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@cwkx
Last active January 26, 2020 21:04
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convnet.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "convnet.ipynb",
"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/1a4da17e2e9c1081f93631f5b51e5bae/convnet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "X0XeNJMELfIb",
"colab_type": "code",
"colab": {}
},
"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 torch torchvision livelossplot"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "6N22Uz-kLiZW",
"colab_type": "text"
},
"source": [
"**Main imports**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "MK1Jl7nkLnPA",
"colab_type": "code",
"colab": {}
},
"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": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "run1dh_hM0oO",
"colab_type": "text"
},
"source": [
"**Import dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bK383zeDM4Ac",
"colab_type": "code",
"outputId": "82ab88b0-70ea-4078-890c-56b718e8c4f7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 104
}
},
"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",
"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",
"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": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"\r0it [00:00, ?it/s]"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"Downloading https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz to data/cifar-100-python.tar.gz\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"100%|█████████▉| 168534016/169001437 [00:14<00:00, 13653507.45it/s]"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"Extracting data/cifar-100-python.tar.gz to data\n",
"Files already downloaded and verified\n",
"> Size of training dataset 50000\n",
"> Size of test dataset 10000\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "q-FdW5HnimG2",
"colab_type": "text"
},
"source": [
"**View some of the test dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "BtJs-qxHRLXz",
"colab_type": "code",
"outputId": "9465bfe7-c34b-434d-8349-269847fd9c1b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 589
}
},
"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": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
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+wG8vPHY5t8+eTxUMS/S7MtEJPcoSHdOu9AZlb+ZM0hEpSmxWL2sfzWV3WARh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Rb1ZxqO6S3uR7wLXxen8BkrXw0ZFo6GeDZ2e6R6taC6pX1HVtzexVixPtrApXtjabwMeph/e03U\n5UgDx58r43lfpGUPPtFRvj8eO2xEyZTWZCNXvkcB9SV/iLlmtMfxqJEehUKhUCgUhwL60qNQKBQK\nheJQYF/0luMYKafGVZaMi6pVUBLzRxAq3tiCmuLKBRijvfsRhNm9lC4b9SnPiIvj3XHXyazM+6zd\nwLGjPsK7Xp2UIBWEwXYpN4lXQd1/8C8iLB9R7h4O43N2XI+yG/dGyT4+5RiLPdTxzBnUfefG81m5\nEiCEH5FJ04gUCdU0zO9szCb3lue6stRIQpC+TyFhUi8ZCsHOE+3Q7WD7SzdA47TT3C49PgZxVxWi\nNILi5NxmjOEA9AJnZd8lNRErfzgHHOfNKtA9Dilbb6/HNFB6PDLqavdwHaUq6KBTpEgSyly8uUn0\nKOWiIi/FmcHaWIaDpL5swFgiBeWJE5QbjK5tm/K7HV3FdXZTs68tyu1UKoHae/hBGB/2d0B97LSw\nv088TJXy1lWKnNWbqFMyJOPsy7fWQO38/me/kJXXKNeUQ+qYWmpKeO4clEUDSjJUboCuYhHWi6+C\njmtTxvXlHjJen0yptjDcm1pk37BWTKrQcYk6j4lu4FxSjp1MFcQkuRkrfpjqFTKNa27CtHB7i/hY\npriJ7+YHx9pVqFHXb6HvOQ4peCh3H9/vPlFanNWbr2Nctkx9sHqX6pKbD+geuZbnNVaVzXD9ANVE\nJH9NTENyXjI292W63iHaLh73DZpbiemSwRDHbvdIXToE/TQcYE7c2TW0nShGylpuScm10ACtfeYY\nVJtH5nH8gPKJjdg4MVUMci4tNiFkMPXIudj4XrBpIefqejNopEehUCgUCsWhgL70KBQKhUKhOBTY\nH73lulKtpgZ0hldNI3z17SdfyMoXyQzsQ49+MCtXyQxvFCY0gEfqjI9+DPsukvri5jWoaToXUR6S\nqZVPJmYc7mbjuohMnQpk8uWScZ1DqhxL74alIsL7/VStVKScI76P0P7qSYTnX8DPpNNG2Nl1KcyJ\nXaSUrlDnUN5BwnONLDVKWXmMMqnJtruo56tXEfa8dguUQt/ins0tpko7upARtUdAVIsh0zhDio8u\nGQ8OyVCs1QZdtL5J+ZkC9MPtLdz7fhf1nSdTvP4A9dnp4Phj1UR3SKoKj0KwFFrfbeI8hq6v20XZ\ndRBWXpp7B8wJjaF7gTYsVtA3exRSvnDjtay8chLh6oJLUszUqGzxCAznTpzAvpYUeLc2QF+fPoE8\nTguUy8qh9h+RckjonKzaGSs9REQeP4955ckXYfpZLeP6yhMolAHR1HPzpCgpoHztBiiZHlFIGx3M\nE7uXQP90B8nB+z1WTR0crBiJ0jmH81cxXcP0iOUBN4UqsOn9ZlqMDUddjxRNdIiY5k0zRRzDueii\n/mQ6fkgpBJnk8ai+Zlo5/YVDBqUFmj+Y+mi3cH5WAjGtl1N7zchgMju+Y6RQTI0hm5hPWXmVazOu\nM9E7bO44plWZ7jQOxna1hnvToDxcgwGoa2OxvexBgdVqgaaOaKnG0jz2WT2GHHpz80z1EzXnMWVH\nu6R0Ys58cgKVKZKnvXM51UjiZmjpwuIi5Rl7E2ikR6FQKBQKxaGAvvQoFAqFQqE4FNgXvbW73ZHf\n+61viIhIk0znOiRPcQKEhD/wwQ9l5ZMn7szKgz4ZxKU14NXep+5A+IxDfw1acX72PlL/eAhVs+In\nCIhCoXwvnF8kotAor+r3fFIUEZXnFjlvWBJaZ6OzOimU+gNQcPfch5D/+W8gnB6OKMxHSg2ccjbh\nV8cxUkzz8bRJ1VKp0Gp/MpC6tY16Xt+mvDdD0EiDQbJ9l0LMrJoztLqec1YFHue/wfUWyYSqRwq9\nDtEKLhkl9vqk0KCQf0y5bdi/KjToH7GXXGtA7X6shH4VUz+8uYVrqgfoV3PU9otE2cxT7q9ZwfN8\nWVxO6MWoRPeNjAU3ydSvQCospmxZAdHbTkLdd6yA0groO2mrDZrv9Cnk7Jo7DkNRpw6VVDfGPQxJ\nqSOkoLEu0V7UbmuU+2r+HEzWikTllahcTk0um0SXLh2BcWlE528RXdkgCq7m45qGpKy8ZzkZy3/m\nPyczgTESpRMAMx95eou/VydTWowxlWUNq55o7mOKIUeduVSech4WVQnayZmyDyOmc8WTd5l4iEF3\nspGhy/MldzEzRdmzN8HPW4bviywfS05SonE57E++IfGUuxDHTO84b9hmLM+hoKKOroL+3SGVJi8j\nYN6SqUKml6pEk/s0X5ucuSPn3cQ+rCAd01ScY8tSearhJ+VBjGheWD2OMT2/tLc8ahrpUSgUCoVC\ncSigLz0KhUKhUCgOBfZFb7Xbffn6VxPlRBiSAqqEd6dHP3pPVn7wwfuzMudOshSectNwtmtAK1iq\nFntHHT2OsPaxE2xKBJqiP4SyJyhjtXqpgDB7OGADKwrHsgEURRnz+UBQrqQhv+EAdAuHATe2QGPd\ndQ7GTRtXIGWIRqQsIuVDL1Wd3D5w/dYQxVaaKR10aQ3nbQ0Q6m930cbNHpkoUkx4uwWTyLEpHht+\nEUOWC0uaHGvHoU78oEYqv4BUWo25hazMIViGS/SSY9jYCnWvMQWWUp4cXeV8NzGF/6tFHOPkEtrb\nI2qm28f+4YwUeIxRFMl6ql7b6iD0v7YOUz8hZdqRBpQOISnQRoI2ry0nyoxyGfRXmwwYz5wFZb1y\nApSWS7m0OtQO3RHu94ju/Yg6Q5/6SI/mjMbdoNg+cBRqModyArlUHqV5uKI+xtrGEOP06DzC4kvL\nON7WGijpM0dAEyzR/SrXkvsR7NEMbb+wYsWm85LJzQCTqW47ZfvEucNOVoDlfjeFUbfTJiM7mVKS\nKZRZrmgmlycZ1o3IDDJfR1baTj64peOxQsjz90aJvFX4gSPHTiTPp2IJ9Q98UOf5FiaqiQ0M5Y31\nz+ccm6LasxiLoxHmzWk0Uu5Zl1PQTQY3A+/j0lzIJoNZPbm+UxR0OTNHMkNmJ0a/gOto96EgfTNo\npEehUCgUCsWhgL70KBQKhUKhOBQwdh/mTMaYdRG5PLvqKCbgDmvtkdvvtj9oW37HoO35vQNty+8t\nHHh7alt+xzC1Lff10qNQKBQKhULx3QqltxQKhUKhUBwK6EuPQqFQKBSKQ4Hv6pceY8ycMebv7mG/\nLxtj3peWf98YM3e73yi+d2CM+dfGmJ/4TtfjewHGmNPGmGf3sf8njTEfpn//mDHmvrdw3oIx5g+N\nMd82xvw1HtOKdw7GmJ8zxvzMAR1L2/C7DMaYv2mM+Wff6Xq8HXxXv/SIyJyI3Palh2Gt/SFr7c7t\n91QoFAeAT4rIh+nfPyYi+3rpMUkOmXeLiFhrH7HW/vqB1U6hUBwqfLe/9PwvInI2/fp73Bjze+M/\nGGP+mTHmb77+B8aYS8aYpfSL9QVjzK8aY543xvx/xpjy6/dXzA7GmP/MGPO0MeYpY8z/a4z5UWPM\nN40xT6Zf9UfT/X7OGPPLxpjHjDGXjTE/boz534wxzxhjPmtMkqjIGPNeY8xXjDFPGGM+Z4w59p29\nwu9ZeK8fN+NxJSJijHlf+hV/WkT+KxH5b9Ix+gkR+Y9F5H9P/302/e+zaZs9Zox5V3qMf22M+SVj\nzDdF5F+IyK+IyPvHvxtXxBjzU8aY/4P+/V8YY37+HbsT3+N4/Rh93d8eMcZ8I/37bxlj5tPtHFlf\nMsZcSsslY8yvpf3mt0Sk9PrzKWYHY8xvp+PsvDHmv0y3tY0xP59u+6Ix5ki6/cvGmF9Ix9uzxphH\nJxzviDHm36XP3seNMR95p6/preC7/aXnvxeRV621j4jIz76F