKAahe4GWg56hA2Hwmb4QKPZkG8cvvOZxmc+kvwL2GYNNhuY6YZoFGSjCyiVWoYOdw8XVx+5BR/2uTciqwoJ9BCR2GYR4XH9+vV77jlnr7W+9X3fwhjDarkkTVOOjo62rw/BfNh2Hc46RqMRSZIwHo8RQvTvLWZvb4+2aanKktEwZzTIuXv3bu+eLQm/yiOkIIo0bdtwcXFOXuTs7k5Is4wkTVks51RVSdd1AAwHY5RSWGvRWlMMR9tjXK9LVss16/Waqqz4iz//IafHZ8xmM4qi4J/8439EUWQoAWkSMxwUCAECx3q9oq4rLi8uqMqS5XpJ27UslisWiyUfffIxy1XN+UXJeFKwezDm6rVr7O7tc3Z2QVlVSBWBlHz3T/7i2V1V/fqj7z9isVzx9vvvo9OM0f4hq7phVlbIOEVEKRaN84JyXSO8YHe8h0JgywYFxBK6tqat1gxHKcUg4XLxmLJeUbo1XjqKnRwdK6JUkTQNk9mMs9PH3L97n5vXn+Pq0TU+fOd9zk7OqJYL6vWaj97+AUkk+aVvfQnhW8rFCVEESQpxIolixd7Vawx2drjx8pfxOuP//dt/xKqBKy/+DFG+QzK+jo4LdDLGKIn5KemhwCPwgIf+Gn7Sndh87yfX9tGf0srwT32laJHeIX76U5/6AfljD/W/WTz9mgL31Ot7/+TxH39P/5d/8Y2/6rf9raz7b/5rHj9+zO/+7u9SVRV1XdPUNU1V88YbbwRfztGYJEm2e0OsNdZalssl3nskgjiOSdOUyXjCaDgABN57yrLcmkQ3dcPp8TGVMcyc27qHbPa469evMxqNmM9n1HXF2dnZdv9ZLlfcv/+AoijY3dljNpszm81pmhZjHJPxLlpHVFVF23bMZ0u01gyHY5TSKKU5m11wNr/k2rVrjEYj7j94QFVVDAZDoihmOBziPTRdR54X7OzscnE55fz8AmttOH4pkVIxKAZ4D9P5AqkUw+GQsqy4vJgSJwlJmrBer6nrGi1A9vuSlJIkicJV4S04B96BMzhr6NoGawy7kzFpHGNM2OfPz89RUrK7u8NoNOLq1atIGWLC8fExl5eXaK0RUtJ1Hd57/vXvf++ZXTefGdDSJEPriKZpEQIGgwHWWrquQylFkiRYa7DWIoREqXAgQoj+zTtUKbHWEkUR1hgaE57vrGU6nVLXgaocRRG7u7sordBaU3cVy9UKLRVKym1QMsZsg50QguFwSBRFIYD1J1dKiRSSKIoREaRpShzHKKUQQpCmKUopmqZBCsFgMCCONXho25b1es16vcIYQxSr/gIcUJYl9+8/4ujogMPDA5x11FVNmqRkWUbbtn0QjpFSbX9nnKaIflO4vJjy+PFjmqahaVratsV7v31vZbnGO4vAUSrJerVEK4nSkuViTrle0zQ11hic9zjnqaqaumm2r5Pn4cLVWiOlQojNZiaIkxilPp+pQeuyomlbdKSJ44g8jTHekrQCLz34DvBIL4ilRwAKh0TgJeA8xnpAoOMYhKAzFiklWmu6RUXnO3RscUajZUpbrjk/O2M2nbJarejakGQY4+iMYTAYkmcZ128+hxYOpEZJwXC8SxxDlguSNCLJNMVwTJLmRHEKOmFvb5+48cRxjI4i4ihGao2SEvt0NPFPf+E/9aDgx7/3t4f4/8Qr9Q+IH/ut//+9svjbfMt/5WrbFmvDud4kqnEcI4XYGgY3bYvzHt3vO6a//+M4xnSGpq63wW6llmGfAhDhE3HOsV6vgx61a+msw3mw1n7qT9d1vWa12SbsXddtvw8h+G/2pCiK6DqLlB4E/WMxIFBab/dH53z4Oe8QAqQUKCXJ0hRBSN69d2FP8GCsQwpJmazp2iYEHO/xvUDc9ccEInwmSoZ7SkriOCKJI5I4xpgOvCdSEtWTP4SAOI4AhzMgtUIJwEcI7+gijTUdaRIT6wghwv1a5Blaa0ajIYOi2J4jISRpkoRj6YuQzTl9luszd7ar167TtR2nJ4/Z39/ji1/6AmdnZzx8+JDhcIhSiuPjY8qyZHd3d6tdMMYwm822b35nd8LR0SHHjx5xcXbOZDgiUpo///P/yMnJCW1bs7Ozw6/92q8xHo/Z3Zkwu7zk/Xfe3Qawb3/72xweHnJ6ekrbhkCQZRmvv/YaTdNwcnKCMYau6yjynCIvmIzH5HnOaDRCa40xBiklR0dHrNdr7t+9x9WrV/nCF77AYjZlMZ1y9viCjz++zZ/8yZ9wcXHOwcE+w+GAV155mfPzS/7gO3/Kr/zKL/IzP/OznJ+fcX5+xrd+4ed58aUXqaqatm05PT1FCMkLL7yIEIKqqrDWYjrL97/3Q377t/9HkiRF64j1rKLr7DbIfvzxJ0gpsG1LXVcsF1OKImcwKHh8esJsNuPWree2Ab5tOx7cv09Z1xjjyLKU3YM9dBQTxQlpmqOVBiERQnKwf0DylB3Ps1x37t/rk44Bo/GIGzf2mc3nJKqlbBqadgVCg1AM0hhQaFGDlxgt6FrLqqrJs5TxZJ+6WjJfrfuArfjg/b9kvrhgdz8nzxPia/vMjk947w//jKZuqauWvckuz918nlVVslit+fK3foGDvV3kL/8y5XrJ++/8JWmmeen5L5JlmsEgYrxTMJwUzNclTWcY7x2hkoJf+vYuy8ry4LxD6gHFzi5WaDof4Z3FuCc3a6h1NuunBzPxV1Rof7N48XSYevpnxI896yfX3zgeCf/psuyvrgH/1td0OmW9Xm+RHyklURSRJAnD8QjvPecX5xhj2N/fJ4ljpJDEUcTe3h6z2Yx79+9tPVutsXjnUCokqC+98CJaa959913apkFHEU4qGh3jvN9WcVVVMZ1Oqaqqr9AaFot5n8h7mqZBCIGzlqqqUH1V5D3UdbMNyMPhCGMMTWNp6obpdIpSmjhOMKYh1pI01hRZzI2rV+iM4XI6paxKHty/h/cQ6Zgojrk4f7ytgqx1OOdxJlwRrdYorRnkIZAoKcjTmFhPSJKUNM1oBgXGGNIkQiqJ6SsnpQTOGJoyoGuDPEUrRaQVpmmwptvW8Kbt8M6xtzMmTROuXbuO7osR58JoLskBo8GAqqpomobVckH7t6ih+2nrMwPag/sPcM7Rti1SSu7eucvldMrj09MAtyUxTdPgnGM+n6OUoqpqynLNbDYLByUkbdOw7AOcUor5fE5VVQGOKwKkppRisVj2cOWS6XS6vYi99yRJQpZlW/PXrm3xBDuZpmm4vLykaRrW6zVZmpIlKaPRiCzLtjfEcDBAaU0URbRNw+XFJVEU9YJWQZ4XPP/8CyRJyicf36brDG3TMXdL7ty5x3pdEkWauq64ffsOWZZy9ep10iTDWY+SmjgW7O7u9yV8Std1rFYl8/mck+NTTk/OwAuscXhnQEiUFqRJ2l8Mjq6zrJcLnDVIpWm7jvliwbqsaNuWsqrROsI6jzWGNMtBKoTUqCgiTVI661ivS65eS9nfP+Ts/JKVXeOsw7vPhwfUGAN4pIW4VjTlAuUbJoUijzRt56nqDmManO/waKTVOK9wnUAKRV4MUFJQtwbjAakBh/SCcZEjXYVbLzBGI3YSEtexMxqyViXOBBTgo48+Yj5f0FlH1Xas6w5vW9rWotIhPoJFY5FZxqSYkIxG5JMRS3OONSWdk1grcF4AkjhOQGmss1gPxnncjwWnTweqTQDrv3zq/z8VcvzpkeqvfJr/1BfiJ7//V774FgXdPvypGNY/7PtX+TyJ3I8fn1HVFcbY/j0K4jhhMBwCgqqqOTu/oK6DXipJUrxzxFGMc575fM58vkBHmiROsGaDJAm00pR1TRxFrNclnenYSTPoKyLnHM46RI/ybFAneNIa8d5t0RWtNHGSUBRFgGk9WOtRKiJLA8oVRRECSZqkCCQBJQyvn0cZMoZBkSOFIE0iokjRNCkCT54leA9xlPToEwyKjMFgSNN2dMbQNgGxSeKoD9ox3vsAq3qPFCCFR+CQEpQUaCVQUiC1QghIkhhrOnzXkESaLE2ItCLWGtK4hyEt3jtMj0bhHXmeceVwv0eC/BY5yrOUtu1Yr9bUTYN1hvrvMqB95zvfIU1Trl27xuPHj3n33XdpmoaqqhiPRxSDnCQJH/Ldu/do25bVakVd15yfn4WTEydMLy44PT7my1/7Cq+89ioPHjygLEvG4zGTyYT5fA7A8fEJTVMznZ4zmUw4PDzcwg2TyYTxeMx4PA7DOa3l7OyMf/kv/2WADqVksVhwfn4eynUEeZ4TRRFnZ2c45/j6V79GkiTbfl5RFNR1zfXr19mb7LK/d8StF15GSslstuCHP/whb7/9JpcXcz788DZpmnDjxhXqquR3f+f3+Uf/6B/xq9/+RYztWM5XxGlCFCW8+ML1LaRZrhsePjjmvffe5zvf+Q7WOvI0ZGvOOJSO0bFib28frRRNXdKUFcenpwwGBVevXmUxn3J2fk7b1DgPq1WJMY4kqUNP8uAIYy2zxRLRw3HnF5ecPH7MN77xM7zxxhe4c/cep6dn1FULn9OQhcoanO1o6yVdtyCNanaGGc/vFeA0OMvDR8csFitqo7Beg3d0TtNUirQYcXB0hdliyeOzC9JEksYZ+Ao8vHj9GvUq4Z0ffEQrDGromYiI0Ruv8fjsnHv3HnL3zm3e/NE7FMUOWVZwcjFjVRvW6yVCeMY7R1hT8/HJBc8lBVeGh8Q7exQHu9iloVw7dCsQzjJf1jRWkOUTjNfUdYmxktZKfKQQcbidfrKW6QPYT4Uif3IJ/1OC1dPf377G5n9/9fn87NTlp4eonx4I//pX+9tc77z73raN4FyAApM0Y3//kPlszvnllA8+/IjpdMpquSbLMpqmIYo0BweHlOs1x4+OSdOEohjgTGhzGGOQQnDl6jXSNOVyNkMguHr1Op2HVV3jrMMYS6QDrJzEAb7XfY8uSVKEkKzXFd5DkqSMR2OuXLmyrZjSJKeuW7SO+o1eoaRlOByS547xeLLtXe0dTtg9GHN5eUlZlsRxHAKvFDRFDs70UGpoudR1y42rV3ju+VuslstQRc4WNG1oBQkpiaOEtuu4vLwEBFJpsAZnW4S3KOlROLQQRFGAcXcno1AoNCVJHDPIU9I4Io0jsjQhiSOcMThnads6VLyEls3LL7+E9566rvu8SmwTgcUixISDvQlt2z7T6+YzA1qcpEilWK/LvnTXxHEcflBr8ILpdEbbtsymoSKb7ExI05Q0SUnimJ3JDs46ppeXWOcpy9AcddaFqkYJsjQPlWDT4KzbwoSHh4ccHBywt7fHq6++yuHhIcvlktVqxV9897ucnJxwdnYWyBdKYTpDEsd4F3DlPM/Jsoz5bE7T1JycnIT+h9ZIKbeY99WrV5Fe0tQd3q9w3rNe1XSdZX/viMFgzHA0DluHkFRlw6NHp3zvez/EWRiNh2R5Rp4XpFnKyy/Jrcu26SxKxty4dpNf+we/zmw2Zzqd8/jxKYv5guF4hzTLuXH9Ot453nnnLbwQjCc7ZHlGnCTkxSBUbm0o+9Ms6+GXDB1pisGgr9waPAIpFePxDkmWUzctH3/0Cd4LxuMJWZZtz+GzXkme4a1GyQ4hPav5JdJoVBcTKUGkPJFfU8SGONIYD7NqhfMxWbqDlLBYr6jbFqRCRRFRorH1GmdaMh2RFgWv3LyB70pEtSZOB4z3j0jimCRKWZUdZWV48PCM+XKFV5ooH3K0uw94rKlR3hAPh0TDEWujOZ3VLM0F604i4iFeZ3ihacyS1kIUK4STuB5i1ErhBAj/BGb8ycrrxyu2v9naVkx/RXn0VO33qUgk+OnB8Cffwo8/yT9Vlf3dLR0lfT88BCFjHMZ6mqZjuVozm82pmw7nIM0KBsMhWR56bh5JnOZcuRoSy0g/STSqqsJZx7qsaVuD0n1vXWkkEMWh19V2Hc650MOqKwSwWMxpe+KXtYa26wIhrihI0rRHU2rqOqBHOtJoHeE9zGfLgPh0IchNRmOccxhjiLUmkoK2LlnOZ4xGI6IoIk00sZboq1fwhF5yXTcslyuyWBNJSCINPmYhPMIblAgVnMAhvUMSKk0tPUmkSNM49N2AWCmUFHhv0UqSxRFaeGItiZRACw/eYI0DJxFegDMIZ4mUwAtBU1U0taRtKvAe27V4IUCCExKBwHYN1rRkSUSknm2d/5kBLS8KvHMsFkuyLKUodomiaEt2AMHZ43NmsxlnZ2dIKfnZwwOyNKFarRkOhzz33HNYazl9fIq1juViRdcG/NmYQCYp8oDpXlycobRkOByyv7/PtWvX+MpXvsJrr73G7u4uWZZx/949qrLk3//7f8/Dhw+pqipg51qTJAlFnvc3gGE8HjMajbi8uMB0Hffv3yeKIm7cuNETMEKgvnXrFhePp1ycXrJYrGnblvlsRV0Zrl69EdibXYBSj48fsVqtWS5PmV7O+cH3f8Rrr7/K1atXGY1GDAYD8mS4nXvV1ZZYJbzy0mv8g1/9NT755DYffvgRb775JvftfZ5//gUmu7u88vLL1HXNW++8jROCvcNDkigiTVO00qRphularOm2gTjNC5IkYX9/n6quuZwtsM6DEOzvTxgMRywWS370o7eIk5S9vUOKYvi5mSlngwKcwUYW2yyZTR/TrTzdzDPIFEWqiYUkThTojNYKLudznMgYjI5onGC6mGGdBK3RcUqcxlTrM0zVsDOMyNIh1155mWY95c4HPySJYm5cPeJgb5+rR9forKK1in/9W/+Oew9P8SomG024eeslHJ4HD+6iFYyGKVrDrIWL8zX28SWj0ZAs28FHQ5wXVEbQWU+sonCj2tCTjXuGo9n2zf52yR6bV/zpj//VG8Rnbh1PR7y/Zo/5uwhwcRwSQmstiJa66QIUX9bM5ksen19S1S3OC4rhmMnubkgseqJH3gc0Zyxd2xJF0bbd0TQNy3UJHnScBjhQRSghSKSibduetFXTtg1N0wRG9WqFtZa8yIHQI8uyjOFoSJplSKXCe1yXaB2ho6iv6hzT2ZSmaZFSM4wT9vb3twS0ONJEAqrVktnlOUmkUCLfIkxXjw7x3tN2HcvlCiUgT2O08KSJRklQwoHr0DJCKo/wFokNJCsBkfTkiWZYZD3j+kldb0yLVooii2mlJ9GSSIeAJqzBOoc3CrTA29A7i2ONs555tUbiqMvlU+cLkBK8wHto6xLThoDm42dLSPvMVz86OqJtWy4vLlBa44EsLxgUBcvlkvV6vaWv3rx5kzRNSXrMeX//EO8dx8fHSCl59dXXiLRGSUWkI5QMvbWu60jimDiO2Nvb5/DwgG/+7NfY39vj2rVrHBwcMJlMgvv5vXv8wR/8wXYMw87ODuPRCO8CBJmmKcPhkLZ30V8ulqyWS6QIQXIwGKD7wJckCYOiAO956803qVYd9aplPJmQJjmvvfo6uzt7HBzsEcURQsDp6Ql/+EffYX/vgCxLqKqaqq44PTljNlswmUxCcO48BwcH/PzP/zxplvPyK68hhaDrHMPBmOeff5GiGPLFLyyRSYyKY46uXcMawy//8q/gveNgf4+6rpjPpjx8+IB79+6xWpfUVcVkPCZOE6SKsB4up3O89+zu7dO2HWVZIVAE8pNCiJ7tiGQxX/F5aennqyVKeBIFUmviNCXLJMNckWqHUqFfaE1H266pOjifLnAyZ5KtsSpDRgO8FUgrsN7S9hmg1Jq6XuNFQ6I1eE3bOE5PzjmZ/hG7+4dcvf4cSigiqXnxpVfIR/sc3bhJUoz4ix+9hfMwmozI4gSXDLDS4aVltlgxn895bXTAzugAL8LN+dwLr9C2lrOLFcaGno6UGqk03hmcf5rB9VTn6X9WUvoEWBTwFFz56eWE+ImgtglAf+1ZftLU+6lvUfKkx/Z5GyF11vZKB4dUisFw1AcNjdIRURwzGA4DjGgt67Kka1uMsVRVSRzFNG1HXVWslkuSJCHue2kB7XjCkPRSMlssaJ1jXtdYa+h6JqDHYz14IZFa05c/GGOZLxZUTY3Uijyv6axlMV+yXK5I4hQdRSRxhvOezhiMtSgCG7M1HXXbsK5KilyCj4i1IosjvA3EjPPHp4FUNRqhVOj9CyE52NuhyFOU8ORpDGlMnsa4rmU0GCCkDJWo9KRx6Mu7rsV1NbaN8c7hgf39XZI4Zj6bhWvM2e1rpknMZDzomZSOPE1IoojKtFgcgyzB4ylXMWkakyYRQogAEfvA3uw605PhGkzbBHbpM76QPjOg7ezsUNc1y+USqVTAsZOU3d09mqZlPl9sWYhHR0cMBgOkECgZqq7VasXx8UPG4zHPP/885WodTC9jgfcu6EWM2dJaAynjeX7l7/29bX9tg8Peu3uXBw8e8Kd/+qfcv3+fPM8ZDodoEWQBVVVt9SON1milmU6nlGXJYDCgKAq01lu5QZHn27ExH3/8cchAjCbPBxT5gJs3nmd3Z49r16/0N0PEnTu3+dGPfkRR5Fy9eoVHx4948PAh02mANJe7K7IsZ72uuXLlCl/72jcYDMccXblKXVVML6ZkWcHVKxlXjq7ivedsMaM1Hbv7Bwg8X/3610miiJs3bzC9vODjjz+krGru3rtP0xrWZcXu7h5JkqOUxHvPcrVGac1kMqGqaprGIIQiIGIBgpQiBLT1eokxz5Y6u1nrsiRSgngQKMQ6jklSTT6IUbQo39G0hs4ayrZm3TjmywVeWeK2QsYakUikEP3mGjYG0R9T15hA/S9UUGS1lulizoPHt3n19S9w47lbOCcRQnH1+nUGu0fs7h/ihOL9j25jPXz1G18nljE+yrFYLB3zynJ6ueYlEuJ80rubC65cO6CuOx6dvIt1gjiLEb0sQgLixyjJfsNE/DHixU/ouj5j/Y1Qwx/v2P0nbBqbd+L9p19FwJPH/g7wR2tDtbuRomRpHDZ0KZFKoXREnuehz+YcVb9PGWNoqjowG13YYy4vL8nznDRNt8n0crkMLZLJBGEti9WKxlgu12uctzhnt32z8IEIlFYIFxII6xyrck3UtURxTGcsHsFqtWa1XmOsJ7YWUIFy7xzWORAO62wgcnQdddPQmQTvHVpJkjjCO0NrOh6fHGOtZdIzyIfDIYNiwGRnD60jJJ4k1kilSOKINgrMRCEkbV2hhCfWCmM8TdfiTIc3LcaEnlyexBSDgmoVJA14i8Rve2aDIuvFiI5Ea7SSNAI8bhvAghRAE8e6D2gC5zzWOAwOZzusaTGmfaYDVTfrMwPael32mrNQodR1y/HxCSfHx6xWqz6IFOT5AClVoLTOZgwGBV/96lfJsoxf/IVfwBpDZwIjCA9Xr15hMAiC665tWSwWZGnGG194g7xItwcuhODP//zP+cEPfsBisQgzyOKYK4dHnJwcA4LDgwO89yEjcUFgWlc1dV1z48YNxuMxzloQgqIoAsbu3JZBuVqt+PDDDxEuRrqYe/ceIKWgLFc457i4vADvOb84w1rDKy+/ymg05PDogJ2dHQ4ODjk/P2O1WrGzs0Mcx1hjqcuKf//7f0Ce5QyGI27euMFXv/LVwEy0FoHA42lFuNjyvi/2hS++Qdd1LBdL4izjS1/+Gi+9/Cq//o/+McvFnKostxuMEoLFcsFv/dZvs1qtmM8fEscxg+GE+WLJ8ckDJjs7jEeTLZU20jFSfD4B7eDgAO8MXb2grFuq+ZKqS+kAbxu8banrBmscKs1xccTR8zs0VnK5mKMTR6FzpAg6NkGAO3QkUSohjidI23BWnnHxuOTP3rxHXa+xtuVaVaN0wve//xZvvvMhOttBJQVn85o4LXj+xZfQUUyaFQgV03QbBpchK8Zcua7pnOTx+YLVchl6IsmYzni6PmMXKuiNqrpEKIfU/sf2fs+nCRvPIj2V/HRSyGdFoR//3jasbcu7v2trWtlDdXVdBY2Zc5jliqZtmM/mrFYrtFIoqVis1iilWK9WSKXY2dtDiqDBSrOc3V2JkIGhiJBBr0Vgpy5Wa7RuyDqD1JrRaIT3ffDxmyrb4b1HiDSwGnUQRI9GI9I05fDwCAjViY40g8GAum6o65qqaoImK02J4wRngyRgOp0GFriUNG3DbD4NRAtviaIMJRUHB/t4H8ZcKaVRemMc4SirNV1rel2pYjGbUpYV48kQJRXGtOAceZ5ijSWKNEWekaVpr1ULjMhYK5I4JL9pEuG9Alf039Ns5CVxpNFSkqYxbeN5+OABXdf1AvABdVUh+wR700FWShLHeivnWq/Xf7c6tKZ5WggXWCtluWa1XOJ69tGmVySlxPVCQyEEOzs77O3ucfPGDVarJfP5FK2CRuLll19iZ2eXqixp6pq7d++S5zlf/9rXsa7jfBpKbbznwYMHfO9738P1oslIa/IsnCRgyzwSfUq5eQ/W2hB4Dg8pyxLvXKgge8V6oOba4NhRVSifIn1CXQfSitaB6h8E1h13792lKHJee+1VhsMRg8Fwe6wCSOLgRBJFEYtFqFzv3L6NVhFpmiGRfO2rXyPSmjgKpAzvPVmaIbQiimOSJGY42KEqK6azOVmacbC3R5omZGkS6K9VFQTDXYdEcHFxzu///ndYryuauiaKEoajCWXV0nWGOEoYjca0bdeLRA1GmGd4ST1ZWRb6fk0FrXGsaoOKDHHjMJ3FGotpwXlJlkYolZKNh9A6muUCQ4WuS+I4QWuFcBaPRUiBkhpJijCCtRHMKsvdxwtsV1JElqpu6Kzj+OSUt999l6PrLzGcHGDVOWnecuuVN0iyDKkjhFRYFzYa7xxRlBDFEc4KVquK+WINCKq6w3kRIEgkCIn1hrrtiGOB1H1g+BRNcAMasm3sP73+55DhfxJg/PGA5p/6+8fXpyHGJ4QS//Q/T4La3xE7xDmPtY6mlwx5AqFj497RtB0iFgihaDuDso6mNcSxIEkz8GDaQMDIcrk1Y9gckkeCcLRdh3UOpTWxUqRx3FPv3ZZhCQ6P3ybam3/TNOi68p4DUNc1SipEJCnLqh/KaZFSkcQpSgk6HxCtqqq2GjVrDXVtMDZQ76UUKB3IJqJnawsR+lFKSjweYzrqusY52zs0NZiuxTuHEwJnTdCuKY3sT3EIxBLZP7D5WkmJwKO1BAQuidA6uDbJfn+TQiBlz1yUIvQi+2nccRRhug7pVH/RiG2fTvWs681nuXFneVbrMwPa+fk5Xdcxn8+5desW//Af/kM++eQT3nrzTV568UWuX79GFEUAPLx/Hykkv/qr/zuGoxF5mjAYDLh69SpCOMDivQAvKIqUSGuWyzVdZ7h54yZaK4bFAOcNSRqU9OtVgCRjrZivlpRlxcXlBc46bt682RNVCpRU3Hr+uaCGT1Lapgl2NqcnfP/RQ2bTKXXd0DSBoZT2PTHvfMCzW4MSKYpQ+nvvsd7gcSglg/WUhyjSvP3Om0wmY65cOeph0TFKCMbDAVoKcLa3hrGUq1UI4lJy9/bH/Ov/z2/yhTe+yJe//BXatsV0HYOiIJMDhsMCrRXWgY4Tbt26tYXWpA4kjrbrKOuGnd1d4v7GG+/s8l//L/6XrNbBTmswGHL1yjW6rqVp2n5PFeRFjvOe3/7t3+bs7OxZXlPbdbGRUMgUlYAeWGolOS0VxkmMS5js7pKmOeg4sBwXJdYJdo4OOD19zJ/+29/kxVsv8NUvf5VIKbSSOGtoncMJiZQJcvcmfuV4bHJMVTNcL3jrvY9w6t/x0Z0HtNbxla9/nVff+BIf33lE01nGw5Q0S3sdoCRJYrrO09QEZxYlaMo15dLSdB3eCz7+5C5SR8TpECEVXkVY6bBSYaX/sZvprwpcGzm14Mfj20aZ9tMo/z/9VX/6Iz/5+E+vyP7mj3/+Fds7776P864XAKfsTiZ0JjDuinzIeDQJ70sIimIYgkzviDNfLIMDh7UkSUyWB3MBpRSr1Yq2bckHA5x3WBOgxcnODtZ7Vqt1b5eVEbY2T5omKK1xLgSjug4IkNZRr0nz27606Df+rgsBztrweJpkbFiKUijiOLgLDYcjpPQI6bctBU9wTsqzAqkU1vtQHWUpSmmcDQl0HCVIrRFCMp5MSNKGKIo/1b9qmmar42vbluVyuZVC7eyOg72fBCkViGALZpylKRvm8zlxpANpRauAXK0W1HXNbD6jazuKosBYS1kHCREy7Fmqfz2kIisKojRluS6xzzhB+syAJqUkjmPG4zH7+/vcuHGDpmk4Pz/nueef59bzz221Im0VDui1115nUBQ0TbUlX6RpRJ5FOCfwziNFuEmtcdjEEet463WIl0RKU1cV89mMrmu3tFvvXdBBeE9RBA1c17Z4HRwElFShzI0ipBAYYyhXa2bTGWVVsl7XoXocDbZia2MdXWdQeORTLDXjuz5LC3iz6C21VqsFdbVGCIezBq0k3gUXgk211plA97XGhN6Ps6xWSx7cv8fB/gGr5QIhg3OHjiKUEiEjAubzRagwTdc7CcR415Me2o627ajqGusceVYQJyn7B4eMxi3OeQaDgsODo/4ogk9d23XESYK1lmvXrhJFn4/1le1McCtQEUJGyCjHS4ERkgYTMPZoCMkAK0Ro1tOA9KRxgnWWs8ePmAxzVssLBnlOlGahx+E9QoBF0Bqo0aSTA1ysKCxIHbNclxjnUHFMlof+ap4lCNkhsAhvAhtNQiQcCI8VHm86ujZk7uHch+28qiqksqSDFKTC0ldrSoOweOE+dfz+qQ74Tw1oPxYl/N/UK/ynK59/7EE+/fqb0ss/XS3+NTJs/+l/P8+gNpvPA+LiPNbYcD30NlR5rpAy7rP9pwOJ6sXEAb3Z6NdAbA0VPGB61EmIUKUhRLBnsq63z6OH9sI1thFGWyc/5T27cet4IrwOqEuwtHL91+Ga2Iiw67rZBhTnAlLjvMdYh+mRJWMcQjqEUkipAhu8F2EL0cN5UiGVAiHxQgRGpQ22V86F4+h6MbkUMujQ+sCro4jI+163FypcCCxK70LVarqOpq7wPg1JvQXpBW0X3JicJ/hHKo1QKtwrPXNWBpZ/CGi9DZaQCg88a0+Hz9zZvvWtb7G7u8sv/uIvBgZjkvDFL36R/+K/+C9IoqDnms2m1FXJqy+/jJJqK4ZOmpjVasmPfvQjbly/wisv30KGeEVdBTZSngVGZF2bLUxYNyXT+WPu3LnNm2++yXw+Zzweg/cMBwNeefnl3pGkYjab8Wd/9h/o2g4hgl9ZnqUMhsFXbDwacf3aNZbzOV3T9OygPATdQcFkEgyGB8UAZyXeyp7kEhxNnPecnz/m4vKcP/7DP8TaNgRN6VHCc352zOPThxwfHzObzYhUaIzWnWFQDPiVv/dL6CjGu5b1KgjGy/WSD95/m2///X/IF778ZVZdh/EOax3z+YLf/M3f5Pj4mPfefZdbt27x7W9/e1sJ2s7QtR3/4//0b5lOZ/yL3/gNBnnB7TsBsv25n/tZkjglTpKeIeYJiZLjB99/m4vzS/7L//w3GAyKZ3tV9WtUjHDe0xgLQhFnCSrJiPIcqhrbtqx8Rt1E4FoEgqQYI3Fo1xJJg3RrHtx5m9npx3zly1/ltVde7QOIApVRN4bv/PlfgJD8N//H/zMj1XBkTvE90eHd9z/k40/ucPf+bc4uznnl1Tc43J9w+uBDIq156YVbaC8RnSMVkEdhau9HH33Ea298gcMrV0mLIUjNrLEY71mVJV5GEAm80KTDXaRbg1s/FQ7kpzRiIViFCmwb0PrlNy4U4Yl9sPnxeu1JpfZ0YSf8fxoJ5D9l/ThJ5PNc88vpNlleKMXsckrXdbRty2g0oigKyrLEOcfzzz+/heWCl2m+fR1rLZfTKZPJBKU188Vi60IEbH+m7Tp0FJFm+Vaa1HUtxnS9R6ulMx3WGqqqous6okhtmdXr9ZqyLGmbkHQqpRgMcrwP9lQX55dBK1pWpGnGcDhESHDOsFiWTM2asm5xQqGShChJkDoQWx5fTBkOhly78XzYI6saEcVEUULTNnStwflwxSx73sNiFeRHddeSpSnjySRA/MYS5zlxlnF6fs7puadcrcF7zgbhc7MmePdKQXBAGYT3GrR4S4yXXLkR5ExxFAXnHK2Da05rsc5gnKVtu/D7kgQhBJfLVU+wenbrMwPatWvX2NnZ2TrZ254an+d5oH46T1WtAyNIBRNh2wcEY7ptA9VZR1XWvXlxEEB3ncElEd5bZtMpTduGUr4pmS0ec3JysjXxbZuW1Wrdu/uHTGujNeva0A/LsjQ0MuOYpFf351lO1jvxDwYDdH+xX7lytGVEpmkaTJc7CEzd0DCVMmha2q7C2pbDowOctQzyjGKQh2artThryLKEtk3RfYY4Xy6QwtM2NVJAVQZotSxrbNeBtzx8eJ9iOKB0Fi8kV69dpW1bLs7Pefz4lJOTE5Ik4eHDh1uWlhISvOfho0fMpjM+/uhjsizn408+Ic9ydnf3tnqb4NuWsrc3YTjMw+eSpAwGQ4bDwTO9qDZLBJth6KcnNI0hjUCrBKWCBY9zAmuDM7rot30lQEtPnkYc7k+o1itml6d0zQopbZ/pOaazknXV4gg33nhvl4k27LrgJ9oZw+7ePquypm076npNrAVZojD1EiugXo6QeLq6DhtUHCFNTRFJtDfQ1ZRLDzJCJQVISWtDBU4UNkQhJd4/CVJehB4QPpi8egLzC3jKQinYHwUiRh/o+ki1DWHO4/s+Bp5gQitE39cI/zovEE/LMPof9jzVDxNP1V2CJ/AYT76G/vcg+p6L3zyZ7U/7/ng/h/C2gfIEPKGD99XOpkLaBLyyLLcG6KrXom0qpo2/68YQeENm25iBb/pYQgiiOEbqCNk0aK17Gyy7ZQVaa7DOhnaBCe2L7eN9Qr7ttQnfC8NDFh+KFbHdv6IoQkqBMR3WWRxgvcc4j3WBsFL3fe+66YiSjrbr+1DO4zuLdcHg3HQdddPRNC3O1QHubJogFTCWtuuoqvC46bq+Z+xwLuydbd8L62x/TC64qURKskhWJEkKhGt+Ogs6vqz3eaybljjqEFoHyy9jA4Gnhzu7zpDlRZ80GDrjfvxU/62uzwxov/CLv7i9QALLZ4NvOIxpMZ3Zuk97azEeTk4ebUvtQVHwxdffoFyv+PijO+zshBED6z57EEDXdvzJH/8JF5cXnByf0JmGxiy3dNu6rmmahvfe+4Czswt2dkbkecbLLwarlaPDoFP74he/SBLHpHGydf2HcBF95StfIYoi5rMZSimuXr26NVCWfRCu6oa6ahkMir6fYnDeoKRlZ2fIv/iNf4pWoQpsu5aqWvdu0kk/KsL08oGS3/l3v0NVVTw+fUjXdTx48JCqaVmtar7ypS/yja9+md/6V/+S/68HMRySjSf8b/+7/w6lNdPpBcvFAq01FxcXfOc732E+nzObzRiNxuRZHjQ01vL/+H/+v2jqhtt37gAECnJPpnnxxRd5/fXX+fVf/3W++c1v8sILL/HcTUvT1JTllOdeOHymFxaA6YKOR3hJXVY8eHTC4ZVrjMZ7xEJhhcK2Hc63FEWgU2NWaOEoYrh1dZf9f/Jtfvj9v+Q7//5thFsyzD21MVRNx5/86R+zWFf8zC/8KsPxBKksVlg6leBFBMpx65XXuPnCS3zw7ttcXpwzLhSDFMzyhKYqubt8RF2tOXv0iEGRszfZ4cZzt/jyL36dy0XJ6uwR798/oXWCb/39f4LOMmYXa7wWxLnECokFlBdoAowlhKDpapz3DLMcISVNGTYNKQJUtG2U9+YCoodcN8/x3tGaBikFeZr0G7Ml0gqlg+GuVApXh3uvj0Xb9bRnSfh7M8RmE6CeBLJN4NjYFWkptm47GzLW5jW0VNtg8SzX/t7e9uuwqTdbY+FgHxVaDnUdHICstRRFQB42hsFP97c2fzbBcGMGvqHlLxYLdBRRVPVThsIDBr2Rr5ShkW6tZTq9xDlLHMc0Tc3Z2WPatqWqStI0C9KdMiTgaRrMldMsJUkT9qKENE3Z3Z3QNC3L5YI0j0mLEbNVRdl2yKpBd5azy0UgxtQ1HYL7J6dbKUFTL6mrekt2mc1mQRo0m2F6oouUkkjH1M2ax2eX2wp345akdCB4xFpvkwZ8CFxRLwV4cHyCVoquqTFdCJ7eueCMIoJ8IUkSrly5EvZcKQNM7D1NHXTGk9090jQNPrLP+Lr5zIAWxVFwClkuSPt5Yq7XdnRtwFk3DdKThw+Dj5fb4NOQRDH37t6laxqqqmQymTAcDBmPg1P8nU9us1qtOD09YblYslwuWK7mHD++/2QsDSEo5XnOZNwxmYwpeg2aEHB0eMhwNGQ0Ggaq7lMXbRAQPslGg+WV6DMsE6rJPgAEVpDF2BbZBRw+XLQaUCRRFNhFtkVKGAxyBGCdIUk0aRphrSWOFC+++Dxt03Lt2pV+fIkLXmvNKaarWSxmzOZLyrJGDIZkoxHvvfN2cMKua7I04QtvvE5RFOzv7/eU/CV5FiqtjXv1g/sPw6Y5GgVpAqER3hnDxcUFt2/f5i//8i9ZLpfEUYzWETeu3yBNk2d3RT21QsURRlkkWlPEMaJrWV+cgRRkUgTWonDkgMJjbY0kaGIib5kUCaMiocgitHQ42/Dg3gMupnOyWBBFBW15SaMsO6MMBXQ+6JhM2xJHmiyOmOyMkVhMW1HZhjwWiM4xP3tIuVoyPTkhv3qF/ZtXUaZkcfaI2WzNqm4Z5xkizjBNjROKJI5xKgq+fdJipQx9YSFDYx1QUYTyfehw4Zp0Hlpj0LDVdToPsr/LN4mjVCE6KaWQfSXCplrp/zhrwpih3nj26RgTqrP+yt94Z4lNYGPbhxGf+okn//qenfl0jNzUZT/J03w268qVI7zzdF1g61Z1jTFhbIuWkiSOUb1Rb9rPREv7sStaKZzvXehdgNk2jNOwmUfkeXD2oE++68Zgrdky93yvv3J9siAExEkwSjddGHukldqSxrRWZFlKHAW9XBJHdHFEloZRUtaExCCJ0x49SUJAsJYkT0iyhDTPaY1BSBUqNhc0dq6/djpj+36f2vbc6rqh61rqpqE1vVeNVERRjJKqH7ll+152MFjY6HF7om6AN7cBLRQsqidLKSmD3jWOkUqSpFl/DYWrIhKBwOIIvUCso+1MYKFKiYrj0GeTGil+XNbyt7/+GlII1G3LgwcPONjf5+bNG1xeXnJycrINaM6FrP/3/v3vcXpygukMUkCWhI33/PycIs8ZDUfkWU6eZfyzf/7PeOGFW/zu7/47To5PtllG0zTcf3Cf3/vO7zIZj7h65YDd3V0mkwkvPH8Te+Mae3t75HnO7u4uQggO+tERu5MJZRlGPGil0EpvJQfLxTx86H0GfHb2OJTuTYvsvd6sD6SApilpW7bZ3GiYIwR0XdCVnF+cMRmPuXH9GtPZJdPpJbs7O+R5EbLAIuHX/uGvBnF5MaDrDLPZnNuffMKf/dmfg2t48OAOt+884vTsEpGlpEVOGinG4wl13XDlyhX++X/2n3F0dMQLL7wQZnl1T+QIDx8dczmd8ju/83ucn51zdHi0tdFpmobVasVsPufRo0f84Ac/QGvNzs4Ou7u7/A//p/+BW88//4wvq7AcoESY76QAdiesV0tO3n/AlaMDdnd3iGSAHlPfIKylNnOsbelMTZxEjMcFR5OM64cTstjTVjP++A/+J9774EP+m//Nf8v+wRFvvvUO6zTjpWsjtIipOkFTtZSrJQe7Y0ajgudv3aA9mjB7eI9FveZoErFC8Jd/+QMW0wXnx5c8P8n55qs3+ODDj3nnR99lVjlar/n7/9l/xe6VG3zweIpZr5ncfJXGS87KFqc0PhIoPELK4JIAZHkgHtVNh/MOqTTWWNZVFWZG9Tor6zyyJx90rQnOGIlES0kWJ9tkC9cHLjweR9uEvo6OErTUnwoyG3L6ZgzKtr7q4dEn8/Hov++3QdN738OYbOnavtd0CcSWFv6s19e/8hW63lw3VD9hLzk+PkYJKNKEhQiB+2B/N7hy9L2azaDhxWIRDML7VoWUiskkTOvIi1A5l2UZxlF1YYDlahGGDnddy3q5CMQz0+K9Y2dnQhQHinrwWgzBK44iVF/xif6TGg8LIrVhYCriKMxbjOOgRxsNh9jcMhwUqDRBpQmtdeg4pa7rkHADFhBK46WiMTZMC5QBdjQeZsvldqApgI5jhFDkeTCSyLNsm9xtLL22MyttB8IzGg5RWsEG0vU9qcVZ4kiTRBGBRCoosryfjLLYtqB4ChK21lE1FdP5goPDA0aTCXk+QOuovzeebUj7zID2x3/8R7Rty/n5OZPxhPPzcxbz+XZKqRRhqrO1lrYN8IjrTTunF+dhI51MuPX887zxxhs8eviIs7Mz7tz+hOV8xsXFBcvlggf37wecW0rmyxnj0ZDDg31u3ry59UfcOJIUvb/ZhlGYpenWl9FaS9qzHTfmw9Za2qbBW0eShgveGIvvg0NZlqzXa7zweBEwbwFMZ1Ocddx67iZJErMRV45GA9I0xjqDkoI0jQPbzhraNpgrKylRUgXDZGuxtmU4KHj91ZfDzZTnTCY7LJZrTmYLGmM5PTnm8uKcumpYLub84AfXGI8nfPzRR+zu7XNwcNR7C+bsTMZEkeZb3/qZIH5vA/xblVWAQ8uK+/fv8/HHH3Nxfs5iseipyAlCeHT0+Xg5Wt9DGKZB+Y5hDFU9Z3V8m2SsONIFxw/vUK7mHB3sIITjow/fxjpDMR6SpCn1ZEi1mJLFisuzE94zDcI17E8Kpqf3sdWcyC7xVcn73/9jsnyH8f6LCO8QSvY9j5o4UkTE/OVHH3Bxcswocvi2RrqaIvbISUwiG6aPH3C4P+Hwyrd4691POD2f0ayXrOeXREKF6sl1aJUwHhXU1rFqO5AOIUW4rrwPzNf+uvA+SDE0Ygv3+G1vyqNUuF6cCUMfVT/eI9IK7yytMcFoVoAWoDekEe+QziG8ZSs2EoKgVArPcZvw5gnpuPeBUNMjE6JnpoXltyw9uQmAyMCG700RnqaoP8s178dPbSYnO2tIk4TD/X2GgwFxFLG/t8toNAx9RyFJ+6G2WZbTdR2DIqdp2q04W0jZoxwROg5+nPggGhb4rVVcSLDDZh0nEbPplKouMbbDN5ayqgLqkMY9Y1FuA+mmYbkuAzlD66ifxdht6fMBPm5DoDEdTmuc0iwWgRIfTqNkPNnpocDQE6zrmk52dF277cnGSUzhim2SsknatY62+j0hQCgZmJ6+HyYsBdprEJAXebAA8z70zrTGe4s1Bi1lcAhpa9quBb8OVV4U7MfCEFIPUqB1TKojnJBYBGmWo6MIL8IUNRXpZw5Xf2ZA+83f/FfbTT/Pcg729ynLktVqxaAYUOQ5cRKhlKTrGuI4olqvqeqK27dvc3hwwCsvvcS3fu7n+I3f+A1+67d+iz/8wzPefuvNQA/tq4q/+IvvUtd1sKfJYo4O93juuRu8/vrr22nTm+X7TGBz4rMs22rlkjhYWj09NbvrOpqqxmqz/Z7p3f6NMUynU+7evYtQILVA9W7QH3zwAU3ToOQvMh6PiWNNlqYcHOyjlMCYBq0lg6Kv4ExDuV5iOrOl5Xpn+ykCFePxgJ/55te3UoYAQXn+7C/f4uHpGQ/v36WqKtarktF4jLWBUi6V5utf/wY///O/wCuvvszu7oS9vR3G4zEvvfziViTpnadtAlGmbVv+/M//nN///d/n+3/5PU5PT4jjiCxLwoX8OdH2nTcIC7Y1aCx56jkvz5nffZviuRE3kwM++fj7PLp3m50vvQ7C84Pf+Vd03vPSG18gLgqS8ZhlVTLINMcPbvP+e2+R5zk3r+xyevc9zqXk6uEhXdfwFz/6Y0b7t3j15wYMipzxMMe4jqq2HAwTdJzwo+9/n/fffovdBIap4pVrQ/JccJDnZLLk5O4H/Ny3f42v/8KvYMy/pqveoZqf47wj3rkOkcTbhiiOONgbM1uWLMuyJ4iEDcUag41jPJ6u6wBJkgVCVPY0kCcAEQStsdY4o3DWo6UgUoIkUjjj6FyHAJQMZBktPAiHxSGc2VIdxYaato1tDuHDrDYHfTALm65A9nHMb+FEt6nSnA/0nP4+EkKAC0FyM2HgWa+z0xOklGRZhjMG23UM8ozdyZg4CRPDx+OrSCmZz+dYa8mybGvWba2lrKttVRI+D7H9Eyj9Pmg/raXIc0AGaKw/7iQNHrPeW+y0wxpD6yzz+SwEsD4v3ASRT38diD+hgkto2zBRfkNi28yRtNZSWU9ln/T5iqIgTVMODo/C9G0TmJWPT062yFGw4wsauyRN0TLa7nlPC5g3FbpUCi3C7LNNEEaGBD44kYSAppViUOShddE1fSLjaC4bqqZmvbZIESaURFEUplA7B14RxWH4qu5ZmnGSBl2cEFgfpDjP2v7qr/FynGy1aOFGDSweYzpm80tms0u8d2it+Pbf+xX29/ZI4oTZdMof/9EfBUpnEnHn7h1+8zf/FR9+8AHr5YIHD+6zWi7Y2w2N36LI2dmZ8LWvfJUo0ahEsLu7y9Hh4db8eNNf6Pox3puho3mW4YzFW7eFLru2v/iaBmcMyTDf2ly1Tcvx8SOEEGRZju0p9mkRk+bBKaTr2jDOxTt2d3fQWnH//j2yNEXrMCZdivCvUmFoXxRpvDVBe9VrVJLNxegcUgvSNAnuJKtlEDIiONjfIckyDvZ3qcqKO3fv4oFHD+6jlEZHMePRkCLPePjwPsPRiBs3nmM0GjPemSCkZL1a4/FoFaGVIo5irl27ys/+7M/wyssvs1ot+7EZlu//4Hu8/c6b/Pf//f/+mV5YAMNhEmYwlQu8N0S+oRAle1HD6sG7fNyc4M4+ZtBcYE8Drv+FKxMa56BegG9ofIC2fdtw9WCPW8/fZGcSRhRhWgSeIta0Tc1IdVQMeHDvDkpJIg27w5RJkfBhNcM1a77y1Vf44mvXiZoFrl6zOr1HW7Us5oZqcc7iouXW618HHMIbhOvAtLiuoV3N8W2HiMLvrrynMY5EGVRPCFQShFaBeehDteXxOBMQiDTSWBfmbSlCv0c4i+scCosUDt81GAOtaUJPuqu3tEVnwPZs0JDLqL542lAZQ8NHSYlE4ESAIO2mZuv7yk48oT5KIQODkfDzG1jI+w0Dk9C7oWdGfg4DYid95SVlP8pEicCObmuyNCZP4mBnhWcyGgZ4tE8kw9xAh8AHEo0IRrrOh4GXzvYm1y4MINaRZlBkOBccbZTSRFpvA1qaJiRxvE1Y0iQJfTOlcM5SN/XWhWfDZkzTnDgOUGOaRqEKFJI0CQn4crkMfo5tR1e1uK7l8PCQ0Wi0HW8lRZiELYUgSxKuXbu2ncBt+iAfpARhdpsQgqYO0qNV12zH37BtowqUEMR9tZYNUnSkiZXuZUNTvHPMZyoEtLYNLkVZgpSCYVGQJqEKDoHe0zQ1INBJgo4UWqreO3cQfGXbFqGC32nbtYH49QzXZwa0yWRMHMfs7OxQliUnJyeB6eMM5XpNXdVUVUUUaW7euMHrr73G1atXOT8/5/L8nKYO3mQPHz7g/ffepWsaurbj7p3bnD4+4fVXXyfPc/I8Y3dnl5/55jfQsaZ19VbfsVgsgpFoX5m1fUAL5bz+FLzo+4DWtk2oyvoeWhzHxHHcQ5xL7t65SxzHXLlyJWREec5wPGA4KZjNgqHx1StHKCUZj0e0bcvp6QlZlrK7Ow6bhRRkWUqWpWgtg2WOtRhtAl1bBPYQvSecFII4jijXHVVZopRGSMXOZMx4skMY+V5RVSWLxZKzxyeIvrlb5BlJHCyapNL88t/7FW7cfC5k0FJydnaGECKwv7Lg13Z4eEgURQyHA7Is5f69e5yfn/Nv/s2/4ezs7HMJaEURYVvLalniXYv0DRkVk6ilPP2E+6cdrlxQmBZ3bpBxxMv7QyrreDBf0dmazhls4DRzuDPh6s0bHBwcUBQ50rZgDb4paeqKoTLcnxo++OQRxrRYU3Nlb8TeuODswUe0qxn/5T/+NtcPd2kuHrE4f8x3z+9RtobpZcOChovjKZfnU5w34CzSOXAWTEdTLnHGoLMBznRhNtZG1A/geGIPJEJmK2UvtrUdCk2cBkcS4wxSaiIV5qo5Z1G9ZMSZLji0Cx+un65lwy523uG97Uc4aVwPKm5jjCNcF31gk0KEPowPzDPrA7TWcyQAERDIn1C8/aTmbfPA50EKGQ0LthOXI02axCyXS6qyRfc9emMMHhgOiq3MxnlH04WKLBilC4SOA0mk70caZzBdmLicpilRpBgNBxjjWJZNP2swIUn6gBbHwaxBBlP1NAnBLdLBELvrmd7B+iqYJ6dJipYy9KDiCKUitNIMBsNeZB10WlII1m2QBezu7nL16tUntnyrFc7araH6xis2TVNWywXLxYKu01vJgiCoH9sW1ji8C4jN00LwwC8QRFoyHBTBcKHtaFzDerXsC4YQ9E3XMRoNEWJMpCRJljKZTEiSZNt77Lo2JGo6wJZShgQ/SVPOzs+p6goAIUMhZP8uIcdvfvMbNG3D48ePkUoy2ZmgtSLSgbXj+qhurOHd997h9PEJcRQxn8747nf/A+V6zXq5CqPqjWV/d5fxeMzR0SGT8ZCvfOmLDIdDyrIkiZN+Eqql84FeOpvNKMsyXCi9VsQ7h/fBoyyYcIbqLYoivPPUZYW1T8pt5xxVWVJXNY8ePqKugoPJaDTi5s2bdF1HWZYIHdT8SRIgTtMGwsvDhw8RQvC1r32NONIURR6YU11HmqQM8sHW6cTZUMUqJMZZTqenPS4tMV3HxflFYB7F6TYAawVIaJqOWAm+9Pqr1E3LdL7g4vKSO3fvce/ubU5PTzDWBRGuENx87jmUimjbjjv37jIajfjlX/4lrl29xtUrh0g1JE6CuSjAjZvXOTw6YDq9YDqdPtOLarMePXwX17XUl+esL044++BtRsKwl3ie2xlzZZCyfHxMVy6RwiFEh9AxoyRiNLmG1QkmG/Dg/JIPHp0w1IqD4Qhb1SyqmsmwQOsYpx1ZFnHteoxJ1ozPHqNVRhLtMMojBqnG741pUs+HH7/Po/uKoTC06xUGTzFOOdzdZ1gM2Bvv8ujex/zf/6//N1559Uv8k3/6T8n2ruGihI/PlzRe4EZDGue5bCqEdOgo2BFZC1oFmDj0FsA0wdkmVDaGxoY+GTaM6tACjG1x1lBkQdtjGoe3FkyLUpAOE0zX0lYVbVPTNBU6y4mThCjbQWjduzd4jA2BVARGB15u9G4gcKG/1geyDZvR9xPMJXJbFT0hPvYOlP6Jfu5pyv+zWq+89AKu1zLZftL0rJ8BNhoWFFmC8xEgmEzGaB31OrHg/2h76HcTnDeOHpNhgYfe+R6SvqeZ5znWQlWbHvpjK+SbjIZ4ZxiNwvipwFwOcOW6XHMc620CTp8YqN7VP00zpFQ0bRcSI2ewXUPdW9VNZzMqJ8AJzh+f0FTr7VTnDRKxf7DXS5xaTFuzrNfBVqtrMH2Cn0SBvajzDJsEJ37nbOi/wVOchwCDKq3IsuBZmu+MANjbHQX2rA22XavloicShVYPzuJMixWADe5KwzwDIUi0wjvDYn5JmmVYO4CeJS569q/pYddnuT4zoB0eHbBYLHnw4AHGdGiter/EBJmEE2dsS9PUHB8/4uLiHGcsy+WCh8cPWS+XTM8vt2VynqVMxiPG4xFiPOLKlSNGw9H2BDpn8c5jsVtmU9PPNtsMFd2KSvsAt2HXbHB+00+UfdqKpmuDyHu1XG5fK89zxuNx77dm6VxL2zZ90z7BSEXXtUynF2iteenFF9A6mIBaI/pgpIn65iv0cI4LQcfZMGhQCtk7kTiauiFLM5IsoetFjQF4BOEsWsLh/i7GOopBAXju37/PerXk/PyCumkxzvHCix+H3mDTUtU1H338MQcHB7z66ssUeU5nuh4Kllud4GAwIM1Srl67QjHIntX19Kk1m52ECqpeMJ+ecufOezw3GXJ0sMMwi9jfGaLLKZVr6Joaby3SGUSkGQwHuDjFFkOW6zWRs6RKUiRJcEEwBj8YIFAIESGUJstj0gzSOGhoRoOMWDqUshRFRqIMs/k5C9ti8hjXNhgfxmgc7o/ZGe9wZf8K73/wCZ/84B5feONrvPzyK0SjPTqhmdtHlMZjByllZ1i2FVIoImnpHHgv0D2hAxF6VzjT270F8bWxZlvlSCQShfAGnCFWgjiSdCY00W1niKQgjyNaB8Z1+K6iq1Y46fHCovMJUkmcoe93WHAiED287LtlPeyJR+C2tdhGVhF6a5uz9tTMKv90JUf/vn9MI/CM1t7OBOcsVVVv+8LWdNRVSZ4mpHGgxggpKfKsJ16E5FarfuZYGyQPDrf1XdzAecjA+IzjCKWCI7xzkDUBDg660iAdytIUUxTsTnZIkk0/PzAB02XMerXoE/WjnjjDtlrEB1H9huoveEJyaZuGar3GqBihY6pyjTXdVkc3HBQIkZJnaUCfujbAlE1v0OBsb7tnkSL0XqXSOKe2XAPrHJIANYaJAxKtQz83UgIlIc9CtT/I08BuNIayKkmisAe2bYNxFutDouWkAW8RuB5KFSgRLMWauunNlTUQ9Gyb68V0oQh6luuvZTlenF/wh9/5g3ChxAltXdOU5fY5pmlwzvJebxkzGY6IIs3eZIc8TsBabt68yRuvvc5wOKDIC9o2BJEgYG6oyjXeQ9toQmNB0DRNYCcJEUr+JEYrhbWuhyLCpr1er4Ki3wQYJsvSnposKFdrmtbRdjXOeYoiYzAsODw8ZFAUxIlmtWq5OD9jUS5Zlqsexx6Sp2kY0nc1GBlXVUNd1RwfP2Q0GnLt6hW6zjK9nPU3RfBc8y5MgPXOk2f9fDgVAWHWkOk8pa+25qGZCK7Xtn+PtmtBhF7Lczeuc3BwwGK1Yr5Y8e5773P/wSPe/OEP+OjDD6mbcIEvFnNOT3eZ7IwpioLf/u3f2s508i5oS3Z7Q+NHjx7R1DX/+b/4L5/phQVw9/b32R2P+KWvfw31xlX+wc+8wsc/+D5v/fEfIaqb2PIIu1xhqoZHdx9RVUHnFecZRy+uSEdjhldvcDQo+JnXX2NnPEZ2HUd7R6g4Zd1ays5TN5rFcslbb7/DfLViNp2yszMmHh5w+6MPePjgNv/8H/19Xnv5Kzy6+yH1eoGsS9aLORerBjdMyHYPuVyUfHz7h3zhjS/z9/7+P2P38BpnlzMSI0HHDLKYQmuKo0MWdY1xJbWpKRdLkAVK5vjOYU3NfBlMcNdljVaaK1evhaa9cYEBq3UYq1TVeGOQzuJqgTUS0bUI09GtpgglkWqIWc9Znj1itViwWsxYR8Fx4uYbOcUkxtsWby3e2DAAVViQYbjrFlrstWWq39ClUH3y1ffXfBhrJITs/xVhvuNTUU095Vv4LJc3wQqtSBOs1TRSkB0dcuVgb0ueSLMMFfUDLJ1H6OAZOJmESRh13Vd31oAIIuKt6cLTAdxbTFNhncDawPTQWqF14IseHR0wmQSta9T3wrx3NG1NFGuatiTPc4oi27Iau7YLexUhqY7jqG8LjBgMWpSSDKYFSkuMkBih+gnVMevVCmMN1XKK7ypmWXBASpOENJK4RPeBpqNtFNYYBnkwfJc94UW5Ta/WhCTbWpxxWO/BhHN4cb6gsx2nWRagSKk2TdIQdHuXFNN1oWcoQWGCV6NpekZukKqsl2u0DvPYlBZg2+C6k8XUVY0xlmGRPPNk6DMD2nQ65eIyaD+cD+pw1xls2/UNWYFwAff33tPpiCyOkTJQ05WStG3N/v4eV69eIYljIh3RdgEecL0Viu3dCLx3CCd6PNyG/wvV05rlk15Z/1xrLV3bPBGS+kCdllIEkbUU2xPsvSdJA8smSeL+vYXso+tamrqhXFdbltAGlkmSNDSDre/tq6pewBlc3401gSGmenDDsxVRKrmBSUOqK4TqxaImqOZ7TF94sc2oNiQ1JQRZmpAXBVEco3TEeDRiWswC9NA7XBtjKNdBZ3N8fBxmErk+H/eB9izw7OyEIYGz2bRn3j37tVyeUaSeoogoVEo2zrl8cBd00NVYoTBIOidZrsPn74UksY7BYhGcussSrTTjPEN7T1fVRJlDIZE6BgFN3VKamsvS07SQRpJIenAdVblkNr1AScFwWJBmCaaL6eqSznk6L3BSE2UFftWyqluiNGf/6CqoiLptkZ1BCkUSaYhj0kjSWkEWhc3KCEPrO4ztED7YU5WrRV9dWHwcgzMIpcOmoCBSAm8c3nRIfHA9dy2+E2AN2BbX1jgtwSZgGmxT47saTIuxLb6VmN7BwXYBZnPWBQGpkxvaJf0utd1LZK+MDWxXSed7a6eNDqn/ayOlDpsyW8LD5xHQ5Lbv04vWfdT//uDsY12Q4Sitg9eiCL3FQDsPSI6LLEaGitMDXvjQ28ThA+2ztygL+5dxgsbIvg8a3OWFDD14KUMPXKvg9BJssQxxHPVs7yBODihWL8sQdnv/R1HAYgJapcnShDpLSNMEKxVOhscCfJ1gTb/vCfDWgFPhaxHOo5cSIoX0EVZJkijoaelZrVqJ7Xm0eKzvqznrcH1A79qapmtCf1fKXs/YC6ulJIp1jzCY7dgYejkKfaIs+mvMmQ5U6BmGStCHCjBSdHUYwBPr3lD5Ga7PDGijyYTWdOwd7G03wfHRiL3dXfIsJ03SoLkSgSChlAzWOOFaQStFmnwlWKd0LdaGJqg1Bmcsi8UC5xw74zEQ3MyFksQqRglJnmbhdvJPXBQ2EOMm8EjxpPnt3BOYb/N7tjeFlFs924N797evs4EfW2torSNNciKdMr2cYa1ld3dCHAfqrc9gf/eAJIlZrUtU33T2fX9h050v11Wo0PIi0IfXFXEUUxQFbR1G22x8JNflJVXX4LxHKc3OaIRHULUtVV0yX6wwPgTsL335i3zpK19mXVY0bcfFbMZ6vebOvXtIKXn46EEvKJ2zGWPR1oGIs7lBg1Tz81nL6W1SueT09GOGScY4ynj5i2/wyouvsJdkjHTEe3/xfR7ff4BJT3FWsDMskBKm51MWixWXszmqGBCNd6gvLmlkTKlG+GTIP/jP/9cc7R7x+J07uMkBX/zV18nEin35kEcP7/Phh+8xyiNeeuEmZ2fHfO97JeePT6jWK6ZnJ9i2I9/ZY7h/SLF3hXx8hcPrr7LqLL/znT/j1de+wNGVq0ySjGxQMMwSWmt49OAOje3IaBmPE/Lndvnw3pwPH5wwGgUi1YM7HzObzbly9RrS58zOT8mynN29/T4JbtG+w4uOyWBIlibML89pmppYeHzX0a2niEjjc4myNYPIM94dovaH1GU/HHd6zmxVBzhRBLaZiiKiSCG87EOS6zftnseoPEoIJqMxQirmi2Vvi9SFJPWpfovzHt+7uONFP6H72Qe0/ckEYw2r1YpUa3bHY5arJdPZfGt9NV/Mqcs1o9EIKSXLVagoLi8uAHqvS4/zYb/ojKFpW4w1mM70tHnTk0UsVWM4n1ZkWdqTqTKSNAnCaSVZr1ZAcFASgLUdSkgO9g/CxPrlnNzm4HOqsqJru364paCp617CEyqbznSBwQiMxkMG4x2sC4nw4e4OkY4oBkWYnxgnGNOxXi5pmjp8JklCmqQUw5xIa3RvjN7UNcZ5ZB+IsC2+M3Rt00/xsIENKiV74yFCjVivV1hjsbYODNC6oigKdkZ7NI1H2A4hHNIL6nLRV5xJ7y0bzACUcMRaMiqy0D/UGnwIj430OGkpkvjJBPBntD771fuMTPdeX0opBsMhk50dsjQLFE4Zqqc4joJdigzpkLO2D2hpKGE3dHprURvnAbEZt2KeYk75LTtRSrnFxbfD+fynPeaepoFu6PxpkqCjuB8BQRjw6T37e3tbJs7GtHQDQaRpxliqoGh3Pti19JqdLSb+qffg8RsNmA9UZttTgjdC1WCftWlEbEgqPmTRXmytuvBuyzIzXYcnNICd6TOj3gw3jiKiOMEDSmuaLlTKxaDoqcKBTrzJKGVfoWod9WJMFza6z2FDAkhi0MpSVUsSJYkGY5IkIhtGpE7grafxitIIvIpBx7j+mpAEtwpvOoSzKO9pq5JFV1JFAp8qLmdrjK7pRApxRhwPyETCSExZDwvGowFts6auJFVVMpuHjcQLUDoOVVeskDpitlyTJwWjyQ7lsqQ0NSgdXBpgS+Sw1tA1FQjPIE9wOMrljHK9pFqvGA4GaClpm4qqXKNlSHpWywXeWXZ3dnDeB3mHd8RKhQrEWdbLBdV6RSrBmY7FfEoaacokeOk505JlaYB1vKHGcVGVNKXthbOKtL+e+zyPvp3X44a+p/eHr+M4EFiUkhgj+gSxF8puq7E+C3+ql/+5VGgSpGO7TygpekmKJo77P1rjXbgvZO+zGvwFg0WU1mpLClFKojqFEGCswvQetcaobWCzXpJlwUIrTRKiKELLUFFppWjafi8yAUbZMAg39le293N11tC1LW3T9hBtIIVZazGi/xkpibQiTWOy3hN2s9flWUqkA9VfKbWVguRZghRhn0mTUN0FS7swf0wA3obPIOuh2kgpTGTQWvZBy2xN4qMkAkmo8KXBo4PVl7dkacKgyNFSBAG/CJVu1wWug1b92BypcCpUuJFWW1amkgGudt5vz90mDjzL9ZkBrSzXNE2YIbbxFdzb3eXw8JANdSrWIdo3dY11hjjK+pMlMZ1htVoETUcUb012jw4OGOQFO+Mx1toAlUnJwcEB1gch94Y6u7Gu2ayNS4g1wRE6iWO89/1ohpLFYsGN6zfY29ujLEuqquKHP/whq9WKX/jWz1MMCq5du0bbtszn8y2h49q1a4x39zg5Pma1WHLlylGgx64XWGNYLFY0Tc1isWQwKBgMhqHXIMJ4CGc9y3l47ng0AgTLRdCbDYdDnPPUVaiWjNk0ni1aKmSksQSjz+OHD7HO0TnIB0OOjo6YzufU0yl12bObCJvVeDwkLzI8EMUxN27c2BokbyCmOE6IIs3J8SPK9YqiKHoN3LNfr7x0jUhHXEyPGeQJN1+8RbduqWY1jx/PKS+XfHh8yePHc1BDZBoxXV6SRpLrV3eJYk2cxcTDIelowNn9x5ycTkmu5Cjt+B9/54+QxR4vfP3bRPmYRuZoY6nLJUf7Ozx349v80R/9AY8e3OHy3FGuE44O99nd3eH5m8/hrWM1XbCcLvm9P/xT3njlDX7lF3+F/YOUWKfs7OyS5zlN19EuFzQLQ+cMbbNmMBpw66WbvPPu2/ze7/8Os3bArBtwtL/PeFBgmpq6XLK3O0ZrzQ9/+BbD4ZDd/pqvy5rJZMTOeES1XrOcXfDOmz/k4uyMIpJ4a1hcnJIlMcvrV4mVJNWwN7zBjSsHTGPJYiH58MNTzhYt+XBAnKbsq1CJayWRWiL7TaZzT+ytnJNIrxgMCnQUs1iut9ZqXniU0Fu2Y0BQN7OuPpfLBqCfxbWBzoKnY56lPUU/9IDig72Q3KnwftM06V3e637DjrfojO1JGs65rRTBe0/b67jqusajQQSPx+AkX9G2TRAhA+fnGzegUJXUVYVSMhBKjMG0HZ1qaIVktVxQlSXOjpBS9ZZathdFp+zt7RHriDxNiZIMnWa9RpBe5yZYLGbQy4qKouDmiy9spUsbYlGovEzQMwrBsMh6+dIECOfQ9hT8Dcllk9TPlnPqtibpnYOKPPxsXZYMe57AYjFnPptuEZ7QlzQ9YhfcQAI5z1PVDbPLM4bDIXG0E5J+HyQWSRzRNBWN/zsMaOPhENOGGWBSiGCDIiWR2oyJcYFRFUoyvHOYpsJJiXCqr0QC68o7i5QEfJlehyMkzrutJYr1bjs4zhFYM8a58KeHGFPfj3axoce2XK9x1vUmph113VDVNXXbhgZob//ivKduW3TTl8NSBnqpCyafgUBhSLTCpXGfNYcsGt9jxM6SRBrTtpydnjAZj5iMx9u+l9ayZ92Fz09tXKw3Flz9zWNxtM4gujbcZGxYaOCUwImg4ncEQot1HQKH9wb6LHrzO4X0jPKEKIpJlcALheqZWB5PkgQz1p3hiKw3KH7Wav3NSvUekVKkUYa3jouLE3wLrgkN/HQwYHJwEMyUTU3jWlodYZRmIXLyJCfZG1MrWNoKuZuyX+yjd3YR2Q5RtINIxkgfgwmfu3cCIzVCh8qrQVIb2JEpuSqws44uFtx48XrYuGSOjgc0RpDv7mDw5Dtj9vcOaapAkd4bJCAF9z+8HQZMDjKMlNTzJd44itGI6XnFcjGnXF+hqTSxWDOIGka6QSlD0lyCXzO79y5ZlrEzGFB4QdQajC1xrsY155jqMcZH4b7xK7TKGQ2Cc0gsPKaecXZsWc1nlOs1B13LUHpGaUaUWjJZEQG5XeDQWBETCYnXAtuF3lMqIyIdJnIb1UDboExH7IJuLvaOCEskDEIYjLCBVek9TqlPDS59Vqu0m75e6P2sunb7vQ3zueuH/W58C+mnBHT9bLOiKLakDGttPzIlDPDcoBhdv49Z1/fW6LB13bc0bO+MEvrz8+WSpm365/leQuSZLwNk27QdFkFjLGXd0BpL3FmkEtheNCGlQqgIFaWgYpDB2Ldr215X+2RgaBRF4D2q96Hcyi+ECJZ6xvR7LMFvUwjCjNjNuKK+R4hAqEAY2dibOCDOCmScIFTwDM2yYFqepgV5lqHjnCS1ZLnte6ogVTDZaPqgmmZZIMkg0HGLFzpAtXGG6ztyW9q+2ZgfP7v1mQHtpVu3yOOEJApwonQOFfIYnOnwbYt3GicFwjR4a1mvw3C4JAo6DK00wjlsZ8kSTRKFoY9VU22hi2wU5nPVtgsuB0kS+mFtS20MrXMsV8F4dzweb42Gq7Lkw48+CsHOWpIkCULt4ZA4z8nSLEx9znKizjBfr2msDWwirRns7LBer1nNZqzXKyLlKdKIUbFD2zTUbYWwBmktvqnQwP5owMnJCW+9/x5f+MIbHEzGW7fzQZ8dhUTYkxchYJZtGKNQNw0bCavtSpRv8dqCCFoRJFAEI1/V38zns9OgbZNhqqwHlFCIXusGgsE4D/o20wSGpNa9k7tHo5BecnUnjItZVzX2GVNnN6vgJRItOBwpfFPx/e/9IcNszDjf53DyHJOjQ1QccfXief7dvz3j3CxpGaJUwtrvsz/YZ/L6a5xNb/PJ8Y946Qsv842XbtLaI4wfI9SXcH7CqsowJWjfITTUaUEpHcY6HneCy1byanLE9WKXh2++S+M8L3/j10l3RtxvZnTe8vI3LLI1LOuO1567xpe//k3+wx//IffvPGD/1gGRVvzRH/we7briV3/2F5DLigdth1Oe1770Vc7+4x9z+s53OTvx5PqUsT4lH9bcTKdI57nd3qW6LPnk9n/glVde5gu/8su09oJmbohwdN6gm4+gPkZEBUoKirxlb0fyyksDlAfRNBzf/5iPvncP37UIa/nFyTWuFSP2ruwiUpjKKY1csKqXVEozNwk6HZDkQxoTNurJpCBLJdOThzjrofNo4xga009GMEgcCkMtahAdnTJ44bDq84Grz7tmqyOt64b5bEFdVazLkpPjE84vLphN57Rdx80bz1EUA8bjUU8oC+5Dh4dHdG2QtgT5iglzzLxndy/MDrTWBsehPA/EkM4wXyw4OzujKPLeWi+IjafzKW3XYkyL0pLxeExVVRwfH5MmCYPhEOuWIdEXQZThI4NS0IkItEDFCTIr0PkOkYDEw3x2znJ2wXA43I61kVIyHIy2gU1rTVU3W1ursiz78TRpCHw6tDC8EFgsZW+xZXsIMNKbobiKpmkwxjDe2SfqzZC9c8FaTSmKfliqEIKUFPQAazqcNQx6hKxpwvkJc90kUkd4D4fuif5X9MYPSRr6amma/t1aX5nObIfbhWjveseOJzOSNiLEp3tMn/YS8NsD3NBtnfPbTCNgG0910PyTzCcwEsN8M2+DeDrLsk/19A4ODvqTIbd6t6Io+jluFtfPSdoKCnvsvDMGqmqrsnfOUVUVq26Bs47hMIgovQsnVvUMIgQUg4KbN28EkkfbbEXf22OkPy56SyERdHNbU2Uh0VGE1AorfA/n+P6T6xv3G2aW93jp+n6dYGMgKoRAB3+KLQFk83lvepObvpzs06vQrnPbET/PelWVw1jPdFEDDd52YTK1rZF+QVNp7tx7wPnjx8xXK4z3XLl+Ha1SnM8pBkMGwzHX8ucYHGgqX3H7zj0meyPSfCewrPAoAUKJoMMRwV2io6P1AX5q25bVcsnCKWIdoRy89+57ZLtjsluHxEmCTiPsqqQtG9558y3ufnKHrq1BwPHpKQLI84JERttBid7D+cUFbz66w3I+53B3wiCNiISjXa+oVmtsU6OkYpgm0DSspyXnp8e8/cMfMBiPGIxHyCQKeqA0YTQccHCwjxBw/vgxZbnmzR/9iCxKGCcpF+eXrJYrysWarmr4cAHzdMG4tagspS0yXJrid3eQgyHD8YRGShrXkCuPTBWZNMS+IYoUTvh+Q/PoKLDfvAs2TrUBK8HJKMyuEwHx4HOIac6F87hcLFguV5ycnIYJzHXTu+i3oU+mov7e81RVcAhpW9Nb4wV6e1XVNE29nVvovQ8Gw/3EgxDQsr6SCP3WqqqQKjD7nLNYZ2l6VrSQHrkRo0tFmgVdZ1lV2wkHSmqk1L2xsO/lRmBdjfMQz6bhGK2lrVbblokxQdS88WUEtvq5NE23e2mQNdXbgBb3RsHhs3Nbbe9mEOqm6hN9c1VISWcMnjBY2fWsRdXzCzanuGtb2jaMBfPek/QBcsNz6IxFSI/yvdyjrwClUljnccZSzRfbKhngW8/wuvnMgFb3mQ08KduNfTLB9WnxsrXBwR4hthvq5nv91rzNGGwvPtx8yFtj1c1r9WQIpRRxHFw4ol7bsRFYa63DFOq+TM+zbMt+3Jxk03VYY5lMJgwGgyemwP372IxSCF6VHatVzeX5BVVZbo2RN726OIp6DN4wmUw42A96mKq/MT6VefQl9obGL6VE9wFYiGCNo7RCSEnrHNZ12wi2aYIDT0zQXQhqmxUgR4nu52ZtQuGT5fpz8IQY4nrYxPW2Np/HWqw7ZG2o3QqtDIk2wf6sLlkvL4hExZtvvsvJowdML6doLXnplVeJdMrZ2ZrxZIfJzh43do8YHX6J/+kP/i3f/+73+Po3b3IlvYbH4r0JbitCICOJs562rqlNS2XCJtE0FdOLC+J1y2GaoTz8yZ/+KcXemG8/9y/IkoTR7pi18zTnU/7kO3/AOz98k1//Z/+YV994nY9v38a0LZOdXZT1tF1H1BqEkDx8eMy//Z3f4cbNfV64eZWdQU4ioZzPWE5ntOs1cQ8x+qbhUbXmwd01Jw8f8Oobr/PaF94gV0N0mjAeDnHOceu55/HesZrNmU+nvPv9H7E3nvDi9eeoV2uq+ZLHjy5YTpe0yYJRlFA8fEyUZWRX9klGQ3Y8TOKEm5MRi6alq2tGUcwojdGiRXpPmhQ4DWezFd4L0mQYJiUbQ9UaKmNReY7MUowk2BZttErPeHkX5Binp2dcXFzw8ccf9+OTNjIEQRQlqCQQuYRgK8Jer9dEUUzTPLGk2vTTn2Y3b2RAgRSWoqOINCvYTKpGijAxXIZ7OeyHDVme9IEizFgcjces12sWiwVAX1UlaBV65UKo7XtvjKGsG+qmo+sMTdMSK0+i6QeJPpEmVVW1LRw2AW0TlDYetxvz9k1V97SsYrO3ee9/4vtSStqmpWk61uv11k4w7HUbproPQz1Nt/25PEuC3k32s//686GUCW7+URJYslLSmpamDSOAyrJkOp1ijOF/9Qyvm88MaOv1eutqH5hebmtDI/uoH457M0fJ9w3HT2tVNrqxTRXXSz+2z9kOI+yfa6xhO5aA3sCVT5/IjXZN94akGzropjxXSm2drbMsw9ogE9i4UEM44YNiwGgyZL2csV7XIAVxmvRDQ0csvKepa+arNW3XUJYrxqMRV44Og+iwf71PHe8mILknx7V1+pab6cTB1SEc4xMWmRBPgpqn9wSUEi+D9sVv3Bpge8x2Y87nbV8dBm+IMB7DEXQ3rocr2k99Bs9yffdHHxBFjtG4ZTCIuHKQM0gdLpMYBbGA8/ma08sF89mSJNYsqxJnK958+yMOL48YHuyQTj3ZhWOQTfjWN3+J2kju3X6AsRqldrh6oyBKJFJ5hBYUyZhP7t3mB2+9yfnjxyipuLy8oHMzdm++SJqkxFGEsZaPPvqI4e6Yo+YK7WJNtVohVZgfV1Y1j8/O2D84QBUDHh5fgBfsHx5SjEdMdnd5/tYtfu5bP4/2a7Qp2csyDnd3GcWa2lke37/HMo5ZXZzTLlckQBTFZIMCYQzTx2fUdYVOE6T1ZDqmWq6J45hvfvWbdE3D9KU3WE5nnD06YZTlHDy3j/IxaZSSpbugYh6slojWcHV/l4EXjJVmvlyyfustyq5l3TZcv/k8eweHdGaNbT3z88d4JxjoAoekbdY4oVAqJYsHxDqh8lBbQesVRgiMDYbHz3r96M23aduWi4sL1usVZdX091CoAAIqZLHCB/G6NmG+nLWs1xVKtXTGbjfqqqq2lU/oQbmt3CeMWRH4qmE6W261YnXTslyt0VohJFxcTum6lpEdoiNN14XEvutlABtMRCBxDqyg/z2Gztp+wkcwX2hlhzGhEo5V1GsCgzG0sZviYTNlG7COzrg+0Q9TAUJFHSohs7X7c1vNoJQS3XZoVaPXVf/JhuHF3jsGwx2iKA6IQ08cCX1ouc1ZrA0Sq+DQH/YWj6Bpg9XapvLcGFkLqbZFjXHh+23b4Qlm8E9PJngW6zMD2sZ6akPb3QyYNMYQb0YQ+KcOyPtQffQUzyebfE9X7xX9m+bmp3y9+q+3TKQ+SAZc+En1s6kOnw52m3EtT2cgYlsh+W2pfnx8vB0lsYEgi7xgkBdUq8X2WKM4aMYGgwF1VdG1LWW5pqxKZrPLQB/uR9psbbdgW85vDudTwxX7SsmLkPWFAXo93LiBGTf8K/EELkSG41dCbskjm18T6MIS31P9AwFH9sYQ4eYIMku7hYuNDQ7dn8d66/07RBHs7Xn29wbESYxzYVyKs4IOz2xVcz5bsVqWpEnEuq5pqo73PviQ+XrNjRdvoTOLPmu4fus6t158hf/w3U949OCYtpPE8Ypr114hljFCWrQWpOmAcrXirTd/hK9btJTMZpesyoYvXnsOHWmiOKZznjv37jJcjvFaQNXiygqlFOPJhKZtubiccu3mTYos564NNkK7e3sUkzGD8Zjr3OTr2nHx4AOmDz9kJ005Go0YxhEz77g4fkgkNfVyTVs3xEAWRYyLARjL4uKCum3QSYJ0kChNsy6JhOJL3/gSWirq1Zr33nqbT979iL3hLteu3qCrgmYsyY7wRJycXWC9ozAe6cEpRblacfHwfsiUTcuV3RGja/us6oqmaVk9vsB7yfWbL+OAqmzwKkFGGVGaoYodmnVNW3e0aAyKyvajaJ7xeve993vGbrUle0VRHKZaPNW6AEdVB+JNSDAtZRn681XdsBGM11UYJbPp+Ww21s3/PaJ3wV9ve/GqrJBSECXBmHg6W2BMF8hEWlNV1fb9btsnQgIS54MspTMhyTT9NBBrQvtASrNlOkOM0vG2ejTWbYe/OtcLqfEo61AEsbeQCik0CIF1bCn/T6NnIfg9qa42BcWmGJAqJc0Ebe9aZDcjZ54CcDZ2flsESgS/mbYz24TeujCA2PUEvu1+KFWPVoXPJEmfveXe36hCk1Juaa7bXpnWwe3bGvzmExBiW6E9rTf464gtTwc2gSDSEb7/4DvfYo35VCDb/NmcNGD7PqWUaK235sVe+y11NYhH22DxIj0WQd2XwrYni2xe4/Ynn3BHiK3eLUpixnHEZDJiUBRbXHrTf3PObXt7buOwIPz22AMjUW7fe9d1WGdRmu0ARQ+9A0toK24+FUlgJW1U/GyF3DaIjLYVGmz4kiFpEDgbmmcbjYztJ/N+Huu//m//DyhpSLIVaQyjgSQSKYnMGCZjMp3zM7/keOULX+Ti8ccoaXnpjddoqo6vXXbs7e1z/cYLqNii0hZv4exkzrWjWxzsJVzOMrxPSbWlrS648+EHnJ9/wkfv/y6PL864fPSIUV5QJDnRcECa5Hz5S1/i1o2buCKmUZ5TUdM4Q2maMDI+ihnt7JInKdduPc94d8Lj8wua+iGPTk4o4jRkp6s15/crSukZTya46QCRJDz44H1OP/6I5/b3uDYaMj05p12vaeYLlFRc298FofBdF9i8QlA7h5eS6XqF9Z5bL75IGiV8/7vfo6lqLk7PqNZrdsa7OON5fHzO45MLzs8uGF7bReUZo+vX6GzH/fNzpk2JzCJ29sa89vKLIccSniKKmJ+esLN7gB4ULC8XrMuGe3dvo6KMwe51jNCUnaVul5TTGpmNyZIxoWMbLLM+j4C2WK7pjGG5DDMGmyb4rCb9+BKldE8lV7SdQZhgdSV6Krnv+1Ph/pN4FM6HykYpTdeFETOI0OPqTBjO65FYF3pDVdNgrN1+fm0bkuGmDQ5HnWm3QUSrMFJFyg0cF5JNZ0P/faPJ6lrb62NlSO4dLFdrynWwu3LOBdF3n/AGikFv2yVDXy942soe7QmfV9eFGY+bQB2GeMr+d/W62U0h0Bcbxp0EU+ft3toPkdVy23sPxhZhRJiWirIK++xqGd6v3LRXZOAL+P5nAvAUWlBKRQGGVM/eNu0zA1rbtltcl6cCyeZDe7oC2yypVA94/fTLXvwUPcvTBJMN2cP0Nj7e+W1jc/O8bQYAW2jSmPDhShX6S14+ea3N8zcO92yOp++5lWWJIODqG+LG6fExTV2T9f24osiIo4ii90x7+r0+/Zls3pfvKyQ2FdimanzqMwyqfRmczLeY6+YVnvwt6Ku77efWY7Z94OrLwf5bm3MSXtO7UNk5Z7Y0ZO8+n4D2lW/8AkJ0SHUJtAi/RnQSOk2WjSmSgpsvGg7LfQZDj3cNo50xTWa5duMGk8kuo/EuKrLIuGNZz1kv10x2b5Cke2gl6UwwB26bNRdn97h39wP+8j/+RzrbYbyhiGJ0EXqsw1Rx7epVbj3/PINr+9TCES1OuVzOmT64hzaOuGeVRVnOcDhiOBrz+PZtZtMp8+UKMhegrKZhVrf4IiHZHZCnCTaOOT99TLla8/rLr5DvTFg+ekzdVJiqRMUpgyzFGEfVdMEDy0a0ZUXnHfV6jROSWGqklzy4f5/VYsnxg0ekUcx4MMQZz3KxolpXNHVLKkQYrzIZIduG09NHtN6wM71kMMzZ3ZkQR5ooUmFyxWpFvH9EnqbEWlLiw0TzzDE6Cu4itvVUTcu8bhhGI/IiwbqIDdz0OYxDo6pD72a9rgLJp+2wNoy+SRKIIkEUBSr7JnA1TTBKyPIoaEO7HoL34H2oLIRQQQzsw3SE4L3g8X5DfgvHaJ2nbQ1N17Kx4ZOqN3uwDpynqdutcXIURVjnUcoFuU7f55MyQpuQjjrfG/Q6TxTZLYrTNB3WNNsqa1tB9X2qjXnEtv/VBzSpnkCDbc/03kB/mz6X7FsVoS0RTtwmaW/tMhBheoq/7PuFkVZsTK17VX5AwqTsA7xgsQy6ug1/QEVRIIUQ3GWCsCFUrNoF8ozwz97U4a8RVpdb3Pn/x9x/P+uWnfd94GeFnd584s23E4AGAQIECBIkTYm0qGBFu8Y1rpmampqq+QPmL7I943JpbP3g8ViyRFGSFUaUTYoJAAF0N7rR6O6bT37jjivMD2vtfc5tUADp0m1qVZ2+fe494Q17r2c9zzf1q++c+rFgeAPcwObr8R/3qeLT/39vDOp5mQgydH/eY6JNTK/EBwYQty84qdZIpQJZo/9arkd1PU7Uv3lJkvDg3r3B8qZPgW2ahidPnnB0uMfR4d7gLrJcLlktl9y5fRudaPb29xnlOfPZJIwgd9vhefWuI/3vEyrMw69xMz10jtI55M0OM2Jm0VwO4UMn1neewhPaNQl4gesVrgKcMZFMEp1G4ilJeIJ3WzyZCRTCOwQWKSxCfDakEKvnSGVJiwxna0x9hdQKKRIaMnyXIPM5Wgref/yIs9Mn/Jt/+ztkesTdo88zcuDIwhSgcTg7QqL46MPnVPULjo+/QJ5PsN2KVLd85ct3+eIXZvz6r77JH3zrD/jNf/ZPMKal2mz4C1/9Rb549zWmkzFNXbHQmq4p+fZ3vsNHjx/zO7/7+xzNF3zu3l2ef/KckyenvP2Vz3N875j5Yj8cnITCesmuatEIfKowVtDWHXcOjvjZyVf4n374W7z/nQ+YOMliNkE0NdoY2s2W2m3YnF+htEanGXcevsbdw0P+8Lvf5/HT53z9m99gsb/Hh++8h3Ge/f1DDuZ77I/mLC+XPH30hHFeMClGfO5zbzMZT0gf3MFmCd/6oz+krrdMx4okFZiu5PLshHe+810Oj444vn0LIRPSPOfR8wssl7SqYHy04P5XXsOhWZYO6yRKpSwmOTM1omo81fIKoQsSoZG2JyHNXum10xkwBqwTeK8QSuBRGAu+dXTWkBiBlDYwC52jbprgsFGMAzmkjFlcQtAZi3PgvMQhQWoEDqmS+PsMUknyIpDQkAKhHcpDV1UY65iPp4GkJkMsk9Y5HoPoPNYJqtqQ5xqlVcTnou5Mho5MOIe1Hc5D3TRDAUAEX1IpVPBe1T2col+CT3pRuPfhwOx8TyBx4XXxoWBLKZA6ixAIeCdiTJ4YiCJKa8qywpgm2gfGfxcRRhlKcui5OhlGl3XTIICyrAZHlkA+C+NFEUlDHgIW6AKGZoyNh4M/Rx1aT764iUcNVPKbRehTQN81FaLvvq4xtR6wfIkqdbNrcQ5jugFz67/2esR4o1BwXST7saiIX9tjW31XJIDxeBwNjbsw8rOGug5dWs8E6okWfSFVWqN1QpaGsL+bLfrNgtwXYxF/VxgVhBPK8PikCNoU7288Zv9yP3YNo12/bjeL480Wd+jMwpy9H1P2tJCQwxXHlFHmKAaD1le/nEwR0iE0oRiLMmwkPsV4CVaQ6QR0wnK75fTynNX5JbPxgnt3fgakomo6hLQgXSAsyJy2WVHuDMJH53halLLMRxlCSKRPefT0UdARJTlZknCwv8ed27cGex7ThZiO1WYdQ2R3TNKMtutYrtY8e35CvhhRmobXVUKR53TG0iobRo462CdVdc3KlCySlkJrXN1Srrdsl0sSbxEu+PUJ53CtoW4rkjQjR+DiqbrelWxXa6QPGFq1K+mMZTHbQyeKrBixVVvaukEjSYRidHvE0eERfprTKJDCIIVhPEpJtEYJj3dmwICt8SS5RiYpq01F3VlENiaRCXo0wXhFV5eER6uiH2RK27YI28WfD/LVa2MBsNZjLTgXyFFShnvJeQHWxSm7REo/hP8GkoaIejMTAlgj8cNGMpr1Hul6X8vwM3uc28dJiicSuny4kwLpwsVioSIPwAecrD9kOobD/YB7iWj4LFzkIAS5UI+39R2UEOE+dREz6/fImy9z+D039l4kQrhIygj7pvdRN+1DARORrGCtxxiHUr3JhEAhBlOJa0gpEtq8H/bSvqD1e0YkfIZu0vu41wsEQXuHuq4FxgZMrapC91nFRuVVrj/VyNH3mzTX40FrDK0Q0QrGRtajiNX9z7Z67UYf9VA3NTrqtnwspEKG1sNHYklTlQghQ1yMCBe8koGo0nWhYxoMeZ1FRLd15zzb7ZYkVaSZjt2aJc80bUzBTpKEL/3sl7HGMJvOAi4ognbl6vICpWSIkfCBSdjLC7S+nlsLIfAqzpeFGm4UYiHuXUTwHuFdZI6Fiyec23qiCSGB2Kswne7zFW+OYGUowErHM1W8+KXrxxYSKYImTCv/YyPfV7WMKPDC0jmB9Z6WEYlMUSoPFjpNx6gIco9lveWy3LBtKyb7R3z56z9HXTp+9/e/TTHKmE4L7ty7zdGtQ97KH2CtJE1nCCVBN3jZ4eSak+fP+MPf/X2chL/6H/86kzRnnOYc5XPaaovKxuAs77zzfdamYTad8vVvfJ2//Df+OjQdbluh0GzXK548PeHDR885u1gyGRe4qx370xmnFxekZU6dCt57+jH/+vvf4qsTwVcmkvX5c47nKVcnp+wur7h1dMw4K5jP5sFNom5DQRuPePrkMe/+4AOM98zHBR++9x5PHz3iwetvIKTi6dNn4CBLc5qqYTIas1uvOX36nEk+Jk8znr74Y7bdBrfbssg0b73xOZRKMJ1jf/+I19/8AjLJkGlOks+QWYFotxjf8vhkRdldUX14SlZMuPPgTZROEQpsucO0GybZjOPZCNc5vG3DJOEzGTl28bAso09jinfBaLhpO6xtUcogpRhGdPjQFVxcXmGMjbi6QgddBwJwu5o+/iWM78KGbKzEdZbNbn0TJUAIqJsQ1bLdVtRN0G31DGvn3TXTGYFzAmuIB2aLTtKAd4lQ0MoyTLySJAn7lU6G3xMggYBlAYPMJ1hviRuPSwx7Xr/6vaAnxlVVIMSYaHcV9sNQQNM0HHqkCgfkwWghJqb3OlXhGUwjvA9jV28dwgeHEKkiO5RYDJ3DGRclQj6SA8TgJjKbL17xVfNTClo/VhSfPi5ApGzaCETalyj81x3G9ernxaHTE5Gt9+NvCMTodK1I0mvCRXgzRGRH+Ng5uqj090iph07pGm+LJxRnBiFkf/H0rXff4XkX/Nn64joejxFAkecIBKZr4g1jkVJE0fX1Y0P0oaNy+Dz0SfENj0BpL0QXBJJIiN+R4YTTt1c3iCTXjznqyXwcBgiGn9uPFvrrO0wlwylMShEtgfrxZn8Jvvrl4zzduHAq9EKDSJAqw0oXBOMiECO8FKAEKtUkecpoOgFhQGmkTkmyEUJlOK/RSYbWScA6jOHi6jnGbSE55fz8jO1qicoSsskIazo6BD51cRQdPg+TWsd6vWaq9zg4OmB9esmL5UlwZPCe8XTKWGk6Y9jtSmZZSpbngXbjHc4J6rpmeXXFZQPnVdjIQoxHiBxqmxYQUWArmUyngQmcJHTtltVyjUqDQ37bNAH0FwKtNEWaAoIiH4UU9CZYgykpaZuG7WbDZnfBtlujZUKRJORJsEWztUF5R6Y1xnnaukFmHoVCyAShAJ2ClxgX0ik6H+AU5X0Ic/TBui6YQwcMRv4J9/arWOF+toHp5x1wDRX0kEeWhfuNQd4SN+i4B/T3X/+IHWCaNho7+Pi14VBqjMM6S2fauH8F02Ep+38LhdQ4GwXcoaB5ghG789cdljWWug5jNq3DaFGq0PX1Ba2XFiU6HbYKF7utfo9QkUTRH5B7yY8UvYg5HOJvamCl8nGi06eTBDmDMQEDVJ7IrBQkQnHTkKEnhnjnIvQRoA4JkcASnhselDEorxCRaa2UIoIbA4bWvze9dZfSf84YGlwTNaDfVHsdlaNzLriXO0sSHT36SBf5qWJ1Tdt3kQXYj8+uCR/92G8ULWcmkwlNXQfX6kj2gFBoh6TpuIFInYTogyiWViq6T0fVfP88hBAYExyni6IYkquXVxcsry6HWJr5bEaaJuAi28hrhIARY/IsYz6bBPuZXUmaZwP2BmEjD6eWMGINFFwXrKricx5kBkMhF9cEDzFAaoiXClwP1IZdRcU/+xHHzQ8IBURIjZCSJsbGCCzw2ZBC8AJroSwbpHRoVaB1QZKMEWi0TtFJh7Ulo70Js3rObFFwdHufdDYmnxZ8NbvFZDJmb7FgvV6xXG1CdIWStF3Nan3J3/v//Ndsdi8YzddMsjF3p/c4PTvh4+88g84grOP/8pf/Ng/fOmB5eUmiNV/45jd4cnnGv/rv/5/s377F3p3bfOt3/oh/+Pf+Aa7t8J3l//p//1t87ee/yv/4P/1/OTs95Wu/8E2OF/vMZnPQEq9hNJ4wm89x7Yarqw3egdQ5s9kcLRVPnr+gqRvqqmNvb4+vf/ltmrZlud4g1Jaug/WuwbqOLyz2mI3HVJs1RTHi61/5CqPRmIP9Q54/e847f/w9FuMxzcEBVbXj/R+8w06e4nTLW2+8xqjI6baXmMZyeb5Bt4bd3i02dcdy13L7TcnerTwUvzzl4RsHWJ2gpnu0znOxKbGAxJGmmiJLMFXDstwxVRmpTBjp9KV7+1Wt2fyQqqo4v1iFZOe6wpjAUs6yICY+ykeDOS68jNd7D2mwJkQI6LpAkT+/PGW73cbiEbog4uEcGcyc+wNkmiYkOhnYhKv1DvC0TRNSyGUPeQiqqmW7LdFakiSK7dbStg6lBFJCnocbua3DvaoUg94NEaj41wdeP+wD/V7RuyD1WW396mOo+s6sL34vW0yJEOnSS5x02BP6faov+qGYxr1ZhigwKUNhd9ZEx5TwWi3XG4QQg2HFeDKLjiU5Pcet385U9I8NAvg/x4L2Em4jGLqka9ajGxyVbyrUb47W/iS8LbyQ18SHl4by/fsY//TOhVwzNEhesr26iZ/dZBv23mX9yekmQxIC2CrlNdYWMDEG4kZg7oTnEiJg7OCuEYTbN9zq4+vSF3Mf58reX3dmzl87fdOfruJz8EPBDE96YHy6vtP116+PHy6TMKqMBJt+vn2zo0OI4WYT8ro7C+/ZZ0MK0UrifLTHwYWb9qZWRgq8CIL8MN/wWCzbase777/HfHKLw/kbCKVpOosXCp0WnJxdsNvWdLZlt1uyLTeUdUmnNhQ65/jwkLIqMU2FQqCFpGtbmqpENh1dLfjed7/P06tzVqs1Xms++OADlssrFosZ1WZLbUtWqyUnpycIKSnygqYOWVSX6oIOx6WpWF5dkqUps2LBsZpycX7Bbrejs4CQ6HyElwletAitWW62GGvprEMnmsl0jN+1NK2lbRuqncT7cOqfT6dorbk4P6Uud4xGOc6FQ1voNyxKK3SaMiqCI/s4neJzTyZy8iRheXrCpjasqpYHr7/FwWSMawzaOqzwdMLiXBsKsYxjK3UDPZHhwwDSezrvuebWvbq1Wq2jvVOLsw4lNU56pIwClmFP8WitBuIXMOD+ffwTgBQdQhjcSwG7DOO24D3ownUaO3gi5p/nRdS/Be5ekqSx6ERxtpTxZ7vhECtEKHh98vVolCKARPXdoxuKRTAvv96feozumv0d44tiEyCFG6AYKRXW2Ovu7ce0uNd7s5LBpeha3iSHPSL+5oDhE+J20ujC5FwoaL27Uq9HFqL3dASdlCRpGiZIUgYowPfkkN7dpX6VlwzwUwpav1H3oKFSoX1USuGMGQBJ791Q/X2khwpunpauba9CQRuYIdfY0o2v9cbhYghoU4f4mIBRabIspE7neY5zjkSFAhTsq8JmmWcZo6Kgjq7ZN0kiSimyJHxt27ZULmRTeR/MjcfjcRBNx9n4ttzFDDdPkmhmkwlSXAu8b75GQwjp4BASqbo3HVakQulr38mu64bR5XCTEEY/QvpgB+mC47/3lt75AxgSsbveysqHsRbxIpU3tB9CBhzSuw5nPxthdZFpjDW0TYfDgZd0XUNXW1Ip0BKMM7SuxWAwvqNsd6yefswP/pv/mi//zC/yf/s//z8oW8Pl8oz5fM5074jf/Ce/zfe++32s7/CixesamUq2VUt6u+AXf+4r4Ax//L1vMx/PmI0mdNWO0xfPmPqMuqz57/6b/5aTzYqL3HK5XvPsf/gfeP32PX7jN36VD955jw9/8AF/8Af/lu+9+13u3LnH0dExTx4/5sQLzoopm2rHD549It2bMX54izcf3OGX7t3hX/3Lf8mT0yUy7ShyzcHdhwghKLc7qqrkj955j6IoWCwW5NMxDyYjzs8v2G43rFcXrFdhVHN8fItbf2uf9XrDP/3//XOmkykP7j/EmIblVY1SnjzXZLMZqhDsHx4zn8y4s3eLTKeMVMHTx8/4w9//FlVnqTrHr37zl/jK6/f46PKKy7KiXq3pGsNqt8KqhGQ0RyiF1AqcoDMOkWiESGg6aJ2nMy9Zr76y9f4Pfsi1lV3GfD4b2MQhlNPRdY62taHT1wnziNH0mtQ+XBNC7ElTN0ghI9M5/J5AUogzPw/+xvTCek9nDNPZnOlkMkx60mmC936wBQw6V4/cbIbYKyGCW/90OiXLMg73D5BSDpOl/mc5F3C1XVUN06+QrOExJviF2h5j92Y42/aj13JXD0UMerzr+nXsi9fNQtcXyjQLWXh9Yes1xEpJEq3J84xEKRKtBhvBXbkJxhqRdd42gR263mxJ0oxiPCbNMrIspw+UraqKzpjAjHzFxug/FUO7iaMJEYTGbduG6bQQIYuISNaIpwDBNf7Wsxy11gMLyPNyx9S0wemi7wB7Y+H1eoW1LoSHxkyiPp8tUNWDNQt4mia0zHmWAsEHbbm8GrLVtNLB2gWPSlMw4YIBSJKeVp8Oura2bYdTiJIyYGj4aHoak6phKORaazrTYX1InvZA2xk8DOQW2wYvTB+jIoLfZPA33G534N0Q4WC7lixLmU5GOBGYSgHr69lXNwXmXIPYhKLoXcBBwMfT0jXY/Fkt4TqkN6QawOFMi5IZiU4JE3eHF6E7E1KAkjg8eTHizQdf4uHD15BJcJ5JnKdsarZVRdXUWBzGmbABCYsTNuAQzlBtt5imRjpPkabMp1PWyyWPVyVJDW3dgQsU6/l8ROs95brmXFzyQ/cxZ+dXtK0NCc664cWLU5TUZHXNYjTma5//GTpvKQ4XbLzh0rVcXa350Hgu1iVV5zEioZOak8vVMAUQwjM9OAzBk/2EQQgObx9z4A7ZbjY0Tct6tWZX7vj2t7/FbldxcnKBd4HIMJ9NSZOER5885vLqCqEk0kk+/OgZ8/GGyRdm1KLlcnvOxdk5tqnJlKYYZdjtFRePf8TF5SXLpkYlGYVQtCrBSEnrGjwegwSfAClIhVAK4QQIiVAZklcfP5Tlo9g1tUilIgU8qlsjyULG8ZlOgoSnrINmbblcUuQFR0dHQ6fWdi3b3S5oxZKEg/kCKRXL5SoWShuvw3C/ZmlGfyy11tK0DbtdyBmczW7HfSLc/6NREVjQ0XZPazXsH2makiYpe3t7SClZrZYA6EQHkotzuMiUvLi8YLfdUdUVzriQDt7fS0JEkkWEZrRCqhu+miJ0lS6OKgd4JuJomLAv9ZMk5x1Cxmw8GQhtvdN/mupBo5tnGbPZFGvClKoocvqUbyEEaZIiZHgfiFBUXdcxNy0Q+PpOt2nawaD4Va0/dUHz8UXtw/BSHRJjkzSAmr0Df1oUgMc03bDhap0MUQ29/5m/8fM32y1CiOiSr8mylKqqWK/XTCaTkGvUn2Z2W7z38fQV9CPGCjrTkqUhZbWqKja7Lc+ePWW5XHL3zh3GozFtUyPISKYK74ITO3icS0jTLGBm8XGVVXC+HhcjkJKq3AajYkIBTLMkdq1qKE67qsQ6G+bIEFX1irwIcTjGhk2yazuKoqAoCpqmpdqVnJ6egnfcvn2M947NasViPuNwf4ExIgL0Ci/6kURvu8VLjKzARvDYeDsGgq/E+ZDr9BnAH9fL1Eg6iiTkNzX1liQT5PkYH7t1IR1SeoQSCBXoxtP5jN/4q3+F+ewOMksR2iN1wsmLF5yfn7NryoBhOY9zNhxMZIdIPNa0LM/PqTZbpIdJMeJob4+LDx7z+HRJc17hrCM5nLA/m1AcTlnvaq4+fsGTy4pnHz5DusA+TluD0B1PnnxC13TsS3jj3j2++rM/SzEZs6XjnUc/4l/+8R/w5NkJq/IRJ6dLtg3sqxwpMz7+5GkwtC1S5vMZX/j85zBdS11th3H1g1u3mM+mPH/2nPVqxa7csVqv+K3f+k261nF11aBkiveWo+MD5vM5T5+94MXJOUpMEJXm4w9/wGw04s7eHZR1PPvwI0xd4+uK2XzO3v6U9uIZj773Bzy6vGBjOg4+/wWy8RSZShohWPmK1hpaa0GOkDIBqfAixaPBS7wqUOLVF7TpbEGfgOF98DF0zsfJhUAKjU4SdJKQ5kFztVqvKcuSp0+fsre3x/7hAVoGR42yqrm4usR6R5rlvPbGG6Rpynvvvs9ut6Osdgjh0VKSpRmLxR5NE2KfOmNwZcnl1SVCCD731udI0xRjwlTn6OgosL6Pj4d9qm0bjOmwXcDrb9++HUkowWD98PBwmFqNpwvGkxnf+ta3ePz4cTiw+WvnoWH15DwfQk211tfSqr5Li4dwHfW5vfdt13VkWUamJF0cHwqCA0iWZWilQzBnmlAUObvdjovzMw729zk8PI6H5Gvt8Xa7vSbPiTCJqtuWzW5LVddUVShqXWeYz/dIY1jzn2tB64P02rYNjJ4kfLmUcgii608IgTnjqQgsReGvn3xg/vVi7Gu37JtBdjeZP3A9puz/XK/XNHXNeBzC/HrqbG8jtVmv2VssyG7dvv4+a7HGUu7KmJ69JUkS6jq4cq/X68HuarvdDKbIAqibKlyY4+Dv2NQVSgrAYV2KVP3F5aFpaE03dGwBL/PBN1JIHGI4rQWXfI2xNrqCJ6jJhKoqB/qx99fJ3H3QYP+a3HxdpOzfvhiMGr/fOfcSMKtQw8UIL4Pnr3K5boeQjjR1IeIllSjhsF2Iq/DOolOHVHE8KhRSaVSaUkwmXJ6f87/+k9/n/sPXePtLP8vHj37E+z/4AeeXVxjb0LQV1jU40bB3MOLX/vI3mIsUswsxMO0ONpcbLsQLVpcbmk3LrdmEXCe4/QlNIqi9QwhHMlJgPLLz0AZLoq5pQVjShACQN5b1as0//M1/zP3X7vPNX/tlvDVcnL5gMj1k7/Yxq9qw6wLBQlUNejJD+VC4KwQfPX9OohV5mrBZbdisthgHR23DeDYlLwree/djdmVN13aAR6dQNxs++uQj9g8OOGgqGlOTFApkgvca5xRV1fHO998nkxJR18hoIj4uCm4fHXLr8ICjo31Gtw5opGCjEjol0aOMViZ4MiorMZ3CCoGNHbQHnAwkJ/cZsWTDAdiRJCYefMM9MARacm19l+gkiKLzDCHg+PiIPC/C/iVaBKG7zfOMPD9GiBAXEyZHiiRJmU4Fztth5NiZkOuok3DvGO+GKKve8CFJkkBIE+EgNvAErCNNErI0jCaTRAfHljRlMinQWoXEeylip5khVOjiNjEs9KbTfg9taK1v7KlhYnb//n3m8zmr1YqmaVgul0PGW98k9D/vx4gj0UZrOp2SJEnYH7VGCkiThPt377G/vx/2XBWYsP3j29vbC+9H5AUkaUrSpggpWC13fPzRCffu3+L4+BZn55dcXF6+8mIGP6Wg9d6HXRdC8foH/9JMNrzkGGvC2DG+mJm+JmmE0Z258YReFgonsV3tyRg3AdGhi1uv2W63FEWBlJKyLAfK/G6748Wz5wgPR4dH12xKF04VIUKkGdiNTdO8xJTMsozNdsN2t4nMHol1wXnEmfB8vO3i2DOUidDNxZFEe43PhYIWXo8wJw+gqNIq5rFpkt4VvCqZ5yOSLKWqphjThr7Kh+A8IWUQtsYuzHPT4NkNbKwBROY6EcET6Psi8qydf3nM+1ks35UIDanyOAkKGQ4ZXZ8b5UiED3Zl8SQtlEIlKcVozOMPn/Nbf/9/5Jt/4S/y8K03ePz0Y/74e98iS8comdB2DdbWeNkxHi/4K3/l1zEXWz7659+mK1tMBdvlhsQ2bJYNZmf5/MERe9MR3XzCTjie7y5BeHShEJ1DYbGWoCVqW1w8XMhEIVvHZrXhn/yz/4Wf+9pX+Iu/8RfwtuPy/IzX5rfYv3Wf5xdL2FZcbivAc3TrCK0lbVfRmIZPTk6YTSbcOjrgfLXj6aMTklTjsHz57bfJkgxjNbsKGmHQGsZjqNsdnzz+hLKp6ZwLBS1XWKmxJHgvqWvD+z/4IaM05e7eglRA7mFUFBwd7HN8sMfRwYK7R4e4NOWdJ8/YGUtWZLQqpSNDdFB5aLygcx4ngiTfyqBv7Ai6yVe9AiPOonUv3QlQgLAWesZu3It0JGrleR5JGGHDbtv2BvQRCtJsNo+sQE3XdajowZimKcYamm4HwtN1ARbQsYA5G74/pDSY4QCutUYJie2JKnEPzNKcNA37WZqlLPbmjIoRt/XRgJ+r+FibztN0nvl8PoSGynjv90Lkm7yBmx8PHz7k9ddf55NPPmG1CuPTPnxTa814PB5isnoyR4/590zLyWSCUpKTF0u0UuRZynw249bxEePxmNFoRJ4GY+i+y1osFqErXq0QQjAajUmSLuJqT3n8+IyHDx9w9+5dnjx9xunp6WAE/Uqvm5/0j0VRDG/cADxGaqmNAmofmzQlQ1pqECFfg4+fdhMZ2EexACAEaRwfhrm0o66CsPro6Gi4qI6OjpjP50N4Z68Ty9KMxWzG/mIxjCGLPGeUFwgEt44rptMpSil2u1349ywPupKmZjKesH+wz2QyZldNA9FC9i4kkCVhpGqtCYQM7yLoeU1C6Q1T++fbNIH6P53N4gz7GoPsnU5cF05yXdfhRThdWqvp2hqhddy0gyBZEBxI/A3bmJvgbpQI4SKYfNNV0nsBXlxrZGIx/SyWIAjuve2QwpJqMN7SGR+qrRfxsXs8Cqky9vaOWcwP0Trl1t17/Mbf+dtko5zvff8Pmc4S/sJf+Hne+d4HXF5c8Cvf/GUOD/eY73UUI8fTj59jL9d0VQmmJVOwGI043pvyIJfoViA3O9aXDUIKSiwXl1fs2o62MggbOjRlIRGgggwH2xi8UNxezEg82PWWq6dP+H/9l/8VT5cXVKsds8mCt97+Et9//4ecLTcUo4zxZMzP/9KvICT8r7/zr2m9QE9mVN7y6MULrlZbdh08Pb1kV5W0raFIU0RimMyDDZLSkmyUIZSk9p6n5+e8uFqy2myojEFsQtzN67dvkWqFaFryRLM3W2Dblnq7ZdU6TrcN6mrHLlnz6INHLOuaT65WtEIye+1NZDGB+SEtCbVPcVIhVIKWobs01ga3DWs+ExWjJGws6dCVKJQAJT1h2/IUec54lDMZBRaiVlDXFZv1MhSPW0dxUuPY7UqqqmExn1EUIybTOc46tusd2+2W1XKFFwkzXdCZLiZvMIz1vPfcvnWb8XgctKmit4YS7HY72qahrHaYzmBth3cGa1KUEjhrWC+XONOxv7/AO8NuW6G1Ik0TjNN4r/F9pqQLTNJxUaCUHqj5e3t7N4gd4WC7N19gO8N8OiNPM1KdsCt3PH70OBiSd4Y8zZjdntJHz1QxeSB4unqqcofWmvv37tG7F0GwPsyzLJBCTEfbNqSJRskCa8L0oCfjbTfrAK/kOXfuHPGVn32Do8NF2E8Je+l4NBqcmF7V+ok/PU3ToX39dGV1zsXNNlLHo6ZqMAP2/sam+ylDY9kr3WXszIKSX0qJNUFbVhTF4GoPwbaq787wfhBFF1nQYMxn8+EEorUOYKUQmGnINVNKsV6HNGodgdE2shqnk2mkP18XbiV7imwo4tYGm6Kura9JIF03nBJ7sDXYyQQWVZZncfTYDZtAKJYSTNgYjLEgHDrqRKxpUVJS5DnB0qaLjiQ39Clx3aT19n8bJBP9f6K+hP4g8ulk8Ve7opUtOAPKoaTHiSg58OE9DxZCAAopE0Z5zngcDiDT+Zw3vvhFri5PePrsE+7cOuLunQd88qOPuLroeOuN13jttQccHEJrVnz85PewVytU2yKcJZVQpAmTomA/z8it5GS9oakaRN3QestuU1IZh+lABv0uwXnvWpbrbSCujIuMzENbltSbNb/3v/0upYJWQZLkzPcOETqjszDSGelozO37D0A4OgSdFxRJQluX7NYbdnVL62C5rWjbGi2hyBK8MKS5wtlI+87DQc3gqXc7yhiL4gHdtSjn2ZtMKPIM1zSkSlGMxtRCYnYVlYVVbcirDrtt+eCT55wslzzf1bgk4bjYI5s6Cj3FKjBKgbZI6ZAismO9RQDdK2ap9Uv44JYjhQLho/ZN433YhIWANNHDaC9JNM6lWNPFgGDBfDYJhzjTS2M8RZFTFDmL2QzvYTGfIwWUux1CQjZOBw/bfk+CsG/NZzNms1k4EEb5Qk9lb9uGtmnpYiBmmmjCVhWE7nVdkiYSKRYBE2wbvFWRGEUwGLAujlSDM1OahHSBvcWC8XjM8fHxNZt8IHkJvHPksXuUQpClKc+fPqN3bcrShPl8PmD9m82Gqiox0Xg5BHjCfDZHCKiqMh7iw8FXK0UTTZi1Vmglb3SBSTSPbkO8z2jEYj7h/v1jptPRQBIUsfilSfpKr5s/VUFTSqFkP1KTQ1FxLtBJA+svzFiTNEV4j+3aG5tnwJ4gdmE3MZyopeixMCkYcDLnHJeXl6xWK2az2dCBQcA3vHNs/AqlwsnAu4CbJVEQ2dvPeB9uiPV6jXd+yDLrRda9UfF6sx6KdxpFjC7KEAKNv6PabYPdFuHxdl3H2dnZDSNlQd20KK25ffsuXgjarkNEdxGtApjdF6Ou7TDOM5tMEEJjbRY6XCWxXYhjN12LNR1ZlpKmmmBqep0HFXANUCoJp9jw5OhFmUJJfNuGsL3O0HSfDW0/S3I8LU2zRikHGXhUjJMIdHDrS0wn0GrMqNjj9YevcbB/TKILPjn5mN/8zf8ZXIWk4mj/5zg6OOL/+H/4awinuXv8kK7p+G//y/+Ksrrk+LZioSSvkzBJBcd7mkS0VJsVzy5bZGW5Oz9A72l+tFqy7VqcCacBqaFQkqnWdJUNHw3QwdHRlCxRXF6uyRC8sbfAYslNzXndcbHr+KM/+A7bi5K3f+aL/Nqv/xrnl2dsyg3/9F/8C7a7Lbu6xTpHudngTItxHlLIZ2HDSbTialuy2npsbRAIxuMClWZk4zky0cg0IWkadN1E/EVyPxEUeJ4/fkZVjPibf+uv0XYdf/Sd7+Olprj3OvVkxhOXIfU+fnyH2dtHaOsYtxanNNPbd5BphsgKWucoGxPGjMYg3A4hKtK4LRWyPyi92hU2TIexvem3GHC0MHwP7L2ua0OagVXsdluMMezvL5jNZoxGBeWuZF1uaZrQldR1xKbi1KIst7RtEzbqJGBrzlnKUpPnCVmWBkazh729PabTCVcXFxjX55x1gVzmHFmSkCYKyMiShEQGa74sTcOY1nvyLEx8lAwyqDTRGJ/S+QTnLXVT07Q1nenYGy0Yjycc3zpiNBqxt78IjYDotaWSpg3Ei6oq6UzHYm/OfDEjL/Lh9TLGRtaloax2rDdrdrsdoyIlSTW394+RQnBy8hwpJbPJhMV8zptvvEGeZRRZiu1aGmvI8zFJopmMxhhrWa3XaCW5c+sWxjma1nCwv8/+/j46SRBSYa2g3BlGD0dMJqNXet38VGE19J1A7xwfC1q/0d/42gFTEzc6Bn+TXn7tDoIQn/q7yNpTclDEhyLXhtY3z4fRp/ceE8kSoeAGPUUoaL0vGbGYRf2bEIF66h3SXGsyjOlo2oa2u47K6Ts07+V1QRRf4fsAAQAASURBVMS/5EzS68qMMcOJrp8RN60hidRY7wXWGiTqJVJGj3XhXOgGogZEqmuqrvN+YCiFm07ivY6vcVT2929AnxIeH3v/Gg/sJ8Lb9WkR56tcUqkgyjSBEq1iJyai24GQCmsk3km0zsmyMfP5AdPJHkIomqbl/PQEKRuypKWp1zhbcu/uG8xGC5qtZ3e15enHj9iVlyRyjsoy2mKCcI48FUgctuuwVY0oLdlRRp5l2IuzcCiyPk4YQElBqiVOWqwAG84LpEqR6nBKtUjyLMGhaERHZhyJtCyvrvih+SFf/srPcv/efSwW6x1Pnz1jtVmRFWncoNswtuvDXRXoNLCATV3TGQtOxGBbDSoBnZHkOcV8ittsqdwmUNalZJp5xt7yrGshSTnY36NqW0SaIpKcZLYH+ZgmGVElIyo9QeYZuVCMjcdLRT49AB2IINIYBFVIZ/AOXDi9B/ef4EH6WTiFDPtGxO19z3CCeGn3zhYBs7L4aGruyLKA94iIO1vb22WZ8FykiCxESy976eVCaaJJUx0Pjyl5nob8RAR5npHFw3AQVcfcsPADoqdq+LMPOdZxmuPjuBYCSS7RapD/OC+Q0TnfmC5qvkyk0CfkeT7AGv29fI3XR5gh7nMBp1ccHOxHI/aWuqnja3MNe0gZSC15njKbTsF7zk5P0FpRFDnTyYS9xV5oZKI2rRdca6UhRunIiNPneR4Y5ybux4lGyGANJoVEEJxXbjYlr2L9xIK23W4py5LdbkeWpnGmG7qh3im898NwUUzcxELno7tG36EJ4QYQ1fSp1b73LFPRZd8gpSbLkgF7K4qcvb05UkLb1uwvgp5juwpsnjwvkFJEgXJgNQrhUUoMF8E0gp5ZGubhpgtO3Lvthu12zcnJC5IiI8mz6xOQetkjTcWL3uY5eZGTFwU6SQbX9q7r2N/fJ8tz2raLWpng/L3d7dBJwkgEL8i6aXj2/DlXyyVfeP11FrM5eVGA93RtAF3LusJ0LcZZWtNR1TV5HhwK7GBe2g/Feu5Z1AqJXp8SXUmIURM+BA5+RhAayASHw3iJ8i4OIAPrUwiFQCNEgZKOg/2HTCcHPLj7RUb5BFtLRumYL739eS7OPubk+bt871u/zckn3+Y//U/+c6avfZ6///f+ESfPzvja596m60p+9PF3qJqOTeVQmSMZg3IWYQTHe1PGi5RZkeO9pK1amqrBdeAV6AxMY1lvHbnyzAsCIULA8nyNEpKH04xJoskFdM6hrOVonrG4P+fsrObJ04/5x//zP+D3/7f/ldLUtKZleXlJ07Vsyw1Cgk4lzhhM22Aaj23g3q1j7t0+4OrsgraukS5s4HXXYYxAGsnB0T1+/pd/md/7gz/gOz/6XbI8J0kTDnZrpDR8+YsPKCYzLtZX6GLKr/4nf5NN5zkpDcn0gHR+RFsseKbGOD3Gy4RGBcLHrg7aTWPC1MObEBmYCBC0CCyJCl3FSOdDPterXJNxQUisDlrKMHaUKKURwoEgMu/iqQMf/l+GaUzXNpyePAcgSzW7raGpK+7euc3t27f58Icf0TY1t28dUlU1TV2TpJrROCMrEubzWZDW5DnBK1IyGRcESWc4KOdpRlIU3Do6oipL1ptlKIhaU+52dF2LFB4lHFW5xtuG89MiJGIXBQ6PaR2oCShFU5Vs12u2203YW72LuKHAO8tus34Jt8+igDmbjLm6OKd1Ftu1CK9RQtBZw9XVZdC6di3zxYK9xWIwuEgTHR1BAvHFW8NsNuMXf+Eb0fZLDft7Xe0wbRf9ZC1djIKZTqYAWBMO+sdHhzx//oJPPnjMrdu3mS/2OD6Y4cwxi1l4TV/l+okF7ccsq27Svv8dp7RQwPwNj8LrNVizDAac19Rbf+P7AyArBuZglmXDSQ2irj/eVOEkFjsQESx7BjPPWIR6MeLw++MJRapr5k9Cf+KQA6lFRJ0QvvdKvGZ4yjhivfm5TpJIt1eR9KJRLrCNEh1GjQFGvnbx6Iu8EOHSEf3rY4K1ldYJVpsgHo0MTBMdWmTv6s/1UFf0UoKefxpf2MEVm+uD7qtezku8lyHTIrItI6oWQk0JuIiQKaPRnDRJybMpaZLjrQAXcDitIE8lXb1jdVlxdvKEsc44e/aEq9MlD48OkUJjS4NoO2xnUWmw7vFG0HaWpNAUOotJDP0GGFFGHwPWXdD4pblmWmjKtqU1wWEc4RnnKSOtsJ3BeUsiBUoJdCrJVLiZNssrbNtQuw7jA9YSgkgdiU45ONij3G25PK9xQTKI9R7jfPA4FYos3vTddodOR8z2j5juHTGZH7A4vM3RnQdsq5KyaeiUwwlPMR6Rj0fUxqKtCzZQKoh8k9k+6eKAWhS0IgWVg0wIYeZhEhHucxsjeTxaWrR04Cze2+uJjDXwGQirb8Y4Db47MpBFerq76u8hJVFakvZm5j54KCoV0RsvQmHyntEodDtJDD3tpS+jokCniixLw72Se7I0I03SYJUX4ZaeG6AiwSJJE8ajEXhH3SRx7JjQNjXWivDYlIw5koa2rcOelGehu/QWRDQHcDZ8Hg0R+k6qv077jtT3hglC0EfP9IxJiNrT6I/unMVHmy2twmvUdSHcVGs1wEgCGI0Cb2E2mwWDa3OtJa6qitVqxXwRPG5dNMhQMqEzHVfLJUUx4jDL6XeYIKlQjMcF08k4FMNXjN//xIKW5/nA8OnHbb2QLzjt22vyRGQGWhNBW26MIePHYFHVduEmgUhrzQYafVNXnJ0+YzKZsL+/H70TNc7YEOIX9Rmz2WygsgohghVgJGfcdORu6pouWtT0hTKMEnJGo9EwOhRaIbSKQHTPRgQZL2JrumhIGm5mYwzGBucPpTXZDYPQInaySVbgPYwn0/h5cE/HQ5pl3KpKpnkRnBCi27/UCiSkpCgpSfSMtmsCaUBJlBQ0u+DknaQpQkmcDZ1uCEwKp0cRcx9kvBljyG7/zryyC+rmaloFIkGlE5S2kISQxcaEjlcgSJIRSZpy59bn8K6lyPdQKGzj2K5KPvnwh0zHHV948y7l+oJ6t+af/+N/gHaadqlRLmX56FkgAqwtk0Lx5mtjRKYRWcrzp2vOT7Y8fP2QyWjE++8+YrOtyGYJs0lOtqlwDuqGQMpI4fbRHg+Oj3jnR09ZrldMRzDJFHeO9tHW8/y9x6hUML8zoVKOdbllLy+Y39mjbGqazYrz7Q6D4+Gbd1GJ5GK35O7du/yNv/XXefedd/nN3/xNdAKphrPLM7abFcJAIhPufuEtdJLQvTjj+PYd/trf/DskRQHZiG/++l/nV//Gf87f/e/+e/7Nv/ltusUYCokbLzDFlEunKdclT56+w+zWPe5/6Ruk80PSxTFVA10HSk9AJNAG/FC5ANorkaAl5IlAK0eiHU21pm13NPWWznYhueIz8L7qfRmhhzwsfWyTVIQJTB7Gx9PZhCxLgTnGdCxXl4zHY+7evUe5K1mt1ty9+zkW8z2CbLRisTdnPBmF1O88j8GdILNeuC0wXdgbxuPw76YL+16RpzjnKbI0EEz2ZmSpQgpHooOPrLctWnnGo4ChdW2NEC7oWQWI6QjnLda0WCsxwuF8h1ZQjMJYM8sT0kyhNOgkjOzC2T0bjBmqqqKqa6bTgtEoDbVEOKSWWCfJMoX3wXBZaaibkrOzU9brNYvJjDzLODg4GCZZo1Eek0U8XddgumAE8cff/jbvvPN9vvnNb3L79u3hEO4wXJyd8U//2T/jzt27/Mp/9KtkacLn33qD+WKP0XjCnTt30TphvV6z3axf6XXzEwvaaDQatFu9V+FNfZe/0QkQWVdBgR7GYZ/GyPrVexeGb3u5X+jJE8PvjIUpBPypgV3TU/F9pLP3AOhL+BQvi4hvdn198QMGnMxZSxyEEx1bQmosPbW8NwQWLz3uXgQdfpZDquBbKK0d5AniRm6Tc8HqKYkZT8Z3g/5ssBrrsS/RGzLnYYw7PM9rXffwUCLY3f/9za+5ZjnGbuQzWA5FaLN0cDgh2KMhwuhR+BAvI70mS6fgW4RPYnEOr/1kNKLISrTswHlM48HUGAuJm6K8o97skMD+ZEGuDV1bh41FKcZFhpmHQl+VYTNJtaSJWr7+dUoTGKUJe6OMUZ4F3IAYFG6D9Vhb1wgEozzBS6grQ6cdPrMkQqCS4GJvgVVVY9sObzq8VIi4QZyfn7PZbob3UAoRrgHrkC5gEsYFMfx4ukDqnBdnl0z39jmc7IHK8DKDJEemY8YHI2azjGx+hMhyGp1jkWSLCel8j2QywSrFpq5prMZ6Ba4PdRS9J3Rg0hoX7MM8OO1jJIrEofEydC5ohX/1DVqgnBuD6To8QfyulLg+jvWwhrMDKzBJNWmiSJIj0jQJAuE0YTIZD8Wgp6WfnZ5RlnVk/ymm0wkehxEtg77UGtqmwWRZYEYPprwMLEBjwteE1BGHNX5wphfD8TFgTypa+4UcsjBKRIW8QocMyR+L8Hic98P0yZgufm82UO+HzMXY+fkoPl8ul3gP81lIFJ9Op0OXFToxH7HCJBx642vpXGBr5nl4rmGqpfHWYYVhNCqYz+coKaNZfGRsu8Byn06ncZwYLLb6INS6rqmrirquydL0GoN8ResnFrRbt26Rpml4oP5aJB3mraFj8vFFcT4Uqr4LSkbFQOAIr9n1+LKLGJZzYWw2ctcjyCRJODo6ilEEKeVuR1NWjEYjdKLZbrcA3LlzByklp6entKaNNNvrghbA4ewlDd0g5I4FSCk1dJvGBDeA/uudDW/adDyBiH0JPDpNgm8Z1wVyPB7TG482bRNGatLQtgalNcUoRMJXzY42Pvc8y9GJpt6VuM4EI2IYRp5ah82+7TrSNGE0GrFdr6nahkAn7mnvNwrazexFcT1u8ZHRZa3HWfiMzPZxZBHTy7DIsAEJhUg03iQ4pxA2ZDSNJ4dIDL5roxbHMh3NePtzn6OpHtOU57Q7Q7mCuYZUCsZKIq1nc3LOKB/xlS/9DFV5xeOPv83iEMazCQ/u7PPGPc3mkxNePL1gfzRhf5Tzg8tLqs5gW1ApLGZwa2/KW7fuIYzBdC1aOHIJXQO71nLy7DnzLOWNe4dsypZ3H50hJ4LkWJIqGGcpD954jdnegvV6zdOTimazRiQCMJy/eME//kf/kLppkJIY5CqRSiNkgrNgvGS9qxmTcvveW+zqlv/pH/4vfPGrX+VvvP5FllXL5vKC2mcUB3d48NUv89atA1olaJxnVdWofMTnHr5BMp2T7x9zcrXh2fOnZMWMJBuTOlBCk9oE6SXKEqzIqiDa7rxBJQqdKpwUOJnhsySc9YoMoV59h1aWAYPa7TbxnlVh7081uJCi0Tah6+m6hiSRTNIwdXnw4D5lWfLkyROKPOdgf5/drma1XHJwcECiNf/mt/8tp6fn/O2//VfZ399nf++A1rasystrstcu6NMEHjceByKP60+HwZara1tsxL1N19K1DaZrARtHfgbvFUkSCCejIiXPEnTSx/hKOlKUT7l39w5poinLcmBNSwG77RZX2FCYEz1MpXyUCHVtS9s21HXNH3/nOzjn+MpXvsJ8PueN118bzJCrqqKqKhbzGZPxCGxIFoBAsgv2ez66Jwls11HrCik8X/jCFzg6OsKZjq6tcbYPLZZkacov/9I3SdJAoNFao5OU3W5LWdU8evQJl5eXfO1rX2M6nb7S6+an0vZ71oyPrhxK9mFu4Sboq3wXmTmbzQatFKMsVOLQKQWEp9dtNW1D07SD00c7bvEQjX/DbLx3KPE2fE1PkW+aBoDlchkIJl2Hj4WoX323dN01hS6vd7gODgHhhW/bNrhwJwqd6KGgmT7QcBCUX8eN9xEofXG/GaUQ0gRCl1RVDYlO6dNheu2Iixeip3dYMRFT8hgXxqOqC5EndbWLc+0pu6qkrsoI5qrhENB3yuGxyqGLRMSIdymG3x/GpJ9NHprUaYyhB7zDeouUmiTJsKQ4NNYGaUWiFEISdXcSLQSzyYzPvfUWTaUptw2ufky5LEkTyCTMszGJzymNJVUpbVkjrOVwf4pMJJvNlmkxRueSurGUlaGgRUlFniUUWpLS0kloGih3DcvlFdO8YJrn16JQH0bjk/GYaZ6Spwl1E4IOTefotqAzQ57WbFZXGNNiu5ZESfb3FggteLG6wEbNTzB67V8lHzpmJdA6QasEpVOUTpEqQWlPkhUoneGlDu2Uctx7+AY6H7F/5w7ptGC92+BSyRuvfR49GqH3DmgRbI3BCUjzlCxLSFMNnQXrwobmJakI3YvXCudC6KWUKmDBUuKVxgqHBaxV4D+rkaMfRoFZmpAXYcTnnMF5MzAYjekwRtN7F56fn9G23UCg6N12siwJvoy2YzRKmc/H8dCrguuMN6GLESE2JcvS+JEFqCTqxJRUgacibHz/HEpK0tGIyjus6UjT8HOz6LCRaEma6ihU1jhrBvp90K/a6GQSNLNd17Fer4d9sHfn6O/7/iB+cX7Ocrnk4cOHLBYL7ty5Q9d1jMfj6Pr/8h7Y++AWRYFt2msZk/fs7y2YTKKziBBDZAwQbQR7fV0f1SMGJrYxZtC5OR9s/7xzaCUH6KiXSb3K9RMLWs+kUSqY4koZ4mMC4KzCSTrGmjR1TdM0XFxekiaavflseCH7LqLvnspdSRVtp0Kg5yQWgCqAuTKNmpGa8WjEKC8oy5K2bQe3j2fPnoUuLgqS0xut7PXpJryZve3VbrfDuWu2ZZZloWiUFcVsQhEjaoKrfehA+0J5c8RoY3Hs38i+I+xHip3zGGM5eXFCkmZY70lj2nH/teEmE7iuDY4QcYzZRA9JnGe73XB+esLhwQHWHrPdbmiamsODcIEYE1yvIdYvoYKNlFJxdCqHrA/vQ4JyZw3tK76o+qXTHOs8devwWLzoyLOCNC8wIsWgKJugsSvSYCHkbIP0oKXkcP+Ie4e/SFMdstvktJuGi+cnFArGWnB7f59CTdlKi+0sm4slo7Hl9deOuFiveHJ2jtj3pDphUxlWG0NhK7JUMZmN8N4zFh3bznO5AdHukPWON+89ZLp/SBqTpyWQSMnR/j6LIqVAUepgVF03UF459KihGO148fQJKElXl2SJ4v7du6AFZ+tLev9K71wYY/qQ7Gutx2tIspw0KUjzMUlaIJVGp5LJfI9sPMWJFLREppIv/9zP8xWtOXY1qWnZ7H6ETnP+0q//NfSo4KprObm45NlHH+OkYDKfUKQFqUqpVlWITDISgWKUTgPhIUuw1tNZhVMSJxVOS7yCzjs6HG3nQ0LCK15h35ERjxZDMRuPC9q2ou0awGBMECl3SUjoqKqSs/MX4dCSB82Tc548L8gnI8pdQ1XVHBzOGI1TptMxSZJQlrsooVBIEgSCdtxgjRnsn0wbD7FtF/gC0gyjx6wowtjShVy7yXhCUWQURV/YAgV/XIyRMhIupARU0ImZNkyh4r5U1zXn5+dUVUXTNMxmMw4PDwfeQMiKq/nkk094/vw5X/3qV7l//z5VHO/N5/OXil+/XznnmEwmjEYjmrLCGTsEhI7HBUWWU253Eau7Tuho24aq3DE5Cpq43tgiWG21VHUzcCSqqqbclegoen/44D5tF+RNVVW90uvmJ+vQ0hSnFG20fUpEwEQkDmtbXPR4BE+qFVpk1/YpKsEjkCLBWEdnDMKHlFSd5Yy0Jkt0LGBh/psq99KYUohAvR9PJ2HjlgLVGyTr0CXWbROkBPJaI2ecpW4b8ixDS4EheNJN5jO896GwCZCJJlUSlSaMRmOKIogFnbUoEQIFyzr4oOWRnhr8FC2ts1RdQ1lWpH0XK6PuJeKJeV4E/Ms7XNfSOYuSimmaDFT/i+WStuuYTWdhdo5A6oQ8TbHCk1VbVJ5iJchUo2WKSBVoiZIKbwyXV1coKcNFLDRS+oiVuaHDNPWOrt6ReBtO+Z/BMv4cj0EpDygEI6RTuKZDGIt2kpEKHYRyJox0I2vL03F69oL33/m37NZP2Sw/5OzJFabNmBzusRjlrLdr1u2KZuVIhORwr8D7liePV3Q40mTCurJs2ivKUYq/t89Z5FmuqobaWOraI73kVpaisJhdh2nAGIHQkrQQlJWnwbN0VeimlWYngu/mIhM8mGu2reFkvSHNFFILEIZRrnnj3i2cEPzRt75LnuW8/bk3uLi44sOPHpGkGUmaIWRgxlamo3bgr5ZkdctG5UxmC778i7/M3uExtZMYUoROQOjAIDVLpN2yV4DOPO7qBa4uyBEcC0t2+5jlZsvVaoNoKgQtylmc9HglkThaSgTB8MArMMLHYE8ZAhstJHgUniTeA696CdsinSVTASKY5AVpkpAi8USykQrU8uPFLSbTCYvZImBqRtDUDRenV+RFzng6wTpoug6dpBS6YLI/gR2crF6QZTmjyRjvBV3pyNKMUZEjkgyZ5ngpQzaaCwVNJeGw2DYudmoC70PnFyRDktl8znw2o2kD5i90jlApnUtx1lLVLTpR5HnGum3ZNCXOO1AwvbXP1EPpAy5369atgPuLgLPt7S3Y7UrUbsetB3fQoxQnHZt6g0g8ColIHGmesr8/o2lqVGpoW0nbSvJCkiQO0Wi8U4jOI6UnyzOKNCfPsuhH2wISlODWg3vs3T6krCoaa9B5ZFw3FoOAQtMKx2W5Cjq7cYR7lCLBQadIsuSVXzk/2VgrSfGxoAnvcOjAoBFBwe+6iFsBiVKoNOFoOsd52O6CdYxQCk9H13kECu8lOstIyVjMR2gl2G3XeGdIA93qpW4ozTLGkwmdMfiBICGGlrtuw8lApcElQwhJ5yxN1wZxHwrrg73MYjHHOcemvC5oUkpypRhlI/I0dIKNtUiRgHCUdbC6Ojw6AhFuCmc6uqamNGFjnEhNriWoAK7b+PjzPEcrhfAW1xna2jEZjxnnObYsqauKi4tLtnWN0Mkw/ki1Jp9OsMKTV2NknmKlQKQarUEkEqEFAgXesNosUVIynhQIEaNljMV03fUItdnRVVsS7GfCUgOwnAMhbl54jSRBOnBNi3Kx89G9V6VFGI8eKModp+cn/It/9dtsLk9Znj9nUSTM8pzJ+BZ78ymPX3yPcr3Gl45JkTGd32O7aXj25IpsWjA5mHFZ7ljWG0aHRySHY86rhqbtOF+d0zUW30GhFcd5TtO2lFWHbQSdEUgtSHKBaz2N96x8jfcGJRJKEUbD80zyuT3NO2cdH21q8jYQTISEUZ7y+t1jOge2hGmW8dW33uLj5DEvHj1mVOSMpnN2raUxwaHDeMN2tURXLVs95uHikC/9wi+B1DQGnJAIHTrwQP6rkGbDXg469djlCbLMSdOCST7itVtHPHWOjy+v6FpD5yAVCickrfI4HB1lKPNChUKmejoDUQImeLVQ/o8vYTukc2RKkiWaSV6gZECdHEEflSlNlqQcL24xm8+YTAJW3ZaGtrzi/OSS2WKGTjI6Y5FasncYaPuT/QlGW05WJ6RZxoPFQ6wRbCvLRCYUKkUkGSrL8SIUtDaSPbQOnVUQVwMipIf7/lCmFfP5goODQ07PzmjaFqmKUNB8Stt1LHeOLBN4lbBpdlzW6+DenyQcHe2TZRmtDPKLX/iFX6BtGn70ww8ZjUYs9vdR6w0kkuP7dxjNxzjl2FYbRAJaCoT2JIVk/3hKXSmEamhbRdv2xvI25PKZoOEV0pFNMvI0J0szrLNYb+K8HW4d3SUf5bz7/vuUqyVFrsMkwrcYJL7QdG1HXa0Zj8ZMx9MgdxCKFB+aB31NnntV66diaP38WHg3BGWGFyTgQi7S+o3vwtxdJXTGcnJ6ETo0ndIZS2cMaRpGffhAsDCmQkkot2ts19HUFWmaM93Lfkz/0I8c67oeiB091f+mlksIEcgZEc/qafZSymB9FX9un+vWu3tstlvWZkPvkRcc6z0yCd9/fnYGkaFkjKGJeNzopuGm95G1F67zNEsH7YW3LoKsGiXVMHff21tQGMtoNIoklRuyiJgx10smgumpjSGfwRmhn68LrqPnw/zb3RhHBhKJUjrga58VzfHH1g19nAhEoj+JMOfwOGOompqr5QrvPNPZgiIJmrRPHr/g2aMXmHWJtHA4yylSzXqzwxrP4eGCxlmWyzUukYzHY9qupVp1XG0amsZQNw7hBLNcU+iEPNVkiWJSpMwnI/JUBwsx6xEevPNcnlWYkebgTjLo/4KWLFqPCSgySZ4JrnaW82XLP/6tf40HlG+QLuXkxQvWqxVSCPb397n38HU+eXbCxWrD3cMjdFpgZY4XGpEVCCnYbNbotEAmRYj3SDKaNmBH1nmMC8xI6QVpVqB0wq5paTrHrjZcXi3ZbHY01tE5GM/20GlK2/ZRLDcK2H8g69bt28GqqQwRS+PxiKosWa03UUOmmURmXdO2rNdrVusV3ofgVyEgL4J7xfnFBUmWoDPNutwhlOTo6IiDo0M+efwIT5ThdCGU93LZslxeBWeQIuf0/Jy6Krl3+zaj0Yh6t0MqyfGd24MwWUSKx9GtW4wnY0bFGKU15ePHbDYbGmOYTKY8fPMNyrLiYnnFriopq5rZ7T3uvHWfDz74gBcvXrC3OCBJEm7duoVzju9+97uBpehDxFKRj7g4v+Ds7AylFHt7B8wXeyGTcbfFWMNkGkzcX7w4uWZids3gkOKco2imKJvQRDeix8+fcXz7mJ/9ua/Q2o7LVTAFaNqa5WoNm1UwiJ9OOD09oWkb8NCZEE8jhGQ0ngCCXVmFIF+ladogM2riqPZVrp9Y0AJ9XqO0RjgX2l7Vx8YEzCc4cAeAXAqLaluaNgCaHoFKsnDTWYsxwUS0d3lW0qFlMAa1XUfb1HgvmHJN6Oi6jrIsh427iz6EvRlw13Vxcw+4UE/66EFQYMDX+gy1fnVdN4w4m6ahKZuhwHUxCbtIR3h8CCGVgiyLMRNtO4i+o+RrqBNh2w7yAxHn0NYFzZrpDJ3uBmr+aDQmhcESxkS92838spsgsI9Fri+6vU7wpgB+kAdEa6xrQXkQsH9Wwuqb62aGlvg0qcC//L/OO5qupW4ayromV1CMxyQYJIaLiyWmqpgIyLUkyxMSLanrFikkk0lBt9ux21SkEfiv2oa6M+y2NXXrsAYSIci1ItMKLYNAN1E5RZaitQjF1vkoVoftpkO5cFoRvUkL1yxTJSBNJFkmMWtH1RjeeffDwGiUDoFhs15RVxUgGI1GHBwccHq1Rm127O/vM5osaJzGekHlVMz+a8iEJkuCZjFJEpqI51jnsT7YdDkvwr0qFcY0WO+wraUsK+qmoTGezsFoJpBSI0QgVvQFbVB/DNvOn1+Rmy+CpkxK4n2WUtcVTduQRBFxXuSB3BAPp1VTBQlGnoIkuPaYjl21IyMnFSm7OkQXffnWl8iKjJPz00AUcS7uUyF+pa5Kjo+OGI9HbHdblldX3LtzhzRLqXYhkHi2CIa/qY6U/s5wdOuY27dvU9dtwO5tOJihg2B+PJ3ihcB5R2csxliOizvcvXuXDz/8kN12R2fCHjefz2mahg8//BAlFbePbiOlCmYLNsRiLRYLRqNRuD+0Ik0zpFFB22stq9Wa3k6h7SydsdEf1qD8iNRrPILOWJ4+f45KE8bTKbpr2VQ7jAsWX2W1o+0aDo+PGCUJnzz6hN2uJM+z6BXZkSQpaZrRtYa67XBeohG0/d5lX7ZLfBXrJxa0vtNpmy7gZqnCWje4G/Shdn1EgxUCHQkZB4eHCKnQSRaSmjuD1hHj6oLx6Hg8IlGCIk3wPkQn6CQlL4ofK1xpGrzVeh3aeDwOBJOyHBiLvb9ZURT0abfGmEGzVpYlAJPJBAgYU08o8caDvS6kvRo/6N9kYAxJQZYlqEhZ1fGkaLugA5HR2w3nUEoyHU/w1lKVu+FEb52lM90g8J7Fse5QsHrmIqGrTCNR5Tp2x9MTvnWS4oHxZBJE2JFJdNPVBeL3IYZR7atmGl0v3z+CT//Vn7AkwetEcnW14l/+89/i/OwF4+mMSa7ZG+e02yu63ZrJfIKejUhNjfKWdVnRaM3BfBq0L2VFWXXUNRR7Afg3lUJ2LbuqBe9oOgLxpmrpRIcoG/YXU44OFyTSUm+XSAx5JqkaR9dB1UKahNczSyWHC5iPFVleMCoqxiPD3mLMZJJztbpCC8+v/upXEBL+7R9+FyUleZYjZUnTWE5OzrBIVtsKpRRf/OIXuXv/NVQxwwlN2QmSfMzB8REOSetCKnDVWa6Wa8rdjlFS4aXBI+kcPDu5IM1y0tGEIsvJxzM6NNvWMRYKLxSdh7KusaiXOjP/GTiA/GlXkqng2DKfYIyhrkqObh1x7/5delFlb4CQj3KSJGG6mNG2Lafnpyz29/jGL32Ty+Ulz06eM1ssGE8nfO+d73F6dsrHjx4hlaLrLEmSMl/sUZYtF8tzkjxlNBkhlGSz2zBdzBhNx8z2F2RJyu75sxDSuTcLkIJzaBXIcvdef8jDhw95+vQZV5dL7r72Gkd37vD6W28hpeSjx4/Y7rZUxnD7zh3efvuLOB3kTm+++Sa3bt1ib++APMuZjMfkRcGbb75JmqTcOr5N0zQ8efKE2WzGL//Kr5LEPdW50LHnkzFNU7PdBUzOR6auFDCbj8iyhOfPn3N1tYRUk6RjvvT5z1NVFd/94Xucr1b88KOPEVJQm5oszziaT/n4k4+4vFzxo48/oW5qlqsVSZLwtZ//Ot6DsWHfqZo26BelhEQjk4SuqmmNIUvTl+wEX8X6iQXtJi3di2vRr//UiTpcX0HU67wfCoBUeihoUpnBfQMfxmlaKbRSqDRaueCjSe+1nRSEn91/3nckOhoE3xRu3xRNe++jw7S9NvJ0bvhZ/fPrl5Dypa/pafr9kCwIGRl+z83UbheLVV/QvAy+c0mSYMVL23nIR3NuyI1LEo1X10m0vYAb7196PkNXfOP0HB6DGmIjgk1Xb5Fz832KLWR8LT+r+JhPrz+JHHc9hAxXgCCMf84vLtlud6RZRpom6DTFxJFpkRdkSuC2Ft956jZIQ4QKB6PW1BjjYsccHVOEGDR+QyIBQQhvI6MrjAw1FkfXVCjhyBJJIj1W+BD8GX+mVoLRSJFnGhlDIscjS57poBVKg25qfz/oGFV8f9IsDW421lOWNcvlks5LhNQs5guOjo5Jxgu8TKisRKgUnWV01uMbi/VBgxVkLAarfDDedg5vLOtdSWY907RApQKVpKRZTl6McBE7M1WDtQFXvr44xfAe3Pzzz2upRKFkOJy2Uds1GhVMp9PgcRq7GBEPljoJkyTrLJ01JGnC3Xv30GnCri5Z7C2YzEIWmtaasqwCc1uFlHStE4Q0WBfSOkbjcZAHWItKEnSSBBcfFZK8lVCMxiEepa0bpNaoVJONckbTCSpJQEmK8YisKDg8DsHDj589o+1M0N9Oxhzfuc1qd8Vyd8VkMmE8Hg+jutBtS6azGVmaMZ3PsJdLdrsd4/GYo6OjoO30jroqw96mFEJKjLu2yLq26UrJ8gykDCblPlw7k9kMlaYIpTDesS0rlJJ0riXL8+CXqzTOwWq1Zr3Z0LYtxXgUSE1CkGY5XddRNw3eXVu63fzoTRVe5frpHVob2HhK8Ck/Rzls6k7FzTNuHD52Cchrp5BQdMLXdcZgTUfTaJyWCN8hCe4iXWeo6g0mjhdv4mM3cbKbtPkBO5LyJT3aZrMZdGtKKS4vLwGGMWXbtgF8bVu01CRSU9c1bdshdRjRbTfB2TzYZBlWq1V4nlJiTYcIvJhg46RDtEuPcV07+oeudlD3Rz2YEI62rELcfcTMAj0xuooQ9DhKynASxONcODR01qBUwMbyYoQkGP4GR/fr7cj5YGbsI1Zirf/M3PbD6wLXbZm48fnNzuDmkuztH/J3/rP/jCePPuZ3/s2/pCnXPDs5Y1Gk7B3d4eHRPpMs4Q/+t99lfVkxkZ7FNGF6cItmu+Xs2TlOwGyu2ZUbrj7aUjlH5z1VFTRg4yCxQhjYH+W8ff+QPEtIRcem3LIpt0xHCZPJPqZbInctZQXE8XaRaO7dv43ywX7l7v1jjooxJ6cnrFdXvPZggZSaP/72H1O3Aes8yHMe3n/IdufY7T5AJS0q2SKyEUmeDsndVV2DNOh8gZeKpulojaOqDUlWkGQ5e/uK6WzGnk7I3Y73P/ghbdex1/iw+fCM+WKfew9fQ+qUo9t3uVit2ewqknyMFoJdFROdY3LdjxexP8eR494UKSQ60RQ+YzqfhCmGMTSmoW1bvvyzX+bw4IAnT5+w2+04PT2jMx0y0egsRSUaLwXGWq7Wa9ZVycHhIZPZjCcvntG0DePpFCEEl8s1m+2OdblhOp/y2puvRau/jg9+8AMuzi9IMs14VDDZm7G32OMrX/8aZVny3rvvcra84vz8DF3kzA8P2DQVZdewbWs6Y/j4yRNGoxFf/cbXaZqG589PGY1HLHdrlusVy/UVs2je27VBOwfESU5OkqYgBMZZyrqmNR0Wz2q9pqoqxqMcpGKzLWmbhsVij7ZtePHiOdPJmL39A8qqZHl6wdnFFRdXSxqdkusK+61vgYB7r73O3v6CxeEhm82a54+e4hCMp1Pu3H3AwdEtivGEq6tLLpdLhBSsllu01szmC8qypqw7yrpiW5bozTZ4TKoEKRXrPrrnFa6fHh96vRfF/1wb9/5JjJVewOt8b1AshmLTz3KHmJkb3+RF/93XImC47ob6LqVPhr7Zbd18HDdxp/77P92R3DRGhliogzFTxKEsSoQOyjofWUzhd7ZNG4w+k+Slw4ZAoKXCy2jFJSKeNRg7Q5/U7WNH6/G0tr2Ob/fXKQTX9mI3HngskM67mBgeIjSkiJ1sTKXug/3E8Lv6905ys6N91Uu8VKqu+7BoTnD9d+LlEqeThOPjW7RtzfHt21Sbgl2q2Z/kzEcZR8cHjLMEneaRmeexSKrG0LYhWRktSVJN1XRUnaWTYMVA2kLLEOgp4v9nGrRwCGdwpsV2DbnOSIqMPJO0naBufCTfONCaNMvwsVMCSLQEbzG2YzxKUUnKo+en7MpwarXGstuVtG0X44mC8Hc0Dk4wWRZGZ20X3kctIrbl/UsbgRABKwsG2QmgsXHkWNYtCIv1INOKbVmR5oJUJlHgH0X3N4qYRwwZhS/hZ5/RdfInrcXeIjyeeAE77zGdwUSRdJKl5EUeBON5TmcNXvT2dEH4YawJ0SZFwa6uqLabcCiWgSHqfNCoIXwsXgF37xMuvHdBKqQ1SaqH+y4fFWRFFgwi2iZqOzuarmW5XvPiNOByOktBBsefqgldnFAKnaaMJmOSNAkyoRuHXyDyEq6NKCBGZsW4G6kVxtqQhBLdP9I0HHxFjGXy8doRUkbMLmClCIlKEtI8J0sKsqRApQkeT5JnJFkWus0kTEU8BAw3zxiNx+zt7QeegrExisohZXBQEiIcHhChG3Te0xkDInjkEsmEr3L9qYTVSZqiBOgkHZKVbxaSm2Msa4JThjUmdCtCIJRGyxASGszvHSYKCJUUAb+KxS6Y+GaDwn80GoXwznhD96alN/GwfjTXr/5rJ5PJS0zHxWIxYFc3O7o0TWmrIFTsu700SVF9rAJBWNg0DbttOHWk0VYrSXSwvzE2WFYpFfKMrKAsS6yx1G1Ioc7i7/UImjaMTbadwXh/Q9XvB/zPOUvXdmEWLa79I9u2w3TBmot4oYOnisXTtF3MiNNo6wIhIUZv6CTDfQZOD/GdiH+Kn/J5+LtegaZ0wmQagO47t4/xtgVTo1yLcoaDSYFylne/+32cM6Q+5DD93nd+QIpjLiHVCXkxYt0GvCqdQJqGwoUDUYfilgCqbdhdnpBnKXKU4+oK2oZZkTJZTNlWa7LcUlcdEk/TGjKlEEVCU7WslxvaXUl7cU5Z1wg8i705aT5i852nrLZQ5HB6dsHf//v/FC89xwcJXbRPeuPt2zx843Pcf/AaR8e3ac+uaC3Rz1OG9GalSFI1XOf9+LlsHa31TPZvoduG1WoLwpCPxtSd53K1o7va0llPMZ6Q5gVVYzC2w8YC534MO/vzZzz+yn/0SzRty/n5OW3TsCt3qGirVIwKsjRjuVzy4vyE4zvHHHGElY7dbsfF1SWNaTi7PCfJM7745Z/lX/+b3+YP/+iPmO0tSPOMXVlirWW13aGUCnuF90gtOb84Y7VeMp1MGU/G3Lp7i4evP6CpSwSC23fu4J3jH/zWP0IAeZbhPUz3FvzgRz/kO9//Hn/pN36Dtz73OdZliV2tab3FVFveff8DsixjutgDpTBAPh6TjZLA9G4a6qoeiqsQcjCJ74+IR8fHbLdbTt977zpVWmvyLGf/4CgaXJwBnv3DI5x3nF0tmU4n3L57n0kkm9w+eIPpaMGDBw/Y7Xb8v//u32Xb1LTWMJ3P+OrBz3F1dcmTZ894+wuf5+6du3hjOdw7IM9HwW5QhCbHOU/TtlytVhwdH/O5e1/g5OyUy6srqrrBObj/2gPyPH+l181P7tCGmedwpA640o1O4qUPuA4ujN/bd2vWOfDX48iexSfiqUEQxH1CipdOKzcZfMFgM9zQPT4WHuafYIAcv7bH0/rPP4239SNAbhS40PmJWPyCGNDhhiy4Hm/TEZuzQuKEux6v9rKG2IX1Rsgq4mZSSETXDd1X7HtjbI0cHtM1ZhnNnG90n2FQJALWJgU3TYmve6PQoYVkaxHHxCo4iXwW66Xn95OK2ct/4zx0NrCriskE6S3Kj6GrEbYhzROEMag0C4nOMsN2HeWuRijFeDRCJCF3zQuBiIa79C+hCxIiBYxzQa7AdpaOjlaEvLK+fwlJHwmtyUDYOMKNzELnaaN+TCiF0prOCKrGs91V5BakcGSpZG8xwgNV1wVZgg+jX+M82+2Oq6slu+2Oqq4H7C+MiX2UX4hrSzPCKNn50JkKofBSI5WnmExBBMKQTNLQ/QuBUAJjPa5u6VwQ3nuIndlLHNR4kv/3eSH82VdnW5w36ETSGehMSweITrCrtuCDv6r3ntPz06Av3W6p6sDovFou+eCHP2Q8mTBdLLi6ugo+sEqSthk9+zfRCUJK2q7DA9PJhLYL8qAsS8m6SESL7GIVw0GDmW89yGRkfP/btmW1WXF6ekpRjKibBocP8U9KBXwJhns8FK4OF0XUnnCQkSrAElJ4dJKglI78BEGSpEghscbGRjruG1JibbDVszZMmmzMpexMF5M3NG0XHIZa01G1DeeXF5RlSZIlKK3Y7na0rUZJEbx0m4bTkxOaumZ5dUVZVZi2xRoTxuMCdJbS1E0wk48Et4AZZwilh+f1qkX5P3XkOJQxf00Ld9Hh2RobQHVz7W5vnQs5Xjcc+o0xNF0X70VB19Q4axjlCUoSCRKgNXgvMDd+V9+p9QUsy4JGbbVa4b0folo+PXq8Saioqgpr7UDf7xMEemKJMQYtNEVRDDW8NR3gmE7nCAHbqkRrzWQyiXYvTWA5ao3w8eaIP1PeGMlKKcnyDCVVMO9UIWm4s4bOGtKgoydLkiiJ6Gn63VDQ7NBlEXVt4TEGOrhEyuDF5lycofWjByGxzuONjVlbPTPys9ut+u1SDJ/95OWRdNayXe7QSlAUGq1TskTi6gTfJhgRJAkkY1QxYzod4Yyh84p5lnD/cM663HK+usRLj8rARFNmEUKDcS2ME7h7qJDW064ttm5pNi0iA50CNowfZ5MxKsnwMpj3Gjytc5StYVN3XKw7DmYz9g/2eXTa8fSkRqdPGOWSIm2ZjVO++KU3Md5zennF5WrH05MrOgedh/fe/YAPP3rCvdffpnMSPV4gdBpGT4QxjhcKofokiODOb6zFygQpclpfglY8uPcGCMGuqsMGqsKUJc1yzi+u2FytycdTdJLcwM1u4pn/YWjSHj37eGAst67hYhlsoMrdjkePHnFycsLXf/4bHB0d8+6777Lb7UiLHBAY69g8fsQ/+1f/gr39fW7fucPJ6SnL9YptXaK05uj4mGI04ujoGGMtz188Jx8VvPHGa5yfX/DkyWNcxPqfPbug61ru371HURQ8P3kOPmzizjq25Y4syxmPUzpr2JUlv/O7v8u3vv0d7t5/wHQ6YzqfoXUQVau4wRtj6TpD02xo2+3gv5jmGc55WhPII/O9BXhBXTcopUlUSpXWJEk27HF5PiJJEpbrdTB2NsGC6+oq8AaklKxWG5QOETxKaVYri0CzXoa9dLqYkSaax08fYbqOarsLidlpwm//69/m/OyM8SjEPc3mU3xMZBdSMttf0HQhEaPc7Tg7O0Ukmtlixmg8QWnNar1iV+1e6XXzUwI+GRiMfihqHuv8ICh1sTPrMbYQnqlQOkFGpk7oEG5SxftOpu9mIq7Sd08v4W4vWzj1Ravv1Hq6fpqmQxG8+TU9/nYTM/v0qNRaiwyR1EPnaU0QVptIsffx5yZKg/d0MjIanYvu+NdBo9ePNcRFJEl6jWfRn8DCiU7H7uHlRACH9xKBjp3rywQKORTL0GGqvgvtgm7HS0InJgMt20WSCv1J8n/ftfJnXn8yhvbv/gqI3T1hBu+9pawafJ6Q6gyLwHqgNbjW8tqbn2Nvb595kbJdrzk9vaBqDVfrDZuqZLltaH04xSoVmIZJIgK2qzwjJcgSCcLhZAg9bC0kGlLA2eC673DD6dl5aDtLq1zErQSNgbYLuqJEOUY5dJ2h9IKm8aFrnM6o2oZdGXRQs/kMleaorOBitaXubOgiRcB8pM5ovQzYm7U4CV4oEA6BQ0hQQiFkAh7SYhwkCyYwPq0PXSjW4zuHEwYhFUmWX3t93mQr/0kY2p/jOjjYA8IeJCU0XcN6s+L8/Jwsz3j4+kOss1xcXtC0TRBTdy2I0FunWcrxrVt44PziIiQcaMXR8TGT6ZT+qHV5dQVAUYwQQnBxdsZuuwUXmYPWkBcZ08koRNDgaaoK8KRp0HqFA3OAXKqqDIddFWKQmqYlL0zoqqRifXEZ9VohxFWpEIm1vLqkbRryPGc8maJ1Eg/Ykt2uBB+wWyEkSoR4GSElTT+pOj1BShUSAIzBOodUmv2DAzpjaJqaIs8pipzOdFjrQsSO1BjbBpgCS6s0rm0G8lbXNJimotxuqXY7FtMJozzDti3OO6aTMdY5yu0Wi0drSdc2XMZxr05TrDWoRFNW5Ss3Rv/pHVo/8iOKewcBYkzZ9cHZwfcbeExhzopRuGmkxjqPaDt6nExKiRcyUmbVMNoRsahJzzD6g3BD94Ln/jH1mFMfEdPPmT+ddt2PEfsCebOwXUfHmGCmc8PBvm0bbNS/SSlxxg7J055gbxP0d9fyg/7xXf8+FYksIeHVdB396EjFiAWJDBsZMRVbAihkJA1oJ+PIsZcYiGHMICMxIFU6FnMfN7zeZV9FZ38bNINCoNMUcUOu8NmtAL4HBsgNVfJQ1PpiJpBakWcZVVVyfnaJdePw/jqBcVCWDXQt3/iVXyWRklR4nj56zO/+3h9Rb9b41SXbtuOqbskKyHJIM4lOJONEoAXIsiOTUGQRQNeGykLVgEyDSDq419R0KjBVfRw37poOpRKM0LRWUTZQ1oaiqsgzy/4c2q6jqmGzA5Eo5vtH+NWSs8sleTHm9p1b7B3eYnF4iz/89vd5/PwEEQ+C8/kCkWRcruvgG2q6YAjsQ/aUVOG9V0oiRY4koRAaYwyrXcCWw0HOI71F2BbRWaROGadFIIf4oCO9yTr6D6Ez69cbbwSW4dXVFau1pGpKTi9O+fBHH/LNb36TL33pS3zvu9/n0ZNPaLoWJzytaeO9lTKbz3jzc5/j0eNHvPveeyRZ8M38wttvc/fePd7/4YesVisePXpEmqa8/fbbbLYbPvzg/eAmrxN26xVL0/LVr36V27dvD5OicrsNhJFxiMJarwPZpKpKlssVu90uMo6hriryPBB+vIeTF6cUecF8uofSiiTRlLsdz54+pSgKsizjjbc+R5pmzGYLrLWcn10AkfEcJQbGWZCCbblju93y5NlTnHPkeR6MpvEURc6du3fYbjecnLxgb2+P/f39kMm32TCdjUh0yrOnHXWzo9quglYySRgXBXvzBeVux26zYbta0ux2TMcj9vcXPH/+HOsct28dU9U173/4ATpNmezNWW03XJ2syEcFaZ6TFoFoYl/xuBH+1NZX2Y9ZX6lIMXZSIFyP/YQPF3EBIRUqSWlNwB6UjF2XUwPLyBhLVZdB82G6KMZOI/ZzPeKcTqekaTo4gPQz6J6C30cuhAia6/DOm2zH/v977OzmhzGGyrqh8CVpQkIgg8QfMMR/0HeXN763F0XDNdUez6APC9lOJbnN8FyzhII4HayNQnIdipnWIb5DoDCmG2ywAu4o8TJ0AX1SuI9uLP014+Nj7uk2QgRSTpKkaPXqL6zwmvFSF9A7bgycxshs9Z8ubpFFhZCMJhOSLMMj49gtIcnHiCTD2I6mbnnyow85ef4Mg0YlOdJ7MqmZKIUVXbD28R7ROUghVYJFptEe1ltDKgTzRY5cW8qyI2rpY+q3pKwbto0JMhTn2ZYWrcDLjE5qSg/LqsFdweW6o6oFb71xjzzPeP/DJzha3nnvB9RNg5AaoVNQCWeXVzw7X3F+taQzluVqw8XlkmwerK6q2mIJYmxUAjrDuIDd9VpFEyck1gu81Iymc4jTk/hShoNjnJR0nQlsO6nA2j9TZ/YZXTUAvPPe98O4PsvY7jZcXV2w2ayo65KmqWm7hulsisfz5NkzvHHcvXsXEFwuV+zKLZc/XFKVVdB2xYL24vlzVqs1V6sVTRPIWgK4uLjAmJZpUXB0dMRrDx9QFAV5nnF4eEgxGnF+fk7T1Nw9OowyJdisN3xiHnH37l1+5md+hvfe+wEffPAhX/zil7h9+w5ZPkIpzXa9wXt4eP8hQgiaqqbrOqq6po1u+pPxJOi+0hCyqaUE74c9ZDwa0zQtq6slSZIwn80jaaTg/Pw8OIAYG+GfMHl6+vQZZbnj4uIcpTTT6XSAMs7PThEetIC9+YT7d+4wGY05PjwE6zBty/OnT3m8XfPzP/cV9hd7HN86CknZX/g8CBjP51ytlljbsDjY5+0vf4nvvfsOv/dHf0hTl+x2G8bzKVmeD84qr3L9FJZjPhQ0vB00YaHzieM8EUFnIV4uaLsSoTRJ7obRpBbhe/EBHPXO0znHZruhaxvqMuBUxXj6Y8UizwOlube16lcXg0L7gtY0zUvx7T378tMFrV/D7+kMbezClFKMJiOkCv6PzrnBO7JpmpAAMB4P33vTb7H/Ha4vaLFDbLuOXbkL2E98Xsb2ZsyBuQiexCdorVBZFmx/JHgfnCr6gtbjaM5112NYHxim/XOSAzYSAj778WeaZP8+rps/5Xp55PgyWvPj/953as57nPF4ISnGU1ItcUKB1CATkjxB4anXK7b1ju98710uzs+wIhS0YEGlmaSKbeOpWoPrQjUVFopEcDTKUA5Wy5p5nrA4LHCm4fIijG2Fogcp2dUN26pFyOCovCktSeqxKsUITeXBly0NLcsttEZxfPchRwdTnl+cs15v+N6774VRc5IjVQJSc3ZyztOTc1oXJhnL1Zrz80uKvTVpbqmdQOmMYjpDqASRZNSdwTTd9SGGXmsoEFIxGodUiP4+MSYUMK2ToLHsOrI+9HYgHYkb78aPl62XCVefDZ3/e+98j6IoeP3119mWW5bLy6Gg1U0gfszmU/Ii5+nJc7z13Ll3F+c9692W5XrJjz76mMlkyt5inyTL0EnKs+fP4x4RRoD9XnFxfkGiBbPRiDce3OeXf+mb3Llzh8PDw6Ez++ijj6iqivl8jhAiat9OuTg746033uCv/uW/QpZklJuKX/7mL/GFt3+G9XpDWZa88857gOCtNz9P07Q8e/6C9XrN+fk5xTiYGc+mM/I8MDgDKzzskzJCHePRmK7pWC2XHB4eMZ/OSZKU8XjCdrsL7GdjQvcYC9rV1RVVVbHerBiNRhweHgyH7/PTE0zbMp/OmM9n/NxXv8zRwQGff/MttusNzx8/wdY7Xjz+mG98/av8/Ne+PuxvWZ6htEJkGSenJ1ycv+DBaw/5S3/1ryCE43vf/2M22xXL9SroY7xldOuIYlS80uvmp2JonjCmsl1D3bTUdTPki0HosAJN3SOERCcGf+OkbYwNHY0QOOLpMoJuTduCDzN/pfRA6Wzb9hrbithSb0p8/dj60WA7vHE9gaTPL9rtdkPH1uvRlFJMp9OBrg+hwCkh8Dp2dXi2m83AyBEwyBDGoxECQdu01ySXro0GwZEEkgSRbNhQLFVds9vtuLy6Iq8qdmVJokPy9Wg0jhT7MCbo7atC92mpunYwFZUyWP2YeDo0pkMKQZYF5mWWh26uqmucF6QysJpynVBVdXBByLJBt/bqV3ygf5bvGEgPJo7XwPgQPtPZ8JqgVBg1jibouuWTR0+5ODuL5AlBpxStt9TW0yJBad588wHzxYwfvfshm7JEHOckAvTYRLePDKEtqOBSoTNNOhqjihHnn6w4X1laAA2th3VZ8+GjZ2zXJQY4unuXN966y607DxhPF3zvu9/i8YvnvPbW27TG8P1338NYjxeabd2xPTlnW7VInXH3+C6T2YIfffyY5+dLDh+8RTFdUKgMhwydnXZITxh9unBfSCXxVmKJLgxA1QRBbjCnjmGz1sdAzKCp8s5jsTemF9f35L979R31ZzOW/OLbXwiZZkXOvbu3+Y//0q9xenLKk6dPefDgIbPZJOD51vLmG6/TtC1CQtcEM13nLFmW8tWvfoW/9lf/k+B5aR3/8Df/ET/4wft0bRfJFAVaJ4wnY+7fuc1f/KWfD/uHTtDOB7y2bnGm487hEW3bcXJygrUGqRXjLOfN115nnBc8f/qMg719fvU/+hWm4wmb5YrVckVd10zyER7BdrXBGEsqFeOswM322DVLzs7OI14atKcBtlCDAXsr2sCKNYbZbE5ZVnz00UchANQYVldX1HUVD+seY8J1oKUM7vvOcXl+jmka9vYWTMYjLp7uqHZbHtw5Zn8+RgtHU2756Ic/wBmL7RqOD/f5+a99lTzVnJ08Y2+xIEszqu0aBKRFgbIdr9+/C97yO7/9r6g3K77x1S/z/o8+5OlzSVakpIlgb5ozGo9e6XXzEwtaTxNVWmNNG+In4livp7E6ZyMW5WJ3Zuk94XoSiZCBuACRBRlHT+E0EQqBkiF+xlpH09mhOPWRCjc/7zf83pS4bVu22y0mukb3Auz1eh3YTz0O5tyQqppl2fCzZDyJC1y8oDx1FWLVAzAb3OuVEiFaIQbm9ctGzUjfsQ6RLbH9b9qGuqkjKBqK3Gg0Ios4Wzglhu4qtORhQ7fGBk2K7WIibBhD2mhp09+U3oeUb5EESxtjLFKGzlgrHVxGRBswOZ18drT9cBXwZ9kE+6mkiWnoXipUoEFgnKeznkSCRJKmOSrJuLi84vzyimI8RiswKpI1LNjICDm6fcydO8f86P0n1G0JMkFpUIUiSfruT4VYHq2ilVGKSjPWpeBq7SlmQUdpjKdsDS/Or7BtwCene3vcf/0Nvva1n+PWrdv8/h/8Hp88ecEXvvwVhBR87/0fYW2HEJqmc1TlDi8USV6wf3DE3uEx3//BD+nOLumMCYecJMO4oHuDYK1mAwAWcWcRRfm9xyd05rpQhSUGrBcCWch7H8J5X3pnxJ9Aqb7RuX0GXdnNdff2bfog3HSxYG9/j4ODfaazGaPxmCIP1HvnHLduHYf0C3FtoqCUJM8zXn/9NX79P/41mqalqVt+53d/ByBi0n4Y6RVZzq2jI37x6z9PXVeslkuU8whr8caAsSymM6y1PP7oI5q2ZTQZk2rNrcMj8iRleXnFuBhxuH9I21rqXUm52dI0LWmEUeqywrkguUl1wmQ0Zlct2aw3jKItl/e9rvYmrAJNEwyA87zg8vKSy8vLKAg3lNtt8HLMc4QA0wY4IskUEhDesV2v2a7XTCchwsrbDtNUjIuU6ThHCY9pa06XVyRKUaQ589mU+WSC9I7N6or5ZIRME5q6jK91MCM4Ptjj4uqKH/7gPdIi542H91lvrthtV6AkWgtGWcKkeLVBRD+5oDmHd5EAkSTBQSN2MX0hSLM80FCj1klpjUeSicCw81LHm0FGpljvIDIAKgglQ3eDJEklxVgNhaofc/YpqX0RglAwR6PREDneF7T5fM5sNhuSXbMsizhWKHZFUQw42+As4gL+NB6PSBLNeDQKp9zYKW6326GACiDRgWavbhBJ+pGjd4FEo5QOxqezBbPZgslsPtiF9ZtFWZZst9sBQwvkl95I2Azelf3oMokZbhC1eM5RVSGzTUkVL/BA89fK4VSgwgupkZp+lvbv8RL6069+pBWVVPQj0U8vISVpntMTRawLTgsegUwyvBRYoHVghebwwRs4nbM8O8XYhs7tEEogtSQbzRiNUpaVoT25oLQdjXA8Pl0xzzRv7O8DnvNtTToZ8eWvH3O2uuBsfUVZVGiraLHIQvPw82+Chw8/+JjGOBrjyHTGdH/BVdnxnQ8+Ro4X3Nm1+HxEvjjgj3/wIW1neH5RkqQpd48OyIViIhRvff6LfP4LX+S7773Ps+cnfOVr32Cxf8BkMsdYz67aoJKU+WKfzjrKOhzoiiJlV9aUVUWapiiphlcXf40v/9jrOrz+/f/5G//yMiXkpc/6+/UzLGrbzTqM05UIdnhVhdaKhw/v07bBneXq8oqmbbj/8DWSNOXs7IJbx8f82q/9RZqm5fz8kjt37rBZrUizjMl4xP/pv/gv+Ct/6TdomkD6Mt01Nn3rYI+9YsSL1ZqLZ8+ZFyOmxzlFkgQ2t3NUxtCUJVfLK37w7rscHR3xC7/4i1jrqduWs9UJddWwt39IkY9YL1fsdhXOgVKaxXyPqq159vQ5eV4wny8YZSPGowlt07G8XGJtoNrnRREY41GCI6XEW49GIT3kOuXpo0ecnZ0GpneScPD6Aq0UXV2Ds7iuw7Ytpmnoupa2a3n9wX1++Zd/iaNJyurynLt37jKdTDhazLDGcLpZkSQF89mYUZYzKgquLi7ZbbeYrqGqPJdnJ3TR+F0oyXRcIITDurthP9eSg9mE5Xw8MLvL5SXdbvNKr5ufMnK8xpycVAgVXli4nrRLqULWXU+9J2iwlAoFzfY4TvyeaxsfPzD1e8xHxt+VpMEppC86/XgwSZKX/Bx7MkhP8uiLYABzA+ux78aklENX1QOTL40wCd1mIGRohBfYaD/T6+F6rExKiRIymn5edzsuWtZ4woG5L0JFUaC0Dnz7uPpk7LZpMZ3BWjPsF1KGKBPXR+CIa2LLTTlDf4Lr7XNQDB3mtfg9UrJlYD7GF/zPdJH8712f7s38wAP5KV2bCLlzniCLcN7hrQ1+lVLRm0Y7D14qpnv7lFXN8vwc4wILUSeKRComxZjp3hyZ5JiQEAtahXGfB6/SEFdjOvJRwnx/xmW1oWodvjZI2WC8RyaKg+NbCCF49uKKpmox/3/2/jzYtuwq70R/c65+7f60t783M5WNUlKqJYUQQjICmQIMYcsG7MCICGGDy6+octllF5RdVCGDo8BgIoqqsoWD5lnv2Q7K72HcYBuMBCrg0apXKpUpZd7+3tPts7vVzznfH3Oudc7NTKUadDOF6oyIfc89Z++92rnmmGOMb3xf3hD6IUHSpzaSWVYwXeUky4KoN2QwKVlkOVleUtQGAon0baOpEAHjtQ3OXbjEJ5++Rtko+sMRk/VNC+AwuHYSR8RtXG1EiC6tpFSDMWGXGBfu2tEieZ/l1Nxi0l36Z2B23EKT7k1z/BfMszd3F61tWhaeXYgWeYYf2p662j0vhWuijqKQJO2xXFjS3gcffJCmtgTXQRDQ1G1mB+65eJHzZ89R5DlNo8gcOGO5XDJOE4TW6LqmzguaqkI3Db5nm5YrrREO3IbWzKaHDHp9hv0BqzxnvliSrzIWiyVp0iOQAUVWWHmsxhAEIZPhBKM0RV5YjkM3j/iej1Z2kVRXVg1dCouGNn6IEFY/UQkP1TSgLelwU9cUWU7aS12kaTNPeRzbKFQYAt8jCkNL6lyV9JKYzfV1tjc3iT0Y9lKSOCIMfCqtUU2NVrZFwfMsw5EUbRuLrd/mTtIrCHz8MCB2Stfj4RAtDFoYRsMBa5OxvdZKoavyxYXtt+m5JE7xhUBJi8JTxqAbhW4a27xjjNMUMijTWMLc1PV6OLSiRWa1DNAKYXSnMC2lTVJKIWzT3nDYATza+tdxpwVHzqhDJbribovgaR1R64yEEF0E1UL7jzvMxWLJYn7IeDyml/Y6NpNWWHR6MMX3fXRjWwjCMMQPAgJ1rEcOx2rtlFkbrRwCTaOPldxtf5tNq4ZBSOSH7rxaphSbMtH6yKEJgaO4OgK6BEFAyzYgnKyMNtgeQOmDkAhHgWWL4Lbp/YU0086agudk2z/2SfdTdMG7XWRYh6a1IfJ9At9DOISoEAYvSnjd69/A7u3bCCSrw30WN6/SGEVRKx59xWv5qje9gSjxMDQY4XH98mX2nr5OXmkmBysGYcR6b41ceNyc5RzWksrvceX6gnk1o/QV/fGIN3/DNzFZ3+QNf2rK1aev8uv/4dcJhE8cpWyeXWPz7Dpr5y7SX9/gT//Z+1FK85GPfJRbt3eY1b9nIdiLirLOWGYFiwqevLpDnPa5dN9L+cMPfJRGfZh3nL7A6d6Y7VPrNEqzv7/vsh2SssjI85w0TRkM+uRF3fVAHWU/jl9Wfcc1NnAk3NctbJ65uHDP1nEE6h1R2t1fEO3u3qYsSm7f3u3EPOumoSorqyOmFFXToA08/olPkMQpFy5cZDQeW5IGT9JLEvesxiwXc3Zu3cKXFoEcRhGhL5FxyKIuuXH5MnvCsLj6FFJK1scjbly+zKc/+UkuXrrIZG3NZqeE4LWvfCWz+RwPwWg8QWjDbH/KE499guFwzHg4ZDVfMpvOuXntOov5kvliRZr22BhvEvkRF85eQDUNy5mVASqKgjB0LUj9Pp706PV7CAR5UWGUomwqlOcirto6l5c9+BCPvOxlDPo9ojAkSWLCIGA8eZSiyLl27WmHFg356Ec+woc++AGmt2/z5GMfZ7pzmyrPkIMhntZk8znL5YIrTz9F4AfcvnGTwLUqFYV1/M2Fi/R6PebLhS3JDBKruVdmpGnKvZcuWqaVquDM1309BD7/7v/7r/j0E08wjhPC6EVMOXZSJl0x+Bixrjm2ADRHk7WdgI+EJLumbI4RrJoWSt4i39rmaovGa2VcOt66YynGFqFzPFo5TjZ8vBm7nfhbmP/xNoDjfWoth2LbEqBc9HT8/8alX4WLMmxUeSd6sl0hHyEPXQ+fqyW2/zduX7bWZdVuu8brVsa5ja66wj3uXAxC2GbrNt3ZNLamZlzkY3vQZHcsts1AWuXlL2ycfGHmnFnr1D4rILybYO+kVLNvCXCp2JaKUhsQ0mN9YxOBYGN7m14cMfAktW6odM3m6bNsnjqDHwqUrkgGQ8I0RUmfRmsqLSkUrGqNryE0gqzW5AqWpWJRNsi+D0FIPBgznGzg+UOU9jl74R6EhkAEjDfXGG+uE/fHyDhltL5pJ8bdKUqGbJ+9ZVUrPJ+irJFRhpEB82VGmA5JooQoTpBKg/COnh+w40i0z9Kdl5dj16gbNN1lveMh7a7/HeP1+Lagg/ELc5RibEWUBG1wffdHkaMtoK5KjNbUUUWe5yxXK+q6oW4UXhBaTbOqwpeerec3Dflq5c5Id/XGuqrIs8wqSYuA+eGhLVn0Uuu4taJRDUtd4zsR1SLLyIuCPMuIo8im0qQkTlOSKKLf7xOGAXmeU5aW9qmVbtJa2xp4UZDnGUVeIJHkWW7rZG6hXeS544GVjhbvaMFglLGEy0pZoIhjGbJvGtCaNE3opSn91JZKDFaaqpfEBFIwGgwIfJ+0lzAe9EnCiMXhIdcvX0blK4SxhM+lsOQRy8WSPMupZIludCeR1b6KqrKYCmPlh2zhwM5rFmRja3haK9Jen6CXsDaecDgeuwXGiwjbL4rC3ZCCuirQVYUUATrwjiEA7YRpm4gN0pMgpE2HIFFGuubro4fGTuIenjRIYfBEm8O322wdy3G5mhaq30ZeYCe54yARu23ZFZPb77dRXbvdtpbWpjCDICBNewgslVYQBFT6SO3a8zxGxhAGIZPJ2Ir5eUGX7sxLC4eWUnbOCSE6AExZ1k4rqOpaGPKioKoqYunjIY71sWmkK2jbFKoFg9hiPu68pYtKQ9db5OhkjHSOLkAKzyZxTctQYimN7hT//FK0th7ZuGZwuqi3lQA1lqYGozSekFy87z5OnTmD74ekQcDFzQ0a01DqmiAN8GMfIxuapoB4jEgnhMMDAmPwBhvMsozHP3mFYa/H9tqEW9Oc24crSl9iIh+TjmiiEVf3V1T+imFvjQsPvIK/9tDrWC1WTHf38fsBXi/onE4hE3zP58KDr+TMfQ33P/J6AHzPp1FWjv7qtWtcvXKNumnIqobv+M7vYvv0GcrGKv7uXr1GFMVsnz5NXlYczhckaUraS5nP50ynewSh7XM6unx3RmStUxNdjuCYQ+sWc3a8ttW14+6unV5b5/pCVdEunjtv+RSlT1FWrLKMbLlid2eH6eGMxXLJ6TNnGI3HnD93jiRNuXXzBns7O0wPDkjTHutra7ahWSny5ZJsuWRzbY00Tvi3//qXmE6nfPM3fzNpknDh7CmazBJM7+7c5tr1a9x3/wNcunQJoxoOdnfYm05pVMN4bR0hBaPRgKpu+NjHPkYQhtxz7yWWq5yDgwPW1zbp94eUZcl8PsfzrC7k449/AiEkxgjLe6sgHgesT9Ycy75iOV9S1w2H/gwpLGo6TVNOnzpl74XWzOdz6qJEaoPUmjrPqXPDcmUVqhfTHeIoZHM0tDV5CWvDPufPbPGxD32A333/b/DG17+O01ub3Lp+A+O4MFsVdBCssqIbAxcvXWJ7a4uyrslnh3iRpd0SfoD0ffphSNJLkV6AEDUYmO3solTDa172Cl754ENcvXrVcj/eRXteh9ayfXe0V+5hveMhcA+MMa1EyrFIrn0MBG6it1yFNr1oEELfWWNxjBjHdc66Y3GrxeOR13HmkOciJz7+PvCsiO+40wwCH5EmBEFom8Zrix5rc9wqCF2nvneHAwXcZ7yjiOiOWoSNpLSxLPLCNuA5p0fnAI+i0KPzPf6SrseP1mG2U027cm+jOWGPuYtmHEil1WhrP/tC2Oc/Ad553dqVXxtNG8fs0iYMtCO1FMI69/FkQhIEJIMhymh806ClphEWMSl8WNs+Y+HzZYPKchZlSVUqlAgolWCW1RRaYIIYHOLxzMX7WD91iqg3RAQx2gswXogXpkTaY9AIGl/TeMataAWN8NFGQhDjeYaeb/tvWueQGihqTdXYHkRtDIPRhLTXR2c5CKsFKD23kDHmjudDdVmDlqfTbdvcqUHdRiimc3Qum9JG6wI6GizhdcfY/ePYXY5itBfItC1DhEGIauw8EUcx62trJElCUVYkSUrgW6aNpnbI0NCSU4dhYEl5qxKM3VYax+impigMw0EfiSH0fZuiG47QUUTjCbzAQ2PY3NhgPBxS1hVVU+P7npWYMhqj7II/ywt296cW3NHrddFZWVVo4xiL/MDerxqyLD+63kYgjCA2toTRPsOq0QR1w7EVCC0aU2AzFaEfkEQRaEVVFPhJgieFpaTSilJCIAVJFNp6cuAzHg6YjIbMDw5YOdTj1PeJohht2tQ2hFGCHwT279pK5lSNIq/q7pkLAqs3J/2gEwzNi5Lp9BDtENpaaYzSVmUkCBmPxqRxeVeHzfM3VicpQZYfm0CPalZGSrS2dSLdWHZng1VgbgvTbcqio6KSNmT3hYMd04BRmMaG6lo1zjllR02hx8JdOKqRPZs38chJtb+3cP02+mlTlneSLNv9xHFENOx129eqQSpF6NmBJl1UJIzpWKzb42jzzDan75QF7NHheT5JmhJqTeCirlo1DsihCWSAhwWi2Hpf1XFTtqCXNoq019JGaEJKl8rU1I2Nfz3f4AlbtG4dpjIGlP3MUWT7xRxCz2fic3Bqx2pn7f8E+NK2J7QgnCAIKJqGsqoJHVK0VlZ6Jy8KPCE5deY0ulYcriqrMC3ABKDxiKMEP/B43Zu+jipfcfmxj3PryhX+4y/+KzxtOL12lqLIeWpvTtDrka6PLb1QEPCNb/9L3P/QSwmSPggPVRqWtWY2mxMHIf3JNgf5jIN8zubGGkm/x2KxsJkAbVPKfuChlXYs7hH9fo+LvTXO3/vS7jrUTcNskZGkKXHSI077Xc23qirQijxbkecZQkAQeI7dXN+RCgdHJefqXkepfu2cm3Nq2umgCQlIhOeeWek7P3Z090SXP3lhbDWfo5QmED6N9PCRnD99hsn6GuPJGr1enw999CPcvHmTJx//JMbAVzz6KNubG7zqkVdQFAU3btxgledUZcXmxhantra4deMGq9WKN3/1G4nCiMCzWZp0OyXwPeLQtwwqja1R6aZmmWUUVYkfBdZRCcEqy7h+/ToH00OeunKF8xcu0h8OLcONlOwd7FPXtu9zOB5z4/otVKNplM3ioI/m0iED0tjSu/m+T7PW2CxTYe/7dH/fpijLykroeJJBmjJIYvb391gcHtI7e5oojGjKgqauCVAQBawN+wwGfSaTMaYsqFZLIgx7/YRb129w7fJVzp45BwIuX7mC9Hw2treZrK2xsXmasirJioL92YJFUbO+sUHa6xH0h4RBiJ9EKNVwOJ9TFQWrxZzhcMBkPCYOAgI/tjLvwnDvhXuOAdrujj2vQ5NutWntzrqGNkdM8EpZdB8IdNAiqY4kZey3j9UD3G/aRStaNRitHGoLfF/dEYm11kYcxwmIW/2y4yCRZ5IUN03T9Ykdr7+1K//jtbT2O20kFgSBbV1w0V0r1mmUAYe4PO4gzdHBdsd93HEqZWtxLYGz71KO7Xlp7dCd0rvj5h/txyCk6nLWlvj5uNs4krCxqEZ5R0QWhCEtUvXu2zNdmenSWndW854NSpCeRCsw5oh9xbgoRUofX0q0q0XUdYOWksDzLFw/lG52N1SioTHKQvyVoRE+xo+ZbJ5BEvDIa1/P6nDG/PYupfGoCbh48T7uefAB5qqhloJkMKHUAoOHMNaRWsChhxY+Gg8ZJkQeKBlQNFBpSWM8q8aAsMwxwhAmVmCyrJ1jMViKLaTlRtUaWVUgBHVTd1epAw21167zUVYKRrqISh4P3g0I199o2rRjdy3by24dmnARsZVycn/TOFlvtzR5gQAhAINe32Yb1ixHYhhG9Ad9RuMxSZoShSGT0RjVKHw/QAjJqVPb9PsDDvb3kVIyGY9ZLpaUecF8dkiR5xitSePYzlFaEUYxfuAT+h5GK1bzFYFnUYF+4GN8SaAbtDCMxxPKuuL23i7aGM6cO0uYxOxNpyAE09kh0guQXsBiOWO5XKGU6IQulbKgrzhKGA1HrvzROJb92I4TpdHKZlGSOLERatUQhgG9NMU4TliBAaMZpD2SKCIOAzwhGPRSjNaMhraE8oE//EO2Nje4//77qPKMJPA5d+Y0G5Mxn3z8SQ4P50ynh0jpsbm5TdLrcfbCBbQ27B1MbX+u5yF825NZaYMpK5rpjDAM2PTWbGZASIQfEMYpdaPY3z8gXy2pioJzZ88w7PdpKgvOG97FcfP8KcdnpMKOp+i00qimoXYTNS0PotbWCWr7AFtko7DKre497dIgKIUxDXVd2ZVmXaGDI5qp47Wy1kEd50w8Ho21q5020jkO/GiFO1tmkOOoyRaxKOWdAIQgCMAYKy7qVksdfN9iMGhpqBql7IB1DryVS28dcNvNn5cF7QQipU8YCULpWU59F/lpbaVtgiC0aq8cpUgtMbSyWmjyeA/ckf+0K3WJJ30nUyE7YmKkJE6eUXN5Aaxb1DgQUOd/zXFHfBSp2TSNJYE2lT4qtLuUm+97hEGIUBrdNBQuQvNcDj9MY7SERmqqOqOqc+rKQKOwnK4hpy49wOlz93LP+ft44uOP8Yv/z/dQKkklYl7x6Jv4c9/x7cybikw13Dw8ZHdRMAqHSCEoS4VnBLEfoWRAbSR+OmQQTyjLkqyoqRsBxicIe93Y96SkH8aURcFisbDkBA78JF3aRmtNUa8wxtaB7W2TjlfSKS0gumuhauvQFBwDKoEWwqX37YKnrb0cpRytphvue0JKhFtoCWMQ0kN6/jGndiQB9EJEatsb24RxxPr2NqvVilvXrxOEVmlZGav4cWp7m7XJhP5wSBAGxHFKluc8+eSTrK+t88pHXsmtW7c4PJhy88Y15rMZL3vpy9nc2GS5WKCqkrXRiCgMiEOf1XzFzctPMRwM2NjcxIsju1BBIX3JeGOdqq55+tpVNPDq172W27dvczCbU9UNV29cZ319k7XJBrv7e9y8tcP62hZSeuR1BRr8wGc0GfPwwy+jyAum00Mm6wP6/T7ZKqMsym6RPllbR0pJGlkwxWQ4JFutODzYt3Oj0Wyur9PvpZT5EtXUbK+vEwQeW5trXH7qKd7z/34PL7nvPvTXf52V7AoDXnLxIYbDAVWm+HR9mSc+/SmCMOTrv+G/YPvUKR548EEe/9ST/Mqv/hrjyRobW5t4cY94OCSvKxbLFavVjs1MJSlRECD8kMAPSdI++zu3uX3jOo8/9nGuX73Kt3zTN/GSe+9lsVigGsX51929cfO8M1ue5+QOrlk3tWtc9iir2jkj47TMbG5XCmGJZIWgru9E9dkJ21I3GWHBIMIcAyjYfEnnmOAo+oKjSR3uTDse70lrARzH0XFAV5NrGfvbXrY2tRdFEavlnGw1P6qRaZu3txGVJsuzrg6FwUWkLo2pj5jYOe58tbYtDkVBWVUss6yTjWmPLs9y2/rgzqssLQoqiiLqqnbIOAkEXRR3HNlp05JHvXnthGMECE92zrd1FEmSWG7OF9FMW5p57ncB0zmxti7U1s486dnFhHMEnhB4TgZOK02ja8pKESQRUT8hkBAFPqsio3a8dZFvG1MNFbXxWd8+xzf/uW+jyHOWyxUX7n2AooGsMuTakI7WiKUFOCkjCeK+3acSaCGpDNRG0GhBXmuqSuF5IZ6QiMCqrS+Wc3zpIWSIRuKFsYXPt/VnDGEUIzBkWXYMvONS6UqhdNO6oy5D0lQaCywW7vq0P61obrfQcSv64+G6baURDjTgIY1AS43X7lVIS9Kscb34Dn77AuSsB4OBrXk7mqi1yRpVXVOVtX2m3NxjgoDbt28hhODee+6zVE++z2Ix5wN/9IccHEy5feuWvSYIPCHwXW1JgO07axrKPEcIWN/csDIxwvZd6crNcXEM0ipBnL94gaIsuXXrJrPFgvHaxBGxRxRFxc7eHoPRiDBJKbKaumlY31hHK0NZ16zyjMP5DKPBDwPm8zmHiz0LeFMaX3r4vkcchEghWC4WRGFI5Flqu8D3SeOYJElI4pDQ9xn3E6QwLBczm1rWmq2NDd7+9j/P+tqYSxfOcfPGDa5du83asE8/idnc2KRp4HDRapQJ6kaxKiqyvKIoa4RnCa8VgkVesMoz6trOp1EEeVlTVYpsMScMfAZpwmyxZH//kLrS+F7Ihz/8MS4/dYU0jpFS8tV3cdw8r0PLssxCOOuaxlGs1I1HVTcIbbnlPN8n6CIeSRBGKG2o67JLEXUoRwFaC4zEIhyPYafsKlE4PTXZgTqOR4lAN4kfB4y0f28pp575+ZZB5Dg4pK3LWPLlkIOyYHd31/aX+T4CWzdrGuVE67LOiRpjEXY2YlNWTFPasxHSOTQpXTQFtWrIioL5YmlXmU7yxvM8smxFU1bddsuyIAytFlJVVy5N6d/hwI6n4Oz5HHNowsr50K66nRMEW3tLkpQkubsEoc9vn8tk6ORyWvBM59CEncSwbRC+55r9jYtwG0VRNhwuGgaeJAnGhIEPxBzmOVnZsH1qRC+JMVlGrQSF8Vg/fYHXv+6ryLKM6XSKn0RklWZVanJtmGxs4EUht3cPMAqSpI9QQGl7LysDtRZUSrCqNGWpGPQSgjBEBgmqaZivCnzPI4xSJBI/TFy0qmnqCqUaRwAgyPP8WeAd5ZC76lj91hiDrtsI3d5/X7oMhBQumjt+5c0dKEjHZe0iQA/PgHTRu3Vd0gK4ZAt0ekZN7i7aoG9Jlk2jCKTH2toah4czlosVyiE2Pd8uPm9ev4FSiksX7rFCur7P4XTKxz78EfIsY7lYsrmxyfpkzS6AhG1AFkIgjEY3NU1VEgQeG9ubtpm/rlGqQauaIE4IfZ9S1UghuXTPJQ7nc37rt3+bWmkm6+skSY/eYMgTT3yK21evc+bsBQaDMZ/85JMUVWWFRBvFzRs7yNWK/emUOIpJk5TdvV129250c1c/tT1lUWCd7vRgShJH9JLY9tD5AePxmI31dYyqQSs210YEgcfNm1bDTGjF9tYmr/+qr0ToBlPmHO7vcniwR765hhoN2N7aJooG3N47tKhwI6hq5VhoSvKiAi8gHY7Jy4LlKme+WFDVFrCkhGRVNhil2Lm1Qy+JEetrzGZL9vanVLXC92M++IEPk2cZ9166SHqX557ndWjD4RCjNetr65R5RpktCbyWgsUirYQTMtPaVkcs75ywjOI2TU0HH3bWAhs8KZA4JV6jMdopOh+rVx0HhbSpx7ZPrY2y4AjV2HKbtdHdcZHP49FcG7W1r7q2E0rL6o9zXlEY2VW0tp37YWAF6+rKaZsJQRgGeH5AUdrUZlnaGojCijtGbdSqNH5gRU8t76MkSVNMJwBq+SItvVHSgULac2j719pzOM6aghCWOUNrjOMCbB1uW+eU0utAJl/KZtrzwJ6/rTGZLv1WliWlLkj8AF969KIIozWrcokfBGxsrqElHB7OqYSiFtqCLPo9FlnBKstJjEBqwXhtiwA4mFmNqzDpUeiGcrFC9lN6Uch8VdCscspGIxBUjcIzEl/6GKNQjaKsFQWGpDekP5AUec4qL230hGAwXnPKFJ5tuHfE0tKhDD3PZzqboxorXyOlTxDY+20jNoXStWN+L526uaSpNUa7yEyAcnyinifdogzalKMwx1OOLXuoQHo+UupO4NZp5yCFtPyI7YIT2xf1QtTRrIimtcoBM6T0GI1GrPKMoixYLZbUdc3aZALAcjmnqmp2bt0mz/MudR/HMcPBgMlkzOH0gOV8xnKxxJOSlz/8cuIoolEN81nG45+4xXAwYH19nSiJOyBXUVV8/JOfoChLHnz4YeI45pFXvYr5Ysm1mzsgoSgLRpMJDzwUESd9fD/i3vvuI88Lbl6/jdKKydoEISR7+wcoBzyp6oy6zojj2EWHx9iAhAXTBUFAL+1hlKIuC/Is51BMqascoxqGvYTAT/CEReb2kh5B4DHf26XIlhwe7DE/PKSXJERhSOD7DAcj/GDAwy99GcvVkt39KYfzFcuyZmdvDz+MCKKYKE5YlRVl3eAFEZEfYowly7h246Zd/BjDKi+4dvM2Shm2T53mRtWwXCw5c+YsvvTYWFsjPKaEcjfseWe2NE2pq4p+f4AvJZ5RCGOrMg2upobs6iHGYGXDpUeUhghLxHcEJz6WPhTCpkWksErCNlGmO+2f1kE906G1KUHPszD5FqyBPYSuT+14X9rxGttxEEfr+LTSXY0tCiOCMHD1Bgh8HxCI2BIoJ3FMXTcUXuG+d0R4XJTFsT43ifEkvmd5H7WBOG5Z0j1amLUfRgg/ACEsBFtrgsBuzw98jgNWaFfl+qjQ315PgyWTFhpa6Qjtam5N49SQEZ1a9gtibTbZtBgNccffzTM/ePyr2t0/0Ubc2mESrNSPqmv8CEQAQeB37PK+79EbjVjmK+aLQyqhqaVhvD4hSiMO9nZpqgoRRkSex2AwxFQVy9mCIAgsZVq2ZFWUDMY2bTSdzSjq2hIlC8/K/iDwhaPh0lYKqBLQ68UkcUKeF1S1Xdz5nkc/7Vk30Ci0sU28nrBM6J4QCOGxWmVUZcFw0HPpVNssXJalS0sqqqqkyPNubDS1a9p3Ds10Y9zrIjTbYebq1sY4YJYr5Av3jjFO+NUyswutENoK8SKe2ZR/9yO0qixdCUKS5zkH+/sMh2Mm6wPKqsRoQ1kUlGVJv9932Y6MVZYxOzx07DniDqeWpimL2Zwiz5nuTwl8nwfuu98iC+uGxXzO05/+NFtb25ZHMQyIpEdd1ZRlxbWr11isVly89z6Go5gLFy6wf3DI7nRGXSuKoiTtpYxGE6rG1vk2t7aoyppbN3bQxpD2elYUdLYgW62YzWYEAQSB6Lha73Box5DOLX1VVRiqsmChFXWZo1VNU1cYHSGxwJMkiRDGkM1nzGZTbt+6TpFnJJGluPI9m63xAsnZc2c5nM95+sYNGr2i0JpFljkRWbsAt5kmC8DxpaSqLRfm3sGUwJMM0oSmrlkUcwZxzHiyxt7OLgjB2sYGg7RHL07uoAq8G/a8Dq08uE1xeEg23aEuS1RZEQY+YRQiVEhjhMvta0vb4FbUUnr4wlA3NcVqaSdvIfAjS8sipOmiCiMEeAEaQ9PUtrjvUknHI5C6rm2uu6psvSwILZdiEHbpJoNFAYZhROjQiWVe4mFZ1APP1tCkFjSmoao1npFIX+CLCClD4rBPFIVOVl2hZYjnewzH467G1WhjJU2CgCj2LclpVdI4lGMURrZ/yK1k80Vu/45vl8UapzYsEYFP2ydkjCFxk362ymnqhiSIQEO5KjCNwlOAUmihqBvrIP0gAgyNbgjCiDQZ2ObtsqHRNuWLkCghubG3TzC7uwShrfnqzpX88bqZ5jObMNAOe4OwTrrLeAniIML4TkEBySwv7BgIQxppWJZ7KKNIYkOMBUgE5QrR5AwxGN/DRyOUIXPX3aQBjRBUNKjIJwr6KNVQLpekxhA7tB9ofG0l6k1bUwo0sfAI8PBWc1S+om9q0gCksDRvsmhcitHWjn2pEdi0vVYNWml6kSTxQ4Ru0KqyqcimxtOWraZuamStCY2EWmNqhaczPBpoTFf3si9HfSZbImwLOmlRkbYUbN+TQWNTjZFt/ZCxh1ECjAdoLCOrcHpwx9XG756t5jlKabLcOq35cslsmnHl2m0Wq4y8LDh7/jzbG2eRvoXTf/AjH6EoCnTQZ57NePrpK6RxwnAw4NZhxrKx2mVVUfLKV7yCyXjMvFIs6gVlUYCWXLr3ZayWKz7wgU9w5tw5Tp0+hR8ECCl53aveQNM0zHeXTG/PqbUhSVNe98ijfPQjH+M//+avc+9993Px4j1cv3qF/YNDPC9ACI/TW2coipJPPfk0VVU5sgWFlAFh4JNEPpPhmkVyDgd4nuTmresEnsf999+DlIIbu0+DbkA3zJYVqqk4fXqTyWjIrLjOshLMZ1OMUiyyAGM0tSthbJ1dR7KOANen57OT7zEvSnaX+yg0X/2nXklWFHz68lWyOqNqDrhx65OUzSGjtTUmgyHC9dTOZ1PquiaKYwQ+lRBo0VCSk6YJ4daAe/oPceblF0miCN+T1FXdBQp3y57XodXFiqbIaIrc9mSoBnzvqCdLSts8p6Ft3PRdGkUYu3JVTdl9VgqN77UyFQ79KBz7AwLlJnNbbxOODNn9zRgara3TMIYA7APreba4LnSnJyQQ+H5AVZQ09ZH0huzSKG0viE2TOhZGJ3MT4skITOUefoE0kiC0ZMcqz21qD+HUtQOqqurIi+1hyY7ZQ2ttZV5Ei0o8Qkd6nuzmhjaNaNk/rMacUQZPehbyrxqHbHJNssZeEyMNnlOg1kojjDt3l0rVxtjrKS1ELi8ryvrO+uPdMmk+y8T3HG93fzLHgEBdz4f9XT4DpVm19VTPNsTqpkAIsCw7bhuqAQUhuEnZbrjR7ru+AyKhwZd4WLVg3TR2rHUrZrAafvbTDm1gewkR0FQW6YpxQAonl6S6k3BIxGMRk7ZtK4HnUpJNYxGvTY1WCulAEChXt8bJNBmFpEJwxJ7jaAucQ/OsoBwSg2Vqty0kbaBmsxzGCIwPWioEEtNojNC2NcUzWASNBt0W5V6IlGNlyYNXGWVVUxU1tdZUWjNfrVgVBdtnLxCECV4Y0hjJwXRhhT8nY8rGsDedMx4J4nTAqqhoDEznK+qyJEx79IYjVg5VWFclcRAy6Y9ZrUoOD5eMxgVF3hAoiR8IRoMJ2hj29p6wTD+1Qm74rA3X8PDYu73P5vopqq2K+cGcg519wsiSNWyfOYvAs1yUrglcKQ1G4AmfMIiIwpg4tPpsAkORF+jQI0kitK6ZTmdIaQh9QVmvKIoMZQbIoMeqmKFVQ55Z9GxV2TYEG/EPmazZvrEoCGgbZ2pTkKsVRbNASo+t05dYZhmXb1zGDzRhKFBNwXy+z2DUJwwESAcm0jVa1QgRgtQo06BRGA+MLzChpJ+MGHmWWxNjWK1Wz8I+fLHteR3aKrMrIY1xqriGWjV4VdXpKwlh4dhWXsiAbyfaVbZCKd3VgIIgOOrlclFdrUpXJ5IdiEHWBlU5ypVjNTDlesmON1S3qTjTASpKFotFpzDbMSq49EOHgnT1GT8IHNw3pmkMTa27lGGe506+RtrPBUfoyeNw/zAM72jWVkqR57mtbzg9NDuAPaIwcmKefndNVtmKRjWEkSVNjaIIYzSNlFQC6qpwRM1WtNBw1Krg47v8tXZ1GJvKtK0FR03fwvNsHURKxuPxi45y/MLsGbWbL3Yp53Pd3vHPfLGOQdjFhnCyPm3KSbas+r6HJ8Bo38HxBdoIjJZgfDAWYGVoMR+O5qwtXduVFVrb9GTjFqG4+p3F/duxixA0TW39opJWXRUfY7RDUspuQrybdvPmTVu6iGOLohaC4XBIbzTiiU99ip3dPT7y4Q8TpSkPv+zlCM8jd1R9MvDJsszWvtoWCWPbPwLfxxOCJ598kquXr5CtbN/Z5uYGcRhRLHPSJOG1X/EVdn+9Hrd3bjObz3n68tPkRcFwNCKMIgbDEatsxR/+/u9z4/o1BsM+H//4x/jd3/s9bFba45577iNOYqYHB1YtPInYPr3NI4+8ik889gn+839+L0m8Tb/fB6yQ8Ww2BQybm1sEgcfVK9fQpqGucybjIWfOnGK1nLNczLh29QZPPvkp+nFE4HsETnsyiSO0asiWC7JlQVU0tl8tsnU6z3NodQRBaBlBnr5ylaIsUUpz7twFvuL1b0QZuxZb5SVlVTOfz2mahq3NbdsrKixvY1HkJHHMmdOnWK2WPPnkk2xurjEeDSnLoqsX3m1A0fM6tHaitg+YQAnRRR1db5H7qd3T00YgSuuu+Ve2TcJdtGVrJG3Dc920vUceAoNy9ZKu8dn18bQKtXZ/R83KRmvqZ4A8WmfSwu4FwtWSjJMkcceon40ctD0+7mUExsWQiJZuy04Y8jkAJwgXgZq2Z0+jjUIa2wQtZdtY7q6xozLyA0fHKiVtj5vR7THac2mP4/j+ju+3ffAtEo4ObYkxKGOlL1pgyJ88E8/76xd781/Id575qLZvt4HqZ2pVaMe6cT+FtJRIUliGfenuYQeAcv8YIbCCd07NwdCBNgxHz1tXszTHXh1Qqx3/9jmxE7+yNTitMFqglXARpUSKYwz8d9FaYd7+YAgIZGmd/XHar6qs0MAqWzn+Ujv+89xmlAI/6BaecRSRJAm+kKi6YblYsDCGfLkijiM2NtbtItH3CePIMt0LQVmW5EVBlmXc3tlhlWX4YYgRgqAs0UVBUU7J85zRaEheFFZoM+kRRpZd3vMklStJjEZDRqMRvV5K2kvo9RKiKOx6Q9se36PyjSQvMjxpG62jKEZK382pHkVRsVgs8VzKPUgiW/LxAxQCT/qARClN416eMm7hq++YJ5UpaZSm1+vT79veuFoZqkaRFTZAsBqRhiAM8Hzfkgy0LTbSBg2rTNiAoraMSI2jrLNEGy+iQ9OuwJimqaXeEYV1DEZ3hX4DKAxlXVnH4ZyfRed4BK7WYR9KgVLGaj0hKMvKkfZafi8/CPAEjhrLWvtd4x4+rWzTUVXY/iwbuiuqvI3q2hQLNqVphOXuM4rFcoXhCDiitSaOIora6Vr5oT1nY5Cehx8GJKmF9ad9Kx1e1zY3bbXTHFDF9/GNtjBtpSzjtJQEbrDIykcK6RgNLIDDIt3ssdR1TQuIKaV19nVlxfjyPLP1QYdq9HwbxVm9OdtwG0aRq5uANoIsz7vBK33LTLHMcrQxjEdrd7Q1nNgXxz6TM/tsn7UZvHZh4oPUeJ5BSOtchJYORazwPK8jsNVtC4fSYOpujChlulqjrdnZNJHRYN2ec3jGtXegQSsnpNrYNGMj3Cc1xlg+SaltSl54L0wN7fbt26ytrfHKV58hzwvUDc21mzd56soVPNc7unH6FEmvx43rN2yv19o6y+WSxx7/BEIIzp45zfbmNhcuXGBtPGQwGLCYHbJarfjd3/kdDg4OUFXFxvo6G69/PVsbm9xz4RLL5ZL9/X1u3rzJ7u6urRNJwd7+PsvVirXNDcq64qkrVyjKisVywblzF/jqN72JRln0X38wxA8invzUp5lOD7lx4xZxnPKmr/9aVlnGY499DOl7fNOf+UZmB1PmB1M8YefL0bYlFF6uZmjdEHgw3lznK1//OubzKdevXSbPVxRZjlIC34tJkyG9NOXU9iZpmrA2HqKVJpsvkFISBgG+5+P5HoFr81ne3mP3cMrh4QyEZGv7FOtr67zu0Qe4dXuHD374o9Ra0+h2ESNJ+gPiIKBRhqqpKKvcjlNh9SMXqxVCCCaTEcIT5EWOdAsFLwru+tD57PIxbsL2HKfeUTRzZ3+Y7lZ4BoMVwBTySACzXRkKbbBs8S1DfxslgRAa6Qn80OuQWO2qy5roShnWmThnp42rW8mj9KYf4EnP0UxZ3kPPs7BkbTRS23PxgwA/CADhViqumdutlqU4Tv/1HNfHRXRdiUfgeukExtXIPKURHVrvTvouC3yxvT6Cli1Eu9WQY0Vx27RaaUcCq0K0hM+u+O+uhWnuLLy29TmtLQowCO8udPZzthcGAf4Fmju4z+cYu5Dsjh/PjtTa99ptG3dfhe4WKcIIB80/QggLQGiNkgKpHWGBDMFItFTuObDAD6s3Y/dh05B2cWrr1toCs1wt2B6cHcdCW+cptbCZSOUcm1AII+3rBbhne3t7NE3DlStXLMflbI4xhtF4TBgnhFGEwUZyOzs71qFtbpH2Ui6cP4/0PJIkYTwaMRoNGY8njEdDkjgiz3PW1tdRTcNsOkVrzXKxoJf0qJuG+XzB9Rs32N3Z5eDggMFogB8E7hkXHM5mCCmYL1b2mkmblWlUQ38wpDcYUNeKqm5szyCaKI6I4hCEwfMl/UEPz/MJwwhd15i6IY7DTrHeGEVZlICmN+oThpGd74SHlD5JnBL5AdlqSVnUlGVN4NcO8CPx/AjfA5O6TNexrI5NV9vFv+cFpL0Bvuezvr5Jr9/voj/fD0HbJu1G21JSkRdQVlZKx2UTwCKP27YpKS1bku/b1GZdVRijSfzYkUTcPfssEZq9gX4UojB4rtlQNcoyNkhp8+wuhaeNQTsn4IeRheB7nqsj1QhtL2gUx/bvjcaTFUVRduk/PwqZjIddStEewhG7fftwx3Hc1ee0tgOmdWhJFJPEcXcDj9NltbW21qIootfrsZwvWc1XbjAd45G0aPmOS69pqiNHpo/ERNv0rD0+OmelHapMCKvJfbzWZoxhOBzg+56VhG8asmxpGS+O8U9aL+45eLegbixCL4yOsbRIDy+KEE1DrSqkFATSww9DPN8nK0qE1gxHA0aj8Rd5GH2B9iXrzOAIrfOFffuZzux5P9OmmW1BFKE8pLG1KmOMY3wxaOW7FPaRKrnAA6NcXcyg6sahfl2kprEpdqUR0qaWaMdqq1yATUFq3Vhnp6BBYajR2vaJSuVYQ6R8QW7bBz/4QXzf548++AF6vT6bW9s8+PDD/Ok//actlZiB//y+9/Hkpz7FJz/9aQyCt3zd13L27Fn+zDf/GaCVv8pZZUu2N7dYX1uzTEaAUJpbN27w+7/3e9R1xUc+9GF2tnfwZcATTzzB7/7u77r5RDKcD21PWhSSCnjsE5+gUQ1BGDIaj7nvvpcgpOSJTz3Ba1/3Oh548H7+r9/6bT71qaeYLxZorTlz7hS+H3DtxlX6/QGPvv61zA7n3Lhxi83NDU5tbCEc/+3NG9dZLRfMpjPC0OeBl9xHv5eyu3MARjMZbzDo9xj0U3Z39rh9e4+mspyQSTygaSRrEyu51B+mDtymUS4bVFW2VzeI+kzWYy4NR/R6fe67/36KsuITTzxJ3RjuuedeGm2oteZgOmO+XPLUU5eZLxcMRyPiJOHcuTMo1bA33yOOI8IwIE1jkl5KHEcEgc/1a1fJVivOnTvrgoe7Z8/r0I7yn7bfqtGqIyKWTsSzBXMI6SE5AnFoZSG+wqXQTEuf4wrRbZ7XAKGTKbDsHZbMFePqcsCzEzpYbKJw0uXS1Q+OfVppg+fZ1YNd/dqCuHW89gEW7nNtX5H0PHcusquFKa0RqnFpUdtaIB2biU0V4YogdE5ddTVG58Bc0V54wtUhWrYSD200jTpSZm5Ttn7go7VEenY931Ju2SO31TStDQhtxfbscvqI79G4lGtjdcWaprZpyMbK15/YF9+6UXpsxn+mqKo49jkbfYnu/zjUryUIbtGFBolna2PCrr5l59BaJKhBNMqSGwgLCNLCIWK1wSgr1WRosBQnR4tE2+8puu1YlpbGHam09V8tOimUtof0btv6xjqWeShgOBqytb1Ff2DZQ1ry7nNnzyJ9n6KuaZRic32D8XDUETX7nsQYTVnY3r1slREqhZSC8XgMRnPPPZcoixLfNS/v7O4wXyxACMI4Iooi2/qS50zW10AI9qYH1E3DcDQkSVOqpsbzDb4nyfKM/YM9sjxD6ZootmTgvV6KkB5lWaFNQ15klHWBMjXCWM7Mtn0nCkN0khDHkZWsUZqyrDjYP0BK8DzXbO15bG2dwmhDL42Jo4it7dMM+n0Go3ULgPF9G3Ac67dt65C+WqPGagqGYUCLkI3jFCipakPoSyLPZzbPUMoQxTE9N49a8FxhSeaBqqrYPzhAyDVGk4Gdh0qFEJbVRWnV8dPeLXv+PrRGUdYNZV1T1jVF3dicvdJIaZzqhF1Jer5tRvaCAImkqZVLD+qu78XmXKQDJlgdHt8PrJNsa0TCgTaU1QU6zrh/vEHaGOscfN+ybPhe0FFcKWWoXTNx69RA0OgapTXlsYuqRQ1licEQRE7jx3PsJcpQ1TW1aqhVDYAxqmvAFW4iEJ7oahSNVtSqsbUPHIBMWQYQKQTSt9GW1V3zaOoSXTV3KHF7vk8kbY+TcTRHNqqzn2vc32w6wy48hIuOO2l6bR231BpZ12RZTuMQmFH0wqIcv/DM4mf55pdQyvKoQ+HOxZcWzwaDHM9M3oHbEHYhJzybcncQVjxtJ2ab8sM9TDiEsKUSapGtTd10EZlxE5nR9lkSskY2tun/qDm/zUQcA4i4OpDSIBpHfVXbMq09zLt/0R966UtpKe7WNzd58KUPE0axld9JEkI/4HWvex0aGE/GrLKMB++/nyRNKYu8uz5lnjM/PMRD0FQ1URgQ+B6ntjfZ3tpgOOhTZDmH00Pm8wWffPJJsiwj6aWMJ2MGwyE3blxnucx45WtfTX8w4NbeDnVdc+78eZRWzBYL0jQl7sUcHO7x+BOG2XyKQTEeHyEijYHDwxlKVdzeu2kxBKq0vYbKaysW9Ps9kiSmqi0FWlXWFHnBajknDH3SniW4roqKhx58mEe/4lF0Y/scR6MhURQznEyQvg/OoVHXjmRaduOH2Edj2L11k7quKMoGpWAy3mC+XLLMa5IkJe31ub1zQF0pJpN1RiPN7d0dirJiejjrIvcsz7h+8xpB5HHh0jmy1ZIizxGeJE5jS+WnX0TYvh8G1Kpx7NaaRqkW7IcyuF4z+7JRSosAdH3WAI6Kxz9G5dI0VlK8rmunHWbrVL4f4qHxaGx/lRNmbElq3QZcsZtjaUQ6R9DW7Y5HWt0DKFwjrEvlWCopbdWmtWsbsruwytvuK20dw9ByU7qSubZopLppaJzGmY2QtHXmxlKCtY4HYVVqtTFO4dpD1+XRpEK7SjuGtHS9ZG2rAcL2mSEsLZeU0g5cd/2FMHiOksm41Gb70trqcWVZ9gUNli/UvvDp77N880vEmbV2VCO7s4h2vB3veIR2vKhm77t4xjm1kZoGIy1gvo3SjduPtFTCAldLNtL2VwrlWPOdU8PJHmEDP4RCaM/VFZxzQ3XIWtN2swuDOKJ6cSCWL+JF+wy2vb2N5/v0ej3CKHLIatMhD8uqJtEa6Xlsb2+zWC6tcnQQcvHSRdI0ZTweMxoOO+qowPPZ292lyHO2Njcs+jGMCD3fCmamPRQeVvXdZ76YsVguiJIE4XnUjc3U9Ad9DLC1vWXZPwZ9irJgf3pAnKYMhiN8XxLFIXEaEYQhVVPYRSY2SimWM4IgZDDsIWuBrCWJo92T0i5QsmyOUg1xEhMGPmdOb9E0NWWZM+wPGY/H5EVpn2dj1RwsSM4QxSnCq9EGiiJncThzqiCqa4FKxn1k6LNaWO05LwhYLFY8/sknqBtFpRRBEBKEEQcHU5pG0x9YVpbFakVVW9i/PVbbGtHrWdWAJ598kiSxRBqVK1VVdXXXo/vndWhBFFI1NcrYhmalbUOvRNIYY4XbtAGHgrF16JbEyrkeIZGetPpVHeWU7c2qm7a2JTtEpIfGMzgNMv8OGquucdmIOyDIrZPyfc8xI1hrnVr7N6GUa8Ju0y02ujEVBNKSK7s6+lH6UYClknLwVI6lFZ0AZatE0LT9aEa7ovzRZ+1PcyRc6pw/ugGjO2Jlr+090hrVKJq66a6BfdBsVCo9jyRNkZ7sFhCNE3r0fdeD1Kiu50+5n5bj7kXicvwSiqg+P3uuA7/zb20i+A6H9cwynDliSGkdwx04EnEnCEUIF6khnFjnsT23z4Tw3Rc8hDRI47m6m0tDewbqBmNs1C7cQlQogdSNG6buGdOWlsu4lzYNFgt5B1XL8TO8a3b69GmSJOHsubOs8oJbt3do6fCyoqAoK5Q2hFHE6dOnSecL/uN/+jWEEIRRyNbWFtvb2yRxzPraOkWeU5Ylt2/dYuf2bVRdMRwO2d7cIvB9RsMRw7IiSPoMh0M2Nzf54Ic+wMc//jHiNCWMY6qmgSJnMBwQhCGnTp/CCBjlOdeuX+epK5cZjUYoVeMHkjgJSXoRvh8wW6xs2xCKqsrZ3d1lfWOd7dNbyFIgK8Ha2hq9XgrCLvYPDnapypI0tVyU91y6yHw24+aN64xGY9bXN7h8+Sn29/ZszTywYBGtIY6tMHNd10ynU65fv06W5eR5QVkUNE3D2pktop5TUhe2H+3Wzg6/+f7fwg8CRmObYjVCIDzfAW16JEnCbLEgL3KblaoVh4czkiRifWPCcrVid+82Fy6cZ3t7i6q2/KNK1Xdk3O6GPe/MNpqsI/0QP4rxlMHzK4RwCMY7UiwGGVgyYiF9BxOVDqruIz3ZgTe0tvpgqlG2t0Ucsd+3qcG27iWE7FAxbZTVNAowridNU1VNNw9IZZ1n21vhOSJlP2ppkgDp4YeRq6EdsfvTOEejPZcnanvjXFQncak/y66PlDS1JTVu6aXaGtpxyiEhrOM3jhG+bhq7srF8VKxNhsSu4bs129xt+z5a5KI2uuvJ88PQnqf1yDTuWhRlaVOynt9payljda/CKHQRnHwBpqPPYH8inRk894F/BuTr5/SpI7/VKbPc8Z3W07nMhzniS22jOVyd2eC5yM65Uk90ArsW8agdY4vspJykW5gKIW1tzmU7lNPjU02B1g1GN2hjX8YoOpTJC2A7uzsMhyPOX7pIEAYEYYhSmuVySRBGjEYjhpM1Fz1J0v6Qb/mWb0EAp86cddIqKe7kOlRx6+TOnT1PmiYEnmVm2d/fp6gbVoUtscwXc65cvcrN27c5ffo04/GIU2dOEycxk401tNG2DFMWHBwe0KiG7e0tpC85nB2QpD3Sfo9aKaqisahSqcmLFUbA6bPbCCG4vXMTk2sotKUd8zQ3b90kzzKSJGQ4TNnYWCcKQ5SqERLSNEFrxXx2yKDfJ01iyrJCAEEUI32fRmuHHZD4gdUpi5O+HV+ub7USmko3XL92naIoKKsabQyvePkjlpu0VhbN6OY7IwSqUaxWmVVn8HyW80OUqh2fpnCAO0GcpCxXK+rr10DYxf98PrNN+3fRnteh9QZDGm3w/BDPb5C+0xOTXgfRt7LudKt+KwzoWekD2TJ/e3cIbzaNQgnTQfDb/izh8rst4MPC+o81D9NGZY48Sx8R9WpjkB74COrahrctChLPQ3ruRkqBFxwxWrfbbkyJquvOKXUEyo59o0034pCbtqiOi8rM0Qq7Tb26lgILkXbtAspFbA5oAxDFMQPHEgCmu0aWRLjBMj6YI/0v1x8npaR2qYNGaepGkZcVnu8RO7BNt5YWgiAILau616ldfXnYl1LU91xB3NGPZ6VbbKT1DNCIeA4BTeFSjc7JCXGUakdLC29qwSFO6kW4yEsI5bjlBMJrQHtW7si0ZYJjx2MsIKRpKkdbV6F0ZZ0bNkOBaXvZ7q7NFgtbj/c8R5BrSaHLPCeME9I0pTfoEyUpQkp6wFe+/vXueh2ptLcMIS1t3Hg8IY4i1tfXiaOIPMsoy5LpdEqlNDU+KltR1xW7e3sczuZcuHiR8WTCeG1CmqYIsU5Zlly9dpW8yJkv5kgpGY9HIGGxWtAfDen1exwcHnZzkRCGsioIw4jJ2pjlcsne3h46b1BZw8bmhF4/5tat6yyXS+679x4G/R6jke1La5RVqo6iEK0blsuK0WhEkoyteKZSjnfSQ2kLBBIuugrCuGM2CiOLfL413adaLpkezpnN5sxmMwbDIa985avIi4Kd3X08z0c6cmKNoawqGlW5YSkoihyDIU1jLHl25diXEvIiZ7GcEychUgoOZ1am5m7a8zq0pN+nqGvwPYzvQRDYTvogwChbPLYpDJfGAELPUlwlcYLRmqZubJqs0+wCzwtsw7HrHWsVqouyJPAEw9DrBqHv+y4dZ3PbVW0fLOF+90PbQ2YweO7YsjwnK/JusgujyKbm3ChXjvdHtsALA57RSJeHFkI4HkRt6bqEpXcRAqQnCIOAJE1sLr8oaFkXlqsM1SiSJOm4HI1DUQpHTdUijdq+tNj38RzP4nGqL79dPDhVgbbfw6atrMO1bAaS3AmITmczfN8nSVKKorQN1o1lgvdDH98POHXqlG3E/nKxLxVn9hmsc2bPeucoOXncPdgE/PHPuL87Jya6LIb9oYUlaG63IhwyUjgEI8KzER41UvkWIakbjjOJuGoy2vHz6aZCqZKmKVBNhdY1Rte0jP/m7vsz3vTWr0UAy1XGYrVkfzolDCOiOGE+n3E4m7E3nRJGMRubW8RJTJT2bWbEpdjLsnQM9qHL7NjFs++HtpfMGBaLBXmeM5vNycuKw7ykKApWqxUbm5vce//9TA/2efrKFWTo0ev3rE6a1hgJYRwymUxYrZZMZwdu0SyJkpjG1b/SXuIwAw1VVWNxBCVh6LG1tY7KKlReU6uMvekthKcIAvjUpz+JahqWyyW9NOWeey4RBiFxGLK7s8vuzg7nzp1jMpmwcO0BeZ4TJ4mtHTox4dlsxrVbNyz9VIta15rpYkHVKIaDIVGYMp8vqcqG/b0pZVWTZQWL5YrFYumk0m061wi4eu0KWb5ilS8Jo4CtU5sOc6KYrI05c/Y0e/s7zGZTGxRIGIxGLy6XYxCGtm/AybEHUYjnIjCH6kXi0Hu4/2PlMoIwdLUfXLHS60Jd39e0ytGtQ7PcjorAk8Rx2EGKA9f47LuJvnIkwG2E5VkGWjSmk3HB9W61heQgDGnlGIwxNKYVvBTd30IpCJ4BPzNGd99roc1BaFWu4zh5FoTZtvgoIiceqBrnLH2O1cfsyrrjqCxKG5G1qVZpo9k0TV3jZeDqeV4XvSm3Ah9NJnjSI8ozW1PAFrOTNMEPC4TnUze2bzBKYoIwpNfvE4ThF2XwfDb7TLxtdx8lZ/5Yk+4XenyfaZ/iM7zvFMY47tKO3NxzHcOzE5pO6cwl0G3UJVowh7FAEyF1J0IrpUS3tWXRsjLaTIvRyqYZdYNStXtVaHXMoZnmWUdxN+zMuXOURcntGzcpipKyLJGeT+JJ8iynLCvKuiYIQvq9vi1zpLYn0+odKorCRkPesVp82yPaqmnMFwvbA+rAYbPZvHNoZ86d4/Tp08zmh2SHmQVfCKibGjCu8d32xOZFRlVVnT5kUeSEYUiSJoRhQNPYOnoYhe45tgv6NE3Q0kf7FQZNUeZ4nsAPJDu7+6xWS27dvGVrfMMevbQH/QGLxYz9/T2Gwz5B4LNaLdFak6YpSimCwHLG+oHPKstYLBcURUGe505xWjFbZWgDw8EYP/BsHb5R5HlJVTfUtWK1zNjfP+ho2XqDPtKT7O8fkGVLGl0TNxFlWREElsQ58AN6vR6LhRNLdtUkPwjw/BdRPgYZIbwYP+qx1huxvrbGzes3ufzUU0xGIwaDHmvjCUkcYxpNU9fcvn6TsmowJicKI8aTNZtiqxsWyyVZtqIsSqsH5Tge26ZoISRaGmSdd83HLV9ii1zsABJOrVb6nouCLGS/dGqqrV4a0PV39QZ9i5KqKkuX5QaglB6J75P4AVm2oqoq4jjqkI6tbIyU0uoMOSYQKwNRdo6tZS6x7QaG6fQQz/MZjydkWcbBwYFdZYaxi04Fqqk7bsk21x+EIWvrG5RFyeHssFtpLVfWcU0mE6I4Ogb0KGxaUrR1Pk2W5yxXq47u5uzZcwwHA7Isf+H00D6DHdfG+/I33aUWn2l3pBo/w9+7946lL7UDQrUsMm260WAzAsdiuKMtCMs8gpFo37eZizC0vAhZhlYNVZFR1yVlsUTrEtOUGFPbl1MEULp2IJG7a4vZnDwv2N23PV9RkhKEEUL6CGGlmapaoXTFYpXRGAEiQBvDYjFnPp9z/fp1S5yQ9khcn9ZsekiRF9ZZa8VquSQOI17+yCu5duMGH/vUU8RxzNbpU0ynB/zBH0w5e+4M586fo3RE4RpD3VTs39ojCAMma2PiOGY0GtkUqe8hBFaNXiuktHU6m/53qh+e7dGVnmCyOWGYpizmc4oiZzROKYuCjz/2IRaLBevrI3q9HlWdo+Yly/khaa/Hq1/9CGtr6/R6fcrSAj2yvGSVr2i0bU1qtG3VycuM6eEh04MDJmtWpqYyUBQVH/zQh6mqitUqoz/oc0Y5Tl5twSlZljGbzcjynPWNdaI4IvA8+r1+p1a0nM8ZjYdsnTlDUZZ8/OMftyUg3wdpMQCLxfzFTTnmZUVR2YbcIPAIowQ/CBHSx/MDgiAiCCOCIKTWVqXZ833b/1HVGAO+F1g6p0axWq2Yz+dd9OV5uqsZeJ5HGAYoA41RnUMT2jVo141NsSh1DIUonJNTVFVNVVdkrs8qDMOOnsW4eoFyOUjL5Wjhs1JKPN9DhhG+gTwvyIsC5bjz2tRnnucu5VnRFsebxsq6tJON77t0oVehlGY+X+D7AUEQunNfEIYVUVS7OiEYK1NgN+EQkUFVI/3QCRseID2J9D1WWW4jMWOI49jlsxVZZvtu/NBFulVFUVYURW6VAvyA4WiJlB5lbZWSv5Tsy8K5me6fz/j2c57lMUfVgpuOm3VmbWrS1sfaXXVJyHaM37GvY+mGY3VoS58kujR2NxbcQqiN0IxSaK0AdRS9GeXSlXffoam2Cdg970EQ4ge29iN9H+lZ4INuFKssp1HGcrZqQ5ZnHB7O2N3ZxfcDoihkPB4zHPY5PJzZ3ihpF6qLxRKVWLq7tv4fhCFpLyXPMvIsc5kin7zQ1I1zaHXdTc5teaJd2HYivEJZnTXX9yeEsPqNHFHcYQxNFKJp8HxBGAWEfuD+7xOWPr1+ShyFDpBm73MY+gyGfSLXfI2ICFRA3RHKtwhr2/oURRFRFBBElsmjN0iptcTzauaLDM/TDAZD+v0+YRhiysqNhyNWJNU0VngVu3DyhCTtpRhhlVNavATa9jFKB+oTnujGzIvKtv/Rxx9nuVhy/eZtJ7GikdLjvgceJPR8As9nleUcHi7Yu3UbozUvuXQvVVXxicc+znKxYG9nhzRJGA4H7O7scDg95J577mFtbQ3fOb88X7kozBU/AZCW8sdeBbIit53pWYbSqgM3CAF107DMMprG0rrYlZBV3I6ikLQ/AAFPf+jDVpTOObz+YNCxceteH9kTHM6XLJdtGqLp4Pp2ACqqukIpi27s93sMBj2KoqCq6o5RpR3oadJzistPdSuzFkLf1MqpZFv12LSXWpJj39YTn7563eq/NcrV6LCgHM9jeeMWgKXx0YaDgwMMWEVbpSiq0p5XFFEVFYgKees2+4eHlqH8LkNn/+9oR1HRF/DAGhdhtRHX8bc+4w7bFLX9eUTgfUQcbmGUwvVyOo0+z/KYthhLjetRa5Vn0UgUmgaBjcwwDagKjIKm/My51S+iiTDC05D0BxbU5IdEUUycpkh/gefnHBwekuUFu48/aVWgF/OuTjybHfLJTz7BcrHg8PCQc+fOsb29xd7uLnmRc+7cGXzP4/JTT+P7Hnv7U/wo5IGHHiQIAqIoIlutyPIVN27e5Oq1q6S9BM+TZGXelUO00dy+fZuqqhxSsKSsKra2tuj3+2S5lchK+zY7VBUlVV2zXDiRXQGSGikaHnzgQU6d2rYk6Srl0a96lHyVdbqOeZbTT4ec3jqFlLbss8qW5HlGr9cjCAPOnz/XlXe0MVRN3ZVmcpdyjKMYPwjIMkOjBIFDWSdJSllW3L69w+3bt7l16xYYSOMe8VZiOS9XC8q8YJWviJOI17z21UhPsLt/ywJi5nPOnT/DvfddYmf3FtPZAWk/RfqCsrJUZHfTntehZVnBKitYuFxr3WiSKCJ1nfqB9MjdXQmjGKO1lVYwhiiKqKqKKE4Io5ggsAPSrija2pndfVUVXT7ZwyBV0wGwjFtBBo6eqgkbpNJ4Tqrc8zxCpRCeT1VVeF7e9X2FYeRIPW2tInDidm2tLY6TDrDi+wF+EJKmllVfOKLNoshAQxBYmiqkpGlqDHYghGHslGc1QnhIabqGw9bpKqVdlOWjawuBtqTIIZ6jsonixOWbLZjEC2MapZxCNyAgCOOuqdr+HrpmTdHB+rXWxE1DFEfEDphjMAyHQ8IgYCXvvsjeC28vFNTx+fZjEJ9N0PRz2cNn8RVHkP5nHpd9dY4Ml+Zs+4gENiLTTiW+hfm3cZ449gLXGmDVtY226Ea0si/zAqQclzb1X1SVK034Hbes5wcEoSKMYpvRabS7bjYCtYvUmF7PwtS1MfR6feI4IU4SjMCxFPkkaeqyQxFhHBMO+1192xhLll5VJWXZdJHKcrnEGEOvl2BJiS37Sq/XQ7kUXytmGcepZQVy/JN28WtLFWEYksQJbTzd6JqsyImClmgaZOARGIsSbOrapjNbqjKBpbfy/A481+/3O0R5VVWs8swuiCsbxfu+rav5gQ/CLtZbceL2pdzvgQPZRaHVaNTGsFwtUE3Tll1ZrVb4rkXLYNVQVGMzZq0GZeTajFpk+N2053Voi6xitsi4eWuP9bU1zp3zCeIew9GEQa9HEsfkyyVVVbI22UQ3Vm4eITh/4aKlc7rfUrIIY7v/l8sFFtQnGAxsMbdpbNR0/vx5dNOwPDwA6IAfUkr6fRtKV3WFNhbu7geWSaAFbiyXSw6mU+raqsKmaUoQBEznM+q65uGXvgywta8wtOikpmkoy5LxcMhoMGRjcwsEzGaHFEXBzs4tlFL0ej3r/AKPqirJshVJYuHD0+mULMu6Yzk4mKKUJgxiV38rO6qvqqooi4r19XX6gwGr5QKlFadOncL3PZarFXGScv7iJVZZxs7uroMuB116dzQZE0YRjbYpmdVyacUMy7ID2USRBa6oxqZX+70evuezu7t71/PYL7x9gY7k8/aDn+3Df9yn9XjO8TmSj8e9Vfcx1/TsJJ3u+N4xB2XBWS6ikxJhvO49B7LFk9bZteISVpOvcerEFhyiVfWCOLSPfeITHbNNGEYMhyMGBrwgQvgBySAgiFOU4zms64bJ4SG+H7C9vU1Zlkwm60eE5YnlZZxOpxRFQZJY8vLN7W0CP+DsmTMYAYVuOgq9fr9Hqw8npSCOIxrVcPPmTZqmZmPDbt8IOHVqm/vuu5enn36asii5ctlC+t/0pq9hc3OTsqjIspy921YZQAOj0ZiHHnoI6VVIv2J/b8qnnv4UaZwggFu7tzFKszZct4twP8SXHisXZSV+wNr6OsPB0OIBhODU6TMEYUi2XLC3v8+Vy5dZZitm8znjyYS1tTWG4xFJmrCzu89inrG3d4AxxvJburanpm4Yj8b4XoAnPCtz1TTs1A1Vbq8fwB/83u8RJzEXLp0nCD0CT7K/u89yuWCyMWQ4GhLHFlVdlTXZ6kWM0IIwIYwr+sMRaW9AECb4YYwXhARxTJL2iMIQoxRVL7dh8XKBakJC30cKQeB7LGZzpvv7VrU5Cp3gJs7h+Ght+RGDwKd0RMAt+MPzffyOtUNgWuJWYetnNrfuE4WhXQk5uHtLQBonCXlZdB3zLXzXDvLYKdsqGtcwGEYhfutAAk0Yxmit7Iou8IjjiLK0jNGt7EwQhsTa4Hm2vy1OUrQ2+F6AMRA4pFUQhIRhQxTVVmai3++kJ85fuEgYhuxPDwjCkPFkzaJLD6ZEcUKS9pCejeAaDaZW9IcDl3mykdkA23S5vr7eTXtXr11lurfL1tYpxqMRCPknxKG9AFHXH3vzdx7jF7K5oxXrcYjtc2+trYuJO/bZ0la5aOtZSBObWrTOy6L8XLeKdWBS4EmBlvLod5c/tWD+1lm6xWobrd1ls8+QdrX6kChOkH7gOCZtar/liLU9sJI4SfHdc6aNsRkY3+8UmqUURFGMEHZhCsahID2qugEpuvYIu0jWGCNJ09QCmaS9Ji2DUdMopGcZfKSQRC4jFEUR29vbWEFfj7KwNXU7bUlX58uZHc64fes2fqTwo4bFaklZVjYl6PskSQLakiJURcXBwQFJlDAa+tSiRhhpFaSrhps3b1E3DUGYMBhYBQ/LSmTbLHzfJ00SRiPLKZmtMvq9HmGQkOd2fjTaks6Hvo8woAKr/ViVRYeW7rs5ezQZIaVkkc2JkoiN9Q2qumC2OCBOIiaTCVJCnuWuR86CAHsuA3a37HkdWtqfgAw5e/5e+r2UdDAmThO8MCbpDRgMhwx7PULfp85zqrLk5rWraK3oxRZVNB70+eTjj3Pr5k3AFne1bhBCMFkbk6YJk7WxC08DsnzFwWzWCV+GodUIStPUFivdDCCVwtOWTTqOEyaTCVprtrVmNBoxGo04e/Ys4/GYpJdS1TW/+qu/ymq1ot/vWyRglrG3t8dyubK1wOmc4bBPHFsUoh9ExIldpcVpQhiGDId9K/PuBZbBvqkJw5ggiFzqwzAYjAAwxoqchmErZXPUOtDvD4iimLTfww98Xvvo60l7KVeuXsUY43jlBMpcI0r7TDa3Oq7Ig+kMpRTbZ84RJwlaBq6xc8zpU6d45OUvY7VaMZvNuHztGp988tO86tWv4977H6A/GlNV5XPf8C8p+xzcwwuVafyM9sLtvAXOPPMnRjmHc1yR4dixCevQwBylFKXlc/Q9Cb5EBbZXrfE88CTKE1Z2RtgqG8alGnXjUo53v4a2sXWqS/FJR4uHgUZbZF5V1bZJSLSL2oB+XzpEcEBgsOWOMCRJEqrKigkHYYznByjdoLXCDyKM1kxnc6QvCeKW5MFpx2GYTCYMh0Pmixlkxta7S88xC0kLBhOSKIxJk5R+f8hLz19gNBpz/fp1DqeHxFGCVprQjyjykoO9A7JlxuHBIWEf+woiAj9gMl4jihM2N+05+3jk2R5PPPEp1tfWiaOUplYUomIxW2K04bd/+3eYzxeURcWZM2e47/6XUFWuB9UPmEwmnDp1iouXLnH58mX29va5//6Xk/bsXLVcLCmLAikEUWSvF8ag6rrTjDPGsLW5SZwmnDt/jiDwOVxMCUKfzVObXL9xjSeefIxTZ7Z56KGHuHz1KW7dvsmNW9fJ84yLly4wHg3v6rh5/sbqtEccJ/T7A1uLaTRCBkgZsFoV1GXDYrbAk4L927dp6prxoE8U20E0Gg64cO40aRqxuTGxEgZaI9EICZPxhCAMbMRlDI3WVGXJK172sON7VEfsGL7lWiyLouNR9DyfwWBAGIb00pSiLFmtVmxubbK5scnm5jq9XkpZNaDhgZc8QJ7nZJntGZFCgrYr3qa2q5mWLitJrN7a9qlTgBXlayPMqrL7aRyHo5C2/2U+n1PXjZV69wObP/f9O1aOjaPYasU+g8gnjELW1tcJo4itqrHMB/0B6WBMmPQRnoc8xv6R9IY0jSLp9fGDgKTXpyxLnr5yld29fW7t7OA5Sq/BaMxrXvcV3N7ZYTabcfrMaaI4uauD6gWzLyFwZFuR+ry/1/aCGRupHzmqDvt6FJF1zqzdYxuhKcficfx4pAOHHNXKjKOas7EHTgZJuMjMItK0dLByl3qUonVs7v8cHdfdNNU6zZZ2CauibVtVLJ2b554h7dS5tREYpVmucgviMlBWNXWjOidVlJZSbjC0JQSvKBzi2rM1IGGJIDzPc6WLozloOByQpgmvil9p5bHASqJUFUmaMJvNSeKUixcuMhiMiEIbudRVTV1bqNtkvE5ZVVy4cA++51mSg6jCRJUNfDV4QUjdaPIsRxgYpAMGwxGvfNVrmIwnXDh7HlUrVK0cr63mK15n07NbW6eIooS93X3qpmFjfcO2bPiSIIzIstyWLUZjyrJE6zkbG2uMR0Oy1crVvxrXR6s5c/oUvSS1BOva0B/a+TZKIltHEpbVXdUNvTTl4Ze+lLXxhMV8TlmUaKUsibrARrDB3SV1eH7qq96AOI45e/Ysh9MpT3zicaRzaPN5RlnkVu5FNTzxiU+AVnztm7+GJElJej3W1te47757eeCB+5DiDa64DKEn8CQUVW2jkdBCUuerJb7nM+j1UBoa15jcykg0TcPh4SFlWXaM8cdJfefzOTs7O5w+fZZzZ88y6MeEoc/1GztopXn5y15OVVU88cQTZFmGFJJe0mNjfcOlMgxZllHXNZPJmDiOSNLYIinr2kWHxkkt5Ee6Qu4Ybty4QZEXTCbrJEnCxsZmJyAahhFp0qMsK/K8YLlcUhQFk40JSZq4EN3Dj1J832c0mVA3insffIjp9JD9g6mjHvOYLJZUdU2UxCAEPQNFtc/jT3yKsiwoy4KN9TVObW9x//338/DLX8Ev/+tf4uqVK/y5P/fnGLxQAp9fcAT1ooden7d1yMLPaMfP6Znn5xCLx//2fGhHc2wLRlkU4nGHZoRLL95ZkxPdksggxRHZtSclxv20qUeJFke0cAKDdE7Npi7v/r2ptXEwcIkREsWRdmFjjDsW23agsddfG9BKk+VLwKYN67qiqirSNHEN0BaQsb65aRet/gqwPXmNqljlC3zfJ4oC1w5U4XkBvu+R9hJ83+MVmy/vSBKKomB/f5/p7JDbOztsbW1xcfMSVWlFf3vbPYwx7O3t43kB99xzL9Lz0JqOKCEXC3IWZKuMqqhYzW2v7myxRCDoJUNG43UevP9ljAZDttY3yZc52TzrUOD3Xrofow2FA5xcv3kDP/DZPnW6a3FSumGxWBKGFjC2XOZkq5wLFy4QBAHzuWVN2b29hyetusPaZEJ0f9wJDlsWJMn+dJ+qrghjK9u1zBcM+n3OnHsNeZVzOJ1aRHqjSCKbrYtdxHw37bM0VgcIGeD5EUGYkPatFEOjoW75Ayur5zMcjIijkNOnz7A2GbO1NqbvKF9alJ5xbPMYt/rzrPptrSyqJoljtDYsssJ+QVgWfs+XlpXEkwyGAxKVMp4MEcKykIBND4xGA7Y21xj0+/R7MQZBWSmGQxthSs/W6V5y3yXquiHLStfUrNF2CmCxWFqQyHhEFIUEgW0tyPIMMHieROmGpq4pq5KqrLrJ58KFSwggDC3Ddq/Xt5FZGNoamh8ynU6pa8X58+dJ0hiFRZ+tr40sS8gyt1g1GSADn0j6rHkhveGEqrEd/vNVTtUU+MZ25W9unWI8WWc8WWc2P+TGjeucPXOGey5dpN/rEccRb3rzW5jNDgnCiNl8cTfH1JH9yfJJd9me6cCe6//P/+2On9B5NPuzAVNbCSfa8pZAOwdpnZr7vGuOPmLUb+thR46u1UWzOUfLNiJpkZLS8ZLe/RqaQaC687EZGau8bJCeT+iHBF6A53gbtQbRaIQUBIFFGB+fPMPQPvt+EFA3NZPJGlFswSbtBVaqolfFXZuOcnUjjCWNMEZitOLw8LCL2vI85/DwkCLPkUJw6+Ytrl+9xtmz5xkNR1RF5Ra9FpH86U89RVVVzGYLer0ea2trFH5GITMWcwuJr4saVSvKykZg0+kMT4ZMJptIBHt7hwQyIEkHLBc2zagbe8dH4zFyKOkPbGrPD3yrOO56ZKV3hJId9AtUozBaURYNRZ7jS48H7n8JxlGqqaqmqWrm8wVZlrOxsUEcR4wnI+q6Yrac2/EkDco01LpiMByANCRpxOFhwmI1p6orysLNl3fRntehCekjvAApfXw/JIpT0Mr2Rymrj5blBaqqSHs9Rv0+k8ka6+sTzpzedIqxbTOd6DS+amNXX3EUIqRVOhVAHIaUdcMiy7sBIz3rzDxpZeoTYZ1kFHnWKWKf10Y5pJbXrnehKBrqRtNLE6QUlJUFo4yGpzAayvKYNI2wbNLz+YKiKBmNbGgthEApxXI5RwgIQt9FjE1HJdOKc66trRFFEdox6Qd+YCcBcUSyXJYVh4dztrZsSvRgsaBuGgbDgUV8Cp9GaZSy5xZ4AVHSZ+R5rLKMLC/A82icZI/0fEbjCUEQcOne+9jb2yWKYy5dvMiDDzxAWeRUVckrHnkEpRSPfexjLJfLuzqovrzteUAbn2sm7thXzbEIqkspHvuM6VoBzDGP5sasMcciNI4Wj+5nW7dtRUGN66VsCXtp624849U6NUc8DpbWTgubony2PsAX39p2HWWMc2QuAjXC0uH5AaFvqfjqukFojag9pDEIB2O3qX/bouN5DkTmKPn6g6FzcoGjymrQuiJpLIq5KAoCPyDwa+qmcvyrliR8ubR9s2EYdBD9pmnwhGR3f5fd3V3GowmT0YS6smUJq1NWc/PGLZbLJbdu7bCxsYEQkiLIKf2C+eGMPMuhMUeirBoWy4xhv6HfH1ox0tmMUX9Ef5Cw0EvK0jpAKSRp0iNOYta8dRqtyLIM4Um8wHNtRqHVczSaOLJZpuVyadOiVUWY9jh39gwyiJBhRLZYsjqc2wSANoxHI/r9HqNmSNVUBPs+RhiiJCIvMw7mB4RxQNQL0aZxaWpNlmfkZf7iysecOXMepRS3bu9SlTZqms+XHOzt4bkUxu6tHYpsxUvuuUSjNb/5/veztbHB2976FpI4Ig49wsBDCp/A94h8SZbnVI1tKvaMPGpeVg1CSAb9lLqxK5RGlSAgdOhFrXQ3AIWwGmgSmx4p65qiyIkC2/sghCQKJXlWOdSTdVBFrgD3cLr8e2MESttCchBERLGP9KDI7YBU2jKZ+0ZQN3Y/eW5fLT1XUZZW3NNR82R5iUAgpW+ptuqKmzdvcePmTYIgoChrVmVOrRX70ynaGLKiwg9C1te30ECjDSgFQrIqKoqyZuvUGSYbW+SOB3L/0LJ9R2FAWVVM1jeIkpS6adjd3+fwYMp4bUQYBvSHI8LoS72G9qUc2n3xj61NG3Vbfg7mlDYKsb1CuusZEqoEU1rFB3McgCg60ETr6ax6tcI0tmG6rip0Y8FXqqpp6toqTjROmd59TwJGSiTesQjubptFsEjhYaRBaGOzNdIndbX9JErwPZ+WQUU3juPVc3R4TdM5tKoqqOuK/vrQ8r06x60NFGXJ9evX8D0YDcOupNE0Vq6lhfiDvfZlVVlMgQODJFGCSITTC0utRE2Sulq9vb6Hh3udQHLohwz7A+IwRjea/cMpt1a3CQProG9ev0lVVFw8c94qZ/dGSC/i8cc/RegFRF5IUdRMmzlhmLK+nnKwu09Vlty4fhvf9wiTCG00RVnYu+UQmgZtORU92zMrhEV8B6HPZDwEJNeuX0Mr23cceD6BH5DEIaE/ochW5NnKpjCNonCaaFVTUtY2AjPCCsROxmuMJ2OqxyvKumQUjZ5zbH8x7flraP0BRVGwu7vrWLdt4XE2m5FEEVHgk+cF2cqSdmpjuHr1GmWeMz2cU6cxdewThQFGhUS+IPCEDeePoaUMlqKlrAo8PyBNLRt/luddnjmJoq5h0Bhje96EcKsvj9D3yfOc+XzhcrYNYejhebBY5CilEaRI6dnox62wWkCKzcpYlnt8SygscBDhVpEbe45NoyhKywhQ1TUBdjW8yjLnWCxxcV0r1/xt88xWLTony3IOpoe2aK0blFEdZU3VNMRxStoboBHUSnccDlleUlUNQRQSRDFlbVFMZVHY/TWWQDYIbZS4yjJmszkH0ylRYvkyoyjG84K7Oqj+ePa51M9e6BrbZ9/fZ6+h3VHOar/lfm8jpePoxaP328irdWJam2MOzaYctePfO1oAS5dy9FwkZ9CqceCu2vIyqgatGnTTKpo7gVqlu++0kBIpLEJEGMkL4dCk42L1pN9dD6+dXJPUvuKEwA+OztWlWO0zbsmJfc/rHJjWmjhOiOKYqmrnFqsluFxlRKFk0Pc72j3jkKG2adnrrlE3b2l3jYQlBQ+jI8aN9hiUsvD+LMvRSpOmPQhEd+xGWwKL/YMp49GEOEpYLDPKrMCcEVbLLOnjeT4HB4cMkh7x2LI26bqk3+sTBhFC2Lqc1SoTJEo5h1ZihAUENU1N3dREceRkZDx837YySGkBb01jG8ebqqHISnq9Pv3+gMDziMKQ2Wxm64q+j8ZuUxtNoxsXyTaI2iCkIeknhLFtp/I936qeyLsb3T+vQzPGsi8vFkuy1ZLZdEqRragaxdbGgI21CbouWS56JIlF9Gmt2dnZ4V/+i3+J54EvNVHgk0QB25sbbKxPeNnLHmZ7e9sSWwpDGiUcTA9472/8Op4fsrl5ntu3d/j0U09ZOpmyZH1tzWkRCYzWzGYzMNBLU3q9nqW7OZxx6+ZNCz7RRyvJ2oFPer2U0XDIV7zuUcajEduntljMl+zs7DBaX2O4ttb1tjRW5YEoCokig5QhZVlzcDBjNpty89ZNAkdVJXs+AsO/+3f/ltu3bvPwwy9nNBqxtbVFHCcMh0O7skxS1tbWEELwR3/0AT796acYrA/xo7BLS2xsbqEN/Nbv/C5IDy8ImS+XzBcLS9AaxSRJajXkpMQPAra2txBCsFwuKcuC+XzGfHbI4fSAMHRyP8awvr5OL02JoheXnPj5rZ1Cn9mXxbG/vdAR3N3Y39E2zTGH1r3bUlu5WtmRM9PdyxiDriuMKroITav22tmXpNUGcxGa0rY5WimausCohqayMjF13di6kVLdzyMPadOXlq/77ju0U2fPWiWJKLKoSzzHQynxpY8n/S5Jqht7jIHvobUhX2ZIzyPt9Tt+xXQwJOn1KKuSxWJOGIZ4XkAYSoIw4MEHH0RKTRxYdfqmaZjND1kuF90iI8+XKNU4NiFDnhfM53MuX77smPVTVyrxOX3qDP3+gKtXr6OUYTJZJwojzp+/QFXV7Ozsdve5qip29/bRCno916Oa9lmuCiQh910YE0gfXTR4XoAnQ0uhVeTMpguMNkRBSBzZHjHLJGIpAeu6cenXmMIImkYjsAxGnrTZqZs3boARbG1t4/sBw36fuqqtkDOGfLViOBwShRECqyhSK+vIVKPcT02tLIK0qHKaec3i6TlZkRGnERsbG7Y882KmHIEudK+q2koPOOdg+79iojimrsojeRgDZVVx8+YNWl64KPCIw8CxVjTcX9VHntqFvEZp9vf3HABlxN7+Pjdv3mS1WnVOrd/vW8ix1hwcHICBfq9naZ1CC7jY2dmhcemTbhJwVE9JkrBaW6PIc+o0AZe6zLKcdFh3fTrQLsKEk42xxMNWCbuhLGvyLEdHkdM9sw/4zu0drly5wvb2KQDLvi09S30lbZOlpdyKmc/nXLt2jbVmgyiNXXokJEl61Epze2/PgkSimMPZjIPpIf3hiKTXI0l7jkosIoojK0iKRWK26ZL9gwNuXL/GeDRkOOhTlCV1XSMcGfOXph2fjI///8vDnnkmR/HP52dd3dfYmk4baViHd3xv8ghAcuyzRumj/2vV1bafGf0dFfjMESWWOBLbvZsWx4lrn0ksya1zaK2TFkbQaO2o3WiLhoBV3giktEQEFgqKLwXGeBSOlb6tj7c0V71+H0GDLyq0ts9pnmfHJJ90F8Fa0nK7uKjruquj217aCIK2/zSyYDhjrI5ZHDMcDinLytXdXGRsjEtNNk4/0kd4Vjy4caKdvvCphe6ugdHQ1I1FUzaKYBAQ+C3T/xFZdQsWatVMRFf/dJOdMJRF6c5HgfFt47jnWhm0+zvHAXgGZey4abMLGkuNZamzFGVdslgsmC/mbCfbxEFAURR3/WkW5m7TH5/YiZ3YiZ3Yib0AdvfhSid2Yid2Yid2Yi+AnTi0EzuxEzuxE/uysBOHdmIndmIndmJfFnbi0E7sxE7sxE7sy8JOHNqJndiJndiJfVnYiUM7sRM7sRM7sS8LO3FoJ3ZiJ3ZiJ/ZlYScO7cRO7C7Zz//8z/N1X/d1L/ZhnNgLYLdu3eKNb3wjg8GAH/uxH+P7vu/7+LEf+7EX7Xi++7u/m7//9//+i7b/z2ZPP/00vv9ZeT0+b/vib/FFsEuXLvGe97yHr/7qr35R9v/zP//zvOc97+HXfu3XXpT9n9iJfSnapUuX2NnZuYO/70d/9Ef5/u///hfxqO6Ovfvd7+bixYv81m/91ot9KP+3ti8Lh3ZiJ3ZiX5r2n/7Tf/pjLzRb1vwvZbty5QoPP/zw5/TZPwnn86VqSqmOjuy57E98yvF7vud7uHLlCm9729vo9/v8wi/8Ar/0S7/EI488wmQy4eu//uu5fPly9/n/6r/6rzhz5gzj8Zi3ve1tXLlypXtPCMH/+r/+r1y4cIFTp07x4z/+4917RVHw1//6X+fUqVNcuHCBH/7hH0Zrzac//Wm+7/u+j/e97330+30efPDBF/T8T+zu2bvf/W7+0l/6S4B9kAaDAf/j//g/AnYC29jYQCnFD/3QD3H+/HlOnz7N93//91OW5bO2pZTiO7/zO/m2b/s26rp+Qc/jS9He8pa38J73vKf7/e///b/Pd3/3dwM24/Gn/tSf4vu+7/sYj8f8zM/8DFevXuUbv/EbmUwmPPzww/zrf/2v79jW3/t7f49Xv/rVTCYT3vGOd5Dneff+H2c++Cf/5J9w7733sr6+zrve9a7nPJfv+77v4xd+4Rd417veRb/f5wMf+MAdKb/nOp/pdMp3fdd3dfPJT/3UT33Ga/WjP/qjnD59msFgwMMPP8zHP/5xAH72Z3+WBx54gMFgwCOPPML73ve+5/z+dDrlG77hG9jY2GBzc5O/+lf/ajdG3/e+9/GSl7yEH/7hH2ZtbY177rmH3/7t3+ZnfuZnOHPmDGfPnuXf//t/323r+fb5lre8hf/5f/6fefTRRxmNRvyFv/AXKIqie/9HfuRH2Nra4tKlS/zyL//yHcd47do1vvVbv5WNjQ3uv/9+/sW/+Bd3bPfv/t2/y1d8xVfQ6/XuuLfPMvNlYBcvXjTvf//7jTHG/P7v/745c+aM+aM/+iNT17X5B//gH5g3vOEN3Wf/+T//5+bw8NBkWWb+8l/+y+Zbv/Vbu/cA87a3vc3MZjPz2GOPmVOnTplf+7VfM8YY84M/+IPmzW9+s9nf3zeXL182999/v/m5n/s5Y4wxP/dzP2fe+ta3vmDne2IvjD322GPm3Llzxhg7ru655x7zlre8xRhjzHve8x7zrd/6rebd7363efjhh82VK1fM3t6e+aqv+irzQz/0Q8aYo3FRVZV5+9vfbr7zO7/TNE3zYp3OC27Hn8tn2pvf/Gbzz/7ZP+t+f9e73mXe8Y53GGPsdfM8z/zsz/6saZrG5Hlu3vjGN5q/9bf+limKwrz3ve81/X7fPPHEE922Lly4YB5//HEznU7Nm9/8ZvN3/+7fNcb88eeDb/u2bzOLxcJ87GMfM3Ecm0984hPPeT7veMc7zLve9a7n/P25zufP/Jk/Y/6b/+a/MXmem6efftrcd9995j/+x//4rO22Y/DmzZtGa20ee+wxc/PmTWOMMf/u3/07c+XKFdM0jfk//o//w2xvb5uiKJ61/729PfPLv/zLpigKc/36dfPII4+Yf/SP/pExxpj3vve9xvM88w//4T80dV2b/+l/+p/M+fPnzd/6W3/LlGVpfu7nfs5cuHChO57n2+eb3/xm89KXvtQ8/fTT5vDw0LziFa8w7373u7vvnTlzprtHb33rW43necYYY5RS5lWvepX5h//wH5qqqsyHPvQhs7m5aT72sY91273vvvvME088YcqyNFrr57wHxlh25D/xdvzB+d7v/V7zIz/yI917SinT7/fN1atXn/W9j370o2Z9fb37HTDvfe97u9//h//hfzB/5a/8FWOMMffee6/59V//9e69f/yP/7F529veZow5cWhfzra5uWk+/elPm5/4iZ8w73rXu8z58+dNWZbme7/3e82P//iPm6/92q81P/uzP9t9/j/8h/9gHnjgAWOMHRdf/dVfbb75m7/ZvPOd7zRKqRfrNF4Uu3jxoun3+2Y0GnWvdoH42Rza/fff37135coVE0WRybKs+9t3fMd3mB/90R/tttUuIowx5ld/9Ve77/9x54M//MM/7H5/wxveYH7xF3/xOc/1szm04+dz8+ZNk6apqaqq+9uP/diPmXe+853P2u4TTzxhNjc3za//+q+buq6fc9+tbWxsmI985CPPeTzH7ad/+qfN29/+dmOMdWij0ahzEh//+McNYPb3940xxmRZZgBzcHDwWff55je/2fzET/xE994P/MAPmL/+1/+6McaY7/7u737WPWod2u/8zu/ccX2MMea//C//y+743/zmN3f3+rPZn/iU4zPtypUr/MiP/Ajj8ZjxeMza2hpN03D9+nXAhr0veclLGA6HfNVXfRX7+/t3fP/8+fN3/P/mzZsA3LhxgwsXLnTvXbx4kRs3brwAZ3RiL6Z99Vd/Ne9///t5//vfz5vf/GZe/epX8wd/8Ae8//3v501vetNnHRePPfYY733ve/nBH/zBuy5u+KVov/Irv8Lh4WH3eutb3/o5fe/4c3jjxg02NzdJkiOl9Wde58/03P5x54Otra3u/2maslwuP4+zf+7zuXLlCkVRsLm52R3XD//wD3P79u1nfe8lL3kJP/ETP8EP/uAPsrm5yTvf+U7m8zlgU6mvec1rum0cHBw86/gBFosF3/Vd38W5c+cYDof87b/9t+/43MbGRicJlCQJnuextrbW/Q6wWq0+p31+put18+bNZ92j49fjqaee6rY5Ho/5hV/4BW7dutV95ty5c5/1GsOXQQ0NuEOf6dy5c/zwD//wHQ9Rnue8/vWv5zd+4zf43//3/51//+//PbPZjN/+7d9+1rauXr16x/9Pnz4NwJkzZ+7Ir1+5coUzZ848a/8n9uVlb3rTm/iN3/gN/uAP/oBHH32UN73pTfzSL/0Sly9f5jWvec3zjguAV73qVfyjf/SPeNvb3nayADpmvV6PLMu6349PXnDnM3XmzBl2d3fvqMc88zp/puf2jzsffLHsmXNUv99nOp12x7RYLPg3/+bfPOd3//Jf/sv8zu/8Dk888QSXL1/mJ3/yJynLkr/4F/8iP/IjP8L+/j6Hh4esr68/SygW4Cd/8ifZ3d3lgx/8IPP5nB/7sR97zs99Nvt89vlMO3369LPu0fHr8dBDD91xj5bLJT/90z/dfeZznWO/LBza1tYWTz/9NADvfOc7+emf/mk+8IEPYIxhNpvxr/7VvwLsSiUIAjY2NlitVvyDf/APnrWt/+V/+V+Yz+c8/vjj/OzP/izf9m3fBsC3f/u38653vYvpdMrVq1f5yZ/8Sb7jO76j2/+1a9domuaFOeETe8HsTW96E7/4i7/IvffeSxRFvOlNb+If/+N/zKOPPkoQBHz7t387P/ETP8H169c5ODjgXe96VzcuWvsrf+Wv8Nf+2l/j677u69jb23uRzuRLy175ylfyf/6f/ydlWfLhD3+YX/zFX/yMnz1//jyvfe1r+aEf+iGqquI3f/M3+Tf/5t/w9re/vfvMz//8z/PEE08wm8340R/90e65/ePOB3fDzpw5wxvf+EZ+4Ad+gNVqhVKKj370o/zhH/7hsz77+OOP8773vY+qqkjTlCiK8DyPsiypqqqLiH7qp37qOaMzsOeZpimj0YjLly/z7ne/+ws67s9nn8+0P//n/zz/9J/+0+4eHe/Re/TRR5FS8tM//dOUToj493//93n88cc/72P8snBof+fv/B3++//+v2c8HvPJT36Sn/qpn+Kd73wn4/GYl7/85fzKr/wKAN/wDd/AG9/4Ri5evMgrXvEKvvIrv/JZ2/rGb/xGXv7yl/M1X/M1fP/3f3/XGPv3/t7f48EHH+Shhx7iDW94A9/xHd/BO97xDgC+9mu/lkuXLrG5ucnLXvayF+7ET+yu26tf/WoAvuZrvgaA17zmNSilOij6O9/5Tv7sn/2zPProozz88MO88pWv5Ad+4AeetZ2/+Tf/Jn/hL/wF3va2tzGbzV64E3iRrUUft6+/83f+DgB/42/8DZRSbGxs8N/+t/8tf/Ev/sXn3c4//+f/nA996ENsbW3xvd/7vfzCL/wCDzzwQPd+iyC9ePEiZ8+e5Qd/8AcBeP3rX//Hmg/ulr3nPe9hd3eX+++/n/X1db7ne76nSyUet7Is+e/+u/+O9fV1Lly4wGg04m/8jb/BcDjkx3/8x3nb297GqVOnmE6n3HPPPc+5r//6v/6vuXHjBpPJhLe//e18y7d8yxd0zJ/PPp9p3/RN38Rf/at/lTe+8Y088sgjfPM3f3P3nu/7/Nt/+2953/vex4ULF9je3uZv/+2//Zxo4c9mJ4rVx0wIwdWrVz/nfO2JndiJvfj2lre8he/5nu/hO7/zO1/sQzmxF9m+LCK0EzuxEzuxEzuxE4d2Yid2Yid2Yl8WdpJyPLETO7ETO7EvCzuJ0E7sxE7sxE7sy8JOHNqJndiJndiJfVnY81I+/9w/fSONqsnyGUWx5HC2h+cJPF8QBgmeF2FUDCbAY4gxAUUGIAjDkKrOWSx3adSKWs3pDTzSns/W9hr9fo/hYIzvh2jloRSUuUbrAq0PqeuGsq7Z3jrFxsYmUgYIIcnzmrpq2NudkecFO7f3uXVzxR/9wS2CAJIYfGlfUkikkAzSIYEfEgQBWhmWixVaa9AG3w8Iw4h8sSBfLPAjHy/wwJMIzyNIYvAkDQZlNJVW+IFPGMfkeUGWF9xz8RJbGxsEQuJLj7X+BGlgvrMPjcLXoKuaJiuo85I6LyjzgqqsWOketfFo1AIpa9J+TRxLNjYSHn74Ib7hG/40/9dv/x6/9p9/k1UOZQXJYI0gSknHPcIkYLwdE/d8xlshRTlnf3qN01vbnD97jvlBxnJeoIoQo3xib4QnA9723f/krg+u/+s3/j/4vs94PKaqKubzOZ7n4XkeURTh+z5FUVAUBb/z//sd6qrk6772rcRxzGq16j5nLEUbUkqEEMxmU8qyZDQaEQSBfV9rlFJo6aGCGKUaVFMT+D6B71HXFVopekmIlLBczAFDL46RrmmzriqKvEBKD8/z8bwAT3oI4WOMoMgrPM9jsrZJUytmM3s+vh9SyX1K9jFGYpB4YR9kQFECwiNNxqChLhpMU2OqikhAIgXUOaiSQCrKfMm//Jf/L7TRfOd3fxcyjLg5nSLCGK8/RHsByguoDTQGRloTakOWZWit8dy5GKO66xaFEXEUUdc1TdPQ1DVKKYxRSCHoJSlVVXH79m18zyOJE3q9Hr1ej73dXeazGWfOnKbX67FcLlFK8dY/+/+4q2Pnf/tr34zBAJqyLFgu50gfvEAgPANCUzUFlSq5sXuDVV5y+wDC1OO+hwcYz1DQUBlFgWLVKHKluT2DVQVn70nYPDXmz337t7HMMn7m5/4ZTAu2DuDcxREPvmyLWbHHspqydRbSAeztQVMHbKQPsTrU/NZ/+hS9oM+DF17C+jjkzGZAUx3QVAfcuLbHbLqiLO0z+/R16A1T/ou3v4LpYsn7/+DjDCcRp88PuX6z4vqtml6cEPsBvjZEXsCrHnqIQa/HIIzwpSCQgtu7t/jkk4+zKjOyKmO4OSYapFy7fZuiLjl7aRM/8MjzBWVZM58W3HfpDG96/SMsDmfMDw7IFguqPOdssk4iQ65ev0pRFtSmxgs80nHK2saYS/edp6Gh0hUff/waV6/v8+hX3svWqQGrbEVdV8xnh5RFxXyak0YhG5MBoRcQSJ8iK6jykvk0py4VmxtDwtDjHX/zc+td+0LseR2aVhoMeNLrJn7PA88XSOkhBCit0EpgRANGoI3AGChLTaMqhADf9/CCmDj2iGMP3/eRUmCMsY4F+3sQemitUSpASOtQtNFkWYYQPkJImlqgGo3WGqMNIJASwhCeySwkpcQTHkLYidBSDxl837cTJMJNXpIwDBFpihYabQwYwE2iCIlAEwURo36PumnIqwKl7HFUZUmWZXhG4AvJIOohNSyXS0zdIBuN1CDd5xGCJE1J0x7NSqBrQPgIYYAGAzRKUZQl88WCuq7x/QBBbfepNForEAIhhb1W4uh6qkZRVhWrLLMDta7wRITn+6RJgifDuzKYnmnGGHcZn12m1drdQzfpAt1528nWdPdQKUXTNJ1Dk9IjDEM3jiRVVR3dKynR7l4bKZFSIITAkxKBG28GfM8DTHcdpZCdY/T8gCDw0cpYqQ/PjgEprbPIsxyt7f4MVg7E+BrpCTQSjAQEGGhP3Y5X4X7akxVS2EErhP28EBgh7HgFlDYIYxddRnr2O0Lg+x51rdy27DX0PIkQYJRy1609P40xmrquu0VB+xwoZUDYY6uqiul0SpIkpGmvu3/tc6ONQbl707h93E3Lazt3gCavKmaLFUEkiWKPMPLwA4/RaISQsFjN0BqSsML3BR4S6Un8IKTQDUZVaE8jtKZf//+J+69YzdY0vw/7vWmFL+5c+aQ+oeN0mMAmaUm0SFASKQswIEuWgywbhn3jGwOG73znS8OwLQM2fGFAtE0btCEbFEQNh2FITu6emZ6e06dP9wl1Ku+8v7zCG33xrqqeAYyWU/Wsxodzuk7V3rXXt773ef7P8w8JacBoRYqJZ0/P2DQtbRuRPfRW0DSB5aqjjR6bQBpDWUust7QtjJXDehDSEJJk21iqUtD2mugheokPAh8hCYlQktleSTkqWW12rHcNIUESIA3oAkwB47FhVFUI6zFSElJPCAqlDQLwwROTQ6qENoIChfeB2HTElJ+/2WxGPSqJccp207BZPKNpLC9Ol/h2i23zuSWFIkVBSKB1gQqRZucJCUoX6TvHarnFJY8NHolkPhsjhSS4RNdYnLMEDykKRBIIoVCqQEmNVvm8SlHiHdg+0TYe714vZePnFjRnPUJCXU0oi4Ky0giZkDLS9wFnA9b22K5DConAELzG+8Bms0UbGE8Uo/GY6WyP8VRRjxTaSJQSeO8JIWGKCq0N48kEUo/3L61OBMvliidPnuQblwTTyQFKafrO4lxACkVZKg72wXtwLp8RUgoKU2J0gVIKKSVFUSIQaGmQUlKWJcEHbN8zn4ypjeH0/IzVZkMKEUEW/UmtIEYOT475te/+ZR49esTv/v7v0VuLs5ary0t26w1906GEov5KgQQ++eST/AC1ltlowu3DYzQCLQRvvv0OJycn/PFHT7i82QwHuyXhCcGz3TWcnV/y4Uc/5maxZDqdst4u6PoOYTq8kEylRBmDKQqkzhEl1lp2u4YYL9jtdiQrwStuHewxHc94484b1NXotT5UL6+QIiKG4X0Of86+5uWvWWt/FqeSBNtmR0gRQkRrTVmWbLdbNpvNq8N4MhlTlhlxpxhZr1YgBPPZDKTCCglKkHQuDJDQhUGgaZsdKUZm0zGkyGa9QgwTheg9MXiqcsrefI/LyxuabcNoNB0aOoNznidPHlEWFce3bmF7y3a3RY88emQQQhGTgChICFKEhMD2IRfIziFTQiUBQiOVIikN6WWRUChdQvS0naNWBZPxFIug9ZGiMlSjCd1ihW1agspFcFSVxBhZLpcopZhMxpASMeSGcLVcMZ1OGY1GuUCFgPeOGBN9b7m+vuYP/uAPuHfvXraUEiK/Z1KiiwIfIm1v2bXdL8QR53S7yHdDwOJmyeeffMFsWnK4P+Lk+IDDgzm//Evf5uT4iH/yzxNn56eoeIrQgokwjOoJ+3eOWHcN17s1TguCEhweW/rosTrRW8/f+Y/+PrvOc7Nx1J1ArBSNa7neNdQHkXoPPtjb4+j+iD/4wTmX5w5/sib2GlHOaTvBJ19csVxPiFFhJGhRsG4lOwtK1+hRxdfefUAg8Ccff8bOWrY+MTFQ7icmPnGY4O0Hexzu7dOuNsTe0vtTZF9x/847RO+5ubzG+jVlHdAjzViOeXaxZXHWY8aJ8azim9/6Ordvn3By65gvHj7hi0/+Lo8eXvPpR0uO9hLH+4mDvT2mozHWClKA6fgYrXqePH2KUAGpPU1zw9nZNZ1LNDby3pfv8e2v3wUZ2S4cL55eYa1lPK5JUSGiwsiKcXmEUYpCaro1BBtYLSSbNWzXO5R8vTaBP7egpZgLixQKoTSGAiEjQka8S3iRu7+YIoII5NZTCCgKlbuIQlMUhrI0FIWiKCTaSKQSCDRCaIwxKFVgdDF07gKlNMYUNLsWrTWFKRBCUVUVQmiKIpGSREqLQOG9wPtEjJBk7nLz1zAYU6CHfxfD/6TKXX4XW6yzlHo4XIQgpkRCIIcOO8VcLESCuqry6DKmoTiqjIhST/ARIQVt2yIZuvEECEFMka7vKZQmSUXTdaw2W5z3JBIhJlKKhOiRySNtYLtruLi4ZLttAYnzia7ziMISpKJpGpKM1J0kCIEsEiHEAc3lhiF5SfKRXbMlBcWlvqAoKm6/1scqX0JkdJTy/0GpjMSlUq+QmRAijxaHZoMEKaaMqIR4dXjmZyQ3JqSEc44YfjZWky8Ragj4FAZolJ/F/BIgEikGiJH8uRI/+30pNzBCgHeOtmkQJAqjidHjPZR1Lop1VaGUJngPJIwxSOkhyfy8DFOKmCLR54ImjULIRBBh+D7593ofkCk/r95HQkzcun2HlCJa6WG6oJAItBREH2h3LcEHJLkwBdKriUfuGfJ9GG77q1eKMRexEAe0phBEepsdGebzOePxBCEkMUb63lJVNVVdk1IixEhV1f9f+QD+f3qdvHGXvu84Pz3FikA9H2EqTZLiFaJVQlFow9HsAHzESIUuNHffvMPOOp59sWTrOhZdy/iopt4rcDohomC9bdj1DkJPqQV3b8/QO03tC4rKInRH7yxu61msLNVUsGsCTQebTaRUFe++/y7tynL2xSW9S5xerilkg1ENKMN4b4+imCBVgUsBGzwBRVGPeXAypp56dl2P1DDfU9TjQFFZfNvjkyV5i5CJyUyRgsD2miRLbKxpbU/reqZTgzQKNYJqXNB3LW3bUJUVhanorSDGRFEEytJQVSVSGGIUxKgATV3XSGkpzQVJeEQyEBMxeRSSupBoCggKbyMhQqWnlCpyMN8HoK9ajC4IVmKdZ2071suOZuNIQaKkptmG1/7s/PyRY/xZYcijvVzMEB6nIkKEoaAFBBmWIhRaC2azCdoI6pGkHivqkWY00lQjiS4UQkqkyB2t0SOUNBS6wvuIc/kAm0wm9L3H+8R0skdZ1pBMLlrJoGTPzgRIHbtdLjxSQpISgaYwJVU1oiorlNZUZZVHOUXICM0U9H3LdrehMJqRHBMS+JjyOAjy9yLhek/0kdIUaKlIIaFE/gAF52m7lkIVCClZLtdIQEiFLgqk1CQkm92O0hRUZcnzi3Oul0s2O/AhYZ0lRot1LVIGQoxcXd3gQ0TrEqUq2i6w2jic2GGsIxmo2hJRO6qRIghJwlOPc3ceQsT7SLRwfnGOjDe8eHqJFJpv/Ruv9bkCQEo9/OwCIRWmLF+hLO8dwXuUzumz8/l8sLrJ970oCoQQrwxpJ5PJq6K22aywTf/nPhwvi5+PkbZ3w69lpK6kIEqBFJC8BRIvM29lirnwxogkoaWkbXbstlsmkynT6ZjVekuMPbPZDFlppDJ452nbBmMKZtMJNiVsdCSfiCkRiYQEtgtICWZakCJEBXL4/sFbWmupFGhpaPsN3kW++c1fRipBVY1BSkTKu1mhDZu2Z32zRpqSQmmC7eijI8Zc+JUUCAF936KUwiiNkgKjFd5bYuOHdUGeUMQYWa/WKGX44IOvMJnkgmadx1rLG2+8wfHxMU+ePGG73bJ/cIAx5rU/O9/+a9/l/OycHz/+DFEk7r13j+Qsqe8RWgOS5BPCC96+/SZ3924RYs94MuaDr33A93/wMf/3v/t3aGKgFfCVX77N0d6UJPNI8uPnV6zajukJjGYj3nj3DcJNxTJN0NUaM7nierdktVnz+cMVqwauFrDeSrRL3D3e41//N/9rXJ0u+Se732R5/ZwPP/6MQjcUuuHrX3vA3TsH1JMZKQk+/uwpTW8RxZSjkzlf+9X3uLx5yqePfsjBvObucc1s1FOYFbZckZLNky/juH23QiApK8tuZxjPJedXV/RXG+7dm6LrGi8ESQouz0/xruerX/4KImk2axgVgnu3JQfzOUf7BwTr8C4QYwGi5mDvDt579qanuGBRlKQUITnG44rRpKIUNd0arE+kJDia3qeqKx7cf4CSEtv1bDZbzk/PWVytuDy/wluH94HSlIxKw5Ozhq59vePqn1vQgs9dX9c6YnL40CBkRMqAtY7gw9BhS4xSCCQp5gI4Ho0GNGdJ0dN2liQENgjKqkBphVY1Umqi75Ei4KQghIa+73Au0HeOtu1JCYRQCBTL1Ya+9/RtwFpPDBCCwNp8FBqdC1uMuVB4HzDTkrIo0EohhHh1MFZliXWW0XiE0hofI8oYyqomZng67OkSUki6rueLz7/g5vKG2lS5A4+JssqISCaJROSohRDp+x6RoFL5v4ckwGhUWeBiJPQ90kyotCI0DckHZNR5L6YiSSjiUGATEVNoJpOKejJGlwVFWaJNgdL5z/gQkEpQFCXRZ1KElBKhBK4PWBfZdS7vcH4Bl1QaIeWAUiVa5z2UlBkBRBlRUqFUYjab4ZyjLEsKk8eJIQS6rntVBKUYilJMw94oI7aXcfbOORjGbyllkkhu6BPE3B0WSiFEotttSSSUAEEiBY8gotXPZg1d09DR0rYdJIG1Xd5nxYiUMB7VFGVBXY9pXUBYRz2bUpQ1kYKEoneAUJSjGSnmxkiJvOAX0SGCJ/U7kuvwXUOKkbIwIKDrLFEIPAJVVBTjESrZjEYKhdEF0gtETKRhpFsPJBprbW6qlEYNzVvbtdje5r1mTGx2O5y1bLdbnHVst1v0zQ0Xl3mc1Pc9n33+kPF4zHK5xFpLXdVIpfj2X/23X+uzs/U9TiUO7hzTbXdsliumVc3BfI5O+d5cnF2SbABriT6wWq6IfUQ5wd2DI/7Wv/pXeH51zsPTZ5TRs7lY4ipJ0oK37h7jBNT7CllIhPNE20OUzGcV9995m629YedWVNUWv7McjEZUUWPXhpuLnt/5579Hs+lZr5ZEH5iOp7mxFy2jqWC2D9W4x4VI57Y0nUOWJa6PbG8izdLgdnPkzDCqDG3TsXU7ulVHsB5pPdY4VpsNdVmxt5dJdM5HLq6XNI2j8w1sHesWfBIcHvfEmOjajlFV8Ku/8gGEhkK0TEeTvLdXFm8dV0/WxGZFjIpEZLvt8cHRWU9ZFYxnY6KD3aonBYnrIpvtBh88Bwf7dIWnXX2BUhkpk6DSM+oiMSoDbWhJ3jIdH1CYkt1mQde+3rT2n1/QAoSQxzshdnR2jZQJpV8um9OwpM5MMiEUKSiKwnB4tEeIlrZb4IOj3+3oXER3MBrVFEVBWQiUMkgUIinAEWOL9w0hJIJPKGXQuiArDBRXlzdsty1a1cQo8t/Rg+1ByfyKMRc17wPWBcqiYjQaEZNHCEFlMqGgqkp88MzmMwQK6wOmKBmNE721uWAlEDGhpKLdtXz04cc45xhXo1essbrOP0/oc5HfrNZ467Bth1GK0bSGRP5axqCrir7rcH3PdH6ANjW93xIJiGiGIgRIQ0iCGMDHQFEa5ntjqtkMXZSoWqNLjTYGqRIuOEolKIsKJywx5IKBlrSho+s865sdwf1iKtrLghYRqIEBKpVAyryfiTHm/Z+U7B8cEIZ7abTO4+Cuy2Qb9TMiUZ445mfPGPNqzxZCYLlcYoxhPhvhvcPafug0E8F7YgiM6hIpYL1aAonRqBp2TS43RHIoaAJW6w1t2xNjREpF3zVEUxKTQOuCyXhMUVXUozFyF0jJc+fWA+YHh0AJKCKGiKALKTdHEbSUFFqR70xge3VOu16y264JMTKuDTEGLq+v8DESgXqiGE8NKimET5RCU5sa36/yoD8EpFKM6zo3Ak1DBERRYJRCFoLVEM3hvcc5x6cPv6BpmlfvRd5pOppd+4p96gZGpBqawRAyKv4f/U/+1/+v3/T/P13LfkcvI7fevM/V2RnPnz1hNp1y+949tpfXNMsVT588Z3254O7hIRK4enaJ33PQwlu37vDf/nf/Nn/8oz/hn/7uhqVrWD7boA7G6EnFV997g2o6Ro4LWtvz2dNHhNaSguVo/x7f+qX38GKBZ8mnnz/l+nrNyeQWvij47HzFxUXD3//hf4qRmlk1YlRK9md7+NARwobZXLB/DGbU0vWWpl+xbQJjqbC7wM2LwHpnsOtD1K3EeAQvri5ZXG/wOyDAxEChLdc3NxzuHfDWg9sURYXzESnP2GwsNlpshBcX0Dt460uKGB3NtmUyLvmbf+PbrG6WnD0/pdSGShc43WO15dPTU5ZnW/o+orVkvWrxwZMIzPfnHB7OaJodu12DbRNF6bi4uKLve9L9/Jm8urpCKc3x8Ql78z3u3b2PrwzdSBLtmtA37M3uMRlP8bb8cxFAr+P6uQWta2Om/9LjfEfT71AqoQ2v2GMxSEgCIRJSkvdPKdA0G2Jy9LbFxw4XWvAe0fmBki1RcoUUBq2m+Z+yJqYWH26wvaNtHePxmLoeY3vQquTi4pq26ZlNMxpcL1vaXYfRIEV+kQTBQ7PrsX0AITFFgbV5lFhUGbHNZlOKqqAaVXStp+88uiypup7tEOtQlHmMCOCd5+r8MnckRQEhEaxH1ZJSGlZ9g7OOqqzwUrNdZ6QpZIPRhrqsaJ3FbdYYnQubLgu0LijrCqkTyDEx9rTdFqEUUhZYF+ltS1HVHI72SNqQZNYmKK0wpkDqSEg9MUkQGgiklJsNpQ2TiaY0EZUKvP/FFLSXe6IQ4oCyBSlmZmBuWCLJ5F8f1SNCCGidi+DLQ/Tg4GBYZObRr7UWJTO6JiW8c0TvSSllNmIIrK+vs7xEyVc7Mq1yYQ+2o7U9X3z2KTF49vbnAANzdEB1UuVGQOSXHgpnDI6kFOPJbGCJeZSAuirZbQW2cfS7nr7oKUoDUrBrd0Qk5WhMkuBDBDKrMnhHcB2XV9esri8xumAyneNtS4yC2XQP6xzL9Zpm2+D8ORHJpKgoEEjnqYxB6EgcGIuub4d9byZMKSGw0eOcZTabMhmPByZp5ODwiK7vubq+RgjBZDIlhkjfuzwlEJLNZkPbNgPDWQ/35fXn/0kJVVVw995taqOx6w3tyvK7v/cRe5VkWkiq0YTpbI+mcwTraLtA3UdCECSXd+qz8T7vvf0BT65ekBZXPLj/DpOjOY8vX7A6u2LvzhG9d7jLFX4VSI1gfe54/FFL069p7Y7dTuP7ES+eXdPsAs2mI/iAiQEZBX5nSLFG6QnBOpKLHIwr7t+aUoyX+JT41/76CatV4vlThTYzDusTtJ3QUbK9OOWT7pSbq47dBlIPIkKrYVc5PhRPeOsN+Or7fwlBS9cabp90vPNW4OGTC1Y3a+6cTDFlwWSaUBT89Mc/JYTA2YsXeGtxXc925dmuPHmxm0fio2nN9XKFUpLxbIZWkqoyhOA5fX7G4cE+7779LpvtirZteHDnAcYYZrNZnoJ0EecD20XDyEypyylhJPFTiaKmLDoWix2XF2uePb+g7+1rfW5+bkHruzx8CclhnaVpO7TOFFOtFWqgvkIe4+SilkgEur4hJofzFh97XLQE15GSG6j6QCoRGApjUbKgNGNi6vBhRdv2bLcde3PPdJqwXUIKw2Kxou88RTGDKNluWrrOotVAAEAMh6jAOYuQDoREaQPOZURpCoqqYjQZUY0qxpMx63XLatWAUpiyJ5CZeMYUGRkg2YUdy5tMba4Oyrw49QGVJFpogg3Y3jKbTpFC4/xA1xY9o1pQ1ZLOe0LfM5/NMpnAGJTWmDITbkKqsDbSNR5TJoQ0+NCxazr2D/cYT/dpXd4VRQVC5QNXqIALmYAwwDtgIMYogxyVlAZELAjhFzRzHPZhL79fiJkgkpDEmIjxZ7z2sqz+PKkhRpRSjEZ1Jno4T287nPMYrfP9dZYYA9b7V5OC4BzNdktZFozGNSkvXNFFpvhvm55mu+H02VOcc/Td4YA8MhvTWpvZsaZgOtujqkdoVaK1ygUtaeqqHD4fDiGgLAwiCVzvca3HlRatAkJJ2l1LEpJ6NAUh8HmjCEAM+XlZrlZcXl5x/84Ro7Jm0XXECKPRFNl3xOUK33bsth2jyZTxdIZKAukDhVEoWeC9J8aIdzYXZVIeOQogBoJ3jMcTyrIixHzPjcnatIePH6GU5s7tu0AeXVdVRVXXXF9fs16vqaoRRhuKAVG//kcnYoxif3qIkYLdYsFPrx7zpz/6gvcf7FPcnmOKmtF4xvL8gq5p6bpAbyPegSIRXGJUTnhw9w22fc9qs+P+yV2O7hzz6WefslwvGJUlPnr8ckvcerCB5qbj7OGG1WbHdtdRV28g5Yzzzy5Zr3fUdUSpRKHy2CU4iHKKrAz0ntQnplXByX5FMQVUYj7ZZ7mA32sspBHTYo+oalZoVjcXnF2uaLZgO8CBTGA1NMYTuzMqvUddHSLomYwFRwc927uBpy92dO2G+w/GzOY1noBMisdfPMH2PWdnL9BKUhcFL17sePp4S6HAKLhdzajHJVdXa6SUHBzdZTSqmE/H3Nzc8OLFKceHR9y/e5/Hjz3NZsetw1vM5jOUUnjv2a1adruGm5sVbhYp9YhQSvxIICjRuufRoycsFkuev7ih7/8CR47ekjU6yqBlSVVM0SZiygQiZYIF6dUIKNMiM0mkaVsSgUgP0md9iMjkEu8DMSa8yzq24HukiFgpiaklhAbv8/Iw+Ii1Ads1pCgZj+ZMRoqqmNA2ltPTjNgAxDCWhNxZ+xggpvzRFoqEwPnA9eKGsi0IeMRAFmitxYZASIkoBOPZDFKiGJiXm9WaGBKlKRERdustQkhGxQjbWYINA/NMkVJm6E1n44wcTKYgrJrmlVas9R6l1qw2gdLUFCYhRCSiCEmxazMS7h30NtLbSGc9qrecXl7S9B3z4z3qVNPZHmRg27f4qCkrjZIFk0lBXdSUuiRUEH1Cpt2re/u6LylVZjgOrNFhHQlx4MOKQWvlc/ECsi4MMkrznnXXoWRGW1IKCm2QQiDIGi2RoDCaFCO2a9EC9mdj2qbh4vk1jx494vnzZxzszxnVVZ4ixICIHiMT/W5LjIG2awgha/iMKTFFwd07t7l1++TVs9PbHgkUStBby831BSl6ZpMxxEilKypTU5ma9WKNCxGhS4QUrG5u0MYwmUxf6dmElCitiSlhg8eHREggtUZEgVQSYqLbtVkbiaTbbAi9pSgrtNFswwLvdzx+8hStDd/97neRUnJ9fY1IEdc1ECOFkjx78oTVas3R8TFlVXF9s2Cz2fLJp59RlhUffPkreB9Yb7f5zSFr0WJKrNdrrHXMZjO01vwX/vq/81qfnd//J7/Jwf4+3/21X6OIiQLJ8cGYL3/5hH7d85PPLjk+uCYg+OnHP2G9XHNz2bI3X1Ds/TZFVSC1oB8mS6vVDoLg8sk53abl3VtvwN03OLx9RGd79LYnjRNmT5NwRNuxWYK7Sdx5sM90fIvn6hStIrduRW7fGfG3/ktf5dmjDf/X/9NPSU3LujlHCU0pjnj8w2tku+bX/uWa/eMCITuiihzXkc3qhrNPf8DixnJ1uuW8v+Cyh6ODKdNxhY890QdC77EOdlT07R66eEAtHPPplDcfHLG//zZPnmw4P1uwumnoGsutuycYrdltOupRxXd/7bts1ktOnz9Fa4E2UFZQGpjOKyZlzeGdPWKIrNcLPCX7hzWqyH1x2265vHpB164hWkRyiOiwrkMgefedt9hud/T9J0iZ2GxWdJ2ltT2T2YT9oyMePn7EqllT1AJdvl4N7M9nOfos2kVqpDAYXaJ1ROsIKZCIr8ZJ+dDKp1VKCecsSQSQHinjoA2Tr6YVISS8F8P4KSJSIAhPSp6Quc6I4RAMPuJ6S4yCST1C6ypTT4Njs26wvR96XgHpZwUt06fzHuzlgepjxHYNNlhMqdFaYYzGeYcbCloCiiIz8ozSeOcHEXVCSZ1p472jKEpMYQgu4KIjxYE+Hl5+DZOJB1rjvP9z8+O+6/J9CxVV4ZhPa5QazvskcF7gPISYkU0cRnfOOTbbLZt2RzUfYSozvAeB3jqUAu8jujAUpaEsaypdElUuaLb1ePeLKWhioNinl+/NgJ55ObESYqC5g1BZM5YGxoogo9u2adBGUZZFJt5Iiczzx1zUyMy+kMDaHqREaYm3PevFghfPnvLZJz/l1skR0+mYqipzcRSghCDYHucdfbPLVPvIILgXlIVmMh7l9yBEml2LQ5CCJzhH1zZ0VUXfZUKPlpmAIYWk73p656nGGpGgt44iFMS6yvvigd0ppczCeJnlIiGmV/cqhogPHjcQOZTW+L4n9A5CJJWG3m7o+w3np6cURZH3yMMiOaSsNcs/V2J5c8P5xQVKK+rRmBfPn7NarXn29Cl1PeLg8AjrHIvlCu8CznnKssQYw9nFBU3TsLe39wthOb549IjQtKTOIkOkVJrpuOLkeMrjdc/1TcPNakNdlzy7uGJxvWK1CKy7wOdPX1CUGmkU4Ik4rPVoWdBtO0SCozsH1JOaw70D2q7lZjSHIlFPStp2w2rbo6xEtJIylIxSTY3AicjeOHH3RPMv/ZUTPp4Zfv0/lrhtxDcdSs1ReszixQYjVnzjl+6wN9UUKVDKQK0iTWzY3ZzSLi1u29E2LatGcjSvqc2EvlcE4YjRZnJbX+BsSYpjpAyURWRvNmI02mc63qPQmq51OBe4nRQSTds1jOqa27duo6Xg/PQZSgm0Bj2Iucuxpq5LJqMx3jsW63N8TAQCSUSUFvjQs92usLYlRU+KjhgcrrcopZnPjlHDZyWza3usc/jg0IVmNK7xKdDanqIwr9Y3r+v6uQWNVAxOIQZQSBnQJlEUkZQ8CQ/JEWLMTLKBwp9HR7nAxRQZqIholXc+2gw01EIRgqRvDTFIotcIBVWx97ODLin6PrJdd9g+IPbHGC3YbnZs1y2bTSTFPPfNo5xM2c+7ufx32G1btF4T8di+4/npU8qywEeHMVknt1r1LNc9RmuUUuxVoyzc9RHnI6vVBmctUgyHdEgUsmBcjdmsN7jOoZUmkbi8uCLEvKRXWiOLApci275jOpsxn89Yb3Z0Xce62bJrWoTawxhFDJbgA2VZoU2JT4qinnBQTeh94Hq1Ytd1WOeRSqGNRhcFIQmcDbRCsN526LmhLMdU1Yi6rChliUQyqafEXxBC+xnqiq80aUrKwZklH5Qi5bHYS92ZHJB/oTWXuy2ffPITyiKPDw/395lP51nDOCBrRIQAfdPw5IuHNOsVq/PTV8VPp8B7b73BfDalrAr6tiEEj9aSlCLdrs/7o6qkHo2YzmZMpvlVaMnN5TmmqEgJVotrQogsri+pR2OOjm/hbcunn/wYGUtEKlldXeM6y3S+z1QpHj99SgiR+eER18trfvd3fos7d+/w9a9/HS1BKcG9e7eZTSu2ixuWqwXNZoXrO1aLG7qm4erigul4wq2TE9brNcvlitlsTj0aIUyDJPDgzjEhRn7vt/8FKYFzHuc8bddzeXXN+cUFt2/fYW9/nw9/+CfsmpabxRLnA0JqrLU8f/oUhCRCZtztMiFHKkVZVdR1/Yos8rqvO8WIqnP85Pf/kMPDQ77zwVd5NnmBCbC4bLi5XvHxF5/x8PljTs+39H1AVTDdL5m98yaX59f89r/4I8oyMh4lfvVXvsm3v/o+q8Ulfbejv9khWsfdt75EqueEoyXbbcfiZoeOBWM14s1bU+7sK54+ecbnP3qI8wtqk9CASB3e/5S7dyP//n/rhLOHY7744T7Lc8XySvLFR5/x5PMlL06fcXSn4L/yX30TrRP99gmxT8zGmsP9kq99bcqPn42pXgTeuHOX/b0Z23KNs5bkHCnkMfJuk/jB9z9iOp2wN5uAVCBLjBpT6hnt5oYudpw+vcCUiiQdtu35ofhTYnQYXTKZNBweMjTKgnIqqWeCEHeoUvCNX36X9arjjz98yLgWvPnuPiJ5rlfPWC0s7S4wnp3T2TXLxZKYEpeXz0kITCUoaoEwDpHyDvf08indM8vziyXLbeLdd+eMRn+BCI00QIaUCwVCIciWUUm+9NcLeZT00pNhoLLHGElEogj50BGD9U96aUOkskYpSaTU2TZLKITUKFUMgtmMElMUL2tiJjTEyG7bsNv1xPASm8mfFTTx8qUgZYFo23Zok/cDu11DTDGLWlW2PLLe03Yd1DXi5eJbyDwSHfYrwYcBGQwdvlS5wMGfszny3uNDQCFAZiutOAhTE5D9wyRRSlzMuw/rXdYueZsp5EKSyIttYwq0MbSbDZ21Q8Mg8SHgfHjJmciINGb0m5JESYOUOmvAjEFLjQi5W/9FXEJki6U/t3MZRM652ClStoBBCDkwGId7qxQiJVzfIwV4l8eKQqSh2Yl0bYPzLj8Pux3r1ZLNYsHV2SlGZxFpXZXMxqO8awJIEZEiaiCsxOBfWaQZJalKQ12VjKoS6/xgGZX/4t7ZXCTaNrMs79yjbVtWywWFnFCoRNc0+dnTBpSia3b4EFFGs1qvuTg/xWjJcnGHqjRUpSGl3OyF4LCux3uH845mt6NrGvquodQK3/f0bUO721BqhRYJlfJIvzAa5xyLxU1G7BGs87Rtx831FRcXZ+zv76OkZLlcsrhZ0PSWlKCsR2il6NoOpTRCa/zwzPvBLaSsKpR6aU33+huiWshsx3SzYF6PmdY103rEZDRmOp0wnY9pbc+mbWgCeCEwKuEUWAFWSrwyeJs9D3ufKIY9rbMOERwyJkIz2PMFgUnilTwEYpaP6AJnr9ms18jCoyQ4C30f6O0GUxS8884MY/fYPD3BbiJrAs2uwO8EnehYrAIX55HxWKJVSVl4yspT1ZrpDGZrzWxdUBUFRhVoVYAGITQxeGxvaZqOZ0+fc3JyxHhUowf7wfFoyv7eIdvdBtf3NLsO4ySqiAgSNzc3KCmQMq+JTJkLmg+JJCNCx8yQ1Yq9wykRQdu3FKWmqEqCCwTrCMnhYyBES4gS61qc9ziXmeGT2RxdSHy0+OTx0bParlitd7R9j48JlEDov0CnEKKBFPF9yAUgOmImDWY/R6UzjT9l5lbuDDPNt+87Ip4oLEIGpAoom/+cQAOKEEtS1BA1ImmULrNuiW7YZ0S0zFqryaSmrhIxaJrOcXGxoG8ddaWHg4lMgNDlcIDmgVRIiYvLa9abLce3D/De0bQdRVWxd5Qfjsl0TONOObveUSuNKkt8TETradZb+q4b/PkkIXjqsmA6mkAC21kkktKUtH1HjJH5fJ+YEsvtmt57XNPiY0CYgk3XsT0/RyqFUAKpJQTY7HakFNmstigJs0lB6jwsthwcHjLf3+dyuWa12jCeTpgoyYvTM8yNYe9kjikVVTXBFIrCVGg1AlHiXCKFnnJcoAvNeDJ6RUp43dfP6ubPvmNuBhRSZ8TmLaQYBq2ZeDmYJKXAeFTz7jtvU5Yl43FNVRQUhWa9XLHdbvnD73+fm8U1Xdu8cguRITAuCrx3bJc7RseHjKsxV1cXNM2O8XhEURjqcUlKgp6s+3C9ZxcdwXasrq8xRUFZjfM+rRplNCwSqsgs0lFp0DJi2y0Xp88xYkIhxvi+px7V/Po/+E/ZbLf86l/+LkJKfudf/NNsz3V4wOnTz3j0+UecnBxzcnLMerWgaxumo5pCa+pRQVUqkpuzVnB1Zrm6OOPi+dNXTic69KR+DIUlyUBnM3tsUlU451mu1pCgLCR3bx1zdLjP0dEJk8mIbrtleXPNye07CCE5Pb/E1TV3bt8BJM5lrVxVlrjBomy9XCGkQA8aztd9jXqHDjCuE7rr2VxcoWPi9vEtJrMDvv7Nb/Dbv/89nj5/wfi4IibB9aLh2WbLP/7+93j3S+/wP/6f/g/57X/++/zHf+8/4Xsf/pSLm3P6zZJke+4fHzKqSv7R+T+EFOibHdV8wuG7b9BdL7m8eo4QJVBgJoa9kwOubm7o1pbzT2DdJz57ZDk62OPOW99CckRo76KqHV7sOLte0jaOdrNg0Vn+F//hp9y7t8+//9/4G/R2zY9/+n1Wm46fPHtC6w85Ojyi6y9omtNccIH5ZEpyjsvrZyyWpyyWT/nOt7/N7bv/FrrIDi7/yr/yV/nmt77C3/27/wc+++wTdusdQsJoIvC9JLoOH/L+XeuIUrDdwWYDN9slqm6YTaeUtebg7oRiknj/G4a+9Ty/WnByMOHOG4cU9YLNquH4zoT5dEpSnt224+mzNbOZ4Ou/8oC+7zm9fEpvHW3vePhkyel5dkOqZonzxSVq/RdY0Jpdh5ARbTwJRxIBqcE7Xo75GWQ+gz4lQhKklO1WMhrJ1llKCYQYzGhfobkB+ZHNXyFb8QhhkCISCaQkifElOkvYvsf1WXRtnR8E1y//bP69WmexrfMOksB5j3QS77MDx0sEFlMiiVyYQ4x0XZc1ZSHS9RaRoOv7DP+BbAackdNLk9uXyCwjpMzc08N4TWtDFHnJT5KUUhJFJkRIpZFKIn22XEJmJDrcRWIS+JDoek/TdKy3W2yf0YKUEqnz3xnvMhVWFsjBHV6K/P2GQIFMOrAOYsIhfnEFLeaf7SVCEyKbAfc2UBiD1uqVL28InhTBDKNH8Wdubgwe1/f0zY7gHavlit1uy831FavVMpM8BNkeLWXHD0Hey3pr6dqG6B2kiOv7LLKe1MPXDwgEetirxeDxDMQRkVm8Qiqk0tlBRkhMkRu9rtnRNlva3ZYwuJFs10usbel2G/q2YXlzma2+vM2aPNdlxvBuSzMqaMclbbOl71oKBUSDCIIYPH3X4V2PIOvkunaHUVnDJlKA4OjbBo+DgWafgocYEC+txYDCZJlJ1r5lQfhsNqUqC1LKO8hMtMnSiJQi3jn6vhuQc0baKfJqlPu6L+EDIEjW0TcNy+tr7HCuSEFmQB7s04eAF5LeBS6WHb0PrHbbPMrvG3zyqFLTO8dys2FWllSjmpASXd+THIgYcLZHOIOlJRqLGmexfYxkWrfRRDEiJE3X96w2gk8+9XQPFCe/dIQZ7VNMJxTTSDHzjJnD+JBN3+CC5+LaIk3P9TIglKCajAlGEMqA3EjCJsslsq41a1ELFUAEqpGA5Nnubtjsrllvr5FqTllLylIxnY4YjUrquiSkmFc93hJFZl8FH+laz8HBmKOjCb1tCNHiYqTpLbO9hDTi1fk+mRcgoe06hAZdakypMJXABUdre8qqIETwcYUNAect1ltcsPTe0jlL2/e0vaOsX9odJpL4C7S++uzTRygtmEwVpkjU40CI+eA2If8lsygzEYIFJEU5RqVAjC1CKgpjKKpsf+W9JQRPTNn8x4hRtrKyFSlpiCabDRsIMqJkdn1uO8dquaNtckyB7QJ9m4uneRVHMsL7PF6s65rpZDq4g8fBNSTS9Y5EohpNkbrkZrkhJEE5GnOzXPHsxelQrMC2HdEHRMiu/jGlPHopSoLzXF/fUJUVdVUNQlX/yoi2t/nwms33EFqhSjOIdRMh5RfZthAvGpILVFXWVQmy515Mib6PtO2Om8Wa+PkXVOOKoh5iBQQURXYIWa3WjP2I/aO8hxNogpf0u4AoFFJLbq4WmdK+WxOC51t//bU+VwDYvkdKOfhv5l/b7bZs1mv2ZjOmk/Er9uJ2vSKlyMnRUdaTRY/rO87PT7POLHgeffEFz58/w1tLDJ6Yslbt9skJSilC8OBDdp5JkdIoljdXXJ2/4Pj4iIP5jNPT53jvqIrsuB9tT1GW7M+m+SAIYfBgjPTNFifzvkhqzXbborTm+KTEtju++OwzFsslF2enjIodo2LG4uYMUuLkcJ+Toxk/+P3fRmnFd37tV7He8ejpE4SUjEuDxhH6HTI5tIw0uyW7GOm2W1zfs7m5IYVAoSGpRJ96RtWE/ekUoxVKOs4uz2lty527d9BKsl0tSSkLxH2I2N5S1jXlqEQSCbbn61/9Mj4EXpxe0LQthwd7gwOKH0hYjtXymrOzc27ducvB4WFuUBMYo/+cyfTrukLbEaVk7QLr5YYXL86pJlPq+T6bvqdxnm998xtM9vb54vkp51cLPnu8orU927bjo5/+lIePHqKAe2/NKWSi9Z6/8a/+Nd596w3+2T/8z1heX3L36AhJwm0Creh52nyGmXhuH4/ZbSLtLuHXgnanSeat3GzYh5yddfwv/1db/tJflnzj218mjQxpT6JvNVQdvL/3Hqa8z08+tSwWZ7x40vD4rOH/+H/7Q+6/MeGv/LV3eO+O5f6Xdnz/91v+8Hs7UsrN/1tvvUlZVfz0J5/SNj1f3z+ma3suzy/ZtM/40U9+lwf33+AN+QZ9nx1d9vfGPLh3i2pUYq3j088fERDU1YQQOvrW8s7bX+av/Rd/jT/98Ed88fgJl8sLTq96bt/XyEqy3C2JIXB475hytSHEjnICGNC1pgiGx89PIUq+8UtfZrwn+enDK3Z9w8ef/iRrXk1J7y3bvqEP2b3/4LhiOje4EHjdy46fW9Daps90e6UIISFUBJH3kUJmVktGAbkICDLKAJnnwDITRVIUBJ+yq0d8iWgyghMp/3mRJFIaUnK0rc9FwnrapqdvHdttT995rM1FSgwed0LkyuCHjq4oCsKwJ3Pe5w9hUWS7LVOglODk1i1MaSjKCoSkaTIsV1ozn885OTmhNIYUIo8+f0i7a3F9jxICbXIMy0tWZ9f3xJTyCDEGRIwZOSWy7i3GLG2Q2WstDYXsJUlCG5W7aykg5ZGOSCCFejU/TwMUToiBQeoyGE5piD3JSCwlQQyC4BK9cGwjWAVaJlzXEJ2j73d5bPULuPqhoEHeeTln8wFtDDEE2rYdBsPZyUOIRLPdZrJH9KwWCy7Oz7LRbvBs1kv6rs3vg8ouMZK8NE9B4FzejSifmbLBewQJozW270kDcpECtus1WmfnkhQDtm9zfp6SRB9wIVCWCqkS3nbgFMRADNDsthm9JUFweedplGQ8qrKrgndEb5FKUmgQMmGbDS54VMxKtOQi/W7NKuUdahxQUYpZQ6aUGCQGCQhDRJJGqyyWiSGQApSFRuqa0mSdnUhxQPEKLQWiMDkTLjsOZFnE0DhNJyMKY14xK1MMSCGHHWLFqK7RUpJCQA9yiRDDICF4vVc5qnISgMsWXkZWlGXJfDbFuBGjEEgh0Gy2TEcjwl7iYD6iaQefzhBx1mZzAqPy8xcSj56d03WJVdsRtebkwX0ECfs0kMYONQ3MD6Yc36r4+KMrTp8smR/dYX//hB/vHJ11jCf3iLLD6yWmnCOLGTu34cnlC3opmN0uiWJNn1r0qKawM1x0WCe4uOyZ7NXoYsSuc3zxZMP1ssOHjrqqKEuJLjzaeI5OprSNYXGzRlhPSIldu+Xs/Bn7e1NSuoOSCaPz7reqTN69pMhkVGNKzd5sPphfrGmbluvrLNXoupZdE3Ax0bQ9RSmpyhohJEVVk1Y9qw0YHRjVFl2UTPcKbL8m2EhVj1DasHcwww5orBSS2aSkRDJG8dZbh9y5Zzg+qahHit77TBJ8jdfPLWi7TYtSEILElAnnA9YKfJTEVGYWpJCDUHYgUYTsu1hXM2LyuNjhrCdEl0eIgxcf5CwniEgESirKoqbvI8vljq7v2O1a2l1P21hcny2uFDm4szQlILOmKSZc11HXI6bTGevNmsvra0yh0UYznkwZT8eMxhVVXXHn3m0Qid529Lbn8nqFD4nJdMrbX/oS77/3Hu+98y4C+N/9b/63LBYr1stlZtsdjTBFgR6P2K63rNYbppMJVVUSyZ561lpCdDjbZ3KJUQglkUYjtUYZjdIKqSRlXaBIeBtIkfygSE1djXC9ZbveEFMgRk9SHhcC3bYjErMHnRzIMC+LWRx0a7uGVfQQelKwJN9C8CgZh3He67/W63XWjhWGrutYLZYcHR5y985tttsNN9frPAJMgf29GVopzk9f5AIWHc+ePuHHH36Yx4giIwdFZG86pSwLNqsV3nvaTUZ31lpUilQik0napuHgYJ/53ozFdd61zeYTSlNwfvoCpRR3793G257FVU9d10ymU1yfg1tLU1Cokt1mQ4iJcjQGn7g8O8MYw3Q6J/nctEwnI+7ePubF6Slh1WJ3+Wc/2puQUuTi+RcgoBxcUKx1LDbXuBipR2NMUdINZJN7d24ha4Nvt7ge7K5Ba5hNa7SA4PNCPsXAwcEMXZrB/iuyFVmfJxFIo9G1yRZkSuKHKJ++t9nV/+gQIRWz6Yy267haLCmriv39PRRiCAsVxL5nUleYomCxWPws7uc1XvvHB3Rdz+r0jMooptMJt28d88Y7b+OFwifJH3/4EZc3C772re9wOJvz/psHLJeK7a7JZ4TWg3NQxAWPDYG//+u/Q98lvvL+lPt3D/nGv/RXMnniN3sY9UzuR95+9xbf/PZb/Pjh7/K9H53zH/w7v8I3Pvhlnj/9fRbrJbfuvIspLWn0KXcevIWZ3uJ8+4x//oN/xJc/+DrvfuMrfPrZ51xcPUNN5ozliM73tDuLf+KY7IMu93ny/IY/+vFnYBNY2N87YW+vAJbEVPGVr96j7Sy/97t/iEsNfYhcLq7pPl5weDjlq/I9qspQlyWzSc1mVHF9fY33nju3DxiNR9y9dxcpzvji8RkvXpzxvT/wnF+es1ivuFyDR3B+tSZEx2yyT2EMI1NzGixfPIa+t0i14cHd+xzuH+DdF7S7ltnBEVVV8867G1brNU+ev0CamvF0n2oCs5h45933uHPvPtmOG5quzc3+a7x+bkHLbukAeR7vfcR7gXPk+BidQGakkolPGZHlaJZsVhlCXhqFmFAmh2m6EAghsd00OCuwXU92x98MjvPbnFjdWfouYIdilgKvxh1RpbwrESpP4HR2GffeZT+/+YwHbzzg8OiAt999h7Iq+OjjH+FcyNZFUmBsxwQ4FFCUE0aTPUajEX1vOT07zZloUlKWBUnkXVRICe+yFijGRFlXRBKds6/m11IpkDJjUCEQWiK0Qpp8sMg/U4RMoVAiZ8/lYFGZDxNpCDIhpUErg1QQhSXiCUIRU6DzPX3fc3W1oCi3rDcNWipKbSiNoio1RsRXrFIhE0ryCytoUghSjGw3W1KKuegHz3KxIIaMnpQUkAbj4QGtub7j4uwFpy9esFrcYLSiLswgrM7IQwHB2YzOXlpchZfONnmn9lJzRoxUVYHKYJiUInVdoZVCS5nRtchr4eAszvbYvmOzWtG33WCBJema3LSlJAkJ2t0O13cQI+1uw9XlOd1uTXA5SVkIiEOkUmLIFisLSAEVswuNMoamz2Gs2Wx6iO4YglohUZYlhGyplLzD+jxyzTtBTSLg+j5PJrY5W8/oIjdeWhG8JTqyL2jKP2OIcSDTwHJxhXM+061DwNse17f07Y4wOLo0zXZIP+hfid9f59UERxCJ0d6M8WTK3uE+9biGFFkv16y2O5aXF+zWG2KzQxclIwReKdSQ39Zv+2ESlJjPaybzitlMEZNEmB2LruF3fvBHeJf4w49fsH9i+OZbxyyvOj7+6BEay1fem3Nx9gXfX/acnj9muWngfEFROcYnF3TtHn13ye1bNX/zb/4qi5sdP/np9/ChZTwuOXtyyWbZokRBqTUahUFTCsOkUBxNE0bOKMSc/YMZo1Gdcx37yNnZFbtdx3LZ0baeosgs5tU6cnW15cWLc+7dvsfebM47b73DbDLnxYsXOGeRWpEEtE2TJyUCyrJgOpuydzAHKfjs6QtW2y1nL3pWC8vBrGc+M+wdHXD3ruHb34G+XXF1vWQ2tlSlZzTOkTinZzeklDi/uKFpO6yFpnFcXa3orKfpLIiS7S5HEEmladrmtTNkf25B09ogZcoxMTFnoDmb0BasjWidqaCJhPcMRS+gTd41ZU/FlowJEpUq0MrgbI93jqvLNbudZ3E1sBSlQBtBVWeX+xiyfU3IsVO8PIeTACnyHkoP7u1CZ9G2tZllVtVzfvVXf4X3P3iPr3zjayAEH3/6U9quZTbbRxlNaXNXPp/POL614O7ihuA822bH4uYmU8alpBqNSDK7ovgU6duO9XLJbDLL3W3b5uDNIXhKDZ2hzIyIXMSUQpgcm4P4WUkpSoNRgt22IcQAKdPLlS6QHoQyFJWhrgt87AipJ8nscrK7buk7x649G1QTisIUTEZj9uczjvf3GFUSXWaiSLZ/FL+wgqakwLkcwFkWBft7c6ztubg4YzyqqctyEFQLlHhJD8rC988//YSL8zOuLi6YjCvUbMKorqmKCiPFgGo7bNfl8ZzI2XQMbFyjNVVVZ71ZDIxGFUJUtIMzyGw6GUy1sxha6byXdDbHdvRtm4sZktnefraJ6i1CKKqyzrR2azMxKUU2qwXdZpdH0TFiY5YjGJOfy5j8YLKcEDGP/iZV9iJ8+OQJq5sb7t57wLiqIGRqvHcWSTZQjk7ik6ezjr7dvnLglo1A+Z6+z1T/9XoNQFnU1KNRNuB2Hus8DIZY3mXt6G6ddWjnp88BwWy+B9Fh2x1ds6Xdrumtw3rPdrPDOTdkv71+UsjGdSilmJ8cMZvNObl7QlnU2bT5/JSnT59x+eKCtnP49ZpiNGaSQEjFqKrZ7lrWyx0+gU9wcrjP7du32D/ep6gNH/74Qy7WK/4f//g32DWRzz53fPDBCb/03bc4e7bk4eefoVF895eP+f5v/ymPP/8eDx8pdltYrgLVKHC/bNhuKna7J7z91gnf+fbf5j/6O/8X/uE/+nW++tWvc3R0i4+vF1yerjFij8JIDJ5SGEay5GCkefMExqMjxqN3cjK1lFxeLmnblhfnZ2w2LecXDaRIXUmaXWKxSLx4vuRn8KeoAAEAAElEQVTzzx5z6+Aue7MDvv7VX6JrWx4+fEjbtgQCq/WKjz/9mLbZ5XSIcc3R8SHvvvclTm6f8Ad/9Fs8efaUv//3n+B9x1v3Wko9Zn//DvPpCffv3OWPvv8Rv/8750zHPWXZszc7QUnFZ59+znazZblc5bG40IRg6ewlq3XDYrnj5mbH4eELDg6Pqeqa3eCP+zqvn1vQqqJEyITWfkAWOZwwhexv6d3L/ifiXEYkKkCzszx+9Dy7Y7gepSOm9Ny5ZziqNFpLoKQwFqsFQrps9SMLSIm+CwOCyR8cpcRLGiHipQ1kzCSL9MpDUhBC3r0lEQkx8P0/+j4/+fSnfP8Hf4zUiqdPn2PKgqaz+F3L8xcvmO/PuZsE1zcLbq6vWC6WtE2DEoIUIovlkr7rGE+niJRhM0TqyZhiVKIKjQo6O4wMGrzedYQY6QdXeyEFutCUoyqzzaoyi66VwhiJUrmwgcS3Wa9me58DQ1EDS1RjfXYKKUbZjmwyGVN6nyUGMTcVIkn6LrCKW3xjKU3E6MS4gsIIDvZqjP4FePGRSSEpJSbjcWY0kuNNxlWZi2qK2TjV9vzkwx/StQ2lkXRNw+XFGbvdhlFdMK4rJuMRSkD0lnZnM5Ib9oKlLofcM7K3XggEIYgxkKIkRjmMOvLTKgQE73MBFZCIWJv9IKVSWe+Whiw5hpwHKQYfukBUJmsEQzaANlJSGkNZlPRNiw95h0aKWadjNLdvHSNl1jVal6N9+tUSu92xu7mh327ptjtEzPu9lBJaKCDStT3JW6JzzGczpndOuDh7wXq1xGiJMXrYf2nGdQ2Q7eqURKRE37Ws15th763ysyoEWumcnk1Ca83h3hxtCrQph+V4wDqHdY6LGGh2cSAivf7n5+juCVIqRuWIsijxyRO63RCeG9mfTrn19WO0Mpjgsasl9/b3WUjDRz95io+OvUoxnk2ZHR5SjDXeWg4PDji6fcKDL71Fa3t++NGfstl2HN5LHO2V7K4atrs1N4sb6mJMWYw4qg8xdyW67dluLU13RRSOm4vE1emaq9M/wbXHuO6Cr35wyH/vv/Nf5uZqzW7T8cFbR9yajPmT373EtZ75WFGFCWx6+mvP4iGsygZZXCKURijFZDqn1BN8vyNYwWysUFIyHo+IfkOzveDpkytESLx5511uHdwjekn0khfPzlgsblhvV6y3Oz5/co40kTt3DhiPC6xr+fHHP+JHH0cePnzKcrnl3kmefmyXW5ZVjesS15cLfvLjn+Bt4htf+wrr1ZaPPnrB++9p5vMpe/snaD3hs8839J1DKcfeXsmDw32Ck7RbS7Nu8Z1HJsNk6hmNJqjq9Uo+fm5BK4zJYyotM61cuIy1hlRp71PeGyWy3iklkobt1vHpJxdYF3Exe4eNJjCdR45Ost2UlGDMDq0iUvhMn5dZZOr7nO2UXc8zYUK8LGiZSjjQd9MrgXcmqHis7YYRaOBHP7qgd5bRZJTJFlqzf3BI01ratuXxk2cctT31eMZiseT6+obTFy9Yr1aMqgopJZvtmhQSo/GY4D3NZovWmno8Qhclwiik08gQ8/0QMSfdes9ul2n2QkJZFT9zxEglRmlMoVE6oWRCFzlF1jWeOFhcxZBHqvmVM8S895Qij5JGozoz2VwmynQxF1TbeULnaNIOLXuU8OzPC8a1YT7WGPV61fovL9v3KKUYj+qBig9lUTKqc7Ju33c429PsdvzwT/6E5c01x4d7pBhZLq6IwVOXhroqGFVlHpU5R+8tMTi87YgxoES2fJIyvRL1xxiGVyYE+OCJMbxC9iH4wWkkTxb64e9qGOy3UiIEP7jg5HSJOKRnR5+JEc45lMzJ6qXRVGWBGyQCyVvS4FNqqDieTwHYbrcIl+i8p2taWuto1ltcZ7FNi0SybRuEEBzuzSEluq4nBUfyjsnxAQ/u32G3WbJaXqNkziIMSiJIQxYcQ8GSiBiz0/p6PUhF9JDioBBV/aqgFVqyP5vkyYAqYCjqvbVZ5L1eZ0Zo8YthOe4dH+a9uikRSRBeNj+dQxKZjUd86c0vMZvO+PGPfsx2u+N4NgULm4sGVUSObmtuHc548O4DbrYr1t2O2XzO3bv3eOP9dwgisugbVps1byiJcZZ2sWZ9s+PydM18lu229ss99o4nsF2wrnecL85oesfZNSyvNiwuf0JwV0S/5ktvvctf/pVv8Y9/47f45OPPeef+PpvJhB/+i8f4pqUaV5Shg63F3Xg2T8GaDquXJCERSvHBV25Tj8b4/ozgEpPROAfJzuZslud07QVnL5bsVmu++50Fu3cspVYkL7k4u+Ls/JTzixdsdj1Pz1qO70748tvH1LXGuZ7Hzx5zcXXJ8joRrOD+gzlFIdltGjZVg2sj15crPvzhx7zz9jt8+f0v83u/+yM+/fSSw8NjymrEdH6IEGOWy8/YbSNaZc3juJ7SNY5Cb+h2HevFlnE1RiXJ4fyIsqpe63Pzcwuac26wsIoIGRAqEnzK2Vt9RBCHcaIk+uz8IGSFElCWg7TMZ5Z58Ay0/Mxeyoc2WJuzzEIYNEFCIuX4lb2UD7mTF2IwtRpGZy/Zcd47IBM8BAJtZDb5TY75fIJQim3b0fcO2/S0neMf/IN/iPOBxXJJNXrKTz75gr7d0Ldb+r4lRs/7773LbDplPp2RSBipcyErKzbrDRdn5/gU2XQNkBCFoiyy+XI1HmWiiss2YGEQDqshKdh1Pa7LhsoUTb63qSR4QdN6RNSEXqO1oTRVdoP3Eds7uq6jnChEFJlR5xzO58gM2wEpB40myOGVQ0NQ6JJRXXFwcMR49HofqpfX9eUlWmum02m2oVISbw3BlyiZKeA/+Pgjnj55zOLmEmd7dtusBzMKkAqhM2mmb3e4rsPbPo/Bgbo0CAx1aSAlbNcNjFPxKnHcBUfs/aBzGwoaCe8sWivKwuC9Z7vdYIyhqmratqVtWwpTUeqC7SrHtwipCSGxvHmW5SVVjVKaaBylLlCVoG8aNqsl80kO/xQaCqVobjKZ4urykhATIQkur244vbzm8PY97h7e4q0Hb1GPJ/z0888ziWa5RknyfQuRbtdyenZO22x5cXbGYrkGKSmqYsgnJJuJC4k2eZRdFpq6MozqkrKsMUWBMSVCKpo2++6VWkJwPH38iLKqGE9mxJSoCwVBkHzi+GCP6aji5voGZ18/KeTi8mpIs4gcHRzylQ++TLPZsr5ecX59w/Jqybe+9lXefHCH5cU5FzHygz/5Cbum4/23pwiVUBV0my0f/eAj9u8ccHS4x2//5h/x6//Z9yhmE4SGnb/EBcemdUxE4L527E3HfPODr7NbOZq1Z1SUaGqMvUB1HbJLlAkeHMLJNKJcj3INym/o189ZpJ5pteLNe3A4OcR3ieUXEy6eRU4/s/i1RW0TYpHwZzC5f0h18g7PXrxgcbXiI/cIbQyNBeSY6SzLKoyqKIuG6aRCJk/XZPlS1waC9Nkm7fyKm4srUozUteadt6dM90eMqoKua1jubrhebNk18M2vfoXD+QGjcUHfdXz/+z/kyfqc32h/k912i+sSi+s1jx895fJiy3qVePH8Euca7t66SwiJW8eGZhxw1rHb7Pjd33pISpYUe4yOFFowr0ccTKYo70lt+1qfm/+cxGqPkCBjFqrKQUj9MvjT+/Sz1VZ8aTWlEeicRxVBDeuaELKtkSCjsFcWjzG/YoAgM0lA6GIY3wVIYdBn5M4aldtqIXIXnbvwTJXXOien5gYyUlYFpijZdX1eEltL2/UsNp9mo+IQUdpwfnEDsYeYF/laS6qyYj6fv2J0FcNIaX9vj4uzC66vr7HWYp3NMfcqW3hJIV85KYQQhr2iH9xMhmW/dfiQEYTvNiA9dTknRTUIoCP4nqqU1KX6GSEnhBzAF+NAg8+xPs6lIS4nSxk0eW8jRRa55+KmMMpQlzWjYSz1uq+2bTEmM/CUkqQghucoYoxGScH5+RmPHz8i2i7Tp22PlmLY9ZHDX0mZqGA7vLUYLVFSYJQcEIokxUgffH4WB3E2AsLwbKThvkmRxdo5ekbR9x3eOdpmRyiyAXLfdfRdh9EFSoiBGCKp6wkxRLabzZANpkkqIlKWHRDTIDexaDGi0AoldM4kaxq6rmOzWCCkQuuSbr1hfXXDyck9ptWY+WRGNZqgBkF33/X5c1SbbFTsPdtdg3cd2+2Oru9pu5YQ/SsZSEZgvDJfzoa0ksJoyjLHvxRlhRCS3a7JzNGBebleLaj6ekgBN2htUCJ/5CajmqrQrBY3uOhf+7Oz2+5y09v1TEfjHCPUO1olcX3PdrOi0IrZdMxkVLEuNNvVht5Zjk+mJAk2BhabjqvlgtnBlLosePLFQx4+vcIKkEZw7+0RKMGqcfQqsT8OHE7G3Do45nS3ZNutESI/ZzomdAwID1pAPYJJmZA+ILxDhB7fr+kkVKZjfwb3b9fIoPjye2Om2nHzyKMTaA+yF7ATmFQzGe1DuKDbeXq3QCpNNZ1RVCVVOc2j8CRRatindxBsxNmA7RwocDbQtx19ZxEmURSS2bSgGueRout61tsVfe8ISXLr6JD7t+6gtWK13hL6xLZtaLcP87kec6bk1dWC7bbHWlittmjl2Z8dIKViNjMYE9htPNuN4/R8QVXCqAZV53WRkYpCKvB+YLa/vus/x8uRjJSGmA4Y3D0SpCghDnEtSWZhtNCQClIMOKsIPtPzYwAfwIf8+1LMejUhC5QMFCYQpECpCpLC28wqE0POmpQJSUCQl+UxBSAjM9KAEYdYkL5PTKZjxpMRrbU0XYspMnV529lhDJoIEaxNTKaa0WiOkg1KKBY3lt0OvvntX+bd997kD37/e5DgL/3arxFD5OzslHK9RlcFvbfYkE2CpZT0vs8Hj3PDP8PP2GoxvXozBdmJXghBKwJRJqRwED27XUtwEuEs4/FkMIZ2JLLsoTDl4HEZmIzHVL5is+2wKWFDRCCzH6bIB70akK3tA822Y3G9pG9eb5f08nrwxn2M1symU2II2XvRWTarFQ8//5TnT59yeX5KdDbvwIRApohMEi0kguwz572lsx1KDAdJoTFG5UZr+LUkoTAyv68vBY4DycM5m33yjMa7P8PSSxnh55dHConXNpMmfGC9WiPEFq2LoUM2SKnYm8x4KcL0ISdBGF2hVcl0PGFaV4wKhREC6RUEz/b6JqeUb7YUZU05qXnrzj3u3XpA0CV22/Dxn3xElJLNoG3UhSa4wPVuRVko9g+O0SqhZGRmLVprZpMqi+mFGDxJMzMyeI8TPd1O4rseQsC2zVAMtpm8JBV1oXG2G7LTFNFbrs6yc39ZVUipKJSk1AUpGR7cvYVzr7+g0VqM1uztHZCs50+//0dZipAE0VuMgtOzp0gZubg+Ax347/8P/utsdzt+67d/i13b4lrHfF4ynlcUMrC6uGRWOB4cSVofQQpmwnBycou/+a/966iwpbv8Ma73LG5WrJYb1qsdN2cPIRScHN3h8PCAi8UVnXfoBKkzrC73IEwpTE1ZjKjKEWVl8E5QjR2jUvNv/Xv/Mu3S8tf/8iVjXfPg9pR+PeF4OmXbLPni4UfE2LG3VyLLEmkM88M9iqpmujdhtVzx4Y8+QgD37t3K/oq94/r6kh/+8Af86ne+ycnxId/55rc4vzzjiyefkmRiNCppXcejR0+IKhJ05P79I0bjCc8efsazjz/lvffeJQH7Y02lCpy3Q1OjWS96nj6+wHnHZAo3Nx27refgYM