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@cwkx
Last active March 8, 2019 08:55
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coursework-classifier.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "coursework-classifier.ipynb",
"version": "0.3.2",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cwkx/cef73403ec60ab467f9761f822d75aa2/coursework-classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"metadata": {
"id": "X0XeNJMELfIb",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"%%capture\n",
"from os.path import exists\n",
"from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag\n",
"platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())\n",
"cuda_output = !ldconfig -p|grep cudart.so|sed -e 's/.*\\.\\([0-9]*\\)\\.\\([0-9]*\\)$/cu\\1\\2/'\n",
"accelerator = cuda_output[0] if exists('/dev/nvidia0') else 'cpu'\n",
"!pip install -q http://download.pytorch.org/whl/{accelerator}/torch-0.4.1-{platform}-linux_x86_64.whl torchvision\n",
"!pip install 'livelossplot==0.3.0'"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "6N22Uz-kLiZW",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Main imports**"
]
},
{
"metadata": {
"id": "MK1Jl7nkLnPA",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"import math\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torchvision\n",
"import matplotlib.pyplot as plt\n",
"from livelossplot import PlotLosses\n",
"\n",
"device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "run1dh_hM0oO",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Import dataset**"
]
},
{
"metadata": {
"id": "bK383zeDM4Ac",
"colab_type": "code",
"outputId": "4380e8f5-35c5-4582-8a70-3ec7887fa809",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 87
}
},
"cell_type": "code",
"source": [
"# helper function to make getting another batch of data easier\n",
"def cycle(iterable):\n",
" while True:\n",
" for x in iterable:\n",
" yield x\n",
"\n",
"class_names = ['apple','aquarium_fish','baby','bear','beaver','bed','bee','beetle','bicycle','bottle','bowl','boy','bridge','bus','butterfly','camel','can','castle','caterpillar','cattle','chair','chimpanzee','clock','cloud','cockroach','couch','crab','crocodile','cup','dinosaur','dolphin','elephant','flatfish','forest','fox','girl','hamster','house','kangaroo','computer_keyboard','lamp','lawn_mower','leopard','lion','lizard','lobster','man','maple_tree','motorcycle','mountain','mouse','mushroom','oak_tree','orange','orchid','otter','palm_tree','pear','pickup_truck','pine_tree','plain','plate','poppy','porcupine','possum','rabbit','raccoon','ray','road','rocket','rose','sea','seal','shark','shrew','skunk','skyscraper','snail','snake','spider','squirrel','streetcar','sunflower','sweet_pepper','table','tank','telephone','television','tiger','tractor','train','trout','tulip','turtle','wardrobe','whale','willow_tree','wolf','woman','worm',]\n",
"\n",
"train_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.CIFAR100('data', train=True, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"shuffle=True, batch_size=16, drop_last=True)\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.CIFAR100('data', train=False, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"shuffle=False, batch_size=16, drop_last=True)\n",
"\n",
"train_iterator = iter(cycle(train_loader))\n",
"test_iterator = iter(cycle(test_loader))\n",
"\n",
"print(f'> Size of training dataset {len(train_loader.dataset)}')\n",
"print(f'> Size of test dataset {len(test_loader.dataset)}')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz to data/cifar-100-python.tar.gz\n",
"Files already downloaded and verified\n",
"> Size of training dataset 50000\n",
"> Size of test dataset 10000\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "q-FdW5HnimG2",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**View some of the test dataset**"
]
},
{
"metadata": {
"id": "BtJs-qxHRLXz",
"colab_type": "code",
"outputId": "d4242722-c617-4651-df48-e53c14c7293b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 589
}
},
"cell_type": "code",
"source": [
"plt.figure(figsize=(10,10))\n",
"for i in range(25):\n",
" plt.subplot(5,5,i+1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" plt.imshow(test_loader.dataset[i][0].permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n",
" plt.xlabel(class_names[test_loader.dataset[i][1]])"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
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OryUKgQTZeqH6rWOZywj5bPA8UyVFXIxX5U4v5vvtv5Go7Vt15NJB5JYX6j5I\noWNmSmqfZaPz6xBr7MDBGyENUn1d5/RiPVOhhBsgIiEELTg2iMoI8fcuKMT1DbnVO6B+usgP1UNk\nSy4vqmbfAY2bUaCB3FUUPWvjeA/RkUEB9NaGxPBKiNIqDyjBhlX/zu+TSGZr9UmVvaE8Ri1EDLab\nokbKefX3xlXlGvJyT6T2vht/KrWLRnRfGGjOhojMqsPN7RV0TqPXp2nq6ibTzmu8M8rPIMeOD/HL\nEtz85bzWCeNvu0xeEyyvLKX2zLTyPJXHQYdvqG0bdfVhJ27B1rpTa/fbqjwlCnbRiLI+v6qcbbMz\nOmcM7RaCGogpzlbR+eOzyLuVpxgg8vTBtqCbX9i9ObWvLC2k9pe/+kVjjDEPf/cBlZeoc0Pk17Kh\n7LhLSo/7JBC5Z0abi6wAIVxMu2zuKIxBMoIJ5nKCLSKbux98Uomg4ELQT3nmt0IkFMUIseRl8lhF\nnCc4bvGfDNUFKhdBzBnR280SIxxrw8brNCuWC3qri60OvJZRXFvBeXIcHBwcHBwcdiTcR46Dg4OD\ng4PDjsS2fthWV65vaDaZZUQhrGzIzrqrsGMaiSz8gav/ugOiZI4cElUUY+f28lW5ZFuowOSUIjsM\nXI/TyC906y3KLzU2LrGq3bumUru+quM3HlWEwDzcrzaRm7M5oCaYB6iFCLQudsY3IXxHMcASaJQc\n3MKJGb0Y4NyM2rmBKIxuQ5RPiJxik4hosqvqixp21G+E/Wfr5FX/GAJ9FBrs9RjlprIT5CMKmTMI\n5/uh3ODlkgZaqwZxPwMgeosCeTGiAasDlzujTCLUZWVF9MDVBUXu+Yjq6cLX2m7p2tI46I4RoIbc\nTmVwf9Uy5oanFqlDgI0RdKS6Np3AXdDUhw6Jdpst35barWUJSy7D981oi7lpzbUYFF9zWdTMymP3\np3Z+al7l+MhvhXxUOURg7T9yU2o3BrfteJpTaxvqjzUDjpP5skBpVALVsdZEdJUd/dyk2Fm9qbnm\nF9WHq57arXJAzzlWVjuPgQrqDcJaW+iTC2j7Lz/6bVUA6/ULD6tdK6CCGMeSoH1IJXRBdwQF0NoQ\naaTA6pinfh7bpTV47FWvNcZk8+19+atfTu2rK4ootBgrnkXkIHNXoV2eQ0DOjwSKSlIh1nqkdijG\np9MDzFlGK+sYyqNAK/sAbFwCOqeHNiggOq9HigxrQwKByh4pIryj+S7s4h3W5rtwQDE3EBnWRKRg\nJxo+fiJ0VIc2aazYRVc5ODg4ODg4PE/hPnIcHBwcHBwcdiS2pauurIrS2GjLLdSAkFyjLZcwqQl6\nkWxG4Kh/Tvuc3J0U5BpHnppR3xY+AAAgAElEQVQ6qQjswG6h8OgSBKom5BItVeTmhNac8SHUdPWq\nIg1OYOf+FITLimWVWRm4zTugKFbXRPUUkPdpbUWRORkBwJ7OyRfV/HlQV6NCHpE0QVW0RrAL9AXc\nm7kc6DS4ET3kockNoqtaPdEhHtyW5YLa0lYYGYB+KyOnCqiSFnJa9WJQMmNyT9tp0CA9UKeZHFQy\n6YKt1/rjroBovXHkgZqaRNQSwnZaDUSSgQaKQF0W0NajAKOrLFzGNj8895uHOTM+iWiYgMJh/b6c\nnpNg3Fyo8XrXYbXHyW/9dWrXQVkHOc2XG44pWsqCTGzXlJvp8SfPpPbS1YupvYwy83Czz4ByXViU\nUGHH74/VvdffmB6bmta5izVRj3GiNcYgOi6oVnEYVB8iSEeFfEFj8OzFM6m9qyAKLxYrZVasnqfQ\n1PMkjHYdRNa0NzRGl6+IrrqIKNnli1oLr96oKKeb9x9J7cq45ka5gOjZHuYGImILFc3TyrjaNl/U\nuuKBhvZAe3pe/z1xbJ+e/+ugkk89/H2UrXPm5iAuOYPXm+VLYLTRclebao88xPjynGsZmzSSwfmw\nB3MghzxPjGziE+Wh7hdQxBeqvEFGaRB0PuiqHuYAo54iUlSgrlqIxIssKOzB6W3ckpQT75OxsW53\nLSkqHH/24CrnyXFwcHBwcHDYmXAfOQ4ODg4ODg47Etv67U48pR3sTbioSEX5lruxkfod5Vimfh+4\nyVo1RChh1/VYQa4+foFF2DIeXxWNVSjK3XnyrMTKTj/9VGqfOX0ytXtdRVnQfbi8qjJX1v8ytSeR\n0+WWW241xhize4/c7XlE8bQhnleASGEIeseHK3FlVS5nz0hczZgbzSjQQo6bwJfreX6/7nfsBomz\nHZ0TrXHuCQm4Pb0g13av03/mqK3oo6myyu52INbYZsQKROjmDuo48uxMGgiboW0bK6I3CyWJkiGo\ny4Tw++ZABSRwW28M6KpGHXnU4ApNmCsI43xtTX3FLDiMtIqfw67/HwUZdzdE7Eh7+Jh3s7MSc6w1\nRFOs1kSrJoP6L0PQ7UokSmjvAc3q3fsPpXauqLK7ELgcLzxTeNEYY+pjcM9XNcaeelridP5FRW8Z\nHxFxMxo33zyh6KC1QcTbrnOPp8fuuetnUvvwIY3xfAl5vBDR9a3TGsNeCDHC0mipR2OMaeX1jHFD\na117QZFWeSMqZrUNOrwFegQCkPMDSrqEvHKzJczNqo7XQ821Lz36jdR+8KHvpPYeUJcHdqndxqbV\nt7P7JWTYu6I564OGZq66cAwCpdgykBtQyAnW0ZsPiv584gmt76sNzd8Iop2kphOI71GQdRRY6mju\nM98Y6acQtBNF/XxG/oGO2nyF5CDWGkDYNEQZAa5DYKnxSV2hvmR8EtBCMda8OCNoi2gsjK0Yi2eP\n9NLgBh0K/eGm8RZ2lDnfDj0eJc/OVzlPjoODg4ODg8OOhPvIcXBwcHBwcNiR2JauWpNX28Rwh1FM\nyaNQVk4urYj5QeDGKgx2iRe4wx1bpBGgZeBd4wZw00VK9ye+J4rqzMWzqZ0HjdX1YUNsqYtvvPmK\nXK7M0/H0mTOpvbTUj0w4eFD0yvXXX5/aYa4w1KZbsYXoB+bA6kWjj+DowbXX8+V6rsWiG67URf8c\nOir38NgRRK4Foqu65/s5iRrresYXwGXdtnK3F6PhHdqFy7NjRA14ISK6MJ4iRKsVihACM2xDCmUh\nTwycs9VBNE0eOZA81MsLVMbYmNplfR0RYC3ZHeRd63aRD2wECCGu10F0S6et+1L0r15Hji+GmyH6\nY3PCLddEMyxBBPI7DdHX04nu04kgUIbomsbpc6l9x0+/ILVJqb3g2KHUnpzQmCyB1m11RIHVsJaU\nkT/p0lI/4m3hqur4pa/8VWrXPYkOehCj+6kbJHzXHVckYKsku8nInBFhI1E7l6ugYNug6a/Inp1U\nqNVGoGsLea2rxYHKXBnrXIF0LdddRC5FWGs9zJfDuyXW1+hozH3nq1/XBUVdvG+f2vDQnCLd9kwp\neq8H0VTjIa/fIFpzo61Ixoy8JtbOWh2RhhjbnjfcZq66UWAN2y94qxxoljCzFDL6mBSUjm++WkOf\nkVO6jHKVPE49QW+Lx2YuKr77qGnILGCklMgW+bggwR82l4cI9HkUkxYbLmrISKtoiwgslrkVnCfH\nwcHBwcHBYUfCfeQ4ODg4ODg47EhsS1f5oVyJAVyJpKssQlpII5Swe3yiIkdjeRAJMjuuXfU+XHAN\n7I4PsAu/3hZ39vBjD6X2U6dOpfbY1N7UHp9GBFRFrt1dc8iPA5frDftnU3uuKsrk9Cnt4l8b5H25\nuiixLEZrzc3LPTuD6IMc6BCqGjIyq5gbvUu821Jfxdh230vUtp2W3P1LK6KxFpfkEl5rw/1d6lM+\n1bKed2pMdFWjLhd7UNAY4i7+lSWJwFmIg+XhriW92QmQxyovGq3dUV900S/0qSJ4wZQGeXEmEPkT\nwNdL6sfGev5qVWO30VTbcSzYzmgjOE6fFjVrMH/KyBGUMCISObsCRE95eN5ipX9tDtTF/oLsq1cV\n1fbQpcupvQIxz90z6A9Eyq3CDX/nTZonU4jMSRLda7WOcbiusdKKNE8my5qzM5X+nKVw3xqeP4AQ\nZVhSRNc3Tmh+lyYVsbTvFpXdoa9+RNg9p3YoBbILoIFbq+pDb0Xzav+M6J9iVf3ZbfcpyhiRiUVQ\nKQFyw8WYaxUIYo4hL9RdP6NotTGIl55e0np4/MTDqX2hJ4r0kYtPq77TWh+O7jmU2gf36vh6oz92\nsHshQ00UsR3B9ym2Coobz5SQShlx5OM61OpIL+VQH1JRPqKh/IzYH0RXN+kqUFEsIzSMrkIUFbkr\nj89N0VAeRjsNT8GVEelju9oMjUVRv/450VZUFO6Z2VKREQzcQjwwefbJ6Tw5Dg4ODg4ODjsS7iPH\nwcHBwcHBYUdiW7qqGspZOFaSu2hyQgJ5GzW5UJ8+LbdldUIu18mi3KJ2EAnSbsqVHUDMrI3d9OdP\nyyX+3RMSo6u15J6cm9eO/0oFUT1NubQKJdXXeHKnW4iM1Vt6vokiIjjKotqSbv++RUSRlaDwtLEh\nkbhmE1EBY6LL/EDuX+5S938Mn5vNdbnjDcSdWsgjdRb5TabG1W6nTl9K7fMX1C/+IPri8D61/SzG\nR+28ImzaEKErgIos4NkjQzcnIksgFGZBawQWOXTscKGsAHmkQvh7c2G/DiXk0qFwZRzo/pUKcu/k\nEAXSlr2MSJhaQ/TWKDC5S9RsHm0ZRapDPdEYHJtSxE4IIUjm22o3+/TCuC+q6K7DKvvh4+q/k6sq\ne/8htY2hcF6g42dqorRWHhKNcfx7EhvsIvru/LLOv7CK6LGWnq+MdSXy+uOgCxf+0QNaGw4fOZDa\nSUHjc2FV5fV6oI8LGhMrixTqHA1uP3A0tSOM3cKkxvdiJIHENeb2ajKvGyKzBhRer6u2nCzqXATR\nmVpXfZuA8imOIUoUv4mLoEEO7lfk1OOLoEsndK8Gwoy+s3QmtR+5IBprAnUbK/ftINTzX7yicXlx\nGYKcPqMjvS3s1DTWjpauqrXUsDlSTj7pKh3fKmKKdFRvsL0g9IdTXnnSVaTCguFt4CHKmNFVGeAd\nwQgoivGR+dvK3mSNuxmaibmoKCLIc4bnzmIEVhQ7usrBwcHBwcHheQr3kePg4ODg4OCwI7EtXRUg\n70a5jJw4cNH3aopAKWPHfeDL9biGczaFmOoQ9Fu+IHG5x7/33dS+sCD3bFiUi3lsWtEZQagIoCRR\nHS2ojm5Xrq428sKEcPP3Ip4/XE2pMhDpmqggAghUW6Estykez6yvys0a5tRG5YqiPOxWLsNriPE8\ncqFYUQA9PGN1Qi7+rlFd66CaWqtLqV0a5FIJJvTAS+flrt1YVuRUq6UycjlReLNTimS5CsqvBRe6\nb+WeLwaiq7oQuWNOGg+0YAHRWMx11hvkWWq3VDbd4xzDYMVMvaZ6VauiZb0YETxmtNFyFEFkREQL\nrvLxKdVtYkp9GUa6NighUm7w796Snm96n+iPizWN45/52SOpfeNhtdOpp86kdrkAmjAH8cmm2unh\ncypzHfnjlkDH5BAVsndaVFuICMFNAUPPU0etLoueHS+r32Ore87PH07tiVlFZDZiRB9WGH4yGoz3\n1M55RO/1SppXa2VEwnUhWon1avmcqKmw0G+TXl3ra4Lx7ZeQQwoigaWC6kI1u1ZHc83PiSbYh/xT\n+yHQ2AA13PYhlNmSeOEaIhgX1rQmlfL98TKGSLgIopOVgsbTOsZKkhFV1fuL0T7Gjva3fQ/RiR5y\nzPkUGgUl6WUU+2TyjZDE/T8koJ8SJqaCvyJzFLwR54vvMYqKYoC4lnQVmq/DCKgtyonxIJvsZysi\n/WRgM0cgtyuAxspEa0HQN2b83XA4T46Dg4ODg4PDjoT7yHFwcHBwcHDYkdiWriohUmLhqlyM9boi\nK8JQbs4cBO26HZ1Dt1N9EHV0dVlU1MlTJ1N7bU3u1sq4InYKY6I0LCgfg8gZD1REvgjhO7iefbgG\np+GGnqM4IVxjh47ILd8euFkrcOEWc7I7yNtDwalSWWXXNkQF1NcXU7tQzmRmGQmmEOU1VZV4X1hR\njqrKketSe31DruQAubgmETkXNvuu/7VLin5rLyPKCeJjlbJEy6qIwJoAXbW6oXHmQ8yt4Gts5Utq\nq6wAoNzWzAdThhhlEc+x3uw/X7slF3exyFxO6tsooksVFA+E9YpzoBxwfBTIw20dw/dbLoGO62gM\ndhoam8VAtF7RIlKt2c8D5xlRho+fV7t747rnsZs0lsqx5ux4UedfvKI1IIbI2fxB0UIhKNvlRc3Z\n2ab67JUvvju1X3XP30ntXEHjcGlAdS2B8lpfE60KRsVcOHM6tRvrmo83zer+Y7u09nSPKXpoVEiQ\nD23xrOrdbOl5uhBKnUS0X70pl31rRW2+UetHrs1NakxD/8+EidbOyZL6sxRivQI1vbR4PrX3lrRO\nVECvzVRBS7awlmPNmEOfI97TtEE1btJVU1Wd24PIXhP0dR1CnVSkSzJ5jbwt7GuPBHsVMiKEHsUX\nEd1ESgs2tzBsznEvAeWFvJER6ECK6zKnlU2GixTGW7RZiKstFQNhxijTesPF+7qDNuhRaBCF2IxQ\nI8qzw2ks1jFxYoAODg4ODg4Oz1e4jxwHBwcHBweHHYlt6ap2Xc7EJuxxuErLZbnoKcxTb8rNeuGi\nBL8ePfE9Y4wx6xAHo7uuPC636dikaIwKjk/OzuG43KBRRFEhCMnFdO3reKEg1/p1BxSxtbwoF22x\nKPfr/O5+fWxHz+bHcveXE7mcuWO81ZSbOQ96b31DbbCwKIG9UaFUUWTKLPLdFNC2pQnkZQIt6ZuM\nklRqJgOXqh+qDyvjokwO7BI1MbProMoo6P5XFtTecaS2NcyXhvwuPSRP4Vc6RcwgSWeKOQ3zAoUB\ng76NoWJiUGSMeqBXNMH5RfAgnAuMpBgFYkRwdLuyWw2MTUSHUUzRL6tdGzXlfiub/jz1Kroushr/\nN9+q/psEveutq3GOXHcstTcaEoJcWgONdFE07XhVkV6R0XPcclgU6u1HRBcdO6rxVJ0+lNqJ16+n\n76m8Wk1rVjGnTvv2176c2p/7f/5Ez7Gi/suFokHbaNNRoehrTe2FGMcFjd31hmjE5WUJr5aRp292\nStGmzY3+mrKGnGP7d0sUcW5W/UkBuSa2GlyBAN8FbF84dkBilAGidnZPi15aXNB966vIj1fT85UC\n5MmqIoJ3QAmHjHJDrsGorbHCiMl8HmM+Q30MXzNGgQzlwuOZs0DXYN1CQJPJYU3NbW6RYCQSmRre\nKCYthOgqbLPgtZb/Qd0TMzwajM9nMpFZw5/JDurjMc8V81+huF5veBRVnInicnSVg4ODg4ODg4P7\nyHFwcHBwcHDYmdiWruq05WIM4C6yoGV6kdy6DeSUeuKk3OBPnVI0Q7Pd3wlfRaRPAfRXsaqomym4\nYcsVnR+Gck8263Ilx/D1JYjmiOm+y9BVcpVOz+q+HQiqMQfR5k7yyapcopUxucfPnT2jsuFCnUBk\nQa0mV/D0NNoA+ZNGhU3xO2OMiTrIIxXJLvk6Z++0qIrOKsTUNkDjDETExtGfAXI7Fabkvp7cLYrK\nGFED559WHrMc8qWVxuS+Dizc6U25KFtN3YuCX4z0YwRgjMiHzUg7RiNkXMfgsXpd3adDtzkiXiLQ\nruY5iFT9KOi0EVXW0byrgDLLWbVrIZYoY3tFNELeigKZ2t1vhwKicQJEbYQQWPypo7ek9sIZRd08\n9Mjjuk8bUXagkboQXxybFyWdn1M/lRF9curEA6l95AZF9RydEqW1mX8nxHUV5JXrgVauVjTXKDT4\n/QGVbowx00ui1Hxv9GKA3z+j/ulCNLNVQ1TrmqijAOvF/BHR9xGiGdMRi/U6zDNiUGO3jcilGu6/\nsaZ22xhXOU1EdFFYbga5s2ZW0eegqPKezmlFKnNlRfRiNJhjE2Naoy1oki7mY+BTBBa0VCYhIKmS\nLHF0rdFLOO6RR2qLBIWZ0eUzuhPvs8FzMSeUh/WuQDFA0kIZnh3XIjozl0nsxeit4RFQYab5nin6\nZ4wxPiLl0v0AqK/HXFikxZi8i/mq0PeMBosdXeXg4ODg4ODwfMW2nhx+A3FTUQdf0efOa1PxiSe+\nn9pX1vQLJJfTF/3m5tcQxyy2iZbGtHGOXp0A2g38JR0n/GVO6fbhm5z4FV+Apof1UA60b9oNPWt3\n8GunjM2AwZjq7vs6vnRVv7qmJuXl2LVL3oz1Df1yoednVLiyoV+nna48YLuhMzE+r02eR/fdkNpT\nBW1YvDSmr+fVq/3GTRJ5DZrIbH1mUb9QY09ttWtW5cVILRAg63Exk1lXfdXCBrrVZUh82+Eb7vi1\n38Uvx81fB0FG7jyTrljHddTk4CHoRNQSwqZAb7S/FvkLat9+peIoI5PzyvlHUnsiL29Lq4nN8ki9\nUBjoDyV4jnH8sJwd19wMrPqpgY3PGy15KukJs2xWSEI1cjrfjEOeH+1XHJMn9BKyVh/5qZeoPoPN\nuu0mAiQmdCOLX5Zze+Qhnturtnvg2w+ndg1jtZgfbYoOY4yJsRKHSEGxviivyp7rNGfuftl9qV1r\nai09dVqetMYgDUNjHWkdntaY3tNW/wQ9/JpGOoYJBCVY6KbUNtRvFh5iogpvUxFe/i4ykpQntN7M\nB3q+qNn3VHJj6eq63inNFa03NQRITHJTLDwnlgNwxFOzu8WG554Hr2gmCzn1aFROD17nTV0bZnKg\nBk6C8R1ukX2d721uag4z3hM1TgBdH+r9tOGyibAOITNSZh90d1BmxA3D+HvEFEzMPI7zI8OgItz/\nOXjlnCfHwcHBwcHBYUfCfeQ4ODg4ODg47EhsS1ctrcsNyFQOFy6IorpyRa7QnsGmUWyApJtz0/aR\nGboIme9iWXYM352FBo4PN1oA16qh9D9k9elqs9ikmYDqWsWmvm4PGbqhyRIN3H2rqzpWRfqIuV1K\nldCEThDbaNcuuX8rFWQt74ya3jBmFlQZN6teBY1lnnwoNXdPa1PogV3aAFiyKud0t3/tmSvKUNwA\nJbTBTabTuucuaBT5sBNKnIP+y4WiD/KJ2i1BGgPb07222oBYLKHNB27PEJnkS6B76HPtIWt71VcZ\n+SKvRdmF0WaVXwbVabBxek9Z83QurzE9Ce2iDdBt+VD13ExpwczFY+OifPbvFbXQQ/ZoDxtbi6C6\n/EDzKwLtOzcv+smgz5odpOWAXz63gY3VV6Wp9L3vfzu1A68fvDA3ozm4XkeaAOhdjYGCmdmjLOR7\nD2gT9uqK7hNgzIwKAaiMOmgZbr5sg25YRIZ1pgtotNX/UdJvzzbSfixiI/G+fdoOwM3JTBFdqmhu\nrjU0x2vryEgeaxP86gb0hbCmMT3FqQWth4W21pI7br41tffe0KfKuTl6rYb7L2lsr6yJ0kvw3mHq\nAK4l3oh/23czemmgpUBR5WD3sLk/QvBMwPQMXvbfPjQ2NpDiwctsZVbZHqidAGsilj+Tww1CUGDM\nGt5GUEUXyxz16Li9pWc26Spq8HBzNIOEnj3zeIxre8mzr7POk+Pg4ODg4OCwI+E+chwcHBwcHBx2\nJLalq55Ctt6FRVEaDcicV6qiMajR0UaEjQdXYVjou5Vn56VxMT4llyWjIDLRXXa4G4s6BKHPiCrs\nDIf3Lg/P8/qqXL4LHnU0RJmFcOtFA59dbUNu9Y2q7N2zcsMfvE6S6RcuKLKljqiECqIopiZ1z1Fh\nV0n0U69EF6HOSdBvravq8/KUns1vKLKhu9G3l5bkYqercnoGaR3mZE9AI6iETNc5uGgzu/4RUdXK\nSElA94jpG0CB5QugNwsYU91+G/QM0hx0SVXqeLsrN3yppKiREPfkOPNyo9VWmZ/DnOlI96bsi3LZ\nM6PxVW+qf8aQisIiC3l3QHUEiGxqgPa9dEXjoYfy2tDTmpyS5tUyUjkU0e496LAwu33OB9WA+buw\npPNvvUOaMCvLeta5yf7EXrmq9CgLiOwbK4mauenozan9M3fdldqnTioyKYk1DhJQu6NCsxUNtX1o\ngl26LIqm1jue2jfe8sLUboNW9fP9fj549KfSY1EL+lE5rd27Z7Q2tEE/JXloRa1fTe3vPXkptbsN\n0U9nLpzR+Yjg2QDdESAK9uyps6m9dlXrys3H+ulBJhBZx1Q0uw8q8nNjRvV9elWUVoz5axnph/k+\nCvC+HmipBFFUEVgW9ZjJhEMxkmpzWfRB1XiZgDHcB8XRi+Ex6grl5LHmFrBdwPMYJQbNHpQTgS6K\nIkSX4r7JoPzeFjQTo1/jLVJibJUe47lsCnCeHAcHBwcHB4cdCfeR4+Dg4ODg4LAjsS1ddfGyXJKU\nk56eUwSDF6gIJBA146AjcnlkZ950v0IMsAsRIR/pGDymkkC0TBeUQqGA6BpkZg5Qrxjfcvmyomem\nJuWuLRflgisjmmICMuXrA3fjxoZc9VeW5GLdPSfKae8+0HGQJl9bVdQGIzjGx+TmHxU6G3BlI9UB\nM6OXkMW3jOiYnEF6i64ot3a97x6OISyWR6bvyTIy1sN9HdchFtlCWoeWKMQYrtO4x0g0uac9RMhV\nEa0GFsl0usiAbHTteq1Pd+QQXsBxRvGsdlttF4BuCQNEidG/7I02ump2XG2c1CDGFmnOdqINXKF5\nheAqEyBqzR9QNHnMnXZb1z187snUXrigftq7R5FLBQhlTk+j74vUlFcfBHDnb6yL3rKJyqmGKn92\nHiKSXV1bzffnXoxonAPzokcrJc3Bbl2Uxty0aKwX3KpUFVdBzcXd4WJ31xJjE6KLug0KnGpMT+7S\n82wgum1lWXXNI2o1HKTSWLqidaZalKBjt6cyuhAENRBDDZECo9vSWPn2YxJ+5XrQQyqPcaydcxMQ\nksR2h3pZc2xpWWvCXx//ljHGmFJBz39wtzKf33bwxtT2QOkFiMgtMLUL6ONgxFRymImKGi7MxwAo\nzoEQc48eiE3qnnQVo6+8jPDh8Pcm095Q6DQf6p6MdOohisrHOkdlT6Zn8EmfZbimwX8ymccZOaXj\nMRqJqSSSLaOonr0vnSfHwcHBwcHBYUfCfeQ4ODg4ODg47EhsS1fl8nJVlguy6bqiF6lSkXuSWbUZ\nvdPazPCdEe4DdQWKIAS90W5DKIwuLbjLQrjeQ1BXpNTirq5td+SOm9grd/GuWQgSIqlMZyByd2VV\nLvEcqLZaQ/ccG0OOLERRjVvReIuLikq4uKCoEDliry1W1+W29pELqlxUv1UnIdTWlls/mBRlkAf9\nOFbs0wD74I4O4SbOwy25cu5MajcpAndeGevbq4qY2QBd1cJY7EJccheyn0eItIotMybrOcIEOVsG\nUUSMHOjRjQqONsY5jYboFmMgiscIB7qGR4CqrzpcWX4qtf3gXGpXkHOpkEMeIUSqWdBYnt+fPxPj\nkziGPEpFPevFRUVe5ktqp1lQVCVQyQmE/rrwT8dtCKeBGtu9V9TEzccUHTQ7Laq811A544PoqblD\nmsfG1z2XFjX2H/vuYzoH7u6X3X13alcR7XgZUVqjwqVLC6ndrosOHa9iPiJKNUYkS3td57Pv9s7u\nNsYYc/as5pSNdO56TTRX4KkfEgisri6CPm6K/rzaZpSoxtbUpO5fxjpQKWj9CHOyVzAuViE4uxmh\nWauBGp9Ajr0x3adYVhstg2a0yLHEHFjJc4rJ+eHBvImkrX3SS4wKBsWWg6Cej7kZmk26Sghwn4A5\nnDK2TK5JGTYp4ro5nOpijkhuXYlRZpLJmo5zvGceYw5J9k2W5Uq2sHHOc9gW4Dw5Dg4ODg4ODjsS\n7iPHwcHBwcHBYUdiW7qqiIgEm8kXJVqIwmgBoks6HYiqga4KB7RDHlE8jJai+5jiQhHyIWXvidxB\noMtINSQ90Ug10F5nO3KF7t8tN/uBonL0XLmqc64s9d2+G02VNzktmqYDhacgZNOCUotAqYFCOHVa\nolj3mtGgtSa3NSmnmHlMchLcaoGWKUMksICIhz3zfZf42KzcxzNzu1O7gdxV68g71FhTJEUJ+VUK\noEVLEKILIe5HscGkqHOaiBBJIGjng/YMEEmVFPrje6UhN7wH0ckc6J4io/4oeoWfCRHyq3Va4DFH\ngO6KBCZtXbRnfoYimBpra6sax0W0B+fpZhRiLxYtFZNWbOi5j15/KLXLY+qDlVUJxpV8lZMH7ZXP\nIa8dFBSrec2Z6w4oimr/HlFXs6Ap2siVtym6hq4xCxdFXTzynQdTOwf6mpEttRWNyekp3efgftVl\nVDhyo8Tt1jA3mg3RS3WsXRZCmc2uxm/Q0hgMBlGTe/denx7jOsqYsVZIGl/3ZF2qVc3N/TeIVK8U\nhq/HrHsHczZf0LicwflhVdTzZp6lCHTW9IzW2hoipE5d1NrZBh09E2id8j3V0WBejAId5D4k/xJC\nDDAXUBgQ6y/8DhTs21aglw0AACAASURBVAx05TFGceVA22RyXmUiPmGCWorxrszmgsI6i/syJxhP\n74HSIlm/+Vrskf7K2KCueB/SaxmOSmbi6CoHBwcHBweH5yvcR46Dg4ODg4PDjsS2dBUjoHKgDorF\nCs5BBBTcnJ22qI7JKdE/uUEkTxccFqOo6O4kjRWC/slh136xCAG4LaI5WhD/oqvehwt9dUXu/MuX\n5P5f3ZALbm29/0wrayp7ckp/byDnTL0lV/3UlNzzHdA+YV7t2GyNdse/McbccfOtqR3D5djG7voQ\nVGBcUoTJaouRCnApDmjHZbRZbECTrCk6Y21ZuXeSpo6Pw83pgQotILdOANezARUVISrExzP5iCAq\nQNwxDzsaiF15Cd2yHJfIt4R8NCVEcfUQpdYAjZm0R0tX1RefTu0gAvHgaaw12niuTjLULoY6f7nR\nL2dxVf1ku3CDI/JjYlxjY3lNcydAW+6qUghS46rWUZk1UBpzM1onfLihl5eQG8k/qTpUEUk10S//\nyooo2cuXZV9/o/JVzYBiPvOUItOiptrx0W+L3spXtE689I5XmFHgF/6Pf5HaTyGH1okTD6f2yuoV\nMxQUZwNRsCkc52coAMxj0HYJruv1NHYPHH2BystoXeo/voWYHO4l8ukH6AbQJtOklRmJNCiHbAuj\nhlqInq0c0Do67iMvWwChS0RkBrBHgS7CiSlVR/olwbN42ArSRiNTXG+TmsrSVfp7jtQW78r+Zr1A\nV+V8tBNFBVl3RqBm8k6RakIOKuapGtBhXBEzZTByCtdtJWRIm9duBefJcXBwcHBwcNiRcB85Dg4O\nDg4ODjsS20dXQWSJAm8eRKkiuMBiRkpMKErH4vxmq09B5SAAyHT0MfJl0M5EVPmknBBNQjcWXK4J\nyiFdwZ3cTdAL3QjffonsdqvvIo2QpGt1TVTYRF7H53Yx4gBthPCP2Vm10cFDR8yokSChUwC35Djy\n0xSK6Ocq6LSuniGPaIriTL/M9tOiTy5flnham9FVNbVVAzRFzRctOTUliqoOaq9Rk3s6RG6dIvLj\ndOEQbdVEF3aWRY0lmfHatwNEltBmW1SQF6uCHEI1UBwW4pJRbrQucROrPfJl1bODCC+7gShA0L3L\nVzBmQd14tl/nDvIPFTBHJsfV1pOTsk9eEC00MYF8QchjVcSYWUWUUB1zab6kMtfWFTH0xGMSOBx/\nOaKerrsptStT/edYXBLVNon8eQcPH07tHsbVNCIBZ6d0/he/+GepffWq8oG99K2/akaBIBS1NzEp\nwcMDB/WMMxh3XLu47gaMoBlQUCGTJiF6MN7iJ24E+posE/O0eRmRu+GUQTYgxg4/7mmMZFI7DWgI\n0lV8tsioD7n1YXMMG2NMHlTsxJjGeQnjbBQgVcPoPYrlMdLIA2VH+scDFbNJnWcoLFBI3H7gM3IJ\n612SyTMFMUIPOQ3xHDyfdBXFALl1gVQpRfo2hVRZR0bIZnJ6ATbTRmaozWfdCs6T4+Dg4ODg4LAj\n4T5yHBwcHBwcHHYkPGufg7/HwcHBwcHBweF/MThPjoODg4ODg8OOhPvIcXBwcHBwcNiRcB85Dg4O\nDg4ODjsSz6uPnMXFRfPNb35z23O+9rWvmd///d//MdXo+Yl3vOMd5nWve525fPnyNS/7ufSxw99e\nfPzjHze/+7u/+5OuhsMQfOYznzHvec97ftLVcHD4G2H7tA47DMePHzenTp0yd99995bnvOIVrzCv\neMVopNsd+vjzP/9z89BDD2VSclwrPJc+dnBwcHB4fuAn/pFz/Phx8wd/8Adm9+7d5tFHHzW33Xab\nuemmm8yXvvQls7a2Zv7Tf/pP5vHHHze/93u/Z4rFoimVSuaDH/ygmZ+fN6985SvNJz7xCXPw4EFz\n/Phx89GPftT8yZ/8iXnLW95i7r77bvPQQw+ZM2fOmF/7tV8zd9xxh/noRz9qrLVmcnLSvPa1rzXv\nfe97Ta/XM/V63bz1rW81/+Af/APzmc98xnzjG98wv/M7v2Ne+cpXmre+9a3ma1/7mrlw4YL5rd/6\nLffy/BHxG7/xGyZJEvNP/+k/NS9+8YvNV77yFVMqlczMzIz5N//m35hqtWruvPNO88Y3vtEkSWL+\n1b/6V+ZTn/qU+cIXvmDiODZHjhwxH/jAB0wcx+bd73632djYML1ez9x7773m7//9v5/p47e97W0/\n6cd9XmFxcTH9pd9ut83P//zPm5e85CXmt37rt0yr1TLNZtO8613vMi95yUvMqVOnzAc+8AETBIGp\n1+vmne98p3n5y1/+E36CnYXnsrbec8895sSJEyYMw8za9zu/8zvm/vvvN/l83szPz5t/9+/+nTHG\nmHq9bt7znveYU6dOmb1795r/8B/+g3nggQfMf/yP/9EUCgVz3333mde85jXmN3/zN83ly5dNr9cz\nP/dzP2d+4Rd+wcRxbP7tv/235sSJE8YYY1784hebd77znc+pnrt3797uUR2eA56389P+hHH//ffb\nO++8066urtp2u21vvfVW+9nPftZaa+2//Jf/0v7+7/++felLX2oXFhastdZ+6lOfsu973/ustdbe\ne++99syZM2k5/+gf/SNrrbVvfvOb7W//9m9ba609fvy4fe1rX2uttfZjH/uY/chHPmKttfbEiRP2\nL/7iL6y11i4uLtq77rrLWmvtpz/9afvud787Lf+P//iPrbXWfuYzn7G/8iu/MtrGeJ7gxhtvtBcv\nXrSveMUrbK1Ws9Za++EPf9h+/OMft9Zae9NNN9mvf/3r1lprH3nkEfuWt7zFJklirbX2Qx/6kP3P\n//k/2z//8z+3b3/726211sZxbD/5yU/aOI4zfezw48UnPvEJ+/73v99aa2273baf+tSn7C/90i/Z\nb37zm9Zaa69cuWLvvfdeG0WRvf/+++0DDzxgrbX2wQcftK973eustdb13zXEs62tn/jEJ+yNN95o\noyiy1mrtW1tbs7fffrvt9XrWWms///nP24sXL9pPf/rT9lWvepVtNps2SRJ733332UcffTRzH2ut\n/YM/+AP7r//1v7bWWttqtey9995rz507Zz/3uc/ZX/7lX7ZJkther2ff+MY32uPHjz+nejr86LgW\n8/N/RfzEPTnGGHP99debycm+XPvk5KS54447jDHGzM/Pm16vZ2ZmZtIv+bvuusv81//6X5+1zLvu\nussYY8zevXvN+vr6M/4+Nzdn/vAP/9D84R/+oQmCwKytrf1Q5Tj8cPjud79rbr75ZlMdZKpmv1pr\nzZ133mmM6f8aPXfunHnrW99qjDGm2WyaMAzNq1/9avOxj33MvOMd7zD33HOP+Yf/8B9mMug6/Pjx\n8pe/3PzxH/+xed/73mfuuece8/M///Pmt3/7t02j0TC/93u/Z4wxJgxDs7y8bHbt2mX+/b//9+Z3\nf/d3TRRFW84/hx8N262t9Xp96DUTExPm5S9/uXnzm99s7rvvPvPqV786XX9vvfXWNMXO/Py8qdVq\nxvd9c/jw4fQ+jzzyiHn9619vjDGmWCyaW265xZw4ccI88sgj5u677zae55kgCMyLXvQi8+ijj5pb\nbrnlh6qnw98Mz9f5+bfiIycIgi3///3vfz/zN2ttJk38JqIoyvw/RK4eO0Tv8KMf/ag5ePCg+chH\nPmIajUb6Uv1BPFs5Dj8c2K7GPLNfc4Ncafl83rzyla8073//+59Rxp/+6Z+ahx56yPzlX/6lecMb\n3mA++9nPjrbSDtvi+uuvN5///OfNt771LfPFL37R/NEf/ZHJ5/Pm4x//uJlGjixjjHnb295mXvOa\n15g3vvGN5sknnzS/8iu/8hOq9c7GdmvrD65nXEM/9rGPmVOnTpmvfvWr5s1vfrP5+Mc/PrS8zTJy\nzG34A+vz5tze6vjftJ4OPxyer/Pzb/1P30OHDpnl5WVz6VI/Sd43v/lNc9tttxljjKlWq2ZhYcEY\nY8z999//rGV5nmd6g8SdS0tL5oYbbjDGGPPf//t/N77vm263u93lDtcQm7/uNn+lfeMb30j7lbjz\nzjvN1772tTSh53/5L//FPPTQQ+brX/+6+cpXvmJe+MIXmve+972mXC6b5eXlTB87/Hjxuc99zjz6\n6KPmJS95ifnABz5gFhYWzG233Wa+8IUvGGOMWVlZMR/60IeMMdn592d/9mdu7v2EwDX0+PHjxhhj\nzp8/bz75yU+a66+/3vziL/6iue+++8zjjz/+nMu87bbbzF/91V8ZY/qe1xMnTpibb77Z3H777eYb\n3/iGsdaaXq9nHnjggaFz3mE0eL7Oz78VnpztUCwWzYc+9CHz67/+6yafz5tyuZx2xC/+4i+a3/iN\n3zCHDh3a0hNDvOhFLzK//uu/bnK5nHnzm99sPvjBD5r/9t/+m3nDG95g7r77bvPud7/b3HvvvaN+\nJAdjzOzsrHnHO95h3va2t5l8Pm92795t3vWudz3jvFtvvdW86U1vMm95y1tMoVAwc3Nz5vWvf71Z\nWVkx73vf+1K68WUve5nZt29fpo/f+c53/gSe7PmLo0ePmg984AMmn88ba635pV/6JXPPPfeY97//\n/ebzn/+86Xa75p/9s39mjOnP3fe+971m//795p/8k39ivvSlL5kPf/jDplKpPMtdHK4lfvmXf9m8\n/e1vNwcPHjTHjh0zCwsLZn5+3jz22GPmjW98o6lUKmZiYsL883/+z83/+B//4zmV+Za3vMX85m/+\npnnTm95kut2u+dVf/VWzf/9+s3fvXvPggw+af/yP/7FJksT83b/7d80LX/jC9OPKYbS4FvPzfe97\n30/4Kf7mcLmrHBwcHBwcHHYk/tbTVQ4ODg4ODg4OPwzcR46Dg4ODg4PDjoT7yHFwcHBwcHDYkXAf\nOQ4ODg4ODg47Eu4jx8HBwcHBwWFHwn3kODg4ODg4OOxIbKuT83//0a+ldmIkBtQcCLMZY0ynI+G1\nbleKmVEUp3a7rWs7zU7/3Db+3lUUeweqm1Gs6xJPxy9cOKtrWxR+K6SW56l86mwWClLmvOWnb0jt\nF9x8WPft6VqbSHkzsYN72XZ67IknllL7+Hdkh0bXTYb51C5WSqndKuh4FwJ2//MLf21GgRvvOJTa\nQUmt0l5T23bbSWoXymorE+r8wrjqval0OlFR209N69w9c2qHstGzP3FxJbW9RP2fX5d9+nwnta92\nZBfzKn8sVPnjU6pvUlbVN9Z07TTGSFLqn9+N1d8z8/rut6H6pFrRVKldUdn1Zkt1L+raTlf1+usv\nPGmuNf6/D0uv4vANGruNtiTwWx3VrRepX+uYj6Xx8dRu1vvn165Kwr2D5zt/6UJqT0xPpfYNx25K\n7UdPfE/39NV+MeZRW0WamZkZlTkhjRzfqE/OnT2T2tWxsdTet29fao+N9dODdLpam2Zw7sbCcmo/\n8f2nUhvNYjYamtdJrHEYYOx/5LNfNKPAlavf1b0xH6gSbD38JoWdUQHJmHZQXvIczkXRgeZRjOOd\nntaJVldzqokluJOoXq1YdW9BkL6FNb4d6eJWR/VsDuwuOqiDc3s91Tjm/duqVw9rRoT3VIQyP/me\nN5lrjS987suqQ6RxH2KtaqFBWi2859BXvq/zS+X+2hkgdU2jrrHeamlSsQyOH6pIe4HK8b3hvg6O\nlcwYwmhhKp0cVOx93CsezKUY62ySyM5kK8gMRJ3D9/bMrNYsP1Qfv/o1f2/oczhPjoODg4ODg8OO\nxLaenAa+sPxAn1iRp6+0KNaXFL/8In51R/yKjp5xLKEzxuo/uZzKqzf1CzWGp8Xgl4Oxsj38+gpC\nlXPjTfrVe+wF16sYqzJ7PXy14leVNdEzjtXrqDy+iGOrMmJfdSmV5GLo8rPV42+m0WByrzwwUaz6\n5XDrJr62CyUNj5i/IDb0yyMI+uXsndQv+xcc0q/zpCevwESoX9bX7VLZZy7LAwannpkc03/aHtoZ\n9c3jl0qpil+OPj15Ol4u6L5htd8e6w2NLYtfiB5+A9guf3lwnKts39fxXne0Gpvz++ZTO/bUl0ER\nU5q/pGvyUqyv11K7jl+7CxcvG2OMCXFdHr/IwrzK7sVaGzg3o0THSxMaE0srOmdlTYlub79dSuVT\nU/LkJD147oryvi0uLuq+8CgXCv1zArT72SeeTu3lFd3TL+k+h/cfUNlIwPudhx5SvcryQI4KAZ00\nhp4cHU8M1yL+mmZJuGBwivXp9dGf+cs6xnpg4RrxguHjm/UNPXhVTILjOinE+TmkqUqsyk/g7bOD\ndd3zhnsQ+NLwsdZ7+MXfxZrOS+Mkm+fwWmNjVXVYuaJnWrgsT+ji4uXUXl3WOA7gRTt46FBqT0z0\nn5FJoi9eWNA9NzZSm14X5ggsljSO82ARwoBsBcYY3+dgafjuzuVUTgnzpFzWnI0H7/ROB+xNC167\nptajOGmmdoD3Jr1gx27en9r3vEpe5K3gPDkODg4ODg4OOxLuI8fBwcHBwcFhR2JbuoruJS+Qi8ri\n2yihVz7joYfrHptq44EdYxMbN/lZS4pMLq2oK3e7Bxdn6Mu9RxophH/06I3XwT6Ee+n5mGW128Xm\nL/iLN/cPRz0dW1+XW90EoHfwHHSbFopFPQc27/E+o4IXTMiGS7MyjQ1peR0fm1Dbejk92+q62sof\nUJe5ojaD1VtyYSaJKKog0bPn6eYsqn2CPDbbjalNxhP1f6NOl3hqGq+KAYhNjKVxHIdLNRxsFK6E\nOJbHZjujPowtaJsSNjsX4G6PVUduqBwF/DypWR0PQCUH2PTYbMkNzM2IEeZmPt/vk7VFbQpfw+bG\nyqTGz8TkbGpfXpO7eWbfQZUNuuLyUxdTe2VJ5TfbarMpq/HRwabp2dlZHMd8AzZd7qGnMdto6tw8\nNkrvOyzKenJK1OpurGsN3OfS06eH3vNawge9nYBGyvBVhtQNBz5L2n4d4TrD/aY+rouxNkSg7rmm\nhz4pTaz1oLp8MvCkgfF8Pu4VoA65QfkJyk4wzr1E53L3go8+9KzWmAzTlYyWSj57WpTSqSc07y5f\nPp/aFy+eSW3P6sGOHXtBahf8SZ1/pr9x/uKlS+mxWk1lZyiqHNbtAgItsM5FWM9I3m252TgBDYjA\ngS7aO0bQCrrNFCv9e1m8z72c6tULENSEwts99R/v/+hDaoMbbtptng3Ok+Pg4ODg4OCwI+E+chwc\nHBwcHBx2JLalq1oNuWyDHFxRiN9nBEq7O9x9RhdYt7OpkwNtAOo1QFsDm/ZN1MZx7MIP4H7NV+TS\nOnxUbvNDR/bgqeSc64DSaKE+dPn6oGnCQaTByoYiRdbX5W4P8lU9E56fbnO6okkbcFf7qFCaOJra\nYQSqDHTahFgnUy3C3Ysoi7CsNrQDqjGX17mNJnSBAlEQ9Qai0mK5JX1o1/QQLReE0L0BFVgCR1Up\nyp4/TFe9nml5GWMH43Wzlp0OXLeW2i66f4WaQXDVNxpw/weIWCiNNoIDMkyZnyoe6haAsvVxnCE2\n5aJc2KVd/b5qIhLq0pIiQnKgr+ughfYfFB18aXU1tb/14IM6flHRJJAfMg9861up/bKfvQ0PpXuV\nyopIHIeuz6OPPpram9pdJdAYU3Nzqb3vp38qtfMoo9NFf6/puY/dKA2tnDf6uYnplYmiYl9xvfCH\nRFFthQzjxYBO2Bwf1GfJLM5Y0wwirRLYeRTaw0NF2JLQw1aFkPQIB/KgDoyoIo3m5dgWiALiewfr\nRA9zgZE6o8Bjj51I7ZPQUVvB3PCN5s/RI5o/szOgqKAHd3kQVVgHfcywukJB62yxqLLziCbNF/De\nRn9nIp0Z6oyBU8C1Pui1Rh3bMjKaeXqfVsv99yJ1dDz0QQm0XM3oHdoG9ckxZj29O5r14fQ14Tw5\nDg4ODg4ODjsS7iPHwcHBwcHBYUdiW7qq10EEFHbZJ/5weWa6qzqgfzLRVYPze0jZENstXI897vSm\n6x2uLojrHT4iYa+9B3bhnqKUbFflUNQtxnOEoVx/QcZz27/24iW5Hdtw4QcV0E9w9fWMnv/KmuTl\n/THIU28hrX0tcWS3okqePiUZ+QkIEeag1FVj+g7SIBw2g77bMyE344E5td+YDpszZxVVU+vJ5Vid\nQeTWeYhIriJFQaixmJG6hzs9dwWRQuBESki3kBczZhpX++V0dBvTo+ggaamexlBdulum04TQGsXa\neqOlOPyCotZaHdWtBxqyC4qX1F+jrvHbgDBg0e/3W9JUeXnMtaur6r/qbs2vJbjQv/zVr6f2ek1l\ne3CtX3/sSGrPzqucK0uKSpkcRzQbQjWKBc33qwsSBrSDdBa7dyvVgwUtcumsIltm9igig+lUmhQM\nBNVx+NZjZtTg7Cd1lTmH4/5Zoqj652yqAQ45ZoyxyfBoLZ5D0T/LilnOQR1Ocoi85RqIcyyoGg+C\nszEorWRQqG9ZF1IWw+2YHJzHyDBQXf5o5+aTJ7W2njylcbdrl7ZN3Hzs7tQer4iuuXBeUYi1GkQ2\no/77Mod5nCuSihJVzhQIIdM3+GyP4dQ+24ZCghTm8yEKGkFoN+poHUjwbt0916/Pnj2a0/kS5l1N\n9V04p7I3Olqsu6DIOl1R7AUIhW4F58lxcHBwcHBw2JFwHzkODg4ODg4OOxLb0lURs4Z2RC+FcFsm\nUGJCuhnTaTPXBSKpBtFNkYFbHa4tv4dd8BAsonetMi46ZM8e5fCZnBb906XrzFLUUK4x0mHGZzQY\n7lXVvbqd/h9OnVTZzK5cZPQBlKsSiDOttHVtOaeywx8DXXVgXhFnl04+nNq7DOgJI7dnHX0bwfWc\ngxDdpgt7pSvXanNB+aom94pe2NDjGr8ggbe5G/emdpgoH8vFq4js8SAMBRdpF3loLpxDHyKH0dQ8\nOhTjq7HWt7sYB9aHW9QiAg3hTIxWyWWSC6m98uFo+7Pnq10DCEzGFnlw8hp3QYgsxchTtL4i7m2z\nzTjvJyEAODMlt/r4bs27pVXRPF1EK1H4krR2B5QaI7AqcLnf94oXpXaIyV/B/L3lBuWt6bT6dfDR\nf0tXRa+dPSfa4CasZcyg7k9JMLAOCrA0plxXo8JW+aoyUoB/wygvb7CQbRWtlbEN+SRuR0B5qExg\nh1NaYY70iI4zGiyHCzLilahNe3B+gpxJEeqVyfSHepFm9EGpMZN8kDw71fejYGVN69Z1+7SF4iU/\ne4/qhkjM1TXN2SaikrxAVEyl3B+D5RIip0JGfEIEkZGwbFRQ+zHy04VQE+VrKGQ2emxR4daO8TIE\nZttaY+7aq/fB/3ZXn17yZ3Tswroix65/2e2pvbGodvnugypvYVURaHVPlPSYXiNbwnlyHBwcHBwc\nHHYk3EeOg4ODg4ODw47E9nQVRILiaHgupgxdBVdbBzlpuhGiPwb5fSIciyDKFwSsEqJi4Jkbn1Bk\nSTEvt1unJXdYDy7RjIgUdo97Id35um+BuYkmdPyRh84ZY4x5+pRyZ4xNKvdNCOG7ABFaBbj9ekgl\nzzYKEDUyKlxdlyBbjN3yEVk29HML1IOXl8s+D9fo5ilJT+20AoGm6YPyJ7YD0QfTvsKuZpLp1H56\n9ZzOR72KcK82EP0TeaovPbMlRnl05ALtNlXPzTw3seFY1U0pFulBJIu/DLpwDcPzbvKgKEeBDvKn\nlYsaO2GBbms998wuHSeNc3VJEVBr9f788eCzrozLHX3bz744tW1ZrvQLl6+m9iPfUWTJlSUdJ2X8\nxMmTqiPoxiKEN68/LwrzMPJh5TEOZidEn20+UQ/08VHQWQsLohAunJWr/Lr9iniZObA/tf0xtakd\nca4jY36ArsrYPOdvRrNslpLVAhxOi9kMdYVzEDqVEQ/E2T7Wg4DX4qRcDoKBmDN50IttrEmtgRnw\npl2NIQvKtYfrmJeKmoYBxAMz2yBGgJ+5S1TrTPnW1J6oiOKtN0Txlkqq84EDWhf5LtwUW82IQCIQ\ntIvnjvAH32KrCNZ2H69+P0MxYitCwohq3StEBG4Z3bOnrLrdPqP33ORAVLiHOTVmcc+6BBP3IdLM\n7sGWFkSE9oyiI3PFZ5+bzpPj4ODg4ODgsCPhPnIcHBwcHBwcdiS2pasoEJURakL0RUzxMUQktNty\nV7U7iOxI+udbUGHcKp/AfW3h/89DlS8HkacYZUcJo4G48xy0FNymObpNkYZ+YkKueM/7/9l702hL\nrru8e9epOvNwx759e1R3qwerJVmWFElIljwGB2NYxOINNjYONiYskzf5AGRpOYQ3wiRZwVks4gUE\nCIvkdXBkkyivjQPGloUHYWNZsWWNramlnsc7n3msqvfDObeeX1nndLdQHwld7+dL7z63TtWuPVWd\n/7Of56/7azf797R/v3Z3+wgThjCSC6DMCdF2HkPEMETExvSx4YG/uS8q09drEcoKlzvw0YYFhEDf\neN01UfnKA1cbY4y5+mp9VjnxdFReS+jGvvi9x3Q+X+3TOynly2xGCpdt14hKWDgtGmtmWuHKHlRx\ntYbCnhOgU9ykztkuwOCqOxgvZanBek1ROX5Hqoewq7GVgGTBZbQU47jXZi60y488ck4FPYakYcjZ\nUNs7oCNSWVGPbfS3V+h/XkZutl5b/TQ7K2o2yKp9X4DRXrvNca++obEY2QIae87MyRiwgvY+v6bQ\nfh5z/Mw50cYnlvrh7GMLMtt8A6j062DoVy3rmFZX69TqksaPm1MbZfPjp5K/z7FPcEYccwlwhrBb\nMbojLt0acR2Y/o3IrxeC0qIxoEN1E3MMcssAJhCGiEkM1kyquzp4XLUx5ltdUsmgrmgAyDUu8dJo\nv5eKfXu1FtbWNHYcbGGYgRJ4GveSSkOi7Krsd93Bv1QH63tN9F87lm9Mz2QD48ugN7wNRtFVLukl\nTOC8K3XmdIj5U9M6Wlvo36uXhlIzLerOLGINr4niziLn4yS2JSy3sQ51tNVhFGwkx8LCwsLCwmJD\n4sIbj7HxtAdfbh9vzh38cut09MuR0ZsafPCdwQZE/gLGj3qTwGYr2nUbbPzsIWUEnapD1JEb7Dxs\nTo55UKR1TBqbOPcR1AAAIABJREFUqaYn9SuZmWOv3NXfALl/r97Oy1VFAao1vTWvlvVreHlZmztr\nFXi8ICP60rJ+XY4L/CUWYptugF9czA7robFaMEE6fkYbmNcziKdTarOtSMHQWdOv7UxbbVXK6lf7\n/h1XRuUrt2vj3TL9V/DL4Lrrro/Kk5P6dXR2+dmofOy8rnXm1PANxL3Bz04P4bUkon6MwLmIODgo\n03OGv4LGnVU+gf5oVtROoQ9/qqYiUZWaxiA3bk/Oqh/qg+jT8XNKl/DWm2+JyjlEN5YRqX3wWw9G\n5RWkfqAFPcceN/ln87Blx/FPvnA0KvtYY3aUMD5WNDcPHe+Ps3M1rTsnvvpVXR+pPW58vaI6HaTr\ncBu6J9NEpmx3vBtV+xi+RsUxfHPwxU4ZP93w73GTcAK/2umlEzANBNcSRrO5ruNzZhh3Ee5hGh/X\nY7QgGHxPte/AzwXTzvQCpAiCP1sXkbwQUYwwZrJz+ZHNaPNsClnFiylFb1Lws0oktBE/V9SYdpNM\n0dKfG35L52s3FBmp9ZDmJdQ87QbYQI80Jz4ipT4aM97HKqd8MCmu1vpiR8/23JIiut1zC1G5nOiL\nT7IIdQeO5lqziXUeUWSXHRVIFJBKyjMnEV7cKMdGciwsLCwsLCw2JOxLjoWFhYWFhcWGxAXpquUl\nUSiBz43C8M/x4VmCTXyNhsJxpK6cQWgsibQH2K9sfGymKk4g7UGKYUts6kREy8HGX2r/Gf+FZY0J\nEebMF0A14HPHVx22DrIXd3q6z1RKm6CKRX1vckph9YmSQobLC/ruSl2huXpj/O+bSVKBCBMnscGb\ntvgh+pnh6WOnlHqhmO9v6n380DPRZ2t5hTm7LuihrtrkbF3HFAu0axetsrCo8ddESPWxw8+p7in1\nTxceN0tN2akHWX2eR9qIRqPfXz2mL0GI1oXXEhMaO6CxmF07lgB5zGk6go5C2S3sWl8B7dmFb1Ua\nG65T2DS8dlqbBZ8/dsQYY8zWHdrY/bprXx+Vyw2d7+sPfCMqLy+Bokoh/QbGTDqdwedqzEZV5yyv\nqm8SoLSe6igz80lsGm1j4agOBAsuNmTXUN9vfOMhfb6s+m7frI2LOXhVFYuiBQo55CMZE5zRHBUw\nKsP2Rb47YvMy+4fXd7AexI4Jh383jFFapLF01Rh9y93EsWqCxhrcXwpUcs4hHaw69gL4kNG3jQIZ\nblMY775jUyhK6BC04Onmi4pKBvKTmpp6KioXJzWXl5a0LWD7XJ+iyTjasFs+JVpqqaHPq458pZoJ\nUWTclhByzYvRjcO3fDgBxwfmwznNTbOqTcOVZQlFVlb7VHJpSXPK4LlQh2cQxwBp4iroZm+LaLdU\nwmYht7CwsLCwsPgBhX3JsbCwsLCwsNiQuDBdBfUCVSlOLDs4drODrmo34YOCndxmkOm409b51qpI\nJdBUuGoeqQIySATcbSiMloevdCaL3fdGdUnAlyFEFuqMJ/qkUFCYu4G6lyaxe3twmliaCMQ++cbI\nzMkFZFdOzqmOEx148+D6YwMy+qZBB9BmHU1lkknVyQXPt21W4djJgVW3h3EwO602O7Ig2rJawS5+\nX/3zwglQSF2Fa5sN0Xkt9MkS1HqMPfuhQpfLrryM5gu6Vr2GnfyDMUhvGXpAuVSEIGN8saT7a9RF\n97S7zPQ9XnWVw9TPMW8QlSemRcXkSxqD5ZpUECdPKcXBesbxH33Xj0afTc/oXr9w31ei8pe+KM8l\nD+M7Rg27w2mPZlM0E9UcSaTCINXRgmKmWFL4PwAdVxjQVKW8/u6UdM16XTTos0+IWl08KYVKEsrC\n+c1SnU2UXoEs5JdEoQQjyi+FfxmReRxjPTTD1VVxSuvi1xxNYw1XIfagpukN6sbaJmK+LSqn8TjK\npkBjxSgyFbnzYhzgZRM+2rJ5LCpmvYej8nQK8uK6jk/XQfEOtmJ4SamWNjlQM3elJm0lNF79jOgq\nH2leqGobuVLxPrBFJABF1FnSM7RbVn0qTVFXvXR/rNTPi34zWBsSGT2LmD4ixDOqOo0tL3Oo14Vf\nYQbHWFhYWFhYWFhsQNiXHAsLCwsLC4sNiQvGelaWYKusqK7ptGGa5Qzfmd3rMQ0EFBH1ftitmJUq\n6aprZPTz9BOHo3J5SSGqHtIeOEahs63XKFtxsaR3toWKFBQBqBYPyoHJIkJtsOHP5PV5EiqtxiDM\nHgsaM4wXIiUFjJc8KplAqaWpAEM6i3FhvijqIQtr/1Ra4cekp5BmKqXPPZRLruraWOnvnE/ByCu1\nTe1Xa4uuWoMhnecgTQKUIrUWVUMaZzT/cmDtT2O52WlRDFfOKkw7iQzEK+dEtS0s9EOqbcSvPWY+\nR3h3Aqkkpqal3Dp1TGFiHyZqnd54Y+KLK1JRrZVFwRUmdN8zM6KrTiMtxhOPPxGVM1nNjb//w281\nxhgzN6d0Gm3Mi23bNNduuUUmgYePHInKq2VR3KWi6sJ0D1ReZjIKyXdAP8WERBmYNaYhj+xhfA6+\ncGBO/Ts3LTXHckXX7CFdyeKK2o6USq2u448elTHhK4OReR0u4fgLwxlxLJU04SjTP2aeCC9Od8SU\nh0wPQVM/n3SV5kx3UIcelVgxpo3Ut9YDZk1nKgmmsQnHrK6KNxTST1SPReWJjAwA/QYUUL62CEyl\nRb0WBikhAozLBDJzJ9dED5kEVMlbZZzXc6FE8tlOVCixnzRnuUanEoyN6HlawVaTLuZbYmC6S9We\ncbS2Okm8N5CnxvOxm9UzJZsEfXwJfWkjORYWFhYWFhYbEvYlx8LCwsLCwmJD4sJ01bLULTtgEOYh\nx0yvi6zVyB0VgK5pNXWe8/W+MmalolDYrisVlrvmwL6ofPQZZbMOmgr7TSMM32vrmueRryhEcqzQ\nVTjTo3zISOWRBDWRwquf39Ux0PGoxKzpUAd4yIVFIUIP+cCYcd17BV4357aIFmQfMl+YA7M1hrZp\nktdEjjKnvt7maqcXDiM/F3KnBB3RVQ1QRCl0SQHmftOToh5aTWabV9tuuUJ5iPbsUQ6suWnxq7OT\nCnWuruqYc4Ms1t/97v9R3c9KeZRBjqpiTiHldKi6MKNyj+HYxKVTCH8bhOinGSiBUjDjexqmic8+\nJcMx0lg33CzjsF27+qHtBnKwnV4Q7VupSNXWQIbzalX9uuuKXVF5GcaErZbOyczjzPdFxY6Hz7NZ\nhfA7oCqTUGhMD8bNtjlRsjt3SWFXXNbasIr8Vlu2wVwNtB/vifc9PtDVdLhZnhujQS6dxoofSjpi\neIbxEKaq7BNSxl2sB6T5uqSfmF8qltOqO/SYLs8zMJ/rQm7TJUWFO4rRQxgfhgpH0iAvMZv7Swa2\ncPR6eva1q8oJVynLRC8FugZelqZS1vxpe/0/+E1QqmdOReUmzt3CdovE7FuispfW5x6SPsa9IqnU\njGnb9DmSTfq+5skiVNQZ1DO9/lxEu/jMH+ZwmwsMfbFFIpwX9VyBgeimhq4/CjaSY2FhYWFhYbEh\nYV9yLCwsLCwsLDYkLkhXXXOdQrmptEJKnTaoqDbTtzMERsM8GPbl+iGo42e1M/yr9389Km+F0Vw2\np3BVswZ6AyH506dlMOSDRshk9N3JGVEzzEOTzcJ4yYWiAKZuVAIosAcDM/BMCbhS+QzzMm8KTBV9\n5APJQuUyLhSyunffR8i4A9M9UFHfl3wmKiZh3pQeKLN6FdEBHkzdJrATvoTd8imoakg7pDwop1K6\nzlRO9FNxRuqm4iaVq1Xt6CcdlyuoDrmSqJp9E/1yGjv3zf9RTqZWDbnYkqL6Gg0pGQo5xZdJw/T8\n8arlSpA7Ml/PyROi2/78z/8iKu/ZKZXFHbffHpVntorqqjb6dT58RGqiP/vzL0bloydkHNgGHV2c\nUF0mpzR/z59XCL0JupHzt9FQG7sJGtJpvC2viDLrwjRzLisqdPNsn6bykCMrgfE+tUn1qrY0TvJY\nA+Y3743KPZ9U7fiVj7HEZ5dApziXwLiIjhp+MGkK0lKkxRI8iqoamFHSxC8ImIduuDKqC1qjDb6q\nS3prsN50+T2sQeyfeA4uVFdF4+I+uuFwOvBywSeVB1q+WdY6W2vp+dfraA44zMXUUTuFg3IC9J0D\n5WpzVRTSWlVr8fQVOHdK9fI9PpR0npBGvwFM//CsqjVU90ZNZqg1UE2dNrZAdAbGjjTljSUDNPhc\n1+wlta5kk6KhgwbMg0Gbj4KN5FhYWFhYWFhsSNiXHAsLCwsLC4sNiQvSVZ2ednevnoHKCCEz7txP\ng15IIFTJ0H0iMTADLCos1ikrLLeE0HRpSuHmzKToh3Nryt/BHFE95GbqKjJoMkkoMmBClKQCCjv+\nk6AdGGcNBp97NPHDsSFCtQF2r0O8ZBzkMnGp6BpvBNUYY0ynjLC/z1xk2AmPMHQiiYrD6C5Liq7T\nD40WsrqX2U0KM6Y9qZIy50QVZRH6noIxoYdzd3swh0MOljSUTommwqUuDg96UuydO3MmKk9P6PN6\nq99fTk7GlDff9HZdH6HbtZpOnkPercPPqY0Wl0SdUnEyDoSgPRswCPN7NFlU/ffsEt02OycaOkip\nr5473M/p9P/+j/8Rfba4IGqOUX5STlvnpbysrCqUXa8NN/3zPJrBgZ7kXNKlDGdjt6Xw9BSUUXuv\n7avmPLi+1UFfpnBuF+q8s2elqErmFBK/6mqp9jKgvV5NvFQTu/Xjw0v4LUslpYcWD2JcAuY95q/r\nkd6iiyO3ALCfh+fAojp1PacVvQA5p0aWIQGLM4A4ZsxGnaHh/YHWg1lefQXbPDqimgJ0coxuC9fP\nDWoOFFKrKZqnhudgpqm8gC4ZohRUTEmopXp4nrZF4/vdHD6ncaTmRhDqmA6orvbgnjoJPkvR7wkP\nZdD/Wa1Z09uu0ufTSl6VSdPIcDhsJMfCwsLCwsJiQ8K+5FhYWFhYWFhsSFyQrlpegoEXwmg0riuU\nFF6anFB4i+H0TgsUUaIfQu6UFVJrdxRyChC+zE7p3AeukWnZyRdEV1XPyQxouiQqYvucVDcBci11\nmgjlJWUwZHzda6cnOiJMqm5+oh9ODUDX9SAJ8EEBcVd9SFMqxFBTCNt7r8D7pjPq2h7UTQj/pXFM\nCgqonLrTOOXBTv6u7jcNxZGPsGUWRn8Z0B2uq8/ppzeZEY1V7uqYxTVxkT5Cs6UphTE9qDYqa6Lp\nir6+Gwz65dwacldBGTY7LfrCz+g60wUpkrI55XB65tB3VV/QNuNADXnA2lA4FpEvat9eGWteiXJ+\nQrThGZhy/n9/9ufGGGPOLoh2y2cUgm7UqV5Uf9DA68QJ5cjqIheVl1K7druqb0zVg3Hog3bwQKGS\nWp2Y0n1s2to3/ut1NI89UtDg2raBXls7rPoee0GqMtIMm+ZFi40L4SWwm2HsoOGUD9mldRqHdFWM\nHiL1QUUV6B+fZea3InXG5Q0fJ3DdBNaeWDlBCozf7R/DnFMB6K8E6zvCeNMJY40xvDwGkOJzoZby\nQz0fK1UY3cFIlY8Brtfr/dMl7RbqHK221tyVtNaewqQMdXdeJ1PLwrzWwZ6PvG4QErZbmo+rx0Rr\n18qaD1TQ1UNQV1Altwad2MRA6ThQ9zocy3oubJ7RMz/Ma81N8LmUvPhz00ZyLCwsLCwsLDYk7EuO\nhYWFhYWFxYbEBekq7lqPG0cpjDUBtUomq9N120hOAZM8p90PR1Wwi5s7ypvY+N5pKpS+aVahsC3b\n3xCV/89XnonKHkLveVxzy3aF1yamFA5rr4iWWkGq+hmEs/MTCteH3X74naFSGphlsghBwpSMOUCo\nwHKhYghfqnTib4HN01IRYXN7XGWG194kaIIUaLtEzNSpTxH1Wgp/ziKX0vNnRXG0YW6VxshLQP1W\nwPVXVhVebUMR002LZlyrixJxobrqlBGWD0SV1Iz6f22gNuslRXtUasjP1JKZnQH9WF6V2RaazmzZ\nKoo0d8GZ9fJRq6m9qdJrIkfUG95wfVTeuedAVK531H/ffPDbUfnQU4eMMcYUYMLZQ/w6l9NccF0q\nlKTgaLc1BxMYP6RaqKhynBFKGxzTA9UUIjx+akHKuu892V8HCjDV3LlZ/Vosqu5JqAZ3bhMl+dwR\n5QL635/9s6g8v0NGij/5wf/bjAOx3FHxP0TFIBzBC/G7VBoN1hQuLc6I88XWd1ymA2qnCwrRR64t\nqqJ4oi4u3HPULw7UWB76kz50zjrFz2ty3FBFhfXIw7gMwXX1XF0/6Q6nty4XYu2agDIvLTq92tFa\nZfQYMgkKWg1NFvvrTyuEuSC2CDSgZMxdqTVs0x1HdPmrjun4tubOyrKOz5eght2stty9fUtUdrNb\no/Kzq6LgFrGoryF+ss5C0zSyjUHWxZrvYbvEZErbFVahlCw4aJeeVVdZWFhYWFhY/IDCvuRYWFhY\nWFhYbEhcJKjOkKRCf+m0Qr/ZrHZ1uy7CllCpMI+Vvx5qQmxyYlJhKfJVzZpC72uLUsjsvV500pve\n8UNR+dDXH43KLxx9ISqfXlDOnSuv2haVp+Z03Rqu2wpkgngFwnfpdcM7j+FO3WcCrn8J0DsOwvYB\nQnZODyH83vjdADMpdreul0L4vhsLT+voHpQqPo4peP37zJZoiqj79duik4pokyzC2h6cG+tVKOE6\nus5ESRRVCyqtJmKdSYSkmwhvUnG0VFU/r5T75dSEzrG2pu+VJpTvyAnVRknQtV0Ychkf1C0UWOMB\n8/WoDmdOy/gwndbcPHJSn9fRr1+6/ytReT33Fs3SaCiYRiiZOaeYlyqmluF88EjNDs871IEaKwQ9\nSJUOcxkdPqo8XSfP9unmzTMKn//9226MynnM2XXa2RhjCqDY56a1HnR7orhX6jIMHBcCzKmQZbRP\nnLYzQ4+hGV4waLdgxPdiqizWBWtDB+sS2GbT9Ydfk3w3pq+JLW+g7HmvPr67fv5YvioYXbLs94aP\nJyemCIZ54Yj7vlxwmIMN5VRJ1Ggt0HoW4DmXSqL/UM/2oB2qHc2LCkz5gqy+d9XbtQ5l92mOrDqi\npVo1zeWlNV1/Es/lybTW05l5befYdrPqcGZBWyByR/fo84Yo/Up5oGCEgrkLitGHcS5NZXspqnTR\n3zAXvhTTVRvJsbCwsLCwsNiQsC85FhYWFhYWFhsSF6arQr4DKSyUzyuMRFMwYxTGSiJU3YWUp+P1\nQ1O5CYWGt8wrtJ9aUhgcEXZz+oQojcJmqTmuPnBrVC7vvTIqP4qcO9WKjNO6R2X+Vayo7tU6jgE1\nk59RWHFuS5++YEjUhTERo6ChMzyESllTwqXCbLw7/o0xptkenpa+ARVbXFGH+0RdXdBvZlBmNHp1\nFWZ9oD4yKYVCp/Mwi0L/VOrq/0xe1EM2L4p0rapQaODrPPWaaAUPlBapANatPTClqyHnFJVmvM1W\nS23UbIrugBekSacUAs4H45VXdaGsqFRE5dLgLYW56SN0f+L06ai8uCxqNjWov99FH0BRxRFaB121\neTPMwaCAOb8o084kzB9Jk/D4WD6kGMUL4zesK220gTtI/rZvv0wP9+3XepD21X+tmq5ZX9FYmprS\nmnTgap3n2BmtJeNCE+pBH+uIG1NRvZiK6pcpS4Kb2yDEH4BaYnsTPdAB7VjeQazdXdAn4KLapN0x\nSFimMovmkZybOI3pDPq2h5N0wFW2YALKcUDqymBtIKPWgRnlOMD767VFfzvI0ddJactFd1XzN+1p\nnDLDVnNAI1U6uqelhvpjap/maeZajHVX5RTWxCIUxDPT+jzlQYWWFL3Uxn34KVFgpStEgW3f/w9x\nLSlNT5593BhjTHlVatV2T/Mul9M6v2Wz5t3m7Zq/KVBnpAMDbFEYBRvJsbCwsLCwsNiQsC85FhYW\nFhYWFhsSl2wGmESOiNlN2lFNuqqLvDEdhhNbCu+vB71fd5V2YpdXFDKfKIgKO9FVKOz5ZxBWRi6Z\no4e+FpXXzuj4RFr1zSOnVjepIOBCVTk+kqBStmyW8VEW9xdFdBkuA6UXQmnjIswbgqKiWZULaiSZ\nvnjY7eWiA8qFiNEBDJXjPn0mlTKkGzqDf3Xu46dECaayUihtnRP1l05QNaE+KYRqB1JkNJYrQhGz\nCjPAdXWQMXElWXlVdEPYE12VTPYplDIom8lpGch5NBODIicEnclwegbqo2Z3vGq5FugimiyePiuO\nd9sVu6Ly/gOgX86L7nVhjLbOHPig2lIIsVNV54J+qsOAkPmqSOVSmUUVVcwAEOOwhTERM9xEfcOW\n6Nfrrn69McaYt79RiqpSRtfv9TQ2GhXVt4lcOaWi1olWW9ffvXWXGTcef0EUAB0ms2jDDNbgRFL0\nhOepTKVkcjB+HSjbaMTH/GBdjO8m8w6CIuq0YdoK5ruC8dfsUB2pczKvHxWJVGl10efrppIdnLtL\nigyqTV6Hz6ywx7FlcMx452YHhpj1huqfTEnl6U7vispLi8qZloJqrEuV20B5VoFMbRnGgJvmtW52\ncnpWtrp6nuaTUDEntEUgm8P8SkHh1lEnLy6I4m7icyelZ2V+QnXfvVvmo/PbtxtjjGk3kTcw1PpF\no9l0SjmyaAyYAC3lIXei5118W4CN5FhYWFhYWFhsSNiXHAsLCwsLC4sNiUumqyYmFEYqFBQeZa6a\nNugQn+F9hAqnB4ZbJYRVV8/qgJyn8NpETnGp88hL9ciDh6Oy29N72p6d2jGeRM6pbkLfff0Nynvl\nJxDmDBVm3TUIrxljTCmrEHZvcCMuTNZc1JfKDzepuiewY931QF2FVJOMn64KqGRBCBtViinEEgmG\nexHiDV/8BRqCrVVgqIfcLa6n8iooAwf3ns9rLDSaOsYDPVJAe2bLOqa6Iqrm1ElRkctQ+czMyJBr\nfnNfARB0FX6tl5XTJY9cZK2GQq2ZjOriIqTM6xSypPcuP/I5hZ4DozaoVBWGfuGI8tbc9ENSIW7d\nonnCudxq9cPfCZhweWjrblvXYe4qmgFSveO6pItAgXRIXw8HczBRqdhAzq5NM6JC9+3pKzF6yMu1\nhGNbUMQ98sihqLy6KkVeMqV7Jb3y5je/5aL1fblYWAWVjBxA3ab6s9dV+/ewdiRAuSUZyh/QVemk\n+pO0YQpzysV6TP1V4EP1BePNLpRLHZh/1tDOtarq28AYaYMK7Hapuuri8345TjORaoOiigaILINq\n80ED0RxxHGBuwy7UXhW4cNZcUfcrrvrHdLR2htgW0BvQtDXEJapYN9spHbsKhWpjEdsCiur7mhFF\n32koZxuYeBMGoBsx9jqYy60KnnkOcvp5e6NyIdXP2VXM6Z5Do/FOo+EkaNgktpzweZWAeSC3MYyC\njeRYWFhYWFhYbEjYlxwLCwsLCwuLDYkL0lXcuTwxyVCTwPA0TXqSoHEM1RoDFVEbBnQpB5QP6Kfr\nrpEZ0LeffCoq9wLkykHksdWQqdLsTqW1T81oV/stb/17UTmPnFnLizKEa8OcrpTRMa1BKLyNULHn\npVGGMWIsbw8UD1RUOcznY8aOtItQLvPdxNRSqIgzPKwbIkfZejg7YHIahBBrdezET+h7NGicnpSi\nyUG7mQToDpqGoVxMqr6njonGPHpOCi+HIW8oEiYG150EtdkE5VqHyR5VQ92ujqE6qAWVUSkvKmUc\noHFes0lVo+o5OytqjtTR8RPK5UaTw0ajX54uqe4M87dxfwTbgDQWVSwxk8kRuYNi6w3yja1BfUmT\n0e1btkblxx7p5607+vSz0Wc5mJ8VsgiDO5qzxbTo6CrC/JW2yqsNjdVxoVJXW01NqN98AyVaGiZ6\nbfEKtTLqF6OU+n0X9nQvvi8FKhdyhv1DqKvihrAejtHnPZyIpoJdmO51QFG1G6RBQF11XkxXYWky\nIfL+jRpbzIUVdJnfCvmyzHjhoA16bZVX1pCjLxDVFBSlFl5bopEq2nJAETVpzmiUo6rb1ThePCcK\nNg3KsJnVepZwNCY6TbRrN9bgUdFFR7RpCrmi75awPiRAJ7qDZ6SDhbjX5XqgS7qgWw0UuOGIB2Ti\nEvKQ2UiOhYWFhYWFxYaEfcmxsLCwsLCw2JC4IF2VhzHf7JxCqB6M61LYi99pMdsGTKzA4ngDBYPj\nK1zmIt9KGk4/OewG37tLuTDanpQzK6elhqkgv0aINPRXX6md3hOgqDIllR1PIcMVcGB1KDSKk/02\n8Fv6ewvqshRCuAmYKhkPYWaEUAMa7F1C2O3lgrmoeggTh6gHd7EbhwoOhjFx/wNDNr+tdqIPXmEC\ntB3VWj7HCnbLQ9njQpnQgrInBCXi4LvdHtVYULQhnL1aFfVx+EifAt217Yros4mSqLNWC4ZZadEd\ntYauw3wwvD/mtxoHtm6VCdcSFEJUOpE+I42VzaiNGzAV7A0oR4b82e409+N47YGW4DAhpcDrk2pj\nGHqOObBg9raG/tu+Q8rHLkxGu4NxSPq6XtO9dfOap9ddJaOyKRgALq1KHbKKPG+ZKfX9uPDNv34o\nKs9fKeNGH/REAmqoBCiRxROiZqe2aFx4AwWeGw5v7zjlo3IImqQXK4MyJhUUM8dkHikcg20NIdfA\nUccEL6YnWHeqPWP3gXNwjYursYbn77pc4D2lsLbm8NzMZEQ1ZSb2q9zTM6+6JrVoe5BPzsX6fHD7\ntVF5JoWtAGeRI6qoZ2I7zTVXZYeUpK9yq45nBLYxNNvII9XQfaQaWHPxfE8MqC6k9jMprKekJJsw\n+AxAm7rgsTIZbvO4OPloIzkWFhYWFhYWGxL2JcfCwsLCwsJiQ+KCdNXu3Tuj8tSU1FVUl/gBDKWg\njHKwW5/5MAr5/vHFTaKKUj1Vo74GUyxXYdDXHVSuq+ndogju+/yXo3KIHet5qikqCuW1jiiUN/16\nnbPN3EiTUnYs1kXDNAdGTZPTMlOrVKAaqCFsHyDM71AlxDaCqV1SYfNxoQejrJiICpRPNqm2TdIw\n0IOiDIxWOKCUllaRiySPHC2gOJpNHZMGnUQTRSq9mMvGRf8wl5EDEzOHyjUcH0AlloS5XX2gmjl9\n+phuCPRv8TB2AAAgAElEQVSkm4YB4axirckSzDARendJ1YyZfszmNV7KFSlmFhZE3z722BNR+Y1v\nfmtULpQUYiYNObepr0hMJdRGzRYo4JhL3HB1SxIxaZdqPow95iTbCnrl6oNXReUqKLhr90lluWVO\nefPKZdFL1Wq/nmfOKsfO9ITGYbEkiq7W0Lm7bbVdJq81ae/uXVE5u1kU5rhw4oVjUbkBNWo3ADUL\n0z8P+YNOPC1zw817RM2nSn0D1wA5BX3QXMy1FjMjDSFxGTGMY+agAXNHDVdAxcz4MK9jdFVAuioY\nnAOXQc6rmFmkGU5juficdGn3EswoXw5ImXlQiE4WNb5Cf1NUTkBdXMxpPoRbRJf7Tr/NChijmwpQ\nZXWficrdZc2RboBndRLqNeb1wrx28GBoN7SGtlvMYaZnRKqtuTFjdB9dBznsev2x5br4Hp4zHGN8\ntyDdnkqyjzE/uqTghsNGciwsLCwsLCw2JC4YydmxUz4U3ODjYIMlMz+nkR06gehAqahfCdPT/V/B\nM8gMPo1fls8+poys1ap+qW3J643x1rfcEpWPHDkWlZ95+vmofGIVVv7n9Ms7m1ddJvdtU32z+py/\nRidn5RmytNDf8OylFZHIoV4GG6i79MfGq2pg1F7nzsm34NBjD0flN97+C2YcSCIzd8gUD/jhlszq\n82lulEMEJIe2cge/QtaW1d6djt7GaxVtEqe1e2FeG0jpKcToDX+h8Vdhu6HoAv1+ijn189qqNhgH\niCalMjrGGbzjc/N4o65f9vU1ZKw/Ig+eiZJ+Kc1vxkbYturoJccbyVmtqw182KIXCkq/Uq4oKnX/\nV78SlbPYbFvCr/m5gTcNf9l5AdOa6A+rVVwfv6rz2NScQZStlFe7X7VfkZn9e3ZF5e1b9Mt0Kzxw\ncojQlTD2GshKfe9f9CO655Fh/fVXvy4qZ6F+oJggVcTGyZyOCRGubHU5l8eDZlnjrol+M8gw7kII\n0FxTNKq+pHWknFMkLzdon7VlbWCtVnXuLVu1/qWxEbSNyDpHsQPfEt9H1BopcRKx4xFxNQTmNSJ8\nsejQIMLoYL0MsSmWEaPY+upz/Ri+mZrR3HEgmURGcOTZyGBNmMXnhZzmLDfxJxCBXm9LF8/bBlK4\ndKrwLTonpiH0EbX09DxtIIs8w2UeejDoqo51sCF+U2tCOqH1Lyxq7vuI4iYH44bvEB1EF2M+W7g/\nD5uN41OQXkwXT9FhIzkWFhYWFhYWGxL2JcfCwsLCwsJiQ+IiaR3gqwKPBPqBuNiQSv+LFEKC89sU\n3i+W+iGoQgGpDhAaDg/DSrqj65SmFLqa36VQ9pt/5O9H5WWEoee3KRT71CHRWKu+wux7fuQ2XQt1\nT2DDcxLZnr10/7vlFVEwmzbr3qam5SVUqYrSWjyvlBFPPi7b+UceejIqP39Yx/z7j5uxYLogamIN\nG0rdlO43h2y2pYLufQrpLYrIDr9OKb1ut8KWjz9/TNdZhdW3OzwzN704GHombVhrKJy/inB+Ia9Q\n746tGhdpjKkzyA7e9WEpv07zIJa+1NR1OrSCR3j8/Dll7V1bWYzK27btisr5zHhD4i2kINgB75g3\nXHdNVD5zSjTFkw/9TVQ+eFA0zuv36LsTE33qtQEfoIU1jY0yaEIH7Tg7Icpn/wFtfN0H4UIRVNDM\npPqsCjoTS4lJof/aoBMPHT8WlVeQ7b48oHsmSxJITE6oTG+UNtIHzGwSRVYEhV7tKZ7fDS4eEn+5\nKINySuY0plJID1LKiQ44c0beOA1s1szVRUm4Yf/z+jlReHWkVAhntUa66J+UUfsEaPvqmugRL6u5\n6YBGYwqVEF4sQWwHMQ8avoF9HXjUxH6RhyPShPj0ZurhXkGVpEDRjgWojwfqysH6xwzwaMrYBu0O\nxuk6PcdN0y34gvkdbKxfQEqZrtbtIKP50gHNQyoxESItSweUbQ1bHVrYQJ0BnZ2BHxNop/V7SiS4\nKR0bn8PhfZkB9c2M9i34Y8WfHcNhIzkWFhYWFhYWGxL2JcfCwsLCwsJiQ+KCdBUTQodQcDCsmEKI\nKodw6twm+QAUoGjK5frHJ3M6x9NPicJp+gqPzm8T/ZDw6I2i81158GBUvvUOKQtuuOn6qPytv/pG\nVP7yF++Lylc8+EhUfsvb3xSV6x3YwcOnIpfrq0+WVxViX1uUiuf5E1LgvPC8wsknDksxVltWyLcL\nOs6jxGlMyIItyhREMaTRh4WMYqdUNzURvi+lQGMNvDgSUGckJ5QB/th57e5fhm1+G2PIBRXELORu\nzNNGfVIu65wcl/mM2nAWHikFfL62pr5br08DIeAOLM4b8Iwo5NReWYS7O9j2Xwb1Mg3VzjgQdkQF\nzG/WXDuNDONl5Dg4AKVk1lfo96rtUmKkc/3Q8zKUPi1QIefOy2Pq5uuvi8pvuuMO1WUe9A9ozZUl\nUTCkFDKuqCtSE0z7sbAsKudP/+wLUXlxWeNpPcw9kRXtcvyYPHOIXk99trigc6+W1X8dV2Myt2m8\nGeWNMaa8qLbtIp1JMi/KbS2tCbx4VpQps32X1cymO1BT1ld0j11mD2+K9k3CB81NqO3Pn1cbnjyl\na15xQKknJkDTB6g7fW8ceIUFpGG6VGy9OFM4VVwtKHJ6VGHGVDsar0wRwHNT/TQOxNRCfIg6qjOV\nivQG64G+C5m1e/B5BzRxAFWb8bXeNWuag42q+s8rYetASu0UyzqPNCIUCDcqyJre0BybmoUi0Ue6\nJ6TnSSZf/JoRTy+iMnaNxLzRSO/VaqCSOxdXPtpIjoWFhYWFhcWGhH3JsbCwsLCwsNiQuCBdlYRh\nETNYM9qXLSmEuhX0UquuMFKnA4O5mX542g8Vcjp+QsqimVlRHXmoe3q0CEcIfXpW6qabbrsRtdf1\nb7jthqh8elHXWjgreqvVQDoJGFB1msx/0L/xHkz/jhyTcuu+L8lGf+W8Qv4FhOsSXWT8puDAH7+C\nI6aKAzXgOepQsD8mhXQczDq8VFVbLbb6Ie9jpxUnL1fVt8urCpXXoc5haoh0WqFNZlcmrcCM0vU6\nz4N0D0Y7/TleO0gn4YYKzc4OFH5djM8nXhBtUO2qMTbthSkbGq+NUHOrrntd1jAbC7p1tXGD2dcd\n3cvtN70hKs9Nio54+FHRtE4KJosDBSVNGzuYa3v37o7KP/bOd0TlHJRky2eOROU6+ngChp9pmBEG\nJZW7UHCmMGdW1jSXOPaWoGAsDeqQmxa1REUorfYLoBKPHRW91w1038U50WjT6eGqwMsJvy3qaO08\nVEGe5hXVZ0GX65XGermtuVEf0B0hqB0fWbFPPPd4VF44q3ZIpnRMFXR8HTTx8mmsaaSlkMYgnWZ6\nCFV+9awmR70i+n5YVvTAcHwOV0tR3dVAGp4QtGwiZmA73t/2vA/SaqSrSJ/xEN4XU+KsK1MdGAT2\nOno+NppQpYair03tiqi4WtZ8CZPqAxdtE2LOtJtaf5sV1WXThM4/mdMzP4NtDEnQS8mBmacfM34k\nRTXcOJVtlMJYSna03vQuIaO8jeRYWFhYWFhYbEjYlxwLCwsLCwuLDYkL0lU55nKBSVChIHphapNC\nv0srUjucOCIjsuvfoLC5N6DAei3k6HB1viv27ojKPGbhrM7ttxSq9UpQauQV0iojr4eXV93f+RMK\ns/vIfcOwPDPHesj82+z1j0kiR1fgqY67d6vua2efjsr5lELyPgyRelALFErjz0I+O4FwYhIhXqiL\nHIRUp1CnRl2fP3dWtExtkBulyXOAi8qDpkhlhucHIzptUQbMWl6G4ofqHOZRY96pNNq5i2y2zSap\nncH5YIxVa+o+sgVRPDuhGjLI7Lu8DMoT+ZzgXTgWdNqqJ80Os1A4bt+OvFq4r9U1hfQ3b9U9NgbG\nWivIi5TNiqa77loZDbbWRGOsVXV8EpxKAXnf8hlmvAYNCiUKMxOfXxBN85dfuj8qL8A0j9nriwMT\nwH37pPppI0FPbkL0EyLl5tkXRK/VkJF8rqls0DuGqEMuNxxmzwYdHoA+YC6mRDg89B9AErOuyCF1\na2DSVlmWSeDqCvhVUtbgr9kKC6ekGF08r/GXQAb7FHLfsc1boKiY9Zr3sV4OSWVQYYu6xNYDtJEb\ncl2j6uvFpoOXF8ON7kgrMq8XDXVJvydAwwWDvnSxtoK5Mu2Ozl1rQv3ZEZ3UaWtNXCs7+ByUIbJ6\nh1BaTU+Iqt69RcrKTVM6fwrbW3o0Khwo+piLigo0glQic5mxLWgSyFxXo2AjORYWFhYWFhYbEvYl\nx8LCwsLCwmJD4oJx2EKBRl3c0axQ1KOPPBOVj8J869abfwjnEWXR6/ZD+h5CwLffoWNnoI44d1pK\nl/pRlTswkErCNIzha5rE+TBQSkMp4cIkLgHFTIh3v2xG4frWQEmUQb6OZFKh+q07FG5/Rl8z9ZpC\nyK6LkKUOMdn0+M0AZycU5vNwvzkovlYbqusLpxTGPH1eNEErVF0nZwZqONxMD32SAn3iwKjNgSKj\nAaO/Dgy8qjXRP4vLyHGU0lhcXVH7txqq7xSM6Fpt1WcNqqR1VUMDxnq+h5AqQuXliq7j4P4aDZXd\nhMLEs5PjNQNkG1ANmMlrbDYRHj5y9mRUnt+h0HPaxXkGpmAzm2Tutn27jg2hjju/JDp613blQJpG\nLqgE+r4HVY/BNalEWVdhGGPMdw5pXXnkWZlsFnK6v9wQOqQN2nlyCvRsWuXTZ0WvNEEHLdW1TpSP\nicpptMdNbxjjY81h/ifSL6Q7Qk64EaH/cNDmpLlo8Ol6UBzhFAHWTmeEeIW53PxWbegxHQ0XEmbG\nQ32dUeXBNxIwBE1nuX0CFHNV16dShzRdTI0Vjrc/0xk9h+oVradURsX6jHUGXUMzxXXDR9KXDgxk\nC0W1zQTyWLXboqOdUJ/nPCmkqlVRzz62X8xO6ZitW5SHbnKK1D2oNo8UHA4Z0IMxs8ch1KQxcSo7\nlpMMEjQHWxFmZi5u1GkjORYWFhYWFhYbEvYlx8LCwsLCwmJD4oJ01V987ttRuQKDtzqkI4mUQry3\n/NCtUXnH9j1Rud2CGdvgityJvfMKhcIYxpvAbvArD0KZ4yn0TDVOKgU6BLlSmJvDR5iTO+69JNQ+\noObcDPNu9UPlNBYrQT3UaotSO3BQIfxD31Z4vIvU8CFUFM5406kYY4zJpNQmNShP8nnsxodh0/lV\n1fXMKvLGdEQLtdv9z8sIGVPZ5mD3O3M+pTzesPohA9quCRVdvamyC2PCZgsKCoTwA+SGoV9U19EY\nCbz+vabQ91uyGlsBxuK5Fd1TCe04if6fAQ0zhdxZ48DMnEwz/SzaDEZ+yzDRS0MlRQqW6oTmaj9s\nfcW8KKoUfget1ETZ7dqpnFeT21SXREkUdyNQ+3WhojFQt4QuaCz02QJyR03tk6FZBtRcFuXcwFCy\nAupzdpOMQn1cvwrqcQKUWjGpe+pA+XhgTnN5XPCxAJDJiNNV/E06nKIi1qmp0KEqCesfKYMYFeai\nPOI6FD0Z9VVixDFEgGtdzAKVp2g3hhsHuiTDOMycEcqbMXs7zm3BGMXc7LSGN0gwohWCgHRN4kWf\nOSHXUFFLm7eK0l2DkpLbAshDkvojXVQA9Z3Eeu3EzBSZu1LHUOW5TjsxR1WIsj/K0A95BH2sDVu3\naV5PzV78wWkjORYWFhYWFhYbEvYlx8LCwsLCwmJD4oJ01YPflKqh24VCKat3o5tvPxCVr7326qjM\nvEMhQk3uIDztOqIIQlSDPk2btylMvWU7DYBEObQ6Ut2kctpJnk0rbN5t0ywKoVWaLSFiGM+loXJ+\nEL7rtEWdMKS3tCJaau8+mSQtnZDMwO9B9QNVQjOWi2Y8qIDaObaga1fbCt/XGjqm0oRxIWK8q1UZ\nM64b0dFgi2m4GGZ0YqIGhi71hSKUeCkoiCYmp6MyQ6qEC7oo4dBISnUvktIa0JiMljJfTIBwfiGj\nc+yYVZ97oFsaLR3fdcb7+2ERqrKVusL4C4sy0TNQjW2akAqhC3VYz6i/i3N91UQuJzqrBrPD3VeK\ngp7fLorKRS6qOvqg0VNb99DuPQyEFsZHE2vGxH5RZrdsltorgXw6Lsq9QR4rv6W5ttTRnNo8pRD3\n7JzOt7Iginn3JoX8Z9FeuSKkkmNCiHXJiZE0w5VA4YjPhxIi4XCFVux7IwRH4ShWLBxOEZkRFFis\n6AwvDzOI63VB6cfqSDXs8JOHOB8VPF5yvHsDtmzX8ymTVf1TSVHh8R4GdUTDwCGmgvGcXSNUdaHm\nY6+ndXMULRR73sUUbsPBbuAxLtZCmvpF9WR9RyjcYuaJMCCm82EyrfuotaTyNObaoee0kRwLCwsL\nCwuLDQn7kmNhYWFhYWGxIeGE4ZidkSwsLCwsLCwsXgXYSI6FhYWFhYXFhoR9ybGwsLCwsLDYkLAv\nORYWFhYWFhYbEq/Jl5zPf/7zF/z7gQMHTK/XM5/97GfNvffe+wrVyuLvCh566CHz0z/90692NTYU\nXmqbPvDAA2ZtrW818L3vfc+cPHnyIt+I47777jNvf/vbzb333ms+8IEPmG9961sv6fsWlw+Xq/3v\nvfde89GPfvQy1MjilcTb3vY2c/z48Ve7Gn9rvOZecnzfN7//+79/Scfeeeed5h/9o3805hpZWFh8\nPz75yU+acrnv5fPZz372Jb/kPPDAA+bDH/6wnb8WFhYvCxc0A/y7iF/91V81p0+fNj/3cz9nnn/+\nefPXf/3Xxhhjfvd3f9f0ej3zS7/0S9Gx/OzgwYPmn/7Tf2oeeughU6/XzW/+5m+a/fv3v1q38QOL\n3//93zdf+cpXTCKRMD/xEz9hXve615nf+q3fMqlUyrRaLXP33Xebq6++2nz0ox81U1NT5oUXXjDP\nP/+8+ZVf+RXz1a9+1Tz33HPmhhtuMB/72MeMMcb89m//tvne975nWq2Wuemmm8xdd931Kt/hxkWn\n0zF33XWXOXHihMnn8+auu+4y/+Sf/JMXzcHNmzeb7373u+Zf/It/Yd72treZL33pS+bxxx83//Jf\n/ktzxRVXmI997GOm2WyaRqNhfvmXf9ncdttt5qMf/ahJpVLm6NGj5s477zQPPPCAefjhh2MGY+99\n73vNL/3SL5lbbrnFGGPMz//8z5sPfOAD5s1vfvOr0h4bFd8/R7//b1//+teN53lm37595td+7dfM\n+fPnzfve976ha/E999xjPvOZz5j5+Xkzh3xrFuNHEATm7rvvNkeOHDGdTsdcd9115oMf/KD54Ac/\naN70pjeZZ555xhhjzH/8j//RbN68+ZKekcPW21GmhH9X8JqL5Pzzf/7PzfT0tPmN3/iNl/Q93/fN\nvn37zKc+9Snz0z/90+Z3fud3xlRDi1H47ne/a77+9a+b//k//6f59Kc/bb75zW+atbU18+u//uvm\nT/7kT8w//sf/2Pzn//yfo+OXlpbMH/3RH5l/9s/+mfmN3/gNc/fdd5t7773XfO5znzOVSsV88Ytf\nNOfPnzf//b//d/O//tf/MidOnDBf+9rXXsU73Nh47rnnzC//8i+bP/3TPzXT09PmO9/5ztDj3ve+\n95lNmzaZ3/qt3zK/+Iu/aK666irz0Y9+1Nx6663m13/9182HPvQh8yd/8ifmD/7gD8yv/dqvmV6v\n78DcaDTMpz71KfPud7/b3HHHHebnf/7nzXve857ovO9973vN5z73OWOMMWtra+bo0aPmjjvuGP+N\n/wBh2BytVPqJXh955BHz5S9/2dxzzz3m05/+tFldXTV/8Rd/MfJc1WrV/M7v/I751Kc+Zf74j//Y\nrK6ujjzW4vKjXC6bAwcOmHvuucfce++95pvf/KZpNBrm5MmT5s477zSf/vSnzc0332z+63/9r8aY\niz8jX6vr7WsukvNycPvttxtjjLnhhhvMf/kv/+VVrs0PHh577DFz4403Gtd1jeu65g//8A/No48+\nav7Df/gPpt1um2q1aiYmlI7jhhtuMMYYMz8/b/bs2WNKpX5m78nJSVOtVs1DDz1kHn30UfOBD3zA\nGNNfVE+dOmUOHDjw4otbvGzs2bPHzM/3M3Vff/315qtf/epLPsf6r8T/9J/+kzHGGM/zzPLycnTO\nC+Gd73yn+cQnPmHq9bq5//77zY//+I/H7OMtXj6GzdH1+fXYY4+Zm266ySQHaRFuvvlm88QTT5ib\nbrpp6LmOHz9utm3bZqam+ikybrnllih6YDF+lEolc/bsWfOe97zHpFIps7i4aJ588kkzOTlprrnm\nGmNMf439b//tv0XfudAzctR6+3cdr9mXnO8PkXW73YuGzS4l74fF+OA4jvl+78m77rrLfOxjHzO3\n3nqr+drXvhb9qjCm/wAcVjam35epVMr81E/9lPnwhz8c+9tDDz00htpb8IUiDEOzadMm89xzz0Wf\nXcocTKVS5nd/93fN9PT00L9dCOl02vzwD/+wuf/++819991n7r777pd4BxYXw7A5yr8RYRgax3FG\nrsXrf19HwASBFmPHF77wBfPEE0+Ye+65x3ieZ+68805jTPw5+P19dKFn5Kj19u86XnM/gxKJhOn1\neqZQKJhyuWyazabxfX9k6Jz49re/bYwx5uGHH7a/9l8FXH/99ebBBx803W7X9Ho984EPfMCcPn3a\n7Nu3z/i+b770pS+ZTqdz8RMNcOONN5r7778/ojt+7/d+zxw7dmxMtbc4cuSIOX++n9Dye9/7ntm1\na9fIOeg4TtQvjuOY7iDR4o033mi++MUvGmOMWVlZMf/u3/27l1SH97znPeYzn/mMCcPQ7Nix43Lc\nlgUwbI4uLPST8L7hDW8wDz30UNSXDz74oLnuuutGrsU7d+40p06dMpVKxYRhaB588MFX7b5+ELG8\nvGx2795tPM8zTz75pDlx4oTpdDqmXC6bp556yhjTn8d8Fl7oGflaXW9fc5Gcubk5Mzs7az70oQ+Z\nH/3RHzU/+ZM/aXbu3GkOHjx40e8+9dRT5jOf+Ywpl8vm4x//+CtQWwvi+uuvN+94xzvM+9//fmOM\nMe9617vMbbfdZn72Z3/WbN261Xz4wx82d911l/nkJz95Sed7xzveYR599FHz3ve+17iuaw4ePGh2\n7NgRPYgtLi8OHjxoPvGJT5jjx4+bQqFgfuZnfsacPXt26By8/fbbzUc+8hHz8Y9/3LzxjW80d999\nt/nVX/1V86/+1b8y//pf/2vzhS98wXQ6HfOLv/iLL6kOe/fuNb7vR79KLS4vhs3Rv/qrvzLGGHPd\nddeZd73rXeb973+/SSQS5uqrrzY/9mM/ZhKJhHn3u9/9onEwMTFhPvKRj5j3v//9Ztu2bWbbtm2m\n1Wq9avf2g4Yf+ZEfMR/5yEfMz/zMz5gbbrjB/NzP/Zz5t//235psNms++9nPmt/8zd80YRia3/7t\n346+c6Fn5Kj19u86fmByVx04cMAcOnToRbSHhYXFawenTp0yv/ALv2A+//nPR3tDLCwsLg2nTp2K\nKeGIjfqM3Fh3Y2FhsWHxh3/4h+Yv//Ivzb/5N//GvuBYWFhcEn5gIjkWFhYWFhYWP1h4zW08trCw\nsLCwsLC4FNiXHAsLCwsLC4sNCfuSY2FhYWFhYbEhYV9yLCwsLCwsLDYkLqiuWrdwN8aYpaXFqJxI\nKGkeXRG/3xF12DGp9YR7dFlMqBqh6UXloAeHTJgvJlxdJ52WS2o2q3IC58ykJ3V8QeXt17wxKs9u\nvyoq54pTUTlfLOE++vfkeapMMqlrNpfPRuWnHvh0VO61q1G5WND5MmkpRKbmdkbl3/vEeDx8Hnnk\nkai8trYWldfNvYwxJgzV5t12Myo7zvC+9f1+f1F2yGMJGmh2uupn11M7hKEz9Hi6paZS6aF1MY6O\nWe8rY4zJZNRHrqtrldf6WbJTaZ2P16HfZwdtVCgUhl6/CyPDHsbuu971Y+Zy499/5pO6VqCa7tjz\n+qg8s1O+NQm/HZVDTHsPc8kdlN2EzjeqnEAf4xRmlOExP4+VDXUPzpCSMR6OcfllOrca/0XHJvB3\neu2y7qxM0lXZM8NvZEdmPL8LJ3/8V6KyjznocE3lfIhVb/j9rK+7sbXYvPjvxhgTsh9CnC/UWh9r\nEkfzIeH6qheeDX7AtqLL7ohTsj7OkHrx2Eu4jyDBx5vqsjOvzw//8f8z9PwvB6+Gs/4o9RCWQdOq\n1KPyoe8+HJVPHT0WlbfvuiIq73/9tVG5MCuH8mDEFOCdvlLRk0tpaxvJsbCwsLCwsNiQsC85FhYW\nFhYWFhsSF6Sr4hY6w0NBDO+zPCqM5A3oqhj9kM1H5URCn/easAAHzdAB/RMEDV3HBY3S1XcTxV1R\nuTS/PyrXGqtReSKh73a8TFRuN0DZRG2AkDhCtScOKcPuN7/yV7qPjs5Bqi8AhbDr9W8y48YTjz8W\nlZeWlqJys6n6tdtqt3qlHJXXM4D3j9cxjUY/BJrL5aLP8nn1Z7ute8xms1G52xNdVa2rD2t1hVQZ\ng52ZmYnKrZbOWcfxDvpwcrIYlefnN0dl0kjnz/XTP5Bqqzd0PlKRpGJJV7mu+rPTUb04tcZBV/3N\nl/8oKq8tq59277sjKt/5Uz8blQ89+Y2oPDmnnDTX3vbOqLxOFbqGc1ftxV9ECdKKZJVB+bDNHHyb\nUWURhcYkwYyAGTNJnCflkIJCHcJ+e/sYM23QPm6oeapRaEwS61AaFcvgPuJOYuP5XeijEWNUFMZ0\nGOd2VBz+cVR2RtSZxybIVpHyQXsn0CkeK4O5HDrqRG4r4PNgVKLOGNsQXWv4c2c0DaTPfbYRxpA3\n5sz1vq+xlngZ14rd4ZAmC4yu0wtElfs9rUMu+mbtjLZTPP7X96n8beWcu/o60d3TRfVlJv86XcvD\nMwzP5WRC66UHmtNZpz+dEWP5ZYBjaZRTs43kWFhYWFhYWGxI2JccCwsLCwsLiw2JS85dxbBbXEU1\n/PggYMgOoSu3f0nXRxjcUZhrequymmYKUjklQSEtnn42KrfqK1G5UxeNFTq6tdryMV0rUGi/uFk7\nydtfCM4AACAASURBVHd4CLVBPWX8F8d/gxgVp/tcRb16ndaLvtf/ru7bD3SedGHCjBsttE+nKVom\nk9K959KiYjqNWlRu1FUm7ZTP9WmkWAg6ZN/q41RSfZL0htM8PRwTYIw4oBsWz51RfUGTFfKqew6q\nO363CXpraqJPwZGu64Feq0KBNj0tuiyB+0siXJsiHadLjgWtutoplxeV2KlUovJ9n/2DqHzo2aei\n8nvv/FBU3pLReVYHghmHiiqqJynVoAJolLaDdBFC6y6omTzWkjQpBSqJSEEgzh3gusnBMR7qnsdv\nuMQIxV+Ic4ddhfzrTZWrVY39nVtFfV5O+Kg3Q/lhTIU6XFGUiP1WJUVzYcqHveaCD+F1gphySSBd\n5TfUVgHbHKpGrg+keJ0harDBfy5U9UtSLTkx6kzj3PVeud/2l0td5a/fCp6rTk/r1srzT0bltVPP\nR2Uv0HMonVJdbvt7Ws/ecEAq42JBNH/eP6LzP30addGz2CvMRuWJ+d2qW07nD53+Ghnva/OKwUZy\nLCwsLCwsLDYk7EuOhYWFhYWFxYbERdRVoB1ioVKElVMKXRmEBNs1hfoZtg6D3uBQfc/BLvxWRYqn\n0iZRV0RxdrvqlZQ+o1EVHZNIKKzXgaldo6Hj9+2+MSrnJ+eG1tcwtBr9i1At1EiLpw/rc18hXDdJ\n6gRUAKiO4oTCfuNCpaw+6SE0TxqJ9GMhC5UZKCXSP+FAzlKriiZptdQm2WwOx8pAzIMBYA5mfJmY\n0Z/6gWZ8U5Oi9pIpnSeP+ppYHbs4BsZ/g7qX0YelgpRhpaLorzTqRUqkUQNFipB8szNcQXK50Gyq\nPxot1WFmSvf94Hcfj8qpJGjIDqjknu59ejCXGqh6jAgZobShSSAi4iaFLydAUSWN5pQ3QtXjcQ7G\n9UOoz4s/dWIGgbHKR8U6+vvcoujrTrOH49VGx49qXu/c+sNmLIg5KqoYU+fE5FBof1JEMRXbRTgB\n/BnCtjhFFjNORP9DApZKag76WOt6HteVEf0ZY6iGtcGIY3G2mLEsOt3D88jBlgnPfQW5EioVY5+O\nohCH04PROTCPKgunovLa8ad1UFnUUiaNeQcXv1RGfTYBtWisVs0FlWs0c8Rzvqr5U4WJ5NQuUehm\nMCbCkeORbRQM/TxWs3A4PTsKNpJjYWFhYWFhsSFhX3IsLCwsLCwsNiQuSFfFFTPDcwQlQOcUZ7dE\n5WUY4IUwJ1o3ZUpA/RL