398jIv/cWnuviDRln1EjxVuHMeZ+\nEfkfReTT1tqHReS/FpGvisgHrbXvFpFfE5H/ln5yVkQ+LclD81dE5I+stQ+KSE9Efjh98fmnIvIT\n1tr3isj/LSL/6J26nkOGPY0ba+0lEfklEfn5NELzFRH5HRH52fTfr0ryQvP30zb7GRH553SIEyLy\nYWvtT4nIfy4ij9HvxvgNEfnR8YuviPwtSdpe8TYxZYwy/h8R+e+stQ+JyDMi8g9uc8i/IyLdtN/8\nAxF57wFXWfHm+Kl0nL1PRH7aGLMoIhUR+Za19n4R+Yrk27CcPlv/rkweU78gydh+v4j8ZRH5lzOt\n/QFhX2kovgfxmrX2a2n5V0Tkp0XkH38H63OY8GkR+Yy1dkNExFq7ZYx5UER+PY3QBCJykfb/A2tt\naIx5RpLcyJ9Ntz8jIqcleRA/ICJfMInFuSsiN96JCzmEmDRu9g1jTFUS6uszBrb0BdrlM5Zz1kyA\ntbZtjPmSiPyIMeZ5EfGttc+8lfoo3oBJY1RERIwxDRGZS19kRUR+WUQ+c5vjfVxE/s/0WE8bY56e\nSa0V0/DTxpi/lJZPisg5SZLbj+niXxGR36T9/62IiLX2j40xdfPGtbDfLyL30ditG2Oq1tq2/DnG\n99JLz0jykavitB0JrzcpUtOi7yz+qYj8E2vt7xhjPikiP0d/G4iIWGtjY0xoYTAVS9KPjYict9Z+\n6B2s72HFpHHD428vY0/S/XfSr8lJ6EzZ/nr8SxH5H0TkBRH5V3v8jWJ2eCt9QTFDpPPp94vIh6y1\nXWPMl2Vy29gp5Un/diSJzPcPqp7vBL7b6a2WiIyzUl6W5K2zkL6Rft8efn/KGDN+SP6kJPSK4p3B\nl0Tkr6QhVjHGLIhIQ0SupX//G/s83osicmTcnsYYPw3PKw4ek8bNJQFd8ZdpXx6juX9ba5sictEY\n81dEREyCh/dbGWvtNyX5cv1JSb9OFQeCSWNURESstbsism2M+Vi66T+VhB4RyfcFVk3+sSRtJMaY\nB0TkoZnVXPF6NERkO33heZeIfDDd7gja6PXPwL8mImKM+aiI7KZtzvi8iPz98T+MMdM+Xv5c4bv6\npcdauykiXzOJhPanJeH3n03//+QeDvGiiPy9NCw+LyK/OKu6KvKw1p6XZM3NV4wxT4nIP5EksvMZ\nY8wTIrLxJj+fdLyhJIP3f02P923Jq4YUB4dJ4+Z/FpFfMMZ8S0SYkvpdEflL6YLIj0myVutnTbJY\n/ayI/HUR+dtpm50Xkb/4Fuv0GyLyNWvt9lv8veJ1mDJGGX9DkkXpT4vIIyLyD9Pt/1hE/o4x5kkR\nWaL9f1FEqmm/+Yci8sQs66/I4bOSCBCel0QA9I10e0dEHk2foZ8WtKGISD9tw18Skb894Zg/LSLv\nSxeyPyeJaOHPPQ5tGopUWfJ71toHvsNVUSgUbxMmUW7+vLX2i9/puigU3y0wxrSttdUJ278sIj9j\nrf3WO1+r2eK7OtKjUCgON0xiUPqSiPT0hUehUNwOhzbSo1AoFAqF4nBBIz0KhUKhUCgOBfSlR6FQ\nKBQKxaGAvvQoFAqFQqE4FNCXHoVCoVAoFIcC+3JkdhzHuq4rIiKj0SjbTjbU+8bk3/K2/S20Ng5+\n61DZ0DGNcbGPi1vgl6Dc8/wi7YP9XSrjeFzGP+JRmJV7ra2szM76rkN1ofq6XiAiIq1mU3q97lu/\nwVMwNzdnV1dXRUQkilCfaQvbbRzjH1Oax6b/2G9/4FPu5bdcR8dxaDvtZPAPPiIfn8vje2AMfwdM\nuRe583N/sBP34Xq98sorG9baIxMP/DZQqdXs/JGl19VCJCggp6MXUH5HS+0pk+8Jtk0+J4+pKcXp\n2O/+k3/6JrBv6di583BfmfD3q5cvydbGxoGPTScoWafcEBGMqem1eBPsa/dpc6657ebcH6ac007/\nw+2rcyCYfMDAxfbBxvUDH5tLS0v29OnTB3nIA4GNMP573W5WHg4GWTkIgqxcLGPucLw//4kcnnji\nialtua/au64ri4uLIiKysbGebeeJnyeK/APJTtwnGL9E0DbroFpW8HIVjyY/eB0X5ykU0FClEsoO\nHbNYQAqRQhXlEw8gSezSiXuzcrk2n5UrtTpdR3JNnofK+D7O2dtE6qfnvvJvsvJo0MrKtSqOVyz4\nWXl++ZSIiPzGv/1lmQVWV1flV3/1V0VEZGdnJ9sehnhRs/RgDAe9rMwvBtyuUZS0lUeDIv8SIbQd\n5WGINnY93ANrzcT9Y3oBC4IC7c+TL/Yx9AJULKJ9XBfn2t1JzEaDAo7H5+Epc0j3qFrFizKfPxwO\nOn5fIgAAIABJREFUs/KI+u2P/MiPXpYZYP7Ikvy9f5TkChzFqO3JO2F6u3jqvqzsRJjcLE0DHo0l\nNy27/DI+pexQO9Mhpr8wmSnlKU9WPoxH+7j8Y37RTP0ReV+H/s6vfFx3roxPD0RvwkPzhz/yhsTT\nBwKn3JDqx/66iIhENAYNz6c8HnJVm3wt4zk3Nw9PednNvWhZOp6lF/zclwTGg+PiAyqm50IUT/6Y\nsFPel3L1MRPqxfvu4Tpihx91qMvJCra/8n/9Twc+Nk+fPi2PP/74G+o2S0x9j6Q/9JvI8HL+W/CI\nvHrxUlY+cfqOrHz3Qw9m5epSZswt8RSuiK/0naKTXvcxPLUtld5SKBQKhUJxKLDvOBXepia/tfLX\nMZenRXq8NNKT+3ovVbKy42D7qEd5zegrfUiRkzhGqM64FIUI8Vundjor11fuzsrtLhzsGw5+O/RA\ndQ26FPHI7gG9YdKXzpXzL2Tlr37xD3EdQxyDo2QxfX2ffujjIiLSbO015+L+0Ov15JmnnxIRkY2N\njdz2MQYD3LNOE2lX6vU67Y99ut2kruVyOdtWqaAtBxQ6LZUQLg2JKm110H7tDl07faWMo40iIv0+\njtmh/Q2139wcUj+trBzNyhyBuXXzlojko1SdLo7HETyOYHKkh6nP4RD1eify+rab6/K1z/8LERHZ\n2URbnTn3saz8438V6czOP/tYVp5bvicrP/jhH8zK40ibKzx2cc/4i8nhqBwHZClawvfN0K/5A5hT\nrPsUWKCgkvh0nMBw9IbqYJN7HlG/GVDUxCWKmUg/8WkeKlDFinQd46nMn1F+YitWovQm5qI41Kdt\nPiyC4uTNWdlM+c7lfR0O9HC0xPCXNM3hXBkayza3jGBydJjn/Wn1QeNPfuZMj6AQfc33iPqP58z2\nu99am1Hnzts4V+4KJ9yymDK/jGJEmaMR5iGX2mbnOliIp//4cyh/4/GsfP/DiBIv1NCWxcq7cC6P\nnl/0TPYdzJceRQjNOHJopvTlt4Fpfen10EiPQqFQKBSKQwF96VEoFAqFQnEo8Jbj7hyqm6qgIcQx\nwm+5hc+pesql1eSOQWhsYfVkVi5WsaDYJ8pp/dqLWbnfgUpq2AHtZQ0utb15CeeKQQXUjmLh1kmP\nwnO0UFmiN8aM4xx1h+vcpnqNhv03/C75La47inGcQjVRb5gJarGDQBxH0k/vz7AHGqdIK/bLBVA3\nw247K3c7KDNNVSkvpsemMKPldsXmwCfVnDeZFhrRPjH1D0PUxPrN66gv0WrVCupepsXt/Nse0WHz\njYSyY3pvRHRcixZ7LyyAXnPo+nwK7wZM33HO8Rkhjo30O8n9KldAPw6bzaz8ud/8xax8/sXnsvJ/\n8uN/KysfK+Keb6frU1kRyQuHHV4ZyQtup9E+TC9RON4lPqxCc0mBaQheuMu0BcXGYzqvn+7jUd0r\n9I3nTFlgzyojG4Im6PRQbrWS/s+07EHCikiU1ptD/zYn9pi8eNfJfccypfPmFBG3mEv8CZ8nzi0S\nBpjeirq4TzHfbxIQ8PzAlPA0ZSVxcxOxlwXC0xS7rvfOffcf1ELmaHwp9Ew1I8xbW688m5V3rr6S\nlb0Yz6BCgLp8+H2Yzx65B2KeWhXLAirRBRz/+WtUFzyHvepSVm6snEHdyji+NckcmW9reUehkR6F\nQqFQKBSHAvrSo1AoFAqF4lDgLai3ktBkzviPQsVegHCXUBhx0AY9wGFuG4/SXfE7Qyv9+00oqupH\nQHUxaksnsrLjQ//RbYHechyEAofkOdPtYv9zZ96blStzyxPrKxyOzf5P4V1SPK1fexnbI4R9XZ/p\nFqIOiB6pNZbSbbNR/sRRJM3dpE1GFMZn2ompymqJFGxEQTFdZFOpTLsFSqXfx/0olcq0L7w9PPLm\nKZNPTjHnwYM2YJ+c+blGVvYDHKdC9ZVcHUPahzx50rrvUvvVq1Ce1WugywpUL6ZPum2iUymE3xvu\nTVXwdhDHsfR6Sbt0+6jH4jyu/evfejorBz5Rl0Oinke4/oV0LHWp+jnyZIqah/17KIouAf3YIUrL\nF4wpb4pyyJtippg3VnzjVpPz7slVPit2qM1vroPuHvaIviLa+vLFZFx3iAo9UBgDsyNWVbH6Jye3\nonvPlFJOIXcbDoH+nLPbzPnl8Pmp7UliFvgYgxHNcyOP55UpbZljtJwJ26fsS0fL+b1Rg3s0jxpa\nXuG57yS3MtkwdZpxY45qnfB3VlI2165m5Z3Lz2OnXVBRxQKNOTLYCYposwapUXO16q2h3GafJXrG\ntzB2WuTvNH8adLukfcJO7Y98j+KJ2/OGmZPp3DeDRnoUCoVCoVAcCuhLj0KhUCgUikOBfXEn1lqs\nvJ9i+c95qmpLx7LyJhnyWTJMGhtFOaSwiUdQ1WySiVK/DarLK2NleaGK1eHlGsrLp8h4cAMqnzPv\n+WRWXjpxV1Y+dhZmTGyln0+HwAZoyXV7RKltrSOcyCHHXHgyl5dpch6nQqo+Ms6s1FtxZhbYJIVP\nLgyeC0OjXCPDQcb4OJZyeTVq1E5EXXH4ut4ARdVso+05DD4/j3QhXTKILJNKik0WQ6LshM7FecZ8\nardeqq7rEEXlE9V34gSo1Z1dhHHbpGTrE93B46BYpvDujGBjkbCX3q8Y17VBRoXRENfTaKBdnnsJ\ntNe9l6E4PHfPIyIi4pLDn0e0Bo+RIpUDmg+CKbnMuGtVmKlhQ1GiTbwczctmfJPpq7EZHVME3Paf\n//KXsvKrF1/NyvEI9T2+spKVSwWc/0pKbw2JFjtIOMZIML7ePHeD0hSlk2NYDfVGA8hpaR+YImPF\nlkdtUIhx7FHOdBKUcVDEeDQu+mHICl/61s6ZL+aotAkU5u3UXfJ62oiQm0dpOYa3N0rkYMB01e2N\nLfMqSBp3Nrnf3S08026+9O2s3NvBc6fmoI9aWhYQkgrZDij1D5kKMp3Jt4nNSlmoOxiADh7GGC8R\nqbGX7kiMDY2PfpKj91gROsmFMdlp4ta9WoVqpEehUCgUCsWhgL70KBQKhUKhOBTYtzRoTG9FZIyU\n93dCiH/YBd3AlAeHJv3UDK9IK8j7faIvGsgOP6DcWOEIobqYjh0PQY+U6zBLqr8L9MTZd38qK88d\nPU71ostgdcLkSGoWm/UpSVC/A6po0AP1YabEXdmcsFwBzTN/NFGkeaSGOFiYLKzI6qmAjAKbu803\n/EpEpETKKDZm9AMv3YZwJkciOZs6v29bWoEfjci0jvgTVkYtLIDqGgxxTDbA5Dxf0Qh1bO1SPq8Y\n1xekqoK777wz28ZGhb022rLdQrlB1FxlAbQfZ66vFElJNitYR0yUqOMKPqk6tnG9p05iDLiUI67f\nhaHn048hR9zdp+8VEZEK0ZIc5mZzwojG7PWboKTPUqbmnLKH5gx3CuVCgp9coJtzpg2ovwwj9IWt\nrWTuabfRxjubuM6LLyAvXhyir/BU9toltGE8Al3qj40D49m4ThpjxJ8w7nOU1kTjweQv2P/N1Vtm\nktxNRGIadz7RIE7MprLY36V+UKC2dHxS5OYMJSk/o5l8HUyxgf64Pb03FZRl3b6D9JYR0FR5NRYv\nI2DFEj0nLfqzQyNgkCqyrj7z9Wzb7tWXsnIhpqUkLlFOdvIz2HhsRsmKRaYbaaznzHW5XfHbUWip\njGe1n+bSnD+FfH9Mg+bMjXPUuDNxe968c28El0Z6FAqFQqFQHAroS49CoVAoFIpDgX3SW1Bv5XJv\n0Up+NqvrtzazckxhaDaRc9OcWHFElFYdNMG9H/kJHINokJDoC45xGarLsTvvwzHnFrJyQOF6VqAY\nNvPK+YBNDpuNFQYu34u9GCpNoMhEROaPgn44mqrKfH821EgUR9JKKRsO00dEG7LB3pC2N8n0kRVZ\ni0sJnVgkOmdxEffdJWXApcuvZeW1W+s4DxkfekQb5qgOMnr0yShwWv4nSznNYmrLIuVXa9Tq6flx\n7HCA8ogo1BHtM8z1Q1Y2oV031snYa0awNpZBSjEV6Nwjy5QixlUpgAmZWJhGRhSKrqeqHJepARpr\nN4jG+pNvfjErGwftsLZ5MSvXqmQkSQ164QrUUyUX1OXRI0ez8k4TfW5ItGOTFJ3dbjcrD9JySNRV\nTP0goBxzLhvnxUQpsMLFIYVL2s8OKpfSJIxzUjlTVEoMM0npJPujt3LUkov2Y/NNhxQ5MbVxjiEa\noP8MqD0cyuMkE1RlyeaceyXqM4nemmpqOMXQj/k4KrvuXjU/bwfje0VzUk4liyKbaebyBO7cysoX\nn3xMRES2XyMTQlrWwfTkgJ4vbu6+4x6wktI6zE9OVk+ZKf/iPHg2oranfJiblxNaeURquqUTZ7Gv\nS+qxONc5sJ1pQprP96KIE9FIj0KhUCgUikMCfelRKBQKhUJxKLBPc0KThbdtbgU33p1GIYXWSTWT\nUxhQCC+KE6pgYfXebNs9D38sK5+8/0OobIFyN+WM8yhsx7lUKFyaz8HDIUTsPj1YPTlMPK4D52/x\nOIo65YA50ov2KVN+p2I5MW/KhXwPEI7jSCk19ut3ERrtdDq5fcYIifaIifY6depUVn700UdFRGRx\nERSFRwZ/QzKvml+Yz8qf/9wXsjJTFB7dzKCAMlNgjTopAV02xML2LuVaK5fRh5iGa6WUHecKY6or\nomteXABlx/eIVQp1MmXc3Ka8czOCMUYKQXKPfOqP8RB1ajdBN0chrrMSo66Xb8Kc8Hc+/6siItIl\nw8iQFFIXr1zOyhtbMESrE5Xx3HncY54PhqSGarXRPneuYB6Yn4Nyk8ddjk4meoJz1xlJ6slj01JI\nPR7hOiwpZnpEaRYod1RePTLbXGrGGPFSys3Zw/jP5al6iwqnPL2F4zFN60a4fxEbGNLpIxoz7SbG\n8pg+FsmbfubVNzlpIFcu+fsU68FpqjaGnUJvee8EvWVz/xORvBoxL6LDXu3Nm1n51T/7WlbeeS0d\no0NQvmwaGtLRY4trdXL9hJYC5OhBqhkdk+d8ponZPDf3W8p1mffXTH67duEZHI+WTiyzqssjCn4K\n+H45U80M89BIj0KhUCgUikOBfUV6jMECu1IJb2HVOaSbYK1+awNff+GA3izpLb66lCzeffen/2q2\nbfU03vZ4AalYfEXkrSl4ITXtTl+W/MWUW+DH2eJzh5y2aJCOnx4+YOv8EF+tnL182lcXf4DUF7Bw\nc/w1NKu1kuwFwhmQ2XODfXJqDr7e+a3/wQcfzMqnU0+WcIR7MCCr/hEtQF5ZQbqQM3ciWtR+Govz\n+Pz8dcgRIP7qLxboS58WAVZKc7QPRXcogjFKPYR4YbZLqSQKlCYloHK5DDv1kHyI1texODu36H5G\nsDaWQZrqxSXPK/7iishnJSjifnY6+GK8eJF8bXYTr5sKpdEYp+sQEdnaokXnNJNUi+hDgx4tLqYo\ngEtRlGNHKXXMEry1qjW0W0QRJh4/vQ7q8/JF2PJXS8m1dvq4/uUjlK6mSH5UTVzH4088l5U/8iH0\nbY4gxBO+3A8SxhjxxwuZc1/SUyYDM/kfZkLUZ1qdc8emxax+zHMVRcpcjpZQWgmfF8iS4IDDQRSR\n4wmbBSN2gq/OtMXLrwuV4Hf8LMjN+ezTI7PHhHZzOEJBz8zdW4ieXnj8j7Jy8zVEYM04pRP7vXE/\ncSfTDZGZ9qybQnewd1OOnaE2m8JsxBR1GZJIqZTu41tEd7YvYvxZisAeOYPx5xbw/JkiDxLH7m1E\naqRHoVAoFArFoYC+9CgUCoVCoTgU2HeW9ShKvTvIH6VA4fRSDYsP4xCh7c2bCD0XXVAC9773kyIi\ncuL0OfyOQl8+h8+mLlLjxUzkKzHF9yGXvXZKxDT/D170xQuZ7RvqOOyCHmA/l2k0WiEA3XLi7P1Z\nuVwM3ngNBwjHONlCXqbhwj7arEzpJkpE4xyj7NPHjoHaHKaLZvsDWvg6ooXBRP9wKgHPxzXy4uFy\nhfxjiOYMiMbilBiWju/T/fbJk6VC1zEKKX1JkLQlL27mc8ZEr1gq84LYShFjwl8hqrKAc84KxjFS\nKCXn395F+hefaKQB0Yu1OaILaZ+IvGnGmb75Gss07s0c2qG1ixD2tQvwznntEjyKlo8uZ+VPfvrd\nqNcQmeBvXoenR6WCsDfTizyWdlvor69cBp0+X0vq6RRAw88tEW1DiydHtKh6SAu/DVEs+VQBM17I\nLCJ+SlcwFePkMoUzpizqvd3i5WkeQHQaPyZaiOjRnJcPGfXElD7DE7RfQJ4vkY8+5NBc7xIlPTJM\nb6WLunPzNi9QZ98W7JJbOJzTt/BCeJkprGABtkcL5oXG4sZrr2TlVx7/SlYerIPqCsj3Jkrvk50S\ns8j7ktEfzOR+krutOX863s5LCuin7M3DleD2oeUQY9GMQ9SnQ6Kk5lUsb+A5d/kMPPf8Mvy+eKF2\nbPb2OqORHoVCoVAoFIcC+tKjUCgUCoXiUGCf6i0jbrYKHyGp7Q2kFBhQZvXOLsLWrIThkFi5mljj\nexT+ZPrAydlPT4u9Ce3PNeZw3pSfTrEwn6pzyMnDxqdHfdsb8FbgTPQ+KRY43FeuIVS3tIzwv5+e\nx8xII2JtnFFJnP26RN4IOS8kqsYJ8uYpTKCDRhFC1pwGYEAeKIZi6KvHQAWtrq5OrC8lgpceKYLY\nG4dX/rOqq1JGHZ2c9wT1s/QE5RKoqE6Xz4N7wcdjCpAzYxeJ6mJ/qZnBQlUXkVcW072FMrcnZUGm\n8dZpo72WV5J6s/fVqaOgoedq6K+ewTXWKpRuooB2ePrp81n5jiM4zic+9Yms3CZF3bT0L+yltLaG\n8fbAvQ9l5Z2thGLjbPfzDXhD+QVMfbUyjicx6vjCS1eycinAdZw8nl73jORbxhjx0r6Uo2L2SXXf\njurKbeHUJfxUIA82h3x6PJr/i6T26vXJ26qFex8Yoq5YMkXPAqZ/ctRiOleYKfQWZ2rPpSXISXtY\nBcfpbYhymhHG47JPSx9ee/GprHzp2cezckSpm/wYY5EVU2OfOWvYC4dT8AiVb0+B8bIRn8psYcT7\n21y/Iu+mKQZ0vE+c8m1d6m/1KiurKd3RJui9IdFh88eQtqK2gOeFtUpvKRQKhUKhUGTQlx6FQqFQ\nKBSHAvuzZjJWTBrzGitFRERGtMJ/QOZlTD3kDaFw2mKqUvIpRJqjVXL805QQXi577OQQqEw1Zpq2\nz+TQMPsfOSnVF5PiaeM6QnIMPgYbrdXnYcY2N4fwu5saVs3Im1CstVkW8QGZ0y3NwQSq30d4tUQK\nJFbPbLWgtimmKiDOVM1UBKchWFqEUdzq6h1Z+cH73pOVc+opOualS5ey8nPPwc68TeH0Zhfl2jzq\n7gXoe+RDKJVKQrOWqV+zkqdWRoZy10VdAjqeRxRuPmO0vCPIhlDOSZ7ScdDY5HQSxQKZN1axfyfN\n2n6mQeaj2zBd3NkGrR1ZynxOxqW1Cu7buVUosF759r/Jyu2db2flSgCazA/Qbj6bRnooB7S9TBRG\n42RiqHjnKVybT6ohVqMMhrhhP/njP5iVnzwPquvFl2EOt7oyHqez4bcS49CxOembZ0rf6/bbKbmY\nCmJFk0P0lsfqGJpnPaJZWOm3VCcamNRePZK7xvQI8sikz520rGHKUgR6/OR0dTl6yzC9xUansx+c\n42rsbGOubDcx5x5ZOZGV3RWMtRHdSzaExeORlcpM2ZHSKnd9ZDAYkZqOeKmtdagteWnC4jKeUwEt\nAeD7anOPXlbIvdEYku97uUpGx/Ogxh1aLiAuTdaMnKpyb9BIj0KhUCgUikMBfelRKBQKhUJxKLAv\nest1XWnMJeEnJ0BYK+TsuyFCmu0d0D5MWbkkxWluJeG01hbCahVSNFHi7HziXeHt08zC9hIOZkpr\nCk1G+3CGdi+t0ObmrWzb2jXQW+40tQUdevEojP7qdN1mrIDaYz6R/cJ1XGnUk/PtEu1hybRtrgpq\nwvK10O1rtRGmbacUVK0ymSKqUy6lSgU0mk90Z6mOMrcTK1eWlpDl/K67zmTltXW0w/PPg/bq9doT\n696YR1h1bHwWjtBnCwF2HlJOtYD7A5lj9fq0D+fnKuE+zgqO42TKs80dUFAxuZPVYrRLo4/yvGA8\nHq3fmZX7vaRfhEUoquIK2vDCK5QF+jIMCR+8C+1z4aUbWTmgHDxLJxAif+0iFCvblAeLWCfxiavw\nKbzuGlAATI+M1U9COdscYYoDlAzPR34JZYdomLtPQWHozDj5ljFG/HGdpuXsm1K2HO6fsM80hSpf\nCjMivmVTOhqb7uRlBKt3of+sOOgHHaInIqJfRgbjxCOFTr5u6fFzyeT3Z05oHWpXoreCYPZZ1sdU\n6sqpu7NtK3fcTXuwTGpKfTjPVjxW9tLFouvL7ibG09otKBCLFdyDI8dPZuVCCc+db37lsaw8aENt\ndt/HP4LjzGEOYCfLnM9jjuua8Hy2k5/BUzFlF+7vTAG+GTTSo1AoFAqF4lBAX3oUCoVCoVAcCuxP\nvSWOWCcJU1pD4UIyFhxQ3qWY1DdsTuhSePPm1STvSLeL31XmYHq2uIzV7LV5KH6CAmi0oscKmsmh\nTg6HMu1EnkviUsjWz70OTs7bNVbGXLvwcratuQVzRl5Rz9E+l0LuR5ZhrlSgMHtvkIT57awUIo7J\nlEdFUixVyijXSXkzovfjAimW6HbLxkZCq4yGoI18utZSGcocpg9joiVYVcSGWNxn+L7W66DJ6o16\nVj554nhWvnYdOZlefBG5XdotUDKen1wI5/4aEtXHodPYIiRvaQgZUiDmmM1ZSfBej7Q/FkgBxXlt\nfuTRH83KZ07dlZU9ojFdoh23m0lffuKrv5ZtW78CKnTpCKjZ4zHUHceOI/ztVdAOF5/8JqraQRuW\nzkG9UqoSBUXx8n4LFGVjAeH43R2E4ENSoQyGCZXW3AL9Wq2iXqwwrM3hfjWvQWHjNNCPVxdAqYWp\nRmhmY9MYCbxg/I/c9qyc/8HU4+xl2+sPSCm2JCBplEdUF03/ElO/53k5GJJCLsQ+BXcyhc1zd06d\nlam3pqjRppZRtM7k+SMIZptHjWGn/mMPVA9tjiQZg+0t0FiP/fvfz8rPfPmPs3J/F1T3Bz4FiurD\nP/ZjWTk4hf7P6taYlJE5E0L2OOV+Qw85d4occLw5n/qLlGm5G0PtnUuXOVll7eyxKTXSo1AoFAqF\n4lBAX3oUCoVCoVAcCuyL3nKMI2U/CfmGFONaXYSp3tU+qISYwlYuvV+FI2zvttLwM4Wv2k3k7Gpt\nQ9VVovB0bYFM/RZAh5XLoDiMx2oNHJ+N49hEySVFhzMlYppDL6FCXnr2yWzTcAD1j8PSM6JHClWE\nyosLUIVsdUEd9FJTPzaROkhYayW2yfW6FFZmY7IoAtVTLoNSCJiqpNfmQapeatK1rhybbLbV7YHO\n5NxfnCuKc5QxjZTPQUQmZhxeJQnKubuglGCF3BNP/ElW9lN6i5t6MICSqNuD8sjEqC9TpWxUyHRu\nqwWKZVaIo1i6naTv7TZB+XDuK0PjxJyCIWQYot9HdAe80v/P3pvHSnbd54G/c5fa61W9fent9c7m\nLm4SJYvRZlGyHFl27AiGY1tBxhlgJvEYiAeYf2ZizBgBnMQYYGBjgsnA8cQL4jh2QkeRV1mUqIUU\n2eJONtnN3l93v7Xeq73uduaPe+t+X4n1mv2kV01R73wAwdP33bp17tnurd93vu8Xh73b3eG5w9au\nQZkVeKDIPJ/oNR9t0qKcYHmivstNzPcb10E5FgtYV5oR57fDuOy1yUCN1qFuMtayNA7yFdRro4bv\nyROlWqNySEZth4/fmZZVqlYdDW8Zq7ectMzH6axtP4vy0DOG/p1JhdClMUDmhG5IH6CtABEtAkEX\nNGSLxn0ooL2yJVaC0nfRXOL8TpHq597ajurbxmCW74+pMyq7zu3inr9fEHWe3K/XwLOmS4otofxd\n4zaeKWXBPPPWL6DMKlZF+RE5jxlv66Ba8XPS4QYnNZnXwlrf7baS69HWF1KCO0SPKtruYdn8jKA1\njZ0p9a31pYn0GBgYGBgYGOwJmJceAwMDAwMDgz2BHdFbynElM5koNnpQtnRzMKGSHEKaNqeUD3F+\nZQZqjSMPPi4iIoUi5dxxoY5h/mQwvwiq3vOJLqP8JllWC/EOcron6xYUAXr4hnLpNmIa4dJ55OWJ\nIoTtFNVREdVXIIWMohD+So2Ub0k4P4xGoxCxLEvyiWor7KGeHaKdJKB+IOupFplWVXOgi9wk1rm1\niTBqz0