18NuLLX36Xvus4ffYC23vunQTisEO2bcS1iY//5DEPizO+860HzGavt5n++QUNGOTSwEurqpRphq+8rwTiZZxgysGSKSliEMQoEPKl/VL+8ynJAX3lUyibCIthLj8gipj/f07NTa8c2AWCNKCeIVHrFXIbkkqG/8YQ2phJIqPJhCQkcrEBkV7FmsQUSSnbbuXxXkCbSIiCvf09Dg8P0Tp7Rc735lhr4Vy8+vGTeGlVlb+WC4HgfXayiNltIg4hoCnG7Dwy3FUlM+Mx6TRET2X/rDh4WEYrMMbhnScmR4w9piInAMSYRcXiZU6YQsk4UN/V0AiI4b2QWXDtc0K0dx7/CyKFVFWJVgqjNYGEUpK2cWw2Gy7OL3j29CkpuvzhkcOI9OWudLglIsUh4NMhtRqSziVaSiAMz0WeEygp83s6kGRiylZncSCEZGQ/JK3HNCREpFdNGwNhREmJVgrnsv5PST3s1TJJp64q4oCaw2DW65zD9j2VybtREdwr55LkPa7rcF1PdJ4kPcl7qmrMtBqzaj2N9Wx3K1yEZPKeK6lMZrHWY7RCmwKBJ6U8WSjLCq113pUNUTzWh+Hn+dl9e2kNloaxpB8QVl2NcmoB+VkujMZZR9O1WXyfEmVVUchh6iElk/GI+AsIiFVJUAjFfDwhhsB2tabQhqooECS0VnRdy2a7oulyNuGd+ydst1tMpZFOkIg5qHQ8ISlFlIrZuCClisW6I0QwAWo0d/YPSU5zsa5xtqXrLW6wyrO+I3mPKRVKZi9L4SXBRdoGri5yIxGExcUOGzQ3Nx1t2zGfbAnjSFXPKFRB9UHERE0tBKOxZDrVuDLRyJ7prEDImqAUSEU9VlnwXEk2OrLdLajLivl0RFCJIBJNu+H6+mJgQZYcHx8RouOLRw+JMU+XYoh0XY+u9YC8C7Qu6NuOsO2JzuVIodJA8qRokSpLZFL0NDtHUUJVgbORvvdY2xOjYf/gGNuVrG+uGVUGNYdu19JsPVYYnBasFh3NpqNvDnDFX6D1lTEGRB415gJCLmYpIcnjQyEKQBNjQUITnCI4gXd5t2YKBSGHX6YoSVFibaS3Du8zJd+FLAmIsUMkg0hmsPbJHpBaiTwSTB6PfeWZKEVCGlBaUhTq1WHlfcfVVUMU2YPv/S9/wGg8ZdP+Absmk0B667m6XoMQXN+suXNSsre3x2QSUUqjdcpOFhKcdXz+6CHOOc4uL7leLFg3OxKJcjKib1u2bUNwPmuAZI51mU+zEbCIYHtL2zS4Pi+2s2OgYHpHYsaKUlcEJygrjySRm+pA2/Z43+Jdw+3JPnv7Y27WZ7S7XSbq5M0hRpfMJ1Vm9QVJdD1d30PoEcmyP5GIJBjXNZPJL2bkuNtsIUVuri4xWjMaVTx//pQf/fCHLBc3tG3L8eE+41GFiJ4YPM16gXcBETOVX0sGIlBESZ3dMgYdmvWOFCNqeDaNHITlzg2W6IlCa4qyxIWAC579+QQp4NmT50gpODk8eEVYqaqKw8PDV/6k19cL2rZjOpllzZjOBJDj49s451ncLHNatnN461iv1uj5FCMLHj98RLNZUcaAFjAtizzydJ6227C+2TA/OGZ+YOh3HW3v8cIQkdnhX/rsJyrJaetJYm2g2a7Ybm6YjmvqekwILTE46rrOoNG5TM4KkSgDbiCyjOsqO84Igfe5sGWH/0h0FqMNRyfHrNdr1qsbbHD4YfwrTZbaJODoYB9j/t/og/9/vG5P95hMJrz/3ge0bcPZ6YtB15kYTyqEjCQVaV3L+eoSay3f+/B7+WcrBbFPbPoN7791j1/+lb+EMRVKGz7//AvOz6/45//sw2wp57dcrR/x9/7D/z2tt5xul9w6OeDtN+8QyhHVkeDkzQmlKdmurugax/hwTNwqvnix4snllh8//AmyEMgaApKAZDz2VGXkzrFiXApqoTg5GPPv/q2vU4wLhN6y92DN+79i0HcfoO6+zXS+R1lVPHz6nOV6y7PzSxI7xvs1XeyZHQdU6ojc0PuWvus4u2hodxdY92tU1TFfeucNtFb8n//eP6H3O+68qSlGhoP9I6aHM6ZHe3zvj57x+Ref8be/9QZvf2nO/Qd3cojr4oL1RnMRu+wlWWgO9yPFEPaJAOfI++p+Sd8nHtw7xvY9NxfP2Z/P+ODdL/Hk4SM++8knvP3mm9w6OuGf/pMPefb0kuvTJ+wWf5F5aJCBwyAYJiSEZPjAi1coYIhEHP49o7Ac45K75hDTsDcbtGXhzwSDkpfYQiZEzAarUqhXXyvGRCC7H+TOfdB6KflqHClgYDrmYMYQM0G7LAuKsqauK6qqYjKegNAoUwCKyWSC0oaiKtnf18xmerCayrELkPdAMUWsy55pm92Gpmvx/mdjlzh0+C/RQUZucoiiyKLhqMJwcIpXerpXc1wYfCfFq59BG5Vp1QOZJErJaDRiPpuzbq6gJ0ex8FKil/0mU4yD+80Q7zPc3/x1Mpr7ReiIIO8dYwzZwsvavJReLFitVjjrXmWjKSn/zPMEkHeNcjCDZmDWZmSfHWbiS8eZlP0XheCVr6gAhJJDkGf+mkVRZANilbVqSmvUn3krtNavXlLkWKB+YlFSobUeUF1GPc7abHQdBuQ9sE9jFFhr0ULgvSP4vNMT8s+kDaSXr0x6ij5kJB8iaZCh+BBJMptbZ0Zvjjrqux5rbf5eL02+XxZ7lT8vYrgvWbIQhnFuln28LGhx+OwF4f+MyXYaph/ZUFoMOso0oLxcTICX6fSv+9mRmkIqCiFJ2jAZjen6ll27y+GrdQmSbD5cKJTUOcozeVwKRBK6UCSRsoOMMhgMe9MZBLh9dEQhDFWZTbuvn1+xi5FrHzGFZ2/PUhSSejZCGUiyJ6iWoByyEAijcaGg99B5gTAgq4SNDhsjh/uS8VhSmUhXJLTfogjIAmTpcXFNMlvKmUdUPaiGohpRjgwhtXR2x3a3xSeQ9Q27doMpAr6PrLcCvEPqQMIRYk+zW7PdrpBKYIwi+DBEHSWCEFBG9lXJfLaHEKd0nc0G763P8TESRlWBdxlMSKkwRrFXjtk7mNF0TZ5QofNUTUaC72maDTEEqspkUJECWkNVacpCUhYwmyrmM43rPdH9BSK0fGhHiMMOR3SYJAcfOwCZ85OEISWT92Mp08y1KhEyUpaakFrADebBgb7z9Dab+QqhKMsarSFFA6lAMs6u594RgyVGh5YBJRNVobLDgzbk/VxHSomu8xSFGsIjNUVVcP/BW+ztH1KY7O/4xptvstu1PD+7oapLjm/d4/adu7z7/gfgr8Ff8fjpE65vbviN3/gNUkpM5zPm8/kraveTZ0/YbravomJijBilKKoi+9zFIaMs5vunZB5pxjQwYF7ufQb2YdtGdj5AWEEUQHZ4GBdzyrJmNpkRQ0cIFW+99RZvvHWHnV3io0UaRUywXlts79mtlqSoEMFQKEGpNVUlKEzJeFRS15n08Jrt1F5d9+/fxXvPbrvl6ZMn/M5v/xar5YKb62tmkxF782mmhnct0fdDjExukqLvSUOxy3q1HpsCeItMFVHr7J1JbpBiCDRNQ1KaopoyGmfB/Hq5ZLtZ8+YbX+LgYI+nTx7RNi3HxwcIsrQAYDKZUA1Sjbqq82hnNieGxLMXZzRNS0qCNnZcXS4QQqB0MeSDRRKWiAbvacqC0hRU8z32qxIjBCo4vLWk1lKWGm1qUIa+6QkuZG9OsgymaVtQkqP5nJg822ZB23hWa4dRCWNKQoTOOkwKaBkpixy9pJXCxUyA6m3PbttkxmNRvnpfXia4G521j1Jlj8bL8zOsdxitKIqSsqxwzrJcdEymE4qiYL1c8AuoZ1RRIPvA6uKaqi558959Hj56yLMnTzm6fcLR8RFoQR8td9++j9KK23fusVqtWX74QwKRwzsnLDcrfvOf/VOO9o/Ynx/w/jsf8PadB9yZnbBd73j88BFXV0v++PufsFMVYe8eZ1cdV8snfOdX3uRr79/h8eMPWSzPmIxm6MqQriH1BqVvEZ2m6ysKpSiNQasdlWo4Opkwn5cc70OhHOurz6BQ7N2ZYeSKyxd/Sit74qzlfLni/MVH3Ll/n/Fsj9//wy94frrlxWXEBdDFZxRlYm8euFnAxx+2vPPA8O4bJWNjqI3i088/Yrk448G9B8TUM51A2sF6HQibFnvRcXD7AW+88Rb37z3j+ibx6U+fcPbTU7SK7O3V7M9GGA3rzSK7PdUV77z7Jd7/8pf50Y8/4smTxxwdHVEUhoeff07brviDP/gtJqMR9+/ew/c9H/7pHyFT5GCvZru+olldcu+W4PbBIX/6wxuuN6+XIftzC5rQmpgCPqTsaF+NgOwHJxAUOu8WUnRDBzqwreiR0oPIaEGQMhPNQd8Egk0kB6XILho9gTCMEZNIJCmJMe+OhAoYHXO0vEwwzI5fUfmLInepPhCVJKgcRlhWFXpUIUqNKHNS9tHtPaZ2jKxz6OVoPGV/v6YcBXzv8XiKkWLkS9I257pJEwlYrhcXNG2m2EuZZQwMBSzJ4TCK2am9Lku0VIQUiD5gB2JIUgJTZ2H1y0472ETyYJRGokjSoIVhVJY5t6sW+CgIITGea+YHJeUoocqANFnk3nuPCxF0QAzxGjktO0sYUgwoUaIE2SnDvf7EYQDhLa5pePHkEecvnrNbL4nOUhcGLchaDplnGYo8zfbBQQwokVF933tCcJmKPyDS7EMm8C4jtMIUkDQSiEGTmgKhDGokmRQF1d4I17XcXAUkDWXZE1xGrnVdZx2l9wQZ2PQbuujY+RYwpCRoksDqkno0IcRAs7ikKBTTk4IQeqzr2a57thtBCh2V14wKhxEQTDaP9rYlRoc3HiEjXibqkaSeFrjW5uy9XUNvEyl5iAq3K3OqQghIIkomaiUZlYIYepJzOUxRgm0zsca2lhgChVTEpJAh75dlGCYJJKTSucmKCUR8tVO2LiPKsqwwxmC0ySg4JqJz+JgoimJoOl7v1XlL0hJPQBjNZD5HVxUuQZIKqUvUkH14c3FJAubTY3yfGJkJUSUKU9HYlu12y5VfsVs5bh0/YDzZg8JAaVi5jmXfsQ4RxpJb79S0TWC7jBizz7R+h271jMWLFXtv3Mbokhie42JPNIGoFFEEQqHopQZ6RHJoFamLxK3DmsmoIh3e4XC/oGlhuw784fd7XJ9w/YTxScnJ7YqimBF9BXaGtIq07UghYSaKSgmmUrAWliI2jGTBtJjQbwPWdfgHmXhmFExHJV//ylus1ltWzZbOebadhXXH9ecvUOuGfQTORxoCXiS8TPgUCMIji4Q2UE0kfWg4vzplvVnR9RbrOqSMmbksNeN6QlVWSFHjnWe56plUFbPxCNd19K5nVJYoLShGK0r/eglFP9/LcVwTvaNd7xgVBXv7c5rdms36GrUvGZclXdfigsvkaiFAVEhp0Sr7wFmrkEjGRUHsEpsLixR5rDGXZsgQzWar3kHQAlvIQasTGdWGutaD356k6/pXI0ulNbPJnEQEa/FSEKRkenjE4ckxstD0GqZTxWhU8uD4LkqrV7uXOLDcnH1OL1a0LKmPFOXBnL6tMsHDe2Jo+OiTP0IgqEYGHxJ664jJgx80TkLmPUOEvVtHaKVYLddY62iaFq00VVEymUyZTaacnp6xXaxgCzIJJntTtNZEIyhMwcHBGF0oyjphY8AGx+Fdya23Kkafe3TTII0hWFj2HdEnJhOQMSB9pJSKQmqwHcE5tCgppObm7JSUfjFu+35zzc3ZGf/s1/8Tml1D23SM6pqD/XlmPO52FKMKZTSFycLxbZf3buWoIDjLardGD6hbD6NTMUQNNVtLDLA/nyKlpjQC30J7DbRZunDvzpT94ynf+8EXPD+75mvfMMxmcHbmQNcc37tNiInFestmt+PFzdmwBxFERiRRYcoDivGcwy+9S0g9jz67YX6ouffdPXp3w7pZcfkjy+Mf90y9oBZwf79iUho2cUq0icXVDZLEeKII0WO95c3jW9x6p0Qv15hdy/knS9bWoSkRUbE+X1CqgoPxnNoIJkqyVxn2p4aLswuWy0suqehlQUmFFILN5QqtNSeHRxgpcalDR4OKKn/GYqKaZBZdYztiAlMX+BDou3YQ8E4ZOMZoBF5Iuu0O5wNH9+9Tla9fx3jVbRjJwJ5OzKc1R2/cp748xytNMjWyHFPWU0Dw4Q9+j+1mx1jkaczt6Rs5xy5JLjdXXG+2PHp6wXrbMT96ANWULkQ2KfLR5SkXVyuepsjd25rv/Jtznn8W+PEfCGbj97g9/husvrji4Q8CXz34q+ztV7jm79L1S+w44hVQQxclOy9RQaCcQEnJtE584/1DHtwd88a9NxECTk8dP/iTjv/Z/7xDqRnjyR3+m//du/zNf/s2p4/h5hJm7NOmlsvVC0zw3B2PGEvJsVagr7nUj7hbzrg7vsuf/vQRL57f8CtfFozNiGlVcDgb8R/8e/8Gi5s1P/7wM5bLDRenV7RPr/nBJ48R0vE2ks9FpJHgSo0rFZvtkk40iNpTjDWzI83p9SN++JMf0rbZ9jCmnlFdMpseUhZjbh0+QKCwjafZeU5PHffvHnH79hss3QWtX1JPpxij2bt1TTn9C0RokUgSYMoCqbP9v08Bhqyl3jq00ZjC4F9S4UNGKwysQx8yrV5I8u/hZbyneIXK8ggkLx4Tid5GpNTMZiXeR7ZbT1FGtJa5czTZdghyCF1Vldy6fRuZ7SLY299jOpmitHxVCGPMTB+hBM5ZwuA8DunV/s2YEmOABL73JJHY25tBgs1qk2+YMiipIQq26y3rsCW47EShVHZUWa6avDcb8n+0NhChbR0x7OjawK61xASTUUmhcpK0lJLdNrtfOGezaF0IbGjoQ4OUgtGo4s7tO/joefzskra17O2VkCSVUrgusGt6hCJbaslscWStZbeLTMcarcxrfKR+dv3whz/MYZybLTFGqrLEFAVqkDkIIYbIFI9zWVifr7z3EETqusZoTWkM0WXEG2M2IAbye5uAEPEuDnT3NIQSStbbhm3fMd8rGM+OkXJN27i81w2BzWbL/5O4/4jVLEnTNLHHzI4+v77aVbgIkZGRmZWisnRXFapZ6O7q6enhiCZ7MeSCAEFguOCaQ3DJxSxIjCSHIIayh0U2CFT3THOma0rLLJGVIiJDR7i8ftV/f3n0McGF/e5ZJMhc0bMMiPAIvwGP6/7bOZ/Z973v8wqlCOOQw8EBN+/ewgqJFYLexmijePh4Tlmv6E1NlIS89fbbRIlB657lyvH4WUcYZnzxi3vUmzV9U4MMMS5CW+8pQ4ZIJUgyf1oNIhhMBshQ0TtDq1v2DkcMJrBeNOjW0fU1TkKSKZqq5fK84M17U27dHLJvp6S5oFj4k35d1ygpiaIIJSV164NEHQ4RSMIoRu+8nVEcEcYxRvhDI7u5bRiGBEp50deufWl2J2ohJUhH+yLs9hWv6WxKkiREcYITgqIsMM6S5BlCKXpjWW+3GGMZjsekWU42zJHI3UFVo3uDNpYwConjkMQY0iwlyzIGSUwyyMmHA9K6YzjpcKLn4cMz5s9LNpuWjz/5jKD6E167fZvbh7cIVMlyuUBKSZ7H3D1O2HSap9dbgjBgOMpQu6JW1x3X8y3TyYybNw7IMt/+/fCjx5yerhlPYrpOUNa1z9S7lDx52nH5vOfDjwouzzrKbUUcB4wnU6azhDuvDRAi5PJyjrU9T55coQLF0dGEsiy5uLhif39AkkTUVUVVVdRN42evfe9ns05wsHfIcJRx/eSUdd/6eX0YMRpPUaXi/PKCatFxtShwrkEI3w0TAsI4Js0yhqMxoUooq4qu1lxdLCg2BV2nubxc0VSQhJowFCyXG4RwzKYzxGz2SvfNj56hOQPSEWcZUhiqpvEDeCXpjaZqGmZ7E9I0pml9hlRbNBgcKG8k7vVu+0tHbw12RxeRQqLNjrvn3C7Z2b/T6toxGgXs7484Py9YLEuGQ0gSyXgyJQxD+r6n36XQJknC/fv3ffFSkjiOfREW3jaABK0t223hC2ZbY4yh7duXxt8gkKRJjty1wLbrCoDDgxPfbg2vvbISySDTjPIJ52cXtI1m25Q0dU+WxkihuLhY4SzMZp7oHsexz3Tb1qxNgzFrAgWBguFexjBPybMh1jgPgdWWpq2R2tF0js6WdKZECEGeD7h37z7ZcMDHny4otoajo6H3q+mU9XXJVVXhQv9iTxJFGgdUdY3uHHvTE9I0/v/5mf//c/3u7/4uWmuqoiRJEoaTkRdd7AQqQngRhRcwdIAl9BoQmromjkIm4yFxFJFEEdW2oC7ql5lcYicacdaidzNOiSXMDHGeEOcBZ5cLLq8v+dlfeJ3bd6Z8/70PWa68ZNs4zdX1NUmWsXd4wM3bN3nzi1/AKYUTgqaXVI3mydl/yXpxRdPfZjDZ5+tf/Xnqds3nT7/H+Sl8969afu4bJ/zMT7/Gh+9+wsXzDiETjIvp+wi0QwQZYaTIxgMGw4jZXkoQezFBa3rKrubm3ROiMOODHzxlu64oy4pYCbJxwGK14a/eO2W2lzKa5QzHxxg94fwHzyi6grIoUEoxGfl5b7EDwb5ITI/ThMZ02L4jThOyPMNIfCSU1UghPLtV7HLRAkUQKPpde1EqryWtmsarSF/xOj45IQhDsiz3SuTVkt5oBqMRKgzodM9ms6XrOg6OD0mihOlsRreDFtRtS1XW9Eb736+1EEqGowHjyYTx4T511zLZm9HontrUVDT81bc/pVlBeQ1/cfltPuQz/t3/yf+MX/ipX+D/9H/+D3hy+gylJOPBgKN3Djidl3x8WjCOEmazPQLjC9p2eU6z2XBwcIMHD+5Rrh+xvC74sz//AauV4ebNIdcLeHq65vKy47PPlnz4gw2nj2u+9WcNVxeWk70hBwcTDg6POLkx5ovvHJPlEav1Kc8er/nBD654cO8Gt27us96s6PqKg8MhWZZQlyWbtY+3KoqKsm5xziJVyK07r3Hn7k2e9lvcau7fgVHKYDhhEYQ07cdcXfU8ftJw8xbceQ1UB0ZBlvtiNtvbB6t49vCC5fWaD3/wKcJBpAIWVxXb9XO+8NYBd26NOb+4pO9afv7nv8l0Mn6l++ZHFrR8PCIIFMNBirM9ui0oixWbVUWYpgwmE+quo2xqrPMSchVFhAZUFCOdxumel+VdKVABKpQEUmA6DVIQprGP01CgkF4cgmO9LpDKMp3FKGU9LT4IiOOYo+MT5A4JlOUZeT7wCi68z8waS5hEBEGw8934oEepJFmW0PfeD6UCRRzFOKexxhBHKWEYsb9nMVoThgk4CFSMkz54M5CWUMYcHyuG+ZjNqqCuaozu0b3BdAq9S7DujPZXde1vFHmekKYZfdfsWpWGTjeY0vv7kiz2lIiuRSqQofepKRXw/OyCd9/9Ac/np6y3a4TURPFOhi0dgfNqUykFgQqJohghDEY78umQQeZnh/YVu/VfrM16jRC7A0YYIpzPKWuq6qUARCJxEtrWq/XCOETJkEDFu6gXR9s0dHVDUzX0bUcahwS7kFXhBGEcEaiA6XSKRCNchQws9c6gHIYRlxclbWtpm4QgCEkHCVIpgiRGhQFWOM6uzrn+8wWdcXQWHrz5gMlsxv039xkfhARpSedgsTml1y3WSfb2Znztq1/k6HAPY6dMpg9QHLI829CUmkwoFIJkOMH0HZ8/mbO3n6NSSb+t6XSFCCMOTk68Qq4tefOd12mqnu/9xXvEgUClhtsPJhwd/wR51PHexx8h6RHOEIYphweZv5Fow/VihTaaXmuCUBHFOwDAdoVQknSYU1QFZVOjd6KmVncg5G6/7NBZgY+A6ruOXgmk90+wrYsfi8rxerXys1EVYouC9vyMsm4I4wQnJNpakBIVhIwGY6SQfO+9dxFOMJyMQSnm14tdGvk+x3dSoiTFYHn45CGjeosFDo4OsULw8Nk5Loa9SUo0GhKfzLh+tGX1bMVv/+5/zcNPPubjT95nU86xicFpw+nTS8LBhH/0b/4qy2XB6ekVXduh655REjHJEqpac72o0I1ByIivfOVtHj5e8/t/eIa1CcfHI4KgY73e8PhxzWcf+/1960bEWw++wGCQcnl5SdetieKCrq947e49Dg8cb78NeZIShQHLxYWfAzuBUCHj2T7GKXrj2FY9l1cF+/sTDo+m9BYurpZcXvZcriwXl0t63dN0GXXTMp1OEbLBupL9g5jxKKFrK6qqZzSaMdvbY7MpcUZycHhCmgxZzLeslxXnpwVdbWkqEMQeDqECWtuwuF7St90r3Tc/sqClowFJHHF8tIfuW6pNiLYtZgVhmpKPR1xenFGWBVKFSBWSj3IC5wubtECrdxpgCUoi1IuASwn0PgImiXBOEgcQyoBQpWyLisViTZLGjMY+AsM5TwWP4piTGzdI0pQo3j2EO1Ot3qX/Ouf9ZGEYYnv/72EQEkYBaZ7Stq2Hy+6y2/re57yFQUoSJwTTEGvtjqNoUCoG5wuaUCBCSJMh+zPHZuzTYNfLFU3tA027pvMv4M5SFt0OReQL2t7ehM1mQ13XODS90TRtixCKYTbFasdm48nrgRDIwBEEIZcXV2ha1uWauqsRwhBFYLQF4Y3L7GwCQRAQhQnCNhjTk2UDRuMEKTTmx2CMBSi2BVEUMchzQi9j9TDiqiKOfFGSO0xYW3szsP++FVkSYq2m72q6tqNvWnSnMdqQxA6ppJe/C0UYhSRxwsHeAdBh7JK6riiK7cuW7/yqZrXqiPOMMI4Yjf1JX4bgpMVIzXwx53x+RtkaqtYw3E+ZHqXcuT9jWiZczJf0rmNdpLs2uWQ6nbC3v0eiEoxNGI1z0rjn+vkHlPUaFfmgyTxLKDYbnp6t6DBMjzI2xYpNseDug7vMDvd4/twTGd758l107/jk44+RTqASy8mNKfdunfDRe+/z3vc+INpFAe3ffJv9yYS2bamqmsdPTun6HichzRLiPKXVPU1TMZlMSPOU1drfbKLIQ6qbtkUFAXmSviTYBMp7KaWSHn8XSJxwlNuKXr/6G9pqvSGKY8I0o2oaLudXRElKmvsbm/ZJwsggIB8NMdrw/od/RhxF/PzP/i16Y6jbhjjLmMymHN+4wf7hIZ8+esST02eMmgoVReztz9DWjzlUCNNRwizb43h4n++sP+Ls8zP+5E9/n++qvyDNNUFkSGJv07g6W3H/C3v8K7/2t/j+u59x9nzuZ+ZFycFxzmSS0TSa5apGOQMi4q0vPKDtz7lePGI4TLhxY0gYXrPdbnh2qvn8c8uNWcpkf8CbbzwgCBSfP/wuRQlBtGE6G3Lr9i2SaEgcDii3LU3Vst0uqetuV9AChpMpdWvoLVRNz3xRMTs4YHZwSG86rhYrFouexdJxdbXG2A5te4R0jCdjglAhZc1wlDAYjFhce5/oYDBmOtnj6vkjTA8333hAlg7Z37+iLhfMr9YYDz0CEZGmueedWsdquab5m2Q5buotPSlTN0VFinw2ZrQ34o23X2e7XXG1XmGkJMpzVBgjhKTWPqbcColTyquJhCeCaKDSPQQQItG9f0E1O9l11xuMNPQKtLU+biX2Mvavf+MnOTo84tHjx9R1TVHVNG2PVB7REqep9xGFAYNsQJompHlKFEUeriwgy1KCyM+rnHPcvnkbYw1G9yRJTpxkXF5eUhQFx8fHJFFMr7VHFrXQNA3FZus9Ho0n9tdVzcH+Aft7h+TpABz87M/8Al3b8id//CdUZUUzbHf5Vj1Nq3n8+JLBIGIwyBFuixOabDAEpyjKDcZ46kgURD7NOBZEieTGjVvcuH3I9XZJURVczjcYbYjiBFxIUxsClXD7zj3aomS12ZAGhiRwRHFCng3ompVPhP4xrMP9fZRSZGmCNZa6rqiriqIocYOMLE2JE5+RZ/sW5wxJ5Dme86s5SkmyJCQMIqI8pKamtY1vUxqH6S0g6HtDlmaMR0PqpuT52XPAe5PabkjXZ9y6fY/9g332jyeIwPHp4/dYrzcsiyuObhzw87/8Tcq6YL6c88nDRzx88oRPH/2A6+Ip2ShCBYrRvkOFIcP9FkdA0ka0jaYoaq6WNfUWxC7QdnJ0zGTvCF3VSOeIopA8gIPb+yR5wLLuyUYz7pycMJgMUVHCyZ0cIRXxMMfVDek4IQpCTl47Yrsq+O0/+hbVek0v4PjkgL3pCGvTnQDCEQaKW7dvUHcNi/UaoSRlX3umTgCVbulLR5TGJHlCuS0wWmP6DoUPzPWJ8AKnNXVZ0PetHxIEAqEkRnmf3Kte+8c3iKKQyd4+enHNuiwJe01jDBeXKxargskkJ88TRtMZSiiiLMFZx5Pnz9BaM9qbMJqMGYyHfPTpp/zRt/4MEQXIQLFqSmQY4pSkrCqObkyoTcv5aUmXr5DTc472p8x+9hucf3bO9nqFqXpkb+m3Fq0sm87x7PGSP/qDP+X8fIVue6IgJByM2KwL+rLk6dMFeZJy984MY0s+/ewHPD+bk+WO/cOY+2/MGI23dK3m6MBi3gDReZ9t2zZYG5IkCZaap6fPMPaQw8MZp1fPWS5KTC+871QqhuMpUkVoK1hvK5rOMJrss9lqwuQSK6DuDNeLK7bFituvTbj5YEZRLNhstzx8tGA4SnjjrUOc0ywWlvl1iXUdo2HI0dEMrS2rdclqXaA7y+npc3RvcUiyLOTGzZCqMJQby2p5zeefNUzHUw739ri+vmK12rzSffOjafvOEGJxSiCDkCgMGQ9SZuMBn37yEddLH18hA0UQRYCkqTt6a725WErYiTKEVBgh6K1nKSIc2rmdmtFhdgISAokIFSoUREJ4OngUcfvOHe7ff8Bqs8FYtzO22pe3NiclkfPtRikVcZwQxwnRLulYSEGa+tZXlmYvzcV939E0NaPxHsPRlPW6YL0uSJMBeZajdU+gIqIwpe8MfW/p2353KioptlsO9g7JspwwiAik4s033qJtW95/7/1dBEZE13c0dcNmVbPZVKRpSBhGWAM4RxAG4ITPUtMWa71KLwxDolgRJ4p8MGA0mqClQwYBUgQ4J5EixDlFry2RjMlHQ5atpmk6gtgTNPxtNaJrfPTOj2PlefbytN9bz7jsuo62bUjiCBcblJAEygdtOucFLFp3VFVNFAZkcbhDYym6wDPmrLH0tvfUd+/gQAow1tC0PfNFSRR6CHPfh2gNg8FN9vdvcXwyBdnz8aP3qduO5WbN7GjC4Y0Dmm5IMk653i45vVIs1lds6jm37h8wGCYkeUIYScLUt01U6IUWZttR1oblyqCcRCI5me2TBCHbxTVogwoVoYgYzYZI5WiNY5QMmOzPiOIQGSrGmT+ARWmCtpZ0mJKEMYPxgMVyzWePnxIJRyQFySBjvDehWAZ0jVdVKaWYzMZETUTRln6uqHtEoBCBn3sb51PWwzDEbbyYyRkL0iK9lssbw42m67zwxTkLO+O2Ew4rXv3+yQYDgjAkShKQkqppCK03CV9eLzk9u8awhxNDOt0TBQIVBl46vlmhVEA6yEiylCiJuLqe8977H3B485jBeEjjDDIICLKE3vTkwxhdGYplT2gqtnLDXnrIZLzH5uyK9XWD1T0CS0KEc4K2gdWy4vNPH1IUGt1rAuETs+uVoStrrudbFrOC127vYW3H5eWS9WZDnMBwFLB/lBHHEcLBcCjY33dUSwXGH/gFoALPxV2v14wnA6x1rNcbnj07RxIhRcBkOiSME4RUOCdoms6/D5KMME5QoZ8Ld9qw2hRcL1bcvTklHed8+NEF26KiqmCvG/L2OwlC1DStoKw0ZdWTZ1OGwwxjLVXdeTRYa1ivNztvvyMIBZOJt8/0jaWuS+bzlsP9GZPxkIuLc8ryb/CG9ou/+isEgWI0yH1ml/SYnK6v2Ts5JhsPefTwIev1mlGUer7cIMGohv5qhZWCII1RKiSIYoIkwSqFDCOCKPBYLKt3ENaOpi554623+Df/8T/m+99/l9/6rd9mb2+P6WRK12keP35KGMbsHxxyfOMGWhs+++wzirrhYn5NVZWs1xvC0COS8kHuN4t/Fj05QkmSZGcwxre5nLNE8ZAoHtI2LUb3/OWffY8wCLh9+7ZPtR6OSeIhaTzCaIPpNHEUEkUh2137UApJqzW//du/41s6ScI0DNF9T7Hd0tQN4+mA6d6YtqlZrJbcuJGTJJLTZ1v6zhIH/mYhjUIEAQboeoN2mu+9+z7vf/wRB8f7RImXzgZqQNsFOCRREGF7x3K5QWvLYDgmkt4TqLWm6zvSPEOKH098TF3VvFCRvohliIKAQZ4RKoHRPV1bY42nd/jsagiDkIO9A4zRNHXn5bI4pBCkaY4QEpygaRqfxtz1qECSjzJEGLJ/fJckzhnkM87Pr1nNV5SdoOw0Hz78kM5sWDanqIHmb33jS8hA8Aff+k2EiBAqJsoGfOVr32S+uqBqNnQGqq4jGUcY0XExf0rfC+pKorWi7wLS8ZTB9JD5+QXFdkVpHYYQOejBWOq2Q6WSo3s3iMKILM1QocLKgOHeIePxmNlsSpLGJHGA0T2DwYztes3pw4e4QHLvrdfQTYduOk7nW04vV4zFhFgljPamqDBEK0FYR8yLFa7vqbuGNEnJhwPauqHreq4WV36ALxRRoHwsk1KIvkM4hSSkLrYsNytUHKPC0GekSUkyzAjMq8/TO7+4RBtD+eGHLJYbHj6eMximjKcDkJrxNGIwzInTjIv5NTjvx3TO0pqeLAqZzKbEcepDWgNJmASESUiYhERpzGA04ld/7e9wvVzxv/z3/xOqtmaaxdim5fFnz9jEa0bRGWlmuHt/j/XmmiSL+O/9j/5tat3z7//v/y/Ubc3Djx/T9lDUjpCAgIC9wYBBMuWP/vRdvv/9D7i6+go4zUefnNG0LbduS+7eT3j9rSnT8V3GowGri8c8K5Yc7h0RhxOqcoPWhrJZIFVHNkw8y1II+l5TliXTcU6WDX3qgumJ0pQkz9lstpR1x+X1kqrVDMYzUBGbqmWx6ZmvNMNFQe4MURwzAJzwLcaTG6+R5RO0cVzOF1xcLMjymCgaUFWapq4IwhQlHRao64bHT54QqpCTkxNCuaJvFlSV4XljOTmqiKOAe3fvvvJ98yMLWjYaeDxRFHhuonRo09EZg4oiMinIhkO0tYwnM8IwwghFXLfsFS3aOpxQL1Nw4zgiDkOGeUocBkinfSpumqD7jrKIme0fcPP2bebXS46PTzg4OGQ2m1GUJdeLBZ3WBCpgtrfvzcnG+FiO7Zb1esP8ao6QfmyX5zlxHPqMNCl25lyxS8zmrw23LUE4QAUDAqWQO/WdlAKcYjQaEYcJYRAyHEzomoai3xLFCcM8Z7ve0tQtYRBgreVqfk3fdWRZQhSGTKdToiiiqZsdrkrQ9TV90yNkhgqUp7ZrQxwFHiPmduisFzzLUND3LW3fMuo0KozIsgFCRNRNjbWgZIBF0+8EKEEQoIQnrDjhTbX5ICMIXr0xFvC2hZ2EWgpPplBSEoXh7s/Wm9HN7pbq0VdeMp6lGV3fUXae3ensDlcV+JvsC7SXx41ZjNWoQBJGAWEcE8QxQRRhhaAzmqqr2NYFJljTuw2t9QrC2WFK0zU8fnaJEDEqGJEOxgyGI7ZNRas1xhp6LfBRmIKu6+l6R90IcDGIGBVKwlAgY4NoND0V0npvHMrT75XyqeV5NmAy3vdYN+vI8j0GoynDyYw0iQlDbyqXUjKPYx5/9hArhO+C7JIq6q6mbyzD2CEVBNLvF41FSEGSpLhA0Um8VSIIQPk5mDUaZx1h4MHiUnhju89wEgjlsLqnrWsiKf0Nz/muigwV6tWGDgOwLQr6vmexWrLZ1nSdoe20tw0IRxhJVKiQStF2HThvL8I5Hx8kvWXH4ej61hvU4xCHVzxnYUCWpRwdH4MK6Htv48lk7H2fbUdtJUprJumAeJDSaUWaRdy9e4eia4kiRd37RPFOg+48ENk4gxjmKBVxeXnJUhlOT2+ilGW9brBo0oEkzQNmewnTUc542BNHEcIJkjgmjRKWZY81PYH0Ip34ha1idzoUQBAGRFGMsR0I8RKYro2lfxH+ax1CBWhjqeqGtjNo7aibDtV4EVAYhuSZJUn87TOKY/YP9qialqv5AiF8Q9o6D8EWQmKxNE1PVTVUVc0wlwwGOcWmRimw2tEbdiBwyWg09LP0V7h+5K/+X//Ov/TR30lMFCiyJCaLQw861T636xd/+Ve4desWNw9vE0Yxq3KLcSACn/DppH9BCyFpu5a+6wiVQgno6hLddzTFlq5pWCzmLFcL/oP/4D/iJ77yVf7d/+n//CXP8D/8T/5j/uRPv0UQBkwnU/7e3/8H1HXD/+3X/6kf/jtH32viOKHtetpWU1UVILl374BBnpCmMdYaVqsVznn6Sde11HVFEO4e8B2Owjnf0vz0oz9EBYp7d29y7949/rV/9R/w7rvf55/9xj/zcvI49tlegSJLfAHbP9inbVu+/73v8uabb/I//Hf+x6yXCz798H3effc9vvfd7xJGIalLmC83qI1j/3CERFJte7QGjSCIUmazQ45ODrhx84jBOCXOQp6dn1JUJffuH1NWDQ8f/im6h/3piEgEKGLackPTlAzykGEak2QRySDi69/8CpNdevKrXoFUGKPpu5ZQBQSRFw5JEWGd9gZvZ3z+m/PzMN1pkjjiYP/A33IDz6Uzu9O3tY62qem73s92dthPoRxW9LS2YtM9hS5gXsZcl0u2Zs27n5/ycB7z9//1bzKajfnoX/Zsm5Kz7Q+8Uu4o5fq64/nTZ4xGjtEwpeknCAb0bevVlnVOFAcMBwnWKvI0QoqEQA54fvUJT0//nPEw52QWsZ6fUXcdR7MDIhlCqrwX0bTcOL7Hz37zV+i1RHeCKPLKy8EoIYgUInYY3WKLGhlljPcOmF8XfPv7jxjnGZPhgNt3v8D+bJ8jGxAbeD6/ZLPe8NHTR4R5yoN33oIwwEaK84sLTs/OQDjCNGZ2eEAkAy4fP6OuKxKhEEphhferxVFM6ATKgdqlXVinfeyTtPBjOA89efoMYy1N2xKEIfcenND1PU3feg+hUGhr6a1hlKakScpbb76F0YaL52foXrNYLHYM0QZtNDdunPDw2YKyXvB3/pV7HJ8c8vz5My7nc4bDAFGG6MqSRTFHt8fQ9tD3nNwaMh2NkWGJE/Ds9All2xFJGOUZyWRG1WrWRUtXdXR1z9XVipXYoLQmjSTnFw1KOcrSUXeO4sxw+37Im1+c0hcbuqJgOjTcPpFEtDjdMEhSkmTIm2+/Q6e3PL94nzyNcLpnlGfcvnHCYDgjSQbcyA4IQ8lqsWKzWvtRjjZMxlOPTVtvWS6X/uCnLMNhQFFsqDWEcUiaJnzxnbfpdcd/85u/zWv3XuPnf+HnWW2+zbPTp0Rxgww33L97SJ7lXJ5ds1xsefboIcI5poOQ0XjIyY1Dym2DtTAaCQa55PbtA27dPGE4yAmCV3sa+pEFbVtsEQLKQpBEEeNBjsszQqWIg4AoDojihDCMiZKEJM6I8hykIowzkD8saFJI6qambVt/msQXNKN7urKk61ryPEcohfnsY1QQMhgOKYqScrtlWxSUVc1sb0YUJ3S7eYw/pYPZGW49cd+fVg8OjhgMhhwc5MSxpOvbXSEL/M1Aa5I4YTqZECdT4nhK23oA7Gq9pG1r2rZDdILlcsXhYUkUxQwHQw4Pj9huNiwWSx8kGoYEQqCkN6kq5WNyfLSIv+2NRiOiKPB4J+GVei8SrcH5ZOk4JY4VcpAyHo+ZzvYYj6cMh2OSNCSMfISFB+gqpAiI4wQp7A4k7XPhnPORKXsHe9w4mXK4FzIehhiradofTx5aoPz2UjvjLrxwcHhostv9vBDih4Bc5ykwbeM/qyTJfNCn8KDopmk8E7TTu0BLidbeA7lcrenpGU4j2s5T7Y2qcEFL2TXYWuGCiiAVqMSgtWFVVn5uFQU46ZBhQBinRMmQJPdtNoIWFVqGw5Q4DsjzAc4FtH1A2ziqwhKEEfkoYDAKSeOIvlX0nUSGGhUo8sEISYwyQ8bTKelgRNgp+lASqhilAqRUnphvOrR2VHVDWVZsii3bqqJqWqIwJNPaz58RdG2P6zV1VdFUNdYYrDF+3zoHcneL3bVsPUAgIFahx3+7Fxg5gTAWsROYKCF2B0/h55O7eCO3+4xe9ZJCeUCz8sDoKAqwziL0C+A3uzSO4GWBFVLi8B0bozVOe8P5ZrNhOB4znkw4mxfUbU8c+3y85WLBarlESjyUl4AoCHYhsiEqUSAtnW4JY5/oUVYlRdNizYsHzu/nKAhQiSJWMbY1Xn1sJdooqsoSRo44SeldS7ftdsWlxQhvwZA4lPAJ59JJ+qrH9BKrPQ4uDPzvW/cdSkCaeDqMtYZAeSN8sS0Q0pFmg5fQdruLOHqRa6mUJAgFSLt7X9jde1FirNx1vTo264K67rAWqqpntWqoqoZABS9jmaq68cnoyZhk9x6Mk5Asj4gii5QeklBVNVmaoNSrPQ396PiYJKRtW87PLhikKZIjAqXI05x7r93h9q0bnD57zicff86tW3eYTff4uZ/5RZIkpbK9P3hjCYQiICSJBEEQEcuQAIXIJwhnkbvWUddXvHb/PnsnBwgh+at3v8ef/Mmf8ld/9VeslivCKOYnf/KnODg44Dvf/R5lWXJwdESUJJydnaGNp5KHgSSOU/6df+d/wC/90i/y7rvf4/z8Ob/9279F23TMZjPquub89Dnf/Klv8o/+rX+L2f5tZns3+fDDjzg9PeWf//N/zrNnT7l16wQhoG1rdK9RSvHzP/+3+Nf+wX+b//s//XX+r7/+T9hsN1it2ZuNSbOEtqsxWnN845Cur/jf/q//Q/b2Zrz22h2W6wXrzZIg8KzFMI4QwrJYbwhUzIO7X2Q63uf1e2+TppmHEzuNcR2Xl5dsyxW90xgrWCzm9Nry5htv09Qd56fXNFVDsdqgXE+g4Ff/1b/Hr/3Dv0N59iHF4jm//Zv/jOv5BW//2v/mlW4sgGGeY4xGYndJCQ6rNdYZT5gJlH+JCEHX6Z2vzFGXJU8fP2Vvb4933nmHyWTM/v4eDx9+xrPTZ5xdrFiuao6OcoJQUi0KLhcbfucP/oy7bx3x9/7R1zl9fsaHH35EKVsC5egtWGGZt58h+4iDuy2b0vHBo5440hzs1WTJEW+8/ToH+2+xt/cGN04eMBrtoW2HwyJD72WcDfYwTlC0hvfe/ZDf+os/4M2fOOFnfvmQqtjStjU3bsb0Xcv1+Zw4iPjaV95hmB2wN7oPJqPuHFZLjI5I4jFJnGJ0Rd911PWSslry8ccf8fz0MX/8B79DVXQQQmtbVhX0Tx7y9OyM6Mk1qmwRqSKIQ27eOKLse/78W3+JlhaXCNI8Ixv6XDFnHRifAp+E/tasWr1LY3YoYxB9T6oUe8MhfSAwYkf9sQ7T95gfg4/xtTt3PTezruh6TdnUSKHIs8wzBbVhNBozHI3QXcem3bBZbajKks8+/oQsSbhxfIP1es3p6QW/cO8BX/v6V1FRyPnFBdNRjgK+/93vsFgucbonjxPGe0f0TUVTrji+sc/x4ZSP33/ER1dr7tw5YDQaML+as9o2lJueVmu25RVBkpDlA/aODplODjh9csH6ekNXVljnmC96RqOA19+6z2q9YVk+otMrLq/eJ7MNqXL0paVYWm7eH5NEU77z+FOqquLi/D0Go5Dbd8e4rqVYXuNsRJ4mbIuCzXKNsC1hGHB+9YQgUHzlJ76GUYbtZuWjpqxlPB4ymQxp2oK+bwhHChkLynJLU1c8e3ZKlqd88e0vcTVf8J/9Z79O0/WMRnBxUfD0SUldGqazlEiGJFlMNvCXnZObh4zyHCcts/2Mt985Zn6+ZL3c8p3vvEeWhnz1q19kNBy80n3zIwuaUpI4jtjf3yfPMmZ7e0RSUtcNm82WxfWK9XpDXXmqQZrm/qUkBcopBGB4EQUqfADli0iVFzEqQvhIExxCpERRShiGrNcbrq8XXFxesNludr4TWC6XWOtommZ3+tp6U7Pxp8wojkiTlCxL0X3P4vqaqqpomu4lA9KboDVZlmG04fnzM5pWUdXw/Plzzs7OqKrKq5aU8gZgKWnblkePHlIUW6zWbLZr+p0KTEho24aqDonDYDc/MnSd4fr6Euc0aZZQ1SVBuDuJO4+ikUoxGg2I45zJdJ9BPsY5SVU2bNYVfd/Q6ZqiXlG1Bb3rdg97uzs0xBjtAzXjMGIyGDAeZswmOWEU8OThp+j1KV0xx9GjXn2cFeAVpNbaHTHfR6FaLMZoVCD4YfgNPs3bud3tWhGGEc7BdlsgpSQMox3GKGY0HiKkZLo3QCooyhrb9rRdT1FXPL+8pmxr0mHMTAUkQ0vT9zhpUZHECRiMElwgKZoOKRydcUTO4JQmyiTDScxwlDAaphgXv8S5KalQYYJ0klxIBvmY0WhKljVEQUMX1FgdMJkeIJzF1D1KhAgpcGKHSHMeEOyMVwCXZUlV1FTNkr6vWK0fUZYLnjx9yHo1J8sDgkAQRxFZnJDFKaFKUCJAY9BdS5ymvjMgJUoKYJdjKIUXFhQNnszmqMoSLRSDPEfEKXpToRyEyj+zuvPjhEApDG43g3G7ANmXyYivdO1NZ2itCYOQbVWyKbbkwyGj2YTVekNRluRZziDLKYxF2/5l9E0SRR6s7KyHqIchxXbL6dNTqu0Wo3vq0pOAtqs1VVH47oqQSCdeRBcjhAVpCCJHnMJwnDOejNjb2yMbOn7yG19nvlzx+bNn3upg7ctIo0AFhFGMbf2B3RFinUIIR5qF3LubcXgQEAQ9SmukdfStoyp9jqCNJdIZQiVJ44gsiRjmKVKB0R1KBl4bYC1Wd/5iIDwEXinpDy1Go/ueKFDs783IsoQsTQiURRuFiwxW2V08Ehjdg0sYDAZstgVa9wwGGYdHA1arjrLU5AOvxNVtT697P6qJPGPci++sR+5FXsZvdUIaCeI48BqK+NUKin7kq83zyYbc/tKXGGQZs9GE82enPPrkM9qy5snDxwj8VXd/ryLPWnpnSIBUpWgsrfPR9i+S05R4kXQG7a4YyChGIglUgiCgbXsePnzEt771LarKCx7Y5VH9xV9+G4As83SEi7PLl9L9NE0YjgacHB9zdHjEJ598xsOHjzDWtye7rqdre67OL8jzjNt3brFarfj1X/91BqNDBsNDnj59wmKxoCxLrwzsGsJQMR6PWW+W/LN//huMhkMODg/4+KMPKYoN+c7gvVwv2JYbJqOBb9VWBc4ab6AtVyzWc+qqYjjOqKqKtm0RJkaGMW9+4cuMhzMO9+5gNcznay7OL/nww49o25K2K0kHEVEasKlWdLolTlKEDLA2IM+G3H/tDfamM167dZt3vvI2X/+pr/Eb/+Q/5X/37/97HO0HDHLJaKAYjg9f6aZ6sVbLBUpJ0jR5ScnvtKHXDUHgIPCFzAmB6XtwgmAQEIUxcZzRdR2ffPIpWZYxHA7JBin5YMjrbyQgLMNxhrE922pJURh0ablcLvgvfvNPuXljwhtvHnE7T0iymG19TWdqBuMcGSiOTvaZ9A1xNqeqDYuVReqWSC+JBh0HNwPGQ8cgMQgiBApLgHWCxmqkCMmjnJODE7785S+RTp5g2iegfTfi7TtfZJhmxEFE3bRUbUXXQrkKGA9ucLR3ghYBOMXTR0+ZX15zff2Eolry9PR7lOWCq8uHDIcR73zxNs44+rYnT0cMswm6l+jecflsTrOtGGQxQRIjcCgJk1ECUUAwyLhabDm9mDMahORpwEW5InCSn/uJrzOIExan55iux/XeK1ltC0Tkk7d700NvUIFvtwUvIw9e7Xrj7j26vud6veT84oJnT59y//4DvvFTP8VnDz/n2fPnnBweMRgMsL2mQYBwBJnk1s1b3opgLGkUcbg35fOPP+Xd734fFXv27Pmzp0RJwvz8jKZrSYMAnMQ0/ct8MG1ammbLZE8xnAy4c++Yvdkx73zp62T5hF/7h/+I7777Hv+r/+g/oW5b2q7zyCkZIoQiy0YInfo2rhrghKNpt0xnAd/46RNu3k4YDS2qMijdU24c83NLrB+RxTGxGjMcDzi5PWY0jrh1a0BRbriaXxCnEVkcsHEG17aEwpGGitl46DMh28ZrFJqK8TDn7q27dF1D2zUImfqukLumcTUy96pnu6P3zGYz6qZhPE64/+Aeb33hba7mc283iLzw5uMPP6YsS5LUkcQOJ3qs6HB0IDVSwf5hzsF+ShqFxFHE8fEBg0H+SvfNjyxot27dRO5Yedb4008YhgwGQ6SDrtVYbRAIzp9f4AyYXu8IDr7F9OJkjvAzHb8sDl4GO2K9MkcA282W9z/4gLOzM6yDe/fvc3BwyPV8zna75aMPP6YoCqRUPgFY+RvfC7ySc1AUJXDxcmbgdreCoihomoZeey7lfLHwgY26p+4Eq03L5eU1m03hUVvCq4mstb7lqDu6rqEsC6q6YLNZEQQ+66w3DlqL1j2F8uGit2/fwhjN9WK+U/c4tOlp2sbLzMOMPB8TRgmLxYb1suHZ4zVYidByx6rTOCcJVAwIrHHEUUwQBl7NaDRB5NOQV8sFgRQ0e1POnz/l/e85ri6e0XUVQg4Iw4AwkrziuezL9aJ/r/t+tx8sjt2NDa+2M06+nKWBv00EgSAME+8vkw1RFDMYDnF4wHScegN90zUYq9k/2iMf5wSLDa3TFG3Pct3w5OmKu/dusne4x/VmzXrbEyaaKHaUbUtneraVoDdypxuzGGqMWGPknHXbU/UZzsRASKCGtJ3hybMr4ijj5OAORbMlyTRYS70RTIbHZElCGA6xQnEwvUlZVVxcrAilIh8HICxNs8X0IVYHqECTpI5Ncc5ydUGaGISQXF5atO5o2hVhEBJnIUkmSXLFxfmK1bXfz9Z6sLBUivl8g1UwHg4JsoR0OiZJcrJ8QBopokCwNtfY1geQarnz8xlLHEUecNC2KBxBoLDGz1+kdQjrkyGUe/UVrd+JOZbzBXVREoUhgVQIBzdv3GT/4ICm9qnNHnzQEckA4Xwoadd0VEVJ2xjqugfnSMKIrjd01hCpkGGWc+/Oa2yLks8efg5IokhgOktRtOSZIE0so8mQJI7YFBuaznJ8Y0GnJUM5eHmbjcOAbJARJ54L2/cddWOJkwGBDNDa0DSaum4Y9I44koQBCFq6pkCvt5i+JRAgrPF2JukIpPPBoBiE1bRVw9XFipPjAfvTCNt3VMWG5TygLmNU6GHMVrdESnDj6IC+c9TbzU7YowlCgVSOrmyoTU2aemA4UmKNYX51yfxqyXzeM9trKcuSsiwoywJnU+QuwBYse/tTAiWpmxLdtdTbGqdbbFczyjPyOKUuS3TZ0jTlK1dY/8iC9vbbX6CpG54+ekonW6w2JFHM3t4e5aqg3pbUpZ8tNWVLsS7RTe97EsrPQ8SuoDlhAMvuVYbDX8uFw/clnfc0zC/n/P4f/gFCSKIw5hs/+U1++Zd/mQ9+8AGnz57x8PNHlGWFlD5FONy1F4aDwU7e7ZjPrzm/OMdqj8sSEsBHxXiSfU/b95R1tQsEDen6kq67YLVqaRrtTxZJgNjlcpVlgXUW0/coJYjiACnw6bC2R3cWreVuHlQxmU740pffoW1b3n3vez49Wvg2XFEWTGcThsMBs+lNlEr46P3PWC23nD5ZEaqIG4c3dgBfCMOIJIlxsgOnGQ5GCAWXV1cYY8hznwn3/Pkppm85mA7Zrs749N0/4+L8Y7RtiKIhaRYSJ7tcuR/Dcs5hjKNtWoTcpYsLu7NN7IIxjW9Fq50Bv+97QJBnPkEgDFryfMje/iHXizmbzZIknxLFMfPlEuN6bt+/jdE90bNHLIuaxbzn4rLial4xO7jD2+ObFJ884flZS9V2KKW43pQYq3cmfkmcOaww9Gzp5SWdfMKqaOlajelScDF5eoNi0/EHv/dthoMpX/vaN1EyJB0EVFtNvYS3jt/gzs2bbPU5vWu4ffQGRVHw8Ud/SBIJbp3E4Azb8hpMCDoiSjqGE1isHnN+/pgvfGEfa1MePhL0pmNTnjMcDBiODskGkjRXLD6+4PNHTxluITU+A9AKwZPHp8TDhHdeu0s+HTM+OqTpWqqm8SGixvJ51VGYDbpraIyhrioCoZgMhn6GV1VEeB6r7Xw8koitHw1Y4Q+hr3jVZcV2u+Xs6TM63ZPHKaFSOG146/U3OL5xwu///u/z6NEj6qKk73riwXDHC+0oi4LL51e0NdQV7B9mTGc5l9db2lqTRSkHkymvP3jA/PqaDz/40NNWYsGmNSzmNXHUEcUVD964w9HRIX/0h9+mKJ6xt/8G01nHkU18Ckffkw8ypod7WEKMU3RdwXbbMr1xkzTJKDfn9Loj3hQMR4o4GhAEFmioyiWbizm6dTuerUE6QyQdkXKe22nB6YBiveHx5+dM8j2G92NMV7NZXtM1a6I44PjGvo/96mqSIObNe3c5P5/zwbNPCUIfwyRVQIikKko2bcF4eEAchxh8O/Pxw8959rzg6eOW4XDD8cmcq/mczWbDZDImVAFt1wCOW7dOsKbn9MkT2rKnWGsGqWQ8UOxNh8xmEx4urym2G9ab1SuPrvqRBe3+/ftsNxs2yzVt3fDZZ59RbyuKdYEwIIxDtx7qW5mapVryrW/9OTdv3uSdL72DCkPCna9L4uuWxXuKjAMlY6TwJW61WvEnf/wnPD1/tBNtNFRlxXvvvUtVljx59IT5fM5isabvPUtNCEFdN9R0lOWOL+cccaKIY8VgOPTqw8Dz6Kw1vvWpJIGSJKmX3MdxTNNY6sbSdRatLXkWEga+2Fln2W43CCCKQpq6Zr1Z0jYtTd0Qhj+EuSopCQL/76vNagc49rHmWeZRT+PJmPFkRJZmnJ1t2W7XbIuarrdkWY4SIcZ45SbWIkXoe89KgXS+120d49HQy9i7Gud8enjb1pw9f0axqdgsCiajktEgIk1jkjSm7zf0/HjQV2rnmVFyp2yUOzUdPnhU4Pj/1sHSWu8kxo5eW7ZlzcXVHIchGwzorMF2NTdfu4VUjsvrU7TpGO2NiKdj0uMblFXBZrtgvrjgL7/7l2zKgjBOWG9az2GUAxyWvmtwfU/Z1gysJcgMi/UZpxeWNBkSRgltp9F9zXZt2W46qrpkNJpycnxE13nI9XS4x2E+I4v3sCYiFEMkEVW9pW57r6SNMpJE0VQV14trpqN9ptMD0kzQtQIVFHT9Nc9Oa6JQ8vbbeyA6rFuS7PaN7i3z5YLrVcNyC8ejnHEW8vS0oLOGJPFdgG9/+5Lx3oab91ccHB5y4+SI5fWSYlvw4P590Jbyek21XVM2NQqJWiuvQo5j6tayKrfEw4A0TamaHl23qMjDo1/1evjZ54BjNpl4LmPf0pQVH334AU3bsF6tWFxfU1c1l+dz6qqmHGzJ0pQH9+5zdTHn/MmcKBSkk4A0UgjrGOcpDBV7kymjfES9rbC94e033sJoEKSowGIpmM4UWS65up5TNjV37t1DioSmabi8uGS76Tl9+hTdtVgdgNWUZcW26lksS9brHtwpSZiSp4YoNNR1Q1k41suO4TDE6YQ8iYkPZnz1qyEHU8lH31+zXGi+/M4hg0FGOjAgWs6fnyKc5svv3CFNBKfPnpCnMQ/u3vbZjBjaagu2Izo+QUlB37UkSnA0m+LDuwzr1YaqLrGqJY0gTyPSLCUIE9q+53KxoGsaBLBcbPj4oydEiSRNfEZk3/UUhZ8XVk1NoGA8GdLFHZGqwFqaxvD8bMHyumF+XtH3+HfUzgP8qtaPLGh37txhuVjy9PETLsqShw8f0RQ19aZmkORkcQLagnH0tscZx7f/8ttcz6+5/+AemcyJwxCxI0D45TDG+4lEJHYmYstmteG3fvO3aV3N9GCKcwsWi2s+/OADPvvkU+ZX1xRFwXJZoLXbAXYdTeMlzl1XvxzmzmY5SZIxGA7I89yfSqTvsUspyVPPiByNfKx8mqaUVU9Zdr6FKcWuberzx7TWPH/+HCUlk8mI+XyOftTSdz1N2xGEyS4FwDP/QuUL2nqzBhxh6Od748mY4WiItZbhcEgURXz66Xd4/vyKqmixxs8GpQswxuGMxeieMPohPkwoh9YtDsNoOsE5eH52gbOCLBnSdw3nZ885O13z+OGCb35tyNFeTpLGxHFIsekxpn2lm+rFkrsbphLOtxx3hneB2X1W7mUQw0uUCB5rVpUVCIlSEWVZ01vDdG/McDSg1lu61vDOrTeJk4DPTz9C65bjm0dM4ozjdMb8+oKnz1qu11dcLJ4wme0TpymLyy1d7xhPDkB6IHVvHY22EBoGBpbbC8LLNTdv3CPOZmjXUveC+eWWYqNpmgYlBcdHh2w2a8pyxTjdYy/ZIw0DrJEEwQBJyLpe0HSa8WhMEickiaQsNixWp4yGAYPRHhjoW0kQVGi94uxsxWAQ80u/9ABjWx4/XhMn3uczn2+5Xi5ZrlvWW0E6zZnImPf/8py667l5X9DVPd//wRWzQ0nvIkbDAUf7+1SbgnXf8+C118mTlD/9vT9itdnSNI0Xe+yQaCqKfP7avOIknjCcJGyWS+quZTSdoOSr71k/ffSYLM+4/+AB2hq2dcW2Kjm7OPdJGZsty+slTV0zv1xQbAvqwZajwwPu3XkN5QKc+T5xrBgOItQOZj3KU+IkZjYaM8oHLJ89w2rDm/cf0HaG9bpGhRrUgHQgiFPhRxOLBb/8i7/GeHTA++8+9cKa9tp3SXSHNRFYTVVuub7esFp1bApDVUiiMOHu7RlCWuq6pSo1m01FXaY4rUiTiHgv4UvvZNw+Cfj43S2rVc/ebJ/ZdIhhTVm3nF+cM52NefutW1xdbjg7fcre7ITDvQOquqBta55fPMbq1uPuBHR9S6QkB7MxXdfSdjXP11vOL68Ib/qsvTyNyLKEPB+xLSqeVBVd683qq2VB1xe8dveQ4dGEpq1p256y9GCDqqnJ0pDReIBOWmJlKDcdxVpztllh+xXlFhQB1no706tcP7Kgvff+e9RVTVXX1I13g5tO80K3iJUejIpgMh6TpqkflVlHEqfEYYzE0fYNdVvv5lzRS9qDEJKqqvit/+o3OT09ZbvdUvVbni6uEQJvWg58S/H4+AjrDrh5U+8Kot5Fk3hm43A48S9GZ32AYiBferEcFikEw9GAOI6YzaY7v4+mbhqulwvW65LNuuTk5JjRdMKbb77FYDDg6vKSotxS1QVNXXNxeYa1huPjI/b2ZvR9TxwFBIF86bXq+xYBXF8v8AVc03Y9VdPs6B+Suu0Ig5CuN0gRIKXnGk6Gewgr6SpPt9bCEkUBcaSQoUf4VLvoj7YucEAch+AESvq5pbOO+/eO+Mo794jVEm0KjLa43fzNuVe7qV6sF34lu5ufSWd5MU/1rQfvezLOFzm8Ow33IopIBkRJisNRNz1ZZ0isBzcb1/HZ44fEacDRzSNkAPkwIR1mTE6m3Oki3qoHBJFDRZYPPvqci6trxgcSaxWOmiwf8s13fpYkC8hGUDbPWWw+4eBwwP5ezrOnSz7anKObKaZPadcT8mSPf/T3/ztMZ3tIM0M5RRq0DLIZo8EMlTiEsjx/9pCyXNCYa4xrsa6lLGs++WxOGETcujMgyWqK5hFxIFER/J1f+yl+8qfv8d73vkfbVlRVQRAE3Lv3BZTKqJuQXmcgBNM9h3M5ttZsu5LxsSXpoGgdBrj7GoymIePhgO1qzbvf+R7X82s2my3rywVhEHLj1k1Obt7k848/pWs7nLZ0XU9ZVrgoYP9kiAgFRdn4WKUoRbeGvtGvfO+88eC+j4Gy2o8I2pqubdF9j5SCJIkZDnOEhPE4QwrLYBfeGcURw2HOrZuH6L7D6I7ZZMZ0OqVqGxCCg709hqMRP/jBB3S6Z//oiHK74OOP30e7FiMaCEJcEND2DickToTIICZOMnTfUG42DAYpv/Cz3yRKY9JBhjafcn55zXCQkWYJx4dvkKUD4qDD2S3l2hCojJ/40uvs7fWkQYWpO4qqJcsPScIJs9kTilXLdrMC1xPEDZ3uCIKAoij56KNPuDzvuTzvGI8rBoOEX/rFn2F/f8qnn6V0fQemo9gWPHl0hVIxSTxEOk0kIVaQBHB8MCadxVSbJU25hX3HdtNy+byhbg3TEaS5IhsEPHtS8snHDa+/mTMaB9x5beR9o2iapvfvq17T1zVZnrA/HWE7i9WO50+31KXms88/4/wi5O++wn3zIwva1fyKvus9kd5YdG9eYkxw4iUY1jlIkpQszXDWp1AHQbhrORnP5GurHb7FB2/6eGo/X/n+u+9yfnZO27bUbc18e0We50ynU59uLATZcEAYhuD8SfKFMGQ2mzEYDDk5OeGHJ3zPLizKLW3bonWHEMLHZ2Qph0cHWGMoyy2d7qnqmqoqKMstcEgcR9y6dYPpdErftyAcWZZgdEdVFcSxl4774uSNp1J4g6K1lqoq0bqnLAvYEUn6XlM3u3TYwBsTg12swotUbSkVWZqBFdiuxuBwVhHspLgqcKjAIf1x2n9vCMLAo7IwOzalgL1ZzoN7N7i+7Cg2xcvPyZudfzzoK4c3e1sHcnew8J+RJ4M4Z/wX3QvxkM9zc05inUQJD1XujabT2hcy617e5RbrFXGrOLo5IYwVQeRIByGzgwihJELFZMOAOFNcrp8x39SkUYpzkqbpSXLBvddvM5rk7B3GnF9GmM8vGQwGpGnOennJ82dzpA2RVqB6xTid8rUv/QJxnFD1NQpNHIxJogFxkuFkj7Ed6+WG9XqOCwpQmjDWdH3DcnXNbDrl6GiEcA1N3xDImCAMeePNm9xpZyyvH7FaehRTGMbs792g7QSbjaXrAxwpWW6wOsC0C2rbkY5A9YLF2oGA2QzyoSSJIpqq4uzZKUVR0jQtF9sLpJC8+fpb5GnG2dk5TtY0ZU3vHJXWJHFAlsVo7SHXSZYTBYptUaDNqy9o+/t7aKPZlh6+YLTGWrOzdoBUwidR64gkidCdl4RHYYSUcndwHVNut2xWLWmaMp1MYbNGG0scxURBRNe0dLpHCS/kuLo6J4gF6SBEG0mvBb3xqd7Gil3bLESqnl53JHHI0eEBKgoJkpD80VOwhiSJEWrI4eEBWTaib+Y+16+zSBly4/iEQb4llB3aeoVkmkWE0ZAsU0Sxo6orhHQkGIzTSClp2ppyUXB5CZeXPgi3GgZMx2Pu3rlNWc4pyy2617RNxeL6kjQZEs9SJBahBGEgiAPJaJCSj2JOz66wDtrhiLbpqbYWJIwGijgLSNOA01PN2UXLrTsp01nIbJYisFjjdQm677C9f++OBorZbIDTBttbNosa0/dcLxZsXi1s/0cXtL/1y79E27Scn57z+PNHLC6XFKuC7fWGpuloK41pOrCWJI7p2o6mrYmSCKNbnPN+qzSKCNUEqTyJuag3dH1P31iWixXL9YKi2oLwiah3Z3dQShGokM12S1mUZHlOHCeMRyPCICCJYx8Lj6PrWhaLa7IsZTgcopQijLyaLIpCet2BgCRLSNKEJPUZalESEsQRMlDcvAlYwXA4IElS5vMrtts1WvcvZft5nrG3N6Xve59ltoPmNnVD23cex2S0B4VqQ9daVKBIM29q7boOqyVWKKRIiMKYkxsB43HH5x8/RncGbTswAus6hLCEocDajrrqkb1GKkPXlxjbA54ukUYJbWN4fnZNFARM8pRnT56zvr5ilEGeZuTJmGGas9m2GP1jEoXsftxhoAFfxNxObfUCZeWcwxnjb47Oog2URU8YJXTWx5agJE3fsa1KXv/CXWYHYxq7pukKPvz0XXrTkg4UQQLpE8Hh8ZA792YQZ4SDlJ/5W3f48k8e8Xu/+wGXl1vy1KJi+PThX9C2PedX19y4OeELX3yD9XrJJx9c4/pD9scn6GqfJJjxt3/uv8v+9CZRtIdzgpCAcZYwSqdEFGAWPP70I66vz2n1EkTHaBSDCiiaOb0pafoVm7Ll7NITcwIp6LMBcRDx7T//LlcXc7arDXGU8vWv/gxxMkCqId/7/iN+4zf+lJNbN7h15zZND5WWbFeXiLLl1s0JCXBVLHFY0sjnnD1/es1kOmBvb0yeZsRRwmbdUTQ9H3z2OUkSs2hr6q5msVkhhCQYDWm1pSpLyq2hqS23jiMGuSRRCe7HICpqmoq265hfz33AbRRwND3iwXjMptjy7rvfo+l6emNwApLc468QjkePHyORvP7mGzx7/JTr+ZL1pkCpa584YC3/xT//FwRhyOxgHxkEfOfb36GsC0ajiNfu3eGdr77Dh599zGdPHtIaP/v/zvc/YphfIEyEbjVtXbKcl7z3ve9zcuuQN794H6NrAuUI0ggZxrz/0bt0nSGPHXHYsTcSxLFjdb1CmJY0AGclFsW6aLDdmnWp2VaWZ+dXJElIPnQ+cJONf36ALIP9A7h184j9vRkqUJRlSbHZUpZbX6DqBoz3wQVCkA8GDAYZwnVMxyFFs+X6YsPJ3h4qCOmMYxBJvvalE7LhiIOTm1zMLzk9P+Nv/8prjMb7PH3+IdvVmhs3D0jTmCyNiELFIInZLBc8+fwhQaB8qnnvu0LTacIwD8nTeKdwfnXrRxa04XhEGDVk6w1JlhLGu3ahEBiPDsAYf8rue0Onepzw7v6mrQkjRRRF/jSldlBZHMZqet2xWK65ni+om5pu50NSUhCnif9vnQfc9n1H34VIIV9iWsSudfcCaGuM/iHeReBTd8MAz3rBB2AGCqnky46pCgI/Q8tTIhURKZ9wLaWkrivatsEY42XL0gM8kzjyRu262dGaHNoYut6bGH0h899Lry0IH+dgLb6Q7G4mureYYJfRpjyGx2r717BC1isDd/Z0rS1K6JfSWzD+Vob0akgMXdsjrEPHMVVV0zcleTwhTXLi8IUZN+bHIFL74RL/n//sdq2KF0kHDmfBOAvW4ZzEGEevDU7sZpRR6B+STkNVE0QRw9EQug5NS9mUNG1JbQSyMqi2R0ZTZkeSpNUkvWa2P2RfjZjOnuyCEC0yaKmaBdttw+npOXmukOI1qsJydVkRihmByBmk+wzTI+7eeoPJ+BBrA++fFMqHXwqg69Hdhu36guX8GVEOQSwJggikwFr/2anAI4e0bXZdDknTCUzfcnb2nOenFwREqFHKcHhAHA/oTIzWEfPrlsHE0htFZxSdkTgVoMKQaJD6eWW8ASd2SeaOpuow2s8s/cvE33qFtKyKLVHXUJue2hq2fU+oAvI4pTedzwLsLW3n0Ma3srH/7xPxV7W6rqPtWuqmJohCBnFOlqeMxiNW27UPyO17jLHESYIUEoXACSirkiRMGGQD4jQlSmKAHdjYP7PPn58hpOTg+BgHrNdrOt0QhZLBMOPw8IBHz59iDPTaR1xdL9bUlWWYjHHa0PctTV2xXCwYjVOM7nDW+HnxTh293iypqg47DLCpI9zfdVSMwxn8Y+wEVijKoqXaFJS1oekdRd3QG42VFqk6VKCR0iGlIIwgzQRZFpNlKc45ur5HG+P/6n30j1K7N4jWHtElBIMswdkhdbdFa8MwzwnCiMWqIg4CTo6GDCczjm/dxFjD9XLN3mzIweGY8wvBuu19BpsTSBkSqJA8z2nrenfJ8O9ueNG9C3FhSJZkf7MF7bd/97dp25bL51fML665vF54WX4QEIcxsYi8LwV/QlKBAmUp64rvvPtdTk6O+cJbb2AwaPodH1qQpgmBDPj1/+af8ulnn3NxfUnf9vStRoaWWP+wpSGEYDwavbyNrVZLhJAkaUocxaRpSpqmTCYT+r7jejEnCEOvbgwVSRgQi4QXZoGmbTi/uNhBiL1P6q+fN18UsLquMcZQVRVd17FYLHbSe0FVViwWq903CP2ukLHzXRXb0rMlnUWKjqrsd0zHHq39TCDPc9Ik4Y03X2dvf8R4mlGFAqUMTkMU+ocikOCcxpoGKQ1CGAJlcMKB8PlMuJ5QOfanOWKXxyWsf1nevf0GX/niG8RRQxBobhxmyB+TbD8MQy/6kBYhduQK8G0j49uzbndblG5Xn60gCEOmsxF9b9lsS9I8Y5gkPD29YrkpCAYBi/Iaowqc6Di+fULdVjw7ewraEAGXFwWOp1xeZUymKW9/+S2Ojif8G7/6dyk2Lf+P3/kXNFpzfHPCDRHy4I3XWK1W/O7v/CmX5xVXlzV5umaYDfnv/+N/yOv33iHONZ2Zg/VWgyiE9XrO+fljRHMK7XO26zmOkjgZE6YRdb2ltx3rzZY4DfnCF79ElkSMByl939L3LZenl6wXc5wLSJMR1dZS1QGbrSTpA4yLOb75gH/jH/9rrLclq+2W+XbDtij4xZ97i5NJQlsVdHXDXfwsdn80oi4bFpcLwjCga1vaTtMby43XTpBRxLIsKNqayvRUVrNwDql71tWGSAREScwwCZkSEAhJ01rK9QbTv/qW4+ViTq97tnXJ4fiIL3zpbdZFweX1JSjBZH/K5vSUum34O7/0iwzzAX/+rT/3xTsIKNua84sLRoMRv/Kr/y0W10s2q7XPCwOqpvPp7kFIGITsHRxSNys25Yb1+pIfvP8u601Bko2pth1dZylrS6876u21N3Ov5qRJyM/97BfJhzlxAMJZ+l4zX59R95cINWQ0yRhkkiwxpEnPdDLijftvgr2i227oekUvYv7l7z7h+9+puT5t0C2kucDgKK7XRLFhPBUkoUdOqRDCWLBcb1ivS15//XXSNCPbdYMenT/CWcHJ8THFpuHzTz8jCAVBKLl954ST42NSp9Cq59ad10Ao2uopSTbkC1/+OkGYIMIUaxTWKN79wWP+5X/9bcYzQRRJfvCDJ2jt0FqSp5J7d2L6tmOzLDk5SDjeH6MbjekMMvDvpEE+JPibpO1XbU3XdNRti7YGFYY4DS4Agb95iF0a9QsJm1IK6xyXV5ekWey9W87QOY+essaRBTnWOdbbNcv1kt70aGfQ1iC1RfY97GCoYRTvUqd9C+uFulG4H5qejTF0feeHx12HsRZtDaENUIF8GRsjnMMIMG73QL5U14G0Agy7Gx+7AFFvxn5BGfF4Jmialq7tXs7MtDE7xJPyN7Z+57FyXhDhXvz/UP5WYv3pudvZD6ztd2ZiicTiJEjlBR5S+ogVhy9mUlgfBSN2bj4r/M3Q+BO4cHJ3u/VhjFJEBEECTmN6i/7xwNL9n6mUO2XpDn4mxV/vQ/ooHeFlO17R439C4HFo2njFY681Xe/RVk3X+l9CChbLAm0bRvsCGUjiNNq1mcEZR7HtfHSKMiyvW4KgZhYOCMOYJM2g7wnCwEdjOH8ruJ6vqSp/U1RS+ZwwoXGuZlteoERIEiZYrVlUBWW5oiguUf0c1S0QovFQVvXihL6h1S2bsmIkByTJgCgKETJAKoFykrrWO/WuQEqvRo3jIdaG1I1huV5Q94bhZMC2rai6Ehk50lFEMomJJwlW9FjpSEeJV01aMDvV4otOQhhFBEKS5AkyjKgwoA06DrFxTG4EXdtRFhVaSpxyKMUuu87hjMcfCPHqRUV1W2OdI4xCVBi8kMfio1E0bd/Rad9yjJOEfDhgOBljOk2aZdSuou17LLwMCQ7jHZzAgVAKdvvM4tXPYRQyUv7ddHG5YFs1aOMIgphYKsIoIwgipPGNnygKyPOEw4MJQRz5mxcC3ePfCcYRx2LHbWX3jCvvv0UgUCi8BUI7x2rbcXntJe5CKFAhIlBIESFDSxhDlIQkWYJzPV2r0cYinG8v100LL8KUjQXnEXJSdV5XYCyys1RlTZWliATCnVkdBGmcku7EfBZBXTW+IKGoq4b1csNoPPIJ8qEAZ9isCkwH61W367BAEISkaU7VV2hnsbtfPwg8vPhVrh9Z0PZPjumaDidCsnxEqFK211tWlyvqdcW6qgit9Ay0QBLLiMlohJOC7777PTrT8vWf/Aka07Btt6xXG4ptyd70ACVDRCSIs5jNtvQ3DiVxwmC6zg8ajSGJYwZZinctQdM0/uEMQ4QQrJZLwPH8zBHHMWme0+uOvu/8rhOQ5ilh6AM/1U5g4XAYp3f0cAetw3Wea6aUIstyL4l/7mXCw+EQ6wRVWXuQLoqqqimK4qXcOc/8/M4YiZ8jS6wFbSBLUyaj8csCLKXPaFut5my3BhX2pLnAdsYnAmu9I6EbpOyRQhNGjiDydH7nDG3vMKZnu+pwVuJ0giQkFD63ywlYXlU8fXjFMHcEgWV++ZS+q/mZf/uV7iu/lPxr0vwdC8YjwP1ns5utud3nBC8KnPfma+d8plNRsq4rZOSY7ic8eOs+D968y+/+Zz/g+cVzvvKNiOks4c2373pJuYH1ds38ao4iJ3AT/vQPnmPsE/YOZyRpzOHB6zvOoWW1WvHJJ5+y2fQsr1uODg9448Ee+7MD8nTAh5/8Pp98+kfMxlOGgyFfePAWZ8/P+M3/6jeZzfa4f+8+w3DDMNgwneXIYEjRGcq65i+//X22ZYULAm7cPOGNt8Zs+5759ZY0jknjIU+fbvn4g2cELiWUE15/44sM8glSTXh+fsFv/Iv/itHehNfefMDF5jHPV4/4wjtvcfP2A/RqwbNqwXiQEaSKtBuzvtry7l99itCW0Fn2pkPS/ZSbd+6yd3DA48tLirbl/he/gExiSmvRDnoj+PyzJ/zub32LyHbE9EzCnkEQkmhJhORgckAUvHof2nK7IE0zbt19DaEknz78lDjPmexNefL+KZ98/jnWQRBEzNcLVBzy1W98HYkE7ZhfzLlerNmWFR9/+hlZnjOcTtHaoHuNQWCdQ+0oO0XTMhqlfPWLP8H7H5/xR9/6BBdJRCS4c//LTPdPSOIxgQqIrEbYHuox40HCg9cO6IzeEfgV6yUko4TBKEaECUIEKOlxb6NBhhLw/MlzZkPLweSAcrOm7Fe4CIIccHhW6GyfPEsZjY+JIstg2JIlIaNhxpNHpyzPTxmmI5I45+p6Ra81UWgwTqICDyZASp8EMRxgTY8xPZ9++pT3P3jI7bdyhrMYqyVRnHHz+CZChpw9PmWxLnny/JJWWxptka5jbxoyG08YT4d88/5ttNH83u/+EV1Xs9l2pHHIZDxgf/+AGzdf43HzmMXVhr7WCCfYmx4TR3+D6Kv1dkPf9pR1Td229FpjnG/RuV2InhAePcUuWK7tO1AOJ2K2ZcFHn32Mdj2NbbznTAjOLp7TND2bYkvbtS8jQZSI/ponyTMfX7TxvBvAvZyT9bpHvqB+7w73xgYvC4YxBuMMDodQgl4rnHD+FrM7YNqdwVgIgak1pjakaUIYRsAu2sVYjDYURYnbzQrbpmO79YqxvjMvbxd9b7AGtHG7Iude/hqBMvTa7UZICmvFTrFpUMowHGY4K+hKgzMOEceA81J3F+FcRBT7gqZN68GrKkHIgECOqCvNs0fXWC3QvfXtFCkBhRQhzhj/AIuYH5NqnxefpNv9OQjhZ2bsUsLdS7EIL//ubxPs5mv4G5v0ByahfBxFXddsy4LJNMWIMWmOTz13hkApfwByXp2XJWPiaEqrC7Tp6doQIRVxnoBz1NUGQcDNG7dJkwLdLUmSEBU4uq7E2R7pNEpCErVIWXC9StiWS6TSKOmRcEEgiBNJnIYoFfP04oLrVUFdGfpOIkTMdmv56KNnvuXrem/cV4rr65q2EWgHRoHWkr4XbMuKsq6xwuBkj1M1Mu6IBj0yrSDeeoKP7XHlBuUEURoRvWhJhQGDMGI0HjIejz0S6aW9FsI0IchSOmtxxvjZohK4AKQMdxEzHk9nrENbC7tsw1e99g72iOKEwXBAp3tWZYELFDKOsAKCKMQJSRiEaGvotGY4CJEI+t7PSLW1xEFIGqdk2YAkTcEJrLFk1wvavqNuWpq24+KqoDeKpgkRGAaDmE4IjBTkgzHj8T517SXqzmli5djfmxGHzucxCl62odMUokQRRAE9DusMddMhrKUsJU3deyWzAd365AMZxh6coHxQqXQxVdPhkCR5QBgr0nyEcz3LzZaq6bAOrPM3zrrtCKoabIXu250mQVLT0rQtfe9tQJ6UpH30lk29xEAoAumTy50Foy1t3bJcrGl6Q91bik1L2ziGgzEH+/vMZns7zq2k76BpfLu1i4z30CL992fBGIdwAilClPobhBO/99EHGG2pNw1d1dOsavpa01uLUAFRIomkIhASGQZYHFeLawbDjJsPbnC5mPN/+M//j0RxSJxHfOlLX+L+/fv84R//EZ9+8jnXF1vqsuHyeo5Asjc78MnS+DahkxJnDW3rafrGOtqu94XN2pdCjSAIdoNfh7HeZmCdb1cZZ+h0BziWK/8CtdYghEAFEhV4GX27aWi3Lfv7+wwGA1artRe87D6UZ0+fI4Qky3LWqzXPn52hVLCzJwQoJXfMuJ6uMy9vfsYY2ral7xw4LzoJgmA3NHVkA0sYC24e3ySQIZvrwqfWhjEKCHBY1+JcQxhBEDq6vsHhODq+zXA05a3Xv8bp00v+0//4n7BdN5RFRxyEqEgRB0OG+T6232L7lunoZMeofPXL7bBnBgsYhNNYq3HWeCixsy+zPZ3dqRzxUUJaa6zx0OkwjYnzjFZXdLbh4eNHFN2ab/z0HcL4NpWe0+uaxXrBdDLk/muHDMcpg+GEQX5Imu6RxB1tp3HC4HpLWzl63XB2teLkxhF/9+/+fT7/7BF//ud/Qd+19H3Fo8tT2qbi9o0Bg0FM1S3QJuKDD58hXMyD+7dI4wlJkDPMDbOJIU5GQMwP3vs9Pn14Rja+jQpHKDXm4qziz/78/8lwmHN8tEdbFzT1llgGBGR0jUXSMx3VlJXALQrKpmD/5ph0FCDSFYPDiqOhheEzVuYSzRRjAz57ekqE4qfe+jJBGHJ0M2MQZZxMDxkPx0xHUzZNw2K9ouwaWhzBICcaDpB9R1/VnJ5fsOgK5EgyyAYcj2a4dYsrO/q6wnQ+DV2JV2+s/vpP/yT+Ri+5Xq3YXp1RmZZNXyPjgMObxxjrkFLRO0vZNoycQVhYl1s2VUHVNYynUx7ce4ASXhGcZwOkVGzqmvV6zcV8ztV1wZ//1TMODx3jyQUizPjKV29ysdQsNpaTk3sc3bzPd/7ye6yWCxI69iY5P/u1n2C7vuLdb/8xo8mY45s3GA0dN07AhCFGJKyKnrY1rOYrQqnJgL1hQBSm2K5gcbGhz0OS4RSVXEEoyJMZ0sU8O79GSoGVEw6DIeODW5yfPeUH776P0ApBSGdAdIb1pqRpG64uHqL7ligIESjWpqMt/WxL7NBzWhukgEAoYhUyGY6J4hTdmF2SQkxdtpw9u2BVNCw2Deva0WrJjRsP+NKXH5CPE7abFUmsqApYLqCODPQl2/2atunRncMYgTESgSIIM6LobzA+xjrfCoriGIygC3qkciC84MEYg/T2IaRSKCnQvTdlBYHCCkdkIpywPtyz87e8umko6wrjDEif18QOUosQO6iwv2FY52gbn4Bq/9ptrWnql+w/Ffhi2mtNbzS91mij0VZ7YcZuxCeVJ1e4XV/X9Bq0P1mZzs/BiqKk63ovWLCOruv9BpABzjnqyod+WutQyn+fYRB62WvrxR/WOnC+P++kQEp/c6trD9rF7SLihcRYvZsLemNx19X+xBTHBEoSSYmxBq3lS2CylODwQN++63jvvfe4OF++/L4CFRJFCWmSYTQURQN9A64jjtyPTRTycmD28ocX97Xd7cz9kA/iZzO85ARqY7BO+JiV3Xyr1R297QmCkCRNPSBVWUbjMZYUEfmcuA8+ek4YSqJIslxJlsuWKJqgghQZCYR0GF0gRMThwTHDwYjNpmRbFFRVRd819LplNsuJoxGCkq6rKQqHEgEhPboJKBYbbhyHHE2nxJEhDGs/U9U9UgQEKqIqNciOoDd0vSJN9snSjDTZoy412+2K4cGMyXBEQOhfvCqi1w5tG4QU3L5zjJYVdbfEyZJ40KOBstUk4T5BmrCtDXQtp+fnuLr3J3YCuq6h61Jvk+l7ur4nTlOUVGyqAmF6SgGtsQwmY6a95sad27x56x5ffvAFvv+Hf8ln3/+IWZyQJgpjDM2PgTRzcXlJEIaMp1PiNObGrZtsypLlZoN2DhUEpHFCFMfs7e8zHAzptaapah4/eUK5KXD4cMn1ZoMz4KyjbU/R2tB2HUHkcXL5IOXOnX0Gg4auq3BGYqRCqZzRKKNuWq6urinKmrrp0KbA6Ya/+s67tNWG8/MlvYXBeEDft0gBVdvSGui1D6F9663XUGjM5hmXFxV/8scPee1Y8sX7oX+3SIXFq8frrkM5xXi258NGE58m7mNzKrQ2CCsQTlKULZUz3Dg5Issz9g4OEc4wHo5o647nT6+JkoSj4yFJGpEmEZdX52w2a5TyM//rqznIkN5GGKdoTMBiufXhqsr7YMPAYnGcnZ0RxQ6UpaoLttsO6yR7ewlJJBjniizLfhhYi6TrNVZr1qvNK7cM/ciC5gTIICAdJjSypS01tgehNNpaur7DyQAjHTIICENFa3yLKIj9Sz6MBUWzZV0sqZtmV8xqyqrGOIEMFdPZFGuh7xxOeAhqsLs5NU1D03UvFZJCKRxuFyvj5fthFPoWpFLIQPlCZg32BQQ5Urtst9i34XZcx77rfeHTHZGLCF3EcrnCaLOD5QrqukVKyWg0pu81y8WKpvGGZiEkQRASxQlRGFGVLW3b78gfAqV8eKdRXsyy3ZakqUMQeAFIID3Bv++xzotZynJNqEJmwyFhIEnikL7vvQAHP1N7OZdylmKz4fd///dYr2rKwoENCcOMLB0wGo7RvWMxXyNshXQ9WS4JXnFq7F/bQfxQBbL7GffDVqz7618SfsO9EOX0uscREAQJ2hrauqbuG3rbkaQpk+mE6+1jRKe58/o9VAjJRvLs6Zw/+MMPuXkj5e23xizmC9ZLyYMH32B/f58kSUDCum4IY8X9ezcQwnD2/IKL80sWiwVaN1jb8cW3v8Tt24e89+53WC/XNFXhVaR9ymZh+Oz9hm9+bcI3v3KTLNHE8Yqy7CmrjjDMSJMRzy5aemMI05wwTjjYf53hMGU2HbNaNGzWZ7x595g7t++wN54RqIDHD59Q1RV1XzGYJLz9lTc5Xz7k3Yc/IBi0pMOOTdXRlIJbo5gwHrIsDNWqQNUfEWgHhYEetsGGQAbEYULdtr41d3CASBOeLa5pcNgsI0hS9m8ckw1HxEnGr/z0L/IP//av8e+d/i/4s9/7C27cuct+PqS4mO/AtK92ffjRRwyGQ94eZOTDAUd3bvHBRx/zyaNHJHlOnGXM9mYMRyNeu/saaZrx+LPHXM7nfPf730ciGOcjirri7PyCtvZCrs8/f8h6s+Vr3/hJJtOpt4TEMd/4+l2MvqbtPqE1PY1uyGdj9veOWK23XMwrlusNTdVAvWLe1Xz0vb9EYUkDqDvNYBTTVB7BVxYlm7pERBn5YMAv/tLXEUbze//lOY8ebvjP/8m3+du/cMJX33oTGUiclBgh6R00VU2A4J03v0yWJMASJ3pOzy8oNmv8+dej8bbLgr51/MRPvM10b5+DwwFxFHD7+AbzywXPn/wRg8GQmye32d+fcbi/x7f/6lt8/vBjwkDhDDx6+Ji2M3Q2QhvBtgFkSBSmxJEliXs0GtkbPvrwAx49+ZT11s/sdA+DQcSdO2OSKCSPYyaTCWEQI2UIKO9Zrjsuzq/YpOUr3Tc/sqBtR1MUgp6QXobYxmKpcL3DlA290wyjlDSIcE1H1zhs1WPo6RY9QkFnOqSMmMaHhDZFV47AKGIR0toGZx2D0RBrLMvlColAqIROQ91YtI4w2sN6nRMeMIKj7wxSOrIsQkhH31fQ+6+FUUwUxHS9xRhHUwEIRO6ZbjLAZ6S1rb/1OTAIpJA0pfbx9WLnp7C+NamTAN1Z2trRdwJnA5yVaG29L01U9LrGobGuB+TO82ZBtKhAEsmAIABHT5LmO1TYmrY0nD5fIaSiEIpQBcwF0HW4qqarKrqyILCGwHllmhSCoPfKpdV1Q9l0uCwCDD0Vr/3EG/zcT/8Me4OcQRzz7IP3qJYL3rhzQr7z5bzqJfEvPrsrwhKJcCHOCpzWuF4jrEA6CESw+7pECMV0FGGsozOGznTUuuVgFhHlGYOgw9VLRlmESmLCKEaGgnywx/GNnG/81Iwk1qhE03HNpl0i4g3JaI1kgxCCG9OcNE64nd9iOb/mu3/5KU3RcbO9yeXlJdfzax7XF2z3CsqyRloYTz2AejAdUyeQuQ4lr/mDP/oNvnYnZXonYf7kjKv5hui64cBGjI6GWBlhwgFhljE5PqQzHWU3R6Yd4+OULQser3q6cE0cRbTBFTI1HE1jwsBSPH6Gqhvu9TfJupBBG/KDD57w9Ok1/VGLilpu1RM6YkbGeg/UsGcwHpDf2CcajGCYI7sYpR3xZB8ZpgRNiGoNbDPqueHJdx5x88ZNfvWb/zqv37gPZp9f+KW/z2RwzCfv/hXzizO2cY+W3SvfO/de/wJRFBFEOatlwfvvf8p6vSbsBZkJyG1E1kqSymEuN5Si4MM//S7r/xdxf/Zka3aed2K/NXzzt6ec88xDzYUqgJgKA0mQEgfRre5Wy5bc6pYU7faNI+yLvvKl2/Zt/wMOKcIKWy1bUssa7Cabg0QQJAiCVQAKQKHGU2c+OWfueX/j+tbyxdrnQPIFeOE44KrIOFFRWXkyc397vWu97/P8numMtBPEUcRGmhEEIYESbF/ZJ+/1WNYrOtmxc2WbvN/nozufsCxWzOcLpGhJghFOaIIgoC4sdX1GlG6Q6oStvqCOBCfVkk5WhKMAuVboXtQNP7pzzGRaY7qUSAr6gSRJe/SynI0goaMmlAKrwChogpA62qDTEUJGrIoHTKYQC43QmqqtcNJgzAVSVOhqQV2UlLUl1hlJ3CfeDJEuZGN0gywdcnj4EUrV7O9HqKTHYGeXQMXUQjMpW5qLOYXViGTEyXkBFHTODzcCHaO1Iog0OoxJ0h7T+YJepDg5XTApSuxFRTtv6QWWIJRsXxqQ5jG72wMcDmMNnSiZtRMYSjI15ImZMJm1IM4Iur9EleOyN/AFzQqcDLGNwHUCCj88Nq4jCjV5FNMtS2xr6IqGjpB60oCEqm3IBxmDfEDYJZiVQ1lFJDWtNeAsw56mM4bFdIkgAjmgrVuWiwpBCC7AtGt4qodFYmkJAojiBOcaynpJ1xmMaenJDYIoxdSSrnHUi46ug8CE6EARhN4o2lSeK+j71AIjBGVhKFb1uvUlCYKYMJCYWtE2irqErhPgNLbz+WRNXdC5lp/mCQDOe1y83LFG6ZAojDy2SnREcUCvl7GchTRtzUE5wWlFMOgT6AAENG3LarqkmRc0sxVB3RG0jsBYQqHoaYPFMp1U1M6QbEdYaTGi4epn9/jN//wbJAgCazGLB5y1F7x8Y4+N/uC5PlRPlxK1byvaDoFEigCJxqG9CbUWSCeQCCIVoRBIawkDzUY/x3Qti9WckpaFqdkeZQz3h+S6xlUTesM+UR6jdYgKFKkOiFPN5lbOajVjNjulZcaymfuC1uvRFr6dc2lwm14y4kpylWbV8PjPjsjjmEujSyyOS6pPLnj05IyT5IyNHUhzGKSKLArZGvYxA8Vm3/LoyZg/+dP32Vx8js+Jz3L+w2MePTkgiHO2w5je3jYiilgJRdjL2bq5w9H4lA8enKPilsFeysJOmM9OIV+SEeHUiihQ7G5fwpYt4/tHhC7gurjESA/Z0CMOPix48IMLzI0a26+5zAArM6ypcbrD9huyrT7Z1U3CLEVmGaoGbQRRvoUSKfpYoIzBVQnF2Yz3vv2AzW/c4Nf+13+DII8QXcDXfumv8dZbX+e/++/+j3xy+ohF1GB0+9yfnZu3X/YWGGOYTk743ne+R5okDPIeaafp2ZC0FsTC0p3NqauGj7/7Y+q64tKVXXo6ZDPN1jcfuHx5l2s3b3D38T3m1ZztS1skWcrR24eMp1OquiYJE3b6WygVEOiQxbKgKM/Z2w9JQ0nUh6oVHB8vsbImGyaAF3dcLFvu3z1BixRFQiQ1YSDZSIcM0pyhSmg7RygFrfTin1ZHVOGQTvcRMmdVZkxmsJH7OXtpKjrhqKsLnC0RTOkaaGtIdEIcbZLmI5Kwx8bwOlmacn7xI4Ro6USIinMG27t0RtC4gLpomRQzVl0A0ZDTwylVsWRza0AYhkQ6XcMmPBNzOBzSjwMyZWkmFXVb0o1rjIDRDvTTkM9c2yDpxSTDnKKtOV/OMBTM2jEMQ9KNAfVEMu0a5uLc+2Of4/rZLce6oe06qlXFdn/E57/4BR5/eIdPTi6Q+NlTXdcUxqGtDwS8dOUKQsCndz7BCouVlpsv3uL29gvoIKCqSpIkZWNjE9OU1HXF+fk5zloC7YtEWRaURUtZ1ijpUFKgdLiWo3t7vSNAah/cad26xbimiNR1DW5JUwnaxhPVu04wm01BgOlKwOBETRxrev2Ybp2kbIxZK+z8vC0MA7TSNE2zZusFKCXpOkEQSoJAgejA2PWMzq1ndI6LizlKyrVyMiKOY5z11JD5bEaxKkhDQ6AUZV2ilOT6lcvIMKR1jmZVMD4/JXSSKNSEKLRy9HREpBTzxZTOGjaHA2rbUJgGqRxhAPPzMz7+yXvoukE2LdOLM08Z6Wew8fMpaP+/7UbgmRhGwDMJv7NgnMEiwBgQvpUchwlZP+N0POZiWXIxWbGyLZ+7scfelR2WsqRqaj766CPQkmzUQ4oI5XzLMNSSK5d3GA4DNjb6KCVohUcHCS0wtuHJ4UPOxif+351hXs5pXY2KYPdSzMamhqAkTATXX7iO1JK7j0+RQchgY4vL13bZ3LvMSCQ8Pj/gYDzmaLpg51qPIJZ8+OnHqCjh1S9/gaSXo7Vja2vI5/qvYzAY13Ln7oecnB5xdnTIGEcmNHEQcC4iAquI4pRmWfPk7Jhje05gNePFOVEKhpayqZiszrHCkG2HJGnI3tVLDLYHXLp6yXsvBWzu7ZBkA6YXlnJliZOAYlXz7g/eoSxaRsOcwaiHzhOkBte1zCdjFtMThLP084ww7LD2+Rurv/PtP8WtTcpSCF555RXiMCSJYhbTOScnJ0z0mCAI6IxFq4CXXr5FVVUUVYFQijTPqduWuqp49OgRZ+MLTk9PqcqKjz/+mCCOcNaRJgn9fh/pJF3XEeiQJE64uJhydjYmSTOEEKyaFca27O7tEsUh129eYTab88H7H3tKi5Z0bYdpa2zb4TrFdDKjWK74t//uj7G2Ybls/OcG0BpL3XbMlqeMqwOEmdFPwDUratMwnwiyLODypR5ChLTGkCd9Noe7FDNYzeDgyROWs4Yoc2xs9rhYjlHK8vGDT6mqmnuHD8nzIbt715hNZ0wmY8bjc5bLOa7x874o9BCKxWxGFMcM+iOkEKyWS5aLOcvFnOFAk6cD8twnd9y8uYMO4eTiEW1XIiNJmqe8dvklxssFJ9MpnQ7plCJUgmGe0tsYeXrTc1w/WxTSNti2o1qtCEdb3Lpxg/LkgrvCI6qUlHTGUHfOY4ACRX/Yp2kaHh08wGKRkeRKe4UkTXB0NE1LGHpUig4CmqZiuVohnCMONA4vAGjalqZpCLRG6I5AC7TW2DU2CaGQ0qOxPA7KPkMptW2LsxVtLX1UfaewncC0FdZ2lPUcIS1BYFEqRogE21maxmA7++znFwIC7edvxnicldYKa72vSiuffWaMxEofjeALGrjOpysHgSZfn7gCHWDMGmBcljhbEG8IQi1xnUXi2BiNkFozXS4R1lKslqgwIYgitLMEAtI0JlKa1WKB6VryNEF3krIo1nEtinKx4OjRI0RZIeqaerlAOIsNNV0c8nMKrebfL2ruPyhwzqeJr8HE1nn5su0MqvN4siAMyfsZ06LEWFitasquQamQvDdgVdQ0TcvxmadHbCuHVjGhEN7EGipGoz7DYUCaRsDTDDYvrLGuYzIfs/T5FnR0lE1Jh0GF0B8GbO2EVLZFR5KN7Q2MtVz8+B5BHDPY2mY46DEY7aIOp4yPpkyKJbOyZkcLRCg4OjlBxym/kIQkWYTU0I9ShukQlAPlmIyPmE1OmU3GdE2DzHqIMGK1XBHLkFylGFMync0xhcEUhqIuCFOJFZama1mWK6wwRE4htKI/GjDcGDLaGFGahrJt2NgaMdrYpS4vqMoCHXh25qNHD3Cd4sUbr5H3clQUIDG4zlAs5ozPz9e81hCt0/Wh8vmuu59+uhbYGLa3t/nMa68T6oBQa5azBYvFAoFAK0W/NyBNU3b2tqjKioePH/90tr4+6I7HY8zFOavVCmstJycn3rDtIApC0jzDtpZq7tvkgfYp06tVQVmURFHIqlzihGV7f5P+oMeNGzc5OTnhow/veFC58h0hYwyukzgrfV5jYTk7ewJ0hCFoDZ2fHGCMpSoXrOYzhC2JA5/W3bYtVQFRkDAcXEJpTd0UbI6G3Lx6lYOHc6qVB1McHY7ZOxiyagaUbYXGcXR+TFU1nM/HEIbsR5ratUyKBeNiznI1p2cNsZTeeysFdVX6UcZaLPI0EbxpatIkJBqEbO/4ovbyK9dwdByefEpjOkyTk6seu1vbFE1NtVzRBS1Wa8K1lWY06BOGf4my/cXZGZEO2BsO2R+N2B0OqK5dpf3sm5zkjxgnx5jpCle1dJ2hNC0ff/whOtRcunqJrJeztbdF0zV881vf5Oq1y+zu7VBVNXVds1quqOua/d09OmM4OniCMZLOpigFWRYTBAlaJdRV60Ul5RJrDWkuCQKQgcPS0hqDEHgJft2wrCvaWtEZRah7KBV6H4pwRLHEuhZjV7St4eJijJKRp55rLwYRQiOlJs0ycILJZIa1nlLiMVa1ZzWW1t/QsMwnNV1nSTMPOf71X3+Lqmq488kdf8NrF9R1S1U15PmAJE4RlGA7NkcDojRBd51XlgpIQ82onxPJgEBK1NrLhXI4aambFU1b+9uNbQlMS6QC+lFMN5vy4P332Mpz+klCFHjBxb0fvsNBEPK5l/7Oc32wwJNC3FqZKtYqRtZ4K59U0K2VrWt/oXV0bYsQgqKqcVIQmIAgkmxvZ5yvGsbTlt/7gx+RvHOHK6/m5BsxL7z4EkEcoZKAtmpZnC8Zbo+4fmOfh48+5uDwhGLpC9y1S9foZwN6wwwtYmLtI4xkuC62SpBtaHaCkEZUnC8bvvz1Vxlt5YwXpxR1SX87xgnFeDH1ooogJLYFcdyQ7iu2kggxsDSyZdE5VNtRdgtiGbA53PAhmXFIGIeEcUDy1bf47Gsv8Kd//C3G52d85sVXSMIYM6+Zj5e886Of0Itz9vcucXE8YTq7YOfaDQb5kONJRVEbLm9cQwaCZFOhIsH5YoLLBCOzQdLL2OhvIZVkUc4JY0nWj5hM73IxGTMapexuXebv/Z2/y9Wbt/0zZhpoSj5674f88N3vcnL4BNoGLZ5SXZ7v0lKhw4g8y8iyjKqqILBrS48mShI2RiPS2LMaje2YzWZY69je3cVJeHJ8hNIaGQR0dUXd1Lz08ouEccxkPqdufP7hU/5hXZZMxhee0D9foCRcv3KJ6XTO6dmE67cvM9rs88abryEk3PnkU7qu48033+T46JxP7zwm0hEuCdno75FEPc6OjqnKgtQ6oEXrgp/mTiiEitjspwxywygKCA0443MndgcRW9sJ168MiWKB1BnOSVbVmNPJCfcPjqmoCfuCw/EBBXN+5de/RJQoPvj4x7StIb+0zaqzvPPxe16ZHgsYxASRY09LekLg8N6xLIuRUnB+dkzTNKxWK/Is48qlfWbTMfPZlCgE0xS8+845QkIaRiAd9XLJwXLJ3bv3WbYV86YkHY1Iej0+88JtdJJwcHrqu2fP87n5mf/VGLQO2Oz1GeU9sjBmczDkyv4+7XhGPZ5SLCta2ULn/V3L5YIkiYmSfbJexnA05Oj0iCcHT8h6Kf1hj7quPHl+vdHFUYyRXh5v1hJ2sRZVqHVYZuUajGlpmhprDaEJvFdtbcK1tvNGb+eTnpumxbQB1ji0ws9n1oGT6ABrHZ3zsnlTNkShRK6xLEL4z1XKg3+dA2O8lN9LXb160na+/aKDp8F1T78fj3va2Bj5bCnn6IyltZa29aZvAKUkaZKQxg639tIFytsXlAAtJWHgOXpynbgjHDjhrQvG+qwnS4dwHZEQpFoziGMCa6kXC4xWoBW2MwjTMr84Q/0cNqSnv8enfwrWtBAnniGvhBDPKCFru77HlnW+1RR03rSuA0WSRoiyozUtR8cT5HTG8OplkkFIrz8gSmJa6eXMkZZkSchokHMaBUgsTdPQGnCuQyqB9BAFVCAR63mwlgIRaMJE4gjQiUNFio2dDTa3exxNH7OqS2QgsUg64bFuxhkq29J1DSqVpDJEJgJjLZ30FNGyXpK1MVJatIYwlMShIo5CtoYDkkgyyHOa1YqdrS1iHXGyOKapW07PJoiNgOhSRpjU6Kggznqk/SG6nKCApJ+iQhChQQYOpyxWWGrTkKqcNE9oGkFrWnQYEMVQNyV1U5DnCVvbG7z80m1G27uAxXUG19bMxhccHjymKQsUPLtRP+8VrHmsWZYRRRHWdBD4Lk0YhSRJTJ7npElK23o+6rJYoZRmZ3PDk/onY5Iso5ckuNpbQbIsI+/3mK8KnGueYagcfoTibOfRWnVNEESEacTFdEFRVKRpymg08rFSpmG5WCCkYmNjkzQtiKKYTgQYp0mSlDzNmQQBopEoqX1XR3sKTtutaThWECiItSCSfkPuYP3+h1BLsjQkigVOGqrKUJQryrqgakuCJKIXJFRdzbwUZKM+SRpQO0PrDFGU0lQts6IgjCMPfjcaZxVhoImFYFVWdJ3PjARHXRV+lLRakqUJaRKzmPvuSdvU1MKympdIJRhu9UE6qrpmVddcLBY0EloJUdZAZ0jCmDjJ0ZzSWPuzXvb/v9fPLGivXLnGzmiLX//yrzBK+uzpTfavpby2c5n/8XzCow8+9LDcNZVAOI2OPQH/bHzKZDnheHzMeDbm+OwYJzpm8zGz+ZSmrtje2SHQirosaeqKOI6pm47lqsK0lqax9DKJVgFKeXZaFA1BOBwrpLYIKXDGUTc+ubptPYFDAFEUoZIY4fyPuVgs/BtSGBwGR4vpGlpTYyJBF7J21FuCIFqT9zXOehqAT7BOUEoShClNW9E0HcPRgDxPeSFLEQIePX5AXdd864+/uVZZtjSNoShatrd3uHLlGnXV4pzjb/6n/ykv3Nrj3/zOb1NUJTcuX6LpDJ8+eIAwLa6pIQgRgUSHwsdE1EtcazBdhcMQYInCgK29y4yGfa5d2SeJApJI01Yl9eSCxw/uUywXvPH6a/Ty54ufebq0Vjhr/4M27jPElfSxMNLaNf1f4jqHk4KOjmVZEOcJW9s76GVIKy256VjYiv4Awlxy49Z1Nve3QGrK1rCsVmwPBnzj199Ea1DaEb/+Mi/e3ufegztcjM948uQ+R4dP6FoIVEwxcTx4cMjHDx6xvzti9/I1wrqlqQVf+errXL+5i5UrVl1BqwRl57h3sGK0OeSLb71EEMboMOODx2M+/P59Pvu5S1x9ZZ+yNBRly/AyVPWKH73/Z2yebtGpmq3tba72ruFMQ7VccP+Tjzk6OiTGcW13h9tXb9A1HX/6+3/KyeGUi7EliyVWRtx86XU++wub/PDd93jn/Y/YurTPcLSJoaZsCu7e+YT9q9v85//Zf8yyXvD49AEq02zoLZQQyFDSz3s0JVi3QsiKz3/+Na5dusn2RkqcSLAl9WpCdXFKu5whTcNmnoGMOTp6RFU/f9n+9UvX/gOrjZSSvZ1dXnzhRY53j7m4uMCYjqZt+fjTnzCbz1kVJTu7O/zqZ9/k6PiI9z/5iEvhFTa2tlg1NeXUm/KFENy994SqqtnY6JP3cm7evoVpWnZGmyip0Trk+OyC84sJO9tDrl5N+NVvfIOd3R2Ozh6zWM1JkoTJZMqffvgR/d4mr776Kh998Jh7956wmnekYc5sOqdtGwJVE2hLr69Q2hJlltaWPHh8QqbHZHKCapcMY5AROGt5cGfGbNzx5a9YJuMV3/vRB14xrBxKjbj1yqvcfuEX2Ny8zL/+//wrjk8O+NHHd8gHCenGFvPFko8ePKTX3+Dy7Vv0+wP6gz4/ePcdzk6PyRvLvPPhu9ZB3XjNwOZ2nzBQJEmEkmDaijyNifUmTVNQtDXDfuL1A8bQmJbJdAYaBmnEsvEhsM28ZNlZPr3zPapWcOulLfrZX2LLcXc4Yns4Yme4Qa4TIhRxFEOkSOIIJQXWJ5h4cK+AINReVt+1dK3FVQ7TGZRWtG3DYrlco668UkoIsUZVWU/vUJo4FpSupSsbzJrLaDo/HwujECmhbguEEL6QioAg0Oshsl2Hbkq00igZ4KzymUO28/EsYu3jWqO7fIvxpx6opxE0QnhMjr9x+VnaU4p/FAVUtUBKz5CMopDBMEcpyelZTNcZ5vP5Gluon33NjdGI27dvc3Y2plgVhGFIoDTBOuZhOZ/jpKCXpqyiJUoIAiUJQ01XNXTG4EwNnfHwYSnQCOJAsdnLGeU5G2mKkqCezqwEiHUWWVUXqOc7l322xLM//0PAFWvO5LNPWoNn8Zdc/+Zam4BbY7B4P2QYBSSJZrTTJ99MyPs9wiiiqhta17GqSjbznGGe4VxL25XkSUyaKGazAc42XIwn2M5RVSsaWubzlqJaIkNBEGviLAIVgW4I0pAgDpitasqmQkcRSW7JB460l6OjgCCK/M06i9D9iFpI5o3FSYcNHGEusBpaW1E3BUU5ZzZTRCc+mDKJQ9q6xDYNsdZopQmkwrqOqqyoqgbTQt10LFYlUdTRkwpjoTYWoTU68rNolKA/GjLcGDHaHMHSIS4kxhqKagXW0yPCqEMpSZyE9HopVy7tsb+37fMBAwHOsFrMODt4zGI2wdQVoVYoHNYYbPv8VY6h9kG0XdshA+lzDNeg8jTN/I1sVWKsozEeViwDjQ4DVBCAkFSNR2Ap7WX4QRhi1+3FqizXkPGILokJlUYEjiBQBDogihKiMEQrRZzEpFlGv9cjz3PcqcO0hqbxc/66bugyiw4CdOD/rqZpsabwpuJuTaIVPuvPCaDzc7TO+nBeiSQJFXmqaMuO1sLTeCGB37/qxiCkn+/pICGOcuIkJ0pyVBDjpOZiuqClY7SZUxtHYyydAxmEsDZvWyfoHGsPrn3KgV/D5h1hoDECgtbvqVVVge28t1Z6K5NwPBsRWNPiTIdUikhrmg4CaaHrMHUDrUAYSYAkfM6UmZ+5tX31tc+QRSl9KYjoCKjXfiLoJRGjQc6y66idZTad4qxja3vDK4LqChUK0n5CvpFxWV+mrspnpzulFKenZwggiUKs6WjbjjTNuf3CdY6OTvn0zkNWxYLlssRan2Z8uX/JF5NJhxCwuTkEOgZNRFVVLBbLtUdMI0gRLsK2IdZKL7O3FiFbb94ONY4I52LiKCEKE4pVQdO0ZFmO1gE4T+Xe3d0mCAKfZpzGDAY9inLBajXHOgNYhoMBcRIxmYyZzULq+siLQFxHFEUMBhv85l/7Tf7uf/n3+faffIcPP/iQH3z/e3z/u3PPo6tq/uU//efsX77Ef/H3/x73ew84ePSQvN9jOBxy55M7HD45ZJjExFrTSxQhmsw6NvKcVy5fJg1DciSrxZz5fMzG1oje1gZx4FiWK54cPaZ6UvHXn+tj9XRZHBb7LOPN+RQAZ30Kuo83eHa4AIcIFF3nmMwLGuvoAoeOA3QSkA8ydD/kr/z1X+PGyzd5eH7ArJxz99EDatPQKUfioFtO6WxD1ZZkg4gkj3jj5ZdozQ1OzsesipLjoymr5YSTwxnGwue/+hLDQY+N7Q3KQlAWgk8f3+Pe0Sc4WaJDwYuvvciNLOVzv5iyKioOjk7oBQHDQY8vfuNlPv/Vff71v3qPP/ifPuQrb22xsRGQ7UiSLmLU3yQOY5bFOfcf3uPe3SM+9+YrfP5zr9JPQno3rjI5m2Aaw+z8gmJVI5xCCY0TcHo+5s++9y55MqCXjgjDlN2r10kHPVSoWC5Ksl7M/+6//t/QGyUEPYuNLDfVTVblgo8++glaRigZsrdZE+mcV1++CbcDvvj618nzTaKN1Kc1dCUfvvcDfv9f/r8Yj4+ZL8bkuS92pizBPP+CVhcVbdMwmUzY29/jlZdeIgxjTk/PkUoyHG3Sugtqa4h7GQMtuXLtOlmecXh6zNH5GYVpqboOg2UwGhKnCYvFgqIo6OUJUliaqqJcaor5gqquOD05YjAYkaQZg34fqQKECgjCiKZpKYoCEDSt4e6n90AIrl27hrWa09NzBv0Bn/vsJg/vnzC+WKCFRmmF6Vo6A7Nlh8XRGLj9co/t3etshCOGes6tG5amdPzwBwtmM8u1m5ts7w5Qekiaxbz08k2CMCPvbTOeWiZjx08+eEzTHtLamP7oCg8entGfZbz6xpvk/SX37p+iRcJyWjE+m1M3FfNZQRr16akZedcwnTkcgsEoJMtStne2qOsGKacURcHFxQVJFBCFmo2BN24v52O6rvXRUBLySBIkIUmaEwUtcVgzrxrKeclbn32Dja0tpqslpnu+gqKfWdD2ehuEOkDjUM4i8ZlWCtjd2uTFF27x4M49Jl1HGAX+pmU7dKAZjgb0h32u3rjGYrngYjKm6wKssyS9DC0lF6entG1DEoV4P4dXCFV1uS4CATjvQ3uaztwf9IiigNrkBAEMh0OsbXCLmigKGQ6HmFbSGYkkQxARqj5Shh4IjAPRIqVDB50P0VQdYRAThbFHX9UNaZqhlKZt/QlGiKdkEE24jqcPFgIhLGW1pDWNL9bCMRqNCMOAi4sLcK0HwQYBaZpQFCsePnxIUZYEYcj0vKRezTyOp22RzqGERAmB8rp2n3ZtGg9bVoCWiEDirENIQT/L6WUZkZREUpJIhVOKTgc+nKLrCLQiin2YqQx+PnRi2/li5kNL/c/ydATztNAJpMd4PU2PkcKrHte3/MVyRUxMEir6wyE7/YQkS3EOpFRIoZ5xPnUUYpqW48ePSLOItJegAekcgZQIrQmUQgm5VpI1fjwvQQWCtmuYLqZYU9FhaZvKS5sDQyQ1QilqA48/mYG0xGlKFMcEQYDTIS6OcaGjoaUVHZ3U5KMciWTYG6CED5wNQkHei0iSgCBQKOlN5W44oK0N8/mCYlWzs72LEhmTC4mWiiSKydIeWdrzYikd0jQttanJs4z+MCdLE6IoxNgVUkqyLKWzLXVdrr2AUJUlnXTEUUCQpOT93Jv8BdTlivnphIuTI6bjc7q2JQoC/5oY659J+XPQyHY+jmk4GBLogIvzC4IoIkoSTwSSkrIsaVrDfNFQlC171lK3DSfnZyyLlZ+txjH2Kfc1DJ8pa51n6aFCHxHkEwQcg0GPLE+Jo5A2dVgnmS9XVHWDUoowCJjP50ynU8qyQgfBmiokvSVn/Rybzs/1hFIeiK60R7uJBrfG+M0WBfcfHOK2vBBpVThm846y9gXPOoV1AY4YpEDpFKkTnIx9YVpWtK1P9+j3t8hcn+PTBeWq4eCRF3ZEKiKQIdIKD69GEQqNlZp+r0dfGJbFgs46otgHDTfr7kjn5dxorZ9xdDvr1sGeCmstVWmQSpD1NYEKSMKIorKs5hakJFbeeSpdh/o5jF9/ZkH7zOYN3/qgQDuLFhCgCFF89Ytf4I3XXuRf/g//kg/f/4Ag9J60+WJBHua89uYrvPDii/zab/w63/mz7/Cv/82/IYq9fPrWzZv08pxv/eG/Y7VaoqT2RuK69QrFaoUUAaONAVHYIwoztI7RKuTy5X1Pa+h7Vt9LL19jtZpR312wv7/Pyy+/QlkYysKgRB+tUi7vv0AvH7K1tbPOa2vWhurWF6csQEmNkorlYkldN565iGA2W/gsodZDhseTC9q2oa4Lzs5OOD1TnJ43NPPSc87CgC996Yt0XcfR0THLZUFTG9I0ZWNjgx98/we88/YPuHXrRXa3d6nrmuVyxf37TwB4+eXb7O3tUS8LqlVB1xqWywVFU2JERzpIfXq4UnSLArTkxo1r9MMQ3XXE1jIKAvp5j804oDAV1WKG05YgVNx46Rbi54S+Mm27Zn4aQCCFfmZYt3Z9c/NIfZ//JAHpW68i6Gi6lvPJhMzm2FDx+gtv8pnPv8Hh7JS79x+gehFBmCBVRKg0w81NmnLGt373d3j99Vf5+je+hsViqxZrW7+xFxXVqqRYLakrQ5SENHXLfLVkMj3n7mrFcJgxGGRYV+FEQ6wVykmq1nJ6NOf/8H/+c158eZv/9v/0q2RZSpzEFE1JUVvCIQz2HS7q6AK4cvs6cRQzTAe0TcvkbMzl/jYvv3KD3a0dtrc2scbn2u1v72Pajt/5f/8BVWX46ld/kfm8JAp+hJIRaTRi0N9i0N9mOpmzWBR8ev8DynrJ17/xZbb3Nn3K+qLCRr5DsjnaIIlCsiTCtI6uhfl4TFs5BuEOeZqS9FMvp+4aLg4f8/1/+y0+/egjFpMLRhsDer0Bi9WYpi2JA29/eO7LQi/Leemllzg5PeXbf/Jtsl6P4eYGnbN0ztEfDhFS89EnE+aLgnyjRxAKpvMZeZbz8quvkCQJrfXKYaWVPzBXFXXZ0NaGzdGAQS9nNBiiQ8mlq9sI4RMqorglTVvuP3jI2dk52d/+X7C5scGnn9zhyeEB83lBmiZrfqomClPGZclsvmK5WrIqCkh8CzJJMq/qxcsYtTDcvfeAf/R/f8RvfO114q++yod3Kr7/wznLJTirGM8lOgto3BArGlqGtG1AtYDDk5J79yYMB5fIspxXXrxNkmq++a1zLsbH/Mv/52/Ty1Nef+VFQhURWU0/ion6mqPaMC9rblzfZyvVzJY/oapq+oMBDsHx6Smms5i2IwpDNrd7TMcTFssVWdJ4IV+S0baGw8MGHQgGo4g0Shn1hhwdttz9oOTaCzk7l1LK2ZK2bFBRgnzOh6GfWdC08DzEyK1Vd1ienu2jQEGSEEUBQaiIkhChoGxLL0VOY3SoaNqaolgxmYx55eWXuXnzBpvDIVprNkYbaKn48hffolwVnBweezJ+Z1BhSByFmLZdgzQrlAye+YvKagkiIgi86imKQ6QUaxWkDxrV0s8krPUqt+l0inWWxXxC51qcq0jSkMEwIwwiwiD0/XDTEYYRQshnoGLWMOAwDHCuo20FQaiJk3gtHsGDlZXw8F3n1YxCQJZlKK0oy5IwiInjhNlsRlVW1NM5pmqI4xilFEmSIoTk4nzMalX4frztqKqKDocMNU55r9Fwc4NeEBLHERpJuyzohERZ70ULgphw2KdLNKUpaGzD0tUY93PYkPC8TLtOHRAIkE/vaeBlm+t5whpXDAIn1ze49X+z1qF0QNbrsSpLHh8cUNDQio7peEJpalZFSWsNhWnJ2xXBquD4yRE/fPs9+psZ+Sgl7qXIQDG/mHM+mXBxNqFuOhARUmjfQg4U1nbESUwUR8wXvg1VtZKibDk+Pme+7Lh0yRKHK37wvbtcu36J1z8zIgoSLB2jjT7be32SPCVMUnqjIUmckIQpqqwJlgVxGJHlOUES4ZQg1JGHEqORTnL95i1M69jc2kLKBf1en7b2vqDNkWJzNKI/3KKzguF2TlUtyNMM27ScHh2jI0E4gCQPieKMQCjiIKI2Lc62XJyesZgWmD50PUe7WqCNQFpHNZtwdPCY+WyKAJq6YklHUaxoTU0Qyp8mjz/HJfHirrqqadsWKZTnpoYheb9PkmUcn50yW0zpDTRhmhFEgYenS4lQCh0GWOdYrpbPhGJN69/PUoDyXW5M03J6cowOFTrxlh0hNE0LTQN5nmGt45OPP+Hw8JDxxZiyKJHCrefq2kdo4a0qWiviOCHLvbrZmZZcx0ihWJV27aOFxjgWy45P71+QqPscnS9oBYggQjjNojTIyYpP7j1C6o5FvaBuLKvCoeSQW7deII03CYOc2XjCxWlJtVigreXG5X16WcJGlvo4mMXcW1tcRGI7rBR0bUvVWN+10Yq6Ndh1BqG1YIVE6AAdxqR5H6VDkJK6NXSmw7Re7i8VGOOoq5bFzHe4tIK2NiwXFZkMve+uaP9yb2iSCgWET1OE/UgRsERaEsiYJA6IEg0qoTEBja1J+zFZP0VqwWR6wenZMYeHj/mf/dZv8Df/5n9GsVyyWqz48Mc/odwo+S/+9t/l/Pycf/fv/h1VW4F1aC3IeylHhxecnU7x0gfF6dkhQaDIegFbbkgYaJyLyPMUhGM6naBkglapF4dI7zOqSsPh4TFFUXD/wR3quqRuFvQHGbt7G/TyHnnWQ+BFIlGU+PZi6AtNFEVYa9FaYYzfmcMwIM9TwtDHxygNYag8cLhpadsGIQSj0Yi6ahmPx1zav8Le3h737j7g9OSMUVoSh5bhaEASJ+R5H4Hk8cNHzMuCJMmoVnPmqxUikKg4Aq0g0Fy6eo1RlJASIsuaYr4kdQI9dH5ArSPSm9eJruywnJ5QFgvuHD3C1OXzfarWq7M+QNWrOtw6Nm4t5ZfiWYYerM/86yRuJx1O8ixPKYgTtna2ORuPeXJ+zO7NyySDnAcHj5mXS2ZtQdU2XMzG7OqO7dRw5yd3+OE7H/Pam7d44ZWr3Hj5RXqjAcePj3l8cMTDozNM54iSjOFwg2svXGe1WqIDSa+XkmcJZxfHXIwXGAtSCVprUFrw1pcE09mcf/7Pvs2vfOMLfP6zn0ErRRSlXLmyixU1aZKQxDHbl/ZJ4gTpBNWqIi4r/zoPRgRhgtWSOMlJgpRiUSKc5a2vfR1JgK01gRqzubHJxdmMs6Mzbly5xeX9PUaXb5BvbEG7oKkWvP2dbzKenHJ4dIiOBVtXBmxs9Rn0YgKhkGGCqyyNqXn06V2OnpxS7NXsbK6orp8RpC2haFkcH/PJhx9QlxVSOFaLBbNpS1V7/+do1Cd4zrQHAIXEGctkPKEqKuIoJksz+r0BL73yCpevXeWf/ov/gfsP77N/ZUgYx6S9xGcPhhE6igjiiKosWU6XPuvXOaqqxHYWrcBqCdZSrlZ88tGH6EiRDDxUV6kIKf3H9tYWW1s7/OEf/iGL5YK2q7F0BEoQhYo4jrGdom0dSsv16GOAVgmHx2e0dc1uuI3AsjzvQHYkKTQtLFbw3e8f8P13DnyDQoNOc5wNOV9UTKqG+js/IEoF2Ugyvljy4OE5v/pLv8U3vvENbBtgavijP/odDg8eUJVn9PKAX/7C50iiAGcMk/Mxj09PiPIU1c/p2ZZYS8rViq6B/qhP2xrOL2YYu45PQXp4RZAQJDkbSY7AMb04YVkW2LrwVJTOITtBUxm6rqCoG8qiJomgLCqa4wrrAuLEMp7NaM3zpcz8zCczwp+WbWeQQqFUsEZMeTipxfHqay/RH+V8/913mUwnXiUmHPfu3+X45IgnTx7x+PFjdna2OTw64Jvf/EP2d/aIIw/IbdqG3/39/4nlckWW5Vy7doWvfO0LmM5Rt5a3//yHXJxPSZOUMIhxePiqtYaua9dUdkuSxEynS+58ckCgQwIdIlyGICZQfaQIAa+0PDk9pG1LqnpB3os5v+iTJhlpkvof3EFrfBZaFMVrhaNaqzAFdVNRFEtMV2NMzWI5o64rBklOmiZkWUYQNIShv/EtFgukDOj3+zRty8HBAUVZogPNF778Fpd2hyymM6SQXNrfoyhKPrrzCfNiyfliSo3BCc+GFIGmE2CEJEozwjBmdjaDZUE3nRMhaRuDALQUvlJYwdnpBbPZBf3RkEGw9fyeqH9vOevVjV4xKpFKwdOZmXQI5UkVzo8p18B9gdSKLI5QOiBKErZ2tsh7PWKZY6T1yKDpHB1EpEKwXLRIaf3hwzY0y4bRcMgLN7aRwnFw/5DOabLhgDwacO1SSBgPqZuWZdGQBDFda+hagzWWyfmUi5NzelmfjeGI2WJOZw1pGIJ0dFbQzyzXrnR0ZsZ3/+zPCLOYKIuoK0saD9jd2SVNU5pW0LYVTd1QLJc8OTpmc7RBNhj6bcM5utUSRUUW5ARJipQxwkpcbUnyjNc++yaracGtK1Mu33iRwaV9ojz1hwKt0FHMtdsv0RsPOH/7EU3TUE4kKylY9hNa29IYP7tRxpFHGf0kp5gvOauPeOe7f450AfPzirPjc0zT+hlj0yCVIAxChEix1jNRrXv+pJC93X1a0zKdzDC2o98fsLe7x/Vbt1itCn783ntUVUWa+gOJ1IqDgzMsjjSLQAhWRUEcRVy6fBlnOmzXMT6/QLAiyzLiMGJ3Z8cTiDqLcQ0rM0drTRyH7O5eYWtrnwcPD7kYT5FCEIURW8MNz6k1BXESE2hNZTrKsmQ+r5hOKsrKI+56eb5W1dY4Z9Drw28UWYTyykcnvfes9WhbpPWzXSv95j9ZzOipiJ2e/zl1EFE3M37wg+9SLS1N2XF8eJ+6mDIaRAz7EcoWiFYhmpbQlvR0h6zmrOrZev82BJs7JJmnEAmp2L96m9Z0zBcF0+mcg4MjjFvSGMdq3lCVHWlYEyjn92JhqdsSlEQFCVEckuYpZT0jCGrfvYs1VVFTlQ1l5RNFnuf62QXNCayzNK1BKtAqwlhDa+pnLaHXXn+FWy/c4O6Du8xXM5LMq4Hu3vt0nQ1mSZKEnd1tDg4OOD464pe+9otc3r8MCJqm4bd/97fpuo4sy3nt1df5r//ef8X5ZML9J084PDjl/Z98RJ5npGlOWa48v9HWmG59C5KOJIl5+OCE733vfcJAEoWKtg6wRoPLkCIky/qAY7ma0rY1VT0jSUP6g5Qo9BEw4GX708mUpjHEcfwsoVdrRZalGNNQ1SVaC3QgiWJFGGqCYESSJOR5Rl0HRFFI0/iClucDNkYD5rMlZycXSKkJg4gvvfUVXn/1Nh+9/wFt03Bpe5fDoyOOv/UnzMol02qJTCNUHkMQIsOArmsxUvg2SxAyXx3QzRZ00xmZDGhqgxICp/w7xXVwdnrO2fkRb9z4Mr3Rz4fl+DTb7KlRXUrlg+mERBiL6CQ+UM89+3wnfLZemufeyLq5wXBrRN7vIyINgeLg4oj5YkkwSJFRhCzmqK4jDmNUDc1yyfDygF94/RU+vvsp9+49YFkY0kGf/Zs32NzYoz8oWJUVj54cIrXGtC2mNdi24+JiwnQy4Stf/TzXr1/m8PgJZVUgtA8ftVYS5pY8h7ad8Z0//Q6j3W1Gu9uEYUQWD9nduUaWZ5ydnVJVJYvFgvlszsOjI4yU7LlrSOeQzjFbLbCN5ebekCzOkES4Djoq0jzj9c9dpVu1NBcrgtEOemMXrFybnBUyjLj2wkv0LwZ879u/R9MUlLEgFLDsRVRNRVmXpGlOFEb0wpQq6TE9WbBslyyOK4pFzd0PHxHqmFFvE9O0NHXjOaQ6QGmJc34D657zKRtgb3eP+WLBg0ePCcKQ4dYGu3v73Lp1m7d/8H0++OhDyqoizXKGwxGdczw5+BAEvPzqTYSUrIqCXq/H5SuXMXXjC3Vd0xlDluXgHLt7e0RBgLOO+WrK4mSMFII0ibl+7Sovvvga48mC45Mz36mJfYFUWjJfTZBKEWhNaRuqsmA+m3NxsUDgX8d+ngOS2WyOdQ1BoNGBI4wtTphnzXYrfHvTtCCp8UGN/tIwmVeoOCfrRfT6GTtbW5wcznnnnT9lOSmpVg2BbIlC2Li6ycYwQXWF57g3LWFX0g8s5WLOcrkgCPB5gcElkrxPfzAkThJ2dq/QNIaDw2MePHjEx3cfUDWWZdFwfFgyHdfcvpEwGmiiKEFKS20qpJGoMCZOMwaDEYuVIQjGXhkZx1zMFpS1F8fZv8yWI42fAQWBP/FgW6xpMI3HEiGhbGuqpublV19kY3vEj3/yHghLr5+sqRCCtm2ZzyYkcUocxnzvne/xY/VDppMZbdMSJynGGBazOacXp3zw6fuUVcN8scK5jjSLiZOQKA7ousB7OfBMyNFoiHUtVT1bFxhIs5g8TZjPOmoLSZSgZERrWs+erGugI0kSwsDfvNq2oW3af+8mpokivwmLtdJHCGia2qt6spT+IGcwyLGuwdERBAopBf1+TtsasjylsxYhWqw1nJ2d0jZeDGG7Duca3v3RTzg/P6FcrWjrhh+9+xNmsymTxQqDI4wyVBKhk5je5pCkl7FazLBty4PDQ3oq4OpgiApi2pVBhBEnF2PiKFi3HGp49IDNvT02r17he9//EYvlnP/qs//t832ygDzPkVISRTEIsfbA4GNh2g4rzJqnJ3zwn/WyfSElre2YF0vm5Yqdy3u89ZWv8vjkkOOLUxaLJRezMdtZRJBEbI42qZoGMZuQCUm/XhIKRVtYhtkmN6+EPDg+5/79x3x6b4oIFEZ2OCzGWdI8o5/1cU1HW9RUC8NyCo/vnlAvKjrnEUnXblwhCDWVqTCdoWwryqpgvpjTiwb0wi1/Yg9DxicLxmdLOgx13XFwdEFnOzb3rtDf3EFnfY5OLzg/vcfJwTnLeclf+2XNtUtX2My20CJAh9EaCmBZLqYc3LlLUb7HqmzJ0x5RGPHw7n1WiwUbW32CUPLq1RtUzYqDi8cUznIunRcBSXj/gzscn0w5PZxRLGtoDcIJAlfijCBLUiT6GcVHKY1D0HWeOGKs8UrbnwMpxOEVvGmakmQp29vbzGYzvv3tb3Pn3j0eHx6gkhCpNXc+/RRjO8I1eKCqSoJA0+v1CIIAYwzL1crDdlcFddOQZClpHPPFL3wBay3fe/sdpJS88MItpAyQMmQ8vuD993/CbDolUIovf+nL5HlOPsxYrOZ8588fe4/taoFSIVubI1bLhslkgfDGLqq68Okc0oEVFFWD7hwygN29TW6/eI1hr2LYr1jNNVUB33/7gPOzFZ2FIIS9fUnWa1gunrC/d5lXXnyJ77d3ePTpA6zpkMKys5XTSzWRqrBtzfhsSRKGbPUGtNR0zQIlWtJIsLHZJ88TFmXJ/OQMIzRpBzpZUlYNh6cXyCjlS1/7ZY4Pjzl4coDToGMI05QgiVmUK0zbEsQOFVpm8xJjJSpMqJoOh6KsLHVXrxWb0s/m/lILmukQSqKiwEuvOw8stcbglJ9/1E1F3TTs7e+RZAmffPoxrWn8QVwIlAqYz+bMysJLY4OIxw8fUhYlceijP0bDEQJvhJwuZjw8eIBzkrZxa/l+SBBqtFYordanGk+6z/IU09U+52yNNApDTZImFKuKRnSEYYhSAVVV0LYtxhiU8lJ6pf0twrQGY7o1TV89oxOwRmZp7U2GpmsIlSaKInq9nM2tDepmhTHNuhhCHMdo7b/vKAywHdRVx2I5BzQCjbOeXXj/wUNm8zF5ktLWDZ988CFlWVLWFTIMUHFMEMQEUUya5WSDPsa01BScTyZUKuDm5RtEKkD3VmAt0+WSqNaUYUCznGECePP2r9K7tMO/+Z3/kcePHz3fp2q9oihCKU2W5ethc0dnHaazSOVt31J5f2HXeQO1UgqEoHOWtmpZlSVSKa5du860WHB4dkxRlCzmSzY7ixSSPM3RQUNRlcS2JQo00gnaqiMOMjaHCR98csLh4zG1GGMlBJlAh4r+sIeW2gcmGkvXtJjK0pQwPp1hm4o0j0mzhH4yIE5jGtt49FG1RAuJqWvSICMJ+iRhgg4049mYpmtJezFN45hMl+hQs3dpj6Q3QAQRk1XJ3ScH3L/zhMn5nNdffZN8MCSPR0jlBU3CKXCWslhyevyEi6NzLg5P2RhtkCYZP3r7B4zPx1y+vs/m9ga/+Fe+QtnGPHlyj9q0zOk8MzKJeHzvmI8+fky1BGsgjUAJiexatAhJw6dBu8bbItYO/G5tXm47n4TwzDH/HJd1nhkZxzFpktLr9Tg6Oeb+40ccnZ0xnk7piT46Cjkfj2k7Q5QlBIHEtJ7C458/Rdt6DuyqKKibGtMZ4jAkz3OuXrtGU/mUDRVKdnc2MQYvvlgtmU5XVGWFVpoXbt1ma2cbJztOz08wbUNZVbiqJO8NGQwS4igk0BJrwXWOpm3ojEOu545N64V2rZFkeY8XXniB/Z05uzszltOI5UJw56MTLs47336UsDFShHFHXY2Jwx1uXNvkzvv3MPUSgSDQkmE/YNCLCNQC1xmWiwaSBNnPELS4rkYJiw4l/TxhOOpzPi5ZFC35oAYVsigqyrJmPF8yGIy4ff0mddPx4NGBt7aEAhVGyCCmmM0xbYMOHUI5isogdEtctjTGApLWWGznW/QO7y/tnvNh6GcXNAvgoPHwXT9L8w9Z0ZT+IVktqZqa5WpO3ZTsX94jny84OjxCCEkchbgsxbUdt2/e5sqlq2gVYI3lD7/5R1ycj/0LLiW93oDVquD3/+D36IyjqR2nJxMvk69KHzNiGsAxHA0YDAdeY7D+JXUdVBUUQYOSS5xTBIFiVSxxVtIZ4Vl+UiCkR4S2rcfn2M4rkp4WtHg9O/NxMgIhQh9gZxovvRUdp6c188U5m5tD8l6GlM7/npzPZVssPAB1MNhgKUuf77amlDRNQ9t2vP/RJ4SRYn9rmziM2Njeo6oqDg4f+ziVDkIZEEU5Z+cTnpycksQBoVboKMV2lvc+vsNAB7wy2sYVJacnZyjn0Fh0HqOTkJ+8/UOCXsq13Wvsbe4/14fq6SqKChCsisr7+JQiSlLSvEfTOQxibWRvaBuDFJKN0QicY7lYrF+bju++/Q6n4zMmq/mzuWLVtQz2tmiMYdU1CCXZGm2iOjg+foQxUxxPOB0vuJgtaYRga7TF2WyGcZaru1cJIo2hIVIxooXAaXpBRtezhNZHIlWzmmbZMBNLTg/+jDDSbO1lBJEiTDRBqNjZ2GbY32WQ7jFbzlk2BUk2oJ9pNvc2KeqSuw8P0FFAf2OPFrjz6JAGxf6N26xKBzrizsOHzOYr5JsRG/mQDZ1BW9NMzjl/cp/7dz4kUQF72z2cqagXKzINLolYnp9RLyZ82xY4aZnWU5quZWUqf2hQEoni1Zv7aJkiCVBosJK2kmAlmJCqbpjPltRN631Ha+OgEz6JXgXKz+6e8zq7GKOU4ur165iu4+z8gieHJ9y7/5hrN6/z+ptv8tGnn3A+vlhv6iESRRhE7OzuorVmPB6zWi6Zz2ae+BHHfoTSNGRRQlXX/OP//r8njiJu3rqJsTXT+TFhlNLrD3xSh1Fsbu6jdUyWpHStYVHOaJuG1199jel8wqODx9TVioODBwRByO3b13nyeMJ0Uvi2uxDeW6oEeRohlUWpjuFwyAsvvEgsfoxqjhlEW2Qy5cY+iAamM0iygDdf2UHIlunijK48487732V8fIjo4HOvv8iVS3uYeoGzDXEocbZmPj7FdRXj6QzhJBt7+1SrgmK1Yl4ZmumKMB0wChLS3pAgjCmqlsWqYras0HGHkyGtU5QtBGlKkGSUxtHNK4q6w7aey56mAfloB3CcXiyo2w4ZpAShv0Eb5zzRZTp77u3qn13Q/P4MT6NZrHeFK6XWm7vfuFvT0LY1XWfo9TIEMJ1MvahCa2wQ0MaenD3s9+n1BkihSOLYqwOVRipvI26amsND35qrq4668jMWP5A2z6TwSspnN6Kfnhg9ysradYQM0revqobOCKQIcLg1Gst3UTvb+SJlBc7yDBz8tK1ibQfIZz+/tRbROYyBoqipakd/kK2LpP9e/P/r8+GCZ9gdQxh6YomznkDfdR2z+RKhHKEKyNOMbDdHBxYpA5z0BA0pFVJq6lXLvFygVR8tFU4IjHVczGa4KEHsXKKrG0rTIa3/SKIAQhifXiBmM/LtEf38+abGPl1N0z57jIRU6CAgiDzgWWq99gTyzJDvpEdcOWsxXffM2Hl2fs5sOaWlo3WWynnZcbEqQAkqa9BRwDAYInREZzV17VgsKmazgumkIOpn6DBEyQAhHL20TxgHGHzEj6kN0grSOKUOGmpV+oQAK7DGYq1hMh6jAolzNWkesbHTIww0WZQQBwmhjDHVjGJVkff6JFGKFCHCtTjnVWNKhzSmZVnUHvOWxSS9PumyYrEqwI6ZzhdoNFEIsrW4sqQpV1TVgjTvk6U5xbyiqQsC6Yi0ZFkV2K5mcnYGGhrZUnctVVN55aiAjc0t8n6fQPmC5roQ1wnqQPh4pVrinECpcu2ZejrbXE85hfDv058D3Hq5XBHFEf3hkK4sWSyWlGWJMZYsy9nd3eXT+/domhYZ6mdma609zcday3K5fCZuSZOEOIyfZSY+jZl68vgJvTznpRdfBGOpJxVKh74bJCOPvwoylAqx1lJXFavVirqp6PUy37EJNHVjqKqGNI2J45zjoyld1+KcF0I9PQNoJf1heu3HVFIjrIFuiRK5T/iILHkM1QrSQDDqRQgpcTZA2obzkyOaqiSJAjZHffZ3N5mODW3tSOIYY3w0jcRSNYYoiEnTnNY4XNlQW4FrLaoXESYpWocIoagb4yX5bo3HQmKs32O09O/XxlgPWu+8ApkOIicJ4hTTtlRFSWcFKI2QGqEChHVI3LqV+3yfm79Af6ueFTWfHtuBFiAFxhiatgHhkErQmAZjW3a2t9nb3eXVl15kPpvz5OFjFrMFdJajJ485evSEnZ09sqzHa6+9xmc/+wu89tobnJ2f83/5B/8AJQ2Xr6Q421B0DVqHaOUf0iCIOTo6pKoKFstT6qYgDAOU8gy2ra2U117bZjH3tyFnFc4JiqLCtI48H6xnOn5TU8rQWTDGEEcpcZQ8K2R1XWNt9YwsUJQrlJIkSYTD+lZC19J1LVvbQ3r9hCxL1l8bBsM+f/tv/y85PDzmj775J/TyAS+/+DqPHj7h/v3HJElCkkhEmOOEZTJbMJ7MOTu7II5CNjZGqFCj4gCroCkrsjAhjiJMW7OqlyyWK6Tp6BtHElqmxvjXJkuJpSRZi1jiOGK6mtMUhccp6Z8PzHExLxFSEAQKoSytBScrOrFgWayoqgopJWEU4YQ3VNd17X1rShGHIRtpSt3UFHVB1XbUxlI56ITjzsf3ibOI/ev7KCmpi5q9wYDP/+avehh0VXP59ptkvRG//4d/zJ17D7l28yr5oEeWDBhu9Pn8F9/g6OgJf/AHv821q1f40puf54+/9UMefHzIL3zuFpcvbVA3LdY5ojSiKGu+9+OP2NqB1165TRgrQq2gchRdxcmjU84nF7z44iv0B33+6b/4Z5xNzulCyAY5YX5CfzBgd+8q89mC2WxOf7BFHA1QlUVZ+Mn7H6KMpbmYsTfa5De+/DX29jb4hc+9gjQdqjNMzy44PzvGdZo4lGtvVsIrb7xKURe8++F7XNnb48XXXlmfkC06jFE65OH9I+azJeWqwLT4QmYFzirquvYH1c74zV94oU7nvCBGOPtMJPU814d37hAGIUdnPsPs6OSYG7du8bf+1v+coipZzJYAxFGEk/72n6UZw/6Ay7uXGI8vuPPRR57LGMeURUFVVexsbZEmKafjc6SQfP7LX0QAf/7u90C0BFFD21kQATevv8KVy7f43d/9Jnfu3OPKtWtEccRkcUFjKop6ilSC3Z0Nn+VnBcZquk6hlQEqcL5trLXv8BRVRdtZmhm88+c/4eToMV//bMnXPlNyMV2xWijGD5csjsAUPuVjdXrM9m7Or3z5De7cmfCtbz3m0t4u/8lv3mZ8VvLRe+/T76dEsSbNU4ypsPKETga4cAOiDJGMsHVGG8QEcYyNA9K0v7Y2tJiu5mK2BKm4fOU6UZyyWFasqpbKOBazJWVh2N1MyGKNRuOkYFkZRCgRQUIQRPR0QFmWrIqCyaKgrGu6tdR5OPK+2ee5/oKdTfz09rO+Ovt8K7cO2vSKNIV+FhEShgGB1qRxAtaSxjF1UaGEoGoamrpluVjgHPQHG2RZTt7rUVQVURQTxbC3t8PZ6YSL8wVaeUCoWn845282rE+QURTSGj9AzrKY/Utb2O6c2bTAdR3WinWoIx7kqxVhGCKVQ+kOWYPpaqTyb9Knp89uDSVOUy/lL6sCrRV5nmK6lqa1dJ2f8bH+2k9Pfk/9b8Czk6DWitFoxNnpBfAUfiyRWoCw1EKsC2WL0l4YEcUx/VEfEWpkpHGBwCloqtJDm9MlsusYCUUvjNBp4iXxSYwUfgYodYhUAYEKwYJoHe4589SeLmudN8gKH8HjrKU1BlnXtK3BdD7yR0mJsl67b2znb8LOeTq89J4/a9f9+KffuoByWWO6jqZu1snFBhmG9EZDilVFaRxhnJHmA3SYIVWEDlOiKGM43GLQy8EJTNOxnK9oq5ZAaZSQvjPRgbCCUIUIKellGVoGJGFCqAJcZ2krS1PX9AaONI2RKFznWM6XWBzz+YLVqiSN/N9VFjVpagl0BKxoW4vWEUEaIaVFGEsxWWLrhm6xZBXGVHVJZ1uCUOKcF2Y50SJkiw40UkuSPCbrZYxGfcQCmqZDSs3mxggnJVZIkAHOSR6LE5raUKxq2tbR1R6QC3rtn/TiKWs7nJTgPF7a4dbKyudvzC+ritZ0qDXMvDUdSmvyPGdZFiyXS5wDrQOkVkitiEN/owrXYwOsn4079zSoskFJ7ymdr3+evJf7joA1CNERa/Us9b5ufG7jbDbl/PycMI6Jk5jKrDBdzbJcEEaaOFUopQnDgLpm3UWy60Mz4FiD0dd7g/VM2eWi4MmTgpNtwcWOxJkA5QS9JKPOLZiSVEOsA2IdkIYBSRASqoA0ChnkMdOzkrZqsFnqFa8y9PqAMPW3LiNxQoIEQ4xORug4RscBcZIQRorGOBwdOgjWpF4vBKrqZv0+tZjOreffjtaulckWPKtfYIzvnFnHGhjdYax7JgLz24B+Npd9Xutnf/U1kgphEQqkCqlNTVFWnk8YRwQqJHaWi9kYh/OZUtZSLhc4Y9jcGFGtCtqyIlIBSR5hjWG1WNJ1MF8smS4KrIOv/uLXuXx5k1/5pTf4vd/9Ju+8/Y8ZDjSDfvIfUPG11uxf2ubqVR8YulrNEQKuXb/KZz/3WX7vd7/N3U9PvJLQSrJ8hFIRgY6J44jLV/aIIkWUSOaLCaenh0zGcybjCUmSeGVU5xWPr7z6CmEYcHj4hDRNuHnrOrPZmCcHD6kqTVVL+r2Mfj9ntVpRFN4TV9c1/+gf/d986yRM1jPCjCAMnqULONsSSoUKJVs72+hnQhRH1TbsDvb5yltv8cILL/LKy69QUdPQEqJRCJxtEFgioJjNuPOjH7C8mDCOD6Cq6cqaTio6K7iyfYlIa8ZnF7RV81wfqqfLe/h8BIixjsq0mKqmaltq02FsR5b3CYMQqSo6Y2gaT2qpKl/0rLO0pqVtO58U7iCKPDN6Wfkh+8XxBXW/IktTGh1QOMnKSVZOsTqb4s5LhrtXeHO4S1GucDLmG7/8GzSm5J/8P/4B0/E5y0nFxfGYe5/cQdslL93IWJwf8eHZMVevXiPv9dCdZCPP+eu/8UXKesGTT+8yW5acjgt+/beu8tWvv0FjG3So+J3f/h2W5ZIX3niJWy/exgWCtjPM5kuquMRUHW1haJYtw3xAmqUMtzJEB3cu3gMrefWVV4iE4P0Pfky9mDE/PUZ2Dcq0BKlh7/oIV4QIqxltbZDmOYPNlFld8ODxCp16Av9wtMFoc5umdTRNx9t//mNOTs85PZrQVB2dUQgUgY49ib6uPVbagSZAheuULmHpXItwz7/lSBBgpaSoa8Io4uYLtxFK8dGdTzg+OWE8HuOUoJf1GG1sEIQBUnsqv6kaQqm4fOkSs9mMi/NzNjc3GQ6HbG5ukiTJOiHdZ8aFccirn3kdXIMQK4qiYTEv+eEPf8g7f/4j7t07YLVa8eGHH6IDzQsv3UBJ5QERq45lMaHX67GxuUnbdNSFAdsQKudpMFZxcjpHCMH2bk5nDcFyiQPKAn74PcfJex1/4z+5zufeuMStnYzV0vLd7/45UnV88fU3EKrl+P4TBlHC3/rrb3J+2nB2NCMkYWvQR6CwrcKaFKVS9i+9wrKoeXg4ozMNxiy5cvUG12++8YzutLfRkkQdZW2wCG7FORfjGd955/sEYUx/uM10tqCsarI8YjjM0AI6ZylXJThLngWoAI7OPGjeWcNyVTCbLxhujtgebVDVLZ3taE2H6Z5v9NBfUNDkuo/uT9lSarAGB75ttc6usrZd30oEUggP1lUBgVTEKmB8ckZdFNggQusQ0zqEbOmcQOqGVdU+wxv11h9bW1tcv37Nt0Kce9bP39jYoOsMYegjYozxczUpBXVdcX5+hmkbkjRiTdFa3yo74GnvvMEhMNZDe69du4KzhyxmJVrrZx+eEBJ6OGfX0bY+YLSqa8qywRjzrCcPPhPOo7H8/OzylUssFytM65BKcnZ2RlmWBEEAzq5PMBZpHWEYkMQxmxsbhGFIlsRcunyJa1evsLu9xbDfoyGixeBRtgIhOnAW29SYtibq5XSmo7dV0i1XdHKFth4jpIUiQJHKAPNzYMsCKKXXN14JPJV7ryN7pPOCOX9V9VE+0puvnWOtWv2p0nQd5I3WAqEABVr6TXe1aIlCx/bmFqM8Q8UJ1aLkbDrDdJrOai5dvcnlwQbLcoUOJK2FsqyxncdyxVGAFNDWNW1t6BpLVbR0xrGcr8BBGHkqThYHRIEiSxPazpJEJc61rMolpmsRErqupWkqynIF0hJkMdYanDFIC6HUaBTKCmIdkccZvbiHtDDoDXBh42ECAkIlaMsFVVsySEOGaYYzLa4zqCZBWp/K7FTH+eyMZTVnY6dHb5TiFGvjrkPFMVGs2NjeYWdWcnG2pHPruTSAazDr5/ypz1Su//GmJrt+PX8OAZ9RSNc5ZouKfl+z3eshpKBtzTo2KqS1xgO68Qedtm5wzjIZj72vNU7o2pY6z/17DoiThF6vR2saHI7R5gZdZzl+cIZWlkGfdbCooi5XLJcr4jhiNBqxKkuUkgwHA5CW2TwG6UhyTRSF3vDpDLiOLAlpBzl1Da01aOW8/mDdrVVrxJsF2hZWHdSVpG01UZSDYz33qjk6KAgTS5TECBkg8QBzLQNa54U9XevorGE+XyGko2pbmtriUBgrqBpHY4QPHw1SoiRCqzlKWO/DExIVeDixWvNUu84jrjpjEaEPMbbGgP1pZyXNUsJAeYq+88JBLyiyPmnEWpSWCCfp1p2957l+dkFTfuN1pgGlUGGMwiG6miiOUaFkXkyxtfdmae1TniMdsNEfEAcR/STj4uiEi5MTdBATBBEWDUKikwyhFJV1pHmPz2xv+XmKg5deeoG///f/Nt9758f85L2PfZsxgM9//gvEccB773+PuqnXQX8VWivu3bvHu+/+EK0yrl/fYTHvqArL+cmSpilRfY1zHU+erDBdQ1lN+YXPv8l/9Fu/xZ/+ydssZuVacq/XfMafyvXH4zFCQGsq5nNvtAxCRxjic5WamsGwT5ZldF1Hr9fjv/lv/recn4359p+8w5PHR3zzm98kCBKGwyGLRUlVNtiuohOQxhHb21v81b/6q+zv7/PZNz/jc4+kF6QYU6AVhAKarqZzHVprTNdyePaEpq6INvrEvZTNrQ2K8wnFyRliXiCLGtF04BxbQY78OeWhRWGC46etiq5bC2XCBDovWvEiHotDIJQmCUKc7Z7dVuP1kLupapJMEaUSK70RVUhDbRynT0qSYItf+srX6UUatVowPjzhu++9T914pdr//jf/Br/yV34dF2qqquA7v/evmF4cs7e7z7CXMh8LelmMbWvmk5KjxytsuxZEtAckqaYsliR5zMik5IOEV199mVUx5XxyAHLODz/4AefjM8p2yXAjJ4jh/p2PEFqyf+2K99wpSYxkM+lR6xULArbSIdvDbYZJjkYSv2gxdU1oGtJQsT/s8eie5f6nP+Kla6/whV/4DIvJOeVqwTDeQRLwwYcfMZ5OePfdHxJEMb/yW6+R9Qe4SFB0NWY+ZXTlNvnmLl/+pW9w+/YZZ+f/grY7pnYdrvMbojGGpqn9GUQJ9BofL2Tn0zake4Yve56rNxoymxV8/JMjrl/XfPYL2z5FuSjY2NhkOBzx+PEj5os51Sqh1YrpdIK1loOHjxmOhty6fZtelrO5uclkOmU2m/HKa69y+epV9q9dIggCbr/4Ak8Ojvi//uN/yrAX8YtfeZl+b8TlS7uY5iHjiyU3b94iTfs+PQPHG595HetakCVhJNm/NGK+mHN6doZw/vd05dIW+7uKDz54SLlaMRxoH5HkGpztUOtznpQQSFAKzqcNDx6XbA5TJDFxss/i7IJ/8k9+yLXrff7+/+rzzOdLHj88QYoRo/72GmLe0NiWzhkOjyYY521VKohJsx2ccBRNR1E7LqYF+WibbLgF7ZyurknSHISiMQaNYHO44Q/b1mKNwTSGLvIH0qqusMYw7KckccTevkd6rRYTjGm9laE2lBUslz59JOv3iaKQsq5xz9mI9hfc0JRX/jl/mlZIpAqIwthnhOMJ+aui9Oo/IQh1QBgEaOljE5RUpEnC5miDS1eus727z51P73F+MaauKjoEndLIquJ8fIFzJYFcML6YcvjklMViQRAEzwDDk8nYRxw0DV0Xrk/tmixLvQkzSRAESKGII40E+gNB23hfitaaNA3WczNvAZhMLmiaGq31+hbmb1++mDnCMOT27dtICVmekKYTWtOsE6srmtanBNg11kVIL8u/d+8njMczzs/PmC9m69kENHVHZzzYdGNzg7yX8KUvfYGdnR2uXrnCaDT0N0PpT8edabDGeAq4VnirrUCxHvXYzgcZxiFS+1ljV9eYVYKtWlzZoBAETpAIif55GImAsqwQUiDXYY1erelvXP7W7Gdlgp+Gq0op/z1/msC0LVI40tSDZ62xNBaMAyO8/C5NBFkqicMQ6zrOJhOMUuxeu8ZweInBYIedS1dw0mODYiHYv36D/qjH1mbA5OKIO8WZj0+pKvIs4OrlTX9Dazt6g4g4CdkYjUjyiOEwJUwlzhqE8CkGRb1kfnFE3VRYacgHCToWTIsLOtfR1AWxiOmlAxKlkcYyTHPU3mXaZcnjyQOmYUqoNHkYkYYxgRJo6SjrkriX8cLn3iTMAg5ODyhWM5qqYLGsoROcL06Zlyta2RJEMdlG6k/PWUIcp8RxD4SlKlasioJlWdB2BrNOPfBze7FWMa9B0kqgFCjlnoXjOmc9aPo5r5PTKWVZowK7DqT1wHGPk6v9oTH35vL+oA8CP8YQBh1oQh2gpGI2X3J8ekZjKlrjD8AqCAjjgCiOOB+PWawW5P2MMBIsFgva1lGVltl8RtM0rFYrOiMoigKl/X4WJT0+8/prtKakbmbotWCsbSuq6um8U6M1SOktQQjnDwRrOLLDjyNboADuPp6xKASDTKBlxPh8yWLRsKoM02XFoycnfrbpoG0aunaJ1gGDfk7ZFHROMdjYxgoPJUB4KkkQRGR5St5LCALHfHZO2y7YECckqqTvwCE5myxpO8fl/V0fKFs1pElMFGiwlrapcc4ilaDf75GmMUGgsV37rAOmlCRNIpQKkcrv2bnwlKXA6r/kG5pQOAFt59YJyIpAxUil6DAYDMtFwXg29cmya2RMpEMCqdBCIoFRf8Dtmzf51V/7a3zhy1/jH/7Df8jbb7/NZDqnNh1BltNay6f373H3bsXbf3pGuaqZzwqydEQS96nrjqZecffuXRCOzq7I8wipFDrQbG5uMp/P2dnZoSotVWlJs5AkDkjiIZ0RNLX187f9LdquYjJVQMcnn3zEbDYliiImkwlFUax5bl7mm6YZ3/jGN9b4n5bjk0PCyHF4dMrhoTcjFsWKtu1hrU8DXi7n/LN//s9ZLgqUiKgrjwEryiVVZUjTPkmccfvWTa5d2+fv/pd/h92dXeqm8gIWLLh1+GXXIeoaKROkloSsMeFIrBMYa7DCobMIDYQWsB22rmiWFe2sIEKSOsVABD+3gjadeS5er98DKdFB6NvWCLrO0bYdyocLP4uNkVLhECitscZQV77NszGKWZW+1bsooTGgYpABbG9KdjYVSRAwX5a8/+ABYZjy5te+xlff+qt87nNfpVxWlI0hSwRBnPLmV78OpsBNH3D/0w84fPQhXVOyWs7Z2erzwtU9xucLylVNmvWI4oTL1/eJs4j+TkjrSmblMV1XEwSSs8UFRydTeoMeSZKwtTfE2o7zyQFlWVKtZoQSdvrXGIQRsmq4srFN/+qQ3/+df8tPfvwBodSkUcKvfeOXveGbANOWXExPGO1s8Ktf+zwfvvunvP32H+FcC9ZQzWtM7RWdnXW4JEINNPnugDQbkPX65PmIPN9kOauZnZ1wdHLE6ck5y6qkMS3GWk8MkRqlBWEk14QyQRgIlLJ0rsNiwP08Go7wwcePUQqyHKLECwuk0iSJpK5rr1jc3vG0n8jTQObTGaYznqeaZmiluDib8YN3PmK4GdMbRty9f4/js1M2tjdJspTKtNR1zZUbl7DNitPTE7rulK5VVIWjrhx1dYIU4zVqy6Pt9i9t89Wvv8HR8WO++Ue/i1IwGvZoG8NysSSK/NglCgVaQbHybNj1eQ6lvG/WdLCy0AB/8u4xpj4mFB8RasX1y1tIAcvWcTpd8Pa77zHo99nZ2GFZFCwmS3a3b7K7vcl0Mca6lusv7IO03H10l6o2FHVH3kvZ3btFYyxNazk6/ITZfMqtQcMwER4oYB0ffPQpg9Emv/RXfoNlUfHk+IyT4RF5GlM1DUVREWhJGGr29nbJsxTairo2dJ1ZU6UCsjzyh4XzC2bzOVJ42AVS/GUXNIkQDhkEoCQWu477kFSmpTQFRVPRtA1aSrQS61wxiZICCVhj2N3d46u/+Mvs7+3hTMNn33iDwWDAt777NhfTGTrN6ZxjOpuhqEmkQSlFr9dDyeCZetB/gHzKBlTKtwcVz8QiSRJju9bTAkSAkwHO+sBMnPdAdf+ep225WtIdVSwWni6QJMk65j31YgZjWK1WnJ+f4+goyyXL5QznHFkWs7c/Ynt7xGg0JAwDpJTkee6jZ+qaqizRCozx3+NgOGQnTBkMNunlA7761pe5ceMycRhgTE2o/dxJCRDrnHYpnb99WYMoGpDraJXOA097vYzaNKwaH0lvjAUFSZ5htcYIRxKE5FojFw10P5/4GKW0n6MpLy562n60a9+Z95n529jT19fYDuGcb6c6R9d1KC294b1pkRLSVJAgiPOYOIt55Y3b7OzuMJ/OeHx0zPd/cpc33niDt77wBTb393HCB546DaDWsnNBWdc8+PQOF8dH5L0M5WJCYVlNCg4Pjpic11Sl5faLI9Ik9rdGCTiLVoJeL6U2DlFXdEXFvFqyuT9ksJmzmE+p64qNrQFSjNje3iYKIvIoIg0DUq2pZwuOTucszie0y4I46aE0LKdzAmB3p09TLbnz6R30Y8XH9z5CuSW7V/domhVtW2HsmFa0zOcO00F/JCEWtKKlsjXSlMzPatqDUx4/POH8dEqzslSrltmiYFG0SGNRUhIotb6hrWec0kOkpXAeCODcz6PbCMD23gClJFkaEKcJ55MxXdvS1DVJFDHo99fxNjVY335/60tfBhyr0ueR3fv0UybjC6IIdnY2uXRlh3mxZLlcsHdlnygKefTkMcu1LSANJde3BmyMdtjfu87hwZjT4wnnp3OWy4qu66irmvd+/GOOjoasiquMp6dMxmOyXsrO9uaa0RpTVr57tb01JNQRq+UEax3DoYc8L4sSq0BbqFpYthAmITpRdBXUTjIuW5R0uNBRAwenljiN2b+6h2DGajGjrCbYriVMBGGkyNIOYxtMfU7XWiKdkoQZaVQhaOhMQxKV2KylWk2Zrlqv6hUK6RzlcsH33/5znNR0QjOf+VuiUhYtBV3rqK2lKkuUdHR1QVv7dHGtFSoM6Pdztra3GAz6lFVF1u+jg4Cz8ws683wFaX9BQRMgpS9oAjqv08QJSW0aFvWSsimpm4Yw9QNFrXwCbCAlEkdnWvb29rn5wmvYpqFra77wC5/j9c+8wYOjE6x4QpjlrKqKB08eE0hDmDsCHZHECab1CCxn17laayO1FN5YHegAqd2zgpamCW0DdWURUoML/dBU4q/8QqyHnf5UUS8rJtMSZyJwkc8uU4rhcPisoC2XC8DQtg3jyTle/96R5zH9QcjOziabW8NnNP5er4cQkrr2aJxAybWkNmA0HLK7e5mtrT02Rpv88td/kZs3r7JYTWibiiQbrNtvBqxFdD71VgYRLBdQlpBEoCWdaQFLf9CjaComFx57g+lIlSDNUuogQAJJGJITYsYFrm6f60P1dAVB6A2vyrcanDU4a3EdmG7dbnwqCBFeXPPUOB9pjV3DrQWCIAjQSvq2byRRoaI/zBiMhnz1rbdI84zZeMLDhwe8/aNPuPHyG7z5pS8R0fMMSamwyj+7zvnJfFWVfPDhhzTllLyfk2pFL9J8fHGHJ48PmFxAU0lefPEWaZKglEAIh3Odf53zDN1YOlnQsWBeTQmyW4y2ehyfPmKxmLO3vU0/7/Hi7RdwBmZnc/IgJFWK09mYk4ML5qcXtIsCpTN0CIvxjAC4dmWbiTF8/MlHFOWSolryhS++xFtffZXlakpZLFiWC0pbMa2h6wT9RCFiQU2DsxW2WXF2Ouf4cMJ7P/yYh/cPubp7nTjImCxKlkVDBIRaIeK1wELINeLKz8yEsGtx9lO7yfN/dnYvbaCkIktTcI6zi3PK5YrVYsntWzfZ2d5muVhQVxW29YffX/zq11BK8eDRfT6+8wl//Md/QtMZ4hj297d56aWXePe9HzGeTYiiiCiOee+jD5nOphydnLC3OWD4wiVefvllvvLWL/Pejz7how/vs5h9yMXFDIC67vjBu+8yGGYYO6cs54zH56TZZXZ3tojCmCzNefz4nKpcsbM9Is/63Lu3wGEZDXsY09I0pb/pSlgYGLewPQxJk5hiDG0DF2VDoPz3XwOPjx2XriRcvnaJsug4O5lQlBOK1Yxrg136g4A0bambkrY+xXaOJN/0BS0u6bqCihVZUqJlQzmeUKxWtI1B6RAVxBSLBZ/e+w5Zf8julevMJgvms4Z+X5IkklXtc9DKokRgaKsVpq1pmgYhQpSSDAY9rl29TNtZOuvTMZq25Wwt2Hue6y+UBwgESkV0rqVuq3VvXbIslkzmE2zncVFxHBNq5SXpQqDihEAqIul/SJoK0Tkf4a41sQr5jV/7DY5Oz/jdb/0RZV2R5jlatARB5dPXrJ9fpUnCxcXch1x2rb/aRh1VWfLk4DF5LyFN42dqxLqufbaVFEjhaI3GWYnWIeAoy4LONgRao3REEAqcCXFd9GzO9tSL0rZewWlMg10PzTvbYEwJ0iKEpapK2jZ7JvlfrVZrn4wjjmL2966gVISWCUHg89WMMZ7ZWCyoqzmBlggpcMKjYZxtfWNQS4Rza7kmvmehFGiFEsLL9qWlCxxxmlAVBcvFAmUVqdJ0rqNtDWWzZGUDUh2i5PM1Nz5dt27dpjWG2WJB09YsVyuiLCFNU3QYeeWdUtjO0TSNvyFHEZ3pODmdEWrJxsaGh1tP5yAgSxOarqWtDJPJAtPBYj73JPimIc0jvvorv8Ctl68DihaHwSCDkEjLNc6s4cHdj5lPj1Hat6xN01FWNaZoSdOIF1+8TvDKEK1StrZGhFHAdDqlo8GerwhTwXA/YDqfc3B6yklV0biGi9k5Ohbkw5S8HxMgCALBzuYmwgpSERHKGFe3jLIevWs57/35hxw/mrCRbqIzyXI+p61LFoszVuWMMI6wssUGJSoWdBJEpNAyYvPyFv3NHqO9YE1osGgdsmoLPnkw5t1336Nr/UFycj5jVRoePjlFoZGqI8s1EYpgTZJ3XedDcp1HuAljUcIfOLSCMA6QPwf0VRAG/jk4OyWO/r/t/fevbNuW34d9Zlqxwo5nn3zzffmx3a8jm+xuUjRBWYBgw6QM2IAtAYZt2fJ/ItgwYP9kiAZtwTQlgmCQrECRHchmN7v7xe4Xbj73xJ33rqpVK87gH+aq2uc2idc/yOc2QNwB1D13n6pdp8Jcc8wxxjek7O/somczpuWEsigBRtsXx5OnTyEE8jSjnJRkRcakLPn1X/81FtWKy8U1O/M5fd/Tj/qLH378ETpNuLy+olo3VOtAOwGE5MXxMf/8n/9zlCx5+PAhf/Avf8zp6Ypf/dVfYj4v+c73f4/j50u+/e2aojQcHOzTNjW///v/ktWyZ1X1LJctbWPpOoExBf/hf/g/Jy9K2u6aVbXkydNPOb+44OnTpyQlGA0+VbRSYxMdyewiYrttD/Op4LW3FPms4cmLT/EM3L67R1sN2M4jZaS91NUaH3oe3J9hXSAIiXWXPPr4OyBUVOyRYHLYv3OA7PepB4c2KQ/f+hLLquZy+UfkWcq0LNmdF9zaT+M+0nv2d6ckqaFt1gxdQAaLUoLDw30O9vd4++23KIqcoiy4uLxiuVxxfnVF03YkiSFJXq3Tx09NaGFkeEsxwtbtgNASoTxtFyVgwtgeMsZglMK7CNXcIAQTHQm92D7CGIQa4dkJ3/zGN7l7dc1/+9u/jbUD6ei8rKSFIPEuoFMTDRJlhfd+JPAFpIZhGLi8vADmzOdHKKW3sldt22F0ipKSOK9UGC0IAdq+I2AjLFyYqAaiEoIb3Z+12QJD2rYlSm8NQBj5FANt1yCEB+Hp+wFr3Uj+1rHV2MZZWJIm7O3tkSQFaTJh6Dx970aCuGUYWoa+IS3ykdztRsCE3ar+4z04P8oPjQlNqVG+S6LxGOkwaRoJoUOHFSmMUl8+ePqup3OO0szQ4vPB7d++c5e6aVis1zgf6PoBk+doHasthGCwA9a5EfYb15KzgeWyZlbmlHdKVsslTd2QF5FHOKwtznqaoQWhqKsaKSTd0KON5J0vv8bhrd3YepUOISy5SjEYRPDYYeDp48dUy1PCqLXrncMPPX3XkKUJs9slB7t3KIoZTROhyOvriravqfoz8qlC5FPOLxc8e3rBIgGfClb1EnMtuX2wT2YSmlWFUjAtCxQKNQiCFYTOUWYl+aRAeMV60SICGCXpm4auqXjx4hIX+ghykAarFMJILAEvJWhNMZvCpOTWvRLvBZfXNYOFpu95/OyC3/it98kSmOTRkVqEyFnEQak0WSZJRKTYJEZjBUgL3o2gndFlVYgQhb+NGn3tXm1oo7HOsVwuCZMJav+AJM3IRod2uBFBuLq6omsafpT8kPnOnDffeZM0z/jqV77CxdUVz09foNNkVEBxWGt5cXyMVIqmbxl6S98LhiGClS6vrjg7XfD2m1/j4f17WAfLZcO9e/c4OtrnD7/zL1guljTDNbeOdnj42pc5vzjj0acfU1Weeu2xozRU28J8Dv/WX/nz7O3t8/7773NxeU6SBpQKvDh+iiZ69nopsVIRjIm0CXpCcAyDQCZw67YizTvOL07I5JSd3Qlr0dDpASkGgh3oGotUnoO9AusDdeu5XlScnVyRFyVFOSVJE4zW7O3uYZzh+OISnSTcu3uHYlmRZe+RJoYsNZSFYTY1rCpP23kmZUo5yagW1wRnyRKJMSk7Ozsc3T7inXfeZrDDqKRkWddrzi/OWdc1d+7eJR19MF/Zuvlpd3ZOIoWIlYzKKVPJ4DqGrsVWA/a6pZykmETRL9cMIrC/O8ckhkEGPJbeN9EFWkqUYuSrWSCwWK5ZVgvevH+bwgje//AjCKD1NNqtmxQhInBjMjEonVOva3xwTCYTimJKcAVuyOmbHNycPLmNCJa+q7g4v6DvLLNphI3qZB5VJ6hwzmG7Hm1UnH0pD7LDhQFvBd2oTdl0Nd571g1EhQ+BDy7KXnmH946uc3irKPId5rMdEjMhT+Hhg9dp2w4fBnxoYnVrPFp4fvHPf4uvfvVrHN2eIgoLqokzS+TY1hnRZCMBK2iBLyTeGwblcMJhR46gQuPwaKfIQ8KumlJ4gbSwu3fI7K2UZNVhO8dV6xHecfRKl1WML//lf4eT0xO+f75ETHZ58MY7NE3FxXpJmmqMkdRDbFnkmUJJgQsrlAk8fG2ClhLrKqQaKEqNs5ZqadFSoU2GbDrCsuP7v/V9pFSsVhV18FwKz+OHz3n0O5/wF37lL/Bz3/o5dGgRIVBdXnJxdsp/+5/+fzg7PmGoW/bmKV99Z5+7R3d4+0sPePTRRzx59AnXz9dIKaiqCh8c+4dzzOB4/pMls52UO/mcssm443c4SDL6aUZ7XtOevYjtl1lOu75kGJb84OPvMJ/u8ODgNQSK4AVi6BmGnn/3b3yLv/RX3mUnU2jhOH3+hL5rcEGxWDl+9MEJ0hhmk1usLye8/0PB9//4BZ8+OWZ3coSRKc+fvY9A8Pabr5OlGVmaUT/ruJNOmBUZO9OcxdUV9boixE41xjiM9BS5RIq4pr13UQIqkSQqwYfIHXIuVgvaqNhxeeUR0FqyszsjTRIGN7C7N+Pe3TssF9dcry54+uQZbd3wV/+dv8x8PufkxQvW65rv//C7JCa6eNw6usUv/MzPcLVYslyteH3vDhMSjk9OUTrw7/3b/y7OeX7nX/wBznf88Q+fkqUFk3LGbHpNkpyyu5/z1rtHHJ88o25X/MLP/8rIhdN0XcPTj89YLhOa60OuL1ZcXVWkuSZJNDuzOWma8Tf/k7/JdD7jrbffYLG85v0PP+Ti/IphAL1MmS5TphNBlna4YYnWjm9+VTGfCQ53Z2gc0q3xyxWnxy25WVGYKUZMSEWBGAxeK4I0kAh0FpG156dPaXqJMCUynaDyKafXV6zXNQ+mgtKU+NTgjeJscUYQkp/7hW9ycXnF+z/+Q84ul+AbjPJgoO+XhGrNqunJ8pyf+9U/z87unP39fUxiqLThYrni5PSExXJF5Sx+OkWlKR+cHGP/LMWJfdgo/0ZxTaPSyDXoLK63+N6hvEALSdMNW/IzAgbvsCFunlJIhFAYNZKuQ5yl1G1F19XMpgVtXZJKgfcSKRK0SkhGMVHvIzQakTAMLc7FVqQxKQRN8AbvDIKMxExJTInRGd61dF3PkLco7RlsghAC6yLs1zobh/wkW0it9xbvPIPdaNq1W6NSiLDyjWGlEFGEUwoNSBKTjaogGqUMs9kcpdYIEYjU1gEhPVJ7bt2e8dbbd3GiJWDxIn5wakR8CEFUZBhtNJCSIEcbBmIy23Sj00i1RAmFFrGda7xHOE+a5Yi5gFDhVIfzLVFc7dXH3sM3aXWKnu/F1ui0oCPQryuiZCvRMNb1lCrOqLwbkAImEwMh4FwPwo22IBbbe0ymUVIxBEkYPOfPzvE+sLhe0oTAtRBQBUTteOv2feqHr1OkBiXg+sVTTp8+49GP3uP85BxDjro1w93bR7uUabqLdIZ61SFEDcFxvbgEPPvzHOECw9pjdYBakLqEvWSKTXJsknG2bli3PbJ3KOvxrsf1PWfXJyADr91/AykikpPWEYLjjXdvk8v7UC+x7Rq7fkK9dnSdp5UOP7RIqTAip28MVxfw5HHHB+/XHMw9WsJ7P1ogCCQ8ZGcmubVfIocJB5MpRZIwUQltUHQDG9EPtIroZTOarDpnR0k7j1TRnmlwnuA8IcixcyA+Fy1HNVaBWZZitEFI0IkmL1Kury1Vs2axWtC1LXfv3+X20S1W1TXrpuL07IQ0SRAEbt064HB/HztY2rphkub0aclJH6+PBwd3CAE+mPyEq5Xjxek1ZRkIIWW5WrNcLTGpZLaTc71c0A+WL73zDnlekCY5Z+fnfPzRC+o19HWC7RLckCCyKISdpgVKaX74wx9RTAp29qasqhUX51csV+sIFusUaZOSGkcqLD40pMJx/yDn8EDz4E6K6y1Xxx1V47i4qCERiEQg0gxlwDsFWuO6NKq+pAJcoKkDvRcEdIQEK0PbexZVy146IKWNyGIpWLc1SZqyv7/Der1isTinbToELhLCNXjXYwdBEBKdJBzdu8ve/h47u7tY76i7lrW1XFRr2sHSAWK08bk+Pqau61e6bn5qQkuMGQHeccELAovrKz599hHreoFzjrPzMwKONJUoLbi8vEQpgTaRcxS9xRRKaqTU0bV4lC9YLtc0TTta0uQcHR3R9/3YrhOjdUtsfRhj0KOobgiByWRCWZajyG+cy+zu7nL//n1u377Nt771LU5Pz1gul3z44QdcXy/44IOnOOdIEo8xenSfttR1S56lJGnKxeKCdVXRthH1WJQZWqdopbaajbu7O9y9e4+HDx/w4MEDTk5OWK1WZFlBmua0bUvXdcxms1FhP3J9rB1iGzZJWK/XHJ8co7LYPs10gpaKXJmoAjCSz+NKitIYCjEqrRmiPWWPJ845jVJMywm9UOjOItYNvm+2ibq3PaHvyIxEms/jhA07O/vkecl/8O//r/mjH3yfv/O3/1P29+fcv/8afVth+4bEFCihAIH3ATdEAdxgo6ajs260uQ1IFbn+ygiMVqS5Ifj4s/CQFoYkSZjP5yTGsK4W/Gd/52/z9/7u3+F/9tf/p3zl3Xf5v//f/iYfvPch66tL7t65xX/0v/sPcH3Dx+//gEePHvGD7/4hSgSUDMznU7LUcL2oqOua8/MLijLj137tywgRsLbh6OiIt95+i4+vzvj46pyjg9sE4dmb72MKwy49fbCsFzWFiWK1PkicDRRqTjGboIYW/ADTA0Q+Y3f/gq454R/9g99HKM9bX75La+Fq1ZKFHqEc/4Nv/Dm+/rVv8fF7Z1yerchTTdc0/NEP/og333idv/ZXfp3gBqqf/QY/+O73+Pa//P2oYsHNGDbPNVrH1q/3nq6PLUbnQWgBUmOUwCBRzuFDwJhsq1P6KuOtt96KNkpPn1IUBXeOjmjqNd/97vc5PTnh6vKKg/0dbh0e8OjRI54+fcp3v/2HLBYrzs9XHOzvja3+lLqut3PtxWLB9fU1ELmif//v/32EECwWK1ZNy+lVhRA1j9Ul62XLcrFgcR1pSd/97vujRVXHwcEe777zZap1xfsffMDQR5/F1954nV/4pW+hTNQgPT49ZlWtWNctVd3w27/529SN5cnTVXSUcJAgmOxEpaN105FlEdmbZjukqaHrBEWa8Y1vfJXHH59w/OR9uh6EDywWZzh3Rl4WaKNJG0k+SXlj9z4ydQgdsJ1lXbcEmREEKLnLfDolzWZoo2maKJi8qtb41ZpV9YSmadndv4UNV6zWHXkWu2xBSpTWfOPdN9nZ3UVLzdANrJYVOjFMyxlGnWM7S5pkUQs3QD8MvN8/pl7/GcL2heQmoY1D4q5rWS6XOB9Jdl3XReFUkyGDou+7WFAMN8aYm4S2kT0KPtpUrNexggohjEr2eSS3jorrm+os3h8TpDFmRDvGi7BtW4wxrFYruq5DCEFZTkiSZCQdzlgsFkipqOtoeZNlgiQxzKaTiLBDUuQ5eZ5FaR0kiYkNvem0jHDUTZtFBHZ39jg8vMWdO3d5+PA1vIuk8o2hYLx41ltZLiFE3Jyd276Ppmm4vr4mmUh0IvGJw0iFNB4tFEF6hFAIGUDEw8TGn2YjpRdEGGdkDk/ccKJwbBSQDs5hCFGiLHicd6TKfD4wNaJSiNEJ5r7h5MUxJsnGeeyNfYYQGiEc1g7E+jOCY4SI9vPWRlkmOVatUm7a1uPHAQQRbY1MohCpQeYpIoCzA9eLBfW64umTx8wnJY8ePebp02fc2S+Yz6fMZjltHQ9Obdtwfn7ObFowLXOCDzjnGfpA3wf6YSALCfNZTsBTVQMgGXrwTiCRJCoFHd2Jgw0kOgWvWHYt66rh5OQCpQxKaGSakmUSOZp4oqI7RFVZloue1aojKzTTyRS/7unaFV40OF+hMxO9poYhEl7Ha6Wpa+p6TV03aBlQMmosDcOwrci0kGgZpYw2AI/ARmKOLTUHIWLLX0jEeKjwgY394CuNJElGabkwjiF05JotV1RVTdM0KLlPmqasViu891xeLmjbjizLo7P0ZIoQxCS2WHB9vaTrYl8jy/JI26mian+Uz5NMykkUSmijMO8wmoUKAW3b0veO6+trpBScnV1ydb1gsBaPR2pJOSnYO9il6aLxsbWWwcbn8MFFAFkf/R+NkCQGdNDoQBQ8Dw4XYndMSAMyHf0Yc9JsTpa35MUUIzIkCWHosTb2bIQItNYhBouXFqSPTtnj9+u9xFqJkkX8d1WClAI3zkqtjajEtu0YrIv7z7hXKC3ROspoxdl+7FDVdROpTU2LSRPKfqBaxUIlDQmEuN8ENxIY/avde/4UlOMwTmkEg+tYtwsuF2ecnR2TjeaGXdcw2I7JNAEkTVMTgsMHF9skxsTNK0RFZms9fWexNmCHMKo6dwTiiVgpyXK5Gr3W7JafNHlJj805x2q1oqrihSulQmtFluVMpxNu3Tri8PCA1157gyzNePudL9N3HYvFCucjAVxIgZIK7+OQODEpaRJBFYO1G0QMSisIISqeO0vXNeR5wc5O7BuXxZSvfe3r0Rqijhfad7/7Xc7Pz/jJT94DArPZdPuJTqcx8T158oTVakV5kJPmhllekmjDPJ+QKE1mkqi/qMzoF2dARz6VUwIvBXbko9Uh2qFXiwW26bDLFaw7WDXMhSHJEtpg6WxLmpgbQblXHNPZYRSAtR1f//q3+Pf/V/9bvvudP+B3/tlvcHRrj/2dKd7FTfnyqkLgee3hLVKj0ZKI2FzWES5OdFdOU4UxAqkiItQGB6Oqy/7hFK8SWqNw1mKHnqJIKTPD7//Lf8H3v/MHnJ8dMylS/od/9VfIEsnf+n/+TYwU7M0meG/Z298hTw1Zonnx4oTVas3xSbQZunM3JoemjRJpd+/e5aOPzvh7f+/vcv/Ld7j3pTt0Q4vFcvr0HJlIDt64RULg+PQxzz/9hP/6//t9Dvf2efu1N3j9zmu8fvt17uzuslMU4DVN7fm7//nvc/7iBW+/XbK3v8NrD97lk8fHXJ684LpacL36iPMryaoSaGkBz/I6EluPDhOuL074P/+f/q8kCvLEk2jBweEUP3QEZ5mUJUYr+rYhhFjjb/iAxFWPUIogFC6MQKoh4KzD82rFZTdxdXFNta44OT6hnkwo8pxqVdF3EXW8cUMPAV48P6bres7Pa2azGX/tr/0auztzjg4P+fTxY37jt36LZ89POTu94sGDu+zs7PDg4esRJekjwvb0/IzZzpy3vvIuz54948c/fo/XX7vL/Xv3eMJzCHB0lNM0Hafnxzx/ccw//iffoyxTXnvjLlmWUhQF+wf76Mzwg29/n08+eUyaOpSGPJMUecGbb72BkIJuuJklnR6vODuuEDpgOug7aAdBZ1Ocn5Bmc5CG0wtJWtzjF3/lIetVzXpZ0/Ut1g4keUAox/X6FJ94BtYMYgANOk3IQo5O5ggxJc8mKJmRJBWCjn5whBDpqUIaJrMdrq+XXF+fs1532CGii/MyZ9209Nbxwz96D6UNz5+dEAgslhGFLLWmtz1932HSBL1xPghggmde/Bnax4TomQxE2PqqWtF1bdykvIunp9GBeWNY6bzd3h/GpLApHLpuYBgsXTvE04CN9zkXUX8btGSWZVt5m02VE3kOYlSqd6MRp6euGyBalZRFH09zyuBdoF53pGlG33dY61iv19uKLwIvolVE8J5G9ijZfEZsGBgTqqfv2/ge/RAH+sjtc0Z+kmBdVzR1w/HxCdfXV1hrb2ZtmxARndW2sdK1pifpDWGwpCZBukCiNNakaKlIpEFpjVYGTExqTku8FGA0XkDvB4a+j3SEtmNoW0LbEtqaTOckKmHwjt47gpYI8/mIOUbrnqjiPp3u8PDBG5yfnXH/3mtIYceLxeMj5Q6JiM7iPhLyB+uIklkyGiNCNEqUIGRAm0gExnuCGNee0hFBOTIdtIlzxb5r6dvIndFGRZoEgdVyiVGSMtVI3EieFiM/LiZO56DvYbGwCOm440YrnCFClufzkiLLMEKzrHqqribdjchETfTHUyJFhIGuGfBWkpgJQw/XVxXt1RqDQCaKtmlYV9Gdvchz0iTDWRBBk2cTrq4rVtcV1TVUayjy2D6MprcCLUHgaZsKp0A4IDFIGR3PYAAASHlJREFUdKyyAgQfbZU2QgWbil0ohQwj40zIWCl4IijEB+znpBIC0Rw2og8tznmkUCRJSllOEIDRBm0Mm1Z1CIzSdxkbEfLNdbdBYmdZSj9Yqqphd+9grO4qBhuFHIwxlHlGliQYFaXU8jxnUpYMfTRpHQaPkD0+SIoyJc0Mzjt6OyC6hsXyGusHFssl1bqJNIJcoWQUtzY6Gt2WkxznPM5a1kXPuhzoB8VgQWkQKnB51UIQDK1EC4Xya7TQJDLF9jbC8pWO+4+xBOFxRPT01XJBby1t32OdQSqD95Kui6hfKQbo1sjQRB5uCCTpAiFV5I31A5PJlLZzKFVHkQSpkUIh8Djn8X5guVgSQmBdr+P8VUTrLescSe/QZqCcRNWWjXD9q4w/JaFtCLiKul7x6eOPqdZLklQRcPR99PnSOhl5WuDHPv0myXnfYa1n6B113dK23TahhSC3PLcbYnTB4eEhVVVxdXVF27ajvtqwVcCP87XY5ouJz9PULfW6Yb1u+PTTp2MiHB2mx97UZ5IjoyOAMaRpStcO9F1PmkZ9sug878eKc2xpac1kWo6zQTk6dfcjOsyjVNwkqvUSgOl0QpZllGUZVTDGCwcYK8yKpFfoVLGcTMhMwrqckyhDaVKM0CTK3Iglj5bmzmhQimRSEKSgbptYgV5f4dqeYV0zLCuGxQomu5CVrIaWzvXIMsPk+StaTp+NprZorZhNJhzsp0yKOUe37vC1L3+d/+q//Af87u/8M/JMorVAihQlIyG+bSzV8hIpAkYZsixlUsaDyTB0RAyOZ7Yb+/NVtWSwlvPFNVk5ZXdnj6FXeAtFasiThK5eY7uBogxo4VgsLlAiHtpixR95b3miCXg8nvnulHKS8+TpBdW644/+uObgEN79kqTvLdeLFxwc7vO/+F/+Ja6qgauq58ePP+Lx82d8+VtvUuZTEl8QtGQnP0S6kuZ2whsP3+bPfe2XuXhxwccfnvGd3/09Pv3gI3IBqZa8fmeH+/cPmU0P0CLh5PkSPyS8/dpXWV49YnkZkYqphGTD4shjOzZRAaMlu9McJQRGSuqq4+y0osggS6IbtJRiey0pJUBIlDF4iK1WBLYPDN5vxaV9iHqcn4eWY9P0NE1P3w8IoZjNdtiZ7yCOIu+z7zrausbZHmMSjEn40rslQgg++eQR+3t75GmGEIqjozvs7u4zDAPf/f77fPLomMNbRyRJVAqx1jKZRF+0dlnTr1tcP5Bqw850BncEk8mMb3/7E05OG/YONDu7c37lL/4Ci9WKP/rjH9ANA13fbdu4V5eWwUvuPbzP3l7J4uoiHsitjaK+R0e0TcPi6pq9nRlaF3RDTd3W5CVI4fjD7zxBIJABhBcIB4mGMonKJ0e3Dtjbm1JOMjoGfHDUtqdvWk5+dIUPgd5Bkswpy13q2tPUK9o2Grsq95zgKo6PO7wPHL44IQB1bXnw8D6/8Avf4uNPHrGuW5I0Q+sEKQeUCExyjfeei5PzaOKbpgTnafuOtotamFnWk2aCWzv7TGdT1terkf706uKnz9BG4Tbru8i/qZb0QxvRaKODrZTcKKaHECVzhPiM4eWmeotVnd+e8qSMlY6UETklRezTbhQ68jyn67ptdbZRkoiTvfg7WkWvJilVTGxNu01k3o8KI/ixEow9+VFxiZEgRwgC7yLYYuj9mKTcaEgZ+WdKRTHa9bqJ70+A81FtBBHfkbUbAdcbeS6IfLnNayYwJj81VgMSoeLnJba3kWMzqjKIsarbmHaKOEgaW3EiymUR4klSaTrn8U1LEzyd7akHTR8cToEuc9KyfAVL6V+NvhsiadrY8cSsKYsZt4/u8e47X6Vdt7x4/inV6irOFYRnve7HOVkCRImywTraEUUrR3BOlNGKs4kw8hJzpUgyhVYCjII8QQToh26kWQw4F4lnXdciCTTNwLTIuH37iDxLmBQpSkS5p6uLM/quYzYb0a0KptMIJhAytritdZyenHC57LleDigPu9MZtom8tb4ZUFlKnkwYEkWqO6RIsb1Aq4LpdJ8vfflnuH34Ggkuypu1FxgJiSlHQ8QEO/Sslw1ucCRSEUb7HYlHAmmu4jzEekQIGBVfMzKKC6ep5OBgh515wfXlJX3XxeQk5NjQFXji7MaFuLKcH5u9oy1UFJFWn8sIdrVcUdcNTe2wVpCmOUPf0TQNfdcz9HFjlFKjpEBJGVVFAOviwTRJU7xfUlXVKIwdKyUhHNeLa7y3zGYzALIsQwDPnjyl61oO9w+YTiakSYJRCi0FJoE0FUxnJdPZhLzMqPsGGxxpnrCzv8N6XVHXa6QOGMC5nr6P0m9qdG9P04RJWeKtxdkBrVKKomRnvkfwgb5f4ZzF9pEuMUTGD4mCYewWzPdBpjp2XbbUIIs0JUpq+tU1CEWWl+TZnOlsTgjDOEOMtleRcD9E1R4f6AaLSQy7+7uYxHB+cclqtWYYxddDgGGIhYIQatyPRk6ij6MpLRUqOHBxRJAoRXAe2w3YzmHbV2su/FMTmgJccDR2TdVcc35xjEkUWWYYbIBRZ09K6PuWgCcxsWWjlBqJ0Ba/bR1GF1wpBGJbbclYxkaF2tEDS2+TwQYYMgzDtuoKAYxOxjZEhnIeZ6HrepbL6qaiEQpUnN0FHwg+tq2S0QZ8477ddQNZUlKUBdXokLtpeRqjkEoghWLoA11Xjy1JP55yJWmWYIyi7dY459DKjCe12NKsqma7kP3ouG2MIU0SdKZQmcRkJrZREo2W8bNRUkXE44a4nhikSRBJtCEJUoIUJGUR54xFwdC0rE2KbzsWBKqhxTtLGyxCC/L9HSbzV8vW38R63aGURYSo7akUTCe7zMo5+b9V8DPf+Fn+9v/7b/HHP/ge67UjuIFgIU01OzsTvBvomuXoLdaT5wlpFg8wITjaPjocBBFtaebzHGVSpI4tqSIzVMsl66oC20cVjMEjkVTVChECV9cNs8kO3/jGN5jPSnZ3pvRtQ9/WfO+7FefnZ9y5G5XTlYYkEazXFUKWHN054vLygh//5CesVo7V0nL74R3euf+A54sTqlXFwd17FHPDvDxA+I7cWITNWV07crPHzr37/PIv/lX2d/fAtbTrJf/4P/t/UV2dk6URtOSDpGsuef7kjLZqmaQGBURXvwEpPHs7kZJycd4wENAMoCWahMRAYjTvvPsGrz18yLf/4A84PT1FmRQhJINzo7NwTGibpOYCCBm1OLVKttfo59F2PD4+pW0HFlc9tw4E0+mM87NTzs8usSNpd1LkJElKoqMP4d27d5ACVqsl8/mcyXTOs+fHHB8fM5vtMJlMSBJI08DTZ08oy5Kf+ZmfIcuyiNg+OeW7f/ht7t+/z5e/+hVuHd6izHJWeoWSUJYw35HcuXuL2c6cbJKha4UVloODA7785S/z0Ucf8ujRJ2RlHLPU7ZIgOhIVEd9FnjKbFBzu7WLHdWbSGXl5GxDs7Mx49uwD1usV1kYN2MtVVBLZ24Guh66G2xjSeU7ddAzLiGMQwnNwdIgOltPrFpMY9g7uUxZzdnduI8QldXOB6i0MA93QM3QD1kfIQG8dxaTkS19+m3rd8OMfv89qVbFeNwyDx2hDbyP4LMsKpJAkOon7oY9uLEqlWNkjgiPTCZMsxXeWxq5plh1N82daoXmc61kuL6nrCiEjBFxISFODEDr27yVkmUGIca4h4ukwtvcGhNCjfl5sWXgnRuTOxkokzjzCWL1E8l0gyzImkwkAdV0zDMOIHnQMfT0mjNizbdsW78aZnQdnI6cshFgpuDExxlajjgguuKkgh5YWT13XdH03VoJhlMGS25nDMMTXBh6TxP61c3FFDH1M2EmSkSSGoogISWNi/34yKUfjShGlwpIEM1PoXDIpShKdUGZFtFhXKUZqMhkTXZKk6CRBaRNXt5JYSVRyGcEy3nusTkiFIvQ9rutIPBgPYbBgPaKIHJnPI9I0nnq7rh8PNR2p0WRJwnxnn9l0xl/8i7/Ondt3+O3f/MdcXV5gkoQkMWTZNIove4f3Pb1tyUUkVHvf473ADj3eB4xRmMSQlwXIJFrpKIXRmkZC8JayyNBKMTQWN1gurxbgI3pxXbc8f/Gcq+uEs7OEZ89WPD+uuHuY8/a77/LixVOaZk0IFqUNO3u7KK1YLJasqjV9b8mTgnI/x7UD58dnPD1d46TiZ39lwjSbsnaKebnDL/3cm0zKffb3HmBUhlEZxWQXqXMIAqUGJrN9gvVYZzHCMJ/OefKk4r33r+jaqK4vnMagSTKHSgJdE5VldqYJUoSotuOhbS1axyVzdnaKHQYuLivWtccksbJxwUf0IipW/kIjQqRCeCIi2fcR6NV2Az68enFrZ6NIdVkmJImk73qCjwdZEQJy3EukkEwm09FgE5q25fHjp5TlFcNgWa9r7ty5ixrR1u9+6Uu8/sYbPH4SxxLn5+eRWkPcB955880IKts/YHe+w2wyBSkoJxMm04LlesngB6pmzUeffMiiWoEMqERiMs1sd8phe0izbrCD5eDWPmWREexAojR5lkLwXJ6f0bcNk6LAhiRW7DInSx0+aPoBuiEeMiY7UUlEZZHxpAMs2xWPnj0n1QlKKbouSuXtU0R6i55FMJnMcU6wqirqpqIfKoT0JFnA9ZFclpcO5wODg7odOLs4x5iUO/fukF5egRDj/EyircM5T13Hsc3uzgTvPavVKpLNtcZIQSKhzBJmZQk+oidvH+59Bp/wKuJPkb6yWNtxdX1OVS+3yUzKQJom0RKA6POTphqpZOS1cJOYlOqRsh9biwqtI3coJoiYxOww8l9cBJMMQ48Q0dwxhLDloDVNQ1XVWDvQ1N0IEvE4F3UXldIYneC9GKu6CB5p2y7ymWCc1SVbcvRW5b1vsH1L27YjmCMm5TSV2yTsfKDrYkITIra/jBHYYSQ6d5aAR6mYgCaTcpzRJZRlyf7+Lt5H8EKapvG+uUbniklRkGrDNI0ox0JnMaEJQ2IS0iRFm4gaQmmCEHS4aLViEgQiQvhTx5DlyBCQIeDqDt/1BOfBWmSREXLzShfVJoqixA6WarWka1uq1YJJWTCfz7h7+5CDvV2MVnz1q1/nJz/6MeuqJU1S0jShKGZY241Q54qhawnCoHU2atSBdQLnISsUSWbIJxO8V9SNR0lFmqioVu4t5WSHMs9pVkvadc/5xRXexk1jVTU8fvo4WiSJwLe/d8X3f3jN//F/86t85WuvUzdrrLMMQ0CbhN39OI95/vw5VbWmHxz705L9yREfPf2Ek8tzPn0U8LogV1NmxYx61bKzs8/P/vxfQukJQswAgyDh5kLwCNEzmx2CDSyvTjHasLdziB2O+eMfXjDJYVaCEBojFWUu0ann8nJACMmD+1Ok8PStp2s9dR1pKkZLjo9fcPzimOtryzDAdCaRWmGDG2kUGiEjojYEgfdxnmZdoOstw+BYLFcRBfyKI1JhYDpNSVNF13QEF0iTNPqfC4kSCikU8+ksGsG6gfW64eOPH5GmCcvlkv39fR48eMi6qWnblrffeZuyLPlH/8V/yenpWaxUlQIl2ZvN+eqXvsJ8Pmfv4IDZzg7lbMpkPqMdeuazKRdXFwxuoKsGPj1+inUOoUElEp1pZnszvHQsr67pu46jO4dMJyXNcokSgjzPECFwdnIMITCbTFiuU5paoFWOzCTea7ohVmNCwnyPG5rKAEHCdb2k+3TJrf0DZpMJ9TpSSDyT2CLV87FLVWBtoOuWrOslXb+KjgCZxPYKhCEXHmsD9Rqquuf58Ql3bt/m7bffIUnT2KYf10KkMjjOz84BwWv37+C9ZXl9Fd1PpCBRglTDJE+ZTyaR5mUt9+/eJsuyV7pufmpCq7oF62bNYnmFtS07uzOMieV9bP8kW15QXqRbrlYIsUUYhYJ7+q6naTr6fhjRSxG+PwyxlyuFG3kQkQsSrSvHa9xGc8+NBliWpfGxQ4QbJ0l0uNajiSRBjh96vHnnUVKjU7NFPTkX52ixEoyVmlIpSZ6RmGyUtLJjRRbFfUOIVVjUB45VlnfQd5bBRpmsNNUkSeyHF0U2luWMpqFR3zHyOXQkhRc5aipQmSTPchJtyNMcIw35CArJVBJNU3WC3FixbEyVRsWJqIMejT5jSzVlvrOLUZp6uaRb15G31w/0EurgeLXLKkZZxhnoarWZYwayPGd/fx/nAhfnlxTFlPv3X+N//D/56zx5/Ih/9lv/hHW1ZPXxE4oi5ehoP/LZTEqSJgRh8Ax4PLOdXZQWTKYZBM/p2SVSGtJkB0YzSq0VWZ4yDD3V6FWXJIa6G0ZkXNTMe/L8nCJTTArDl750wJe//CYPHuxiPeweHCC15tPHj7hervnRjz9AiDiTVcpwdPses2TONCnYm80IePbv7WKKEmzH9fk1i6rFmClCJHgnGIZubCVr8KPwn0oQacF0Z4++bfjRD39A17R877s/5pNHF8wzSI1ACzG2tROCa3E2MCniKd6oOFcNRhO8Y0g8SRIRfGKUVtvbj21MlKR3Hs8oWmvy6EYgNH07RP+5ztINlrYbGAbHah1nLq86No7xce0bLi+vSLRmPt9hcX1F33Ws+xoBFFkU/D4+fk4/DBwe3GJnZ84bb75B2za8eHFM3/cM1iJE/P6tHTBGI5VAGUU6ztAuzs4RAabTKavFgrZrMWUehbSNRBnJ2cWCIAXpRIELtI2l7msulxdRwF0FbBjoXUtvG/pB4vzAYB3Pnq2w/UC1qEiMpsxTXAi4kFG3C7qh4vatXXZ3Uz74+AQhLK+/mbKzM+HBw/u0dc/V1RpvA94FElWgZIIyLurfIrFekCQThPCs1w1931CtF/R9wzA0pKlBSU2aa0yimcwneBdYLNZR43FvF6Hg8dPHo9SgjWMhLejWcYY5ncTvx7tYWBwe7GK0ocxzTs+uqJYNtuvp1mtSJaIGp1Ykr1jY+qcmtGZY0/QVdb1CCJhMCoyJ85yizMiyqKSvlKSc5CgltzOvzQwqSXr6dMCYLia33tI2XSQwiw34IkJvgbGNYLbPY60enye2ydI0xTlP13ZAREZuEJLOhW2193JCyzIzenOpWAnaHu/8Fim5FVI2GcYkEaY/9unbth5pAkNE8+g4t4pAmPjvtF2HtQNZNsOYhCzNSNOcNEmjMHATZbSGYUCq2CLIsoxJOYHcI1JBmmUkSpOksdWY6Phnqjc/m+ggvhUWFhipCES2oA/x81JCYpRBFhOyNI3zSiFwg8V2PYMUiM+hZQSQJGbUBgxbWbQkSZjNZlTLJcv1mp3ZhElR8su//Bd4+PAh//L3/gUXF5dcnp9zcLDL668/jHwjQOux2RskPigmZU6aGqazgq5reXFygtEpqZmNrY0QFRc2wrSjc4LWGhdipZ2mgLCcXyyZTgxS5rzz1n3eevMN8ixhcI6inEYjVfeIpmlZN88iMX82YTqdsrO7TyFyMhImZYHHcfvtO+TzCbiB9dJSrzu6WUfUYA4MXXTiDibyHIUPoAxSp5TTOdX1FWcXl1ycXfD88QlNHSjTEdE4fvdaaVyI106Rxc9nQzHUWuFcQGvQWqJ1dFIVQpIVUSN13XSjRqOKQ36TEJBYLxncQN0OVHVH0/U07cBgo6bp52Gnt0E0l0WJkopqVTGfzyjLCdVqhXOevu3x3rFcVkDg0aNPUUrx5ptvcnB4yP3793n69CmPHz8ZKUUR5KVGVxBtNELFuX2aJggPy8WSPMvp2z4an3YtpQS0QmqJ0orlRQVSkO/O46beOjrbsaqj60OQHi9cdCp3Pb01OB95kdcXl7R1y+JiSZEl7M5LdDJFJwP1ek3Trji6O0HonMfPzkE4bt1OuHt3xs/+7FtUVc3J8SX12lGvHX2jsEMUHcDLkUAt0CbFe0vTtNR1xdXVeZTdk9ECTIiASQygyPMi7ovBopVhMoudlfPzs61tFyN607qefmjJ83Tk8UUk885sQmISyqJkXbUoIQjWYruWLE9JEo1RkdD/StfNT7tzVV3TNA3WDWRpynweS/uiyKM+oQhM0kgIjtBf6GUcUotUjvONlDSxpElUwO/7AaVilmfkcillt+oDzga61m0TQJomo2lmSQiQ5wX1uuHZsxdjguwZhoH1uh4RT2ZbsckNz2xUSmibLqIzx1mblHIrz+WcY92vt0hMN1rOC6EwZlzwIozqFBvEpiUEx3Q6Jc9TZvNJFEE2Zkv+lEpSFBllmUcT0DS2IPM8R42GeDKLjzXKYNKERBrMOEPT0kSXZ7mpQDfecICOEEgtJE6AEhFEoogXqhcSFwTN4BikxCeaTrJVGnnV8f4HP4rJO00xJo/tW+W5uDiNvmjC8+HHH9HWNdNJgdJptNnRKUk2wXnF8ek1y+WSy/Nzbt2esb8/wbpYYVxc1hijyac7pEXOG29/HTcMdHWHSRKm0zlD11Ov66iyPlj6usNbR17E9sgk0wydZ3HVYZ2ltzXd8BFPn7+g7yXOiqhfai0X502sTgTs7kj2bk3pLDw7PsP0AdMHZvs73L1zO85eB4vrenSa8fbrb7JY9/xf/uP/mK98/Vv8tf/Rv4dEwxC7BEgdZcp0wsHDh7R+4MXpFYuLK5QOZAUoKbF9wHax6sqzFF8YMJ5knF23bbf9/IWAvIyHNJWkrJYNTdMz3VEkicSh8VJsgR9BpTFptQPn1w0vTpZ0g496jsQspoxEfg6wfaN09C60FlUUzGcziixHIui7jtVqxf1795hOJlSrJU1TE+VWY1WyrmrW65oQYDKdcnJywsXFBb2NJOKjOwdMZjNMEscZRVnQr1uuL8+iqo/3vPHOWzy4/5Crekm1XnLn7m1kolh0f8y66zi/WKETyXR3CtpzfP6CNDEkxnDr7gGpNqwur6iWVzy4fRchJE+erjAKbh/t0jQDz16syIsTstKjTWA+VwxDje16UhMl885f1BTpgNETdmYT0mSHFy/OqOszPAMueExmECjq9gxg1KXtWa8X1OuaddWSZYoiV1Gmq+9Jiykm0RSTLMpTdVE95Xp5QZ4VHN09xFmHGxxaxf20Xi+xtiVJJEYryjIZAVgphIDt19y5PefenT2qakFTr2mbJU3tSY0kSf8MidVd19L3HZuTbpZl5HkeNRDdgHeOxCRkJo1u1mFsHyLQOiY0KSMcHyTRqkMy9NGOfBiiLNSmFSiEwCqP9zdzuE0FZkyyheYbk7BYLEdvK7fleEkZQEVosRxh7Ruo6aaa2pC9xQYCP1Zow+BH9JQfieFRQiqCXOJsUIhI6PUjeCVSCSAfFUqmkxKTaISMUl1aG4xRKC0oioKyLKMnUBr5b/ExamxDGrSKNyU1Wuk4IxiRoIiothKJseOpadQtHskP42cZW7ZSiIj1lYogBEFFAWMLozzWq4/F4mqcH95CBYUUSdx0uwYlopNDtapYLReURRR1jlJY4xwHRdNaqqrl8qoiL1OKMscHv5USsg6cVxgZDxRd29I3ZyilSJIEMVaxcdbq4obmHGlqSLTCpGYUqu5gCNBYnF2wWCxo1hEiPZ4j6LsoKykEpLlA6RTrepqmwbQW01p2b+1RTkr6EGfBXQAdFHtpyun5kj/8/d8ny3dBSIbe4rqBgCQIENIisLGtrDRV3VK3HbkBjUBmAjy43keRbyVQWoKJdJe41iO8ekOF0Xq0exFqOwvLrEeoMFb7AoQmCIV1gn4INO1A3QxUdc/gwHq24C+l4/f2qkNu94VoypsksbMRxtm8HSxFXjCf79DU6/E9x1b8BmbeNu04xrjxH6zWLc4H7j28Szkpt1J0Qkqc81TrGqk0SbYgeE+e51yuFwxDz+7uDmhB8SilDz2LuieRhlla4IOjqit8SEFkpPkO06Lk8vSEvmmRWiCUZF0PlLlmvjvFuYqqXhFkhdAGk2QkRjO4Hmv7OP91sF5Z6srh7DiuKFKMWQAeIR1SxZmxAPq2gQCpNsCAcx2D7el7R5rI0U4rIhXlqLlrTFwHJlGEwdO1LYiMrEjx1uMGh5KRM2yMHCt+EW9KYLQgSVQ8MLqeeTljb3eH4+MBZ1u6zuHsgB1ahHi1e89PTWgXFxdIKbl169aWIBzlp6JZptABLwMd41UPCDRq02ISHk9g4xC8AYakaYZSGiHUds624aoJESCY2NpMTITrDxu4vhv9yjRvvPl6NK6s46LtuoGLi0uePX0x0gN8HGoHtq9Nm1ix2SFWV85FZNgwKPAGMETpuziTipVdPPE6L9BakecZRZpRlBlJoklTQ16kpKkmy5P4mNG9O35eiixPokNumpIXscJN0zRuuDsCkQqKJEMrzUTlaKFIhYlILiEQPm5kjO8lcpMY3ZcjWCUIUBjkKF8s0UgMu7uHpEXJ1eU5TVNzsVrhnONL7/z/eSX9a2Jvf4JUiiCGUcvSkpicvMwY2o6h73nj7TfQUtE1LX0fW7JCJjFJpSV37jzEOTg+OeHZ8YJnJxVJEkgM3H/9iNTkXF5Z0lSys5NDyJhMdqKmZtOzqhquF+sblYwoqYEwsX/nhEYmgumeiVWjd1xV0cfqcM8wnymqVU/f++h6HkAb0KnG5BOU96Bybh3m3MozhFE4b3l++pzrdc33P6yxSO6/+yNWTcfZ6RnPHj/hx9//AZ988pSPP3rC2ekZq9WK+USTJoJJ5unqJZYaU0RBapSKXQcEWkYpun7Rk+geJaIGIEIQpEYIiTFJbM0PljAM+Nqis5z9csZgA03nSfMiKkP0kWLx+Mlz2t5Rt1Ftv5jmtL1DDlH5IY4F4hzuVccGXDWdTqMH3jBQVxVt09C1HZOy3IK65js75HmO936cVTdcXV3x3nvvs1wtOb84ByGYzeeoUQv2zp077O7uEAhUVcUPf/RDrs5qHr+35EvvJDx8vcQTqOo1WZ5ymO/zpZ/5Cr0buKyvefriBT/+5DEuWC4uF/GsKQL90NF0FU29xGjNLC/ZKefU7YquHZjseO7d3uUv/vpf4L2ffMyL098lLRrSwkcgyCDI8hIlBW0NbQduAELF7/zGD5jOJuwezLm8vKKpa24d7jKdFlxdX9B3DXnhwYO3Pdp4hNB4JzkbIDUFe/PdkX+omN0q0KmirSMQTqeCJMu4dWsPZz1XlydkaUae5VxenFMtVxgj2N+f4wZLCJbl6iK2HkOJGxxtUwMdIbRkueJ+eQvn9vDeUS1XOPtqpdP+FJRjrLDyPCfLUhKTIFWEykbS7yh1EsKfWOIbEiZsBInFSMKLvoRhO4OKsldhJOuJMaFtTphiQ6FGCItzN8NiKCOfS8cLt+/jqe26XESxTudG8EfYXoDeM4JQRmLh9t8U0XQ0RFX7ePpXWwkvREBrsYXfZ3lEMGZZVLFI0nhqSTMzJr10C54xRm+TlzFme0vTNPawtUBoEau50XZGCYmMRjJsknF46XNFSMLmBBviKTZWa4KNHv/msVobEpGhkxQ5WKyvRkmpVx/ayJGrF9eIDzYKKXvLMPT0XRdbSXnB0PdRN3QkjQcEQiqStIiixkrT9j6eNodAYgRt59HGs1y1pL3HJDlGBlKh8QH63jJYj3OxWBWj0kVEg0We1WAjr1GZiGT1NhCEiAL/Ks5NHNFxRxsFBIT0+BCo1hHVOgyeXsOQSPphYPAD14s1V1XF1dWaPgTUi57eRQpz17acnZ5wcnzM8xcvOD0+YbVcsJ4askQwLcDZBqFii0/4+LkIK1FaEoyg92G7hoMLeDZybrEjEoFCEoTaKn2oRCK1IYzJqe3jgbMfAnXTc72q6YdA20FWGPI0QaooDB0VxkIs0z4H+5iNeMF2HxCBwfbRiV4rimJ0ylivCSHuIdHZwjEMw7Y71LRNFAXXGiHj6AAhInLaGNIswXlH13c0bUfTReCadY6maVmuVpgyIckSJpMJFs/e/i5VV5OfGHo7YEfhhiAi9D10DjdYjBJMixypBb3tsX4gLxRZaTCpQRkVZdyURWqi8WsQKBVNX52FoY9z0fVq4OTFFet1T9t7rG1HorYgTSVGO5zrceN69mMrIS805SRlNitHd5ICKfRW/1aqGwTlxq9SawnB0+NGDqik62raruZw/5AszVhcXTP0PbbrI0JWhHFGF9Wi+qElIUWKuAeCpFE3WIlXFT81od27d28rR6WVJk3SyN0SEcnoN4OvEDcsRi6HQGC0iR5qOoI8pDBo5UjTkWztPX3fjxVat4X5R5msWK0Ngx1naXZbpcVEtSFae9I0tgn7zlGWJXfv3WXo4+9snKTtyJ3o2n60i2m2HLnNW1AiRct0TLpyJIyL7W0DfklSNfKkkm25HtVRwjahlUWKNtG7aaMhF5GhWbwV2TaheRNAgZZmW9YzaoCEcVMKYvwboRBhYycTUY5CCPR4QW8MP19OVzZElW0hU5TxmHyKMK+W3LiJwTckOmE626FtWtbVglXVUVXXLK+X1OuaosxIM8O6raiaCmkUOjHxfaNBJpi0ZDI7QHctfd9Tty1t7fjoo2P02AJJ05Sjo1vszDJevzfFWcswdPSDIMmm2D6CfNK8RABtU8cNoO8xWsUTvwpoEyimZuT21CzbnsU64JzkjTd2kDJweXHF2dWK//q/+xFSgtGBPAjyIPEi4AWE1CJM4OAoCklfLdfotOCtt95CSMHv/u7v4YNmMp1QlgV4jzEDSliUqOnaiovLGUPXIgdHcBD62LqH2EYMXrD2C2xjQUTd0MSkIBy+daP24S50ceOpO8+6rcnLOcpovvdHz1ivW5IMrAss64j+9cDgQVkB0qATgU7Hg4D3W4DPq4wij7OWul6RGEmeGaqVZbW65s033+TO7Tv84Pvf4+TklOlsGvlPxtB1HScnZwgRQUm3jm7xla98jWcvnnF2dsre/h7FpKRarxFS8gtf+jmqes1P3n8f4S4ZrioQKz55/IjLesknL57w9Z/9Brend3h++pzBW15/6zWmB1PqULFu1iyrFYMf6FzHegVXC5gUgTwJrNs1LvT0KBSSB28eomXgd37/dzg5XlAPkAmHSDw7OxPSJEPJkq6VdI2kWUUhoqVref/HT+h6wWot+dbP3+bnf/EOnjWL5QLvV0jRcXFd0XeOtobpZMK7b77OwwcFP/ezM7rW0jYWbwXOBc6uHtPZmqOjI/IiIYSBoR84Oz+mLApuHR1w8uKMTz5+FAsRJfmLv/pLPHzwkN/4J7/BxfkFbb0m0ZqDg13wATtEXEPXtpycXrBatRwe5BSFIc1SkvzPcIaWphlq5I5pGTkfROwHHsFGNIeRA7UhHMfedxwdi/GUFQVU4wUhpdzOoDb2KhtrFa09Are1c1Ajw35QakQmuu1zaL15Do+ScZDrbIod/vUJLUl6nHUYo7dJccvz84rgdRTRlHL0cxv17iRbjTZjItJJG4XWEb4vR7kqreLfKa1GjUv90p/xprSKKiBKxQQ2KmJJIeMcbNvSEWPrc1TOE5GSEEYyenzMWMmMn70YE1pgU7kxzhM1xqS4AHkejU0/j/A+yodtxGKtsxhtSI0hL7LxvceT92ZmqbSKgJaxeu+HiK5znrHikCNdIdD1nsHGU+EwQJ434D1naaRk9F0X+/wmI7pEu/F1Bfy4lqWJ1bkLsSoTURkLJaNAr0chjUGo2K70xGptcIG67dEqko+FD+ADgwdH1NwzBoSK37F1HumjgokgapBmeUpeTON7Dx5JAwzgB5RTSKOQTsEo4ea8x/poYh48UchZgJMyHiBlhNwjxpUgE3SS03SOunP0fcA6aG2HEI5109N0FqHlVqeRUVILIWOVKgRIhRif148ySa860sxEmbhx1LCuVnhnyYsoPtz3HUqrSONxjt572rYfD6mxMxMPzHGvyNKUsizHEcPAarUihEDTRam8yWRCv+7Ii1iV1m2LX1zT2J6dZ8/ofE9IIcjAEHqEgLLMcAws1xsu7Mi+UGO1o0EnCpNodJBRCspEAng39DgcJhNIHReeNpFP6QbwwWMSMAkjbzdsu07OBgg2yniNO2+WabyD/T1F3zsWsiPLTAQaqYBJBdYC0kWUdgg4N2BtH2f+WkTUuox7cZalZFkSRyRlDsEhBazXFZeXl9RNE+eUrcXqQLVuI2DNWbwbCMKjVEAbSFJNkhoGa1/5+P6nJrQsLWMJqpIR2KG29ylGfTLUS+1FQZCRc2RxhHGTVTLeNhFGAMnGCbrvu+0MbRgsbdKP1dimarNjIovJybvoTeWdp+uG0WHaYYc4jxuGMYlZGxVCRqj0pr1p7UbrcbTHFFAtG6pVGxOSiiCNmEw3upHjbje2diAqJ+BAjpQAqYjmpjpWeMbo0dBzvKV6+3c3YBAdW45SEVPaxsZznJMB27nFNvuNiMfN9zGCRcTG7nM8UCAEidJo5ZDzhNJbptPdyKn7HMLaHikFfd/RDy1d3zGfz7h/7x64CG5ZrypWq2sCFm0ESZagjaa3A+um4fLqmuvFiuWqGe3gVFRLEQrrLd4GnLeozuLCirOzBY8+bhiGQN/BV75yj7ffPtqi5s7PTulsCzJHG8lsWmKHgdVyGYfl1mKGgNGRvyiNYbYXv/eqjeLWdT+2IHNIjCLLDaW0FMqyqCJ4JJtAksPgPYMH60D5SDmDOOM6ODjg6PYDVuuKtmsZugXetgxDA1YjE4PwDhfiem+6jr4J9OtA8CYybCcKoQ2T+S5KKZrR7ytRhjQvyKd7nF61PH2xYFFB0wQQSyB65CkpMGkWFUKSuCE7HwhEJKkQcT1uNB/bbhj5m6829vZmsZPuAk1T85P3fsjh4S3efutNrq6u+ODD97h9dIc3Xn+Djz/+mOvrBR9//AII7O7meB87P00Txc13d3c5un3Ehx99xOmzFwgpyIqc/VuHZFnGvfv3yJOc9eUa6y3LZs3p8oreDbz3+ANUpti7vUcxLbjz2h2UUezsTnFYmqct1wvP2QXs7MB8B/KRM7h/OKXMi9g2fmkWLhxM/MD+oDA6Qv11lpAUOZenHetmYP8wkOeSqysPQlKUCeXEsbs7MJ30DH1FOVVk+QRjJhgjOTy8jXeBTz5+RlP3rJZr6qZjpRvs4EcgXqQeedERYkMdrRL293YjX9Wz7cgVRcbdO4dcXlyyWqz4zd/6Tbq2p2vslowtBKTPzxFE+7XdvZxbByX7RyVHcsrB4T7GJHz3O++xXK5f6br5qQlNK7NFzjGe/28w36N0FC9VEfBSrbCZ42wSAeM9N/MgRhHeKC8VRtRhdPNVKowivnKs3GLLUanY/5djxSakxDuPtp5Bx7aLMTbCtK3Gj0oi4TPzuhDh+95vX7cUckQeRhSX0mpEQG7e7uZVh2gr8pLJZJom46wsthyLMo9cvSIbW45JlGbKo9xVnKnFx4bxBC+Js0mxTWhyW/NKNpXZS9XZplIL4qXPVtz83UtJTQSJkQIlDCpJXrn8zCZmsx0IgevFAhDs7u5SlhOU0gx2wA4Djz79lOurK1578Bp5kcdTo7coHTVBnY/8IR9ClGMSEWYuifJHiLDVIOyHgBIeLRyDhd7Cqmq5uFzhbezfLxcVwTsO9mdkRcb+4S2apqaqO6Q0SB13HAujpJlHqwiJt9ZHI88kQ46ouihxliH6irav8BJUSrToUYJ2sLgQN0+T5FgHxmQc7B9SFlOk1EwmM4qyZF0Fhl5Bs2awCVInSO3wNiAUoDxCgTQgSREYyECkEp1GWsvFVYXzHiUHstxR94GLqzVVM853RJwFSiEJdgARK0zGCtWPx9DIS3LjyCxgjObzECXexog0tsNACC626rOUNDVAYOg7VtVyi8KOc+m4neV5TtjIn5mIYu36yCtru46u78nybNspCgT0OFMTWpHphDQzXK0W2PWSW3eOmO5Mua6vWVUrptUEmUgau8a5gb3dKeVEs3+YYN0K5yrSzJBnGpNqdKJJTYoIAtfH+VqzbhBGMtmZ0LctTdeyXHcMThFkikmjmaYNgbwQFKXh4HBGnmtms4TJTNB1NdpoApK+izJ9+7sSKTSJKbFGg3AM3tHWq7hv6diREEKwszcDD7PplMQkKKkZhoHlYhGJ+EA/CmN4H4FCxkSVfWc9Uobtwb8oouKNd45ykkYhi3E1ZWVOkZfsHMxQqfpp3/p/7/ipCc2Y9DM/3+yDYxITUaVik6Q2nC9gBILAJonF39r8PMLFpIjjeXHzu9GhWG0rtpdvmyF4hODHn9NRoNaOMlfRP8ltqzrn/Ihq/GxC22g4bmI2K7fACsb3smmVxVft2areyzi32czX8iJqN6ZphBYXRbFNZFor0iwZK7WXgSEapWQcKMPYahSozXxseygYW1pEeLXYVsrjae+lT1aNm1H8OSa8zResZRq/o1e7nj4TDx68xnK55Pvf/x57ewd882vfjJDvELa2QL/9z3+bTz7+hP/of/9/YHdvh25o6fp63AgUntHjiTBWsBIxekCh3NiGi5SQto9KGTqJG7cHzi4WtF3N1VVH01gEkGcJt+88YGdvn7e+9FWuri44OVvElrJW9F0Up+67qMdXlBolJW0X5aWKYrb9PvM8YzqdcnnylMtFhUnjoF5lOWjFarUCqTi6f4iQCf0ARTHnnXe+wmAl1gn293cpyoKzc0NdLwhXLTY4dFrggyR4hbQamUo0ET+f6SlGZ7gyQCJJyxl10/P+Jx/Tjq1Qk0CaQ9NAXccWqElhOs3RxnC5WOBcoPdxzQwjvzF4GKwbXYslQiqkNFsKjfgcMpuzUYygqiqSJOXo6JDZbEaaaYSIXZ1nTx/jfRgPSjn7+xOEEMxH8W3rHEmaYJ2jXrT0duB6sWRdN0zmU7Ii39KKlNaoJAGjme/vce/BPR4/fYQ9cfzin/8l3nj7Df7uP/zPeXHyHHOpkBpWzZIsT3nr7ftM51P2Dvb54z9+j5/85EOms4LZLCctUkxq2NvbRwpJUzWsV2vOry7RqeZg54jjp+dcnbes2xVG1zy4+xZFlrHuT2iHwK1Dxf5ezjtfusedO/t86Uv3ePToPT559BMGqzFG0XdRtWZ/5/WoWGR2sEmD0gNNveLy+pRymjGd5QgTW4xv3H2TIplvDTid9VxdXfHk8afkecHh4S3apqVZNyNQT7K7vwMhcHVxifee2XxKlmbs7e6OQhRNPKALos3P0DPZmbG/v89bfTRAfpXx0ys0Yf41499xziM2Vdkod0UYO19jXfFSRcO/cosK6eMvxtOiiMlDK/AmKl8oL/FOxVO6i4r50UctoLUbeWqbeUtkwEexYrdtX8ZZWVQMsWNCi3352GePVWfYWthv651wo24BjBw0gVYKNQoOK7lRSSlHbcaYpKKbbhTMVVLEi0XF9qKSN/Mz9Rn18hEZukUpbkvDiGocq7JYl2xAIeP9YfP/2z/Gz2L89MUW8f9SLf05RNBolXF4cIc0Sbk4vxr5RVCtltTrNW+//Ta3j26DECyrFXIzM7U92ml8iNbyevSo8+Hmu4ma0AKlk+0BCwTWdQgpyfLIvVpUAy5E6SJCdDt78vyUy0XF1aKlbmqePr1EiqgEY4cBZx13jvY4uDXhzt0jtFL8+Ec/omsbOgtBCjKT09lAc7mkH0DmU7IyI0k1XehwncOGmIStlShtSJIJxhRImQFxTTZ1VOxoW0tvA9rkZPnAfPeArm3pkgaoWV1fUzUDq6sWJRxCaPoE0ILZrGGwjt56ghTozCBVRN7pRFJIScAR8HQ2MASHRxOEj78TAsMoJwdyixBGeMR4TW2S2cbT71XGZJLjfSDLDF3Xc3p6zDB0KBlb2cao0fInp1qtabsOKcVWpQjimo+qIPHQKKXk7t27BALFtCRJElZVNd5W9N1AMZuSFDkowRA8rR0iktFZ+sHS9QNd15IIzd7eDkIJurbBup5VteDq6jqiamXkCK5WC6pqxXpdxzaeyRjcgEoN/WBZXV5StS1BS7LJjLIo2D+6g5YpSfYRXR+rZmkku/szTCq4XpyjNNy6dcD19YLr65o8K5Ay5eT0GinXrKouikMog84yJjtTklxA5vDSgvQkqSZP87FSiQaz3nluHR5hB8vV5dU4TordEolkPp+TJAk7O7s4a6nr2EJcrdcoKdFJGgUoBKyvK66va56+OKHuWhbVarTSenXx0+1jZKzQ4gaySV8jBH+78cYIbLhnm//fEKdiAotfy+bGNlVsoMab8MLHofZYsW0qs83tT7YPrTVjcmJsTeptgttYzgz9sJ3HbSqzze9s/x074P0w6sTeVGbbz0KprQ6gMYYkSbZAj6gUkm+RkRtqgdyAPuI7Hf87kqAhttAQkRvFzeO2LdtNtchG8mpEPRIRZ5sWI+KziYyw/TZuPuuXXsfnldS8UySm4N7d12jqmuPjM6SIgIu6XtO1Dd/4xjeZTiZcXFxwdX0VE79R9LZDD5HThQSTmnE2uiG+xzYjCJRJxzcYwMPgJEZrsjRlXbc0644sVZE4GqL1zIefPCN4sPaD7VqMr43teey1N97mwRuv8/WvfxVjNJ88fk7TO5phICjJPIl2Q5eXl+SpJi93yXfm5HnK8dlTmnaNC4qApuslmdSU2ZQkmaBUBkSkblW1iLql7nqsD+gkJ5eC3YPb9G1HndVYe4WjZrlueXG6wvoVzkMLeAE7OxFk07moV5kWN92VJFNkStN2PV1vaQYPQxgTWqDrN7PsqHUolR4PeDcryFm77U58HjGbT7YJ9OT4lJ/85Mf0fYNWgmHoMUbz9ttvcXh4ix987/vYi37s9ETHjC0VR0kSl8Z5v1I8vP+A6WzK4CI46vzynKqqePz4MUU55cFrb5LlGV4Kem+p+5Zu6On6nq4baLuBpqlRpuDw1l36oeXs4pi6bViuK9Z1nJdGoXbB2eXlKHgeZd/u3b2PFApdJCwvW56fnIGVCKMod/bY3dnn6N5DjDSkhWHdgsUjjeLg1g7e1ZydP6coDPfu3+byasXFRcW9e3OUynn67BxroekcJjXsHsxJigJTQtANQdd4WhyWJDWUWbHVtM2zAqMS7t99wNnZGR9++CFlWTKdztjYfO3tHzCbTsmyjGEYeO+9H1PXNdfLJXmes1fuxu8Bz6q2PD9ZkxZPubi+4GbXf3XxpzhWi5GTtflJ4oWINu1CbCZk42M3Lzdm+1hFhO3PseJwiLGzulGH32AmGX8rLkSx3ZC12vDCQtzINvOvUdHDjckp+Jt6KvgwohKJ1iImtjA3j4n8rfHVjXyegIUQLWMC2zdzcyrV0Z9so/BhjNlWWybZaEXGylVJNSbqm8/kpnUJcRAb04oWaZyRja/df6ZluJmMqW1lFsbpEWEzo9w8/qUkJYAQH/ny4eFfedwrjv/iH/037O7u8Od/+RexQ6BaRXNYoxWTyYzDw0OGvuP84mLkFmVkeYpOYoXWDpJ1U9F0a9q+xtrIpxJSIaQkjKaCYtSH63uLJGBEhlRJRDdKj2dAJyVJmjD0UUja2T6S0ZNNCzmqSUSNxZjc3vvwMcfn1/zkg8coJfjg/WdRYFp6lGo4OWuJBrE95y5uZEW+xiSKuqmi/qeIc9/r5RlaLUiSikefXPKDHzym6QbqzpKkESRUd0us70nSyNVbLlYE75BYmlXH4qyirnpaDyokKGEItDgcq3qIa1VrhFL0NnJFQ4DJJG5K7ek5TdtiksgnFaO6hBIROimGgJAy2ivJzx4orXPbscLnEYNt41xbG8oy4+233hj1BU8jxUWbCMoicHBwQGISrhZLnHNMpzP6fmCxXGGtZb1e0/Ytgx04PDpEa8MwVpyHB4ccHBzw8OFDzi8X/PC9j/nq177Mz3/zG6hck89itXZ+dc5kmnPL75KXcZyQaIkxGVIfkqQJWZnz7MUpx8dnODdwcTFwcHiISWI1FgI4ATZE/7nOe6oeijShSFJab7lYLfnNf/Ed+sbz4nwN3vDW0S2Obt9iZ+8IZyuMCUxnCbNpwoOHcV43WKjqFc+PW4QwvP7m6+hEg4GmW3NZnRFkT1AD833NZJJzcXFF7TZjnNjJapqGFy9OaNtuHINEEnZTN3TdgNaGRbEgz4sIBslLTJYz39tDq4g67fouqgElUEwjz/al3tcrXTd/ekKDlxLPuEOPrZ0Q5Dj229x/Ezd6b2MbQ2yeKSbGMAL/4/03jxZCINXLiTKMz+L/RHUVtpXUy9WctZYgBSqIUfUjtiVvLkQxqpSwrcacc1FCRvxJwrHYymNtqi49igtvJHNePrHGueHLpHK2ifNPJrXtFyBAhhsASOwi3oBq2CSwzyS1TTKLLbfPVGvb1xL7ry9/K39ymvmq4/d+9w95/fXX+LVf/TW0bGmayPkKJnBwUHJwsMvTJ59SVSsOD/ZJsxSTapSWWD8graTtW7q+HV2nY5tRiWhMuV2Oo2KEdQ4lAkYZhEyRKgPZEpAonaFNBGUQFF5E7qAxscWZpIa26eg6G9eGCDx5ccqnz05JImKdYRgRXRsotV2RZZLpVLNcO1Zrh9LV6IocbxEb4kiWi7jewwrnX9ANP6IdHO1gyfIMk2jqrsJ5S5LHz69tYsVYZuAHcM3YHQqQiQQtUqDHhQjLF0JEDzoZFdc31b7UOXk5B7Gg7z1Cy0gxkaMDhRgPdCLaNr28pn1k6W47Ip/bDM0NBBGNYbMs4e7d21Fl5elzynJKoSMNIwTPfD7bbqbee/b29liva5arKnZmXMtqvaJuauwQpbAC8b1M5zOyLGV3d5efvP8J/9U//T3e/vK7PHzjdVrbEqQHGbheLiJXS0wRicMkepS102SFYnd/jzt375CkGu9rjo+vWdcdr73xGjs7M9qupx8GLq6WI8iJSDVwkCuNKTJ652jrNe//6BGLqw7fwazM2dk7YGf3kKKY46wihJZykjCZphze2kNpePL0jLptOL9coE3ON+ZTVKJZd2s6N3C1WuCEIyhPvjtDJgnLk4pVNYwgD8diuaRpGs7PL1FKRS1aoRBEv7WqqlBKUVVriqLAJAmz+RxtdCSsj924wTtcEyH7eRGrZM/LGIxXF3+KY3UythE3FcXYMNuiHjfV1c0Cl2PrZ/BDfIQct99tItwksc/GZ1Piy1vvy5UIkRYQouTWy601xmRntdomke3pcrSp2RgTSjG2PYMfVeotSkam+58MMZKX4+Mlzge8F1h3o9qRJAat9Pgmb9CIcPOp/atF1E0L9+anG0bZzXPE9mIYE5ofW5ZbYM5L1dwWgfqZvCU+8+9+nhXaX/nL/zbaaL7z7R+RZSnvvP2V6KcnAsNQ8/z5CVleMJmURJk0hzaKNDNMZ2VEsGKjUrmzbOhP0Wg2anQGxLhOARmV4Ls+zn6UDmhdMJmayMVqVmgtybIJP/+Lv8x0WjKfTlksrnnv/Z/Eg4sa25LeUtc1fdfTteutTl20qo8VnElAJRppMiY7GdlORr2+ZugbtImfdNtYRIhgCwEQIietGwSIhDwpIQSGIRD8uCZe+jq37eLNsvIKHww+pDgyUANCatR4mPJylEMbAnlRsL+7j9aaunUxyQmDUilKadq6IYSASdM4bw2R99WHIc549Tgr28zLw41yx6uO3d0ZbdPy/Nkz8rzg9tEd+q6lWk1J0xxjEp4/f8blxSVamsgzNWbbVVJKRdmsPKOcTHj/w0ecnVecnl0glOD07BTrLLv7e9v32Tv4pb/w86SF4b/7zX9KUaQcHN3i+OQpy9U1QQSkVpycXLK3P+fPffPP0fZrfvLBj7m8OGe5uuLxkxccH18hFczmCT/68VOslTSDRynYP4gKRE074ATcfTiF4OnCkqLYJZUZupDoRpBmJWVWUDcZ739wxfe++w95/bVdfv7nHtC2K85Ojzk5fcz18pLlqqMbLLsHAaEGnpx+gFAKKyIp/o133kUkIBNYVGc8enbN7aokbSXPnh0zDJZJmSPRzGc7zGZz7t67x8XFJaenZ8xmc24d3qFaVwz9wHlzhUlS9g+PyIucSVlgnaVpG0xiSTLLrdt32dk7wNoB5yx1U0eswyuMny5O3PRxGiY2SUughMJtOFGC7SaD2LTnYqvR+YgKlGOVIMcRx2fjpk14U9FsqrjPbs6bpCAgyj7dpLLtEzv/2c17MyQOwY88kJt/62ZOFg1KhfCxqnkp4il7cyqNm+RWHMVt5leCENS2An2ZosC2Unupcnop0RHGhLdNRC9VwePPYluhbWjsm0T28gxT3Ox+m89Z3Dzn9l29/PY+h7z2+utv0TQNT589YX9/j9cevo4QHoTj8rylXjfk2Zw8T+j6GghbVRZt4tL0PvL9fPDb3V2waeeGm6phBN/gfJz/BIF1AakMmTasVlVsSaoMqQ1Ht6OW397OLqdnJ3z65AlJYphMSryzeD+QLBY0TYPA08kO1Xv8eEEKGa1ZlFZIZUh0jjET+qHFugGp4tpx3oEPODcmAg/OxddmtMKolCFYvLPbr0duv7NwcxASECSEcSbn0fGQI3Qk9RsDiMilI7bgpTJMpvMo1tv30fZllKHbOF2EEDCZjOscSQieMErCyXDTcofPvJRXHkWe4Uf7piQxZHmUnEtHCT6tdbRbWdekSRGviVFpJ7rNgzGGPMuZzWZkWY5SKX0/sF6vWa6WUViBAELQdh35bMbRa2/QDx2ffPopr792n/nuLG7UTR2BbELQND3D4Nnf22W5llg70DdRBHixXNI2PfPdjCQ1PHlWsVhaegdpppjOSwKebujRxlAWKW3XRIPiVEQDUyMRWlCkBVlS0PeSalXz/o8+wrsHfPPrD7CuxdprrhcLVusFXR9HQ5OZASmomiuQGpFkTMsps91dVBq9Fxfra6ra0vcONTi6JnrF5Wk6UlFSynLC3u4B1aqm7waMSZhOZzRNS+d7mrYfxQ7ini+VRoQwzi012iQorcgLz/X1Nb21WBe7KK8yfmpC+0/+1v9ji+5TSpMmGekoVplmI6cqydDaUBT5+Ge2NVWUKioyx01KIOQmaWwalRvgyGaGBmz//l+tzhjv3zyKl34LRoVupba/5ZUa+SjjhRrX46jn97JDtkUpi5T2T+z5YluhqVH1Xm2Ipi+1+YK8Sbab9xOfR/5rX+f2uRk3DW4SmSTSo4N4efu4uW3ksGKlpm6SIIx9MDa9VLYb4kuf10auTH+WkfGKwmA07O4ckiUZy0WFNlFtJcsLtJasVpdcXrbsH8zR2kQCcduyGD2uiqKn7SNZWI7K8VLFA0bAI5Rib3+XPC+YzGYM7cDidDGSapsoLTWZkGYl/dDjncW5wD/5p789UizSSK1INFlesn9wuJ2hrXeq6LS9XkUnBhuVT2zfY91A1zXjYwWtkzRri04mTJKMvlvhXE9RJuADfnBoYciKGX0f+VVKpEiRbkgsaJERpEaZ+H0J1Y7LYlSNGX3gomuCjB2DEKv4g1t3kAieP3mKDwGTZczm+7z+1jt88snHfPzocXSaNilN2yPokUmUZjs4OMR7z7XSDH1HW68/s+Y2rhI+3FBXXnXcvn2LrtsZwVcJk3LCuqpIU0ORF2RZEbldCD768BF13Y7gILi+vt4SxJu2ZVmt+OpX3uHX/9Kvsqqu6fqW23fu0PU93/net2nHueKyaXl6vSDPU6azkovrK2QiWa3XtMOAdS0+DNw+mjGZab73/e+xqhY8+viTCLbpHdN5xptvHHF09zZ5UfDs5I9ZtwtuHWryImFnL8qOKZ2wrhuurxe01lFbz5u39jg6uMMffecEFyxvvfNNEpny7MNnuN5x59YDEj3lyeNLpFog1TqKCmtBrgPSaN569y2EUnz46BiTltx77V3qruP8eoFKo9FxWhxw++4O4YMObz1/42/8dbyHf/gP/wFt25JmOef+graNFl93bt+laVo++eQROjGYNGU3yxBC8PFHnwBxJDSdTrhz9zZCaibTGYvlNdW64enzc1ZVxeHhDuWfpWP102dPgQh3NdqQZTl5XoyOzEW0k8mK0RQzkhulBJOY0TxO4MYNN8I+b1BTf7K6uvm/m/uiXsHLqKpYgnxWS+6z1dxmhgWxQxOCHBPazUW4gR1L6XFuPH3KWKW9HBux35jQYqtVipcJ0PG9uZde801SEy/9+fL7vEnbN3+7qa5eqt5eeuxngR8vV3OSzyZ7MSYzbhJaYFs1RrTqy6/l1cYG8rux/ommripKA0mJTKLxZte1EObjxrlRiHGAx9pIft18t1LK8WPYTG7FqK2ZMpvN6HRHt9zYADUopTEmIUlSEIK+B2sHzs8vCQSyTFOWBXdvHyGlwpgEPcqcOR/l13xw2CESeoP39G0TbVqIVBJCwNu4gRodhV/p1rEdqiSIgB/irFgpjZQuegZ+hii/WWs3/M2bNTR+t3/iYBPPLvHnJElHjh+x6SAU2iQUZYmQirbrNi0HvItVozQGqaPLuvcObQzO2ZvqPry84m7W8ucBDEnTOCedzSLCTuubufWGNpMkCQJB3/c0TU02jkL6fqNkEnccHzyTScmDB3d58swRlp6iLGm7brSa6ZBKMTjHqusITMiLlH7o6brok/eyR2IE8UiWyyWraklT17S9o+k901lGUUTx8qKcRO6ehCwX5PmoHpQkJHnB4Gw8voeACxHJm5dxBhoQFOWURKR0nQMXmGYZUiiaZkAbi9I2Cg5EPW+0EUznBUIptJEkiWI2m+CWgcFavBQEqVA6QekUH3pCCNy+fWf7vQ7DgDEpfTewoqIoymjaWa9pmoZSx7nhRgxjVVWjLVNEmXrvo/XV2MZ1ztF0PXUT15/SPzXl/PcOET4v2NIX8UV8EV/EF/FFvML4fEglX8QX8UV8EV/EF/GK44uE9kV8EV/EF/FF/BsRXyS0L+KL+CK+iC/i34j4IqF9EV/EF/FFfBH/RsQXCe2L+CK+iC/ii/g3Ir5IaF/EF/FFfBFfxL8R8f8D6bbmP/oMrNAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(denorm(xb[:9]), titles=titles[:9], imsize=2.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dls = DataLoaders(*get_dls(tfm_tds, tfm_vds, bs=bs, num_workers=8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def tfm_batch(b, tfm_x=fc.noop, tfm_y = fc.noop): return tfm_x(b[0]),tfm_y(b[1])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tfms = nn.Sequential(T.Pad(4), T.RandomCrop(64),\n", " T.RandomHorizontalFlip(),\n", " RandErase())\n", "augcb = BatchTransformCB(partial(tfm_batch, tfm_x=tfms), on_val=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "act_gr = partial(GeneralRelu, leak=0.1, sub=0.4)\n", "iw = partial(init_weights, leaky=0.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "nfs = (32,64,128,256,512,1024)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_dropmodel(act=act_gr, nfs=nfs, norm=nn.BatchNorm2d, drop=0.1):\n", " layers = [nn.Conv2d(3, nfs[0], 5, padding=2)]\n", "# layers += [ResBlock(nfs[0], nfs[0], ks=3, stride=1, act=act, norm=norm)]\n", " layers += [ResBlock(nfs[i], nfs[i+1], act=act, norm=norm, stride=2)\n", " for i in range(len(nfs)-1)]\n", " layers += [nn.AdaptiveAvgPool2d(1), nn.Flatten(), nn.Dropout(drop)]\n", " layers += [nn.Linear(nfs[-1], 200, bias=False), nn.BatchNorm1d(200)]\n", " return nn.Sequential(*layers).apply(iw)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = TrainLearner(get_dropmodel(), dls, F.cross_entropy, cbs=[SingleBatchCB(), augcb, DeviceCB()])\n", "learn.fit(1)\n", "xb,yb = learn.batch\n", "show_images(denorm(xb.cpu())[:9], imsize=2.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tot params: 19775824; MFLOPS: 303.7\n" ] }, { "data": { "text/markdown": [ "|Module|Input|Output|Num params|MFLOPS|\n", "|--|--|--|--|--|\n", "|Conv2d|(512, 3, 64, 64)|(512, 32, 64, 64)|2432|9.8|\n", "|ResBlock|(512, 32, 64, 64)|(512, 64, 32, 32)|57792|58.7|\n", "|ResBlock|(512, 64, 32, 32)|(512, 128, 16, 16)|230272|58.7|\n", "|ResBlock|(512, 128, 16, 16)|(512, 256, 8, 8)|919296|58.7|\n", "|ResBlock|(512, 256, 8, 8)|(512, 512, 4, 4)|3673600|58.7|\n", "|ResBlock|(512, 512, 4, 4)|(512, 1024, 2, 2)|14687232|58.7|\n", "|AdaptiveAvgPool2d|(512, 1024, 2, 2)|(512, 1024, 1, 1)|0|0.0|\n", "|Flatten|(512, 1024, 1, 1)|(512, 1024)|0|0.0|\n", "|Dropout|(512, 1024)|(512, 1024)|0|0.0|\n", "|Linear|(512, 1024)|(512, 200)|204800|0.2|\n", "|BatchNorm1d|(512, 200)|(512, 200)|400|0.0|\n" ], "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.summary()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "opt_func = partial(optim.AdamW, eps=1e-5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lr_cbs = [DeviceCB(), augcb, MixedPrecision(), ProgressCB()]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = Learner(get_dropmodel(), dls, F.cross_entropy, cbs=lr_cbs, opt_func=opt_func)\n", "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "metrics = MetricsCB(accuracy=MulticlassAccuracy())\n", "cbs = [DeviceCB(), metrics, ProgressCB(plot=True), MixedPrecision()]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "epochs = 25\n", "lr = 0.1\n", "tmax = epochs * len(dls.train)\n", "sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n", "xtra = [BatchSchedCB(sched), augcb]\n", "learn = Learner(get_dropmodel(), dls, F.cross_entropy, lr=lr, cbs=cbs+xtra, opt_func=opt_func)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "torch.save(learn.model, 'models/inettiny-basic-25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deeper" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def res_blocks(n_bk, ni, nf, stride=1, ks=3, act=act_gr, norm=None):\n", " return nn.Sequential(*[\n", " ResBlock(ni if i==0 else nf, nf, stride=stride if i==n_bk-1 else 1, ks=ks, act=act, norm=norm)\n", " for i in range(n_bk)])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "nbks = (3,2,2,1,1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_dropmodel(act=act_gr, nfs=nfs, nbks=nbks, norm=nn.BatchNorm2d, drop=0.2):\n", " layers = [ResBlock(3, nfs[0], ks=5, stride=1, act=act, norm=norm)]\n", " layers += [res_blocks(nbks[i], nfs[i], nfs[i+1], act=act, norm=norm, stride=2)\n", " for i in range(len(nfs)-1)]\n", " layers += [nn.AdaptiveAvgPool2d(1), nn.Flatten(), nn.Dropout(drop)]\n", " layers += [nn.Linear(nfs[-1], 200, bias=False), nn.BatchNorm1d(200)]\n", " return nn.Sequential(*layers).apply(iw)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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XHXmJEK2z6je8cO77+/tYa1kul2H9vSdNU5IkIcsyoihiNpthjOmh0O7e+n4Zkfiks3yCdqc4479+++8y3TvkpRuv8PD8Az58/CHrakNBTlQrlJFoB+Aw0QaBJZlA4jwTZ9ibjLk+vMV3/uGv8O7XvsVstqGqLc+98CKpjLj39vtsjSf8K3/y58nXa9558y2Wm1PAEUVhzX7+T/9pvvTjP05d17z99ttopcmShBvXn0HpcO9qHTEcDlkultx/cB/hP+6IfOejuhjRhxDjsn8XGpDgqhrhHdMo5vjRA9794G1W5zOUgsZWLJY1ShqSCLxvUNITDzSpFAyrBCMM5XGByiNMXWJtE9AT4cL6pClKR32dk6oGPFopnHekaYoxDXVdYYwhzx1pmhBHEUJIkiS9gMubBtc0GGOoqpo8L9hsclbLDXVVB3TKOlwXuH1KPPPpkJ33eFPjbPCIwqckWiNEyGascTTeoKJQvQ2baBvBCQlCECcJk+kU6yUWSekUvrLBqfWReyAJCB8ivyyOmQwi8qKgLEMqGeoN4SJKFX63JESndd3QNDZkDpciPCHC5txFsEKEehVt0dqLiwcx1CMDvEIbycaRRhLWQGpBFidUQF11Py/QUqKURGuJF23q5i+gYi88QgniVFOXFbZuaFxNbUuKKsca327GoTAmCP8XLUmCbnNoj6+LMjqYx7pQb+gypW7vEpfq1F3tSwiBfMKQXWddtnQZjutel7Ony+/vvtfVPbz3H6svwUWt43JkL5UkkhFV04SozVmqpub+vXt88OEHjOZbxEnCcDSiripmJydsb+9wfHLC9nTK1mQa/t6lOo5vCzZhDVvHLoLz7Jx8u333xIf+zhJc2ow+vtl31kWnH4PruIBb25/mY7sYos2+wmehMP29WeVlZ9+0azIYDD5WQ/rk+nfHetkZPUmnlNuKtxYP2Y4hy6/y0fqUt5YPAR/qOg1IIUiQKA9KepQWqFijrcAagcFT2YbTkxPuffABUToligdkgwGpiMA6hPUMk4R6tWE9W9C4ijiO2dndYW93j+eefZbnnnuOoiioqgoij9W6J+K4do20jvCEAAUfnuOLzJ/20oV95QK8uHS/O4+XQFMjnaeRgsY2lHVFYxu0CntbY2xbfzRhHZREtglzFGuiRiPwAZYrC7KmvsB8xcU+FzJ/AUqBpyc1dAfX1DXOO6xtX9IGwoKxCFEBUFU1dV2T5wHhKYqKsqyoqoqmamga00L2oJVGfMrm86kOKdaKKztT6roKbCVbky/nrNcFeVHTVICX3Lo5YDyKuXZ4lTSOGA8SBB7jG+J0yM7+IWfnc5aLJT4aIhDUFdQl4MJmqXBMJ2OuPXObva0pNw52ef/997l79y5VXbMpCqraYh1k7RPeGIO1UJsaaNc2ZNNoLZFS0DQOaz1KtRCeDRe/oXVWXUHRWiIfoVAMdEwSxTx3+wZ4xwfvv00sNaN0gDeWpmjQsWKYxGSjIXGa4lYLXO2gCltJWyPFS4gGmunemGLtWMuSoUyIUouMDM5YkizGW4VQEgnEUQJC4KXC97iuQMngUKQA1W6IxoQI9/Kl7tyWJGxoccdWFJ4n6Y+kkgyHQxABOupIDd3mt16vqeuaoihwXRYiZQsVxAyHQ6qq4uzsrN8Q0pbdNB6P+5qIc47lcnnhsJCgwDpLXdd847e+xZ179zDOcXDlCo23pGnKSy+9hNaBcHF8dMR/9B//R/wrP/9n+bmf/dmQIQmJFgJnXb+xKxWuUypSrHM0Llwf62xg6zlHUcyw1hLHGXEUs7e31wYXon2AN0DYoKJYo9oMy3fYavguHSTXQdchYJGXPu8ySosxhvPzc5xzWGv7NTTG9OSR7vi11oFpKARFUfTX6/s5JaA/9yeZKWnjmcxqqtU9fuvDh4hIcRBJpA5Bb11WWGNR3hNJxfWtXWIkUWGJnWDUSD564x1+9Td+k+LeY9AJt28+y87WHvN7R1TW89Wv/hTeOH7pH/4Sm9WG2ek506tbvPLCS/ybf+nf5M/9D/4co8mIKI4o8gLvHKPhqCVDRThnqaoqwHtxzMHBFfb3Drl4Ai/B5pdP7vtkCqs6p7I1kyQlEgKXb/C24frNqyxOY5rlAuoaygapHFEsSNKQqczWS2pjmIxTdCLZ3RlQmobvvv0GN+uSwxvXwVkUnrIsMHmB1BFSKkY6RkuFcwES1jrGe4GNXVvD7+5Bx9HRMWenZ9y//4CyqkL5xHlMY9pnz7XBIUgRUASpNUppblx/hjRJf/A1/2FuDNEyxSIpkd5jmxrTNNimwdnwULi2nqGjmCiOkSoKTkZGSB3hvKAxlqpuEDQ0TlyK4kBpyXQ8YjKdsLe7w85kzGQyackMMXUT4IwA37bRcJv9WAfWtb9Hdo9xm3m1D09Xd/nYeV16n2wfNO0lobQICk+iNeCIpCSJFKNBhneWfJi1aUdLcGj5veLSw9wmiCDoN9laqwDvRJrIx2Q2CTirMS3WGqiSoV7QbgDtuuO6TOninD55LhfX7NIa9OcI3xth/2hN0NK8L0Xo3fXzPsB5ZVmS5znOOaIoaush4ftxHPcRWFmW1HWN1rqH+S5bB9kFerZoa4fB5osFR0dHeAFxHFHmdSC1+ECzHQ6HnJycMJvPKcriInvrnYL42HHT1m1CJtrVKHsXQp/pim4j747Rti936bgtQlxkND075ZMhxsXeFpDZtjbVQUOXs6LLMGZXg71sl7PS7hn5ftfnk87nSWZIAxnx+vAAoxTWOaIkJsoSpJIIKaiiACkJF6Dow/E2kZCo2FLOV5w9eMDy4TGLRycMnGS8s4cSElPWpEmCRqGjiMqWzFdL6qpGJRF7B/t85vXP8Pxzz3Ht2lW6iqBviU9KqkvrIPprFjZz1V//H1gv+Z5H0FNLB1YSdw7JGgbjEc++9CLr/T2axZz1+Tmz+/eRSmBt0+6zAucM1jZEMiXSkiSNaYqKfFOQ5zlVWeKlJkkSbGNxxqG0QsnA/FRChPYR57DWUFYVq9Wm3XND+cI5x2w2Z7FYsFytwrOoArEmwL7ioj7tBSj6DVAgSJKUwWDwA6/5pzokawyb2QIpYThKqRtDlRdI70hjSMZRYJoMM+I0QycZItIYPMN0yJXDfYQUnM5XnC/WzJYbvLY0Drw3aA2xh+FwwBc++xkm29scXrmBloJICAaDAYPBgLIqqeqLUm/Z1IFB17SFY8JzLFV4g3N8bCPAg79EgZdSEOuw8SnhidsCXuo0kRVUVQnGYso1SsIoVUwnQ567eZWqrrhyOOFsPud8NqduSsq6wDQ1ztlALBAtBNlCdjrSpGlGXeVIpUnSAUkcMRwOcMZy/50Zm1XFel2G41bhRomURiuFVIq6MbjuJDyYpq0r0TmeNi33IFvkULbronChRG/tp8G4f6jmaTc3IT4Gu3VR+2w2oyiKPkNKkgSlFHEcrkdZlhRFwWq16n92MBj0taSO2eOcoyxL0jRlMpnQFCWb1QbrHDqJOZ/NuP/wAQfXrxLFCeujI/Ii56N799jZ2eH5559HR+FxsMZQVRVOBIq8aAMBa0xPQlBaE2cJwloctJm6IdahCJzEIRLUOgKgKHKMsRRFGRxVV3NSiqapqSpDlqWto+0guNbJfYxMcBnKu9j0rLVIKUI2Cv36drTv6XQaYJSm6anfxhiklKRp2pNDLsOiXa3ucsbUObEnYc+N9vhrX/w3SAcjoijBCY/BYwmco9pbLI5Ap/JYYQLrzFm+9mu/zr//f/+/UG9K1KbipVde5YVbz/Gtr32Djx6+y5/5uT/LzvY2d+/cY7lYsnYN6TjlysEhf/YX/lX+2v/qf4HWmqquiKOQQWRphrGW+WKJFJLdnR2k0sSpRtJBdJ9aJvlea4PHKEqRcQzBBaDTmCs3rvNX/7f/G3zT4POc3/uNr/GL/8n/E9tUbDYLBmTEcYQxJY1p0D5FSZhOxxgkq8crZucrjo4fs3d4jYODA1ZlTVkbkmyAUhrtFN5YFss5VVWxWq2YnZ9x96OPWC4XLBZzjG1wztI0dUsW88i2l6lHA4Vs++x8GxwqhJCBwSw8WTZkOBr/wKX4oVh2UoTI31sDziIERJFGI3AeqtqyWlcYK6iNa5tKJV4qdJKR5znL5Yz1Jqc2jropqBqHse7y44XWiqaquH/vI7SURFIym4cmsFAHav2vD4yQCzy0u6hdtNfVHnrQPkS0fTdtoHJ3dZlQnHZtH4DHegHetl5dEEeKne0Rg2GGwAIG7w2ubYaMs5Q0iqiWhsYEqreny7raeg4C7yXWQFM7nLF4Z9ESvBXthmaJtO4hm4tMUPQhcdgQfMh2LgVhvUP6RC1c0JYkXItX/0uoH3l8uxkXH4OPule3KV6meFdVwKizLOvrH5drRgBFEXpvyrLEGMPJyUnfW2OrmiYvA2NTSRprqJuasiyJ8ezu7aLbpsaOMNFnGu1xWxcINLolMLg2SzJNE+oGWmJaqKxpAu1VOQ/qMnPN4pynKArquma9zoki3VOwO3acMaZfiwtndPk+vnAMITO6iNADwSPQvXWksdaxWCzYbNacn51zcHjANa61RfU26xNds3lgJArn0Er173Htq6+f0d1jT+4G0kKxK4akYkBEhPUeK3xgxgJGhf8bF8jPRmhWmzVvv/M2x+9+hF+VpF6QDMdQWRZnM7ZGE5JroSm9KivOTk/J84JkkHL12jV++qtf5bXXX2MyGmPbTLaL+0PW6EJxv22i9S2k+omq3x94Tt/3O+3+ZX1oapWqbfCWEikUWZKExsdIkw4HKK3QMkHGGilFD896KXDWtk3zgkhrsizG+dADlA4nbJtLKEx7b+V5Tl1WPHz4mLJlC66WixAs5nnoKbJNvx6dM0Jc9MH5bpUuoZQhe5Q9YSzNUrJ/0QxJCEhUiMBMVQAyOIs0Rccxj49XbPKK83lFmiUcXr2KE5osjXAqJsrGLE7OeOPtd0mSjDhKma9z1nlJWTc4H3qJrA806pPjY373998gjjSDNA0L58BY87GCmLUtDBUCyrZof9HRHxY89Ax5F+CqJAkX0FkbHkxnEYAWAtuYvg4Vt+sayYitacRolLG/lwRChF1TVRuKYk6Rr8g3OTcO9tja3WZTlT2uigAlVJuxeoRXWCOoSsdmVdNUJbapGKQxkkBJtc4yHGUh+2m7+I0xiDZDss5iTI0Unii6KDVYLtYgQJqX6kdtjbwlIgUn/iSdkqdn2p2dnbHZbFiv132taDQakaZp73hCH0PJ2dkZzjl2d3f7zKnbhEOtxTObzaiqqof07t69y2Aw4OTkBOVBWs/O3i7jrSlNHeio57MZg/GQH//yl8kGA6x3lxzSxw47ZHTWobOQkTnvcTY4VqEUpt1Aur6xqqpodEzUZngd488Yw9nZGWVZsljMGQwGbG9vI8SIONZYa9rIM+kd0mXY7JMfP2nWWh48egiA1IqyLHnnnXc4OjrinXfe4fXXX+fzn/880+mU4WAYgiUlGY1HCCH6ulPHeuygvsuQXuApPVmlMeUkkyYjKUPW0EHk/StSeCmoTRWY0lqzfnzOf/s3/xPu3rtHurHsbG1z5fAKp8envPnBfX7iSz/B9WvXeXx0wtHjI9595x0QghdffYUv/9RP8O/97/89kkj1ihuWTrGje0Ydk/E0XKdLx+p9+xxyyemIT3zOD3BVAsq6IrcVKhkGgpOUAeppwr5EkkAcI7VilA4ZD1JmszPyzYbRaIAXkpPVirIJDOckjTg4mFC5hrfffhcRDdg+vE5Rh/5JoQxSOE4eH7OcL/j2t7/NZrNmtVpiTUNTlSGL1wprLgX4oQYRYHF7EST51jF3AhOqVWWRUaCQT6dbbG9v/8Br/kOw7MKG7mzow4wSRZqkqDhG6ghjJUUV9roGy9HZnCzPiWOFRXEbBTolGUyIdIzSEVs7A7KJQ711hKNASrC24ejoMZu8oLFtptJ44jgijjTCtQ+GFL1skKM9tpbE0Hm3i4ULJlXIVqQIK+eN66NQLQPu613IlqZbKeNMM5sVWDzGlzTWUVclWmlG4xE6EsSxIk4kaSqR0uO9Bd82f3VRgwWhJJGOiHVKqgfhFQ0QjcMISFQWni2dQKKYTKZY51iuVq0ckA3suRaiMqZl1kjRO2hn3AWltD31Dsbrbpbu65F+sg5JyEDZNi5s/E3TEEVR75A6WZvhcNhvhB2c1CkNFEXR98x0lmVZIAREgW6bZRnz+bynk0dSkUhNWVVsHj9mOBpy8+ZN8qZGKMVsPmdT5NA2XQ+Hw0D1b0JjrNaaqmqwxqBUqP9ppTDGUJQl3hhMEZqqaxNYa8YYlnkZGqZb2ZXRKDQXRrEGEVPXCeBYrhYB93dh84jj6FKjcFe3CiFGSJA/XlO6fA2llEwnU5wPDiSKIq5du8ZwOGQwGHBwcEDUSm91/XjWWu7evfuxLLVz+pehu47i/i+DZRcgaIsQbb2YwC7rvmPqIN/kJBRVwdd//Rt88OEHfHDnDptNzs7ODloqFvM5k/GY/Z09yrzgow/vcHY+oyhKdra22N3b43/0F/48r736KrGOED7003SyYt6HXsVIa5SnRUFkgGMveZ+QufIxr/PPslpaRcRtPSq0Rba/TLRRtw/IwflshhuNkCJ0Heo4BqkDPE5g/iodEQvFaKywm5LN+YKjo1PS9z5kUzSUjUVHMQLBZrag2OQs5wvqpg77hZAoHYc9pq9rutCqoEJDMATpINdy2rt9xrfZdc8k9J/M9n/AGvwwC+UsmBoqAzqOyLIBQkegFLWRrEswgDKWuw9PiGOJkGBFxOe8QiZDxtv7rUqCYGdnD6kiouQtLAuUBmNr7tz9qO/tqY1j0zRsTQVpGiFdKOzrlkXX+N7/XEAs1n+PVpIQBMhFtnCe89hLPySioELhTADj9vYHHO4P2FQNRW5ofE5pSlarBVmWsbU7IPaCrIkYVJqyVkjpsKYJqgjOI9p905mQJSU6I9NDBvGYYbJhlEyQNVRGkeohSgiSeIZWlr2Dg4DzlyVNYzDOhMbktobRNE0onrZML+/BmPpj2HUPY3IRuXTPSazhSQa6UkrSLMW39UDn3MfYdt2mOR4HbLlrrDPGtBnFgs1m08o+mX4DHY1GDAYDkiTh8PCQuq5ZrVYopciyjDROGCYp9x/c5+GjR0y3tnh5OODOvbtsipzHR4+RShElMVtbW+zt7gYYtTahy19riv5YA8SmlaKua2bzObVpqIoQMZueZedYnC0o1gVn56dY23DlyiHj8ZjnnrtFHGuca8jznNnslKrKqeqC7e1dRqMRSrXU8Z5k0G1ynQ7gx+uil33D3v5en0GlacqLL76ItYFh2HXRd0QQ10olvfXWW1RVxcHBAXEc9w2zHSGiI0NcZkVedk4/evNAEx5SLcP9byocEo8kNzXGWaLRgLPNmr/1X/4XfPjhh7z/7nuMR2NeuP0c89mMk8dHfP6zn+PlF1/mW9/4Fg/uPSDPc6SU3Lhxi89+9rP8r/+Xf43RaIx1AmMajKmI44Q40m2A7EiiGBAsNzmCQPPuCUZ8XxrKxX+6zfnS/y+/1yOIVIxQMQLXKjC0OIdSbSc8FHnBo6MjTF0j29JJnGY0LqiyBIcU9DTTSLKVKvLmjOXqEffuPmC+rpmvCjZF1TZte4Sx+DbolkIQZ0lLJddtRt72xglJ3AZ8AWJ3NM2sTQ0Dg7RF9Npa/8cdkbV/CA5JCkGaatI0QsdZqJcMM/LaUNWWvYMtRtvTQKH2jk25ZFNapIJ3P3zI3/l7/4jdnQmHV3bYmm4xGo2YLZbMlmtqFwrCxoM3jmoT+oxqC1pAEodmVqU1eVFRVjXGuUDgkEHA0LSZTasz+jF2Wti8AqnAO4/tol8lUFKSJgmH+3s8d/smHYtpdw/SgePuozW1XaFigRPw8LhiOtHcek7jpSdpNJPpGBXFWCRVVSLwgcjQShS5xuJQSCeQTqKcIPKamJjKSkQDogGEp8gLrLcoKXEqFAMD/ir7BkaEbKHKEDl2mZ5r+yg7xnDLBm9x73CDKNHBljFaP7ko1xjDfD4HIcmyjCRJ2N7e7qGnjlUH9BCe1rpvoh2NRj15ofuZDg5br9eUZVC36OpScRyHzV2ERTg5PeWdd98N0irCs1gtKZsaaSKEEqhSXxSvs5Srt26QVxVvvvkmi/MZdVHSVBVb0y12trf7Tb4xBmMNUsmeiKG0ZhgPqcuG/YM9vLeMx6MgnlsVVFXJ6ekxEODj0XjA1taEKJYBo7eWIJbaFh79JV0NQQudiZ6KG9bsAsbsdP2cc/2G2zEWO+JHJ80khOD69es93NkRGPp7rTWtdc/Q65QqnpRDsjhyX2OcxDUhqvKJwgiPFY5aQeUdv/FPf4N79+9x58F95qsVo+kUJRWPj0/Ynkz40he/TFNW/P7v/R7Hj4/INxvGozG7uzv8lX/3r/D88y+QREnQqhSeSCuUDPCp8y6seZsdew9pHLcZQ6ihW+t69Ea0tNbvcUydI+r24y6AvPinn71gbIPwllS3fSM6Cg+ysaTpkP2Dq4yzDB1nod4kBHVdUluPijK0dLjaUjaOWVFSlIYoHlBVlvpkFur3xiN0jGh7KL1wKGNRWjEcjAIhJt+0x+6D842i0FArBJvNphUPaA9chFp3WLO2ktYyhAMT2lJW5cdaDL6ffXoNSQqSJHTXT7a2QEeIKCE3aypTs7UzQccJDVDWNW+/PaNuapSC2eKYd9495vOff4WrN68z3Tvg4OCAs++8yWKd01iLJVC2rYeqNv01U1oQx6LtJZI01lLWdS8XpJQMa+BtoF63dRtPIC8IKWiqNnV0oahisaHHRyniWDMZZVy7csCPfeb1HkYS8QLLimz8Hsv1ChkLnIXjsxpHjIoUkXBEiWakNHGWMZvnFGUdHJIUoZGW0DTshUNYgXQC5STKKzQaeckheeGpyhJLoCAr30E2ot9UwqYtW+p6uOAXchxdwfnSdWsdkCDAmqpzwmlCHH8vZfpHZdZa1qsVURLqRHEcB+ppy+IKhJUL5lZHMuigojRN+02xi867utGqpZ5eFgztdA+dtdi64Xx2zp2PPiIZZshYs95saKxBGgMt7JmkCVVdEyUxh9evUTU177//PvPTM+qyYjwc0tQNaRJ6w+q6DvqH3iGV7LOLNMuwmcMbjydQubWWGNNwcnrEerNmNj8ny1K2tqYMBgnT6QjTuBaObVrYI8gDicCb/VgPEEqiet2776VsQ8iAqqq6FMn6fp0vr2WXWb733nsXfW6tA+t+b9fTJIToPz4pc3gK32Bs2ORkolGtDFTjLEZ6Sm/45rd/m3ffe48Hjx9jmobtyZSmajg9P+dw/4DXXnud3/nN3+Ldd95lvVhhGsO1K1e4fvUaf+HP/3muXb8e8P+2HxIp0SrG+gvquxSibRT1ZOkAIVRg+9lAzlJKhlqTuMgQPllLukiTuk/FpczJB3UHEUR3cRavNF4IUFFLpnIkScr2zj6xVkT64jluXEVtPFKnKOmxVUHdGJarnLKy6CijKBuK5TJknFIRSYGQ4V5AOJQ2bX/aAE+Bs+serZNaB0cd2GAhgHb2Qk7rcuben3cQR3DeILzrJYV+kH16hiQlSZKBEJSVIZYxSZRQVXNm8xV2VWCRLAtHYx2NAycVTRO8p4jgowcP+MV/+I/Zmo4Zj4dUdU1ZN8zWJWUTKJydNl0PvzlPVUE2CDeEkgKtBMb5ltkX6iYqapHm9i4QgGnTW9lK+mAtzkMkYWsy4Wd++qskURRqPtby4fvvt53GBfs3B2RTTVHXWAkNEqlhaxe8zPnWb7/NcJAynQ5Yb0pW64L5vGKTNxRlgzWhLqWkIFZBDa3arPBNxSDRrLG4qiCWDhFLVufHVHXFIEsRWuOspa4DNdfz8Y1GSo9S3ddEywJrr72AKAphmAfSNGaQJUwnE8ajET//p3+O27dv0bboPDGTMqT5uo261+s1p6enrNdriqLg4OCAwWDQ12AePnyIlJLd3d0+4q+qqs+SuoyrLEviVl+r+5n9/f2+DvLo4SPeevNN7nz0EY0xuLJENJI6L8MDnzniNOHg8BClFO+88w63b97i537u5xAuqH4fD0fk6zXD4RClFMvlsg8SIimJpCCK4147USmF0EF+5ez8HGNq9g92iGPN1WuH1PWUyTRkU0kS5IPC9QzU2banlrIIWUwUJSilybKUpmnI8w1ShRqq1gqlJHVdBrJLi0ILFRiBndNBCuI0ZbI1bZsWXXjOvKOsK5zzHFw57OtzxliqquyJJlEUo/XFmJPjk+OgjP4ETAnJWKdoFWOaBmGCIgHG4Yzha7/xNT648yHv/s53OD09Y+A0lTGc3XuM8BAJxcMP7/KPTpcoIbhxeJ1iHDLHv/rX/hovv/IqW9Mp3lpES5QJDdAe1MXGKlpSdxwnPYQavt4iNZH6vs9U13bRvRfoxZ0/VmtqA0cpQuuO1gnCh3qmo82CvQgOU2iiZBjErpXu6zVIA1LRWEFlDIt1xSovOTvfUBpH2Xi8iImzAVLFSKVRUaD7C1eAt3iXgIBNETLmJE252JVbEQIXavHZYNBqcIaMp6s7NqZBycAzCMSgpt+jlFao6AcHwz8Ey06goihEAsYSeYFSMcb6AKO5isZ5zlfhoRhNgiBT09LDtYL5YsXZbEWWadJUMxwFqKuoDE171TxcjHuhrQ+ZC3Vu2WVBbfHMtLRvHYmeeNHBVt4F56RadQJrg1cXAtI04cUXXiCJI6o85+z0lHsf3WE+n7OYL9CTq/hkjHHdiAGFlJBkUFcNDx6esbMzZjBMKIrQPLbe1OSFxQTyXrjIhHlLASqs8M4QKYHA4U1NJEHHmnVT0pRF2JySuK8X2JZGeHlUQ3cjh1pDR6ZoIzgVHFI3F6nb9CaTEXu7O3zlK1/ic5//saDr932YWj8qE5c3R+h7Y+bzOev1mul0SpZlPZlhPp+jtWZvbw+gJ3J0DbRVVXF+fk5Zlly5cgWlFJvNpic3dIy55WrJBx98wGw+w3qLM4BtGVNS0bQb8Gg8pqlrjo+OefbWbZ577jnqoqTKC0xVE7e6e6qtH/Xae0IgtUJ1BI0ui5Wh5ypIqpQBBtOKQRrTGA2ibtckbCiIjmAj2qxQIEQo3If1kygVXeobgqAg7vBe4LzFOYPzEt9lU1Ki2sgVIVBaEScJVVVhTGh8vNxflA0GeO8pyxLRNhN3vyOKo17vzpvQMPlpsMsf2r2DIEIReRlKGAKEASqDLSs+eud93vj93+f04RGbPEdZkMZTLtZopUkHA1bnc+aPT7l5/RmuHBwSy6Co8IUv/Divf+YzaCn6anwgfLiOUvKJfy8yU3/p34BEXGxcPTWf9tf2eF3/jku/t42g27/daXBoqUK21ASxZlDtIQqEUCgdo2Tbw9ZSsS2B9Wks1AbKylBUhqIMe6z1EqkjdJSidIyUGqVD8OZN3c9h6rQZAXQUpIS8c9i2D8n7ILeWdAr7bRO5aFND61zobWrZpbbV2ezW6tOC4R/CIUmiKKW0Fat1QTKaMh5PsU6zXBpELPFKkKYK6zx1bbq7KTBjRIDjGgOysXjpyc/nOC+oTRPEBEV4ANJ0gLOOuqpbD+P63/P9rHNiHQzbb7MtXutbpkcUBV6/b8IICpzFNlBuNsRK8cz1a9y+eYNIK27/2MtMDnd5++1Tzs5zkmQHJWBTfoQzjiwLcht57lgsGk6OK2gzF9c6RtME+fbxUKClIhrFJJFlcf6QMj8Fv+balR22J2P0Z26CECzFgAZJZRoWi0Woj1RBxt23RWhjQk0sjsOwrMlUo7RmOp0iBDRNUDw4PzujLGvyTUNZNiyWc95+5x2yQcbO9vbHagQ/cutYN63DGQwGbG1tsbOzQ57nvbRNJ/75yiuvAB/PDDuadKfUsLu7G4bhtbWN8XiMUort7e3+5+q65t79+y193mOKCq01//q/9ZfY2t3h//V3/isaY/rjOD09xYtAtzcuyABdu36dSEqUCK+sldpx3ocNO9IUVcVys2LUwovLzYZyU7K9vU0USSaTAc5bHj2+x2q14O69D9namvDMM9eo64a6bnj44Jjlcs2rr/wYO9t7DIdj6trw9lvvtI4tOCKlBFmWkA0SGhOCnNvP3mIymYBO+/6jLqCJoogsy1itVpydnYWO/ari8ePHbDYbqipotr3yyius12u+/vWvc/PmTX72Z3+WR48e8eabb3J4eMj29nYPpb722mtP7P5pipKj9+6QxClSS5JBRjYe8e7vv8lb773L7339N3nvww8CG7YxHN9/iHeOndE0sGotKA9WeDaLFY/q0OuntOI//9t/m+dfeJ6/9G//ZcaTCfl6idKKNMt6moLoeiRa5mOoSXsa06oSdDU12aocWNfqT17gdkqLj8Hp3oU6NuoSs8gHhlakXOiPtAbvfMhMLbjFOvQkpRlCpyiVoqIYHcecn5wwXy756OEj1kWBzIZYISmMwoqUdLxL5AWJUCAjUEE1x7fOjTYrDG0y3VHKfg26Dbhj/NomsInrqgoJx6W6ou1PJ9SMujFAnZObz+f97LI/yH4olp0n8M3LqgnFsE70MwylCAvf8oxbBYkW3/S4zqlcrDvGBD06oB1MRlsQu6Tl1S/O5UrgP4OJNu7woQ4mCY6xx2ydpSpLnDNIII0jBlnKYDAhzaYIEeGcQIo01C8JxbwoTtBRglIx1krKyhEnAh1JbDu5NfSyegSBGZXECiUdxhRIYUkSyWiUMJ0OiFVYBOcGlNZTLdvoRAcl4w6f7Zaia4oMk2kVUaTJsqQtenessDBdtqrbIWXC8vjoKOhPlSVxFPHiP/uK/nNZiBR9r34A9NTsLMv6DOgy68770Eja1ZhGo1E/30cIQZIkdLJDzrmeHdZF8mU7FTQvcoQKIrVZlpJlAw6vXWV7b4cojnAE1YdOYsha29enjDEM0sDWs3WDd133uWwzIomKohBUeR9GmbSNk875Vkcu1MG8NdR12RIbcuomxrqGxoTepfV6wXy+oCpDLUwNAnOzrgMjbz5fEsehHw4czhuapsT5pq2dhQ2iaQzr9RropFyCM+8Yi12drau7dXWlDg7dbDbUdd3PR+qy0q4BuVPJSNMfrEf2h2XGGM5Pz4iTBBVHDG2DU5Kj4yPufHiH4+MT5vMFUZr0164TOZUenDUtIUG3zMImTEGtBR++/z6uVUWP4pCBXq71eNeKyl5m0fnuFdAT2dV6u5+6nBb5i1i6lxPzrbRYV9jl0g963w8AXa1WmKYJSggeMuPC7Lg6tMNIFeEQ1NZT1IZNUTNf5azynNhrvNI0SJwQqCjkXbKdtOCFBtvCfN358PFDaVcg/OsvGsWFEBflr7ZhX6hPkFxEGIHTNVUHcpnvM/DvJ/l12T7VIRlrWSyWLJcFj49zZLRksnXOIIu4dfOA08WcTVmiCHBDFCdEccTOzhZVWXJ6dkKkIdFBiVZHGp9GwZEVNXVjMUWDtZ6i0wb6FPb+93NRl38sQOcizPdoAh6sCHI6gdQgqcqS+/c+YrNaspidh3EDWjN4+y5qss2D+wusTTE2JZGana3rSDyTUShIX7lyyHL9Xco7Z2TDlCyLQZTQGIrK4q0nL0qyVDMZSeLEkaSO6Y1dXnxun0g6JI633/wOZ+fn3F+nrEvH0eMTjLV44ZEqTHWMoogoSVguc5yDxWqDEBu8DxI08+UibJQtppmkGYgK5yvysmFTWP7+P/hlvv71b7JaLzHG8Nv/2r/zaZf+D8fayGq+WPLee++1c62CIGqnNg30m8mVK1eA8FCen5/z3nvvcePGjT5zAvqaztHRUR/pJ0mC1prj42O+8Y1vhB4bwDcB/vrXfuF/yKuffZ27jx7y9gfvUZYVSZZy/cYNTk9PsdZycnrKd77zHRQCjWCRZsQ6wlQ1tjHkmw1JkgRB1jgCGYKC3e0dmpa8MR6N2Z7scnr2mPW6xDNESsdgkDIY7vPMjcC+c64hilJGowwhBQcHByRpFFRM6hKlIj772c8wm8353d/9fba2Jty6dYP1ZslqNWcyGZGkEVWV8/DRmm986/dYrjYtVJuwt7fHlStXepaitZabN2/2MkmdSK1oSRrOOV599VU6kdr9/X2uXbvG2dkZi8WCs7OzntTQyRP9qO18veQXf+drIINm4O7eHofXrvIr3/4Gv/k73+ajx3eZb5ZEdTvGZDpGSUWlBNjQWJ5GMYMkZZQNGCQpDx7eZ71ec+fDO+R5wa/+8i9z89YNvvDjP44C6jIPzsR7dBT3tc8AqbavtqbmL23ESgU0pKsHdW7qIg9qN2gpCNpm5sJjtfUGX4cG6V/9B3+f+3fvUaw2bG/v8G/95b+CNJbT995i9fiEJBvx+OiYx4+PKZrAdj5eFCw3BUMxQMUS0hQnBTIOx45QPe26MS4QrlpoKVIKIUMAcDFVwYaxFW0G2PXSRW2NEhmcUp7ngeBzqRTQCRNEUdjvhQyqN6vVgqr6F2TZOespixprPFmaopUM1FJjw4wYpUiiKPQFEQ5UCfAm8OJFW2ztr4MNA+2EUsiyueR6fDs2QlzIL1zqKfqDc6TgkT/pwy43gwpEYIoQ6kimaWjqgIWXZRH49yREUlKWNYgK03icFZgaEqXZ2d7H2QZsjbOBeaeUJk2SXgamahqkdQjhAtWc0FDnhadqKmaLcwZxRBNHJNqhpMNhkDo0j0ZtRmDbMcY93NVCXl2zmbMXlVHvg+NTMvQmdUSOjiRiXXj/+SxE4LPFDNP84LT5D9Ocd33t53Kza0c37uozeZ4jhOjrSefn52w2QRE7z3OOjo5Cf1Ga9gX4jhzR0b2TJOH09LT/We89o/E4jPDempJmGY0JPV5SXZo+6xy2afDt/aakREtF0xhsY7Btg2w3YTUvCmRdU5uGbJAxmU6pq4qiKsEoYh0yJSEuxpQ3psZjkTY0NgsZakC+ZU0K6XE+MO3msxlSRsTRsM9Ksiz0XDVNTBXHZIOMLEvwbbNo5+g7JW9rLZvNhqOjI+bzOavVis1mw2Aw6HuLukznMgU/kCfyHkLdbDY9ZbzLpp4UqaFxllWxQsUJ2WDA49WMk/eX3D094qxYs7E1tTc4HyZTp4MMLdsaC4JoIBgmGZPBkEES5L1Oz0/J85z1Zo06V7z3zjsY0/DyK68wEAMSfaEIEqJ9cYFc9dlEmzVd2pS6/rCA7vn+mxe134CYXCYJXGxq4etnp0cszs85un+Xk0cPqfMKV9fc++hDNJL10QmL+ZyybiiqmrysKBpH1ViMF1gRxAh81xOEuFQL91jnMfZinEQ4E48TrRpgz5CCrs0A0Z7DBUjTlki6USkff89Fvtgqy+tQl8LzsdaNP8h+iAF9lqPHOVuTIV/+ws1+HMJituThgxP2r+ywu73FYrOhNkF+x1QlD8439NNLWwSuLhucN+weZKRxxJlZYZr6oivZWlARpBnUFdiL+eu+rUd9LL3sL6/g8necg270uFSEHiopEbZBSsf52SllkbNZLfG2YTDIuLJ/yJWDA9Zqn8JnKN6mqTds5hUDPeTLP/5TzGdnfOM3fp1iXVHmFdJ7Xnj2mTYKEFTGYpxHRwbnA2SL9tSu4d6j+xwf3wfrERZuXp+yvzfiuZs3uPXCc3wmfZblusHa/45NnmNdkCrZ5GEQYN00VHWDcb1qB3ESJjgWedMOBBRoJUkTTV1byksMyzDAUFLVlk+qnv8ora5rHj58iPMwnU45PT3l8ePHfT3j6tWr/YgJ7z0PHz6kqiru3r3L4eEhP/VTP8VHH33EL/7iL/LKK6/w7LPP8vDhQ+bzOe+++y5lWXJ4eIgQgm9+85u90yvyAmc8X/zSl/jKT/8k58sFb7/7Do0xpFnKZDpFac35+TnzszOK2Yzs+Rd47rnnSJQmVpr7dz5ifj5DedHX8ay1PHr0iLIquf/wIQeHh7zw4gssVysWqxW+EQiveP6FG4wnY4xdU9c5R0cPWa5n3H/wPvv7u7zw4nM0taGuLWenCzabEikSoqjhze98m7qy7O0eMhyOef75Z3u5pOFoyHCcMJkMyAYxs/kZqoY/9XN/CiE0q9WKsiw5PT3l9PSUb37zm0DYXO7cucN4PObFF19ka2uL9Xrd0+SNMTx48IDBYNAP+Wuahul0ymQyYWdnhyRJuH//PmVZPpl7B8dDCvZ3tnjlC5/nH//yL/Pf/Jf/FWo4QqYplbb4yNNEQZdvcuWQWMekUrM1GnP76nW2RhMOtnZwdY1rGqq6Au95dPyIB4/u8/jxI156+SVeevkFrl2/zrMvvNCTGC6wuK4u0im6t8zeVsC5U4/pyp6Ci2xD+jC7KdKSIOFiL37p5Zdw/PLf/2/41td+nbqVvtne2mVzWvE3/8b/gSwbcvOZ28xmK+7df8QqL6lRnK03rDYFVg+IxwNIh1ilqJ3EWEde171/DGrevp8Mq6VC4KnrAo/pAzQdx+Ad3uk2mw9q38Z4yjIQIDpN0zgNgyitDazIOIramUmGKAojTmoZnptNsfnUa/6pDilNE55/9gZxFBhixlgqY/G2JpKOyShjPB1T1SV4Q5akNMbhTI5SmsEgDZps1tIYj7GeWIPAtdg7F8KV9jIW+UPft9/H2rHOOjBjwsUIKgp1YzifndNUJU1T9WM1kiRiMMiQ0ZCYAWkUEUsZRgtYi60rbNOEC1hVzM8N1lusd9RNg/GeqgrafDu7O+goYjxKiSPJcKBRwqGwCBdUF0ZbabiYUQoqDvCADlppAf+/6NoXrRKzam/8jjIa4OoOk6YXxAwkwy5iCda0UxuN8b06+pOw0NGu0VHc9xQBfdZ09epVRqNRn+kMh8NehXo6nfZzeyaTSf/qFMKHw2Evk9M5vrquscaSZQNeff1VRuMRq/Wa1WpFXpXoJFDFVcv8q1tRVKynKkrm83nQwfNwenrGarEg1VEr7xP3bLt+CFkTHrYojphOJ6znOVVhmM9mlOUa43IaU7BcLajqgjSNAcdyOW8voiSKFINBSpolJFHG1atXyDcVi/mS9XrDZr1ha2vK1etXiZPQiLtYzjk5LZgvzmiMYXdPEUVprzdnWngtGwxIk5BhDAYDsrbeZq1lPp/jvGfUQqDD0ajdUEyA6c7P2d3dZTqZ9BqDRVFQPaEMyVlLsd5wenTMm7//HR7efxjQmapGeoEzAVFJ4pQoTnDG0dga2xQkQmEbSxLF7O3sMEhT0jhGS8mj27f5pX/49zk5OWG1WfP4+Iivf+Of8uprr3HjudsooZH+UuTHJXQNjzVhcvVqvQ4M0LomyHkFMo4UgjLf0DQ1vq0xRipkSd4ZwsNqW6ZkN9rBcvLwLtV6RlOFBukqihBC4UxNVcDxcYCB87JgU5SsiyBrZoXEq1DPNyJ8rNv+qMbYELCLTji4ZfSJ7tXV2i8gpZAhSpAO3EWzL4QZR156Asv3op4LAVmIowjVNG0P3oXKBwQVffcvmiHt7mzxx/7Cn+Lk+Jhv/+7vkZcV66LEm5zJUHDz2h57e3tslmcoBwdXdsPiRobhcMj1G9cpq4r1OqdqDFVjyRtD2dRgHd6CjttF7FPjlmFHV1y76FDyHd/hBzgsKUMjW5IkRFrRFDnWWJwF4Qref+998JZysyGNYwaDlGGaMh2P2B7vYPWE3dGQZrUgwuHrktOjR+T5mkgJVqs1j2ZnRElMnCacL3M2ZY2KBWka89Irr7Czu8szN64RRQqtAlyoscQaYuWp8jWmLvCRorCKxARCwnqzIc9zIh16HrpifZQkJHFOrINSh6ftt6JtEpaBLeNF+30pEOqiObZqPl2240dhSisGkwlb2zvcvHkzSNvPZr3MzcHBAVmWcXR0hDGGra2tvqdhvV7z+PFjdnZ2+OxnP8vzzz/PM888A1zUkYQQfPWrX+Xk5IRf//VfZ7VcUVcNP/lTP8kv/MVf4K133uHb3/42XgUa/uEz13qI1XlP0TpG7+D8fMYbb7xBtcmp8oI6L7B1w3Q8YZhm3L59G6110Ncri7Y2E2Cs3Z1dJltTPnj3Dqf1Ke+9/x51U6CiBmiozZxsEHPz1jOU5YZ79z9kNJowGU+Zbo2Joozd7R2ydMIrL3+O2WzJf/z/+Ns8fnTEnQ8+5DM/9hn+/F/8BZJ0zHA44Nu/9y3eeusN8mKJc57rz7zGeLLNs88+G5qR12viJOHll19mf3+fw8NDgJ4wUpYlH3z4IUURWg729/f56Z/+aaqq4uTkhLffeYff/d3f5Wd+5mfY29vjzp07LBaLJ9oYa+qG+WzBB/N3+cW7/2+01oyHW+RFSbla4BqLQLMz3iGKE4rlmrqsWJ/NKXd22U8n3Ng75MbV67zy6is89/yzeGtZLZe8+/47nJ+fUTYlH979kL/xf/4/8fN/5uf54z/3J0l1gvYqEGJUu0UK0TeFVpuC9WbDu+++x2K55OGjR+AdgiDlE2nF/PyUfL2i3KxxtiHqYDFb4a3F1RXeGmxTYUyDtQ2+WhKZnDLPMY1lXqyJ44zdveuUpeGdt9+isdBYydki53S+gSRDJEnQGvVQI7EONk0dpnnXTSAfaB00aQUIGQgUSoewt7mUqfVahrggEig8MhTVAI+MIyBMpFVK9gzfQFgIQVtVlhR5TprGxFFE01RY66mbKghb/wD7VIfkvaOpSkxd4U2DwpPFEVE0xQIRnqbYMB1mxAqq9ZqmNlRrw9ZQc+PKHkVZsRquidMBOs54585HHJ/NibUI8h82iCSqVv7emSY4q3/Oez+IDNJO77RB0cC1GbP3NE2NwgexRCnAecqiYLGYszjesK4Fm+UJ3uQszh9RrWNWsxQpYXuSsT0dcPPmFaTSSK2pLDROgA7y/zdvPc9gOCTJxqEXSgI+FAlLE6C3Mvc0Fexuj1FJSpJmpLUlS9PgPH1g+lymTHdDEJ1r3XUrpinbqYTehIbiMMrd4TpWHu37Ba3UyD/fuv7zmCD013TTTIsiDAzr6kFd5P348eN+tHYcx/0gr+Fw2Dsoa20PSRljuHr1Ks45vv3tb3N8fExZlERRzN7ePpOtKc57hsMhBwcHoCVSKXZ2dkCKMDPJtGMwAJUlTHd3uH37Nuv5gs1yxSBJSXREFiVBD1EpvHN9nSZJErwLVOvaNKw2a6yxQajVVZS1YjZ/iLEFQlX4vOboKPQnrfMly+WGY3VOlo1I4ozHD+dolRKp9ymKoAownox5/oUXuHr1KlrroM128pDFYo4QQbxVtIoTxhiWyyVlWXL37t2+TlSWZS/F1ClgOOeYTCZkWcZwOAzrcUlHUGvNeDymrmtOTk56eaEua30S5uqGzf1jbFkxdRpbOWyRI+saVTdErbTWwCtir8ArEpUw3t7jyt4Bt65ex1UNv/dbv0OxXnN+cgLeUdcVL730ElIrvv2d36WsS4zw3H30gP/i7/zXTJIRk2RENhiQZBmD4ZA4ThhPJmFKLKKvo0kRFFCEUKFJlsAoNU2NaWqsqfHWIHRAmIQPvU7WNlhTY+oSY0KWnvoarRxqlASR78qDrchXc6wTDAcJZe1oCktlapblGi0kwksqJzAIrHB9q40DUKEvTWqJ8AFs9O0xuFaGLVzPTmnBtxBdJ9UKQnXoTCvlpkJW3424CIM0o/D1OMJZS9NKgl1Mm21Fgj9FR/OHIDUYNssF5WaFa2oipUnihOF4TJINKOuKcjVnfzqkHsS8++6H5HnDZg36IOal289QlAXzxZJrz9xi9+AKzX9XU+QbsljSNFCUDickOlMB36xrPjZNr7dPRPh/wMbq4aJ3p02whIcIwHuaqkJoSRLpdjy1Zb1ecXzkeevDezw+mdG0LJSTh0vwUFawtzvly196jd39fa7fvIlx0HjBYDQhSrIQnSBAp3gPRd0ArYy9aWhMQVVsKPOKYuNoKst0d5somzIYZjjnGY/GOOtY5xs8oSnNGBNmwdiwebpWaqkbBBjrgAU7ArvP2O8lLcig4kGUqCca5Qoh0EpRVRUPHjzoN700DdMjz87OWK1WvPvuuy0Fes1oNOLw8BCtNZPJpO97qeua09NTVqsVVVXx2muvYYzhP/wP/0OOjo4oNiW7u7u89PKL7O3vUtYVk+mEdDhARiHiHUzHGO/YPXrcb7JWgBoP2b9+lR/7/Oc4PzphdnLK87dus7u9g28sdVXx1ne/S57nwRn5uKeMn5ycwGloGLy6f43pdIskVZTlmgeP3qUsl6RDR1HVnJzNW5Xvhs3asNlYhoMBSZzQ1BHWCObnFUom3LrxIvv7+xy8foWdnS3iOObBgzu89/5beBqiSLO1PSKOE6omUN7Pzs6Yz+d897vfRQhBmqbs7+9zdnbGaDQiy7K+HrS3t4eUsl/jrq7XNA1JknBwcEBRFHz00Ue9nND29jZZlj2Re8cUFYt37qJ0xLXtHZbrFefzBcpaYueJ0pQojhg7ReI0Co2OE3b2trh+7TqffeFlPnjvPf7RP/k677/9NtefuY4nyD198ctf4jOf/zHuPLrHyfkpRJJ3PvyA/+D/+DfYH+9wc/caO7s7bG1vc+Xadba2trl56zbj8YStne2PtQCkLTEnijR1WVCVOc6GgY3eWXAWLSOUCI7LYnHC4rzB2RrbVLimIooaBsqSTsYIoTg6mlFVDfOzx0TxgO2dqyw3DetqQ9GUnG/mJIQBexUSgwzDCoWg6SLRtr4ttUJ4h7AWLxzeN6EGBiRxhBC6VVVwgRoPIYCVIVGII0UUhbaMJAmDRRGwWi5w1iJl0jokjXeOxhh0FMb9dDNwpBIdq+APtE91SGVZcufhPWxTMx4OWKxKjo8X7OxZJltViOSBWCcIBbGErYMtfvIXfpJsoMkXp5zP5hwdn7A1mXBwsI83FbYuoWXhybYWIgjD5xA9Gf4CvP1nsG76pXQO6T1JEqGFQHmLElAUJRWw8oJYCjLdzQ6yvPjcVV577XYrVxOmySqpyAZhbs/uzjRMWhQNQmuUUFRlUM89XeaUjSPKJkgdE2dBKDSJU2QMw2Sb6ZZES8Fydk6+XmFJWWw0iQqqzFGke2n3IAGj2vkZEh0p4jgC4RDO9/0zphU5FO1kQO98P5G078hvs6umueicfiImaB/coKvWkQ66vqJOjfqZZ55BStlnAt017Gb0RNGFWsH29jaj0Yjvfve7zGazXpFbIBiPx7z22mtMtqaMx+NePV5GGqElUZZSmaYPWNbrNav5ArPOKVfrkO3UFd28m05wVCnVyx2NRiOSNGE4noToUSvWm00bRATIeG9/DyG28XJNXiyYLx/SmIK6kRTFhuVqzniSMZ3GjIZT0nTIIN0FH/HBuw+DEGZTkeeS5XJBUW44Oz9muTqnbmqSRBLFcSs1VWFdjLWO2WyGtZZbt271aula6564sFwu2d3dJU1TqiqcZ8joXM9aPD4+7qf4TiYThsNhTw1fLpfkef5Ebh3vHKapA+zkBEIr9rZ3WW425EVJrGK01KznKwqVB/ZpHKNVxP7eHj/55Z+gWK/5R2fnKK3INxuyUUaSJYx3p6gk4qd++qs8Pjnin/7WtyjKgtrWbGdjxuNxK50UsV6vqaqaxXIV7uO2f+68rWUGdRFFEsdUZUFT5qyWM6oyJxYerQQH21NiLUkUeNtgm7pFggzSO5T32GpD5QtcUyNlxDDTJHEEWBpnODk+4mxZcO9kwTpvSOIMB1SmphJRS/pqqWSXZW1kS9O2Du8NzjU4Z0KZCIKSDb5vWu0cbZLGPWHDu8AWXa2XrNewWM7a3rSQRcmWUSckWGfwuDBl1gps65wvC/X+QfapDqkqKx7fvUOaJOzvH3B+XnB8tEQpS6TrUBxWCi0ipAzD7a7sTvg3/sKf4Hx2zm98/WvMT495fP8et2/fRnmDb2pcXQWaStsbFJKfjs78iRvzn+UubhdUqXb8tPcMsiTw512DsJa67DBNSBW4OKiLa+l4/bPPceu56+T5JjQStk2Oh4eHeA+bdRkyI9cE/r5W5MuKZdHw8OEZ66ImHZfE6ZDdwwFJoojiDK2DdtlkPGY6HnE2PGG5mLOcz6nykklctLOCgkPq+f8yyMk7BEpposiGMebWtfLuF/PspZDha8L3M3xcKy3iHK3a8xOk2LUmWsfSOaRuPDnQw3RXrlxhMBi06+w5OzvrZYeidrJrR3zY2trCOcdv/MZvcP/+/b6xtoOwXnjhBXQcISMdSB54VBwFyC2SiLLsu8eXyyWb1Qq7KSjXOavVCtfOwunYVUoFB7nJc6qyZGdnhzhJyEbDnvZqnGW1WfcNcTvbW6RZxGDsWW9mvPteTl3HNFYilWe9mTMapYxGE8ajPQbZhIPd2yiZkq8di/mG1bKi8LBer2iaik2+RkceHUE2yNo6WIMzoeemaUKGlCQJt27dYjab9Q4pyzKWy2Xf5NopZHQCtlVVMZvNmM1m3L9/P1y3tp4waKWFjDGsVqsndt+Ev9nQNI6mNEy3t9ne3cYYT10ZtNJoqcmXa7z3RHGMFmEz3d3Z5fOf/zxvfOc7LJdLrLUs5gt2DncYTUbsLOaMtyZ84Utf5MGjh3z9t79FUZW4osHsX2szgUDC2aw3NGYRGK8mqLAYa1muln1WH2lNEsc0VUFdFaFG3FRMhglZEpMqGCQRMlF4Z8O4GtME5QZvkbSCqGaBqSqUjpnuXMGjQ9Nz3nB2uuB4vubB4xnEI5JkTO4ElTU0UuK6fbNjLROyEy+7PTQ0Vfv+FXqpbDvhs+szCy0EUQuXC5SCIt9QV4Y8X9M0Nc6ZvidNKUmkFdpfTLD1vh2H4YOenXOWOE4Qn4LZ/RC0b8/RsSFLLEKc4F3NwZ4iiRxNWXGyzClrj5UrhPKMU0dTzfn//tL/hyjSjNKYqhDcudOws3cPKQVHj05YLypM5fAGIgUWT1WbgFoKyQ9dQPo+b/Nt/aVpLMJ70ixjPMjY3xqTxTG7kzHeWop1TpZEbA1TIiWJtCRNPavFQ8bjMVIqjh4fsV42zE7vEycp29v7NBbK2vH8y5/hxVc+y1vv3efh8YzRzjUqI1hsLMiIne2rRHFKmo1xzlNUFqUDO8X40MCWZBEuqtDxY3ARk8kEYy1ns3nb/R8gOON8P2Kdtm4UtVLvddPq3mkdHJVte1wQWBegvhDGyHao15MzawKbKxsMe32rrp4B9LN6ulrZ2dlZX2+K45jtduRD53TG43E/niLPcxaLBavFijhO+MIXv8D+wQH37t1jUxTMlnMOrhyyu7/P1s42WRSF/o087zepz/zYZzl9+Iizj+6TJgk7OzuhMdYHSc31eg1paOD90he/2Gd0OooYTSd9X9P+3j6j8Zizo3OOHj2mKK+RDWKOTz+kqFbMF6dI5RhNIvb399jdmxJHCVGUkMRjtMowtqFpPDeeeYZrVwRCpJRlzfHRCQeH+9y4cY2y2lBWK8aTlDSLqOsN1jl0dAVjCEPptObKlStcvXqVK1eu9LItnQxQmqb9eTjnuHv3LkKEupq1lizL2N7eZm9vr8+KOsr7kzQvBSaJkJliNN6ispaPzh4HBlmq8cojhUNlYS5RXjdMhhk/8cd+mhdfeYXaOW49/zz/+l/6H/Pee+9y795dnn/hBa49c5Xf++53WOVrhltj8rJgOpkQxxHrfM3x6Sm/9mu/xvbODtPpFsYFxtp6s8FaR5qG6cbWOYw1FEURCvpaYZsaaypMVeKtgSxCinbkjRJ9/agsckxVUhUbnAkZxMDmJK5GReCdZb2c49GUpaMsG9abJUVVYwhBvAKsdxjrcbodi931dPTyRQbvwApCG401AT7TgjSOw7gbY3C2HdcuwLkwZy1kNKFe5KwB76gqhWkh/zDmZINSkjRJ+/ujQzK8DSWHpm5aGngcELAfYJ/qkKzzrPMw82NSViA8o5EGERzIYlmzWls2rkBrmN6WNE3JW9/9LtvbW9x+9hbGCBZLz9nZkuPjx2zWG+raYoMsUrgA0LLExMVAn08E8xfTNC/dtN/nmHsBTBtUm9MkZTgcsbu3z3gw4MaVA7y1bBYLBmnC9mREN3q2so/ZlCum29MAE9massxZLdcMBqPw0BpoKsNkNOTZ27c4meUsNhXZ1hbGR/jjFdYrssEUHSVE6SgQPeqS2kjKWuCJAy09cm1BVOOVIktT0iRBComlFXt0oZGtk6bpeN+yu+lC5YowQ+liRbzoxgkH3Dx0iYsnCdiFyL2qUDrqh9h1DZZdcb1r/rXWkud572y6+T2duGpH8+6cV0eIcM4TRzHXn3mGwSBkAufzOY+OH6PjiOFohLNTAJq6pipLyqLE4UPPTVEiCGKSw8GASCoiqSiWgUCRqIg4DvRyYwxHR0dIrRgMBpRVRWMMmVIkWcqDuw85OTlmOE4YFDFHR8dU9RrrK5I0jHKOk4hBFiOkQgqFkgMkMcUmUIq3trdRMiFLpywWK05PzphMJrzwwgus1jMWy3NG45g0i1hvgj5YNtjD2hB9KqV6vb/pdMrR0REPHz7sa3Pr9bp3MLYdyR5FEdvb2/0ojel0ypUrVzg9PWWxWLTd9xdjKZ6ICYHVEh3HJNMR5TLMUVNRhNQaJzwCS9pOPrWNQ6cxN569yd7hPrU1TLanvPaZ1zmfnfHRvY+Ybk3Z39/n5NdOePj4EaPtCU6EoYYIqJqazSbng8dL9jc5O3nZ06KX6zADaDgcBRg30m2jcBWCTCVxpgkN9MYgXDcjSCFlmHHmCfe/aRrqqqZq1eetNUQYlHB4YZEOKCschqYJJIqiKqlN2CN9J9HjPM6JsH952X6EfhKgb9trWqo5bcN2EM1WRFrjpAzZUUfnF7KH/HWkiWNNU0cY0wQCjegagwNBzFlJpIKYgWx/l7UWZ2zbxtJp5X16KPzp4qpZgn75GdLRiOntm6zXOZvFknt373P0+JimDnBQGqXEWnJnAYNKsydTzozjrDkix/GZL13n1gs32L9xyPhoTlptaEpD5T3pRIWy0aqVy6aVoXDBoZsGlErDwtgSh22VrgETFjdWUYCmjOWVl57n5ZdfpNpUWGPZ3t4lSTKiJAMkd5dBDfdsPkRHKel6TDoYkmYDVuJ1ahWxX0ZkxjPYex053TAZ3iNVFmUFNAVpuSEtcpL1itP33uf977zL9s3PEo/3me69gFUZhRzhkNhak8aa8U6KMAWlKRiNExKlKTYPqKsZhhxhPQdbewgDH7g70DhcY4jihCxLOZ/PKeq6lyzxyFa5IeCeitZph5kG7RVsKZ3t1z4tQvnDtjhO2L72DM7DarUhSVPGkylSBJ2+3b0DJpOaoghCsqPRCKUj9g8OqaqaBw8etQ9FwuLRY4qi5Hd+53d48OABjx49RGvN/+Tf/StkWcbJ6SlZlrJ/cIVrN27xhewn21qUwFSGeTXj6OgR88Wc+myGMTUf/NZvMzuf4Y0nk4qDYcJyuWSxXLJeramrGlNPQ3QnJUIq0ukQ72GVbyiqivWmYL5YsFgsyKuKZDwkGY6J0xSpd8iibW7ffibUA4WjqkqW82UrrlqzNR0zyIboKCJONHEUSAN5mTNbnXPn/gdk44QkSzFujHWhrmlqeP/d91ksFly9LsgGwz5D6upeHVR69erVXlapG8/96quvMhwOe5r4t7/9bXZ2dvjKV75ywex0HbMzfLx169YTIzUAbYHZ4nxFFDnGI0VT15g6x5ggEpr6DXEScfv2Va5fH6OZsVw4vvPmgnfeeZff/N3f4vH8Hj6t+KVf+W9x/8hz7/4RZVmhjhRxmrJ/9ZAkkmSxpQRyKbBbu7Czw97WmCyNmJ08pC5znCmQoiFJwp5T1g2hxwKqCkwtGG7vkaYDdq5cZzgY4pMsDDFtKqwtMY2kypeszyqkD2PTF6liGTXURciBtvf2QShmRc58A3fnBqVTdre3KGpHUVmkFUQuwGoCT7lc4aUkm0zwQtJ4GWB72wQJHR0UvB1gkgQ9GPD6Z7+I1jEfvv8+eMd4mBFHikESESkRmnqPHmFm54jVEu9Cb4l0IJAID82mpAEKQOmISMd4K3BOAjqQOazC+X9BLbsubW7SlCoZUpawETXzRnJSOJQQKCGJpMIISW4E3mimZNRoKqcRkWc48ahY0/igDi6i1qGHilj4Y13wJS94DdBSl4VEStVnB70ChA8CiLIt4jkPo8GQw7197DRkPYPhFlJHlEaEspUJQ9Ny7xAupTQpmR1Q+zErvUOphghrGGCJopRE56S2IaFA+hUCHeanVBX5fMbq/Jz56RnRdE0qJySTITIakdsEi6RxkkjHqHSIKx3OlkgdRhAgGrwP/HzVZnNJFIfzd6G7OkIQKY1E9jIcfdfrJyU7xKVGtu8bzT7J/Ii+XlHWDZs8h5b5hQx8G6UUPoqwLeOtLKteeNX7itV6TZqmSKlYLJacn59z584d7t69S5qGzPfW7dtts+iSKAq1umw0Zry1zWazCnpbTY0xDZvlimK1QRgTdAeXC5q8INZhU6g2a6p8TVVsaOrQI5IXG1RThYxGqiDS24pGGmPbqaFhjpWOotaxpERJSpKOEUIwGIT5TmVZYo3ENA1VCUVhGA0SyDKkDFRZIcOQvLppqJuaqqkoq6LNHg1CaKQMj+56VTE7X7OzVxO3NY+u8bXTteucUqf9132vK15rrYOcznrNeDxmOBz2UkOd5FNXlx20DbZPwpSWjMejADW3MZaSYIVDeItw0Eq0I2OYjBLGwxh8RZ7PKfI59x/c4eHje2yKUFI4Pj0KPZGVw1qorQEhUVLhEWgVIbUIsmFS0yBQcUySJWTDlEgHiquSBFFjwtRqLxReavLSkJeG0WiHNB0x2NojSTKcE5i2FcN5j/Up1hY0jWpJDQIXRTglqGwYzJjYoPm5LGFVeSoriZUiUxFCmJZQIFB0oxxBtkQn2WZFohN09T7oYmYxna5aNBgQDQZM9g6I45ThbA7OMh4PUQJi6VHCoyVIHWqwIauXgWglRBCY9T4olLfnJrzEiTYrcpAmGVIpoiQ8xz/IPtUh5XnFm2/dw7m7fPvbb2GMozEh5fRCMBiMiKMYV9c0eESSkE3G3H7xBQ4P93j91ef4znd+l1//2q/y3r0TqsbTUGK8IYmCA1nPTRhj7kFqRZSlaNOgRR1GggvRqj2YPh3suo8FoteRgrBXb/Kcs9MZn3n9da5cvYppwjTa9z68T5Zl/LGf/OMsVjm//ftvY70CGQctKCeYjCeM0y18fkJTl5S2JFKOg4NDtFnDPGc4nrJz7YCHDx/x5nf/c9788ISTkxWPNt9Bjx7z2T9+k2wrI1KKWCdsDSY4FyacRr4iIhTzRVMjZdiwlZRIQh+T+gQTpWsO7qo/bQLe6qUJsjRMMvVC4ltYRbYjE0zbGevqCyrnk7SmaTg+OWGxXHH37l0GgwGTyYStrS3G4zGz2YyyLJlOA6T2+7//+yilepbY6ekpWZbRNA1vvPEGb7/9NsYY9vf3+epXv8rh4SFSSqqqYjKZkLTagnmec3I+4969uzx8+KCddikZDjMEnsl0ineW8XjAcDgkTWPm81P+b3/z/8qtm7e4ceMG0+0dku1tPng/NJAeHF5hkxf86q/8Oju7u/zMn/gTZIMhe3u77O3t4j19H09wopLt7W3yPOftt7/Ler3m/Pyc6XTCtWtXe+hmNB5xcHDQw5UnJyc0TRhp7qzlmWvXWMzm/K2/9be4fTvMbLpy5Upf8ymKgr39fcbjcV+Da5qG3d1dnn/+eU5PTzk+Pubg4KAfW97Bo0VREMdxTyxxzvGNb3yj/5lOBPe1115jb28P2ypkPwnb3z/gL//b/w6n5zPeefttjo4eszo6Qasw32k8CXOBqmITFGCSATpKKeuGj+494Gv/5Dd4dHTKR3cfc3hlj53dLQ4OrrCz60CEoYiNCcP5knSAtkFWy28aik3D4vEJ66Nj3PKAnemIyTBia7rL5z/7MuPxkOnWmOF4zOHV6wgdQZRwPt9wvtiw2lQBhTldUBYly5MzrGkQbS3GRooyiagHMbYqsXWDNKFxZDTZQirNo6NT8qLi0ekchGJre5e8Ntw/PyWOh0SDIcILrBfUDpyQDHZ28UC+Xod+Imsg1pAl3HrhBV5+7ZW+x6hqamxLOqibhjSNkQKSJMY2gaxh6hJTFdT5Gu8cw8GQNIrQIsCBpqqwxlDka6QMkHTVDhilTSK+/MUv8swzz7Czd9Aryf9B9kM0xnqquqZpDGVRhGjQh4kZUojQF+M9xoemr9I4CmPIq5p1XnI2zzlflsxXNXnRUJaWdCxRkUQKi5KQRDGpjhlNp+g4Jh5klIsZ6+NHfSNVkNlwdDOOLhKCLiMQfUbQ1RikUsRxTJalpI0jio8voIw4IssGNNZTO4nyQfBVxzE+TjCVQjiJRF7KygLhIkkSptMtzmYrjo9PyDd5K39fY3UdHpgookG1Ip4KayTW+0DlVgqBuMh2fMgWhGyHtHXNq+JCzsN3glTdyV9KIYP8Bxff9xcNtW162UvgX1IIeSLWsdm89yRJiCi7mkX3/260cUcD11r39aPNZvOxsdpds2e4BlMGg0FPQ+5outbaVqj3op4YRtQrsixDChhkWU9Fte0IhzwvWcxKdnd2A/xrLdaYlmmkgvxV02Ct6Tf92BpoqeGyZeO5tnm2+9vd34miIIDasQw7eruzrlVYdj1U1tXOAHa2d9hsNpyfz/paTkfnH4/HbO9s9/ppnbPpGok7B2mtJY7jnsJtjOHk5KSfmySlJMsyyrJks9n0zbGupcd3a9kd55OwKI7ZvnotBIuedrxLJ1HaBqRtndQLwXg6ZTAak5cV88WSh48ecz5bkRdFaOHQmoPtXZIkwfiQ4RZlmJprgcYYjLPowiFMEaAt4dAOYqnRQqGFBBvaJIWXeCcCc9WFQYlVY2mcx0t1AZEphZUKKy3WB8Hlxhoqb6kkWClwCrAW6RomUUQcpySDmtpBURuEgkQGtm3jHKJtabFc7MHOO3wL1Tsf7sHhdNI7pMl0i9F4QmNqjDXIKIxgMa3MUBfYdww5Y0xfc/W2HbiqNYqgEyp8aD8JfCl56RX25OFoxHA44tq1a1y/fh1HkHH7QfZDDOiDJAl4fxDmC7WxVpebeV4gKPE+aDTNyoKj5ZLZ+hxnBWXRPWA1aQJxDKNoQJrFqPmSWMGNG9c5vHKNn/szf44sGxEnA/7p13+Vv/d3/7PQWIXvC+G2bQq9QKUCPTrMbw8PitYRSZay3mw4PT3lc5/7Emk25MHxGeu85I033sARJqpWm5LZfM50e5etrW3cYISLMjwThNEMjCF2OavFKYkvmaiIyWSb27ee4+GjM+bzBY0JlOxBmpGMRlw5OGS4c8DjtcWK0LSqZZi8m0WSYayRjQVjsMbQVBUMQUlFkoai98d97EV3dXgULxyk956mrjvhj3Bj2jDiuWmFH5UQbac4GOOeKMsOH/T59vb2eO2113j48CEffvghp6enHB0d9WrfR0dH+FZZIcsyRqMRm82Ghw8fIoTg2rVrvPzyyzzzzDP9hgwEcdT5nMFgwBe+8AWMMZydnZEOh1y5coXt7S1efvkl0jQm0hqBo65KcJY8DxHg+abgrbc+IE0Uk1HaO8/zs9OgCHHtOlEc8/DBEVpKfvZP/UmkCozBzXpDU5kwMVZKsrarv7tny7IAPJ/73OfCdXS2n0ek29aEs7Mzzs/PmE6nfd+VEILlcskgG/C5z3+eqqxYLBb9PKJOMf0rX/kKCMEb3/0uj4+OQhNjHLO7G5zqO++8g5SyX+cOQhVCcHx8jDGGw3aMu/ehKL1er3nuuee4fv06b731Fvfu3eP8/BzgiTkjgChOOLx+g7PlhqOTU9ZFhUrDOPeqamhsCPBMY0mGCV/44k+QDVI++OAD7ty9z8OjY5yH4SglG2Sk6Yg/+2f/VV566WXOZnOKsuT09JzlasV7H34YeptWK6rVCXaxZjwcMBoMeeHqTa5fO2Q+P6beFHzzn3wTqSXbu7vU1nK+2VBaT249RmisUBxcv8V4a4fBYIRUGjsc0eiK+WZFWZXMzs/wTRkadWOFilPys3NsseLg5rOM9/e49sLLLBZr3n5wTNlYqJowYTvKKIxjXa8CI0yo0GYoZFDUkRKvFVuHh/zUz/0soqViSy2pjA0ajaslV65dI8syqkXe9nqF3sZNU+OamqauLmSAtAx1VGvxSiJbgoQkzHzLy3AMYapyaBX48pe/zGuvvc4rr77KYDjiP/3b/1mQWfob//4feM1/KA0Q63w7UE+0rJGWveXpYaSuD4RQ72K5CZFHXdk+Iq8t0EBtPKoJdEXTQJmXrJdrTh4eoaMFXijOjk/7KND3TBH4HpadvzzpsP0agbXVmIaqromTmNF4zLXr11ksN5wt8iAS27h+8+nG9zprccKANQjriJQiUpqYhETAUIUm1NPTM5bLFWVZYW2MQGGs6WeJ4HwbLXuaukLiiKRAtpuSaFUWJBcpSx+BKIXvGoQvOaRPnHifGV2QD7toRfRrJ4UMtaquE0G4Jyqu6rwPjKKW3h3HMXt7exdqyN2Ezda6DVNrzXA45Nq1a+zs7PQZlbW2X6OOOt6NVDg+Pu4L9LLNQIRI294uhVYSKcLsmvF4hLUNR48esVwsEDgO9q/w2c+8wpUrVwKU2mYOQQi2pq4rvPMMRgPqxnB8fISSmkh34yAGRHHQyZMiUPIX8wWeoNknRZhIW9c1Z2dneO/bWlm4BzqHEekIvCeJY9I0IUtT4ihuh/6FMRud0+peWqu+dtQ5jc4RdfUfIURfP+rGxHeZU9dvFAJPF8glSjEajdjd3WUwGFxknz8EW+oPwwQCpCZJB2zv7uO8YLXZgFTt97pR8lHY9NsMKkkHDIdjtnZ2yTc5q3WOMSEwPnp8RBTFbMow0HCxWAX9yHVBYw2RjsjihEmaoQXYumI9XzCPI8qywJhAwAmDMxfUzrEoq5DJeMFoZ8zW1i6DyRZROqRy4Gxg1JmmoRKCRklcEmGFxbk69JEZQ5QkZEqgkhR0TOOhAWScIGionQ8Bbito6S0gdSBUeIFUmr2rV9FJgq1Ktnd3GU63cM5SFDlSyfalw3oZ2w4tDCw/Zy2+zfSEc2ilaaRss6bQPmJME/r0cAF6bJ9r21K8fauAjpCkacLW1lZ7f4X66aYdIPkH2adLBzkoqqDSHakW1tKauulUqYPFSYbSEq1CJnO6LtDKMxxAe+xUDeQbiNKGxliK3FPVjjx/xNGDc04+mlMZw9lqiZA1UrsLCmEPV13U6j0hNQ3CvLJ/UKxz1KahKCvyoiIdDNg73Oenv/pVzudLfuVr36RarJkt5sTJMDyYXlDXJY3PsVIgipzIV6RbmpEesKt3GCrLQdywOD/mG9/4Jh9+dJ/5bIWNthAqYbPJUW5BuV6TDAoiMcA6y2q5IEs0g0mKd4a6LNDKEkmBkh4lfWATKUGqAxzl236hbkqj95cHbfjucUUFrK+F6HzghyiJtSEVjyNFEkcX9GrTSbM+GXPOst5sqBrTjx///Oc/3zvM5TI0F3ZjyDvozjnHtWvXuHXrFlUVZlc9ePCAx48fc3h4SJIkPQ38ypUrLJdLvva1ryFEUGsQWvPMrWeJtML7qF+/JImJ4/Azxhh+7/fewDQVw0zxx376K/z1v/7X+e6boVY13N5CSsW7773Per1B64g4Tphu7TCfLfjtb/0mEFhF168/w9Vr14MkUpaio4jGOT54/328d2xvBRHK5XLJw4cP+e53v8vt27d59tlne4KBabX1IqVwNglj07OsHx+eJGkPi3Tj3Lu602g0QkcRx8fHAP3XdnZ2+j6uDhrNsowkSfjSl74E0NeERqMRQghu377NarVisVhweHjItWvX+gyrm9L7JCzw6yTj7V0+/6Wf4M033uTR8QlSa4SgHxYn8Ogk43S2YAfJ1avPEMcZeVHz3nsf8OjxG6w3BcNNzt//pX8QWlim22HmmFQYY1kuVqRZFvrWJlvEVzyn5485n5/wzpuGBx9m7GxvEccaI4KU19nyBK8UIh3goggVp7z02o/zmR//EsuyYVM3vPfBByyWS5brJd5ZIqnwWYba28EWG6qlY7koWW1WvLa3x7XxkGS6g40SjpdrluucaDKlKSvWhUFGGp2NA8PNgfeSkCgoosGAL//JP8Fka5uyKtFaM9raYrNeUawWDOKMZDBgNJ4gpKSsKvKixNRhj23qMtSdTE2iNaMsw5uKqpBY02CsIV+taOqKSIaRLGW+wVlDY+oAfdqLe6NrJejIPGWeU+b/ggP6hBTESQSNaLXTgiia0oAIY7vBY73HWxf01FxQEbA+OCF8WDzXJktSarSKSGMQWJra9vpt1nqUETgpMC2ludtMIET/rpPHoM2Q2ozIQ6sBFDbywHaKidtpoqv1jLwo2N3dRaiY2aYmSjKyQUpjPY31IR2VgiiJ0d5jmzXGGYQOGP1sM6PYbADRssEGlGhqCMPc6prNZo1er6ijkF1q4Ym0IEs0ykcoF6NsjTM1eAOtBD20o8u7iZR99uTwlyY/XTyuwTFJQatxF9R6leiUviXCOWxjerWGTtfvSZlWmu2tLYQKbK6iKLh37x5ZFpQGzs/P+81VCMFsNuv11brIvRvqt7e3x3Q6ZT6fs1wu+0zh7OysH+bXqRJEOmobi8PalkVO09ScmRqcRQpBmiSMhhnb21f44z/zU3zxi19kazrhmRvPIKUgywZtL0bMbDbj8ePj0IhclsRxxMsvvUhdN5Rlxd7uLrs7O3jnWK2WSBEc0N7uTlAR0EErrMhzmrpGSUm+2XD0+HE7skAynozDkLzaYEzT91gFqC5Agd3Icu99m0UOgoNQkrhdDynCoMOyKHj33XfZ2dlhv81Ku5qQc44sTdupxLr/mbppWLdqDKPW4Wut+yjQGoN7Qr1ISmu2tneoGouQGo8ItY6WORYNsgCdNjWNcWw2JXFUIISkMZYsG3JweMjLL4fZPKEfJjBzV6tQhE+yDO/D6ATvHJvVGl/XxJEi1hGJjmnqmo13TKcTkIG52DjHYrViNBpz++VXkekAORgx2dpnvirJjaU0FovGqxgvI5yH2oZprVVtAkrjPU5pZJrhVGD1nS1WyLxERRlWKPRgiBIKZ/JQI2r7EjGevWduMdrZxboAcaaTCSpNsU14nhwgtCbNwrDHTV5QN4ERlyYZIFhWM7xtgoAqAq9aoVgRBkzWVRWIF02oJ1nTIJQC72haGS6gVVSJQ/3JGrRW7e+wOO/63rgfZJ/qkKSUZIMUqpq6NngCxPL/J+/Pg2xN7/s+7PMs73b27r599zv3zooBBjsIiStIkaEWSpQlyvKSshwrUeUPR+U4rlT+k0p/xUmVK1XKUk5syi5bW8mVSJQtg5JIgiJBQgA3AAQwMxjMdufut7ezvtuz5Y/nfU/3vZjBQARxU1aeqTPdt/t09znv8vy276J0gtKCtlMPsN7Hjc6ZLc7de7BNl/yHrZgFSmekacGoUGTKsrJ1JOBuligSBgxovGfj48zDdZuKELFfqZBYuoLJR8SI892GLUTHF4k36GA4JC8KtE