0pHhZhmFRqybqystp13e6oJ3buaLKczth9LckBc7uG94SlWe3743KW66U\n8RGjxfH8STQc69+3B4psZVGhQYYPY6FGhtBDhvzVdmkog8YFGvNVoMKJhbVjYWWVizD4I9bPE8IA\na6KIvgIVxXB0aUKUU6Wm/mdYe2pKecYaMGXMQcVEU8MuKDiDa9GcK4m+aw4UcHVQTklQd9u3iy5d\nKyssW4PSrAVlFudCJodw7RjQbaKfAt3TEowB/Y7uZWJCffLUc6KxrjouReC+A28wxhjjwlHPA0XB\nOcIUTimsB6mYignjHtXNk3WhgScoEFIN8ZxWw+modeM3hvvZ71/++lej8gtHX4jKQU/13YZcfdm0\nrn8CdJUx46GrUrzfOBej0gglUsKhWunFpoujckWR8qKiykM/pAOduxczehQFnMpoPjquxmKXKlz8\nno6ZHcaosSG05MXUV+b7aSAgQRIOWyy8i1Mclw+kn0ZlmOLRPAZzL+y3d2NFz7Vzzz0alZtrevYU\nE6JjQ9D8XSiFwzbyBcLEj/Qkm4kGoXwtaLdF8XYCjWEfiunZK/pGgk5S4yRG11G1Ocz1sH/Q0E8v\n3qI2kmNhYWFhYWGxQWFfciwsLCwsLCw2JC6ZrvJhQhT3UlK4vtMQdUD6gmHG5MB4LoPd3a0WqIiJ\nTVG5jdxS3Z7CbgHOHXREdeRKUiiVXieq4crr3xqVJzdvQ71wG1QODI+KRnHWJJLstOqifdpN0RjO\niBgqzQBzeVE2U5u3m3GDIUKqm1Iw5quUK2YYslAu0QwxmfIGnyk8ychipwvFCt6pQ+yQ93swigMn\nQuXS9LSoq3ZH56TpJOk4v6c6VsvIhxXo/lKDXf/79+yJPqMxYLOm/qzBEG4CVFt+WjTeGswD8xko\nvcYAx5dqLZ2E4mJV97pzh+aAixxrrYYMNB//hnKs7d91lTHGmDwoRoasaQboY86eOSeK+cpdMtiM\nqW6wZrgj6BOmnmHQmvnG2hgrHV/jYGWlv/bUaurftWXd59FnlFcu6GqccCk7eUz9F/REfSYT46c3\nkmgrIkZRDTX66/9Fx19YXeUMk6QZYwLMuyRojURAI1cd72IspNGfiSRUszETR+bmGn4fpMy0Vl2c\nrhuJBNRdryBdFadUh92TiXGIDowynVBjOoFZ0B4opk498WD0WfnUc1E5HWB7iAsKKRz+HHY8mj9S\nVUj6EPM9ZmjLftV3e90QZT2vk4N8lFM7lTOPtGY8RWYsQ97Qz+NmmRcnrGwkx8LCwsLCwmJDwr7k\nWFhYWFhYWGxIXDJdFctdhV32NIZrVZf1XYSVadjmDnJKBT4oqpJC/le98f/SOUBpdEFFMF7loC5b\n9hzUOSeno3IK4fe45xZCuzHPreEhsPXd/y7b4lLMi4ZQXsYYM7VZdMJmqL7GhSrolxA0jw8qkIZ2\nHXxegdEiFVMzs32KMAN6ZmZGbe9i5/6x4yej8sL5RV0HRoMeqMAYfQFzxSSM+UblUAqRFyxAf2aQ\no2yiWBpcX+futlXugRbt4ZhObCxSfaS+XVqEkdYY0AZdlMZ1eyHpQc2rbArqvVBUl4+wcmmgmHEZ\n5sdcOwta6lsPfSUqOwn1wcLy0ahcRD62JDrzyAmpm7KuaMjNm5QXaq3CPGu61woUl41GIyq3B+Uu\nqKgAYyCF/GwuTeoC0ANUnySgPglHKT4uH5jPKTFCRUQ4w5RI5qXRVTGqyNU90uwyAcVMgH6OMT5t\njaE2+iSBPEhmiOqr/3HMMVL1GUZXjTQRHGGgR34NZde9FE3Oy8HwZ0JMPUbKltQV8+ytnY/KRx/5\nhjHGmNWTMP3DVg3SjW08Y9xYu6sNOKTDBPnG4WPdGfE/5pILffQ9ckouH+9TxT2o3Wa3X6ljXai7\ngtjg0Oek/RzSgZausrCwsLCwsPgBhX3JsbCwsLCwsNiQuEjuquFGTaSRel2EyqFoie3+RzjOD/ph\n/+mtV0WfHbjujqi84+pbVbk08h7FQsYIwTEPCUKf8Rw2DAfq8NF77IeHfNfrwNwnHiOiI04YI7Fw\nTA65kTK5rBk3sjDRazUU6qzXVSYt2QWVQepy586dUfnmm282xhgzMyPawYOhXgdmUVPTU1H5y/fd\nH5VJO3ho0FRaZVJaEyWo9VwaUOnzBvKV5XIaR6TVqgMKjrm2SF35uOeZaVFwbCOqCEowQVxeRe62\nMSCdUtskMR6DjupTq4g+9ru6x3ygeh4/JzPA//3le4wxxjRgztiFgunoieNReWlF5mMl0BJPHVL7\ncj3oQK1Uralv9sxrHZialLKS8y5GD4NqYO43x/TrybkZIjwe9HQfIdQsTdCTaeRdiis7xk9XeaDQ\nYvmqRiCW5+lvqUCK01U6H2lX11cb+jQMxOV9zJlaRXN5nQ42Jm6yGVfHxOR7rFz/7yOs/kapzohw\nBF3ljZuuCocWYyRWXOSmo2rL56LyC9/7m6i8dnIwTzuicWnU2cXZg5DUJ8cJqP0Y3Yea4Zxc80n9\nMg9Y7LvIFxn3s+x/d+HIEzoftkLMUXXlXdwUl+2VGGkeiGpd9AgLCwsLCwsLi9cgLhjJ4Wa4bFZv\nWIVJpW+gTr66pF933TbeGvGGXpjtb7a9/m0/FX22dZfe5LjZ04T6hRC3heDGZxyOX478NRTbjMds\n6rFTjtrgh/MPTp+iFX1Xv0qZ2XvULyr+uChNa6Mlf+mMC/TiYIZgel7Qp6aY0C90vtVfe+21UXnX\nwBel21M7tJHluYcNw/PzSsGxe4+iQbXHtZmO12ebMMLDX/aZNH7NY9NePjuJYxC9QZSiN/Dw4UZq\njvk0Uo+kUM4h6taFD9DiojZTxzbKjwFtpE1x4TnFX1M+PE5SGbVlva5fg0ePwlem3PeaySMlxXrq\nC2OMWVnBBnEM10JG46fdxGZg/MJ3ESXZshmpWGblbVUoqs98RJA4f5p11efwUVncF7L9e623dP9z\nm5D+JQMvqIru4zsPPxWV33irxjWjA8G496kaY5LceBz7pTwiGuMM/48zJKozqvqxc2PzaTLgeoVo\nmMtoCNI0JLmhFQIBhnsQdeOiTZFHOMTXZtRm46Ep6E3ccyWMrfv0yTHjxYg+SzACgedm+bwipEe+\n87WoXDmpKKuzPt/pucZx4g6nFHxn1PNuBKVB76QYA4M+G8FeBIiqdCAsyg6OSYaK3qwe1RwMEWXd\ntFtz0E3r+TNC0mMS4cUnp43kWFhYWFhYWGxI2JccCwsLCwsLiw2JCwbufF/hJRfeJGmEx7NFbRYM\nugpVL59TKDnjKrx/1Y1vMcYYs33XPn0PYawkQ2EjN5Rx4xE8HUZ4LsQyu46Ifsb/ww1a3HgcvqiO\nnYbC/fRSGUWLpVOiTrZfeXVUzmW46XE84KZbUmvdlvoth/QNWdAyW5ChecsW0ZWdwUbXVhubVXvY\nyAs6h/b8XlJ9xc2+uTw8XEBdpkBLMcVEiPPTfj8JX5Q87qPXRUqQVL8/2S68ZgDKJESZm1jzGc2L\n5Dzox/R4N5Kns7rualnpVJKghdqgCouToP5wjA9vmPVM2Ly/HOa9M6k+qJYVjj59RN41J4/JH2hu\n81xUfsvbrle9OsqUfu6M/DTyeYWwSRVyLpWrGqvPHxc9PlXs1zORFq0+OQsKBhsde9gE3cFGbQd0\nSdx2f/wbj5OkHrjROpZJmxixCfdim41HefDgMskANA8oz5iXDoxyAtDgnlEfpuC54ic1jhJY711Q\nzD2HdFW/nIit3SNSQAy3n4llO4/7vJmxIpY+B5vcDebj0snno/Lz33kgKrcXRV2l4DvjD9opHBGX\niPuC4Q/O8HESa9aYRxw/5xYBfJWCJFaC/YPtDesilwSozASERJVT2q7ANXdut3zvkjl5bnFjdYAx\nM6pbbSTHwsLCwsLCYkPCvuRYWFhYWFhYbEhcWF3lDdfYry7Jnr+NzOP1ssLQVKkwvJUr9K3mPYQy\nSQUkYlbOo+JoBsezxgzNjfjqCDvwkRqEmHxr/fKqb21JvgbM1J6EmoChu1xRYbfZOYXzk5eQTfXl\ngrQQM0Rn4U0Q8yNClbbDGyc9hN7pgdqktX4bPiQOAopbt4ja2bp169D6IlG6aUK1Q28a7syn6iqf\nUx0TMe8HjLXBBXLwD6o3eB21Bc9HSo+KtQyoK3o8jQNUu/nwqiJ9m86xL5EhGPOtXlNfzc3360zv\nqZ2bRStPFjVePUf3V8wjfUNaffD444ei8hWbdJ43v/XNUbkGtduodCr0MVpY0Hy75qrXR+W1lT5l\nxkzwUxPyZUqmtdQVczqfCVTHZ547EZWzKd3Hjm2673HBwziKUSuX4JlDXIy6in3CdCB8EsAHLQGf\nHA/PgAzUWM0WvKWqav+UAyqKkqZwOJ0TowsHa4Uzgq5iJvOYzX9MekOVGtPFgEIaA4IYVaPtDCef\nfSwqH3vyO1HZRzqkZKD5SEXTutdb6NCLhiltDMoXp7S4FSSJMi2EeHwYG1fwThphAsdjggF/1sB4\nKxWofkb6oGXRdR3QW1NblAaiOK3nRRheXCpnIzkWFhYWFhYWGxL2JcfCwsLCwsJiQ+KCsR4HsSuq\nOXrYfd+GWRhphLj5ki6TGaiIkgh3xiiSGJ80IhwXy6w6PJxpRpogjTpmeJiXXkOJAX0XQI20dEbh\nNYLnoLFZaUrmZ5OTCqe7sezR4wEzbLdhCDc7KdOlVkvh0iwUQlS4rFSliMkMlDrM5kx6gdb+szMy\nZ9u69YqofO3BG6JyTN2Ecx47diwqP/WU7MFrCI9XGioXp1R3L6XxB98/k8/3qdMcxjbVNsWcsni7\nruqSwvk8d7gqZtw/HxIxGYmKDuL1DcxNpmfIpGGUWNDx9UFm890TMPtclcHh2qpoaj9EZnAYhRbz\narN9W6WQev7RT0fl2tqjUTmfEu2VTKnPkjRo9FRO4fMc6IiJHX0Dwz07dW9JKHqoFGl31GDvu/Od\nUfmRQ6Kunj0sI7at85qn4wKNLy+WSfxSP7+Y0orUDhVHCdBVHtQrpO490CZU482WQOtCjdWEJDXA\nY8fDuucO26owYnsBHkHxnN+xxZ50FY1Fxzs5WYW1Va2VtYrW3E3z26OyO6/51kNbkvbSI5JqYlJw\nUELF7g+Gfj4obvBMK4tSRHKrwcycnlUpUPps1zD2+KWC7cVGjGz3XAHmwlOiuxOgbY2LxZqIKR8v\nDhvJsbCwsLCwsNiQsC85FhYWFhYWFhsSF6SrJiYRRkLW4y4z03YVnqyticYhBeVCJlNZ6YfGqisK\nkeWhOEJS6XhSWsPPR5lzXUpolxTVCNoLxzCDuTeo0PLy+eizhdOiq9xRSgicemazTPVKuG8H6qRx\nYaKk65VBZYQwSpssiG4IeT9owmpNYdfagFIq5odTPiXkI8rnRYslQWFmSwzVDzd3nJ1VFvC9e3dH\n5YVF9cXTT4vGajZrQ+s+MaUw6brRWLencZtO6eAO8pKlOCZgRtVs4Rjmt8qqHccBKsKW10QpBXAC\nKwbqk4mWylNG83FzaU9UbjX7Y6KbkeIpyKv/jjyPDMnHZQB47V71zZHnzkblFPLXzG5XfU8elZpk\nFXmkwCKZJHiHJO7VdRTOJ9URqZNA+yQM6QrRK1yPklmomkCp7N8p9V/iFUhelaSUcFTeuxHlkOH7\nIceMUpHyrshwJEOawGFuusO3BmzdqzE0n9BYqINu8EGn9BzNEw8KmnjdBuePJVt/aWaAYQJ9C7oq\nlRpvf5Iand+5X+Ur9uMoyphG1Id5qgZjMGaQix0O5WXNqYXzUglm8mqDTdt2ROV0Vs+Chx74RlRu\n16QGO/imN+o8k1oHaLsXM+CLcVdDntHh8OfwSIw4hOOdlN4o2EiOhYWFhYWFxYaEfcmxsLCwsLCw\n2JC4IF0VJhRuDB2aVSlE1EbOogDKGJoBughVnjvVz9nRaOh7+UmZbc3Maad5cUpqnFRatFjGo7pl\neNiSoU3SSIw8uwi/JmOve8PzXq0rV04fORx9VlmRGSJ3uzNy5yKEvmlORkZphKibbYXtxwWqgjJQ\nFOVzKpegjunhHTiN76LJzdJSnyrpdUQDUSmSzUk9Q0owANVA5Q8NqDhu2Lalkmiv0kQpKu/Yvi0q\nnz6jvEbPPqvcKLWqaBYv2b8RmiR2QN0xFBqECrGHmDYOZE4xtvJStv2/HGCwp6FQYk6YH7v5x6Py\n7p17o7IHStIFhbha6Y/lh7/5p9FniydEa85uEtW6LZDyYss2hbK9vPrg6CMPqbp19V92n5Ql2QIo\nJcS+W1XRjRPToFnXFE7vQiHS7vSpscqKqNRCQfWi+q84qfaqnJb6JTGhMbx1WhRZ9xXIXZXykLtu\nFEXFL7wE1dVIlRU+Rooqk4J0yQN1hUeACTDuuTanOlCxdaHOdYdT0ly/Y+qpSF01Qi02sqximBi+\nfqRS4+/PqA4j/3MJ1A0+9k1/HtZWREt94/N/GZWf+PpfR+VWWfT1LW8V5XTbP/yHUTm1U3OA6tMA\n6sWY6R99RTlu8KBzR8j11j+Op86CcswM3yoSE07HnsnY0sCuHJG8ykZyLCwsLCwsLDYk7EuOhYWF\nhYWFxYbEBemqXFLh2y7iVVtnZI51qiVaIEAIysX7U7enzxvVQTgZoahaRTmvqqtSXWURbi5Ow0Rv\nWvRWLie6wvGoptD5adJGwyIXiovEiOhnDM0+rfHck49EH3XaUuYkKA0D1ZEuKPSdmZZqY6UhKqAJ\nA71xIQhJJyLkhzCf74u6ySG9fYr0I16N2wN1UQX3O79luLlVoymKkrmzmG+Jeb5IC8Vz+MA0jOFS\nSET27ZWSgSq2hx/+VlRODugqdncbtGGjKXWQE6i+pD9JAZKirVZFm4wDjbrGXbkiCoe5oxzME2en\nzBe7XY0DH3fvZfsh7EZreN6tpTNSTvU6orw6XdBlXbVHHTm1sqCyizXN93NnRR/mc1pXagHzw8HE\nsgGzMqxDrcE4S2MMZCdUr5VVXScLenQVZR+maLv3HYzKjj8iDn4ZQbXhaEO/SzEAHHrE0L+TJPCT\nGAcwA0z6+ALo/QCLQK8larGOce8b0VjpApWauBbmEvMjBc567qpR1N0IU1feH6kwlJPeuLnkywVQ\n4YP77VQ171tQVBnkv5py9SwpGs21zvJRlakydZBfkHnAuFUDteKz0mODQ+3VqWutb7Xqg/Ph+QO1\ntge608EWjoTLZwTWNTpBhhfvSxvJsbCwsLCwsNiQsC85FhYWFhYWFhsSF6SrUjNSU5i2VCetjAyf\nTEbhSZfp1WFuNzEnNcWeG/+BMcaYXB45a5JQFiAMGs/Noaq2u6C/kBskTSUPd3fjnhKXsFs/HL7Z\n27SqfVrg+BHltQkCheAchpxB3eWgYHEQkl9YhTItGH/uqiwUVX5bdW2CRjI99AW2q9dhEjWZEf2T\nHMQuy2sKi7Y7upcdO6S2yeUVlmxTOYUGT4BO9KDSSoLeIi0V60IoQepNhWDzoAuvet3VUfnw4WcG\nxyrczn4I0bc+KNdkcjh11ulSmWXGCs4NXjeX1L22uzDn7HHcM98WVIhev38KGeSNArW1UtZc66Cf\nMlmd44uf/0pU3r1L5/FAEbgIp3e66qdtm7SuVE/L0IyYQ93CsiioWqWft8xFu6yckFFnGnNzFQqt\nzVNaM4K26tgGvea9AnMzCSPC0eqqUXTVqP8MO4fASL+L/kmCriKtHSAXVQrU/IQn6uPArGjRY+eU\nS67KORPLKQV6Gn23rq6K3xqNQtlGw9eDgLwKzp1Mjt/c8fIA9xj012W/q/W5XBN1e76u9Xf/lXrG\nZDdpza22RMe6ldNRudfDcwhGoSZGEWk+VJakKD77wgtR+fTh56LyqaMqryz3jw/Q77ted1VU/uF3\nS/VVnNW2lO+TowkvkW20kRwLCwsLCwuLDQn7kmNhYWFhYWGxIXFBump+UmHITlJh3Z6rcve0wlIh\n1DvMCzWxGZTFuqEYTNdCjwmrsNse5S4VOIxJgt7q9BhWRl1IReGI2M595kKhYgc0SXmQJ6m+tozv\nIcyM++cW9OyEQnCJpMKHXZjQjZveMMYYRHVNoYA+bKDeMONrwrBxbVX3PDuHcOiAPqhWRUE8+sjj\nUXk9VGmMMXv3XxmVc6DOUgzVo+3TMKYiXZWgiWOS9KaOcZCrJoBCJJeTKmii1DebPHdOYdwwJOWk\n8RTAeI7tmEKfx1PQXHBqvWz0QJ9x7PTQf10oMcrHFVZuQjXmg1psVfv0QqqgMdo4cSwqZzyNGR/h\n8dbjR6Ly7TOiMv0lXWfdrM8YY5yWxv2erui1yedksjkDlQeVnU5H1GIbIfRku38fTJkTgnKigg/p\nvYxzWpRXAtdp7hIN74w5D5kxxnhJUi6XYIA3PI1UDMNzV+HvXPNAS3mx3ESgrsBkuBhn24sybd1T\nVBuuVTT+fKhpAtDK/JkdgAJbPztp/5F5vEYorWKKTIfUt3nNYZ1BTBZEV227UirW2pJMZrdsQq43\nzAEfyrfGgpSStRXRim5az6puU8cfflyK4i9//vNR+cjTT6qSMAZOg9rMl/oq6dk910Sfbd11ICoX\nCho/iTDmOKlygvNXY8/Hs2CUBtJGciwsLCwsLCw2JOxLjoWFhYWFhcWGxAVj6ldmpULoBApPQ9xk\nTjVEYzBsnk4p7JTp6JjM0lP9Y2E06ORl+ud7oih6DFc5pCUQ2kWo0kfeHn7ujlBOMe9GzJAulo9D\n4cHVxTPGGGPaCOONCpu6oNGm5ndGZS8DNQcotd4rwFeFUMp0agr709CO4f5eV7v32zS3g5qnVOj3\n4+qS/r52Xv197LAMqE4ePR+V9+7bF5V3XiHTOg+qq16Xpn+iOFIp5NTKclzoGObP8mAw5Xjq27kt\n/eueOXsm+qyyptAtPcO8tP6TQbzbMSNUMYnx0lVzoJJXVjRnNs1JyVctqx8OgTasw6hrO8bmQw/2\nlVHXzil8nH1C/TcF482wq7XBeUaDpgRjsSBUG3TgFJZeVhsn2TcTuo9uBTSgrz72PY29JNp400C5\nEWAAB5AP9ZDkJpvVNTvMp4ax8cxhKbOKSbXpuEB11WgzwBGIpW56MQUfVx+NODeGsUdVDc1TMe+S\nPfVPCbTyVFHnTIFKSCBXXRrmb6SRAvTnej8mnOF0VRgOV97E7o/5wEBlJ71XLnfV5cJ6O3B+3/z3\nZFg5b5SvavH5Q1H53CHl7Suc1XqQm4U5Zkr0Vvb/Z+/Noywr67PR357OXHVOzUN3dVdXTzTQNrMy\nieAUhE+D1wFN/HC4uNTvJsugCzAJIlnGJcpV45TEZGly9ZprEs0yCmKIUcPUCN1AQ9PQ9NxdXXOd\nOvOwh/f+cU7t5zlS1Q2ffUDK9/mHH7t37bP3O519fs/7PL9etN/RJ+8N41/994Nh/Oj9vwhjt4Z+\njcfQr2YHKN7MwIiIiFz6hivDY+dd+ho8HLOwLWOZ1n+Rk8bLQWdyNDQ0NDQ0NFYk9EuOhoaGhoaG\nxorEiXPqlFacmgDVoDwkicplMhyjFKJNqcIaqYjqzb+NpZBu90mh1OrfxKoozmlxSnoZ5z5KW7r+\nMue01EzCUZ+UAz6pQrKzjR3pPu1Yt+ylm9Ck44kM1Ege1cphJRNdsm1Id0L5ki0hXem7rEqjdqtD\nMZUjdVWBjP9iiUaqc2ZyEterob+z0/ic2enHwnjfs6h5tnqkL4wzGaJE+ObpfzJUd6W3j+qbUYp0\naBg1wmJxqk/Eiqnmf7u6YEJXzDGVgnEZi0boOJs+EiVTX7oWWjvQ04M22+KALohl0PasDBQycQPW\nrAAAIABJREFUyuS6Moro4XizWbsHobB4Jgsq0SmA4kx1IW1uz+C4quNzKkRdWVTHqjOCv01F+HcW\nmfHFSFlJlJLn437LNGkLzd4s0PzK0aCpEPVZJuqkWgclu4XaNKAaYEEVY7hdiEV4HVmOrlJLHm9J\n37csgY3/YYNNVlS1qo+4ph/VL2JVC63pUaKRMimMs3QS53SQcWM+QrRgjFRUdMPs0aea9xNYS7fF\n86GrhFWb9KxRczkdzkuD5Z6FEe7coFPjffhe6ds0FsZTszDSLMxifC9ksW77CzieyuB7IVkGDR0Q\nh+lQnce+AawJ40SBJfug9lq7fkMYn3PhRSIisuFMqKtYYLesPHCZFAwffj7Eo87kaGhoaGhoaKxI\n6JccDQ0NDQ0NjRWJE9JV+RKVbO9EaqxWwfEy1QhqUSjR+1O8G2aAZmcj1eVbSGu2KJ7YJJA4nJa0\nFLuxLe2P1VImvqUauzp5+pNVGQGlswtzk8/5nOXUD04UO9bNKFL4VTJMMhTvHm9/CpXr0KTToIU8\nqjOWzyFdyW3ikqJqahrU5WLdpAMHYDZXq4HiY5VTMQ9aozyOMTQ1DXVTZBmnLq5dFo+DRk2ScR3X\n5lo3hho6p59xWhj3DyE1u7h7P0nGiGlSLUmAvo9G8Dk+0bUujVdWcXltph+PjsPAkERzUj4GFVVs\nA1LYmQHcf90l2iMNWi8+tE1ERPbvgSlfaQbjYZ7M8oqU7h6gSZggM0WLKIIyUQS7DPR9rYpzcjU8\nSJGeabZKawLRWFWqs1NtKhW5PwwylzPoXjavwnr0f70HdXNWrQJdRWIwSUS4nlt7ELVPXruKF0p+\nHrVMtn8pM0D+O65/xsctenhaosSn9owbaPsUqdW6ujG/NpH5p0cdeqRGiimTDD/955IPwTI1qlqw\nBEUnIi3fbmwg+9tAVz0fiqrl/ObDKBNrVbQLNSE712DcryrhO/n4Aw+E8cQEGV/SupygdavTxvdW\nNIY4S+pfNwE6+5zXnh/GV735f4TxWlp/U+nGmLCjrCw+OZ+/3CYTeR7HGTqTo6GhoaGhobEioV9y\nNDQ0NDQ0NFYkTkhXWWSg1NMJ5coxUlSxcorTSxYZQaVitEu7eZYK8HfMRbGKKqAUaotAis+hoy1K\nK96Vby3LaSHk42RKVSkgXV+Yb1AE5nK1sPjjKcVd90hdVgWVY1tI1fovLHv5vwU2/QtsNvxC/yRT\n6OeAzl/Iox327dsXxtMzDROq2VmYUeWyVF+IqBE2+itXyWiwhvYsCY6blKoeGkJtljzRXrkc6D+X\nzAsff/ypMD6wH2qD8165NYyHh5t11PwWPjOMUh1kWElygDyZQZaI0u3qgolexGpvgZy+PjL9K+Me\nOql21HQJlNb40+i/aoHrTqHO2EyzjwNSx5VZGYmMuMSINuoh48s0jWOXZmee+Lu9NCaIAZGA6tbE\nOxBfedWFYZxdQMp9x6MwOos2L+m5tK7wPKV0e5TihVm0xbGjpBAMmL5G/KqrrpN2wOH5SMeZRmIs\nR0G1/vFz6SpWWpnUb7ymcb0qpqt4zUiQQWOS1vdYDP3W240x2idUB8/DeHWJnuYtDuZim7fU6Fqa\nwFiuvJeYSy/20ZeerXp+Jo+Exa/TFvNRMqnsHN4Sxhs7oXI6lkOb7p38ZRhnp7EeWHPoj3QGa2hP\nL6kNFairCy5+XRi//so3hvHqsZEwVmR0GzRVkC3fz8vVU+P/UcscX+78ZaAzORoaGhoaGhorEvol\nR0NDQ0NDQ2NF4nmrq3p6kYqfmkOqq0Y5bNti2gMmbZk0lFlGk6biDGvdQ/pYLZOGtSjNypvwA0or\nc2rVaMmzkrEXGYj5lLZuyaRRDZvcNEzrKvlGqtyk52xJl7UYGeKcUp4UL8k0xUgH1knF1S5wfRyJ\nsWIEKeMkmTQGpKhaNP0TEQmoj/oHGuocA2VUZCELOueJJ58O42PHQWnFSAmlqH+4H7jGUoyMxVwa\nc/PzoC+ilCof6Ae9dfw41GA/uQv3kIg3dvt30jOvXzcYxql1uAary2Kk7orFSI1FA8BbQilyKnHB\n5nVhHCejv1INc7ZOKguDDTRNzEeeP77RUE38611PhMfGyTTyf7zhClyb+NU6qSB//kvUu2HjuXgC\n4y3lUJwGPVomZd+6ISig3kAU4/w85tLEUajycqXG/MkX0E/xJK490I+51t2F59/xzCGc0wNTyDTR\ntjwO24Wozb83lzbsa6E4lmHgjZbzn3sy19QzW9ZXnGPz57C6ymG6CmtJZwJzM0FrTA/NxzOG0f7R\nBLY7HMyBvi+3PFTjs0xWlMnSMJblqzAuuaaXY74IewNOMcLH4lprLbWdyKy0E+qnS94IxVOqG2vb\nXT/89zDes+vxMB4/ilp1mW66zmWY+2+88g1hPLQGCi/V8l383D4xWNl8qrrgeVxHZ3I0NDQ0NDQ0\nViT0S46GhoaGhobGisQJ6artO0ihchjKg0VFjcjyhlKdnaA3qnnUt1hMXWV6eukQqSDoenWFdGOL\nyRenVuk9jVNgPqk5Woz+WvRYpNKiVJtB6ff5o1ASebVy8/OXSgm3KhecGCgEixRDXh2p73qcDBa9\n9tNVXLeJfbWcFgM+qiPWQj+Clokm0beLpots9JdM4Ny6S5QgqfVmZlEjit+1I6RKsx007kIOYyiV\nAuVnF3CPGarBsnEjjMh4YExNY+wePHC4+ekY2xFS4q0dAWXC1CanSKNRPFNAFE671XLdGSgrXvWq\nc8M4FQfNYpHhF49NRfWdTBp3s8VGHz71FFLWG0egmOjrRr/m86AZKmVcb3QIKXGHDBSLRVBRcwvo\n+zjdY5WauFjDfP/r7/0kjBPU3medfXYY9zapJl6D6jU8m0VzvVwkdRnRe24NNGvVJLPDLoyrtoHG\nl03zkbcAeB7amY0nAxrfbMAYWWxbWv94HLPq1KZ1LEqfKURvKYqTFKeI+k5Qf3aTmVx3J7YvuAba\nf6aAceS3uPo1rs9fUC11uVhdRWs6s35Jqr3YkYT5aUK9fH/bP59lxWCFKFG2F118cRhb9H2XoEab\nJWPWteuwhr7qkleG8dAa0PgtaRJjaTrKbJ6knpcW6tTj5dvbGhoaGhoaGhongH7J0dDQ0NDQ0FiR\nOCFdVa8jlZufR5q/VAI10ULXkLPXUB/Sg4NJ0D+mNFKVwQJSw10Z7LyvEr0Ro7Rp4GAHf40M9Tgl\nbUeRmqPLSKmG3JkZRWrVpJSvRSm+ehXPXZqFMmeR0jLJ6JDZL5vStilKcTsGFcIhysij9LhlnbAr\nThHQnpaN9jTIuI6NARMJ3BOrMthkK980ljt48HB4jNVMmQxUeRecf04YP/zIzjB+Zt+BME51YNys\nXbcmjLkWmUXDtlYiGo3S/LNES6WJxkoRlZZMNihFFgIcoZpQC0X0VU8P7qtMZphlMs5rpRDam5qt\nk8JsZgJ0W5HGNytmlI/7rNSWrj033ZyT27ag5tXxGaiZdj+FfipV0AZMHztEN8YSoAsWVXgiIpcO\ng9IaGgJtnYiRao2GGyvuymR8WCpi/izMNMYcm6XFIuiPjgzWhlFSpvX2gTLuIAVhNMJUn7Qd3cQY\nR6OkeqI1sKporFlEA5OxaoJudm3TzC1JysS5Apln2jRWiGYqlLG+UjkxsYiDyNDnJ/l+7aXjPF0z\nS3Ql04hcQ0k11YAG/Q73ie42aCtDh4V5un6A1o8M4k6qJej8FtSuerHAWzV4LK1Zi9pSo6OgpN3y\nfBj39JLZIM2fwKCtIGw0yVtHWm7CWOLgiwedydHQ0NDQ0NBYkThh+uC09XjD6+jAm/Bju1GlmL10\n+CdXnSoHp1J4I4w1fRRM+lWgPLzZT4/jV2muiF+Lvf3ICAQufhXk5vDmyZvurAQ8L6wUnsMhC3K3\njl8AnEkxXaqSXETWKkwmtJSDwP84tOkzQb+oqws5OgdxnLyEPNX+Xxf8Rlur4tef1VKtF23CGS1F\nGag62bIv9uPwMKzE+/vwS91cxpZ+25mbw5h/8XMmoL+/P4yrVPk+O7dA59Pm5CyyDqaB/lcK984b\nTVcNN7IIVXrOdBp9YtMv3UoF4zni4H4XqG8jEfzCicXbu1l11SCe7+g4NgvOZXE/2Tye65l98Hua\nzyMDEtASUCo3fuWzJXt3L/py4xkwQ+olTxneaN7diQ33nMwql7DxuJjFnK2U6ThlZua4/AllBLjU\nxoYxbAzv62u0N/vhJMjPiNcbjzyPfNrMG5C3EQsd2mx5JCIiV4yhPSOUkbRs9E+xQJu0qX0sGo9p\nEgX0JhvXiXM5l15kzmq0Gb1Oa1otQAYkS15LvNbZHtbmDvI9sigrHIkggxSh9S0VxfFMlCrPB1QK\noDl2lEGNT7FDaYFVNCbG0viu6aG1hDQMYtsvUUrhFIC9ZparPh+wHw1vuCe/pycehTfOwafwfW5X\n0ceVWczHGcrOD6xBpteOYWy1ljh6rpETb4he7t7bAZ3J0dDQ0NDQ0FiR0C85GhoaGhoaGisSJ6Sr\nnj6I9D8L3wt5pCptSqfyxqKDZLl+ZHwijKtu46ThAaRNT6O081A/jkeioCXYXyZHm+ecOGgsr0Yp\nXEpD96SQKmVWyIjSvVOF7PE5UFRV8tTAH3IFXMS8YbBeRRvFyNclnkQ61SSrfUtRiec2IUqW6x7t\nmF70/xERcRVvHuMSG7iOSVXaF32H2AqeLerrVBWavYu2noGqudu2nUWfs7SNfYGqoE/RZthjNI7m\n50GDMNUVpfQ4V4HvyjSoqUoFx3iTq0/U1jyVqhgiL5he2ljNVdM9aS/9+LVv/ziMIw4oijSl7vuG\nsNn33AtRybufSrRE4zh/kbaMOeinmWnMwXnaMFotoD+mD+4N46MVzE1OX0doU2m6E7QuexGNrIb/\nxsAg+i9CZaN5/7tNPi+Lw9nzyBOG/K58H/NLEf/Efh42X5wWijpVYm8X1naBIlK0LrBvlEvUQLmC\nMe0RzRMh6ijTXHcCagf2KvFoLgR5lO9YN4IN/+u7MFZc2oTM4g/2xmFRQIR8anoiGKPndIAS7iaB\nwOQ8xle9eZs2zV0zwL13JzCGhtMkJiCqVei5hQQV8iLQj6ccJzHIUS2lLZZeQwOaGzXaZrJwHOum\nS31guhhLhVdgvitS9Rgxps8oXvIumaN68Upr6EyOhoaGhoaGxoqEfsnR0NDQ0NDQWJE4IV0VBFRq\ngKsYB0unmkxKRxULoED4fK+ZQnwmh7TYgUPjYbxmBCqddWuQbu+iXfMpqnprUe4xSalVJwH/C4cq\nCrseUs+cxjUNpObyE/B84bSssYRhBtN1ESrlEE/gfodHN4Vx1aeUHlUeN18EEwG2iI/HkT72yOrd\n9Ci92UK5cPV2pP6DJg3AVA1XDmbvmAwpl5JkN153QS26RG/NzYKWmqFSIjGiZM65YBuOk418nugt\nphsUKeq85uf2M0VK9ABfg31TDKLrWkqScCX7ZVRlpwofvP46/I+J+SAG+qZYREp6dgZlMQ4fgt/N\n/ByO15vqC5vGYoVUeCZJVFJUVZzpr75eeNAMEl02QFWok1SB3iGKiJVOXHpCkRqKmYYazd/FfjDI\nA4XnprHMWK65mIM18h5y6V6MNnseiYgIjbsWlSjTVQapGolyS1G/RKmUhtFUN3HpGyGPk05SmnZR\nmRCb5JY2K5ro2yJCf9tC09J9kZWNBKRgjNKaMNYNKn8V0ZiLrW+zcguXEy5EE+HK6i0lG/C3ij1c\nXgzjo1OMpe6Y1UomK5fou9qgtZ3LdWw9DdsF5k5H6aL9T+0O4+G1oJIHB0AfG1wWhqhSbnou0bE4\nfVoqQDz3cdoGncnR0NDQ0NDQWJHQLzkaGhoaGhoaKxInKetAlb/Nk++MZut9n1JmXKl8MT3NxlKK\naLEDB1EB+cgxGJj1dsMsa4yqoJ515oYwTsSRnvRpJ74XkAU9US0VMihz6X7LWajBPKLaFtUX3BKc\nynbJ4j9KKd8UGQNKBc/KiiXXbf9u83yZlE7s107pcWXiXktFoupIhhIh6sZZfDaiDqwIJ5MBz8Df\nTc9DtcYmbJz6Vpw2J6VGhGipeBLUFVdp5meKJUAjumQBr6zGWCiT6sszETtkcucTjebRbwOLxnaB\nFEd8j+3A9oceCuO5WagjhKidPFHGTDfHqS0TVMogk260U1836Kd+MtcbWoWY6Y1EYunruVRJnEuB\nsLueVyJKvMWwD+3dQWaiDJ6HtSYlWaUyLy6VgGhR+fmsZOQK3Utfm9eqdqFWI9NRWnNyWaJajaXX\nYK48L7SW1iqNB4pSSYPcAmhfg5RInb3YJuDR2mnReBKiJpjSCqh9XFa0MZVB5zDdYdN8t1sUQk3T\nWDIhtZgS53WCeTGaj0wrqxaDvJchjOeOQZNoV27fGpWdeWbXE2H81EM7wnh8LwwAs5Mw4FU0Nw49\n83QYT0/hnN4RmOuefsH5YXzWRVBwRjuhFly8S9N4aXIqOpOjoaGhoaGhsSKhX3I0NDQ0NDQ0ViRO\nSFd1JpGGZuVBteUsThsiZcbUUQfVkFmsG1KuIg3pU3rWJaUNq27m5qECcUwc37QGu747kki5xujz\nWSlhkqFWjOo0FctL1+ASqnu0uKc/CFhxQAoOUm4VsrjfmEnnJ3FfNY9oGk65tgk9Q0gz+jWYtnH7\nGxbur6tO6hWTFVNcJbnRn9xvy1VUb6kZRG3IahKudZUhNcDqdeziiNBvUX2BXkt14DlYZcMqi0Ua\nldPtnFJllQKPA6Yo+doYiSLKa29/HjkAWjdFdFyMqNHBHigM+wdAQa0hA76BPijLUk0FIyvvGKx4\nckl1qOqYO1WaAx6tGR6ND67NxGo2h2odBXQ8INqD1Xc1pqaaY4vnpmpRhC5No/D5HtWrqlGttKrb\nfqPObBZq06PUtzy+mArqIbWLywaI1ObxZlX3dAfa/uhRbAFgdemGCCjBGtfzovZx6dqZDJSSLSwT\nG3gWYKDJ9BLTj35L+9N6XGrQd8kUKGNuC5MUVS71D689sRiptehZWW05RkrN32YETXrSaNkqQusT\nteMCfVfueuThMH7sgQfCuEgmjNUCU6VEa8exrqTIADhHBqHioh/Wrz8tjJNk+Og1vztaalvJiwed\nydHQ0NDQ0NBYkdAvORoaGhoaGhorEiekq9JJpI9rDt6HypTKZarDpPogHZRCXzsIZVS6s3GcU49M\n+VTIrM2llH80SqZyKdBfUaKuCrMoB8+KGjtKJn1p7Pq2KG09PY0UXz4PKoffAxdTsWxumKDU/jqi\nAcYpHbhw/EgYd3QghRqPIVUaI4PDduHcCy4K48DnejzLGNqxIoF296sljKcUG0QaS1OY3G5s7uez\n2oKMwlrT0FS/yOa6QqAsWPHRz+ZVTEHhLkNqipWDLeZ+AVvPqSVjtVwOdhnDzFOFV577ijBevQrP\nOjgIA754DJSPR4WHWKUSp9pA9uIcJ0VLnUzcPIoDUmEw3aiIRrCo3aOU+majRI/6vl4EvcFUVItq\nTpiCQhsv0hQ8BlquQRRFmWqVMR1Ta6HX3CXPaReOHYTa5aH77g/jkZHVYRwl5Zrt4Nm7aU0hJlkc\naaoH8zDVzE7DePXpPXvCmBVKMVIV1kgx2t0N+tOtYZ7y/LLIjLBG6zfP34AUUC1bFWgy5cvNPiLa\n0uRtB+YytcV4y0QLtVmlGONibGy9vBywWHOM1xuu5TVzDLUif/bDH4bx/sceD2OH2iNG67kZodqO\nLWaa9PlE19tE6849uz+Mf/6974fxeVe9PozHzjpTRFqNOl9M6EyOhoaGhoaGxoqEfsnR0NDQ0NDQ\nWJE4IV11fJpMxigXzyaBrEzxyUhtjtQCxHRJrllPJ02U0+pBpEE3jQ7i5lilw4oWc+md9dUq0pDZ\nOdAhDlEgtRJ2knf3wdwsQ3Wvqpz+JGpi8Vk5TW5Q+jwVI6qF0qN7n3oKn5NCynlkFHV+BlaNSrvB\nygNO957q2jzPxzwtSUZxC9lsGJPgrCX1zZQI0xemBbolTvWw4gnQki8WWgzP2lzvaNsrzsT/0HiM\nUa0fnwwmA2pY18XYdCtQTSzWT2up/kNzx6biRWwwx1SEz/WkaO7U6TOZYvRdpqKW+81F7dqSTifD\nzyY1UijAZLKlZhml29losMWUlCg4pmcTsRMuk6cEO3c8EsbPPA0aaf+ze8N4zdhoGBvES6VIvcot\nuPice6ge0VNP7sIJrERjytai9ZKonXWj+Py1FPPa7JCiKZsD/eiQoq5URB/x+l0hGnG+WdswU8J3\nA8+oCCnxuMbcwgLWkoEBKAeD4PmMs1OPF2okyfOnWmWKrRGz4WxA4zt7HAa2s8enw/j4YdCT1QW0\ne5RaMxYn9WmE1gxSBZc8fG/mC2jjqTmYBJYE/de1Dt+tqzc2VL2RJJl6GkvPKWOZrQ6/CXQmR0ND\nQ0NDQ2NFQr/kaGhoaGhoaKxInDAPu3rN2jCuEBXUSSlGTjcyjRAnNRTXTFoIa9XALKi3DmrBtmk3\nPb2CsZlY3ee6V6yGwfmcWndoh75HZmVlSm17nAZsUW1QerypHAkC3FhPBunZtUNQkU3OgOrr6kRq\nfwOVr+/qwnNHjPYbjjFYMXIqqJWWtP8yaUY+niT1G5uScbqWFXgMPof7J0l01YuhiBFZ/rm5Tfke\nTxVSlGLmMe0vQ0VxfbCAFE1ODGn/SFOFyPceI/VViwkj9YFbZ1M+Nvkk0z1vaTWfw0aQETZi5HbF\n+RWq/ca0l9tM3QekEvLomVn91zLciaKKRclILkGGdcbStdhOJXJUw6tveE0Ys7qtVMPzHDoGmmCK\n68BxOzfngFsDjZCv4N8jpFIslfP0Z1zPC5+5Zw+oroMHQaOxgadNdCkrs/gcnqet6kt8Vr05RhN0\nrk33y9djuoopr/GjWF89+nKIRrD2XP2mt8mpBs/3F7q2LreelN3G+CjX8XysGFRptNP5V70hjPs3\nQz2WnycqrwdUXjfVheR6gYqeg1f0MtGQ5SzafnAYNSVHz4QxoGs26NQI1RJ7PnWsnk/bPZ9zdCZH\nQ0NDQ0NDY0VCv+RoaGhoaGhorEgY6lRtYdbQ0NDQ0NDQ+C2CzuRoaGhoaGhorEjolxwNDQ0NDQ2N\nFQn9kqOhoaGhoaGxIqFfcjReUrznPe+RBx544De+zubNm3+tkKNGu7Bv3z7ZvXv3yU98HpiampIH\nH3zwlFxL46XBFVdcIYcPH37e5/+QCkhqtB8PPfSQvOtd73qpb+Mlg37J0dDQeEG455575CkqVfKb\n4KGHHpLt27efkmtp/PbD9335+te//lLfhsbvENpflKUNmJqako9//OMi0qjv8c53vlMuuugiue22\n26RSqUi5XJYbbrhBLrroItm/f7/ceuutYlmWFItF+ehHPyqXXnrpS/wEv5tYqt8Yn/jEJ2TVqlVy\n/vnny5e+9CX5p3/6JxERufnmm+Xcc8+VCy+8UD784Q/LJZdcIrt27ZJSqSR/+7d/KwMDA+E1isWi\nXHfddXLDDTfIxRdf/OI93ArFr/fZFVdcId/5zncklUpJLBaT+++/XyKRiBw8eFDuuOMOyWazcvvt\nt4vneeK6rnzyk5+U008/XY4fP/6c+TkyMiJf+tKXRCklmUxG3vWud8knPvEJmZho1OG54YYb5IIL\nLpDvfve78sMf/lAcx5FoNCpf/OIXpbOzU6644gq58sor5ejRo/LlL3/5pWymlz0eeugh+frXvy7R\naFQuu+wy2blzp0xOTornefKWt7xF3v3ud0sQBPLpT39annzySRERed/73idXXnlleA3XdeVDH/qQ\nXH311XLNNdfIF77wBdm5c6dUq1U5//zz5cYbb5Q//dM/lfHxcXn/+98v3/zmN1+qx/2dxCOPPCJ3\n3HGHRCIRqVarcuutt8oZZ5whN998s3R1dcn+/ftl37598rGPfUz+67/+S/bu3SvnnHOO3HbbbfKD\nH/xA7rnnHjEMQ6ampmRsbEw+85nPtNQk+62FehniW9/6lvrkJz+plFKqWq2qb3/72+r6669XDz74\noFJKqenpaXX55Zcr13XV9u3b1a9+9SullFI7d+5U11xzzUt237/rWKrf/vAP/1Ddf//96q/+6q/U\nX/zFXyillNq+fbu69tprw7+76aab1D//8z+ro0ePqi1btqi9e/cqpZS6+eab1be+9S2llFKbNm1S\nlUpFvf/971d33nnni/tgKxhL9dlifyjV6JuPfexj4flXX321Onz4sFJKqT179oTzbbn5+eUvf1l9\n4QtfUEop9dWvflV99rOfVUopdfDgQfXxj39cKaXUN7/5TVUoFJRSSt1yyy3q29/+tlJKqcsvvzy8\nD43fDNu3b1fnnHOOymaz6m/+5m/Upz71KaWUUpVKRV1++eXqyJEj6t/+7d/UH/3RHymllMrlcur6\n669Xnuepyy+/XB06dEjddNNN6u///u+VUkrddddd6sYbbwyv/5GPfET97Gc/U0ePHlWXXnrpi/+A\nv8NYXE/vuecetWfPHqWUUj/60Y/CvrzpppvCufb9739fXXDBBSqXy6lKpaK2bt2qcrmc+v73v68u\nvvhiVSqVVBAE6t3vfrf6z//8z5fsmV4IXpaZnEsvvVS++93vys033yyXXXaZvPOd75TPf/7zUiqV\n5Gtf+5qINEoCzM3NSV9fn3zuc5+TL37xi+K6riwsLJzk6hrtwlL99tOf/lR+8IMfyIEDB+Rf//Vf\nT3qNrq4u2bhxo4iIDA8Pt/Tnn//5n8v69evlTW96U9ue4XcNS/XZ4i/5RZx99tkiIjI3NycHDx6U\nP/uzPwv/rVgsShAE8tBDDy05Pxm7du0K9w6Mjo7K5z//eRERyWQy8sEPflBM05Tx8XHp60OF48XP\n1vjNsW7dOslkMvL444/LW9/6VhERicVicuaZZ8ru3btl165d8spXvlJERDo7O+Ub3/hG+Ldf+cpX\npFKpyAc+8AERaWSGHnvsMXnPe94jIiKFQkGOHTsmmzZtepGfSmMRvb298rnPfU5qtZpcLy+mAAAg\nAElEQVQUCgVJp9Phv51zzjkiIjI4OChjY2PS2dkoiZHJZKRQKITnJJrleM4++2zZv3+/vPa1r32R\nn+KF42X5krN+/Xq588475eGHH5a7775b/vEf/1EikYh85StfaanDIdJIqV511VXytre9Tfbu3Ssf\n+tCHXqK71liq3xzHkXq9Lq7ryvbt2+Wiiy56Tj0Sro/263WgFHlZ9vf3y9133y3XX399yxehxv8+\nluqz0dHRlnMizdpwkUhEHMeRb3/728+5znLzk2EYxnNqjk1OTsrtt98ud955p/T09Mjtt9/e8u8v\ni3T5ywSLbfnr808pJYZhLNk/i0gkEvLoo4/K3r17ZdOmTRKJROQd73hH+NKziGPHjrXn5jVOihtv\nvFFuu+02ufDCC+XnP/95C13IdQJ/vWbg4hrLfa9eRh7CL8uNxz/60Y/kiSeekIsuukhuvfVWmZiY\nkG3btslPfvITERGZn5+Xv/zLvxQRkdnZ2fCX/1133SX1en3Z62q0F0v1m+d5cu2118odd9wht9xy\ni8zPz0sqlZKpqSlRSkmlUpHHH3/8eV3/hhtukA996ENy0003vawm4W8zluozwzBaXjwX0dHRIatX\nr5Zf/vKXIiJy8OBB+epXvyoiIueee+6S89MwjFAVd/bZZ8u9994rIo0vw+uuu07m5uakq6tLenp6\nZGFhQe677z49h9uMbdu2hf1QLpdl9+7dcsYZZ7T0T7FYlLe//e1hX3zgAx+Q2267TT72sY9JrVaT\nc889V+65556wb7/61a/KoUOHxDRNrYJ8ibD4Xej7vtx9990veB49/vjjUqlURCklO3fulM2bN7fp\nTk8tXpaZnA0bNsitt94qkUhElFJy/fXXy2WXXSaf/OQn5c4775R6vS4f/vCHRUTk/e9/v9x4442y\nevVqee973yv33HOPfPazn5Wbb775JX6K3z0s1W8//elPRaQhAX/f+94nN998s/z1X/+1bN68Wa65\n5hpZs2bNC6Ik3vGOd8h9990nf/d3fycf/OAH2/UovzNYqs86Ojrkc5/73JIvkrfffrt8+tOflm98\n4xvieV44z/7sz/5syfl53nnnyZ/8yZ+I4zjywQ9+UG655ZZwk+tHP/pR2bJli6xdu1be9ra3yZo1\na+SP//iP5VOf+pRcdtllL2o7/C7hPe95j9xyyy3yB3/wB1Kv1+UjH/mIrF69WoaGhmTnzp1y7bXX\niu/78r73vS/M4omIXHLJJXL//ffLZz7zGfnUpz4ljz32mFx77bViWZacfvrpMjIyIkop6e3tlbe+\n9a3yne98J6Q/NNqP66+/Xq677joZHh6WD3zgA3LjjTfKP/zDPzzvv9+0aZN84hOfkGPHjsnGjRvl\nkksuad/NnkLo2lUaGhoaGhoay+IHP/iBPPDAA3LHHXe81LfygvGypKs0NDQ0NDQ0NE4GncnR0NDQ\n0NDQWJHQmRwNDQ0NDQ2NFQn9kqOhoaGhoaGxIqFfcjQ0NDQ0NDRWJPRLjoaGhoaGhsaKxAl9cj73\nf18fxsqHgZMZhfOhH2DfctxJhnFgwCys7iN2VMMXQdXhqmlZiA3DD+NKuRrGsRj8GJwkXG+rRZyj\nfHocKxqGxVIJ9xXAACkej4dxrVzDnxq4vh/g3s3mPfgenj9mwnHVjuDzy7Uy7jeCc0y+RZvbEZ95\n8w1/L+1A3+rV+GyL9psbeNdVQg6yAfrCp/3pPrVPxC+KiIgjOLem0PamjzZWJr1T07ixaHwoG7Gn\n0D5mwO/j5Lxp0n1R2xpRnN/dh3uIxXH+3HSjj0oL/MwI6xb+p9/Fxbu6usJ4vJrDPZZx7z617+zk\nhJxqfO9LnwvjdHdPGB86iJILv3oM1b1dtxDGY2PrcSGFtonHGlbux44fDY89u+9gGFcqlTDu6ED7\nDgz0hnEignup1jA316/bFsYbNsFEzKI+O3hoXxj/+Mc/xi3SWHn9Fa8L49WrR8J4aqbhpHvvfb8I\nj2Wz6Bvbwvph0Yea1OGpLni2DGXQLv/ne68L43Pe8r+kHVi7tR+f8ZpXhPFpZ58VxpVaRxgX9mNM\nqWO0vlWxvr3zfzZKZHSuRwHbHTOHwviJ+afDOKfmwzgqaIeokQrjSBTHkwr9n3MncU4a55+e3hrG\nQsZzB9ypMD54bFcYewbdQ8eQiIiMJMbCYxUDfTVfPB7Gc/v3hHGpjHupV7EmFRawHieTsTDe+fnW\nEiWnAoulSURaHdrZQJPdg9lriI0SS/S9tQjfpzWRl0T63gx8Ws8DfLcqhc83THzfORY+pyeJ66/p\nw/f5YBfmQ3cP1j8nRt95ZawP0zP43PHZxtpznErwFCu4nltHeQnl4+8C+k5Rit2W6RyKf/HLO2Up\n6EyOhoaGhoaGxorECTM5JpeFsfA/voE3NmXRL3gXb8ucDeFaKPVa4w3SUXh7jcXwy7/mUUbFoWvX\ni2Hsmbh2PIG3cs9lNTze3zIZnKMMPHK1jrfmji6cI+Q6btBzmNHG31o27pceX1x6C1d0juNE6Di9\nwZtoFz9orRfTDnA/tHwcvSUb9PAmvz0Lvz3juNNsnsHezvDYxAL6ql5Ce0c9vL1XaeRVHHzmIFUL\n6HHwy/F4GZmIoknpFgf9Rj9mJObRr3XKvDn0y33jyLCIiDydwy/LliFEY3Hb8GgYbx1DkcF/2XFv\nGM+byFy4dnv7MzlyThineteFccbEr6z9P0cmZ3YuH8bdG5F5CTyMzU1rG9mWNcPIutQzz4bxkaOH\ncNzDGlBL4XriZMLw8CyyQGYR86FTcI9RG/PrmSwyOQ8dxK96XkvOMlH7KuEga7R3oZHJ+flu/JIv\n5bgYL/WHSfPXxjphxBG/YgT3+Pt5jIN2ob9vNIx3P4J2i6bRnuu2nh7GxRkM9pHTkO04/BiyGnO5\nRrbj8AwKoT5bRrtKHGt6OsDzpqyhMB6KDofxmeMY3/bx6TB+eADteRzJJlnA0JJMHP0Wz2LspCI4\n7tPXUWe2sVZ0d+C+JgKM4YRgTBQps39sHBkuM8B6E4lifTLoe6Ud4MwMw6TUy6/XB1vqHK7Ltpj5\n4VIMzAq4grYp5dFPlo++iQT0fZfEQrt+I9bQ889B1m/bZlpXUmhL/m41HVxfPCyeAX2/T+cb42/P\ngUPhse3bsebupbleKON6gYfBpATHfcF8DIyTl6bQmRwNDQ0NDQ2NFQn9kqOhoaGhoaGxInFCuipK\nqVxFG81sqy+MnRjSWLPz42HM1FEqic1oQXOjaOAtvanIoFuyKO1ncMVUojSqlLb0iJZQdH5Am4eZ\nDnPpFS8axf0atPkpQvSW1Uz3eUQ52Qr/XqMNtHXatBvU8UGewudXKGXp1tubQhURkeVSpLQJzvYp\nNU/PIBZSmi5tQk+lGynV9133f4TH7rn/gTC+9xd7w9gx0J9V6nPPw8a39V1IX1+wYUMY/9f+p8L4\ncBGp2Tz1ZyTAPUZpXFgB0uNnn7ExjH/vNVeJiMjf/c2/hcd2PI50/1ljSNd+5JLfC+OFw0iJ/5Q2\nrOeJ6vNoI3k7sGoIVI2ZRCp+Q+TMMN56Bgqb3nsf7jkeIYqXxvdA76rGf4ewMXnjKDaPTk/jGgsL\noEBiRP8wfTzUj7WhXgeV/dSOn+HzaZ4WiqCXLr8A1Ew0SWlrlQ3jMi4phtHYZNydwb24lSj9Hc51\niOK0aRNylTa314sYn4UZfGa7cPmrrw7jhx+8P4yffPRIGLu0KXRs7aow7lS08fsIqKbDRxv9lSf2\nxOtDW8ZMxEmFeKRjFPGvsKYP/WJ3GKd78fnKwQbw/Qlas2nN8BOY4xMLmGO2jbl51tyaMD7/iUbf\nlSbwzL/YhvWraIGSqdM2gdlxUOWmwvqV7sa9dHTzPoxTj1oNawLTUlxcYLmY6So+Xiw2nsv3aU02\n8O+uiXlk+Fh7ogrt1JNEH7zyHNCAV7wO69zwMPrPDjDB/BpTvyQCsjFuAhf3oGhbwKqeRnsM9WNz\n/cah0TC+6+fPhPH2x7ChPJ9Dn9WJeqSvZwloM/py0JkcDQ0NDQ0NjRUJ/ZKjoaGhoaGhsSJxQrrK\nJuVDQKlc28af2QrnxFiBRddxXdqV35Tj8M7xWhlnR2jHv2UjLebTbu0a+W8wzcP3azi430oJcUC0\nW4ze8VSF0ock0/HoSYLm+TZ5oBiUXmSCwrGYaqMd85zCJZooHid1V5sQcFqU+5P8GwbI0yegJ5py\nidKiFGxvV4MqufgieHuMbsEO/SMH/yaMZ8eRLo3SvWzogU/C718IX5ANm5AGP++trwzjPUdAm3z3\nB3eH8cQEaKwaUZQXnws11Hv/4E1hPJhu0K6/fyWunc3i2h/9g3fiGjU80y+f3I/nIJ8eoVSy3Wb2\nce06pJtL5G2Un0D6eM0q0E6xKMYX+284Fs7PzTdomVQUaodSFnGS/Z5IbWETLWAI6IeuJNaJXfsO\nhPHRo1Dm8Lhn/5JYBONzeABpbstHSnx2ElROV7JxP2+8/PLw2MO/eiyM9+5Fn5kersFz1qa1waB1\nzY61l3oUEZmehSosaqCdi1nMtYfu3hnG8deCEln3CvTzwAjG6eTxBtVk9UOlaHejvy1arwcMUJ7r\nHwVl0PMTtGGPS/5Ya9EnF0xg+8LpJXirZOdw79kU6A43AKWWLGK8XP4Ixsv6pxvzd6EXXkfj3eif\n8X7yoRqHUqeWw/FEhPzUyrNh7Lu433agUIASlOkn9sZhKoqPL0dvLfrntPw7Kwap/2zB+E5GQbWe\ndxb65uo3og9oekktj3Yq0tyvl4gbtjCeIjF8rku+dqZN3zWJpqI6ib8b7QWt/varzwvjePzxMP7F\nL9Gv2TLa0TeXaYNloDM5GhoaGhoaGisS+iVHQ0NDQ0NDY0XihHQVpzNFaCe3j9Rj3WW6iNJrPpcN\nwMf4i6ltSjmZVLKBrfzrZEXv1cg4z+dyD/SeFqEUGaX1kkQvqTx24hs1omDofa+zE2nzeJRotWb6\n0LcodUbtEiPVSoUUSNEEnr8lZRlA/RFbxkDqVILpMYvSfA5RfqcNQzUxMIKU5r8/9kQYL1BaMplo\n0AQGGTSdsQXlI974BlBB3/rOj8K430bq9LqLcc7FrwBFlVwPSsbrAqW1fgMpS6g0x9f+8V/DuGMQ\nKq1r3goKo7+bTA2rjXTo1tOR4n/XO9+IezkbCh/1H6Bb6jT+Cjb6uUYmhZZq7++H4zP4XJfMFKNJ\nqK4y3VDdJDthKheJI8UsZAFfLDYok+PjoP1mZmfCOJ5AWyeJZurrRVuz2ebEFK59+CjRDjOI16zF\nvVQqZGlP5o+uibR1hsoGTM+AVlkUAp61DSaJb/g99OVc9nthnJ3H+mWazCsyTY1x4nmUqm8Tfvgv\n/xzGCTLBVANo29I42uTJ/4JCqVdhPiRr6P/CfIOWNI4TfbEKcypJytDB+6CCNP+//whjhySoPSNQ\n68kz6BO7D/RPpoR1bCBLqtI41oSzBPeoKngm4xioiqm5hgmlVcL6u/lRtMXDF7KSEdS0TaUcTFKy\n9nVh3OQmMP7ageVoqecTL0dXLWUeaLApH81j28TzrR/DvVxxBfqgrx/Hy7PHwrgyRWVqaJuJRUpb\nRWueR9Sv0HeeEbBJb2Mc1gugzvw4xl7/MMq8XHkFthYUqRTHvY+QYauHNcM0yIxwGehMjoaGhoaG\nhsaKhH7J0dDQ0NDQ0FiROCFdxfVePIVUFFcHpSKrYpDZmx3B+T7Vl1DNitcm0TMmVSH36uT0Z1IR\nKc5KkZFgQLSXRdSR6TONREqJKD63XIFxFLuFxejDehKIDbuROq1Q5dNcBUoVl6g2pp+8AGk/KiLb\nUhXWo7oi7QJTVDbpShwyd+qh27h8AHRVfQv68AePPhLGi8ZM9TqPDzzv77/l1WF8nOrdGNNo+1ed\nD9O/jkGkp+tp3G/JRRo1GkHq+TWvpTpLUaSn01QZexPRW14Z9MuiiC4zAMXJ7w1eFMYm1eAq52F+\nN1OlOlqUoqUsbksV8nZg3z5KJccwjhJdZEhZxf3Hadxz6tuiOaZqjbYxSNU40IX+qBC14JbIhJHG\niUtzcHQD6L6hZ6Ba27EblZ97B0Bd9A+BNoyResswcI+xGKfzsQ7MzTVUIaUyxsnw0NowHtsIBdKv\nHoZiyKN5EFAxIJ/WsoR5kmXyFKCvC+0QJ8pxwYf6yPaoXtM42uHBX4JKHuqGoZ5UGnPWm6b1WkAH\nDxVxjbX3UiXxg4fDuCCgDJ6dRf8PrT43jDMJ9H9AhphWDX3olKnaPSnkfBe09UIS/f9E4S4REdkU\nQV2uZA5rcT2He+mPY36fvhnUx6P7QH+xIevsMdCcLxWYilruOJ+ilohMjhUo5nQHaKGLLsIcWDuK\ndbM8BxVVaYKqv9dJCW1Q1XTqM2VxcUesA/UAsUd1p+xoU1FNhR79KpSRVaI1B7tHw/jK1+J7YXIO\nFPPje7GuKXVyVbLO5GhoaGhoaGisSOiXHA0NDQ0NDY0ViRPmYStVpCrrRLNYUVI6kbrKETbyIwWS\nx3Wk/Of8HdNiBtWiiESZLsO9VKpcbh7pzjiZaHU4XIODrk91jDxKwU1Ng44wyqCg0mT2Fks1VA+Z\nGH1mCkqIHO1Ad6l2UZWoqIAM1TjVZ5snLxn/m8Ju2blP77dkXJiifukeRwr7nRuw630uj/TmsUKD\nHsiTqVcX7fQfHsJO+I//rw+E8fwBpCs7e6j+GERUUuId/QauWbPQbpaDZ3rzm0E1WREM7VKJag8p\n9Fe9WfvFoT6M+6SmO4LnVFRXaapIqj/qtgTRCXlk59sCx8EH1Oq456lJ9IPvoc3iMaT6F+ZA2a3u\nBzWSaLZlkqitGCmx8jRGudTafTseDuMK0c19Q6Aa1q47LYwHBkGZcC2eZBz36JGqp0b9Z5ucosff\nJmKNNuhJkykajffNG0FjHJ/BGuNEoQwqVPB8Az2kbHGQ5m8XLn37hWE8nMFcu+fue8N43yQoBvJD\nlewCxmNXJz1DR2NcK3quzUcxbrbNYLxu6kaNstKFmIQe/Q62IpgnZhf60BgEFWjw1oMyxqJbxL07\npD6SKI2/zTAU3WBc2XiGHD4zYUJdtWEe1PeRWdBPw/24l107YQA58TAouFq8vVsDDIOpKFYZL32O\nTxSfaaBPFH09e1ajzQzaNhKlx4gJaNqztoAqOvuM0TC2XfR9fg7rr+WC6rJIqSaKY1Ktcf0sj77P\nqIaYoTCXzaaK2K9i3TYdfMcGRVDZtQDXG1uDe3/1pYgPT6CG2lwOY2w56EyOhoaGhoaGxoqEfsnR\n0NDQ0NDQWJE4IV1Vo5y0RcZ1Yi2tCnIo1WZTbi4ao/TnoryIFEpsauTxLRHN5FCarjOKtFtvHKm5\nRJSkXkRp5RdANWQpVa+IDhFKg49PwngoEcXxaJMC6UjheTL9SHd3kxKryHU8Yngmpq4si57VaK8a\nR0QkICWQa6NtI6RQ8z3cR3UOKdBkMB7G790MZcX3jzXq6Rw7fig8dtoWpJ09kpP1Dg+GcX8alJ+X\nPxrGJRPpxyDgNsF1OKVrUru5zB1Rf9om0WFk5Gg2KVVF1KpXwdh2ikiv5qje03QR7eJxCpooMmVR\nSr4NaGkboh5bhjS1E6eblYex2ZcGHZBONGgqi9q6UgFNbBNFZsagapicfyaMDx2FsdjAPD5nw0bU\nJDvzTJjKHTmC1HOtDNVEpgNzbPoIqI7uFKg05aJ/ujsb4ylJtFyc6tdlSK219RXnh/HgyMVhPJvF\n/Q7GQV/7LZX42oOFfoyvZAfol7FXwrxv49jrwvjZJ/aF8aFJ0DKlNNa6kTUNiu7VC2jLbduxXiVn\nQQ3Ee6BkSZ8JE0WHqToy11M1UGQqT9xZDuMlQsrTeh73WK9g/sSHQCOamVeF8ejWq0RExH8YCqn+\nBUy21x4ZDeNfzNwTxgfLT4VxUEG/ZY9hbNmb28slKwla/m+5sxYRyDJbN6h+mt9UQRo0wS1SGQ92\nYW2/+DwoqrqTpI6cJFPLMihgS2HM+D4taLzEEPUbECUdo60Olo+5x+vTot9mzSOamOpD+mT6Wylg\ni0Sc6NGzX4Hvjh2PY4158GH87XLQmRwNDQ0NDQ2NFYkTZnICH29pUSpvYNEvf4eyEQ5bT5PFvUOb\ngOPxRuzRW51PG5a4aivtm5QkZUMUbR62yqTlr+OXfG4Ov8QW5vHWWqNfF7UqXcfEWyglgWRiBptP\njaa9e2cn2eLTc3b0YGNchN6yPd40S20XkJdP0P5ETsuvedpSJiX67AWqSM7b84xZtMNIB57zqnMb\nv4qzlKGq0DUiUbyNu+S7EGV7gzptVqzRnbVs1GNbc7R5QL9s2GJ8sdq9iIjj0NihjcV++EufSozQ\n5/vT+MU5k0c8QRkHj4yiTIe9aNq7uZFLj1Rpozdv7isUaTM9tdMI+dEMduNXfrTpY1GmX2oLBWxK\nXKggFgeZuBqpEqYm8UuskMNcWzUIL5OREXi5HD2KX94JmuNxh0QEVLojIKv5RBTn9/U1xqRFwoVq\nGWO2kkMmssPBptlNY8gkDLCXSx1lDiImNmm2C3M2xldd4ddpZhP6Z/QM3PdUDe1cm8M6Nr+ArNfU\ngUZGaEjgY9NdofFPXkCqiL5VT+MaFfJNUfQr28s9G8YB/62JzLpJm1hzlO1j/6ah1fC5iseRZfLX\nnSEiIu4oSmQbc+jPVRX4YK0fQRbqYD8+06XSJ1GHqmVH2+t7pNTSWdzlSjkIr230nWDSnDWaGXb6\n+hCPNgyvX49+PW0Tsm9eGWO3PIsx5lD2xiCvLE+wrgR0X5E45jsb+CiLzqcNybUar/WN74CoTeVK\nFMZVQOuHQ9+n1Tkq50IeP6++cGMYP/0MPK+Wg87kaGhoaGhoaKxI6JccDQ0NDQ0NjRWJE+bturpo\noyFvkg1oo6OHtJRFmy1jVKXY58x90yNB0UGLN5JSCYYoeaCYtAm6QmnobJb8F4iiKOaQmpsjD5w6\nUVQ18gEKaPNmoYLPrVDV8kSkcQ/5PNLwvMdshGiaWAfSa4YFKoz9XkzKPRo+bRJtG2jzLmVLmbo6\nSJTErMKmxzTZ31fIEnx4wzoREclkkFZn+iJKNvyGzfQcPlWZiA22Kqd0qUE3zBv72Nqfn4+pqxht\nCLap4v1iCQLLperhCxgf5eOgOScKGE+THnnR2NRvNP5Mr70bj+MJtIdFGxfjXXjWAzZXvEfcRxRV\nkjbre/XGc3mUbq9Tm07RnCrQxsVSEalnh+g7i3ygCjlspu0gj5VUioQDtGm4J4PjPa+Ah0tHB55v\nkqixWPNvq1SqZZ5EBoYHCmhNP66d5nIXNmjYWBVV28WDx0q7wL4pVVpHc0TxHjSxQd85A+tr5AjW\nabdI588eEhGR+QzKayhqYy+PeZzd/wvcC3ndxGmTdtAJusGfIsGJh36ObcGmci+JNizNgiKdPghf\nJffIQ2G8ysD1kx2NPnJ6QLV5NbRRuo7PfH0UG5Z/UQItdqCOchdWGuuukyQzrjbgeZVsCHg9AwJa\ntyK0ttmLQh2iY2NUxua000D1penxcgcx7ywX65YpiBV9/7IvkkfCn0QHvgu8Gvq+RkIVg67j0xq5\neNyyME49Eh5FSPihaJuHW8T3vLuAcbt5FOvH2BrM5eWgMzkaGhoaGhoaKxL6JUdDQ0NDQ0NjReKE\ndFUsTioWn2ipCHmT1HCOEXAKHbu9bVKdeM10lN3yekUpf7oj00TqyqQ0nbisqEHKLiBfgQhVAU+S\nt8Y8US15Un+45A/A3i4DlNru7m/s6F+YB6Vz8ABSyAbtLh/ZBHtxpxdpcEUUWUvlcfYhahMC9jRy\n6XltfPZhSjNO+WjbUQOpxjop1GL7GpRB7yr8uz1KKcwkV82l6vHkuWFRP5N9j1DWXILWpG4YqWXi\nVh8KAtFLi+qFCKdcZ9C39SlQMkdzSJ1O1Uhd5WB8sKjC8tsrl+tNk88ECR+iNibQDlK2DQ+sDuOe\nTlCpivrbahKXDs3HhRzaI5cD7VspgS4pURkUVhuywi2bBbWUSkMZ09WJ3HoqhvvqzSB2iMaIx4lW\nJiVR0Eztu0Rj2DbucdVafGb/aii9fB/3bvqYpwGlzX3r5NbxvylM+r1psFcJl8ehkRwfwXw76/wt\nYby2jjIJyVhDmdQ1j+d1juIa+aOgc0plKFl6L3kzPmcYnldVWrvMBK5pzcGWv+qSnb+LdXd0DCVX\nRs54Dc6fgIrNnQS14k4datxvJzy5jB70oTMF+vF14+vCOE3067N9UIBNzT4dxkraW0JnORXVcjH7\npZ21DSU9KrPok6ebtFNAa2W6B+NkbAy0nioTbT+P+WCQ8tLl7SIxfFezipU3AjD7bkax4FSJAjPo\ne9MhdaTZ9Cars3KXtrzwOm/Qd06c/qE8D2+c7lE865lbhuVk0JkcDQ0NDQ0NjRUJ/ZKjoaGhoaGh\nsSJxYjPAgNN6eB+q1+jdiK2fiYKoEI1FWeuQrmLDJMXVTsmYbVHt0fgfUgaRIsIjikhxFVRKnZWK\nSLPmqFp2NAmDqEwK6fGai+eukQW+GWmcs2Y9DKpmKcVaIgv8gCzlF8g8jnzWxCezrHabx4m0eDi1\nUIsmcUQL1LVP5UFVnDmINLhZQz+nmpRO8DTS59V+qlYcQfo6yWZ5bDVIBpAWl10IWI1FlBKn9hVz\nWrzTn2hUSvG6NRrTzZSpRc7g9WMwySplQWUcyoG6yrMCjBQIlkuf315xlVDBbrG7QcuYpBRLUfkR\n20TbP7HryTDesJYUdM0SD9kSxvzEONLEuSnQEqk46Ip6DePeohRzIoH7KpA6zSJKKx5BWpupthjN\nH6YwHRorDp2/WEYlmsCx3h7M784OPH9HBxpvvkAp/DpRCJRO97lWRpsQUIkKLsdhEGlgkXmfS2qs\nNVugXHpzErTQqkKDMl+/E3OtWIBSrE5uq/2vugqf2QXKpK6wLkaSoGYrU1jT/A7QB3Y/KCVVA51Y\n2n1/GDtkFJdaDzoqthmqmXq18XwqS2asaTynxHC8XsKWgUe6QUu5p2P8b8rBMDpNZjkAACAASURB\nVHDhGP62HWBDW6Z/goDVn+iT7i7Mwf/5h28L4+wRGGV++Wv/r4iIzBfR7n19VN5oEG1TLYDmchQZ\n8BlUfoNN/DxWYWJ95ILkXpW+B+O0jluYv0rhbx1SRi/ayvq0XcIwyKCVzAhtg98LyAyRvjgjJj5n\ndASqsuWgMzkaGhoaGhoaKxL6JUdDQ0NDQ0NjReKEdJUZIG1KZaHEI2WOQ9SROFTlmmueBExvPfcj\nK5TuDkjpQpkw8apUh0TwmRGqVFoqISVeXEA8PYXYpp3svX2gYHqHKOVKyqxn99Du/2Z6d3AYqfo0\nmeC5VJNFkRlimXayG5TKFKJRXpTSVaSa4bokBqdR6ZwdRFedNoB04Vbajb9YUdgbpx36z6BN/CSe\nN5Fk4zV8pkvpeUV0lU0p3aCF/lnOUNFb4gwR5WPwelQdPuI1xo4xSfVujoK7ypXxd8eIwqzYRLFQ\nyj/CFdHbWx5H6nQ/URpTdartNNQPWrW+Dmq/7333W2G85ylQN4NrGueXAzzfEzv2hPHafqgqTBP0\nXaWEe+lIYT4O0PzKUkV7m1RCQ/04Jx4h80/FKWzBOVwHj4ztyk2DMovMCGNUoygexblOi+8maCKP\nFFVsUrgwuyBtB411TzGVS1Srw5Q2HmK+Po1zxqme0aGmenACpojlOlU7P/28MDa6QVH5BtGfvYjd\nSajrvAKoy1Id9EjUQQXs1NAZiM9HZfPiL76Pz3rykTDOE40pzbHQ2YV1OXL6m/DvCSjhJhIYE7sH\n8awqgfZKd4DW6Oo9uYHcb4IgWI6rXnqVL5Ww5kxNHwrjLevwjFs2NL5z7n8E2yOGV+HfWfFcniVD\nQdr+ERhkYsqaU9raYdM2kihVGK+UMK6ipMZlBSP72ZoWbzWoNj+G6SzackKUrOviXYCX0AjNX66R\nlUmn5GTQmRwNDQ0NDQ2NFQn9kqOhoaGhoaGxInHCpDrv5g+owpEZRRrQp/o0LaY+pHwwKL3vNFUe\nAaXbTap/pai+kU/5r+I80vCVEt0Lq65Motfo+hFScPQOYBd6qhtKAMtBOiwSxfnrRpF+zTXrZJVo\nh3tvL65nm6QsiFB9ryLSkUwTcT0wtWyK89QhaMmWkkKI0pVC9zdFlONDE1BljG3aHMZ2tfG3JqX0\nI8+O41PiuEYtDTVAdBXRfEyd0R2a1CYmqagU0UIW/a3FTCCdU3GRoq9VkLKNFRvXd4+CSqnPI85T\nvawZkhrU2auNVYLUjMpsLwEZJ+WSR3ScT1RHXzfS8tZamAEOr14Txo89vjOMdx9pGPb1DeLcYgHX\ntlaBWipU0K/pTqiYUqRiGibFR4XqvVWKaOOhPkq5+5hXtTLmTEcHnqOLVJCdScSFciOFzcqWiMN1\ntEi1SQZmloXn6ExjPlIJPSmUkapvF2Ix9Kdh8TpGxqc22iROdLhHz3yY1XDPNut5ldD2hksmrYOj\nYexkyGiPVC31mSNhvO/Ao2G8+yhoph6F6/cLqLNVSVBEjoV+jqxFrSmzCgXW8SrWjckdPxYRkS0p\nXKM3hjXDGQEVFlmDNTo9CBXVVAHqJJsUQapF+XPqweN1zTDuf9+z+8K4RNsvijW0344HfxXGG69C\nzbE1gw0a+GFSMA0NUG1J+n72axjTno+xHpgUkxLUJONezns49P3EqknF360JzH0/wgbAuL7XHB8+\nfc/zthWPxo8lTGmRhJTmRIXW8HTnyfcF6EyOhoaGhoaGxoqEfsnR0NDQ0NDQWJE4Ya6nJbtksCMX\nmf6VYKwUtaG+MKhGkKeQng5UI81qEl1iR6mmB5kBLUwh7Vaao13XdcRJUvqwcioeh8qDU2MdGaRN\n450wYapVkQKbm4BaIJ1gRUnjnfA4qRUmpnAvm9dDCdDTjTReIoaGzJaQkk84SL/WqWZHu8AGjEwM\ntaoBcLxKaocnF5CGPupAiZEZbKRjvSm0iX0YdYp8g4wY0+iTTCep8pJL01UsgjFELRmTuEosStvz\n+KpRPSNFRobGdCM16h7Gs9UpFXqEjCAnqUYay/64zllLuao2166KxtB+Ps01RbWOBgcxvqMK8baz\nzgnjhx+Dedr8TGOe+h6UU6Uc2uAozcENp2MMOGT8mUriXqKOTcdpPpIpWGeSaqIVQMdEKD3eQdTc\nQC8oszmivWYWGv3D6iqHU+w0xln56dhkMpbB+WmTqCsyFWwXKjW0SaoTa05nJ5mdkZdbvYxnryn0\n+cMxqEEz+YMiInLO5GB4bHjra8M40ov1yidlol9GPxdmYbR38NADYTx3DFSQT4aYs1MYT4UFqLHW\nj1wextE4aMxoBO2/djXG1Phs4973HXg4PFbf+S94NqqfN5DeFsbbTrswjJ+pgGK36B4l2l511fp1\naNe3v+nVYfzNv0dbPjaF782IA6pwzy5QdgfOwpxJphr9Q+UkpS9NKmNa76qkoPN9zCnP4C0KZFhI\nuQ6PJc0Bf0dg/UsQZZzoAlXoR/B9Vi0dwvHmd55J3yemYE7zPOVtFHSLQmWvJKB1ItZHTq7LQGdy\nNDQ0NDQ0NFYk9EuOhoaGhoaGxorECemqBTLXE4tKs1OdJdenlDDVIwo8rv9EToLNmhUOpdUjVFen\nWsHO/uo81cQhusCkz+noyOB8KiVvUqo8mqQcH1FarLQ5fBgmS9N5HN+8Aen0ZKqz5RlERLJ5PD/d\nuvh1/E8f1Sap071bFs5h1VW7YBhoc0W1oDjm21BEg0zWQLM9lkMaesvWMxsB1ecKshQfxTMW9kD5\nweqq1HpQiK3yKoTWMkZaBlFwTFcFbCRYwfgzish7Bscb48ufoHpVdL3d9JwFrotF9xWQEsUlBZjV\n5nJHlkU1Zuie/Ro+uKsLtMfUQaTH56ahmIkR3ZsMGn0yNwu6iiV5+TLPezLnJFUF94FPFFGqg5R1\nZBTWSZ9vOhgHNqlIBvqR/s+kMW76e3D+kekm1cYDmO7RpjS8TVSUk0Ib9Y1QLaco7nfvBKk82oQI\nmapZtL4kIqAG1vaAzvGo1tXjxx8K40OdGLPbuxvtv1nOD491bXgFrjGLMVFj9VkC/TZ56DH8rYl2\n2PbaPwrjeh5j7tDuH4Vx7tn7wnie6l6tOu3tYRxUsMbEAzz30IYGzXNoYn94bJYoutgcqJ+eWSit\nEpNYux0b3ys53lZhsaniqcfmYfRZH3nVdSbIjJXWjRrN3320Fv384YNhHG1uuaibuKBNY9e02NyP\n6SrEQsplIerK9khtSPWtPBPX9xyMT5UB/al6N4ZxMo3rTO7Hc/hBY/tH0qZaVFwPjsxHA6JefRPH\nfZ/mIPFYVkvdy6WhMzkaGhoaGhoaKxL6JUdDQ0NDQ0NjReKEdFVJIcXXUlOqSruuiX5poaUU1zdC\nKq3aNGaLU72RzjhSUaUsKCqP0uNsV8TGWWz+ZZEbHJe4r5Byyo4iTRaJUR2rAdT5KZlIBVc9nNOZ\nbHyuTZKesR6kYSP0+eV5GIj1kFlaJY50Y8XAvTgxfsLfDhjEHfnUzrumQDu95oKGsmFoCNSBS7vf\ngwKZOB6Aas15mgzkuigVmSQTKVLhCJsBCqc6mTuicUlj0SgRpZRF39YnG/fp53HuLJn4HSBDOo9o\nWfYS81roqqUVC+0At4FFOrSIyQaTdG9E98aozk13D8ZjXRpzr5BHqjmWYBUE0ZdHQXmNroUBWyQK\nRYjjgPJJJKi+VQT9naLad2z42EOqor5eqE+iETxfD9WNW1RvlYjGCej5nQjRZaSuiaUxbteuwX1F\nqW6Z67eZexSROFHapoH7qPlYF1QKtN1Yeh2OE5V7/yFQjQtNtVi0G+ojS9Df2QUoeWLDMIAsLWB+\nFwtQTfb2jITxQBeoszpRMtWpQ2E8QeNoiozwMp1QYHWtOzuMy5OgoIYSDQVWfPOl4bGeDijrbPqq\nsT2My8Rxojk3Ywy5Hr5XuFZTO7B5HeicmQk805pVuJ/XJdDfv9yB9ijVsW48tAttHwmaJrpxtIHQ\n96Ai5VJAxqU+1WNjhbQymCKi8e0SJU1F44II1muVwHdlUTAHVUDzug/jo+w2vgvrBWwJsYlmcgys\nGTZRVEaLohvzNyCj4VbF8NLQmRwNDQ0NDQ2NFQn9kqOhoaGhoaGxInHi2lURUj2VQDsEZFwVcZY2\n8omSeiogCiDRTGfblJbziM6qzeDapovjMao9YpDywiUFhxWl1DrVvTBJrVAqkWKLUmARqjWV7qB0\nWIvJUiOtlyTzwqiF9LhbpTShj8/pInOtTByfuZBF3RZlsPVdu0Cme6yiUkufY7HUidKIU1QLZ19T\ngTe8Cml/fxpmgGqOalfNQB2R24s0bnoV6IPERrqOcAqWlQGUdlVsWIVT/DqNowr+tj5LdOh8g8a0\nBGPrCKkwjuRBVxkK/WPQtQODzasoBdzmUmTlEj4gQaqNVCfmQHEO5xweh+omkUG6eXAIlMJc7oCI\ntNK+8TieKZ2BktGgOXXkGMwUt2wGdWWbpEyMoZ0yHVBtpDNIg2dSuPfeNDgQMwDdzGqvdCfGSk+m\nkcavZZHiJ0ZDXAt9bDP1SZSo7SBtT2XwxHwR5mZLDTbB2pWMgaoLfLR5uYLzE0nUIhsZhdJos9mg\nRIamQTMFZVIfURvzWu+SGjFOdF4igXla3gVFV2RwaxhvPPetYdzRB0qt8vQvw9ibBnVlnHZBGNfn\nsSbE44PNZ8O9x1Oggaol0KUm0YlbFtaH8X9n8TmHSX3k1drbn3UH7fTEju1hvGYQVNOrz8ezLMxB\nQfarvdjmUMhi/thNWr43gTEQo8fw6/QdStPF8UEFeWS6V6nTWmWSqjGGz/RJ9aR8zM2IT2OlRt+P\ntLUjnR4O4/psY92o+diuYFCNPceh9ZToJ5NrGtJ2CaEaXD6vDctAZ3I0NDQ0NDQ0ViT0S46GhoaG\nhobGisQJ6SqbDHiSRD+5ZLTmUCq3TjVhXJeMfyjVbzYNn2p5quc0B0WAX8bxTBdSbYp2jLtUi8jv\nINWLgzRaNIL0WoIUTWVK68VJ1eWREqO3i9LCZTxTtdL43BgZI/nE9SToega1kefj3uOkPjHrlOpr\n845/ERHTfGEKLlYOBQbThYhnCo3UdnktKAhrFRlW1fDsZh6p2MoBUBxzpMwyV+HaQYKoILovVg8o\nhTYPSAHlkarAK1HacxxUm9VUWtUU+uRwjur2lDHO2EzOJ6UhT6AWw0Kzvf3pktlkmeqhdcYxTxfy\nOP7kM6ACstQPDpnedTQVSrNkApkkCilJ9acCUlI8ewDUwepVq8I4EcM4UGTC2UnGgH19SOEP9UFx\n4lZx7x5RLAH1VUcXPqu7u9Gv43OgGz1em0j55pDSppqfCGPbhiLEslnN1/65aVHNvjiZK3Yk8LyJ\nCBnnxXB/xwsYdwMjoAtfXW8YdfZmQY14LuZdjExSAw/tbdVB0yqPagNV0ecxRWqbAPdVK2JcDvdB\nsVXdh7EwkwOl6LGBbA2UquE2KI7O7tHwmGlCyWO6ONevoT9HynjW1TmMp12drCxqb1257/yYanw9\n+3gYv+MNrwzjvhTG48Vb0U4Hju0J42wOtOGir6FDqiSrin/3qH4cm+vZgvHjkoleJEE1HLtRf8qI\nol/jXLzSwJpRO445k+yHYiyeoVqQOZxfzTXmpkOrpUE0cb2Ocw1ScEaIEufvZ4dqZNY9bQaooaGh\noaGh8TsK/ZKjoaGhoaGhsSJxQrqqSLWjPErR11ykyXr6u+gvkDJz2YiM6umYtcZ7VXYStEEtD0oo\nSWoOl+qr21QMyCcqiA2DTJN3Y/NxUoskcP1IFKmxKMkpFFEBlRIZwi2mxhyoTCxKyQdcsr6GNrKo\njpZj4/P7qe7WRAHp4nbhhRrUBUS/GJzuD0ApVZpp0nmih3p7qX3myIiRas+Us+j/2X3YdR87HX+b\nXEttS3Ilj2JF49KkolLsS+ku4H/UPMaacht/m6XU6TFKs/pcr4pnCovO6LDJafA2lyLLdBOVS3PG\nIoPJKI3NugLtNJuDqs+toj2cJk3l+6x2ILNPqg1XKCBOd2MNGBgcCONEArSURzS0RXOzkxQ+ETL6\n82psCkk16Syk02OdUHB0dDXWKts+FB6r05j0iQ42AijK6gVas+oYJxFaV1h52S6wksWnwVOtoX/M\nBPriyLOoKZUvYcxuHgVd1VFrpPVZuVV1MR/dOuagRwpYm2oczWdhDNhB86FIhoUdEaJ196PekpqB\nasjOgkZMbIFiyvBxP4UCqDTba5zTQYo+0yWFTw3UlRC9Fqngvk5zQV3dK1A8Feh+24Gn96LNjDK+\nV/770QNh3N1HSsU4xrRF2wI8WsSCWOOeA5qb9QqZj3JdKhNjxqf2ZfVnMo32iNP8nZvHmLBprBg+\n+k+oxlhxCs9Uz+F4Zf4wnqlZ19BgY0Kaj55JxoAxVqhSrUWiRKMR3Hu+cvK5qTM5GhoaGhoaGisS\n+iVHQ0NDQ0NDY0XixGaANtLNNTKIYiVAMYeUVswmdREroKgGVSHbSF2NH0DKPEE1pDoSuIZLtFiG\nal0tFHDcJ6rBc7lWDxt7IdXlUpqs7iPFlyTzQDsATWdaOF5u1vWYzVIKmcrR93SQGSAZAzo20qxC\n1F0yimvHvZObGr3YaKFiSN5kKKYSGvF0CX2STmHnfixN6owsFBFBnqiPcajr8gdAJaR6kZZkKlSR\nWi3g46TiU2T45c1R3RpSf1Sb6pujlJY9kgelJqQIkvYKMl44qEMsh9WLOKW3H7WOzj4Pyo7Dk6AF\nclRnbJFesoi6TZK6h0eESzWitm07M4w3jIFCUi7R3US71GrE5dmk2qOaVqxn4tpRPikSy/MYc2a8\nofLo74XiamoaKh6fKM6gijEW+HiOBaIyDQfPGo1RbbU2IbYHn5dJo316B3F8eseOMH7mWdQ7OuP1\nrw/jOFF4c3aDxvIMUBBBiagaUp3aVBeKlVtFfKS4ZdBiMYV5YlG9qtg8jECNMmjoKpmgdm0+J4xz\ndH42j3GZdhq0hRkndZCH56jTloXZKtQ+MwbqIy1UMX9NomsNObki5zdBnBYLP4a18KlxrDOT//4w\n7sfHeJwhat0js9qa3eg38gCVyRmce2YE/xBJECVfJeWSiTYoVahvjmOrRGkBcUD0rWXjmlYcBpVC\ntdC8IvrHqYDecvzmdWgbiEFbC0xSE0Yi6O9KhegtUvTGo1jXcpO4r+WgMzkaGhoaGhoaKxL6JUdD\nQ0NDQ0NjReKEdJVDdI5FBTEConx8oh3KdaQwA4/NfpB2ys420mHlEiuqsLvcpjLqVE5FPIN3kuMf\najV8ft3F/UZioJEU/a14pKagNLhJVJtDu9MzRJ9VmxTIwzugGti6FZ+5ZjVMlUpFtAWru1x6bkVm\ne4bZfj5EqaU/gxVqLTHV+OG3YaargqbsaJ4oiON09mgnKCc3SuljShl7RBNk94LG7B1DjSXpop32\nRGMGAd0vqb4Cqlfl0/XtMo4Xms/xbAUp2skKxrlJdJXy2Y5waXD7LtfWpwqUSZZ6Hv+TWKJOnIjI\needuC+NDR54N48dpzmZnGinmvh4YfJlUp0ZIYbdhA+olXX4Bahet7kOK/dA+0AjFBbTr4BDVI+pB\nbFHdLZuMRZ0K0vms1Jwvkvqys5FCX7ca1ytW8O81qiVnc+0dMlc7dghjb47paxvrU7vw5vHzw9jI\nY42aU2iH2X1QsiwcQF2muQmYGK7ain4uNc00A6pF5sfJkK0GesHMYx7F14+F8bbX/GEYZ3/+vTCu\nl0k5VQDdXK9Szbh+Us6d+5owro2eFsYzD+KayV6Mu1iiQUkYpOJ66tBdYbz7GNRl02NUg+sS1O7a\nl8G4KVfovoL2Sh8DUhazKpQLok3NYM0xPFIPEvXMCmFfGserAejlw0fwfJ43GsaxTlC2Xp62XtD3\nTb6KPvMC0IQWmd/aAc1Hqv1Wou+wRIwMeKmmY34B6qpFc0vl47ug5hbp78JQPJ+MDAMo6IwIKTXJ\njHffcYzh82Rp6EyOhoaGhoaGxoqEfsnR0NDQ0NDQWJE4IV2V3X8ojNlYi1VXEVJE1MksjI382CQv\nGm2kt6IRoita1DIAl3NyXapRRamrCtW1sW38QSqJ1Bj5o4kiY7ECGb8JmTB1dRJ9FsX1h9c3UvSx\nDHaXj4zAcCpGIqq8fyiM6xWk97w6maI5lJrz2/++GeMbJDCdxnSVoopRpkc0ItUIyxWaNYOmcWyq\niJRqfBCp5CQpLGybOqWEmJVWCxNIx3aQEsTzSN1GNYYsolNIMCUBXV/qOD/bfL5DRFcpquUUM1ld\nhXT3i0lLLQeHKAhF6kHfZYM3HB8ZQX2ciy56VRgvTIFSWuTAAjIQExP92tMH+vDqq68O47defUUY\nHzvwRBjv2Y3YJxqtoweKk2iaTNFI1ZPoxWcFFTzTwmGYzfUMot/6146KiEg1uS48NlHCcxw+AqWV\nkLFo1MLzl/KowdW/9vQwzr0ItauuzoJmm7FBP26vIe1vk9LteBGGczM/++cw7t24MYyHUw1jQJ9U\nh9EE1rZyeTyMD+/4jzBel353GG86781hPJ+GaVzpyZ1hPDeLumjRFMZZ5gKMEXMdKKrivkfD+OgE\najWdf/Zbw7izq/Eck1nQYv+++9/DeDvRZYWBLWF8ehRbBiJDpF6do3qEJbRHO+DT912clMNjY7i3\nDjLKPHRgbxgfn8B4NGjcGdL4rvCJajt8CGrVShHzNJHE3KlbGCesGk7wDg5WqEaJnvax5SMgN1Rl\n4Hgqje+/egW0F5sB15umflGHtpAI5matjnkcs/G9HaH9KlYS7VVycfNPPUsmhctAZ3I0NDQ0NDQ0\nViT0S46GhoaGhobGisQJ6Sqf6gLZlGriXeIG7bo2HK4vhdgj3imVaqRcy7SL2yW6qkQ1nwwuzU7q\nlriDlF2pSLU5PNAkDlENFhkMBaT0Uj4+q1jAdapkOJZIUt2pZjo/nwfNtW8f/V0HKA2HKBWvhufj\n+jgO1ahJUl2RdiEaXdrUjOkqRkDOcpai9qT7Pj7ZMJWayZHpXwH0wqoIdvpvSYBy8kklYFBNnCqZ\nUeVmQF3FVpFRXEBmkKQADKimSr2Me6+V0P6KVBa5Jm2xQKnVjgyoFCF1mRikzlimvRhM+7UDDqkQ\nzcjSNGBrXTecf8EFF4Tx7FGks71CI/3tuVTbycDcOX0rVFRvueaaME6lQYPG52Ay5pP5mBlDfyQy\nUE04pM4IqIaNQXRzpBP0sBkFpVScBmWyerhhZhcdgKnd4BqYho0fJ0NSMg3NWKCDggrijgRqQC0E\n7a11JCISn4aJnelTXb8xUpIcxf2ZVLOnTLXffvaj/yeMrbE3iojIRf8/e28aYFdVZg0/58731h1q\nnlJVqcxzAiEJQxgCAUREUWi7X0V4PxpHbPVV6NZPW6S7pW2HHl5pbeFTuxERlJZBkKAyT0mAzAMh\nY6VS83zn+Zzvx72117pSlcSGG+S6168nJ+eeYZ+99zn1rL3Wk75YbavLYxwN9oOueu3QSyoeITpv\nleMvVexrgImf55LTcR4XaJAsqeKyTjyL9ABomPHdMMKbv2i9iqvr0ObxSOHanjwIGm1nM4497ESN\ntIyFezq6DXRmrgtziauFaiLaylsn0Em1CpcshVHm4kVQwXnduJ72NlA+j/8G9xsfwxxpWYX9TRPv\n4WO9aPfuw+gDK1ag3SM1GEd5esfZYvitnaaqvAPHz1u4Rqa+cwbVWTOwnWvb5bMYb9miOaKTlra4\nPLwUgCgyMhk1/LhGF5lcdg1jzn99Pyi76aAzORoaGhoaGhoVieNmcgK1+Cuc/tiWHC0qNmhRm43K\nPTgcVG6Bshp5s/BbL1VOzpAddIqqIvsoAxMnbxT+IsxRVdZxrnTrx1+3wiUmrKkXnWXI6n2wH1/6\ndQ34gjzSVcgs9PRg31VnYIFiPILFcI3Bqb18ohF8nQeryX/DW97FcCIiGTZXOQmYBns84K+7NG3O\np4pf2zb4rViUudp6BDu3zkN/cjupCi15geSSZD0+juMkE7Q4OE9ZIDstmiNr82wKf80kqcRGjrKT\ng4lCe/RSFipJ1aAdXHqcFs7yk+KsjkmDxE8L5cqBkRH6i9mFuD5IC8Q9tCCZ/DqctHB80QIsCO3d\nv0dERMbG4BeTcmKx6byFWODprSLBAWVZLTuydWlauJixcH63j0QBVLndpH0MGvueGvzVHqjHeOw5\nsFnFA0d2iohI8/IL1bamJly7y4O/dEcSOLaPFzfmqAI9efM47OVfXB5NwPcmEqJyMy5kTxoEY+Oq\nNiwI3hNFFujOzcgETOwoZDXOmYmxcHHTBSqua1mg4o4+ZBwO73pWxQcCyLotOf9jKs5QRtTdgONz\nW2UP4Z6OPPOQii0T/XXRZR9Vcc++V3Hew8+LiMiW9F5cVwuOPUKZ7xnNWGjromrVu36N/pGj8j/i\nISHCzfKWo6YG/a6xEdfGc4WNMiM1tWi/efPxTPpeRHtMZtING94Z4xHMa69uQQZr4bJzVFw9C9mj\n8X2Yo91CleMpk5NlsQkpdmw0/yXI48ZOWUeDGBmh7LjDUSzRQSkjLuVgZYhhoLSLI0BjM4A54JUX\nUAqkf/DEJTp0JkdDQ0NDQ0OjIqE/cjQ0NDQ0NDQqEselq1wepJU5FS8GadxTWByUSmG7VVK2GWmq\nSZtrTl0ZlCLLU+o7Rx4dpkmLd+laTEr7ZWh7NIHrymSpYi4tmnKTdbvHje+9gA/NEqqGj0ddcyHN\n3ViDNHwjLTYeTyLdHqA0b5gWfEVoYa3dwZVYudpzecBtezJeLxbRVSbTVSU7Tf6WFveS78JrPVhw\nuKQebTKD1pqZFi2IyyAln4riOMkYLRakBeaGUKVcD64hE8UC4ngSV2xRWY8jkUKqtS9MlXepZIiD\nqE2zZBHv1L5C3L42q7zeKl3HsCg7S4sYbW3oRwEag2SrIxZRRI0NSAMvWVBYWLx9Oypc2z04XiuV\nLXFQlW4edw43nnFN3RwVT0SQ1vbQvGJj23u63hwzpW70CU8NfFjsefjwiMm7TAAAIABJREFUhEcL\nCxBDVE6mthrUWX0D7uNQP+YDbw7Pu54WtI/0IyVeYs1fJvQmMU5CGZRVWL4DCysbDFDjHXm0ybxa\n9PUdqddV/OpAgS56zAX6ae2CS3G8xrUqTtBYD49h7uzZhvIJ3hB56Zy+TsWRfpSbGNq/Q8Wvv/ob\nFacn4KVzzrnXYP9eXO/YBBbBj6ULdKEvCmqrLoB+fsyFdukZxzFGwkSj0biQUfTXkcPkDVUGBMln\nze9HH8zSYlwzy0sH0O9ryR/K6cD1m0UhT57JcqKGt++FD9Sy3ei7K0+n44WwED8TxlzppDmUqStu\nvrxBSwp4zk3jvGYWdK/LiXuapLpM+g5wONB/80Qx2onGctNSka4+9M+Nr4CeTWROLNjRmRwNDQ0N\nDQ2NioT+yNHQ0NDQ0NCoSByXroonkGK2uHIrr7qm7JmL8lvxOFJazIZMpvfzvPqaDpIipdU4efBU\n+bBPkirdcuXxbB7XGI2BonA66CItqmBNn3j5DJqimiiqZAypzTp7QTHT6Ce1ThK0gd/HNAbSa4k0\nUn1CFdFZdVWVLT9dxSgp33ASpQmmc30xi7+1KKVvEJ0ToarRO7qQZqyqQ6qVmU1nhqpFj0PhEhsh\nryOiH01SaviCuMrcGPpRbAJxhBRmB2KFlHeSuoeHKv8auZKOK1OB247vOxFNTLX7WwZ/PbxjemJo\ny/1H0ac8TtCAJKiSulqq7itIZwfaCnRV+9zdatsYlcGIJkDvHgT7IONhqiI/TP3Ah4rQ+Tie5Uuv\nIq09HoMV/OKFUJkEA6SaI2VHVSMqVdcshFeLu6pIEeQwB3nceNZNdeS/RfLAoxmc0+9F2/loLusZ\nPrGC482iqg3lKFpdoBWMHlz3LDv8VMI+3EM92dzf2PFuFX87+kgh8NC85MY8lyOVW+taqNJsNtDx\nB3/3iIoPP7NBxcdeh3KpOwu/nYnxLhWPxLB9eduZKg6GQDmmaKlCcBbub+JY4Vmc0Qr1H1UrkF39\noM6iDqgB41R+pdpNtFEj4kgG80E5wHMClybIU7XxRBwUucPJlAuej4PLtRRVxOxLw4O6axgU/hNP\no0xES+MZKp7RhLYMU7XvxDjoLRt7xFGpIzOPMU7CaEmF8X40c5hvvCUVhAp9lUtS2A3y0AqgH7pp\nbooZoGGfegnvjgNHqeyMfWrvN4bO5GhoaGhoaGhUJPRHjoaGhoaGhkZF4rh0FZMUdrKRZ6UVVwoP\n0apyk5QmsThS9/niD8wc28/jGFkq9xBPIJXtbkcKN0Wr1DOUejaJf4qEcc5QCNflpvvI08VnMkiB\neYJI/7tJieIvVkn2e5Fei5BqxF1F1teU3qOmkBytqk9zavAP8+n7H+EPrZjNBI3BJQ6YX7Imj41N\nZp5VWWiTQ1SmoZmq3Ta6kR53UuVoRwQp3cQoTpDJoc2zVHU7n8ExsyOgRMKkrurOkhV6rnD8PCmF\nLO7QlBqerkwDb+eY+385EI2gw2Qp9UyFvCVUg36fpn7XOwi6L5vD9sbmwhi7/nOfVduGJzIUI8W8\naTvaN00KB0PI4JIMEb1EK47GMH6fexnPe98hKDVmNKNP1NfgOTQ2Ij0dmrlaxZZVaO+eLhwjnwZd\nkpiAGsdO5qBDCVzjSA40dd4GetSbL8m9lwXts9ep2MyiTbIJMtlMYrvbhQcdojG2gsri/NPC60RE\nJOnH3GknTzwHlbcwqjDndZxH10JqtZcf+7GKuw6jNEOvgO4ICuiGTv9pKl4w63xceyOouTwZMD72\nzH+r+NV4gXJxNXeobYdIMWsRlZxP0RIEKvmTpnFvd2H/QAsoz3JgYgLUbIKuOeBHn8pRH0yl2dAW\ntFM+B5p08hGbpFzN0NKHvIlxt20H3ptzGqE8u+K9oI/9s2HsaY6hPSxStGZJ0ZoM43pdLnrP0bzi\ncOJ67fTedFiTFdQxdg0qH8FmklYA/XDTqzDwfGYT7imewnEs54nfaTqTo6GhoaGhoVGR0B85Ghoa\nGhoaGhWJ49JVNqoPYnG6nlY050khxAWu6qh+R5rScdmi2obpD5PqT+VKVFdEP5CiKkl0hXBNEiJY\nEklK9dmosmkQ6ekU1VhyUPp3bBy0SsCHFOPkffhoW1WAqBZKlbK6xqRaXwkyT7Q5kJqLswLrFGP6\nitnGFFEpNeUspkzzJRQWmzXiOzpMFOXeUaRlbVTDK0Q1rexxPLeaCPpi2mTKj9KlZFMYJbqqN400\n/2sx0Bax4qXZWSJYwlbh2kv2saZWXXHi1LKXtxbZxCDasqEdbdPSyG1PxmgmxlIoiLFpJ/cvX7F+\nWo4oCnsGfdeVxTE85Nbnr8EzCPoplZzH9FJbjXNSll2OHUNqPzyBY75EdFgmTeelauahGpJ52AvX\nkKPq3A6TVGQWjAljpNq0hzAfDFuIn38NhoidrhOw+m8Bkincl4tqBtqbYQxoDENhkhsFReSlZ9hz\nAIZ682cV7nmEaPQfPf8fKq4OgZ5bTCqm2Y3zVFzbDMWTpx7XYg2CFvSbmI+XzjxPxWec9ecqbp6J\nmkw5qtL922fuV/ED8ZdVHDmtQBF2pQ6obaNJnjtJ4UpzgJ3MPJOk+LQMzDemv7y1yMbHQTEePoLK\n8UuXwMzR7cXcP0DP9fUDqPeVJercXTQGZKPVkiUCFto0SvX/nnyxW8UOP8bLmnUw9qxvbFexrwnv\ns/QE7kNGSJ5JtSgTYTx7VldbRKFnc4Xr8QVg7udlhWcQ/fDl3aCYH/4NakH2D1O9OxstnbFO/N7U\nmRwNDQ0NDQ2NioT+yNHQ0NDQ0NCoSBw3D2vamFLiNBnyZB4fqAaL6hsZNuzvoBocNpvnDceOpMjA\njJRNXi9SZOEJGD7FiAryUCqZWZd8Dt9vMTIGZE9Dk+oLVVH9DCfVtIqEWdHgmrw5tS1Eq8GrKM7T\n9+MQmS1l6AJipApwZcovr8qcxDk4BWqjZyhksmUnKqa2rq64L+53fHxMxSlSreWo3Y7FsN2exXkW\nVpFJVAop6Sg987TByiKiJQWp06ExpFqPpKAS6M7hOLmiespNSg0WkeUoLhko09F7nAW3lTclbreQ\n1h07gmczcgD3Z7hJ4UCUhosM4aqovSfFZPEkxvHoOOJ4kughur2OZvSHAJlqRmjMGhbS4B4XxkmN\nBVqqvhHHaa7GeQf60VcG+vC8I71MlRfO63Vj7JpUY08s7FvPvpt23MjiNnrKZHiaC0el3Dj05A9V\nHKoFfeBpJVWpCao1HSVVZz3USp4mUAJDxfbPoOnld8NPqHjHACin9i6YS54RggpnfT3M5Go6QKNN\n4KeSI1O69nmgpdraQYGJE8ffGXlGxRvnHFFxeMlSFXcPFWiWDBlNOk1WE5EiktS2FhPrRJ8kaW6w\nuctbiyydwfXseQ3qpjApcZ1kANjfD0O9oRGMGbFjn3yxjp7FtatoaYdBJrdZG8b0kXH0+1/+9jUV\n94yDIlt3HpRWs2eCxvL6QRHV+PBcLVIOu0j9Z7fzC5gopWJ9OKcbAy9Mpq97toHSe3gD2usguoZk\nhWpdCdrXOAnFsM7kaGhoaGhoaFQk9EeOhoaGhoaGRkXiuHSV4cA3UC5PhksW0mQeH1ZGs8GfjdLA\n/iDSXslMIVWYMpF29pO6JhiCCmN8FKm7KNX6cDqRf82TMssk6oLTelkyvcpFkCazkwlcjmr0eDxI\njTloJfekz1aK6jEJKQuclB71VpHxE2VH6VIkFUU63eUrv7oqHjuJtDtlHImBKnnmfqIEOkKFZxug\nZ7w1AsXMBBlBWnZqS+KFDpMBoKShcJlfT/1iAs/WcKFBc4I2H42hz42xSWMNrq2WaqCNHi3QiJkU\n7i1PNKrNhmdit05CLUU0ls0ob0o8EN6m4rER0Bj5LKm97Bgn0QTGT45q6LC6Kl1UoeXZMM4Jaon7\nMddm699PaWgaA5xCT5Y0H41Z3kwdzkljsJqUNG47fhGna7eKdDObkDH1aCOK1e0m1Rzt7x5F6j1O\nXKXDKv/fgrNI3WR3sQKUlIREwfvI/C2dJBWkhXZrbCnQXibV4qtuQAGo8CDM1tICRemhKIz+noyi\nDtKyDMbRUS/oUhepV8N7Ud+qj9SrS5evU/FDiZdUPLYW9Yn8Q+ivke07RUQkRdS0jxU5Y2iLVI6U\nUzRP2akuVoZoaiNdXiqZkUhgbjtwEMopVrTyMgLebqf5Ml9Uik1Xc9Ci8ZgzaAmHoE2HxjGfPfc8\nis8dO4r5Y/kyPNf58ztV3NiAZ+8jx1GbHX3VyYpSUnNmsoXrGRrA+Nq8c4eKN20BXdXTT+q4PKja\nPL2H+V4N48Tzss7kaGhoaGhoaFQk9EeOhoaGhoaGRkXi+C5XpBDJG0g9esnwK0u0UzqJtJvTh7Sp\nk+oUxc1C2tAVoDoWXpwnHofaIhpGit3jQ9rc7wOlNTGKmhacuWKqzUHmU0mqaWUQvUY6DQlQ+tBF\nK8Zz+UKcpZX9mTjuP9OPdFzHTKgJbHRhaTKm43TjxARRNmWCTU5cT8nGTm1ci4nM8NykSgsWZRZ+\nk6g3ojYNlrOxSSDRBAmiKQ6TMsGKkrJikBRdVUQ/2tHPhiPYJ0G/bahDf8nSubqKqqoYnZPvn1fx\nl5gdElihx7+12aZRYL1F8MxGXaDRyPMqdviQVrY5SPkYQKo/kwSVx+Zi+WyxzdiEjI6Xo7pfKYqz\nHlBUKVLaOMg01LBYbYl9ckxxc/uREWOWaA8nHd/bSMfJF/qfzUGKEztoNDtfi0GjnTit4RQpOIgS\nr/bht+WCN4gaTYYHc0fajn48dhhmeUGi191uomiIZjMShTZPu3EMtx/3VRUhSj1P/Z7GyDELMqq+\nNOgWIXrdTn3oYBw0xM7doCFmUh/d24LrnTEGk8ahvaDGbEXFZTWN3fMuuRj3RjTelk1QjMWJlvXb\n0HfZlNTmKu/YZPAcn6d6dqxG5biEgjLfSHmb5tQqZ4PmU5PmKsviVzxqRIVjGLO796HNDnfjGVe/\niOfX0ABaqq4Gsc9HdfNIDS1Uz25koDDejvWBEu0nw91IEteYE1CraQvH4PcFt9e0PrYEncnR0NDQ\n0NDQqEjojxwNDQ0NDQ2NioRhWSfhpqOhoaGhoaGh8Q6DzuRoaGhoaGhoVCT0R46GhoaGhoZGRUJ/\n5GhoaGhoaGhUJN6xHzmbN2+WD33oQ3LbbbfJ7t273+7L0XgTePjhh4/7/wsWLJBcLicPPPCA3H//\n/afoqjROFXp6euT8888XEZGjR4/KpZdeKrfeeuvbe1EaGhoVgeP75LwD8JWvfOXtvgSNN4F8Pi/f\n//735corrzzhvlddddUpuCKNtxPbtm2TxYsX648cDQ2NtwTv+I+ca6+9Vj71qU/JOeecI9///vfl\nmWeeEYfDIfPmzZO//du/lcHBQfnUpz4l5557ruzcuVPi8bjccccd0tTU9HZfuoaIfPnLX5be3l75\ny7/8Szl48KA899xzIiJy++23Sy6Xk89//vNqX962ePFiufHGG2Xz5s0Sj8fln/7pn2T+/Plv121o\nFHHRRRfJQw89JMFgUD73uc+Jz+eTb3zjGzI8PCzXX3+9XH755W8Yo5M4evSo/OAHP5BIJCK33nqr\n/tB5G7F582b5/ve/L263Wy644ALZunWrDAwMSC6XkyuvvFI+/OEPy/79++WWW24Rp9MpqVRKPv3p\nT8u6detk37598s1vflNyuZxks1m55ZZbZPHixW/3Lf1J4Pffgddff7185jOfkfnz58u8efPkuuuu\nky9+8YsyMTEh8XhcLrvsMvn4xz8umzdvljvvvFOam5vl4MGD4nA45Ic//KF4vV75j//4D9mwYYPU\n19fLwoULZWhoSL7zne+8Y57zO5au+n1s27ZNfvvb38o999wjP/vZz2R8fFweffRRERE5dOiQXHXV\nVXLPPffIokWLZMOGDSc4msapwmc+8xmpra2Vv//7v/+DfpfP52XevHly9913y4c+9CH57ne/W6Yr\n1PhDcPbZZ8uWLVvEsiwZHR2VY8cKhQA3b94sdXV1045REZGZM2fKxz/+cTnnnHP0B84fAXbv3i3f\n+ta3JBaLSTAYlHvuuUfuuusu+eEPfyjHjh2TX/ziF3LRRRfJ3XffLT/4wQ9kYqJQmPev//qv5e/+\n7u/k7rvvlltvvbXkQ1ajfJjuHXjo0CH59Kc/LZ/85CdldHRU1q9fL3fffbfcd999cscdd0gsVnA8\n3r59u3zhC1+Qn//852Kz2eSFF16Qrq4uue++++TnP/+53HHHHbJjBxyt3ynP+R2fyZnEjh07ZPXq\n1eJ0Fqyg16xZI7t27ZLVq1dLTU2NzJs3T0REWltb1WDUeGfj3HPPFRGRlStXyo9+9KO3+Wo0RETW\nrl0rr7zyirS0tMjs2bMlEolIf3+/bN68WdauXSvDw8NTjlGNPz7MmjVLqqurZceOHYoq9ng8snTp\nUtmzZ4+8613vki996UvS19cnF154oVx55ZUyOjoqR44cKVlGEIvFxDTNEjt+jbceU70Dn3/+eQmF\nQjJ79mwREamrq5MtW7bIfffdJ06nU9LptHofzpkzR+rqCqUfZsyYIRMTE7Jv3z5ZtmyZeL2FUg7r\n16+XvXv3vqOec8V85Bi/V8TCsiy1zW63v+H/NP648PvPL5vNvmHb76O0dsupq0ejMT3OPvts+clP\nfiJNTU2yevVqCYfD8vLLL8v27dtl7ty5JfvyGNX448Pky3K6uXX16tXy6KOPysaNG+WBBx6QX/3q\nV3LrrbeK0+mUu+++++245D9pTPecJp+jiMhdd90lmUxG7r33XjEMQ84880z1f7//nhSRN3y0TMYu\nl+sd85z/uD653gROO+002bx5s2SzhWJ+GzdulBUrVrzNV6VxIthsNsnlcuL3+yUcDksymZR8Pi+v\nvPLKCX+7adMmERHZsmWLLFiwoNyXqnESqKmpEcuy5LnnnpM1a9bIqlWrZMOGDdLY2KjH6DsUK1as\nkOefLxTYTCQSsmfPHlmyZIncfffdMjAwIBdddJHcdtttsmPHDgkEAtLW1ibPPvusiIgcOXJE/v3f\n//3tvPw/GZzM+BodHZU5c+aIYRjy5JNPSiqVkgwVpP59zJ49W3bv3i2ZTEZyuZw89dRTIiLvqOdc\nMZmcFStWyHve8x655pprxGazyZIlS+SKK66Qvr6+t/vSNI6DxsZGqa+vV4tSr776auno6DipBWx7\n9+6Ve++9V8LhsHzzm988BVercTJYs2aN/Pa3v5WmpiZpbGyUbdu2ySc+8Qk9Rt+huPbaa+WrX/2q\nXHPNNZLJZOTGG2+UtrY2mT17ttx0001SVVUlpmnKTTfdJCIi3/zmN+XrX/+63HnnnZLL5eRLX/rS\n23wHfxqYbnzde++9ap+rr75avvCFL8gLL7wg69evl/e+971y8803yxe/+MUpj7lw4UJZv369XH31\n1dLa2ioLFy6USCQiIu+c56xrV2m8I7FgwQLZs2ePOBwV852uoaGh8UeFXC4nDz74oFx55ZXicrnk\n61//ujQ0NMgnPvGJt/vSThr6DaGhoaGhoaHxBjgcDunr65MPfvCD4vf7JRQKyf/5P//n7b6sPwg6\nk6OhoaGhoaFRkaiYhccaGhoaGhoaGgz9kaOhoaGhoaFRkdAfORoaGhoaGhoVCf2Ro6GhoaGhoVGR\nOK666s3ZM2M9s2UZU27/w8BujHxduRMe20V3mc9TfBKXwm2AJdrlXattmmZZjtt+wV+p2O6GC6bD\n7cJ2cse0O9DmnqKtt4iIr6oKvy26ZOapYc18VsUBHxp/0aJFKvb7cYyenh4VJxIJFTdUN+M8Hpz/\n6CB8VQaHhlTsMtHPZjQ0qLi9rV7FZy1HEc/WWp+ISIkjaCSRVrEYuP9kIqXisbExFQeDAZzfhXZM\npJIqfv85pU6/bwWm0wv8oTqCP1bHYe5PpWPQmnKf/v5+ERF54okn1LYtW7ao+LHHHlPxFVdcoeLL\nL79cxe9+97tVnMthXuE2Kpdlwfq/uk/FPLvZ6dw2A/OCneZUuw3t4HQidrmKju/UZl6aR+d14l6i\nNO7GYjg/DSkxLJyfhq801WMM0FCSwz1xFW9/HeMnlcU1Bt10Apr3hsKF9k/RBWRzNMdwzHOPhedm\nmjC5s2FKEnsW7XH4xa/LW435czpVXF8skyAikkphbnF53CrO0PskGh1X8V9chb555XvWi4iI3cC9\nbtt+WMU2G+aeXA73nc6g3YdprkzFsY/LgYdWEwjiOBk02sDAIH5L15sVPOOWNtyraaIXHzlaGJsZ\neu5tjZjbDeqfUQvnrK6tUbE9jvuIRnDOQLBWxf/0L9+TqaAzORoaGhoaGhoVCf2Ro6GhoaGhoVGR\neNO5V8vg9Di+mQyLinoJ0lQzZhTSS36/R21LJpDab6xD+ikaRt50dDSM0xCN4AtUq7i+Aam2pYvb\nVTx3DuLwONKyO3ccxDVQ+Y6JKK5nz979KjaLKWKbDee3LOK//sjhdCNF6vAwRYVu4OB8sx3PkNPW\nSaJibEW6yk6UAhd6y1J6vH8EqVhPDMeIp9GGkThSupk8aCEn0WUZ6nJOH/LmQS/iKupHHq9PxYOj\ndA3Owk3VhHD/nBK3KHUaCOIYDufU9CvTjH9khXhPGaajy06GFpuOiuJ25eOMjo6q+M477xQRkYMH\nMabPO+88FXd3d6uYK9YfOXJExS0tLSpeuHChipmGLBfcxKlz1+HYMGiMCdFV1LQ2mnfz+SKV7ACF\nk0+iT2doDNbXY+7sGQE1YNF53A6ixRxoE5fbQ/vj+BbN024nYoOOmc/j2eZpknFPzlV5puVoXxsm\nbBqykqNj86oCw0D7moL7LgfaZ3aouLGxUcVumn8zWbTT8ATmuaYmUDRVfr+KY7HCu9AgOq6hETS8\n04X5KRqNqJip9VQGv00T9Rih/fM0vvJpXKMnhP7RUIN3biyB47vpvcjvgDp/4bc5F94toXpQW+Hx\nCRWXLESha0xn8F5IUlzvOfHY/BOdijU0NDQ0NDQqHfojR0NDQ0NDQ6Mi8ealAsbU/zDo+8ntRN7w\nA++9SERE1p17utqWTSFd1tYCmiERQRrr2LFhFducWM3f0t6p4upapNRaW4leoKX1SU7XpoiOsYVw\nrgFQY//3e0htv7hpu4iIRKNY3V1modVbCgelC52UgreRior3MYiuMij9yOl7Z5Hq4lQ6Uwom8Taj\nYbSbjShBVs/Y3aCc4kRZuEjtYtnRbX1+PHODqLaxaBS/NfDMDROpzlCwkA62OSj1nSV1Rh7bq6qQ\nknc4cH/JJFL7TGP+KdUNPRlFF+8zHXXF2zndzb/leMOGDSo+cOCAiEhJ9fpZs2ap2OPB81u7dq2K\nJyYwx3z+859X8b/8y7+o+LTTTpvyet9KuIgyZh1pSVPR0gBWV9lon1ktGD9Gccx0D6Mfp4gWOzYM\num9VO2iS+hrMnSPj1L8daMNsFlcZCdPYpAkxHsa49tEcUxtk6grxRATLE3y+wvZkCnNAgugWNw2w\nTA4NEE5in0wG53d4cJy6BqLky4C2DiyPcLByiWge7t8Bem81NOA5tLaCPvV6Cs8kEgbd7g/id3Fa\nb5FMY46LxrE8I0zvrUF69gE/3qezZkGV6qQ5PR7Hb3NEtXkcWEZgM2keMNHejdWFe3JVgX5rbIK6\nasCGZ9nd34tzpvEeTpH6LxbD3N6YIzXsNNCZHA0NDQ0NDY2KhP7I0dDQ0NDQ0KhIvKV0VYnmhJz2\ngn6ktFYs6hQRkQvWIK1sMyMUY7W2mcPvVi9ZoGKXZ4aKHV6k15I5rMZm1VM+B2rE4cYt+2tAUZlO\npGgbZ2BF/Le+eYuK/+17/yUiIv/5n/eqbUJp45K0vTH1Kv+3k99yulkRQeoqoqiYunKRGsBmZyoG\nbThJMXD6lRVadieOYdimpilMSnM66Dh2eoY2os7cxtTf5ll2eqRdojGkWp10f6ORQr/wkNFg6YDA\n9cbj6ENpSgeXmsbh/DmiuioR3NdPxrzyDzUW5ePzb3fv3q3il19++Q3X4CdFyq5du1TMyqnzzz9f\nxTt37pzy2I888oiKWWnl82GeeCvhdLAyle7dmHqCtdE/bLR/Ogc648wlhXvuGMN4fGEv5tfxGNpq\neBgGm3NaoQ5i6oPYKkllsd2bxX9U+TCv1FXjGmtCmAe8XlJJ5XHfE34yGyy6DUYiGHcTMVAW1UHQ\ncokU7v9gD+jHLNHQne2gippry0tX8Vzo8aJtWF3FtJ6f3o8dHW0qriUzvLGxwn1lUqAP+47hmfUN\nwOjPMplKxNwXoSUCDgv7NNZApeW14xpdtCwgJzhvOEzvaxqbLh/uw+MlJW9R/mcXtHvQiXaJ0jui\nimZgy4lj17RhGUuW+qSNud1poDM5GhoaGhoaGhUJ/ZGjoaGhoaGhUZF403SVbbpMNSkBLlgLdcLK\nZXMKJ7Y4dYbYMrFy2rKxiglpUIedDIAo7WYKpVa92MdtBy1lkHqGSr6IRSZLDkrBze7AKvCLz1sj\nIiIP3f+Q2jYyDkWAx0MmeDkyNsuVuHXxSXFdUn64KXXKVJSb0owG0TklCiyiizgdaxTbykUUFR/b\n50NKnKmoKKmfmMZiEzg7rbq3kTGUm9KofN5kjgrU0P62DNLW4xGkvLsHCgoDg/pqXRWu3UnXZZls\nTke1lCg1LCXqIMrtVwimU0gxfTmdEoopLe4/04GPz8d5/PHHVfz666+ruLW1VURK65AxlbhgAehu\nVlSdddZZKj777LNV/MADD6j4N7/5jYo/8IEPnPDa/yfwuOjvTXMaJRrXsRIySKTZY2gU27fuKhiZ\nXnA61D6npzCmt72OeXFw8DUVL58/W8VHBqjmFJlj1pKZW40fFJ7fj75QW4uxZGbp+dMcGE/gGfk9\niANFCicTwvWOR1lRhniYqOHGajx/H9HwM9vJsDB5YkXOmwErVPPU78M058UTeLd5qc3s5OwYJ5o9\nFS0ojeJk3DcwAYUU8zZcc9BBVFAwWE0xrrHODZVWjRM0YE0I/SPvRh5bAAAgAElEQVRG89kAqdyG\nxzCW8rRPDqeVTFHR6qZxPBrG73LU9fkd5SYDWHstFGBcQy1L7TgddCZHQ0NDQ0NDoyKhP3I0NDQ0\nNDQ0KhJvvnYV0VUW1ag6ffkcFd9w/ZUq7mwvrJJ2GkjdOQys+E+nsZ1N/xy1rTgRUSe2POgHH61Y\nzwtSmEwplAig2LythGogU0MTVNrq5YU07tXvOVdtGxpB2m3lahgcdnWjNP0vH0CKfSKK6y01RSv/\n96avCqlITqm6KEVoTGMMyOoqphtsk0onuhWmJnJpul+iEnzT1BwxDOwTpXRsMoI0bTKDfrZ48SIV\nj5tIp9uIajOdiNNUH2dssnZPz4DaFiGWqY7qohk0VFzcLrapVWd216kgIN+I6WgexonM+6Y7xnTb\nM5mplWQnQ2nxPhyzaqOvDyoSpqtSpDSZVD3xtXR2dqr49NPJfJTMzH7605+qeMmSJSoOBDD3PPXU\nUyouF13VUI2xaRI1WkpR0bxHBpemgD7w2EFNpdOFuWn7fhisrVwM2i4Sx3mS0QbajrE2swXPbd+R\nERW7naAy4lEoezw+qGBqvLRMwE30Mc3fHlJaicF144r3ZjJNjbEWpy6Xo3apD4HiCHiJ7qa5wTyJ\nOmpvBhaPEzpVPIm5kOmqUC3UTckkme5hd/EX5zNWgrbMgGLQQ0Z74yM4RjiMZ8N1zZoCUG41hUA9\nLu2cq+LqAJ7f+AjMeN00xowMbrBnFO9xH0nx3EU6zkaGlxNkAGx4id4L0gTsAucVp7GeprbzOU78\nLHUmR0NDQ0NDQ6MioT9yNDQ0NDQ0NCoS/yO6itPN8+YgPbpqJVKhH7gC9WFWLKVaHkUqyCGgEHi1\ntJisigJFlSGaIS9Im7pIUGNLkEkd1QwRN1J8QrU2LKJGTFJiMNNgWliJ39JQ+Ca85Sv/G/+fx86B\nEEwEk0l8P7bWg/b45+/+J+4pR8owq/zFjpqbm1ScppS9xTWqyJSMVVJ2pmJKqKvJ/Ynuo/ajsmXM\nMpbUv2KDxDApX0b6jqk4SFSXpPCsEqPoC0yXToTx3FrbQZ06SRk1SQtEYzhGYhT1UvaP7VdxcxMM\nKFkNxgZybEQ3sxN9/oMXzJO3GpzG53g6RVNJfTB6flMdh/dlConpoTvuuEPFO3bsUHEyCXp30SJQ\niTfffLOKq4g2ZeqIr4u3c42qcBjPh435xsYKqfKenh61jSmyFStWqPixxx5T8YsvvqhirlH1sY99\nTMV33nmnlBtswmlQH+XCVPwXKauLQlVEpZJyaSRa6I+jcYyXUap9tGAe5sJtO0FB7DkI1dqKxei7\nhonn/9o+6vduoqFJDVXjgWrHRfdnGqy0wphl4iESK5wrTpRaNoP7jKfJeDOL7R4njuInpaRpUn06\nE+1RDji9VJeKKO8wGfM5vei79WRKG6Q+nUvjmicNTbOkIG2dB9NGlwPtvuklKOUGejBeGql+W009\nnv0sqpHVSqo5D1HxFlH06SAoSTON/nagB/N1ZIiWeXQUxlU4Bf6tdwj7uuvRT1jlnE2jv0WpdlWU\nalo2UdtNB53J0dDQ0NDQ0KhI6I8cDQ0NDQ0NjYrEm+ZI5lLK7Aufu07Fnc1Ih7ntLGkqpNUMO9Jf\nhiD9ZXchzWWnVK1zAgqYPF21RSvGc2H8lsskGV6kwxwhUDZ5N6Xj6AcmpWXFBtrD7iykzBqbuKQ8\n0oQWreCv8mH1+rUffp+KDxw8ouKHHnlOxZkTKF7eCmQmkCL014B+MT2UIrVPbbrHsZ04KFsx3Wwn\nmotrlDhtoCZKDf1ICZci06skVt3bkzBabGyEQZnfA1poguiLxhb0oxTRTplxKAwSZAQ2aRx38PU9\ndI1EeQ0htR8lVdys2Z0qriMqcnQMtNf+A7j2coDpnOlUTKWUIMAKJI4nf8u1uVhlxBTVP/zDP6h4\nfBztxOdnWipC6rgvf/nLKq6vZ2UJxi8f81e/+pWK+V77+/tV7Cmm4vmeWS110003qfi115DOHxyE\nCvJrX/uaij/72c+qePZs9L1yIUYGayWS1WkMAImZlUAVjStSsESKfd1uYf7bvGOvipfMB32RzGC8\n9AyjTea3wwzVIMpngPYJkPFqQwQqraALVEKWFU2kiEllcSPxZIriwvwwFkFfTCYxZ9iJ+3bQnGWR\nMSBTOxZdeyZXXrpq1txOXAMtp4jEcX8WGcSymK7KizETp8fdHym8/8YmMC4CVGPRnsEcunkj6OPw\nKA5+zmxQ6L4lVEeL3j39AxhTTdV4hzlo/jcMxAGvn7aTIrIXytiemoIyazyFa/c04vtgcBTKLYOW\nIjQFcX+xBPpBnNS1Ueo/00FncjQ0NDQ0NDQqEiedyeGvNK7wzV/I1QEczufA12GOPA3s3sJxLCf+\nastlaTGoi/w3Ush6JPZgMVwmgAXJNe2d2CcOnb49Cb8du4e/NnEtaS+VeHBhH8vEV2M2g0VObv/k\nfXPlaWRBDDt7XbBfB673Yx/9kIo3bkIF5O5BfOWWC17y1sjG0T4+H67bSyUenLQU0O8mLx0blcAo\nJm1sXALBYv8h8kugFcnJMLIeQ8eOqnhWG/5ytOdRkTdEFuOtLcgeHnvheRVPhPHX5RlnYBHp3r0H\ncE+UabAV//q//JJL1LZEAv3ywf+Gtf+OXfjr6NLLLlbx+6+6XMVHj3apmBe3lgO8YJizGwcO4F45\nS9HRgTZj/xj+7WQZBC6NcO+996r43/7t36b83Zw5tLCbfsvn/8EPfqBizvDccsstKvaSjfuePciu\n8XE4g8UZp8nsDJdv4GfAi6k/+clPqvjIEcwxXJH89ttvVzEvQi4X7E72EeJni33YJ4dX96czGMvt\ndci8+Yt/rKeF/GUiaOMdW1Gl3R7AglOHA3Ohx4X958+fpeKeKLISTvrLnitdjziQHXJQxt1JC2BT\nVP4mRtUWHEWxiMOJd43HwJw6ZxYy8k7y1xnox8JzLh9h2tAvOetcDvgp+3msG5kRkxY8u0tKP+B6\nxomNMKj6ic1VaGMPldA4dOiQilNjaGvOgo4MoVHTNLeyv9vGV7erOBpDBnrJbCw650r3vaPIjM/p\nxNhP0Xu+qwv33Xeo4HNV24as97kLLlRxZBRZ8lwW53HROydD/SRL5kOpEydydCZHQ0NDQ0NDozKh\nP3I0NDQ0NDQ0KhLHpasMSjHaKHdm0qq3kI8oKjvRWLRIzEl+NK5iytFIIKWWHKMUI/kpWANIU3c9\nuwXb27GoKdhMXjoWFlNlx5EuC/mQAjTdtICK0oSZFNJ0TjstXkvjXK4iN2P38qJpakIb2V3baMUZ\ntd3SpbDNXno6fESOPv6ClBuXrjtfxY89uUnFzgzSiG6yQndROQQ3eSYwJTFpxe5y4Xd1ZFOepn4w\nTIvaEjEq00DU2bJlF6l44WK01bEe0FuZDFKwOVpcyOUWDh8GDTF3Do4zNobn2d4+s/A7us/xJCjP\nlacz5YUFm9u3bVOxRZWZm5uxUG5GKxZ2lwPsKcPXxot0mbqaNQtUw/nnox80NuKaJ2kkpnn+9V//\nVcVMDy1cuFDFN954o4qfeOIJFT/99NMq5orgDz74oIovu+wyFa9dC28tPk6MUuhMVzESRR+NTZvQ\nr93k89TcjFQ901JMb61bt07Ft956q4q3bt065TnfSrjI38UiTzCD5g5eeMxZ+iz5bdWH8D8zmwr3\nf2iMKADy1LEyxIfkaRzRUgMharqjAxSRew8o5sg4qKvefowfywS14rYh5j+tU7wAlxba2qUwZ7tJ\nHNLRhoWws2aA8kzTguVwmL2WcO1ceSSZphOVAQMDWEibzRCtZ8N5Az7MOb4q0FtDRDs5SOCRLy4H\nmDETFP4EVQBPmYhZw5KlcWfRkpPtO/epeNPWV1WcoIbaswt0mJMWHo/nMHcv6cd8alXhGY+O0vwe\nKczv7hpQn3nyAPISfZincj/szTY0gnYZGkf7OqYRVzB0JkdDQ0NDQ0OjIqE/cjQ0NDQ0NDQqEsen\nqzgmtdAZy5H6Pu9MUC5GCqmrLFdt9iPNOJm+swZBJxzb+rKKG2fAkyLZhZRoltJfLXPJYnoUlFZ9\nE6ir8cFu/Ja8BSxK+VopSgeSx42bUrpkASFWovAPy4H0omEgHWhaSE3mhTx7nESLZdO0/0ksDX8L\n0bUfCrX3XQJqYMMTSPF3NC5TsS+I+3STIqKuFl4YqXThPqNRtPHR13GeiXFQURmy9fZQinLenE7s\nP4bjdM6eqeLqanjgvPAc0qvxKPrFwlXLVbxvH9KxQep/y5bCO6Wvr+A9Eab+sWULaNH3Xv4enD8I\nxUmW6LKNpO5697vfhX2oBEI50N2N/v2LX/xCxa9T23OZiSeffFLFzz77rIrr6qCqmfTMYWUTKzUW\nL16s4q9+9asqZppn2TL0H6aInnsOnlBcBoLptfnz56v417/+tYrZD4d9eJi6mtw+MAA/rZoaPPeW\nFljXM0X18suYe7q6ulTM9B73pXKBq9Bw6WqDK4+XlE4h5VAWtNzwGNpqcUdhLh0kxVNvBnP0XFJ9\nWlQ1mr2i8uRHMzQOyiAUwtzQexR9ZHgUxw9Vo2/VN6EvxBKklMlTWZE8v3EKY6yNFDk1QVxLLIrz\nsM+M04m2GA9j7oklsFOqzHTVwYOHVTyzjUomdIJq4pIFdqIqcyaV5SBq3VWsNZQhP6WmeszDVbS0\nhL2tek20wcg4qET2ZUoTRZUlriuaxviykYJtLIP+dOQovNe8NZijYwnc3+QzNmx4NnUhjE1fDfvr\ngIpKUCkHZ4lPD/bn/jMddCZHQ0NDQ0NDoyKhP3I0NDQ0NDQ0KhLHpauouKxceP4ZKv7Mpz+s4rm0\nyn28H2nuUUpXtS3Ebz3uQjosF0ZaOU7qkKFepNSq6AJaW6ACaaiFTXkmhXScOQ7qyiS7/2we9ILN\nT2m6fqhPXEKmSZQ+tFM63xEopFwNJvJIHWDkkNLj6uW0yF9e3wc6Yd9riEvJwfJg22ak5jtmIHXa\ntQdqoc5GKKOaa7BaPjwBA6gDvX0qdhXTw4PDvWpbdQ36xNx2KDIOHUJ71wZh7nfhuWeq2EeGcHnS\nkAwMQl3loBR6gpQ3djIlu2Q9DPt6e5HCj0Vgf97bXUi1hiPoK7t3QHmToIroc+aAvpiYQB9lVRnT\nWD4PUrPlwF133aViVisNDeE5sQqOK4izoopNFidNApke4nIMbOLHx2AwXVVbi/T1ypUrVcymgps3\nb1bxPffco2KuJj5d1XRGieKvCL43VoYdPgw6ge/vhRegcOQK56cCDhdVfp+GriKGqmS6sMhIsHsU\nfXNBW6Gvtzcg7R+Jg5ZyknmreEEfVFHZhUGax8MptFUwROOU+KIIja90CrSGn3j/HKueiGpiBa+z\nqHw1iI6IkQFhNofn6XbjWpJJ7B9J4D4SVKk8VWYqOZ/DNTip786ZCcXlBCmE+obwzAJ+UE0eN6g6\nR1F1nCHHvVga7ZjLgFricWdz4p2YTKMfzG/HtdQ34dn3k7rLypLpXgrtnaASNyQAk2SUliaQA/Dk\nIx4hhVRkHHPr0tWdOAgpno8cRhu5BCeqD+H97zyJ16bO5GhoaGhoaGhUJPRHjoaGhoaGhkZF4rh0\n1XlrT1fxFz53rYqXL0IdHC8ZR/UOg3bavxdp/4Ym7F8VKtA/eVpFXpUgE708UneeTlAd3jbQRrRI\nW6ooS50eAQXGqTNHNdJ+NjJecmWRMvMSXWVSrRemwxxW4Rq4towtTzW9UkgZxqiOlkFp82ye6DIy\nRDoVdNWHr7lKxX29SGMuXwgqxpZGunnJHLT/z3+JOk5bXgXNNntWob6JKUgBz25Fv6mrhcJn2ybQ\nIE6iEF96Hsqbiy5CTZOjPTCjsjlAlSxZBHWMRTVNJpVeIiIOG7p2kFLArxJlN1nJmGmAHCkNBvtB\ny9VW4xi1dUjvnn02qDaLnm03KXXKgUcffVTFTLkw4nE8S6Z5WIHEpn4f/OAHRaRUicUKJq5YzuZ+\nU9W/EimtMP7ud797yu3333+/irlOFldG5ng6umqygjnvy0qsapoDWDG2f/9+FXN9qyjNH+3tqN5c\nLnjoWkvMAKkmXClfRaorMurMW1Dc7OsuUMhOL+iFYIiUnhYopNQQqXASmBdtREv5SHVqpzpMFtWI\nytJ4tNtBjcWpirRlYdL2k5msWOhfY0OFa0inMO7tDnBbNjIptCxQ1oNDuPYc1auyiALM0jxRDmSp\nMnaEKO+jXQdV3N6K91m6Bm2QN3FtzfWYfz2ewvyTyaD/Z5IY3/0RtIGXlLAlNSep/yxd1KnimVR7\nTqjOY3gc/aaX3hebXwXFnB9Bv+mP0dIRC8/HU3zncrtkiAY1aN40hNV2iLMJHNtJdOrIAJZJTAed\nydHQ0NDQ0NCoSOiPHA0NDQ0NDY2KxHHpqovWn6Xi2bNg5mQnukYMMolrprRuBiZpw11QM9R2FNN0\nlMp0EbXgoVolear/ZFA9JJM4KjulLSWJtL3Li+P7W3BddvptahQpVI8D95Sj6+Hl25lJEyRK21uk\n2kiFcS1HjoDq8LdDyTRrZqeKm5qgUOkbRBuVC+ddcLaKeVV6XzdSkb9+CFRFUzVS1R+9DlRXcuKn\nKj52tGDq+Df/76fVtjGuLULL71cth5mcj5Q6Q8PYf8srr6g4nkGKcmaRFhMRSWWQpt21Y7uKAwGs\nuvdR3aKDB0F77d29W8UzZhQUBvk80qitZBp35moogupqQDkGyQhtsB/p0iNdOE8HPfNyYHAQz4xN\n75heGiVjNqaReJ++PvTTyRpRTM8sWgSzT64tNanEEimlkLgtWfHEVNA555yj4rY2tBMbDDKNxMdk\n8DEnz7V69Wq1jU3/Jog24Pv3UGqfwWqsjo6OKfd5K+HmmdhiiopqWlGpKRszV0ztER1/sL9AN7js\n6Cu+WtAkkQmMr2gX1IszqDbfaAJzarge84HDiYtxe7B/A6kz2zrwznB5mNYnijnJCiG0+VhRKeuv\nAmXDRq4JmusnqJ+Hibpt6ejENZICy8qA2ikHMrT8Ikz1pcZ9eJYL5mGMzQri2vbswVKAnA8Ua1Nb\ngVKqISPWgV6Y5XaTAWGcqCCTzf2Ivu7tg5no4oWYW5evQr0+nx8qrf17MR5TEbT3vjgU1ZkwU5J4\nrs3NhT6xYgGMWOlRys4dOMYYGVf6XBib9QG8LxJUrzCZwj1NB53J0dDQ0NDQ0KhI6I8cDQ0NDQ0N\njYrEcemqsTDSUiky9wl4kToyDKzQt1UjVbnsLFBdh7cjHdUyPldERLwhpOJSAVALfi8ZQlHNIRfR\nFY4GbI8OIt3uIKqrqhHUhSMIYy8XGQlN9OK8+SzUUHaiyZyk6lG1YxKkOKGV+pYTlMaM2VAshakG\nSCPRbnOpPs62neWnq3buxnNYt3aNiknYISuWgZ7o6+lS8drzoSL6X392hYpv/+7/JyIifsq3dyxF\nDaJIDKnTs1atUDFrZNJURyUax/59Q6iL0j+I57N9G8wL2bhuwXzQE1zDiWmsYBDxZA2lhgakgNes\nQbvUEC21exfUgkeJfn3Xuy9V8RkroSrr7YGCqRxg+oVVT1yvik3P2FCP1VAHDsCgcePGjSJSSkvx\n/7OKi9VHXjJwHBkB7TE2RsZ0RB0xvTVvHsb1u96F2l+PPfaYnAiTiio+JpsI7tq1S8VsXjidGozv\nj/eZw+qTMsFpByVnlCwHIDNAO66JSr+Jk9VNZJoWcRTmo8EBGES2VOF+Ewk8H8ni3mfUwSguHUY/\ne/0Y2rapDWPGSVRUjowBHW70SztRWiSOEVsG23NUuypfrJXY0wPFLtMwGerbI4OgjE1SbfqJdquZ\nSWae+TKrq2KY78epRlVtCO+SPQe6VNxUg7bMpjGPRiK4l97+wjNMk+KofxjvviiprqIx/I77Upja\nr3sQCkMjg+c3cARtORh7TcVOUkbVV4FGSlK/HSeKyiK1cE1x6UhzHe4/HCblZ5apdPSZEPWZzmaM\n38M96M/Z+InrP+pMjoaGhoaGhkZFQn/kaGhoaGhoaFQkjktXTYSxCp3KMkmO0s28yt80kF6qnTVT\nxUd3gF44uHGTiIgsWQHqwt+IleY5qo8SaELaNOkHveWykB43XKCuknaYF9XUYP8MpXnHqXy9Jwil\nQW4UCgS3Dek+u51S/lJIq6XS1Bh20AMOD1aj17ix3UV1P9xUo6ahnkwKT8Hn5j0//ImKG6twfWwO\nFzfRhq4s6JqtW3eoeMmS2So+bUUhlf/U736ntn3gA6CzAlVcwwnt8NADMLN7+mnUDFq4aKmKz70Q\nFNllF4NCmTsTfWtWGxQc3d24j22vbFJxOyna2qgGWrSoAutsxbZDZGK54RAor0gMdVcWL4KB3qo1\nq1TcRTTWi5uhEhO5Qd5qsNEdK4EYXH9pOuqKlUu33367iJTSTzGqDcYUDquimO5jtRZThkz5LFkC\nlcW6detUPIvoW752NjXkc82kfnDsWIHa7CITxvXr16uYTQ8PHYIKjmm3MNW7c5M67yyi3ssFpx0U\nh1ikRCKllY22O0k143fheWaJzognC1RTNAPKKX0ANIWN6H3Dg3jjYShpRuiypBF0QzaP/3C4yayR\nlEV52scySHVH9d7cfjKpHMLcLGbheqJUJ46nSBvVakpN4HeJGOjSI6TC8RKtEh6FmrMccLixhGNg\nEBSfg8wUDw+BZp9JdQTZuDQVRt+0uQrPbXQc9zrUD3VVnFRqaaJ/uM0iCYyjrAvv6kZSD8aJLjrY\nc0TFizowNj1Uh2wiifkhQrXKnA7s4y7OVck43i0WXZlJHxc1VC+xhgxYzTT6ib2Xa1qd+MWpMzka\nGhoaGhoaFQn9kaOhoaGhoaFRkTguXTUyjHQZZf5K6kukyYwnn0fa0lmNtHIN0QF7nilQE2YPVnEv\nboEqKUd1SHJhpL4tUkgN70f6tdqP7VYO6bI0Ms+SSiGFmUogZeZzIRXsohSj5aQaHAYZ/xVXmFtO\npG0dPtynwwP6ybSjaQMepL5NqtmVM0nFReZa5cKj//2givsOg1r5zne/o+I01Yfp6wGF170dKezm\nplYVf+hDHxARkYd+Cfpp88ZXVfy/rrtaxfEEng8bUP12A6iue+66S8ULFiKN6zljuYqXcK0tolsS\nRDecTiqxg4eR1h0fQJq4uqpAyySjVF/mCKgMNjmb3wZ10Puuohpg/aDIfnr3z1QcTZ541f+bQRWZ\nKSaoTzPlwkoypqiY3uJaT5P7sFkeG/rx9ttuu03FIarNxnQR0zyTyi0RkeZmUIysemKDQ6bM2LCP\naTc26bvhhhvecIwLL0QdtP/6r/9S8dGj6A98bG4vpquYRisXwr2oa+QhQz+nE+1g92CuY9VMKo6Y\nn6fNLMxjDjf6YjpOtcXq8BySDiwTSJC61GGgHTykgs3RXJ8iw0CexizBeVMZPDcH1ZRysJHgDFDo\n8XBBQWOQ8aedanQlYjhnPo7YTnRLdATvmEN72IAQ11IOOMnczx5D/0rQlBBJUt1CH+afGlL7NZAC\nublYZy82gfGdomPESFGVSiJ2ufBeS1BNshqqv9cyE/NsVQOZOS7HnFdFVOkIUdJ5+hZI0jNubEDf\nCgUL54pHyYTTib4UTeJ9W1uNPu6ld/tQjNTPVK+ysxXv3+mgMzkaGhoaGhoaFQn9kaOhoaGhoaFR\nkTi+GeAopQRz9D1EJduHIljpHHIhveSwQ2nUtBhKqqF9+0REZLQL9MewgXpBjXVI9WUGYQbnohXY\noRDV6smAAjGySNunyOjKTSk1L6dQo5TmbaBaLFQLyPTgesReSGe7PWQsRmaBnIblsvZs4tU3gjY9\n2oWV90z1lQtOMuzb/MrLKv7GN76t4r+97e9UvHwF0phuG+4hQNRhS3Ohtsz73gdF1QOknHr2GdAU\n554H+uK886CcWrgQ5oG/fOBXKq6vh/rNSWnXaATPeft21K667757VPwXf/4h/FbwXDZu3qzi0ZFC\natjjxzNsaoPSj1UK5649X8U2Ot7DD/5axeM0Xs44E/WZyoHvfve7Kn7wQdCQTNdw/Sc25mNKg2mh\nSWM8NutjioopHD4P18jiY/Oz4e2HiSr93ve+p2Kuk8U01tAQzL9YDfXLX/5SxVu2bBGRUtNBNhRk\n88QjR6AaYSPFujr0t9mzoSA8FWaArz6zQcU2JygOtw8UWl0j5sk6Ghs2onFSNAca9sl7I8M9g2iu\nJPat8uPZhqqJCiVzzhEyBnQaoNQaakFX+kkVlyGqKZsjuor4Bocd5/WSyVwiVXjmu7e+qLaZOVw7\n99EcqXpsNNcbRNHGiJJmCrYciFENLncQFNxYDO0dIQPU3DgZazLF7EZ7TCoMkzG0aYZUvnv3YKyb\n9C4JBPCcJIP5qama1Mej9K4k1aaf1HexEVKwkcGhOLAPv8FaqAbg5LjqOgCauMkOmqm+FX15bAjq\nPxct8+gfwXdGmvpSM6mop4PO5GhoaGhoaGhUJPRHjoaGhoaGhkZF4rh01egY0luv70eKuaUBxlpj\nUaS6qmuRGstnkQYPzYTB24r3FFKoe36HVPIQKbQcJr678nFKlUdAXfkWIo0VaGtSsZkGpZFL47oc\nlDa1USrRS2qFLKXpTCfuwxHAKnHDUzAntOxIkeVYLZWlOlYGlYOPIL32yENPq3jb1t34ba78dFU8\njbQom609/xxSwi++AGXUOeecq+KeEaiIVq5crOJMUXE2e85ctW3OHFAGd/3X/Sp2ONAnzjwLdZ5q\na0EP3nDDtSqOUjqd09NMm6xec4aKH3zwYRX/9Cd3q/i0hStV7KRaQPYiFbnmbFBLVZQudpECIEyq\nhldeflzFx0ipc/oZZ6vYR32rHPizP/szFbOKaNIUT0RkwwZQIP/8z/+sYlZXce2mSXUVtzXTWWwc\nyNunU2OxEmo688JJmklE5PzzQQlecsklKn74YTxXppf4OFOZAc6YATNRprmYOmOVGhsfTmd2WC6M\n9nWrOJHGMxkP83Wj71YT3eByYt4zqtD+C9cU5l13AJRJLCOG5zYAACAASURBVIxjZ6iu3PgQ6BxW\n6GUzeOYZMuCrawDF0NIOasLrIyPJCK7d4cB1OWlcWSbmZv6bu7ZIgTW3oO2T1BZGCX2O8yepz42P\n43l6aNkBU6HlwBidN+inPALRZyWqxZxB28no1mC6rXBMOxlyRsKYHw8eAAVrWnh/uajdq2luq6P6\nk+PHoEKbGAItlCADx2OHu1R84DAUqGmqVeajsRSic03OMaxktJm4j1aqlTYYxXuGHqV4qf5gOoX2\nDdXQcpJpoDM5GhoaGhoaGhUJ/ZGjoaGhoaGhUZE4Ll21ex/SUj/40b0qXrzgZhVnJ5Ay682QyVaQ\nTKRodb/DV6B/nCHQTF4nre4OgLrIB2BMNLYdtZNcRJ3lY1iNna+jOlIupNFclOLjVLWVR+rbyCOV\nJp5O7BOC4iPvbCz+DvfGxlJ5ooP42OOjSMnOm4N6O5dfAprk0Se51lF5kDMpVZ3Fdbu8VKPqZdRu\nOuvMC1TcPwBDxTTVEUkXj/n0E0+obb/53TMqHh9D/7jllm+o+NprQbdcQzEJRcRDBo25PJvr4dt8\nwQLQZLd87csqvvlzX1TxppeeV7Hbjz4Saio8TweljmvqqQ5TN4wDt28DtZglZ8xFpBwM+NF3+3q6\npJxgmqm2FkpGplZYLfToo1C8bd26VcVMI03SUZxKt9m4jhLGDlNF09XCYtqL617x/sPDSI9zrauV\nK0Ex8nE2bUJNsv5+PJ/J9jCmGetMwfA9sQFgMgm6edUq1CQ7FWATtBBR4NUBjAGu8ZMmhYvTQF8w\nLDy7sWOFeTJGtfOScZoXibJ2eTGnuYgyoTJTMtoDhY3bjuvyLYASjWta5dJkpEp0fElMc9JEBMsj\nJF3Yp7MTho8GLTVIUZwlyqTKpPFdA1rKQeasfpoDygGb4F3isKHvkkBULFKYEfMmGTL1i9vx3jCL\nquAQPafRUbz7xmlpiZCa10dz6Iw6zPNVZLTnIIVUVQjjQfLoYz19UAJH4qCL7NRBAmQKGqFnaRT7\n35xO9JMWmqf8ZK6b9uO7IG1H2y0/DUte9u0m2rRZq6s0NDQ0NDQ0/kShP3I0NDQ0NDQ0KhLHpavY\nVOiVV/ep+He/26biy86Bkmb/7pdU7MyCgvKQQdX25wvmcF07kZruaEQaLZtFqq1pJozZ6hYgfT0y\n1KXiwYNIWQf6SdFVi1szuOaKA+m4lB0pu6oWKIacjaCosm6kPC2rkFajbKDks2H6f7RXTQ2otqAf\nqbmZ83D+zvlEhdnvlHLD7kIaNZ1Gar7aibY6TKvod+zYo2IXGQne/99Qu6QShZTqsS7UM2ltBSX3\n2j5Qi/4Azv/jH6NG1arVoHzmzkedoBKCitO7dlLgUR89fSVSmn//D19R8b3/+QsVHyElQd9owdAu\nQ4aSx45CpbDpJSh/Vp6G/hciZYudqI/XyXxvZAT0XjnAlAvTOdwHuaZUDRlcMqXEiod8/o31tljN\nNB0VxeoqpqKmo7p4//FxpNzvvx9KvDPOgGruU5/6lIovvvhiFQ8MQIkxqZ66806Mo4MHUQ+Kr4Wv\nkU0SWVHFijXev1zwBKY+R7AWcxf/RWpSezLlKILJKZ4pzLupMZgp5sGGyESEfkcUVXWI5i5StVSR\nYpDrSNltpEwlS7icRUo4qq8mdByL+lEv0cOeorFqdzfGo49olVF6biPjUIaRX6D43KBB2DCxlmjc\nciAyhvlk5gzQLy4vruFgF/quU4iWj6PNJugdmi3WWUzH0Qu6j2HOzeVB+9lo5kyyQpXqkOXI6O/1\nXiwzGd6Dd7u3AXOG5SU1GHXETB4Nbqfnw3R2qFgPq6MDKjiDKMtUHPua9EnSO4j7q2vDtfC95oiq\nnQ46k6OhoaGhoaFRkdAfORoaGhoaGhoViePSVQbXRCFTqB/f9ZCKg1UfVnHIg9Tmrh1Ut2YcK7Nd\nReXGgvOgXogPInX32r4DKj64G5TWPDJaa1yMVHa4D/TDeD9W/wvVX5E6qsHU0qniAK2+d5PCKJ1A\nCixL5emr/IXUPqftM6QgyGYpdWcnwzGqjZShfHF9A1QxAf+JTY3eLJadvkbFW16CKeHEBNKic+Z0\nqnjzZii+XtwEhVJ3F57LqtMLpn5rzoBSLJ0GHeEhNUBbO0yfli5dp+IHqF7VzX/9WRU7XWQaRqoZ\nVlo5HPhOt1G9sPWXrFXxsmWgIv/xG99RcfLVgmKvk9Ko4ShSzZ/4+F+qmOnH1157TcVch2liAv2v\ntRXHLAeYQmEqiGkkrvnE9ZqmU5dMHmc6hRLHLpKKcGqafzuV0eDv/5bHUm8vxjKb+l155ZUqbm6G\nOedUKi02Djxw4MCU+zL4/K2trVPGfE/lQt5OaXeL6Ec+t21qhVqeFDwGmam63YX922eSmSGZsB09\nBGXbzlcxX5t5MuWjGlmeatCfC5uWYbsX/SlJY4DVYJbJ6ircazQMBZGHVDaT9bAGvegrLqKpuS6V\njQ0+qXZVnOpV8TPk7WUBPcoZzZ0qDtaA8hmnWmoZUh9zv8uM4r3oKOYjunqx7QjRe0zuWxbUTzka\ns9EsqOm9ffjtMPWZ116F8jKSJPNFL347ZuGz4SjNMTaar2vIFHL+3MIShNY2jN0jh2Fauu91qrtl\nx++O9oOuGqb3/Mw5oK5cnYing87kaGhoaGhoaFQk9EeOhoaGhoaGRkXiuHQVV1Pi9OCBLqSavvaN\nf1fxyoWgfy5aDuqquQqpwhmLCtTBGesvV9vSZC40cQhUSO8rULf0bIPSZ3wUK9ZXffD9KnY3Yjun\nMF1VVG6eKRABrRI+jPMeJqqtthNmc865hbRsltJ1Hj+UNg//AvW4tm6HGu2zn79RxUEyZNrwG9RA\nevZ5pAnLhY/87xtUPNLfpeLebtCJW17drOK/+MjHVPzcS8/hQFRDZ6RoSNXUjDTrU088o+J4HOqz\nPbuhpLn00otUvJ9USQf2g1ZZshw0U45oGBul7U0yAmPFSZZkFt5qPPMvfPEzKn7wgV+LiMjqM85U\n24aHcb19Q4j37oUZIJvG1dUjXdrcjP5fw6ZaZQBTR5yKZ6XNq6+iDhmrmBizZ8Oga7LWFNe/YlXS\ndHWpmH7ifZgKYuqK6S3+Ldck4+ti8L3y8SfPyzXZ+Jx8XXxOVnq1t0PNybW5zJK+V6a/Cw2iqIjq\ntoitMomOtYieMGgnB03pkypEy0a0ISkpq0l1mk+ROseJud7MgbIYG0VcXQejUKcbdFUiClohG4Gy\nx