Oc88ABKHkKRYQxe6zMosa2iHp0SAXmEh3GNNZA95HSpNVByLZI1OKpO+5Ky2fPnknORXie\n831p6teQ6FnXHU61eT4rv2TkUEql84O/u+Difns+mYUGPO45ZxipHJ24j0o5yntFVNjGFuaaR32V\ny+Maf/7El9Py4UVcxyFawaYQvOejr/ZNY11pLMFkjTFDddNboKya9Tj3mk3zfuMyjEOzNDdrpACb\nHceaEfVQxx7RcU4yLvSIjEPj3Ft2/x8Dx9PytvTWdv8Ydg2AmQGb+sYleotp8IhyaWWIxq84oEpO\nToFCvXgDufAaPGcGcmIRnU391ldvDd4aG5dyGw1fDyLmYejarjt6c8LdAd1jFK/LoY/1easJmne5\nhfX3xFE8X/LTWHMbXVC3dn0pLQcBPYPItFQGKCXMhfoa1MrX33orLS+dfTMtX72A8sZ6fH5E/b54\nx6m0/KM/CVVZeQpbWLZ1Av0e2EkT6TEwMDAwMDDYEzAvPQYGBgYGBgZ7Ajuit1zblrlqHL70XISB\nAxtlfwmhLK2J6qH3q8os0Rx9gzMygtMOJ9yiHf1U9lnlw3FMosM8UgsJ7RYfyFVDZwyoAzifC6uC\niFrZSnI9tTbX6XMkf6L7523u+QrCdpaLkKNPxnh9SmRUIXRRIv1IcKlE/demOhO11iHzyM0a7ndq\nhsKnCdXQaICueOH5l9JyP7QpInLsxNG0XCBzxIzL7UeGZmSUxfSWxYaSLlOhOEdRrp2IFCjTccq4\nAAAgAElEQVSFAhRHlbHY+PLGDYR9tWaKCmMpIhM8iqZLhvp7sNt26AH6PUBrLUFCuzGdFlAf+qT2\n2LqEUHSHlGkh0ZHdRkxJZEoYo+3LF9NyzsG4CSmk3n3pfFr+kUnQn+EavqdvHigioroY90d80HHV\nN2H6OUlKElaOKg90ZI/C7m4vvg9O+6OJomKVIKUnE7UEisyi7+ksgrZXSS61aGT0loiTjOVt1Vvb\nSK+29R4cmnuL/s7rHdFYzkBuJaK6iPmwaYztL8NA9kgZ7bdZx9gLSa0TEQ3NP8Ejosz6V+ctAtvm\nIdtGyTWg+FRMlct7Dn3G0S2B3tp3FCrZ5hoMb+enKU8djf+QlHXtFagwmxugIe0snlN+B+effQlq\n5b964om0fP71V1BJMinOEhVaHIsV2FNH7k6PLSyeTMulEsaPpQccMFG2eO5i7IX2rc1HE+kxMDAw\nMDAw2BMwLz0GBgYGBgYGewI7irtnrVCO5mOlgxchnE3iKbnaBvXBYfZsBqGqnIdzcmuvxee62PWv\nijAhDB3QGgGHuBRTGbSznMKbIeUd4uP2NsosDlcPmOQN5BRBSLG2ek1ERHoU+tsu1GoT7TY+dzAt\nOzlSixAFF0Sjze8jWotOlDheExQBG+wxNRD4UAf02GyPlEJjpbgPa2v4++Yy+vriWRhiXbmwnJaP\nHT+elg8egoGeQ6quwGcTQtAhmQzlBMvzmMA5nP/LIcMr5aBtZ+bj7712/Vp6rL6JUC97mDlZ/CNH\n8XFFVMCA6sYaPb3l2LbMJNTzxgbmzPQMlIKNLfTFq0Q1tsg8bD+NzWe+FSuv7plByDn/MvpwnIxA\ntQ8FlDqDgTNGZmeRRjt45F6WXUc7u9w/FdyHXyfqMEQ/hw7Gn0vtPJ2oQyIaxBFJlAJK1JPP4zs9\nzglH4+PMWSi/ym7cpmyyuptg9db25oTbfZiLb6frB9VN21ybhrHDqh02cqV55wbomzGiocfLuGaG\nqAeLcu1lyYyOaaeI+rLfh5YaTm9ttwVg4P4cUqIS9e06ty/31m6h3w48tx95COaZc4J8W6vnXk3L\nN15F3sHSdawFhSky6syADstPof2uvPJUWv72176Vlp//xpNp2e+hX/M59KtVxjaC6uwBERH58Cc/\nnR576MMfwc0xazswlmn9F3nH8s1gIj0GBgYGBgYGewLmpcfAwMDAwMBgT2BncXdLiSThyOXroCd0\ngMBSu00GaBR2dCi82COVkpd8NlcCvRWSAmrQU4pVVxwH4xD2Nk6CFOr0w23OGcj7hKNsEBiS6qS2\nFu96D2lXvO0Mb1KLjheqUDwFlOuH1VL9S45KvWXbtlTGYmVNrYXwZuiz4o3azIMia4vUWw0yIswV\n4tDo6o0buF4PfV1bwfesrbyQls+dRb62/Qem03K1SvQJV57+UaW8MVPTlJuNQqrzC8hvlstTbiVW\nZCX/Hx+HIV5zi2kXjMlcNkPH2YCS6BtveB63UcFxHJmcjNvulAuKIVdF+7PyUMi4k3PjaKKT80nT\nTsxBxfFGDfSj2wAtWhpHqN1ZxXHt4Xs6RHXZlIdrLIPPljL8O4zMAXOk3CQKKghR3zZN2kbSow2a\nX1s0cDpEl7aJbul6oHFPTWIsRpTDLOom45jUYrsJSynJpTTzdvSWHnp8INw/sPyp5NpEV9HAHFQ3\ncT5Cyr/Eqhlaz7NEO1VLGGOVIs4pk4lkPUMUYo5UWlRh9gzUSX0ie3hb3Aq9JawKpXvNstr2BwC3\nst6nuzzo1Pw0ninTJ46k5eU1mHo21jC2N2tYt8NNHC9VobYstkFZR8R5upSjcnoW68ESUWbFaajJ\nDh09lpYfePSDIiJy7G6ot1jAt638cJvwDB++VaLSRHoMDAwMDAwM9gTMS4+BgYGBgYHBnsCO6K0w\n0lJvxTRHeQzhtF4H1Eeb8hwNKKDo/So/AXNCaywOj4U2QqEDiio2LSQaaSCUxQ5xwz27BlRQAxno\n9TuHTFn1EVH4u7F+423fs53Cws1iV7yVRci/SyZOSvMOdftt9dhNKEEunUoFNFJAOdLqWwhvcj18\nUmwtr4Dm7Od8On8exne9HuhAVlE166BA2ksYP8srUE9ltnEO47xr+TxUAkUy0cuT4eHhI8gBdOdd\nd6TlmXmEcvvqgCIZNVaqoM4kQr9nM/iekKhdn8Yqq8SC0bAgA/B8X64sxcaKlB5L2leh0sodQ9i7\nOpujzxJVUgEVmJ+/T0RE3nodJoGtVYyJDTLva1KIfJYmYYEMHm2iFdpEK7yk0P+9Ls7Z6uFGmnRP\na11aE4j26lKuoG6ihOQ+UWR4p6guJ/dhPfonP4/cP/v2gd4isZkUMvFadfprX5NRQCmRrHPz3Fu8\nSPK96G3YgWHmhPw5zmvIx226cVqeJKS2zCu0e4mUcOMTmF8nyIw0oM683CNFlkUGpOHbyYpomxxb\nAxhC6YnIwJOOzWx/EOitna7xOrkZbWGtyo4jn+XYQYz5fS08j69985tp+fp1MuGkdblA69aYg2dW\nNodyjWTZfgHU9wMffzgtf+azfzctH6L1t1SJx4STZdXyO/P/221IkVs4/t0wkR4DAwMDAwODPQHz\n0mNgYGBgYGCwJ7AjekuJEjsxdpocgzrmKim2WJnFISmbzKlKOdoJnpylI3yOuStWaUUUdh0QYPE5\ndHRAycU7/+1tOTAU+TgZZXUaCO83NmI6wdoulxd/fQb0nReQeq0L+sexEd7t39/I6C2lUiPCyGED\nMvRNsYQ+jsi0cLOONjh37lxaXlmNTbHW1mCOtVWj3EhEo7DxYLtLxoc9tGVLcNyi0Pb8PHLL1Ikm\n29oCVeiTmeKLL76Wls+/BTXDQ++/Jy0vLCQ54MIB7jMtlcpknklygzoZU7ZaoGnGx2Hol7FHn+DH\ndWyZno5VUI026jFGua9WWsgrtnQGfdhtcN4s5EpbTfo5IgVem5WXiKJLjmimSTLirNDw9Wl21onz\ne5PGBbEmElHunXwZ5U9/5tG0XNtEmP708zBfyyaXDHxaV3ieUog+S+XNNbTF1SukQoyY7o7L9SbG\n225CiRI3mZMD2lJr+G/U7SirwQ+/nd5iJZdFfcbrGefbYnqL14wCmUUWaW3P5dBnUxNQ6E0L5fEL\nMFZ9orN5O4TVXwMHcowNJzy2S08m1vCFPvvus1u3ZjpJ6D9KB8xQXbTv2MKptHx8DCqqq1to0zdv\nfDUt11awFtjr6I9KFWvo5BQpGTWorkc+9Im0/KOffjwt7z9yIC1rMt2NEoXlwLN5u3xw/A+9zfHt\nzr8JTKTHwMDAwMDAYE/AvPQYGBgYGBgY7AnsUL0VpeqtySmE75fXER7rUczbsZkqgXFctQLll0po\nLY7KepTTRm8TurUpNMsb/SMKQ3M4Vg3EZslojAzNQgpzD0TfKAfP1gqM9Dr1OLRu0X0OhNgGjBVx\nTqtOippihcoIIXqJSiyKRp/fR3KUl4YUMEUyjIxIsdU3IRQRiah/ZmZj5Y9CGhjZrIH+efmVM2n5\n6jVQYDlSWmnqG+4Dzg+VI6Mzn8bbxgaojiyF1mdnQIdduwa12Z9/CXUo5GM1wRjd89HDc2m5dBjX\nYPVajtRjuRypvajzgyFKlN1GMZeVR04eFhGRPBkPtnoIV3uk5FBs6GlhPvL8CVWszPhPX3o5PbZE\nRpZ/95Mfw7WJb/ZIZfmVryJnD5vh5QsYcyWXyhVQqm1SDx6eh8Lqk0RLbmxgLl2/AuXfViueP/UG\n+ipfxLVnZzDXJsZx/6ffuIhzJmFUWSGqtz8WRzQ1E/VWfx4MNxAcoES2YevVwPlvP5nzAVoDayvO\ncfh7WL3lMr2FtW2sgLlZIEPASZqPdy2g7bMFbI24sAWqvz1wU/F3WaxYk+FQ2/JbGJOck8y1RrN9\nYJRIb4vzxA3kpiLz1DGoq37kcSiqShNY2770xJ+l5ddfejEtL11Bnr3qBF3n72DeP/7pT6bl+YNQ\nkOmB5/Db+0Sxanq3uuAWr2MiPQYGBgYGBgZ7Aualx8DAwMDAwGBPYEf0VqvVladPx0qY85egbOir\ndkS2N7kaGwMl0q0jR0c/3FWdnKJDpLKg63kaIcoB0zEOx9J7HIfNQlKLDBgPDui9SAVG4TlF4fqN\nK1ArBb128v3DwsiD6gg3B8rBJlVS4IG28fJk+Bgk9JYeFTWi09xT7PPlDhgCUg60AaoSNE62iH7t\nG0Cy8WCxgHM9n+hDC9+zuoYcV/weniHFm+OiYTe3MH5KJdCDTgN1rFIOmePHYYzGg2J5BeP2wvlL\nybdjXGdI5XfoAOgVpkE5pJrN4p4ionvC2xBBt21LJqqxguMDH3gwPV7Kg5axyYSMx6am/FRWgLG5\n1oz78bXXEOY+fgCqjOkJ9G29Dmqi08b1FucRRnfJ1LHZBHW1von+z1Mdu9TMzR7m+//9R3+elgvU\n5ve/731peSqhpngN8nq4N5vmertJ6jWiA/0eqNmuReaL44nBmjPCpGrJGHNoPvJ2gSBAG7MRZkTj\nm80gM/12pbWPxzErWvm2svSdQnSYpnKRyiWiygvUlxNkbjcxhq0OvkLbrzYwhsIBl8H4+vywGsgr\nxuotWs9JYCbFLMZeuQgz1oJ+7/7uv5VlRbEClejdD37oQ2nZpmddgRptjYxiDx3GGvqBH3l/Wp4/\nCNp/IISihtNXVnKSvmWt1e7jvdvjBgYGBgYGBgY7gHnpMTAwMDAwMNgT2BG9pXUknheHf+sboAZa\nLdAZA/QOOY3NTyOkOFcEXWRJHN6MNhFKHq9id3+XKJEchVojFyqBHhn8cQjbySKcR5eRVg/xNiuL\ncKxFYWKbwoJeFyHv1hrUP30KzCLjRWbLHAr1lsZBt7iKEvlEKAcUTreTttuhb9UOoKRPX9kO2lKR\nkR4bFRYK6EtWfbDpVz0xubtw4VJ6jNVS1SoUf488/EBafva576TlN86dT8ulMsbMocMH0zLnUbNp\nCPdaRLsRLbBGNFaFaK8SUW/FYkw/stDg8hLM/Dab6KfJSdSrTcacbTLxG6QcRh/K1VqLlyjZVq+D\nomvS+GZVjg5R105veO68lWRO3ncKObuurUIt9epr6KtWB+3AdLNLFGWuAIqhr/QTEfnwAiiw+XnQ\n3IUcKeNoyLGqr01GjK0m5s/majzu2MAtl0GflKtYGxYT1ZuIyNQ0KOYyqRSzGaYG4/+Xfg9/3004\nSmQiqWo2S6oqWv+6msaaTbQxmbwWaDAfSszliqR8XG+QmadD44RoqUYbayulQhObOIsqfX+R6+sM\nL9fpmjWiNply5BxQOqH4Ff1GD4keV7TtoWxjnh6dpfWjivIY5UF0fwByb90u8LYOHksHDyE31uIi\n6Gu/vZGWJ6fI/JDmTqRo2wgbX/I2k4FKqCEHby9MpMfAwMDAwMBgT2BHkZ5cNiN3HI3fBMtlvC2/\n8CqyMNfJip9/knmUGblUwltjLvFysOiXgw7w9r+yhF+tW038mpyaQdQg8vHLYWsdb6e8kc8uwHPD\nLuFt1iXbdN/DrwSbolSWT1mgm4hqpQGHgfQV+IdLm0gL9Iu7u7lF56CcJy+joJ/qYISbYPut0+vi\n16E9kI0Y7cHRLk3RKY9s5Pt9uLAA6/OZafyKt7ax0b/v7pNpmaMBHCWYmZlJy90OvrO2vknn02bn\nGiISlkLfa42686bVfQtxhKFL91mpoD8c+iXc6WAsZ1zUd5P6NZPBL6BcHtGlUSHjOrJvLr7PK0vY\ngLheQ51qddzbG+fgN7VRR4QkoiWh1Y4jAWwjPzGF/jx+FwyZpsjThjevT4xhAz8HvNotbGRu1jBn\nO206TpGbdU7XQlEDTg9y7Ag2m09Px23OfjwF8lTi9SYg36WQNghH5K/Ewon+4VFNzXLWlo8didsz\nQxFL20HfNBu04ZvaxqbxWCGRwVQxvk6eIlbRFKJqPdrY7tGN9SJESGrk88TrnBNgXS6T55JNUeNM\nBhGmDKVxKWVxvJrFOGtGlLogGTdaURidyi6FDfbReDhSwXNmktYS0kSMdjP6iMFeN3qb24jYD4c3\n75Pv2cvPw5vnwmt4ljtd9HFnDXNxlaL3swcRBXZyGFuD6ZjebiTFG6y3q/uoYCI9BgYGBgYGBnsC\n5qXHwMDAwMDAYE9gR/RW1wvkzIWENqDwcKOO8KZDIVjerHSBLOIvL13HNf34pIVZhFrvoDD1/AyO\nZ7KgMtjfZos25Ll50F5Bj8K+FLaeLCG8SpFWUVmqO2UBX1oHpdUlTw98kLP8osybEL0u2ihH3jL5\nIkKwFnny2DoOp6sRBdGVEskm1GJAu6/73kMiIr7mzWicDgTXsSgDfd/ziK3rs0RFeJTxmn2T7rkL\nWYHvu+9++p7htvsNyvK+TBtrr9IY2tgAZcLUWJbC6ZzhfrwaU1mdDo7xhtmQqLANSq0xTz40U7RR\nm7PCBzL6zZIr61vy27/3RRERybigNSoU7p+ex+bhBx9FpvIZSimTzeP8PtWZc9FXqyuYgxu0CbXb\nQJ+sXHgzLV/pYG7ySM7QRtXKGGhg9kM6sB8eILNz6MMMpcbmPfUOec30h3QQkC8N+W2FIegqTTQW\ne4o4fHFaKLx+pnk9mrmZtW05ND6WfAXqxr5VPlEJ7Q7GdEC0UIaopmqy5kTUBuyVEtBciOpINXL4\nAAQER8cxTnza1MxCEvbmYZFBhnxyJjMYnw+UQSFPkODgxgbGlpdU06G5a0Wo+0QB42ehQuIEomWF\n7ltIoCGjzxCz+3iHYacHUnEMX0Mjmhc92pKyeQ3rpk99YPkYS417Mdc1KYRUjuk2Kg+tJXNatzcV\niIn0GBgYGBgYGOwJmJceAwMDAwMDgz2BHfv0RFHig8NZmqPh4SmLQljNBmgTPj9Iwo5vbCGUdv7i\nUlo+eABKoMMHEZ4fp535Jcrsa1O8skjhWLcA/w2XMib7ASgXDv1aCuG8+nX4znAol7NG98H0XoZS\nT+QLqO/C4om03A0pDOjBYyhtuxGloVBKpbb2+TzCzQFZ01sBhUMHKBrOTA+aIEooA6Z2ODMye9dU\nSRlVJHt0zwcN6RMdtr4GGmuV0p7kiL554JH7cJxs7+tEh6XUhIhoUusFyffOMJ1KdAJfgz1bFNF7\nA+lTaEqobVRru4npqUn5x7/0i/E/LMwHUeifZhNh7LVVpPK4dBF+OxvrOO4lCg+H5nGHlH4WyWBK\nlDWd6bLpKXjgzBG9NkuZtot51NclSomVVJwqQ5PaimdHj+Zvvy8U+bDw3FTbjOeejznY8/A9PtWl\nf209InpLlBJJxt6AApXpLUWqSaLnStQnWUr7oRL1FKfpEfJYGSMV63gVa5VDck6HFVP05MjQZwdo\nXaoXWelIRArJLK0JRyZA++8jyrPf8g4rw3A54cQ5Gc4cP5BiAp/V7CEzZA3/QcewGvM2CIuVUfT8\nULS2c3qRe+7A9oL1O5Fm6a3XXk3LC4dAO8/NgmpWnMKGqFVuek4p0l8iBzJWvP12RgoT6TEwMDAw\nMDDYEzAvPQYGBgYGBgZ7Ajukt2B1PxgWHB7m5XQBIYXZOBN7P5zNoWIdIcR8/gIyPF++CkO1qQmY\noR2hTK/3330sLRfyCGmGtNs/iMgyn+iZDhmm+VTfdg1qs4Coub66g1uCKQ6f0hJkKUxcIqNC6eBe\nWRXl+zq59mhC6GGkpd6O6xeyvzyF07WFeraaROuRxCVDVI/bvy+iGewMB5+BQOFzKxtQxLEhHIfK\nNYfZSQmSIRorXwTVxVmo+Z5yBVCOPlnWazseB21SlQUWyi4Z7oVEuwX0u8Gmcd0gNRPXcVRotlry\n9DPPiIjI+hoUGEJUUJ0oZqZN89SeBUq9UK3EbTU9Abpqhsz+5vehzJRIoTD8ej5lSuf0JUJ9HrQw\nH2TAQBBtXiZzUwbPw15CY3YpLY1PKSsGlISk5OK1LGQvPD5jVLRWgkhH0us1+/9Ij2/ViJpVw9ff\nEhmiCq2jvU58M1lKwbC1CZpYkdJpbApbCgJaN20aS0JUBlNgEbWNz2o5pj7oHKZHHJrvzoACKTGw\nJVNUmyl0XieYR6P5yDS0HjDsew9CvX38WUTRcvv2KE3OGy+9nJZfe+Z0Wl56E4aEtRswA9Y0Ly6+\ncSYtryzjnKkDMPq985GH0/L9H4Q6NDsGg8t+LS317sVbTKTHwMDAwMDAYE/AvPQYGBgYGBgY7Ans\niN6yLUvGinHompUN3YGzONSIMBtTTWXKgdPPfdLuInQZUkjXJzUPK3vWN6AycS0cP3EQO8vLRYRp\nc/T9rMSwyOQrR7mmmu3hOcSEcjf1dQNRxKoGUoiQMqxRQ31zFp1fRL16AVE7SZh2VAm6HTcjk/Nx\naDLswUCO217ZqNu4R8oYixVZnAU6riz3GecwYwzkO6L2Y7UK5+qqktpg/2F2lEQxHFCVgY4rlXEf\nrOBhFUefcuXwPIdgWQXBY4DpTL42RqGIJspsVPB6Pbl8PqaCS0Th5YhKnZuEgnFmFpTVQTIEnJ2G\neq2UKCRZ3cdgRZVPqkbtYe50aQ4EtGYENEY4vxQr5lzK1xTR8YioElb49ZjKSsYXz009oDgdTr3w\n+QHl2+pRvrducu0BCnUXEYah1GqxmvXKedD7PL6YOpokNY3PZozU3vkkY32ljDpfuYLtAqxcPZYB\nfdjjXGTUNj5du1qFEnOAlWJD0QYMPZmOYqoyHGh7WotbMdVXLIFi5rawSLHl07rCa08uR2owuldW\nc75XEMmwrQ+0PlE7btJz8qXnnk3LL3zzm2m5SaaQ3QbllqTr5PNYU0pkRrxFZqXiox+OHr0jLRfJ\ngDJInh0Dubnk9sJEegwMDAwMDAz2BMxLj4GBgYGBgcGewA7pLSWVYhxy7rl4X2pT6JfpEYtynJQp\n5H5oDsqrylh8nMOVTBF1yEDOJ5ogmyWjuxLosixRXY215bTMqh0nS6aBFewstynMvbKCsGC9DvqH\n3xP74Vs2WywQFXCYaIMlCiFuXruclstlhF3zOYRvc4nhojMi86xisSgPPvJBERGJQg7xbmOwx4oH\nUg/oIUZYms0q1XC6k9uMzQZDVnOQcdlg2JpyLzmcEwn0BitKZthMiykr1DKlsliVOGA2GLENnh5a\n1tvFbLcx79xNFIt5ef+D94qIyP59uN+5ORgC5nOgiAJKnsRKmDzlN3L6c5xUMx4ZywVUjkjpwRSl\nJurBprbPUriczRsD6n+vCUqEqatBWmm4SWqf2uBxMHANojXalG+NKZzeAB3nv/2cEam4vF5Xrl6I\nFTXPfP0b6fEDB/an5Syp4hwX9Zig9YSYZ3ElUSfWYfJZW4EJ7JnXX0/LrIDKkWqxR2rUiQlQpX4P\n85Tnl03miD1au3n+RqSwGtjWQG1bbyf9QxSnxVsUrCF50eIbSYuFARq0S2VSC75H0M+ZxsOPc5Gt\nXkWeyy8/8URafuuFF9OyS+2Ro/XcylBeygFjT/p+ovcdooDXz76Vlr/yR3+Slh/6zI+m5SP33y0i\ng6ahtxsm0mNgYGBgYGCwJ2BeegwMDAwMDAz2BHZEb/lBKNdW+sZnCKd5FAZm9UtI5m7rNezyJmZM\ntpJ8QBWiqPbPIXR6YnEOlWUlEKtmrOG797tdhC5r66BQXKJNei3sVp+YhtlalfJ2dQd2+BNFk9wr\nh9UVhdtLOaJnKKT65muv4XtKCFMfWESeotl9iyIiYo9sb7tKKQAOD6tdlovdipFbkUzrNmu1tExi\ntoFQOdMnTHVYNqiZPOXzyhdAYd4uDBiwjUqCRyjk83LfvXHomOm0HOUrCn0au9S4vo+x6XegzOjn\nfxvIYERzx6EETGx6x/RFyPmwaO549J1MS4Y+U1fb/Sajth0IwZMBaUKnNBowvhzIu0YhejY+HDBJ\nJcqOKd1CovgcVdqmdrst3zn9nIiIvHEGtNNbZ99MywePLKJuxGOVSBnLrde/x9cpn9Jrr7yEE1jl\nxhSvTWslUUGHF/H9h6jM67JLiqnaFqhKl9R6rSb6h9fuDlGOG0lexmoLzwVu+gyp/DhH3uYm1pLZ\nWagSo+hWxtjuY6emljx3ul2m5OIym99GNLZr12Cmu3ZtJS1fuwQ6s7uJds9Sa+bypG7N0HpBiuNW\ngGdmvYE2Xl6HaWFL0H/jh/Fc3X88VgxnimQwqoa/hqhttkZ8vzCRHgMDAwMDA4M9AfPSY2BgYGBg\nYLAnsCN6y81kZP/BQyIi0iHqaIzCkhyiZOohT2qrfs4nEZHNNNcODIymPNARjkM79ukVjc3NvJDz\ndrHiBudzKN4lFUBA5mltCoUHHDocUIVQOD1RpkQRKjZZRUj30DxUajdWkQ9pfAxUwLFDUHiNj+O+\nMypuR2tInpXdBitWdoOKGaAItglL8vEiKevYJI3Du6zuY/A53DdForeiAeXV6LDdfd8OesuylJSS\n0DSP6XAb6opznEWkmHJzoAoyicqR658jddeAMST1g++xSSCbjpIJYDBcMeiyOWWGzSG5bXF+h3LX\nMU3mJ+H+iJRIAd0zKwwHuocorVyWzO0KZKKn4rVMbWO8+f0iDCPZStbF6YWD6XFWzrV6uJeLV0Er\nLHMeO27jZA74PdAO9Q7+niEVZKtdp49xLjJ85+uvgxq7cAG0GxuKOkStsvKLz+F5OqjuxHd5yfgs\n0LkO1Zevx/QWU2RLV7C2BvRgyGaw9owCSql0XdrpOrDdetL247HR9nB/rEbUFbTTw5/5ZFqeOXk0\nLdc3iPqbBPU3QTktOd+hprWVV/Q20ZbtGtp+bgH5MBfvhlGhb8X0a4Zyod1KHq5babtbbV8T6TEw\nMDAwMDDYEzAvPQYGBgYGBgZ7Amonu6KVUqsicml01TEYgkNa6+l3Pm1nMH35rsH05w8PTF/+cGHX\n+9P05buGbftyRy89BgYGBgYGBgbvVRh6y8DAwMDAwGBPwLz0GBgYGBgYGOwJmJcegx8oKKUuKqWm\n3vnMd7zOF5RSv7UbdTIYDqXUryildk3zq5T6nFLqzt26nsHth1Lq15RSv7qD802f320ZLlUAACAA\nSURBVEYopZrvfNYPN8xLj4GBwfeKXxGRoS89SqnvJY3y50Tk+34AqhhmbdsF3Ia23JU+NzC4VfxQ\nLAxKqaJS6r8ppV5USr2ilPq8UupBpdRXlVKnlVJ/qZSaT879JaXUs8m5f7Kbv1QNdoZh/UZ/yyul\n/jzpr0Wl1Cv0t19VSv1aUn5SKfUbSqlvK6XeVEp9eMj3fEYp9a3diCDtVQzpq38uIgsi8hWl1FeS\nc5pKqd9USr0oIo/eZA4eVUr9RXL8KaXUHUqpD4rIZ0XkXymlXkjOOaaU+pvkO7+THCsppb6c/Ptl\npdRPJNdcVEq9oZT69yLyiogceFca6ocAQ9ry55O2fkUp9Rt03qeSfnhRKfXlIdf5pWQO52+1z2/f\nXe5tvMM8OqOU+t1kPf0DpdQnlFLfUEqdVUo9kpz3a0qp30vW1bNKqV96d+9oB9Bav+f/E5G/JyL/\nlv5dEZFvish08u/Pi8jvJOVJOu/XReSfvtv136v/bdNvF0VkUUT+RkR+ITm+KCKv0Hm/KiK/lpSf\nFJHfTMo/JiJ/k5S/ICK/JSI/KSJPicj4u32/7+X/btJXU3RMi8jfT8ruTebgl0XkeFJ+v4j8bVL+\nXRH5abreMyLyk0k5J3FUyRGRseTYlIick9jSeVFEIhH5wLvdVu/1/7gtJX6xvSwi00nb/63E0Zlp\nEbkiIoeTz0wk//+1ZH7+ExF5QkSyO+lz89/I+7aZ/P9m8ygQkXskDoqcFpHfSf72EyLyX6ifXxSR\nfPL5KyKy8G7f3638Nxof9duPl0XkN5NfIV8UkZqI3C0