54cPCQqjZcuXKFfLTmYFmRpAXFaETdOkTrkELhhWCQFiQozOKQWrSQQ9s0HN+7gwpdaV9ExJivJW0bB74u1Mznx5BkUHiC0hGqmUpGRYomoAk0qxXG1ARnEMF2G6cgyZJo876tCHuAwmlls90Oupae7Hp3zoVosSyi5BAqYK2nNRZ/GtOfKNAuSVP2Ll/Gh6iLeHBwwL1799jf32c2m3H37l02mw3j8ZgQAm+//TZpmvKBD3yA4XCIEFEtYT6f84EPfIAbN27w2c9+ltu3bzOZTAghcOvWrU7+Xm1JnXmW4azD+diOmJ/MOwHduwTv+MiHP8hoWLC3O+WTn/wEf+2v/TWKIidNNINBwdM3bjAajTrZqIvcv/+AX/mVX2W5WlNu1gxHI370R3+ExWLJvbv3uXDxIvvnz3NwcMDx4YI8jdD1p65Fu4w8TVm3LavFEtO05GnGarFkcTInhHjdfuhDH2I6nW69opbLFVpHqZ9evy+y4A15nneAnUmEb6cp1jnO7+9vScM3b97kS1/6Ep/85Ce5cf06VVXhurml6AJykiQknTzTeDxmsVgwn88ZjUZboqxSaquw7ru23ZNYaZpy8eLl2FoXEW5vrAfTgnMUgyEyyWjrFtlY5osVARnBCcYwHI25MRhy7dpT3Lp1m/v3HyCFRkhYzBd475nuRO+ynnC9OJ6TOckwkQyyjDYdsGnWlM2G8+EiQqcMxlMaa2lONpyfnOOP/sgfI5/MyKZ7vHX3Pu/cf4BVCicEViSIpADd4IOI4rWtpSwrnIl6mT5JSccSp1MqBw8fHuIDXLp6A69S0smMVleExuG9wFlL50PBU88+y/WXPhJnTEIw2N0FoF54tBCx5ZckjKYzVosFy/k8auh5GM0mJIlmeXwUhbMT1fEVQXfK5dYYqk1JvVl1HKwWvEdkKaIDIUEg0fHe293Z23Y0kiQKKFgbDUSvXrvCZDr+juf8/Vt2IdA0LU1jsLYT5hRuyzzGx4wFR5Sk6KVp+rlGgEQJMh3RRMGF6NNhHEonSJGS6jHGOo6XiwjFxGI5M3zvg9m2Z95n+d2MqWtrQUTbtMZQViXGWpz3LFcrAoIvf/krLDcls/3LtNZj2pbWesrWRR4BClSOlJpEewqluHz9GqJZ8sbLX8BujrHz26QKBonA2GgPsLI1NJannrpOPjnPlUvnGUx3qGQOUqPSFLzh4OEdUtGSypb5w5ts5geYak6wHWteK6SOKLsQ/LZCEtuPp9iN7TytC0S+Q7uIEBODqF0XqyYCjAYZiVI07ZNrucApyo2Oqd0HjdlsxoULF6iq6pEZxzPPPLMt8ZVSUUrJ2q1M0OHh4ValGmJrqocmO+cYDAacP3+eJMtZrVYRUWQNSZqwu7tLnuk4wxMCZ90pMkhEG4FE6y7jC2ilUEJxbm+PLEv5Yz/xEyxXK+7cvtvVpoEiy7hwfp8sSWjKkmqzYbNeU1dVBDnkOb1NeqI1F86f59zeHk9dewpjWtozqLW+Fdkj33oO0Ww225JRe9Rof0y+/OUvs1qteOa550jSWMn1lVAIgY9+9KNMJhMODg7w3jMYDDg8PKRpGjabzXaml6Yp3nuaptnOi87OonpVjC2q9Qmsum544623eOPNt/n617/Bg4cHqCQlywtSFTs1dR2H6Eol0QSyKDh37nw0dRyPOD4+5v69+5jWolXCwwcP2axLZpPpdp4CgmA7+3oh0KkikQmpzcjDAFtFg1E1KCBNeLhYYAPkkxmlCXzht79CNpqQz/YgydDJgKppqE1LuWmom4bNqsLaBm+igaRAQZA4G9BSR/5amqDShJee/yBZMeDh8ZyybtCDEbPxjAvPfoC6MazWNYNiyGAwYnbtKZxOaNo4k52XFRKBQxJ8YLladzJDAWMspjW4Ngq7HrqD2PL0PmrRSYl3NiZEzrKyLcv5CeVmjWujU6yWCiEl1sRKXXf2E5F+UHPMMa5zjO1NIqPqt2J/f5/hcPgdz/n7w759oGkNbWs4a/AmpUJJhQg95jjexL1AQCc8TegCUpFLTBuwRAtdYzyJylA6YZBOqNuWk9UqghGwuF436CzUGbYBKX6P7XP6uUoQAmMtZVVhXfQQWm/WNMbwta9/jZPFivPX5iTpgLSYYn1LY0uSrIg8BmGRwpJIyFPJ9WuXqZcJX/jsG9SLQ1R9QJEoJkXKcDxjOJ6iFy0Bz7WrV9i9+BQXL+yTDKbMW0Bq0qJgtTzmwcO7ZMqQK8v9O++wOLzLZJCQpbH16b3YDh57he5H4N/i1BJenHnfHfI4GnBB53ILfXUsgFGRURQpy6XlSUqSCSFQUkVBWNg6wM5mM86dO8d8Pt/Ck6WUXLt2DWMMN2/e3IIWrI03yXK5jFnY7i47Ozu8/fbbtG0bZ0biVAh0f3+fqmlZrdc0bY0xLRfO7zMeDdndmcTWzHqB866jAchT7paMcipCRECIFJK93R1m0ymXL11luVzxxS9+ifV6w3K1Js9SBkVBXTfUVUVVllRlSV1VpEmydWPtUXXn9/e7+deIuqmp6noLFOg5Gn01EkUuo55fPN3Rd6YoCubzOVVV8du//dvcuXuX8WzGZDLh1q1bWyLr3t4eH/rQhyjLksPDQ6bTKUVRbBWqvfdbqaAsy7Zt06IoHpnJ9gnCer3eGiM+iVU3NW+9fZNvvf4Gr776Tdo2SlANRkMGec5ysaBtmq7CS9FJQpYX7O7tc25vj+eefZq333qbtm4JPpClGSdHJ5i2Zb8LwlUVBVNbYzuisEJrico0ic1IMWTSI61DFzkhTTg4OiYIyc6FK1Q28Ntf/jrpYEQx2+XaM89x+frTmE3DpjJUVUtVt5TrCmdbRDCxZYwEL/A2oLKEPE1QaYrKM178yMeZ7ezyuc//BrZx6MGQ0WTGsx98icWm4u7BMXvnL3Hu4mXqxtDaqHhjnIOqjsRVBN55lpuSREqKRGOti+3gusW2DZvFCvBMhhmpVkgBxsaWdNvUlJtltB4qS0QHxFJJbOfVmzUheNI0tsYbY3Auuij3q6/EI/k64dy5c498/93W+6PsBFGWRouIwQ8idoo80Ve9q15kiBmjDKeTDykFSaogBEzpsM7jAmSdtpxpHdY5TjaLiPYIsQJLlUIIhxSQaBE3DGs5rYO6AqzvAYru865i8CGiAs/t7/P0M8+wu7dHmuX8sZ/6SZbrEidT6sZycFJS5AMujHdojaM1jkRLEi24cnGHnVHO+f0RYpbwZ/7Mn+L+rTf4nX/xWYSMu//R8RF37j1gsHuFp5++yKVL5xntznCmxm6gbqN1eH1guHP7bb76lS+R0JCIhnJ+j7ac8+lPvMRktBuFNV2P549EYH/mWG7ftwTpTg33BJAmopubyajSOygQQiKQLBbRMuH8uT12ZhOOstgTf3IrBk2l1NaUr0d3vf3229uNs+fgNE2z5SKFECKZOEm2TrE9kq7n4Ozu7rK3twcQiXzWcnJyQhCx6srS6BqcJkkHzY8Cj8G1DK9e43/7H/1HXLl8ifFoSKJ1dPbtQAZtU1PZDUmaUpUb/tbf+q+5ffsON9+5FS0thObG00/zyU9+qrNKMNHGWkTRTxEcbVPhfeDk5IQkSdg7t9+BORZonTAcDGiaWMU1dQR07HVtl7Y1BAKbzQatI5z77t27zOfzLZfowx/+MC+99NIWrXf16lWSJFaDsZqK3Kx+FhRC2FZHi8WCNE25cuUKwNaOoreryPOc+XzOZrPZBvvJZPLEDPrmJ3P+5T//Zwip+OEf+kHefustXn3lG6zmlkousc6RZxn/+//kf8e1q1d5443X8c5zfHjEZDTi4oWLDIsBF/bP89WvfJlvvvpNPvbhl2jqdku2X6+jqaI9k6XNlyd86+5tqrqmblrSNCcZZqQ7nQfcgwc4HyikpHWBRd3y1KUdPvLxH0BlBcZCUxmaTUtCgkyg1Vn0MOuFjtF4C27TolRCUSSY1rO0LY0VWDReZTiZsKk3WNXw4HiBV5rRzjnyyRSdD/CuxNiAzAZoHTlQIjgUUTKoXm3QAhopacuKEAldne2P6PZzh7eBsiyp64rDhw8wbUNblVjbbtHTBI9SSZy3hag9ao1FCEizhNApl/Rcz01ZRsdnY8iynKapMeZ7nCFBx4eRnTNiEFH4rxMjjcEooHvxmp6AKWIAy7WiNY6mddvNVevYjmhNiQ2esjMFc/gY3YVEduoUSolHXAfj6sme79Y6CFsJi8FwyGxnxmA0IM8HvPDiC2zKmpNVw8lizdGyIsszZjs7rDclYVORKEGqA+NhznQ6ZDBISQK8+MEXKLTlq19IUCH2a8uq5Ph4ydP719jZ2WEyHkWARFtjWkvVxOpyvl5x9/bbvPbqN9DUJKLBVccIW2E+/AxaxRmR83JL8vV91XfmLfbcq0d4saLTohWiU91NGI2GJEqjlcK2LaauGQ0GTCcTmnJD+4QyXOgL3LC1oOiz/gcPHnBycsLOzs62jHfObVtOfUuuaZotCXaxWMQ2XEe07dUezp07B7Dl0CwWC3SSkRYRbhq83LpXRqAEaKUYD4d85jM/wng8Is+ymPCEaLwmEaybJVVVUhRDVssln/+1X+ONN97kZLmKpMPBiCLPu2suEmm9s3hnIirJttSV7KwPThgMhly4eDGSzOuawUCiVU4bouai7d/XdBrtLjabSA4uS3wag8pqteLOnTvb9/v0008zGo2Yr1b0LrDD4TASETtycY9o7IO+6wi+ZVlulZl7GP7Z6idJEuq63p6nPM/J83wLwf9+r6oqee3V25y/eIkf/MEfZDk/wTtH07Y0zqGSBD0c8BM//hmef+45/tv/9gGL+ZzNeo1pWwZFQZFl7M52uHfnDrduvsN4OEQgtgrmsrvuok1LPEbHi0MO5oe0Xdtpkml0WiDzFJmlOCEwAgxxRmOCIBuMuHTlGuuqYVO3mNZhGhOrLZmQqqRT3lBE2LFCOQiNQ3pBKhNc21DbSK5trcd5gQsSEwTCetZ1S1Ik5OMROisQOsELhUMgk4QgFW1VxzGKkFgXkw8boverN6bn6nR1Rkf2954QXFfdb1ivFlhjsE3dze17Ev+pxfnZ2XbvHOvxeBFi96wDMB0fH5Nm2bat934I3++iQoqQ5CDixayDQAVBkSbkna5SIiShaSGEzo8kOgsGAsZbqrZlLSvWxlK6qEztvWe+XFBWUcHWhYCJUAhqv2KgA+NckqYy8kegl66O4gOyc9WT8pRB2gXD1rSsNmvefOuteNM++xyz2ZTLly3WBT4wyHn75l1eff3taH7WOnSakSQpKjRgG26+9Q3uS8/RSCBdxfL2q/hmzcc+9mHK1ZL54QOmTNBZRlmteef224wvXSfohC984fc4Wm44XNW01lK1Dev1CZvlQ4YZ5Dko7aM+Fy3BVTjfX6xx9coUnVtUPBVnHmdPj1IywuorS5FJdqdR0fjihYv8/le/ijc18+NDqvWSg4cntL2M0BNY3ruIgBNxY3748CG3b9/eKhb0hMx+brG7u7ttHfUto/l8Hj1nuoDWD9uttczncw4PD7dGc8652ILKC4rheIuys6Zl1cYePiFw8+ZNZtPpdkAviPwbZ8026H/ly7/Ha996jS9+4be5d+8Bb7/9JnUdbQUi2q7ilZe/wdHhAUmSodOUO3fuMF/Mmc6m5HnG3m4EGdy5c4crV69y+cplBBF4cnJ0zJ13bvONl1/m/v37/OhnPsOlS5ehY7SHEKjrmrt37rC/f46rVy5DiIoU/RxnU665/2DFYrXZzo4Gg8FWDaO36mjbdjun29vbYzgc8rGPfYwkSbYJQW8L0mvVLRYLptMps9lsi8zrte2exIq0hoCpKx7euUNTbhgPh9SbNW3bMBwNGeYFr3z9ZQ7uP+BXf/mXsNby8Y9+jNs3b/KP/+E/5OqVKzz37LOM8pxrly7x4MEDlssFd2+907VVo2iuUpJgXSSCbtZsypJiPIit1dZQro752uuvkGZDRuf38UFxsimZ7Z7np37wJxgMx8xXG+rW0rSWtm6xtWE0HaNSQatTjPO0dUlwgWBBOVA+MEkLLsz2OD5ZUFU1X/ji7yKV4o1vvIxMUj76x/5nZMMRajDCImg8rMuWZXWA9VF+rShioF0cz2nrGmEdwVjspiQRIsojSUmWD3BCEkyLLiSEwPHiFnW94ejgkLapaTfrjg+n0VKglaDeGExrMFLh+hZ3r9bvPbXz2/mw7eZQX//617h9+xZ/4k/+KZ599jmuX7/2vUsHwaPtMEJA9k6riWbUByQXp+iJjO2RSVHgvKcyLcI5rJA0IooA0mVrTdtStw2m+9VOdJLqeDLR+bhv1Qq2r2Z7sW7BE93BOZsJOudYrlYcn5wAsfc+GAwJwGg25mS+QklJ1basqmOGwzGD4QjVxbem2mCD4aS1CFuxWZxQ6MC1y5c4PlSsF0ekPkp3lNZFa/K6QqQb7t69xYPjBYeLCuMdjTN4W+NsTUgkUiiE9J0gYsdw6yqircPrFrbQedGLx0MRPep7eyD6GUhv/X358iXefvMNtBKYtsYZQ1VWtO2TGyKFQKc9GBOasiw7PbfpVpomnMm8eiJnlmXbjL5vM/WtgCzLtp4+xhjW6/X26z1wQnbPVUoiCNSViWZvrdp6tDhrzgzpxfa67G09qqpkMZ/zta99jZs3b5GmevumgncYY5mfnLBcLLcyKQ8e3Ge+WLBcxnZYuakIIXDnzl2UUixOTpBSYZ2nrmqqqmYxn3N0eITr2h2EMyCdELpAE9BKk2UZo+EwCl0KWK+XsRXSthhrIyzXOZaLRTQR7NxN3Rk30F4NYjwen9p5nPGc6gm2xpjOqC4e115fLzxBZrUMAds2LE6OaeuaRCusFFhBB1MOHB0eYk3L0eFhTHadZbNe8eYbr5MlmqevX6d3NnWdHE5VxTmfhK7zo3HWYNoGZyNXRSWSrEgpzYbGGE4Wc5Lccm3nIlplaG8pRmPOX7yI84KqjuadIYRtxeusRRJBMxFAEL3agvUIF1BE4eRMp8gOSXj/wSHOWdaLDYOxZDgckw5H+CSNLbfOjLFxLUFERLHuWmnWOJq6hTYiEYWLckJCBpSUsVKTBi8VWkazwLauqcpN9GhqW7yNyiNSnXndxGLgLNq3LwL6Pau/dmzHHZ3P51u9RGB7336n9V1o2XX2BkRJJGmBNjAsBLupJmkN0gUyH9ABMqnQQlAYhw2exIMzjmVdk4bAEAhtTVMTy9MQUEWnv9R6ggQS8HhMDVJYlJBdb18ifUD6gPFRZRnn0almMBzTNjW1WUWzrDSlaRoWi1Xn8ijIixznwRiB1gVPPXWVV775Or/1L3+bwWjMYDThw89f4+qFXa5e2WOQKezyPjpIXrzyMaajjGeu7PP6qy9zdHAPL0ta78iTDCcybt+5ib1zj/t3bzJfV7Qu+tsnUhCUI80FaeIReLIUUiXR2iGkRckMKaLqcl1VW74XAZTSnVxMPLE9cMS5DlpvHVmWcuXKXuRbLZfsTKd8+lOf5FuvvBxvCpGjtSTLBOo7mzb+oa7ekVTIuMk9/fTTXLp0aZu953m+VZzulQT6SqmvkHZ3d7l8+fKZYB0DdH9x95DxPhFpmgixRSgm4xHj4ZClCDSNIASHkoKXXvoguzszptMxRZ5CiJp1aZZDcIjg+dEf+zE++vGP8+orr2JNw907h53jrcQ6WJQlolN+aOqWuiwxTY2SUYU7hJb1Onot1bXhzddv8vM//7cggHWeH/qhH+JHfvhHOH/+AsZYBsMBUbOy96xRjEZjXnzxRZRSUSZpMefk5CS2ogdFdBVWmvPnzuF9YL5YAIHFyZwszwnOkyYJeRp1BAOB9XLJYr7gN3/98/gQeOmlDwGCo8NDdnZ3ef7558m7zaNcb1iezKP0TppGxYEnhNIUwSNdy/zhkrtvv0GSaLIkRQ8LhlnKZlNyUFW8+cZrnN8/x43r15AyKnKslgtef3CPvZ0ZWaJ541uv8blf+ZUtv21Q5CRSxkDea/45R9s0SOW4cHVCmg9I8ozVckUwLS0lzsHJYs65C1f4N/+tv4D1gnsPjmkaR1lbdnf32Jnt8ubrb/DgwX0OH9xFCZiNB4jgMLalbSrKxQkCx3g8QQjFpmwoG0dVB+bLBQjBxz7zU6RFwbfeuAk6IRlOSIqCYjLZ8ibrusI5x6XzVxgUA2xjKFcbzKYkU4r98YiB1oyzlExKcqUom4bGetbrJW1dcfzgAXWz6boHvkuKAqZpcHhaYhWkklNuXwT9gO2SSa01QkqMi9ZBkehtO5R2TVVteOedm3zPjrHbi4OtNTudwwWpAB0C0ntSH+dIaQhoH0icj0g7qUg4bb8IQHeWt0EIfOgBCoGgtr88dgpdB/Om73eegu6EEEh6D7/+eWL7aoUQWBON3Xr4t1ISITsdPilI0lOBS2stVVWiJQyLlOEgZZhpghiRYBinnvEoZzwZMZqMGI1H2ACN9VgrOohsQIjIBdIqysKLruJTXS9WS5DSRz6VghAcwVuQccPwPoIZHq+GtsKHnH6rz1N78c88z7atLuciF8OHWGH15n5pop5oQIobdpSt7yHgfRXU//vx6ra/oON7k9u5Uz/n6Cun/md78dUeqSdlbzAWyY5t28brrheG7GSB0jRycOKQNvbd43UkCYQ4i0sSnnvuWaqyIktvs9lsWM6P8D6qNgPgBc4Y2rqzb/anZ8dZE5sLPlDXDffv3Y/XqRAcHhxy8PAA1QEuIgxF0DYNdOjEqE2X4Lo2iLMuov+kROnTqjBN8ihT1c2MhIgivqo7PmdnQ2mSbvXsgnM467ZVqGnbKCHT/Q7fVUq5z0/bmk8IphmVRQy2jW000QXF2EWJVaoP8PDBfbyzZJ1o7ZYQ7T2bzYaHDx+wWq1oTUvg1ETOmKhK3RM7fReYhIJhkUcjwG6eiPfRAdX5OANPMwaDAU3rtzNrHyK0uqpr2s7uxAeHlwLnLSJEBZko4uo7N9YclI6sGamROkXIuLkPpzskWc6d4wUOg3SC3AVEkuFFpN1opZFCEZzHtgbTGFxrO+EXSaaTqHRPFFj21uKNxbWGYGx0qzWxW9BTeGLTpauIiOCc/l7uZ0f9v8/SALZzynAqbNx9J45vrD2zR7/7+q7EVRMdN3HVPTSQCxgISERA40mMRYVA5rrWgkyQWcrOcEBt2m46FB+7eztM93Z46/CEVdPgjI+/uDj9AymKCQlKa6TWka1NwLURQZcOEwJgXceVatuuLSFOlaLLkmy5ZLXasNlUDIYFQkraAImOpK/9/T1+5Ed/iKPjBSfzBdevXuDF566RSUemJc+8+GFUaHnw5ssEYTG2ZjQe8oGXPsj9h0dkDw556/Yhq+Wapz94keFkj4fLluPFisPFhrptOFkeoxTkuSbXnjyJx1DJQNuUVNWKYZ6D7llH78Pz2II54qYxHObkebFVLgjdzOJzn/sc9+/fI8tS2rahbRtms/ETQ0lBRP4lSdLxPdhezI8P2Hvk3Fnh1F7Prv+5vmfdP6efifTB66wP0GA4YjKb8fD+A965eZNLF88zmYwYjwoEcO/uLSCgdQwGtq2QWqF00t1pClOWeNPyv/mrf5XWGF77xqu88frr/M2/+Tc5OZkjRRPnQTJKaW3WG2oTsB4mE02axhDjXGC1jiTI9aqmKHKmkyG/+9u/yxd+40vsndtlOp3ycz/3c1y7do13br0DQvDCCy8glaQxEU57cnJCURRcvnyZYpCTpsmWt1RXLc55ZrPZNtD3x6bfMPpg/fTTT+Oc4/r161uh156MOxwOH4Hb98e6P09P0srcO0e5WmBbQ5EoMq1IJWzKKpo9ZlHB/dd/9XMMhkN+6id/kjxNKMvYwr1x4wYPHj7g5//r/4pEKT7w4otRlsn7OPs7OopUgizj+Wefoa4DZbkhG2uuzHYxDqyHhAjmCjagU8mzN55lPDvH6996E5XkDMcT8gEMjOfw8Ig333yTxeIEdGAyHseBv20wpuZksyAER1KkJHlKPirQeY7Pc4YiJx8GssEUISVZHr2gnJVs6prFwzn5cMhoVTHb2WW2u8f53chROzk8ZrNeM394jGkaLu/tMMwydkYjgjWYakPbNPi2pVrMaauSIssYpAmKEGHdwXdBKSZbAbcFT21z2H6ccOYe7dvK/X0KMRj1uotplm1nxv29+l7r/QMSPeelf0GnL1ALQSIEWggUPrbTiO0x6X33iFDw/mcUkGcZw2FBlmvSRiAyCUoQ8iiSY3Exusskkl67qK2E7GYuURYnEPu/ENnL3gcQUdDU2ihH1G9kQsDJyRwhJaPOC6euKvI857lnn2UyPWJ8eMJsNiHPNK5paFvHcnlCKjx5kZEpEUUERWztxEeB84G6aQCB1vEmkV1FIAUkSkXNOmKZK+gyadt2J7DXq+sObzh79PtqKbpjcqZ46sNSlEQ5Fb0MwGZTcv/BA5xzDEdDXEf829s7R5Z958HiH+YKISYH0odHNkfgkc/7f/eZfP/5WSHPxwVFzz7gVM8wVr2C4MO2fdtv0Nba7c3krOX+vXuMR0Nmk+GZ7K3jgPWVZ5YRfODKlUsQPD/8wz/ccZwMhw8Pufn2Tfy6pq77OU3/iO00KQOEFkEg0VHgNXQAgfW6QqlYod+7dw+tk20Q7yVXYlUktnyhpLPOrmvHar3GWANBxoz5jPDs2cz1bAXaB6aedNyvHurdn6eeGPtuv+dJrBBClL1y8f17a6mrJqIRvUcrRZLoTjZKUHWtbtu1jYIPW+i7yiO/rKxr2roBKdFJEo02hcC4yHxMsyyqFBiP9BFRrIMkERp0Sp4WTEYTRsMJqChs6kP0VWraFmMNLnhciJVCY1qsM3hTY12LSDSpzpiMh6RpQl6kyA6tlxYFutCgojGfUgkoxXQ6I81bdF6T5AWD4ZgszRAB2rrGG8fi5ITNeoOWMlbciF5FLVZG3seK0pqIiks0bScW652J1f720SHqwikiL/QE/Uf2qPBIgHn0ujj93BpD0zSkafIYHuDb13eXKsf7E+cjBwYgkYJcxYdyIt7A3sUgFDza2ah/17ZgLd1oqOunjtjb22U2S7FSk0xz0JKQQGMM81VJrhOm6ZCybigbgxKCRCqksEgR2y5BSJIkbu6mqiMUvFP9jSrc8cUWRUaaaH7rd76CkJIf+qEfwJmWw4MDnnvhA/zYT/wUBwdHHBwesT9oKZKWw/mCulzx8OYxozzlBz/xIRIJTbnCepBJRloMGYwtrXHM50ta6zpvkq58dRYRYJgXCCyCFhnitldXFbaNyrdxsBztPXpFA7aE43fD1p05NSFQlg0hiEdaVodHhzx4eJ/peMSVq1cJnX7bCy+88MQcPwGcjYZuulOr7r2J+tVn8f0m2Hvz9BtyT6TrN8WzgerxgNQHHdH1NuuyZFAMGBQD0iTeOIuTOd5ZUq0xbcvnf/1XuXrlCj/x459BKkG06Y0eK0miY3ugg8s+de0q165e49Of/jRBSFCaz/4P/4T/7P/0f8aaY+YnDTqPjgBKBiSB4aDA2sChrRBSMB7lhECnCRaDwWq1oiw3/OZvfoGLF9/ip3/6p9nZmbFZbzowiCNJUy5duhTh5cGxWCzYbDa89dabbDYbLly8wqCzMO8tKPrK5izkO4SwPQ87OzvbANO3Uc/CunsPqrMV9ZMKRhCDtq2iskiSJTSbinmzQgCJgKLLvtebitY4Hjw4IEnmLDdr5vMFb799k49+5CN85jM/jhCRE3jrTuRxJYOC3SzFdSKhi02JVorZuXO4doObnxCkRghNETRjXaCHOwwme1zcv8xotodRBbXxnGxaVusNRydzXPAkgwy/gsYZ1icrvLM4W6O1ZHdvh53ZjGefewYE+OA4OT7mZD7n+s4eu4MZ8+UqCiNnBSpJeeGFD0QfpABCaWSSsakqNlXJ/dv32Ww2zI+OsG3L/s40imCblmBNZMc716npxCR4WGToYc5rr7zM/OQYK8u4P3WIOTprCbqEJObAZ5VzTkFXZ5OVb18RTr5aLzk5OYoGgN1o4r3Wd9Gyi1bbwgsSF4ELSYBURxXpxIEiiqEG0VnY4rEd2arZeNo2uqT2m7XpkC54h/AeUxuCFDgV1buHCYzzlNlwgjEnuLZEEFF3iRKnrR1CJ3n+KEY+0Ql5h9Jqmoa2iQaDouvRQ6ys8izrpP5hOCyQcpeRWKK95803vsX8+JAf+vhL5KnmN3/zCxSZ5tqFfUzT4JHs7u2zc+4ycnCO549XIAYcHy+wrSO4gGktrpOpscbR1mtcCj4LnaBsDDxRRuRM9rmtiB8dGvVV1DbLEKdfi2TgOH/ybYtzJhI1VSQA9gZb9+/fJ3sfpMsf5hIdYk7p03ldn333c59ejbqvZvu50NlM/2w1ta0Ez7T/zn7sf7+1TVT3TlII0X1VStW1H6JVyNHBIYv5nNVyHmcIpmVY5AzyjNVqjbGWT370o+zt7THe2Y1M9STZzjKfvnGDn/1zf45XX36Nb77yOk+/cIPZuRm/9qu/zuHhIcPBgBBgNFrjQ1QysTZEpGOALNWdDiM8de0pbtx4upMJitVcnHmIqLRcliglUVp2QVuzu7vLcDgg0XqblPYoL4hVgiB6bdHNOayJs7hER9kcrTVZmlLkxda9OHTPVd350CpKxsTf832/bLarvw+UlEgR59KDQUGe5XGIbgwQeXsHh0eddXxKQOIC6DRnMtvFd5qGMs0JKqF1Ud8xyaM4be0i6k1aR+IsaVB4G+8d0zic8Tx3/Vn2Ll5lOt1FZwPK2lHVDcfzBXXTYryjKjdUVUlrGoSW7Ex2osio9FFKahD1NYPWEVkcBLIYkntQWQFSxUDUdXsCgiTJsN5TN020qmgsVVVRlRX1pqQtaxQgtY5dKynJ8jxq2TU1WEOw0X07HRb4NlqpNG1N09bItFNc3lZF/eenQei0j3P2vIRH5KWgD1Ch+16cqZ0cn/BwFN2H30+27LsKSFmqcQS0tSQE0gB5piNShThAbrSMqK9OndsES9N6TpqWyjtSoCH6e0TZ85JgLVhHtXK4AK2PHJ3dPcG5ccGFvXMsVxvaukFlGVppUh0HwqarRpwNnV5b2GbPeZ4xGo5wLnJgyrKmrlu07De4qKo9GY+is2vbMhkXnD8/RmzArBp+57e+yJ133ubf+Td+BiUC/9f/7P/IdDTg5372T5OlGalOeeqpG1y/8Rw/PD6PVQX/xf/9v+St33+FtrExGFctPniyXNM2LcdHJwxyyWigCK7tvJAUQqgYVHx8L30bbzsrCn275NGWXq+X6gEXosCtdxHGaUyLsbGFUJYlvtvwl6uIQnxSSykVYco62QaV3hW1bVvW6/XWRqGfWQBbXtHFixe/bRYC3x6UHl/WWpqmJU01aapp6wjBTZMEITRtEzknr3/rdebzY+7efodys2Y5n3P1ymUuX7zIG2++yWq15m/89b/OJz/1SYrZrGspRu0zX9d85KUP8bFPfYpf++Vf5vOf+xw/+xd/jhc+9EH+wr/x73Hr5gHTyRSdSJbLFW1rMMbTOktVtWRZwiDPqJposPipT36Sj3zko6zLSIhtexZ8mtA2hnq1pBjkDIcFWisGg4Lr158ihMCD+0dRzzAAPpo2nq0cte6SHh+2nCJ8nMOlOkFLdQqWkKqrphxK6W1y0AMl3qfr8oe3egATEeChlUdL2JlN2d3d4/7Dg+iPROwuvH3rDoPhkGeeeRalM1AJxXjKuUuXuxlZjR48QK5L1sslznny8RRrLcfHx1F41limCgY6wViPNZ6mNLTG8YmPf5obz38QMT1HbQN3F4fMlxvu3LsPUiLTlOOTY44e3CefDMiGOZdvXGMyHVMUeaQfNHWcY6tOA86DGk0YDycol+C9JhvGjkmfbOok6ygbi05kwFBVNXXVsOnunyzVJKkkkZJUKqbDAcEayvkxwhtkMOSDnOlgxPHDB5TliqreULcbCuWRMmwrJOF9N0N693vrLC3l7P16ljTrvesSTcfdu3exzrKzs/O+88fvrmXnxePtxa2VOSHOiqrOxM8Qv1Y3NeiEfDaJfdvNOrKagbJuSFcbqo2nKeOGKiXMCrhwbodPfvIFzmUzLhf7HB3NeSfciX9QhCgAGKAxMYj5Xmi045IED00TN7pBUZCnGVmiGQ0Lbty4CkJijGS1qrl39y7OwXA8pdeLu7YrGaeW6XjKcjThX/7LL5JqyZWrTzEdDREqxVpBUzdUlaVtA7pxCO2Zjnc5d+4i81WgrqPGnPfgFSiRMh7OCL5ksy4pUolOc5rKUa4a0qyTtOkq5T74PPKxf5w2drfnwroogxIPv0MqRZEOSRON0j3KKiC1ig67T2j1Vap0/rEsii0JM+v4MmcrnB5d11/oZx99u+7dZhr9c+LvHEAnDxPbEAGvY2/dmlghmU7sUgpBlmZMpxOsNRwcPEQAgyLnN37j83zr9dfYO3+BJElJ0gzbGtaLRTSL0wnvvPU2t27epDQVO/t7rJYP2dsrqMo1PcHV2UeJzlvrcudASI6Ojrl3/363UTmqukJpTZ6fohKdddR1gxBnAnKgUz5nC4XvW3VbxF03W+rPyVlzxG1n4Yxb7Vbb70wwgkd9x77fK5Izo5VEWUdYtvOwWm+wAcqmjXI8MiYJQqexlT4Yo40DlfDWrTt89p/9Ek8/8wyXr1whn8wYWo9TSUyENhuM9XiVInVGNtaIumK9WRFUiko1SW5IE08ynCCyAfcOTpiXFa/dvEtpDFaqTrwzMNrdJR8Po/2LEttq2rk4k0ySWNmpNIvvx9rO1whaa8HUWwBQVTcEBGVrKOuGu/cedBwfH99vEAyyjGGeozpe1mw8QAmoqw0yeAaDnGAltrEsFwuOH94n2BYfLCpVpFmKFFVE0gUfgQ0dL/J0YMRps+aRKum0bbcNSJ0wtEB24wfParVCa01dVxTF98hD2qbgXhC2gSl0ASm2zAiO2gdMiFVQCAHVtmRJwnQ2RS2g3axpgRYo6xq93lBtHE0Z/0ySwnQCT+1O+cwnPkUhCoYMeO21N+It3P0tLWMZ66sW53sPJInoLsrgA20dtboSFUmQWaoZDXKK61ewHpZrz2pVcf/ePZrWkuQD6qalrluyj14mvzBiNpmyGE/40pd+izzVXL36FJPREClTTGvZrFvKytKagGgc0jmm4x32zl3k9r0VetMSrMB7cAZ0F5A2q5bVpiZTOVpmNJVls66RcohWvquQzlwBXTQ6mwicDUb9R2ujEV4P883zjLwoUFJEbxPZwfafXCwCTof3fUA6+1BKbV1K4bELu0PUtZ3u3tm23eNgiMc3yMhRyiiKIYvFnPVqRaIiPyUEFVsl1kQfnQ7hJ4Uky1LyTFNXJYdHS4o8ZzjI+cIXfiM6q+oUrRKK4YimaXj48OFpS0nF4Pl7X/0dHI7pdMbebhE3PGNpqpoQINHZVv8xokE93gWEjL5O9+/dIx9EJYa6rsnyDCEmnXyW6OZqniTRaK22QXw0HiHFKam1bdtHgAxwmsX2WerZ2V2PijobxM7O984e2yel9i0kJEkkWpZ1u90Kl5uSTd0QpCYI2QUkCSpBJjnZYIhuWoJMuHnrLjdv3+NP/UzGlRvPko9njJBYqRFVxeFiFdunOiFJU4bjMe74mPXRnGygSNIBSeHJPCSDMSIruPvWPQ5OFrz29juIJGG0t7d1HBjv7TIaFrR1ibUGpZNtwqiQpGmOVBqV5CAsra2BeJs3psE2LUkWb/LleoNzHrmp2GxK7ty5u+2eFHnBoCgYjkbkWQ4uan9Ox2NCcDw8OUBLwXQ2wTbgbcXxcs7B/bvMJkOKPEMlmjRPEbbsgpHrqqKu9xK6Tl4HxHo8ID1yrsSp7Q9dodJfJuv1GkKgqSus+R7VvgnETN+C9N0GGyK01dBtIEoScgXKE2xEoQWdYfOUUgnWEpaAV5JUx/5mUQyYDjXSC1wbkAHCHOY3j/jy536dDzz/Es9+6keZTScUeULjesa66FoTXW+857iopJN+iSgqJSWT8YS9vT1CEDSNifLuAgaFoMjVFkE1GY8ZDqPboTOO+fGcT3zyUzz37DP81m9+nqa2nN+/jLeWr/7+K+RpwXg4pTUCH1Lu3j1mXT7A+4TBYIeytKR6yF/+D/7XHBwe8Nlf/B8w1iBxDAYzZpMxm/URJ4uSQEqSjKLyr4sBybuwrZJ8OFMxBbbUlzgQjZvKznQEEPvWSpHl0ZLddpl3CALXRH5KlkYE2pNafUzdOtZ2g/J3Q8m9GwKv3wwfr4Ie+RvvEpBsJwNjuhnVeBhvQmdbvI82FXVdcnhwwHq5ZL1akCaaYZFFjcYAq2WFdxWjUUqepSihOuJlREWFThcMAbY1hCDIxwk6y1kuIszXdi1lY30HtjAkOmF/b0pVNVR1HZWqdcLXvvZ17t69x4995jOMx2OstkgRfbaEhEFRYJ3Fedux3jNWq2XU/hMpyNPZ3NnKsW+RvtcxPPv1swGs//dZOP5ZWP73e00nUz7zmZ9gsVxz5959Vus188USoZOoVKFTEJJV1eB81H5blg2vvnmT6WyHn/7ZP8c7N2/y6jde5uU33mJhHDeeeZrJ7j63Hh6x3NTIwZgkixyv1lqO7x9SOMd4PKNNM0yScv0jH6eY7vKwajl65zYPy5pSKPaeuo5KM4azGca21E2FSjVeKvLBECVgMixItMJ3/DDfeFywGOqoSL8po+i0CySuRHuDajQhwGK1JAQYDicIqSJgRUZQkBQSJSRpkiKF6CodQVVuwDsGRUFwlsX8BNNUVOUC4w3ZIGVTb1ht5tjQIlMJri8s2CZL3dk/BfWG2IQ6e+bP3r++A024rZJDiEoPMnI/ERG89T1LB3XBLm6EofPpCTGG2kCU2lESUtkN4ULMWvIEn2oaATWCimhDkWjVQaMTBpkiGIUjIDyoNtCeVNx57XWunrsSN5EsqjUbZyIxLcjtpiyFiGmUkEipoiSHi8NiJSJiaDAYRLJa1TDsvIayRJCmcSicdFj53t8p+DnVpuTqlau48+f5rd/8TYxpGQ4nbFYr7ty5z2Q8I0smWCfwQTGfrzk8WoHQFMUY03ikSvmjf+SHeefWTX7xFz8bq0uhyLOc6Til3CypKgNopEpjsHFnZkg+tu+inFDc/Po5Ur/LB0BIwWBQRG0123bQ3wSIbR8RWcAYF+GzSgskT26GdHY9rrTwbgHp7HOklNsL+DsFpMe/v5XC4ZRIq5Mou1Pa3oogRStNXVaUZUlZllBkDLKkn9jSVIa2dUzGEaUpiNDqLcSkOx+iSxSc8yiVk2UpR4crNhuDibxYkgSkjCRprQWjYYG1jrJiC964ffs2x8cnfPrTf4TxaNwlW7FS1DJCnON5tVv1b+jEQbWPSc1jwWh7PM58va+AHj9uZ5/7roTHJxiMAPKi4Lnnn+b4eB4DulSUVYPQCagEpdOIdqxtHB94gWst9w6OGEx3+cBLH6G1gddee4OHRyfMq5YL155ifzTBBEHtAjLLEc7hrac2jpPVhlmaMCoGGKkIUrNz5Sr7l5/iYWkoyxOWrcdJzXBvhs4yivGYpqlwm0jzCIJIvNZRIT2RisaVOOswbfS/8tbHtv+qxjofUXWiRgkTTUJD7CSBIMsdSBkNI3VCnuWRvOyizJUQ0XNICWg2JfiIIrXBsSo3mKaiqUp8cCRZwqpeUZVrtJII1VU+4ZQQu727+jntGfpJrJROr4E+YfR0iYvzSCm2Fb1UvWB0pGO8nzDv+zvGCkmeDnHCkgSHkC1CNHgRs0QnYoXkioyQJSgfYgmdFTRIFqZh4Qx1/8YE3Dt4yGK1ZHcy49r+eV56+mlyrRB1SaZgMpAU4x1efeVVTo6OO5ZxtL3wNtoQJ1LihOj0787eWD1nB05OovfJ3/97f58rl6/w5//CX+DcuXOMpgP2dnb4zI/+KHVjOT444Nz5C9H4rWygrvitL/42J0dHLOZrJIE333yH4D3D4Q7T6Tl29y+RZmOaNkoReS956cPP4YXgF/7xP+Pu3Yf83b/zD7DOcuOp55hNh1y7ep7Xv/V1vvnqV8FppqNd2tqzXFRMRlmnOHAalEIIj86PuvmS6N5moJsfdd7w8cSD8w7rLMa0ZHncTPvg5XzcFJ/UOisd9F6rD0Tw7UELTkm0Z7/2Xm2j7c/3c6huBlKVVafTFeVRgovaWn/8T/wJbt96h9/49V/FdWKtguhOPBgo8lxSrkuqTUmeZ4QAZXkCXbXprI9BazJhPJmwqpesVivO7Y/Y31ccHp3Qto66hhAiYtUaw9HRMa2JrbO2bWiNQScZZVnyj//xP2Z/f58/82f/DLPZlJ3dGU1bs1otQEaTvtVqxXw+p9cq8c5Fo/sumPQkxF6r7myl08Pm3y1wneUq9WjFnvh4tpX3JFZZVtx841UWqzX37j9gsVoxX28oBmOyPGW5XGGMw7hui9QdAlAI7t59yH//i/+c8WTKj/zxn4mqC4lmvHcRr3N+8Md/irqu+aVf/iVWVYPUGbJQDPc0WgtMolisN6yXK4abDXW55mBjabxAjnZBp4hiwNoY7ty5Q5ZqhkWU58qVRIUoEVYtS0rnWDw8wrSGpjIIFErlOBvABHKdonTC2lSUrumAN5IkzxBC4kJUgIleafF6lgg8jizpNOzaCuMsskM6Hx0fYtuGarNECY9OFKQpAoWjRaaC1dEhpqoYhKjsEIJHhoALUbEhBqdvP9fboNTPdDs0Z+jGKqEridJOOUN2bgR/KBVSVCaOWj5SsFXXtiHQusg7Ej7ghMRLcAKClHglaT1sjKHxcQsMMnpKNE20wb2ye4n96YTnn36KYaLwqwWJhFGqWHrBgwcPKDdr+hm+EF2l4PvILOkxG49vYiFE9eK6rrl/7x7BB6qywRoXh79ZzpUrl3l4cMzJ7Xu0nQXGQClUmnFwcMiDu3fJshwtJavVBiUFeT6gKIYUxRCpkh7mj/exXyuTBCkVdd3yxhtvkaYJ4/GI2XSHixcucefWWzR1S6IUWVLgHREC3sHXHwEvbAPSo1+Pb/D0fVvrtgcodP1qY200HesZ+yJmONZ5hH9yLbvtHOKMdM13m2W/VyV0NsM/+9xHfm9/PXTgCOcswdsYbAjR7l0rrl65QnCWnZ0Z5XrNerXspJ/k1v6kKiMRU3b98d5PJ881vjuuSscKbFlH+Z7JOHYCspUkBMepL5nYSsw4d9pSi55RAWctt955h7qOKZxWMau0NiLjejmhuq5omposS9Fnjm0fkHquUS9g21eKZ4/X40H+3dqqZwPXux337+dy1rFYrliuNqw3JVXdYKwn7VpcbWtpjQGh2faFuiyt3FS8884dnn1hwP7lKwQR0bkqzfFCMdnZI29bZJKBbpBakugUdIIWHic9Lklxqaf0nmVrqAJYGStTmaSEJMFYy7qpQRUMlEJ0BptYj3eetm7wraFabTCtoa0dUmgSHW1RcF3rTScQZEeqDSgJqqvK4wwnXsu9gacPAeHF1um47ccVRO5Z3dTYtsGYFrQkS3vlDhUdXI2KiattCbK7V9h2oM98DGfmR90S2/89uh67r3tgUhRk7V7/96rUEELk09jWYn3kcjjr0PMFdbkhmMi5iZ4bEUUXBDi1wgG1CJEPkGuGswmT0QjlPZmSfOgDH+LahfN86NkbaG85evMNxoOcZ65e4vNf/zq/8i9+jaOTJVVdE4jZbiDqV2md4IHWRIUGb6PnTpqm0eW2qrl88RIXLlzgZ3/2Z3n66ae5fPkyeVHQtgKdDHjmmWcxNvDyq9/ijS98gYODI/7D/+DP8+lP/1F++Z//EsvVhv/4r/6HpInmv/t7fw+U5Llnn2M0GDMcjpEioa4MdWupjaMpA0kqKIopxaDL3kxDVVasl0tOjh9ydHjEeDQjVY5EB5RKCd1srvdj6XlV/VVxuiGcnve+n+us5/BwiVSCJIugjuWmisATF2gah1KC0ShHa8XqZIO1T65CitYPBuG/ncjaX1/vVhX1n79bRv5eXz/b6rMdqz/PM2azGevlgqZpmIxjTx9nkALyVPHSSy/xRz79CT7/65/n7/7tv0MHOCJJOr3BLnDUdYPWiv3zU9rGcXS0Ikk043FBuSmZn6wJiSUoKKuyCwiSLCSYzOBcYL02ZHnGzs6E1aZita6i7YlWeBf5QzpJkEoyn88JwbOpNp0wbhZbIEp0FuOO0WhEmiZ4p3Hu1P+oV2DovY4iXyeuHjXXI/F69N1ZEu3jVWu/eiTek1hKayazHcrGcjJfRiWFNKdpLVW9hDRFDbLI3xGS1hFbCE0D1hOsw25qWhs4WZ6wXK95VicErfkXv/GbNE3D8x/6MCEE5vMTQghIJVguTzg6vs9zL36Qi1eu8dbdQ+4uF1x+7iWy0YRFG7Be0AaJyAt2Ll5CC0BCaxy+aXCrJb6uEFUD1uHKBuFhqPLIO3QKZwOuiaRVjWSQF6gkesIJIdAyKr8741FCUaRFJ5Rb0FQVto1SThYILmr3HR0fYE1D8JHDphNJmiUUoyyStWXgZP6Q5XqJTxRyNEA0my0JFraAY07DVJfwnTk3fdByzm27EdEwNWzbdf11Eq+90KnpfI88pJihR5E9RMARsEDlHMJ4go0ViwkReWdCDEghOJyIqDqEJHQv2CsRrSpcYN00LKqKu8cnSGs4OlkwbhqS4ZC7RwsOD05obORCOKIQq+sCUm8upUQs013o7b0jp9h0GW2WpOxOZ5zb2SNPE7RS8TUpiR7kOClYbNbY4MiKBOslmwrqVmC9YjCekmhJbRoKmTPb26HIBqR5hguO1WZNY2qcNzjvkN5FnyMdsI3pQAoRrCCFwFlNUewiQgUYfNC4PjOKBu944WP7pa96ANdl0V1XDsIpgDg69UImBEEEZCeGGCRoQpRrkoFEgVHxXD2xFfosK5z59+kFfZbTsH3CI42Cx7//7UuILkjDNnELnFYeZwOYkhIlJa5TzJFCkqYZu7t7FMUQG3HECCEjNz1AoEOVdPWVUAKho4uy0p36unCEYKIoMESYOZ20lWarEE6QJIkiSQRaxZ9VIt6ItpvPJkIhneP44UOCMRGIQgppRJJu7yelIsGyI3cLf2rDAu89+3m39uijx/PbE4azX39iAUkJhuOUbKlwwRCQIDVplqOSDD0cI5OUygSsDwjjIrcxtPTXTNvULI8PqZoqoirbhqaqObj3gLqqGY92SdKMvDgXrzQB2kpka5CjXeRwh5BV+Dqg0hydZIimgRBQIYJfhBCo4JHGEUwbze2qBt+0SGOjIB6iq3A0IOPNGQJoT1DgZYjE1iTbznOkjMRlQoiVcaIRSuFFbLs7H1FxMoAzLd6aKF3kbaywkEiVkSQRjCNlQMk4ErDGxtpHqg4hGPfNeLeJ07uuqywfuQv7G3j7aUD0FSp9ZdQlLoGuqtdIqZHfoXUP3xUPKeCVIeBASZwRmBbmAhYCdKERUlC3BucD1sbqOR/IbtAeN+RgPa5eshYV9brFGc9bv3IYNwgfWyGe2GJK05S8bBgsKqbnppw/P+LOesOmadhgMcEzMB6tNLN8SuMcx3WJg2iDHjyOOCjEeli1iEVNcgW0hCqB2gnmQfJOs+J33/4Wf/5P/3H+3M/8FL/3a2/x3/zt3+bO0YBaXuI3v/IKgpq3Dt/h+lNXeOGTzyPR2Cpw584Bd954HaVTdJJS+SU25LhkjlMnbJoG00raOqfIc0LYZTq+wvnzOQ8evM5i8YBNO0G1CYmfE4KklhWNrKmVwRPQOqcNgaaq8CEOS3FR4UKFCBS5MBuQKEhF9LBXW9RDQOoouTUYC5JUYncHZ0VAvv+r40ec7mFnghOnhf+je1wfvKIeITwGV+9UF951db1wJQQqz3HGsqprEiXJBgMyqZE+UJV1ZP0nGatFycP7x7z19gNWJYzGAwbjUZzDeUddb/DBMc5zUDCvNyRacP5qgW0tTV0xmQby81Auoa0h9VFVIM+iq2daRI+mNCswraGsStLUMMpBuhZhBNoFJIKhD6jFEb/xC7/AUzee5i/8z/9dRBA0lUXkErSmSjJqqfBptO8oqiqqDDw2ND47++mDS/+1x4NRXyn1X9+aF4pTAdsQAk9KXDUvFM9eGuBViv5GS2ugNfDcS5/gmQ9+nNHuFYQu+LXPf4nDo5N44NsaShu1hcY5D+7d5PDtl3nqxRe5+PTTtCdHHJ4suPfl15gfr7n1asn0/FV+4Cf/LA7NybIizAzTGw13F0tee23J7vQqe9dzrJFsThrcYokKsJPneGOoV4toC+48dVVSV2XXJo/qCSLRyDyK9lqp4gYv1HYzN1JgREOiEjKZYFpDNOeMgWQ4zZEiGpVaY1jVK5qmprFVlAPyjnK9wBlDkSoSmaJlINWK6bCIPk91uYUr2DrQrAxKa4RQWDIQFtslxE6ILg6d3nSeUxVvOHPfnrk+nItdmbSIDs+mabHGMh3vMJ5MmI52GBWz73jOv6uAFILfZpv9i4r+8AFUvIk6e3Z8l8E730GW+9IvBlpkNwSz3lG30a/dtd0wtRuUSVWzYzyFPzUOsx2kMKoMRGsHGSB07FPZtQwD0aDLmRbXxkfeaV699frryDxl9vx1kBqlBJGM6joR1IREJmiRYGrDZrnh7bfeRIiG1tRUTcmDg/tkSYEWBSeLY+4+uMNoNGEwGNK2FUJCXS5pqzWJSpFaEkRnReEhzwpms10Wy3usNglegCUOLUUH1wrbx+n8yAexFfuMhmKx+sm0Ymc6IVWCRLRIEdAyygRJYkCSCpI8Q2oZJVOeZIXUrXfLqt+rFX12nQ7S/xX/noxGiCE4RIc+i6i4WKmrboM1nUUHCM6d2+fjH/84q806KgBIhRQC6wTWQdN6nAaZRIixsTF77aXenIvXd6olg6JAJZrGOWwIJCpmo0oJnBIoJbh69TI703Pcffs2Jwcn2MZ2SMtYUVeN4WR+wq133mG0s8Po/LltVSmkQglorcM4T+Z9FNN8j1bb40jGx8/Jd6p6zv6eJxWMAJrWcHznIQeH80iCD7E69EisF2zKliAFQSSoJCfXCV5pmnQOwoON9greRWuZzXKBMyBEgqkrXFvjyjXlcsHRw4fItCCQIaRGZxovSlobkDohTQu8aQjRXiAKlraGYE10Z3UuqqEYQ3Cum93KrfqFUDEQ+T6wd/ulIHY1EKEDB4BWGgToTqA5+IDDbS1l2k7E1TqLa1u8swSIsysR94k01ehODDra8LRR405LsixnPJnSNE2crW7Rc2yD1uOOA+Hb/tVt9N1ooe8+BK2j8HU3fvDOb5GBPVfvO63vgocUodSubbHOxgpSgLed7IWI7F5F2HoNhQCm9luEmBCxNVEkCaO8wNQG7yyDPEVKhU3iXKpcR3tpL2wELgBNVWJDQ2UtxnuGeY4QEtVEpntZLXAh6ukRBB6FaytoKtrlCWY04tyl88wunOP/8p/+pwQt+V/8H/4T8tmUaZYxTSSjVFKdrHnntXvsZkOG15/iN39pwd03XuOXj79KmjoGY8/R0QM++0//CRf2L/L09Rd45bVX+OqXv8GVy9c4t7fPZvEimBGHt24yv3ePq5c+SMhSVj6SMlMse7MBzzx9hU11i03zgKBcVDeXgkRIcJbQDeBje9YRNdIlWqWoTJMnSdSrUjDIUm48c50sVSS0KBH1QBMdWe49Z7Bpoy/UYrOO5/Ff8yWVJElSpIxOxNVmjTUtiRKkWpEXBd5F4dc0y9jZ2eXHP/MZfuZP/2n+P//oH/Hf/5P/EZUotNI0baCuHW1TkSWCbE/ROs9m0TIsBHszSbnxzJeBYZ4wGCRcvnSJJM945+5dvDGkSbLtuQsRkXJ/8k/9cf7NP/8X+fn//L/g1z73L1gcLmlrw8bYbSJ3+/59fuEXfoEPfuyj/PTP/hlaBK0xJFmCTlIOFgvatmWUFnHm8J2OyWNKGWfXd+IoneUmvd8M4A9zHR4u+H//sy/SGBu1MslA5pzMG+Q7Dzle36NuA1LnDAcTBsMBpim5X5f4egXzI0SRoGZ7HC+WLDevMt3dJ0sLWrcG2YJbsp47fvvz/4TZ+Us89+FPomUBahiVs6XodP4yNlWJbVq0lOAc6/Ua4RzCOZwxUePSRV8tKXvV9bTjTKmtElhMgDqJGdG17vDRSNR7JpPJVmTY+6h0YE20Cek5OM4YnGnZrFe0TcP+zowsTbB1iZSC6WSKs4bF0QFtXVOulwzylEGesXfuPLu753jjzddZLk7e4+if6cvRadz1n4vTjoZzDtGreWgdVcgR1GW1JZ3nWcZkOIri2O9zzt8/IAm2shRCRGb9aDzaEjaLQYrW0bPFWMtiGZnpZdUgAK3E9k2kWpOnGYmInkS2cQgR9ZOCi71QiO2Zy/u7/ODlKzxcHXG4nqO9Q3nwNrbktBVIH0hDnGl5AkootAIViAZVpsVv1rz8pX/JwRuvs3x4DycFX/q1z0GWsQyet968iW4rTu7e4rXf/zITs0tiMm5c3CMTN3i4eAWt4dkbV9GJYrU6RktJkQ05Pn7IajWnXE+oi5xEBkZ5wsWdCc18iV0vgYyR3omILekol0fcuulZrY4INDgihyJKdki8dQQbfUhO3UPjkDNIEETEmtSRoIkUHBwfoyWoYEiUIE8F0+mI3dmE2d6M8XjUVbeBVbmJhNl/zZd3nhaDCGfgsl51PXHZmRRGQVpjDGVVIZQi90Ne+MCL/Fmp+OrXfp87d+8wHg/J8wxvaxLVDfaDg86jq6njfHBQCCaDAUVWdGCgFkEEIIx2dmiN4eHR0XbDKoqC2c6MLI9yMmmeIaUmJcpjta1FSMFyvaZuGpTWpB2XrhUeYz1aSEKvi9ad1/ebDX0n6Pa7VU1n4d/fhmb8Pq4QBNYqnJcIlULQ4BPqGparlrL0tBZG05QkycjSIs5fVAIqhY7f5+sWK+Jstk5yfG6RiUAXGhsqsA5fK1ylcc0B2u2SyBFZoijShFSKuAcK8B0YhM6mG+ciaMF5XAfckUrHe1Sq7qOkH/6KEK+VLTDpsflmtAsH7zsLdOcwHQLYtG1HYI2K3CF0yu294gaRu6UEVHWNa9tO6SREnysZ/27VNJi2wRrLtmp4/CH6KS9nPj66enqBEAJrDFJEFLXWEd2Jj92ztm3YrFccPHyAOYWbvuv6rmDfWkLQ8Sa6cvECN27c6JqHIZK1koT5ckFVVdy6dYv1uuROdYgQgSyJB8G5wCBNmQyGLNWC2kOzbgkhnuj+xQgRybYfeu4Gf+lP/gk+9ztf5Au//2VyZ2idY1UavIO8a9tpiCgTfMc7ia08BSRthZ0f8k//m/+KRGlMImml4O/85/83lk3DOyfHzKa7XLl4hdsvf5WjV1/huZ0X2R9d5NMvPov7wCX+x199ExLDj/yRj7PcrPiNL36BarOmKmtu37nDyckDZsOCUaoYJLA/HfDB61dI6pZv/P47aDng0sUdUOCE5eju27z99u9DUUFqsEFikBDSTrXC4I2NwTd0DOr+ehbxrlCd063SEuct33rrTby1SG/JEslkmHL9+hV29na4dPUpbjx9g+FohNaasmm26tL/Oi/jLNZYskSTak2SJh1hL7ZSVBJJ3M55jG1ozQmNcSATfuzHfox/7y/9Jf763/gb3L13jwvndxECFicHUW2jKMAbktDgLWxWnslIMZlpdiczBvmUxXpFU0an2iLLufbUNRbLJW/fuoVOUgbDnGIwZLa7Q1pkoCSD0RARBFmS4X1gsdxQtS2HiwVlXZMkSZQSylJOyhVVU5PphFRpQt1ieruAx5CL/TorB/R+6MXHAQxPEu69XUESwoiAQohRR7oLbFaSRrS0FjyK2d6QvBiQFxFtJ3SO0I6QjwimxC3XON9CsMggaAcD9CBFFYrN0RxvBVARKoPZ7KDbQKouMkwTGBTkWpIQ4oYuoract7ZrCTpcYwnegQetFFp22oHdMF90YsZxdBETw66n3iHUFEpJ8jRC+Nu2xXTGidZG2SlnLU1dR9+zbnSRKMlwMIgt/A5EM53OwDse3LsdYd9VybAo2NvdwTQ1TVUxXyxYzOfUddPpk/ZeR/0jvtrA47PdR5cUguFgiOs6DUqqjhCsydMUK2Q0WVyvsW3L66+9xmj4PUoHCQKS6HXkOiilIkZwHzy2aQnWUa9K6roCGyudvMPLF2naDYcNwgRcbUiRDJOEXBH7o50UvHXROvjihV32d2ZICU9du4pLFb/25a+zvPeQj3/oeYqs4OSdOwgf2JvuYoJnaWqyYc5gNor2C22LWle41Qk+rfFaQZqgEsVwPCAdJgwnl1BSk9qKHM9ABKrjexwdb6hXgSAbJqnASc83v/a7GGdIMWAqysURKZb92YidQcYwEbz59a+yuHOL55+6xDTRHL1zQFU5lsd3EDpHpyO8aElkw+65IcPdlOPNXZq6Iphdgpa4psW3Bil6i/ZTFoBzDucjE9pYRSuj2XYyGMaMyUbRzcZDaRyLqmFZNiw3NSZIlNKsq+qJzgGADmjwB8uq/6AZuaDn0cQ+Op1QqPMBsJ31hyfvvKFkp3B9eHREmue01vGpT/0AFy9f4ve/+mUODx/iTU2iBS++cIPNaslr3/gaeZow2xmQZ7Ey9R0HpiorjHPRHC5JOD48om5bdnf3unZcFN5M8oLheMxkNmV1ssa2FmxEZza2xViLB27fucMv/uIvcu3ZZ7jx/HPU1hB8hNHGue5p9fJeskBnv3b2ee8GxX+vY/8klRpQKaq4hDQQREJIJCQKJ4aEVuFDRIetj5e0m6YbrEOejyFJSQY59eqEqmmIg44o8eRFhfLRXTrIFiEFumjxfs7Duy9zbpSxI15imCUoVyCCxzQ1iZQIrTipa7x1DNIUPDTOxeRYx25RrFiiiHHouVGwbdnJHjQg4yyjV1sIPt7f1WZN07SUZdSy64NElmgIqoPqx+Q7T6IhaFOV+M57jBD5akIniDRDJwkIRd0YlssVQihGozGmLCN3SXTT986Con/Bov9/D+s929bt3lfbqcqPhiOUlCTdDMm0UV0/OE+iNMJHYNb33rIDZNRFwbaBYC2qMw3zzmHqGisk1WpDVddgPcpD3ilMD9I8anHZgLAeV7WkQiKShJ5jU1UR8BwsjPKcZ5+6wv7uDCng+rVrnH/qKl974y43bx/yiZdeZH93h9+rGzCe568/iw2O43LJcDpi5+IeTbmm3my4+8o3WRwd47MiBqQ8Q2Upo2lCMhoxvniBzari5GBOLgIDJaiP71NvHrI8McjEMsmhDZ5Xf/93UIlivLeHt56qNqRCc2Fnws4wY5RIXv/6l7mb5fzAR36Ap/Z2+doXvsJDu+DOw1voZEAx3IFckBaCi/vnufDUDl9+5W3Kco43I0KisXWLay0KgROn14j3HusiuCMQuoAV0FqyPxsjCfhWEpyltS1la1lsahabivm6orIBKVVUSn7CAekROZJ/1Z/9g5IxhUDKvpXVcTtUNETz1nesdsFgMNz+/k1ZcTKfY71nvlzxqR/4NH/y/M/w//p//j945WUo1wsGecoHX/wQD+/f5+WvfINslHHxwg5SxMStXnmqqqQuaxyBvZ0dUIrjw0OQit3dPZq2Zb2pUDohzQuG4wmTnRmbVYVtopeVs57GxK6AB27dvs29wwN+6DOfYXbuHEHL6CHmO406qbu3Lb4t2LzbMT378XF0Xb/8mYrr3T5+v5eQXUCSPnLntIYkwyPxRm3T99XREqUV2XiEUII8H6PFkIEOLD1Ux8f0XtzGWIS3JCQdl7aNg/6BwYUTDu4+YHD+AokIiDQhFXRoMUOqUoSOHEfvHOPBkOAD1nqkTkjSvAsUZxTdCVsb8B6RRuy0x1b82WrVRSh3uV5TVRXrdVSKz7IMraLs2Gl7T6C6hD/RKl433saAEwJFprd7hNIJCEndtMwXS0aDgtFozOrgIa11oLtg1Ael/gWfSYYfv4cjniFamSRJwnQ8iYLJImovmqaNSNgO2SYCNFXdqUO/9/ou/JAidj0+iIz/EPH+3lrqNmZzy5M5TdsihaJIcvK9rCMnVugAA51BY6naJXXTYK0jS6O1uO8cdBVwaf8cf/KnfpJkueDVV14m35uRTMfd8Djh4d132BwfUM5PyIQm8xZMQ3N0gKsWtNUxWoAWAVE16MZz6eKI0SBn7QxGBpb1HC8q6mOL8pL9oWSYCIY64PLIAp/P72H8huE5S54Gnt6ddthjH10bdYqpA60xiPWcui7xAhqleVWANYHBIHBhf8h0ukOSDRmOd6lcSelKZDtn9XDF1Z2cyzv7jHWC9hBMi7CWVEalctMTZoWnNZGZLoztNp6oZdU0keSpiYjDYD2lPeFw0XC4qDj32puR/yAETael9W//x+935v+nvuLk1XmP9Y6kUzuPCMWIXAoE6tYgiNpbUmmm0x20Tmlbw6vf/CZvvvUWRTHk+ec/wEdf+iDT8ZBPf+LDtKbhR3/sR1DekIWGL33xC/zWl77E/vQiexem3CgKssGAj3zqEwQp+PLL3+BkueRWpxqitOLNN9/gn/7iZ7nxzA3+/f/lX+Yf/N1/wOvfeoN6U9N6T9mRvvMsIclz8tGI6XjMaFBQNg1NaxiPhlEjzJrtDBbeu8V2tpV3lkh89vuPf/5+vKXv25IJIZ8QFHEjUxHyTl1D20Kv09K1vkyQqCBBZFhnWFYlKply+fqHWC4eslmfEGxJaFusrUEFhI5izPVhiVAClYMOFSkBJQJagrUtrmmxyuKs65C9sRMkO7v5JEnR3UA/COgFN3sJHtnRdPpDLSAi85zdopjLzZq26ZyufaDIosyOktFCJk2S7cfQ8cuqqmJtDZvlEmcto+Egzvu9JeAQKqFpWlaLBd6aKHE1GpFnKbZpKSdT6qM3cG2ct4YecHEG2C2IvM9380cKHb9yNBzG/aqJrtgK0Qm/SgZZRpZmDPKCLP0eHWMhBiHZzXYk0UkQHwd6xlisdVSbDW1rGA3H6CQhz3PqqqJZlREKqzRN29Ca6N5qfSDrylp8FFdNhGBnOuGjL32Q+9/4Bt/8vd9lR8MkT0g1jArFanFMtVTYqiRLchLvohndZoU1gtYkjIqUJEsQxiCtZ1rk7EwGyGpN5Q0rU+NFQ7sKZGnBKB8zUJ6h8pjEYxMw5QlVu2AwSkiUYnc4JAC1sRHJlmiq1lIFh6wrHDUNDiMEd50leEmeQprk7CU7pHkMSMtKsSgt1q6plw275zPyIiOsI0QxWAcuDqstPYk1wu2dc9EzpdtsfJdtVHVE1+VRezPONZoNJ4sNi7JkdO8e0MkK+SfKQtquP1DbrXuff6BNUMa2WATfBNQj8xFARjCNsW6buWqdMChyXIjq2Pfu3sVaR5rmXLo44umnLrIzHfOhF58lzRN0/kO06wXV4QPefuMt1suSK+dSdmc77O7vM53N+NQnPokXcLLZkNy/z537D+JrkJL7D+7zla98mc985sd55pln+eVf+hxvvf0OngYbAqY7v0WiSdOUwWBAnqWkWlPVNd5Ycp2S5Rmhgij5/+1zoP5YnkXKvVvg6T9/t6D1RANRv4RCZNNIRCaAFAQpopOnb9katCWKgOj82QQIjfMOU3tG+YDpdJfWRFPEYAzBWkIwIB1CRrt62zSoVJDmKQqLDr4jfALO4a2JwAXb7X0htqwkojMx7MRezx7b0PsWdW/nzIMQrz/vopOt85bNcklZluR53hkn6u4cyq1kVKoT8jyL5FtjKduWuiq3CLx0NiXRirbedBDwqFqyWCwpspRhMWBQDMjzjPHOLjpLMfObuEcosfAokOGxWePZf4cIXMjSFGctbR3BbEpIEqXRWm/nSplOyL5XcVXvYF0CHoocsjTaiCdFDoVgs6lp6jaeNNMSjI0nS1oSJDujCcZG7LxwDqyNSBOgbjxSws4goSgyLl68wNX9CTfffB1tDS+8+AHUZIQcFqzKwP3Dlg89f5nzO1PMZJ/QWjbzQ2pTM1Awno3Yu3IO05SYuiSRMcs5vH+PaqFJJgohA95WGCtYmwXOKGyluTAdsj8Z0a40ppJoVTPKPWJzgmsDtTkmS1L2B5PYPmsN02JCsbMbszYlqGyNcYb55hgXBNOLu0CG9wqCoWkPyRPHYCejtRusdwyaNdoLfJjhkTStIRiLChFF6K3HCfASbAjY0PWehcCHKKraCQDgExnhmTJgPDQWzKJmXrbbeaV7tBX8ZNYf8A9+L9pp1joa78nShEE2iBey9zRtjQiBQZ4RfGBdr2jqmvliwXA4ZLazG/1qlI5EPx+YTiYkiebO7XvcvX2bm69/k0tXLvLDP/EjJIMR8oLk+nPP86mPfYwrF66zM91jMB6T5hn37t7Deg8Ozu+d56d/+o/zzW99i1/99c8j5RusNyXZYMjDoxNeff0tbt59wDDPSIuM51+8QFXVvPPOHWq3pvWWt99+i9FkwngypRgOsVX0mvK2Uw/otQvP+E716/FK6L2CzbuBGvqffT8eyR/mSvKCc09/gMYJjLdUTcWmXkfFikkO82OoK0hTvBKsjo9ARJ6DDCDlhOWyZHXvATLJGI2fYnDuKonyODfHug1Hh28QsAzHBZOdEU89e5nZxfMkweJNrIykNSjnWK2WmNaSpxkguvmJZDCcRIQZskscIycMIbpEaCsBiiQ68VrbYk1L29adUaRBBE+RRmi27rQRhZAQOlKz99imYdXUWwk3b+3W2UAQBYMlMN9UOGsIziCBvb39zm1BYqzFLA1FMSBPE+Y6TqvDVqvBPxp03mX110ia5aRJQlM3mKZhvVyRqA5IpDSpSgjGYXwb1SS+Zy07IrJRCUGeKZJEIiVIoZBC0UiDESK2irxHeLY2ylpIVJYhQsD4JnoYhUCiFKqLxVIJxsOM8XDAhXMzBpnm4P4DxiGwm2YEIbHeYz24EA/8eDhA7ARsVbO8/xCcJU8VwzxjNhmyXrS42m3bjN4anPEMkgFCgQ4eGzzOtp2SgqJJA23qqesE20qyJMp1aOFRziLKBpV6RvkY76K/zSAIBkKBVgQtEVLTOI9dN7gAwyIKHFkTsMZg2oY8kxSpIhUC5yDpLhjT9Vu8dfgO9k13EQYp8F505OFOmqaDjPaZTPRQjJdRkJEj5gIE42id2wYk698LxPn9W4HHc6x/hZ/9AwalEEIHw5XoJMGbiG6yUQkXIQqQ8fazzlFW0Z3VOocWCqEi7BhEdInVinlZYZuKudkglKAqK7QSCCEZjkZcvHCB2XTKoBiSZxlKJ2zWG6yPM6xBkTO7sM/B0TFKaZq25fjkhIPDQ4ajCY2xIGXUfhSC4WgQdSF9iKiuumYxX/DwwQOSJGUwGOKNjQmL631oHg0a76fO/Z0g4mcfZ40TnxTiTipNNp1FAVJnsJWKvLwEsJJQLqJ4pgSEx1R1ZIHrAikUqdBYW2M3jsG4IC1yskKQpZAmA5zdMD96J0rtaEVR5Jw/d458NNzOzbEW4SPXsq1r2tZG19cOQaaUJEnTLXx6C1QTXSXRzYy2wABCpzPpTgn8xmCNQUuJTjSJjpVF0jkmE0RnVmk6W3D7iCSUlLJTCBcQIpXB2Wgf7q0hS1MGxYAo0uhwLhBc9NQSOukaLmH76PoS33Y+3g2VqTtYu+9g8M46lOj4bnTHBKJ1UKcq8Z3W+9tPyFgZjYZDnr5+keFwGKsMZ2NZ3NaYpkYAiVQUeTQb00qRKE2R5ywWc6rNmkQqVJpy+cplxpMRIXi0lly9eoE0USACh0cL/v7f+UfkPjAKMN4fMtgdsjPN+LEfeonl/JDq5Ijroz0ypbl4fp8gAiHxyEKhdMCFmtqsSHLDdFfyqR/4ABfO7zA4N6Lylt+/f5NVU3NYluxMdrly4Srzew84ufeQoD3BK64/fYHpOKWwC4SpsScHZEJznoTZbI8L+9d57Y1bfPPLX0NOB4hhitwbonLFcKppQ2Buj3FeYZsU3wRc6Zi5jEHIuDBKGOe7lPO7NGXFkW6xwdNUFW1Zdf1lH3lJWoI6c4lI2RlR0SMecMCmPj3Z4oyRXwTzRF2s6Cn1fmf9f/pLKkWmY29fdmrf3lnKusZbQ9rd+JPJhDTL8AiKwYDhaByFbkMgSVMCYGwUriyKAT7RuCqwPDzhn/13/5BUS/JEYKsNL33wJR7cO+HhwwNme7tkeU4SAkFKppMJorNHeOH5F/grf+Wv8PDwiIeHR6RZTmsMf/Hf/jlWyw1/6+f/NnceHLDcRDvl4aSIrrN1w+HhIVonnNs9x/Byjqlq2tIjk8jQPxs4HneEfXz1geis6vdZmaCz/z5beT2pgOSVpC4yrEgQ0pP7DOXGOFdibU3t11jZQlXGNp7IIR8i98+BCTTzBl2cZ3DtCsIZGm8oj05IlOOv/K/+XWaznP/y51ccPnyHzfwe5/dSnn36g9jBRSoCprNxwRpCa7B1jTWO0WCMlJrWOFQn6Gyto21N3M6l2tI0pIhIZe8sBI91LcFZnGnwLto+JFKiEs14NCZPM4xzkfLRKbQrpaFLoHv0XX9uR8OY/ORZRvCeV7/+NawxXL58ieAd60VLqhPG4zGHDx/w8P59zu3tMhkPWa3WNHWJNS0ieGTwW3WdLbjuXVeMsCEI2q4jFgJonTKdzmjqiuVySdmZCJ7b3SUrcpx1tPX3yEOCGOS1VgyGA3Sicd7GDoiLLqWtiQxlH3r5C4/1UWiy1yLTSiGIXkaT0ZDdnRkhWKSMZSQEqrqhLEtWqxWlsWyMYxMqhqZk/9plRqMRm7qJfX8ponsiAqTHKYsXgdY0NLalMYYgPDKBpJAkhURlCh0C+SjDJJAJSz5KGU5S1sciKkR0Pt/FIGU8KhhZg2gE5VyQIRgGESsjJ8hdILMeUzdYYdETRUgSpI5ZhjEtLigcEmQcbIpgCU6gfULqZXRYdJ7QEWSdsREu2adaAI9DebcXSwfDi4fvrGDvlubwKONIgPj/jTnfk15xMxD44DGm03PrNlZClOZx3ndurZosz+MQVqrYtvARKh43E48NokPq6Wg94Awnh8dkWjBIJVkSUVBZmtIkEVLsO4SfQKDTJFb7xpImCRf2z2N9oGpatI5+VbOdGYPBkP0L5/GhF8L0yDZKw7RNi1LRMTTRkYvmrMX1tvfh0ZnP44Hm3dbZ553Vqzs7vzurAP4kV0DgtMIKGV2ORUoiBMF6hPGI8QBhR5HI6DxSDhDZEDkcExqPK6O4qEoKXF3i24rWaQKC4WSf2d6I8XSfslxj6mOcl5Rli9AWGaIoccQx+Qhk6Pg6sns9ZwN+f6zouhRCPtr06ltu3kYVFu8iwV8JEa1ZVOfdJeOeEG9/D0F0skEucpB6iD/dNU589N0U11UqPaw8mnVC05FrnXOd/JDZzqDfs2WyrexOnyZ45H9dq1JgjEOKyL8yMooAh9BJzYX4bGuijct3Wt+F/QQYC14o8lGBbQ3L9RLbOmzrWJwsqcqaVVnibCBLlogAVVmjlKLIMvI8Z29vh6apMLblwsV9Llw8j3eGuqn4yld/l/W6ZLmxDIc5H/jQZarjFYs7h6zKiuO6Rk2niDxjPNshV5pBPiYJAcqS2jQcLY6wytImhsViwWq1JCWQpPCtu29yd56ipjkiTwjnJshMk6Y5a7vh1ZuvUc1XVKHqgq8kTwXDXLEvBqACh7UhJ7CTgLl7yLdeeUAxmvKDz7/It+b3eFAuqFYWaxV2J8MpEdtwMiFJC/KQM5oOUFUFm5J1dYwLLWNlSCSYtqFyhnJT0VRNrIz6k/fYRrCNVaFr0ygVP1q/RfL0FsfWOIyNWr4ASmXR9/7/T9ZyuaSpa87tzhgOcorzFwjes1ktIwRYtAAMR0Ok0vEoiag95mzTcSli6zcBNIrBcIwzDbVtkVKgZQwMddty5cpVnr5RcDRf0LRtHBMH0ELRGMvR0QkqS0iHQ4osj5Yog2FU3Dg6xofAX/4r/z7OeW7fus2D+w/4rS/+FuVmA8Czzz7DD3zq01zYP88wS0nokITKbXku8GgQej9F78d9kt4tAL0X2fb7ubyAUiuaIAhY0lSSFQXtpqH2oJ+/QcJ1XGMQHgZ6jCIlCSNsHajGLaIFGvBig6XE5xIvLfdPosvujec/xXj3PG++LpjXJf/gH36W5z/2Y3z6Jz9EqiQhSVm4ReQh6ThbjKMHwXAwACG71tlpUJdSdpURse3XSf14Z2nrCoKL0HOtukQoVutlWbKql9tqNPjojdS0UW/Ru1iRTSeT2KVE4J1lvW5ZryPK7uKlS53kWnSE3dvb5eT4mK/83u8xHY/Z39/n5PiIe/fu8sILz3Nub8LylsbU4TT4bE/xKfybbjpwVvdOScVwNME7x8HhEUWWsTOdUOQFeZJF9+5OvaI1hpOjk/edF3xXFVLXSkeILbgkVkIibEdh/uzFKiJcXIiobyclURRVREJtXVds1mtcMNR1RVmVVHWFtR5jJHXdRp+jrheLEljnqFsTkyGhWBhIAiSmobFxcwgS0AoroPGh25jBKjDS09gG4QJ5Ei+aVAtM2VLVJbUztMGxMywYyjG2qdksHQwTEiGZDIcUQTNMswjyyTx5XpDnBcM0I7ea2sf5T9t6jBKE0GUKWAIqXoihMzq0Du9MR6QT2MbSGmjatlP7DduMV5y50IU4tRx+5Ao6C44JZz+NV1II79UZ/v6ubWYoHqvVvots+3tB2YXuuux/j+/66r0qiBCRdf8oCTSaG8a2RW/73VcREK1Bekffjkci4g262ZSU6yVaD8myYZQDUopNUwO+Y+OHTm9O4K1DyVhVbcUoO0HdNE8BwWQ6wRjDlatXqauauqy4ePES4/F4q+qtYiqM3UoLf/vxf7fe/9n1bg6yj7f7zrb3nph0EAKLwApJxHIRHU1FtLHxSndoym7OonIkKcFFwqrM9LZiSZBRlV97FIZ140g2NZvGUpuARWOCpGktTRvh3W3TUtV1lNjxkQ8EXZUtesJ1rIpC4JFqybuumukCUujEfaWScZOmv3ZO3228jz34CB2PXafuZwmRsiBlbIiE0HFB43MEUXooTZK45zUC7xybxYK2qqKXXAi0bYNWkqLIaZoGvNka6J1dfQXW7zFxOwp0A7v4XmVUO4lbUbyfkLGrIAK47rXpJCFLM9R3cdl8V1p2qDgo913tJVXseQop0alGt1EVOYhAmqqOHAaJ1hR5gdZxPmRtQ11vePudt7h/cB8fDM5Z1lWNxzMYSqxteO31uyQukDlIBinDcUrjHCfLNQfrDRjLfQO5kOwNC4IMNKplMBgyOTfjsK5YzOeQgkwEaneAHqbM2xKhPNk4JclSdrOc+cEJx6slVbA0zvKRa5e5sXONt77xuxxtFlx58QajPOPKjafJvGJscpAF4akJxkXY8Dk3wWeB0j6krCuWrqFVgjCcgDA4JyE0qOAYe0mmEmQrwUKR5CSpoj6pWVWW5WrDpm6Iat/9Zik7aKlDKd95IxG9NAQR530mIHkHXvio2xh/wTarcOFfXTn7e1khBIy1CH+68T8+KD/73H71m+B7bX7vt8l673E4tE5ItMY5x3qzQXfJnpJySwoJ0M2NIvzWWIuxjjTJOlPI7n04iwsepEMF18nDAAju3L7Lt157hY9/UvHU9ZSd3T2kVLz25hs475nsZKgkY4akcZbSGHSSkmUptbVYEwNUAE7mc0CQ5DkXr1zh0uUriCAiv0MqtNSROG1s3B6koAl+q+L+Xire75YEnLp6euq63g7LdTdQ711ne8fZ3sTvSSwP1ChaEQOPCZayaeM1nSS0ro3yLgEEkTahhCCXCSQKCoXMFHKgGQhJKsHXc4Svub9uOCgXfOOtW2zWD6kbi5SKdDQjqIyqqjk6POb4+ARP9Mfa3YkctbKxGONYrtcdaCaPOoNp2oEVHE1dYUycF0GgSGKbb1AUhF5VJURggw2O4GRs4UmB78jObdt2m31s56VpugU1NG1L2zRblYfpaESSaKSIrb5BkbM6OeH1b3yD0WTCtWtXWcznPLx/j+tPXWNvb5dXX32VxckRWV1t4d6Crk0pBZFW2wGm+rawivtRqjOkjGRbQiAtCpI0RaiEEBwBT2NabNty7fIVdnd2KNLkD0Htu3uVgUgCNa2hrupOdDbi9JNUMx7neBu20/Q8TztRwbiBumBRWjIYFqRZSpKqaOEsolil8wKERyWSkU6gtYjS4IKLfAsAJaMRlw9keUGuNflogEol46FCjRL0IGN6fsbl1DNJBIUWuMSzcQanBEILamdJSBkNB2RVQzYYsDlpWFfw4M4J+kgiWs9AJTSbilXT4ipD6gRrlyJkhpAlJoDxsGiWlHZDkA5FwFWexgfmJzU+RLJqLjUTWbJ0gtRKnt0tOLd3DkNFXZtorC0EddvSWotUGi0FOZImCJq23c6WIrubrYHc9kp6fJ8IZ77fd4CDj9bJT2htA8+/AvLr8az8u1nfbiLXmTj2FdHZYNc9YctC77K//hlSqQjAURFJulVmpguk4nQ616P5jDU0TRttUkKnV9bNG1zwlGUZ2y+mJUgZocNKxXMJMQuOk/AYiMUZUAFyG5DEtjffIbr6Crj77/EA/91UmWcRW327rg8+24zf+287xt/3FQATHUlRIVptK4hZuu72mphhhCC6WZqjCQbpBTLJ8E4SgqBxMcmQIVrNLJqKRDYMZlNIWmrzIEK2MXjRtaaUQidp93sF1lh8EFF2CiiKnCh2nERb+rbB2YiYC8F1UO9uwEu08Qk+XndKq1gJORsFVG1Mzvs2fQinVh9KRRK8c723FWwt87rT2rYNzkYh1eAcdbmmLEuCFCRpwng0RIlAmkhGoyFpmoCzuKYm+Ni5eeS09ngAIbpjERHDSN1VRhHVmyRphxVwBCEjT7LzHoqdBoHrkH9n6bbvtb6rCknK2Gqr6pqqrNisNvFEiNhuKoqEQZbinWe9XIGQURHce9puI7XOMBgMGOc7DIYFOtEYY7DWULU5rWmp25osT9jd3aVabFjZOY23NKVlJEClCZbY8pqe22Wc5eyOCrJRzvTyjEq0rCi5sl9wRV9krBWJCLz56svMV0vSSYFMFYu2ZjzIOb8zw3oYLUoO7tYczxe8/Pqb3Cnf4gc+epFzO2PWJws2bUt5f4l2npGUyJAgQ4HTCU6nLGVNKQ1hFilJduXZbDyvvbPCdE4PwwT2BlA3UNVw5af+CFeeeZbbb7zCyWqFEwOCVGyqmsY5dJohVUKSZJjVmvViRc9N10mGUJJgm26Q+h43c3/Bnh0u+B6X/2SW6AadQqp35b28m8zN+80/vpslRccBgS4WS6Lf6xnX3dNXEZGa8Y+TphlS6y41JFqCBL+9KaUUXcUX5zfGW9o2BiRjHdYHWhc1H5XWGOc4PjrChehkPBiNmE1nHfnVxxvaB/rBw2mx23lh4ZEhopp8ANW1EGPrpnumCt3GfHqM+1bl2QD/eDA524o7++hN/CLKSz3yO5/Y8h42pos/AZSPgzwVeX9CSKJTbxQ2tcaDt7RtRaIFg2KGNzFhaKsSW5YUmSfVnoerijSx7F+/Rl0OOFnfxBlL6z0WQCjStKAYeJrWYGzc/6ABmaKUZmc6BRHPSVlWbNYr6rqibRtGgwFZlqKkRhAwTRW16hxoLUizNNr6AFXbUlUlvpOs0R0htrehV0oRvMO0MUGIidKZoORhsy5jUPAOZw3L+QJnDTLPKMZDzu3NCLsTgo9VGMEjTUuoK7x0IKLiQqwL+mASSSZCSKROIlK3t7v3QBCkxTACuOqG4D1l3SBCtAOyId5xjY3jFq01+js7pHwXsG8hyHNNnqdkWYEIMVvr/+vsdlBInHOUmyWJlpw7N92igaw1tKaNviBScnR0THlcIVW8YY7n0ShKyNjeKdsVsm2RwM65XYa7O1gFVVszHA9RHu4fHLHOMmaT65T/X/b+rMe2LMnzw35r2vtM7n7nGHOurOpiNZtNUqTUEClILegDSIKgRw2AoO+gD6DvIECEnvQotSBQDwIEiKIAiqCaquoqdmZlVU6RGcOdfTjDHtZgerC19zl+40ZE1pC3AoRb4IRfP36Gvdde28z+Zn8zG3ue//qXhPOW9vGK7f6GXX/N2lkaI2yHjoTQNg2uXRAWK/oh8hd//q/ZX3Zcfn7NuO94eNHw8FA4T2D7kbQDWQjeex68d0/ZcH0kjjD0iSxa17KNAz2Jsycb2qVledUTLpb8O//Tf4+UhGefvSJYx1mzYLcf2G57CvDXn33O+YMHvPfoIZ+86NlvOwheh7ONI+IFMZWJV6+Fs6Z2yuBY5TrpiIkDIZXYAOA0/l7jrkjNYbxLmePNJyG4txVmfhNyOpWv8tZv5TH1Gb1xZcqxVCz0pZCfJonFHsc1S9GaEaRUUshtSyaoslgEz9nZGQ8ePCAsFhRj2Hcd1lqW6w3WB1789rdYZzm7dw9nHf2+w4batV20Q72pYcRcvVKZaE4CRgyU49cbc+pXTLH+b26Y+ta14ssI6NQheJP08O4QkgHxUMNZZFQTugw2IyYrSjrJm9bFIpfE0O8oWQ25aS3BL8hlzyAjrmh4cnmxwfoekyPkpFOxBfpR23aJcbhgtVWg0c+KScOXu91W1060yajkSBMcjV/SeKsBL5nyP9P56NC6vs8z666UgnWOUpvlTuts7fEaiAgpxeocSEVTehyUOgW4TLVNkdQfAG0/ZA0c9lutaTzpDhHjgKL/ungTM9CoIzunqQ1Y73E+qGOJJaVMFtjv98chhEZHFHnvCNVwFaN3TiwFUTLB117y36EOybBaeFbLluVyjXdeu9nW47Z6HgTnSDHx6rnQBMOTx/fYbDbcv3+fcYz0fc+YImOMfPrpZ3zxxTNWG614fnU1IEVYr2FMkW0X2QR40MLDx4/57o9/wC8+/YTXN9d8eP8RQSy//sVPWTUN/+jH32c/9Pzss7/mwUeP+PjJ93m9vebpy89ZWmiMYGJUbzm0+HbBYrni1dU1f/bnP6G/KQwvhfc2De/db3l0kzgbCraLRAoEnR758NGGnDLXr/fE/cjN0JMkkRJsx8gghUdNYLFuWdlr1vc2/K/+Z/8DUhT+7P/zlyAtwd3j+uqa168uef7st/zsN5/yH/y3/10ePHrIJn/GjVxjmoYSkxqkrMnPVGmcdurfhMzt7jnq3+P9SJ0HZamTKh3gkTqv5G/f6vRvLuY0AToTBY5eObw9z/FVrW2+ygB9KadE9SClKgVRpuEUmJM3XzslcE1NKJdyHP9RsiqX2jNt8k0BnHcsFi3nFxc8fPSIZrEgA9uDjrF+9PAxLoR5EOD7H3xELkK/72hXhoVvsVg1SlYHuRn0RgZVgFID+aZ6r6Zo3ujIE5F66LeR5tvkbSj1zbzQmx0dfhf6+O9HDIjTR5msTgKXwKZqmGS+JrNhMkIpkT7eAB7Ea6snv2Dc75Q0lHvEw+reI5zrMHnUXGzjSAL9mIgZxHq8r7ON6h5OuwMpRrr97kgGqUy7pmlpmka775epzVAlMhkDWcil1ixV42CM9lEkDjMKPTVIoJ8d46hdX9C6Jn1UYkOOs4FLcST2Hd471ucbnBF22xuo3zcOPeM4MI49mOMgVTvHt6u3o5RTpE689U0DRusZU4lzXtZZx2qzUcPkwIaGpvbhS8aQgbFkxDn4u7YO8t5z7/wBbdsSew1L9IceV2P0iybgnA48s95w/96GRduyWgWcK+z3V2y3W169es16c8ZiuWRztuBRvOCHf/AjrPPs/vM/px9HVusFiwKhzVwsA082C2Ls+OSTX9KngRAsh8MWV+DR4wuWPrA73JBs5uGjB4wl8Zd//TMSA8Y71qsF6zbwqE4rvOn2pH4kHSJpn4g3Qr4RZAs/+uH3+Wf/5h8y8htKueTew5blKvDRd8/AZp6/+pz9YeDFZUcuQm5FC+Cc4+H6jGbZ8Pi9Mxbrhv/w4QXtck33+WdcXx/4zc/+ipQCRc7ABcQFzHJD4y2fXG35vB94fTgQgQ+/+x0O/UBzecMQM/sx4YvgoqKkib0CsFm2GLTGQL35k1tZ0MLskhGjdU6CQeqGeleiM4fy7M2fsrneDC+d/n1+/98yZCelqAddJ2xqTHxq6QJip/ySmdGSMQYjRtlLdQAak2FHSTtFCmMeMSVhS8aFBef3znn/gw+0y/NqSRejEgIw7A8HSil8//s/0JhCUbzaWO3sft2NmMazapdkqyGOSTEUOB7jlLay0/kZipa3AUbD6nw5/PmN6/SGsT9tFXRKQJle+0572olgSyXEyIgQgaRoxmSM06iKmUZ31xo7qSSsbATyCHkgRUsphrCAdtkyXnV0+55f/GZk4TP/1n/3n3N9+YKf//VfsDy7x6MPPubm+obddst+fyDGfh6CJzUM2gRf2ZuRYgolZywZZzLD2JGipisQ7cqPqYzTnBmHQZ2zGhLV0ShZSTVRR2lMKP1wGGrh7ajpNGvm9w7DoDmrTovpXVCVvtosWS2XfPjRe5p2E0V02+sr+u7AOAzE2DOnuKhOGFCycLzMBm2JZEgFrFfn0i88jbFs1quZvDb0AzdXV4wiyKAd64sYsjWIc/r4hqnG32iQnHWsVxustVp7NCTiqIk/hwHvME7hqVhYr1oWi5am0ULYoe/Zbq949eo53lvW6yWLRWBztuLjjz/C+4Y//Vc/oRBp2hYQnI+cbxbcv3/GVd9x+fIGv15gQ2AYOlyBJxdrFt5rb7LGsDnb8PJwyedPP2d1vmB5tqBZtKxWS548fkLjPNtf/ZKUIqmP5C6RO9GmlB28d/6Ef/LjP+HZzxPb54WLdcvqLPDkyWOijPzq6a+56nteHnpssDQLna3kfcP5e+dcXKy5uN+wWHoePr6P84Hh1Uuun1/z6rPP6aOnT2vW9x6wvv8QmgWucTzfdeTdnm0vRAz3Hj5kMUYG49l1Pd3Vtk6gtMcQUmWsLYIOnSvjUBOxJ/mHOeepHtDUWEamRPC7EtGN/mZvrDeV25vI6KtQ0TeF6ubPQWpuodZgTTBDX1Vff8o4rAWNBiRrx/dJnLVMxB5l22U1RqK946ZBe84ZXvWJQ0w0Vluy9OOAM5bHj59QcqY/dDWkanW09DCwvn9P+4FVRKdEhim4OHmt9aGtpG8Dgnre9o01+Zvk4d7M5Z12fDj9jHc5whwEk7V1D5KABJIxJmNMwpSMsQUr2qTZOA3XFaukj0JBSgKJlGwoYlguAsE7hjIyjAeevdhz796KP/q3/4QXX/yWn//qZ/h2xebsHn2f4DAwpi2HbtBiWGNovXZicN5hc0USRSiSMZIxZHJWBJJj1Pu29TWPp6PKh2GY0WeYxttXRyhlgylmNlLdoSPlapBqGHByFPruoOHC/Q6TEmG1wnmNaK03Kx7cv0eOI4fdljh23Fxf0h32xL6fR1/oSlc0PAUVTg2SsZSZoWsx1uGdx4fAxYOH2vi3XbDbbtnu9sodqKhbjKEYSzEGsU7Ddl8jv8OAPktrW/2S/aB8fNNQ0kjOI7uxAwpDp9b78aM1iwAl7UEgxxHLyLK1PHhwxocfPOGnP/01X3x6yV/4f43zjnEYSGPh2Ysd1gjeCuvgsKZwfrZg5Za83F6zu9nyeHOPs3bBDx59wKpp2CwCu3HPJ5efI2QtGgtAzmwvrxguL+m+eIEr8Or1gZQF+eSKnDJPrKcvhd0+Y190DJ+8xvaZxjdcb7cckuHHmx+wWXt+7P6Em/2B9fPXOvtkueL84oKL83usVlabzvoRQ+Lq6hV9P/Ls+YGuh3v3LrjZC9vXiUM/knYdqYHs4NXNJYex48UhkY3l/oNHxJTZdh27Q8f2sOfQDwxjmqdEqgcvxEPtpC5y5C7IGyF17fmIOKv5KPNuc0giQooJ4+RrKZ9flfP424aIDErImtZkWpFjGK++quYFxLjZABhXlfsUDrXHNk3KOqrV8lK0j7CzhCbQLheY1JNy1PlUUkhjJjjP/fsPMGJYtSuGYeBw6GisI7uAx+AEcozEUohWk8u5nroOeZtySXXsQTE1l1sPzR6R3jfJVxn9N9Hr29DSO0VJsae8+hWgyXCN+BicFaytbpZIvX6G4hJiHMk1WBzGeDKFbDOubfGNY3j1lL7f41YBv7iHNT2HXeZf/hc/od/fgH3AJz/9Df/xT/8jxvWKuFyxXLVKqa6kmHHQNIXXSaWUHMlp1GLpPBA73SPBirIDTWHoO8CoEbOW83sXtVuIEGPU2VddRxoUUWOUIl5K4eb1C63psRZyxsRIWC5olkskRRhH1ucbGq+t2rz3nK1b2iZQYk8aB9JwYOwODN2eEgco2v3DmClUZ4mpVBKN7nnrvBoRY5X2HRPGN+Atq/UaayxfPH/J2dkZH/7j7/Hw/Q/43o/+gFwHpL568Zzt1RW+CWTrScwA/yvldyuMzUJOhVxvNFu9SEmZsfSUktheq3J88nCJoZDHXt9bEs4IbeNpG0/TeEQgjpnrq2ustwrtijAMCWcNtlXCRPAW3zpKcNitUFIkOMOiDZxtVqzbhmVwRNG+UMYLbRMQmwHtm5RSpIwZk4XhoBMlRwa8tZyFQKhJUdcl0uUek0Q7Paeis9GtxTUNZ/fuYZYNBysYF7Bhwb37D3hw/yFtk/GuIHlLToV+7NjtD1xeXpFLS9u+Txg1CZuKrpt4R7GWXR/Zdh3X3YhYTzuMpFwYUmTMSftpFS0wa1ygqZA851p0h8zFnpPXfNoRZA6v19b9prb6eFciaAHfmw0/32RsfVVo6JvYYV/3vJlQjR7I8btOfpG6SBPVesoxGWtuJ3an5NxsJE4+r4aLrNWhecVULFZzC84q/ds7bfiJQH/o8dbReB2NQam9y3KmOKtOdx2hMaOkU2ad2NoxQI9fJ3i+gRK/JvT55hqfPneax3jb451JSUh3CThs8PhgaYzDOTOHocQIuRaSZskU43SitXFaiwdgBOsE6wzj0JG3NyzW9zW8lRJxHHj2+rV2xrYb9pc9u6c/h/eewMMHPLT3WFqLLdqPzhm95wxOnZI6VlxyJGXICM7b6tSUypAb0Z0XCJXMUkRzginnWjqQK/NY2XXee6RoU9ciUim8GcYR3zZMhbXGCO1iwWKhSCV4x3rV4qwhjoPmjIaeGJUaLiUBpXIXRMkMYpi4UlOowDiHGAfG1lTsXGqOD1q83Q03NItEaJcs2oZF8MRxIPY9h8Oevuu0NZLVPf1No0G/0SB1h46f/uQXxJgoCOvWcbEMOJtxtmCNUmIPN+qXH7bXlHFLd/WC1XrN4yePeXhvw/tPHnJ5fcn/79PP+OC9DR9+8E+wvqUfIs+ebnHAh48uaNqWs7NzPn6y4o++d87zm0te7m+4f75ks244bxtaL4zdDaWDV/sd2QkP723Y5gPjeE3TBJply9gP5CFzZgOLxrO5OAcs3ZBxYlmaBb4xNGfwoTV0P/sUR8Pm8QMenN3HNsIvfvsJ8nkiN5F2veRHf/gHvLq85te/+YwXr1+Qi/DxRw+4d2/Fi+e/pO+3rJYLpLWcPTknpoZuCHjTcFZWRNMSjaddrHGLhubmGh8LzXpBEuH1fkfKhS4l8IF7Dx/S7A44u+Pjjz7m0cOHSErkmHj66ScM/QGJoyoRUaZsznrhE1MeCd0KrmAdtUv4OxLRrgfmlqG4XWf0tufeNEJ/U8qxQWpH+apstWLwaIonI4OGUcQIpZha+Ko3UK7V9iWJOmLW4tCmq1YSvhSst6SS2fd7Lq9ek2yLWywYhhGycNYsQOA3v/mUi80Zf/TDPyDYG3aXN1ysz2gWS17vbthtdyTRGL6UGuqwmrc6Xq8aUlPaQ43um7kO5JTYMK3r6fq9+e9Tw3NafzRRvkGV4vQ4bbr6LsTkHr/9BYgW4ltvMaHOCDLVYBsDLmjSvV2C85TFhohhzOCaBc1iRZGRNIxICLA5J2VP7g2ms0hypP2C1m+4f7ahXATKjxrEWYq1dMOB/esbStQC0vNVQ+MdTgJGMpI6bZ6aRy1qLZn+oIy5vutruE3rqVzT6Ly4w0GJEi5oobvR2UW27rvpWgBI02DQGWyIwKLl7OKCi3sXdMuWOA48uHeuufs2aD5fdPLsrz/5FUN3oNvdkIaeNPTKgmsdKUbtfG/ly2tvHT60Gm7DHevejDJ1XdPifeD+E0fbtDx9+ZKh63j98iWx64iHQy3wLXz8wQes1yvEe/LfNWRXijB0Op0yI/jiGY3QNloO0C4Czhr6tcYMG6c3bYojOfoaw9V8Un/Yc311xdm9QLtYzASoqe+aNQbvPMvFiuViwaIN+EqfdNVbLCVRkgHR7xv7DmkMYd3iMlAyDo83BqyjOM86LFjawMI4tIVOweFYm8DSW87WnkUS0tWOtFhjAiyaBX4BV8MrMiPWCC4HLXarLJd+HHQc9SHgm8zV7pq+32nNng1EHJHCSEZcQ1i25OR0tuE02heHtQGRQqZ6S1k3qLUO74POm8IQQmC5XOIFJGcOZxsGbyFptTSlkIuQYmEs+shFyKL5PTFQjNwqS3qX8qaC/LrQz1cRHn5XpMTk/c3fc/qoL+AEGc2hToFpPqZoLsJOhqLm44w1GLFasGrNTNwYU6SEBlxto1Jrm4poY9Sx0bHOBgg+6AAz63RSZy4YIyd2coZmb57WV0TmThPRXy1vhuu+ig5+WiSbc/7aruG/LzFkXO5UR+AwxUJ2lYEIxVgNoQYtMrZGwAdFEmKQonE1a2oXiymVKDrOxYrFmRbBQh4I7YoHFx/QG9ga9exMbVYax0hJuX5WqIY76mTWpLOMbIWvU+4qp1S7zE8ZXCU2TGNQpjo55z3OWGQMkANuHHWtK4kitC2I4KY6uADtomWxaKAs8F47vWuHBKeqIGdSHNnvtgz9geGwU0+1ZEXzRvXY9F9dcEVNk4NoLcY4fdQ2WhjL1A/OWEe7WOK9Z4yJQ9dzdXNDPByIhwPeW+3SYw3G1z6R8vU5yG9m2RnLRbumk55d7DBZkDHTLhacrVp+9MOPeXD/DEiIJNK4JaaB3e4aY2B/c8mhG7jZ7umHwjAWfvnLGw6dwTe6kDoZseHZqyvOzwoPH7yH5EwctlgZaT1c73bsugPbDpau4Y8fP6Z1jvFaB2LlrlBSB8OgI48tPFpvWJ9d8N3NQ0Ix/ORP/1oZgsDSL2hWlo1Z8ti25Nc7ulc7fuMSV174Y/c9Lu6vKC7Xdhmw3+/4q5/+a4oYNosG7wTvhJvdJbv+Jdf7LWMauHoxkIvhZg+lLBAz0i4ecf7kQ/LVwPVlx/bVJWPRNvONXbDdXdGVSNssMd7S+iXWerxvuLnZsT107HY7dssV792/z2qz4uHmj7FG2DSq1FIaGMeR/WHHbr/XNesHunFkKIUkEDHVt35HUmPUb23tk0/GZZwk0Cfv8O8yDC7nrLOPaobWWDUptrLrLDUvZOYgneYiMDUEo8a8qm0skEup4U8N31mrBb8Y/VscRwbbMlqnE4vF0B1G7Z/YBFJM/PLnv2C5XPH+4ydcb7dcvnhJLBGHjm+xSqPS0htr1ViaWhtlar2SVGQER/ZiuW1gvirU+aXLc5IXmq6Bc26+Pqczd4C58ee7EMfIGZ8zlgK9hvVTqX0FBYpWyWIWa4wP2M09CC1lOJBdwLiF0hC9wxptjZu3B2TXUS5abNvy/oPvIjHzYv85Hzz6mP/ef/Df5yef/IT/9F/9p1BrkyQOSEmEZahK1oNkrq4uMSViysh62XL/fI1kh5TE/lAYKbiVlrY0y7XWYfpmZqx5r7Wdy/WG5XrN9XNPd/OKdtGScyYEbbWzOVuTU6Y7HAjes1i2rJdLNqsly0brPD/99a847HdcnK0I3rFwlv6w53C4oYwDxFHtobc4A45CplDISBamIjdjDdYHXAhY77X7vfXUJlW4tsWGQK5s0c3FvSMj0FqM99A0kBKuDYQmYGtXkv2gLdG+Tn6HOiTHerHCGYcNlnXruVg0rBaaYDc1Tu697pIujpScWNQYp7U1NlnA+0wIhTFafLCERnt3Xe8HUm03QRFyTAx9YbeNxDqrI3hL2wSsGJZei70sU9GjINUTyVUJObSvlVNtoaGrMWFinSLqAuftkmYwjNd72gzrxZqLFcjCYBtPNrXVS4p4CikXDp2yAddna0pOxLHXVbS12t8qyycKDAIiCUzBlkwfdeaRtU4RXHEculFpm1SY3GhsNsVax5CShrwM82Avqc0UL87PCc4SRMMEKdZO/Ckwjo7gagLYnJZZHlvmvDN5C2HhzYLL03+/SQs/ld+V7FCkzJRbAzpkzWhdF1XJa35h+t/0XZPfaCoSUgSvrLesaKhkRcm1PmQ+SqPvVYaXzMWuFjBZqbpd1+Od3nYpRrquo1QP13CSqzk9xzd+ngTlpkX52rU4lbcZqmlNpzqbN43OqdF6p2MopODkgMsa/jJFc9eapDNAAOOQaJDSUPqgI8qLoYSWsrCYwZGNp9gWMTpexDQLCg6KZRwEkwzOrsij49WzG/a7AeP8nEuZci7q25wSP7IioKHDlcReEpIjkiJDzuRSsL7RVlTeY53HhIBgsMXgfMB5X9GNzGNQUu1Xp10ZLMvFghgj3eGAcXY2VKU2Xa2HCQjjMKgdBYb+QIkTQitodx0z53WZ3a2Te2oucrXz71iLMw5jHdZpTVaROgiw6HmWlBmGUcPc+aTYlikcrE0P3tbI9VS+0SA1IfDhkw9qH6XI2WbJ/Ys1h/1r+u6Gm6sruv0Vi1aV76sXT2nawI9+9B1CE+pjQdOuuL45sNv3iF2CbQjtGYcu8X/6v/2nbHcD6xAIwH675+WwJd+8wp+t8Osl987X3HfnnIcVCxfwVihxxIpgydqGYxwZu8TZCpYhYEdto3G9e4kbC27MrHC8f/6A++sLfvjke7z+1Rd88tO/5N/83o/5x3/wY777o8fsH6959fo3HA6XvHz5mjHusaan6wpfPC28//49/uiPW7qbG15fveTRR/dZni0JaBuREhSZllF7OTnr2MWeF08/J7hzmsU5F6s1wQf+9U/+guurS9y9wKL1XNy/T4yJZ09fUvKAZCHGkabxWKuJxRQjuQl89MGHLBrP889/o8wuKZiS1avLSdk/MWr4tBSyaLL3neaQuB14mm7maW7L7cp0eyuf8XeRHCPdfj8rzxo5QILTgkM75WJO6yJu52qc07yJN8puk9hTSmaMI1kKxhzzLcaaYxdoKZSYtdPIcoMTg+x7cszsDh0Wy2bRsb2+4fLlK1b3z2nWS4rRehrt4G1INVdSF2gmBgIzUeP45y/njr7KcLxpjCbl1zTN/PPNyaRwu5vDuxAjERtfYqP2eLNFDbstFhFHoUGMJ0siG8/QdxQTwF3B8gweGvK+A7mBsAK/ZHH+Hu7+mnGXyaPwxW9fE4znon3A62cd/+f/43+Me8+x/MFDjSVIobt5TRwOpNhTxkxqDM5krDWkFLl5/ZqbsedZv4exh3HAP3iA32x4+PgJjW8IztYcWMBYz8o3yl4zjiFGun5k4RxnZ2c459QAdR3OOS4uLui6jpcvX+pInRAoJXM4aKgQyazWS5zTiFQaB/rdVo1z3zN1i7BGUx85jcSizXytmdC1VOPosL7BuJqrcw7jAj40GO8xvgWn7bCSDKQbnRfWdR2pHxi2e+14kRMl+7mNVp90skPJf0eDZKzgFxGiUhuxlmICSSJREmUQbBRi1iaU+8EQBa5uEphMTHvapmG5OmgIygUtxjKZ2F2RuoFHm8x5Y7jYKL1ysRigjBzGhO9GHLA+XxEaj+SkSKUYSJlDHDS5aR3iPMY7xlLYdgOxT4Sx4EdLG+EsWXyxrPaCp9AfImPbUn7wPk/f38BDQ1w1JL/iZnmfg3E8ax/QE8jxir5EXkvP0hhyE8A5XIFmLLSdcFEWJDxDEYYMi1QYUqCLI5mAVGplSpGUe6zJ9AfD2AfyEMloL0AtfNXu0od9zxgHsgNpHCwDvRFMijy7vKTxjv1B59kfbm5q14wVVgZKNJhiseJ16mUpiC3v3CCVGmYqU6IGzY85r+MEEEWHc47CKNPRWDMrXpg8uGpIblk5jt4r9Tucxa9bht2ecd/x+P591suFdlY2YJqGbKBLIwaL9wFbwM51SwYkUZt7AYK3Svu1OeFECAg+C5XUiTqsCywrMB1IYUSVfQqVWl5aGmfox55A4n4DroyYHuJiiRhPxJMMlEprthRELMZ4Kodfj0MKQSJGhLF2ZlaPVD3m3y2nxOwNl6IjY8DMw9tMzWUac/uz34WIGHIM5GRqt+mpldOE8RW5IKV2uxiwYoEA4w52PeARcRi/Ar/Amz2+WeOiQ7I6JBaPLzsoEW9ucOYMbx+SxylCk/HG6KgYIJDxFELrOPTC9f4a4oikXpWxKeTYQ2fwFppGu5VPFYDOOcJ6zRAzh35UpNQERBpF3SmATTgWGITdIKRkWKzOaJqAM9qBPViDlQQlcT32DPsbUn8gxxGZ2HTmmDfVfGYlydT8G6Bje+ornDU0i2osEXxtzppQlrP3Qfdj0Umx3mjPvbxXA+hKQtJIiSOhCSyM0FJoEaxz35i//maD5AphfUCGgbHrGM1IlzOHvKdLA2On3styscQY2PUBOxrKZx2HQ8/zZ69ZtJbN2vKDH3yHjz58XxcxD7x8+hl9v+eP3tMeUO+9dwYI47jn2fXAr54LJnaYXcdyEVgsG4b9jj4J4jpKLmy7Pa4NLMM9hIwtDbuYuLm6IewSoRdMBxfJ8v24pC2e5nmG1cBrt2V/f0X55/+Uv2iE/6RJPGga1mzIFy1xPfDz7cB+f8nuypLMntH1NK1n3KwxNw0LLKtd4SwlHrf3MNZxORYOqdAdMldD4vPLPXbZsLjX0o9C3x9I/UAaDVevHH2/YvQvGbuRm9dXGOdo1muGceDZq1eYYLGNJZ8FuL9kO2R2w4HtL3+JN5aN84xdx7Nff8aDiwv+8Ps/4IZI7i6xqaEpli5mSiqIK++U1CBSaeiVMjopPx+aefO96XVbY2rLqzp7qD6HeXtivdRRHZPSKqVgW8/yXsv2+jWvnj/lR4+e8PG9x7zcXTOUTF6vyZJ5ebXDO8eDsKBJhbYUQhE8hpgjyRR6iQjCsmn0ZoyRIMIaw2Is+FGQUYhRMP4C7x4i5iViOnbSUazQrxbKFlusIGeW3Q1nZuS9jWU7HOj7Pb0LFNNwsA3JguWAIxHKCAQKHqGhmFZZfpJZSo9jJLEkn0wD/t2BjBoc0FKC29eiFkJ+ab+8G5RUimPoN8SoPeu0/qsaIZMRM4KZilGFRVHIKFmgtzBqy6xiPMYuMK6l3V3g/YrF8h7OtdiwRsSRRotHcBuBxYeIecCu39PdXLMIhtbBuvV4UwilIxjh/qrleld4/uopguaaCR5aRx52SDzQ+h+wZ+2HUwABAABJREFUWrV0Ge0cYQTXBJb3H9LfbHl9veN8uebs4h4lOoZsyeagaYJFJMeR56+e4ozl3oMP8Og8p7Ol5vCdjJBHfvWTK66ff6FdLKRgc52pZmsX9xqKzlI7uDuvTE4qX1MmlGRZn2+0p+ihpwmWs3XLbren7wcWTSB4Q0ojiKGRomHC188xGFrniWNH6Q4sF4EL03JOYU3BLALI15ucbzRIKSVeXV5pmChnXGgx3rNYb/BtW9tMCMF7Si4cuh4phW4cKBQ250tWy8DZWcswjnzx9CnLhc6ROXQdMUbatsU5w+GwJ4TAerNmky2bvoYMEIYhc33Ts3vdUWKhCz1GhKEfcUlIi55dHNn2iaZ1+CbgnSOEQrpJDKMQE9hcSP2AiEX2A69y5Lf9lqc28cxG7jeJtX+Ja4RC4uWzp4zDlnzYUroB2QOdjpUOGNqmoc+Jy27PyihjZp+FQyrs9z3DWHBJMEOk7DtK8kgKRIHRWNLKk2ux2VRpL6J5NGNgtV5QjDLwri+vyTHhso4iuGiWtNYhPiAps1wuaZqWuUu0QB8ThzhgnM5hGmoq813J1EFAFdtXM7XepCWfUsBhClG9nRk202NP8k45Z/KQODs7Y/3d7+Kc42a75a/++q/ZjR1P/uTHmGXLYrnCijCMA1YcK+PIJeooeVepxVaRV4wRmwsmZy1m9VpTpKOh0xz+ikTNHZIQm2vCd4Z58xpM48ibYshWMOaIck6V/vSb8kNPq+mFeW7W1BPp9yBfzje9K49Gi4u16/Q0lVUUsUrRriNVyVOVL1LTS3X8t9TRhcZGrTSWjugKKel4cxsSiqJ8JaoaGDvMcMBKpg2Wxmmxfh57chrorp5jykhnE0O3x60WlBwpWcc/IMLDx4/ZnJ3z6PFjlmcXLMQSs3A9aM5liCPGeS7u3WexXON8U3sTapsd7bqYMcUSgqdxsF4tFZkRgUx32LO7ekm/v+Gw3ymDs5RaG6VrVUvm6x6SeVspgla4u2hbjFGEH3w4lhLUNke55vDm+0t0bmwphe3NNSklmqbhOx9/zD/79/+b/OVPfsKf/pf/ktV6zWa9RooOBjxbr+fO8V8l32iQYky8eHWp43OdY7HaYEJg2S5U0XBs8R/HkddXV8RxpBsGvLec31+yWa+4ON9wc/mKV6+ec+9iw6IN7A8HRDLn5/cwCDe7LWebNe+dPaHDcp60rX9MmX6IdH3m8sWe2GfOW2pxGrhYGMKBbRzZDpEz42jbhuCFRoSc9gydEg1MEuJuULi+7XlxM/CLL3b8Nh/4rPTca3asw32Wa4+1wmH3HMkdbbrBDAVuwOwLbogEDLQNfXdgF0dGb3AEdhm6WLjZ3zBEQ8gLZEyU7R4xCw3diaE3Qlw78qJRGnFRFlUpQooRa2BzvmQYI8MYuXz9mlcvX9JaT7CecnafpQ9kH2is42y9ZrFo56R6MdDFyLYbODtfEBpPTj2pyDdc9b9fmZqrflVvtK8iMbyZC/ldyA7T61NOjN3A4/NzHjz+gHS95/r6mv/qJ/+ay90N/+57D9g8vM/60X1yivTXNzSuwYaGsYyM4wjBgqstWY0wjhGbMz4nbbrptFHkMGivsckgjWUEtGsHLqt3KjIzuY0xWOdw4vHiCWLJ+Ws6WRjDBGtVvdT/Kio8znX6m1/Xt+Wevqpt0/T7O8sjCRTJZKlsyRqe0+6ymqg/GqkpNHVUwfUdil6IiIEY9xg7YnswNmBDrNTmFi0at9h+j+m3OMksG0swBUdhGDpSt2P/2W8o/R6GHbZxhHsbGHtKF/UYpPD4/ff44KOPuf/eezTLFQOebkxcP3tNKoV+GLG+4f6DR+A8xjis0+4fBFeLoiNWLG3wtMFytl7jyTgiw1777H326ae8fvmMYbdFckLqVOq5u/033SsIy8US6ywx6tDJqUuJVKZlilELtsuxL+TEOr26ugJgs17zR3/4h/wv/xf/c/4v/+Jf8LOf/SWbsw2bszPSONL3Aw/v369Td79avtEgZYHdAOOo3lhky5A/q4qhElEA7xwlCy9e7Sk5ERys1wsu7m/YHkaePn+Kd6N6GkY9z8V6CVKIJeOd5f6DBxgLz1++4HVX2HXgw5p2FQCLZDAuUhi4vilzXYFtM20+EK0gzpNGR99ZfAKbBGeXNA0E2dB4RwtE77iJ2mzUmyUXqyW5FcreMnZbTDHanmQ84EtkUxtZlgRhPzC8eIXNAw3QVUbdYumRZWDsEn2GXQdSLOehBRsQHIML9L5hO2YORC69EH3hoV9jpWF32DOmxHYYlObrlCnoMFpGEIXF+ZJ1u+Dhgwcsm5a11ep0nyFJ4cXrV4wpsjk/Y9v3mK7T4YpkhpI54YW9EzlFN7eef4tBerOn2qlH9XW1S28ar+AanPc8f/6K37z6BfeaJa31fP8HP+SDkvBNw5gS/fWVuoYxsesiOe7wGDxG64ks2kTXCGmMuFxojcO7QLtYgjEcup6Ui9JkzZQLc4oInUOsdj3Wm7yyk5LWqczD8crx3GZ+Us2XTYbsdAz9cb0q08+eMBz+JtfmDWR6+vPN4uU3X//7lokNVirLjcnEyBTCu22I6tSEarvNl9iJFEUdJUNJB83JjQVjHLhRDZL1mOuXYCzrsw2L9YrDzWtitydfv6SMvXaCaSxkoUgk3VzigmO9WTF2PbHv8QgheB3BEwLGL8gmklIhjgP7dEmz3LA6b/Am4JvAsoXQCGkUckr0uWOQRL+/ocuR/asvII1IPFDGnjx07C6fM+63lDRybCR8ZN/dJpC+ZYMYLXdANJIxjZLw3tO2LW1oaEJgHBPO6p6NaKedlCJ56Dk/P+ef/pN/wp/8yR/z3e99yIMHF3iLdhYfB9oarTocDvR997XX/HcojIUu6mC5lAqZA7EM5KTQ09T7oGm03fj2RmOXbQO+bfFNS3fV89kXV9y/Zzk/t9XjNNr7i0JOA1I3wDiOXF6+Yjc6+rFh3Szw7aZWowvYK4pE+oNQkpAF3FhozQithZUnRcM4QMqGXCzWKc3c5SXeeppVAKMDvcR5fID1ooFNw9Xhmm481HHRBZsGrMksDDokLQuuj6TrLY0XfFBdOwrkxmEXnpgyoxW6UfBiWC2UWYNxOOswwSM5M5TE3gujET5aLGhEa1VEIMe90i2tryM+jHoHSWh9YLlYstmcsWpbVtZhckH6kTgMXO22ShddatGaAWLOYPIUgX+38hWhtq9CSG8apdPXf5OHPiEw6w22tTy9ueGzX3/C9x69z/3NGe+9/wEEx9YbYs4c9iMWQyOGfhgZtx3rdsGqWdTjNnVwXh12VwrWaHPJJjTkkun7gVQKxjmmwZWGWlhobU0a63kUOU5jnUeC14Fox5M4Uap6Upwm/t5cszL9++/B0Th1Cr5qnd+dUdKGpUoVnkJQZQ7ZnSIjYwTJzEpXqqes+8ccQ55lom9P4y5FO3O4UoeI1W74WVgHod0Etv0N/fYKuX4JccC0HrxRJyBH8jgQ3JrlckMZhkqEkJoLtUrQCQ0ha/RjHDOHfseyOMLyHOvBGk8TYGF0VHumECmYkhj7PWN/YNhdk8eOdNjW+qdI6XYQ+5M1mdaFGlo72iHt9n97hU9/ne8dewwne+9x1mlLN2vqyHXR6cgxUlJk0QT+4A9+xA++/z0eP37A2dmqTrlVo7VeLWiahqHv/+60byzQ1h6dGaSxJB/IYsiS5gscx4iI4VDUTZEMu2HkxdUVh9TRrCGZwq4XHhiPb1vuna/xzhIHRVXb/Q5j4Pz+OalvWLgFLrQILYdDp9Xu0SOmpV1WbzNnZaftI2UslDHhfSGEAb9Y0YSGs80DLorj6pNL2uL46OEHeKCMHU275PH9Jc5nosmsrSVY2KyXOA/b6y15TDy/EtokPBZYe8/DxYr1KrBeemJ5zlBGcEJ2QvaGHAyuhdY47p+tsWaFZc2VCWQD1qkiGU1mMFqpb6XQ1JzQWbskSyEWNWrFWEwTyM6SY+Sw2/H5p5/ShsDj8wsa51mGhjEnrnc7XK2SPqRIBLzVpqF+inO+M5m6Hby9SPNtbYROnz99z5udp9/2WfNPYwDLo8dPWJmG987usVkskeDJzoBLRAut15EQLmZCW2iX5zpLSoTodcSDs75OoQw4FCFNc2923YHr7Q5pHL5pcRJw4rDGY2wGl5WoV2nbx7h8rl05dMKslm7U86qGcEJIp1TD40uOrX6Y8kh/y+v6tu4Np9fjq1oQ/b5Fw5IJmdl0k9E9RUtqlGb234wG0Hxdre8SY5TqbwwiVvNwiM4Vk6LOXlbiDEVHVvSvR0y+5h//8Ps8vP9vcPnFb9lvr/jlz39Gvz8Qxz3WQrNuaznMhjL0dAfLJ7/5NS9vbvhvLM+451sub14zZOG9J+9zdbXl5V/9knQ+UmzLvQeOdrGqHeQTn376a26ur7h69jlpHBASrbe89+F7lDgQDxv220v2N1dEsvYY9fX8ynH1bhub6TGVD0z3F0iuKB0Qk8lJnaSp+JoiMxBNUXOjQ9fpgMP1io+/+x3+J//j/xEPHtzj6RfPSTHx+PGjGjrM2hTXGQ6xr+//avmdRpiLNdr9ABBnyEanWur0j+qlZaVkRi34JRYYUmE/9OSScI3ulZiqN2gsoW1pvIMyEhG6bsQHx6pd00hLiCus0+K3mKAfMkUsgicEo80mbaoFqlGb99UEp8WQPYgFv2jwxdONEZGCDQ22FHLRwt/lYklrEq1NFOfxzrJqPNbDzuiN3/fVNjeOZeNZhYZNE9i0Da1z+OqRCKLteSwYp7NL2hBwNmAJNMVis3p0prbzESOUpIWwUzfnxjrGAqkknLE0zhCsFhJ7o50Z+r6nxETftBAaFj6QSmGMI04cxWguyTjNhRiLei72nVok3TcnXvfbckNfZ4gmOX3/N+WbQB2W1XLN8pHnbLFmFRpGI0REDbM12NbpFFKJNBZW3iApISmRbGUkTsdkdVqyMzq/xlqHlELfDzi/wLtGu3CXk3Mwhqkl0BS6nNHNSaJYu0S8iXHeXIOaI/mG3NvfRN5mjL7qde+0ser0vUzsupMkvUxhOpSmPoc0pxWbEgnMM6Tm6F1FCXO2yUwU/3iEVfX7cgeDjZwvf8yHj+/RcmC7tPz2F4UoEeOmTu8OH2ohet1XNzc3HIbEYb9ndTYw9ImEY7na0O17yjAS+57ucGCzOVfUVpQYsd9ecXP1iptXL5CcWJ2t8E3LZrUkj4ZRRmLn6IyWIehEY/ulEN1cAG+Oo1WMMbf2tK31AdNV1+L7UnOeomHOOnsJUZKJFA0pFtGaqPV6zQ9+8H2MgVcvX9L3A23bkuKIpFQdJs1FxRi/9np/M6khw6utMtScg2iF5PI8xCmlOl+95h1TRdExgkk1lIWSNVVBw9XuhjF1YBLBO65fvqSURPBFmSQ+sF6f8XD5UEkNY6IImvg1juANy6bR70kjNkdSKJjG4ZaB7373Iz7+6H1e/eJXdC9e88X2c26S4axEmsazOF9yOOx59ulTCmfIuePhBw95/72HHJrA8OqSLR1dGemzEA0sH8CTiyX/7A8/4oNF4HwVsGNH/+qSphs4TzDcdMRxJOEoqWACYISBTKDQGkhxZOgSbbBchMDOOjpJ7F++ous6rm52akQar2whAxcXF1zcu8/jJ485v3dBX4ssKYUcE1cvXjCMAwdjGdKIeItftKzXS9yy5X6OXO9v6ONAMvkdI6QpDPDNvdBOjdFkdKbOx9Pf3/bvtynmoR85jB1PLu7z8IOHSDcyxMjTy1d0OVIulpjG04YVOWaG7R7jApuwxLgA1lNKTyxJe7mJoam5OpstRiw5Frpu4PX1DSsHq1XLGDNjHnE2YmzEuESxkG1BavuVuUWP9ziTCbaO2Z5IDQYmVfxVzZOqP1tJDb//IOw3Fdv+fkSUvGDqmInq9E3m5BYckpNjRD09kbpOU8sntFuHlg/42nw31wnB9eOKgPEgI3G3Jx0s//n/4xl/vmz5d/7pP2HTBtLuJa0R/lv//D/gsN/z85//NcPNJb989jniAm0bdAx9TvzFn/8rzn77Kf/Wv/8fYpsFnzy/IpbMhz/+A/aHnqunX2g05N59Xr78FNm+Qvotay+sP3yMM7Ba6bifm1fPONxccvn0M/LYkYcD1hpC26AKuJ7fTPaoayiGo1Ol872McfWehMZr95JUZxj1XUfOhTEmBj/SN9qSLKakKQdjdGhlEbrdDS+fP+XP/vRfcnV1xZ//2Z/ylz/9S37zm1+zXmoH8GdPv6ifu7/VLuxt8o0GSQQNz1X4lsTorPmKlqPAhHplclZq2L0YyBhFwwXa4AiNtjKPURl0OSe2ux4ks1lbUi7EmIkkHREeoyr5GMm1uBORGs7QBTdGkYh1Wry2XAQ26yW74IkO8pBIWQmgSTJDHhjzQCwDJTeY1CM5Yshs2pb1Zk0cRsZR0U42IB7c0nH2aMkCowY5JUw/0mI5Cy2lKOnAWIHaLikZYcgRJOmIitqOOzSOpXUsEe3mIKj3jcZvF4sVmUJfkvY4w+i4AhfILmGKoWk9JSQOIVR6fK31cVaHBzYNy9bTSMt+POiIZN5t2OXL++nLbWtOvfNTptlpl4Cv6832NpSg75U5xKWtTmSapUYRZkbjNPhQzLE1jqlDyaYx5lPzpUknSpHaYDMzxEiooTelKStbytScUzHmxLM/UQ7VMFmYZxspAjo5N2TWuyLT4+S5+veJdfe3la9CnV+HWN+JTLGiGQnVnNGt2FzFRDPCscf0G6aumV5DNXAyx7BMbQaowOJkoWvqgQI3r6/ZG9j/8GPMeo2VTBMc9++d0wbHxWbFZYpc9Qf8YoX3QfPkktleX5EEUhzwzlNSAoRmuWAYE5RMjgNDdyBvbyg3V+Q4aJNoq2MurCRyGun3W7r9lv6w00m4KeKaoL0HawNXc2Kw612l51ednCkMbM2xx+Tx2lYjXsei56xa3xhDTknHo3DyelGkdNjv+OTXv+b1q1f8/K//imfPvmDsexbBI43XEUA51RHsf0eD5Lxjeb7CpzRFFBmzhphKFmJUgzQZiLZVFNQGQ9NacjH0o+Gwh0eP7vOdD+4xHm50oFUpxCh8/oXmE3/4fTjsO361/ZTL0fGsD1rMmQqSFH7JmDEFrGsREbphRKxgQtGOwGSuX3/Ob/KWTSh8+OE9Lm4irksctpf0Xcef/uz/S3aWxcbRNwP74QVf/OopN78u/Hd++I/50fe/R3oaSbuIWRniCK8TnFnYtgL7A/HZFecpc5EK333vMavzDT/fX3KZBpIUbRNzDfsScfElmybxYLWkiGPZBB6EBcvQMOy3rJLw/sP3aOvUr8VqyXsffsjVzQ2//vS3PHv5kl/95c/41V/9HIzFeUcTGv7k3/gTzjZrPvrOx6SYuLm+phho0oJ2s2J5vsE32r3i2dVL+nFgrBUO70qmXIeQvxLVvE0RTn3Vcj6+b/r5Jj36bWGnpm1ZX5zT3ez4xYtLNs2C1geefPghBMfzYUcsmb4bsAXWixU2JrbbHaFpCCGQSiaKkAYdPhmMJwvEITM6GK3S8cdxpIsRM47E6pkWqSZsMkhGz3OaRnWsz7qt6OfQyWRklBeGVEP3peaUpuZHqq3728jb+ta9aYz+YQySICYjNlcbcmT26kLVcRhMp35kZCpbTHuuzc5Jqc1EoY491yF0xhi84dgNX7TQuVk0NE1DN3TkceDP/8v/jLYJ3L9YsFmvyd2Wi1XLf/jP/n1+8atf8y8PO23NJQlKoUiiv74kdT0/+Vd/yvLsHuuHHyCgRacOHj15xHDY8qu//Ava7ReE4ZqSVfkP3QHJGYsWyPY31/rZJmOdwdpA23iCt/SdpkZmGvwJajY1ljetU+V5aCjZKFgwyNyodzLGDoWOeRx1/l0Rchlnp1ZqjujpF5/zf/iP/vccDnuePv2CxnvaNuCDwXlD8A1IIMbh726Q1FnQvM/Rg9OYd5kYSDLvkGObmKKsvDFq/dL5+RnLxQI30WWzht4yheUygBjGvtQO2koZjENCkrLpGmO1U7PTPMjZUpuQNq3VTRQK2RYSmRx7xg5c27JoPGfnLWHR0O4jMiZCHRjXto4UCkV6hjGyHSPX11dc+ZauO2gPuYWndcJuF4kiRClEUdSUaxgx9onRj9gIjVha62gwlFEv6DgmBqNTIYsxBBdYuqAhIhxGLKugGwtnaX0gWE/jA+vFgvViyWa51jESoDPtp7EFpx2pnZsfKWV2hz0ha9feCSqf5n3fmbwlPzEzxE6KWuG2p/42Vt7vUgdj5pi53nlTu39rLC5pO5VS6iMXRSdia5lLVWCzR33SvqgunmSdnzS11XFelVqeOiYbU731k7zRyaoLTFGm41qUN69L9XSFOfQg9fpPP2cNM7/sb35l/8GQz+8qpuaPaq5jIi6Y2fqeGNPbaXxlPM55FL029arWPakU8uNemYGTfpcUKBFrstah9Qcke7yB0Tuur15TNmda8GlNRdKV6IXHYCkpksWwvXxFjAkTluAaWh8032hEyVr7A00asLVBa8mJNOicJSsaHcppwBjBW5CshAwNuNTRE1JzShMqms9HyR3TCPb5HKtllzmSIHOybS65mHTOFPXiJDeFDmtNMfL8+XPGQXNibrMihBWAFozX9Z7uq6+Tb6Z9S6HrR8ZUZ6JUw2SteiC+0QVIcURKYajtk4ZeaFwijzu++9F7/NEffA9yT86R+/cesGyc8ulT5I//CA77gU9/dcV67fjud5cMEvHbXtFXgs0Klo2lkUDjG77z0Uf4JhAlkSTTy8Crmxs+e/GCMu4Y2eMX91gv13z3o/e4CC2LH76HxMzuZs8hRZ71Bxh7Lg839GPh5qbwZ3/+X/Er+xMOG8it5cFHZ6xF2O5fMRZhN0RaLG5zhmw74tDx6W+UWdK+d4/FquX+aomQMIdLUikMIUHuIV6z3DxgvVmyaJZk3xLtwMEY1k3AOGE/9Ayl4+WzZ5QinC/WrD5a8Z0PP56nvh4OGuNtfSCPIzeHPcbAYrFAKPghcHV9zatfvyIsGlzwDGOPc+4WmH9XMm3IW/uqlFsGaX5tNTpT6OxtxaJvK9x8W9Ht0PVY59hszohjZD+OvHj6VEeDb1qd6VJE6fxiplpLRf45Q1DyQsyj3uxGE8clFYyDtmlYLZecX1yQ20YHDLs63yo7pKrD6V6fDMmUos9SCw9TIRWQ5o01qkpxQkYTtfsYrDp2wPjbyu9aaPwPQmowAmgOScTOxve24YHJMh8xAFixmuY3Sr2eQqYzCYtc1zTNzobmRgzeB5rQEMeR8XDAGfCtzlXKceT50x3WGi5fPePJkyesVkv2uy2H3Q7N6Fn8coX3rbbRkZ7nn/wS1y55/fqKi4eP+YN/9I/px8TV7kAXd+TtJYtm5Ky19CUT88hu2JJT1BlsJWNtxltDGxxDNzCOBw6j5o3mCfZzKPgYaTAVLU7F6Tq46egw5RgVETmnrETrlJXrzVyaoIj+yMZT/8BgvKOUxIvnT+u1ENqm4fz8jL7v2G63TBMZur77xqbJv9MIc3XnTM0TCaaItklwRhNkgHdBW3mg0I5UNOFWJzzGmHT8bkmMw4gtjthpzyZTCt4aNuvAculofIOjwAhetEzgYtmyWQaI4I0h2IIjISZjbEGsoXF6Qq03rBbqnXTdgW7Y0kitDbDQngdKhmXjOS9L3r/vkfOE3yUesGYpDbvtK7phZHEYKAghCiGCjVBi5tApUyYNkVLjq+N2wESwzZpGPAsDyVgWroEM+7HDhpF2WXBGk9rnqzVt0xJWBrFaXDk5xaXUcedTaMsqQ8YZHQyXUyKXwn63AzQpGeNIP/QM46hdnKOdvWf13HmnEMkw9aF7S3jqLUruNLcy/T699m2Fm6fvuUWIAMRqTs5aDeHkUEglkgyYdgHGUGLCi6GtHq0thuIqOct7XDC4mJFicHicFK0vqdTvRbtguVoxtJbBuXmsxZTTkRpdKKdm5NR4TrHuk2XQ9x1DU9PvMzJiDlfo2/8O1/NthbHTmk45vck5+IfIPU6MuCmH9DaErySG0991cUqe5l+Z40/RXGuqDlGemI7mBFFnQ0IRjyreWptVP9lW1l5Omd12zyef/JbLyyuaJpByoeSaQJ6T6wYZO3LJjNevsesVj87X3Oz27LeRpYOLpcemPbE/MHYH4jhQhh4pCdN4nUybI6UYEtrNH4o2fLVWw3xS5uiArTpCR4kcR0rM8GjOA+lr1SDbmnOb2i5BLppPAn2Lr6NJnNOIlQ9nxBi5fH1Ze0rCOI7sdlu814Gih8OeNI7wFQ7mqXxzc1X0RrRoOENyqTN5DIhSHp21WvgpgpGqnMtACI7NRqHb9dUWr/wzbtJIZ4X91SskR+6frfDO8MF7S5rgWTZLPBnpNCe1auGj+2vun63Z3+wpuRByjxFDJOK8YblwLLwQgPOl5+F9z3jV8epmxzPT0y0CG+NZhJb33/sAVxxdlzhbLfj43jnf6Q5cDQda8z1MvuCz/9f/m+3zZ+Tn1wAs97BqoBkMsYu8eHVN6COhTyyAAOye7yi25ztnj1iI454zZGfZNBu2h8jzV5fgVrTryNoY2tDywYM1xRrG0FOsKugxRi6vb8glkfpB2S5J2VoYowXH1tF3anhevnhJodRZKol+7BnHQZVhzrUWQ4e62aJ1Qe9MKvQ37vZWc87dMjCnhujUIE2vOUVUbyrO6THN8ZkUfcEQTJ09tdbP8zmRjGCW2mJp2O9pcZzZFpMyxkX6og/fNPhlIPeC5EwjnkDBmYHgPZvlmmiECxm5sYnBZMiWkqfjLJVsQg1V6HC0mczgnDJ/rL2FICcUe2rU5CRZDUdMUDXJ3+kSfVUu79QY/YOG9moIDeBIoBeOYwqBikZNjWVK0bZDOFsp2V6T/9q3miFmnaZca24mv91YyDGTbKpFrVZZvjlTnIa8mtZjayj49etLPvv8OW0bONus2Hd97ZWZKLk6G2KgU/Q07Hb4ext++MFDnj0vXD494BeGe2HD9edP2V09pzt0pHEk7XeKfvxGR8oMHQmppS0Fgza1XixadjdbUix1Rhz4WpTt6uh5W1HRRAc5jZL40Jyso5Bz0vTASQG397p+TaPFsouFFrs+efKIfXfgsN8RY9RUwW7Pfr/ne9/7Lg8fPmS/37HvOpbL5d/dIM0xhizV4GhbFG8c1qgrqdx07aHkjHoSy0XLZr3g3sUDFsFp7QbgyKRxpEjmfHOBRRgPW0bJBCOYBbCybFrPR48bJGZImVCERiAsloAheEcqmX63wy0CZ2cXnC0bHt9fQCq8fpZ4fLbg/NyxWlqCr4OtnOWqvyFKocsDw37g0O3YDiM3QwS7JEvHzX5g7OF+A62zfHC25CJ48ostZ4uW9z7+ATYlXEzsL68Y9ntcHWTV7wf6KORRO0mM+xHJ0CwW4D0jQre9puwP4BtVSE2EmmQcY+Jmu2PfHbi8vuLho8d87+PvEEW7Y7y+vqbreqUnnChoZy3gaZuGafs5r/N/+lGLMJvg5yau70zegoy+jtAw/ZxamOSciTEyDAMxKonglD7aNA3OubkzRQiBSVHnSvPFKsLM1BHSo4aYS8y6jyRjs+BSJoq2WcrjSDF18mwudENPHjN+iOzjll+Nv6Qzmb0d2btC5wpWRqyow2BNILkR4w2r9RqyRTpDEKERp93FbVEGpxiW7YrkGhahIRoBGbFi8DmjzT8DEDAErWWTqX2WttjJ8I3G46sQKRyb1M60dOdmB+HNa/cupObMtX2dAR8c3gdin0hj0r1sHXFU478ILYgyeA1Ho390VDS6IMawsA0igeWiqTnyiThSSBliMhqasQ4x2qCVIhWxmePohpPwGOg9GLyrI9MTznjEKVpHoOTI9etn/Mv/7D9hf+h49eo1MWVSTMTtSx0fMQ6UlLC2DubMUfVrhcxTbghjSDHSV2fFe4f3eq6+5jU1ByqzQ2QqIj8Ne0rWzJqZEnSVhVduOYaFnIVxFGIaiSnivUPIjOORPWenXJW19H3P5eUlKeWZYPJm6P5N+Z0Mksmi8XVhhn/OqJGRmqjKKWFEMMEQnGW9XHB+tuHRw8eYkrA54rA4scRDh+SRjx59SOMtv3z1mjQOtE7b83BhOV8F2g+XXL3s2F1m2iy0ubBebXDWEUtiPyQO1zcsyoqlfwjrFmtWfPHZgWdf9Pzg377H9z5aY2OPFaFdLhCEV/srohR6hOuu5/n2wH6AQ4TOCQMrLrc9Qw+LAPdbyx89PtOpsZ9fsfrux/zBD/8RGohJ/PKvfs7N02e0S4/Dsr/uOPSZNGhIYKCjhJbFcg0h0CO8unzNth+xocU4x6It2Bp7iSmx23dsd1uevXzOk8dP+PEPf0QfR4Y4cn29ZdgfMI2vleYT9d3NN8ToHM6Z2RZ0+54cI2eLtc65f0fyRjTqFsq51UEYvvTTez8bpGEYuLm5Yb9X72sYBv18Y1iv1zRNw71792iahtVqhZlvPqFYp2M3nCFbSGhRsZSCGRNk4TAUfBG8wGgy0RaGPpOK1mpYEfb7A3HMLIfCTb/l81/+CrNpMY827BvDoYFgRpyJtEudsSTO44JjcXZOSdDHkYDQAK2HNtXwn3HchDXZNey91xHTecAWi88FRN9lJGCLx5AxleorpZBRg/R13ZTfDHF+1fOTQpu84gkp/X0U4v6NRI5RL+shBA0B7eKBsSS8DwQfGIcDUrRIU0Tohx5rHcGF+fit1RocU8lR06TW0Gh+KUskF211c+gL8VBODJLijpyLDqutyEwqCcBXp28KcXqv7cNKzviguZuphKCkkVcvPuP/+X//v+JDQ2ha4jASx5HGCm4e+liwTq9Jyeo8TfphRsdGO+SMw0jbeJx38zTZKV9cqgNWpNRw47HIW2pcOJeMCHNd0mxcTyYHlzodd4zDret/fX01O0TGKOFs2jtdp73rRHQKcRGZw39fJb9TDsmI4OrizxbQGA3jyfGhQUc9+XGI3Fxt+WT8hIuzNY/un7FaLFg2ntdDR98P9F2ExnPv/AFIpvUGZ6Db9RRJlCKsfcPi3MOY6a47HiweEFzLzfVLBMsf/+E/Bm8oxrBZNKxWa1Zuz5OLPcEULl/dcLYIeGe53HeIgWwdxVYIPwiHw4ExQhrhJu3YlYH3zpcsV0u+lwtrEZpne5wRvDcML3b88me/RhoDjSGc3eM7Fw9YRIPLwL6w3/U8fzmyHyM7CtFahsZj1y3cX5NNITlhf+jIfeJi1LScXlwhpcxqueRHP/ghFOFnP/0pQ4yknHl47z6PHj7i06df0A09jx88JEshSWEcB7a7G6CirTERc+Z8tabx5wzdnth/fbX036cIei7Y4yZ+W8jtbWKMqd5XIYTAxcUFm81mnmQ6KcfJi5vCgF3X0YSGRe1HV3Lt4VdgsNrNI1dGkjc6ZKwxOu7di4ZEkq0EhapsrAiN9zTF0LhMdp5QR1LbtiUuLKk1MDokCV3fY8xAzw3FGVzRWRbSGUIRtlKwqYfY0RfDKIarVWbfLOkWC7IFyJiSkHGsyjITS0OShoaEJ9PU8/bUjtF1LU4Lkd98vJmfG8dxfs/pNdIQTLp1zf6uk3z/RmIquMUQgtWczc0BEWGxaCiSGaOwXLSAYYwjCBoaMrYWcd7+SO3TZipt2pw8X3Mi3mtTXe80ZGctzgclOPQDIkpAyRTNHYuy3VKBmI+Tg6eCZQ3Ris5skkJG62RsMhiJICOMEcYR8Q6xFkpUhVrRjNga1mZCr9phxlZmHyJ1RLqdDa2xWvYrUpS0g443mfOWVUT0mCciI0w/zUyiqYnMedKHsjprecNM4z4lFdXQoEwI7fagza+T3yGHJHVM+NG6umpJ7Wx9tSJAUIhdREgk8jjS3dxg5RGP71/QNAvW6yVX1lOyaAdZY1ivz3AWFsGSxpH9zbUWFiIsfFAIfIgMw4h/EmhMw7CPuDbw3Y++x1gST29eEoJjsQ6sQ8vD84bD5Sv2Nx0LHzDGsB9HxBjCeoF1HtsExAz0g3aWyBH2Xc82Dnzv4gmP/IL3riNtH/FXV9oGaB2I1z2f//YLZBWQVeCHP/gBjx89ZtEXXBTMTWQX9jxYfo4xhuthIBlL9I7QBsq6pQw9KY1sb3rGfsCnWgtRJpRg2Jyd8fjJE/aHA7/59Sc6k16Ef/rv/Xvcf/CAl69eEeNIe3ZGypnr/ZaUErvdjuAdwXv6fmQYIh/cv8/5ZskXuy25H795Z/w9iYh6YLxhhE5/ftXzk1I87T48xcOnJHspZQ7hDcMw/+6MxTQ1F1NEY++IFkobHc1hxSi5xIC32r/Oi456NtUgTSFPWwTvdEqnt1TqvXbztt4TGk+zdMRsKUkY44iUnn05aO5PtIe4T4FDEfY542KHGw8ckjAU2ElLl4TRWLIzOJcxJSNJDcMwZKLoQ6yokfdVmRoHxs3rd0QG9iuN01TrNY1hn34Hjo1f30BE75TYYMDUvI1zjjhkhj7Stg1N40lR89mL9RKDYXe9wxjDcrG5lRM5Im/m9XC1p+OEEibkZK0FFyguaOLe1FIW68lZC0GzAEVIcdrXtawgF53oOhs7o3uJ6VEwkvT5XMkYREixTpptEHEKCyfqH8x9ZCcmnRpVW2nZ2m5svt7+mEcVJhLTVNJ90g2EU/KMoke4HV2XijRk6hl48jiOPFEi+GSIlDgxJQz0Ioqhcg6+md/7O5EaWqtGyHsHxs5wr4jUgVBSDZICWYpo92MKrgivXl0zdCNPHpzz4HyNzbDZ3GO1vtAR3JcvtWK50dqa0KwZ+4FuH/nxd7/D9z78mD/7L/6czz9/Rjp8QuM923HAtg3mrz7nEHs+ffk5i2XL+b01jRMaB4/vf8z6g4aXr55xeTjQi3o2eehwwbNcWW52hW6H9sUrcGFbFk1g0WVs6fA3mRAL6+KV6DMUBgb2ZcBdrPBmxeefPuPm5TXmssMMmXVpyEkwTYsPAX9vzcEZLkPh+fCa+MWBbj8wDhEXDAvfsgoNAaPVzFkRZt91PH/6tCZfC6Ft8MHzxaef8fzZM65evVZGnURSTuwqrXLdLBiTjj/3wCI45NAx5szj1Rmszr7psv89ioaUsEdj8ya77m0FmNPPKQwDVIp0+lKYb3po7qjmlLCkYawOkzBYIRlhFKfsO68U1+AsDYaFBSMFWzQgQ/UOSw2HYqnt+RUtzWN5RI2T9RYbvCaRs9cx8taxWTQUC3vxSLGYweFjpMSId47VasWyWSCuYbBLigkMbUt24Gyuo388IjUnIvpwDryDEBqCy7jiEDG3kONkmE7X7xThTKGdzWYzK+rJQE1GfnrPKXp6VwSHRdvy/R98h+vrHS+evsQ5x/qsJcfEMAw0ocUFr44yhuVSkRKo5z7vFcpMUNDemB6yVQJDyYoerNS+dLbWqDF36l4sLU2TaZrFcfBdLgz9oeY3x5qz0r09jNqhXIpgTMbaUjv2C41Xpe29orTgIGKIBi2eNmWOPFUoUmsNFe0YDJz0SlQwY3GhwTkLtobpp7beoghNYEZIpzWAcw3SbCmm7vFFOzNUYg71tXMey9RmwblU4pKvTo4iNO2WUenlJ9/7TfLNBsmAN2CswU98R2vIleSgiSpdqLmJpHBsFAp0/cjQjXgpkCP3VguatsE5jXempC11XL3hvfHkEhlGoWnW3L/3hCItu33CxRu8s5Tgccnw+vWe/Xjg5YsbVuuFIouFxy4Ci3DG+WbDF09fsD9k+jp5NTrBJwO+To6UMCOytWtYmJbQCXZM2DrxtcEhCGMppJg5dIl22WAybK93dDcHzMsdZkgMbg1oA1pxntJCtIW9yezSgX08IIMgSbjfrGldILgGX52ilBKM2kOtOxzqRnI4tH3QfrvVIV+HA2OM7MdDZdeNusmDx4ohp0LrLK01SFTPbr1a4d3fvm7lbyxy6utNe+qrjdGbf9PwR7mVd3rTcz9l2YEqWkmFEgtZtKFSrqG44gyCxRkzJ75dofbmspijW8Xxf5rsnfJhVqYC8JOOyvW+sNYi1XlzLhCWjmxhiELJBps9th6/dRbvDG6xwDQLmhRwOKyziNPZNEitIzFTBMfMys/WvmTWVrIR5kvrAse8XUppDndO6xRC4Ozs7Fau6JTheForNnve7wglOefYrDf0fSTFgrM1p5j03jCNGo0a2cJ5V6NL5WiQ5r5uDmMcRTwFDWNRdMjcLKbqrvlXVabeB/AB65x+VtGciRrvSNXJOGvIMZLz1MWgkglKpZ0jNd2h+81NRa5WQ0wTin8z5yq3LQYzcqrOkLFGR584x1QDcDtEdtuBkJPPLZXiffp9pTZT1VlUlTRVjpXbc2gPThom1Jq4Wz0r9V4zxtWz+uZw7zcaJAu0zlAM+GYqrDREKaSSFYZS4/jVYksp1fPQxqrTIrzeHuj7nu3Ss2i8dmNeNISwwBvdXEPX8/TVSx1kFeHnv33BYW/o+8LF5gF5iMRB6EdocNxr7tH4NWcPDOvVgovzMzatYxUcz5/u+eK3r/n1p6+42R+4HAXTWB5/b80Cjxs8T558xL/543+by6cvuHz+EuvOMbR0v/4Cxo7WBVpnWdQi3Ju4Y/QG8YbFYs399T2++PVTrl/e8KFzrDC8GPYMRXhu4NrBL5ZwHYRnLSRnydbxaHHOvWbNjx9/h/NmxeXnzykp8eDeI+IYyemlUkyd19CR9QzDwGG7o12tCc4ydj3d0HEY9lpkKZCi0A0D56sV7733Hv12y3jocCZhM8RxS35jg/5epRoKY93JU19OqAO3lOkkE5vu9G+niftTI3aLESYGkjpSGc39GQs0DnGGYCweQ4homC5r3zltAV/rT6i5pqLGR0THQ1uMNlkV7XJfckZ9CKFxBhcaxmGkyAHySDKF10Mh2Jb7q4eErEzAkge6odfPcD1Dc072rbIJrSBlhy0jfugoxQPNnBvBCAUdhV1iIltHFjvn3E4Liycj3vc9Y61Pm0J01louLy8rpbeZUdO05tMa/0PUIHVdz89/9iu6bgCBMUbSLuOMIYQw57g26zOsscQ4VMQyoegaTkKjmRZbr6fRouiqMOuGIRcdRJqptX415DXtK2eVWl4mZS1gUiKjoTMRbXOmGUsHCDGLFtRm/Q6KkgvU8BtyYu4aEkskSb1fpnu0XkNTazqtObIfrdNQtnWuGhaYKt5KLaSeSjym+jhT/1YQUsmUIjS+0fumGnNby6jITnNApdSwWwUeANYcURym5rTUCeMkj1TjrkrOKN9MpvqdEJKGQxW9TLa62ujj15qjHZZTJVO9S0GHxPWS8UaLxoZxxDtLaGoizhiKQD+M5GIoxXDoR+2AXQTvA6lX6nMCXDFggyYjm4UaNt/i6wiJbtjS7Tv2h8jhkNj2YBdwPxty0UfbLHn88CHlMDBc7whuiaXV0RpF5imKLgRSgZKUQEFVDMF54pA5bHvKagHWMg4jfSkcDOw9bB3sgL0DwSFGwIEPnvVqwVm75Nrq54Y66FDzAro5nfM4pwYppzT5HUguOiix1g2Aqbw/Pe5l05CsJU6x36yFa++0Dom3Exe+yiidytuU4NvQ1em/b4X8jJlnEVkDZUYw2qzfijnu3xprn3asJmN1TSdvd3IRpxt7dkPrjS8TkrAaOktZ8z+RQhwLJtT4fq0RkXycHlsKlKBGNxdFdlK0/sVM7f/rl1trmGYAlVroOfXKO0U1p3m2CR1NSnxCQsYYUkqao4lxps2/mXs6vSbvKmRXcuGw7xjHSqwoQpaseRJrK0qZL8QcXko5nqAcjsq9Hv+EEKZXaBeHKdRXc0onx2Em79/czoEY67BWW3ZNs/HmvoL1y0+NwhQusNP3IFM1TX0cC6DnJa6KdeqMM1HZJ8fBVYMkKVVqtwFu3zcTZjo5iuM6cKwBZAr1yZeLzPVQak7qFCKdrPGbyGg+/tkw3Uolv1WM/EO4PndyJ3dyJ3dyJ2/IO0wm3Mmd3Mmd3MmdfLXcGaQ7uZM7uZM7+VbInUG6kzu5kzu5k2+F3BmkO7mTO7mTO/lWyJ1BupM7uZM7uZNvhdwZpDu5kzu5kzv5VsidQbqTO7mTO7mTb4XcGaQ7uZM7uZM7+VbInUG6kzu5kzu5k2+F3BmkO7mTO7mTO/lWyJ1BupM7uZM7uZNvhdwZpDu5kzu5kzv5VsidQbqTO7mTO7mTb4XcGaQ7uZM7uZM7+VbInUG6kzu5kzu5k2+F3BmkO7mTO7mTO/lWyJ1BupM7uZM7uZNvhdwZpDu5kzu5kzv5VsidQbqTO7mTO7mTb4XcGaQ7uZM7uZM7+VbInUG6kzu5kzu5k2+F3BmkO7mTO7mTO/lWiP+6P/5v/tf/w3d1HHfyjuV/+7/7F7/377jbP//1ld/3/rnbO//1la/bO3cI6U7u5E7u5E6+FXJnkO7kTu7kTu7kWyF3BulO7uRO7uROvhVyZ5Du5E7u5E7u5FshdwbpTu7kTu7kTr4VcmeQ7uRO7uRO7uRbIV9L+wYwptAwUEomxogICILBYIzBWoe1lhAC1lpKEUop9P0AxuCcp+RCyln/JgVjLcYYwCACMSdKKaSUKaVQSiHmwhiFEAIhBJwPWGf1+0WQ+n7nHAAC+vk545zDe4eUjBQBip6sNVhj8N5hrcFbiwGMESiCSKEUQYpgjB7j9NAvEZi+X6R+r+hr5hUTzPxLmX9aY/Q7g8N7j7UWa41+HmDEYtDj03U3+n1M3yX1goCdjs3qegwxoq+wug5iKEARyEXIRYhZzy3mPB/7u5A89ByePoVSOFmYk/W6LaYemkBdb5lP/bbI/Nq3/tVYinHztRIpCCefVd9s3jgQQffocY1kfovMrz292m8cXglQHM7V+8OIvrpkPeaSMQa9UkYwuqH0Zz2uaTdNe3zyGwWQem2nZZHj/46fMT116/z0U3W/W/3XtK3L6VnUPV//Pu3t6X7Vz/uqq/f3K9e7nj/76WekPN1Hx/Mz5viYD0ekXq36emt4c/NIff10jsbVn9bO55aDENty3H/GAlXHOYuzDgRKLkgRcipVL4BeK6P6ynqK/gnvW4wxFLHzgTsXaJpWdY21NDnjS6nXVUip1K93GGNV1xm9BrqbCy5YnDNYLwiZ3f6GlEb6/kCWQsmJUu8B1TkO7wPOufq9Bts6zHxYBmct1hiMNXqfWJCi90TOiSJFf5ZC3/eUkikxYpzDhAbnPM57UkqkXAhNg3OORbvAWve11/wbDZKlEExPkkhMPVJEF74qROsDDsfCGTVIRogl0417jLHYpqWkTBkjKWdyKVjnVJliKAL9OJBSpu+HapgS3ZjZ95nlcslyuaRpFzgfyEWYbj9jLd57qJ+TcyalRNMEmuCRnCg5g+gGbb0u9nLR4KzF+WkTii54yZSohtOebILbCkc3YZFpE+qF1rukKh+jRk7IVdkUjDX4YGkILLzBe/Szq2YxojeGN5OxrjfgvEHLrBRcXWvrPEVgh266ot9EUvtKKvpTgJwhZaEbE7kU3pWUcaT74nPkje+czrEu//H5ySBVZSD5+L5balDkS++99b3Wk4xHRB0kKVmvGfVNRr5kjKo5IlenCDMpOFVk077jluo/NVkgeQmlIXhbnR6AAjlhpGBKxCI4Csbow4qAlKOC1QUC7KwMxRgEQy6QxZDrdS25HpXk+ahO/Y1JyRqjJsliqrN1DI6UW9fGHB0eMxlVc+t38+WF+73I/jDwpz/9jGFMqGMGULCT8rQGeyvGo0pTyHoPuskg1StkjgbJVqfYeqdK2LnZyRsWmX6T1YkSAePAOJbLJd57gm9AIMdMToU05PmliF6vpl3hfCBlELG07RpjHAWLYME6mtazXgWMdVhnWY+RJqfZ0eh7qV/v1ZCEoOfsLJlMIdMsHL4xOFsQMi8Paoyut69JORLjqAakFJz3eN/Qtgua0KiOsxZ/5rFe94i1lqY67M7YekMKhUKRTMwDOWfGNJBSYrvdkmIkdQdMCPjVGt+0NE1LPwyMMbFcrQlNw1kjeBO+9pp/o0ESgSKKApqmqVbWzxszVy+h7/u6US0iQtM01Zqr8vTeg7XYoggJo2gKRE/cCk3wFFFU5BsIrQCGnDND32PsSGhaPYZqiHLO83EaoAkea031im+dCaWoOkkpgyskLNZMjtTkWxlKRT0YiCnq5st59h5g8uBL9S5VwS7bFucs1k2GaVJfBecM3lt8cIQwrR/knBAEZy2GI9qbEEIRNX7lxIu1RVSROeqnW4qBJEZRUCnErKhoTIWYCkPM5CzEpMbrXUkpheGwR3K+5V3PqPJUeVKfmCGJUG4ZJNXYk9E6VYtmxhX1e22iOIeUoh5iKdUgHc3KpJyOop5k3cWTej+itfo9X0ZMJ2dQEohBskWKoVg1NpIjlIKRhEPAHBXrjG50u9e1Uc/UGIFqjCbv2GEUBYtBrB6zM2U+xmnf6DoD2BOkQ/1emR0ca/28ghMaum18FN3P6Ond2KMqcvJQKUX0+Ll9TNbaCgGnnzKjYjGCnDqMthqgihKmqI0xNXJhLFCdWVHDlmOBnDEl6ZFVz29GE2IoRaM+RsAWfQhgRY/ZuupkGEvjLMHb45pKouQIxiGiekl9/4Kz+lrrHDY4BEsxltBYXDC0Swum0PVrrDOMuSNGh7EyR518aAnVWAQfjsGHnGcUhYFk1On1weO9Uceduu+Mfo8Vg4Ua+bHgHNZ5gg8E52mcp/iCEUOwDm8sDvONOaJvNEh6k6pSsNbinCeEZt6s4xDJksk56yLWC+29ny39ZJQc1TO2CmtFit78xiDWqjKvm8w6g/WGYUzElMgpQv1cKqQEQypTeEWwxqqxgtthrulMhBqWKxRjKHMM443tf/K2UhFRSknPOYT53DWkIreMbggO66oigTk8Y62ZL673jgnj5+mLjMXUkNtkHEUgK0iq0H9CU1I/t0BFRXOIToSUCykXYsqMUf+dkhqkXDffuxIRocRISamGV2Y18vbAz4R86nsngw9vGqT6/hOkZed/6XXGTBCxKEITRUAVX+uHWpj3yYmhM8Ywvfqo6PV/1W4gU9TrFNFKUbQzHfb0/TnVv2WK0eCqFPXyJ9NXt9OMZqb1mhy7SfmqgrOUeg9RlZdhQpbcusbTXrTVyXIzwtCfblLGs4I/GqU3f39X6Ogop/fxCRKt94HIKQqsi1AXw5garjVqkOYwLSfnN8f8dAcpcpTqeMjpV6pzJAZrFM1S1GJM6YsJOYugkQ1ToFTnQgpUB3j6XmsMzk7rq2+UotEUY+xskFTHCM6qXnTezc6U82o8gncYZ2lCIBdNc4CQ8oC1aihD8JoC8R7vPTlXZ00yZCHXsHIWoXhX97FXp31a07p2qsH1HBRBu2ofHM7qw1uHOAUcbnJ4vkH1/E4IKdeQR84ZazMxJv3iGof03s+5nCmGaq0jl0KMqcJqi5lyQHVrFSmYUkNeVakbYzDOUsSS8bjDga4rjDFSUiHFESnlCLnrBZuUhB6zYOTEY6xKTBBygZQiJRvE25NNof/WXFfB24CxlpJ0YwoG7zzr9QbnPU0TZgXVeI+zTpGR4fYmm8IpVrC23ivWaH5LBGcno12hfL2Bcg3BZZlyQZNBradlwNRQy/SamAs5FzXiOTOkTEqZVISUJ7R1DEO9CzEiuFQwqRy9U/3LrMdv6fOqBCZPalKG8+chNbZ9+zX1E+fXiRPEJYpRh6WYcvz8+jm88dnqJOnNZ4yd1zpLOeYumZwd9HqZyVDqeWVvEQPOSj2+cmJY9QOtNXjn8NaocTg5L0PNbepGqh67A3TzSI0dZhG1daIKVEoPkk6cqSOiw5TqNFWn0koNd03GO8/nPxnYaVXm0OpkGG9dsN+zGDTH42+7L8IUStNrKGYCMUdnxlQdxHT3Tvt+UvITiqr6Sq+loRjdA2QgO8gn52qma6BW0BT0i8sR4ZZ+JA6R7BPGeb3uxpJTwvnAcrUB67EOPIWmOkTGQPAGzzFXFK1GPIaUdF94QwiWpnVYX8NsTsCBqzmkpnGIeBZtg7VCTmEO2TXB0zYBX/M8paguLWPUcFwcK5pKOGdpmkC7aDCyIATV8a7uVmctUiyN9ThnIEAIDUvfEHzAWwfWqSGtaNGk/CZG+JL8DgiJWx+iia08exjWHmPO+vdqumdrqtvD6n0zXb85NDK9xk7erzUY57BYrDiCcyRvycnoxitZ0U3OJ+SI44FOqGveQ9XrxEyeqIbuMBqP15vMYuzReE3GUWOsSUMjgBiF9mqMPVMy2TmPd19nkEBzFlOewExRgFvHPzvV6BrpT0OWioKqQj0aJT2jXIRSJoOUiakQczVGecqJHJXxuxQDOMDK7efmfBvc8prk5DWzZ3ZivCZP+EgkOSbaT7eCWEFModiaH7THEO7kvJj586c3aWhsypuImCNKFUU0R1/96FkfkZ8hW3WcJ0MjVRGWuv8NVINkcdbgnXrQ+ry9jVhqtMEaN0OaCfhbmbxbczSW5rZHX2+p+TFFi5RwwZx/KfkYnnzT4NwyUJPxfYcy79lT52WCpmZ6DRzv7mqnjCKemeBQ77fbd8Dte0+qIyQCkutbZd5lmucVdW6NwBQlNROKF8EUfVAygqkGSRGyWIuRgpWiPyk4c9xR3oHH4icIK4WUwUR9vTPqwPqKklywqLYXMJEiBWcNzmkUphSnKYZ63uqM2BnVTMcspVBKJsekP3OqzrrgvaUkPXasrRwHzUU6Y+c8k3cefxKac/U1tl4PVWinaPft8s2kBmNoQwDjMdaSc64PVX7KGKtoCaMhLoSSdJtMMFqmK17h7BHbMrPN1ElR46XHXlguAm3j6JqBGCP9EMmxZyjKpmsXqzknlXImjqN6n84ft5s52bkCqcagi0glN9SFcA7ftjinCUxrrTpIMTLEEcmJru/pxwFzMJScyCkpDHaeRw/vs1g0WFdzU3aCNOpVTbmMutMB9ZYFS0wTUULDRLmi/ITmtTJKGMlyXEYphlyEQzdQipAqwzFX8kjJuXrSExPQHDf7OxJnYBO4rVBgRgN8jYKzxmDdkZVzGrY6Oj1H52f+v4FCIps85xJPjYkBnJnQxxR8OBqY6XNKRTZTXmBS3CKnSOJ2vmWwQrKlfqJQSkZKIdk8GyPnrIZNnCqfySkJXsMek7KYyDKmKkWhHo9IZbNK9f8L2crJPTQh8SMiVxKMnq+xldFpNd87jnFGfW+Xd2uEJhERchrJSZ3P6dgVwZojYiXPdxToek0OkFRTNaueySiVKeytVqjU300NWZGZLbkqcUsjASsWV79MctEUQEr1vis0oWF9vgSjzkSqe8Y6g7PC0oOxBWGkJdASZwfzbOFYOo8xDhFDPyRiTIxdxAHBZBrraJ0oUlo0FJsQCoehJ6UBR6Fxhs2iYXBQshLGxhjxdQ3dyR4TEdIwkkskjZVUliMlWUwpOAwjup5WapQHg7WBLJbkPBmDQ21AqK81WbCpYGOBFBGbERvQxftq+UaDVEQY46gQbuGr52qBRD6hY043phpkQ42RzR4cs/d24mNWz2uKbZ9AKs2TTBbfOnLQWGZMNWlcsiImmZhs9bOlAO6oAOebqcIzI7OXKSIUBFuNgBHmuOqYkhqkCWGIwv5cNFFnTH1tKbhSyLaQSyaXrPnQyTswqGYox/OXk+T6dIQTeUEqCioyPafGKaPsqum56ebKWRjSRKmfFFUNU00rYJhvYufsO/VyDeBP9PxpCOiU6VWf/NJ7TwEMs0E6fU5moySTh89xDx3hJBWR1s9FlY+t779tHOWYo6Bu3brHZN7Dpybs+F8y5eQ4QAm6ZaZ/TyQadTjNjIqoBmIizZzma2YahSYnFFFJzRxKDRdNKM0ckd8Ulptyq8bWBP60jvUIrbnNGvx6ebco+6gSpvul6OrKFEqfjkhOvB19zMxIqdGVKcIwv4iTz6r2fLZcVMOt+TprrCbyKzKa7tnZ89ebEdzx+qgOqAZJMhaDN+oMiwjeFEJF7qVI1XVHtOetUKxgTcbiNAxsBEvBGn0ghUJGSkJKwhpFwE3wQGEIQXVVyVUHMK/YpAilZCTnKXRVda9URnFBckYmXTdFxrCIESwT4UYNlZkvk+Zv53sQqUbt66/3NxqkOI5cPn/Ker3i/fffJ7QLQggc+oFhHOfXOeeU2mymfJDTfEY/qgIuJwtxgg6s6N2pCrbM66TvEULwlWppSRUajzHSDyMiiRR79XSdB9HwkHJQ3gjHUF1GOeYEphKl4qZDErbbLWOMLBYLnHOUpF52KQWPYSzVSBrNiXnbENqG4L3S13Nk0TZ4Z7GLBmfAO1fzn5mSq9dcjdLkoaecyGK1vkBqGE4gVxSURCrlF1LWmyFXr2zbx0pTrkpSmEM+riop72oNlrNv6v3fqxhjaKzVfIg+ocdoJ0rz8XWnMimQckJqUKLC0b68KRoGVW0kko4GXm6/xgDOlhlZGSOzoQK0tKFyIhA0Vydga6plNkLGVeV/DOAVSRhTXyhQJJ8oTD1Pp8vBtARmpvIc12AiJ1T3pN4PldUpReuaag7WACHYGUVMyHJiQM0knAkpTPmUurbNW2pDJtX/5eeFtzz9exFjwAVbyTsApUYO5hU9Ojmn51qjAPnkNSL6GpnOob6nTBb8FD6XiRGm6+lF9ZTLmjeaWLmu1ixKVvad5IwMPTHGOYxrK7rSezGwtBt1dIuw8pnzltmJbMj1eqrTGKxuOm9GgoVFEJxLilCqwy55pJREGTukRELQ67lcrIgp4LzQ9SOg+kA3ZUFqmYAR0VqlFGsYUXQfmUrGyIkcLclajAi2nWqxJmNtQCwGZd6ZDGR1wkhZkRKatmhNtQ9fI78DQir0w0AInlyLTqfNYk42gZs2QdYbcEIPUsNQc+5EREMJUhO0dQ8ImviaEu+2upOa81NqpbewaALOGqQUDUflrGwWwBiruRxrVMnUA51udL0R32AKTbmC6Rh8INRckaDG0qBGxSl9rhYmlppTFVI+JoVzNsqO8Z6m8VinG8EawRtPRjfDFHpBprBLpXfX81cSgtYS5RqOmwxSzJOxqpRODGKOhmZOYFflZ43mtabf3ylTqqI2VX56XXSlhFP+9pvsGzVIcmKQjh7x/Jo3v8qc/uNojG4ZsFOEZFEqtrHqbeoRzsXRUxzolOk3vaaavao6JpSlXi5uxuuUomGxGe04Wwu3a3G0c7PWnBDuKa39yPWrhmgm69Qy6NnAhhPEdVJLNBk5UUbetKYiRybe23ZD+aq1focAyTrLarPC19q5XIlVc51YPR6Zc1ymokQ7I6QjNNeXT+c6pRKMnaH7jBytMdQsNoZqnCpiNshxD9d71xsQa3BSSzu8m79sygdmyUpYkBHJkMZI9MK4D+qM5gzea55pKlzGQSk4STgcwdb8eBYkFcqYSWkglYjkESTj6o60TstI2uDJKeMrm1NyplhdL2WeKqKz81oAde9Mx051yHPJlGxnXT559Ro9MMdcEcyRBYvuRWcsodLCv06+2SDlwmG/x1nDMAxMlG5QVNTUKlxQS9/1/VygOjOE6gJPiVQRTc7eopIKalxKIUnRQsCJkluS5nqsxa+XFBG8s4wxcrPdqzEpmdA0tE3LFOSY99pkkGrMHDwzLXzymmpdx3K9xnnPOI5aVFsTgI2vrLrKWCkpVUWk1cuKPpSxl0uiCZ6mdWA8rQuKqHAkp8YipRHSSXhNEiJGqdlFw3C5CLFM3RYgZg3bxaJ1SROKkrnuYvLADX5+oDDfUgsy360UgSEJJF3vySHVf1d388RAyq33yomXbuecwfz3t3nws5LV75qjdScvnZ7Xr68hEVsNJnamiJ8mJm4rbTPnaeYizQrAm2CQcPQCs+hxa3TbYHA473GhqaScel4ipBirk8IUCJn3GIjSjWUK/UkNkyjCasJyLuaeQoAni6J7rCrznKQibJnX400f5UsG6WtzTL8faULgvfce0Q8aERmGkb7vGMaRUvIUg9N72JhjPZHz9Zhrd5CKVoBjMt9+mTE4OQ3eWIJxatQrGqHoPTptClP9jik8ijWIdSyWLYtFqOBW1FFH6LoOawWfD8QUOVxfU/oFZrxmHEfGMXJvc8aqXTBRqNtmjRHwpafBsHSFLJlxjORiITn68UBMI+IKxgleGqxxNL4hWU9pW8iF3ltizIwpIWQEp2SFnCsqMnNY/9ajGqlSEimVmt+fIllT0flUtD/lyHVtnRxBgnOeVY2ufZ18o0Fy3nF+ccF6tZwLY0u5jXqMMfR9zxgjr1+/IsZETJHQtJyfnStCmAvRTPXW6i0zQ27BiBZ5OntSWT1ZYKOhFawWjbVNwBoYm1CpzEqXrSTYunHsZIrq2ci8OU9vWjVG+l0lJiRlttsbUkx4rwSJzXpzhLGaFMM6p4y66mVQkX/OmWRgHEdAyNmD0wpo8Gjs/+jplhqTVsZLpuRCTolUhDFNaEgLX3M91klX6g3hjgrSGIKzGiq0etM4U5UZtXbpHeoWAcZ6upNzcMzZQPU6TuTUOMkcrIGaBzg5+C8Xph6/1BjBTXUox+iXfpKBXOPpUhHvFDSbvGVqeHDWZ9PDTKG6YweD07CY8dSkWZVSlfm82d1sxSZTU4Ra0DwVAsvRG2cyrnoNp7zkpAznUy4eDSrfXvvp/IsIuTYfmH5OzMvZ2Jx+HnLLiH89Nv39iLGm1tVoFCKlSVFysp7UEN3RM7jVVaNe41vO7/wZqkQxt09JlenUTcPO6z/tI1tDvBoG12shov+wZST1o9ZRWkPbaLF8qEn/++ctMTps6VksWs7PF4yjZRwtViJpSEz1UE7hHxJ78AZTesiFNPSId4i35LEj5REbUP2ZCgaHZDQHT8aR8QhZamHv5BCWgkOdexHRaE6NDt0y1hMYqoSpifY+GySZeAW1bELVORg712Baq4jLua93ib/RIAUfePToEYu2YbFYAMxMuhm6AYeu43A48PTpU/phYIiRzWZD0zZ4F/A+aL1S7QN1awNMm8spk2yqGQJtWSEzVD6GBqEhOuX351JIpZ54TXrOse5a6DZ/j+hGlxNtNuUrECGmkZgTz1++Yuh7Fu2Ctmkqd9/VDVgpj/7YokhKpgbzSDkjaJ8nqUxBazzWeqzxtfaozKE6ocyJxFLhe4pj7bQwheq0MjtPrWQmpW5M7fwwheYswVqliJqCN1NOrRpNOar4dyFFoJ9seLWgt5htt6yKuQ1F3nDby5t/+yqDBHMCeCqEltM9V+HMKX3cwO2woZlCE9SKdM1PYoz27DITSrJzn0JjgYbbBilPaEydJjFan1HquUmRGRWPSZmRnJAVpmOzRnAo7Xfqk+emrzEgEpA8IQO5pSymkO9khE4fIhpen0998hPeiojeuHF/z2KMoWkDWbTDiHO22vLbnoKphA3c1GLp6NCefpadSB0T393cPqfpnG0peBGcVKNAfZ2ZromGuBp3DIdPGiuOHbEfCI3Decdq42mChcYTmsDjBytSSizdyHK55OJizTgGhsFz9fqG/a6jVDTtyYCljCPiBJMOSIykrqM4Q3aWmHpSjgTxmGIpLkJxiNfjVjel4I0Q//+8/VmTbFmW34f99nQmH2K6c96cqrqqurqABhokQFIAIcpMkNFE0iSTZDLToz6Q9CmkBz3IKKNJJhkJ6JGDZBiE7q7q7uqacrxDzO5+pj3pYe3jcbMBVBZQ1fekeca9mR4R7sfP2Wuv//oPOaGSsPLIBlPW2Vw0CqowPo9WaOXMxDLvzhlCIXstzg4Ps87jLmE54XLdFmTLHLV3v2VBWj6oXGjED62vLmuJQFhDKUhzMfpcr1fUdS1dghM8mPyAjyr1MLBW71z8ejHzy4JZGi0wx4L5piQ0SQ04o9msOmJKzD4QUsJHL7sabY7EiIeWXT2sYwUmXE76csKtc5iqIitFSGJGalI6eoktHnaoZYaTi5NEYNXUWKNI0RNjZpyETjs2FQB17UpRtRjrjjtYiCglcEDOwpaJcSYGsSsRDZIWQZ3OhRCgynyrmCuWBcoohdVZOiSlpDAhTEKWr98ml/4dHklpZtuSCMeFRKsHJtk3ILu/ck0v4NtSp45LQ9nALPPRowbu4enHXfEiSl2g0eVnRKWPl8W7PZmo0wWiWdwPpMOErGVHrKw+/vzjTqA8N+XCWCr3qXiZ5UL/VaRFwEKZFybE4zG+MxdZ4CjSNwuSKmSITBHVFlE3HAk/yyKx7GRTTEdh5FF6kGVHn3Mh+byrUVPLn1V5D9+o0u98Cn/9RwyR29tbhmlmGIYC2Y3C7k0JZaW4G2e/AdWlZff+jl4SHhAFCjtsKUgL0UOcH0qlDgmNEXabVcfNriIfYVrnCnVcFQeOFGg7izGWuhLXlrPTDucsvjCVOxeY4kSe7gi5Z1QD/TAx9DPRB5xKzDEKgDIXe7RpIppInvek2RPHA1iDcgYVZkwO6OjkvppnEfRaKdQGhSNSKWHsJf3AAV30lSBr+dE+yZQbKws8p/O7GshEioVQUZCa5XuWmeXxvi1HyoXJnBPpWzbEv5F1EGWImApWeHzh+qFtm6aJcRzxUSroarXCGHusqDZZctH5Lq/16N/FAxyyNDUxZcgRrUV0ChwvspwzWomjsnONGAeaWXDmeUIbh+xtli4plWJYsObjjojjL8/lhFvnUMaQEVsiE6X7OiL5R+xHPThph0jwgXXXYqwtDruJafZAZpo8xgizxho5f8Za6Y2K5RLKI9tpKUgpBnETjuloyCh0S1WssNRxBqELYcEW+GCB6qxSmCK+U4WCqReH6fd0ZKWZTU3Gll1TwfrhncVcHa+Lv/rKHhaRd3dfUnAeZoTy/7/5XI0us0K5RuPRD7Ast0c47J1SB0RUTFA6LKXAlZeJkYIv1m+KpNU3CqoiE1IihQd/xVC6EB8KkKyk75dOOkn3EkRCsUB/xHdIDOXnLjCdMYLNZyPwrc3vkHQyR+g5RNlELoXp2DEd3z1yo+Wiu1nOQi4C2+O9+Wva0L/mI8TA7n5HP01M84T3gTB7+Z8KVNFGamOEHKIWL8jFmaEc5c8L1HdsrtS79/MCECdIARVnlHYYbXHKFGbtg/Bd64yxoJSoBFMK5ORZNQ2rrqauHc4aTk8arLOMvRTH1kQSE3neEaNhygPDfuJwmHCuwmkjOqCUS0GCNI8km0m+J/mZPO3J2ZKx6CSWVDolVNIwI7uWSjbl1loskUpnYnks61gu62EoXpj6uNF9+MxVeiArHOHvI2t6uY6W7znuBov2UZ4j374UpKNZ2r/2+HZhrDZUXYez5mgRZKzFx0AorDuJnzDUTcVms+H09JR/+A//Iff39/zkJ3/GMPTc3Fzz6OIRZyenBZcV6AEefJFssSwf+kEWgoWJpB7adGXUQu4obzSiVaZyBm1qqsoRYiZG2WnEmPCzwHhtt0IpxexlAZhDoKoqmlba6BACu/0en2T4q7Th0PeM04Q2hrapOTs5RVuLtQ6UuCNo46iNZQ6RkFKZZWkg4lPibrdjmsUdd9W1rFct2lTUtgI02ni6lPFWE4InZ01dDA1jlB17yJGmbnB1g60alNIcBrF+r1xVFNEJZwxd7UQNniJWy3A2+0BOGWf0txoc/i6PkOGmGI0uESUiyEzHhfLdEcuyjMjmZ9FP6QefwncKwOKxWFRk34AcQjaE5MQKKkZi1GJV9W4HljMpyQKnyg1ptSaXjQFFxFxbLTBtkmvNBjG7bLQhBbH4p2xZTJIhcV1kA7Wu5P35IHqyhDh7uLrEALh3CprATePQE4voGiWFcRwm7m8PIuI2MCf57wvk6ZwYfkpxi/hpAiUzxaoSh+d5nsWZOciGqa7F8Vm7YkJbnKalsMkCIqJ3fSQvSRf3fjY0KSZ2+x2zD0dkVx0d8jMpCE06KBFxaiPFNsFRZJ5jgBRRTYOpKoSeDG3XYrRmnkfIEkkTQ2QaByodaU2kqR1No6lri7UGV/hZxpSO1cr14+cZP0em5MEn4jQyzppZKYa7W5kl1RFnFS516JR4elbjrKGuK+aVZp4dqAaw3N8fmKbAzc1AihnnImo+cPfmM5k3xkgYEjEn1ts1bVOz310zx0A/J5TRbM86qqZhc3aOS5GaQEgzk59RRCneSlh9zimCUoRQPv8kLD1j7ZHeHb10RmFpCI5za6HxxtJ3LavLsrkhZ7F/UjDH8G+e+5bjN8hDkoVkUZTrQlkN6Zu5OvIGDF3XcXp6yne/+13eXr7ls88+YxwFzgvbcvOzwBALfr+Yky4ZRlE0PuaBNbRU20VPEdICT0jWEEahjaVyYsg6z1IwI7k4anP8OXmx2PGz7CCsKdqgzDhNjH4WiAPRPKng2e135Jw4PTkFVTqcJAVIZjbCrkspYmt73CnEHOmHmRiDfDhl5lNVrpxLh0JROemmjBG9wyKSE4q76Kqs1dSVwVUWpTRDL6xEg4jfVIoYVcgTBcJZoJ1YPPkqY/+KPuuv90go+kJciMpKZ6u1nG/SEUo77vILESEmjhYnOgsN15TFESiL5qKteXCiUIViGrMhJktIFMp8JqcF5lNl15wIxatMZkQKp3Ux4lRFpybn0SghhOicsVlmDFpJDEBIwrhEQQ04NBiLsg5ra3JWROYFqSteiDVV3VLXzXFTt0CMh8oRghCDIKF1JmVNYmDZ3qbCEIxFzJhMRKGYoyeFyOTndzzzQDtLjp4UwGfxa6y0Ipc8IPSyiJRiH2VhN0ahrMHVrhhyxr8C4/31HSkn5nnGh4guZs3KmCMkKrv2snmEssiW/nNZm1IiB4/CFWR18Y2T9SVH6RKdNQQSMwlDwulEbTK1hcYpnFVUTjZExuYiQJWNzpgyKoo9lM5e9jIFzgqloTNbMJUmTtIJr2qDs4am1kRriY0mpoqYLXGe0Tlz7WdiTHQ1GAJ+2EHZnIXgCcFjNjWNrTnEiThOjEMApairiCai4waTE1ZFTI6YVOItFEeESxdpSOJh1rpwRFBFeqO+2elQ8tsWoXViaZIWoUI+FqRU5LMP8ph/8/EbFCSwSkR2KSXmaWKaJlxdsVqtmOaJ2XsOfU8m8x/+h3+PbtXxi1/+nK7r+M//i/85n3/2BX/2Z39O5RzOuOML9SX/SIpQEXulRNfULCP/v7p0LjCfPpJ+UwEhRBWSEOdbozXaiFmqDOGEFZMRIaPJSMdnC1OuYM37/Z7b3Y5pmkXzkDNWm7KANNRNg7MSGBgCAoskIV9YbVDa4L2IFoOXHenQ7wh+Zp4G6trR1I4Xz59xcX7Oy5cfsN62hDee4AOLj0JOEZWLv5W1DyLXEJjme2JK9Hf3pJTQcRYKvjVknwhTLsK5iKlramuJyaGc5aOXH9AWcsr7OCKKvaokB8tDRgqz6EnisfutnBRo58q80AmcGfwMKqFCRM1LJ7FMM765Wz9eLwpUqFBBJACq/A6llGBmcoIRcog7diEqi/jVWifQbfaQI72AGmigspbt+QZFwseJrl1xutlQ1xV1XbE1Ha2quN/dM8+eYRhJKWObNUvo2pL5xTyTUma9XuOcY3Oypa5r1uvVMUQyhMD+cM/9bsebN28Yx4Fx7JmmER/mI3FhmkUoblqDyYaua44dqNeeXdgx55loPKmSzjLYGaUU0Qus3m7aow/acp7rusK5xbeRB5bVezoU6mGzUT7trI1sGrQBFrLCuxsV6RblOjIoW5NzIkyDmItqg04erRKrWjaj07hjnmbGQ0/nEm2dSfOBwzQwO9EXPX68obJW2HUatIook1nXNXW9YdXVXF/dcHN9x2YjxaZykr3W1BpyYhoGfJ/Z78FaxdwogWF15n6/Z5gUWkcaBT/4dIU1lrZti3bN4UNkmuYjmrA+WVO3DS+fbUg5cX23w6eIshLR43RgTpmsIqbSVLnCBwgx0Q97ISxUHcpqrF4E94s35gzFYktpyY7SZEiKUEg3xpoygnhIQUgxHWeXKUZCioLSlM7q1x2/wQypCKQ0Uu0KFl3VNdZa8XjLUv20NTx7/gznHF99/TVt1/LixQumaeb169fEIPDJEjIR1AJSyM9eQtysMcQsnPsF85ULbKGiPmD+qlylyyxAxImglMZlaStDYTHJc/Px+/QivC3VXN5HYPaeUBIRvyHGzIU2m1KhoYrXlM4iUkzFBkblIIXKz4TgGceZaRrY7++xJQOlaVqcqwgxH2nxD9btsbzf0iUYcaJYBL8hleDBJPzdFDw6J7KGFDJ+ylglOqSFXl7XNdZounZF29Tf/rH/jo6EYsYQAJUfSAYLs8wUokDOSmYjeel05Hv9AnirZabywDx716BVhtMLhAfCu5fZgjB9yo7w+IRyLLReMgpxPsgl1VOhUepheOuMAWexTUPOgWkY0ZVjdbqhqWvqpubEbGhULTqy3JMGCUjTRrpWpeWG9T4Uppt08FCxRJhsthuqqsJVAmG72lI1Ndpp+sOew2HPoT8wzSNLyjGHREoPGkG1xKwcZ0hSULPR6DJXVlbuhRSCXINO4gxcLRs6q4zMQpyIN4UconlfHZK8SPmXKvY/x9mPWgSw+jhLhQL5vkNkWmbeGTE41aq4U6ck1jdGAXKv5ujLxkOIQIlIIh1NVZ1OOJvFLV1ljE7lK9RO0TUVBycdaeMUXa1oG4M1hsqJvi3PWeaTKWNK5+8UOCO2QjpnaqtwVrPdyhpRV6Ixs9Yx+8BgxZfQGEW9aqV7rR1ZSZH0IeDJok8sjPhoheBglWGcE7NPzDkQQ3GNyQVBWuDz4/1UUIh3NnVK63L+WKAu0XUtn0mWopVKp7SQaebg0eq3niEp6roCZBFWC/tnwdyNJdp43OX+4Ac/AKX48quvUEqx3myomxrIHA47+v2Bs5MTmrrB2AKxLOajIWC0oa4cU5STtaw+oo6WiwcQR93SaQGlKSyLShnOGe0IyRZq6xKPno+LtOhUAvM8lceMQiDKhfE0BxlY3u0OTLOIV7WWRdPPE36ajo62fp6k4KqE1kpcJYymspoQAV3hY2D2M5c398SkqNoNpycHztYNVV0RUdhhYJhmfAjkHATia2qskS5i9mLL1DlHDJFhGMg+4P3MEDxv+57T0xMeXZwz9AOTGvijv/23efL4Ma+//orL27vffEH4LY+EYo8mUOA3DcqqY3EpKJbQ/ROkYRIoNEw4a1m1ZaefIiLoSwV6Ed0ZC45NFoZbzoUIIj/XokBpcmHCPQiRo3RGIiJBlw0XBKY5iylkmiEHNquKuqo4vdjIXGHTMvR7rt/s6LZrTh5dlMIQ6UNkjp6r3cB+f+Du5o4UI1Zb2aV7EXj2+wHnDJWzBD8xrVcMw4G6rjE60XWtuBQ4y8Wjc541z/ibqz/EB48PM3e7e/phwFhDypkvv/6aaZpEw5Yi8yQwsZ9lxjHN4xECjd6TYqQfehHjHuRsBfYYU1G1hq6tWa/XmOJKHqMQRJyxD+LSv+ZDobHKkZTQn6U2qaPsYon2VkbygVIs2WgxFlQ2oo3GmaKdTJGutnRtxdjvmSePjzJPHg4zVW348NkaO8zM+5Gzc8vJiRENZl2x3UoHOQ735JyoKo33gfv7PffXii/nt9RVZNNC5xKNzlRMWGVYVy1GW87qEyGdPIk0dc1mvZKcImM5eMMcJPRUKcVmfYJSmmmY5VxYhw+BaW5p24a268jFO9HnQMyRVneEFJmiGDEHNCkbEpasLeiK+/1IP8x8FWd2/chhHJiNPlouWWuOXYDYbyWW6qO0RucSqlpgbZX5JvO3CJKFip+PRc7H8K0UmW+H7ApOSHE4XobGS766UkibX8KfbKFgNk1TFvYyVE6ReZ4Zxp7tes2isdDl4srFNke6l2KPrha4pbwWdaw/HAkd7wzEl63vsota7IaskXHbcSCbF12T/IBYaNsxyBxHl47lmHuTZVjsjTkWLZAC5Of5WJCC9+SYUCoeb1prNGRTrE+KbUvMDMOMMQNX17d4H1g3j0u4n0Ub+6Dif+e9HDVQZdBolCZZI7vhQht21lA7R9d2GG3EAT0m6rplvd5y3dwSv22y+Ds8MgLbLZOHxalr0Yc9sNyk+0ss137BrMtPWSinuejMZIOy0DPKDm+h7eaIwhZMu0TAF2Hukf68SG6XfU6WTY8qUEhaGJ0pEJLFkXF1jats0cUkhjExe9k9eu+Zpwk/ZbS3HPqJYfLMXq7/gMz7lgLh53CMIJCNjZEuLkfG4QBEsorUTU3VVFhraLqWmkbKuDW4psE4C2Tm5AU+nwVqluIUiSEUmH0sinlD9DMxBPb7Cu9n6taW9xqprMFYME4hLGqBrZfId2P/qkfkX98h171o//JCZEEKFWU3/q6WrHzE5XOVTkmZYpdVLpdFBpFjIAcPScgrViVqa9muGol4yIFNZ1l3lq4TG7BVV0l3FWUTYC3klDEqHmNzVp1js7a0daayhRmpFZURwox1WlwfnKauHF1domu0yDrqyjB7SaluXAHwi+DM6izhn07RVoauMsQsgtfkhZ1b6XR0Y4lZzLWzRiyJjENZR/IRnTKruhLiTIrSxWOKH+JifbSwMJd5/TsNwLtapXcgXPXOv1mAVvXwvG+De78dslMitsx5ETlJ5fPBM+0m6rahqhynJ1uquuJw2FM3NR999JKqrri9u+F+d0ffH7i7u+H66oqTzZqurY9Fqa4dOUbCOEKiOB+8g/uXPz98zcWCCBbZ69JAZZBsI5VxpsyVssXESBx9OfH5eHGnGBiDZxwnxmGGLDMEcTJXaB2KJXtEz/I8VX5RDIHg09KxUlWtYKhBDGWnyTMDQxFo5qNDM7y92XF9d+DV2yvZ7TR/l9OTDVlZlK7QpiIHWfiMibglkyQnnAKMwdXCeqwfPT4SMk5PTvnoo4+5vLzk9etX3N8npnnE1Su6zQXPXwoM9L6OpSB5OIp/tXqAElXptl3ZiVfWoZXDqJqcIt5Pcj3kJU46FZq7XO7ytWjDYpTnxiCkkLomRk+KiZBKTPPywhaR0TKYNZolp2hBIg5DwM8ztVNYA13XUVnN7vaSu5sDb14lNivPfr/n5vqKm+tr5jtNGN7hGhXTzXk4EH1iGgRlUAmySiibCMOOMU04tSblius3X6KtrGar9ZqP7KckFTCNpe062tWKKUeSlY2gNprfe7Ih5ch+tyP4wDRJUmjlDPM0M08TXdNQ147oBX3Y7e6kQwqevu/58vPPhYXnZ4wNxNwz9D3TOMrsxVi06r5Vbf+7OpauIGZd4kOKjqpoGfURrntYG/KyGKQI0WNtTeNqUTVnMNmTfSROPTF4aisC180JnGxrPn7+iI6BTXJYJwXElJiQJ482VJXltpIu1fuRyoDJmrau2KxXPDo/4/zslOhHYvAc7u+JwdOWWVJbyQw9B3H/1jEShpHgPXa1oapq/NwTQySoiNYGl4u3XVC4DI5Mw0yDZgozRE887ITksGgSMaSs8CiUkkKkncJUliY3TM5i5xPumorP3r4mBo+KDmUsRtvjmMAXt2+CXDOpOI24RmQc3ocjieRBfvDQGIiM/6Hb+rbj2wtSfqiAxryjWy6D6ZwSaE3btdR1jQ8e7QXjdM7RtC2rVcdms+b+tiluDfq4KC0uDMsve7DmyccdkFxsf+Vl5YcB9sMV/KBnEZxZ/mK0LmSGgE4S+asK1SSWXWQMkmcv2TcPF/jRPFbLPOIYmZAfLF8WBYNYwmuOjdhDuSyvbXlRCwGjJOMmuD8MaGupqoqIxlQ1NmWMncuO5cFRoJwAlnmKLcmi1lq6rqOuG05Pz1DaEtKXjFPAuAZbt2AH8nvskORELjOaB9hOop2Pb0a0Vwv8v+DSKaJSEEx/iXBWhsqK+rty+hviUFXOS86JGA0+iH9XCBIRksnH7lNbW7Rc8rDF9NQ5gzXy912lmYYe8kycA1M/kK3GDyNh9mggec9w6Bn7gWkY6A8aPyiaShYgI886znFUzkXUDZXIRdA5QIRxP+BHT04RbTXJKFLy9PsLYo6EHDl79Ii6a4SFWrkCs4BPnhgD0zwTQmAOnqoScsZyd1WN6GOCNkQbaEJDdBaVKoxWbDZrhr7nbhzEU9LPhHmW16PEwd48bNjfw3WzdEiZtFj35Fy64XdeRD4+vSAJunTGi2VN+f9ZkYMnpMKY1LBqnMx0a82qq3AmUyloUCgtxKAcAzErwtyjsiWG6Thvchp0W7HqWs5O1tTOkMIMhf5vtSQfVEZmSU6LYWos3DOdj94PEAPJZ5IX6DXMQ9FBVaQkuVXyPsCoiEFcF1ROmBSEzJHFxSXkRAELSCpATOgQST6SfEYFaK0hNRVdXTGrReWQSN7LZlFrSfTO8HBzlnWnQDdHNOsBzpC1r3jc5bTo2jjO6X/d8e0R5gikJewbe1R9p+K8G0py69nZGU3TMAyD0PuUomlbnj57xjRO3N3e4ceJ8dBTuwqj1DGHQ+UKKA7fZFIKZVhpjtX1IWhDDs0ihCxEB/XwOGqWyi64wmJSws/hqNCWQDsYQ8BPE2GeCGEmJEPMi4O5oXIV5Iy1EjHhnBMMuLD7wjI4TuIVZhYiARSrIVX0VpQCnMqCY7FW4+oGUzleXd6xGyaePnmCNoqq24ARTZVZeJkYgU4XjUUIIkAjU1WWzXpL00iX9vzFS37wB+fE/+5/4G43Uq1OqTfn+NsDY/r1F8Xv9sgoRL8j4XSlgGQR66YoVPkcZ2IWBXhSiHYhJwwBpxWVNjSVpXaGdVtTOceqFS1HW1fiF+ZMEQhrbnc9b67vGIbAOArsANCuW6yrqNsl2FGuF2MtzlrqpmLdtXRdy831Ww67e37xs58zHnquX72msoo4D8Qh0FlgHrl5/ZbDfse0P7C7Vwy94my7oakqnDVk83B5WiU78s5BXUHthNKrQ+DmeiAEWJ0IuSBZ6E+2rE9aMIagNN/53vdZn24xztC4tugBAzf3t4zTyN3NrWywYmSz3tCtVpLAXFls5TBlPpoxNHVNdg6rFXVVEaaZq6tL3rx6hZ8m5nEUskZV0VhLW8t5f19u8QqFNa64XcTCxn0HFkpyfS1Xs1m2PYWFFxGXa7cE7qZMmEZ8ClQGXK159kjmgqt1hdUGh6fSnkonYvTFKNqTc+JWi7flNPdApnZyzXTbE062Gx4/uuD+9pbbyzfCxtMaCyhrWFXy841gAqgonb5VEmWfrKGfJ+bRE8eJGDOzn7DG0nRb4uzZXV4DglT5pmKuK5pO4sWrNKNzRGVhFOcgbjFhDISk8EmDqkA5tG1QumJbt3S14/G4RY8Td7s9MUbm+SCsuZShGGTrlEsybqGGJ+l+xDRaowp7NeVMkogCUiGxLWMHfoN15zeyDlo6haqqmP0s6YNWLu7FrbjrOlbrNZvNhgxcX18XMkQ+5rO7ymGdORYKvUCBSpN1xhwjm9+x0F8uvqUgFc1BUkuLrkr39DBzyvDw/HdhvWIBY40mqiWXSGChGD0pRYyyWG1JSkgQoXzvkggZU1p+Ae/QTECVSOlEcb8F52qh867a48zL+5l5noovl6KuW5xz7IcJnzPNapQMKK0IsjLL71+CDlHFE4+iyzE4K3R66yqUseIgkRUZQ7c55fzxc3aD5+u3N2zOnnDyLdTL3+UhsgEFSuBKnUqa6gLf5Xi0ZFFK0i6tUtRW0VQ123WL0wpnFJXVVEbTVBZnNI0TXVJdKNJL5pNW0J6veHSxYZrESTmXF7PanGCriqZdiRyAB+aQtVakCZWlspb9yYr+sKe/vuImR0I/oYxi01U0yuKSprGKw80eP88on8VqxhixlPIBlWKBGzNWg3LSFS1QUWUenDVSI8LZzcqhrWImUVmIfiQFzZSLS7wq1PGUuLq+oR8GLm8uGYeB6+tLgvfM08zZ2Rkk6fqctTQOamfwc8ZPgWkMIi1oG+rK8OzpB6hseNO95RB3zHGmMjVt1ZKjZh4j/e7+PdK+y72VNTlFud/KQ+6z/I2nLnej0WKLZJQwG6d+xOqEUYnaaaypMAism+NMjgmdNNZA45wUEQJ1ZdDakXNFJmOtQqlE7SRWZtW2siFqhcE6jQNaQdc0VNYJ6SZGNNDWjaxnobiGIJESVlmyTmQ0tjVkkxn6saA2sia2lcWQaCuZF4qZWoIwo4IGnch+JMeAclbWzhgxKeOynDeZic6kHEkRtElYW6GN5aRbEYxjHiTjbp6lmHmlUdairbiDWKXLz4LsA/Ho2JMlC+oorXhAAjjC6hQ3jV//if8GpAZZ+K0x1HUtmRgp0bQNVV3TjyMxJTbbLadnp5yfnzOOI1dXV0W/kLBG0zTiouDcQl8Wo9SsSkx1zjhry7BekbQIHP+VcZmWtl0vcN+/JuSt1PHSkQhUpilmmzrjMCglWpAcPX4aCFEYeKYyKOOIUeLaZzUfqbkKRQyJB7Cp/GwtMN0SUR5CwBjDylY0bcv5o8csaY1937Pf7ym4A023wVnL7eEaPUy4Zk1TV6zbBrmW7FF1Lu4UQu2V+GtbKKW1FL+qRhvHHDIhQoiK7dljXuCE9eVf8ff/4X/C2dn5t33sv7NDA7XUaxanURXl81tSgVWWxUKTWRXIrKsMp9sN3/noZbFBSlidsRSDUYobMxKpoZYFSQkF//TJOU8+fEEIEe9joX8b1idnVHVdXDtMKdzykAJvi7ODdM7jMHL15a8wYeDm9R3ZaE7On4hB7tozHgbu39wdc6ecciTn5HqKkViElhXiRVdXUoQaI0WpNgLfGQXNRt7I9qxBWc3ee0ytiVOPB4aYCWFEqURMnmn2fPn1l1xd3/D2zTV9P/Dm7SumaWLYH3j65Ck5GE5OtpydnrKqFbl2TENiGjz9YUIrWDUb2qbh0bMzKt3y9WevyRMc0oHGrli3G8LsGcfA9eUV3vv3dv2UiTwkTRlWyG5UQ46y4VyYTYtIUzbQotuLfuYwjDSVnPtu3dG1DsIAOZJCT1QGFTTWKrpa42JGhUBbd3RddzSzPfR7Ygy4Ink5Pd1irfjWxeAZ9ntq51htNlRGCpKKkptWO1eShwMheYHl0Thlj9Ts7rSiWhkOuwN+9ux3PSor1q3DG/DtouFEEKowgQelLGk6EINHU8vaKnYVksQOkBVzCEQPmEg2Htu0aGu52J6g58Bwvwcf2I0TWXtiSLimQbdCGWeZ0WWIswelZROcMjGHh5l/yYozBaJfaoj7Dbrr34DUoI52LwvPXGt5IXXTMMeISpG6uIG3qxVZKarKAZLAutvvOBwODEPPOI4EH4hVxBorbvxKzvOiwtdFjIUy35gziD+VYPJ/daik3+mSlrlmXCjex1pduiUt2K18UKmw64RGHLXQSBffvqXoyO9QR/skaxx1FYltd9wx1lWN1oqhH4Qiay3aOCYv2ZU5Rfp+pB8mKNJfrSzWWfopgILXlzfUlWO7aiXPSGVMYWOlEAnGQ+2IxhBNxCvFME4YK11WiJnDOPPhx9+lXp9x/vgZ509f4to1rm5pN+co133rx/67OpQCpzOJICzEJIu9NRqrFV1dUVnHdtXQVI5HJ2uaynGyaoh+pr+5RCM2+k6Lr1xldSlaDmc0be3E5dwZcWHXisYmtL+jUqKwF7d2RaVHTI7oANpYnKlZxH8ZhFWUAsQgHZ1VfPzsKXVO/HTXQ050Rowzna65mxN7vwMKIqEXnYbwChc2p8A3mUoJKcVqcGWG1DiRBsQs10Dj5EL1WQGReTyAq+nalpwi+/09t4ee/TDw9asveXt1zdtXO4Z+5u7+wDwF9ruEZuLtxT0kR2PXcFZRuw2blaKtZk5WMgOO48gYIgc9M+w9YYQUDDo3JG8IoyIni06a7eriqBf86z4yDwbGR4LXokfKD4vjg+5IvorDiaZ2hjFGBg+x1LRV13G2bdndTkTvS/BeQuWA1YmudtjosMrg/cTd7SxQsFb4IHZMXScd0dAfcNZiVYvKkoxgjWEhPeUMuZgZZmUF2iqsQadr2Uwad4zYyYWmr0gYDW0tLi51ZamtpXn2RCQNMTJOI9M0FLlCwBUJQ2WF6GFTYdkZRVKGpCpmD7OHkGR2bXMkRzk5KiZaV5HrxNhO4rGIOJ8TYkFlBArVGeYosolsylqcMwvVW5zoLUlHCQ7Ncg9UxQru1x2/UYck8eRlUS8FyjqLqyrsPEGEqqqo6pq6bYk54SoxDz3s9xz2B/q+ZxhGpmnCB4ncrqxg/gtDbnmxS0VV7774o9Fk+fc3ClIRS5Zh+DJTkjTVhTIsunzeeY5WSOcRlx20EiZbKcApLURSVb5Nlzh1R1XVZXjH8bxsNhuMMezud0fPMK1lZ5JiJHrPMEyM41xMBjNKiRXTGAOZTIh3RZviqZ1l3dboHLE5kXUkaiWiPWvkAweGcUJrQz8EDsPE2+tbXLvlxSff49mLF5w/ekq9PsFWDbru5CL5tg/+d3TI3ERCF0PwpDATwyzsMGvpbMuqrXl6cc561fDh00d0Tc2j0w1Xb9/wp1/9qhAbIpVSBK3IlWTBqM0K6xxtY3BW09VCmLHGok0Cf4eraoE0K4O1GqUnFAETQeOoKiOLBGKzHyMQAzkEERIaxcsnj2kVvP7FzwjzTGsMtXW0tcPvJ3Qsw+ME1Ep0VjwMcKUgGZxKOMomA5knOSUiytppUlF+1oZSkCCQ8GMvhbc5gRw47O+5vbvjdn/g9ZuveXN5zduvR6YxMgwj85y5vwOnPddXexq34mQVITkqt0Z1YnvVGEv0gS8/+4w4RQ5qZtgHwpTJwaByRQqGMCGUYGXZdN170yGRKXKGRRBfrqi83P/5WJRUSQlQ5b62RlM7y6w9i4Y8R1g1LSebNcP9JTHL4qoLdGx1pq0dOlh0NvT9wDBMVJXMeyEJWatAxGM/kJylrSzWyDxJK/3QtSUhfhVv5wIrLlllrsyPHJki2wie7L2E8mmFrqUI1FaQkGa7IcWInz2Hg+GgMyFMxBSpNCT1UJBMCRy1Vglrt+qYSkEapogPstGN0UMwqAiNdVBlxqZl9oHReyn2IaKdkIBsEZL7VKboKRXWYz52ULrIC2R5FWasAtGw/bYFaTlSjMX6XQxVRVMxo5U6xtKmGBn7PTlGXrz4gFXXcXJywmEvgj9nBd/MCI660F9m74WREcWPS5nik/SNC18LgaHszo6xxUi50MV/TClKXk3JDEqJlBVJcTxJurwOayPGmqKQd7iqImstjDmtix2PJZZwO2tlxpWSeGzNkxdWkxdn7s8//4Kcs8RTKy12OFqhD6qQGWQi6+oFvnS0bSvRHMNe2FF+Ai3+T7Zq2G5PUDmiUxD2TfD04yQ77ygBYlXdoLUFpelWaz5cn1FVDa/fvOXixce0J2foqkMZyzhFYo6s19Vv+tH/VkdOEihGCNQGqnZFU51ydrplu17z5PyMdddysmqonBHITkOaRlqj+OTlc3KYyWFGRY+KkdpKodg2Top2LQWptYJXa50Ypp7DeMdqvUF1HYaZGCv8IZNQGNuJwakCayts3aGj7DBubq64vroheRHabpqG5ulTztcbDvsdh7s7YlVRn2xptOLJ6YrDfqY/eKZh5JA9bS1zQFdJZ5TiJBTaWSKvo5IZs6nBEVFVyRjTmeAmKDBRSpnDMNMoTbUd+eKLX/HZ66+5vNtxd+j57OtbdruZ/a3Yb626LZVL5DBiDex2I1/FSw73EwTD4X6iq2vqyrF59pyusXz00jH0PZevX3F307O7G+n3Hj9m3u7uyPGG87Mt6/WK733yHdar1Xu5dmSzmI8au6N7/6KDWshbUgEKk1FcFcSupxL7LGpUDugciVFmuGOfScHw0cdP6DrHupV7der3mDTgkgjSrdF0qxbrLPf3d7KRdlbmjdbinGW9XjOPE7u7e8I8E2bPqm2pXYVDMoAqLAlNmAJ+mulvdwXuF2++lBLPP92wPW1xVqIkok/EEDnc70V72HRHO63KKqqTDcZui8WUJ5HRlSXlzP2hZw6Jfoxo63B1Q2UVvtJoNTNOYrAbw8zt9cB9lOidrq7Rp+eM88z94YDPmTlmlBGpjSmwnCmFySoRJcf8TnYXhXRW2HaxFDZf9J2/7vgN85AW9oTAEFprYZWF+A41WoqLn8VnabXqWHUdTdNQ15Us0otmIC8XkVxYR/p4SsXzCBaq8HFaebwAZWe0KO6XiptZKMX6aMWjU6FjlwQ+bTQql5mPzkcocik+xlqxNcoLnVEMPVUx8XzXniTGyDRP9P2Anz3BR3a7nbCbNhucc6y7rhAv0pFk4ZwT9+WmoWlqmqZBaU0fZjIwz1NJ8nwgkqgc0dkwJxHv+hI9nEu0R1WYdWhxdm66E7Qx7HY7QohoJ47SKeXi0ZfeW0FSZHQMEoNhNau6Yrve8PTigvOzE56cn7FqWxon9v46zJACyc9Ylbk42Yiuy4/EaST5mcoIQaCx4opeG1WYeMulksjzxDDdUVtFdopkNCpH/CiWPdFFcjWTuhWZhHZOZpI5MQ977m8uiXOABBcff8KqcqyqiqANvh+wKaE2G5zWrBpHGCMjnugjc4zUVkNxWlcqHd2Sk1dExJmiMg+0f8lLQsxXg9hrYW3Rl82o2uO9536/526cuLzbc98PXN8rxgnCJEP8yjYknfC1RyuYxkCOPfMYOTu9pao6TrdrurYlZYOxNav1KTlppikyjYFpjASfSAH6/cTYj7R1S9vAdnMuZIn3cGQW+nApNnJBsaDz8pyHYlQwVxkrqALbVRq1siSfJE01i4WQGHVoTk82bNYVTWXEd/KwJyOMNWMMxjnqVshJ97v7sv4VU2QnaIl1FdMwiZaxH5gG0VPGOtPZBowmOlnNfEjMc6QfJ44RDoUOndUpddVSVbU41htx3JimG8Q0WNw+YvDUlZMxSfEaDLEE7xlNiBJVrlRg9rmwhQvtPBn5bGPCh4ROmTgNxKBonEUZScjWwDRN5BDxWcgv4mjy4Ct4bBoK0rQQh0AdZ7pkyFE24zFEsv5tad9ZEWeFqys26zX92LPb3wtjyAhOayvHs4sLtidbiJG7u1v+h//uv+Xps6ecn54wjQPzOJBywliLMpasHD5KJxRVLXBVCvIGZtBmwtgdxjqMtUxRMl6Sskw+8Cc/+Tk5w4uXH2FdhXWOzXrN+dk549hzGHqUroQBUgLPal2LKek0Cw3YWVRVoeuWbC1RG0xy1IgYL5LwyAA3hIDSiqZqy3wLpkloobZyuKYmGyE/1JXFOkO9EqeK/jDgnGXVNSV6QKFNEWwGcXWw4x6dImebVujRYWS6n/iyv2W1atmsO0KeSTqSbASbqdeNYNZ1RrlMvcrAxDRdEtOO6O/41Z/8t/RvfkbOomWypkYpzcV/+r/+t1kb/p2PjXP8R8+fEkIkpkzdtrTdivPNCZvVlv72jss3r3j19a+Y556mEibUxbZiu6p59mhN5wybuuJw2zPseojiOafmEeUNOp+iXUPFmpgy0xgIcyD2AyZ3tDmi7u5RwLrIAaqVh2iYL++YtOLWamxdUbUthms21TWbpqHVFY/mN6Qx8vTunvZuT8iZla15uT3hDfD25pqDSRxaqBOcBdDTjAqKPolR8K7P2Kpi++j8uJn5/d//PZ78/u8xD3vCPPD6i88Y+gMtilo7Hl9cMA89by5/SRxn0tWXzCkz58z9GBhmWJ1s2J60/I3uO7ho+NXXX9GHGW1k8rYbDdvNOaunTwhPP+Lw+Ck/f/U101dX/HwUd4L59pbGWj66eE7nFauzN5iqR9meqA5kO5KaRwx6zZ+/Gmjv4Efv4drJOTKHA6GsG1kp0PqB3KpyQU0CSmWaRtNUhvOTmjB5rr94xaqJnK0ip48qtuuGpxcVq9bwrFoLbJl3MFqMaUnBE6YDo5641ROrVtG1cJhHYq8Yo0crTa81SVusqhnnzNubkZwcST0j1+AsVGfn1G3HNEdmpahPz3GVY91Ifls9jEKcCZ7nL57z9Nlz5jgzx8Dl3S3TOHJ985p+v+PLryIaz7pNbLqai7MttYEaxdZWNM7iwyyz8DGQs+ijjNO41mB0xulZkCNt2KaJ2Xhhg2I4XT/jbkj8/PPP6aeZuykQp4TZB7brirNNzS4O9GOP7tYkY5mVx2eYsGS0OJ1rXSBzRdCgrUEZ8dRUsZDBvoX6/RsJY8XsRboFXf68BNcvYkep1nURSUfGQRTe3s8Sx11gOTmEVpIK1poKlTAm2cWnlLBEjBKarUYcClIh2ISUub7bkZJi+yjgksZmgw2KqBwBS8CWJOnF4E/MYmLKTLNoXkKWaOclqCqrJcv+wUBSL77iha1ntC3dyAOrT1TNpjAIQVsxPjRWQYSUI0oJRdnYYmVCGXYmLQmXYUblTG1alIIYZ4Fvs/iIpSz2HolEyHLRVcaSTZZP0Wa05Zjsm5MiR810uGV/oxC7eE3brIXV+J4OZzSP2oYQInOIVFWB2aylM4YhBOI40u/vmcY9sY7ESrOpGkLVYrUTK6RGoztFlQ1pyqSQSbNAbHGWxX+IMynBPAWCDzBlGCN5FD2KkFIUBqh0JuXAYewJKjMbqHKDqyKWgcZ4VsbR6UgVBsIcaIJnjpGQoSHTWINVEtSYFeAEOjZZOkOVJXU4ZBiSwmKoq4o5BPoQmFcb9KNnqH4HQ898dcfoJQbAZ8uamjFHpmSYvKefJgIQlSJqV4TQa9Zdx+PuFBc0b8xbUkwMKhOUYUaTTYWqO6KrmYzl7b5nd39H1bbU1uJvbzhpO14+fYZyFaZqUHMg64lsLNk6orZ4LHejP8aJvI8ji3VLydSR+/QbYyRFYduK0NUYTe0gTQk/jGCgUrBpFOdry7bVdI2iVo6cNBBKeGUNWayioop4lfEq4RX0c2SewSix9sraCFEAyxwC9/sZZxuaZk3V1DhTsT49p2k68ZnMGbM6x9YV9XYlyM48E2LAhJmTDz/hyaefcH2zY38YSd4R8p5R7+lVYJ8cKgeSB5MNp7bGi1qVqazOo5cZtYoiJHfaoI1CmSx2Y0SJUFGQTcLaROWEUfaBbtmYyI1OOCIxB2JO1ClhyTgNY8oYJeuPUqks/w96zKwl5K+4Ool9kVaY/I6eNH3Dqvpfe3xrQTLGsF61kCPXN9dYZzg9PSGWyN5xFCNMctEbNRXP66f85//Zf0aKidvra26ub7i7u2MYBmIIx2Gv99Il+CkItTpIe55iprLiYI0BZQ2SmAopG0KKjFNk9oHXb69QShMzbDcbbm93nGxWbNYrSOLv1PdCpri/v2McJ95eX0m3bBzT7Nn3A6v1ms4KS46swBiiKgaeWZy8hfjwwKfQ5abQFBpy2cGZ4gdliip7oXyjKKJWIJWdXokCPvSDmHBWDkUm+JFHj8757u99QipQ3TT19MOe68tL5mnk5HRL27Z88PwFpjI4J/SsZKGuWppmxbMPPuD5s5fUdYu1FU23RZvfeHT4Wx9KKerGoOfi3s5MCOB9TfCGk3XDyabh5YtTcg7E+ZacZnQ6YFXkcHdP2MFg4ZPnL3j+6Xc53O2Yx5nsLfMQ+PGf/Iy724kvPv8pdW15/GhFu4L1Sc1hNzON13z/h9/j0ZPHRBPFyLVWTH7m/tWX5JywhbnXzgZNS1uDmhJh9NzFhB88aWUgO2KE0cD13T1DP+ICnJqKja35xf3ITfQ8PtlSN47dLDH2bVeTlOL6cE8IgXGeeHX5mp/98uc8OpX5zNMXzxhP1ly//opDf+Cf/dOvUCrRNIY5a6YBpgCTz/xH/+BHfP/3P+UwjszTzNXnV6QpsH6+Rk+Om9dvsZWm2dbUNsG05/7NV8yHGz7/iz/l/u6WE+U5Wa/Z1hajZ169+RWH3Y7cZO5u7vni8ouSK5ZIqWJGYemp+PZcm9/FobWmbRt8AluJFihliEg4nVIGpXLZIGeC94w5sLv3xDlSVRwfzi2EJAnXVItInXg0Bs2IrrGyhnpVE4Ln7iZyewXTqPjB959xul2xas4xyhBmGIeRV6/f8PLFh3z68Ud8/J3f4+Unn2JchdKG/dUlfp5KYRXBc0iBYRIH8pQbzp41NOeGpxePeYzmo90ZYRy4/vqU/d0df3mqiX5Gp8CqqTjfdPhpJEwD0xCYDz3Xr6+Zp5FNWwtb9eIEMfM9yMbbZ5QSGC/mLI4jZYxgnWWzafjhD39AALytuNwd+PmbS67HkcthYLPuaF3FjY8MScILDQqvRMuXoHwW6YF4diw+C7Us8W1p1b8BZCcWIupIKSvEgOKGEHzAZ8U4DIzjQN3Izm272TL7mcP+wMPMp7jxlhe1dEOxuHAf/x4TWiVJ1yxskQU8zlmXh+xMx0mMCGcfIIuyO8coaZKI/9nQD8yzF2857yWTBgk4SwuO+w69W/7LA3Nvwaz/1ZNZ3suid1JyXpR6wFAX48flZy6YMQvjLy+GnpQbouw8igPGer3G+4l5kt2fAmJxDO/7gZzBB08VwzvntmSYKE1Vt3SrNU27xrqKqtsKAeK9HYkYJ1IKpORL9IEmZ0+OM7qIW1ebFUZnpt6ToiX7iFWRxhgqDa0V8fV6vQafsWqin2dCSIzjxDAMDP1M9JZ9DTlLPhStUK9C1gLJduIyH1QolvjFHTwkquzxasRGRVWtCH4iqkCIGZ9yERA5sodkNXMSMbQ1Bqs0WWu6tWJwDZtHZ9RtRTz0zCmhEtIZDQMhyQ60H0du7++wOhPDzBxmQo7048xwmDgMPdYomqbFGk3bVLS6QilhJT45P+OrV6+ZQ2A37UghcXJ+Tq6hOVRkY8RdM06EYU+oDYEgUOc84Q87vM649gxnlRiqOgU24wkc/IitHJWtUa0h14pcK1L1njokpTDGklUu8JLMMVIqNlS63LdlE7nEtHsv82hrwToJthTX8oeZMdaQ0xK1rY62RLnonFSyJJ8lYK+IbFWy5GTwUyIbQ9usIFuePU88ef6CR8+fc3J+ynrdCrSIInQWYwJ+mb+bjFYBbTyoEmWhZ1I6gK5QylC5gMuZzcqik+P0pCN6i06Zrq7YrDtma5m1PhKdnOskgFIZUrb4oIghsz/I2i2IjTBN0TIq8SViJ+kIGNq2ISqFN5ZNTpzOa6Z7uPczSZdU2GIuYJSUngjHeZ6sd/KcIroqK6Z0c7mgQr/u+NaVaZ5nvvrqNetVx9OnT5nDzOGwY7Vu6dqaN1f3DNPIL37xl9zenfOjv/kHuKpimkeMMTx6fM79/R117TAL7a+0GCknYl4gNXmtMSaGcSRVkr+lokZnSyqsOcmSz2TtiDmxP/hiAb+j6wb2+4kwj/hpZN0Km6ipxS3Z1Q6tK062F6A1tqo4jCOoe5ytEWuejLhFi1BzyckhBnKURNvj64+RFANRSeFWyCDVaumsTIlbl9smH6mgAGjJWZH9haYpeibrKmL0TMFLFPHpKSFM+LkmxkkcfSvHNGmuL2+x9sDJZk3wnqZpMVreozcREzKu6lifXOBWW3TVgG1BvT/IzoeZ+5uvScXmqOlWVPUG4oE4QwyS1fL04hl1ZelzDUlTac2qrXh2saVzmlVtWdUNbVWhvMGpkZ/+6Z9w+faG2+s985y4OK/wPnH59o79DexfK559/JRHL8+4vBs5mBs+/cMf0G5X7G7eshs9d4NYteh+oueenks++fBjPvzgQ3Z6xzCMvPH3jCqSTzfQVMQpgXYMAK7iZH1C2brzvT98wsdnW548eYqra15fXtMPI2+vb7i73/HmV3uiymSruN7dEj8L/PwXHpUjZ6sGA/z8z98Q/czTi4x2ihBnNuuOj14+5cOPPuKjTz6lbSS07U+++JwvvvySN4d7qqbhww8/5lRr3Lljtzvw9s0N8/2O4TpR+6d0pyc8dXC6rpnefsn+0LJ+dsL5acsn33nJ6zev+er6MwbnuWbke995yYsPXzDFREJRPV6L5OE9HForyYFKGVs5QnGnyIXCLSQphLmVgSCMvGlM1BZOTmC7sqxXdbE9Eusv5xwYIRuFKPfoshEW1MaSppqYxGbpfL3GuYr+PtLfH7jSI2enp/zH/+Df5/zxY15+97vYrsWsVxy++oI3X/wclESlhCi07Mn3ZJWoakPMgcn3kj1lDGM/cPv2NWGYSSHQuEaKZwrUdubRmUVTsXIdXbvi7OQMP4zM/cTY9/hp5tnFR0TvuXzzNfM08ubtgf3uwK9++Tltazk/bzk923J2diqxPxquXn0ttPZ6g7YdruvIKXHY3aGN5eXzp6imZtaKL27vubu/hW5N7RxTLPCbEVayz0uHlL+5bgoFTAYnCzni1xy/wVa5VLcciSmQi35G4iKKg7XKrE9P2J6dltZ5pu97mRfUdRk+yo7myGwrQsS82O3kh3gCuUDARzAho30mIH5kPosHnVIWVSw3pFuCEDLeJ+YpMI+zKLWjQGLOGvH00hpjnBiZ1g0hgrUTWstw7lg8eDjBvPtYcgyWTqe4MzzsBB4KkMwRePhasO4yeXunIxOn7hgTVV2RogT/7Q89b968wc8D09Rzd33DYb8nRYmZmI3CFNKGPFIZz4kAD6XR1mHqBuVqlK1Y/PDe15FzwvtJmE2AoqEq7tnWJAlC9JD8SNaO7CXEq20qWldRaRG76qzIMRHmwDx65smzWW+JXvHFr24IXiQDOUPwQps3VpNmmIeEUTV1tcKYGqVr2vWpmGyqinme2F0d8FqYlnPviVMS7UoSfP4wzeymmd57hgS1rdiuOrqto35aY7KIra+enHDYdHSbLcZYtoAdRnbeM8aIbWpUCMSgUFbsHYZxJs4TVkcqrWnWDqMcT160Qu8Fmrqi62ogMuzvmA77QgCaqJQiq8ScZ67vrrDGktIMcUKFEaZEmiLTzS29D1Qx4JRiDjPaawgTOU7E5NEW1mcrqnVFdpBrhWoMOoqQpvcDY3qPTg0LknD8Wz52MnlBMbRQvZUWl3WlE8ZomkYCBqvKlQRefYTb5Xs0xEWGkh/y0pTFqDXiLBIJsyGHTJgD1lm+8wc/4NGjCy4ePWWz3eKUJowj/dgz7u+Y5x5UBBVROqNNQicPKmGsiHBD8mij0DYR04FxnEjTBD4Qc4fSlhQypIDRQWb3KkL2BC8xI9MkCQV+9qxXG9RKsdvtUcpiTIXSNWcXI3VjWJ/UGOeYQsIqLfqrqsYh1mNKaaZpwBeUZemE6mJ9tgmBWStGa/FaUxtxbxhKMyRAUz6yiUtsA+8knrFAd7/u+A0izBVVZdEqMY47EV0ZRcqBeZaqZ63m+3/4N3jy/BmHV6/o93vevn5Ft1pJG1iy1MVN2eGsxZRkS5kZFcO+AstpbQgpEadEVJGQPT4bUtZioTIntOuwyaFNA1qTkiVGU+YTCh8UwyjJnGFOJXRKfn/TCbVyvT4BVdGP4sO0XPsPWUnFwRuJP1DFfVowZ1P+eypxPMuHACopVIlk16R3vpb0ySNFXaRYKSXeXF4y+4BxQuDoh5Evv/yKob9nHPYMh3umQSCEjz7csF5XmOyluGcxMySDUhrnaoyr0MZh2hV2tQXXgbYy6P/118Tv9EgpMU09OQaMAatb1p2maxV1Dbv7A8F7pl0Fo8X39zSV5ezRY2pnUFEMWKcpE7VnVJrby3vmceb73/sh8xj503/+BfMwY6ycn3mGtbWsXUcc4O5Nz6c/OuP5o09weouh5vkHT1mv7/jlH/8lu/7Az3/ymrO2Qp2uuVvtue/2QiiIcLXreXu/47PrG/rZk6zjvGn59OVzPnj6gu9/+n1aW1Ebx58w8CUzwzASQuTpkwuGYWRHIlSW9e0d8zQyjQPVuqPerrg/3LM7HIhpoK0NH//gKafbDX/wvU8xwLzfiXfYNHN3e8mXv/oFOUi3XVcNT7Zrvk53HMLIP/+Tf0ZX1bw4P8MfJvThDg6ZvE/cX93Ta8WHHz5nve7YBY+dMnF/y+gyt7cdWcNH3/uQr3ZXqJ9DqBOjDZi2RivNl29fMU/vpyDJ3rqQmXIWUk+WKJGQQgloFDRCA1Y5EVCbRNs6Tk5WbFrDeuWoa1NiMwoRacmvyUo0lSHgvUgqatOxql4yzzM+Tdzf3DGOA9FPnJ6f8r/43/7vef7iGXrcMQ8H7r76mpvbS75+/QXrdc1qVYGaUTqx2TQYp9AugErUnTiBKDOjrMI4jfc7+vsZ6ydMDLi8ImtHClr87Bgha0JI9GHE9wP9fqS/H+n3I94nfvRHH7M9OaPfiVH0er0iRs+Ljz6RdcbC1fUbLi9f4woLuDt5zMZYbNoyz5GvP/+ChKY+OQUNIXrWbcXz9hF2u+Fs9nxxe89+nqmaDo8iH0Z8EvFrWQEFsntnZpRVBCRg89uOby1IIXgur96wXrU0XYXVDmfFrVsBd7e3DNNIGAZUYdJZa7i4uCCTub66Znd/zzSNJapZDhmf5KN7uEBbsnvXWkgKISSYEyF55ugJSRGwTD4SoyJlA8qCSuWrISuLq4QObY3CKIQVgsIHOUl6DqAMPsSjh52MqWSwbYuTQ9Ji+ZKNpFQupttaSctrymMhLaQHf5OHDumvPpSIxpb0TgnbW7rDYkCIpDY2Tc3JyZbTTQvp5MiUe3TeUFWKrz7/nJQiTeWoK3sMA5OID6F4oq10RtqSsZIwmeF9gXZaQ1OLElRpRVOLWWTjtGiEmoroDKerTpKClbB/VlVDjp77yxvmcWQ69GxWHau2Zepnwpz44ldfMo7iRF/XteD9SfDtHDPjGGjqhA3w9vM3hAC/t1nTuJabX77m7uaG/dsd836iso62W7O9eEyzPUV3HW1VUWvFWYzkbs2T2cvcyjq2J2c0Z6eY0y1x0zEozawMrtty6hTuMBB8ICeFPQzUbYurDyi9zD5n6nqimSvqrsG6cxqXqKxCN45oMm9vr8kxcri5xSlFazTjNDCFmTQFckg4Y9DWiiHrnDnciEmwDVHYfrYiukSsE05rrDacVTVd1dDWjmzg/uYWnyKrp2fopsauax49fcz3/+AHtOuN7H6TXLtPHz/lGy3LX+ORM4QYCIUEFKIUohhDCQc15FzMOwsKIxZSIlitncNZ0dXAAsst3WkJ9csSnLnMsQEhcviBGLx41PUeP0dOtiecn15QZU0aJt58+SV+HpjHO2IMbNcdrlYonSS9OAVi0hDB+4GsEkyKlCM+TrKmGEMII96P6ODRKRK8JuuZMCtSBETKjULmxHMQ15OYPZTQvtvrS6ZhICbRHbanZ8To8SnKTaEitupw9RrrDNpoQqLEaozEmNlu1viU6OcJXMZ1FTZldBQYTqfEuqnR1vJ2mJhjKhuBLEQJymvNywx92fnmB6r+b9shTdPEq89/xcX5KRePz8QJ2RkxNyTz+tUrrq+vme5u4dE5qSicP3zyITc3N/z5n/05l28vGXrZCS8tc+aBwBCiRIObErxlrBPHYq+YYyCrzDBH5piIWHzIzAEJ7lJO8jZ0JQ9ladoaZ5R0DjkR/EjOkiMfYiAxEbLCTZ55DsSYj+wFY8VXLAMpa5wVc0dTCpUtLt1KcczNWcZi3hfSRhZLw5J4hCIKE4iELtYhuhQPZwxZ5+KAriRxl0xVOzbbFS+ePWWzqtisalatCPiMElj0cHPJMIys2oa2roo/mpaQO2vR2qCsA1sDDjAUwPW9FSSjFZuVJhfIZ90a1o2lqQyVUzQr0XU9Oz+lqSvG2mKN4rRdcX93w5svvubq7RVff/mal8+f8vTxhfjPZcOvfvkL+sOEsxIzfXvdQ8oSWR0Th8MkGVCt4ld/+nO++NnnfPyd72FrzZd//JfcXF1y9cu3TGNP1zacnJ/z6OUnrJ88wZWCY5uGoVuxOhzo65bee0ZtaNdrVs+fYc7OGU86fEnmtU/OeXyyorvvxcHDw363p/vF51S7A0rLwrrb98JKdZaT0w1dV6PyLB15a5hU5Gdff8bUj9y8vmHb1XxwcUKaRDQcxok0B3FdMIpH24Z2Nhy+DhCg9gmbFZuqEa82FalMjTOOx92GtuvQm4YxBX781S9w+x3rDx7R6RO27SkvP/mE5uKcV68vubq5I/qIMZrvffe7rLr1e7l2ck7MccYnmUJI6rLEQQjqEgWCLxtE7dQxWaCpHU1TUVfi4qGQSI7gPZ6MwqKUxMfIz4wyn1Iw9BP9/R3LsGoYR1IKfPfTJ3zw7AXWR6brW/7iT39Mzp52pVmtap48uSDEHh96yVbLXja8ZMZpRyLgk1DZY/bYLG7iYe6ZpwGbAjYnfA4EpfFjFqICNUpZtPLE6JknKUopJZkHKcWrL34FWXN6ekq33rB++pQYBPqPQb7PNZ56FY/r1zSVTVO/QyvNk0fn9NPM9VdfY9WKdXWC9xEThU6eo+dk1dGh+PLyF/TTjNts0EoRlw05+a/Qwx7GHQ/b7n/z8a0Fqa4rPvroJacnG87Pz/B+5n53y2q9om5q6tpSN05athSPmUZhFifhs9MTgg9HX6j9vsd7zzROwnDRClfVxzCpmCWdNaHAOGIS7VA/eSYfmKPHR2FHpSwRDTGLhigXQ9ZhmtmHWXQipkxrFjeJYv0TQ7kIo+yQtCkhfCXQKyNwqNFystWCg2aZVZgy27D6wVCw7EUotlXHh1Glwzp2RVLInNY4YwrTB7RRNE2DVokwW1Ztw6PzUyorccjnJ2tOt2vJDgqeH/3we4zjRNOsUIU5p7IYd6UQCGmWaGMfyEpmZLGwFN/bkTPRi7O3swW7TokwjqRpprIOZx2NNnTG0XRrUYHNkWk3cPX6inmcWDUNtasx2vHm9S2H/chhP+GnyO2NJ0WJ+7AGSXgFKjmp+Cny8ccvuXh0QbvzhM/fsv/FKw73t5ghUiUD7ZqA5vVux+rpU56cnDCgCMPIl28uub694+3bGwJQXzwC15CalqmuuLWKUFVErSB4uNtRaYdzNbv9nn4/cPn2muvLG+5ud8yTp6kbFIpxnDi3p3SbDR988Jiuq5j9nhRm5sM9w+FAyJGuqrDrjnpjqDGEw0AaPX6cuT/cc9jPzCGyVZkqR/ztAbKmDgYdFCY7Nu2Grlsxz5Hp7kBXVyRnOX30FLtp0fWKZn3Ko6cfUA0D1WYPqqWqNmy6U5qq5XR1jjPu/Vw6FIp3SpKKmhIxxqMPJAAqy9+TEKIMcNRIailUKIo2b8YbkV4sDt6S6SYb45QzqMUctMREpMB61VI3jr/zR3+Lly+f8+bNV+QcpOuwUFWGECeurvdoE9FGCk7OAR8XD02Nxh7RFadryTGqHQqH0S1rEo3KKAw5w5AnUsxo5dDZoLMiBs/sR0JMBLIQlIrVmsZQtQpXZ8J4zziMvL16gzWOtu3Ybi/YbM/Luhe5vLwkpR7XCJJkjTDtPnjxHNusaM4vUHc7Drd3dFVFUIrb2TOHyNl6TdtE+iw6O13QIVnTJdhvkbqkwoY8Aki/5vjWglRVFY9fvmC7WXF2fsrV1SW7yzvqVlgfVWWpa4tCCpLUI9nBa+D05OQ4oL+5vpNwqRCAkSU+wjlLTpk5BWHapSgEA+OISaxYxtnTj56xRCv4kMjKHNvO0lSSlWaYZobDntQJJ792ogs6Fo4ouTwhxHIhinGqNhatRWAHoPMCyQFlXqTyO9CbLpCbekhOlCwkibrQin/lYcr3WK0LrKhJxZJDG0XbVCgyo7N0XcP52RaiDJ1Pt2uePb7AzwMxzFTmu8zzzOEwMvvI7iAO1aRAzIaYAskHCLGg8ZqURdP1vo6cKTh4Rrtyc5Zdbo6JerXGWkejNJ2R2WJOEvk9HQZu3t5ICFopSFZXXL69482bG9qqISfFzfWAVobHjzvRfiGOyrI4gZ8DHzx6xnc+/hi3n5mvdxw+e8PQ7zApoZzQwQOaN/sDz7VGbTf0+wP9MPLq7TWXl1dcXd+CdTx5/Bxla3LdMrmKYCTWIVWWNIzQDzw6u8BZh58D/WHg5vqWm+s7dvd7jFK0dYNSIlfQztGu13z6/e9xdrHl7eVXTFPPuO/odzuG6UCjDa5u2dQdJ+2KuO8Jw8QXv/iMfb+n7yW8bqPB5IS/H2QB1A02WyyWdbvhZHvK19dX9H7EnJ1gqoqTR48xqxZTt9SrLeePX1CPI/XqQIwOq1d88Pgl63bDvPcSwPZ+rh5SjsScRAidJRi0sGMKTCdRDKhiUIqCLCjDohNUpbgQAt4rFOkYgxOjFLmwQHblfi4qIXKOrFcdJ6db/vAPf8QHL5/x4x//c6apx9koIZuVZhx7docrmsZStxbJhUj4IOuIaKYebMqcE5f/qqrQqsZqz8ZAo4BUjKHDXoqsKkSkqEAFQuwJOUsmnDYSZKE0WjuqVmGrTBjuGXY9l9eXdN2Gut2w3WzZbk8YhplxmtntAn5W1EbiX2wJYW22p5imxW1PGULi8n5HWzmSMdwcbvHjzOl6jc8Zf7eTRmSxFkqlS9IPkeaLoFkev/4T/9aCZK1le3qC0XB5dQUKnj5/hraGYRzoh4m+lyHubr/nZz/7GcYYXn70IcZYmqZhvV5zdnbG5dtr6rqBXMLLVImTVlZ8vvALW10uDOMkqjhBRBMyzCHjYyaW/iMWJnUqu2FtbOm4Iq52wrRC/KtmH49VvAoeW9fMIRZPPIUtxp5GwnuKq/1CXEiFWRjRWZeCU4rOku9UfJ5sKTjGGMhJPLG0eEkdO6tSjKwxD8nAMZOCRCMTvDySFyjOWjZdzem64frqDj/32OwxVnH27DHj5Pn8i7dgFFYXLQCUHaLEhizcvve1nIDM2xrrUFljsiFNiWk/MfcjYZqxJxnVBF7rr7mva9aFBHN/d83tzR2NbQGIU+awG8lxz+//4If8jR/VfPX519zd7Xn11dfEmJjGgZxgnoVtmA1cbDacrlf84pc/4+3XX2JzIoXA26vXKKd5+Z0PqLYrmucXHOLMzTygmpp7PzOjSLZitT0nZEeuNuiq4vnLT7HbNXZ1wqg11/seqxSmqthWLY2FOCcynsfnj1lVa/7Df+/vsbvb8Te+9yPapuH09ITCjeH0yQndpiGokcM8cdMfGPo9d7fX1Nbww7/zt2iMZWMcYd/jdz1PPnrJpm7QxnL79pq7r67Jc6RxFcRMHDxnmzM+ev6xnIiscU2LdlWhsM60L+S9r05bmpM1z77/HXTleHvbM/nAOIPRGzarinnQ3PUj0/0okQrv41CFiZhECCsM14x2EgFTVU6kFZKXIR2NkuKVUwmxVCVyJov/ZIyKoPKDE/8cxPtt9kKWCAkfJiZ/h3WKulJsTyrOzhpS7pnme5T2aBvQLjGniTeXV1S1ZnuyLtUnYWxVZs7F58a2qOIWIgXEkaNi6hUxWSH/FMjfLoSvEj+ibGH/2oxLidpP1Ed2MpAU8xRI0fP29jM0FmtaQgBXKapKY63m/n7P1dWO/jAzT4Fudca6PeP+zZ/i54mIJiuP7yds62mVQ+fMplvxxS9+xedv3kK3oXMVBx8hJmxMxJgxC6lqgeXU8qX8o4T5+9uz7LSmaR0xePaHA6tVx2a7YZxGxmnEewlA8yEwTxNXV1cYa3ny7ClVJcI25xxd24njt3PEkppojGXJWDomri5vRouNunhXFcAsi21QONKsF2KEIJeUIaEpUePGyvBucdMNhXQRciJrhQ/i0l2u/UJLVw/2+kcKYy4OC4mF0rjszpbvWX7Gu/R2o0UsKbsXmZFptdDe1bFbErbkoo4V4E/6mAQpYqxY8DRWUlJ1juQwY5S4Y5xu1wzDzCt9KS4EpV80ZdC7uCMv2O77C58oLE3rUElMawkQxsDcS1HytsUnw/31LZOrYLshhcDN5S3j2FPbWiAGXxJOmfj0k8dcnD+m343Mc0JpTQ4yH4gxMfSBZCA5ONl22MpwdX3J1ezRIUpMusm0dsXF2TnN2Zb182dcD3uG+2uS1gzzLGfRWJpuTUyGqCtM3bA9OUetGmZb4VNg10/UdU2dQRlHZTTjXgw2H59uqXXNJx9+wvho5MXjF6zXay4uLtBWoYzCrQ3Kwc8//yn3w57DOHIYB/bjiN2uefbhB7TGsdKGu9eX3E4z2/NTHm1PuXp9JcE3NyNJebqmI8XMkCY22zOeffARKalCCEIybvyECQF3dk59ssacrejOtpw//4DRey5vb/Ex4T0oVVM7R+gD8+xLh/R+nBpAYDe0UP6XhU4bjXEWV4sbd8jls4oLfTuSc3pIKlVKhu5ZGL2xdFUZXSLKlxlSLHMqT4gRW1W4ytGtHOtNTcoT3h/IeKFg60z0M/v+no3tOG2F2RaTGDcb+0AzN6YuHUOJ/KYixUyMiWUZjiEyp4TWlXQVzKBCCR4ErSImOlxtj6SBVN5zSJFE5HAYhAiRKpRyOLM5rk/DMHJ/N9DvPfMcOT15wnrVsntr5H17T0IxZ0XEoOoBYqataqZ+4PrtJecfdNSNYfAeFSI6cXzkLNhLXopRKUjLvykO4b/u+A2cGjJzuQBdVZNQHMZJsFwU25MNxhnqpqVuWr7z6XfQxrDZnHB9fc3/9//zT7G2oq5bYog0TSM6kZQlSjkFghcH6nGcMMbQdR1Tgj7KzigpcUeOKhOIhJyISqN0IpCEGqrEZkg7jQ6y8CWyfH8MRdAKympq62jahnbVMM8enwIxRyY/sbIG62Tkn5Iw1iRyQx9D5axZosNNCe8SZpzswIpLsDFSHJO0wjKfelCLy98L8SBn2lqC555cnEomy7MzNl1NHA94nUAH7q8bWu3RYWJdG9bnF8VF3ZGmET/uSKrC4shWifbomBOjlvyy98n6pm1WfPidv8E89Nxe36Czwh8SccjkCUy0uGS5fX2HAsbVgPczr159xWq94qOPvsfNzQ2v37zGew068+d/8XOc/ZzLN9cM/ch2a0tDGVAK1iuLt4nJJmIVGMyIXWVMayAqmq7jP/hf/S/ZnJ3SVZr9/p7PP/slb+5u+NXbV+zv99xd3/PBhx+zPT3n5cefMvvIL778milG3tzcM97ccf3ZlxxS5CZ5nn78IU9TzT5nhhj4J//1P+H2+oZ/9D/+R5xtz6mrDpLlwMTr11f82Z/9Je26pV037KZ7Rt/zdveafjpwc/eaqjb87b/1NzndrDg5O6NSijYr1q7lw0fPyf1Iv+9p25bz83O6g0JHzbPnLzC2AiVMwGcffMLgA/vJkytHspanXUO2hl2e8WRmp+jrhrf9SFYK020Ioyf7mX7c0+8GdBAtUtVuxVvyfRwKlDOoYo68XLyucTSN5Gg5KwSQ5GdCnARqK8NcU1h3Rutj3DaUTWySTab3njkEhklC6eaUCGHRQ0Zy9nzv+x/we9/7Lvv+kt3+NXe7K1KO2Eo2hOuTFcZq9oeDoCzWoa1DW8M8eXGDURUocXY3xqFUJ4UkZJyrcK4izhPBR+pWfp6pWlL2YIUyrvSEzgaXAkoJWcpPA8l7TC2GyydtQwqwv5UYjPvDQJhHVFLEoHElEr02jtPtCZvNmsPZBf1ecXV3jzaW87NzbvcH/vxPf8LJ46ecPX3Btlmxci1PTi5ot1tuf/kFfphKTLrCFsuGeNTOKGn/VfE+RTrH35rUIGyzsvMvjrshxsKoAFdVNCkVwathvVmLPbsxpJjY7XbUdSvC01x2DkZw3aDkyhGmXSQlsctZNAJpcXFYGr0ywEwI1otSAsctIFQZoqnSteScxfhy6XK+0cHIzEZ8YuVnpBxBmW9gn0u3o454NO/EXDyk6D5EJ+vjiVPlZ3zjH7VYtr/zZyROQaFoakfbVLgszsWSFCt6iLHfMxwslZGOqa3ElyujsQpS8CStxP04F9+oAjeyqKbTYt/0fnh2zjoenT+lv7/ncDeQ5oCfZ8KUiHMiefk69RMpJmw2hBCIPgvMZBusrVHa4eqWum3Z9wN+vuew7wne4yr5DPwk3VJdW5SJBJvIJuLx2NrJfCkmzKbh9OMXbM5OyYcdau6FcTRPEBLD/sCtvuLi/CmbdcJVjdjp5Ew/Bw7zjj5E3o49k4JBwbg9EE4GBiWuHq9fveHtm7e8fvWW5BVPzh5TElYYhpnLqxs20RNV4nZ3x37cs/c9c5BBtkLTdSuapkOX5OSUxFC3bSv6fmaag3SfbUd9Ag7Do6dPsVWNMjXd5oTVxRlp9szThLcWjKE5P0XXFcP+VlinORCMZvBB/BqNiM6VtrJI+4BNQkhpq1pmGu/jUOrYIbHknVEscAq121lDtIaYdCEfcZzrppQg63fsvB5mvcuxFKfZy5qWlSqzbbH5sRZW65aTkxWXV68Zp4HZj2RSMXi12LLxCylisi2idJllxhRJEWKUxTlGBdkQg5XrIWayqVHU8h5iIOQGsiGpiYwnqRlFgBwledZWaJUwuviIxoxxGm3EADaaXEwDIjEkEdaPB1SuIFeyGc7C9jVKUdcNwTfADqVEQmGHiegjOSZ0hspWrOqWVd3QVC0mK1TM0p1nEf7rcu7F2VN8AdNxaFT8PH/7gqTwWVISK1cRgsf7GZQ4JGhbYapECPKhau3IZO53e9q24+///X/Abn/g5vae9OaSvu+p6xVVJYyolDLazHhf/J5yph8Gpgw+a/zCpS9uvrOfmENie/pIGHUlfVU7QCdCCmijqZuaadgzhYm2cgWXjcQU2fc9IQe6ac04zfTjQN2Ie/OiBI8F5nMlJ4dCa4w543TJh0fhfaSqpCOy1opx5jjjTWS9XpNSJGYZ6mdE9OtcJZlSOR9dKdIsIuE8z/TzwNXXn/HyxRO+9+EfcP3mK15//QWtCZg48uGLJ6yairurt2ilefrBR9SVIfkRrGQDyQ7Lwdgz3rzFNuco03DoEyFBuz3/d1gh/u2Pdbfhj37vD3j9xZe8/uUVtzdXXL19jQ4JlRJ5n2kqhzNC2dXRstlu+Ad//3/Czf0df/wnP6HtVjx++pLv/9Ef8fEPfsA/+a/+K/7yxz/h/vaeFCObtsFowzTBuqt49vSCPh+4zbcoM3AIM48/+pTT83Mh1CjNv/yn/28pYocBZywn3YZnT77Hf/wf/H3+2b/8Y/7lH/8YFQ231/fkzYaD9/xf/5t/zO3+gN2cElJmN85cPHrCxx99Sv/zN3z+xT3mrEZ1hh/88Ed85zueP/uLv+Sn6pd85+PvSkBl1ngU2/MLHj19xOOnj3kSX+DTjGtlEUTNDMOOH//xP6Wxmt/74DnMM/F+hwsZFzJndceqani8PqXaWrYfbahczfrsFJ/h+jCQq5r7NjFUiqmr+OWr17y+ucVedtim4vEHz7GNI01CoR77Q4GTDU47tm1Dbw0HlQWTUZr2bPXerIOUVpjaolOAOeHqmrrp6LqGpq4xWmYsWmeRTgDOWZ49P6NSibuba8x2xWl7gtMKZY1s9pzBVnXR/Q3EKXF9A7YynF5UWBUJaebxk1MePT7n0N/z81/+DFXmQ9oWFxQDWRl8yOJK0zYyKjBWWMBTJgQr7LJJi4OCrkhJE72SNVQZfDSME/i5IoaKw5XQ9G0ZaWgjMOQ0jhibqasVbaNpWs1U0nBPtyusMexu7klpxjio0BgcKmem6ZYcDMlrjKrRyvHq8x9zUzdsthZ3es4wBZQ2tG3Hd84e86O/9Xf5y1/+ip/8+U/ZNh1/+MM/wLQbojI82mwxaK4+l0gU6oa6aTjZnjKlyBgjvZ+ZwoSpHMpIofq2acFv5NSgrSssNQtaImslqAlc1ZBy5u3VNSmLAai1hvV6jbGWrulKodrLrOivsNSX36GULEhLJLgcDzObpeXIi11RAYjFsVccEsQNuHjQaYl9iDGQMd+I7V6iHBb7kZRLH6YWQ9UHw6ClW0o5oxfzRThSyN99/QuLZqE2SidUnreQLxYDyJSISmHMLDszGYQV8kRgnkZSCAILlgclBjwnCeg77PcopXgS05H5J5g5UOKJx/7A/u4WO2swLYdRTB3g/RSklDLjEJinRA6K6DNhFNGmRRF8xGeFdiUIMckwV2tHSnDoJ4xrQDshuRgnFlIpHa8OKezpASkgUVeGs6qTHa9W6EqRTbHNV5lxPkDKzP1IbStWTuabF48e0dY12Qf63R7d3GKM4RAj1/sdt4eerm5FchATfvJMh4E8BqKZyFTgLY8vnmBONF99/hqfZpS1mKrGaoupKlxds9mesNpsqJIjZk/dgtaZab4njgPTrieSuDEW7QP0PZ0yGGUJ0RA8qNZgnEHpTFKR3bBjTpn9NGN0pqEjGIhaEXTCq0DGk7PYDSmVqYxcn3keQRtJ0kVjVcQqiR+Qc5uZwkh8T27fwDvZRzLPNs6ULq7suPPDmgAy03VWtHp5lvdnhNOMyhZrBb2x1pJAstRsPiIzxhghRggkg1KafhjR9zvq1sn6VumCsAjLTdi90hWFKCzh2Qvyk5dMBha0xQitG+mgUJaSFSDSDKMIOcj9myXnSUXIWROyQ2HJWpCjECFlR6YWY1ZtMLbCOkXTRKLNRKXIQUlAoXpgvkFkGm+JwVE1a7RWtF1HRjHPHldD17Y0VU1lLW23Qdct17uBcRwxWeGUEcssWdiElYwujjQ8OAaV8/ibDAu+tSBpY1ltL4QZFzzZaEyzKKAV5ynT9wf+y//b/515nnjx4jnPnj3jf/aP/qegNcMYmOZ4xErXq03xnPNMUyjaAukU6ropF5WGEBgnf1zP0VmUzsUvKecAaFKWKN4FzgtpRicZXPvSzc0OgbW0kCeMk5tYO41OSobLReirSkpkLJChj0I7n0MkK3OEXXLRNmkrEIc2DmNFb+CyOC1UdUMMAWtqUIq5DE+HYSwD+EhVSXJrCp7Kakwxc3dlXqWBRxfnXJy0OJOxOjMcesI48stf/AKlNE+efoCfPU1dg7EYnRnGA4e7gV+6n3JzdyCbjUAD1QaU5ZMffvwbLQi/7XFzfcv/85//Y9I0Mw2ZPFtsbmmsuHG3zuK0gihDZmsa5inxL/74JwzzRMAxBLjZj/z5j/+Cr756xes3bwko2nUHUXb2OUZWK7Bm4u7mDc8/uuA7P/wByWqi0Xx1c8WXr3+FqmpcU/Po+SOcsYzVAd9PfPnZr6i6NWy2rE9OeXJ+zv39LW8Pe86bilBXcNLhWsfJi+dY43DZMd73/OzPfsppt2bbbri988wrxfd+8AMeXzzm8y9eo5Xhb/29vyvQSJB5SE6ZqjK4yhLCQIwzxIEw9/zFn/6Uu+u36LuR4bDjn/3zP2VT1TzbbDh79oKPnz9l9+aKm7vXqPWWyVV87ib6MPHZq9ckbWjOz3n0/AXfWf1NonVEa9mc1+jVBd16hXMOqz02JbarjjDNXH39mrZteXzxhOAH5sOebZowjSTuhpz5y1/+Cf0w8V/8b/53f+3XTs4Zn7wUQKdQTqGcFpcFLQ+dE7MXQ2Wjk0BGOWK0KqnVLW3bgNOQanQRodclqVkZS9ONDCGQyRjr6H3i5ha0OeBDZpgSq/WKk5M1dVtx8eiMylZUXXOE/hOawWsOhwN935OSQFbWVhjj2KxrnFPYukEbh7O1FBBlS8K1xnYrEjUpTaToubl5g/eRGAJ1bXl08SHWJKyN9MMdN7f3GNZo1bA/RIzKdO0TVivFo9NM9JFh1+PHiXE3EH0kzpHo+2JifUVKmdvDiqZZ8/s//BF9P/Av/vjHtKsb+sHT1g1/79/796lXJ+iq4b/8f/y/+OwXvyLYGpsy56sNY4jsfIA5Mt8fiu+oEBycNljjUNaSQpAZ0685fgO3b88XX72mqhxd1x1nRbHMIqq6Q2lD3a5IxeT00I/89C9/Rtt1bNZb9vsDd3f3zLNHKU3O4ZtxFMeuY6ney8wnv7PzX1TAD4an7yp/l7mMwGuqCNDUMTBq6aDKxgd4N/oiFShnZhgNNgtclwqkRvnNKWV8CNgQmL04PCilMdbhquoYLZ7K7MqHSAjCTlJalagCIUcITm9oGqE1a6WPA7ucJR5+niVioqsN6/WWHAZIHrVoqko+/XIKVbG8jwU7N1qCE1erDlWvwbZot+Z9un3P3vP6zVt0sbIJs0cjwmJnrBimxkzOEaUcJ2dn1Os16uKM29sbrv/8J0wh4fcH5py5PeyYQsQ1DXEcSEm6ZaMMtXMYDc4krFLoIHqnQEZ5j4tC+dZeo7xHZ6GkV42iOlHUzjL3B2xlObk4Y5wn5pQYk0RBD35m9J4piXaobjrGYeIwDSjEEmiuNTk6vv7qK4Z+wDhL23Q0646maSQ+PUSiFw9IazVGR1nApoDWlrWtia7hgOiHjKlZaUebNHk/cnh7zXB9x7zvGeaMd5ZdMzKkmXHYoZyjZUNOE346kKMTPVEKtCrhimdanKVTmqs9cfbo+zvyODCFJGzWmBh2Bw79yIhiSpmbt6/pp/m9XDsCn0soHEYYiYvLQFb5aKoagmgKK71IL3JBLOT7YwhCjEiCMEAWJ5MCiRlrabtGtEhZNuHO1ljbYEyLMQ1a10BFzq54ZmpmX0bZEZTOmJjRtmG1qWXjmsGaCqMtTbfBuYq67TDaFmLDMvBXBQKUNG0VMypp6m6FCZZpTJhKo00LOpGSx4eRaXZ0tRQ6FSeE/Vso4/hlZSxr1IMoP+iM8pEYxoISdcScuN/dM4wTIfiib9xjq4hpMlW7xmrN+ekpzx733I6ewQdqY2XskiXGJYcgb0epQrsvM7wFn/pthbE3t3f89//9n/D48WP+6O/8bVZdy3rVMfR75mnkyeMLztsalGMcB6Z5YL/f8X/6P/9fuDg/5w//5h8y+5mhH6STUFrC+GI8khGOC6oqFMYg9EtIR3PTZTivlDw4qmkSSlHyTuRNG6Nw2mIrS8oObUyB4TKpDEcjmXGexDF3msB7lB5hPHAwmqZtiwFsEYsg/nr9MBIyRGUYvQdtqLuOrus4jGI0OHmPCoG7/QE/e67v7rHGUNcVXdviuop2JQavF+enGKX46pefk/xMjnJu+n7g9vaer796xccfPufR4xfs766Yhh1Vs6auLN3mRIqmMWQdUcYQkyJMHuUc3brjg5fP+eT3vkd99hzTrCFX5SZ4P8cwDnz5859SJcWJ67AKHJraOBrn6Hf3EmCmEhuz4fu//0MuvvtdLv7Tf8Rf/v/+Bb/6P/4fuNvdcXX5ppBpEp9+/CGn54+4fvUVPs3UVUXjDE9PT+TGCDMORf/6irvhwH7oaU43nDc10xxRYSZd3UHTcro5pd2ccfrpGUkZbr/8jK6r+fRv/JB49ZZ0OHAfR+6GmTc3lxx8QJ+ccHp6wdOXH3Lb77nyPTdTj7qD55tnbIzjH/83/zUZxf/oH/wnPHr+mOa0o206rK0Yx4n93U6G80ZTYTA5ErJc99979pJ91aC/+Apaw/rlVkw3p5nx60v+4sc/ky48K2YjMdH785ngkpzbSnOxsbTGM9+8IhlL1o7aVrTaMu9uiLNnuLojzZ7DHLBAZyw+Jr6ePcpVKFfx1dtL3tzd8XYYOITAXUnMfS9HTsQwS8KA1Sin0U4ttyNGC4F6miJ+iGxPFVUtC6EuLvx+mun3ezQRrRL7/Q4fPFsfcHVN1a0w1nF2ds5YWGl1XXFysubk5IyT01O22xPatqWqBS6cvMMnzRSKo7USlxVjEx+8/IDnHzwnBNnUUohMddUUCUwti3MRv4YQhbodM7qxKCdFL+dMu1mRome3u5Uiaw0pzgQ/Mk6RfoycrM/YrFvivCdHT84TIXrCeEf0mXkSgpOt9dHrch5nwhSI+UD2CVs9I2XNj//sJ2J1lBPzPHJ1dVnMzwwvXmbOHmn+6Ec/4ge/933+6Z/8mMubW3b7AZUyuzhI0uw8C7RqLdnqY8LCQhZZRh7/puPbzVVj4vZ+JHLDn//0l2w2K063W9qmoq4rJp9BR7RtqBqDdRIydXb+iKquub29Z/Yz4zjQth1N3R5flNaS+BhjLFiw4MExxjITeNABSQiewB3vkjVyYQCaUnRSSmDMMbHVvOPQkFIoUekJFSLTNDPNXsgUSgwI93PGKxHeOie7GO+DFBmlZIaBUBrHaWacPdPsMVZIGT7EQu1UGOPIVujyxhhsVWFdhbZOuhslNj4RxCw2qZLmGgFNiIlDPzL54rKAJmSNl5dKxJCBKWR8Au1qVJQCqoyVXWDRYmmV0TkRoidnqP5dF4l/y6Oyjmfnj9A+UmUlBUlJOGLwE0qJH5e2jqzgJ3/+U5rrG+px5M0Xn3F5e8scA7quONts6LqObt2hnKXbbklNjZ0HKqOxzhInz343CvW9a6iwrExD3AX8PuIqizKJwxdvid2K00+2ZMRJJFlHsJHLoedqGNjnQKgMN7s7rg59gZ8Dtzc3gOJ2f0uymYuXT7DGYo3BuUTY71lXDmMdcRqY+j3z2Mv1rCZSypjKEEOg///z9l9Plq3peSf2++wy22VmZZY5po7r02gDNBxBQKMhhxiKDEqixAiFpAiNdKcL/SG61I1CF7pUKEIxCiqkCXIYM4oRgg40sA000ED7PqePLZM+t1nms7r41t5VTRLo5gCohUicOqez0uy91ve+7/M+xgd89KhUItJNzpgQ0T6iRof0kYU1pdBUkq5ymHokj57kSx5XJuN2nlwLlqs5i5Mj3vnqV7FNS90sWF/dcHt+gQ9lp6dihpgQN3dIH6gSENMUt13QAJczLmeOFgtOXntA+PQTwjBwUtck+eoaGnI6yDWEkkglDz6aeVpLTMMPRk3icyXRCqzSKFXc86USaFn+txhfZriW3VFV6eI02RdLs3HMOCdwXuC9RBuJiKYEMVIhhCrPtVHYyhSPz9qiTMPdZiyQfCpOMOSMlLuJoCAh5YN1mXfuoIPyoibJYqVlreWtx29S2YrV6qSkIgQPqiLLiuAFwSsQLT5ahr4nhYCixGrIZBESbJMQySPzQI4jOQ2FVawSpi7wJ6Kw/Xz0IASzeQOUQMQ8GdnutuuiGzUNCpAxImI5gYpt856FPOnGxB7wSQU1gonh++eLqn9iQfIhcXnbcXG74+nFLUerJaf3Tvji++/x+PHrbIdI7yLWNNRVg5XQtguYUmSfn1/ivMO5gXsnZYRNkzOs1sWzyftSEMoQFInRT55wogQ6TT55OUUkZUV4GKv29kOqiMXy3o9qsqHR0Rxo2ymGEsIVitcUuw7nyyFTqBEZ5wZUCIRc6JB7q6NdP4AQ+Cww3uN8iVB3IWCrgYyiHzyjKwVJqLIclspQtWOZkKzBVhZlTHHfFsVxlwzeA1FgbE0MZVnqQ+Z2s6MbAyErXFa4pOgDBJHxojAad74EjSk7m3ZcCmlMiVFWurAcYoTgGMdISmA5+wucEj/91VQ1bz1+h9APdJt1EfNKGHZrXN8hZcYqiWlrYoZ/9q/+DX2IbP7hfwUaZAXtas7i5JjH77/P48ePub54Tr/dcnz/DBkDaX2DygmjBa4bubzcoHPL/VVFKytmVc3502u6TcfJyRJtFNfrj6kXcx6fvUnwjpvekZqKvJjxo9sLPrm+RK+Ooar4/ONznl/fstt4Bh9w6Qnj0DE7XtDM57z5c+/SzGbUbcvzP/km2ydPePTmY9rFAr/bsLkx7LZ3ODcwRqirmvliTrfesVuvUeOADp4HtaUiYUaH6Uf0tsekxEndUilBa2FIgh7J5vaOzu8Yhx6fPINM6GA4e63lweuv8Yu//utFjxQyH/7e17n8o2+yu9sxdgOrui05U+sNIiZmpsIPxb1aKknVNGy6jqvthl/727/Ol772ZTY3z/G3I+3iCGlfVTsDe4Wl0OrQXO0JTbxckEIRYNdWY7TEakFjDXbyjzJKY7Vi0KYU5alzl5MjjLEVWSjUdkeMkW0XqbqMbQRVI4qHmDYkoalzC6pkatVNxdHxkqYt7+n55TnPzi9wrkBf+5SDEMIkQ/EFjh8GnHP0fY9zDuccd51nCInV8ojVcsXx8f+c+/db7p88IobI7c1dsS7LIJgj8gIEjC6zXt/hRjAyl/1Z3WBVxaydIfIAccc43DH2HUmlEvQ5V9gsGPpSLEJyWGs5OT3Cu8huOxB8IPrA+vqSftdxcvYaytiCKHmPIWLIGJEmUkhpGoQSJJEIGUIUxUVjap7+vOsnkxqkopotGUfHphvxccu2C4QouLy+pTKSymree/ct5rN24sMb5vMVdhpT3Tgw9B1N06K0nuA42HPTXzDnJJJi4ZNing7rgj/mNGGU014nhlAmhhALiwZBihEfQ6ngOeN9sQLZq4eDn6zm4+RM6wIxgZR60gXBvcWKebXfl6ni9Cs8tm6QSrFcrTCmoqkb+tEVMa+xZPaMOjkRL8qkUlhdk+d3FviYESGTcsCHhNbjpPcrXZxQBlLER8ngM5ves+kc686RhMW0S4SdgZaY2YoYI5sh4Fxg5yM+ZIYYqaioVGT0gdEHDOlgoJheYYMbguPm+hlxGHFDT201TWUQwiNVmIS7AlRECIFuMlUSZK3xZLoU6FNEeMeHn33K+d0tRmSMELxx74iZ1bRHS9LYs372OTl5mkoQSVxtR4RPEBIpQK1r3NrjsitDqIZh67DHNSf373OXPM99T2oss7N75LrGI9lsO9a3G06XFiFrFscLZssl95dzmsWS+ekRpqnRdYVaLnCbJffqhrqqmZ0c0ywX+M0dyVYkbRiiI/iecbdj3HWw3SDcSFNZgoAqZzCG+8slodtx8/wZMkVMDIzDyNiPBcq2ApEkOmse3WswrWGuDHK95fy3fg+yILjI5rOnmJ3DbEfirme47fAIHp2cUCmNCIFUQfXgPnY2Y/HgjNu7Wy6vrqgFrM+fwdBjQ+Dms3PiKxPGFnacpFiYKa2RRk971he+dodDblJ+CwlKK5q6wspMpTJNW9HWFmUkIQRMM0MqTZSaPBkvi2k/XtUVqyNDO1uibYNQFUiDqWbUTc3RhP7UbU3OmfPLLTEVTVfMsUBXMU87dU3OpUGGjMYgVCxzhSypA0loktA0OHSIpODYbdd861t/wkc/+hEkOaUEWM5Oz3j37XdoZ0fMmhXRDcTgmC0D1vVkv4bsCLEjE5HeIYWaxPINqo5kJRHakJMrDeyQQUXmqxYpJN2whSRKom0Sk0EAaJW5vbkgRoi+R4vEoqmQUrB1A14IvCwpVsVNZ68iTWRZJtW/sA5JKk3VLvFpy26zY7vz5LRls+34/OkzmkrTNhWnp/extsFogRSGdr6iDsXVeOh7+mqLnjyoXhaewouCtK+wQmgiRaciEJDFJGArU1SedlApJ6Iv0Q45Q4wZ5zya4ijtfSw+SxPOG0KxsA+xiH8CYaKzm2KvISQnp/e5f7RESlkw3utrQhbYqsZYy2J1TFXVNHWL6Xuk7lBST8aBcvrIL/5MZornKxlPU75JiKksGQ8FaW+waiGUgiRcPhSjdedoKoNtGoStS0FqVxA8m6EwEjuXcCHR+0wQnqz3BcnTpIQRudgpvcLE2OA9N1fPyc6TUkDkitq0COFRenJtFiB0QgiBaYswQDeWzkfW20Amkbzj+snneO95/f4ZJ8sF7735GqvlnLO6wm3W3Hz6CTkFmrpkzlxtR3LvyKPnxLa0qqK72RF9QBgBBoadw6wkx2cP2O1uuLu8I9WWdjXDZYg+sN10bG433L+3pG1bzh49ompntIs5zdGC+ckSUVlEZVguFoj5jnnVUNmak5NjdNsSNmuCMcj5HJ8y2xiJoyOOI/Huhtx3zCpLlpLTnKmM4f5yxcY7Pj1/TnID2Q14l3A+c3IyYzavkLl4FD64t6RuLVZpuNtx/lu/R/CJoXfkCCaC3o2o7UC/3iJS5t6D15jPWnZ3a7CK03lLe++Ee++9y83lBcfPZgQJd+fPEX2HDYHbZ7f07hXRvgWFrk0hHqhpShIhQCxJyWkvlwAO09TUeDV1hRYZKxNt0zCf1dR1VWB9bUlCsvOhiDfFvigpqqpBrFY0sxZjm/JMCoOtZjTtnKOjh5jKIrSg63ZcXF5xt1lzeX3J0fGK5dFq+lkEAlPE9LLA1EJmpI4IacnSHApSlppWaWIMbDZbttuRb3/7W+QkuDq/wZqKs3sP+fKXvsJ777xP28xo65bd5o6h7xBZEP3AsBOkMOBHT5wYXFpJsjagCitQKYEIhhRdYbfK4nIzX7XEkOi2O5TUWN2gkyAGgVGgZeLi+oKud0Q/ouRUkJRg1mvGDIhEgCkwtBBSivFAaWLETzh6fqod0vV6YBgiSdbF3dsYQvbc3HWMtabvHb/9u1+nbeqS3TNvef+dx0UPIMVkK1QVi6AQDnodIV4UmpRKvPdelEoWyOn/FFPUcIknKTEVLhFzYQHmLMpE5QJDN6KzxMhiXpiTJOVSsEISpCjLf6PAg1orTKUBMWlLMmMIpSDFzLbr6fqe9XaHMQ5dNdgxMPo07aACShXYcO887mMuvlJD+X133TDpIzTWGKyx045JUqVJG6DKNNW7SIigbIOpDbZdoqo5WTXY+YL5vCHniEsRhyVJzWK5RPlA7QSpHwnrjj6A3w189PkTNi5i7acIadhsR0KM/IP/4n//3++Q+I+8tBbMjizJZaIr+Mp6vaWuM3UrimBOCLowEoB2VZGUItQtD++d8Z/9zFe4Xm95ennF06fPuLy8pFkumR8f0/vIeteznPZxp6dn7O4MftczSMVOGJbHS+a2Jg6BzqcSUBYTd9s1o1ScdwM3Vzecf/8HdCqTlOLjjz7jo/NntIsFUhvCpsf4jNj1JbW1d1RNQ75dk1crzN2G5ckxi5MjTOcQfeD5t7/PnZTcq1vUcsHN5TVOCLYSslKg9WGSn+VEpTL93Q0hBNI4IMaBcXfLuNuyWe+wBhbLmrBzDNFjTuesHh7RxiL23o0Du95BLodJbYunWfQZPwaCi+w2W4auSA4Egh9+9pS6rnB+QGrJbNEws5Lx6hlXN9c8v7vGNjN0VRXNnNacLCr8qzRXNbqgcxMMdGDMisICZE+OEhnvPF5D8hGqVJJRSaVBnbSAe+PSJA1JCOzULGIsaM2p0lw9d1w+v2V2NGN1suLho4clqryqkFLx/OqKECO7rsfHQD8OZKCdn2KqGUK2aKOmbKayxzKmONALmUgx4vzAOA7Y3ZZhKNoemUbIHpUlzjmMKM/H2b0TpChmsZ9+8jH/+B//Y2bNjNlsxpe++D4PHz5A0JCswthMjCPdJhN8x3rXl7RrHJWVVLZBSoOwgegHkoi0q9LYb7cdIQWy8MSc8CEzOs8wlDwlpSxGSeZt2ff6mGmRNMPI3bBD+YDzHkKBKOPezcIWFEoeaGx/9vUTC1JMmW4otFcpLMpY6ram264ZOge5xIR/8OHHKAnLRc3p8REPT+/RNBVNbbFGU1eGvmMqSC/sdvbMizIl7QtUhKyQQk17pP2GjMM/Yyhc9xgiShbr/RgTfgxEUwRp5esJcp4C91IpOjkXl4SQioBWU5InMyWwy8diGphSYnTFqn0Yx0KD7QdCzCTkwVRW5yJojDmXKSiVMdX58saMziOFmBIpSzemJ0JCSMUxfL8IHH0iJYoDhqkwVYvQNUkYVNVi2jl9v8OFxJiKWwamQYiAMA3ZZXzqi7uFL07Eu9GTsyYlwfXNBh8i/+C/7yHxH3kVwZ0ia0VUkaGL7PpAVSm0kSWyXQg2wREyVLMGjMGZirOHZ/zyr/4yHz95Rvj+h6z7ntvtFtM0mKbFhUg3OFwdMBkWiyX4wJWQBKHYSk3bzlGLFfFuRxgcdd0goTx4WnLnAmLbkZ9dwLyC4znXVzf86IcfcnJ2RtO2pMEVO7HBkQT0m55UVdQhYfqREDMqC2bGYnuHHDyfPnlGHyPiK19BpEznRrqcuCaA1oiqmJZWWtPWFdpo/NARuh6x2yL9CG4ghrEIFbWiams2PuKlR84qqpM5WkKMkZsfdfh+JPqEFIpBR0iCFAR+9Lje03Ud4zAWwbcUPLu5w1aaKALaGlytcGOP3K657rZcjwNzY6mNIcvi0bZo02QI+gqu6UAW5IN8o1C+ocg2Ijm+ULaEkAg+TudH8Zkr8tOXROOT5VcUZfLSWpKEBGsQ2iCMYX27wcc1yghmi4ajk2OOjo8IsTCALy9v6fuR69u78lpqTVXXzBeLaaKqJ386RdNWaK2pKjPFYSRiCoxjjzY9AouUHUJ0GHpkdozdyDhRCQWKelZBLmSMm+trfvThx8zaltms5fT0mAcP7xdavNBY3ZKSxoeeSGb0YmLxJWJWZV+mLUpBjoacA7ZxRO1Im2IjhShEjJQyMThCcOSUkNIfEmdD0pgERhqQgqYqqJYKCZEDKZZnJQvKlChfRPf8eddPtUOq2yViLHG+IcGm9/R9YBwTbVuhjGHYrckpkEJk7D3/9rd/l1lTc3y04PXXHvLeu28Xa3cfDsy4wrbLk+/c5IiQIuM4grAIYQ9TUomhECX6gVx2S4nCKEGjVYWXhZ0mhUZJQ5IR8jSKkyn+bUUtnVIiRIcIAh3FIc78+voOP2yZzxYIqQixaIrC5BS86XrUGOgGDxQ6YyMUWhZSwzAMhBgw2hR3CKmQxhYuvlKElInDiPeeFAJX17dIoOscVmvOL29RWlHNjooVSbPEZc3VZqCLV9irO549+5zNdsPV9RXD0HO3XhNCgediKrBg0TpY5OQDJ6VFSo3W1WQG+2ouITPWRmylac/mbO52aL0m5sjNXaKdR2wteO3xMbqpqU/u0afEhxc3bP2Oj559zrofsPOWX/sb/ynz2YJv/cEf8tmTp/imLma4uy1La3jn+JTQB26uPDet5MIqnl/fwOUVb7/2Bvce3uet999nOZ/zKHr6fuDjTz8mK6iaBhci/fNrVrLhK4/eppm1KKW5zJcEB8MWVIZWgGkiR2JHdTdintwSv/+EbdOSP78i3+6415Yocvfhx9wIyW/94GPqeyu+/Dd+kZvtho8//IA333ids8dvgOvp+8gsebRMdLtbbE689/gR4+kSKXpSDmQVkARSgh/envNxuOOtL77BfNXgTAOx5vT+CdFFri+uGbqRzc0WYyzWVDjT4rGM0RWz4km3Q22ZreacfPk9djlxPnbUJ0tO3nhQTIojvLE8JofM7cUtwflXdPfkKWI84fBorYomicLAjamkmJqq/FfnYFS57JdThFQg6spo1BRjrnVJAYgTqagyNVlKgjRFaygEbX2f1x58kapusFXF5c0zzq+esN52+BBJaKTUNLMZpqqZLVbF0mi2YHV0xGp1RF3XxSm8rYs7hFaFIh4DIXrGsWccBrrdpkxIfU93/TG+u2L11hE5w2bb4Zzn7m4DCNq2Yj6vuHdvxTiOjOPA7/zev+KP/+T3WMxntHXFF957i+Vixv2Hj8jxlOVqwXa75ubqOS46xo3DqIl8ICyCSC2fIWRkeTyDJNAoxt6xvdsyX9TM5y13t1u63d10NitC1iShwLZIIo3VJJFZyERUmV4U04OUU4nkkLlowX7C9RMLEqLsNaSajACJE1e9uB8wWQrFWKYWLxPkkWfPLmmbCj+OLBcLYDI7jS8vtl624nmBLxaT1XwQVJUpfQ8+/vifBCVnQymN3AsUpuwNsceFJzrO4StNkQ9leir/TAlCiAxjQlHYblrl6UWdIi4msWvc+5VOlHIdE0IWca0LgRQjQsgX4lo4xGcUzLvAfd471BRkmGLRXG12PdYapCpECB+hGxw3my3boUcpyefPL9hs1tzc3jAMPReXlyVoLE/Uo+n10MoSp6lQ66IQX85Xh4fzVVwCUKrEiteNwo2SqoZ+AO/L2hOlmC9qqnmLnFUEF0ooYwiMwZEl1G3Dw0cPefjwNb7/p99iNwyMWmEo2TZRlWYjJ1HIK0IR6wbvyuvcNxXjosWt5oTVkkXbovsetbkh54SuLN4NpL6n1ZazxTHaaDIZk2WxbxkLsdNoQeWhcQGbAlUYUWoEtSFdbki7kbmZYawm3q0ZQ2Lz/BJkodvLEPHdjuRHZE7k4IneQwoI9izTIqKmNhydLHBhpAsdalTIRrCLA343chJHJJZxataUbcnZ47NkDNC7RJIgjSKQ8DLj0UQ5Mc20gkqhm4p0tMR7xzYN6HmDOT4hDYHkIgs7xwiNNjP8GF7NzZMpe4hcDGv3Ynqxj6mZ/jelQGoOZqXpsAYoOqAiLylfUk4aGYQCqVCVJYk9QlLMkWezhraaEVP5Wpvdlr4fuV1v8SFRt0tsVbOoa+pmxnwqSE27YLE8Znl0QlM3WGtpZ6UgFfp5LvEUsUxIrhqwpin6zWZA+zuG7Gibkp2kpKEfBoZ+BMDafX6cAhHxPnN1fU4IgeOjFfNZy9nZUfGxNPeRRtOmY1IWbHc9fuhwoZyBMZVmRIpIEmXLbYxCILHCQs6MXcnRIqsSUpojKfmy082ZJBNEX5wxFJgsqbLGRI0JCh0zMlJcdKb93sFp4M+4fvLJlMseKcSyHzHKYIygqetC4aUEW/kIZMF8MYeUubrecacitzcDR8f3C5MN8RI8t48ILuN/SVE0B03R3v/pwO/MBbpTUk1jsoEERmesqWiqhhQS1jQoacr3QkzmpfsXYYIBtQYCSiakNJMTeSTEzDAGRMoY2xcPs74vZqmuxB4X6maamDQlVnm765FSMg5lPzOOI2ocubq5JYbA7fVNwZONmaIpZKFA5oyWk34qS0YX+OjjTw+Yc6ZEKNdtRdPW2FqjjCKEkZwTVVPRzlp+/e/+PUBweXVd0klv1gel+J5pWNdzjLEsZqtJ8PtqLinBWohu4OKipEvWbTlAqgDHp5Z2YVndm5GV5k8//B4Xd44//tDzlV+4z9//mfcJWdKHjFEVPieyEkijOb53j/vLBb/6hS/gNxt+5zf+O3zXcXbWcPKFd3nzl/8aj15/jdMH9/nGn/wxnz35jH/1z/+/kBN//+/8Xe6f3ONn//bfBOcZr+/o7u64uzif4uwFt5s7NrsdsZcMOzhtYW4l7xy1zIXkNEpmWbJC0jhJkwR6NkPOG26SY9z29OdXNE3N3/3VnyPPG9Juy0ld8ctf/VlGP/L5hx9yb9Yyt4Z+WzR7y1lN7Hv++W/+Jm1t+OL7b2CFRWMZ5wp/rLiNPdvo+NPPPiV4if5hpAqKdZfQSiFEhV7UnM1O6YeRTddzvRvYjD2LBydUixbz+j1UbRjrxDBveGYFs5MT3vzqu0QX2A6O47MF82rGa2+8x2xxTHSKn7gI+Mu6cgI3whR1E7UihAqVC8ydJtlHVWdQkLqCDuSccaPj6vKS1aKlUosCLQHWGmxd0oGzkChrcSGxvlvjQ2TwnpwsOTXsfWG6bizhnkJiK8PJvWPa2YKHr71J1cxZrO5hTE1Vz2jaGXU9o27a4sxQ1dMzPzXdEyqUZ4mYipNLCJ7gA+bNM2S4Y3N7yziOnBxtcN7z5utv0A8d55cXDOPArttgKzhtFnS9xjlHCB13254PPv4hF9cLvO+ZtTNOTo5pFie8NTtm7Hv6vme32TD0A13XkeNAtQQhI6NzkGDIxd/xtdcfcvH8iudPzqlty+LRfbyXxJi5XvcE71jvdoxTk22NYtUuSJXGG0kYOpwbCKI4j/+lsOzKjbFnr4iJHi2Rujy0ORTMNsuCd+ZpdVX0YCUaN8Z9vmv5wSduHWkfOcFUevYmpVJOex544a54+GGAKbY4HcrO4ZcVsjgy7CebLIomSIipw91XasFkT58mK/dM8S/N+JDoB49SxSQxpFw6qqmTYip0MRal9T6uN71U/fNEuIixJFLmnJFCHqS+5H0wYQHHhSxiRR9GstBUShNjxgeHDmpiFWo0YorzgKqpmc1m3Ds5o7ikO2IAKbflZ4h5CgTcs3yY7Jhe1YlSLpmLrU5wESHyxGgs742LID30DqLM3GwHbraO9ZDpQiap0s1KVULmcgxU8xmr0xOaxRzTtiSlcGTuuh68Z1FXeKMZMgwZxgx348jFdssnl5ekFLkaB6ro2aRYyAXGkrQlKltSSs2UZSU1aj5DbQeCHglaINvidhEdpCggSGxlmStLczJDtxa6js57Ru/QQnG/XRArS+chKUlUhtu+K4LcyoI1jDGCL64JKQt2k2nnVhpcLnu2DYZB16imYaZgfdUz+EBFMbfcjiNaarTQxW+taRAx4eVIUJKoFHLWopcL9GKJrDVZe5zWXPQDOymJXU2tDc1sAbYhG0symqQkSRas4ZVdZexhUm++0OFMkH1OoKb9r8j7wNZMjrEEznlPjr5olWJxbxD7Z1GosmtOghQkwUfGIR3E9zGVvfDowIeCFCld08yPaedLqvkxdd1im2XZGdUNcmLvSaXRLzWgcnIjl7I41QpAxTgxizVaRyq7QsXiPJGEpkVhU8Q2A6Zv6L3HDENpqEU5+xIgpGToy0S43XWklLm4uqHrR3IWtO2M4+XRJGE1hCDIGMax7NHHYAki4EPZ1SskmgqpW4TagtAoXchY5fxOaJEIRER0qASVkCXvO0d0zuicMQgMupjG5rJ2+Ul3zk/h9p0xKpBzJE+q3kgi+HL4lqKhoJlBjlz3DpET0mashMaC1RlJRKSASMVEVEhwXU8IYZpowPsycUijCV6WBO9cRlRRKgDJj1OyYkfKZZGXQmazvcT5whDpQ8YNvoykWrA4XqKk4K5fE4PH5oQPjrFbY0RNLSRNA6JV3GwS6y5xvb4l50IfFdJgqwohBTG92L/EULRNSu+DwCxKgpKWnKEfXJmCqgYoiZ0pSQIl+E9JRZCFfaOriMqBprUsFg3vvPM23ns2mw1n9+/z6OEjVscrZvM5TVMjpeL25g4ynMxP2HUdvnMM247t7Xp6Xzi4VMShaAG6PE6ZJa/oSgIxSJTTmD2LMcFuLF5Yn955HIGjuy3ZaD64VGy8Ztd6LnD8ybProj3Rampa4N1f+Rpf/KWfoz+/IGx3/OZ3vs242bCZrdA5I7Xh+89v+Z3P/hkplKagdz0uejZxoJ61PPWB28srfuO3f4d78xW//P7Pshsj174cuFlITh6/S9W2nAye4fMnfPDd76FyRJ/MaZVklSJtTKxc4KuPX+Px47c5/c9/nfnPfJG3n98xXN7yb/7v/x/Gq1te7xpsrKjMnJt+5NPLC7rQIWJHWi3xxnCZBL3PuE2H1YZ3/tb/BBcjv3l1weX6jo+fb9GmwtgzfuUXfpn333qb+rsfsLm6RssPyf2uMKXGkbEbWa2OePPePQIRHz26NczInLz3LrOTI/TpEVFL1m7LXbfl+3/0ffq+Y7294+/97b/N//of/APWz57x5PqG2+s/RvvIzcef4/uR/8X/8e/81d87Bd4oHxJkjugY0VmhsiI4RRoTuVcQMhWRJmdkH1AC6llC+Z6w8XirEUbjtEAmj6lPyvPQZ3xUmHSvQL9dj1ZzjDlh6Ht2/cgYi3NLNT9C1wtO3/61sjdarlDGkOuGbCRUmjF6huBZNJpmWWMnp/ToCplEG32Qu8TsS3iekCgj6IIm+IatXBBsQ3vUIAV4N7JKgdPHX6TcnYnLy3OuLs+pbq7pdjv6vsN5x816zdXNwOVVVzRaMfL+F7/Ir/+tXwdrqfQCOz8l54x49oztZsPnT0aC67FaYbRk0ZRmOHaRZCqOH67A9SQ/IsIW5T1zBmoZqJQjCBiFZucC57cjZgjo3jFXNVrN6XKLQ+Ni/kmI3U+XGFuSEycueX5hafrvG6OWXYzMhb2GeLE3ieEF+wXxYhqS00Q0zU+HOPIXQdz58OcXWoFcOqWXoiFCjOUjRfIkfA0SRBSMzk1LxeKtpLUmp4Q1Gms11ky29FqyHUCUuKfpZy27iURGpOIoLsovfDA0FYVmcZhGy+6qvD5CFCbP/nphWTL9vqlMbMZoKq04PT0plkzjMOUxFdqr9w6jDfPZbII0KR0LYE1FMLF0xNpitTm4qJfhMRFyKFHOWhfa8Su6jDGcPHyECAEXE85HBh8Qu548jOx2HmImimLd4rPEJ0FIsOsHnj57xny1ZHlyTN/tGIeBI1tTC8X69paw7VA5o4QqwWwTo2joR243uxLVkQJZgVCCs9MzZsv55CMWirmtEDy/vGC73nJ5ccXxgzOOjo8ZfKTbbPA5gRZkJVDacvroEY0E2+1oQ6TxES/hantHvrmiu7wknd8QbrccnZ0RTE2+3hJinFKOPZkOyYghkIeBsNvhdjt8NxTcSSjc5JuoxWSyiia6iB86Lp9fUcsa3zu00LSnp8i4pBocKSRc71guVqwevUH//AI3jPic8QKe3nUon1lYi57V2KMTpJBcbXr6caAbAs+u13zw6VNuPn/C7vKK9+6dsjQV291QxLyv6nrpABPTwZOnyWgvAUmJw7RU2LaRFMW0c5r2x5NgNudCuw7BlwndZUJSpYOnrARAkZIANFKWnTIITNVS1TOMadBTJApyMkSdDJNjmmxy8j7W5uXY7hcss5zSpKOKE/okDzt5bWuEitiq6IaMtUVcmgOQkWKfrSYxxtDttmw3G4ZxYBwc0QeMsaQY6UbHer3hk08/m/btgtXqiLZpsFVDExN1s8LLQoCHRD8GokxFG4jCmKagYCkQpt+gqixaKcbBFVuySWmkRNE9VdrgpSZIRY4FnowB4l90h5RzxvtQbPORE4L2MnlvyuLZ3zQTEWEKfWVw0A+Brh8mCCuSp1RFY0qGR5a6LBVDIsO0iJ/EpGRCTmSpQGm0rcmTbimmQvWMmSIAdZ7BeYQoOiLv/WG5aYwGWWCM2bwlBo8UmbZpWCxX1E1FXVds3RVD2NFMh7af4tXHcSw3coyHPZfWxSxx/zrt92F7jZXW+qWd2Atm4f5jfyhKMoujluNFw9e+9jV2ux1f//rXqZuG07NTbm/vuL1ds1od8+hhzd3dHaMbAYG1lvl8jtaGk+lgGfuRYXT0w1hYfz6Qkp9+NoV+haSG2dERv/CzP4OZaO+7ruduu+Pp+SWX17eIq2u2w4hdLXAAN1ckJxgHOH92w+/91u/wM1/+GR6envL06XM+++QTjm1DLSTPvv9DpPf8zZ/7BVTV4j95SvQjaRwZNjvW13fM5jVtW1EvGuq25hd+9ZdZnRzRdzuUkPzaL/4SN+eX/NFv/T7XVzc8e/qM/9Hf+3v8zK/8dX73m9/go88/5Xp9XVwmKsHp8ZL//G/9TUwI3HzwIU1MHMXE1ccf8zvf/g7NkwvsySnjkysqFH//f/a/xCb4xj/8fzN0WwYivlK4uUZVgkUF6eKc3c0Vw+U13nnOVvdQMXPxzT/FNg1vv/mY42ZGM1/x+fPnfPb0Gb/7o4/4XSH52S99hftnZ5x89SvMlnNWiyVKSFRUVKZi1i7ov/HHfGfbM6aIS4mv/+H3udrs+MqvfZkHjx/xt37pf8x4dcHH/+xfknNiPrvHNz94wpOLf8T6yXPGmzv+D/+b/4LT999lx+ds/atx+wYOaP3E9C6mpKFAcsGXxOEUQERQEbzIOBcYNYxjoKkUUhu0tdjKgCyU/6FbE5Ji5zUJg1ArBFBVJefKeY9SirZtMVmQUCyOj2kWS4wtQvp9+rIQpZBprSEFcpJlHzV4VKXRBSsv1KrJ9DWEgPd+shQqpUoJga1KLhdQnOCVpG6rKeRsX3UDJ/dOiP4t7u6u6XZbLs8v2G42pJDwznF6coJzjvPzCy4uL/kn/+SfTNCg4a//yq/y/hfeZzab07Yttcy4sWN7d83Qbbk6f0ZlBKuZpjWStq5JIpBVxg0dKQZWx/dIMXK76QgxEMhkKbFNzbySpFaSfS6IyLZn4wK7JPlJdJifeodU2HDpPwI/Ljkhba2paos2plAulQYhp7C6FxNUmXLKviamUuZQhhgSLmZciIxTdx1iwqWi+XEhI1QRw/nJrkMpVfZGKSNEnJJoi1I65+LynUL5OoNzrDcbhnHEWsMwjgVm08VVotxwsXRdL8WWSymx1lJVVREzTsXoRYRGeYIERVH+QtG3f7Kmxez+YUugpOL+2X127Y7lYlm+f8yEWIxbP/roY7ab7aHQZsrvenV5g/OeZ0+fMowjXddPcKPGGotAlKKUU3ETz68uYC1JyVhXxIl1GGSJ65hLTZovGZsG03XsQsSPjsGV7CmtoK0N949PWNYtKmZUSEgX6Lc3DD4w3tyhYmJ3eUMjJKezBUEZxpCZyZEGsBlUztSm6H1qpQpN31hyiPzou99jfX3L7fU12/WWsfPcXlzz7JNPef7pZ5w/+Zx1v2P0jr4LrEXPN77+bRoS+uacKiTWLlPHxIP7D8oberOBbYfKcPmD72KzgOywlWI2nzGqjDaZ5aJGLBs+u7jgenONdgM6ZaRYFwut3mFcQM9uaYPnNGaSKpHljkwSAu0H4rBjcXZKs1xyc3uHEoplu8DUNXq+YO0iH3x+QZaQRGbTj/Qu8OzZFUNM/P5v/wF32zX9bVe6yC6he9BO4LtAjoowCsYucf7shtvLy1d2/xz2y0lAktPODoiZEIpLNkkgpqk6RHChnAsuRPwUpeFDLAGg44gMERccIUl2vliDCl2E84OfWHq5mQIhVZnEKNN+ZauX9r7iEOq3/0hKIuN0rwdP1JPAv8AqhyTqEMK0F96nRieyiGW1QdmxOlfSr01lkdMeP09mpUJIdFXTNLOyD4uZdjYjk/Gjg5TpdjvW6y3WWNpmhnMe7zxXV9dY+wn3Tu5R1xXzxYxYa4Lviy6prlCTrrJzDjcGKhnRQmHqBqUUPpUdm64bko4EnxFEko9lXxxLUnYBxKb9mSjz4p93/VQF6YVteC5L/elQ/g/dPnsqdhZFpXx81LBYzqiaFu8GvCsUxpQg5LKoDrmIQV0omoOYKFCZtvjR0/nEbgzsBse2dyWpMzMlh4JUaRK3lkKmlEFaixaFzTb6iPMRo8tIGaMnp0hwnn4cWW82U1aIxCdLRFNNnUrOhVZ8sBIKpcYLIZjNZrRtS9/3eO/RWiNl8coqXZB74TzBtNBkD/OVJ01NnVOKESUU77z1Dl3X8eEPP2QYRsbJL6/re77+5OuM48hiscBaW2ipKR8KYoyRqqqYz5e0s6LkVkJhtWUQQ3kIfCSJV0dqCFJyW9UoKUgxIeoGuVQc33/IUQb9/Dm3d2u+98GH9MPIuvf0Y6DScG8540vvvMvx0QrjI5WP1D5x9/kzhrs70s0Wm+HSfMTxbMEXzh7i+4HrPnFiRlZKokRGpsTcWpazlgZBnRLHzYzb62v+6f/vNxj6gRwzQ5dw28iTDz/lT5XkB9/7Dp+fP6dLGT/ds9sbx//rv/xvObaCL64E1mXsLvOrv/AlfvHnv8z64wv6yzX9rieGwA//2W+gJirxcjXn4duv0QXHZbfl+NEZx4/OuPnoMz78zoecHLVUVqPXO0SG2mcqW2GiwGrFQitObMWjkxMGLfESOt8RN3D2+E3M0RHf/Oe/iUTybrtE2Qq5OuLJeuC3v/kBdaMwRnLXB1zMfPiDz+BHn/OHf/pdIJelaIJdhHA8ks4ybRbMxJzQCbY3ng+++ynPP3/yyu4fkYt7NUhylCQPyWWyz3iXSQ5kKJ5+hMLN7R1onehcoPalkS3U44T0HhAlRypB54tftTQ9MQl6l5A6YuwSLRRKTyQpoKpr6qYp7iLyBUpircZMtmhZa0TWxBgZhkSlRNFJmgIZudGV/DXvD0nVMaZJF1ko1FoXyH8YhynTbIprFyULKXqHqStsVTObQ1M1RRRO5stf/jJudPzohx9yfXXFzc0aawzL5ZLLiyvOn5/z2Wef8/Tpc37+53+e+/fPePPBMZKIcz1KwTAsScERwsB21zNsbzlbzVjNaur5CpEj15eXeBdplkfokPC7ATk4QuoOw0NIZYUjKIbKem9w8OdcP1VBmhzFi5JHFEcBsT9RX/48SoOVRZksQ0oMzheng6FQJ9PEtMhkhCzYazkfM1kEshCgCnkgJBh8pneRMWRcEgRkieWdIsmV2jNaahACM+UehZiQWpeo4hCmHVip+jmURMlmNiPFSAxusvPwZGUnf7vysYf8XsSUi8Phv+92ipuvp21qtDE4V4xec/RTB5SnF6d8HUl+8dJNf/SuQBB11eJd8U+rKsvjNx/z/PycvhvQUpGUOVjBeF8gTqNLVr0UhdaulS6dSC76puADwcfJiPYn59r/ZV5JCLZ1hRKypOdKhZGGuqqw2nKkFGqxZH59yy5ErFWEKPApE4aRu4tzGgFqsYCuJ2221ClhlKFZLNEp4+423K47fnC1IbvAuNmSiby5WiFaC7Wl2/Y83/bEraetax4ctQy7jv7aIQQslw2VCJg4cjpvebQ45gMsxsHpyYKkJefXxR17XkGrMtplTto5bz48YTVr2G539De3uMu7iegiEFYTReZZf8uqztxvFG4X2O5u6T/Z8vzZp9Rx5IuvnZKDI8XE7jaQfEaHjNIRP16grcG2FcfWsKoa2oenmNWC73/+CdsYWH/0Eamuufr+9wta8MnnnKxOGF97C3H5nC+dzBmdw7uAzZkginQiKxjGCFJiq7r4RBJ5994ZX3r/i8wQ1ELSf/6MD59c8vbqHm/U81dy7xQmnULEDEhygOBKQUo+Fx1bAJ0lMmfixOZ0sZwb3RCxxtNUA7UVjFZgrUErhVRVIVcZS0aRpcL5SD+MiBx4WTYSQsBPwv3itVn2xEYbjNZopQu7N+fiIG6KA0II5YyIUpTE2r1mLha6d7FQU0Xqk8t+JaVIcGXX7tyIFJLtdleCAMV+7xRoppVASgmEQNmyOhjHgZgy9x4+YrY6plke4YaBfrOdEgriQY95fn7Ber1mfWmprWI+b1ksl9S1Zuy3rG+vJoZuZsyR622PCCOkKVByL6/RGV0rFBo1JIgDcfSkXLgB1mpaU7RP8S9akApVcYoMRr5AnV5a1b0QroopiKl8Tpx0Pft9hvORuKf+CYqDwEtBe1mkySJEk7JiDDCEVApSBJcgZDWJKct+Rk9LRWUqpFIorRjGEedGalNhtMJT9j9JFC58DBFpDe1sTvAeNwiGUKIotCx7liKmk4dE2b1V/cuT0mEyCYHgHcZo6qpQI6Og3Ii5AJ37wjOpqn7sBRa5+PDFkGjqlr4b2G52NHXLW4/fxrvAsyfPUFKjVRnlY4iMY3lwFou2PChKFYcGqUoC7T53ZSpIMSYEstCuX9EVpWRb1cU6SSqs0lTG0iyW1O2MVd1gdzvmn33OZhywlcIHQRwyYRi4ef6cI2tRZ2ew68jrDXXMaGM5qS0qJNafPKEbHM93HpnBAPloweMH90jzmtxavv3RJ5xf3/Lsg6dYKfni6ytyguFmpGktq4ctTjpsTJwtZjxaHTMXFuvg3nKBbAxXtx3ExLKGeQbt4V4746tfeAwkNpst7vqWcHVNc2+Faipiq/Ep8Gx9g59LYiNxXSlI26drdps1rz16xMNHZ1w8P2e36bi7GfFDhghSOtymQzYWs5zR3jtmtljw+htvcvzGQ8btHU9urlj/6EP6DNff+x5DN3AR4N7RKeHxM8TFc75yuuD84o7bzjEXRe+ojCFKwU3XITXMlk1pzLLj/Xv3+U+/+BVmQmIRfOu3fo+nz8/51a/8HKv5qylIIJBJIpKCLEheEETxRIy+MH1zKOmqeaKDx1SkBNrDbkho7ahMxlVgHczaBmsNTVsjtcHqiowiZgmEog0hTqymaYceIy7mA1S/J2NpYwq1W7/IddNKoJQmjA4fPCFatBKQzaG47ZtZpSZd5bS2KI30i0Y3jK58r72H317aIoqouTJmIpUJtLEgBN1mS85w+vARQine/MIXuHp+zkff/f7kOjPR32Pi+fk549jzvMksFy2/8td+kdlsxnx2xvr2ZvKvK67fm9sr7rYdcdhBikVYvteWStCyQmeFtgExBuL0+2QElTUoIQvh5Ce84z/lDmlapk03yXSK/vin7P/fSyw5W9ec3T9mdXxC1bQTNlsqfwyRMZQffAzp0NmUcUwfxJBjzLgEaIuuZxgVJn2AKMLPmMjB0XfDYYKJAqLg4CwepuVjpXXh7qdUePWTaA0KjGaMJQlDplAtY/D0XUeMkaapJxdhCVkSpcBoSWUUua4wSuD6Dj8W88qUEil6RM5oVW7gFzfzdANOxAZBZtG2zJuWsevxw4hRmqaqWMzm1LZCIkvnO3hmbbG0GZ0v8cH7+hIzyQf86A5ajRwTEsl8ip9fLJaFcfiKLqE15uheeWhjcXDPMbFLGb/r0VJg2obHb7/Ncrlk7HbcXl/z2UefUkvYnl9wnhKV8zz/6CPWz59zXDVoZeg3PSpmFk2Lrmc0JwbXD9xdXOEHB9d3uGGLqxVVGjhuockKi0Dediip+PKjY1StqZsa2bTIo3vMpaY/v+Rrb7/FOw8e8AdPPuTi+oroIkRY34EWYBWEdcflZ09pFw3NvIXaIhYzqkdn6EXDnc3ISvGzv/plhqHnn377G4RdT1ivqZHMF0fc3vTcXPbM5obF0RI3CtwQ8LcOPTmvpCHQ+x3JZ0I/sul2sKhxybMQkvDRh6iUeDc6kspYZViIyP3tLWet5SvvPub7+WOe+IEuJiKCprUIa4hnR8yWC9798hfpx4GLq0vi2PH7/91vUCuBFXDz2QWhG3k2a9jNmldz82TKvshPyEumkJxcIvpEDEAq6wGEIstAEnEqIDBGGEKm98XkM2WwVUZlQJTGrLDXijFrsfK5QYUVRoxFQjCZHxujMZXFViVsUyqJUnvy1l5jUdxljDGEIRODx7sRmSNOSXIuZIk9GUJpDsQnKIF7QkjcWOB1OTE5dt1w0A8aXXbyMcHoQmEITwkJCEFVt0WMf3UzBQ9WVLbmrS9+iUdTOvbVs+fc3dzgY2S73eD6K25u7/iDb/wxy+Wcd959C5ETs9UJ9WxG8EcIZUFXZLckR8/t7S0hjEX7JRWmbomyop6vaNHM0eQQySEVVArQPwUD4acoSPsqkycZ1tTf/7tfuQT/lG+ZIU8dxHK1op3N0LZCOTdRI0dcmILyUmLwxY6nmJ1KJOBjMRotUF0mS43QGTkZo8ZYqJMxFKda3w+Hn1dYA0YXO52YJrueXCYfAOkL20xPbBZTqNxKSlwQE3vPIwSM40hOiboqQX9SFUqonHzAtBRYU5x43ThMAYNTJzMVcSXlZPsu93MkQky00ByRZOqqpTIWPzq882ilpmVkgzV2mnggx0RT1dR1zeiLTdHo3GHPJ8VEzU/lQ4oSmFXXdaFgHx9jX2HAmpAKNZtjjCm7stGRxpHRB3x0zK3BWsPp2SmzumJz85irtmZ3eQEp4jYbNsBlzKwvLulv16xWElkJXNehYuaoWdEYw0nT0q23dJfXqFBMU2OAYQQjI/NKcqyKHipdOYzK3H/QImpDqC2VqZnZljYr/HrDm6enqLriDz/+gPXNtjRdCfoRvAJdQ+odm8ubAgG3DdkoclMhlnPEakbQDrWoefi1n+HZk6d863f/LcZHVlGgmwV1M+fy6TXbu4529oCqqVkcOVwv2PQBGVKxLQoJ37tJWxK4u72il4njt96gXbTsri7R0XM/eaSQ1FrREFkMHW0zY7Zakc4v0DeajSsBlG2lUXWFPV5yfHbKL331S6x3Wz763PL973zIn/zpd7EqY2QmdwUau71+TuirV3Pz5In1NBEXErl48IVM8Ik8ucOgpx2TUCQBMRciQ5impTGkAnkhJjsgJmHpVJCm5927HjfsUPQkMxIRaARIM8lCzGFPLOQ+KPCFJ6cQ5fxSE8U4pUIvlyLhg57QmXBg5hU2cpmQpHwhIQkh4n3A2nI8j84Bxd5HCEEtFCllnA9FFjIRxQC0qSAL+t1d+R4ZbN1w+vDe4WXVshDZN9stmcxtd4UbBz76+BNWqyWr4yOaumI2azFUiDyn6weGEBGVJ/pAd3HL0JeGW2nNzJQYDV0pbIQ6lLPTEVDBI9OUb/2XQ/v2E+17Wh7JMiXsXwTK7TCphl64z5X/ogiRkqSaxZSUqkhCEpD4lLi53dINI+fXN4SQcCESafAs2PU9/TAcFvhlFBRIY5BC0rQtOSV8VZdiNiVKFnffPO2ISoulZT0x2zLejVycX5CCx/sBozVG6wIFhIxIhbwgU0AIsGrPppHIJMgylwTWbluo4SFgtUJoRQyT3iFML34KZaBMYhowSxKuyqXr2Y/jwXsuzs/p+p62qlktljw4u8+T42MW8xknR0dorXn06BHz+YL5alkC96bxmARKa+q6LvkxRk8ZUhk5xbo3dV1ilF/VJcRhHyfJJcUWBWJEBFdeg5hptaZqW77yzttsjlY0bsD1A77vWLYzTpYrdk8uuegy67TFqQ4TIwbBRll6P3B7d0t0gdEUhuV89HQBfA8P3zlhdm/OF45PaYVm/cET3OjY9j3zRcvjn/s5GtsytzP6Zzf057dcfPgxt7sd66sNwUOzKOaqjYMGmGXIO8/ldkM9W6JeM9xIyQ2J3/7OBwxKcPyzD1Gp53f/7b8mhUD11luspOGRblmhWWbDzgn6DJ+tt+hh4PG77zCXijh/Ttj1rC9uqIVmqWraWctsPkdnz0ii0i1W1Lz37hkhOv7w9/6IFCJ1mzDZI0hsd7fcRVjVgp99/016JC5nPr2+pB9u2d7sMHPF4qSlp+N2vGP1xoJfOfsFrq4u2dzdISJoBOF+w1CZV3PvZMBnCJP4SBQmWvaR5EtVEQikqso0kSOZgMsFu9sOxRnE6FzcGCw0rkBgu86hZMCn0rQOLjIMxV2926zpN8+wk7nqycPXmc1mmMqirJ4W6PlA4c45FhNXW6EVCDHBVSnhxpEcZHEcJ+OcmyauCii6ygnUn84vVT5ywlQVOeciOZkSs5U2xSczC3zIxUg5ljRsAK0rjLbcu69hgjGlkmTvEUKBlJyePmAxW/LG47dx48CPvvsNtusbLi4u8MHzR9/8zrRzj7z55hu8887b1KsHnLbHjLstbhw5CYqh61nf3pJiYj1Qojico/ce7wVkhZYZYmE1FwPQv2hBgh9b7EPhKmcpDkv6shN6EU5bloHTZkkWu51S9Quld3CecfSMIeB80Shtdz03txtc8GU3oh1oST8WTc2eNh2m9kYrhVASpRU5l7dbSIUyZQoSAqJ3Rfc0wWJS7O1zIKfI2Bc/uuBHZF1jlJqi0ou2AUCKVJTUYk9bBCVAiQypFLsUPCkGpJGoyQYoJSZDwtLEFchuMneU6tChFfq3oG0aKmsnODMUe/m2KZ1K27JaLmmahrquePjwIYvFkuN7Jwf/v9J8ZJTSVJVFTDf2Ho/ex31obf4MhuRf1SXKlCYkIqfiaKEFOXpIEjE51cpcCvPxbIaJgdOjJb1WbIOjMYpGK7QodjFSlGkzx0DMECXklBn7npwyaIkMiSZlqizQCVprWc0a7q+OmEtNPb+jkxK3dcy04eHZGY1tmOmWu41HqR1Ptz3bqxv8WBy2deHboEV5cAyATziXIEuqusFby1YpPrm8ZZsS7+UHqJx4en6JlZKH7RJlGmq7xCaJiQozm2H6gZ0bcAn06ghbWVoX6O7W3N3egZDMTLExmh0dE8aO6EdEKsav87ouhpmUw1tNhpk5edzg6XpHu1wxa1ussbgMz3a3DDkw+IHBD3gCjshIwC4bFs0xg/L0wpF8oSh3FYRXVI8ASEWQPh1EMDVYhb6lyPuGRzDpGTMxS0LKOE/RI/mMliWF3MdCDfc+EmWJmon7wM+UkEISQ6Qb+2nKSpwIMNYilZoo3/sVxX5PUoS3Simk2B+6k6lyjIScCKE8czHG4ra/Xyi//NmTSYBUEpXLRJYn0gLwYro7EKmneB2KJqowmyRSCKqmNOrJF/1hTqm8VhnquqG2FQhBDJ7d9VNqaxjHwGa74fLmBucd4zjQLo54MAaUtOjaEqJAS0uz9Ag90A2x5FA5V9zyx7JvixHylPZdfsHyPv6F4ycEJU9kyvZ86VXML8bVwz/zYbmYERhbcXLvFGUsN7cbnj17wuXFOZ8/ueBu06FNeX9dLDBZ0RRVzI+W2HpFNb9P3w8Mw3ggF6zXm0mo60gpoJQ45BZJKdFBF5GrtQwhkbJHk4o9z5Q3L21h3vkwHg7JxmhmTV2y50NEi0Lt1nV5+nIYigYCEDlRy4zMHkJE54gikcZYig+gRWGXaK1p25amrlku5yzmcxaLBYvFgqZpaOoaoxUzXbDgypau6P7ZCVVV0fdb3nvvHd5++zGb7ZZhGHhw/wFN07DrO3LO1HULQPBhGmAFiTKhxRimBaqa/Ls43OCv4tJSclw3KCnwfYdBYJVAaAVZ4XYbfNezvXhOdo6ZVrDrMG5ks77l2Y8+YNu2jMsVcbzleCn4u3/nP+Ptx2/xr/7Fb3J7c8drb7yNd54ffPcHxTW9UtyThjdkxaOVZbMwnKcN64vnbIJCqYplhLmuqI5OOD494+3XHpbluIP5yT0epZrQjegEzd0dYhy5W4MRcKpKBEWVBVqANJm33nnML/2N/5SbP/gTzj/6FD/siCnw5pe/hmorzr/5Dbrtju9/dM6ZmZFmifv1jFzNOX3jfR48/hk6mYgSOJkjZi1f+7X/AU8++ZSvf/b/RAyednvH3/y5n+Urf+Nv8Vv/8jf55FvfRt92SC34xD1BWpAP71EpQ1W3pJDZDoFN3HHbD/RXl7iYmN07w85mvPYLv8BI5ve+9x0+Ggb+y3/+L9Btg33wCNnWqFkL1iKOjvjet7/H1dUN5m6DEIL/0yu4d0TO6BwnaHvSFcZ4aGJQ005WFRityDnAJ0/04PuA90Wv1FtorEDp4jqjlMIahZK22OUsSpLsvZPA09uWu+canzNhdGhbMZvPEVIeMs32npt7sbsAtBSTofV0Uoq9a0SmF5PDy8S4LUVJEKd4jRhK5yqlZLlclWdH72NyCvQ3Dj1KGRICa2qappwdQiqMKV/PD31Bg7SZGt5CQffBk7MjZ6isRWtdrNpi4rXX3+b03gPmy1O2ux3Lew9Yb7dcXF9yvfH869/7E06Oj1ks5hyvjqjmxxzZE4L32PY+Q99zfXVJ3K4Zt88Zxkg3BqKAJBRaWGopKKfSX7AglRd2n9Q4QU5TUco/9if2q6ZS7TNIITGm5O+ElHDOMwwju65nt+uoGo1Ukoie/B6mqIi96WjOhwO2jLf7s3SvWObFtnM/DgpRiswEGMoJ35WFA11upjzRLnL5ruwnJ0qnLoklGJAy1QAFdtuza5TC1AajDXraH5VhaC8AKzumyppDQWqbmuXiRTFaLpe0TUPbNBitsFNmk586mqapi3dejFS2wlZzlJIMlaVuqqJ7cOLHSA2Hn3XinGTyi99134flgxT3lVzFxjEjUsL78aAVy+NAdiPjbkvoOny3JXtPriqyG3AHK50eLwTOGBSJpjEsFzNWR0uE1kTApYRLiT6VG96oYlzbSIkzilQrzFAYm9k7yIplOyPHzDjuUCkzdh1aGHQ2aClRxnI8X9AP40SGKQwuLcHo0nBoIamsotZFhxJixKUiT8hCIRTU1RxlLMmB7yP9ZmSjJTfjjsVxDY3FNi2VtSQR8BL0coGsLVtgKyXjrCECQxjZaIWrK7w2eKmIodi6u92AzprXHjyaEoktImZslalNzbxqWZ9fcrNbM3YDVihMFkSlUM0clwKfnV9RrxYcNS1WBawOeGUR7RyaGbEe2Gx3xPDqhNUlSqfEF4icpr3s/mM6kiYWMKIQHPLk8iLYT0oZBZAyw5ixJtHW01RzOFt0ibGQhqpqqNumsNJyEcRaa6edE9PmQhzQoX16wWGXNO2I5CRBISf22vgX50r5U85lut+nH8QYD6iHEOVoKwL9NOkYxZSuLdHaTuuJyaiZaY+fOSBK7C3QkMQUiCG8KIaplAdrmyKmXnmUqdiNHmUbotRst1vW2w29S6gxYcdEJBX3dK2xbSRLS917XABrt/goEC4gKEa1CkWWRQf2Fy5IQgi0KcvCvCctixdHXNq/qJRfPO33Vrk4CRRqpMWYiqadM18ece/UUTWWxeoYqQ29K7bvl9d3hJjoNgN5E0h5XSiSOVFP7JboevKUOqvQVFMOSg7F40nhUVGAz+jsESJOQX0Jt1sXOC8Xnr/MYUxfWFYAAQAASURBVCoggB/wOw9uRMWIEhEp9pBgxo0jUmvmizn3Tk54/MbrHB0fcXxU9jt1XU1Q4UQsEOwd7opf31Sk9tRxrcrys9jSp0kr9VJRIR1giq4b2W4SVVOzOpqz291x60P5nkLS99sJIChQlpbF2kRNMJ1M8kVT8ROJl3+5l4gBNjfEGOiur0jOEYeB4e6WcbchdR04T51jsRcKNf31DR9++1sM/YjwIHwC71jNW45XK65vrhl94NOn51xc3vDx+S0hZtbbgLGK5UqxcgN+HBmkZpcU86OK2bKhzYqZ0fzi134Z7xz/8rf/LeeffcYP/pv/htcfvclXvvAVml1EjYEvvfse7733Pv/1Zx+h1rfYCioNrYGZUDS55uHpCe8+foPru1v+23/yT/jTJ1s+vxshaubNDLuVpJ3n9nvnDNstcnBcjx3r7oLVLy1YvfOgMK2kYNvd4RV85QtfZuMG/s//j/8bLjjOvvI+2+tbnv7oU/7w7pL0zW/giLRvvsFwvca7kbUSNO2M13/+r6GVZn19R1O1nBzdY9Yumc+X/Ff/6L/mw9/6HT76+IoxXtE+vaVezHn7Z7/Kdhz4/e98C//khvTBM0xTY2ctD15/jZPTe3zlq3+dt/uR3/yN32R9dfNq7h3KARUnul3JR5PloCMjKKmvhWQnQClSTqSsMFJQzTQyOUY/EkbYZUqRHQVkS2WLhk9pCCkenpG2XfH++1/gbrNls+tYrlYslqtpQkplH6oU2hToLQSPFzBIqLRAKdBCkpUq0BWZmGJpZrWZGHolS42J8h1jZLfbMY49JycFii8TTDwUnEyJfhiGwHymqOu2FMOUimNFzmhTT0Tl6WjPCZUzxmbu7u5YbzeofkDK4gJudHEAV0pzeq9lvvTIagVKoirLk2fP+fSzzxnGkcE5fvDRBcFHHp7do6lqlrMT2hrq9h7L7Za6PeHq+pKLy+d0/Y7BDVRaokmYHMl/8YJUKrQ6TD8vBGM/du2L0ot/BfGCReJDgJe4+8bYQ1X3IeB9PBj7xpRL+myaKIMpEZUs9vOkssvZC0xTQKSEmnoiJSj7iBSQE28/Tw6MBcMUha1CiaowusSrW2snvnwpHmoax5VSkDMhFCeG+XzO0WrFw/unh2mnbWoqaw/7KSn2pArYl/GXXzAxTWRywvnLZJkmFHQPLufDAJhSMSdM00eeusQCG4gy+U1fozQExXewfNtUIj5eoTvDy1dOiTDsin1SGEluIIwdyQ8QHDIFIOLHnpQTY474sUPmiMppiqAuH3L62G42ZQfpHD4lhtEddkmCxBhLPleOgugybghkrxCmwDohjezubgm+xKGW96MId3e7HWkXiLvIoqqRVlNiy16QvqQuVvplSC/au0TRkKgsqNDYpsY2Fel2R8iJeVKIqOmGHlxC+UQK6ZBbJQ+7NlGYozEhtCGmwM3YsxlHLl3iyntufI/REtU2qG4sRDMLQmm2u65M1HVDO5uzOjrG6AolNYvZnHvHJ9ztrvHjCD4hXMStd/hxRPa+MCFdKvRyn1m+UfH64pTdMLATPfeqOaIaX8m98+I5mUyXJwIBlMZNmT3R6EWzh5wiyQ/PkJo+yr+5IBgcDON0oE0xFCEWJqwQkphlscUxltlMFu+6qYjsCUEZSDkd5BxlVbIPByzri4ORcuZwOO7ZdUz3U4zpIIfZQ4EvwgX/g6/KYVLLkzUPQpS92kRgKDFB+wW2LD/LS/rK8vVf2BblSZkrZImqqeq2aDvrmsXSc3Ia6fp+SsNWuNERs2H0cLsZUBRKd0wSbRqaZsFi4diHIPrkiDkw+nE6u/7s66coSIXLLmScctkzPqbDm7IfjzKUmPEf+7ulIwgxcrfeEFOmqhqsbRhdZHSBEB3nVzclQjxL9vvLPJkIymlQiGNHBIxUWLMfIyJpKNk/VjBFQCgUHhEDhljEtrE4MewnByMLDGiU4mi15OHD+yzmCxaLOY8ePOBouTiEf5XyO8VFqOJft59w9vBkjoEcX+ig9gVJqb1PcJ5u1gkizFPROtiiCGKK09eTLzqiCapIU3Eahp5h7NFaU9cWZYrOKrMX606CulgWoULIQ5f1sqnrq7xicOxun6KEQCVPDB152FLJQNMopKnAS55cfIbve2Jd44eRk2VDpwTrsccKsLLQYZ0LfPrJJ4QI3diTBWxcIY40bXk/boeBLkpyVIy7yMZHhEpIb9iFAeKGP/rsX5cHu5LMFytO3nqbHOHzzz+nunXYO89ZSJjZHJECRsDoKd9IG3IWjH1iMw5c3N3C6YzjkzNeGwdmInB0coKxhs13PsF5z5eqE65Gwx9ubmgyzGTRZe36gSYXCLbRFVbCzdNLBpn42te+xifPn/JPf//fcHfrubxIzM5G3lCee3PLvKmpMlg3IlYjUUb+5I/+iOOjY/7aL/0K947u8dqDR1xfXPH8k094tDrhP/naL7K+/X2G7SVv1CW47vk3vsUYAivnyVKSjYDOkTeRX5g94Ne+8At8/OmnXIYrNvff4Ma+IqcGitYrhfIRUsTniDSGymqqWYU2NdZoQIIxJCHwvtCkY0zkXJVJShWix+gleVemmLqClaywaHSwB4PUfkjcbK9YnZxycnafataSlSh2PXU97Y3SwS6saSpKnZpswibZh9KT3RFyWg9woIynBKRYUnwn3zdtDFLmw/MqX8LgS7MqD/lJKWbGwWOMRko1+cblAtVOLEAmyGzPjja2op3NS1SFG0vEhMyQVRHRR0hoqvqo3AdCc++0ZXX6ZjEbGB0XF5fsdh3XF5fsdjs+/+RjRM4czWZYLalNw+qo5vjoPldX59ytbxncDhdGrm+v8PHPN+b9KRJjy2I8xXhY14g9uJknGnYBQqfgq3SAqvbK5hwnrr+POOfK+DcMpTNJ+dAlMDlBkDPWSqqJJRYn+/K87zx4sTjcLxQlZTKSOdHYsptp6wqj9YEdp5Ugp8jQ78gxFtfaxYyT1ZKTk2OOjo9ZzWbUVk8MGg54sNKFFKB16WLlgdq5LxgZ/ZLwtXRCU2s07bv2N+WLoiWm/ZiAabRPJEQWk1UTh9cRmfczEyEGYor4VEwWpSjhgDHFqXva34SyqMVfcpXw3r/SoiQEGCMKNJIlXfbEUeI7z+gGpPPk4MkildBHo4mhxCRLAdYqBJmxH4scJYM2Ddoo7q2OmbcRVcWiYVPFhHY3jISU2CXwE62+qiymbWDjiTlhbAMZXBhQMdAoyXbXcXV+y5FTLL1GWUM9b1FWIk3ZywktEEYVQaYRBCkYUiyRKwJOT444mZmD1iuPHVFrTu6dMqtrbrotQ1+cOC62d3zy/DO+9P77nN0/4+L2it6PrM/PGWSmFYoKxW4dGceENBBFoA8911vPrg+oux04R8KTVSQHTy8yN8+foJ3jyFaE3Q6dRhi3pG7Nm8cz5hK0d6RxQO56TIosyUhpMEYzWyyYHx1Rbzacf/vbdDc3pO2W+dBD8K/k3pECrC5Pt7ElFQBl0LZGW4upF0hdQdakBD2SKCXZW1TOaCnQImMonnJWQVOpcnDWNdYqlG4RUhFzaTJSkiQ0yk6G0NYg9zqf6VF9sbre72X3k8a+fXyxUyqyi2L5g5Rl8hX7CWgK7EyFlVuelz20zuFrFKbwfj8tD8bPpWkVE9T/kth92kftG989BR0hDn9XSoVznuAjVdDIJA7EtTwFpCLKjt9IBcKgTGQ+JpRuiB4q2+KHQAwenRI5BbpuQJR8X7xPkAVGV0Wkq6t/b2j5d6+fWJBSTvhxxMdCHU5CTouzF/EJKcb94qhYNomMUOLw4oUJjhpHx3bbsVmvWW82oMpNUDoCUXztKHuYtmk4W82LuMo5xnE8dPsl6fXlbr+kZZZZQ3A0O+L+/TNef/SAo9WK49WKyhhSdIxjz6effMLQ71jf3nJycsIbDx/w8NFDHj58wLjbFjiDF/DZ/iYRouiTyg2TpzjiwkJEFPx439W8HNXOlAO1L0YFEhTTjTHt5EIxWyTxgrmzz38SRcKUp1E+eHeYhISUzGYzAHwoxpEyqQNkun/9hqGov7fb7cHs9VVcUgmamaGtLLUxGB0Jfst227PeXMM4IkIAXfzp6lkNlPwmZGY21/ghsr7dHF6Pk7MVzWzB6b2GiORm1zN4z812x7br6bqRIWauYmQsAw3L1YLmeEXYnROJLI6Pim/cszuMG1kKwe3dHd/97vd4PDtFzU6x8xlH908xc4OsQCYQRiCrCpElWQi8UWxTLMF9ZL7w+HXO2lPWN7f0XY/udyAE9994je3YM2s033/6jH97t0ZdPGEXbvnqz3+ZL3z5PeK3By4ve370wx/hRGL1/pvMomJzngkK6hlEObIe1lw+PyderanXI9pH6k1CG6gMyH7NxwSG0wc0rkNLQyM08e6c7vmn/NKbp6i3H/Dbv/On3NxusQFqCVUNdaU4aisev/ka773/Pj/44Qf8yR9+HWMLyeb49oZZ+EkhAn9J944UtJWkrgS6rrH1jLpdUrULTNUidEsWmq4PeBe4E1vc6CBGFIJaaqyS1KqwaCstmTUWaxRNVRAPYzVCTg4QU/xAqmrqdoZtGkxVoXQRn2ZxoAZNZIUXZARBcVIvh/EEicVIDKFocHJpHpUqcLqOxfAVFHFKst2TuPZg/8Ez04cpdbucGebl5ATKmuMQ/Dedy34sAmlZFep48AE5oV17dt1u1xFDZCkWKKELIUQKki7Bp0IYpLJIY9GVoAIQDW50NNVyirl4yNjtuHzyhO36lovrS3JxwCVGR06Cum6RMtPXPVr++XDvT0H7ngL0pjjflMqeYo8EaqXIatL+AFLESSQbyn4DXrxIvthzDINjHDzKimLqaCxIhTRNWV+m4kXohl2h8RJpKk1bG6qqQitNU9coKSfl9LTzoXRV89mM2azleDlnVldokZE5Yo3GyJqH908ZxwXL2Yz5rGXW1oiU6LYbkndwiGcQhzd5PzZPs0cpTpRF0R4Tdu4/PI4K/t2kxIgXL7rMDHghCTnR9z3Be3a7jhAj3vvp+0i0nmzuD2rxchNutrvJkskd4D416ZDSZFNS3reMMubFwvMVXCkltv2W0RdhbL/b0fkB1VgWZ8dIHxAhMd6tETFTz5eYqubNd99j2PRsLm/YpZ5+G1CldhNGjxMDaQjFUNMFUojkwSFcQAUwCGojSZUi1ZLRefx2y/a2R/aRh2YDZHbO0aaMrWpsXaOriodvvsGX3/oZclNx2e345V/7NVZf+gL/8F/+W5zrCVrhkYxJknPEd1vEXURIR9rBM/MUtyvv43a9LYkUeUMfPc+HW3Ziiz0G3wTu9MAf/PCPuRtvSZsOQuSNsxOyEmz7nlMDf+evv8/a7bgebjidSYg9MjsQnuWyoRYC9BZj4MH9E5SQjMOW62v4kIjIRcztwsjJ6RLwxOT50pfeoO8dnz15zjB4dp0jhUD0W64vPyfngXF0rBYWZfSkkVm8soZGa8Xx0RGJIqhWtkbbCiGLDU/aT9K5oB/L5ZwUM0fzZfE0zAKrCguytobaaGqrMXpCOiQIWUpMEmXhnnPCNAvUYkHTttiqnqLIJxHrgXGcD59fBLKZLPJhXzPR50oTmeMUGVEKjJDFI7N8nSmEdA/jH6Iq9pTx+GMQXnEYN4eJ6AUUX+D7FAsao6Q+MA9jDAzDMP19MbnU6Knx5cBMzLJsaYXQMG1OSxOoyg5KgLUVQijiLGKMR6bymdbWWNtQVy0pjuRY7NVSlNM+PqGFJsm/4A4JQbFbnyzSD0mkUk7UQ32wyygwqi/QVHzhkA2lu/fOM/QDY+8YeocVAqU11ZRFr+sZmeJRl12H69cH2K9pGqy1nJyc0DQNZycnWGtpJ482/fK+JhVWXWXs9N8LnFiZGmkVtb1P8IF+tcJoRWUN5Mhus8HIQgV9QS54sYDc3wB7osLem26vRxgna3l4iRb60muw//v7zmf/zwzo2YwI3N6t2e12PHv2jGEY2G63U4Ep9PG6rpktS/xEPUWj931PiGGyGCkwoDEWO+kNlFJoYxBSol+hbRAU3H/TbxEi4d1IcJ7oPU1bMVvO0RmIibVUZB+o5ytkgsa2rK9u+XSIuCET0w5BeW/C4CH2RYCXIEw7NIYRMXpUoMAyVhMrQ6wNo/e4tefiqoch8lq7QcnMZhzRKWObpijzm5pHbz3mq3/tl/jBkydcbLb89b/xP+R9EfnHX/8m3eVAMIogJGNWjN5x1/VkOZJDx3W6wiRQCUQqzvIxZ7qbiJOZrYWNdNQnEKTnTkd+93t/wLd/+Kd88d4jThcrfuXnvobWmm9/9hFnRvA//U++xNPbS779WcQIifQDMjmECBytjplbSz/0WCt4/PoDvPd8/NEnjP2Gu+sLUkjkkHjztTc5u3/G1cU1Pnq+8tX3CpRMx/XNjt3WkbwnujVX5xvOn3/Cw9de4+TeaWlipGA2X7wyyFdrw8nJMSmXZACkJktDoITopexIWSLQaKlol3OU1FSqLmJan7BKU2tLU1lqWzRHWk26CBIhOlKO+DwlAuSEaRc0ixV1O6Nu2rLbUepAsT4QlfZwXUrFsTtmhJ74xy8Vo5TKpCSm4lAKUpyMbgoVOk8NrhLy0OAeJqzpTCnPsp4KUkFi9g3nBIlM5IYikBfTOiCmEjBa6OSluOpDU1oy5IR4IbkR6EJIKDYAFN+/gloWLz8LSRCtR2eQWVBVDaFy1HVLCqpkaHlR8qFkWUYoadDiz793firrIDc6nN87uE4uDCmTRTrsWXKKE6U6IHJClg1ZSSfVmlQZqtpS1Za2qYgxULUN2liaxTFKW0zdFsZSFjT6iLl9eHixlSoR1e1sNukCNFpBTr7AfklOWqLSWRXX6/KGB1+sgxR5MlQsMddKyinErpomDkGKjuTDoYgcCur0EB7gwsPbufdbgG63w4cSRZHiPvOksK/KX98zafav7fQVpOTowUOU1kVtb2pOTu9PBSsVhs/EkCk/f/kC3TDlLU0LSedfNA1CjBNjZ/K4mzDnPx/B/au4BElpjFHM2vkB5jBSoaUkDuUQ1KtA9oFoW5KPDGLESU2yNdn0CKNpqpbW1iipIUt2w64w22yNAhqtkDmTW4MRsBOZXYzsXGbtEkPOZBMxEjqZMUYxf3BKdbQsPl224uj+fZ7c3vAv/uD3eXp3x9qNVPPAzgqqleSkWnLv8Wu81i74ueMHXD99yo++9x2CFsQc2EkPMrGoG4zWzJoFKSZurs7ZxcB5iOxy4kbCYmFYLAzV/JhlPceYGcJo1t0dta144+wELzJrE7HpCPHwtcnpQ2KPT1EucPmjZ1xc33ByNGM+r5nNTwuZyCyLDlBZ1nd33N7cEm3NOiacrfBC8entLd4HzseeXgTMaVWozK2lH0e2/YgcB9yw4+j0Hraquby+Pmjl/qqv4r4RyFDMeVUC/SIktOyWoUR7K4gSJXXZRSIx6AKtZkGMAh/KxJCyAFHixWMuVmZZWYQs8RL1fMlsMT9YBxVHb12cGiZSwn6M2cP35V/2juDT7vyFhoN9wGmMCSELTbvY+sA+WpzkyDkcmHpuHIihTFdSlaZbAjEEvJBTM1F+jiACUhbW375B3l9i/3/7nf60/9JaT4yx6XOnaahAEfKADuVUzHiJJegzhuJQE5xjs17TbTb03a4kHmgF0pAjSGKJvYmelEJx3fgJvcxPVZBCKF52e87ZXgZ6iOSO8UB7lDmWCWk6