1cFuiMZHlTxYBf2r2ubr+JgkSabOQcUdy6J8egLYay1xDDWMlT3K5kgZSBRZ4kExm85kIihnY51\ng3KZQ0pdamIZJFO/TArXVkO08uSzpO4q0SjX/aL5QHDfJLaTJB17I9FS7fT82uvwDq0XLKc4PApa\n6mg/KLNIDNfg9uLibAZ+ay/KkYdHQGXGaP4YobqAYxOg0cIRfBeMD2HOmDsLSwESUbrXaaAzORoa\nGhoaGhoVCf2Ro6GhoaGhoVGROC5dxSkwTo8HqLz5orlIb3lMpJ16u5B2cjaRumhHIW08f+Vlapu/\ndZ6KmxphJNe6HAZsvdtQs+bIHtAbQ91Inc3ugLmeI4CUlkW3aRBFlY0hbdpLq71TpA4K1WNFuFE0\nsbLbqc4VmdElqKbVgxtwvaFWpN7TOaTp7vv5BhUPD1Nd+TJh7jzQP9d/7K9UfPu//V8Vj5KxVssM\ntOF1112n4t27kOrc8srLIiJSFUKf+IuPfFDF//rtb6l4ZAQpz/vuQy20m26GoqrE6I9VQyX0DO6J\nNpeqjCi1n8ohpRmogULkuuuvLfw/pbXjCaRfXR6caPUaGBa6iPLkdHCU6rUMD0G5Ug4wzcL0SyyG\nFO9DD0EFGY/jvpgu+vznP6/iyXozf/M3f6O2MYXE7cv0D9NCjY1IyXO9KKaWplMrsXnh4sXoq3yv\nDD7OJKXE98+UE5sasjEiH2PuXFDTfN9MV50KMEVlUT9mmtZO123wugJhZVYhNmhbnujdnA0/nDGv\nU8Wz5qBeVJUHv00k8ByS1M4TY0SFEk3cfwxzsxg0Br1UQy+O+SYShsqzeWaR/iZaJ5lGf+J6S8EQ\n1/eifllN2/kRmieud/RmMDqMee7F50HRZDJLVMwUYpLm3EOk3FyzEPTdJA3rdnABLFLz8pCi7S4n\n1RijeSJDlHvPKNo1TO+zYADU7zgprbJkJGtQrTK/G0sx/D688xPF2lURUoZNRDAf2aiuWIbqAvJc\nnMuhv3HNLv/wiY06dSZHQ0NDQ0NDoyJxfJ8cWmBq0dfhjHZkN27+Ahan1ruw0Ky/Gws1x/qwmHR4\nsPCVe3gfFhWf1oBsUNYia2gTX5LNq85TcVU7MiPxYXwpD+5GBW1bNb4aA3X469IfoKxSDn/RBuYi\nmzSTPF+8IcoI2Qp/3eXpz4Ik2VNHM2ivKHlf33kXfGBSCWRs0rRI7lR4cfBfYjM64XNx7cfw1/yu\nXbtUHEng63npCpRMOO0M/Pbiywr297E4nv2VV6xTcV0NFrXd+zNkb/IW/hqYtwDZu7p6/JWVytKi\nYvoeL/HcKPFxIX8XA13bTlkHkzM/xb9kXVRuYu5y/DXfuRDnzJBPVDiMjA1XgzbINr26tlPKCc7e\nMPbtw4L3p556SsXcTv/4j/+o4muuuUbFe/YUFvd3dOAveS5PwRkgBpeGYG8ezoCwrwv79HCGiTNC\nzz8PX6Zrr71WxdP58EwUfUemG0d8fl6cPJ1PzqlGhq4jX9JJEdspbZilucMia32XixZYewqxRYul\nszRfpW3oQ2dfDCFAUz0yaltffFbF0Qn8NR/OYE4P1iIzZqNn0nXokIrb2+HVYzrpnigjY1CWafLK\ngn4sKk6M0zime85RbHLpEQvzHfdFQ8pcpoPKDowOITvVfaRbxctWgHVob0R7UPK4ZOw5woW2z9Ac\nbpXcE8XUZ3wkRPCS7102iXnLIq83M4Pj521oy4kYsj28ONpF481HGRlaRy+RWOHdMEqV0ifCeLcY\nVNHeoEx+Ns9iBVzj0S604yxikqaDzuRoaGhoaGhoVCT0R46GhoaGhoZGReL4dFXJP/Cv7qNYVDwS\nBk2x9lL4jaxYdbqKe44gbfn0hkdERGQ3UUsBKrvQ0dmp4mwaKS3TASogGELqMz6CRUhPPw6fmvAY\nFhU3NmH/2lZ4YXQux2LSeavOVbFlQ7o2nUUT5YxCui+ZQ7ruqadfUPH992MhcTpFC195oRanFU8B\nRcVIZ5CizGSR/mvrQJvUN6B8QYz8HgYH0Z715A0zZ26hCn0DVayNkw/FvEWgub58y9+quH8Q3jy+\nINrbMpBSpTVzQmskJVdSeHbqiuSlLk+AwZWxi+lxpgeYejEp1ZvL0YJkogRCISy2s1O6lo9TbnA/\nYrqRF9j+1V9hoflHP/pRFbPvy6RPDNNVXGqhqqpqyt9NVgAXKfXp4QXDTBfwImCmrvr7Ma/ccccd\nKr78cnhq8T0xZRcMBt9wPGuaSt1ceZxpLD4241SMUz/RMklafGlSqZh0DPTB6CDm3XgU8+Rk6RkR\nkWCRKnZ6MHfG4ji2Mwgvk9oGUHVpmnf7+7Ao1klUwvL5C1Tc0oTlAFYGY//cc1C6Z2Yb9hkbxdj3\nzsHz8tfgGry+wjV7Z8Anx0ziWpg6zeWYrqJxT88tSzQM09rlgI29jbK0yDqFawj4qLr7DIyrXApt\nHyGKaHLh7dAwKKw8HZsXHjupKryL/OJMWirB7yQHLUXJU5ulo0TL0/vCTnOrg47vINowS2N8rOiD\nk0rzOxHXHk9hbuWFxw6aZ+MJ/HZsDP3AZp04T6MzORoaGhoaGhoVCf2Ro6GhoaGhoVGROEFZh6m9\nSaJhpL127juq4kvehRX6hg1p07a5SFuuPKeQptq1FTTP3h3bVJyOIR3X2IQKuBalbfsHsbp6+0ao\nMLrIer+6CqmuhFA6jNKBWaJGDA9SpdVNUFq5vKBSRsKFa3vi2RfVttu/d5eKd+/rUrGNlDZMUVly\naj03GEeP4lmxwsRBaegQlSPwUJqbfVG4rEEsVmhDl5us4Nk7KEZ9iDgnhwdp6gPdoMK8XpzHS14l\nbieXDqB0rIsoIjfuI5VltQEbjyB0FOmlHKVrhWgYw4HfVVdTpeUkqIIoUwVE5wySymh+IxRbbxWY\n/pmgisb333+/itevX6/iG29EaRGmcZhSmrx+9qh58UX09eXLl6v44osvVvG3v/1tFXPfYIqIaaH3\nvx+lWNib5sc//vGU18UqKj4mt8HkPTEVxsop3jdCfka1taBsuML5dJXYy4UqquRto3vP24kCiKJt\nM0n6+zSHuTabxHUPF8sgVNdiDqutBXXfNHOWii1SmlaT2nDpEtDNeaJB3EFQeymie5uJym4M0Ji1\nyKfIDzrU7iQqLYb3ynhvYfzkcxhr1QEoL+N2tEWWlWn0qGwGvQPiOHaOVJtlgUXKN+5346CfDKoG\nP7sT6tJjPYdVHEugn/qKHlJje7H0I2/iPC4aF343nh9rMB10LW4HKdWIIkrTtdtI7ca+RAEHlUwi\nZVSA1xcQdTW5fMFux7vFRstPUhnMoVEq8cS8n0HKMFa3jgye2I9MZ3I0NDQ0NDQ0KhL6I0dDQ0ND\nQ0OjInGCsg5MrUy9Iv3FjVBJXXwRDKJWLqVUKB2nY17B2rqpFSZ7A0dgYPabxx9RscuDb7AApR4t\nE6nHunpQWmdf/j5sb2ihGOlabwgpz5EYUmA//flvVLxrz49UHKpDere3aNe9ncpKjEWQNrXbyQqe\n0nVilMiB3ja0tiId7/MhpcnZeC5ZwJRWdTVZoRtc0beQXkynkO52UNrSG4D6iKmMYVK4WKNUosCN\nLulz45kbRClxhXmvD9b9QTqXQalOJx0zVFId/I00BFvnM4vF6dLWVhhQpVKs2sD+05n1vVVg+ufl\nl19WMVcb5/IM09E8TOlMKqaYduPfvfe971XxRz7yERVv3LhRxRs2QGHY0ICx8+d//ucq/tznPqfi\n+nqo+ZgWevzxx1XMSrVS80cyPSv21XPOgZHnzp2Ym5ii4vvnY/N9n2oM9YGyzXL5DFLsjY4iNd9F\nhmhuopKrqnj8FmK7YBwHq9BvGqqJDq7CmKqvo/3XgK767QtYVjBERn/NGYyHlvo5Ks4T3RIdg2lr\nnGipZAo0VoKoX1vxEeUt9M80VRJPZzkmBRP151yGtmeY/izvkoFcFnMhK60mqHxDhuZLphN7h0hd\nGkR/nBQjTUSgZCy9C65CThMRUU5WjsqC0Pxh0kVS85Uc30n0LbFV4uB1LEQrs/IrWjQD5HcLP/dk\nilVfaBeec20U83KB4SEsb5kOOpOjoaGhoaGhUZHQHzkaGhoaGhoaFYkT0FWAVVIFGqmjrVtQNfVr\nX4PK4lMfQyXqc9eg+qq9mP6uCoE6cQaQclqw7AwVm4LUlcuGVFdrO8zr2mdDneEPgbriehj5PBsT\nId333w//WsV3/Ox3Kh4cRzpsSl0FfRq6aSW7yak+zvuVHOXUGgAyLrzwfBVThluGqL5KNEa1hCgl\nzAoXNhxzFymlFBk6cS2Z2noyvaK6YW4f1dhxcTdE+7ionZMJPJOqKi/FeM5RUp9wBWo2rsvTtdmL\nDloOyr9ytWKT1GC57NTP0O3mfkbqMedJD603DTZGu/7661XM1A0/P05VM4X43HPPiYjIIaIi5s9H\nJeTLLrtMxWyct2oV1JOPPAK6memtr3zlK1P+llVMrNh69lnUTDqZKuSTVNP556OP33nnnSrm+Ysr\njC9YAFM7roI+3XnKhXwSc5SN+pflQoesCuG6Fy6BIsfjpUrTfuwzSdeQMEYswTgaG8byAncMv8vH\nMU7tVN+qowXbPQGM66VUh6mBatW9sn+rikcHoDZMJ+l5ssknV6ovTrJpevZxojh4NQCbeWapn+eI\n3soRfVJuM8C8ietkhXKeaLJUlgwXh0E9DkWhwLJ5QL8P9RSoyijRrowMNUiEakvZWW3G/YpNAuk4\npsXPgCkwOg7NizZSzfl9mPOam0B5Tl5bisxl4zRnTdD2nEXvfKpj6bLzfIo4njjxUhCdydHQ0NDQ\n0NCoSOiPHA0NDQ0NDY2KxP8wp85l7pG6emUbqKuh225X8f9zzXtU3NxaqGFyrA8UVYBqVLz/iktV\nPGsm6p2YRJHZhLgWSq9lyFRo144dKvYTNbbvAFQMP7n3KRUPEEXF9MZUiU1OQfIq+RIY0/7jbYPd\nQaoaSvGyEilLygCHA6nqTAbbU6OgpiZrN7FiJU6GTnlrQMW8uj5A6q4A0VicSnbYmf6hOiYxPCs3\nGRZyjTJmGJiiSibfWE+J6SpOcTvJsGp6ygLbuQ1M5i6F+IK3CEy/nHkmasaxqouVUbw/9+9t26CY\n+da3viUiIgcPHlTbbrjhBhXv2wcV5MMPP6ziZ555Zspzrlu3TsVsusftxHTZ9u3bVcymfkzH8bXz\ncSa3z6BaR5P1rEREUqTgWLoUiqGbbrpJxa2tMAQ91WCzU6baTROxh4zz/I3Y3+lhGoL4iSKNxcpE\npu4jYSjxzAl6JlWkUqRrNDPYx0HGmw6ad7sP9qn4/2/v3KOiqt4+/h1GBlT8vbg04QVKfmlaqRGY\nFiIQ/KEtQ8HyljJatvCS0RJx6RQJKrrywnKh5d3CFr6Wpbjy8kuX+muFxWVh9aKxMN4UVBRRES/D\nADPDPO8fI+c8o+BlKfBjeD5/bTZn9tnn7LP32fN853me6iq1fTO7Pu7d1MDmm4PUdOd5tTTjUcXl\nKr5mmFlOpHq2ZnG5qqW/2zcw718+93mfr99Q87RdqmRSU63a53qT+tkLdwKmWtj7ho+Nlc1vR9mP\n8zDvoeaOYe8L7kbKim7MU9GNeTHfumF/X/BAvKZ69Tm0sKCGVn7v2N7CDTxvnjonbt7i97ppxJIj\nCIIgCIJTIpscQRAEQRCcksd3AWGB4XiQtgsXVVNl5v/8Syl79rCbkEtKLyh1WmYiq7qlSiEJc+OU\nspn9sr7sjGpO9/tvVdLqxnKu7NmXr5T/9081H8jN26p561y5+ot/bgZvjVw1bYGRyTxa9mv1zp3V\n+8ZzlBhvq79612jU411198ovXI7o6qGaFk0m1bzaYFaliZt1LP8Ty0WiY9Klxz9UTw2tVq1vYHlf\nrlxVP2u2sFxT/9V0bi4tCwxovWNCNzETsdGomlS7dFHPz2UYnseLo2XnaekcZfwZ5QH1mjuGwz2t\nnmaeiu+88w4AIC8vT6mLjFTz0e3YsUMpHz+u5ozjubOioqKU8tChQ5Uyl5+4d9cVluNr586dSpnL\nbt1YkEd+TVyuaqRHD9XDcuTIkU2eJzQ0VCkPGTKkyX619hrQwNQUYstyJ6geX8QDT+rUdZKszIOH\nyffaO7nXOmm5pMrkWv45ditv3VTnPV/TubRUw7x8rl9T7y2X8uvr1bWWdQsWM/ujmfFslNP5EHOv\nTS55aVgf+TruEPCugferaW+9JwURD7CpjmWDjXurqn0Y9OLzSrnrJXVcDx87oZTLS+/kHXTw2mXn\nbK4vzdQ3L2OxYJvNSFfN/hKDPWcu3K1LY79WLaurrWXeuDYuJXIpU71HFuZp1RjkEgBqatR2mkMs\nOYIgCIIgOCWyyREEQRAEwSl5fLmKmea4aYybOc9fVM3Z5y7ZZSwbD1DFTIlff6tKW7quqqn2ZpXa\nRvZPvyrlgEFqIKqBA9XAXj/+W/WuKv4/NbgZt6/x3Bh3ZwJxRm7eUqWYbkxS4gHt/Hv7KWVuKube\nRVyKaQyoBzbe/9CqMg/PH2OzcfO42kY984iodZCOmEdXHTOhOwT3U9u8Xq0G0uKSjLub2ncPFsiw\n0x3ZjVQVDS7MxF1VpQZJtDDvDA9273gAuS5d1bY1Lq0XDNDBLN+EhAM45qji0ts//6nmmJsyZQoA\nICYmRqnjHkr8GeCyFM8LFRwcrJT9/NRniY8HPz8P2hgeHq6UeZA+nkOtqVxbvJ639+677yrl/HxV\nvuZBBzn83vF72hpY2dzg8pPFxOQJVu/SSX3W6pmHWicWQdN2555bG5iMwMaQzx1etsHBdUltW8Or\n1foalk9Jw8bEzOYMl5p4MFli121lgf8a1SjuXWXhealYPVcW+XvHwQmIqyealv5uz/PsqbUuLEDo\nUz1Ved+PefXdMqrev1SjSvr1dyR9V/BxUmldcZXfYzaubC/g0VkdY7eedrn5BvPKbbCqUqYG6uds\nTLd1CEbIfhajc+PBTEWuEgRBEAShgyKbHEEQBEEQnBINOasrkSAIgiAIHRqx5AiCIAiC4JTIJkcQ\nBEEQBKdENjmCIAiCIDglsskR2i2VlZXIzc297zHZ2dnYuHFjK/VI0Ov1yMnJeex2+vfv7+B2LrQM\n8+fPx5YtW/DRRx+1dVeEh6C5+bVlyxaHRLmCSusF8xCEJ0x+fj7OnDnjEJvlbsLCwhAWFtaKvRKE\n9kXPnj2xbt26tu6G8BjMmDGjrbvwH0u72+Tk5+djw4YNcHNzQ3h4OH7//XdcvnwZVqsV0dHRmDx5\nMkpKSpCcnAxXV1fU1dVhzpw5eP3113H69GmsXLkSVqsVFosFycnJePHFF9v6kpyK/Px8bNq0Cd7e\n3jh16hQCAgLQv39/HDlyBDdu3MDWrVtx+vRprF+/Hu7u7ujcuTNSU1Ph5eWFyMhIZGRkoHfv3sjP\nz0d6ejq++eYb6PV6BAcH448//kBZWRni4+MRGBiI9PR0EBE8PT0xevRoLFiwAFarFUajEVOnTkVM\nTAyysrKQk5ODtLQ0REZGYurUqcjOzkZ5eTmWLFly3w2ScH8qKysxf/58AEBdXR0mTpzo8P+PP/4Y\nvr6+GDJkiDKWAGAwGDB48GAEBwdj9uzZGD58OE6ePImamhps3rwZXl5eShtGoxHTpk3DvHnzEBIS\n0noX56TYbDYkJSXhr7/+gq+vL0wme8C5sLAwZGdnw2AwoFevXigpKUFpaSnGjRuHuLg4mEwmLFq0\n6KHX2iNHjmDbtm3Q6XRoaGjAqlWr4OfnB71ej9mzWa5BFwAACDlJREFUZ2PYsGEoLy/H5MmTlfPq\ndDqUlpYiLS3N4RnoyGzYsAHHjh2Di4sLoqOjAQC5ubnYvn07ysrKMGfOHERHRzvMqZkzZyIkJAQn\nTpxA9+7dMWbMGPzwww+4ePEi1q5di+effx6RkZGIiopCYWEhqqur8cknn+C1117DiRMnkJaWBp1O\nh7q6OqSkpGDAgAHNPheLFy/GmTP2YLvnz59HeHg4li5diry8PKxfvx5EhE6dOiE1NRVPP/1027yD\nqZ2Rl5dHQUFBVF1dTZs2baLFixcTEVFtbS1FRETQ+fPnKTU1lTZv3kxERNeuXaO9e/cSEVFUVBSd\nO3eOiIiKi4tp7NixbXMRTgwfn7q6Oho0aJBy/xcuXEgbN26kkJAQqqioICKizMxMMhgMREQUERFB\nZWVlSjuTJk0iIqLY2FhavXo1ERHl5+fT6NGjiYho3bp1tGbNGiIiKioqoqNHjxIRUWVlJQ0dOpSI\niPbs2UOJiYlK+zt37iQioqysLJo1a1bL3gwnJyMjg5KTk4mIqK6ujjIzMyk2NpZ+/fVXWrt2LS1d\nupSIHMeSyP4cfPfdd3ThwgV64YUXqKSkhIiIDAYDZWRkEBFRv379qLa2lqZPn04HDx5s3QtzYo4f\nP04TJkwgm81GJpOJQkJCaM+ePRQaGkpE9rGZO3cuERGVl5dTUFAQEdEjr7W7d++mixcvKp9dsWIF\nEZHyfBARXbhwweG8jfNUsFNQUEDjx48nq9VKZrOZZs6cSWPGjFHWwoKCAoqKiiKie+fU2bNnici+\n5n3++edEZF8vly1bptR/+eWXRESUk5NDMTExRER05MgRKi4uJiKi/fv3U3x8vNJ+U89FI+Xl5TRq\n1CiqqKggk8lEI0aMoOrqaqXNDz/8kIja5h3c7iw5gD0UvaenJwoLC/HWW28BANzd3TFw4EAUFRVh\n5MiRMBgMuHTpEiIiIhAdHY2qqiqUlpYiKSlJacdoNMJmszmEhxcenz59+sDT0xMA4OnpicDAQACA\nl5cXrFYrevToAW9vbwD2TNXffvvtA9tszGjt4+ODmzdv3vP/Xr16Ydu2bdi2bRu0Wq1DZuxHaUd4\neEJDQ7Fz504YDAaEh4dj4sSJOHz4MLKysnD27Fns3r37gW10794dzz33HAD7mPBx+/TTT9GnTx+M\nGjWqxa6ho1FSUoLAwEBoNBp07twZL7300j3HNM4RX19fGI1GNDQ0PNJaC9glsIULF4KIcPXqVWUN\nuB8Pc0xHorCwEIMHD4ZWq4VWq8WmTZug1+uV8fH29nZIqdJI9+7dlXQtXl5eCAoKUo6/dOmSctzw\n4cMBAEFBQfj7778B2Mdt1apVqK+vx+3btx3S1jT1XGi1WtTX1yMhIQHJycnw9vbGyZMncfXqVcTH\nxwOwp1zRaDRt9g5ul5scV1dXAI65dAB7PhWNRoMhQ4bgwIEDyM3NRVZWFvbt24fFixfD1dUVmZmZ\nbdHlDsXdeX/438XFxQ7/axyzu7GwPDaAY74jaiJ+ZXp6Onr37o01a9agpqZGmdh386B2hIenT58+\nOHjwIAoKCnDo0CF8/fXXcHV1hdlshsViQV5eHoYNG3bP+PKxvftZ4WPSq1cvHDp0CHFxcXjqqada\n9mI6CHfPt6ZynfE50tRneF1Ta+2KFSswd+5c7N27F/7+/tixYwf+/PPPe85z9xzX6XT3HNOR0Wg0\nTa5RD1rD7rf+8uMbx56P74IFCxQZ/6effsJXX33V5Hl5W0uWLMEbb7yBV199FYB9HH18fO55196+\nfbtN3sHt2oQREBCA48ePAwBMJhOKioowYMAAZGZm4vLly4iMjMTy5ctRWFiIbt26wc/PDz///DMA\noLS0FF988UVbdr9D4u/vj6qqKuUbRW5uLgICAgAAHh4eqKioAADk5eU9sC2NRqN44Fy7dk2xCBw4\ncAAuLi4wm80tcQnCHfbv349Tp05h2LBhSElJQUVFBaxWKyZNmoS0tDQsWrQI169fh4eHByorK0FE\nqK2tRWFh4YMbBzBv3jzMmjVLsQgIj0/fvn1RWFgIIoLRaHzosXiUtbampgYuLi7w9fVFfX09jh07\npszFR53jHZnAwEDk5ubCYrHAarVCr9fjypUrT6z9xvv/22+/KQlxG9fRhoYGHDp06IFr6K5du1BT\nU4Pp06crdf7+/qiurkZJSQkAoKCgALt27Wqzd3C7tOQ0otfrsWjRIkyZMgVmsxkffPAB/Pz88Oyz\nzyIxMRFdu3aFzWZDYmIiAGDlypVYtmwZtmzZAqvVCoPB0MZX0PFwd3fH8uXLkZCQAJ1Ohy5dumD5\n8uUAgOnTpyMpKQn+/v7NWmI4r7zyChISEuDq6orY2Fikpqbi+++/x9tvv43g4GAkJiYiIiKipS+p\nw9K3b1+kpKRAp9OBiBAXF4fDhw8DsLuAv/feezAYDNi4cSP69++PsWPH4plnnnkkWWLChAn45Zdf\nsHXrVvEgeQIMHz4c+/btw/jx4+Hj44OXX375oT73KGutp6cnoqKiMG7cOPj4+OD999/HggUL8OOP\nPyI2NhYpKSk4cOAAQkNDW/hq2zeBgYEYMWIEpkyZAgB48803cfTo0SfWfmVlJWbMmIHLly8jJSUF\nABAXF4dp06Y5jNv27dubbWPZsmXo168f9Ho9AMDPzw+fffYZVq9ejaSkJLi5uQEAli5dCqBt3sGS\nu0oQBEEQOhDck9XZaddylSAIgiAIQnOIJUcQBEEQBKdELDmCIAiCIDglsskRBEEQBMEpkU2OIAiC\nIAhOiWxyBEEQBEFwSmSTIwiCIAiCUyKbHEEQBEEQnJL/B6WugTnDMo91AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x720 with 25 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "Qnjh12UbNFpV",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Define a simple model**"
]
},
{
"metadata": {
"id": "RGbLY6X-NH4O",
"colab_type": "code",
"outputId": "6430e790-e3ee-45b0-c17f-592b79f68a82",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"cell_type": "code",
"source": [
"# define the model (a simple classifier)\n",
"class MyNetwork(nn.Module):\n",
" def __init__(self):\n",
" super(MyNetwork, self).__init__()\n",
" layers = nn.ModuleList()\n",
" layers.append(nn.Linear(in_features=3*32*32, out_features=512))\n",
" layers.append(nn.ReLU())\n",
" layers.append(nn.Linear(in_features=512, out_features=100))\n",
" self.layers = layers\n",
"\n",
" def forward(self, x):\n",
" x = x.view(x.size(0), -1) # flatten input as we're using linear layers\n",
" for m in self.layers:\n",
" x = m(x)\n",
" return x\n",
"\n",
"N = MyNetwork().to(device)\n",
"\n",
"print(f'> Number of network parameters {len(torch.nn.utils.parameters_to_vector(N.parameters()))}')\n",
"\n",
"# initialise the optimiser\n",
"optimiser = torch.optim.SGD(N.parameters(), lr=0.001)\n",
"epoch = 0\n",
"liveplot = PlotLosses()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"> Number of network parameters 1624676\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "N1UBl0PJjY-f",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Main training and testing loop**"
]
},
{
"metadata": {
"id": "kb5909Y8D_zx",
"colab_type": "code",
"outputId": "5e2141f6-d031-46c6-a81a-0af2d1d83e75",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 445
}
},
"cell_type": "code",
"source": [
"while (epoch<10):\n",
" \n",
" # arrays for metrics\n",
" logs = {}\n",
" train_loss_arr = np.zeros(0)\n",
" train_acc_arr = np.zeros(0)\n",
" test_loss_arr = np.zeros(0)\n",
" test_acc_arr = np.zeros(0)\n",
"\n",
" # iterate over some of the train dateset\n",
" for i in range(1000):\n",
" x,t = next(train_iterator)\n",
" x,t = x.to(device), t.to(device)\n",
"\n",
" optimiser.zero_grad()\n",
" p = N(x)\n",
" pred = p.argmax(dim=1, keepdim=True)\n",
" loss = torch.nn.functional.cross_entropy(p, t)\n",
" loss.backward()\n",
" optimiser.step()\n",
"\n",
" train_loss_arr = np.append(train_loss_arr, loss.cpu().data)\n",
" train_acc_arr = np.append(train_acc_arr, pred.data.eq(t.view_as(pred)).float().mean().item())\n",
"\n",
" # iterate entire test dataset\n",
" for x,t in test_loader:\n",
" x,t = x.to(device), t.to(device)\n",
"\n",
" p = N(x)\n",
" loss = torch.nn.functional.cross_entropy(p, t)\n",
" pred = p.argmax(dim=1, keepdim=True)\n",
"\n",
" test_loss_arr = np.append(test_loss_arr, loss.cpu().data)\n",
" test_acc_arr = np.append(test_acc_arr, pred.data.eq(t.view_as(pred)).float().mean().item())\n",
"\n",
" # NOTE: live plot library has dumb naming forcing our 'test' to be called 'validation'\n",
" liveplot.update({\n",
" 'accuracy': train_acc_arr.mean(),\n",
" 'val_accuracy': test_acc_arr.mean(),\n",
" 'loss': train_loss_arr.mean(),\n",
" 'val_loss': test_loss_arr.mean()\n",
" })\n",
" liveplot.draw()\n",
"\n",
" epoch = epoch+1"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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dWvxcLFgV5Yeb/dBYT+hGOjWd5DYUkF6TSVpNFvkNhWivXTs1yzmCpTLET4gf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\nIiIiIiJi0J/QBUj69y0mXQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.028, max: 0.084, cur: 0.084)\n",
"validation (min: 0.030, max: 0.085, cur: 0.085)\n",
"\n",
"loss:\n",
"training (min: 4.143, max: 4.551, cur: 4.143)\n",
"validation (min: 4.135, max: 4.535, cur: 4.135)\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "MTFqiEHzMOVw",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Inference on dataset**"
]
},
{
"metadata": {
"id": "kTzXmAdQK2c2",
"colab_type": "code",
"outputId": "6c2e2d33-3b33-45ed-ee1d-90f39a0b3c35",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 480
}
},
"cell_type": "code",
"source": [
"def plot_image(i, predictions_array, true_label, img):\n",
" predictions_array, true_label, img = predictions_array[i], true_label[i], img[i]\n",
" plt.grid(False)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" plt.imshow(img, cmap=plt.cm.binary)\n",
"\n",
" predicted_label = np.argmax(predictions_array)\n",
" color = '#335599' if predicted_label == true_label else '#ee4433'\n",
" \n",
" plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n",
" 100*np.max(predictions_array),\n",
" class_names[true_label]),\n",
" color=color)\n",
"\n",
"def plot_value_array(i, predictions_array, true_label):\n",
" predictions_array, true_label = predictions_array[i], true_label[i]\n",
" plt.grid(False)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" thisplot = plt.bar(range(len(class_names)), predictions_array, color=\"#777777\")\n",
" plt.ylim([0, 1]) \n",
" predicted_label = np.argmax(predictions_array)\n",
"\n",
" thisplot[predicted_label].set_color('#ee4433')\n",
" thisplot[true_label].set_color('#335599')\n",
"\n",
"test_images, test_labels = next(test_iterator)\n",
"test_images, test_labels = test_images.to(device), test_labels.to(device)\n",
"test_preds = torch.softmax(N(test_images).view(test_images.size(0), len(class_names)), dim=1).data.squeeze().cpu().numpy()\n",
"\n",
"num_rows = 4\n",
"num_cols = 4\n",
"num_images = num_rows*num_cols\n",
"plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
"for i in range(num_images):\n",
" plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
" plot_image(i, test_preds, test_labels.cpu(), test_images.cpu().squeeze().permute(1,3,2,0).contiguous().permute(3,2,1,0))\n",
" plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
" plot_value_array(i, test_preds, test_labels)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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ZRg6WDLT73Fq00UIWOVIgWWpAWyY0KKf2Uv7c8JtbUAl67n3yRuRGjmSpnOPR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\n7EAexwcexvY6LWmphuSyTs7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42Iy5QfLQbAu5kyIHupVjkAYVhiGjGRrF57UGcmZ+CtK3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57xjBRFAV+4T19ct8+V/THz8tpLOZQ+4G27p6R7yIheRwP1uwFL6o5lC+I6SZpwiup0QhTdCVLp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\nRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x576 with 32 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "fOl3EyCqClDk",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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