if61ia2pbRPqpZ+9WSv26xHkvSiLyl7e/\nugYJBvpNa/1U0l9PiMi/1Fr/wS1e50+T/5+WeNL28TEReUhEPqm1rn/3hwx2hO36ihGKyJ8k5ZMy\nZA4qpUoi8kER+WP6fPa7riNKqbKI7NNa/2cREa11Nznuisi/UEo9JvGDeZ+IzCYfu6S1fnoX7tUg\nacskAvCk1npVREQp9Qci8pjEff01rfUFERGt9QZ99hckfgh+Tmvt32qfG9xWKNl+Hl3QWr8sIqKU\nelVEvqy11kqpl2VwfX1Ca90RkU4S7X1ERP7L7bqB7xU/FC89Wus3lVIPSPxL/9cl/jXyqtb60SGn\n/67Ek/FFpdQXROQjt6ueBoP47n6jEPk3RORTSqk/1PHPikAGqdjcd12qn3QplMEx/ZaIHBGREyLy\n3G7Xfy/hJn3F6GqdJrtSMmQOKqXGRGRTa33/91iVn5M4yvBg8kC9KBgPre/xmgZvx/fTli+LyP0i\nsl9ELkg8d7+fPjfYfdxsHvXovIj+Hcng+vrdJn/vCdO/H5Y9PQsi0tZa/76I/CuJw6fTSqlHk7+7\nSqm7ktPLEv/idCXueIN3CUP67YHkT/+bxNG6307+vSwiM0qpSaVUVkR+/Ba/4pLEtMy/p/43+B6w\nTV81JJ5Pw/CGDJmDScTtglLqZ5LjSil1X/KZ9Hpa64aIXFVKfS45L6vi/XcVEVlJFuqPisihUdyv\nQYpvi8jfUUpNqXhz+s+KyFdF5GkReUwpdVhERCk1QZ95XkT+exH5M6XUwq32ucFtxW7Mo59QSuWU\nUpMSBw+e3c0Kjgo/FC89EvOP31ZKvSAi/1zih+ZPi8hvqHhT5QsSh1dFRP5XifcKfENEzrwLdTUA\nvrvffp3+9j+JSF4p9S+11r6I/O8SL8B/LTvoN631GYlfbv/YbJT8vjCsr/4fEfmLJLQ9AK21J9vP\nwZ8TkX+UHH9V4r0CIiL/QUT+Z6XU80lf/byI/LJS6iWJ9wfNicgfiMhDSaj9F8TM4ZFCa31dRP4X\nEfmKxHs4Tmutn0jorn8sIn+a9OMffdfnvi7x3p7/pmIBwa32ucHtwW7Mo5ckHhdPi8j/obW+tov1\nGxlMGgoDAwMDAwODW4aK1bNNrfW/frfrslP8sER6DAwMDAwMDAxuChPpMTAwMDAwMNgTMJEeAwMD\nAwMDgz0B89JjYGBgYGBgsCdgXnoMDAwMDAwM9gTMS4+BgYGBgYHBnsCOHJmLxZwen0h8pHgDNL86\n0XGLEi1rMmvksup/OKJrKC7i3Ciiz1lqaFlHdCHNF0I5DPnLqL4WbiSi6yiq0EDdk2sONIUaqDyu\np+l6dM7bnfwHP1zbaEir1d32rO8VlmVp23H4q7atg4gMeG3qAeNNupekE9VAX/M1eKDwl/LFqaz0\nsDO2ry5fkU+isuOgDpw7OgziuofhNvdMdXHp4raNKeSnZsQiEg0f72EQrGmtp2/hFnaEsVJRT4+P\nx3VyUKder5OWWx2Y7GqqazZLGQGojywrnr+e7+F6XZi1RjzXqS1dF99vKZQ1zYFsBnl+szkYbPN8\n6PW6aXlza0uGYaw8lpYzGTct+74vIiLNZiM9FoS4Z57Tg+k0cE+2jZtyadxMTU6KiMi1lQ3ZrDd3\nfW7ajqUdN277QjmfHs8V0GYR9VPY8/Fhj9Y2GoPjU7F3oJ1FG7V99GUnRFuHEqRlRYu7JVjPOfE6\nz+pQoy7Kxvl5G/fBc7xH5/c8jFVNdbDsuM4ZC+OUV/AgwvgMaMxEEa5NQ29g/bfo2dFZ7u763Mxm\ns7pYLIrI4DjbTkC03Tn8PHqna2y3tH7Xh+l8fh7jexwbxzM0/l2aF7zW8HOY6xugK8UL4jnoByGd\ni+tpze8MAxUeWtzmDGk269v25Y5eesYnyvLLv/K5+AtCGpRZ3GBIEy3vFtNypDAAvRBlV8cTWXv8\nIOEFCY3TaWNA53IZXKOIhuo2cY4O6fZsTJhmC4t/RBMmn8fE7LWxINj08hbSRLKSOvQfmCIiOQuL\nipPB97d7bdSXFmeLq+hwO8bf+Vv/5xMyCtiOI9WZmbhs8wSgASiop0Toh5AmTEhtkwmbIiLiCs7t\nabS7FaJ9NT8laczYNDa0g3JAq5YV8TKL49qielG7qizOn5imh0ge56+vxP3T2uR7RtGz8Y8ZHxcf\nT140RESWungwW23UPaT2XV++cUlGgOnxcfkX/+yXRUSkMjGZHr94IU1OL99+AWmpfB8vA0eOkCec\nRvvkc/ELxdVrV9JjZ89dSMudDh5S5TLaeHYWyewLGdSlSw+ko4fvS8vHTpxMy/QOKRcunkvLX/zi\nF1FFGi8/+rFPpOX9+5FYfXn1qoiIPPX1J9NjtRr6x7GxfvCLq0WdXhrHS8Z8Fe3y333hF0VE5B/8\nszTh+K7CcW2ZOxaPqwc+cm96/I73IYtDpwcT48Zb19OyvkprWxdr2+d/4WdFRGTs6Gx67PTqxbT8\n8ga86bYojVZW6OVUldJyJovjRXoB2/Jv4JwKzr+zcg9u0EO9zvvLafnC1ZfScqCoDuV5ERE5UDiS\nHuso9NNGE55462+9npZbbdTF62JNamxiLS4W8cL9/L9+ddfnZrFYlMcff1xERGx6Cey/lIsMviBk\nMhiXAb0ttFpvzwoy+PJGf6BnZhTSeh7xCxW9nFp41rk2vmeyiOsfnMazfG4cc2FiEuufm6PnXRtr\nw8oqvndpLV53rm1upseaHVzP9yqoI/0AjeiZwj+eNP0Ajaj81a99adu+3NFLj1Ii6TPdxsMhVPSG\nbtMDz8fg4hcHfpv1enGDuxqdncvhQdkL6OXDpWt7zbQcWPSLooBBHPj87ofOr1ZxjqZfol0Pg6w8\nTumd6E1V0X1Y2fiztoP60u2LT4NW0zmum6HjNODpTTlMBij/Etlt9PshGvhlwBEuerHlgSY80HA8\n+XEqc1P49X19E/3ktdDW2QADvUujsOPiO+foB+yki0X2WhsP7KZFbyYuRQyoH3IBPdToBdWlB9zx\nAwsiInJmC4vwwPChcXjfwmJavufIibT8x6efSssbFh7wvjO6PuzDyhSkeCDO4lGaOpwer1pYlN76\nCl561taRf3XiOF5SogBj88Sh+MXk4AJeULzq2bR8+cpFHA+wBvRKuJ641bR4aQ0vTFYT82FMUMes\ng/n1Rg0vPc9cwEOQ15L7LWQ/KLh4wXpzM37p+cqrePC1trDQDvwcpgiCzZHAPMr3HkAdP1ePx0IQ\njsbuw3EzMjO9KCIirz6HNstW0JaH77kzLTdXMdgP3IEXg0sv4AVgfSt+Mbi0up4eO9umHKF5rOeV\nCPdasufT8nx2IS3fvYTx7VxbScvPzqItr1FyiU0MK6nm0Wf5GsZNKYPjIT2axmrxWjFRRr2uRxi/\nBYpANekH8NUlvAxaEdabTBbrk6JnyihgWdbAiwwfT+uwTbifz3Fd9E//Jcmjl0f+8ewL2qZVRz/Z\nIfomE9GzroiF9uhxrKEPP4AX5PtO0ppSoqgdRwJdihgHFKWiZ/tKPR5/r5+/mB57+mmsuW/SPG+0\nKbIXYDBpylUbUpqwSKE9bgazp8fAwMDAwMBgT8C89BgYGBgYGBjsCeyY3som4V9NPK5jY7+Qm0Po\na21jKS0z1VQqguuNkn0YUTCcs1NURZvChIpCe0I0SJdCnQFRGZrO5w1uTJ/59AqYzdLmLuIWM0SH\n2UmIMCCKytG0iZT2p3i0Jyby8EWBps2EFOb0vfj8wB9h+HVIWNUiftkJUTfe0yM2QqA+7e0qVeIQ\n7D/8xb+XHvvrb3wzLT/15Jtp2VXoy67mTW/glI+OI9z9yLFjaflv33otLV9qIpRbp77MRKhjlsaE\nHSGc/r67jqflT33kMyIi8m//zX9Oj51+EfTA/UcQ3v0ffuRTaXnzEkLof0n7wOpEDQYRvn9UcF1H\n9s3H9I5VRPj+WObutHzPXe9Ly099HfXOZ4gSpvE9O7Uv/v889vwcX8TejJUVXGNzE7RJjugippvn\nZ7A2eB6o79dOfxnfT/O00QQd9dFHQOdkixTq1rW03MYlRal4/85EFXXxO1n6HM51iRZ1aH9Pl/aO\neU2M0cZq/J1hMJq5WS5V5aOP/biIiDz7rW+kx195/nJa9mm/xZFD+9LymKb9VJdBTV26EvdVnZiW\nYBrtmLNQLmqUD5QXUf421vP5J19Ny5UpfL92sa/qrQKt17RmhAXM8eubmGOOg7l5//rBtPzwy3G/\nta7jnp+8D2tX0waF49GWgrUlUOsWbdyvTKAu5QnawzcCRFEkvWQLx3ablLcrM73Fx5vN+L5C2pjP\nm5F9C3NIhVh7shrtNFlEH7z/AdCGH/sE1rmFBfSfE2FyhT2miWlvrYNxE5H4QdM2gn2TcVvMJ/tJ\nRUSOzy+m5S995Y20/PQL2KtV30KfeURVsu4kon1eN4OJ9BgYGBgYGBjsCZiXHgMDAwMDA4M9gZ3R\nW6LESdQVrK13SKvvkM4+xwovuo7v087/RPLDu9N7bZydIVWB7SCUFtKOcPbz6NNCcb1IMeaivp0W\n+fEQTZejd0DdoZAjSYECupMoOZ/9DBSFJJnUcG2m5tjzgMK+RC3l8/FxyxoNNaIFPissAXdISjlL\n0vqI7mbZJwqMQrZT4zGt8qEPQma7eAoKgMsX/k1aXltCeDVLodtjk5Asfu5RSHSPnUDY/KGfen9a\nfv0yKJY//NO/SMvXr4P26hGd+aEHobb6ws/9WFqeq8QU7ec+jWvXarj2r/zc53GNHu7pq6+8hfsg\nybxQ6NkZrUBEREQyWUcOHY7D1C2yGqhfR8j54D7QVLksxh3LYV0b529txDROKQtFRauGcpGtF0jR\n4RCVoASUxXgR68RL586n5StXoP7pj3uRQTlxLoMxujCL0LgdIoy+dgP0z3gxrs/jH/1oeuzZb7+Q\nlt98E/1mBbgGzzaH1gZF65qTi8tqRD8Zg8CXlbVYdZZVaONmDXPtmb/4TlrOfxy06uF70cezBzBO\nb1yLqSl7BipIZwJ9bdNaPatAjx59HhTD5J+j/SZ9sqo4hP545Dq2OtzZgsy5to6610qgR/wIFFyx\nibHy0ecwVo6eiefv5hQsB5Ym0PhLM5h3a0tQAvW2cLyQIVuT9lpaDv1dt8waQBiG0mjEatPtfOC2\n8+PZjg7rS9kH/j5gbof+cwRju5gFFfzQ/eibH38cfUBTS3p1tFOT5r3XIh7ZxnjK5PC9PtnLWA5R\ndoVErV3E5xanQMH/zI8/lJbz+RfT8pNfRb/W2uRRZW3TBjeBifQYGBgYGBgY7AmYlx4DAwMDAwOD\nPYEd0VuiFIVBabd4iHCl5zO9RCE5NvIihUjYD4VTmMoit2V24vXIRTbocVoJdmqm97gMp8TA+UWi\no3SdLNd7RNvQ++DYGMLsebJx7yUhx5BsuUNqlxypYjqkcsoWcP8DYc4I6pJcolRjK/zdRp9Osyks\n6BI9eMcCVBmzBxAC/bMXXk7LmxTGLBZiSkGRYdRdp/an5cc/Cero3/3+f03LMw5Crb/4IZzzoXtB\naRWPQmEQjIMCO3qMlCvkqP3b/99/SsvlOajAfvKnQHfMTJDJYjcOn95zJyiBn/3846jL+6Ae0n8F\nasajsddw0Mc9Mk209eh/W/iBlmur8ff7ZPCYLcKwrzoBZU9xDEZ3mTzC0kIOrs1mTLFcWwJVuLq2\nmpbzBbR3kWip6Sm0N5t/Xl/GtS9dIapiFeWDh1CXToccacmQ0rcQ6q6S6+/KKqiYvtjw/vseSI99\n8lPoz/XaH6Xl2gbWL8tiLpJpbYyVIIjD+6wy3U1s1jbkiT/+jyIiUiBTTj2Ldm0toT1e+VsooKY0\n5kOxh75vbMQUprpGdMc+zKkiqU7nvg6VpfUf/iotuyRvnTwAJaC8gf5wpkEXVVtYx2drpFjNY024\nX1BH3cE9qaugNpbXY0NMu4W19+TzaItnH2WlJKhsh1yYLVLJTo9jzGxdH57eZDfRX+NvRbHF5e3o\nrWFmhgPpQmgOOxbu7+gRjNePfQx9MD2D4+21q2m5s0wO87QlxSYlr6Y1LyCaWOh5pyI2DI7HodcA\n1RbmMfZmFuDO/umPYStCk1y0n3qODGQDrBeWInPEm8BEegwMDAwMDAz2BMxLj4GBgYGBgcGewM7o\nLRHp56wJNMJXnAyMcqqJIgM6J4PzQ8qRoRMJhEXGgxYlHA08ch60KAkWR7I4YyvRZDZnUA+ZdiIl\nRhbf2+7AzIrdy3L0ZZMFlJUTh1s7lOhsizJZ+xT+znEiuYgyGnNSeEoCFyTGh