uJWUpSAZgzUaa0thCsFTVWU5OZ/N0KbC1E0ZMZGsWs3Z0h6miP0vYkzpDoyeVNIpksSkAhZ7gWuBt+TUqRQFd8b7F47bvES1Ld1EIQd4X6x79m/l/mb7sSXl/s/Tkn3PNtxstjjnGcex6G76nhgjo/OHz9lPVPKl6UkqhWwX2KoqjihS086XZfKb4Dn1kg1Q3434EBhdcbCQstBUnY/ECRrdF7P9e3cQzr3qS0CWCmksVdO8iPGYqNSD6EjSIWcefCQJAwSCVASlydqWJZBSmCkhM09JockXsobWxd7eihLBkaxCpcyQEn2KDD6x8Z4uJRaq0IVHkclKYpczVNsw+EBWimax5Gq35fJ6zfU40KWIOda4RlMvDfVSsTg94eT4lLfeeR+s5INPPySKiBeRXnqCcIjG0lSG2XFLjpFtF7kbA5ch0JG5kyBrSbM06JM5zWyFChayYjfuEDlydnZKEBn8DlHXpKPjAxd6cayxCC4/esa263lwdkbTLKmbJcYYZvMTlDJYW6HPnzNEQbIVA4JgLFEoLnc94zCyDh4vEnpZDt5c1bgY2aQeEzzZDdRKIivLXXT0bvhJ7/pfypVSxrvJQzMnRC7Qz0EDGfLkcZmAiMiKLBMhmQJnT+bJOUFKghgnG8693Q4QJyxKKoXUEm01tm5pmgZtK7S1UzEqnycmHvqPIx97EhcToe3fR0f2z/9BN5TylGD90oNCQZL2z7l3fiKTFWuq/fSUQiRSwhT3e+gYIllm5N5K7AW4M/1sLyav8qO8gAALGa9IaaZl+RQ3VH7ynCMplr30IQcuFjLD0HcMfcc49MTgJ+q8AhJpouDvTbBJ/NjP8B+6fsqCFMip4LhSaZQy7IEr5/2U8hoRZKzcQ0aGqrI0tYWkiFaRQ8AIiRaSrh+Q2iK1oV0cI1W5gfKkCzAiMPb94UXVkz1IwX7VBKtN7DpRBKF76M47x9DtqKu62MZP/m22qhAw5ZRExmHAhUCYfPqklIzDDu/GA4lit9vhvWcYhoO5ayki5eeQSh+6EmvtFBZYYaqWe6tT5LSE3L+WzntG5+l2O8axJMFGFxg/e0ZJm02kKbNpT0jZ6yP2N9okryKkeHh/Ukr4fejXhA9LIfGxFCvE/lZ4hcaqgBAKa+ZkBOvtFFiYEnXTYG1FkDXJGsRMTXRZg4yZhV4S1AX+02t6sWEdEiYmdEy0VUUlFbPgsd5NGiDPrutwIbEbEyPQk3FKEGTRKEktkdaSEHy62yB7RUsgdTu+df4cHzOjS2hp0cLwbLthEzyzI0X74B7/q//t/w6tJecffIBuZ4izI054m5+TkW2/Ydtv+c7VD7nYnXM5rBH9jnRR5A5dHLGzisc/8yZXmy3bZ+dcjZ7zTyKN6VF1TQ6BdSo6j0Ya1r44mvzgRx8grcYuW3ZDx67veP3RQ+4dHfHWl97lzffeZmWW1KZGqHugDMZUVE3DYrXELl/n6OGWEMv0vN11jKPj8vIK13W0Z4JhHFlvdiipybplUDDKwPkucOXWnPefoK1lO/SE9IpIMVkU+KfcSWWiyEw8tn0MeMb5kZQEfRoQKFReY03Fol2hpUbLEj1ujCkGqUqjjAQlEFYhjcK0DcYWUk3VttimQemyb5VSI0Rh2R6KjBAvZx+8ID4dbvx977B3ZSiISIwRRAnokxnUS0YDMQZELA1tCIG+6wthQZtiezZpIv3oiD4i9mbJ1pYdqkhoraccur5A3LrIR5qmmWqNYBgGdrstzjlyytggS6qtyEitUXn6raQEkSYYL04TWSgf2SOyJ6eRcdxycf6Use8YNmsEJYq96EVz+RpkqsqQ8p8fffNT0L5/nH4sJy78wSbvxyCtfPj3fSesJihMC6iritA0ODdHa10iJaSmqSuE1IXBJ2QhOKRY3iCxZ67lwwsqXuosppUkTGNvCdAr9HKtCsQlJ6gqTtDZOHpC8PTDgNe6/G1Rfk43jHjv6Loe7xx36w3eebq+e6kgvSANyMkjTkjBfLHCVqJQU4VCVQ1GG+qmnl4jEONIEgNiDCQX8Ql8SLhNVwgdoei9QvDkXBDmwyQ17e3kxDZDTkXOTXHIqVjBG0rXlJUgFYvNF6jCK4ftBKCJIbHr3YHGn4QFJcjCkKUqJnEqk9GIBFY26M1IMhVBalwuFkFjStRKlpylqnCxBz8Sc8RHj4+ZmASOTCrIcjGkVCWOWhhFQrBdjwgCYTSMfc9NP1CSQzXG1BhTc7nbsvaOcbch+znvvv8+1hruzp+TtWGbArEyzE9PSBtFUJC2mn6YqPkh0q3HIpS0sJSS9mjGDo+6ht5ldn2ii5lRFogxEamSwMWEXGe26zVPnz4rLh3phPVuw912zbyZYUzFYjHHakPl5mhh8MmSkoZcYUQNZkY1r5H1EudDgZTVBoYB3XmMMMyiQPUDXSiHYxCmQFimYgiJ6B192pboGPniPHglV94H2AlE3LvDpCKEDpEQE8FNovpQGMAiOZJNVKomymKierDUkZPWURnEwTlFlfQAa9F1mYyUNgeH/IOYdT897Ju7P/NB2oOK0+cfPrFAcWKagkAiZHpBKZ/o4TFOUg1fvPnURGCQE7KTYpzsgxLJWor8puyZzGSh5p2fzkl1mISKSH4il00oTk6gYiQLgcwRkkAyWawxkTSmU7ZckyifMpXmFIrWcLdh2G3p7m6RJKSYSGTmhXBZKYX8CQ3xTyxIUknaZsY47ZCcc6TRlao54anG6MLXF6AoflMpOmLwpTBIkCSUAKsVy0VL01S4KZrYWk2mBPIJMmo6fJXQhzd9D5WFCU5LsbDm8wRZVabECVdVhZSCumkZnGPb9VycX9L3A24YJ7eD8uZJKWnbGcujo0nxrQrkOBUBaSrOHr6OlApji1lhFnuB5kjXD3R9T9cPOOfx2x7ROVIuYt2DEvpAt5jIN+SDf1WYGDKMe+o8FD1WBeKF/VAZl6ed1dSKFThAokxxmMi53LzamMPDk4UnvWQXpNU+EOzVXNEn1hcD292Wjz/9FJciLgYev/MuD1+raNq2dHW6TOGETGU0q9Wc2kn08Rn5dsdgG65DotttydYw15JBZbxO3Oy2pVuuM5VRrNqa0WX6LiFrhawUzWKGqgzr7ZpxdFyHcu/crbe4kLndZrSJ2DoSxkAQHeejY5sSQ7cjbNZ8fnHOYjFncf+Mpx9/yj/6v/xfWRjBg1lFGHviOHBT9WAqjs+WKKlZtxvGIbC+G+g3A0++/ymDD8xHxdG8wZy2vPnaa9y7f0buRnyEankKo+ePvvltcJ7VG+/Q73Z89Mk5WZZssD/6zhOGP33Ke196ndXRgnbs0BhMdUcm42Is2UqrJcvVitXxUWGoVg2jDwSlefDeCqM1Z6dneOd49vlTPv/8CX/8jT9ivjzm+OwBT5895/rmBqtqbFVhm/olweZf7SWFprbHBx2dGwNj7HAhTC7dk9vAxAbTskKKsmtW5KJvk5CkJOuJySY12lhUZRGmwJDSKkRtEZVFNLaYFcI0uVDC/cSBN/ACso+pmBhNGW1QWG4hpsKqy8UTMx+adiY0ozhIKB3RqRA2pFTolFDTukOkSHBjYcZKQVTy4EsJxc0hkw6uDre3t3jvWbkVUklSDGQy41CMla01dH3Hruu4u7ul63ZYa6bkgbLXKphaJOd9IuIejkmljAiBEh5EIAqPxJPjQBi3rG/P6bYbdvuCRKZtG6rKUjcWrRVNW1K9/7zrJxckWURkSD91WLHw6ik/v5pMAuWBZTfZrk87jBf7n3Sw/hB7iG1PIZ8oycEXSmSZssrIdzi4X0pYLThrYC/IVVIRrcUaOy3riulpiAkfIs6HCSpzE/6ZymEvFUI5zDCW+HOpJg+7jJLFa+pANhHqRRHOgNQgFVnIaQqRjKGwdOK0lIwxToLV/ST3wghRiheGkAWOSIcl5Y/h0wfa+Uud6aGg7PFejRCTv6zYG+xMlM7pYXkxZb3a+AmBxIgKIwJG1CQRiEKhZIWUFVKVKGkpyygjXIEiMDVZVyRlyMYibEVKEZ8TXkAQEFUp0p5IkhlVKWxlmR815G1g610R+VFcz8iCMSWGmHBM+78QS0yBL7tdkRJOgBOJkYyT0I+OXd8zek9LZna0Ij95ysfPn3I6a1jU9xj6nmGzwS2ntGKhsdpQG4NMAq8zIkHYFJ2McVAbSS01xMw4RpSySKNIsxmYQJrNUFViblp8lnRPzmnmDbPljH4XEC5BM4O2RZgZZE3UiuKdFgiVZtSS0QickSW2XCRoSq5P9KEsy9sKVVtOwim9G1idlOLVtA1uemb2JsLiz7S0+au5e3KSpCiJURBCJoRUPuLkAr5HZQ7QkGB/1qQQJu8hObnem0IYYOIkCDHliooyTR8Kz962qzy1/3/2/uxXti0788N+s1tNtHvv05/b581kJplMZpJFFlWqkspwwTZsS4AtP/lVgOH/wfCz/wbbgOF3lwHrSbAlVLlECagSiyyRmSSzvd3pz9ltdKubnR/mXLH3uZl5760i8+haiJEZN86OHXvFitXMMcY3vvGN64xwbIAda8jX61fMJIeQBWDHHsVrVCfVo5MjEQjv83rikblRRn+OvRh8rgnLIdWQnUMKle/11IbjrEVKSbNr6IcerXV+5EGmwZKEWcWetTtCgsbovH83WYOJGSgC4AVChPwYW2BcfvhEwAgW7wec7fFuIHg7Hj1CcMSgCMHl2niaRfVF9qUOqShKHr79Nm3Xs9s1tF3HtmmT1E+WqkmRfpbF8UOaKdQnavfQ9TiSttxms6bZbRinyja9TU1huxbnA5tmQChFUVWUhWRaSYZhwA4DTdPkBs8G71zSISP1QRljmM3SqO/pZJL7dTTTyRRTlNx/+Fa+vGUmBbQM1rLb7kAKbITQW0LoE2MnBOzIlHM2Q3Xp6kpMtyS6KvPgOaQCXdK2Hda5G3BmhjZzpBXG+SAkh5T5NQgEhdJIridJCjHOTHmd7QcjhJnrSeOtEiPB21S8tePtk6COECVGG5RSlOXkjUW4AJNqwnff/x5SKn7w244hePrg0NMJuq6wRKIULJdLlFTs1mv8MLBbb1l7wcpFfDVhfv8B9C3YHj8pGUrFEARWCsI0DTa7ffeI6WzKnbt3+OzxOZ9ePWVohhRNr7YEmRyNB2wRiQGa5B/oSbUJQcQqgTUa6qTy8fL8gp13RKmYHh1x/9sf4kWkujfl/sO3+IM/+AP++s/+kidPfwgtCC0I1iFrxTLOUVry/h2D7QbWp5f0fcC0HjmxyEnPz1/8HGs+5gf/6N/j9oO7nE8m1MuSv/ef/G8oXaRctfzir3/MTz95xje++bt8/w++j7m1RM2nyGWJKgzzokIKQTd0KKWYzGaJnWk0bdfStg2nL1+xvjrj29/8kFlV88//P/8l68srjh/NOJrP+c4H3+S9336LD7/zdtJ9DJEXz19wdnrOX/7wL3nx4iWvnmwy0eA3b84FLs/TWpMYvZEgNFJICqUJIjuMEb53SYjZ+YATFqccShikMgyDpawHghIUeAodkTEx9xIbTGJkIAxJdb/K96OMERmSkxndkwuJQBVsJAaJwiNQaKmyBmeeX5CJAnFPgiApKIRIiAMqRDwCGSJSRbTwe01OEfPE1X5g5TdUVY2SJtfmK6xNDDbb9yilePz4CU3TMJvPqeqKhw/vZ7KTZRigbVsuLs45PX1FWaZ6WpEfKiaXGKIleojdkNYsJZFaIY3OdWyBt4lo4WyHG1r6ds3QbfC2QWKpK53nxQnKQmO0yMmDJ4QqBYZfYF/qkLTWnJzcYrCW2ayj6TqmTcuuaen6IUVQLnUSE8fxDalzWGu1L8LHrOow5F4ZIvRdnwqtUWJ9YLNpEUpRWstgBLYX+22PzDE1khtyl7IUIz5KZrQNWCuR0gKSwvk9jqukJsSI9T7NGMmcfUHGo12WTOeGLpzL2ZsfB2AliFDli0iOM7ukTNI2GdZLWLO6xp7zRTb+O+aII2YlBhljRldF9kPqmrHzOVKDFOo6SxqhuRBIPQOZ9pkd1pjSJ7aeQuvijTokgaQQBUqlLKggUhAQVYkwBc4NadZVVFn9QIOMyKKims45uXuP+WTC7eWS2DcwdCwnJaWWtM0VduiorxJl9+hknmZhzWuObt/i7fcNm82W7W7H1W6Xrr1aIZVA5SzWubS4pIspObYoBY6IF4KQBmnhgJenp5hJyXw5xRKo5lOq+YRiUjE/WnLn7h2a3RY3DFQYKgpc71AiDdCjKJjNFUNhaVWHVZIhSrZdS9dZLq42xLomlCVeBU53DQtV8M7RCbcfvs03v/Ndbt1/iDA1FGl7jY94OzCoNB21cx0KxTyCSB6YzW7NanWJMFDemRInAlsEJrcnROOZmIpqUlHODUZIlI9oJBpBeSnRJnDr1hyB5fJi8+Zo33E/ky9nM/IGOCBydTT1uMQQk0RZFESfRbgsSOlRMmfdUmLsgLAK6YtU22C8JfN9o+Qe4RFCEsW1IkxCZHIWkZR4kmMKYv8gJieWgMRfZtyNrR4xOzm5b2zN2yXsm21drvW0XZ/qkbMdRVkBAmuTOoXNLSrNbkc7snr7ipPjI5RJbLcRkXLO5wGBIo2vGYVYwyjwmlA651LGF7xABYWMOredCIJLDjcGl9GuPV8RstyXEOz7lkTW+Isxn6e/rbjqZDrhdx98aw8tdf1A03W8fHXK+cUlT548YbVasV1dEZxjWmq0URwfLVgu5xSFwdsBOyRWW7PdZegtcrXZ0ltHZwODdZxdbZBSJbVZ4RDCUhQFxhgWiwVVVXF3eZeiSE2f5B4p5xxd0xKCp2n7zL7xqKtVYs71lhgC2hSMCt6pHhUSVKeSrpMdLMakbuYRWtP5AjC5HuTzs4uRaAPRJkw1ijQDB1UglE7EB500sFIndIaI8sVHpmGOzWsqJvmjm02He2JI3kehMmQo1D5jSuzBIuPTozxJUiW+OTE2kdxvlKnelPmI33nQKkFiWqUZWaJCqoJVM9AOlhB3CCUJzmOUZnnrDtPZnDsnt5gZzXFZwNCA7TDCIfFs1+d03Y6Xrx7jXA/SM9ie9W7D77z9Lf74H3+DTz/+iMePH/Gn/+ZHrJ+9YDmfoGpNF1KE6X0acqgESfl9OqVxA42zdFLSC0lxvEDVJf/8T/4Ft+7e5h8P/5DN1SV33nnI7PgEL+Ebv/U+33j7Pj/9V3/Bq0+f8rA6oS5rnj5/gghwcv8uR5M577/7EG89fTPw5OqcR5dnNNtzNv2W/+5HP0U+esIf/uN/SFn0/Nd/9a/54O4D/nf/y/+E77/9Af+jf/Q/4ecf/YKf/Oyn9G7AXkiedSt2oYfJiiiSorLSivliluGlwNnpKS9fveR/9R/9x/yDv/9HrF6ds24u+d3/8fcphGTiBSZKZlKzu1pz+tkzlvWU49mCXf+Ks4tP+L3vf0BV/jZPn1ywXb8Z2vdIiMla63vGVpRp4Q7RQQzEHDyO1OLowbuI7Xf5XjFMrKOyDgqNJyAmBUYnoWWhBaYsMFVJWU9QObiNIkl8hUwGGEkBIoQ9xEUMOJmU+70i0dMT9p5qLipBbEqpfU9gqmAE8AEZSMQBGXDeQbQ473Dest1t2G52nJ9fUVU1EkU9mbBYLhl6S98P2ckEVqsVfdYILcuS6WxCVVdUVarfJG3FhMDUk5rFYr7vqXQuse1sCPgYGLwjiIgjJxZGY0zaTubQE/xAjJbCCIwRGS71+ZHRHxlRCnwMOTh2fJnIx5dLB4WAtE2iL2uDMZ4KgVpWzNWcubxDs5uwuqqS5l3fQIhI36OCxeQuXe8dvXXs+mEvVhh1hRAhCWj6wJQ0VlfpghgyhKYMQWr6oMFKNq1HW4vuU5OVz1p61gpiTCq6SYQzeXgRwMc8rs+PUU06YEGmCZA2uMy80ftoeex7UnkwYBSpCzqGEVO+Zr2lhO9a/n5U9N1HIOKa0JCrouzrPyI19BZR5REHYwQxNtgliFCOujkj5ptpPkIkwkgUoGRi3qRerJhvjlRgjJm2ebOp902Y8z2r9acopXAxJFppoZmEGVWsmDUr9NBTxBqRGw+lV0gq8AFtLEFHdlLQ+Z5haDleTKkKg42eWFbU0ePdgO13YHtqCqblhGUZeOvegrp8yMePf8HZBpx2WCI7FfAi4G4pghNwpHDGsKskwRcYb9C5pUEPHhkGmqfnqO3Ao+Of0jZbdi/XvNpYfrxL4pLKB/xyxvK33mdrDLvoaBcVhdLw8ARbVJyWgXW/48XFK5wWyHsLptPASV9iKpmaClc7rOxoLte88oo/++GPeOv2Xb79zgeE5ZzF++/y08ef8PTpK8K0RBSShZ6gZCAwBQ/iijwdWBMuIs2zlotPr3hxcgYuIDEEWROUwitNCJG2G1i3keetZyU8K+1oj25TfqjZLhY0QvPg7/8+9W9t38zFIzxRbohy1LvPYsY+O6RR29HnDCkzD2JMMlxdsBRGUZUFxaSimk0oJyWmMsgcdCqRpG9UiEjnCd0AQiNkgYwyqfH7SHQhNczHPLNMSkQWXBYx3dMhZJUXJRMRw3u0BCEV5TjPLbNoQwio4FF2SGNWokeEBAsqodEyqZVY47G9I7iG01enVHVN03QM/UDX9RidRqtrpVF1khXSSrNdN3ib9CEJ5LqWoS7nKFERvc41/QBxSI59P2cq0O0azi8uqeqKejLh5OQWlanwuR5ke4/vHTiQKCb1lC4KWrtN8J5WKK1S7TGm+pmIIcm2f4F9eR+SHwjrF6nZbjpJMjS14mFVwZ0C8cExMXgury5odjs++sVHrDc7nj+/RA87piYShtStu2k7zjct1XSBLkviZIKWirqeERBU1qe+Audxw8DQtYjM9985aBxctV3yvzkISf1qaYqrEEmhITVgjTLuSZEBKbAhiY9qzB4Ks3ag7duUiZVFkvoYRVEjmCwSCxBFuDHIS6B11oTK+6K1ThJKuflW38CO9xkNpLETYw1pzHGFgcyeAfY071F8dWT3pFkrfv97hCDGIY1Oz6WlFIHF3K90DTeMEfObtMGuefryX6KiJ9qByigmpWZx5xbL5RK9WWH7AVPVCK2RkzlOaLa7gqAKRDljEyQvO8Wrqysur7Z8e/kdbi+OcFKDs9RHt4lDz+7sJWoYUOWOBZ4Tttz/xglq+pCfPfkhL3fwMrS0EVYaQiUpb2VSRTGh7wKrnadgSk2BfXEJ6xa97hGhZ/f4nE4p/uzjV/jo2XYbnuH5i2gxdUExKfjj//Af8N43PuCvfvhDri6vqN9eMpvNCN99n7UPfHZ6zkcvnvDf/vTf8L3vfofv/fbvcLs5YtFbNpukPCGfXzI4R/vinE+fnfF//+Qpv/u97/G/+I8XLO+e8O5vfYP/4v/2N/zzf/nn/N4Pvs+927d5qE6YGU1ZJyLC6dkZSIEqNWdPTul+PPDZ5An6ZcUH3/yQ5fERrZ0wGI2fTxis5cX5KZerwKN1pLSOiRu49/5vc3RyzJPHT9jtGn73P/3fJpLTG7AoBrx+gY8+Q/IjzJoao10aZ4UPafyEFHnGmpAMIbILA8rUVMspi9vHLI6OqKYTdGFQRqOUoBASDWgbEN7i7ZZYTpHTKTIoVFBgSXRs2YKWyFggtUwklDg24Cc5IGMKVGlohoah75nXNcZoZnWVSBbO46zFNT0yBJR3aKuSJqgg9WAagzaR48Vt8Jqh+YSu33L66oKiKKjrKX2feiVv377DYr7k3oP7WUYtjSw/e3FBXddM6yVBRfwQUExYTCcYYfCDJPjshGKTauekdVMDm/Nz/ubf/AXLo2Nundzm+LdnLI/u0bkO6y3bjaXvesIQ0RiOj+6wllfsdg1IjTIGU5YUlUllkJgUwL8sRfpSh2QHy+XFBVVRYo+PqMqCuq7yCIY8JA+RGG515N79+xwdDxyf3GN5tKRpWpqmoWka2vxsg0B1fRr1jESWLQGBzVIgI20y+uvFX2buvxoX+DGRl6mOlMg2uYCYHcTokPZ9A4yZ9Osd1DcVGFITsN+/b1SGGLWfko6USIy8DKXFpF+SHIi4VoNQ2UPIz7HaRN7X8TPYU8Lj3iFBwrHTQLAb9aDMmAOyHJDYd47H8QuJa+hvhAhC/vnXD/76zVjf9Tz97JRJaTiaz9g2Peuhw21WbOZTjhYLyqKg71sYFEVRgUrpfpo8IJmYkrKYIqRhMpmjBLTNjlqnHge3bonWopXCS5HgVO9wrkMYRRSCt+/f57vf/i26zx7j2pZpIQkmCUimINEjg6BUhtBZ2m7Atj1+cEgfEIF9bcLbgSAScymNik/HHKBtGjYZvpYk+ZddDDx/+iRR7n3k5GTJH/z+7/KtDz/gG++9y6PPHnPWNBAcMkZmkzrpDn7rmyhtWB6dsDw+5vmzp0BkOpsyn025d+c2L5485fTpc+zxgpPZjG/91m/hRWDnei6u1jx5+oqL1Rm7oeOjR59x1WzZdC1HJ8eYuqQoCx68/ZBhGPj00SOatmW1XlP3E6ILdLM5k7JiYkrMVCJdSFnEGzAlFbPpNNdzE7MshIh3SSrLDgHvwTmIUUBUjGoyhVDMqpppXTOpK+oqKWcURqGMTPJCGbLTIin2p4nTKZJP6vueGCSp30YhlSEGSWoLUkSf+4eiYkQ+nE0wolKKSV3vg9Sb8j3EmGYpSYkSBusG7JBTrxsqEImEVLA8WmCaJs2Uc562bdBaM5/PmU6nTCYTTBZcTX2YSW3ceUffda/3U+VatEbvWYTeJ4ehtCZ4z267o9k1NE2LlKl+dH5xRj2pqYoyK9qkUkldV4TgOT45pjAKgacwSR90OimpqiJN6M6IzQ2u8K+0L3VI/TDw5Mkz6rrCB898NiXGSFGY1HgqcnZgUgf0w4dFKjgqgw+Bpknd5k3TsNvt2O12ad661LQ2NbihCwKZFJBp0lIIzAhXSYnKChBaquwI8yKcHVLqRxLE3BUtIsR4PZjupn1e9uOmLJB1SRJDiuupsVIm2XYpkvtV2SGN+xacz31RXDvP8cHrYhmJgp0d6g3m3PX0xuv9SQzWsRga83vi9XfIzlZrfYPkkM99vKauhhvO6U1b37V8+vQjbi1nLD78gO3VJavTV2zqklld8nvf+12W0wnb7Q4XI2o2T5muIpE5pEBXNcXiiOl0QWs9m82G3W7D8uQYIxRXtifagUJJUIklFaxjaPtEzY/w3sOHlNMJH59dsu1adKEIRtEj0+JmLYqCQhm2w45mtWVoLL4LyJgdj0/H1NkhO02ZhyyO3BJBu92xOj8nOosi0rYttm15Gj6jrmtu37rD3VsnfPjuO7x1/yEP7z/g8uyMVy+G7JBgPq2pJ1PefftdJtMpD956m8urFZ8+/oyqKrl75w5HixlvPbjPf/sv/5Sz0zO2D25x/85tHn74PgjYuI5Pn7/g//snf0Y9hdlc8rNPPkJ8+jGrdsetW7dQRiVqt0/9gj/58Y9TwCIltusRLtDOFwxlzawokVWNtx7/hlh2Silm83katJcdUir2pyxpGFLdaOh9dlRJZ9NHUEpTmIJpPWE6rajrgroy6EKlwZY6UZCNAi1By+yQBIjo8bYnhqxbR6LHS+GJPjdYo4lOE6XIsJeAKFP2MwRmkwlVYa5noLGPWVKZwFrQifhl7YAd7L7RfhRETv1DBScnx2it2eYMerADy+URy+UyOaXJNK3HWu0/JcTUXN+13R7uV0rvSWE3iU3eJUdhjMIFz3a9ZbvZsts1OQgInJ6+whjDg/sPqKsqO6SB+XSK0pLbt06Y1iVlqbJgtaauC6pyzJAi11MUfr19BZadYnl0jPOOF6/OeP78JcF7JpOKuiq5d+cOs9k0qy1IrE+kgq7fIpVKcj1CIpXGFAVlWRJlkgiSuRc0ItJEUT02dKa6iuQathpVF/YOSYjciDtiwdfwWKGTs9yr92Z9JxcckNQMUm9TKiqloVn5YMUk3T4KJKai6Ki8lhzDOL9E5L4HZy0heEpToMZJspE8ZC/u4b+9mgVcO6sxA1SJkTdOqiU7pNdEXveOKrPtcq1qzKLG6tDn3c61QvGNLOoN2bSu+fBbH6Kip728wATP3eWCyihKLXnx6DMunj9nslgSpeQXnz1m2zte7BxHdx/wW3/w95HVBnG1ppwuKOopvu8YmoZnzRbhHZuXLzEC3jpeEkOKIKsAMz3h/GzN5e4ZZ8OW7dCxKEpuT+c827UMwuJKTxCSEBXDMDC0O2xjCa1D9hHhSEXJmGRrhIgEO6CEStFfCAwOEEnza315Dq4jxogRAlOWQMR3Lbu+o1utqMqKxXRGc3HBxfNnPPnkY65OX2ayh+Sjn/4YKRWz+RKQ/Gn4V0xmU05u3eHl08f0zQ5N5FvfeI+//tGPOD8LnDZb/Frx2cVL6qqmOJozvbvgzntL7t2/zVtv32Poe3zw/Ht//MfcvXuX58+fIaXknbffIYZAoUxS0r9zm+dPn/Pos8+Ya8P9xZLCFGilmU5n+zk8v2kTAoxW+zaHmNc1rdLEASWTQ1IiSQg5leo4qcUnMUqntaEuNZURGBUxMqkIJGAhomIKHFRUpP8FZIjgyPBLHvOCQsaECBkR0CLmzCo9ZAAZYlZ/0NhhINiBWT1BKwXBI4RiNp1RFyW1MfRdT7vbIQWYQmfSUyZO5JJAXVfcv3+fuq7Z7Xa0bcd2u6MqS2azKVVVYoo8jibXpa/XLoHzDhnlHkWKIRDLgqS4MEavuabuI94FrHVsNjueP39Okdfsk5MTbp3cIvjEshv6jr7vqApNDI6yMghZI+QSrSSFlpRlQaFVXq6SAPeXVbC/QmOsYjKdsdvtuLhYsdtu2KzXzGcTptMardNYA1MUKCmx3tNby2a7TXWZomQcn6BNmqTpSIq7UuaaSL769qMsVFJoEDFmlorYp756hMVylqEy/CVzgR8BRVlQmiLXS+J+9ofNTVtCZOaMTfhWopem9H9sWB1VKG46o3RTJMjL31A/GPLgQKNNYsrld9/MTK4pozcc0v6RIARG1t3otz4P9Y3/EeOFd02aSL8S15nRa390/Q/x2mu/eSuLgg/eekC7WfP08SOmVcFiNkUTUQQuX71isJb3PvwmKM3HP/s5Z+stH7284q1vfIt7H3wLyo64bTi5JyirimB7hq5llynW7dkptdE8PJrnMScDCEOpKtpVw8sXL9hKT4dnagqW9YRn60SR9S6J80ZhGBrP9sojHAgH0pIm+aY4JgVJIRKdAy0ojMJ7mUZNiATnNZs1ceiYzWYUJk1fjSHQdg3OWtpdQ1WU9NMp3WbD5uKC81cv2K3XLJdHoDSvnj3HucB8cUw3DLx4dcrb777LH/7RgsuzV1ycn3P33j0e3LvDpK6QSrAdekTXcLq5YikjR8dHTI5nHN2f8/CDB3zrW7+V4PJh4Du/+zvcv3ePEBMN+M6d26m3R2tOlsd8+I1v8Of8GY9+8RETZTie5O+iDXdv36Uoyjdy7Yx05TSz6NopKZkWThEDLssCjUFlCOk8KaUoSk1VaqpCUiiBkRE9KmKPDolRU84hY0DHzHyLIn1mTKN3hNCImAr0mpiv35icUUxtG4S4ryG7YcAFz6yaoIRMzaZCUJcV0RhKrVnHFavLyyQ4bXQSHQhp4N/oVIwxHB0dIYRgltGpZtdQGE1dV/vMaPxOYxArx0bdPBw0yoy8SJnXsHGFiIiYCGGJnZhaXtq25fz8fJ+lbTcbXF7n0sC/ATv0eFcSQsAYhRQFSs5QMs2nKox+DUUbEasvsq8gHaSpZgsm8yUPciQVg8cOSRqobxs+e/KMn/zs58QQqKuCqqq4ffcuZVlRT6egDA7FbN7Q9o62twzOw5B20HqXG8MiUoJWcj9GAVImMB4IISVBCPRYFxJZIWKE6kgS6UnA7HpplkruvbOUKVrYK0+PjkekwiQx7F93WU/PufTs/TWhYByJMeK2UQhcCK/3H9y4uUbnMeLDoygrQDckRleiYt68sNTeL2WeUc6gRB7VEVhfnF+rkOf3pEzoRjwi3qAXumFaCpZGM5tWmDsnVIVhVlW8evGM8/OzNGq+rnn56BEuwu3Fgtl0TrW4TbU84uzZY+qjW8zvPODs+VOeP39G23Q461hOJpRVwfTWMSoGzs9PKZTi/oN7cLrm8aPnxKi5f+ctXrZrou15/61vcMdbmLzgcrfl50+eI6WgnhhkFGkxCGmRMTrPXyKmhsF8EoQNFCYy1QqJwmbNRiklwg44Z9n2XdJ9zAGTlpIYIiYETAwUAENHT+TOcsG9oyNshn3f/sH3AcHFaoMLgbce3ENpzatnT5OCWIRms2IynfLtD9/j3bfuMUwluixYPrjDfD7nwVtvcfTwLg++8Q6FMZSmoGwbrB0oJjXCpAmoUimOFguM1hRSUhclse95eOsO//AP/4i37j9gWVTsNhsa69h6EhR26zu/8WsnKQ3kjIGsR0cqRaTyYkQrEIUkBkmlsxBrTPp0xhRUtWRaQKUdhRzQIjBqzcsoKGJARYUJIJGYqBBhAFpE0JnBVqGkoURjhKCSAS0DpUjSXjpkZYYY8S71Ji0XC6qqpGsatk2HymoIUUrs0LNZXeGspaoKhr5nt13vpw54Zxl7loQQFEVJXVXcu3eXySQRy+pJlXqBvCM4hdeWEf0RhIwopUGGUZBqpTGtqftSRqZ9K2USstD0WOeZTlPLwIsXL1LQLyXdH7YUpcH7nq4PON/hfMdq7VLw7R3EfD4EwPU0cSUTonUTIfp19tVyb6EwRcFiPsvDnRTNbkvXtrzqkpbb+fkF3jmOlnN8iNzJ0jvOp4arlAEZirLERUEQDq09EY/LzC85QlTjAnwzswiBKCUhpk7msY0UYtaKSqv4mP14n6LW17YD+4V+ZLq9Bokx0jfDvm4TSR38r9V28jbTTSH3DmYkUQRE0p2SGZaL456yrxtFyBdKssGlscKJRcd+20pcN9TGuHc16ecg8MHTdt1+0B/k4/355HhMjd6wX5JAKQUYRahLKpPGmZ95j20aiumUqihYrc4YfGB65wGV1PgSYlHR7rboakL0ju2uYd12qTaKYFlXaKUppzXRWrrVFbIsqI4WdGLDZtuh65KinCC7FqKlKkogMJ9sGGwgDkm5faIrouhofY8KacBeJQU6q4UHriWggk+/NwicEBSZ4q+URMZEinG5eTT61K1fl1U6pzFF1UakayQ4y3Ixpa4mNG1LRPD2wwc5Q39JIFIUJW1vWW+bXLCO2L5jUIr7d2+jjGY3laAldVlRz6ZMjxZM45yjW8cMbZf69AhILVPzY0gzdgRgjKY0BaGuMVIRnWc+qXn7wQOWszmFUuysx3c9dteAeTONscninil6DS+RM5x0gaXREKS+8Ex3Sk3girKQFBqMStmRztJgadS4QMXcAxgSDKvGelAAMbYHhxRYqOgyrOev4b3c3ArsGWSBVDaYlDXtZocdhjxRIBKUZOh72rbZoy3WDrRtQ1GUKKVx45RoUkBqMpFqOp0kpZm2xWQCQnIq2WnLtD8C9hlTKluk9XEsB+xnuuUgVksJImZh57ifTtA0LcSsXmIHBBHvBpxITi0ExzA4hCDV3kh9W6PTiVlaSSD3en5ftvx8qUNquo4f/+zRfsSBzoOijo8XLOYz7j58m3c/SJGAHXouLs9xzvLJp49p2pazsyuKsqCqa5QpUabg9t1jtCnxMTHqzi6usN5jfWK5NW1zPZ48H1gtc80oQ3ZjLUkrjZLitblBMctz7LOjEYcea4/EtMDk2R7O+zQmOaok0KqKfVFxOp3u9aFCCAx9vz+sMd8ZYyY0HqNr8cXcsGddVvB2+ya7/QbyiRQmQZtjVCSUzEO59N5xJpZd2DsaISVSCpbHJ8mBprz4c5WktG9R7F32m3VKwSP6HXHoCM0WUdeYQnF3OWciH3J8couyTEP3OudRiwUWRbDgtMEaQ9/seProE85WW662LYvlkqqesC40vq65c/8+InguhgbrPc9fvqAYAvWtu7y8OOfs5SlPLs+4bDZ8ennOuu+5HAaawXN66nnw4Ji/9zvf5+NfPOP5z39MDZTAYqqZFmngW4wxiej6yKoDKTxyu6VS5Gm+MyaLGb3tcT4NL/POs9q22BCh26G1YloaFmXFgzt39gvt7eNjFvMFDx6+nQZQFgVSav74j0pChM56lDYU1STpM4bAfLGknkx4dXrGrm145rYMeMqywGiN0SotVkHQ2IHNdoXtepx1/OJnP8tTl4+ZVBWXl5eU2lDr3HrgHVVRUJ0co5HIGFhMJ0lZOnhs92ZIDVJK6qpMpIZ4g9jgMzxmUmApRVKRNnmSqpYJuUiQaRoKWhQKYwCZar+RNEJchQHpk4KDDBIVdZL28YBOepWInhgKvPJIX+I0CFMm/TpdpKAxj6IRuRfRdwNdhEIqgpT8+G/+hrbZ4Z2lKDTLxZyubVhdXez7qSpTopXejywfywbrdYXKza11VXK0XNK1LeurK4w2lFWZJIvsWLhOzi/GQNc1SXBW6TzBNlKVJYUeA2jS2J+Y5kWFIJDCUBY1R4slbdfQ9y1XV+c8ffoZwd+lrisEDqPBueQ8ldF5PU69ncGPRIYbK5H4coWYL3VIwQd2bZuVDIY8ZTVpuSmlWMwXICTaFCkD0AYRIiE6nAv0gwUp0YVHmlHk85oWHUk4cbjBClMZPx1ZbiOD6SaDbayl3PzdzZpMFKljOFdsbsBdrysmJMmMgIgpsxonnAhx3U+0d0AZQiDGzOKLjMKlQHJsY/QR4zXe6hMLz3m3Z62MGUxKXARaFQkrz0FgapJ9PcENOfsZ8yQZrvd3PBYxR977mtHn61BvGrqLuebiLMJ7orP4YUAJQV2UFCrhzLPZDOMDg0rjk+dlRS8UWyHprWXddLTtkCT5YwQR6bouqxCnKNmUJUPbst5uKRpwg2TVdlxsdqyalnXbc3qxZtW1NBF6B7aH4BINVgUJLuHflZTMi5J5XVBIBRHWQG89Lnq0UkykAqOIlWKxWDI/XtJ7iw0+jWu3Di12eBcwCoyWzOqC4+URJ8ujPT13uViwXCy5c/s209kMH9KE3/l8SSBpPpqipJ7OyYLozBcLyqomRih3G7pBM0SfCtwisUC9Sw3fktQuEaVCqMjQ94gYqR7cZzKpk4K+D0gfiEqjyZlchBDHUQQgpUi9J2+odWCsHafakMhjvsOe85PqzKS6spSUJjkioxJLrTQGbRSFkUmVQZE08TIBBUgMyiAQPiJioi3HXBOS3jNOokVEoisIIhKGPgnl2CHpn4RUl1L5SAkh8dYmId+sI3h1eUnT7AjeJodgdBpu17X772uRELJsWQx7h+R96m8yWiNIJY00dmZINaIxixTZCZDujzQYzxLz66Pj85mYMDo+L8aZU0kRI4RUu5/NZiCSSGrfdVxdXrKYT3O/YyqvjPipEAohxxFB16tWInWRjoxI1Kovsi+H7IQAneb7FGWdpx16Lq42XF5tePT4WYbaUgPqydERk8mEb3zzvTR2WKo8f2Pg4mrFarPh2bNnOdpMshfdkA743fv3KcsJy6Mlzrq04IxOJ3+hscdoXNRdjElePqbx5N4nmGvELJNjcIgo0owhQMg0Zz4N6ss6fNn6YcAKgdE+T2NUe2KFc47dbpdGCDt3XQPKdZ+qqvYTHEcYTyDQxiCKkjq//7X6U5Zj71xSCc8p0g12od7DjHuF49zRPda0Xp6+2tfb9gQH8asdUnzT/ih4QrtDeUcpBcN2y4vz831H+Xq9QeqOh+9/CNrwV7/4FFmV/O73fo/LpuVvHj9jdXHGz588485b7/DwrQdM5wt0UfD0s8fE4FnOJiznM+4+fItXL17wFz/6IdsXW1afrbAEHGnekDUFqyBYO4gaQtbaWl1d8a//1Z/SXPVMgQfzmodHNe/fu8et+YLj2RwlJWfnZzRdy4vVBarUzO4cUS1mTO8cc/fhfe48uAezKaIqE1zhA+urFd55VI4wYggYo6nLCjskLci7d++yWCyp6wlCKnZte73oknv8Iux2O6rJlOl0ltoqIkxnM0xZsizvEOU1S2sYBrabLa/WO46qKcf3Jvu2gr7dQYyczBdMqhrbDfRty/PTR9RlycnREdE5/GCZlDVVUSByUHV1fo4dLL/9Bq4dKSV1XTNOjU6inp7oU+1EhMTENTpBRXWZsqPCaIzWTCZVGkUhBUoGlEyBcsyU6BAD0aclMtjUMhJVQkkKbRBRQZDIvkdYjQs9URd03mGKCh2Bsk5CrEVFkXUilVRcXaQm0b/6mx9xeXWJ7VuEJAUAdmC7XVGWhmld4oPLkLtPE3AznTB4T7CRTdtjigIRMr3dOoa+pWm3qQUhBIRKtPXkJECKQAiOrhsSUUwqfAz4EJkPM5yvcKNDsomBq1WBi5b1+pKqqPnud7/L5cUZF+evuLw85y/+4s/R2nP//t3Uz6UiiDS3jZCmDEQR8nI4TmqANA49QpRfGhB/eYYU4579ofPCn/oBkqaRtSPPPqR59GWPkIq2H1BO5SKdyyrYCd4wxlD4kAdVBazvEOIa8hps8uDBp6mpY90lg0/JKaV1G59HOYTsNFQeyKekzAW8XHSUAp9lsKVWOTOKe9adyM5h5NPtKSujjRmalESlURHGSa5x7EQeB+ftmW8pk4s32G9iD+mBlyFnOdBnEdexRiUzHGel259EP0J2ebUao6d9ZpYzx7FGxpgt7WtsN+D4N2jRJ32vROEtUcagTYnWBudS7Wuza4hSo0yBUIbNrmHTtGx3O/phICIwhUnzk4rE7FQmNSq6mHS4HIKoFLqqcbpj5Ry7YaAdBkIh8QK6ELH51AQpqCYapQXbbYPrPAoopKDSikopKq2Z5Z67rtCoaOgnJbI0qelyOmUxX3BnseTO8gg/mxHKch+4yZhYTWVp8oC1dPMrIVK3fddR11OqsiKNfk4QVCBpLSIkZG3EpMyRmj99CEn3z1QoXRCkI+Dp+zSyQLmA8hETSJJfhdkPdmy0SveW8/Rt0pdMNa+IDz5NR3aOYC3eWlqpWC7mFFWB0JJrNdo3cvW8dtFKwX5khJTJmeT2M5SM+ZFIB4lRF0ntz+SJs54YPTLaNBAv169TrVcgUAgZcrYT0iIa032L10QifugQEVzXohD4vkcg8Mrsaz+b1YrziwvOXp2yWl9hdKq9x6rMKIfDO3AuNdcqlcfaxFEWjLygp+soOIe1Q1o3clakZBpG6nLfJEql98brGpH3PqmVq+TofGbxjaOAYu7fEqRSDLAXYz5aLpOEm++RErquZRh6rO0xumSUJ0PkTDpExuGpI7qTKlCZB3C9DP1a+1KH5L3nar0jhIjRek/hUyI1Fo9D9Lx3WBt4dX6JXq25Wm3w3rHbNZRVyWSaIru6njCdLVNmoRTOeR4/eU7X9+w2a9qu4/zikrquWSwW11DdTeeQXPI+W0pFPLm/0SFnD9nhFEWKXCKpebasqpwOJ4eiCrMXbJWRfdNt6g8y+zHk0US0KVNGDPtM51rAdNy9XDyMqQA9jLWqTJsca0t7ogTg5LXK8EiYuF6E0g0zZkfkmtWo1KCNSbpaNxp5b0KY+3268fymLAUwHqnTXK16ecT01h1QGqRm+/KUZr3hz//yr+hs4Hf+8I8YEPzLP/1zrrqO5+stlBXLkxOObt3m+PYdWjvgvOfOWw/SjViWdBHOtlus0rz3ne9i5WM+ftHy0ceP+PTRc2JBGmlVCoRReCKm1Dy4d0zoLdvTS0SfZFMKAZUE7SyqaynqiiIqJt6iCRTzOaoqqOYz5ssFJycn3Dk+4dbyhAtdsJWKwXapAx6DMYp7d+9RFgWTukrDHbdJnTkVs2simm5IgZ9UBSJENrsOqTT1osQUFWU9xUfobSRkJ3379l3KsqA9e8rQdmzPz1PkKyK6H5h5wWI6SQP6qhptCro+jXJ59uwZTdNwdnZGWZa8/947eO+4XF1mWDqwuryk2e74D/+Df8Tdh/dxwtJ1b0ZcNcbAMPSZ2ZsXP7LIqkw9QVJEtApoCSZnQalPyKN8WiCT6CXpps3ziqR3SZEhb1NEkEEio8TIggKHiGl0eYL3FNiIcAMuRIIqkCHiywnCB0w5wXWWqp4Q6wkf//QnfPTxR7x49Yre9hwdL6mqkum0QmuJ0RJnBy77XRr6OJ8RBk/0AZ1nmtnM3lMSYvS0zW5fepASZpOa4C3NdoUrqtwgnyDN4BzBO6zts/SZxuWhhtHZ1BPkHN4Hhj4ihaIqCggC7yN1VfPu2+9wtJxyfDzj4vwl2+2KYWjp2l0a3yEghoQ6ORGzQIFKJIooM/FMZHWZlDH9rTMkKRV1nYqpSqY+nOA9o0yaUjm7iDEVxkKKvJqMNfsQsS7Q9QNCtDgf8xC+1LsUxgVLij2l0fuQx1fofRaibiywyZ+PqOfYU5DJnDcWYReSKOMIufl4YyR6AjT3XLRrtYZr2AOSg9hLBOW6kOBa+FQpiXd+X1tKUBo3tkmKVDJ2G0P4nDO6ibde14ciMUdocI2/po2n/qhUNxkLhTfrWft9uPnvnF3G8YPekKU6gEEZiTKpWC8jNLuO3jqEUOh6itAlzva8Or+i8YEnL16xantebDtkXaFnlmJ5gSgnRJUKx8YYtFQMPuCjY7CJehpNgZWSbXC0ItCriNQSlEgLPoLF8ZKqKKinU5zqsMUWgkf2Hq1lauiLHu96nO2QQRHcgIiBaV2h6zTAblpXTMpUC0uTjjVSGsoqFZEFJsFGukKo3L0SFSFKpDIUZY3SBVJpZAwJm1cGJCidGKTDEAjCI0ygGxzdYCnKCmMMvfVE4ShimrA8UwVDTMMog4cSSYHABAHWE3ySROr7jsuzc7bbLbvdjuAcbZNmjTVNk45NXVHVNTFGVps18qWg7ftct/jNWwxpFPdIT07B5/WzzEy7MTuSMmSEJCYGo8/oTRYjjoJcX42kkCQ7K9I2hEiLvyKJhqJCYtrtRyi4dD/bLs1Kk02qvSmDtblm3nXIzYa+bSAGjFaAQZIG7jXbDVIJtJZpPIOIqbYUHBqVxZzTQj4MA+NwvZExN95ThdGUxkCM9H3HOJpHZEHn4JNDit4RlSIN6hwFaT3BJ0WaRBhJziP9O+41OpVWVGXFfDbDuzbX4WTS9XM2BQVSjOX8fT1f7oeEqhQF7qtrNxRlfo19uVKDMdy+czdNix36NCSvbff1DiM1UqfiWwyBfuhwPjBsG6SUFEWBj4K2szTtAKyw1hFiZLaYo5TCDhatNce3bgFw5066odqu3ddkjE6aSkZrlLgmPChxnRXclBQCGJzL6W3Gzm3qoEdmKZ7w+WKfB5eykDRz/jrz2cv3hLDXthszpHHcxZh9jA7wZsbySybIEB/7mpGA1Ih5kyxxwxFLcV2buqmvNwxDImuElD5LEql1LPhDhjnidbPumzKpFMVkSmkkWhcooYid5fzZS07PL3n7G99kcnSbanGLbVjzo59/ylXT8JMnT1m1npcbj5oU6EXJRW95ud5ydOsWk+mM5dERhYKdTdMr26ah0IbFfM42wsuhYys9fiqhLBFKsVk3KCX55jvvMasriuAZdjvibocXPb5ts+xJSYyWobO0O/BKYfsdUkuOFycUswnT4wXVcsF8NqPMMjFSGrSZMpnUSKkYukSd1Xks9mAjvYXBgVQldVFfX0sipL4lbZAISllinWPTdGgnsAxcrbdcrTfcvXef5dGE1a5DtwPvoSl0hZks6LqO892AciDR1F5iLAxtQ+sdq+2GXdPw6c8/YrPdYIqCYVJzNqkJIY2JuXPnNvP5nKoscM7y5OljPv7kF9y7e5eyKN7IteNDoG06Ygh7EWWVEQMtRwmvrEe3z5AERgDR4nqX0RMg1wv3xKgck449g1pLMmhDxBFthwgFQhsUFUKmVpKIwlkPdPjBM+iSoR+QpkKXUwbrGayn266ptWY5m2CdSz22buDs1WW6R3XSqZvNaprdBh8cR7Mlk7JGjXXlrkMIyXQ6y2vaqK4gmExq6rrm/PyC3XbH2LMYgs9r0tgHZEGENP0geILzOJsmvA5DnxqK0ak/ylmIgaoqca5Da8VkOqGqFNOJYRha6ipNYrBDJGStvbEJd9TxlHkkuxCG5Iz0PmP6stXny0kNMe4HOyGSHlJV14zooNGpEzcdLJ+ojyIQSLN5Rswz7vtrUjNeUly4luNxzrNerxJs5QM+e/EYE4MlZBKBzQ2loyNSQl1LZXBdQxqJCyFejxLvh55RIy4N3fOZip3ZH0Ii1FgXGgiR15pzAcYx5jef07/jDVagfC0QCL9Ef8xkg71TSrRRkbe/F3lNhz9nfXL/c3AekQuggmvWYAg+RXY36l0jzXuflYXwJhOkpOJRmzzF1xClZoiCYrZgKQuudh2nm46XVxsuVjsen1+xbnsuN54uRDACR2DoLWeXV3QIdtYxne3oQ6SqKoZp1jHMtGA5ODqfJ8PGVJ+TWJDXAcbZ2Tl2Mefb775LpzQb8QypQJVgCoExEpMXNxcH8CALgSk1xaykmJboaUnQsLUt/RY2fqA/rnFigrYRrcGUk4wUpYAleA/SUNTTDLQHkmaFSBTjGOmtY3Cey/U2jS6YzBI5yENZT7lVTqinc6Quk1K5EOjg0EJQSE3UJjEYtaYMJVJpwmAxOkHPqX1D8daDh2y2G9abNdEHLs/OCcGnWoX3uL5nGDq8HZjPp8wnCZ7ywxsSV81MLz8urBlGHHUtjVZJEUBLtEznbHRQ6UZJYlmJZRj3taaxfWR0SOkWyf08Lg2dkyIgcVnH0CFCWlcCEUkePIqDKPG2z20dHpdiWhSRQismZYHTChddFog17NtOnKXZ+eQoQqBTBhmuSwx7BYaxX2Xk5Yqkp9jnDLEsTH5d4J3NGezowALeJiGDkaBFDKmRNWebzlmInhBSrxFYRAxZsy5irduTQxLNO43VIIY0A0qp3ENlkjgyKq/9KTPL4koIaf5uSA3DMKTFL9cryrIY6+fphoohSemINEk1Cs+oUeBz5uGc2zPH6rFeI9V+cbTOsr3Y5Z9khjkyKyMv6ONXuZYKSv1Ie+WEsUdJ6z17LZKEM32WNBrp5Yll59jnm7mYLBSJfp3hLp8FHfXecWTnIeX+WarUnjwqgwP7bOrm82hiDy2OTk3kbSTViRHqvK4nib2j2jurmOa3iPy5IUSGwe6zvc9nZp+vc70pE1JSTKYYLUFoQhRYL6iWJ5RHir/5+Se8PL3g6dkVl5uGXzw5Zdc7rnoIRsA0kRa6bqA7u+B0s2Xd9Uznc/oomEynDFk9oC6rtCB0A43zeJnGEPQ2wo0ppzF4nj17gR0s//4f/CE7qXgqBEqBrqAoBaZUFEpQSLBDh4ueoqowtaFaVJhpjZlVDEKw7XcE2xF3K0xxC2WOUSqRZpaLGVKI3Ajpc4ZdUE1KnHXp2syBWpKNijRNT9t2vHh1RlVPeP/W/XQMrGcymzPNGndkjUgtBNp2GCEplUbowLSsUsgoBJ0d6IaBSVVS1ikCr6uab7z3Aevthp/9/Ke0bcvpi5e5182zXa25ePWKoW/wzvL7v/8DjuYL3NCnBewNmFaKxWKBswNd2xCcJbiw73cpiizkqdOol0Kn+UaFIt343uc6c0gOaQ/vCYwSNxbHuL8/vPMoBcoIkg6HRISU4YisZceeJu1T0X9o8QyE2JKGl0uUgMoolKpwIdDZDh8kiBRsW5eUboZ+2N/nhZQI7yHWGGOoqgopFa+Lkqa5bNYm9rCUgqoqclAKzqVgQWvDOA9tsANN0zGZTChns9y4PeTsUSQJoAD0yRkblY7ZdDKh7wMx9Hso1A0DwUVKnQggTkZENJg69c9V9QRI03PHvqa0qKo0uylJpf/6c/5lF8VYvB/ZaCOeeV3PSboJSiQx06BlclL7iDwmr5r5iGPGNNgBXDrQCStNLD6lNGVZJR9xA+kSe6c01ozUHrLbSwCNKT3saylhZJmN8FdmfYz069Eh7TMWssOQ19sFXnM0PmcZIcYsL5RYK4ExmxGvRQJihOPG13JNJ80TS9/LO5c+WST1YDdqUMUUke23AQlyzL0C12nyNaUy5v0aocObr7/pPqQQItvB0g6RYUgRpHWw2rZsmp7HL865XO/49NkFm7anD4KoNYXWDASaweKlAq1xAaJ1nF+u2DQ9QpfM5h2mmFAWkcGlhaVtOl48e8n2/BK77cFCkbM0qXQOUjqaTcPjTz/Dt01Sly80tSiIwrPrd0iVGHk62lSvMAWqjPTa46SlDx1OaQajMXWBqSeIooSoGFzAB4fYNECkb5uMKKTIV5FqpeO1H2Lk/PycXdPw9Plzdm3LxdWGk1u3uffgHXRRUpU1SpkcaafmzlKlKcg2BKJ3NEOfFqAhjYZ3ISQFdJNo4oN1pN4/zWK+pChKwgcpSjdGYYeBZrthNk1U+sePPuX05Que/Owjnv38E5bzaVaV/s1bjBB9mn2USA3pdSGvIWyVG+ZT340jELE+D6aMLkNy8Xq9EiK9N2b4K9eUxhpVum8SlVyqtH2RmVxj96AXKfMIwud1QKYRC1GR+mJ1YsiJCCGx+UT0iBjQSuTSQ5XqV2KyX0/nebxDWZZolaSPhLgeO5NIMpmxFsY8K60Lzo9lhxR0OjvgfaDteqwd6LsuCQgoSVuWSJkPZhSEUJE8bmLvpcDXE6PFu4EYbDqeQmRJojQaRAlFTizxPg2oTFMPJInbOAbdqf1H5oGGX2RfqQ9pbE6V44VwY2ZHBt0S5S7GlCDHxFoZ6zLjCd1HISFkeRufvbpjbIIzWjOpq9S8dhNcCmMxc3RKrzukfU1JXmcSo1RGToAY1QwEIk3Czcy2fZ2FmBzsDYcrbzi4dJPE/QUiY8zUdb//vJvO4aZD2DsCMSbKN0RQY9jL0tysVV2fg+ubUIjUyJcc+PX2Y4x77Pnm6POb+/N5R/kmzEdorQfv2O1arEsssecvzzm9WHG2btm2Ay/P1+wGhy8MQSl0UeCso28GKJKmoo9JVHPY7BBNRzmZYX3k5FafM69I13ZcnF9ycX5Ft97hO4vwUEidsnJjiBGGtqVvek5fvkIFt69TViqCjHS2RftIkBEjPUpJSh3QOjCogJSeECxBg9MaVRvkYoIwBqLAubRwxdARY6Bv20QAqst0TWVBUGvdXjHk5atXXFxe8ouPPmbbNDStpR9cqlHokrookUInaNKP91CCfW0mG3VuYLCWzto0qsBZiqqiLBPd2Pk0XkJqyXSS6OaF1igls3pAy9X5GUfLBbePjwhtS7da89nHH7Ndr3nr4T2q6s2Iq0IiJsQx/Ce+dl8qOar8Z3JxSEooLrjExCOQ6usZjh/fO5YY9r7oul1zVD9R6sa6kreR4PFr6lEqTUAMDpHp/SNzV+ZJzYLkiMZsRcsM0yuFVAKlVXJ8SjIpC0ptMMa8RqQaG5d9HMUDAkJmJ01In+KSFqZzYR94ep9q4dZarB0YBo0xir5P12L+xmmCt0xNwZBGVxA8wdv8SGShFPALVHaqUqjkGHM/blJoyGO5icD19OwxARi1O3+dfaUMSauUao4MN8gFQXFd39izX4Te/934Pu8cztmk9pBHNYSxIzmE1xySUoqqqoikCHP0STEXUEaoTuY6jcwSQskhyf3Mogh7+EpaiQjhmg04LuKjU9jXlcBnZzrWlKRKuk5SiswIjPuLOGUi7F8PBESIqT9CiKTjJMSe+ZKO03hwbjqGxACMkPf/2hGPjmUsfMsbDtfckBX6vMMR+aC9pgfIGyXYATDYgWcvL1CAD5KAxqMZhMarElkqtPCIsoU4YCM4JxhixEaB1lWaJKuLVIcJnsF5ogu0uxYlNZvVjs4kxtBut+P585eIbc/D2RFzUbAtK7Zdx7BuGDLWPtMF07Kiloa6LJnOKmi3hO0FCI8NFitTGdblgY2hV5TaIewGpQNSlKkKXkhUIZGFRMeI8h4tVNL3ynRlkQOM6Cyd7Wm3K87Pzzg/P6PvO6y1nJ2ds9luefroM3ZtC0KzmE3BJbp5ZXQetiawUeJDBOuwznK6uQLb0vVDiqYrTYwKFQvq+YL5conbQ4YZ5s5w+PJoCSEig0e4gC1rtI8M6x0Tabi/PME8tDSLDauLcy7txRu5dmKMGW5P9ZekUcdrwzFTcJwi+9Rf44huQEkoVEJwxhYVqa5nnO3hlwyJ7/8nBVolWE+q8XgnOH2cTZZAjUCILmcYifDgPTjb4qMk5n4xISRGCXSRptkKrRBZ6UZKuZc1k1KC6yE4go8QJG5Ii3wiWDm6YdgTk66nEIz3mdv3Iqa1tMgVp5gm4xqd6OPB07UN3jucTdC/qYcE/e4Bo+zc/YB3PT7r2BmlqYpRI7AiiV47BIqQAzDnkjTTyAQWI6tEiq+09nwlcVUxOh4Ya2eMp1Tk1z8PVY0XvJLg86I6xiHDcL003mSujX+ntc5y7TELaY7yEzcgtX2kNM5GGjM3ua//XO+/2O8nItGmk1yQfG2hHmUuRo8fR1yfDLuFkE/xuD+J6p7RxNQjliU7RoYcYtxXciOfeM0VjdFE2sb193xtv8eIcK/gm96kP+eQbsJ25Aa4kUk42pvuQ/I+sNpsMVIiZUkQEITABnAIgkwMH5QhSp/YQYCNkSASjVpkrTKRJZ4ICawIPhdsrYUosIOja3raXcssSE6mcwySQipcN2CHJN2EkBTzCYVQqBgplOJoPsUKT9up1DyJH2euMUr4974nOEnrenQwGJkicKEELj+kS5IzQoks658JDT5Rhr1LAZodWrbrFVcX5/R9i7WWttlhu5a+a7B9jzJloqKT6h8mR+8yQ7ZCCPAeHz3D0BGGDudShCqNvoa16hIzSQK00bnEghIJvpFCIGOZSAxti1GGUhfIGHH9QCk183qCPDqmM4bNq1e45k31IeXajk+9NWNQdzPrvxYrzjBczIEsqVk+ZTJyP+xRZGh/LxGWlJ/3DNa07XQfj+vJNduVVDYQccQTs0OKe/02HwQ2gpAGhEbosYk7OTaZCQvK6P0sM5G/iw1DFkyNeATBp6DaDj3WObq+I8eW+7ryaIO1idAzHhu4/o6M6FbKrpyzxBhS/SpGgtRpRtzoREgU9wTXJbFgSQqOtTKZTJIC5KR0IfblmeBjkhAiBebXtf9xFtsXrz9fySHJjFamLEhcL6rJXWcHIF5b7IQQac5MzLCYvB4cNUJLkJg0Izz1mir3fkM3nva/+tVfKl20Id1wN4aI/VL2kCGTFLXncenZMXqb5ERGPak0FngcAyEZp1aGrMwgMxwgYzpG+7pVzOOMAbLawigV9Es3lBD7Yl86NumCTLWscdKjuuGQ8mZVYubZ/DnGmH1wMKbSo1bQnhYv5OvJ2W/YrLWcri7RQqBMxa51bJqBpo+0Fs5XHbvesus81km22w4vBKouGe853zu6oScQCESmVYUpSu7Mlkznc04mc8qypiyTGvKH73zAcVTcC4bPnjzl6YsXaBs589CFxE6025am7XkWPQ/uHPOdt75DG3rCFUyMYao1R9M02K3rdzhvaXyPHWAytFSTitm0RlY1TCZEIWn6AeVadDDEoPAi1aqcHbi6ukAQKI3MvTAB36yphGMxr9F6TvHuAwDef/sug7UgNLfv3OWdu8eYokLFNPZaFxKvBM4HrtYr+r6jsx0xOlDpuiirRHNX2tAS6VaXjIPYCpMZoTb16wifFpxKaqp6QqUVQ9MwbLfMJ1NqpZjcf4CMgYnUbDfrN3LthBDpu9yLI0CoxKZTuf8PkiNKweWNtUMmBzQu9oiUsSQapU7366iKMa5nIt1/yfl4wBNiCoR8Dj4TISpJ8oQo8DGz6lyqW/VDQOgCrQxCBZBJFFcokcaey5hqTT7ViNN07LyeEMF3EOxecmwsb3S5BcXmDCnm8ygy/B+Btu1wLuTJthJT9HvnnZ4V0QuCJGktCpG3F9G1QURDFOOamRvwg8uEipB6k2QSsDUqrYUwBoyC6NOkXksKxqROyJCMCd6WMRHEvsy+EmSXnseNxRuvX69sny+YjxdHyHDYvpBzw8Y5Ql9U19jDkePHxV/azA2LNyKpm0XMX/6DsU40FqZG6C7cqBGN24LXM78cU9343Y3di2Pmlx0skURAlPsPHms+rxEfbmw/bTPuj/EYGe7zw/HzhNzDcuMxv3m8xtf3QcRrgrFvxvYsTSFRUdF1PbtdR+ckg5e0fU/bOrxPQxudjwQRGWuuKRhNzK8gUp+VEhIjFYU26aESCWJSViAkswkcR8WdqFldrbgqK0ptKKRMkKwImXQQ6JoWN8wolMYquc/qtZYYoykKifOphyJ4CyF3uxOT3ItKC50XItc7khJAqpmn8RLODti+TSm0E/uGToLb04PL0jCbTZFKJnjbOUBytFxQFyaNWIhJ0kZnRy2iAG8JNhEYQq6xIEnNw0ohcsDnnc/XrETF5IgYFZmdRwsBo3ZjUeL7tPgppVFFwWI6QQvBYj7PDvUNWK5DE2NS1iZfy/t7O7+JsSKb7cZSc7N2OyIW6V7MMHp2SSBv3IPJ8YgbG9qjIBmuA7HPVuKexJVVIAQgkjqBkDGXsOI+s9qvNZmE4Pd/6zI5IkP+N/ojx/p73INLiUE5OqTxPTFKgpQIN8L7cg/RxlEjL7P2Qm5FiNEnKIBrJx8Zh/iNgqnss/PrtSivQezfSvBJPWPcz/G7xhF6+pK1R8Q3jeEc7GAHO9jBDvYr7IspDwc72MEOdrCDvSE7OKSDHexgBzvY18IODulgBzvYwQ72tbCDQzrYwQ52sIN9LezgkA52sIMd7GBfCzs4pIMd7GAHO9jXwg4O6WAHO9jBDva1sINDOtjBDnawg30t7OCQDnawgx3sYF8LOzikgx3sYAc72NfCDg7pYAc72MEO9rWwg0M62MEOdrCDfS3s4JAOdrCDHexgXws7OKSDHexgBzvY18IODulgBzvYwQ72tbCDQzrYwQ52sIN9LezgkA52sIMd7GBfCzs4pIMd7GAHO9jXwg4O6WAHO9jBDva1sINDOtjBDnawg30t7OCQDnawgx3sYF8LOzikgx3sYAc72NfCDg7pYAc72MEO9rUw/UW//D/87//Xb2o/DvaG7f/0f/l//cY/43D9/A/XftPXz+Ha+R+ufdG1c8iQDnawgx3sYF8LOzikgx3sYAc72NfCDg7pYAc72MEO9rWwg0M62MEOdrCDfS3s4JAOdrCDHexgXws7OKSDHexgBzvY18K+kPYN4Fxkuw3EGCFy/SD9LBAgBIjs24QEIYgyv64UEUkU4sZWBSAQeTsi5G368TMiCIFQKv17/Ky4/0sUAiFAkrYrY950hBgDMUSklEgpUUohpUCM+yQFEInjLgmBSDuD0BohJSJGBBEd0rZNiMgIOkZEjMgQIQYIMX1eBKHSd++sJcSIl/m4KE0AfIyESHrkrxlCIAITLdFSoEtNjIFh6Cmrgtlyynw5Z3m0RCqJVDLvv8CFAEJgjMF5z2q9wRjDdDbFWktvB7y3hOAZD7KUIF47F79Zmx/d5rt/8E/YNS2fPX5C27Zs25Y7d+9xdHJCQBARhHweEQIieBfyuYeqKJnUNV3XMfQD2qTjYIxGKkVRFljvOLs4QypJXdcU2lCoMh0rIWi6Hus8Sut0TUgJMRCGDuEdYmgx0VNEj91e4bYruqsLXNsgXI+IARkDAIF8jSuNKkqKyZTF0TGL5RGPqgkX2uD7gegD0qfrxQQolGZeTWi3DVdn59y/f5/79+/z6vQl6/Wa1g74GIhKpAtdSUIMWDugpKIwBjsM2KFHCYmSgsV8TqENrm0hRrRSWGtZr1esVytevXiJ954QHN45og8UxiCFpGl3hBAwWqfvk+4KQozpGhECoSRCSqz3eV8sIR+H37SVsxPu/tY/RCqTXoiRSDo05Gv4tX+LcREQ4/+zxV/x2mtv5bXfiHRN3vgxrztpW9fP44P9VUz+N9FDjBijGfqe//pP/it2uy1lWXB0dMS3vvkhIUactUwnEyaTCX56C29mDD14d73rEpAStMr7EMFoKDQMvcO5QKEkQoAdemL+XK0kZVHgnKVre6QUKCXRWqOU4urqCmstk0WNUBLrPAiB0gURgUeitERqRds5ehsQUiOEpKjSARn6tJtaXu/v+FD7pTYdC/EVrpsvdUjew3bjCSFfDCFCEOkZALm/eMfFPgpBVBKUAmMIQhKFTKdOjM4oOSQRQbi8XReJIUIICCmRWmdHeO2QZPprCiRSZMdEchqjw/LOE0NAaw1KoYxBKIkyMjtJQRTp5ksbFONuIWWBlBpJQMZIEUDFSO2SM6q8R4aI8iEdHO8JIRBiRBbpxt50HTYErJREqaAo8cAQIj6CjwJCuvGjTwtvWWkKLalUSQieXbdmVky5W9/h/p17vPXOW6hCobRKx1XA4ANRCKq6ph8Gnr94RVVX3Lp9m7Zr2TZbrOvxfiDiECKgtOAN+iMmsyO++/f+CWfnV5y1/4ZhvcaFS6YPfpt7772PRxLyxZ92TBJDxA1uf2HPp1NOjo5Yr9bsdluqqkAbRVWXaKOpF1O6vsd99hHaaI6Ol9SmZlbOQCqQksv1lqbvKeoaqRRGKYT3+GaNsB2qWVGFgWnoaV8+pjt9xmbX0+16lA0I71DRQ0wOKUhFMIqyNEyqBQ9vP+T+W+/gFye4akK/bQjWoofklGoPE1Nyf3nC1ek5dviEd977Hb773e/ys5//lGcvn7NqtvTeEY1Md7OReO+IXUNhDNOqpt3tCLstpUzf4fa9+0yqimG1Au8xRUHXtgzuCasrx/lZh7MD1lrc0OOtZVrXKKm4vLzAe0dZloh834YY8CGATAGhNBqhJJ0dcN7TdC0hvBmHZOoF97/9H6BMCezjE+A6qLp+hv3y8vnXib/yb663Nf4jrR8pgJZ7HyXIcQ3ccELJAUkRkcR8FY+PSPQWEQN1VbLbbvnP//m/5GwTmEfJTM+5//7vEIKn6zpun5xw6+SY/uRD7OQ2uw04m+LdcWHXEiqT9y/ApEyPZjsw9I660CgBzW4DMVDXJcZoFrMJXdexWW1QSqKUpKpKtNY8ffqMpm249fAEaRTtYEFITDkhIHEoTKnRpeFqPbBtHUKVSKWYzFOsvd3m9Vjnw5Uj7eihUKAFEBwEj8iO6YvsSx1SWrZjToridXYk8pMQ+0dySCkbiuPzje1cn16S94g3fs6vCRFvvBxywBxHv4EcHdmNaEgw+kORMMicRSglU2YkIohAjDkzyvdTFBGieM0peetwIWBSnIMPyVl6n7IuYR0yBKQLiBAghr3T9K0nEPEibbZ3Q7pEncPHyBAj2pToskTFdElXQiCFYKILlADbDTg/0HeW2UwyqxcsZ8ecHJ0QRD5uMgUBE6WIQuB8RBjD2w/eTd8DRfQ9rgsIJIqCthuwtqfrtyljekN2dbXin/2zf8626Xn6/DllXXP79m2MKRiGgd4FfARTVYQouLpaIxBMp3OM0lRFgXOOV69eYYcB5yyTaYUxhsurC0IMnMRbRBGZTSdEIl3bEAZL7AaKqsaUFct5zWI5wQeB9zHduN5jomdSFtxe3OPq+WMe/eLnsLlAbC9pViuGzRrVNwhvET45SY/IgUZNcEDUrMsJpS4x82OOZzMGqXC95fLZS3CeSTkhBM9ms0YaxTsfvIfD8dNf/BRdGd754H36zz6m326IArz3bLdrpBLU0xrvPVfrFaevXnH64jn379zlZHnEutnhgmdqDEJruq5jtdnw6MlTmu2WyXxGs9sxWItUKWBq+54YAlIrhJL4GBAxR85SYW4gCYFIIDCm9qUp+OIl5f9/be+7fkXAFhjrGyKvUQLBjawy/1xog1GSrnFY59HOpWv05DYgkgOTks1mjXeOrm25fXLEfDHnYttzeXXJrVtzZlPN6qID4GheIYj4wRGDIzrLECFaUEIwrQVGOSSRWKZFvy484Niut8QQMNrx/Nlznjx9wuXFBbvtjrquqeqK75jvMTtaMlssCBE2u11KIFSBtYKwk0hTcDQvQUmigO3WEgKY0iBz/BQDpCUxEHOwjBTJmStBsPkNX2BfwSFlP3TDs4kxyRXXjoDXnNJ1xpT+Kv/tPhT5FWf9tYx5/IQc2WQHKDJEmJzRjW3dTN8BKSXEmJ3RdUaw/w4hwXUxAuLGvglBEAmakCLlYjFDbD7hazjnESGg3JiGXueog/eECJQ6O7P0s/MBHyMuBpTWaCWISAQCnSGkUhpEjLhuSA4zpO+qlUEJhUASvcdHj1QRhEQrQ4jQ9xYQGFPivKdre9pdR7vtcoIQ6XY9/dCy2axxzn6V0/53Yl3X8fEnH9PbwHq75ZYxTCYTlJI45xisx4eIKtJCt9vtEEJSVRO0UkgpsXaga5r9cR7PY9f3eO8Y+g6pJIXROO/ohg4hPVZFlFYYYyjrAm0MXe+x0ROdJXqHFAGjDPPJhFUIXJ6dYrotpmsY2g7b9cQ+wXo4S8wOCaURQSKERpmWftfQbjaI4Cm1QhUFLsJF8ETvUtQcA73tKXXB4nhJ17acX13w4O23WCyX6Ocm3UdSIILAeYeWmqJIzrt1jrZtWW02nBwdEwQMzqKsZFrWECODc7R9x9VqhXcOXRhkp9K1LiVS5OPmHEWhkUJg7ZAgaikQSqQsXOSjHVIGP0JWWqkb9/Gbtb/rj/2V2xO//EO8CeAJsjO6fjWOixMCIROKEYXAh4jP6ElV19R1jXcJ4xr6Pl3/XYJay7LAbTxN03H3zoSqlGxEuk/LooAY6QYL0SEZcNZhe8e0KjHFGD5HtPT7Z+sGNqsrhBBoJbm6esXTJ5/w5NFjLs7PefDwAcujY97ZvU9ZlxT6GBciwVmiVAih8CFiPdTaUBiJMOmTLq8C3idkR93ITAmkBTOGFJVHgZTXRyx+STjzFR3SzVyZ68wIECJF6yJH7UhJlIKoFOHf8goS+1QnAj7BWXvnNKK2Kbr3eUEXI4gn5T5qMYXG5BtH5A0Lcm2JBAvuD4wgHbjskKz3eAFIRRQSnbA9nAt477HWInxAOoeMqYYl0y7QWouPkdmsTnWK4AjO42xHFAIpFXWpWM5ThK+VYTabo7UmNBYRoazu4YNjvbsiRM+TR5/x6ae/wP2JZdts6fqOoi5RxjCdLQnAq9NLQozooqBpGl6dneO9w3vHZFpRVYaIJ0ZP227wwfOf/h//rU7Nv7N579ltt0SpqSY15aSiqCsGOzCsrxJUJxUTOUcgsK7HWkff9xTGMJtMmFQ189kMlaOt09MXdH3HO++8RVVXROEJwRJcT992XF5ecHt5xNGdOVJFROgJrWfoFW5whBCYyISHaDtA27OzW66eP+X5Jx8z9QNT3+MuLgnNBmxySHEYiDESkEht0LUAL/FoOnPJLko2916x0QVVUaIR3D0+wg8Wu2vxQiB0iVYGUWq0KCm0ZHq8ZH5yDFoRBLz19kPKqkIZjZACqQTeO6wdePfdtzk7+5Dbt24xn81YXV1h+56rpiE6z2az4Xy94Wy1QgKl0XTB0waPUQqlNGiNEFBOZ0gBLteIB+cQQSCjT3VXpZBKpntMCEwIuFwv/Trab85PXofHkVy3FvHGEivy2hOwPqY1Smh0URKIOB/o+562bRm6hqooiN4jgkPg8banbxqOZgVmXqBDi286FrWDGHFdk+qDeKraMJtU/PVf/YS//tEPefvhfW4dHxHcgBKCB/fvURhNs7E8evQZ/89/+v/AGMPx8TFGK7TWVGbLcu4YmueswiVXZ++jhGcxn6CUYVYpdFFRThe0g6XpLH3fsWoalicLdGmoC4lzEeFJEPsYuceIEhGpEpQ5wkwpmEk1yS+yr+SQfvn8XIOuY4Z07UyuU9nxJI5/I67P7Y1ffC7zyoWg5DBCTqbG+OwaphvjkyhyarjPktINrI2+djoZZoz5gMWM2cWYoUeuHVL+1IQKi0BAIiKEGHL9LCJCIPr9HqLyd/MjWSFXQdPiFVLGpRRFYShLTVmkgqNUESUCioALySFJYYgilRT7vmG1uWLbbtns1nuHVE7q7JAWhCh48fKMECOmrJJDOj1HSJBSUFWGotRImW4n69o3CtmlrCAREepJjSkKtNF4It7b5JBCIISAEBKZazvW9kDAWk0sS7RONUMB+OCwtkdrSVkYeusSdBoCBA8hERCUiAnisJ7BCkIEoTQKgTYSEUCjYOhYn1+xu7rENg02DFg/EPqeOFhwDhEcwbocnElElKgiIp1HWg/9gG97QtsRug6pdMomygInBMNuR4wiXVMyFQZkoTFKEBW44BPMbBTz+ZzJdIIyBoj46PHB431BCAEpJVVdIY1GFQYfQyKvEEEqhNLoHFULnX7ek3WkSK8J9iQcZXQ6dvlWSHdL/jEjH1pAiDJd+2/cI31+0fj1qc1Np5RqRTlz+QJn9StJPtfFqP1L1zlRzkcEiCgyYCczdJdgfqREoiE6YgTrHM46nHPE4BN6g8RohRQQg8OYQKU9Mnqij4iQrusQXF5zHFEWiBDodhdcnj3leKaYFB4/9EgBu6nEGoO3A5fnz3j6+BcURUHf3mIxn7NczCG2SDHgXAtdz3Z9iTEFq4sF2hRIXYCAqZxjJBRaMNhAcC7V92NESYhjmS2S9ndfV0troiSVYEZimhRfft38OzikX31m09p+nZT5ONaCXrtCrrdxczMjw21fj0oOIASXMzGRT6BAZmqczLyslKFJhMp/LwWmMhRVkZxGjKkwHJInTww8T4wZ+hEC4bl2SDLVn0YM1I9wpfOIkBiBIiRSxljXEiE/FwVKQpfZUtuuSQViEVks5rzz7jtoozFGc3l+ztVmzaP1mqEf8INPNSoVGezA5eqMpmtYb1Z4PB6HNgkOEGsDMkUo1nmuVlukUiyWJwghmZpUd5jNZrx8+YznL84ZbEeMnnpSor4kSvm7NOc9q3bN8thw9/495ssls/mMwXsG71htGwbrUKagKEvefvshzjkuzy8w2rCYz6nKEqGh71ps33P//h3K4iEhOppmlZhAMSC9Y1Jopg/uUkZPd/US6zzWec4vr+gHy/d+8ANOjk+YVRVGKaZG8PGPf8x/9p/9U2TbsFAS2Q24ZoNqO1Q/UIaACuBtumakEmgktSpQ0qCQ1DZiWkvVW/zgWEzBKIWvJIOS2DIRdKKOBB1xRaSup0zqmmcvX7L+5OdEFbl97zbvvvcuxhiePHmMdRYfA9ZZ+qFDCMn8+Iif/fxnvHj1gj/4g7/H228/ZPfqgmA9995+i3tty+zWEdv1mrOXp1SzNeV0ytC1uGGg1JLgPU3fIYXg+PYdAGzfEaInBL8PaGK+V5U2makq+cLV/e/UxkD0S94lftnhiBtrzc1K9lf61LHUcGO5Gv8RISE/ImdFMiKQCCIyKjyeGANFUaZF2/YgG7a7HZtmS6UFZWm4dbxASYEIjuP5FEOE4RI/rNCFgRh4+fQpMQbu3j7GOcvq4hzvBvzQc/r0CUW8xIQZJoAIA8PQ8yf/5X+DHXqmswlt2/KNdxZIqSjLiB3OePnsKcOQID8ESKn50X/3r9DFFFNUmKJkfnTCg4dv8zu/9wOqyZx6ukDWirqQqBgJvUdHi5JQaEOMkd72CFL2aHQKuiUBEZMji94TnePLTsVXc0hidDg3T9CNKk8mGUREuulIi3jiEMTXYLfrgs6v/pz0lBf7fQ3o+iGjzI4oO6hMCkgU70ztVnmf5TU8FwmZnh2vnVEmaUTx+rWX4qq4p2UTSVTYMGLp11ngWENKkXuCM5SCQEQqBRJCdEgp0FpAcAz9gLMtwXVEP0AciFhC9PRty2B72u4K7y3GeKpCosqasizQhck8HlI9xHlCLACJ0Z4YPD4EpNBo7SlMpCwSDi0kLI9mieb7pkwk8kgg4oPHeY9zLtGbM71YKklRGqq65Ph4jrWOdrdLC0MM+OBwPsEGfduiVcQ7gxCJ9GJ8WiRLrdFaJqdrB8zQ4ozC+cDZaUe33eC7HdHWVLMJInouX52yPn+Fbxvk0CO9Sw/nUN6jQkTHfElFiDExOzWSUkqkkOnnmJiXoWmxmw1immpg0Qc0kdm0preW1W6LUIJJmFJQ4EUkKhiB+EikbRqs1tihpxt6dk1D13dstmuqSU1VT+iGnsE5ejck8oxImU9R1wituX33HlVdI0TKTMu6ZHu1otltsYPCO4cPDhEjPsZEHpKJAqN0apOQEnzMDNJ8L0op//sqIXHTOX3V1oVfzph+9fZu/n6sUI/O+PMbiiNis18Hc21TBEJMv4tRXHPAyPXkEFDKpLVKgJICJXVyTNGjZaQQAZ3f32wugIi5uySEnvXlS9ww4IaO7eqMvlnTbi/ZFVAWBo2n3V7SNA22L/HeUSgAR7A+/22PjIkyntiSjugGHArb9xRlSVVX2L7Bdg3GGEScoERaV0NIgbMiBewiUXzQOVuSQqBEgJhaDQg+cdhjyN0qf8saUhxPwL7Wkp9fe0+iMENIlHMh8Blt5WY0/ksXxOs7J0RMzgUQQiGl+WWHlGnmMtMyZa5hpcJ/ck5BRobo9gcveEfwIWdKI9Y5Op98+eVdSbsrIKQbFR+QAYIXyJipCDkii5mXGWMkhjEj8swWFbrQLE6WeG/ZbS+JDHTtmu1mxWZ1lXqOpODurQlKzRjChq5vePzkDHzPZNYzm0+59+Atbt054fa925gyFeabpmVwnq5LDmm13rLbtTx/fsrV1YqnT59RFEcQHHfvFrnf5Q6L+Yz79+9SlsWXnfa/MxNCYKoCFx3PT18w71ta22PKCm0MdV0yNwXvv/8O88Wce/fntG3PYHt2u4arq0tKYxjKgvXVFbvNho9+fomzAx9++A1mkxqCo64r3v/gPRbzKffvniCHFtVskGWNKEpWr55w+fiU1eOP0O2at2/NWV9e8k//r/9nYtfy3smC4eqS5uUpqm0prMX4kCj/JKeTqOkkooEyzFWR4DAkhY8Ya1k/esTzy3OOpWRyfEyIiVjwrQ/e4eX5OT/88Q9ZHp+g6oIuWra+Z3lryZ37d/jp3/yEy8sr/vzP/wytFPPZhM12y09/9lPOLs559OQxdx/c5/7DhxTTktv3b/P09DkvL065O73FpKwRVcl0NmV56xbBO5wd2K43bFYrPvv4Y169eM7lxTl922LqAjv0nF9eQYxUZUFVlSyXc7SSaKVo24Z+6HEu9bMlxup/bx7p78z+7XrxxP6R1sK0po0Qnsz/TsF5grSwiRKuQsSHSMjBbFUUGCUYugZhDKbQ4C3Rd8zqmmmhcdbS9g1nT36BkoK73/8WZ13Pz374r4nBowWcvnrJ6csX2PVLzpYLvv+977GcTlC+xbdXnJ6ngK4sCvquZ71Zo5VGa83JyQnT2ZTNeoPzkeXRDKFrdm1LWWvun8xY1ArXXuGNIFQGbSqMNjT9DucjVZWCncG2CAR1oVBSopXEDQO23dG1DbYfqEtNoRV1XaGU+sIj/W8RKovPXYji8/5kX/QbMyRyc2mKHtLin6JebqB2OesQY+aRvayWaF3sa1MjiUImbC7VE/LjOmcBosAT8C41JsYQU8oYYs524msNtpDgtz3xYfwuuUgXQqKJixgZkyoRx7ReEIMgkDOjokASsDHgnSW2geAtXd9R1wVCRIyW1JWm1AqjJFVZoBRsnScIR1F5hA4USKYzQTkJSD0Q4g4fBqJX+NjnuhQoIto4TOEpykBRBpR2SDUAHVVVUpYFVQlaO6xdE+Oby5CkktRVjdAFPngQYAqDc5Z+6OmsS+2EUjKZTri4nDIMjhfPXxJCClCEBKkEV1cXPH38iN1mRbCWqpDMplMKCUVhcH3D8XJB7N8ibFe4y5dMl0fUszl2c4m0LdoPSNty/uRTNpdXhHZLaFs6Ir7ZwtCjvEsZDxEVI4qUIcV8xajsoMasKTVKB4T3FCFQ+UBzdo5vGs6aDaoqMHVJs90gZMQUinpW40Nk12xZzGcUVUE/9Gy3a+LgETFyeSpo2obV+QXROe7cuoVWivVmReGrVFyeTXHa82T1lElRc3x8QmUMs+kM7x1916Z+txh4+M7bzBdzTl++YLtZ8/zJo3SdK0UMHhscykm6occoRVAqQYaZJSiESNH8G3ZIX/R5N3/3q2G7X47IX+9R+lUb/fwvr9tfGbf4Wm3p5h+meLdQKhXxfUBKldcrCN7jXSKoyOgRXtJogZYBo1Ip4tmTp6yuLrk6P0MJwUc//SlXV5dsry5THYeA6ztqY1AIovesLi/omx192+D6Htf3KKXQZUVQisoUSCVRUqGlRAmZevFERAmPFJ7KSIwE2+1wfU30A+vLMy4vL5ktTygnM84u1/TW8/CddzFFSXQ+EbbQRCURUiNFQEsojUJjqLKzappEQeftk197Pr/CypQoymNStC9i7ct7n3NUI2QXRowvF1iIN2pF+SyKOLIlGQMvIVLEURSGyVR/7oSDlAmPk1Le/MjEfY9ACHT9gB3snmUQ9hTt5HxURn0F480l8/fI3y2EVJkMMXVMx0SfF1GgcjVTQm6DS2+NRBbLBUpLzq9OGboOe7VLRfXQUdUKowPFvGQ5PaYuFIWWKCIxesLQw9AwP/HEKDBFiS4Epm7ofcvpxSuEUggpcZlernVNjAIXLShLPR3orWUyc5iyBSmZz29ztCwQcsdgtzx9+viNkhq0MZzcuY31kbZtMaVhebTg+YuXnJ6d89mTJ6w3GybTGdoYiqJKzDIhuXXrFt/+9rcpSkVVGT797CP+mz/5rwg2KSdcnD5lMZ1yNJtADOzWa27fusUPfu977F495uLjv+Gdd97hwYMHrM7O0X3PNHaU/YYf/8nf0Gw2zEJP1+84ffYM4xyVtWigJDkkGUET03nPDqlAYhDp5okBgkM4i5CKJZIoNac//xm7ruXHTz5D1SWd64lGM6kLjo7n3H/rLs9fvuTF81fcvXeHYlKx3lzx8uVzhk2inL969pzgPVJKHrz9Fr//R3/MZ88e8/GTz/ASopK8+8F7VHXFX/zpX1Kaim9957dZVhW37t9l6HtWl1epyVwp3n3/faZ1zaNPP+b87JR/8c8aXAgUzQ5nB/quwXmH9RajJIVWCV0InqosMFphjHzjDulvZ7/aKX3xX4g9l+o1ctaePHXzkeD5FFBLPIIQEuO1KgwMkd4YjFJIYOg7+q6ha7Y4AW109M2azVXJSXCUsyn/6l/8Cx4/fox3A0LAq88+zZnuJdYO9H3LraMj7t+6laE6yaOPPsJZy+rsgr7vGfqOqiypTUGlDbUpEskqBIzUiAClKZMCTehRQbCsa0IMXL16hhER8eAejx8/4xefPOK9D7/F7XsP+enPP2bXdvyT/9n/nOOTW4QhUdOdUlmRpkQLQVEoZuUElaHJEDw/++kn7LZb/vC73/i1x/6r0b4ZJTvGEzV6p+uTsmfX3SAmvB5l/LqLIrs2MWY5Iku7KJQp0ieP2QkRRHIeUY5YbaoPuRgIPhC8xzqLde5anyeDuSo7EnKPEULlqFfta2EhY+Z7eFhc72VkzJCS4kLIzjfI5NQaa5GeRBvXCiUNEoVRmqLUDEOHUamDWcqc0gOIyGxRo51n05b44JFaoHVicpnCUFaGyXRGVVcjnQMhCkKAzbZnu23Y7RqEHOWJPM4PmFIxX0yzQkNkt4t453iTFgn44FNG1Lfs2h1CwnQ64cNvfIALgaqaJIadSA2a8+UCJSXBW169vOLj9Yrnz5/Q9y06eqSAfrdhYztWL5+gpeJ4MSf0DVenLwnrK4pgCc2G9tKg/cBMgXEdtLB++Yx2u0uSQWFgaiRGKGoRqULAhJAz6VxkjOOiI3J9RYwqWSCSJJOSkYkUBCFZdz2iadDWEkTk7NkTRF3h64J2t+Hs9AXNdgvRc352ytB0rC4u6XY7lA9Eazl79pwYA9PpjKuy4Omnn9ANHfOq5nxzxbZvOZ1WVHWFKQxVVbJaryhKw3w+S86zLFLAEzyb3Y7V6oqLqyu2TcPi6AgpBdNpTdc2nL96iXeWoe/xEqxNsLKSgrquqKuSuq5eCwZ/0/ZVfN8XZ0nw+VrRjd/+2s/Yu7Exm+JXrGB7h7XvzNyvW+kYRXZNw3a7QUjQWkK0CCKF1hAstu/QIuIkPHv8BBsFrrfUpqR1nkIbvvHee7TNjl9sdygtKaRmVs+YVrPE1hWCpu3xQ4AgUcIwqQzGaLxLjlKJAhccwUPXOuwQsS6RxmZHCl0k+A0kVVHgh5ZnTz5DS8VvffN9pss5RkXu3T7CukBtFFoEJoVKEkjegQ+43tMOlqHvWF1dsttsGPoOOwxcnJ9hrYX/6H/6a8/lV3JIo9RcIkNnyrXI/Qn5pF07I7lH96IUv+JExs89j+f2daad1Im6Onr1MDqW8SKRmfESIt5Hep+0urx1WOvwzuekTOybTMdyZdxLGeWG03xlhVwLiyEw9jSlfgORVBLGImXGJRPFGxCJ8tn3HRGPVCCUphA1RsO8FpSFpu22qNqgyyKlyfkIKhU5vjVjiIp1d4F1FggIBdJAPTOpvnLvPscnx0nbSyiCT6oDV6sd52eXPHv+DKHIzbgO6zrKynB0a0lVaKSEyyuwdvgqp/3vyCIhhtSw2nfsmi3rzRVKGo6OFtx/+Bbz+QJdlAghGIaBsix5+713OTs95S/+zZ/z+NEn/OhHf8npi+cMfYM2Ci0V3W5Ft/Y8/eRjplXFH//h3yN2DedPHzNxW+bCwW5F4wfq6ZSyLDF9A0PHxZNP6XYNU60pvKcoFYUWlEGh+wE1hOsAJF+bqd87wclK5f6zrFmlVERqmCtJKRWnXYfc7SicYwiOp598hFnMmL3zkM3qgiePPk3yNAieP33MUxs4e/WC3XrNcTlBWMvzzx5BjNy9exc/dPTdjuWdWxzfvc3LsxdcvHqJC5ZyMuFoeovZdM7ZxRkhOCaTmsmk5mixYMSoH3/6Ka9evmS3WWOHgZM7tzg+OSLYge1mjXcD2/Wa7WadayGBSV1SVwWz+ZSjxTz1g31JHeDvysSN/37pe38lXPfv8JkiB75Zm+Hzjmm0/ep1I2ANSIw2aGlQGc9dr9dcXV0lLTqtiEOHFKleN3QW27VoEdEy8tGjl5xdrimNZl7N8J1lXk35/d/9AZcXFzz95BGYgNGSo9mCZT3f783ObZIyi1cYoZhMJggh8AN7PU+CwNmQWL0+ZJKF4u33UsC8W58jtWExn9J3Oz7+2d/w7d/5Hr/7g99jtW3ZdT3vv3MfpQumlU4OqS7wIbDZ9gQfGYbI6uqKi/MzfvbTn/Do0Wecn57RtS3TSf23ryHFcfXNkEUu5Lx2BtPCnU5eyKJPo2pDHDG+/fMN6sm+4nR9MTDWDEWiYAfvCYC72f8wOsAY96ytbux87ofkLJXMeqL71llAZ2ekk6yRUIkVM8o2xJidTKJyps+R+12MInVep7ePtPbU24GMhJAOtio1goAb+gQZoumHnsthy6S6zXI553g6YVqXmOkEWShYNLR2y+W2T45NhL246nQ2ZTafsTw6YjqdQhY4VMUkUb/9KZttxIeCslzw8C1NXRdMJzW377zDbH6H2aTGGM3tO2+/dsx/01aUJXfffRsfBV3XobXBmIKiKDGmYDapKIziZz/7Cev1mldnp2iluf/gPs5Ztts1s3nFv/8P/ojt1RXNZs2jj37B6uyMZn2J7wcqCcu64K2TY8rCoIgcVyX358f0XU+/WaW+pqLAzmagNRNcCgr6HuE8DAMKQSFkEoWUAidH/s54TSflCFloZGlQhU4sGKVQpcZUisH2sNmwkAKqklVV0hLoBktoGrYX50Ckmk05uX2Xk9t3+Ms//wseffwZm9NLXNPTt2f43vL+g4f0bcvq7AxNoL5zQuw6mstLlHNMC0OlJAUQ7IDrO9zQYW2PcwNnpxs+/vnPcdbirOXTTz7m1YsXTCeTVCOyfWJl2oG22WGDRxWG41u3KI2mLg11WVCVhlvHR9RVRQieYN+c0sevs38Xh/Nlf/PLv84M2hxwXvvGPVaUlrTcJCtJNeoYIq9entHt1vzsr/+Si7OXbDcbnLXokJiwwVuGrmOzWVFXBfPZhL5tOX1xyuXFOdYOLBYLdusd/+///L+gaxueP31JVRUcLebESdLdrKsKbTSVqem6lp/85CdYaymWE4SUeB8SBC4V1jp2O5sCdh+y0CqsLy+Zzae8/87buBC4XG3xMVJoyfnpc/7yz/81s6NbVNMZjx49ZrvrUOWPmUxnfO/7P6DrB370V39N07RsN7uMbApevXxOs92wvrqg2e1oNiatlV9gX626/SvIC/A6+21Mi6QgL/aCIMQ1Qy/jrGOWcvOEjyf5tYsip8MB8CR4LIwOKbMiYkxp56hsba2l//8R92e/smV5nif0WeMebDrjHXyKecjMyJpS1UCrGomWWi01LUQL/gb+B+CVBx4QT4gHhBASEl0SSEg8QEMhQVdldnY1OVRXZWZERoR7+Hinc89kZntaIw9rm53rkRkeXpmRl+UyP/faMbNrZnvv9Zu+g/MYXfrdQgpI81BqHkcXwlIBRsxc4qPG3SEXzhzEFGdm8aHrlxNJzO9lHvKKg5CTKPUjgrJREQlTLKRaFFPwjOOO/PiM1WrJxfkpp+sV5vwUWVfkuqPr7/n4ky/Q40AWicVywcWjCxbLluVqQdU0mMpSGGmSanVGjJn7W482PTEZtJVcPlrTtgtWqyWb0ye0izOWyyV1ZVlvlhjz9kAN1hiePH2CnPkK4zDS7XvquqaqapraopTgs49/wRfPnvHhx78A4OLijHbRcnZ2yvvvvcP3v/sdwjjgx5F/Puzw+3t2L/a4oWepFeu64vHc5hu7jpU1PF7XXLkrhn5fApIx+N0GaQx1LmKPwQ0QIviAlBqjzVH5KonyVT8IxxTtN2E00mikUaAkQiu0LTfhJ5giKylQ1nJSWXQMpY08JPpbkFqx7E6pn77D08sLfv/2hp//5CfUWaEi9Fd3qCR47/IR2+09zz/5mGVTUQtJmhxjKpD0VhtqIdFA8p6oixJ48I4YPLc31/zlj39ybGV/9OHPefniOR+8/z6rxZLoR3KKBO9w00hIRdqqPdmwWrSslwsaa6ispm1qlJLs7u8JbzkgfV1Qw2/i9d54EJBn1ko+dkpKEnoIRvk4VhJlkA0zveTm+jXXVy/4yU/+gtvXL4l9h0i+wKVnkqv3E33XwcU5bVMzDRO317f87Kc/YxgGfvCDH9Bpzc9+/FNSKm3qzWrFYtZQlEJT1wuapuFkdcI0jvzkxz8jeIeeRVBLVl4+jw9iDkieGCPWWowR7O7vMQre/dFjxmnixYuXICWmabm9vuL585d894e/zZOq4ovPPuXFqytG51muN3zwwft0Xc+//ld/wt3dPVevXrPZbDg9PaXrdgx9P1fdO6T6aoIyfI2AJETZlHOc21l5hgAcsoI3qp1MntsQs57cjFBIcGy7lQCmZv4Qc9CYM5H5JueiJERAyPJBpCTPraiUUulzx8g0//Tek1JGKUVKRarDKIOSGq2K3D5RkHJp70lkkbgQxaJCKIOkMPiRsbT6MqRQYN0hxfL5Zy14ebDZgEKGI5H1bD8xS4JIa1FaoGvLo9NHfOf9p5wua05XLc5NvHz5EvfFZ0wx8JOrovb84sXzwg9RsFi1XD4aj7OX3X5PPw50HcQoOL04QUjB9as7pnHi/r4jJ0HOEq16tLrlJz95RWWLdBAktCwnxf/yv/M/+vUX5W9gCSnQVrHrOj75+GNePH/BZ598Rtu01Lbi0aPHLBZLTlYt6+9/l3fffUyK6ViZZ5EY+z2ffPwhU7fHDz3f/uZ7fP8b72LDPwHnuP38czSCViSyd8SpII2u7wa0FDxelmxRCoG/u2GMkZcff0gKgUcnZ4VYi0bGTJhG8KHcKFyyg7GAkEXFPmpB0BBURhmBrBTRZJwI6Kxpk2BwE2Ka2D17zjY4pnXDpCX3O8X93R2vXl/xyc9+zh9tTvnsw0/QIbAwFiMVi+UKlTILIdicX/D9/+i/S7Ns2Vycsh077saO2kiGWDMmT5jVJcbJsb16Sez3xL4r7ZjHj3j27BmffvEZY79HCfjis8+QUvDk0SXWGECQUqLb74u8UNtwfXPDq5cvePzonNPNhhjDUX/wrSk1HDAEv3z3L9358PeH93XguP1NllTFacDNlaWZCe/ls4OaE7o8a15arUkhEfxUhGhz5GS9oFKXfH62AdfRp4EUEjoUgdUQPIKEnXXo3DRBTmglee+99wghoISgsob/xr/zjxmGnk9+8REpBT7/4gvu7m/54tkX/PCHP+Sdp0852WxASLph4P5+S7u8o24aTk7PCCEwDCPOB3yMDM7hnKfKYFOi73uaSjMOPf0wcHtzDVJi657RRfopcHJ6hlSK2+tXbG9ucCkzDQP/r//nf0aMif39Lbu7O169eEa3u2N7d0OYEZqPH53zwXtPiTH+2nPna6XKYq5yDi92fM03jnc+DH95gMvJN56XZwJppqDcEH+VYHcISOXfKPj9A9n1UGiJVLKQEIoMh3OuBLsYQRSfmxASMcRCOoMipY+c1b0PFU4R/8sSUAUGiVAIlRAyPxRvsUDWk5gFWYWYg+QsMnnIjqCoKEgQ+AKV0A2VBlsZNmenfOvb38YQsQS6sWfc7+m2d/R9z19+/Bl3/YD3U/kuVaYfIMR77u7vuL655sWrV9ze3XG/TXgvuHy8LlnrdkBKzWp1isiSlOZWwswNI2fGqScER4oHXfu3s/I88Oz7jhcvnvPpp5/ys5/+jLZuqG3Ffrfj5OSUH/7whywWC05O14QQ2O/3hOhxfiBFx/b+hmlfKqIffvMbPDo74bJuECHwSWXxfY9ynhg8Onii7+nHe1brJcvlgjRLC037HW6a6O9vIWf0yQl69hbKcYbrh0AOscC6DxUylKRISrIqlVMqMnwII8kyE0ScbUsSKgRwjmm3YwoT0WSCEgwjxKEndjuuXrxCKIsIGZUEVggqqZDWIhNYBOum5Tvf/TbKaKRVqC34MCEl2KxJnStimD4QU2LYbUv7bpzYbDa88+47kCK7+zuCcwjg/v6OEAKn61JRSlHU7CfnyFoRoy2Z7X7Loq1pm6I2rZWcbQTe2unDoRPzV+59o3325o8vNWD+pv+iKPJjuPwlcdki90LpqwgKHF4otNSEkr2W2RuJpjJoUdryXW3xWhKTnDsvD/JlB9WUGOLxvtV6Bbls+EoKnjx9TL/f8+r5M/q+Y993ODey2255552nXJyfgRAorZmcZ5hG+nFAao1SmhgTYeZVxpwJqejrqVliK4ZSwTtXxgXj0M8uAonBBYYpsNveU7ctQ7dnHDp8FkzjyE//8sdFUFZq3DQyDh3kOKMzy+d558ljTk9O5qLhb6v2LcqFKMkzM1egkDPbeP5JaXtlZvSbnO0nONRNv7wegtNx06RoQpXHPpizpZnEmmLxZHJuJIbANBal5+j9LJX0YPNWKYU0plR1wTFMfj6Rirx+VbVopbGm4lBpuxAJ3pNcB9kV6Q+ladoGKRRNFoQQ6fb9fKAci2XZ7M4vz1itVjx+95J20VAZgciJ4HZkPxH6LavGzryOSPSRJDTKNizWknp1yr/3jX9A1jWLZYvzjlfXL7h6fcVHH/2cl1eeFy97tvtMP1iU1igt2feKnAXTWCGFIsZMSpEQ0hykE0qW1mOR8VNvoDLeznp9dcX/95/+U4ZxYnt3TwyRk/UKPzmG/Y7H52e89957dPe3bG9eM7qJaZp4dfOas7NTfudHPyTHQHAT1dkaqwQNkMaO27sbmBxpfw/DiN/tkTmzBPLkGO7vWFeWernkk8+L7P7tzZ4UM++/e0GlNbHvCTESR4eRGqvsw8hUzk43h9a0VsXny5qi6F7J4l1kSoBCJEwsrHXpHcINNCITZMFxphARfkRXFVapMu9JE8umtFOXUmKgtA1TRoeMdI7+6nUJjBqCn7DeU1UajKElMnrH87sdYRrZv3hGJyQpZ+43G/zujrtXr2AaMCkgBOxSIPuJm6tX7K1Ba1kSuxgZQ8C5qTDsge1+T8qJ89MNTV3N19vbS2i+9joEor9lMALwztEPHU3dsNisiyjqUNrMSsljAuxdD0IQ8oQgUauE1RKrFPu7Hd4NiOiON8LENHWkuKSpK9zYMQwDIUaU0ez3d7y+/oKTkxO01kxui/Nb/uiP/xCjNZuzBZdPTmibmpvra65vrtnub/n8uULoYmsx+j0hTchKklTirrstbgUqoeriHWYWNTllVpsNdWU5azN1pXn+8gXjWAz+pslxt93jY8ZF+PSTj7m+vmG/H8g5cXdzx+gcu26iaVu+893vcXa6Yb360Xz9ZLb393R9P39XDmttGXF8xfpaPKTDgRaSwuWhoOkOCt9CFCQbHEAMD+tQVb2J6Z9/80t3HAc1ZTA4o+sOK8ZY1BZ8KG272f2S9NDhl3CUElJSzlI+eZapOfSE8wN4QslZv7W04rJkRp9ENHn28SjVkJrnBzZW6JQxGTabDZvTDY+ePOLkZMO7HzxluVxQ2cJSCuOWMA70d68Lrl9lSIksA1KbIgIqJEZInjz+ANWu2ZxscG7CNguErHj+8prFGFiOkSQsUvekVAJ1N/iS/cSDVUYqcvF+Ng1MES0Vah6KCNTXgtH+JpdzjuevnuFCILiA1ZrKGNJU5FGUFBgl2Q090zQxTrNczm7LetXSVJYUBUFEGq2otIRhIHnP1O3J41iES6cJ6abjUDk7Rw6RFIooar/dcX97y+3rHSIL6m88oa4s474nhVi0trIoYr3zfDAfsvNj+3meISk1gxkotyParswbZMmgIMVSLeVi8CdSJI9TOfmsJ8WCEM3SIoQiRw8iIbNE5RLEZIqEcYTD+Zk8MoXSZlQCm8o5XQEiR/IwkIDJBzSZfdsw7ffl+0izgv5sLOmmsQR7XVpxKRU1kxg8ShZB1WEcSSlRWU2MgXRQO3lr68FuBB7acw/4pl/aVY77za8/0X/VQ/JBqJeDw3Lp3KgZAp+Cn49tRAmJzLH4HIlM8iPj6Bm7HWO3Y+r3uLEvwqipfH+ldVX+jeOfM7NE1kSMU6GFqJJU3t3fFIJ7fUa7qHj65BFKQcyelAO77p5uOEVrRcoRZEZIyCLhU/EtCjGRJejKkH2RALJV0fxEemJK3N9vcc6XUUTOZSYfMs4n7u7u6IexGPTNX1wpECaMKTqH1lSslhUxRmKMRSJthpbnXMYpvxGlhgNIgVnTCvFGhXRA080nQypHtJRtB4TSIfK8eQJkyAfLX5GO8SkDKRV9pTjKIww7Bk+KkeAmUix+NiJnLIXNb9SDNXWMieg9tamKp44qWm/FeycVuYsgccGjjaGqaxZti9aGYRT4MGCrGiXVPB0KJDLNouH9b36Dy8tHfPNb32ZzvuLkfI22GmkkWuoiZWTnsnyaSG7CbW+JY4/b36NiGUiHviNOI34cQAhO3/sOZnmCWq8gR04fPeZ7P/wR/86/+++RrSJXmp//xV/wxcef8K//7M94/uIFf/Kn/5pd35NyqZRyCsU6Pc+VZs5U2mClpmkqtFZomd9qUNJGc3a+JkRIIZGcJ06etrI0WvHyiy/o7op3T2mlRoQUnG1WLCrD1O2wRrFoLd3tDdfbe9qcMSmRb+8I+44v/uLP0SnznUePGXd7Pv3Fx2wWNU/OVnS7jrHrefXsmpube7IvfXsjwJCYoqNSmtX5OdPg6HY9SpRKugiJSoQuM0hpFFIXlJ0yumi+aQF63hgl+H7ETxM5OwQeP+wK3N11dDHSdT3JGGi2+JTxObPPL5FIzhYnNKbicnlCbQxN3aAixH5HSokQPYHi1xX3JUBt72+Zguf09ARR6VkVPKH8hNgm7qJnt93R394zhYCLET+5UuV4T8oZN0a8d+z3e6ZppNvvqKyhqSuub25IIfDRRyXJWy7btwb7/usK+a+cDeXMb6JCstbStA1dt+f27obL8zM2mxNS8MTg6LfXCJE5P1lTWc2iqQnTyDjs+JM/+a/4N//qj2lrixTwJ//l73N3c83jy1O0EgTnGLqOV6+ucFOP1AofI90wULeKs4ua3faKnBPf+sY3kVJydfUKF+759LPXbE5/l3/0j39UkocU+YM/+AM+/PmH2EZQVTV2IcnakuREVhLbLtntO16+vqJdLFidrPj0syuub64JwtM2DS9396VNncHaitOLC2yjWeqa4fUNr1/f0I/PcSHyW7/z9zg7v+Tb6zNShn0/IJVi2S5Q2mBn+oaUkrpumKYJrRRKSaqq+g0FpPxwrL90jswzlTlnOQal8sB0nAh9SeVhfsEDpu3LLd8H4dMcI4RATsW+IXr/oBgbi0meyHn2bRcY5oRVCmIWxCyxqhhTFZn9UmoLBHG2Yigy3Q/Dc2RGaIkUCm01WmkqW2O0ZtkuaduWx4+ecHF5wZP3HrNcL1htFuVblBkOfFM7fyYhSEohcyAohQjhmDFLoYiq2KWDwFZ14V1RpOq7riOm4ja5XKxZXZwy7XYYKXl9e0PMiXbRMjrHMJbsNqQ3CcTMVWBGKFBGYaxGyfR2A5JSbNYrQsxEFwmTI6gJqzRGKgSZoduXo59zgU1LsLHCNRY/jZDK0Ca4qRjrpZkr5h05OAgemTM6RWQM5GmEqpjSDX1BnY3DRPCJ2mjqypBCIFBeR0gwSuOELxmdkqj5uAhxUPE4zDLfvB3GiPmYqc/4S45ivimSU0IjMEJSa43LMPbTsRWYYiQmwZQ7hAk4ZVGxIiqFTAovKPDs6MmSIuM/J4FmduescqmsIpk4uwpnEkwTuAm8Ix5UnlOauxqRHAXeOXzwx81eazPf9NGyJcyZvVQKbcxbO3/+7fETDwPuv6n9xJvk5+L1OStWp1iABzKTU6Tb3hErQy0Tdzevef75p3z+8Ye8+OLTQrPQslRHyc/uBPI4J09z4hDjzHmUkqrWtK3FOUWKYGxJsI0p56EUqtjX1IX2IQScnm44Pd+QcmAYO2IOIBNSC4TM+OBmkFRGGYmpNcpIhJq7AWKuzmJm33Vo41BVjTIWY4r6d1U3xX8uRKqqoGOFtmXv1+YYgOTcejo4MGitC080BFIqe5SSf1seUi56bikdZH7KhZlysRVnbocdUHTxAHxQparKSs6nyEOD96C+cHjN/EZ1lHMiRkogCqFkculBwpxYFIrVrB5rpUCTqeRBXyyjrC76UbIADyKRlCNCZZIsWmoZSVa6cIsom9bgO5QtmnT1oqVpGr7/ve/NcjR/H1tbZDVXh1JBEORwCD5FqSgn0Gn+qEojlMa0NWYYqKu6ACeEJHd7GIfSwskg65pEor95ydXVK/6Lf/n7OD8R4sSP/t7v8A9/7x/w7pNz3nl6gaoE737xlNe3V3z+xXM++ugThskRgiszPlkyEqUVVQ1VBYu1wlYaIcMROPI2VtM2/Pa3fkAImX7fE50nTo5vvv8BTy4f8Yf/4vf5/NPPUFIRYuCLZ5/jgiMRePe9d3ny6IQcPd6PbOqKZWXR04iMHpk8msjT9RIdE3VwiBS4rC1aCIbR8fLlK15f3RSRXCF48vicZVuxv79DIrBKIZRBSUUKkb7riiW0rmb4TXHOLIFJlYuPwm2TFCkpzQHym0vsNJJAJORSzWglWJ2cEJViIwSvbrd8+PlLbFNTNQ0uFV7IeHeHQ1BNnqmqkNMKqzVe66O3jK0sdVMVZXOrWS5X+BAYgydFj64sQkty1eJionMeFzx1KFyjMIwIY4pX0wwP391vS3CrDG3T8PjRY7Sez6HZFHF7V4AQ3/+t7xcu3P+f1r89ck78lbber1uZIsi8aJsicHt/y/b2NZvVgkorHp2u2N3f8Ye///+mbWp+8J1v8F/+we/zf/6n/0esKR5HtSlalevGcr48p66Kt5UIxdm4qirGcWS773mKZLHecHa+oetPOD1tSCmhVbHgWa4MlV1wfn7BO++eM4y7I0jsH/6jH/GPfu9H/Of//F/w2eef0w33ICTtsgIEV9cv0MZw8eSMummp25azx2dIq1ivV1hr0bZl7Ac+/uIlk3N89OlzHj95ym//zu9y+bjl9PKdoj6hDcvVBm0s2/1ABi42p6SU2e07YsqIWFy1i+1PIiW4u9/Nrb2KuvoNoOzeBCYcqqBDACmH/FDZPPyOxMzhmNF34vjgv1IhHV742LLLs/7dzBaHjJx/HjIMRQmIlqIzZnJCZVCJoqQt5nmJhJBz4Q+lXFpwB8KuoiDwlDqa/K3OVjSLhvPTcxbtgnc/eJeTzYZ22aKNJok0Q+EFzBLzh/cvDq95iL2H6lEKcoFjMUvEIoQBmRCVLqCNnIgzuXEcuqLI7AacH3h9dcH11SvWpxvqRUtdGxaLmtOzDf3Q8ey5JibPOM2hX6WZbiUQMpZsWjiyyORcxBnf1pJCYI1BkMpcwmiQikprlBA01rKoixxNSpqLs1N8cEx+RJJ5/vnn5BxIYSKtV7Bc0KaETRF8yfxVTlgBS2tpl1BfXtLFyL33TD7iYsRKgVKyQHqVRGNQQqBlAXp0+47gPVYXqsAh7Ihc2LEHGgBzUS0yD/5YMSFkApGIUhEVbIc9t7t7Yi4tyLoyyKpm2S5IWfDq9R3aWLTSs6MvRFcQbEY/BAJBycbjrJkniYgcICiikvhpKjNVVWYExFCIunaedaZIKyWusgRfkjkvJEnKwl0CgvNkUfhRURQKhfeOTJ5dZgvsXWlNXbc07VsKSL8E+/7rg9GbD/irELtf9fy/HrlX7oszt3GxaGmaimEv8TkhUlF/UUIS/cjnn3xEbTUNE/c3r6hNUbOTMaBNhVGgRCo0mVxAIlopyIndbocPgaZdFDNFIeeZUkDPM0upivt2GSdo5KEbpAtBW8gCRnHOEWfRzaqqSxIeS1YspCSkROh7hNJUTUvXTdzc7Zl8pLKWR4sztG04Obtgco7JBRarDXW7mC3M82zcZ5BKAxJtTJEomxF7cZ7np+SPMySl9Ax8Uyh1qLq/2mngawakv9rOPVyf5ff5KLuT0gEpNyvkJmZlh18SZfzlCmluNaXjCx/Yz6X9pEiIWWJD5hKEZM7YXIKTiSCzQCVV1J9FIcYKWVoeESDH0taCgtc1CWU0prZIrZFa8+3f/iGP3nnKNz/4BuvVipPNAqUkIghSSPjBobRC16bwbA2lVZdg7vJwUFTijeq08Lg1ImZkgpxMCVh16e95t8V7x9jv2d/f8er5F3TDnm7cUzeaulF85/vf5Yl5QmUF61XNB994grbw+fNPQUT23QAiI3RE6oRUmawiUUgCCZkUKTneZkA6VGxRFDJgpS1tW0GM9Pf3rNqWdx494iDC+4333yHEwN3+jpu7a/7lH/4BSmS0yrz/+JKnF2c8WSxZGYPe7ZDjiPQTtTY82axptWHx3gf85NlzPv35hwwh4qEorFsFc+W+Wm2K029MuNHx8vlzjLasF2ukMAVLmjVSKESWxdo7lkMrIsiYUSEU8SkpSktGJJy0uErwydUXvHx1xZjAVBXLRcNyc8rjD77FZvEF+7stEUnMksVyhbX1kcIgEygpi9wTQIozlHsgdGV4LnIsSM5YWm2yLoEWa1HGopZLtFS0SmEqzcqesKxr9pPjfpwYQ2Q7DIwhMA09iCIv4yfHdrctG9M0lXmb1WzWK5aLBc1iyWK1eWvnz9ceCv3yvPqrHvprqqxpmth3dywXNSfrJePujuRK612khEqCcXfDH//hf47MiZcfPUWR+NH3vsHdzWvu7244aVvadj6mwZPl7PRrDTEGPv3sM1brNY+fvkO7XBOzYBgnut2ORdOgtcYaU5ym12tSSgzDADmzWi6pqoq6rvk3f/7nfPbZZ/R9j5SKs/NzcoZxnBBSYuua3b7j6uo1j55k6nbBZ1+85qc//YTKCpra8u/+3n+T9WrND3777xNjpB9HVqsNJxePmSbHME5IZRBSEbMiRqiaJTlnun1f/MvGA1naMY2OYRg5mZVl6qrBmopFu6Kq66/87r8W7PuBBFTKgAfx1MPp8saQaP7j7FP1MCMqQH4KGqyEuIMugjiaWnEMVMVtMM7me6K05oREz1JAOiUUB1AD2BlkoaUqXi6iWBYIBQ4IGVwupD5JAWfUjWGxXnF6eUm7WtGuVly+/z6r8zPaZYuyes5MQUuF0AJVqZn0S2lXxiItUtKXNz5/zke6T+HQKoSpC4AjpGJ8Fh8MBPvdiHMD292ebtfjx4AbPGM/cn9zz8vnrzg5PaWua7p9j5scbd2wXq5Yr1Z4F5Fyy5s2ywdw2PH6E4cZx9uF7SohqKsKc36OlYpKaoQvZoRtVaE3G7ybykA+BXIMRO9QAk7WK4wWVEZilWTsO6grlNYk74jjyHR7i9CGeHZJ1JGoQlF414YkJCEDSiGNxceED5GqbjBS4ocJIYpfltASaywkRc6zZXqeRXnFsYGHzgKVQMWSAetQSidBIpjIJOBuiNx0AWUF0XtevnzN6BInF4+xUvHuo8fcbjtut3v67Z5BDg/nTkwoWT6vFgI7n2vyAOwTJSiKnNEF+soMUC+Ir+hRzhU0YNJHO/VYVWhtEEozhEAUEpsSzXJdCOMpMkwTXTcgpZyz7ZIBH3oTd9sdPr49tfhy/s5n9K8IJA9iz1++71fZT7z52n/dstawkitSStzf33N3c8P97TV/8cWnuLFn0yi2d9ecLFv82PPq2WfFBoZETp6FlSQ3MMSJqq4QWjL0ezKCul2UJNiU2cvkfKGCJIghE33GrKoCDgCI4KJnmiZev77GqIrTzU85OT3l9OQEmTUn63Oe69cIxtn1t7R3Q/R0w54QI1rXSGHJUfPo4hE56dJeNApbtyhdsVytySljhxEpJXfbPUIolLYkCr/xMI+PsST2SltiEsTYH3mhPsTitiAE1lqc92XuL9WvFeb9WrBvIR+0m452E+IND6LDXTk/HOVjoTPzjY6vN0u15gMbf37VueXH/FOkUKQ2lMJITTvj+y2F7FpadCUgKcBIjl4fUkukogz2lGAEfEoMeHKOTGSsUpysKh49PefbP/guj955h8unTxGLJdiKafCkEJl8RMmEqktA0tbMbZtSMeUYC8rKvFEOldkn0RdEmyrREVk1IBI5R0JOuHBQKA/c3+yYxp7b7R1311um3jF1jmE3cP3yBmstq9Uaow3b7ZZhGlk2S8JJ5PzsnOATUr4owT7NsVHyoEo9B8vStnt7M6SCmhY0TcP68hKZMiIk7q+u2e92rNsWvVyx222Zponb+xvCNOHGAQU8vbwoLcrGMtzf0O+2sF5h6ppxGvHdntsXL4jG4h49LW0wJMF5hK2JShMAoS2qqnA+okSgWSyptKbzdzjhiCEjK0VlamIoHEeZiw2GyRKZJRqBygKbQEfQIaFzRucIueAxvfL0Cq66yMtt4vQEZIy8+uhzzi9Gnj59l1pqvvvBN/nwF59w/fI1u3GL84GmbVFaFZa+lBhVXHCVKTMkpSSGhGFuFVJajlKAEkWQ98AfyuNAUhqpLaKWCKswpmIpJLZyDCGQpSYiWF1eMoXA569eFrWH+z2r9YrVesk4DTjvDuGOV69fY+7fHqjhIbB8+b6/+ji+FGHetDD/OlXTm6uua1a2xY09V6+uePn8Ga9fveCf/d//r1y9eMbZwtJWmncuT7i/Cfz4X/8ZIkcMmUeXZ1ycn7DbbundxOrd9zBW8erlLTFlkAJbl+pGCEXfD0wuFLKqT0SXqcyCtm6ZxrHodI492+2WT3/xGbu7Pd125P0P3uf9Dz5gtd7w+PJdPv7FM2TumHpPiAloGMaJzz9/TrNYcHZxiZYNKWm++cE3+OYH30RpXYJiH1HacvHoKUIIum5gu93x/OVLVusN680J0UdCSuhZkT+ESEZgbUPKEh8iwzCy3e4ejoGUVE3D6FxpQcoCdviq9bWVGoQ8kFjnCmkuj34ZaXkIUPmAVc9vygsx8zvScYYEPASmg6JDLn1zQvFt1wgqoamkoJayBKBUWnc6JpQAKwRaJIwUGKMwlcXPLY3kpkI+S4FKK9r1msVmw5NvvcfFkye8++5j2pMVulJMKeGdRytR7IYpbcUQQ3lfvlzwkpLJplROokTG2GoGU5S5kD9wp7qIUYrGWrBlZqVCjcEw9RPBw/7eM3YjwxCJk2bVXOCGzLC/YuwS0z6jck1jNkxWkJMl+j3RKVbNGV3jkSjiXPxIYal0hTESYySVtmgtZvj827OfyDkTvccrjVMTvh8Zdx2761v67Y7J1hilmKYR7z3dbocPvvTRs8B7x7CfmPaRPA1k74tgYwiE3Q6GgZPVkoWQbG9uEE3L6ckZgswYAvuQuPVQjw5Exi4bUIrdvmOUkjBOxBCxpoIMQz+ihEEKjRIKhcZIXQLEzEOpREaLTJVBpoQKsfhe5UAvBbdSYZeJ1ZlE2yKBtY8J2Y188dnnLFdrTk4vqbVmVddMk2eKkUXbUjUl0ApRrCOkAB89IkWk9wVsoBVmBh00xswWEVPpYChFQuCASMbnRA6B5BymVmitcNkilWYdwedMCr64fDqHVoqL8zMeP33Cex+8d7RPt7ZYKgzjSNcPb+nsEX8lIP3qKomvmCH9qhadeOMxDyvGCM7z6uVLXr96yReffMjt61cYJTlZLRGxJ0ye7n4iTgNnmyVWCVqjONksWa9alrUhpcRylq0626yJGeq2pZpdDJRW1IslSMkwTUQPImoUFVpUDN7hpsTt6z0xJp4++oDVesV6ccr+fuSnP/kFRhey6V/++CNubu9wocxuFquKZdvw3e+coo2lWSxYrjaslic4X6qylOYxC4KQBPu+kGK7ruduu+f65h5TL7ioWkIaSdEh1Kz+kIsgwUFOTmuLUqUKmrF2eB/ou4Grq9cMw0BTt7Rt+5VH/Otp2UmBPLSf3mzPzetLGbd4eNQ8CipwUn7pZDpWRPClmUaeZTVSRKSAzBJDmQtVSlKrYoymA4gEevYUshS0kyHRGEldG/bjWLg5U08MAakVRilOTtasL0754P0nnD16xOMnFwWKVkm8i4wus2pqjDqoUGTCUJjsaSzyK1JwhKhPzhNipGmLIZ026hiQgouM3UhTW5ralidqgXQVOsE4ZmKK9DtPv3dMUyI5xbI+ZSt7pi4z9Rk3ZGSuqc2K2mRSUEQviV6xbE5Y1AMCNQdzgcJgdYM1GjubAUoJIvfFbfAtrZwzMXiCU3ip2W933L16TXe/Zdz3eGOL8nQqFhXDfk+kVKQpQQoB50bc2FOJhBGZoeuwzpO7PWpynC5a6gz7uzuqmLDnFwhgDJEuZLYBlqNDETlbLUBp9l2PEQKm4ixsjYUsmIaJyki0tSgUWmi0NGgpqaRASbAyoUmYnMpMMKYZ1uroSdwJMG1ieSLJAbyDPibyMPHi2XMuHyXOTi6xSrOoa+63+9nqoWGxXBbAjMgYq8ucaBwLZcA7srCl5SMlVgpWVY2dz1NBAq0JOdOFSKDMmkIM5CAxuUYoRUPpIExZMKXILgSCcwTnUVJyfnbKu+++w3e/9z32XUc/DMfh+edfbJmm8a2cO8ca5+sGpDef9Nc+5qtnR4dfpxRJ0XH9+opPPvmYZ598zP3tdUFLLluGu13hIwWPiJ7T1YK20qzbqth1NBVaL8u/JxQpZTbrJTEVNK0x5kgUbZoSsAbnSFEgs0FjUVhSEPgxcX/bYa3l6dN3aNuWRbPm+uaG1zfPZ3J14uPPPqPrhwJGaAyKiqZZcHp+Oc8MFE1bZoD9MAIT01S6QIXnLOmGiZQS+27gft9xe7/j9CJiqgbhAokiQKxUURIp5PtSTmhl0NojlT5Od4IvVdPN9S273Y7Li0dFeecr1t9Y9rmg6Qo0Thz//gBOyF91Zjy8yvz/h5ZeJs98oVzIi0Kg5Rx4REJGICfiNEKIRDchc0HPlTaHZBo6tNVkrUFKNouGtVKwaJGVpTnfUC8bRApMQ8fN9St0VaGqCtpzTLUkkksvf66QpCr2GsJqiLEwr+eApHUZKHd9R86w2ZwhpMJ5T7fv+PzT5zRVzd36BKsslarQ2SCzBmkwleDi7F06teSjjz8kTJLV8pJHF5LpW4Gn7z7m3Q/eZdWe40dBt3Xs+wmZK6xeUNsV1uwgmzK3EgJBhZYNRhuMLnYYKUb6fcC9RT8kpRSr5QrnPM+fPWPadwy7PW4cZqh9YMyZ/X5HiAGpBFIX9QZQWGM526zYrFp8tyOOHd989IjzpmWPJG73qNt7ZM4s6orGGsQstrsfJnIMNBKCT/QI2tWazWox99qhVbpQDGREobHSlnlhYoY9S4xUaKWwSqIUVDKhZMIIf4CFFgWEEHl5d8OH0wBGszjZsLvZImXk6amBKLi92TEOgd19h65qTjcnrE/PiQieXb3k2fMvSCKjtWbRVEhZ2sQH4IS1hsoYdCpcvOAmhBRYpjKfTLFkrj4UyoHVxbpaqSISaiu6fiDOlWYfPPeTw6VcBuVty+bigsV6Rdf1jOOE9yXhyuQiWxXfbsvur/vzX/uY35DIXuHUaN57/z1OTzZ8/9vvM+zv+aM/+P9w/fI55IiWgrOTDUZkbF6xaAybZVO03vqOqAtR39QNUCr9yUfGfmSxDKxOL/EhMUwTVVsG/++98w3WqgLAT6V1lyqJ1Q0iS7rdxM31jm7/Ef04MowD3/ve93n07hPWm0uc80hTYWzFxaMnSKkKJxOIKdPtHdvtDVXbUJkVOU1EGalM8YLb7TuGceTq9TVucihtqJuW5XqNj5mYyhwxxIgQcqaWyNmfrajeb/f9zKsLKGOp25bz80vadslqtaFtm6/87r9eyy7PQIQ3j/cceEowOgShhwfkGe0Nb2Ad5hHTm1Bp8sN59AADL6+rZIG/KlHmIHKePRFj8XIJATGN5JyQKRUIt5TESeKVxC5adFVRL2pUZVGrBcJaTG3RRiNiIE4jw/4e4ytsqKHeoKQ8Sg4xw8s1DzIyhSj3QOKVs3q5n3pCSCwXESkFyQem0XF7c8toG4RXNKYhaKiMwCiByBIpNW27IrlEDJkUBU21IC4DlxdPuLx4zOXlY6xpCD4zjZ5pcMUdEo3RFVrZI1SZXGSClDRoadFal8F9Au8S0/T2WnZSCKw1OOfZbbf4sfj1pFg4Zj4GCIn9fkuMgdV6iRQaPZehlZSs25anFxd0SjCKxNl6zcVigVoscSES77ZIkTHGzC6zkRgibrauN6IUhT5krK1KX3scIGWktuTCri6gGKWQeVasFxzPPyUKbFwr5hZZ+WwHDl4MEe8C292O237H+ckZtq3o7juUglWj8FPibjsxOU8/9lw8esLlasNic4KpKp5dvaDvO1ASa82sGVdgs0KlEli0Kueum9vFiLlTEOcLqchlJR/KcykbthSz15OUqJRL0B5HnCsq4VEIjLHUVc3JZkNWinEYcd4Vrb+UiLkAeAr09+2tL40E5g0kl788/O4N8MNhfxFHINWhlXcYORye9EaLTzyw8wqQSrHZnLBZrckXG9zQ8dN/8ydsb17jpURLwWLRUimoqVg0hpNVQ5gGtpNDxYTUCn2AYaeED4F+DEhdEVMixIgvlgYYbdisT7AhcXt7y+RcQXoKDRSCqfeJ3bbn+fOX5XikAlY4ObugbleEkAhIlNacnl6QEmy7oSCfc3FGGIYJbRvqukKpjBARXStiCtze3tP3I/fbwnMSSqONpaoarBnQappNuA+uDbK06GSmFoLJuaPbQsoglcIYy2K5xFpDXddYW33lsf61Z5aKkmXflAAjM8hMlnlm+Wa8iCSZCKJIv4QU5jadQCJLyyMLqqgQuSDqoisM9sMA1qgDaKK0GHL2CFWBWiFrg6pU0VsSnmG8QvgB091gkmMTJ2yKLL1H+oyeoNGGRmtWi1OqeokKjxBNi4iJbA3BDaTa4Icb5KpBj2v0okYtGpLMZD9SN0u0MpBVEV8dUjHISQaSQYWmfA5fbsTMclhCytSp8I3ybcLfeRafOU5Pl3xrfc7UBSY3MsSBfcoobUBkJv+MUd+jTjuq4KlFwjiFOVlxfmbZnGZSvma7vaXbvqDvdnR3tzjvqJlYmR2XjcMpj4+JlVYsleVs2bBaLwkx4LznxSSI+7cHakgxMHa3iJQ4u2gYBxj62ec9adI4kH1EGIEIcGIdlfCs84SKARlGzPMO89lnnE2O7BwnrztMVfE0J0AznZ4WWGz0jDiu7l/w2gsetaek/UifdhgtsFox+MDeeeyqRUuJaWvCOOFzV4K2koXLEwV2qaitwnW3hACnl08xVgOBCExJ0w0Dd/s9nz274bPnN3SN4JGtOdussbbl8e+8x+Adf/GLj+itY1C5wOCN5sP9LT9+fcc3nlxycbLit77zLX7ru9/iz378E4axtDq0NdTLJSmAdxmxWrI8f8zrz5+xu+14cnZOaxvuhCSnTBjGQh53DqMEzSiodKIynnTziizg26slUUq6Zy9Q44BdtIxC8DpveX33mg8//jlmucRs1izPTmlWK653dwzjRCKT3wTw/F2uHFHTDpkCCIEyFm0qRhfxIWCaBUIbQigJltG6tNddmcEZWZLcAg5O8zRBHGfcmWLSefiJKHyrlIsAshIaLTJSQdtY/sP/4D9mf3/Dn//JHzL1O2oRSMHh+y3bKXDXD7x6NfD6amCxXlE1hnfOLzHWwhZgQoSOcUp88tEvePr0Ke9cXtAQkNOOcerZTSNBK3wU/PhnP+duu+WLZ684OTvjH3//t1i8mzn57vcPiCWa8wvubUu2K1KG7b50afqhSAH5COPo2e87YoiEGKmTpJKGIAolJOcCWDHNGpsk2mznIJZnE9OihedjRKmClNNaH4VScyqGplJAChNaSSpTsWgsbWOpnl6Sc6au6kJN+Ir162dIWWDi7KxKKiekLNlSIpFEIpGIMs0menGeHYl5xljABzJnZCrZXGlxHCqujJQHZESBzgriTD6tEEohpAJRVIZznBChh7hHRIfNI1WKNNGhQglIq2RZ5oqVb6iVLsrLyoBzJBLTmAnZ09uElB5ZZ5R0SO3JUwfVgLIWJQpUMEVRAs/MRxFJQJDgI3kS4ECEhJ5K0FUDkDNiF5D7gOoDpsnUSRG9Z+g9zvsygDQWoSCYniBGMBEpE0YLpDVI01AvNFLFWZgxEXxH9D3RdyTvUSJihMfKCCoiyViVsLLM0xaVYfLley/v/W+wOfwNV8nWHUIK2qZCiogQnughh4yPiZgCtS0X/kIlKgTLGDEpUKUAo0N0IzJEVEyYvEVoQ7Voy1ywqvEpsncZF4t78JSq0hoVCpkfRHd9iLgQsI1GGIWqTNHPs7NQcCH+ABllwFaCaSiColIXm/IsBCHBEAJb57nqR151Iy+7iUbVNEqz0A11tUCsVkg/kbQiJYVoi2dYFIJ+79juJ866mtZKLs/OqaylrSrinEBEUWamAVFmPlITdMUoND2SPinIiiQqEpnJe2TM2CAhiQK8yGAFhFlGpq0aMOU79jFipETmTBonxuC5HQeMd1gSubJEo9mPI8M0FZLzr0FK/aZWIcAnFJGUBTKnmeJ3QIqWLD0fqCRCwSzddKh3DuC72YQaRJ6DEcd5d55hqIf70zx7kDMqVQmNlPDkybv4zZqXn35It7OIqcO7gTCO+JCLZuEY2U8JHSUKQ5IVWVUkYUkikoUipETX9UTvqbRCl4ELMQZCSkcB395N7IeBbpoKGXy5RCiFyZR9UWmksTipENKQM0wUFR0xz2oSApehd0WGLeeMP8iMlbbTkYCjjUXpAnjJxKPDgp+tTYCjTNBBk+4gFXfwt2Om4ShVWnpSCoypjuCUXzfH+xo8pIyYyahJZIQoPJZcIsvxv4MPfdExOjgtcjw1QgI1yw0dnFXL/GkmyIo883UkShmMVlQaNLEgjPBIAkaUHm9B1QkICZFK28xayUIr1s2KVb3EVBukaaCpwMzuiakIsyIzelQF8dZNmCzQCdKqDPrk4EBlyKYE5VQqpRwj0SemKRLnm8lFtgjKXMl3e1II3N69Yr8rmU83bLm+u6IfJvp+ZDeOjC4UbL4WnD0FrSw5CYTQLBdLtJYYqxiGPfd32xnCXbhLWqti7iVygY/nTN8nENC0isXCslw1VI1BG4mPJUtUOqPf3gigcGUmT9u2nJxuik9KcDz7/FOubu8Yrq5xfc+J0dRKsRAKmzJqcMgQkS7T2oZ1uwZXfH/Gfccw9pCKDNTm/AykoHaObujod30BfcTS62+twahyjvV9h5QJK1u0sGijMKqhvrws6aQLxFy0t+pFy2q1IaZM8IHeO4xIVG1N1/X8/NOPeX51z4efXnF+2fLDHz2h3wdCEHzr6XssTjf85OUX9N0emyRKVazbNeMwsdtuaSW0a4shMvUDf/5nf4YQgkfvv8eZEHz07ItiCGg1SQuQmV1yfH73muZkydOTNTcvXvHi6ha9PAFg2N+hUmQpMitrsLahaS1m0cI0IrxnCBMpO77z/e/jlaRvap7dbflXf/yneCk4Xa4IQuG6gc9/9iFTTKxPTqibmkaZ4hX0FpZWipP1GqEMg/MkwAePUpJa1UUBJRdV+5yLsryUgqquizJCcr8S8S1mGMhf92shJcoYBAXOX4wMMkppqCqWy1WZZ3uNGw3Jj2Qy4zigtMZYy3q9YX1ygpRyhm6PjGNBkkopSnVuLOv1mhA8u31pk1lrkVpRty0/+MEPuN/uUPZDTk5PWS2XREQRxS0QllIdxkQIEyFl9vs9IFksVmil0bOmo5S7o0D2fr8n+MDp6VmBl4eCmlwsFkewxUFt4fb2lk8++aQQda09oi2FEEcjVABjDMYYqqqaVeNjaQePBaGplDpyr77ymH+tM2Me8giRC49lDkYHTbry98yBj1TEAsthPxz0nDPpMC86pC3iSFYq3dx56HRQEdeSmSB7YKaHolUH6DlzlHnWFJMKIxRWWkxTo5sWaSxCG1CyyBjlXIzaYiQHgfAR6TxydBw0yvLokS4Arrw4GZDIkElJkqMg+0iYPNGV0l6KWWomRUhFiDJ4zzT2TNNASh7nJ4Zhzzh5poMRlvMcHHFD0GSR5gslE1NCZTmLEYpCRMtFnsN7X2TimQew8sEMUSpJXVuq2mCtxhiJ1sUJ18Ty57c5AlBCsDSWRltaqRjHqWjadQO5H9GuzJCsLEjJRitUTqTJk2IhEUt5ICYDSKJ2BXQwG4MpUTTmjCyctUpZTFJfysoyDzM/Zh1EyEzTVOaPoQj3ZueOIBbT1FTLBbrrS800y1BFN7IbBm52O7ppJKli1pdkSRQUCqsUCkm/7dnv9sQxILRiaWtkyDihitJHwUaS5k2rJG+JrBSe2WU5FnsAnyO4sZit2ZpGW8YUGFOgUqUyGEVAy0StFcEIopF4mZlymJVDJFEkUhbY2mKMRS8X3DtfBIuFRAlR0FAu4MeR0TmWdQNKk1Uo+lxvYeVcWr5lRjvfJ/Jx+yimiw9Uky898Y1Q86u3QPEViPDD3vQmqELOM7RyXcoZAi2VLhY1M3CkbmqapqWdEXQxlXnf0bYjPyCTpSziumW+MzD0I9oasiiBtQkBa808By50GymL4K8QpbpLM2jC+YB3vpiHAkKKYvnwJiE1F7HTMQ+U7pTgwCk92EO8ed1479nv9yyXy9lmQh5f6/DnQ9V0sJk4BKSDpcm/jXvv11NqUEURFpHIMpJFJB0qJUL5KfPx+JWereIIRk0QckLlMgSWB14Ts+3Ew76PEmUoVxtFa1MR0QweGTtUdlQhYFKiygVoYFMZfLeVZmEbTuol1XKDbtcgLOWqL1+gj7M3SJLgFTJF1OTQk0Mbg7SGXN+SWCLMNF+AFbkwoZBJEoMiTJ5xPxJ9IvhINhVJGVTOiFniY5pGbu9eFXOv2NMNmVevBT4mXIjs+4nROXwslaFdrdAGrKkI3nP9+g5rNatlOw8vK1KciMHz+vVrum7HctUWWXdrqGtN00BdVzx+ck7TNrTLhsWyomkMtlHUTrFYScJbFGpYmIrfffI+IsMwDLz82Sf8m//6TxEpInLk3Foqs8J4jwmCJ21LChPPr25JWdCYmhwkIQYqramMZXHWIBBoY4qteKIEL5dpVM37F0+hD1zde+ScyeVYlK2NUtTW0jYNIkc+/eQTcghIXwJj9oFHZxdcnJ6zfvcpJ0/eYTc54m6HXNS44PnF5x9zfXvHT794xnKz4Pv/4D1e397xl1+84Fubd7hYnpD6if10w0//9c95vd0xklifrnny7gmjqll4QZgTmhQSyTuUKIioT599jgdeTx1BgPf9YcJa2sQ+0kiNFZJ1vaBqK9R5QxKw9xKLZLNckJXGGc2NG7i9u+NstWS5qPHOldZQjiiZOT87ZUiJtRaMOeNdJOSiCi4nj/KBvB2ILjNux6+9ufxtl/eOq1cvqNsVzXI1b5iaKRSxZZcCCajqBjlvpDkl/DQgBGj1JQLKX7uOfMo37zzsSRyj4ANCiwOIS8zKAxpjLMkGYtNwoRWbkxMuLh+xWC653+9wR1mdsomTM84VMeQYI/3Qc393xy9+8QnXV9fYusFYy+nFRVFcz7lUHN4XxREpkdqijAFZdDivrm7Y7vY4H8vMam5cSlmAMNba4g4sJd1+z36/5/LyEiGaAuJCYMxD4FNKUdc10zTx4sUL3nvvPZbL5ZcCEMB6vT4GISjX+IEisNlsZk3ABdbaY3D6qvU1cuUHGFyWee7BzmieY6suH7OUQ+e2nLQlACEKgeoAepGH34tiZHfMcuY2n5QSJUCLgCAgk0dGj0iuBKcU0CmjM0WKRkmsKXIbpq6R1oIpNp6Zku0linld8WsqlYYEZEjIGBHaI5Qi3u+I9R5ZxwJn1PNgj0RKkhgVcQqkqRAqo0+EnBGqgDpIuYiiuhHnR3yYCNGBh65XRAQpC2JypByIKUAWuMnNcjUaIRIxZkJIBcopM0YbPOFoTw65+IyYgvqz1rDZLKhqw3LZYmtb+EdWYisFUqOtpG0t3r9F2G7OKBeYhpHrZ8/pX10j+6m0YVPEJEVlBA0KncHddRA8C1NjhWRZNSzrms1yiZ2VOOJshayURswZXkwJORvtxVDIzeM0MgbPNMtMpXmTkVJiTIFhxxAhJpQQSKWQQtK0LcvVinEcuXl9hQuOKCBKgSezGweG6JG1Rbc11aqBbsc0E75VFozdQBAlWVpaQ20U67ZlVTWYJMi1Y4gjwxQxyoASWCUJAq6mniknpDWknLgf3BFVZqXEWo0LRdCylUWMNViJ0JL2YoNOmSQFHhgIaJHQGpIWZCMZe4fznuVqWTyylKStLE8fPeKuH3jZDyUPzcVGPUuNjInsPFGEN0gaf7dLSkFlNVrLYmwpIogChBICtFYPBPxUbFXy7DpQ+gplfPBQ5XzFZvhAepo7KWUWwmxEWpCXpTUY5uyfFIgplj3rAKs3hpTz0fvn8F0pVYAAiAd/txJowtEMsLQfE+M0EmLkTBQPqmOVn2eAhjzMcTRSl2oqpYwPgTf3XmYKjRSCqqrmyrKgSY/VTE4opY50mzRbkxwC0+G7PXQXynU3V2Dz7w+v9aY54pe6E/Pzxtns8avW17Mw17MIKg/tuqJdMkeSg4bb4U0gSn9jhiDnPDf4MkUP7Nium0eU+YCw42i2Z1WiZoI8QXIo1yH9iAw9KnqqELHA2tS0VrNaLmjqmnqxAtuA1aW9FmFKkZAiMc7nZC5tEkNpT2gOIkgCVz1nHCSsNmhbI6sFWShcNiQkPhUbcj8FfEhF50trglQcXCDdNOLdRD9t59bcjuwF+/EebStMVRNyIok8B6ZMv1fYytA0NTkJUhT4FOnSyHJZ0ywb5JQKB8JotC6P1VYRomC1bvnmt94pQpgn69JaJbFYWtqFpWoqUs5cXKww5u1pkWUfiFd3XH/xjD/+gz9AAadCEEZHnCbqtih+P9qskTnz+YcfYZTk2x+8VyqZynJ6csLlxUXZbFLi+vVr+r4vckxza6O0CDLeDWzv9tzuel7d3HPTd9zHhAWqXAAJSikWTUuOHpEySkhWbYORikobHj99ytPH7/DpJ59ye3vHanM6GzYKehIv9lt8Cpy8d8Fis8JenEK3xd0WICYpcfPqGpcj72wWPD5ZIJctzWLB49Upk5lYZc1rd413Pcv1irppUKsWD3z2sz9nHz2Lx+8wDY5Pn78giwKoeHy+YX1xwnS3w/UjwUhipRhbiV3UvPONRzA5uhcv6KcJ3/esjWbTVNAaslXcPLuj73o2Tx7TNBVWSU43a/5bv/d7fPjZFzz/oz8tsi9GY7QhGVkqORfwKb3B2/i7XUZrHl2ckdDs+7FUuTIilC3nf9UglGbXD0fLg+OIXojjtgRv/uGvWw+SaDNwvDgOSIFUAq106e7ESEyZcZ4DqzTOLr+iBKO5EjHWzgCvGXhBMaeTSpJzRQiecSi8LudcsSjR6jiH2e47kNMxcXqzHXaYeh0CnK0bpNKklHDOUVVNSdRE2XfLzEqy2WwIoYwSjLXFgXturVVNRSbT90WP7oCkq6rqqE93eOyhMjq09g7B5tCeOyDwgGPFlVLCe8/19fVx5vSr1tecIZWDVDa5B2Q/PAAXxJtzoUNAmoNSCWTz7w+vN8885tETgvxgPy4EiohMB096jwoTKhSbapkChuKBtKgsjTU0tsGY6ii5nVMiJFEgixni3C4UGVTMs1VFKtpqsQiokjLu+o5BNdgooPboGrJUhKQo0ApDSJBjMRFMMeGixyMIwZUBa4oE74nJ4ZNj8j0xFa+oqmmoiKTD5SI85Mw0n5gAOSfqukGQkLJkJ9M0MU0O7wtAwBiJNrPFRk5oLTk93aCUoGksBxHVqioq19aULGi9bo9Z5ttY0zjy+c8/5PbqNW67O1Y7k/N4PFXIWBGpU5nhVZTZi0gFQaVshctw1/elFRB82WhTYlFVCKXxUpISRKGRtmZ5ckYVBdzvqKxmmSwylPnj0HdsdeZuVSNyuci0VlS2EGK1VHOWOhXpp5xBKbKSXG/v2Y89LifQCrtcEJXgttvTeYcXgNEIa9nf3TA4R1SCpCTJeUYxcHv1uuRzIRU6hJBF6cEHsvN4kXE+M8VE6PZ0rpirJYpi/egd226PFWCbmn4ccSGy5gwpM0MYIXqiSNjacNKeYmYPqhA9Lgjq2T14vV5StzXT2BNiZtU2NJWdJbwKt0qYwgX0s2fTYVb5Ntbd3S3/7P/xn2Hqlmax5uTsgotHT0rFgiqq56JIH8UYS9ud4n8kD0XCYWWOe46Ao7HoXx9a58R65jWKHAvoKpX97RAW0iwOkPLDfHKcJoZpwodAiJHhyPUqunRSlr1JqzIX895BLmK6i7bFbwLDNBEOlcRcrWhdBFmZteQOwaA8pFT3WumjsaI8uHojipu1Mtzf39P3hbh6CDpSlJYePPCL6rp+Y8b1EBQPf1dKHT9vsWAvQIi2bbm4uDhWWpvNhvpoLZPo+55x/GqVj69VIeVi4fGlQIQUR0XvX8JVAkWqgizJSRSGYSl/SsUkDlKth3+inEBSiqNmmM4BFTtULO065QekG5Fjj0qR2moWWnHSLKgry7Jdgi6GeBFB8gmXIaQC0c0JZJIzjJ0CH/YJXIDJF4RVSIzNS3ZTpvIZ2gVikchSMQWIQuJlRZKqzJdiKgS3UEr3YeiKn4lRM+lzxIeBftzhfAEzNH7FInu0rVHaHH2KxmHATQrnHMYYNps1OUdynkhpou9GnOsJcWK9WaP1mnHcE6IjEzBa8ujxJcw2CIhEItK2tsyQKk0mc36xoW7eHqph2O358YefMHU97uYWe3HJRdUyjIFJBGqfsTHSJomWkoW0JVsNQFaoumGIifu7O7bdnn4Y0FqXAXJdIawlukQUAa80yljOT85YJpDXVyyEpTLgh54YPPfbW/y0o9YF7hx9QGpN27YoSsLiQ2C73+FiJCuFtJqsJJ+/eMl+7JlIGFtTb9Z0buDV3Q2308AoIVcG1dTcfbFn2+1pT04QgO97xn6gu93OKu1rbJqVIkIkpIkoYRSZySUGHxlurxkzSFugyDHDfhxIceDp+ox2teT22RUxBKr8LlJG7scd0geUCGwWC55cXDC+vqZ/2TOGCZkj6/USozUXF2coY/n4xWsCks1qw7KuC+E3ZXwKWKXRigJDD4HaVrMz6N/9evH8Of/p/+V/xcnZJb/9u3+f3/qd3+Xk9ASjNdKY2YW1uEnHGGgq+6CoMqN+D+tL7/gQjP6azyEOvxdi1qWUCHSZWig5t4jLA9MMlImJo7Nu1/d0Q88wjngfjkTR/X5PjBFriy6i1QYBuGksbW0p2Gw2WFNzt72nH8e521QqRWsKwg05q9fzEJAQAq0MRlcYU4AqUqoZ9FMqncViwXa75e7ujsrYQiKfQQzW2AIQmQNS27bEWe1EKXW83g6zJa31scIqyEZJ27as12s++OCD43fZNA3WWsZxLJYe+z1d133lMf9aat8ZOc+NCgGqNDI5VkVCPIj/HDD9AgVJHLHuQos3HMMPVhMHi4k8z4wO2nQZlRwq7JEhIGNEp7GAGkSmkoLWGFptaE2F0RakKe8tiVlloXAXcgaSLPEwZVTKKF/0xxg9wgXoJ/CB7CP+bsckLb5eogPIbEhS4QJEoQgmkrQha0tIhWg2ugkfPP1QbMfrbEuvWJa+d4hljuSCQzgJfaYhYkVT7KglhOiRKaGNJOfZrjpHUvIYo6jrBqUTIQjqSiJVZpwSKcdSlZGxtnTOhZBILVBaUjc1pipQ3UyxPP518h2/yZVzIrgRKwXvPLrEILl5+RKbBY1UrGxFrQ0iFLOhp0+fElJk70a6XeBeBNbnp5y/9xQTAqsYeH39mm0/EKYBEzwLXZEldDkRhgl3c8Pz+zvG6Mv3Q8bnotYw+YQUkWlyYDSVMaXNMl/0la6oqhpjLBmBi5H7fYfUmqptobL4StNPjp98+AWD9+zHkXZtePLOU7RuGYRgEJkuRXb3O8oFkNCzhXljKtbtglXd8uT8kpc3t2y7rgAwZLHaqBA4UeZKm9oQUmJyoThyjhnaYn+hIySfuH/1Cu+XfPuddzA2w9zSdt2e7D1WFhsLTS5iqzFhKDO++5trhpAI9zuGbsvj8xO2k+NumohERp/QVqObgiD7dRYCv6mlteLsZIMg8fFHP+P+/o4PP/qIZn1CvVjz7e//FmcXj2iXaxZNzWJRzuth6DnwYR7qmfnnUT5mvk8cDefnHWxu3s+KLCElSJ6UAuIwIzSmOKhSWpjOB7yfcNPAMAyM00hMBQhWVRWIonGJAK0NldWsFi2bzZr1ekWKpavipqL2Acz+R/3x3QtZKqUsJXlOToIPBB84sLOELLI+aiYKCymPUG1rLd47bm9vWK9WtLTzvL50t6Qojz1UXodq5s3q7AD9PsDCgS+1FA9gh0N7b5qmYwUlZ/Wbv/UMqcQPyZeadTPXiNnXPb8RnB68DmaPoDmdKAPG+TyY3QVLIyIh5xLbiPKGFKlURq5DxoiKEZ0cOvkSkISg0ZrGWBpbzWiTeVAfC68ppHyk2YpcTkR1MD8LCeEjTJ48+hKQnAcf8NsdkzD45R6TBUJYklL4AFEqQpXIpjhHhhjxscjDT346BiSh5otWFlRiSBM+eUJy4DIpB5RWRQdqVpL2LpBEJuciGRPTHJBioK4r2rZGqoT3gqpidijN5TE5gkgYowCJkAljDVVdlY3EaFIuch6bzfpIcnsbq6h9TzSm4snZBbvrW25fXnGxWrNeLFlXDbUxpJAQWvDkyRMGP/Hqk49mYEjPN85P+MY7T2i1JErB1Y8d+zCxcyNKSC5XFiTsc6KfBl6/fMnLsWPKsUDlRcGCxgyTzwgSk/NoAaausabMJOqqZtkukbIY82XAx0ToOoTWVJsVWgpyaxmubvj5L54xhcwY4XurJzx++gQ1VIwjDDLT58hu25FTUQ2wSpJrS15vWDYtbV1u01Q0D6WQJCmojWBEMgiB0Aq9rvE+oFXGdeCnCF6gokDFAszZXr0mpYnVt75FJSRxnLAx4roe5V1RwZdgyDgfSMQSnFJie3PLbnQMSjPGxOXZCXK/xxHZOs8YIk27xNQV9bI9DrX/rlcJSCvudx2fffwRH330ES7B8uSC5eaUfzI6vvXd7/HD3/odmtrStmWW2HURAWgl5i7dm72dA+yq3Cc5QMmPcKzjKCHnTIoRH2cg1awwfXA/FdkQgsOHwDCO7GcLlWma0HMFYuvqOFfJOWNm+/L1uviYLZdLYvDE4OnsiNbuiBYsNIAH4IBSapYugziDWnyIqJnpLhDEEAhKlc8mxDEYGVMULbbb+zn5KpbqUj3Mzg7B5ij/M+8TbwalQ2V1aL0dgtjhPUopjxymnAtFpaqqvwJ8+JXH/NefFoKIOh6+JBSzlCmFB1zMwQ5bXD6OEhWH/OTQipv30DKcJhYHxhyLyZmgXDQCTAaVRqTfo2JExojNGasya1vRSs1msSyZtTCQFPh0POeKAnOpuoSYjfIS4BI5JlzvEC4iuxHhQkF9+YDwgdiNODMy7HrIkkpYsjJ4qUlKE6QuRMmU6b2n945+Gpi8Y/QDOUcYczEJ1JI0mxMpJamqclJ0+3HWXRMslgXphNQIqVmtG6QsKDxjFMtly/n5hovLU6apw/uBcdrj/chyWqC1IOOIUYIvFVbdVBij0ZVBG43SmgORo14sH/gQb2EpJVmtFlgEkxswVnF5fspC24KYSxEXirV5koK7oceLTPv4gv3ujr/44mPc5Ybl1LFeX7A43XAqE3r3Ln4YSSHiekcYHfuuJ4gFlXzKxo08mTqSdyTvcPsdcZpoZOE81YsGqzXWGlJMXL26oqkahuVYNhyl2e32jMPEO48eo+uKj188p59G7sY9vXM8uljST577bqS1BZL+i1+84u7ljtc3e6Zp3sA0NG2xTA8p0w0DV1evOFltkKtMmCYIgWm/Z5IUdKG1iGXFkBOvbrvZxiVxWlc0bcUiQbjfI33A5EwTMospIu921FXFyWKNGAfy/T1+3zPd3XN+ds7ZsqXzmRgiz37xMQEBziGCZxwn6tWaH37jmzy/u0Vfv6YeBnbOc/r0MfVygagezqW/6xW95/7mimFyGFXQXUZoGisxKvNH/9V/wZ/+qz/h9Pwxy9WKH/7273BxecHf/93fRSlJDO6XKqTDmj3a8qza8JBRl0fmspWUDTmhYpoTm/JsMXvYH+ZHIZT21uQcd/f3bLdblqtl0W7bl4DknCN4P8+XHSIFFk3NNAxFvNY7jDas12suLs6pZs+kmBJ1XVNVVQELzLzEEB0p+XlWXdQUQgj4WPQPj3OwOVjknGmamvPzc9qmJBUpJ2IIpBgLGXieK9kZ9LBarTBzB+GAGjwEmjeh34fW3TAM3N7e0nUd+/3+GNzeffdd2tmG/QB4+FXr61VIyIIeOjRPhQBRZhX5gLSbQ5KgaCPl42MLiUtKVVwt80GGNXOIFJJDy64oehfAgUfGEREiMiYUEiMkjdW02tJUFVZphJh9w8O8yWZxDEjlPJtJfokyLwqRMDqE86ihBCSmogqADyTviS7gxwmlDKKaQGeiKcElxUjIMGXH6ByDmxjciAseFx05J5QXpKyQypRQLYp7rZGqqP5OI85NBXkjMloJoiyEu6rSQGac4jworFmtF5yebXCTxvuKu/vIOCaqypIJTK4oNoSksMbQtku0USijUKb0f+UM4zShiJq+rSWloKoMKiZi9MV0btlgk0TmInMSc0KXISKD90Qt0csFYdjx/P6WVbfjxk8YI2nXSxqREacbpn2Pnxy7lzc4YDSq2DMoQxVqVr4iuonkJ5yGOBmq5EslbmwxvDOGHAL73Z7gAjkJrCkZsHcFXt42LbZt6PYdd/sdt8OWLAXLtkLIzOQpUk9IbnZ7Pn/9mnHKpEQh/CqBrIqEUZoSzjt2ux2VMixsTY7FGju6SBAZIwRWanJVlfNxDAhJSVCs5bRdku560jAhMxghqRLUISG6EY3kpF0SfWAMkTg5Yj9gT2FpK6IamXzk/vqmoOZCQKZE9I6FVjx5fInXgvvocJUmTRMnl6csNmu8Em9Scv5OV0qRod/hY0nwshAoIdFKIEXms08/ZteP1Is1i+WaBHzrW9/k9/7B30crSQrMoKkDmfbBErQQ+plNRWfoVQbmttz8Do4UC5H/apVVyNZFKSLGdFRk2O12xVRRKaZpKsFxFqidEVF0FL7iAfnmnUOpGq0rlsvl3ObTEOJxI5dSwky4FjLM86vyejGm43vQugi2vskXO6hArFZFweEATIgpHqHhh9abUupokX6oig7//pvQ8IfjVFB0B3Lvbrfj9vb2OG96/PjxEQzxtw5IICjuL2I+BIdyo9weRFEPB6mUvBl5fL6QEqGK+J5Mh9mKR2aHShGritZWJWIhu2YwcUCHHhEiIiSMaaiUYrkoXI66XhbvWJ9LCzDAwfdDhowJGT2/4xgjOSb8MBJ9wO06kgukfg54rsB/Rcz0MZbqZ3IENeFHBwaisqUVmGEKgc55dtPAbhoYw4SPgZAcmYTLHqMVWTa44Es1qCRGV/Rdz9j1THWPVRrWm6JmjiflwN3OoZSgrgzrkw3f/s77CJkZxh2ZgrharhrqRrHvb4jZsFgtCMEiekG7aLm8vCTN/W9jy+a6XK8xxnK/2x7FKN/GijHRDz2VkCyqutiHRFBGYYWmstU8pLZFJsdIxpx4vt/xxW7PZ52j7nouuy3DsGM/rBhFJFqJOlmRQ+GX+cqwvbnDDyPTMDL6kb0bqLWiqlpkdmQl2N12CDchvWHVNLz/6BFpctwPjmnyuPGG1WrNcml4//1vYJuGKAT7Xcer568K0VFEUAJZaaQQnC9aprstv/iLn7HYLPje3/sOX3zxnL4bigAvRSkhI2iUIObIMPRshUT4iBaiiLGS6HPkeu8IKdDteyqr+eE332e1WnN5+YjUO1I/cT++pO8i75+fURnDWHcoBPJmB2PEyBo5DKRuopUVj84u+eDsgkcnZ3Qvrtjd3ZFm24CFLhbnXhsWbU1rNFaK2aPJIhaW1emSZr1glPlLW/bf7cqI5GmsZXN6zt224+r2Hp8iehxYtTVnZ6f89/6T/yHvvPc+l4+fUlc149AVlXZ5gFg9tOnEcR8r9yTirBBzEFstaM8Epcsxz31UFmUm5yHP8lfRO2IMs16bPg7x9RsghAMn6PT0tCSCOZKiZxo6hMi0bVPauKml6ybGyWGspgp1UQWZTUAPcxmtyhwn5qL0J3VFFg9SPodAZK1FaUOMmRTLp3306DFt07LbbhmHQh52zmFjRMGMAixJWtu2x0DypnbdMAzEGFksFgghcM6RZ97Vm8oNB85RzpnFYsHp6SmXl5csFouvPOJfD9Qg1Jw9ZN7INxDzOLAI15U6Nxf4Cgjxpdc4DpDmNlrpceYZ0FAqJEUh4xUx1oBKocgGUTJooyV29qNX2iCzAF/UxYn5CPCTURQO0qFo8gWenadQ3EtHR/KB4Gav9xiK6GvOuJTKoDJE8B5CRKr5pMipKC2kxBjD3KZzTNEXntNsY00ogdtHUyws3hj4HUvoWGC1KZZbETksM4tCYq2oa8Ny1eLDhHcDzHp/Sksysx+JLNL15SQMWFthq5oYS+arVblA6mqBrSomH99qQII5C3tozZPJbxD7ip4gUs6io+ByYu8m9t7Tx8S9c7zu96huT+p3RQ5KFlQeCkYpyk2AFwKnBC4KgqCod89QbBmLSnfOmZBnXpw2iFjmoSlH8uykCZJ2sWC5WvPy+oZu3zN0A2M/kXUB6SBAW42tKlJM+H5kvTmnWm+KFXucGEOZ3YVUznGpVDnWuWSzbpqQQGUMnkjMRaNRAtl7pFYs6or1ouVsc4KjY3SJUWmC0qybBW1VsaXAh8UUENLBOCEmjwqJSkgaU1FLjUHONvIRUlEbsJUlC0EtoVIKPVcMpIhQzETKMjQ3Vs3dkrdy6iCIGClYNDX9MJVQkYof2enFms3ZBT/84fd5/4NvUDdLUs4F1JCLnNgbjbiZ3z+HoplQnVIECkgoiwckcSGQ5iMNRSMR8dC1m2HeZdB07DgcNuQ3bzMgjqqqynOSw7vSAhRiJvcmUY6dnDsss7pC8CWZObbe3oBiK6nQ2iDnNt6B7HrgMylVoN9pDmglaFiU3BBjIKWZUyQ4gg3enO+82ZJ78/7DfOjwmDfnTIc50UHv7vC8Q2XUNL8eTPU1YN+CLMuXVvqoD6qv5coq0kExFTRTyuKIiy/Ay6KSkLMo8xUiSkSkytRWoLNgKYrTaxU9oujso3xPTaKylkoZTto1rW1o6hqjdAlACYiyEDQSHM+oKCGK0o6LkTQbko1DV2x1x5GYioR9yolIJAtIIvNyHLjdbpmqmgpYrBxSSZIvw8vdMDKmxD4FhhgYQ8ClEpCkSnMrOpJiLlp1KVLZusBofWCxWFG/15aLLcPN6xu02dE8WqBrU1xDFy3vv/eY1XoJOlBXmuVqxeR6nJ+4vy58gpiL5wpJYnXFar1GSkXwFOM/WxVuhjJkLDlbzs7e4W2pNUO5gK0EmSJuHDAzoUbVLc2ixY8O5weyiQQpuBkD++i5Gvfch4nUKj6/fc3NH/0xp8+/YP34ku/91m9xfn7B9vqOsRt4/ckzwjCR9yONrbh89z0mP2KmPWmamJyjWq1QbUN0E0wjF+sVC2OKU6fzCKmpmpraGJbLDYvFCikVzgX+7F//Bc9fvmR3PxILfgQ5AxUWVcXp4oSmqWmahtU3PsCcbNje3JJ9YLjfE1yiGyOqtmwu1iy0YWVqKvSsIFG2wdpoBIpaSaaUYXK4EJhyYndzx/WLq4KsC9AozeXlJaerE2qtiXe35BBpPajk2E4vCxpVGlT04D1Xn33B/bPnNELxzvkFV3dbXExYZTBCMOVADZiUENNE2O14td3zuh8Ygmd9ecoHP/guzeKrbah/Y+eOyBgRqTQsGou4OKFqa4SuUbbmP/rv/w/4/m/9iM3ZJdrqkrQBtSlDfWJpdSpRkKs5RWIIZDKbk1OEVFy9vkVIycn5BRlwLiC0QRqLn7Uo69ZijcJNE96N6Fl+SujM1k/sdrtZLqdUBUVElGMSK3KZoUPG+aLQ0LQt2pgCr3alhQ9lzmyswcTANPOWNptNcRKe+XZu8sS56jEz4q9pWxbOc3Z+QdO0ZfPPmaHrS9CdFSIKoq/M405ONtjK4sID5PvALbq6uuInP/nJMRh+73vf4+nTp2WuNQunAkcyrFLq2BK8ubmh67rj/GmaJvq+Z7lc/u0tzA+2eyXnfxgQlhNGILLg4b+5bhIFyJDynEEwS1jkSE6hACFERitKe06AyRmTi7ouKWBIWCmptKY2ltpW1JWde5kKEQ9igfPt2EUsmEgR86z7FciTJ3pPGD0hhjIAzJEpRWLO+JyOT+9TYJwDTY4BM0vcxBhxJIYMY0oMKTCleKyoYi6zLykoRmY5F2fFnEtQn4efIs/wzXmulWImiLLLSZmpakPdWppFTVUbhMzzEFWU4JnCbJhWMhypVJnPKYmxNUcgiVCz8GOZqQhhEEIjpX1rsF0oyhuV1siQECmhhKa2xeY4zvytOMu9hFnzMAkwVY00lkARHo1dj7u+5i56Th4/Rs7Op24ci1W9D7TGFkFdY9EKKg1BSqKQyCiRQWHrBqQsj1MKhCKLwsCXsgy7iwJUZhgnmALb7Y7tdk+OaYbrCLRQNKbCCoUMCZMljTToBNJHKiGpVVEwDwp0ziXTPgB85taQyBwlY4RRKAFWKWwsMklZiGIX4B1D36OTQCdJpSVC6mPSZ2TZhI2QqCzKDFQrRKVn8eEiuTROkbZuixjxXK2pObutEVRCoWJCp4JmtTmj5+CYxoJGFfbtVNhlP5ntaHLEaMmybUBVSFNzcXbK40cXJFk4dlIcKog5MZVlRpSJpTrVimevXrDb79ntdlhboXVVBIxnHzeRA9PgGO63aFm6Nwce0ovnz9jdXRODL+jiFI/VkRAPAaJpmlK9zNenUqp4ByVKMvhGUl+qlEPv4ICme2PeIhJ1lnPVMXs2pYOMT6nyc85YY2nqhrZdHMmozHBrRKlsDt2YEMKxS1J4Vl9uwh7Qcfv9/vgevfdfgnX/Mnz7EJjelBs6rAOn6U1h1l+1vlZACtkTM+RcNlgh8rz5CpQqGYgU88Uxl8JSq1I1uUiOHj+X2uSApUAoWwU1kpWImJSpKLwkVGCjFWfVkqZqqGzFqlnS6IZatWhKJjl/FSUIuXlg6AK4AlBgchACoe/wwRd4dgrski9ZJxFPISNGMlHATfT0wZHDRO0VYZqQCKJQeCHYpcyUoUsJnxOeRChYOsz8rkQu2cjoSsvxoNA9dsMBAE9bt1R1/RBMKknVKi6enLBaLtlcrLFGIXTCuQnnJoahZ3JTsbi2BitqVDRkqWbuUV1O0JRRusLYGlM1GFthbItSmnGM/Dro5W9yGW14sjkjDRPd/ZbzkxVPzh9x/fKaF1+8YLlcYaqKmDMRgTSWRVPxg3ce4z/5mN2f/Zi6La/zyadfcP3jnzB5ePe915xvztBSIbXF2pZ3Tx9DTEzdgGpaVstTspvIzhHubklDx/ryMcI5ht09CHhnvWHadeyml8jR04mJycPoM/tnrxjGidc3d4yTQ8+uskYbFk3L00eP6Ls9t5+9RJ46mrPMq22PUwK7n3ikatqzsgFkH7BSlTZwAlCz3QqEacA5j1JLpNFsmgZlNZ0ROCkYG1P0DzOEEJnchIyZID0pZ2qluWwW1EqyqA3ZO4b9DrSkxlLVFavlgmm3I4yBceiRQnK6XJX2Z7UgCEkNiLpBDp4zYXh/ecqiang3eIIx5N7Rf/aMyb4dLcTif+aIbmDs7rDNkvPNmigsWRpE9vhpT1YVQmrqqkEIOWf7oKTGTyNj33FxdspmteT/8L//3/L7v/8vqKuGy8tH/I//J/9TTk5XvL6+BlHs4j/66c/5g3/5R/yjf/j3+NHv/BYiBdzg+d/9b/7XfPKLD/lP/uP/kGVTc3/7GjdNbNZLxlFDTiwWF2htCjE2RtarFdoY3DiSU0SrBW4auL/dQs4sl21R4JcwDIEQIsZoampssyAmGKeArRuqqiJmgYvMUlmRYRgRU+Dk5IzlckO7XKBmAIIUktPT09lbq1jRT+PI3f0t3X5P29ZAhllq6E3U3GFmdWjLvQnlPjz2oNAAME3TEdgwTdOX0H3DMLDf749zpq9av96gT4DUBTqdUprBC6n0YA/B/YD1FwfNuwOLuFgHlE25oPJETiiZ0TnPvKOMTgmdIyoGRAqIGejQmIraWCpTYZUtGk1ZkrMgRRCh3Io2UCrQ70Mwmquj5ENxSgzFjMylxJQSI7mw4gWMFExEAPocGWOgip4cQ+FDBUWc5YHGDC5nXCrcliDysVtYGu3iqO13/L7m4aTzfs6Mi/WvsbaM31SxAqjbmsVyQbNoMUbN7ooFheZDwAeP9x4oLVERVZFC0sU0TUpdRGxzpqicK4RQwIxGFHrW0/q33hv+xivPXBimYhyXfcBPDnLGzGW+raqCjRYQoyP4gB8GhBA8ffIEtWkxixX3/YBhYOondvc7GlVTaVts4EWpFJXQ2IVCLyx20zLutkwxoeumtCRm4qGpG7SA0Ud8SihToYTASE0SktF5dl1PP4xoa2lnvogUkqapqawtTrcxY1BYqamkIeUiTSVNjRcaJofPhfujcibHUMjiswWG1nIet+aScSewWlEpaKhQSiAqjU8wxUT0EZ8jLgdkFkg3EqRkoy1aaKTWcxs6M8XAfohYJVjUllw82UmhWFojSkWf5j7kYSYrnccmWEjNkAVTjEhXOh5yKEaJb2NJUVx+tRIwE+j17MWUZJm7kBJS88A3yokUA33X8erlc/r9nt32jrPNmtVywd31FTInop/o91v+zX/9p7SLJa+vb5BK0TQtV3f3WCO5v73mo5/9lEWlIAZyjiyaiugdQZeOkFIF0OCmUvF770n08xzqoZpIs5BmXVcIZoHSuXJRUs6tsKmIJ1OoMTEVFYgQA2pWRkCouXoqcmjMe20JDLOQtPeM44iSikXT4NzEvtsVRRnvZzeCoimnlCKJh9cBvsQXOvx8syo66uqJB/FU4KjeABxh6gdO0yGY/br16wOShGqRCTETfEGJ5BTmvVcgZ9+jInNTNs+CMSjouspqcoQcStAxJCqRqYGGTJUT1nt08Gg3FGUGP9G2ipN2TWVrKlNhdIsShuwkMWTSEBEho6aMcAmGYq4mB0f2EULET44YPOM0MYZA5z1jTmyJjGTuJYwS9gL8PBDvo8eFkewGKiUIY4/MBY7rhWDIxYFxRJBluZVMt1SFpdwuQdj7CZEzMoELgW4cyjBSKlRladdrhmEgi8z6dMPmfMXjp4+paou1BnIReXQxMPiikTWNI01ToZTB+ZLBVFUBNQhlEGn2fJKGjCJlQ8aArJAzS/zLgJO/2+WniatffEolFIt2wXi/52oI1FXD6ekpq5MzTN0wKckQA5++eMa+67i9vyO3Nf/+f/vfoxPlmAlhUbIm9p7b59foSdJWNSfNAi0V2SXqdsHjJxeoVY06X/Lsk4/Zdh2nJ6c0QrALkaQUp8sF0nuuXl2hUmJxekqlDYuqZrvruN33vLq7o+t7Li8fYY3l+tVrBHB5dkaOgf3tPYrMSb3kvF1zuTw5+t7khSKkyC+GiS5k7vwAJLLKJaEyAa0q2qbCTQPeZ6IfSUmx2CwwSjJGzaQEfWUYgyeNI5ObGFPJQD2Z3dSjUqZKLZum4eLROUJJvIBxHLntd4R4iq00RoKqLa4byDFRpQQx4qeutEujQNURJS0LF7kUhqF3dNsduqnAauxMIXgbSynJetmULkKOKBJGAmSSnLspqQRcqSQ5FWdTN478/C//gv/TP/1PeX31ipcvnlEZhdWKb33jG3z3g3fwvqh1/C/+5/8zhmGkH0ZsVXF2espv/4N/yD/59/8DfvIXf84//2f/twKwEplvv/+EH3z7PYLr2fuepjIkLRA50O8TQ7/n5evXvL6+4ek777I5OUEPA8p7/DhijGbz6JyxMnS7W4QQ9H3Pom1Yr1cI2SHVyOuba5yf6HqPj4lh8rQ+sDmdsHVbtCxjxoZEP3qcj3OAk/TDwDQ5Xrx4MYvTntP1HVdXL1FSopWi77vCezKa5bKlG33RKXxDTeGXQQ6HoHJYhwrIGHOEfR+RgFqz2Wy+FLCcc9R1Db8mJn2NMysS6Igik0QoMx4RQc6y7LJoR5XNs0jyJPKMkJlRLqJ4KCnm6ohyE3NFlF1RzZXBo1PECqilojY1VlUYaVFZIbIguET2GcaECJAngQgJEUrLLsWSjaQQZih2ZEyJMUeGnBlJDMAoYBAwigM6a76Ic8Ynzxg9OTp0mJBKEIMmiINvLUQeFClKr7hcFFIVEzxSwrtSGRah13Sc+6Ak0miUNYWwmQJNu2Axt6+ELBm65MBBnCsiOdu5y9KTDrFIF+kZviuVLvbB5DI3kkWaPuZcZiQZqlnn6m0trTRnqw24QBgmdC5Ge1ppqqrGp4SfJrzVjDEyeQ9K8vSdJ4hFA2cbrrod+/sbskvE0bNzd+zlDhslabHkolljlZlRVYIwV8XCR+rFmkdP3+OisjRCUPmA222JtzdF62+9gRDI/ciYMuO+Y3IOlzOejM9F6DTLomunlWK1WRPGqcwZlGZhDTkm9vc7TpuWxlTMFo9Uc+FuZ37HctlilS6OyE3FYtkWgU1gTAXYYW2FNZJVklhFgZc7yRgjoy6CupFi2Oe8Q4RMZ8prekAohW7aIobsB7JWRCkwWpc5VkzkEJH6gMQKs9ajQMWI8pE6w0oZVkIzUDh1QhtkfJh3/F0vKQSV0WhrWW9WoA3/P97+61mzNDvvxH6v2+4zx6avrKq26G54gC2a4cxQIc5IoRtdSP+ErqR/aqQIhXQjkVSQIgEwCHIAmgHQMO3QXV0ms9Id87ltXquLtb9T2R0EChEgcwMnsvPUyZMnP7PXu9Z6nt8TgydrKErT1I5FV+Nj4HA48Bff/+Fsytzx8sULDvsdlMSya6isobKa2hmcFuAoWVMbieRwpoUCw27Ds48/4j/+wb/j6s0rtjdXhPFASYGFTYyrBRerVmIxjJOD+jSiKLRty8l6DcBquaCp6zvbyVHkdXNzS05eyAezv0jEFJ4Yg+x30vz61QqDpqq+ICS8fYM/DJ7r2x2HfsBVMv73MTJ5P4/NZtHDvPeRe4m+21mWkn+uGzpeb6vj3r7e9h+9LYJ4u1s6Ss6PsnCl1F1S7DHu4q+7vrQgZSKeGzl1c2ztC2gZD5g5AkBlWQTnWQaeCxwV/WqOq3AqU5WCnNkzxgdU9OTxQIkREycqBUutWVrHolpgTYXRlpI0OSnSEEhTIvdSkHIw6AQ6FNkhpdm1PJOhY4rscmQsiT2JgcwOKUQ7BZNSHFB4pYlaPDAxeUwciUGhwiDEbaNI2jBhiEqTlBQHrWZE/YwCMtbgrIGcmHoxzTEjhkJKGOfQzmLrCtvU9H7Ch4nl+oSz80vqtiWlxH4vXoraGQoKayu09SibUMZRFIwhEGOibd2cYCm5OlIcnSy9lSbOBVHnQlU32HeYYV67iqf3H3O43fDJJ59gsehOUVcNbbfgdhwZhoHctUwlc5g89cma7/zKr6C7Ft+1qM8+4fmbK3IfmDYDm53AavWYCGfnfOPRV2htg9MSNz8OE9lqclNxdnbJe0+ecq9tWRjN58axe/OaT65voWjuP3hIHEdu42sOux23VzfzqMEyKcWkFHvvcbmQrDAFzy8vmfYHbl68onY1J8slfhi42rzi0eP3edS29DkwpEwnQk8mpanrivv3LlAFcogsVx2n52sUmdpZrvd7QsksupZcOSKRSUNdaaydREwzjCijSWRSCWzHieQT51qW+WMpgoY5WYPThDSSG0c0GjWLghSKEqMcZDLkNFFSkYTimHE+slCKylb0piLrirpqMXXFlMTw+y4urRVNbekWHQ8f3mN7GLnZ9uAKRmuWXc3pyYLnL2548+oV/8//x/+dFy9ecHV1RV05zk9PaJzl7ME9nDUiimgrKgMYjVOWi3VLjBV107Lf7/nss8/44Z/d8Ed/8iecna45WS24ffMaPx5gvOXsZE37ra/j9ILKLMlkxuGAInNysqJpG87Pz6nqBm0t/TgSk+Bzcko8e/4MZzSn6466rmUvlCKHQ884TnjvCT4QY8DYCoPGVoa6ab8wp6ZM34/c3Gz55LNnXN/ccnH5gKZpwXwRme5mqfU4DjJKM3rOKs2UEsnzhxQmeczfLjBH3NHbQoW3peBvF7O3P9+27c8ZZ9/ulP7W6KC6sbz/cEFMErKWJi+ok+xRZZKdDiBEBoQQgMIqPTuYDwI2LUdtv8KUNMdGe5F4zymwS+vorOG8bjhpWirTzFwxS8kKnSCmjEqaFKPsjiLkWMghkYOgMKYY8NEzJk/IkdviGUtiQ5KRnYKpKA5F4zMMShOLJmZNMImkMiFNqKjxYcRo4EjEPaZGKDUTdRXWKOxs/FWUu71aIUkIX4okREVlW+GB2bZC1ZYheoZpRBmHtjWTFzVe30tLba10OrayGBNQOlHKcTE4y1ullxIDstIoK8XJ2Gq2Ls+ei1n595+jHP/XumKMbG5v0Snz6NFjbC0hisnAmCPNyYraOkZnsQq+crKmj4F/+4f/nr5krnPidr/j1c0NL6+vOGz3ZB/RubC5uiX0nh93P+L89JSvf+VrkDPDoad9eI9V7cQ/kmFtK2qlqdoF3WqiXZ1QppFiHElHkjFQ11SrlTxOJWNXC9rKcZiZh8umIRnFq5sbCJFutaS2BozGOEuVa1RI5P0gCCeluVifULcVedRUXcPp5RnjMLK7vWVME4epZ7vfst/uJbLaOWpnCUqhR0/OkcNWAK7b3Y7DfsAf/F1wW0kyItyNAej5+LPnQsKvJa+5Xi4p1nGIkRgD+1LEo5QyuS7oomdPjKK2FQD+0KOco6pq7q3WdHVDtIqkCq83N6QY/trn/L/U1XXjuI/BAACuBUlEQVQtv/ydb8vr2lbEmBmqwJgT09DzL/75/5d/9wd/wGHK7A8DV29eMY2DKOoAYqAfe/Zh4v33HnP/4pymcjhrWS0W5Jw5bK45HHo22xumYcTpQtU0nLRL4RbGQGVBV4YSPTlOrLuWZVszDQei9zSVI0QNRIKWdYarq9mIvmPy0+wZ1Jyfn4u/SRd2hwM/+eins9eysNsNDOPEy9dvmHzg5OwS6yqsc1hj5s6moI0QwLuuY7lc4aM8fylnmrpGa0PbtoIuquTP/2JonlKaaRQ5dspWLMNv7YOMke/x9u/fhqMeP39U6739vY8S8F/cMf1Nkoa/vCDVlosPT+TFvFWMh8KwE4JB8kGEcxmUmpVeugJlwFSEGJn8iISZGxRaFHmzlJpwLEgJpwoLW7Gqai6XaxZVhdXNvJSX2AiyCCBSzpQkQoYSZD+VQybGhI+JIUWGODGUgM+JTQlSkEpkBHYFPIpDVoT5FByVIqEIKpKVdEkqaXycxPWdGpHAK3GwimGuYIyaw7KO8FhRIRb1BVYkJtHh6crg2opmtcC2NboyDMmz9yNohzY1PhT8JAWpaaDtNHZ+MWs7onWgoGdjnpll+fP4cB7paWME7mgrhIov79CERAq8Q7YqKUY2txtOugWPHj8hUvBFEk3HHDldr6iWSxTgjGF9subTVy/5f/3u7/Jqt+WT3VaYWNbRR/F+mdkIuL265aD3VNmwubzkwcV9/Djy7LNnXOTE00cP7wrS2C1obUXdLlAx0a1OiNYJDsoEktaoqqZaa6ZJVI12tUB3LTfPXuCnicVyQdKKV7fXNNpwtlrKG6hkjLNYpVAhUeKAXbdoqzlfr6lTzdAXqkXL+uIMbm+5vr1ijBP7qWdz2LLfbXm8fsJiuUBZhykF4z1lkuX7YRzZ7bYMU8aPBetkoV5m6e92CiKcePaMZdvw+P45bW1YL1dQ5HEbxgHlvcRTZIljcdpiMhjtaKqKEBJD31O1HdZWXC7X3LOWzdQz+Ik3h5E8Du/ktdO2Hd9++ohpmnh9dYMPiWbwTL1nGkf+1f/vX3Cz22ObFWhLTDM7UMt7s8TAsN+yvbniwycPuH9xKjtdBfcvzlDA1cvPIXpebG/xIeB0oe1qVpfn9IcD/eGAM2ArQ0meHCbWi4ZF07DZXJGzeCWVmlOMFaAKlXPUTTOrewcxpTYV52fnlByFOtIf+OhnP8NqhdWazXbPMEzcbnakDO1yjZnzjUQcUO7y0YSmoFkul4SZVpJTmqkS0DTNFwVplvXfEblnE634gwas61Da/Fz3cowwf7sD+sUO5+0CdRwnvp2XdPzccR/1X6QgaZtZnE4oDeuzBpVrVDxFZ4UuijglYszsNgPTFLnZDPiYGcYBaxWn6xpdNAZDk6DKBTuIAValiIpJ6N3acOIaVnXDSdthlYEkijqVkYF8UNhoZI4dMjmAP0x3T7pPgTFNjNkzEjiowKQTtyUxqsQtMBXYg8i90aRiiMUIUa9o0B50JKYJoiKGkaJBl046QOMke9BojBWuVmUUVoPWc67TzPgzVuI3MuJ7sa1ldXbC+vyUatWiGoNb1lREUjZ4r4BMCFDKbGalIiWRcvsg8Ql2LijGVmjj5tRI6VRjFq+BQyCdHAu6KnyR8vvuKpKxjvX5ObWxTDmh6grX1FDXlMpxFUam25Hn2x1DiuyV4nq341Ai2RkWi04OGTGQCzhlODk5o21busWCum549OgRZ2dnPHn/fXLOnN6/z+LhA07vP2bc3vLq5RUntkLHgvXSYS5Pztjnwvf//E8YDnv2tze0jSyXr8ee282GbrHEVRWrh/dQBdpugUPBOIk7vqqJ08S0H6iUkj2RVjitUcaQzBHpUthOB5xJdNOefRoZdMKkEUbYHHr2u4GzQ4/Tms45Wuv48PIBQ8mcec9mGnl02HPbT9z2E7t+Tz+OZBXwSCKuA0iSgLterugax3rhKH4kjz2mAV1V2JAwRUzsIcv7V5Mp2YhwLYnvSU9GjOrGiA+IwknX0rh342MrJRPDiLOGxw8fYNwtU0hcPnyE61b89t//BxRtud4c2O17/vhPvsfhcGDoB0iFGIqIHqxEejTOonLEaMWDixOssXx+sqDEkdNlwzgp+iEx7ne82fbC1VSFrhEahymRNA28fvk5/aITj5JWgglDQjxP3IqVWjNMke3mFmsMXbdgtVreCQBSTHgfuDw/41vf/PpcQOHVq2u22x3m2eeMk6euasw8Ngsxst/v0bbCVJmYJMLNT172TzNtxPtwp/ANIbDb7Rj6XhRwcxBf3VS4SlR+MUaMLXcUiOPlnGO1Wt0VoePPfrx+cZf0nytYbxent//MX3d9eUHShbqL2ErjlLuTt1ZaZKZhTESfeP3ylkM/EnJgGCM+BqyyOFOji8IUg/MJGzNaZXmhJzFLWjSVMrS2orMVnasgz9LuBCUVVACiQieFSoqUFCVAnERqOYwTUw4MaWJUkVHLzmjSkX1JjLmw1+ALDEVUgAFFLopcNLnou84DEjlHcgqkHFDZQImAGBfRUIzcfKyeE271ETVS7nZm2shSMluJ4nBa0yxa2pVQGZQz2MZhU0UuhhjVjJQBlAUspRgJAsuJlAqiuJWxoDby9JmfWxoWwkzv1Uac3korQewriaD/gs3+X//SRtMuFlglIx9jDbapKW1DqSp2fc/WTzy7fs12nHg9juynkbFk8kweDmXCTwmrLZW1rJZLVqs1F5eXdF3H/YePODk54eziArRidX5GdXZOsz5l2u3p+5Fh8IyVp0ninHd1A8bw/OUr+v2OYb/l9PSUZrXkEAKbYUC1LcpomvUKq7WMT7MIAorWIhaYZJenncUZO2Nd9Ew4EYNmojCGiRDhEEcZJavMmAPaQ+89o48E70neo2ISr9NyRdCaJmdO/ETTdawPA8t9z4siaKteRQpSjEwBsmSWNXVD01S0TUUoGR/mTr9kIWfnGaV1RASVgsp+pp0ocpqpBkUETFiNUdA1Nc6+I2N1KQLkdY7las1h9NR1xeW9C84uH3LvyYc0ixUfffqc16/f8NOf/IQYPOPhIIrfGWRqtcIZTWU1JcrNf7UQ7txq0TL1DV1doXIiTrAbRq42A11j6WqD7da0lSWOQo7f7TaQI8tFi1UGYxw6Sy5cVdXYqqYfrhiGfu7uRcBjrSEXMbWnmGialidPnsz3DkBZnKu43exA9VhrvlC+zXQElcAUQy6aVGRfFEIUcoOaVxnzvSDlfOcPgtmRokV0IEGeSuTYHJFIX1xH1M+xC3q7sMj3+vk/cfz92+bYu8iM/8zX/VXXlxYk42B9njE2U6JHpUJKBR8tUVoFlNacXVhOzlbcf3gpcmMaxjFye3Mg+0waMnF7IB4G8hyg5RTUSrOsHStjWLqaxrg50whiUOQpUXyGIaNCQfVAKIStJ0yBw+2BKXl2oWciMuAZXGY0ma2ODCpxq8XMukvCYp3SXISSpC9RHKpoGSnOkeuqRCgKlT06W6wShaCrjCTTOuGwaaexTn8h954zikrJVLUlZ1lKKmOwVUW7bDGNIVsIKnNy74Lu9BRXL9G6JeeMtZmuc2ijCUEw+ilODFMmJDUTIPLRfCHKNBDiQc6ivpvpEdyZZueEyEoI4O/s0gpqx2K14v57T7ja7/j89gZXG4yt2KjITQm8ThObcODjmysO48ir3ZaURc3oozDoPvzgA56+95TLy/ssV2sevfeYtutoFh3GWqJRtF3Lw3vvk+uO3Ky4+PYp1Xd+hZVRODI3n/yM3WHD9/7ke2yvrggZxlR4cb1jFyKHHDm9OOeXnj5BO5HIX79+w7Dr2b5+g8nwcLmiRkzSS+s4O13RuorOOsqQmUIgJTnw3IY9mzgwOlA68Wbak4jkhSi0xhg4ueg4XzacLjta5zA+YIqmWxR8iWz7AR0mzNDTxsQphhFLwdEtLKnJ7A89JRWKL+QpMfUTxECeekqcKMHjGtkLKeUpEaYoKcmVNZQEh3GgdjWr5YnshLXiMI1MwdOcrHBNzQcfvn8Xef1f+1IK4RXmxDj0jGPPMPYS41CyZCAtOqZx4HDYi6hIK8bhADkyIZEdpiQaZ1l1LZ8/e8PQH9i//4STkzVf+/B9Vl3DX/7o++Q4EqcDXVXz/qNLxr5nGkaqC03XVNzsbglJcXl6ymq1IKVAzonDbsvrq2s++ewZ3WpNt5QRojYGO7uf40zZN+pIWCizsXWibRyuriQgsm5kXz9NDONIlaHtarQVvqVxNa7uiMWQsprHcZLNVsqc8moti25J2zYsl0uBtTaCM5I9d+bIE8053nU4bzPqrLWsVqs7CfhR4PB2R3QsaG/7kt6mMRz/99v+pS+7/gbG2IJxEW3kh2fmM1E0OWtMqdBaTgBKWYxbonWFcSv63mOUJQyRYANDCIzeE7Uo8kTsoqiNpbaWyjqsNlDUzM5T5FRIIcGUUL6gJyBA8lFiInwgpCAqNhUJSggKnsykMqPKjEpGdVMRHUQQ/xzMNNYj/kh0gWKkV2T5ojkiw4BIZo1CGT1/SPdh1THzSRA/Kcn+SNIYpTvS1uLqCu0MaCV8PxJVW+MaUdEp5e5mxNqJvFZCuDLBS4eUZxAjJaONnFh8iPOLK9+djPSMFyo5y82lZHQ21HHCvsMOCSAr0M7Snay4jZ6oBESlSmKi4JWgmA4psBl7+skz5gRKY6zImXVVc3p+zv0HDzk5PaPrFlxcXkr3VVcinY0B5RzNoiPZBm8sJ6sVp4sF2vcwjbz0gd3+wIuXrzlsxAuitNDGtXWSIrvoWJ6doqyMQd9cX+FzYj+NmFzwXUvJkKYJ2y4wy5XEDThLGQOpRGLJRJRQPGb/T6k0vkg4XtIQYqakRFNZOlcJOFhrSTUuhUpbKIUaRV0UdZljYIymUYYGTWWRRGNlBEGVC3n24KlyTEoWEYgwJgVHVDiaueV9UJQIXqwrIlE+KqvKvAMtwkNbLDsxMr+jSyt5Zx4l0WlmsR2xONZI1tA0TXOEgiJFMbXnknAa7JyKajSkGPDTSE4RDaxXS4b+MJtqJRDT2IquqYjTyFQK1hgqJ89FyYW6ctSVY5oiORVC8AxDz2azISFj+qZbYo3kDTBLv0uRd33Oac4eOo69mLsQjXOigvw5OsIv4tq0rECUlu5Lcoek0DHviawVUYUxlqaugZWo6XK6Wy1M08gR8vqL4oMj9ftYkN6Gpb4t8z7+/hc///bH21/zZdeXFqQQRl5dPcda8bHYYnBYHBUOS1GRUqxA+4olxIJSFcpEjKl5+t5Dhv3I/qZnM3nKYSArRUHkqY2BVbNkbS2LtsUpDXO3otFCJ5gCqQ+UMWF7hQqFsPeEEPBhxJc4v/E1ylUEM9GXwL5kDqqIzBs4MPNYZ3qCzjM5QnRoAliYX7iGgkbGi3oWLzijqZ1DWYuef1XWYqyWVY2CQiaGiZzTXLCYBQkaZSV6YAwjpAjaUC8b6qqlW57SdafkFOQFWCLejxwOW3zweD8JwbsofJBsIaUkLfZw2KMU1G2NsUJv1laMuj4EQhDAaCqFYRqw1vLVv9HL429/hRh5vbmmGMX6sMd2DY+/+iGf3t7w8uoVvq0pXc0mjrwZ9rzY7ilKc/nkEav1CY8fPeX05IzLy3ukIKOOm80tL9+8oVkvWOfEyp3iqorlyRko+Pz6Ndot0XVhVbewUOSU8dPEH/77f8/PfvwjPvnBD9El8dX3HvLVx4/4x/+7f8yDRw/44Ksf8Eff+xO+9+d/xi99+1tc3LvH4ANV2/Hh++/Ljf3QM263XH90Q6UNU44Q5KYzpERbClXrMG3Fva5l7WC5UBzixIv9NYfdjpt+g78J+OvIt++fs1rXMgJWilXTiH/qa19HW8vjyXOYJq72O277kZthwO8GhqutdI+5cOpWRFPY+y3D2HP14jWLRc35+ZKqtiwWDcIcFYxViZHleoUuirAVAGdSEFJiP/TCSDSOqm2plwsR3/QH1sFT3lmHJCPbnGUnnVOisg41czKnYUBpy+efPePzz19Ijk9VzTf0QkoRa0UBOfQHrt+8oa0ci8sLHj98wPnZGbc312ycQeWEypIo7b1nSrdYXTg9aTg7WXJ+sqa/ueIYH5FjwChFKImhP2CN4sH9e1RNi2saXFOhjeVme40PkcWipeTM5vaa1WrJN776IQ8ePOTy8pLDfsvt7S1VVXFxccFiseAwCGbsaAEpDKRywNUd7dLTLU5oFyecn51hXQWYuxiKguyGnDV479FayAkxBmLItE1DVVm0FhTVMZjv7evI0nu7ML4tTjh+/ZHAcIwpd879wnOoJIDwLTXeX3d9+ewmF8oQKU7UXEUpssokLa2aIs3z8kAhk4tBtNgZp1usrSh2QtkJZSa0mTDao0ygtommaNpK0VgtrLBSIAbIGpUspEhOkZgkeySmQkmFgCcQGazHl8RIIhqFtwqvwSs9GxshzDlGc3L6nO2k7uCLqnyR9qRMkfWNKXMWRr77UCajrfx346BIkiBZy5snFTGbJS2nJKWPI/k5Z0VpEgj4tSRULrh5cYmKZOXFgFkymUwkMKWJKXqm6O9gjlMSVY040xODF/BhNhpXACNuzGIiU4jiSg8ywtNTQr/D9IlSCjlK1EeYPMFqklH0w8DtdktMHZNW7KeJPkRs22Fdxdm9+5ydnvPwyXucnZxy7+I+0zAwjRMhJgYzyrhCQ98f0GEiGun8Yk5UdabBsd8qdBqJuw3TYcftfkcfJsyio9KK+uSM1eU9Hn/lazx4+IAnH3zApy/fcPLZC9bLc9bdCWerM3QUQY6eb1qMnkIhpMhhGqGqMHPWkcjGZedom5bsFMZknFIs2jUlaeGWDROp9vSuYWsrKteStANt8UpzYiwajY8yAVAKKJESRmoyKyOHk5gzWwHcU5TEfYzTSFVpyGU2BWjJ/AJUUhC/sGhkJQXGqASliAcGMdgabVDWkKL8PT4GVHhXBUmBtuQcGX2Qzl8bNHKfCONIyTDut0z9XjLV5j0Zs+nTGUNb18QwcXt7w6KV4Ll20VI3Nfv+wDAOrNZLQgzcbDZowM2zElUKq0XN2WnHq1oTQ0KZMuvKDTEr9ofAFABVo22DrRphPKcgRnn0XRCe0iIyCiEz+cgwBtkLK4t1Itk+OTsj5sLg5bVEFlZmzJKenVK6M5g652ibRu7NM/o6lyPLT9BjSglct2hNPgJf9Yzamg8p5egxeruTOXZMb/3+7f/NW8WlzIf844FnGESJmXNm6HtCjP9l0EEmGk5vlhgHGE0yEA30VhENhCqRbSa1kaxgyjtyyqQp4JJhcagxU8IRiHaHqw+47hadJu5XNSscDxctHWBjRk0BtgdUcqjUwDiAHxnSjqFMHPSIt5FhkYil0JeML9Bn8GjGMseM6xWHKdKHxDgGfCqShaMVWANGkZ0UocA4p2AW6mXANZCtFJvUenRtKO1AaRV6NaJcgVqTUcSi8fMocAyJXBTL5RqlzbxLyIQpUGlNh8MlWYSLACKjnELbzLb/SwKyEM0Fxpjpp5Gbac84BUY/5z6hCDGSUmYcRkkbRQu/bjdhTMT1SYq/taQiwg3lGpRxbKdmflO8m8sAiwjVGBivt7zq93y2veWnN1c82215UzL7kvn0sCdbx3d+++9wenbBB1/5OuvVCY/vPxRhYMqcfbBmtViw2dwyTSO2tUxh5N/9pz+gnwZs57C1o1103Fuf8/TyIX/yZ8959eoVr169EQzQ/Qfc++Vv8O1/+PewxmGK5t7FJQ9/9VdZNR2lXfLLv77kg/d/i3zYk8eRv/Oh5XB6y3/4N7+H9yNfff8R+6C4bTuGMPGDz37Kk0cPeXzycFY9jdzuJ1KqWT78ClEpfvbjZzSrE77zne/is2YfCs93O55vd3y0u+VPxoEPHz9mUdcMP3tO00d++/M3xMOeT77/PVylWKwqttev2bx5xbmr+M0LQ74KTGPgd0xgDxLMWOB23GJrheEM5Yskj2pDpQy2ryBoKi9j6I4lySR62xNTYtzvqRcdrnGSEZUKPomF4ur2Fvuu4KpKE+2Cw3jg5dWBlDLWiJ+sKYXbTz9m8oHDZx+RNxvurVa0JvNpmIhJTl2XqwVPnjxgt7nhP71+wXe/+3d4+PghJ/cvcJXj9/7w9xmGnr/zj/4en376jI//+UsWuuO8vuTq9prb3YZvfHDGd371KS9f/5Cb257qBFxn2O9bbobI9360RxuHq5c8WFywWp/x6s3POPS3fPDhe9RNzWeffo4ulm9+69foDwN/8mc/49WbkcNB88GHT/nggw/RWu4L/+C/+98wDCP/4l/8Sza7PU3lMNpiVYWtJMWVUgh+pLYGs+g49AMxptn/o1G1vVMAHgniWouBX8/KT2sdShmmcUIpfZdXFEKY4a3xrgAdx6R3Uu4kjYj9hc4qhsCbV6/4+JNPWC6EPL7f7/He/414dl9O+y4Qg1TokiEmKUghQzQZXxIxKnLWFDl4zdVSgs5iBHxETUJlMCVSO4urYe1aVjhqa3FZo2akSfZh5t9psg/kIF1STpE4Zw9FkgSwiZCJrJR0P0WCtjJzJPE8LD/6D0qBY6oten5w5mUfCowVgrk2Rwy8xliF1gWlC5LyJXulcozgzkXyAbU4rsI8555CFNghApEISWa4SRWcsRJtnGVPdBh6YgkYH0gZBh/pR8/t7sDkoxSkmdoqwX6ZafAyjz7OmLOo64xOKKNnYOkMWa2MVIeRd8qyU0hQWs6Zw2HP5CeRsQZxk+9jZDfvi1xVc3J6ysnZGcvVmtVqzWp9gsqCpOo6kXmfnpwSYyDpgJ6U+INI3O635H2m3MChu8Ff33K72bDd7djubhnHwENn6ZYLLh4+wGrLsB+pugWu7dC2JqNxdctqlbm63dBvDzjt6JoOZxwFz3gYCJPHWYsqCYWT4L15FF2QPQxWPqeVpnI1TjtKkLiHrmlYK8tQNWytYez3XE0Tt8OE8oGlMvRB8FHdyQnGZLTLQnPmnHNtWCqFUxY/BZpxxMSIn2afWZbpgJ6hm2kOfjRahtFI+AXHuBijtYy7YiQUudnknGY/nXytUfruNP0urlIkcTgXCcrTzlHXBkpmOOwZh4lxmgiTjMCdUrjZhlG7SkDFTU2YJmrnaJsa5ySqIgSP0rBYdGQSu90WbRXf+c63KL2ibDWHfktl4WS94PLyjK985Qknt1tyjgzTSIgVPiR8yNTGUDcLYi7s9gd8EPWjsRprj8gfCFFk9rnANAVuN1uW1ze0XUMpEUXm8vIexhjSPC7LBUiZlD169iXd+XuYb2VaRFXH/4Yqd2/zUjIhzJOXkmaCjpYYn/nnKuWLsL2c82xxMXfjuBAC3vt5XyWm2bel3lqLws97WaVQCuM44r2n7/u7+Ikvu760IMWcuR5GVIBsFFlD1IqghHTttfyKlWV9XdUYrWlNLdTjqVAOkbQZcftM5Q2XzTmryvKeXrAolsWo0VOCYU8eAlPvKSGTfWEKIz544hjIMVLivPdRiqLAziSCGhmbgWbMmZADKgkux6kZOwfiIVJ53veIj0DdcegUzmWMLbiqwlgrGUyVw2mNVUo4MEqSRZOQiohRsny69QJtHW9udngf8TGhtaFpOmIs9L2fuX+waCVWw4eCUpkXr7ZoK/LzmAr9GBimwGY/4GfD7xxucafSSV5SQmUQKCO8PFPZmZl3tmqwriYbT1GaYZJx37u6lNbYpsanxM2Lzyldy2K5hDev6MeR3Tiwy5nloycszs959OgR69NzVqs16/Wa8/NzauNoTEX0EykELi4ucM6yGTbUfuRXfuVXePn6Jb/z+7/H66s3/OzTj6kKLLLh4aPHXN67T8oZ5yyrlXzPr37lqyil+fTjZzRdK6gXNCELQ6yqKj5/8YLnP/sZ337/fbq25ezslC2ZTz/5hJICbVVju5baabpFy8z9pBTFarlCLxdEDFlb3nvwmITm5vU19XLN4mLF/cWCdV3R7i540+/5N7/3r3n98iVfW1+gF0uG4LlYLfl7//1/xzBsub7+nFX7IevWwc0t6tBzjiWlzO//6Ef0mx2b20CI0iUti8a2NcVHvA8oK/uNNE5CHZkFDhkpXKtujY8RNUjSsfdHbpzCVRWVqUTa/o4CHnNOjINgxRZtTdt2LBZLbq5vePbZlXhsholx2EPJwgd0jq4VuOe3v/1tXrz8nJ9+9FN+4zd/nW9965dAwzT2vHn9iuVyyW/+5q/x+efP+Wf/7J/x4Ycf8H/9v/yf+dH3fsYf/ss/IpQtiWseP7nH17/2NU4vltzutvzb//l7HK42c2TEQEqZpml5+PAhb24/59mLj1mfWrpFfUds0QZ8irx88YKSFcvFklIyL1++YLO55i//8of4qaeUxD/8h/8t6/UJ4zDiJ0/VJmIM3G4OXN4zPHqykMYgzUKnIvEszimqpka9peqTYuQZhgGlBYZdOYezhqp2d6b+nMvPxY4751gul3PwoGe323Fzc3PnLXrvvfeoquouqM9aS9/3vHnzhhDCXVDfbreTnWUpnJycSMbTX3P9DVh2ikkZlCp3GJqi9IzQUfMuJBN9mkkGBYtC64BNChXATRk3aha5ptMNp7ZmmS1NqnBJUYZAGgOl96QpkEMh+0QcJIogxkj2QmfQkvYtOB8FaV7iGRRWNlqCJQpZIoeziNAL8nPl2atDEe2KvnMXg7EGowq6FCyzqk7Jg6RKRiXh0qFltmyUIqMxetbB5EIMiaEfmHwkZrDW4ZzsklKcQ/WUkZ9GO1IGHws2GFRS+JgJMbE7eMYpsD2Eu4IkibvM7vxCiaKu0/MzU3K5S3PMBRKKqknYKlFMpChDP0XSOxTZ5VIYQ5BO1dm5W8wUbTBVRRomYi6cnZ9zcu8eTdNS1TLnd1UlT/KMPrLOSaickrDCpmkwzrBerfEx8PTp+7SLBYmCngJmFA9LCIF2sZzzp+aY5Voktk/ff8qiabHOovO830MOK1VV07Ytw9Dj55C8khOVE2agKQpnNXVlqIxsHcrc8cYQUSFKEKM6LjChEAj9RO/2uMsLTpdrbqJnFwIhRg79wMt0zXg4cFoKJ23N1ZsVEEj5wElX03c1i8lTl8JYZDfRrhYsSkGZW0qSguRTop9GXMrYnPE5MEVDVJmiC4E5Xj0m2SlYK2Dk4yShlPkkrTFWGIyVdXMsyju4SiHHQJgmDrstRmtWyyXj0LO5lVj5afKEaRT/3Qxp7tqGylmCH6ms4fLinMoapmFAO0Uplu3tDSlMEjGjoG0qnNVEP7JoGz744H1CvmWYrhjHgevrKwbfk2Kga9t5R7Pg0Geh7WsRQ5RSsNYwTRMp9+x2HSHUckic93OLbsXTJ+9zcnLCvfuXpDgRw8TLF8/Y7TY8e/aMV69eM04Txwhz+CLobpomGRG6SvBkMctzMlNkcslzoJ5EpBtjqarqrls7hvTlkmaBQgXoO8/QscvZbrcMw0Df99ze3nI4HO7oD8Mw3NEY4AvOXTuzOI/f4zj+O0JWxQP1V19fXpCUojcOjNx0lTayLDuaAEOAFJl2e6KP5LFHZwhJZKqqWCosLY5z3XFmai5NzaIY2l3ETJG03ZN7T9wMkvA6FsIQ8fswL3QDOUrLqZFikY0Uk2xk+Znm8UMGdIwUH1BZYTK4ebGrkLTzmOXfgv4i/dMZK5RuxKxbKTAKaqRA6RhROkhipjJol7HaocwsotZKFr8psbndMU4BtKOqC3UtMvCSJP+mqixF1SjT4pMmlAKTpaA5zMXsdjsyTpH9IEiYKUiqqRS+PC8Y31IHzoMYP3mZ2c5FrF5Mc0pqTVGGg0/vtENKObEdBPTouo6kNEMIYA1V1xG3PVMqPHn6PvefPGaxWtG0Hd1yQd1I4KBAewttXVNbyzj1+OBZna1QWjGmiaqu+a3f+G1utjfce/iAsNkzXd2w7wf6ceTBo8ecnZ+jtZgJ67bh7Oycr3/tG5AhDWJIVT5SZlvCarUkXlywefWCcb9j6A/kFFl1nSgwc8RZRVMJU1Bloc3HFEnjhDKGKsgpNY+BlCWCOk57+j7x6PSch2eX3ATPdvJ4H9nsD9y+uqLKhauPfkoN1DpycrLg0eNzThc1Z4uG97oFF1VNCZmSYXV+ynlTY37ynBJlpD7GwGa/odGGVhsOYQSko1a6MOUoP/PkscaiKytWAY450WBmaXHTNNiquqPRv4ur5EyaJob9ltcvP8douDw/Y7+95eXnz0XgEqIAZ5ViOOwopXB2ssQYw25zQ9PWfONrH2Kt5fb6DU1XUzWOV58/o+taXO3QZC5O17S14/bqFctuxW//9m+R2LLtX7K5veFnP/sInIgMTk9PWWWHUpeEaFksOrRS7A878Ue1DTeba8ZpR9Vouq6lZD2P7AInp2v+0f/6H/H0gw/41q/+Cm8+/4w3L57xH//DH/DRRz/lz//8L+j7nmoO1zRaE5V0SdM0stvtWK1P6RY1uUwz307iJ3KRMd8wDFhraNv1PGbTNG1N09Tc3twIEzFMlJLpulOsdXf8ucPhwO3tLc+ePWOz2XB7e3s3mru4uKDrOjabDTFGLi8vAekUjTGcnZ0xTZMQM4ZBzLyzQfbI1/vrri/3IRmLO7kglUA/DEJG8OO8J0IKSMzEwwghYUPBFEVTHA2GJY5T23BZdZzTcqJr2jFjfCbdjOQpwCZQpkAes3RGvScNkHsoOUm4X5bCYI46+7k7svPoziBoc4PC5owrEh2Qi+y1KJD1bAzTopIps8TbmjTzpJgjw8EqWbmoXFA5kYMUohICxYhjX6kyT+KFxrPd7xl9xPtITBmNjPOGIXD8CwsWbRRTKOgpydxYGaquRRk775oMPgZ81oSsCMWSigTJpXkPBQUjo2LxVChNUzkSioTs2nzwKG8p2lKMJSvDFCSO4l1dShtc1+JsRb1cghXCwf7FS55fb8kKukWNNppcoO+HWVklY1VbOWpX0VaNjEyVuMVKUbx+fUVInte3b+inYVb2aO5d3mefNdc3W2II9PsD1hqWyyXLk1O65YqcC5P3bHdbnLG0riYET98fyIee1Pf4GMhkhnGk3++5fnNFCZ7mdEVlDYu2xo8Dm6trVssFq+WCuqqxPhMyZB8xIZKzQoWZSGJrfNEMU6L0nngYCL2wIXOWjYDWCkVhopDVLMYJHrYb+uDofYUaJ6a64QKL1RZ3saZTiuW6EjVoHyEFXl5tOV+2NKsFY/SkFOi0xRmFT5JoXDcSa5+Qwp+RPZczwkVURhMnLxT9EN5ZQVJaUVeGnsxw2BH9GRoJ1/PjQYgbRqOauZPOCYXQJIw1NK1EeecYcI2jbSuck+j2y/Mzuq7hxavPCdPAh++L+GC/3eBKwSXLcrXkw698SFVXolo0oqS9vrkhREtTd5ItFCPG1RIzXhK6JB48fIDW55xfrLHOsLndQ4HVaoGi8NOf/oT9YUc/7Il+IPqBcU5a/bVf+1XqumG5OmGcAn/6F99nmgJd17FarTg7OyXEws3NDdZJxyJhfolhJjPsdluqytG2UgDelm9vNrdcvXnDbr8l58JXvtLQNDPdYTbHHiXcx9iLOKvkjnumrpNcpuPv77BIszw858x+v+f65ppvfP0bnJ2d3XV3f931N2DZWar1CWMcmQZZtO82/RyCFzFeFs56SOhUcFljMTTK0CnLSltOm5b75oQzVbMuFfQHSh+J1yNlnFA7Dz5ShkQMCT8E8gC5l+A/ikRYaApmlljneS90HNlZ8hdm21KwBexckOx8/z1qHLT6whSoVcHqgtUJO+N1lFZYirCqSoaUyVEKUo5RuqWcpXiVMoNfYbfdsxtGMcwVKZTEQj8EUb7MsdXGwhQKBUmyVTpzQotRNbFkQtb4NOGTIRRDLIlIFgNwTFJZKWL4KwU/ZYzWuKohK00iErLCxwLBko0jJ0lCnaLc+N/VpbTGdi3ONVSLJcoZlDMcYuLZ9YZq3dF1NUobcikc+h60uXtjOOeo64auW1Ci7BFlVKx4/fo1h+HA7f6WKXr6OGKc5d7lPfTg2WpL9IHDfo814jw/OT2jWyzIRbAqMSS6pmV53jGWzO6wJ+0PxMPh7gQ5jhLBfP3mCp0iD1cLqrriZLHkehjYvLmmcxXdWU1VNdi6MM6G7ugTxSoIGacVy7phiJlpipTBE/cDYXirICkh4qMVE3MqMeBDYNgEDpPhMFkYJsa6pdQL2qrG1Zd0zrBc1ygl6cukwIurDc4oLk4XDH5ijAm3WKKNk3yuUujaGqM0qXyRfmznrohZNNQPIyEmgrN/I8f9f4lLK+k+tcoM/Y7oR4w6FqSeumqxxlHZmruCpBRdU2Odo24bie/2E84sWS6aWbikuXdxRts2fPTTH5JS5MMP3iPGyHa7wZZCjWO1XPDV7kNMJXYDU1ekkri6foP3hpP16bywj9QtP1eQzu+tWSwddSOpB7vtAQqsl0tQ8JOf/CVvXr/k9YvnrNcLlquOaRwBxa//+q/z6NFjzs7v8ebNFf/LH3+PyU903Qmr1YrT01Nev7nm+vqay8sHdN1CuIY53aXB7nZb6rq+C8orc+cUY+T2dnMX05FS4uHDpzhXyRhv3iHpGdtl58ymt31IgLAku24eDQrZIR4Tc+fCtNvvuLq64rvf/S7vv/8+3//+9zkcDn/tc/6lBenQjzz7i1eE6Bn2B/IUyVOgxlJjcEnhksL2ARMLCw91MSyL4qLr+MblY5baceor6kPGxkC6mSj9iNlkCKAnRQkKP83Yk92EmInMTDSYzVhojBJmHMj47Xjat/O4zgKVViSnSFFIE1EaCnlzaSgWZrMB2sqH1YL1MHPqq7VOPA8zxRyl5UZRCnmWcvspE/DsQ2EIme12Tz95MEIpj7FINonvMdpibIWPPYchUh0C1jqatqWqDIcpY1LmMGVGXxijxicRTWQ0WWWyVhR9BPwVoUUgwFFrDHW7QNtALAbsRDYjdbfC1S0RSy4aP4V3ppICCDnxZt/z4P6KD771Tf74Rz/i9//jf+DV9TWL2jKmyH4YePHqJRPwnd/4LZbrE9m9WSe7JOdAwXK5oq4q3rx6ScqJR4+eMPmJ6WOP8gZqS8qZ4TCw7JZ859vf4dAPfPrZc4y2VK5mnCYwhuV6Rdt2M+9McXVzw+HmluvrN4TtjrDbY+cTa3/YMxz2PLh/DzN3y4eNJ2xuaOuKX/nmt3BWY5LkykQUWWsSit12j3Y1i2qFxlKGgFWGtW2ZNgc++8nHHIonJ+Ex7scRlxIWRDFmDba1UGl0qwkqsSdzNUgh82VPYx3jumGyhuWqkwh0rRn6wObKM6VCJGE0aKspVlEMlEqIKEEViUfJcmQrSr7OVe4uATeHSJw8KmWUfkcqzVIoSUDMVoHV8phI/PgO1cmer1ssJZzOB1HmRdmpRiPCCEqcD7XzRETD9vaaMNWslh0heg67jUxYVMZqsNqSdQW5xrUF4wwpeWJOnJ+dMY6Kw6Enxsj5+Sk+JD777FPapaFZGPb7gA9Q1yKYury8oG2WfP0r38LoipLUF9E1swG1W3RA4fXr1/T9wMVmhw+RX/7lX+bN9Q0//suPcFXFzc0NOWdWqyXaqDtSxDh5ttvbmeLdI0F+01toH4CCnybZQ2k9e5HMnTn27RC+YRjudkhvx5R7L2sB4OeCA49/z3HXtVwsefjwIfcu73F+fs5qtfrSp/xLC9I0eT797AUxifDAZHBJYayiNgabDS5r6qlgQqEdoSmarhhObMNjd0GToYsF+hGGRN4EVB9QfYYIJihyBEIhT5kwRlTQ6DTLt8lzTLieSXNlVjQJYqWoOQ5iFiNYBdYoXJYOyUgDgzl2Rhowd4roO/2/WJT0He5dzTEHSs8LwyNOJWdyiPicGLPiMCaGkBiGkSlEqrZDaT2jfhIxFbSR7lFUdQnrEsY6zmyNttLN6FKYYmGK4JMiZkVCi6RdCd6lHO8FCsrMkzJGoold1YC2VAkiBofGNS22aqGIJ0lHMTa/qyvlwt5PXBrD2YMHjN//Pj/4yU8ZnaF2hj5LSuxms8W2HYvVktV6dfcmefsFXzfN7EO6QU+G025JTIFnr55RlEIpy+Q9/TBw0rTcO73gBz/8IbKnF4xTiAEdAlVVUTcNfgpEH9jt9ux3O3a7LX63w293rJXGFXkDez9xdrIWY+L2Rv6e/kD34B7vPXzEOByY+sMXFoR5rzmNHpNg1VygiyGFjDUW4xybw8Stf824sBQDIYiRWb4HeDWDcasKGg2dJUXPGCd2IZBiJk+ZShvYXlDmHYFVCmIghILPnlAKqch7SCuBvhYjH1lBnIU8qmQo81jbaIwzqChm35KyjOffeh/8178EKkyZaSnzXjfHiB9Haldh5/2IMeZOVCBw2EgKzLswmbCoIiN2rQpDv6dkT9NUaA83N1cyqncGpYt4dpRwLp2L6KowhpGUk6Sh6sLNzUTOiq5r8Zsdt7c3YBdUXSdiixQJUVE5y6NHl5yenPP0/fcxyjKNkRg8fuyFRRejmFzbltvbDdvtnhAz1la89/Qp1lV8/wc/ZJxGDocD1lW0bYMIf+MdPqnve6a54BxHbccCE2NEadljHT9/RBhprX+OVwfcfZ/j95IIDOl+xnG8oznAzxMYjl/Tti11XbNer1kul3Rdd0ds+KuuLyc1pILeR0xOGA82g4tQkbAlUqVCkw0XqabD8d7ylLVteNqesrA1J0ONHif0foLDCMNENSSKL6Q+kUKg322IITANhzk6wZBnxdxxulTUTFYwCBvOlPlXJaM8MnkWRpskYX4ie+IuILBYKAaUQwpSNaujnUYbUEZhqgpta7SrUMZimk6im9sOjCObmlgU4zhx8Il9SOynxBAyKQHKiA8pFQafyUWBqjBkMKK+CjGxWKxoleXs/ILT03OJwwgTU4qCQlJZPsgyxiuJUAKxJFE2zkZp5ywPL0UGXRnLOI6McUAHKeQxB0rSFKPnyASDye9IJQWYyrF++JBewe//p/9EXzLf/W//G3764gWfXb9hYTS1tTRdizGWm+tbStEsn5xQkFNavT7h7PycOHleX12xnCXht9sNRSv+wT/4h0x+4qPnnzJOA7vDHoYR9gd+6zd/i69+7ev85ccf87u/8zv8/X/039F1LX/0x3+McY7lck0KgWGzpfhAGUaSH0jJ8/mbG9L+gDaKk5M1K6B4zy4kbIF1t6Q1jtxPMAWUT/iY8TkzxELSBV1bjKlm4r2m0o6YFOM0EW3Bm4KnIlSatmlEMTgNxJy5jRmbI73uOXEd3XJF8SNp0mQjbuzR9/iQ2H76GdSO1XJJjok0TZgcWVRQ4sRmu+F0saRpWwKZkgLWaNCF3g8YpelsIzvYItip2YeN1lqUa8bSNO1MAPivfx0pHxKxnoneM8yn9aoSyTKAnyaUlpus1rIrDMGz2W5Zrhacn58RQuTVq1fUjcU5S9vVdF1Lt2jw48j3/viPyLMgYdk+4mwVuXy44PxyzabfMo0bupMGpxy32z0pFaqq4nCYePnqDa5qeP/9pyxOKrqVY7t/wTgMlCKCF2M1w9jzO7/zOyg0lampKkfXVEzTwOQHYojklGZ6d8aHxNnZBf+H/+P/iSfvvcfTDz7k+mbDZ89fik1FzyKG2dKQi/irpmkkpcgxePG4CxLy/1vvTSMKvJxk51NV1V2H473n9evXbLdbdrsd9+7d4/T0lK6TpNujJ+ns7AytJUPs7f2TMYbvfOc7PHz4EOccm82Gp0+f/lyExX/u+nJRQwETCiqDTgqXlXREWVNnRRM1bdYsVcVKV1zaFaeu5VF7hs0KMyEYhUOQjz6gg1CGk08UH2WGHjxh9ICY4PLsj5h/iiMHVQ5nx4bl+MF8Ap5VZ0JHnR/8uSApvuiIlFFS2OxsgHVGOiWjZsjmsSAZjKskzdXVFC3CgJQLPsjJfpwi45TwqZCLQyGa/lwkMLCgBUxbBH4YU8KHSJsLSmu6bsFyueS6z4IXmf+vKFloy+/mz5dEQU6MBTHjOjRNW0knoRQxa4w5vvDkz5Aj6DQ/JjPq/h1dWhuq5ZKUC69ubiiV49F773EdA1d+JGtFnAP4mBU+rmq+8FqldIfM95MYIZtmTV05ynYDKC4vLvEx8GZ7Kyc2JWj+MEzcu7zHvfv3+fFHH/H69WtCiORSeH31Bq0NIcih6LDZYFLGpUyeRrKfOOy3hM2OpmScMRLvoDS6iDpTPqfEvO0jZf7eR4N4Ampj59RjAWJW2s7dRrozbmefiCWhlZxSQzKQRLadilgOOqXBOekYkiyYC4WsDYXMsD+At3SupswRGapkievOQo9ObQdK3bEczXx3yvM4SxlJHDZlzrd563k0xqAc1E5G2e/6UmqmUIR4dxDTM8k+pRkqO6OFXOVmU6lgko2xhOCJMQBJEpyP1IBSiCFwdfWGlJPsRRYNKt2yPnMotbjrQOpoUUbL41skyiGXxDD02KpmfbKiWRjqxtAPR9Npnm/CIvl++eIFFE1bd7RtTVwuGMYD43gQZmdKsiPPhTdXN0zCJGLRLXj//SVKP+ez5y/ueHIpprt4CGvLnNKdfq7TuYsjJ8/epBnEivwbCj+fY3QcvR27Ga01TSPk8KZp7qLUj18L/Bzv7lgEz87OePz4MTc3N0zTxGKx+Nv7kGo0T1KNVoXaGhpVsVAVK2oWynGaarpiOU+OJmsuYkMbNa7fo3wkb0fwHjVM8msI5DDPzHdbgp/Y72+koucscNCmliZbkvHuRmySFCEx4tlmiRpXmai+WP5GZGSC0SL7LgXHPKpwdtZyC7FbNxbjNLaxGGewzuKaM4zrhD+nNboS1E5xjXg7QqKPntthoveR/ZQIGJIyMxlBywknAzPsUE6bGe9HSlE4Zzg9O+Hy8h6PHz/i9OyczWfPyTmgKtll2ZjJ8Tj/DpAkvlyRUDrB7D1CR5Qd0SahAesCbafwqeB8Yop7ggddTSjrKLaZDcTv5tLO0pydiEfBGur1ivbsjO7JEz7Ybvjx58+42u3wxjJ6zw9+8EPOzs85PT2TcLOnS1xV33ke6rpmu9uSYmS73ZFy4uNPPhOF0WHEh0AKmbZd8HC54na7Zbff85WvfI3F+oRPPvmEZ58/5/EHH+Kc48WL5wTv6Tc7Yj/gd3vyoacMI3q3R40TzTDgcoa6oQLWywV4T9zvGHLiJkWin4h+omobTNsKlVsbuvUJTdWyaNbUVCxKy3Y3sN/fslwsqU4WvNi85OWbG66ur9nsd3RrSaIN21tsU3H/6QNcpdmGSKMNTbsgFY9PibPTS+oCY3+Fj4HD66uZriIhfGctkBP720zFjhIDy6bFWYnWsErTdA2VdbRtJ8UozsKhUqR4voV8yfPN/528drSmrmuatpU9kbEM00jVNJxd3sOaGX3jgxz2ikIhqqFuVdGtVxz6Ax99+hlPnz7h6XtPePnyOf048s1vfYvLi3O+/8O/YNcf5tTVjA+B282Gw+ZThnDFq+uGbh0xVeQ//acfMMXAV772q9R1xaHf0/c93nucNVxcnKFdxlSZp8unFPWAl68+w/uRq6srKtfw6NFDcir4KZBi5PWbN9S1oetafvDxp7x5/Yb/8X/833J5eckf/uF/ZL/f83/7n/4nlus1j5+8Tz+M7Pd71ieOxbJlu90z+cByfUpX1F2RPB7mZFekKDjGcWQYBna7A30/UNdOEmbnXLXr6+u7YnJ6espv/MZv3D3vq9WKtm3vTK6Xl5dYa2djcLqTmt/eyqHwa1/7mrxXt9u7P+O9/9uP7CyKM11hKFRoGixtsayVZVEsZ8rRKsdJttRK08aCS4niE0yBsh/AB/Ce4gPEQPITOQXiNBHjdDcnPmIMSskUZShuZvqocidEKFZRdCEZgUkmZm/R2wXJaOmikHpmZtUSzsroqlIoqzG1w9YW21hc7YTI0J5g3eKLcaGrJPVVO0rKBJ/xWbh1U8yElEnGULS+4w/lIkgPLRpzlIacyjxSkP1UU1csuoamdlTOgJI4CqUySmeUKXNkQOKY8qp0Ev+LaKEwZLROxDCgiShtUCpRVYq61tS1Efl3jKQsWVbKundJDqIg6bzOGFzbUXcLmuWSdcnEynHuR5J1vNrtCCHi80A7ijT0OONWiruTlzGGEBSZcocu8T6If6aUGVVk50A2O++gLKenpxSt+OTl50yHA659JeqhnGVktzsQh4GwO8i4b5ywh16yiXLBKpHXoxTWGDiiglImTBOkhC7zrk+r+VBkRAWqtAS3FQdezc2+oHiccUzjxHazlX/HjMpBKZSRHC2MRlcVVVdjc0KniKsNlcpUxVJlWKQDJij6fqTMEFWjwRkBy8coN8HRKFpX4YyoGpNClq7yziMdDbFlPvKUfHTJzu/NLzxK7+LVI6BQjasq2ctm6XqOe92CoG9Smf2FMXEYRqw1OFdJdEsQNJV1FShh+xvrME52JijNYrkU5I2SdFY/7dFXE1N0PK5aFpXhdrOnH0aePBXVrJg+Z+jt8U0138OqusI6S9PUQL7LKmsWNSEk+sNAipEUAm3rqGsxz47jNHNLRWAQYpADWCm03c3PeQgFBZTvRnPHLjLPjxFwJ8E+SrZTSncHu/V6Sdt21LWo6Y6FA74I6DtmGh27o35On5UR4BcH27c5dcddmFLqbq93RB192fWlBWmhLd+sLlAxkkcPPsE00uVIWyyXTrEwcIalSgWz62GMDDd7VMzYkFApCSNrHGUOPB6IwZMIoDJNW8uIqmRSjuz9nlS3hMXqi3mbmUchRkZZQRcShaFkfBHIaiyKqShK7cA5rLJiYrWGrDWlqmSZaw3aakzjcI2TE2JbU7UV9eoxtjmRk3bO+JQltiEkwjSxPXi2PvHmMOJTkU6kqyQLp8iLPetMQdHUUsxkxDexPxxYLpYsuorTk5Z7F2ucSeQ0EENPjAOS5JjQJqJyRCuP0ZFiInbWr1st6jqrgBJ5+flHVM5ycXZGVdWcn3c0raJtDS+vN6RtwOeRmAIuz3PLd3SNIfLxzWvOTi/4ytP3sW1Ddg67WLBwlm+sVjzynn/+e7/HZrPh/P5DFl3L5eUlJ6cnaCPZUWMYMdpQNw1tJ/LdYT0QQuAwiFHW2RrnahYri/Yjqe+pXc3JqaY9WTEGz8t/fcOLV6/5V7/7u3jvWZ+diZoreCo0nbK0BZpSyDcbzDTxd3/p25yv1rQp4HKhShLN7tanlOCJw8jJcsl6teCFH9jGiG47lLG82mxYtYlvvP8tmDI3r17hg8zrs5KRy7PPnvH9j3/MGCa0stze7lBGsVg0FKt58eaGD7/6Ab/6W3+H/evXbF++4OHlCfddi351gx4nvnraMo4Df/bnH1FSZLEAOxdPHzMlZw63E/0msKoX6FqTQiAhFoZJa8LkhVYRi6Q3uxqDQhfx35Dl5sc7OtDElKV7yYnlySm2bpliYT9ObPY9ShbKaOPIBbaHAe8DP/nZZyJbbirW6xUXl2fEorjd96iqoraGT55/zs1uS0JxenbB3/9v/iHXN9f85Mc/YnuTuHnzhk+eT0wx8D/877/NycUFNzeKm9vE5fPPMbamH+wdNijnxNXVFXVnqDtN3dZYZ3j48CExRfrDhNFOTKW3Wz777DOapuZ0vWS9WvHg4T0+Pv+U7WbHT3/6Ec+ff87zzz+nrhv+7j/4JtpYtrsDrm44Pz8l5cL19bUkxQLj2JNSZhh6pmmkaZpZYeyJ6QsbhbWWJ08ec//ePb75zW9yciJep5QSdV3fFa5hEKvDUbjQdd2dGjCEwNXVFdZaFosFcY5XN0b+vcciNk0T4zjStu2ddPz4c/xV15d3SAVOQkHHQg7iMi2x0BWoCyx0piuJOgdsgjKO5NGThh4VEyXmGdlfiNETwkSMnpiDxCRoSEoWPccwM+UMpTLESs8Ygjl6W81STiU8vVg0oShiEZZcVHrurBzFVWCchK9ZJz6Xysnp1WqUNei2wjY11bKjWTTUXQP1kmxbMvIABgJxzrkZYmGMhTGLtDcpyHoWX8w0gVy4c7qnkr6AUZZjMNYcc14iJQfK/CvlLfqCYpaEaumeSiLFfHdalZhsIMt+KMeRWKwodkrCOqF/N7WldpbKalEclUyOXjAX7+gqFHwuJK0wTY3rWurlklErvIIayHM6pY9xRiDdBYRgZiLuMcBMGelAyTO2RIHxBpONBKIpiXY3xmGcEzZdkhl6pdSd8qffH+jHQTqQUsjTRK0NxThB5xYF44D1AorU883dqgwhoApYbchqBkxmGbEWJZLvpmsxVY0xFV3dEot41oxzWDIxy04v5YQPnmEaiQLumXd9mroWNJJtLF23oG0XjNUWyUfRFDTW1hinqHRBu8KDs3NyjtR1nsP1AklF9BxXoEoWv4j3kMW8nbVQJmJJ6CypK6mkWUAzJyjrua/T6p2p7Eop+Ch7NFfVhJS42WzuPFHazPk/R8jx3CUNU0BpuS80bUsuipgLMWWUFqjxMHm0MTJa11pyjKpaEpa1KG9TyoyTl9ee1pyfr77oepRjTvmU7sLLTXqdO7RrUarGOouxUqxK1rPkSp5fa+2dOCRlEREcb/AnJ2vqWgytIQYRcqC4urpltV6zXK3JORFCQs22FNkZ5bvOZLlcUtfNXZHZ7/d33VJV1TTz9/ch4P1EjOnnfEjAHbnhKAc/cuvehqq+vad6OzH27Y/jc/n21/9V15cWpCpmHu57GcPFIi/YDA2KSmmWPlHhMX6CkJlu9uTJEzZ7eYOGiFEiS578hA8ToXiySpiqQhnFWAK5JELxQkLulvjaMXT2TsQQi5zmBPaoSUac5X1IhKIYMihXoeqOrCvJlalatHXoqgVj8doKCdwosAbdtbjlgsX5Kcv1ksV6wVVv2XuNz55EYucPTKFwtZ8YponrMTDGgreVeIRKYQJKDChVpEMikTOEsUfNbF1VYNEYKgdaR7zf0e+vif6cqlKS6MpRnq6EgG4MtbPs9plp7MlhIsVAu+xwSjNOPTkGiJ6cJnY3nsE5+sOWbrFmtTrj0NbizyAyhcy+379TdFBGEY0m1RXVyYqTi3PO7t+HV6+It7eUFMFZvvn1r3Nzu+GjTz6dc4+EG3bsBkMIGC3jz8Ne6MFd1wnfrq5Ba9qjqIBCVTe0lcXfREJ/ABxaGe7fu88U5PuWKLufFCPDZketNdlYppQZcqEJiRYtz21OtHWFTYl0OFAKOGtJSkiCfhjY+Am/XqAWHWePHrI6OeHevccYDLtnN9ioOb28ZBwDZTtwUIkxeIY4MaSRiUhQUHctVV1xdnZJ27Wc3z/j/oNLmqbDmpqCoR8i26HngWtpbYcdEova8sF3f4NCYZwmbjc3fPb8M4oe8USclUnj1B8ocaKuRDZdWyuj1RSwSkuhpRCyBECaoqhthdUGo8y7apDIudAPHhQ0ixUvXrzkk0+fsT8M9FOgbWuMsWKNKJCwRBK+AKmQQqYPmSFkxiCHSecajDXsDpNQumvhv8WCfB9tsJVjtTJMMTD44S624e/+3a9LznNp2R8SL1+8RutC21Zc32x4/pc/4cOvPUFXj3hsTlgultg5qaNrPSkWpj5htObevXuUIsKT7XaL9yNVVfH48WO++93vslgs+Yvv/4DbzYbv/+AH+BD5/MVr3v/gA84uLvFBiDB13c5CAZH1P336BFBcXl6iZ8r+mzdXfPTRR9S1sBnv37vHerXm+fPnjONI3bR34pCjAALg3r17xJngfWTTiVG9vrNiHLueI9MuhHAneqiq6ucIDv9F8pBUSrjdAZdmuGkGnQtWRayyGJvQykroVyro7FFJbpA5RVG0KC25QdnjSyCqRFGZOCu/gi4iIjA1qnKYZUexikE0AjCrljIiNCgKilMkClFb6ZCSRjmHcpakrRQkZynGkZQg932W+T7aYm2FbpeopqNUHVFXTNlyiLALEhseY2bnM94nDiExxsyUwBdFVEZUcEf0w0yMKHCnBjxihUxRs0ouU7InTNDvt2yd5ebqFdM0QFEY7YgxULI4/I8gWDkIKDnNpcLYD3gy129eEr1Eetyd4F1F23aE04xWFclHkRubCkUhJPFFvavLWEN1uqRdr3Fti61qiXNvGpq2IwZR2l1cXGCs42effooPE7c3Nyw6UTg5a6nrCpScGFPOc+GRA8ERb1+KqMFc5cCPhGEUP7Q2aCP5MOv1mrP+8HNvoJISWolqrqkr1OgJ3tMU6WZLyuQU8WMmp0SevHhHSoGS5XE3Gqs12pq73Y8yFlvXGAymrtAKclCkeRqQ5kXPyekpDx88wo87djEQVZnHLyOLxYIP3/+QqnHsdzKmOj254GGz4r5r6fYeO3lif4MGzk7OyDnxJlzR1R33L+6xrQ9YuyPGkZQDfoqkWITaXYqMfbRMx4+AZBmfS1SBHJTmz817undxhRi5Ouyoq4rlak3TLjg9OyerLaloQUzNG7mijnskkJWRwmp5DpRxGFdjqwZtCtpoTk7PaZqK4A+UnFBWoY1lHD3Ba0KwKJ2pa8h5VtktDEUrrm9HxiHNfsUvbrbGGKqqZtF1gCKEOPsZj0q0TN8PjMM0L/clVi/GyDSVORnAsVyuWK/XPHnyhNV6zcOHD5imQEqwWC6IMdwp98ZphMljq+pORAXQ9z0gRT3nxGq1ws471Rgjfd/fAVHV/Ofejhw/djsCi7V3/+1YiI7ihLfJDsc/dxRU/GJHpPUXP99fdX15QQqR6vUtLibIzGy3gjVODH71Em0rGSNkMGkkp4mSDiKXzFFGIEkRciKqTNJzjpESf1FxoIyhXrSYtsGdnpKSZxvHu5FdnvGhUlBA1YYMTEkTcsGnBKZG2ZpkKoquyLYma8eUNSkpplLAaCrT0NQdZnWO6lpSs2TQhtFrrqbE7SDtcIyRfR+YQmQ7RXzI7BNSXGfpqyjd9N1cvczmO3ly5hyZItO1kKPQy/3A9RX4cY/KnsVijTn9JrXp8HlP9olx72dLMGSf0UUJoCEWdrsNfhz42U9+xDj01EZLAVSKqq5ZrU64vD9SosFni8bSuYrkDLnEd1qQbFVzfv8xp5f3aE9OsYsFWEuzWLBSmnTYofzE++8/5XS744/+5I8Zh57PPv2Eyll8mOi6luWqo+8H+n4gHEcLyDL1iEBZLFa4qma9PmXY3LC7uSZlsK7CVA6M5uH9B/JzuUoyaYYRAzijaeuak+WSPu7o04QGKiXdb5wm9j5iYkQPPVkpaheojKauhULurBwItJVWpBiNriussoJNMvKa8iUz5Eg0Mjp+8t5T4tma9PITXu+3vLq5IvjA7fUtlxcX/PZv/TZXN1d8/0c/4LTteO+9D/jlB+/z/skFux9/zHh1zdWrZxgNj+8/wnvPzdUt68Way8sLbjc3XF1f8eb6Ddvdlv4QJc1UQ6ktcR5VaS1ikThzBGVXb9HKkEsiFYkueVcd0jRNPP/kM05PT1menrM+P6dbn2GfPafoN4xjJMYy72+L4LISDAGs0zSuQlcNpm6p2iXNYk3OE1rDk6cfsFp1fPLxT4nR4yqNudmw3ffEg6aMFcZElkuIUfYp7focbQw312/oh0zTrCVmxm8BaJpmjky5AKA/DFgrHdnR23Nzfc00BcZhwmhNZQ0+J0KYaOoFbbPg9PSUy8tLfv3Xf51+GDi/d59hnDg5e442QhIvSg7Bu+2WYZxYrtYzHV/Gay9evLgTEzRNw+PHj+86lWkc2e/2omBsGuxsuXi7GB0/jsXoWIiORWaapruCduyG3paAv82sO3ZMzrm/fUEiZxgGVJjlnqWI5t9YojbCbHMB5WqpMCpQVCApT1CJqUSRS2eZVWddUHWFsobsLEUrolWgNbmuCMYQU+RWFXZW3wEShLE1+4cM2EZm/SEZYi6ipDGyN0rakpQha0NWhhFNKgpfFAqDdS2l6tDtmuIqgqoYfCRGz6ZP7KbM5D0pRvaDxwfPYZIYDJ/KHc6HeZwugVjcGfhktjzDWpWa0UPiFi9FiNB+Ghg17He3lFy4uKjRbknwoMrEYCSmWJcCVqGLwSlLsjX7mCghkXwmjIF8pExoI3yGpcEUiy4WU0RsIcmxoJKVdNl3dCmtsHWNa2pc21C0ZgyBpu1ol0vKtcL0Pfu+xznLVz78YJZuT3z6ycf803/6/+FrX/0av/HrvzGf9sTbZObT1nG+fVThxRC4vblFBU/TdviUyN4TxklYbfNpzhohvFdW9m06ZYiRYbeneE8NrNqWs7pm2baSfTTvLZxzMydR1HCuclitMdqwXq5oVwtqV6OULHajSvgUUDljSyJpUJXBNhVV63jv7H2WtvBB+xvsU+AP/v2/583VGz792cfkJIe/tuk4PTljVVW0dcOzz1/w+qefkZ6/oex7ulQwKD77/CWFgqlqWeqfrAg5s+sHqrqlmjy7fmBKCR8SRivhKVpwViClhTlrJ0Rki6qJxmKVFuDqO9ohKSWRIyFG3rx5M6vqDOPoZeysDcpCSEkiW/oe7wNVXaG0uiPep5yZQmCYJomSN2buqIqwC2PgxC6onOP84oLJZcYEvZ8QML1QPVLMYnov5U5ab63lwYOHbPcH0BuMsZI9ZaR4140WIRFgjKZtO6wRjkrOSeI1oqiN97sBozd8//vf5+zsjN1uxzR5+ukzhmHk85evODs/5+m9++wOPbv9YU7GLUx+IuZEt1hirWO9XkpadRCz8HEcJ/STCq303AFJJ3osNsfH/ShuOH784k7oKFI4IofeHs157xnHkWkGvY7j+KVihuP1NyA1ZDgMEOcI7fmNmJS0egmFTfWcpqoADyoQlZd5LokxQ59mE6sB1xpMU5Oso2hN0JC1ZqocSmv2KXBjYO9E8qv0LDVVCuUkUM81FShFTCK9DiZTlKVoR8IRlZhYszIMBWJRhCIDiNa1UC8wzZpiDBOKfgoc+pHbsbDzM3gzRg79KIvFKZJyIhwjIDCgCvqYa8Gc85OOrfjx80cJuoBbS0nzCKBHlcjOWVKCh7qmqtcED6U4nA53fgJjLVY7iq0oc7RBmjwpZMIQCXg0ispU1CZjisMUh8WRiyEnQ0manBVk8We9q0tpja1rbNNK/ETOjD5wcblmfXLClCJFKYZxorKOr3/1q/R9z8uXL/n05Ut+7/d+l7//9/4+Z6ens0S1oW07dFXfjRTkTVPuRgm73Y5l7ThtO/ppotAzDBM+BnQlbyCrDZWxtM7Joat4SogM/UCVRGxx0nVcLJesuo6uqWEaURTqyqHTkQAvN007F8f1coU6O6dUNQrNOE1oAjEGVC6kUkgadOOwXUW1aHn/ySUfXKx58CvfptQivPnxj3/MZz/7mJIk5qRtOs7Pzmm1oTWWT374F1z99BPq7UQTM7900WC14ZNnn+Mqx/p0TbdccnZ+yTB5qtsNdd1S1Z6AZ5wLklXzDUmrO3+a+I8iOURCFhNw1BarNYt3SGpQSmOdI6bE69ev0fPobRhH4pyAq7Um9hPT5NntD6ScaduOXDI+RCGUp8zoPf040jRW5N6zlWC320mkyKrFVRX37t9jrz3bYWIMB4IHa2uaphUxSI5yLyqSemxNw6NHj6lvN4QI1liROqtATJmmtZTiALF7dN2C6BJWB6ZxoA+eaZzohz3j4Ekx86d/+qcCRdWGmBLXtyLkeH11RdU0nJ6d0o/TPHYDFEzTiA6G5Wo1U747Ykzs94e798URlKoqRTZGkmtzJpcvDLDHDuYXyd3HLuc46j52TG8jvo5wVe89h8OB7XbL4XCY2Xz9nWjir7u+vCApJUmxRWbJcsIvBKSFN3kipUybhfkWTSS6RKkESp00hCDWDpmNQNM5XNsQXUXWmnH2bQStifNpZq8se1PNnCVFmfdOxgmssDhJY/RGCtJU4uzMMYQMIUk3VlRmKrJ8LqZCuZpkaoJyHEIhhUDIif1+z/6wZx8NY55PtjEw+kCIEpKXS+bnHs4iM1o1+4Kk8xDvxnGcVJR8/qgcs1pjrKV2lSyVnZXQrKzJUSHsBdn/lCy4/5SFCaeLQhWDMw2NW9BVS1IdCZO8mNq6pasXrNoVXb2gsg25aHJRZJ+JsZCzqJLe1bXd7fjxH/4BX//GN/jgG1/DGEG3HIaBwU9Yazk/PWOaI8G7tqEfBmGUWcvLV6/Y77b8+Z9/T/JhXM2HH36F8/Nz2rYDYLffify27cTj1TTknNjs9nO+VACtsM5y6Ad22z1+mAiTp7EGi6KylXDOcsbM83kLOKXQRZSixhjxVRtD9hPjYYc6QkuRVeJJSLRZ4X0iJ4iVByXLZWaCR9KAs1A5dO04uX+P9r0HmNqRneF/+Mf/mG//0re4efGG1WpFv+9Znqz4rd/6LnEcScPIutRMjz/E3BxQw4h/8VP65DlZrlDWcEiZfrvl9W7L5EdKVUPdoJuJe/ekCOk0kMn08wnWaSNScebRvFJUlZW8MKUxKHJK7wzO27QND77+VQm+TMICK8pwOAwM/QFMhdKWuqlnZaUhpsz+MCKIlkzdNDx4+BCFSJlfvrzC+5Gp37BctlRW0bY1y+UCreHRwwfs7EQdR3QVcU2k64Qq/ub2mmkerZUC/tVEVYlqbbVcc3kJl5drzi9WpLKjMLHb7djvoevWlDwjxw4Dr19c0TY1J+sVH374AReXZ/ybf/37/OQnP33LBN5Qty2/9hu/yaEf+NFf/oTHT57w3nvvMfnAze2tBCdqc7TJM44DwzDOqb7zfq3IHum427GzClXr2ew8j/aOLLuj7Huz2dD3vbDzZr5nVUlUyTiOaK158ODBz3VHx9TZ49drren7npubG+JMGPnrri8tSIUZFqlFipozgrbJstA12VNyocqVIOx1IplMcTNZW4mCxWvhyGHAVBYaR6gcSRsmpYkoJpB9TZzwTjEah9ESLV6IoLLgfYxGz3PPWGQvFaMiFU3KIgX3afbzKfDz/kmZimwqsnZEDGMshBQZg2d7GNntezwVEXvnKvZBZN/xTiWi5v+Xm5Z0jCLrFtn2/PfOS2DU0VMof/a4RDyeVqw1kgWUkdycOfdWI2yqnMSFnmKesT8aqx3OVFSuobI12XuMUnefq6uGylZY7TBaoUXHTE5F1OXvbAsA/TDwgx9/gmtbphBojKFyjmkaCX3g9OQE17Z0dY1WUFUnDNNI3/eMw0BdOfr+wM8+/gjrxGe0XC2p6or1egAU/Rwj7YOnVlLo4xQZh4Fx8vgQ0VYOTOM4Mhx6gpfQR1VEWt6YeZSpRC15RFgZJREflIzVCqMMlTYzODNIfInXd0CRdUiYBCDBeckn0MfXyIz7UYpiZ9eqMyxO1pzeu2BvAaP5tV/9NR49eMTv/6t/DYAfRup7l3zlq1/jsNmyv73l3HSoe4/RV1vS/sCPN8/xQ4SmoSjFlDzTIPgjV1mqSrx5uqpYOwM5s99GUpRIE1UgVgGOwF4kBsMYK+GVKHQ5khrezWunco5HD88opTBOYX6PFD6xRijWFrQpNM1CyPzzCGryQcREljvqwH6/ZehHXr9+zW57Q/QH1qsFv/KdX6KalWOQOTs7xYSJtO0JeUfmgHMWUOwPB4Zp5OT0lMopUhLvj9FSPNZrWK5WLBZLpvm+sd1uSFk6KRAA7NAPXF1fc3l+zsMH93j69Cnf+ObX+aP/5U8YR8ma08bgqorVasV3fvmX2e8PDNPEvfsPOD8/5+Wr19R1RVXLDiijSDlzfb0hxAhFz4ezTrYsb5ljjbZ3knmQe/yR0HAkKuScORwObDYbrq+v74rLUWHnvaeqKi4uLgRhNKvtjrlJx68/+pEO/eFvpLT70oKUtGLTGqqsRCqb1UyzERDgRMDmREjC6kJDspncGfnaoMElsJnSOHLl6Ocd0r4oQobJSWFKVU3Imb5aEJxlchXGKoxRMLMTtJUxmTbzyC4ngo5MTKSiiEhBCihykrKRteyorHZkDP3kmWLm4CMhRqbgGcaRcRzIKpKVxnsvCkE/kfNs7qXIaHKeTh61/4JWSVSVm/lSQfZtWRRJR6N7KYgXQSuUcihVAdLOowxFaaEtzMocWTAnAbIGL8gkJX6uGAMpSeCanr07wyDqsc3mBm0rXLNAuQ5jGokSUFCS4R1qGrDOcXbvHtu+5//9T/4J3/rWL/Gbv/Gb1DMbSytFjkEexxi52W1IOXOyXnD1xrHfbbi6fsNf/OAv0EbUcj/6yx9zeXmPb3zjmywXKzTSFZUib6KXL15iNVRWc7vbsNlsQUEqmY8++imvX7/CWcPZyQlfefoEUwpqGOk3Wza3O+pSqDkmD3vpSpSmchWV1rRGY8i4upLDhGJ+g2tuX75mfztgz9eYrqVbrTHGkStIJKZ+nOGrmRgUIWq8iqTZX5cBHzzWGv5X3/0u2+2Oq+sb2vWKcfIUbagXSxwVpousTi8xIXJ65rh+/Tn/7J/+E5y1/PIvfwfV1rjaMgwHrvdb2q7jfL0iTr2YZ0+WkiEUZb9lsjwH0ziImraAaQqmqnCuxhg9j6vezWtHa0VbySK8qSqsrbCu5tmz57x6tWQKhZQhBhmPQcYaxbKr5/2iIgbP58+fCYKLzMP7lzy6f87F+YpF13CyXmA0fPzRTyg5kVJgHEb2u8MdcPTP/vSnfO/PE1PqwcCDhwZUjbUN0zTxgx/8kLpZ0K1OeP3qDa+vPufk3NG0RnxPSolwoEjcQ13VnJ+fc3Fxwb1799nt9vzpn/4pOSXu37+PQhEmj1muKKXw8uVLXrx8yb/9t7/P17/5TS4f3GeaRqy1TH6kH3rJ0EHPERay3ypFSODHHc9x99X3PTnlO9GDfqvYgChP+75nGAbGcbwrPseR3dEgexzbwRdCiLev49dWVUXbtHeF7q+7/gYR5jBaTSoybhLao/5C36AypmRMDlgl2e5FQXZ6Po0jZkUFpXaouiE6SzaGQwZfYESTlaHYilgKXjmiNiQzs+eMYpY1UHQWdJCWjJxY1IwMiiTU/HtB/6cyA1pFzjcb6ESOGaJESAjs1M8GsUhR8u9LwcsMNc7U3Fl5pKWqoGasyXxsk1ONUjJfV5qiy2xkPf798kAUlDjMlUEpQymSflq+UEhIV8UswS1icMxZkqGUlowX+ZwUQtlNfWE89n66yzxxusZaeXNrA/r4d72jyxjDYrUipsyPf/oTTk5P+dYwULk1dV0LsSOJH6OUjB9Hiiq0XUdVWXKW0LSXr99grMVYS1Ga280G6xwnJ6fcv3iAUppxlH/31dUVTe1YLRqGcWSYxrtxxc31NTc312ilRE7cLjBFQJxeG0ouWKWo9XF0JQGNJWVsI2mj1iiSNZhjWJ2e2YjGEIYR36f5RqrRqWDcLHpBkUom5MSUIilHEknQuaocc1DuBBqXF5eA4vnrl0zTvMhXCmUdttFUNtMWK/QI+4SgM59vbnHW8nU143FMR4keXwpdXVG3LUoVcvS4tpLXc/AQ591kLsTyxWg+pyRdkc2gtOCw3lFBOhqjtZabXV1Z6qahqSsqZ++mFjlFUpQDo9EKVx/VXEoIFYc9ziqcFSWlc5rloqNrayproGT221sUSCc5w1OtdTSm4fXNjv14wNQFU2m2u73QU0pNCIHr65HVCbTLNdM44dOBxeoE1cnYqpRjVpDch4yxLGao8nK5ou93bLY3xJmWoLVgqcy8t5km4de9ev2K04tzNptbQvA4Z8Xb6f08QdI0rUjOCyKqiCFhjL3j1R29Q8F/gQk6/j3HnexxFxRjvNsjfelz9VYxetskewx6bNt2fiz+lh3SpBXPWo1Lkkei0xEcrcBI82MKDGnEFk3NTIJ1hpA1IwXVdizrDrolpenYYPFFc9tPHGJm6zPRFJIVj1CpLEY5rK7ASsKomk84SQWSnjd5pRBTkJjvnEgZQoRynA0qI07zYilJM02e4iNlGMlFwuMyX6ilUJDiSE5JKLolo5PQA47oAK3E5Ioqd0WBnMUJHyIlCRldipC5MyYpmBlgGpFmamLShCgZRcqCdoKwyWUilZGMR9ko0RUajCpolWHwFDUS84GYe4yZJ8i5YGzCuowynlR6VHGUrJlCYoyFpJqj5OKdXF3X8Z0n7/Pq1Wu+98d/QtO2GGv49V/5Fb7x1a8xjYPEYpcyo240xhrOz0/ZPrjHB++/jw+Rn370MReXF5yen/HkyWMuL+9jrWEcB3744x+hCvz5n/8ZOWWm0XN6subB/cuZ7K4pSXaeu/2ezWZLDoEcA6+ef45TUKeM9oGzquL+csnFYsmFdSytpasb2qpi2bU4pSAIen+1XgOS1dM0LW3TML0YiftAqQ+EkDm8vkbVNb4ICmcaAlPOHFLBqhbbOHxJHKaB1YP72KYhHCQu/OOffczt5vZO5tsulxwOBw7jSN00WF2x3xzI08jNfsuLYce+qYgx8B8++hGPHj7gl7/1S3TTJedDTxwOxHHksBPC+fmyw2mNqytJQG6DpD+fnZGmiTSNxGFiOPQUH3DGsOqWwvJ7B1fOmWnck2Nkv++pmpa2W9HvN+QwzojHQj8MMpYtibZ2PHz0gFIy4zTSVJow9rSrjq5x3F6/wk89Jt8nLToWVcGamXShNZVT3L9/yeXyDFt7TO3p/Rt82oNLjH7if/7Dv2C/3xDCQCkNOa/Fx+Yc7fIEW6958GDNcl0zjBuZZkQlmKtDj7MVT59+wONHj/ilX/oGP/nJj3j9+hUvnr/k2bPn/Pqv/SYffvgBi9WStmt58OABuRS+8Y1vkGLiX/7Lf8mjx0948t5T/LNn7A8H3ly/Yhgm9oeeGMW2YrSM7Nq24+TklOVyxWol2UQKdQdGPZI3jqKDowkWuNvJHndCRxzQZrPBWsvDhw/puo62be9k3ceAvtPTU9ZriYp5O5fpr7v+Rh3SwWqsygg5SlQ3d4gRZgJQKbgsqBFdwGhNVBIxrpzFdS10HaVZQISUwKvIqOCQ1Z2hbT4X8f9v78+aJcuy+07st4cz+nDne2PIzMi5ZtQAFADKWmzBSIgNktYyWaObMqn1rDeaPkfrSeovIBmf9EZ1k2qTCIgNQmIXJgJkVaGqcs6M6cadfD7TnvSwt3tE1pCZBApheIgV5nEj7nX36378nL32Wus/FCgqMpTQUQ5IyAibjq8qqQ0EbHA4H6uh7fB/O8yD2EbxqSrwzu/IfZGJ7ncVnJBRFiVYG28+zYRckllVRNWFINP4kDgTCCGZBgI+oui2oAER0sKfKqStSdzWPyM+UqRbtJlwweCCxYWorgAO5LZCi26xQTh2+ubCxl1raicqDTqL1ZAQUXbWB4P1BusCQT1fLbutDE4kp6o0WH7C5ekpB5PpjsIltsRerVA6lfpZRl2XjOqKUV1xcLDPyekpJ8fHHB4fkmcFAcHQW7zz6YJKcxof/5+pDK01q7albWMbYuj7qP4OsSIj2t7jLAoos5xpXVMJSS4S4VWKdN2mHruzSLX9fGNnQCVPKi0C1gYYLEPTgnV0RMCqtR7jA8bH3bwu8lgVkcwXt9VxiHYFwzCwWW9omg1t19Jbg8PTWYsUAdM22KblYrXgcr2iwcfEawb2vcNpSfAa4XOEM8jgQCu8EfTGxHZ2ev+ZiMCPuihxWYbTio1xsXKyNjrKBv/0vP6bPnXYmgY68I7goqmdHQxmiETRqMplwftkrhn5YEIotBZRTir9bFtZ4RRVUVCV+e56zdJGqMgUQhQIOUHlHSLLyKoOhyQoS9NFsV4hfLK/yNB6RJa8hOLgP7bASC2y2Dpzz6DanqkSQkTmlWXF4dER1nrKsoyCpqMx9ahmNKqp64o8z1lvNtzM55ycniU7873ICzIWISSz+Zy27WnbPlVFcmfU55/t5Ci9q1i259uzRNYtci62wsPOKHOLutui63afVUo2z7rObiukrfLDs2Ksvyg+NyEZJbgc5QgL0lmUBe0gV3GuVBiLdgGTKqXSGpSQ5AhciK6XZVlS7x/gqgk2r7HNQNs71tKzko5rJ+idpGktQYF3igNdcFYUCKKbXlSM81GtIDhMavE4K7FW0huJcz7alieAiRAqzmyIw86h73eCqQgRLSokoATBObABMQwoa2ILCZ98Q8LTfmvMTLu2nSSCPgJgk9unEHEIKpP6d2L3snUYFFIhZIlUBUIWIDS9XeMGaM2Gznb0bo3zFkuqmOgRwSG8w4Y1jg0yG1CFpSyyCHYQkuk0Z++wpKgVWRXwqscJ6ExD0zt0GRDq88GVv6zYbDa8d//fUxQl3/jGN9isV/zkJz/h8f0H/GFd85u//mu8/NJdjo8OUHVJlMwN+PQZ1GXB66/d4+TshLe+/GXuvfYa0/1DirLCJZH44CLYo8iKiPRpe5yzGNPv+tw//OFf8uGHH3Bx/pi+aRiPRjiT0y+WicdiUM6jjKUsS24dn5B1HcpatFTIIBj6gdYMXDx6iJaCvXEdz0Fn0EVOQeBkvM9IZzy2G5rOsji/xCjJBhBKkZUVPYJWwLjMOTg9ppyMkLlmvlrCZk0lSqQQHB4eMl8s+PO/+AuuNyvkwYTDk2OOTk744OEnbG4W2Jslw6bh3ft/yfXsko8XM+qy4JXjQ9pc8/7FBa5vcV3DnaMjDg9u4bxjs9C8/85PsG3LJJOUOuNkPOZob4/TW3fQBDSBRx9/wrX32LZPyWCIC8BzCCkFdZGhypxpPcKFgPHQbhouz6+juoKUlKMpZZGTJbLzZjlnb2+PN994g7ZtWK4WHO9PuXXrlFfvnpBpwdtvvkKRaz58/x28M4xHBVmmqKqcoRnRrjJW6xvW7RXFuEcVFi8M1lneeOMew6AgnKL1hLK6w3K15snlNUJX5FXJxcUlgZ7BrPHBR2SelyiV0XcD7737PjdX18xvrrl9+4zf+I3f5L/83f+S6WTKP//n/5wHDx7wre98m+OTE0bTCcvVivl8zmK5ZL5cUZYFb3/pTb71nW+T5wUXV9fMZnP+u//+X/Dw4WPef/8DIDAajVJlNHmq6O1BiuQYq/WnfI+2FVFd10yn02f07/JPofBmsxkhxOffKn9vW3vbzeC2dbf9+Rbw8Fnx+Sg7IRiyuOMAhw4x0QghkV6gg0cIjw0RwWVClBkR3hFEkulXGqE1DoHxgc442iG2LgYPVqoIRhBRrNIhGYiIOeclKqhdVeK9jP1tiBpULt6cC1Fr1Cf4tUzgByljiw2isVbaJQhS+y1VkbvMH2IlGOcy269p5yCIOzYAxE57ThKtoOUWUZcqobhriFDDbSW0/bNzF5TbBBUrHKFCnPXo+I5lQvEF5yAYQog9U6kCWSHJrYo2TAQIsWrymN1XRI6UPkmmBITyEZjxnMM5R9t1GBNP1LZtMV3H9dUVdVmgpSDLNM1mE8UmFzNubm4wJsr0VFXsQ2/bA7FXHjcbwsf+d5VXsc3TG7quZbNe7rgVTdNwfX1N3/U7WKrwnsY6pLUo55JiQ6xystSiUN7vzhPvXZJd2ZBrzd6kjhcofrfTzJSm0hmZlcit9XcIqUgWETGJxyRL8bzII7E2y6I8lg/YYDDGJGVly2a9ZrlccjObIfNImZivVqyXC5qra/r1hpv1imXX4nXUeWysQXUd+WqJxqOFoB16lhvB4FykJYQImhlMJGC3bUuXF5GFn/ZSEVAT5awiFPyL7XR/WSHZIle3M61A8LF9L4nqEhGG7mIHQ5AqkAh1jsKm6auLwsN5piiLgiJXKCnwLuCcwdqezWqO6XuGBhxR8FRIAwG6vmOwZtfCGvqI9DVmSFYUbgcWiGuUo22jyn7fObTK2Z+c4l2gyKJ2XdM0CCGYTCYc7B9E/pEQOy5PXhSs24a+63njjTdYNw3L1ZrRqObq6orJYCnLiuura+aLJZPJlNPT+HtDEBRFvnOM3SLfrDXxOKZz9tkZ0TYpbb8+W/k8C1zYQr2BHRn2WcmgZ1F2W0DENpl9Vnx+y05K+lFBMALXxX6rFrHCEAi0FgjnMN7EVpiNsw6HQWmBLitkXoDKaI1j1TdczFZctgPzoGmFwuQ5VmoGmVQWdM5AxmBlQlZFG2AAa+NwUKSBvzVRCdsMEYoeWzbRP6goYmKQERK3s+qNw1JFmWcJnh3onGUYekYSckUEGgRw268k2K6PiSnIKNejhMCnJCNVGqQmWfyoypzaCmmgSUgtOzTIDCFzpMqjv02lcCJDaE/tcqwhCqN2AWMNPvQEb1Dak5eSvYOaPPf4ocU5S9/2aCPZdDO89JAJyjwjL0uqWoOWeC14jjQkdKY5OtljNl/w/R/+gJPDQ+6cnbFeLGjWG959910un5xzenJMkcR2267jowef0A09q7ZBao0qcgbT07Yt4+k+Smn29g7IsjxqLArNqByljYBksZhxcaF2F9LN7IYP3n+fvcmYIsuo0lyn6TuUdeRAmRUc1TXjMhrWSTVEdQUlUVLgjKXvOmY3N9R1ydnZMeDjRij2HcmlolIZpVAMwdGLiKrMRIjCwN5jnGXdx1bhaFxTT8bkkwneDAzWsZ6tWC2WyT46Wkhf39zw4OFDlm3D9WpFcz2nX2549JP3Wc8XDFWP8YZsf4oHPrl4QpVnXM8r7hwf8dLpCY8vnvDBfMZBVVIIQV4VKBEQ/YAxjqvNNbbrKQIUSlJIweXlBYvZjEprCp2R5RFW/1wixORjnGPTdFF5wAZkGBiXoPIcZMam72K1nDQLy6qGYLm6fBIRqaZnvZwzyyTTSUWoI5hGywy8w5meedtyc33NT370Y5Q4JVOv8eaX73LvtVN6f8ngLJdXl3R9z+HJa3ifs1x0NE3L9c1l7HyoSOJ1zkdghYRHj+NmYrPuONg/4rv/+D+hrkZkMuPy4pKPPvwApTTT6RSX+JDGGPq+5wc/+AFaa26WC+7cvcs//af/NNJYjOHf/k/f41/+y39JWdYorXnn3ffp+oH/xW/9Pd58801+5Ve+yXKx5N13PyDP8wTX1midcX11w3q13iWPPEG5i6LYEWCftTIfhoG+73dtOGBX7fR9TwgBk0jiW65SVVU7cdWt/NAWHv5Z8bkJSQZBNmgwDjcotHXoAQo8OZBZR+Z9NH9zJAVsgRUZmZpQT26xymvmpuR68MyN5/GQMbOCldT0SEyIKD4ZojyRsNGozkmwziCtjrt7kcYfQeC9SMCEJKi4nRMREoxRYwVRgt8HnA844XAi6sMhLINLrGQiQAERcEJghEz3iTJBkWtEQuDFqnEnz8AWSCd2vcKw6+nFHbGxUSZeKh1ViZ1DJ/Ks0hqdR4IfpHlXEBF9R5RKESJD6hJvU09aWILwVKN9QHG9WmONxTuBkDmj8UGUR0LjnMCYkPrtMSF+keHiLyuECGSZpcgdZQ02NNwszxm6DuMHFn2Bby3lUFEIi+kiKe96tUmQ/EApM3I1psoPmNQn7I2OGddTtNcIK6mLEiXjrIcQJZyU9+RCJLsE0EogtcD6OLhHKKQMqBAvggKYaMWtsmIvCPK2J/OghUKnTyJIQVACpyVWSvoQtyJIDSLey+mI8sxEQekVSx9FX0WhoyKFdwxSQF2hxyPKBAsPCckXnKMzHc3Q0AwbWtPgXIfvVrjZJda29O0Su1jh1w16fUU5bMinmqBhku0jAuQSMqmolKIoiP5aykMGvR+wIdDjcSLQJ5t74Ryu71DLORpBhmDdtLTWM8kEpRKMVWzjP48IQO8iN08VNXaIihcmCEwgof7k7rrfir76hJJTSqeWqmUwjnXTUtYFRRCsmoHBehyaoEoIkFV77B/fITABkeELaIOltTAYiRcTvCxYri3GeOarDmslKi+AKEobgsYaSTe0eD/grESrisPDPSaTKev1hr6PFcow9Ez299j0He9/9DFl/gAlQedwcusQlYHzhtVqxnozxtk+8jqNYW8y4o1X73Ezm7PZtHzl7bfRWU6/2TDrBybTPQqtyZVCBrBdH1utyQ4ok5JMJJt6mWgnIaq5OBuS7JCJtjcuIg6zLMMMUQhBi2j1ItKIPRMqqrIojRssi6aL1VlSjVBK0bVdkjr6xfG5CUk5wd46AxPwnUVZgzaBKljK4Ci8Q/lAmivGFpxQtGJMWZyR3fo6V53jwcbweN3HysiM6HzA5lFTihDhtSr0aDxYh1IZLivpjcYFRZZcDZWOYo9ucDgvaVPLbkDtAApZVpBlGb1zeGejq6v3WOUSHDtWW8YMCV69fbPQy9guDAnFF9hCFT1hd++wu2BipApJ6pSE0nelwHrPpuvJ8oK6rDGDYRgMmXdkBLIyp6wrpCgg5Hjb4qzEOx2124JHKEmWRzkk6BlMlG7aO3qJrFjx4TsfRxvlrOBITzk9e5XBeNreYazEeMfQB6wFrWRqvz6fkMJT5C3jseHkLGc+v+H9+9dkeTxZfWuYMyJzYwpXMZ9taDYdj+crvBPIkCOymr3slL3pPW4dv8Wdo9uMRzXXVxf43nK0f4BSgrZr4o64b5CmpxIiKleLQFkqqlFGP7SYIXA0zdHKk4uUjIDbec5X9vYYBxjNl4yrkjzLIjTaOyg03mlsWTBkmrX3ZFJRZBXInBA0Qy5oC6j0BO09548fY71H1iWOwNz1+KpC7E0pTk6Ynt1iyDS2dzgbh/bLZsW8mXPTXrHsrnFmiV8LwsP3MUrSS4FtGvzQM2laxiKgR8dk05KTw7sIISLx1zlcb6lygVAduvZkXrFZbbC9ocMmnb0+KjA4g24Nj/pNZLObyEWSAY6lYJRJlBYUz2kE6bxgNUiKPKec1PSbhr5f0gZN4wQ1UVLLCRfpJzIaZA6DJcuJWoaDwvlA0xuG2ZLRdI8SzcXNBq0lRtR4XSL0mHFxyJv7d2itYz0YfCW4sS3rxtP3CpfdBiwPzq/jpul6RlFWnJ3dxXrLMHTRTLKzXN/csGkayrKiLse88uqr5HnOw8fnDMawWq04PT3lzTff5OLygh++9x59c4m3G37j13+DO6++znrTsFqtmC0uqEYZNzeP8T7QtT13To949aXf4l//wb/hvcUH/JP/9X/Nrdt3+D/9N/8NNzdzvv2d75IDI60xxtItl5HkrHO094yLPPmHKdYuSsCBwntBPwTMYGk3yXpDKqpRzaQec7W5wPQD9ahGJq1GEOR5HnlHecbl1VU0F6ziNX54fExRFiyWy7++hfk2tsZxuxkIEZnh0vrsEl/OSwUizYxCYLFZs+qh6Rx90pXaCaUKEaXeROJXyO3sJc53dr1YL1I7zu/kLp6+rrjwb1nacX7zxXZw27nQrtpJX8LPJJyfPhg/+/yBaLS1BS9sBQoFIhJmn8HgCyGoR3VUKciiYYp3DlxEi/mUSOMCZfDO4JyJUHT3VBFCCkmuM46Oj6PhGoK6HkXiGoHMS9BZag36p+/oOY6QvHNsVi3VaMR3vvkt+qGnbTuarokQ0j7abJhhSGCqSLge+gEpMsoyZzqZcOvWGWVZYOxAbzpyo6hGJRAwqa3TdE2aBUQjsTLP+dE7P+LdD9/j4vw8gm10RF1dXc4Rg6UQnkISUaPpeAoXcHZAlCWZitwgISVSaXKtKbIMrVTkqClAKZLHZBoZJlJzCPTGMAQfqXQIjE00ASlxzkZmviwJIsMO0fYieI+zltlsxmoZlaR3bPtklFfVI7LRiOo0Q2mJ388QhWZEiekHNldLMqWZFhV6AGUMI6MoREWDwSE4nB6D9wzZGmcstu2QPqCCI2rER7BDplRE6AmPMiCek1TDlou3NbALIZDlBVJIvA/0w4B1ASVjR8T5gBCKajRGZzlN26G0ZDydAlFLsus7lgtJXZUIkafZbkhSOPFaDTqDPJJerzc3WBvbcP0QbSjm8xnGOsaTKXkeJcy25FPn/E5WpyxLyjLCobeSOnVdQ1obyrLg+PiIfujYbNbkagxeU9UVZVFGnU5joruwd0nBG/rOUJQVeVFSFiVnZ2c8fvyYxWJFWVaMJ5bLywu8CwlJF2eTWkcUqzGRXxZUSJSFHOths16jpGQ8HiFyhQhlRA4n0r3pO4zt47EkzujzfMtvijPWvo+8yHpUUZQxIcWfeaqq3K2tvyi+UEJ6upAmeJ9U4GwaiEWk05YoG5QiSIXKMlwIzJcrllaw6WPmtS6a2G29O+KQNLZ2hBS75CKDSGrXaRj2zL8//ZrSnGg3aBW7ZPDz3sfPfv+nk8tfcbUOSS+KqCwREPHgiLh7gKf9U6UU4/GIg8ODHWHWexvJidbirY320takVpzB+/j/bd9XhJSQspyTszPsMDD0A+PxOLKyCbhdQtJIYYDI3uZzkC6/zHDOsV6uODo84je/++voTCOV4tHjR1xcXvLJg0csl+u4GAeLtyTvoZ48j0PZ/f097t69S12VGNPT9y1ZJplOxyglGfoNxgxsuk0iC1u0EFRFzjs/+Qn/4n/4FzSmj4z5TOOM4+LhJdJaXspjhSQ9ZFJS6Axpe2xv4qRP64idUCIa8rmMMiviRWZdxFkKHxXDIfl6Ja+u4OhNTx8CdTonBxPbiUpEwcu2bdFZnJOaPrp3hgRhv76+Zj6f785b53yE7UvFqK4ZlwW3T4+pyoLGbqLNeIBVZ+gfz8nqEftne3gbeUel0EiZkYUei+Rk/xAtJUOxwg6Gft1E8IwxFFpT5xmTqqIqCq4vntA2DcpsqRDPJ+JGz+P7npB24kIqvIe+HxDCMZ5MkFLTtANCSkaTqHCwaVsmkzGT6V5UNfGWtu0wg+HwYJ9Mp45GiJ5aeZ5R1xVSZWQqY71+zNXVFUpF0ee2jbOU6+sbpFTce+3WU0izUAgtGIb4GSqtyfKcsqwi3aFpcM5xdHS0AweUZcXp6UlEAi4WhNIjGKjrEUVRRtCJsRRFgfeeR48eETxYGxNzXpaUVcXdu3f55P4nmMFS1zVCSs4fnyOkZDyaAiQgj0Jn0U0h2FRJSKjKAuM8V5cbtFLs7Y2SwoLC9SZucDYrhr6nKgq0VnG9TslsO0OySU5LCBiPa/KiINu6dHvHaFx9LiDmCySkreJA3BVtRQcscUfotzvDkPKm0gSVE7KCzgdm8zkrn7H2GZ1X2CBAaaSMFuAQETSwtfcWaJW8f1zAkRZgubXNfco2dgktBFscfKqwtq/8GWz952Xm3bsNP7cA+kKP3nJgkrN2NDNLsEfnQmKWxycvioLRqKZru9iWC5FzoUWUOsozvSXuE4IikBF8AcEiQo0MHo3DmgHpo3LwarGI7O2+x9iAMQERDEHKqEYxOJTs07zq+YREUAoFveHm/ALrbLQC6Fps33Oyf8TB5ICbmwVdb2j6IRrmyTgZsGagqnLu3DllOtljVI8ZT2uqsqAaFQgJ69ZEh18V6O3AcjmjcILaCXzfUypN06yxQ8doVCJyybiUiEGgCBRSsp9rxnlOleexB6wcZZZR6YyN6fDGR3CN81R5BiFEvl0gCo8GEM5H40gpWG4ammFAVxU50czPek8QMB5PeOnVVynynMvLSypnyeqahw/vc7OY85N3f8Ll5QX3P/6E5WyOs7FNc3Vzg6lKfF2RCZB4ZosFmyZjWK7AeTKdIazjdnnIqBxxrPewwWKciQrx1nKYTVGZ5Hh0QJFllEcvxesuwHq55MnDh+yNxxxMp1xfXjK/mtFvHLYPPFnefCHm/i8jouBnjjEDi0UUEtVZEXf7WRaBBCIqxQthKaoIarm5uaEoS/b39/GBKL1U5eRFFjc71vDx/ftkWrG3P0ErSZYX8TlRNE3LzeYGhOTk9IwPP/yIm5sZ4/EeUkjqOv6e6KZqaJoOnWUURZVmV9Huwezg1AqpFYHAcrlIQIGeJ0/O+bM/+zO6rsXYgcmooirHOB9ou47go/TWyckpdT3i5PgUYyxN01GNxtSjMePRhDwvsCbQNC2/93u/z3yxoKwKpNwqdEeeU1lWVFUVFdCto2kaBmtZrmY475lOa4SAtlkhhUQJGSspHEWpKPKSIs9RUsX5mIO+jyIFsQjwgGG9XnB9c81Xv/517t27x//0R9/j4aOHDL8U2DepGkntre00xRMvMh+iMkHsSIg43JWaoDTGwKLZsKGgIUQUncgiAOCZTBk5Pts2VIJj8xSOGEJAOrdrrwkhdjDtZyulyP2RP0P0iq//c97n7nnCLywgwtM7x6/PtPu2Vdy2bfj0fW2Hq9HOPb7+SPwsigixjf3OZEGYkHtKqQSNSH0gEUVXRXBoWSDx5DLKBXWbJa3W2L5HK4UxBuPiTkpgQSmcTcKH1iKeH2oXAeRIwmBZ3sxou5bVZrNDT073D2N7Zd1iBxt1AZ1LWhKRaFwUGceH+9SjCVVVU1UFea7JyzhYNd5gnCHIgPGGxWZFaQJhEITBUOoMnMf1A3pcoZWkyiQiCJQBLSQjnVHrjFypWOUrmfySMtbtBusNqsgI3pNrHdXbfUxKUXhUIHy6LoSgGQY2fY/MoldSH+IGBSGoqsi+H7RiuVjgMk3uPZcXF5xfXvDDH3yfq8tLri4u4obFB4bBsl6v0QQKLelMTp4p1m1D1iv89RphPSRS5WE+ZZSP2M+nDGFgsB2tDwyDY1TWFFnOQbVHWRQcHxyQJ+Th9eUlw6Lh6OCA0+NjltdLNqsO23ucFcxna4ZheE4nj0DqDNv1LJaraEtfxYZhdACOs9C2i9X/eO8A7wOL+RyE2F1fq9UapfcoqxLrYpfh8vIybjxFoKpKDvYnyahO0veG2WzO/v4+k8ke63XD+fkT7t7JowJ3UUbCvfcMQ5wHxe8ptI6oMpvWJ2MMUjoUGiFgs1ljrcVaw3w+44MPAkWZU5YFRVkznpSJuhDVQJRUHOwfUI/G7O8fJG+hwKiumUymHB+fMplMCEGyXm3oh4H1esPJyWmUICJW9kVZMqpHjEYjnAs4Hx2BbePo+wYXAvt7e3jnWK/WyUE58o7iOa/QKostbSFom36nyLCFdgc8ITi6ds311QVlrrl9+5Tl4oYPP3iP+WqFtX9NlF1sRVnwFlzkI0gf4c9JoCeZ6EUNBycUHonxgrUNLDtLJxWd8hH1puTO7TDgCD4QgonGfUQWuFBxsYitrMj6NWbAOomUT82kfEhVR6p/ZDpBST97tjr6ohXSz779Z2Yv8Tu/4J4SKZ7eJ8K844fpnPlU8gRPs1kzv7kGBEpqhI8zpGAt3hqcGTBmoO/apLXXYfoWa3u86QjeIoNFSZjUEcSRZ9GDp217rIsySrosURKyLKcUGbqonysx1lnL5nqGso7ZZELTtiw3a9q+pzeG01t3KEcjLh6dRz+q+TpWSqs1t27d4de+9XXu3b2FDBYRDPgBJTOUVHR9g3WWq9kFxhqKuqT3A70buHn4hPmPP0YYy7e/+lXWf7RgdvmETkuyTDEpS1Caod0QtGJaj8ikpF2vGUvNaDyhzDSSwHI+o2kbqm4CIiqTEKL6tUx+QViH7Qau7QIhG4JWSFWxXswwQlBMJxQq52hcU4/qiGASgJR8/P6HLLuWj88fMl8smF1es1muIKSBcqm5feeMX/2VrzEuckZlTi5AC8HR/j5VXjB5KScMMan5EG2nb927x7d+4ze5uP+Axx9+yL6LPDy5pWzkGTLP0EfH9Gbg44cPWS6WXIXY2fhotaID5Nkt6HuwA1Jr5PNKSETlFesDvXWUdcZoMgUh6bqBqh4hlWax7rHOkdctWiuKqiIIwdXNzW7jOhhLb2xEjfnAaDJFZ5qiqlCZpjeO0WTKW2+/RfH4nFnT8/7793n48JzNZomzgcdPLtA6YzKexg1RXlKUNdPpYRo1KJyLZPrvfOMbnJ6e8vjxYzabDauUiJpmjfPRteDgYI8333yDvMiThl6Hd5aLiyv6fuDm+obRaMxv//ZvM5lMGI0m3H/wgIeP3+HUBbK8pGmS35EJ9P3Al7/8JU5PT7m4uEoeSJH8r5SkNz1maWjbLtJJQqCuS/6zv/NruOD5H//1v6brOjIZ593D0HJ1dcXlkyeM6pqyKCIADYFSEdHqrI2q38fHkOZIXbembVc8Pr/P5L0KMzTUpUbKcVS9/4z4AhVSQnolZYRPVRxBJD5SQAhJEBKXiK29h8EHOusZlMfKEPW6UzJKbDcCUTxUhhARcHJbzTx1vtv2z0mghp2VLnFoHrbPR/yZ/3nV0V8hH4WwHat+VsmUKhgSEIP0+0TY/TyKoT59mCAw9B3NZhPN5pSA4AmJxBd8hP9667DGMPQ9bdfStWuGvsX0G7yNi3OuFXVxEk8UEQeYQx89lIwTyMzFhVMmKZUse64tu+A8Q9PSa0W7XEVyYdOwXq1Zty1FXjIMA+vlkqbpWC/XDIPFDgOZEpydHDEdjxD45BPlCd5G2L+J9iD90GG9RXrFYAearmE2u+HRJ5+wf3TA8f4BhdYE67BDj/SaQimQgSG1gMu8QAmJHQyyyiiyPLrShkDfxs8KrZBaQqrmhQ87MENwkQg5uB4nLOVoTFCSIXhsiGKtUmvKhBa11mIFmBC4vrriYnbD1fUVy82armkx/YAkOtvqMmc6nXB26zZ1pqnzuIERwVONRpR5wf70EExg00dBTKkU9cEx+3deou0Ni9kcmdrZ1jpCqsiD1tg8pzWGR4sFbdOwESL6hDUNZZ6TTafQdwQzwGAQ5vkkJO89XRfN96wLIGUEESAZjCP3IJTEOoFx0TAPATrPCETrky05czfjDpETqPOYBIRU+ADdMOBCoB6NGaXbarXho48eUFcZWabouh6pLKNRTIpaZ7tW3dYPSMoo1Ht8dMTdu3fpug4hBN3QR9myYUscFeRFxngySnwdTdcY+i5WOJtNw+XlNc4Fjo9PU2Xj8R7attvdmqaBIBLgwjKZTPE+cH5+kT7nJOcTQpRECyHKULUdZVmSFxl3X7qV1BV6hr5Bl2XyoLK0zYrZ7IqhrymLEpk6VHVdIYSgbzpsWbDv94D4GTgXLVw26yVXVxcEZ6Oppfz5s/1n4/MTUgCbKqQorxOH7yokDofUicmeE1B0qFgd9Za1gU5EBYZByGgxISVORE8lFxw+WHwYEmwTgpCRfEo0kXq2NbfVKPt0myyeqFFXbDeU+tTjtq20zzsYn3kcdv8Sn/rfNvk8VWZITPEQE5X3Adv1SKnIdMYWU3B9fcVyuYgWCpMxQ9viiSQ062IVqsTWoyTJGKUK1ZkeLx3BRuLs40cXEHxS8BUENvggcUEx9hklGYiI9lFZjnhO4pgA3lq66zmqNyzrMUVZcTrZx7YDnd2wvLxhdbPg8uKSpum4vlmBkEymUzLv8O0a5Toq7ZkUglGdcX75kHXTUE/GqDzj9u0jejPw8MljPvzoQ37///P7iCcr9P0ZQ7thaA8pleJkf5/Bdpiu47KxKBc48IGxUkxHNTUyndOSPNME5xico20ams2GoCIoIi8LRIhEa4fAqxwnA1Y4Njqjkx47vyEIiRqNEUqxGNoIThHg1mvcxQUXqyUXyyXns2tm6zUPL57QdB260ORSMa5qiiLj1ukxh3vTiLgsMmRZcLy3z7iq+Pd/8efMZ3PeeuNbHByc8K1//A8BIkJvs+H//v/+H7h7+zb3fvPXop2KcyyXS/q+p0nV94+f3Ofq6oo//ss/ZzKZ8Nqr9+j7SEI+PDhgPJnQrFYRFXk4/lzo7i8rbmZz/t0ffY+yLDk5OeUgSPKypjGayyW0bkORt5zdPkCqpHxtHV7IBJDy5FmUFCrrEePJHsZEWSlPoBsM6yeXGDOwXMw52H/Iet1wdHab7/7G/4yLqzkfffzJjtwZEawZWZYnX649AIaEvmvbNoqJ7u3z3vvv88GHH0btxGHgycU5WmveeOsNvHcsFguWywV/+qd/krTq6khSDoHLq1jdvPnmWxwdHbNabXj48DF/8sd/SllVvPTyy9xc3/DRR3/MeDyhyEsur67ouoG8yHHOs1wtWC5XfPzJJxweHPHqa69RV/H3bJo169WKts1Zb1b82Z98j0DADA12aLlY3JDnOaN6xOHhlFH1BsvlkrZpuffaqxzsH3D77BbGGP7w3/wbvJcc7k9YLBZ89OBjptMp3/21b7Nar/jJX/6APFPcvXPG7Ga2E239RfGFQA3bBTY8kxhidSN2lZFIduHGSYYgaL2nd5EkuLWDiI4l0dMnIJ6puHz86W4HE8u6LRrl6cDs00llW/hsRXm2j/npGRI/Jxk9a071C+Onc8/uOZ75wVMExW6OFZORSPcKOz/7uENInjdJNh4CWssoG5vQcyK9vri7SxIcQqZnFJHk6yI0OHgf9cVCSO3PhHwUCo8mNxZtHSJLr29H7H1OEQJ+GDCtol2ukQHKokBYHyuWLipZ+8EQjMEPQ4RXS4kKHtO1DO2GfrPGFjm+yHbfK6s8AUiiB9X19SVXVxdcXl5QLnumw4DpOvquS6i7AucHvItqyNu2c1QZV2iiTJVSMknSJL+r7XmapKcIYbfB8QkWG4gmliYEhuAx3uOFJxNRVmpwLp771uDaluHmhuvFgsvFnJv5jGWzoW87nDHoXKGkpCpLRqOao6MjxnWJVElJX0iMc7TDQDsYWmO4ahtc1dKmjdkamJuBJ4s5e7dOEXtjZHJ7DcHhM4XTYDrBUgZuvOG83dCVGcdaYNEYWeL3J8j9fVSZoYcBkSmwn72o/LLCe0+XeC79YFhvGm7mS/reEITEOo+0HqUkOtP0qcrxg93RSECitE2uqMlvLASs6wneMQxRpqnrBtabhqvrG8b7x9T1OMpU1SWxHS/ROk+K1pKt3XsI4KxLNg0h2dkYXPfU8sS5ODOSSR7LOYlSEucdph0IIaIqi0yjhaRrk4Ovzsl0Rt8PbDaR97R/EDg6OYm/y1j6rsdZz/XNDU3TcnBwEGW0yjIaVHYtzkd9xqKMqDfnLG3XRAt2M3B9dRnbehK0FoTgkBKquiAEi+kFpE5WXZXsTSfs7U0ww8BoVMdKqe/o2oZms+bgYI/jo0P6rmVpBs7OzqLcV57Tf0679wuBGkyyWEiORBGKKWIP3QmFFApUhg+KZZD0Dma9oQuaThRYoTBEMIQLjuCj57PfwSPiM0d134DwIiLu5PZD3xrdhd2JAE+BFNuFdsc/+qmW3ba990ViK6Ka9BwI2/zyc2NHXEo5KiUkn+ZOqS3pvSUEuYODqwDtZhMHl0JQVxXIET4oVBb74VIpBmvikNxaCDAYR9MOLJZrunZDt1nhbJztqcR78D5grUPqAqmjZTWZQeGQwaGMQ7jnmJB8QA+GbtPxwdWC6cGUg+Mjlk3D0HdklUVlGYf1CFOUhMGipOJ4XFMFx9UnH2IWN6zOH3LnpbucnJ2RlRUHZc7Rfo1Qkh9/+D73Hz3iv/9//T9ZriOaLpOS/fEI5T3dckkhFXv1CCU9/TDQrQakD2gdL0KtJWVWsl+MKBKD3TiL9y6aCQrIRxHCK7UiOI+zPipvhDhHCkS7lRWBrC5BSJ6sl1GFpK5w1kXr6fPHPL6+xkiJEYLLxZxN1/HqW29QT8acX10QgFt3brE3nfDaqy9HFWsV2+M+BP5/f/THPHx4n+98+zu8fucO33v3AesPP+T3f/QDogV1w+npKV/+ypdYjnLu2y7KuRQ5rTD0Q4bzI4S1jCYF+SRn/sOKjfb08wsODw85uXuX4pVXmN4646QsQQh+/JN3WG82z+XU2dvb57d+6+9zc3PDj999l3fef8Ds5g/Ics29lw9YrVbxeC6WaJ1RlDXWWB6ezwghmvXlmaIoNVLryGGSQAgsliu8s0wmI8oqpxpFs8j5cs31zZzLi2syXfHS3XtcXV3TNC3WRb1JrSOf7OoqzoC9j4rdo3rM48dPuLy65Ctf+QpnZ6d0XYe1Kjqrqmjn7X1MUmVVMp1GS5HVakGoxuQ6Z71q6Yeehw/P6TrD7bsv40Lg5Vdfpe97PvzwI05Ozvj1X38jbXg98+USk4SBx+MJX3r7S1xdXdGbgbff/hK/8zv/kNVqxWKx4MGDT3j48EEkymYKoXuquuTs7BBnLYt5wdHhEa+//jp/9Ed/zB/98N8n7b+cusqZTCrado0Q8J/+3f+Ei4sLfu/3fj8Z8Dlevfcyd2/fRkvJ/nTKf/G7v8tbb77JRx9/TNu2n/mZf6EZ0u6PELubI0oEbS0eQuzwMwTBEKAPYIiJa3vz4Wm1tRNUE9uqYPt9CN7j5TPzqhTPivttKyH5KZx22P3903Lqn0bG/YL3uktG2+f5ebyl3av59NfAzz53KuG2empbHbwtUnAn7pp22j4kefqtJl/Y3ldG50mlo+mazlA6R+pI7IstCBF3f0QJE6RC6QypM6TSRLuL52vORzok6VXFeZ+x+GHADUOEIXuBUJZqXFMoxbSKCKZCCKSz2GbDICWNVjTjmqbIKEYjdF6wvIpurdfn59w8OWd5c8NgLHWeUwdF7TQi0yCjFp1SkiKPxo55ptLsM57bzkcKgUhKFkJIrIsGjkIppNbRyVepiOKRgJQEKZ9W/kSEnZUS5+Nmq/cO6z2uiWYibQisu47eGDrnaH20WjfG0LYtQkm0TI7BSUtstVql8yRtdIJn03U4YNN3iKZh1bYs24HFpsGHRKisazpr6ZxjCJ5CStAaXZY4JXB9JDlmdUk+qqmmEwLQOUfnPX3whCxDVRVZPUIqyf7pGUXXPZdzpyxLXnvtdbK84Mfvvh9Ra9byyqsvc/el21xeXbPeNMwXK6xzUaDWpc8yXT86U+hEu2j7Ph7D4LHOQdhRBdmOrgNRcSXLi0hmR7C3d8B4shdnWdajdaxCjU1E+KgzhrA2zWzUTgcuouKS8jXQ93GmlOc5eRI83dpNHEwOKPOKtovmmtO9fap6FH3cAozHYwiwWq2RMj6uG3qcsTuriOhbJPHBozPN6WlE4UWPo+g0PR6POD09jQAdpZhMxlRVQV3XkUrjHFVVxirOOpqmoyxKiqKg6zpWyyWHh4dopWmbbgdjz7OMw6Mz9qbThJiOa5wzlqHvWa9WbD5nM/OFptt+2+aREq+2EuTRU0gKjUBhg8YjWSPog2ATRJwdSY2VKlqKp2QTPXBSVYOITHhSIhJx6CqEwqqnHh6pj7Vb3Lfwbp88jeK/A+Cezpyeaa184QopLdmfnYx+wXHazbfkp/5fZBkgsMMQ229KUeaaXCskAWcGWruJUkiDwXkfEUEhaugJpcnKmtp7ZFbsSuR+NMGantX8Jkr1jycRVtn1FNWIajRhsn9APdpnQONQ+MhC/o96X3+dUEIwUhIvMoTOKIqcHKAfGFZr5psVxgneeusu43HF/ulZRPh0HbpvsbNrzNAxuJ5GBpZ9i1cSLwTrYaAzhvtXV8yWS8zNjLKuuX3nLnuD4mgjGYLDBIduFHKA8XhEHRy22eC7HtEM2OBY9y21iorbIVPILKPvG9qhw2uFlAUUedSzg4iykwKSZmJsbTuGrKDPMxbLBYMxyDzHeMfDx48ZrKWxjryuGe8fMLt8zCdPHqN0jlAZ7/zox0it+Oo3vk5eFFw+fsKT4Pnogw8wdqDt2+i7pASv3nuF1770FT588Ih18z6zUNM7QdusCYDSktliyePzC8bTvUhIFxKlc/b2D3De8fjxI3zwVFXNwcEBb7z5Juv1hvlyRdP1XN7MeMk6VFYiVIHKMr72K99Gyeczgzw4POQf/M4/4j98//v8yb/7D0hdMpru8b/73//X/M4//Ie8/+GHPHlywT//f/x3PHp8TtN0eNGQZyIR8GE0GXP7pdtA5CO1zQbrLMdHBxRFTm+jsebQd1RVyfHRIdP9Q166+wp/8RffZ7FY8xu/8Zvcvn2H3/u9f8Xl5RVVOUIIjbFpzADR8HGzph7VHBweYK3l0aNHbJo1IXiOjg5QStHeNIxGI156+c7ufZ6dnUby96177E8OeXR+Tt/3HB4eEAJcXl6SZZrTk1todcNyuY7eRATm8zgrqqp6pzcXQuC9D94jz3N+9Vd/lbZt+d73/i0QN/JvvvUmv/Ktb0ZV9+AYjzLAs1qtMdayN50SfGAxm7NaNGxWnpfvTrh9+5QHD+7z6OFD/vE/+kcURcmf/PGfMpvNqOuaN15/nd/+e3+ftu1Yrda06w3tesOffO97/OUPvs+f/OmfMl8s+N/+H/6Pv/Az/2I8JFJBs5UQVzraLhNwyV4hzokkBoERAivFbgH0qY/+0wDsrRzR9hvRjjg64kjpdqTYSIx9Whk9a7fr0xNsZ0X+GYuJp+/gs95g2FVUT99z+Km7fMZzhGdKoxAfu7V5Dj4kyKVKBnImmVqFqCmXKYJ3WDvsjstWot0mM0GbYK/Ox+QUEcfJZC/6VKDzJC6a5QThkMahspysKFFZjsw03hBROsLyPB1js0xz6/gkDn37ASUl0nlGRYncVxi7ou3i7Mh2kip5pxRFQa41Y60oCKihh64jNBtsCJjgubi8YtN1rPpoXV5JFQ31rKPSJQcHU+abFX27pixLnASZS7x3rOoFXknGeUmlc4JSeClwEoKSiEwzBE9jDJ2z2OBRziKQaVMEUimsEAwkAzY8jbU0kiii6h0hwdtn7YbeWnrn2a9KqvGIbF4gEKmaitJQgUCzaQDY29vDWMNiuUBqzf7BIUOyqN90HWqxYLGOMPnT26+QlaMIxiDgnGU8GbNfjzGbhk/efZ/25IT9vSn1uEZrzV5RYXXGpm3YyytePbvDQ/eI++99hNibUsuMbr5ifTVnenfMpBhRZFVS3/+bj9VqzR//6Z9x/5P7CKk4OT3l4OAI5z0/+vGPOX9ywXyxYDyZcmI9VzczpNbcvhsXe6kU0+mUw8ODBOwN7O1HNNjedEKmddqbxaqzKHL29qbkRcmm6ZhO93n9jTc5Oj5hPJnyxptvc3Z2m+Pj0wh0yDOWyxUfffQRxkSFhi03qe87rB1ou3Y3k5FSJq27FiGemtwtF3OenBcsb1qmkwPW6zXOO1arFc55njx5glKSvb09mqZlNp/RDQOXV1csFqtoG9LFuZNKrHyXTPSq6snOymK7dk4Xc6q6ousiwKPI4x41BJKfWBttzAfDYjGnKOTOZ2xvuk9Zlsxu5mm2HxVjvPN0bc/NzQ1CyOSBFB2zN+sN3ntOjk/Y29v/zM/8C1VIFtKsZqtALZM0iseGyDuyQeGQNCiMEAxK4ISOdhJCJsh3ekKxVWXYEj8jdNYFRyAmFCE1xj8dnkoUUolPJyRA/DTEm/AzFdJnxV8Fd7dt7X06noI0ZFKY9s6hUORaM/iBoe+i1EiWUdd1mvkYuraB8oAgVZqzxdaE89HV1qS2z+ACxgVsiMnfIQkyoxhNUVKSVwUMht4GsqKiqMZkZYXMc2w/0FmLteG5ghpGZc3bb3+J1XLJxw8fRsUC4zjbPyCvRwj/IbP5HLtZ05uBw6qiLAom9YhcSeoii/5WXYtaL0FGQEg7DLz3H77PfL0mn+xBlnFYVSiVIzYdk6NDXrnzMsMnH3G1nDGZTplkB4g8tuI26xVhGDjOCsogEBZ8prFKEIoMUZVsvOOmbWhth8MjZBS6zfMcLRVFlkcQiQtgPcJ5Zkpw4xSdNRhn2TQdm77jk/kNxkdgQ3m4z+HxMVfzOYUsWCfulEIinOD66hLr9vnVX/8ubdey+OGS6XSfV994lYvLJzw+f8zVbM6T62uapkGpjP/5W1/mzp1XeOvNtyB4bmZXGDPQ9S0PHj7gx3/657zy0h1OT4+499qr7B8c8MrLL6OU4sGjh9SjPSZf/gZ/sur5Vz96F3H7DoeyZPnxOU96yZfO7vHy+IjwHL2QHj16xB/8wX+L1prJZMKXvvwV/u7f/U/53h/9Mf/m//p/w/o4U7736uscn5whPviAwRjuvvIKeZ5HGZ3U5lc6glWm4zFFkUXOYIiJW6mo36a2DqdZyeMnl9y++zK37ry08/b5e3//f0lRFNy6dYuqqphOp7zzzjv8s3/2z1iv16zX0Pc96/WGpmkwpk++Vo6rq0sgoLOYzN97N2q7TSZjVqsVq9WKw/1bjEb7O/mvrand5eUlQGzzFQWj8YjFYsF8Pn/G4yhCukVyMd6SVtfrNUpFZOi2u7S1g4jzLYu3PVor7t65QwiBzWYTUZhNgzWGySRj6FuurmZ8/e9+g7OzM37w/e/TbBqyrKCsauxgubq84i/+4j9w9+5d7t17NQoTC8lysWToB777nV9jOp1+5mf++QlJCFBRpiOkOYiXKkqtC/AuOcN6gQ1iNzuyQuKFjO2VlHZ2Y6MEQBBSIHhKgk1SXHGWgickzpEQIrUqnvrbQGrxpdtW2FRsJdV/JlLd80w19vMjfM7Pt+CJZxf1+O+nOk1PJY6AHUx2a1S1NeByzqG1oqornM4wQab34tMx2OIk0u8TMtqBq+T7Uo+i+Zjp02hKIrUmL0uk1tjg6c2Al5ogQGqJ3FmePZ9QUjAqC1yXU0hJt+m4WXUIGeG4e3WNTlqEAlhczSNSbFQyKgtGexMmo5r9ySTO3JoN9D3CGO4dn3Cyt8/KekyIHBzpBUIa5lc3vNO8Rx8sewf7NN4w4CJIRUmmhwe4vqdbrpFCIcsK8gwjBWsz4ENgbQ0dgSGdwyiJ0pqirnABNsZF6aAgdhusNngaD5thoB8GrlZL+iFqrKm0WVqslvz4/XfoB8PZrTPc7Iq+WUWkJR5rHW3T8uH7H5AVOa/cu4dQgvl8wWq1oe0GVKbI8pLf/Na3OTk+5e3X3mRvesDeaIS1hkZpTNuwns1Y39ywvr5mXZeMtMKebAhFSTObRUThMBCahsX5OdpavvbGm9T1iFooXjo45vWX7jF7eM764ob9wyOyLOONu7f+xs8dHwLDYPABrPMsFivuP3jI4/NzLi6v4ixVaT786CNEIsLaJCmWZRlVXSfreYnWcf2Yb7XY0jzO+4iALYscKSJ9JBApE0/P4bju5EWB1hmj0SiiMrXm4uKCBw8eRi03axmSWd82QUgpkw9nnmY222tvS/g3u5mSdW5n2KeTQeR2phwIicwKpMd9yrcoJb4tyGu79uR5LH+299uJPguxszWXUiOQLJdrAMwwYKzDuyg/1vcO71ra1vHJJw/ZrBuenF/S9z2T8YShH1AqI8sKiryEIGjbDikUo3rEW2+9zcnJCa+88gplWX7mZ/4FEpJE6Pwp7No/xSQEGXAiYD30yZOoDWCDwEpFEBIvk1tqItGSRhg7N1eAIMFHe4ct6MGli3fnXijVrsTdSgdtD/IWDBATEj8HFhd27bSfC/9+5gMM+J+6z9ZV9mcrop/+3jbZOBs+VUVZa5P6bwFsCX8tW+fSyXhEQx5NEH0k1vkQPp2QUjIimZDJLFDkVSTZdptIpHUWKQSl0nG24R1+GBiCAF2itCYI9VeqCv+qoaRkUub4oqWQkqE1XD5ZUBYlo7pkfzRhbzSJF3M/8MkH9xHBI/crxGTESa7Y35vyxukJs9mM5XKJaDukc7x95w5ead57eM6q6+lXm7gbCj3Xs4bzzUNeev0et16+i1nO6PomvncpODw9YWhaHt/MkBrUqAKVMUiBMwPrNkJWGzxOKbwElI7E4tEYZy3rboEOghyJJorqNsGzcYFF39N2HQ/mM5xzTPM4+7N+4GY+43I+45W7r/DKS/eYDw2zZoUjIEJypV1v+NFf/oiz27f4rX/w97me3fDue++xWC3ZNB3jvQl5VfPb/+B3+OpXvoqde3BRlqjvOpZSsuwH5pcXLC4uWF5esqoKaiUx69v4qmR9GZKQccCvN1x+fB89GH79a9+g7Xratue1s9t88823+cM//Lc8fnzO21/6EnU9gr/znb/xcycEMEnA1hjH9U08Bh/ff8Dj8yeMxhN0lnP/0aMIPpFxAd9sNiitKatyt35ordDPthq9Y2srA4mGn9aBfrBs2mF3DT99jnyXRLbCuNu1QqUEFcV9fVzjRATSRC+0bHsZ88wgBGPi2lBVNdZ4zNAmZW69swzf3oy3O1g5Igr/boE3gxl2G18homySkJKyrncSRtvX+qzVuPeeIi/iZnC+2j0+/k6JNZ6utWycBRreeed9ppMR19fXaf0NEUmrMoq8pKpGEASb1QYpFNPJHr/6nV/jjTfeTJD5z94MfzHY91aJQKpdgvECnAqY4BhCoCdEDkbiHEWT4aRSgMQiIprOp6TjksIDUSo8HqyYrVK98SktOwRJdkLsdgafbs2FZ5LKp9/BfyQ2gU9D5rb//nkwumcekVpREIEaT++95bLE729NrLy3uHQMvHdYb/BekBUaVOK0eI+30W4CCVIrNBm5L1BWoVVseSpR7WZRkXHtEhrSAxbvo8030gP6uYIazDBwcXnO0PXUmWavzDgeZwybDY8/GVBZ3JXuTfeoM83toz2CGdCuh67FLBYwnVB5R5uEMceTMSjN1XpDZxxVEGTliOOj28w3Gz64/5CiqJkeHHA1m3M+n3H3zVd5+farLNoVxjvKTNE3DbPLS8JguVytcGVNNS4plEIWOaEt8cHR2QFLrNqFMzSLOfiIGpQelIVRWTEqS86vLvlos6Lre0xCqxGgc5HPNBAXr0LnCCkZrKXMCvbrSSSCpMXAeofKMvph4P33PwABBweH3Lpzh7KueO3NN7h15xavv/4mVT3GhIC3gc4OdAwM0tH6nkW7wmcwOZoSMtgMGywGg+H9j99j6CP6qut6FqsZbdsxX6yoR2OOT4/ZNCs++Og9hITJ3oQHDx8+tw2NNZabm0VsVeUl5+cXrJqWx4/PWa83DNajtMJYm6qItBiXJULEjeC2KhiG7aYzvXofPw/v4/UVyfhhV4F4oXZIPSGSSKro4+tKvKOtW2qsMsSnOiSxMosbsriPTM4GarshF7vb1rHgrbfe4ujwLNmmy10HaGu9EXia+LZLUWztR7sWaw03s1lsG242ca5pXXo9cld1baNtW6xzWBvt4efzDUop9vcnaT2x3Lp1h+PjE7757e9w79XX+YPf/1c8vP8Jo9EkbvKDoChK3nwrzu1ubmaslqskZRaRhO+/9z5923Hnzt1oufEZn/kXSEgRsi1QBBVdTYOIRE7vAlYKjPAYHCYlIscWFh4/rKjMIJJlQkTobSV+RBooxrMpSrUgYqraWi1470EKFCBlXGDhWWg3u/+no/QzldB/DGJu29ISz3zn5yajn3pK5yLcdCtJv7sA/FZ9NurdKRUlYeLr9ImXYHBBRUipBCcgGMdgLSLJqUslUWiyPEOpbUIPSJXIbCa+huh0u5VQ8hAiD0qkxC6eI6jBGsPs8jISYrVmVCj2as1i07GYr8kKQZZr9kdjCl1wNKlxg6KbN0gz4DYbRN+TeUfuLLlz7Fc1eVVxfXMf07TkuqQuSg7ObqMuLvnh4idkhyWj8YSr80c8vrrg5a+8zdmt29hrRW96xqOSrCjIRyNsaFisVuSpQtJakymNLwuCNQzYOLsjzgXdZoNEkEmFcB4Ghywr8iznerPh4eVlPP/TKSIRDImbZokbu9hKkQwuQnYn9QhUbIWvmgbnA5lSWOd4cv6Eyd6Uk7NTzm7f4tadO3zrV7/Dq6+/Hnfk6XqyxtGsOnrhsMLRB8O6b/AqUE9rvAq0tsMKi8Xw6MkjVqsVXdtGHy4faJuOxWpGNarZO5jS9S2Pzx8hpGY0HvHBhx/Tts8H9u2cY7VaU5ZV5I4NA5c3N3GQ3/UMzkeFFvF0bqK1pqyrpF9nPrUWxI1t6pYkgrNzNulNPl1rorVD9Qz9Ij1HSlAu2ZTH+ZDfbZyjJcN2xh2v/2iIKVBpH6hUHFXoNNMSSbFcCMndu3d5/bW3dxvrYRhwPvorbd+D1jp6qEWUxi7pWmsj1P/+fVbrNd0Q285uGJAyVnlZlkUrixDJ3IMxcY02YIxnvYnQ7YP9uH55B4eHJ3z1q1/jH//n/yt+/e/8Jh+89y73P7lPWdRs5+ZZXnD77l3WqxUP7z9gS9+ZTCaM6prHjx7hjKWu6ghd/4z43IQkhEQWo/hvqfBB4ILAOEuPo3WOzsHGRjSYCYmXIRUeEoIo7GAcYetf4SP5NBAILh5sGWQalQiCf9qWg1htSRmleLYl9KeqpN3s56l4388kpS+wt/vpR3wmcSkelfS3INNy1w+OFhlJScGYCL7wNrYlCVjTJab1hnaz5MlsifGCrKwAifXxZLNmwKWdmxSQa4FE4V1IPkmOoU8tO28iICQ4FImpngAWUmqE8oj8uRZIyUa4QyBQUjDOMs729wh+iR0sxgQ6Yzm//4QyzzjbrxkVBa+9+hqFFNQKplph5jPcakVoNhyOavaPTxgsLNqO88Yw33T8f//HP2Sx3rC8WYDIyccrbt95ide/+hW+/d1f486rrzD8+AfMlnMQAdt1rAcDAUbTCbIe4cuS1WBY9g3rEOizDK/qyO3xniAEUqs4+0Syni+5urngo8UclOLhZoMVgizNC9VWyNa52JrJc6wxrNqG1houFjO+9PaX+Orp1/nwk4+YL5f4ZkOELI947fXX+d1/8r8hK3KQMYEN1lGWI5TUrNfRQiCbTgmVRukRIvO019AX4GrJzdWaq8sn3Do94nCyx82wJDQCWwS8FSxWcTctgqRxLXOzRjUz5KLm5emI6f6Yuo5W62pvsrNV+JsOnWUcHh2hlEbKWAkZa3fX2GRvSpbnkeTqPdO9Pay1PHwYUWnVqNyhx7acGK3j2lFk8fPZtfHSgNl7H20u8mI3v3m66LukWZckyVLVG5N5qrb4dAWktIy/OyUopeJNZ5os0xRFclrVisvLK9brfrem9X2/4zMBuyonL6Ip4LZ9uB1tAIkgayJKNc8Zj8c89Z1TSBU5ct57CueiWOzBHkooXnnpVVxwmGFASMGRlBweHZMXFX/+Z/+Ojz74kK7puH37Ll3XoqTk5OSUvuv4sz/7c6wxOGPIs5yyyGOLfbHg61/9GocHBwx9z8r9NcVVtzOkdESiGZ8Di8cGz+CJwoZbeLLYwsRFSpRxdy92C/tTns7TMjlVNVs5DiF3yWOXcARpSPhUvnwLk342Ie3OiO19viDKTnzqe1suUrrHDh74cxJU2FKknpoLblEsgoAX4G16tl3FInYSLsE7vLf0bc/gBVmexTmREGwpl4KYV+JfAoLAI7A+preoBBHr0mh0mO4mSUkJVCYQSqBy9Snrj7/5CEjvYrvSe3IlGZUlVdZSaIk3AeNgs2wwmeJ0XJAXOSf7+2QikDlDLgSubXF9hx96Cq0YVxXTUU0QkpthgzOWBx/fZ9MP9M4nSRjHdH+fu6+9wq3bdzg+PWVyvk8fHKv1ks46mt6gnGdSVIQsw0oZq3zvcelzlCJDB8+QjOlklkVUqIMuBBZdR+8dvfdspIwOsjoaEWYpIQ0hgFJkeRHRk87SO4vvWvIi5+jkmEeXT1DNJrZxlGK6t8fZrVv8yje/idSK3hhu5nOubmYIoTAmSiAZ59CZBK3AZ4RBYRUY4RmEp3U9y27DAXuETND5gcZ2eA3kEqciYhbvMcLhFAxYmqHFyYAoMnRdkGUFB3me+H5/8yGlTEi5SL6XSqEBrSNHL8rhlGyaFuccZVXS97H9qDNFOYoz27h4y90GQWtFURZopXebR4nYrSVSaaROOppJI9K5qLKxTT67qsvHhLStUrYw8m1C0jqSnLd7wy2PLMsy8lxHMmumorhq17HZ9EmGyH8qIW1nWTpLCYlPJ6QsiyaC3RDbiNs1KG6InlkdhQAR25hZFlXzR/UoARJyjLXczGbxGBUFZVERguDRg0c8fvCIvu+pkuutVor9gwPmsxnnj88hBIoij2tXVdD3UaYL4uZi6Aes+etamEuFqqZxNuE9vbO0xrDuLU0/sO4H+sHRJRkVkT4ApUQclu4OBDulbplABn6HdCERZeNuAqkRwSF2g8fYKolWFE9nS/Gj52cSktge+L9ChIR0Cp8CLTybUD9156dfQnRNJAS8dXFRifVf6ihse8qxUhjVJYiSO7fPOLt1BzXqcEFxdHxCEJJ2cHSDYblpMNYxOEvXDQzG0DZdGnC2SO84nBYoKch1VCTQmUqqDgqZSJcqLxBKo/LoKPm8QkvJflnhjaVtuminIDV3j484PjxmvlrT9AMPbpasrOPm8gZlJlQv3yYXHul7MC2bpWE9m8V2xHJONxrx3k9+wvlszoezhnnTR3g80HtPUY+5+/I9Xn/jLV59+w2me4coXfCd7/4ms+Wc//N/+3/h448+4oN3PuBwPOb47bdZO8dHFxecHh5zcnJGNa7J8hzKDC/gplnTD4bFasV8NueDn7xHs16zkgohFEoGpgd7UFUslks6Y/AiWrRvupYAzNuGqijYOznBmMhw//H77/DJo/uRM5Zn3L13j+PjI373v/on7O0fcHl5yWRvj5OzWxTViPH0gIcPHvGDH/yIb37zm5yenCH2Rgze8vjiEav1ksEbbpYzfvTOj6iKjDsv3+Lk1jH7h/tkpQYVyEqJLmpu3f0Vurbn448+4eD0iC9//Ws4L3BeYCVcrxY8vLomIHjttbeoxvXzOXcSjyjmcsWrd+5w77VXeefdd/nkk0+oRjU6y7h1+yxWMt6idcU3v/XVOHB/RhNTCoGSkR+jVITsb9tY4qeubhci3SJlsrjzdw7V9jvdOhKCbgv7j3p1A1KqBB+XqUJSsUkhthvX+LgsV0ldIVrHZHmGtVGGKKRqzdrYjrWpKty2A4V62h0ahghm2DQNJilCxJZwuRuLGDOkNmtc3Yo839loCATBSdq248GDR2itODg4JMtje+9mNuf8/ElScyh59PgxfdfxlS9/mbIsub6+5ub6mn7okpLGwN27t/mVr32Njz/6iIuLCz766H26ZsXJyUlyz/6Mz/zzTgohRPTPEXFH73BE2kXAOB97697j0ixnV/8kZFqUZokHWCCSZ9A2eTzT393dnkKcEX73s+1fn+Ic/UzS+Xn1zheITz3Xz9/9hZ+p8rb3TdCFZ9qH3jkIMsHbw/ZQ7B4be8kKKSMapqpK6ho8ism4IgiJ7B1SS6x39MYizNYl10aIMbFUFXjyTKOVpNCx9M9yves1C51H+aAsRyqNKsqdsdnzCCFEnIXYqIcohERBtDWQmsGYCPoQAuvBDNG+XUqR2iyA9zgzYM2AHXqcNXhnowbYcsVqtWHTRQHNLW5KakVZVtT1iPE4mq8JIdnbm+KlZLXeMJsvWG0aqiwHqXDWYIaBIAR5VVGPJ5R1hayKCDLJNbrvaaxFrNY0pqe3FieiPqESMqqplyWsVrgQiCCkuMCFEDAJkqzzHJ/ItptmQ9M2HBweU1ZV5KdMp7z8yisUZclytd5BmQsfydJd13F9fUMIkOdFtJFwPqGuIuTYWMNqvSbPppRVSV7kZHmGUAJEiBWzkEz3puisRWWKsio5ODyg6200vhMwWBOrEJ9a5/r5nD9b+PN25lyPak5OTnj0+DF5nsdNl1IorWLSbx1SyWTV4OieEfJUUu54RjER5bsEtZX12V7fJl1nIrUatmuNUlEaaNt2kTJ6AnkBiEBAo2RE8ykldzeZlGi2s2CRZjrb16K1RqsMwVaOLa4nSupdtbM9HiJlt63dhVLRu8gHv5uh7V6biF2J7dxrt7nXW/SgTjJHkTQfbdzznTGgkgozGJbLFVJFBfWmaRiGgTzPKYoiEYKHiHQOHuvi651MJ7tKrm02LJcLRqN619b8hZ95+Ot4MryIF/EiXsSLeBG/pHiew4QX8SJexIt4ES/iF8aLhPQiXsSLeBEv4m9FvEhIL+JFvIgX8SL+VsSLhPQiXsSLeBEv4m9FvEhIL+JFvIgX8SL+VsSLhPQiXsSLeBEv4m9F/P8BKJJcW9ep+DEAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = TrainLearner(get_dropmodel(), dls, F.cross_entropy, cbs=[SingleBatchCB(), augcb, DeviceCB()])\n", "learn.fit(1)\n", "xb,yb = learn.batch\n", "show_images(denorm(xb.cpu())[:9], imsize=2.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tot params: 21426800; MFLOPS: 710.9\n" ] }, { "data": { "text/markdown": [ "|Module|Input|Output|Num params|MFLOPS|\n", "|--|--|--|--|--|\n", "|ResBlock|(512, 3, 64, 64)|(512, 32, 64, 64)|28320|115.1|\n", "|Sequential|(512, 32, 64, 64)|(512, 64, 32, 32)|206016|209.7|\n", "|Sequential|(512, 64, 32, 32)|(512, 128, 16, 16)|525952|134.2|\n", "|Sequential|(512, 128, 16, 16)|(512, 256, 8, 8)|2100480|134.2|\n", "|Sequential|(512, 256, 8, 8)|(512, 512, 4, 4)|3673600|58.7|\n", "|Sequential|(512, 512, 4, 4)|(512, 1024, 2, 2)|14687232|58.7|\n", "|AdaptiveAvgPool2d|(512, 1024, 2, 2)|(512, 1024, 1, 1)|0|0.0|\n", "|Flatten|(512, 1024, 1, 1)|(512, 1024)|0|0.0|\n", "|Dropout|(512, 1024)|(512, 1024)|0|0.0|\n", "|Linear|(512, 1024)|(512, 200)|204800|0.2|\n", "|BatchNorm1d|(512, 200)|(512, 200)|400|0.0|\n" ], "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.summary()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "opt_func = partial(optim.AdamW, eps=1e-5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = Learner(get_dropmodel(), dls, F.cross_entropy, cbs=lr_cbs, opt_func=opt_func)\n", "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "metrics = MetricsCB(accuracy=MulticlassAccuracy())\n", "cbs = [DeviceCB(), metrics, ProgressCB(plot=True), MixedPrecision()]\n", "\n", "epochs = 25\n", "lr = 3e-2\n", "tmax = epochs * len(dls.train)\n", "sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n", "xtra = [BatchSchedCB(sched), augcb]\n", "learn = Learner(get_dropmodel(), dls, F.cross_entropy, lr=lr, cbs=cbs+xtra, opt_func=opt_func)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "torch.save(learn.model, 'models/inettiny-custom-25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More augmentation" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "aug_tfms = nn.Sequential(T.Pad(4), T.RandomCrop(64),\n", " T.RandomHorizontalFlip(),\n", " T.TrivialAugmentWide())\n", "\n", "norm_tfm = T.Normalize(xmean, xstd)\n", "erase_tfm = RandErase()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from PIL import Image" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def tfmx(x, aug=False):\n", " x = Image.open(x).convert('RGB')\n", " if aug: x = aug_tfms(x)\n", " x = TF.to_tensor(x)\n", " x = norm_tfm(x)\n", " if aug: x = erase_tfm(x[None])[0]\n", " return x" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tfm_tds = TfmDS(tds, partial(tfmx, aug=True), tfmy)\n", "tfm_vds = TfmDS(vds, tfmx, tfmy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dls = DataLoaders(*get_dls(tfm_tds, tfm_vds, bs=bs, num_workers=8))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def conv(ni, nf, ks=3, stride=1, act=nn.ReLU, norm=None, bias=True):\n", " layers = []\n", " if norm: layers.append(norm(ni))\n", " if act : layers.append(act())\n", " layers.append(nn.Conv2d(ni, nf, stride=stride, kernel_size=ks, padding=ks//2, bias=bias))\n", " return nn.Sequential(*layers)\n", "\n", "def _conv_block(ni, nf, stride, act=act_gr, norm=None, ks=3):\n", " return nn.Sequential(conv(ni, nf, stride=1 , act=act, norm=norm, ks=ks),\n", " conv(nf, nf, stride=stride, act=act, norm=norm, ks=ks))\n", "\n", "class ResBlock(nn.Module):\n", " def __init__(self, ni, nf, stride=1, ks=3, act=act_gr, norm=None):\n", " super().__init__()\n", " self.convs = _conv_block(ni, nf, stride, act=act, ks=ks, norm=norm)\n", " self.idconv = fc.noop if ni==nf else conv(ni, nf, ks=1, stride=1, act=None, norm=norm)\n", " self.pool = fc.noop if stride==1 else nn.AvgPool2d(2, ceil_mode=True)\n", "\n", " def forward(self, x): return self.convs(x) + self.idconv(self.pool(x))\n", "\n", "def get_dropmodel(act=act_gr, nfs=nfs, nbks=nbks, norm=nn.BatchNorm2d, drop=0.2):\n", " layers = [nn.Conv2d(3, nfs[0], 5, padding=2)]\n", " layers += [res_blocks(nbks[i], nfs[i], nfs[i+1], act=act, norm=norm, stride=2)\n", " for i in range(len(nfs)-1)]\n", " layers += [act_gr(), norm(nfs[-1]), nn.AdaptiveAvgPool2d(1), nn.Flatten(), nn.Dropout(drop)]\n", " layers += [nn.Linear(nfs[-1], 200, bias=False), nn.BatchNorm1d(200)]\n", " return nn.Sequential(*layers).apply(iw)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_model(): return get_dropmodel(nbks=(4,3,3,2,1), drop=0.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = TrainLearner(get_model(), dls, F.cross_entropy, cbs=[SingleBatchCB(), DeviceCB()])\n", "learn.fit(1)\n", "xb,yb = learn.batch\n", "show_images(denorm(xb.cpu())[:9], imsize=2.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "epochs = 50\n", "lr = 0.1\n", "tmax = epochs * len(dls.train)\n", "sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n", "xtra = [BatchSchedCB(sched)]\n", "learn = Learner(get_model(), dls, F.cross_entropy, lr=lr, cbs=cbs+xtra, opt_func=opt_func)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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", 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