1pGE0IXAa3lkGbF\nJbOpSWruj86C3vJOof/+9Pnn0nLfKMrzeGzgXj/3E4+l5WuUr0etoN0/8DBMCMtzCGd7FbRxy0fY\nNZtBqPojH6ccUVmEsyuUAPME0WFBG1RNX6BXnYWi5VNzH0zLFuUQa9dhxLfapTxgFNKlqO9AwtFR\nodeL5Ny5uK3tHMZRYZwMMru4hzyNew6X2zTHdC9uH0Wqydlx9EmH6Ai/RcaQNFZ8moOLx0ARzr8B\nZdzpV5EUdWoWdMfMPKjGHKnDlEIdczmmALAOrK/HypNWG2NlYf5QWj5yHCqnbz8LVVJAcyGihEYh\nrWWF5Lh1i2qRncKxHZkej9shT/TkZgh1kxNQvqkl1ONbXwX1PD8Bgz/pxHM2WKG1WkAfz1Oy+ENP\nUdLQC8jb2BBQDGfX0Pfz+x9My9UC+j4ig067h/5z25TUltR3oQ+ae7OIvn+58SURETmRQV6x4hbW\nYW8LdZnJY37feRJUyfPnQJexOezaVVCi7xa2y5Y+SHvR8SEli8sadHSlDBrpgx/E+D+0iHWzvQ6V\nVus6JXr1SGVNCcMj6jNtc2JKrAFehHJAebOcbKLWpiSVYReqyy7RoHMTi2n50x/Hc+HGOujoF9/E\nmqY15cu8CUykx8DAwMDAwGBPwLz0GBgYGBgYGOwJ7Ije0lEknW4c4vSIdbGzpKQi9ZYrbCxICqeA\n82CFb/ucUNhYUT6NDH1PoBFq7XRxPYuUQHky9iq7nEeErk+5mAIK2y2vgMJQbVBWFTKgy5ViZUU1\nR99Zgtpii3a5+5R/qRsR/UMGbxwedJL8KUqNhhpRAmNBzqMmZKJYoj6ZWELI+/PHsKt+vY5w6NVG\nTCXUyWRsnJQEC/PYaf+r/+M/Sssb5xHeHJuk3GkQaUmLFQPkCtez0Wa2i3797GdBTdkZDPNWC+Fe\n0egrL2lnl/ovH5JS7zLuU1NOqOUmKQpJvFAg+qGOaP7IoJQlrht/Uc9DvZdvoC/CAO2Wz4Ee2FwH\nzbd/BnRKIWnPIlFhOVJ61SnHD4n+5Ounn03LHaKnp+dBTxw6fEdanp0DzcL5hIp51DEg5VCP+tCx\nOKyPzxZycRtMVsiojWi8k8dBfVxbxRrjZqE+anRwf7OTpJ5xY2pAjcidsDRRkg//zKMiIrJQxVz7\n6794Ki2fuwFKgrxZpbaJ8Tg+RvUvx+Na0z2dvIKBed8qxuuJCeRXaz2KSRjQb2Q7g3lijaP/1Bxo\nQ8XbFNoYh34TdXdJvSpZGnsnYXB6TH06voctfGfBgnrr2Aao8stroKsWZlCXl74DM8rrz4Ky6+WJ\nnhkRsIazgnnY30VCogQthT7R9KgO7LjNFG0xydJt5ASU7v2nQC29767FtOz46Pv6OtZf2wc1ZpMS\nTjSXSRXH+b8CepZRDjSlMY+tRKEcdrFuWy6er1ETtHcvwvWOHETdH/swypeuIwfc+hbG2M1gIj0G\nBgYGBgYGewLmpcfAwMDAwMBgT2BH9FaktfSSOLZNRnpiv111JCLiUnjOoXheNkch0758iRRQbLQU\ncBWJlnIptDeWRahuKo9wXiFLUjKiwOqboCdqFNrXRKEIhc2XbsAMqZDF8WxCm5RLuJ/qDMLjE6T0\nanIukhzuiaku26Z77Yc8RyMQEdFaokRt5Dv4kgyp38IA99pdR8i0GC2l5S+chHLjT67G+YCuXruY\nHrvjFMLUAUnVphbm0vJMBfRgUL+SllsWwpVRxDQfrsMhYIvCxD5zTdSXDuUyC8j40UroV000bNDB\nuHabCMduUa6qlSbaJeCQNVFq2h6dAg9fQm1EdOXAkKa24hC1DjA2pyugECqFxCCT2rvTAa3suJh3\nVg7KiRsbb6Tli1dgdja7ge85dhx51e6+G0Z3ly8jXN1rQ5lRLWOOrVwGPTJRAvWmffTRxFg8popE\n4+Up/16V1GD33PtwWp478KG0vFZDfefyoLvDRK2qR/SbMXQi2ZyJx1ixDLrmyPthJnj8yCfS8tmX\nz6XlizdA47QqWOcOHIzpvMc20Y73PY21qrgGKiE/CaVM5W4YOrouFD9CZn+6B0pN14lr28JYyZCq\n1aujjl4H8yc/D8rRqn4gLS/e8xkREQmfhQJrZhOT7eOXF9Pyk6t/nZYvtF9Ly1EH4712FePKOcnc\nc092H5oUuNttVaDcW7LNNg/K/RYmCktFk9smBfPcOJ4pH3oIiq2JIikvb1D+rDboYltjzIQhLWis\nHiOaOCL6OkdbI+wQ847X7r73Zy8gSplyW4ZkQNxpYEtFnujU992LZ8fpF7G+fOtZfPZmMJEeAwMD\nAwMDgz2BHfr0WBKF8dtcltIx2BQdcCla4bJdNtnyu7SpOJ+PywG9+YW0CYoz09I+TClStETTZmS7\nTX4CHn7tb63jl9rmBt5se/QLpNel61h4U6UgkVxfxYZWldjRj42RjT/dZ3kSm+0y9CYe8EZcaruI\nvISiIXvfdh3Jr33aoiYt+r5NyrjO2/3UGtrgQBn3+JkH41/MNYpedegamSze1n3yfciyvYJHmx97\nVLOBjX8c/kJ7R/TLhy3RHZd8iFwaN7RROUyjAJQOhb4/XMEv0tU6ytcpGhGQSZXlsg/O6DdLWrZK\n06V0afM4bxhsNGlzPrXVAfLDmZtAJCCbeGm06dfcZgMbHTc7KIuLaF2PVA7LN/BrrbGFubZvDn4q\nBw7AT+bKFfw6L9Acz7skSqB0IxHZ4xeyOH96Oh6XNgkhum2M284WopVlFxtxTxxBtGGW/WQ8pGbI\nWPHGz1FtZA5UIOtOPMY8jV+v1RPom8W7UOflHtq4t441bGMTEbHl83HEaF7gozPRofFPPkS6iX7V\nZ3CNDvm2aPoVHmydTcsRf9ZC1N2iTbFbFAlk76j5/fDZyucRhQoP3yUiIv4iUoCrdfTlvg58uI4e\nQJTqwgy+01+lTb8uZQPP8iPw1iIFO8WwdCXbpZ4QXtvoeWDRfFVJBJ4eHRLQBuSjR9Gvd5xAdC5o\nY8Nyew1rmEvRHUU+XYFgYY6oXpk85jobCGmbzqcNzr0er/XxMyDrUHoVjXEV0drh0rO0u06pZ8hj\n6LFHj6flM2/Ab+tmMJEeAwMDAwMDgz0B89JjYGBgYGBgsCewI3rLtpWMj8chX4s33Ua0cTLw6XxK\nw0BZmEOO9vcz0NJBmzenUsqILPmwWGQM0qGwda1GHhBEazS3EM5bJw8ejyitXhebuyLaDNro4Hs7\nlJW9kInrUK8jbM9ZIw4QtZMrIySnbFBn7DljUbxShf26j2wns/QrS/t8B6iuC0RfrGlsoqyQVX+H\nLMwXjh0WEZFqFWF4pjqylDJAOUzl4Vu1hbJia3UKryqqMKfp4DQE3BFMdeVog7GTQ0i/ny7B9ik7\n+ibGRvsaKNHrDYylGwH54Di0UZjGnhWMfiOzZYnkC8k90GbI/Dju97xDbUX+KNNEaRVp83/gxfcW\nUHjeo3ZdpjnVoM2QrSbC1S5Rfjb5UDW2sEG3TD4vpRIJEWgT8mQVxyfvhY9MuYz7u0FUWi75bJdS\ny2yQaEEFoDIOzuDaFU7P4YC6zXWRlV6CxOdlhNRz37ulS2voFlHCFyxs+HfvwtqauQxKzm/S+WsX\nRURko4pUIJraN6hjHtfeehL1IK+dPG34jsZAT4TLJF4J0Me5U9igHhTRfq010KkrF+Dp5F9+Ji3v\nU7h+sRz3jzsJai7oofErHr7zR7PYAP1kCzTaeQ/pOewK1ly3iLHfFfj97CaGpZkYoLciXs+AiNat\nDK1tTl/0Q9RtjtLu3HEHqMEKeZ1tXcCcs32sW5agrOnZy75MAYmICmU8C4Ie+r5HwhdF1wlpjewf\nt22M04BETBkSkmjaEuI38Yz3NzFuTy5i7ThyEPP4ZjCRHgMDAwMDA4M9AfPSBeV7EQAAIABJREFU\nY2BgYGBgYLAnsCN6y7JEcvk4pBaFRGNlyB+lh5CborCdTSkpHFK2BEkIyxl4/SKagGpoWQh3WRTa\nE59VOwjzReRtkKEs50Xy9tggeqZO6hKfPArYX2aWQuETM7FqYHMDNNCF8wg7K9rBfuAELNHdKYTN\nNVFq7HEkiQ/SNgl4v29oEYmS73N9ulcHocNLFJZcDtGuiwqhSY/Ub7lzMb0wtQ9/dxYp5FnkrMBo\nm4g8P2zqY7IPEoqySzQYBKZ7Gl4e9MEgEB3VV0dkOES7in71lkHfXNlCqHW5R+otF2ODBRt2OEoJ\nXgzHFpmqJCldSFyRdTCBTpN6bmF2f1qeHAP1qqnP7YTsdGk+bm6hTba2QBN3WqBYWpS2hdWMrKKr\n1UBFlSpQ34yPIR5fyqFeU1WUXaI+8nmioUmtFPWViUR9OA7quO8QvnNmP5RkYYi6WyHmaUSh9tDu\nt9FoaEslSqzk96hirxRO5UPfnT+A+Xb/w6fS8iEPaR2KuVj5NL6Be3Wv4Br1K6B/Wm0oZaZ+5LP4\nngV4bnVp3bIKuKa9jjQCXZ/SD/hYcxePIEXMgbs+gvOvQyHn3wAV4y9fjOs7Bk8wNYn+c5dBVX5i\n6XBarhBVe3YaCrPltTNpWQtJc0cALaCytlNscZm92u6/DylIOmvokzMJTRXRWlmZxDg5cgQ0oG4T\nzb+BuaBI1enz1pIcntOskuWNA8zWW1ksNl2izBQ9M11SXlqJN5rHymDaHsPrvKJnTp7+0N6AN8/E\nIu717lMLciswkR4DAwMDAwODPQHz0mNgYGBgYGCwJ7CzLOuiJYr64UC8L3k9i09CkWiLDtFeFOVO\n6S02cNKc0ZXUS301SfwPSkVAiouAKCXNmV4p3NZqIjS7RRnBs0WYVlVLCKf3fIRAe2TZb2Xicw4e\nhWnWGoVlW2TZH5EF/iYZ2pHvm4Rk4NU3tBtmbLVb6EdVmYa0iFPapG59rQ5a4+45hM2tHvq4lFBA\n0RmE27szlI05g3B3kc372PqQzChtThMRsdqLKCgah0ozB8ZKAqJcKSTs9yi0nYRYbfIn867CtKtV\nA+1xcQtUV50VZqRwsH36/tuQhcJSIv2k5M4EaByL1GglSpfiWGj/l196JS0fO0QqvSQlRa2FMX99\nCaHlrWVQGaU8KA6vh3FvU1i6UEC9GqSAs4kCy2cQCmdqLkfzh2lPl8aLS+f3075kCzg2NYn5PVbG\n/ZfLGJcbDQr7e0Q7UAg+jPpr1mhoS60jiZKUGpw6RBHJYJOZoE/pVw6egjLqs0XQSPsaMb1+9DuY\na80Gso175Pw684HP4DvHQbF4Gmtipggqt7OM9Swsg25wZkBB6R6ox9ar30jLLhnXlY6CvsqdhCrH\n6yb0UI2MYSu4T8nhuNfC9oLnJkBj+Xdi7J/YgoHh5lVS/sruQwkMdpkuikg9GdBzamIc8+8X/sFP\no26XYdr5f/32H4iIyEYT7T49TamY5tA23QZoMVeTIaCidCFsKhiwwhPrIydcD7r0DMzTOm5j7mqN\nz7ouK5Djew1pK4dSZBhL5oiO4ncCMmekh2bGwvcsHoBq7WYwkR4DAwMDAwODPQHz0mNgYGBgYGCw\nJ7AjektpESuKw62U1koCUv+4RDWJi1CVz3lbIqbD3l6FDoXHI1LTUPRMgi7lUhF8Z4aysbZaCKE3\nN1FeWUbZod3yU9OgbabmKUxLyq+zr5PCIAkJzy0gtF8hYz6f8spoMmds0255ReF5IepluF3V7kIn\nqhzOq6I47EqqndNEb90xi/DiPbTbv58xOVgiBcAbaI+wiHstFNkEDt/pUzhfE73lUAg4GqCLtjN3\nDIacIaJDDNygjTGZCeJxo25Qvp4r4Lq22vjcVaI7Ow7RMUQRZDjj+w4z3H0v0DoSL6lXlsaUR7mp\n5mdAw3qHoSb8oz/8d2n59ddA9cwdjM9vR7jHl0+/npYPzUC5YVkgBzottE+5hPk4S/Ortk5zkJRI\n8zM4J58hM1LNYW/BOZzHj8z22olpmk3miDnKs5TP4lym2znTdkCKLTZN3FyLac8wZE3LLkJrkWS8\nB5qpX6JmXXZ4xQ1seDDY85coH9PFRJ14HQaNbQ+UbfHOh9KymgClFSqiSqdQ9m9AuRc0QHO2PNAp\nWRcZvkvzd6H8MDK3N5/8E3zXK8+l5TpRnpKMg7FxrMmZO38Mfy9AZXe9gPHw6hzuVRfQXpUyaJDx\nKfTrWUH2991CrJIdxm8PX9dbLaw5yysX0/Kpw7jHU8fi5803nsNWioV9+DurqdtrZHBIW0UiRaaq\nrEKkbSAOba3IUgb1TgvjKktqX1ZHhjSnLJu3JnSTr2H6i7anEIXr+3gP4CU0Q3OXc3xVKyW5FZhI\nj4GBgYGBgcGegHnpMTAwMDAwMNgT2Bm9JVaqGogoS5OVRegwpPw6A0ZDpKxQRAm4iYokIsrAovxd\nmnI0hRQza24gbN9pUV1Y1WXhfI+unyGFyNQsdrqXJqA2sF2E0DJZnH94ESHbrSTPV4t20U9N4XqO\nReqFDOUnayKEydQS5zPr50YaGbmlWeBECiQKbwrVbZnoyWeuQ/Vx5MTJtOx0k1xea1A9Zc4u4Svz\nuEavArVBdh9Rgky1UXUtChFbpNLSRCPZ9FmbWUM6p+MjpN/rIMSba8bX96+AdvE2UK5Tvq9VkjJ4\n7B3HCkRqRm2NjqLsw7IsySfqqIAovJDokekJhPLtQzAnXNh/MC2/8OJ30vKrl2MDwek5nNts4Nr2\nPlBRjQ76tjIGlVSJVFILpCrpUL66ThPtPD9NYfoQ86rXxpwpl3Ef46SyHCui3GjHYW+LqL6My3nA\nSBVKpmq2jfsYq2A+UgpAabTj8H4UjYbesixLcrm4L5XNaxiZsDpojzxR5wHd7yVW2p1NcpG10O7K\nJ8PYucW07FbJ+I9UM97q5bR87vzzafnVK6ClJjWuP0O5rPYVQSm5Nvo4cwi5sqwuFF7Xulg3bpz+\nooiInCrhGlM5rBnuAVBnmYNYnytzUGktN6B+ckhxpAeURbsP27LS8XpwAfU/d/ZcWm7RVo1mD+13\n+lvfTsvHP4OcaQfnYsr4WVJIzc9iPbXo2Rz2MJ6DEOM8sqhMSlOLTIQ5JuLSs4kVmZqfqwXM+zDD\nZsS4fpCMj5Ce8bzFJaDxYwtTYHgeC82JDq3hlbFbe50xkR4DAwMDAwODPQHz0mNgYGBgYGCwJ7Az\nc0It0o9KacUOYWRC2ILZU9aBukNRnqNAI5wd6Tg0axHF4mRJu0QGRZvLCNW11mlnt4dykdRErMzK\n56Ei4XBauYpQa34MxlC9LsJm69ehSKgUWLESvzNeI0XE9WXU5eRRqA0mJxD6K+QQ2qu1EMIvuAjZ\nemnekdGEX+OcMP22HW6axce7pKZ4ZRNh6ysulB7VuTh8GyyjPZxLyLEUKjKFrKA/qmOk+CsOp7dY\nYKNorHCZxFtiU5ifx1aPcjFpMlZUK3Eo1b+Ee/ModHqZTClvUH43lhRyjraBdFu3IfeWspRkc3E7\nhjTXNOVrmpvD+M5qlO+7/4G0/OwLMHTbWI3naRhAmdXaQjtcoTl47E6MA5eMSEtF1CXrOnSc5iMZ\nlY0VKa9bAxROhkLqZTI5nJ0CxbZONNnqZtxHrN5yOSxP45yVpa5DxmdVnF+xiOpKTA4dZ0D2tWuI\nIi2dRH1WGsN6MzZG5mvkLee1cd89jf5+NgelabV+QUREHrgxlx5buOfjaTkzhbUqJOVj2EYfN9Zg\n/Hfh4jfT8vpVUEchGXSuLWMsNTah9jp64KNpOZsH5ZnNoO0P7cd4WlqL637u/LPpMe87f4x7o/x/\ns5X70vJ9dzyalt/ogJK3qY6SBVU6CmSzrhw9HLftz/zYY+nx3/l/0ZYvLOOZmXFBLb7+Eii+8/dj\nvhRLcf/kaamerpCCmda7Lin0whDzKVC8pYEMXikOErBcOuJnBNa/AtHLhXFQi2EGz7Ju6yKOJ887\ni54nlmA+8xzlbRdURaG0XRLRGpGbJmfZm8BEegwMDAwMDAz2BMxLj4GBgYGBgcGewI7orSAKZbNv\n+GdTOnpFJoQhhZApp1IUcP4qcjZM8m64FIbPUF6gbgfqge4G5fQhisGi7ymXqzi/S+dQaD1bpLgg\nUWCs5rl0CcZPK3UcP3kM4fdiaWzgHkREanXcP1VdQg//mKb8Kh7V3bZxTl/VpUYkLlAiolTc5pxD\niMv83ZpC+Td6oORe2ELY+tQ9d8cFyi0W1ah8BffXeB3KElZvlY6CbhyUb6Fob6NpUySZYnorYmPD\nDsaeaiJOGl2Lx1Z4nfJt0fVepftscF4vqldEShefFGb2iDzsGEppsW0vqQfRbD18+fg4qJLlCwip\nr69AlZMjergYxf2yvkZZieje622e92QWSsoN7oeQKKVSmdR7ZF42Rt9vuRgLDilVZmdAxVQrGDsz\nkzj/8kpCzfEgpjo6FLp3iLpyS2ij6QOUjyqL+r55PVaSKGs0k1MpSzKJ0ZtNa0shAyrh0CTon8DH\nOvfitWfS8sUxjNmnJ+K2PykPp8fGj92La6xhPPRY2VZAn924+AI+a0FNc9/H/2la9uoYbxdf/a9p\neevs19PyBuXt2nfHz6TlqIM1Jh/hvuePxbTQxeswD1wjSi+3Dqpocg1KrsINrNuug2fKFm/BsNnk\ncfeRc205uRD32zR5540VcK+8bvRo7p6jtegrz15Iy9lke4Zn4YIOjVvLZrNBprdQFlJFC1FdTkBK\nRsrPFVi4fuCCjtJV0KV66nhaLlZwnRtv4T7CKN4qUnQolxarIMkINSKqNrRwPAxJyUW8lz2Qs3N7\nmEiPgYGBgYGBwZ6AeekxMDAwMDAw2BPYEb0VSSAtHYcGB3JiddXAOX0M0FiaczQh/NZNzOLylDNl\nLI/wVasGSiugcDpbKPWNvEQGzchscqhTFLLtkDLLySK0lslRHq5Z5ClqWQgfdwOcM1aMv9ehMPeR\nSYRuM/T97Q3kK5kk87ZOHiHKjkJd3CTMz/fzbkIR1xRSnV5aBk31kUdi5cT8PGgGn3bXRw0ylDwP\nRZx7hszsxil0WSRTK1L4CJsTCodGmWuiMUnjULWIgqqhX70bcT3DOs5dI1PB82SOFxCFy95mwQC9\nNVwRMTrotC1s0rplLDa8pPoRPZyjXD0TkxiPnsRzr1FHeDpXYKUFUZ5XQJEtHoIpXCYL1YnrgiIq\nFCg/VwZ9XqLcfWxCOUnKpekpKFyyGdzfJOW966vDWkT9sJmgmyF6jRQ8uQrG7qGDqFeWcq/5Sb4f\nPSJRnuXYkk8ocEuhDr0Qq54ugeI7UjmM40T9fuMiaMnNRImWnYC6yRb0dW0TSqHcAswoW5uY380G\nVJlTkwfS8uw4qDaPKJzu8sW0fJ3G0DIZ81XHoPAaP/y+tNy+AcpqvhArvPInP5wemyxDtefQY8YJ\nMCYL14gSPYnx4wd4pnCuqVEgl3Xl5OGYAlq9jns6uA/1+UQB2x2+ehrt0fKwbjzzEto+EyWGvnm0\ngdAzUJMyKiIj1ZByybH6WiumlGg99Ym+poR3UQbrtS7gOdkUzD8d0Zyexvho+/Fz0Gtg+4hDtJSr\nsF44RGmpAbU45m5Epsda31pf/mA8UQ0MDAwMDAwMRgzz0mNgYGBgYGCwJ7Cz3FtKiZ2JQ2vdFqiK\nqIcwWMYdbi6UJXVWRLRBIQl/OxTKC4j+6q3i2paP4znKn6JI2eGTQsTOUiiecndYpIhotUgRRmGz\nDOXKqpQphDZg/BSHAotkppi1EU73uxRaDPE942T4Vc3jOzdryD2jVRymjaJRGtu9XSE2GLInBRJL\nqSjsuEy5fM4lyr6FfaAIwhWYE+p1yr21CvXF1psI+1b2gWooHKfrCIdsWXlAYVqiQ9hjMfRoDHXw\nWW+NqNONmPK0BePqMqk8LtdBbymNELqia0eKzbQoZDzaCHr8faFIuxV/UYGUIaUxzIHmOipyaQnK\nnkIVIeq5edAQ61vnRWSQJs7ncV+VKpSSiubU5asweDx1ElSXY5HyMYe2qpahDKlUETqvllD3qQp4\nEysCPc1qssoYxstkNQ7992qgBYgFEd9GPztMlxKN6rgI9VMaP7GSuTk6ZaVKc4PZgnWrmAOtF4Vo\n73YHFSkUkUftwCKUTCetmEKZXwEtFbVJ3UTt21/jRUR8UjvmiforFDBP2y9BMZaZuyctH3/wp9Jy\neRoUXOfMV9NysAKqS93xSFr2NrAm5PNzyb2h7vkSVEPdFqhVK0Sfndo8mpa/VsP3XCJ1U9AbjcFk\nH1pZ4rlxW718+un0+ME5UFOPPYx72VyHQu3bb2JLRKOGueMkNP5UAWMgR7cRevT8pKnihqCOAjIB\n7Hi0VlmkmMzhO0NSVekQ8zIT0ljp0bORtoFUKgtp2VuL14xeiO0NivIDui6tp0RXWZyTkbd8UA6x\nkNeFm8BEegwMDAwMDAz2BMxLj4GBgYGBgcGewM7oLW2JkxgDFYmu8sn8zVWIs3mU08b3yYyI6AEr\nMaHq1Skf1TpUB2Ebx6vjCM9p2pXuUz6lsEzKGheht2wGIbkCKabaFArMk2osIKXH1DiFktu4p24n\n/t4cmTWFxA8V6HqK2igIUfc8qVssj8KDiapAj4reUkosy33n8xKwMilSTC2ivNqIQ+HtQ6Ar7H1k\noNXDfVt1hG4750GHrJPyy9qHa0cFoo6oXqxO0BrtHZHCKiDVQtCiMOkSqDk7UXL1NPrj0hblHWpj\njLGxXUgqRp5MAwaK1uj5La21+And2qZ8bmN5zNPNOo6/8gbogxr1hUsmfOVEAbVGxpRFopyKlD8r\nIrXG2fOgG/bv25eWCzmMBU2moGNkVDg9jbD//DRULX4XdQ+Ilomov8rj+K6Jibhvl9ZBUQa8NpG6\nziU1T7d+PS07DlQntsOKwWRuymigRIud5BzMk9FjuYB7LWTIyC+Hul1roFazB0AtPubFxqFTNVAp\ngY95lyPD1ihAW9seaF0dUG6jLvo7p0nNE6FevSbm3cI0FGHdcxgHq1ugHwM2s+2BflV+TImMTSym\nxywLSiHLx7lhD315oI173b+FsfTSGCuXRpsXb32rJb//xThP2frZF9Pjf/+T70/L0yWMxQ/dg3Y6\nf/X1tFzbAs3Y91l0SfVkd/H3gHLfsdmfIxg/Ppn6ZQqUf3IC+bNUFv2aD8j4T2G96F3DfCnOQJGW\nr1Ieyy2c392K56VLq6UiStnzcK4idWiG6HN+NruU39MLjDmhgYGBgYGBgUEK89JjYGBgYGBgsCew\nI3orDCNpJvmvAgrr93yE1iZnxukTCLP5bIxG+YCsXvzeVbsBqqFXB4VUJLWITznlHUpoFBJ1xCZG\nlsU7vvk4qVEKuH4mi3BaluQamvJmdVpkUtcPp7lQsdgUwo/onTLooY1sygPmOvj+Gcobdr3RfNv9\n7C7UjkzzIgrmK6YGIlBQnSSsukF00tQUtc06mUJS7px2DX2/dg67+nN34rPFQ9SuJIcKqKxpTFqU\nFIs9Mv1N/ENvYJxpP/5sjUKtVyksG3K+LZ41LGqjwxaHzUfVhQTHsaQ6EYevNc0ZmwwvszQ2PQ2a\nam0LqkG/izZxE1orDFlRQeajlNuu0UC5MoE1YHZuNi0XCqCxAqKtbZqbY6QiypDxYEDKkCCinHo2\nQvC5MahEyuPxOuU4F9NjHo3LkEzpVATFmtegNcvDWMnQPOwrO0eUeku0qFQtE9Lg6fbQN1YB/XD5\nLHJi1VsYsycXQW+VezENYNN9dH3MR9/DHAxIXetQjqaNGowKyzQfmmSgWM4QDfwW8kXpVaiSnBoo\nx8IpKLJUiPo0GqDenCA+p0xqQcsnBVEPVJcQHZfpoF53+KC6nhIozxpU31Gg2/XkzJtxu6k2nilf\ne/58Wp6YJhVkHuPZpm0EAS1iUS6uc0Tz0uuQGSrn1bIwZkJqX1aXFitojzzN3fUNjAmHxooK0X9C\nOdKay7gnbwvHOxuXcE9JXkbFRok0FwOLjApzrIDF/TGFms2g7vXOrT3PTKTHwMDAwMDAYE/AvPQY\nGBgYGBgY7Ans3JzQiUPUPTKt6isNRESaWwiD5RxSL7HCinJoNWpxuGvpPELsBcqBVS7gGj7RaFXK\n1bXZwPGQ6ImAFGN+wEZjCI/5FFrzQoQFi2Rm6ERQBFg2jreT3CRrNQo7W9hNPlkmc0IyKnQdhGaF\nqL5iFtfOB53kevIDgQHqhuRTSjPtEJdXWuiPSgnKgFyF1B81KC6iOtEkS1Du1c+DdihNIYzJtKkm\nJVzEx0khqMmALFinvDukLukmyp4rFMa9XAcFJ6Q2Gpls5/tF0jG2y+pI/HlqBvma3vfQ/8/em8fZ\ncZVnwu+punvf2/umlrrV2jdbxpI3vGEwZguBwLAMJDDJEL6PkC9kSEjmm2QCyccvw2QlEyabvyRA\nBgbCYpvNZrHBYGzLizZbkrWrW+p9v/taVfNH1T3P07hblkhfBO7z/OPXpbpVp06dOlX9Pud5XqhH\nhidAJaSpVlqdjrKJ6m0iBRGPiirVuLrmmqt0vHkjKCevSmaQRNWUy8QThUgZSDW5WP9WJQM6hxSP\nhTmMOyvuK0m6O6HompyCUsghWtQtYZy5Dq5jgehPFca1RmN+u1SDHk6rqCT2nH/s1hb0TWcvzje1\nf7+OT5xCvaZdd92l4zjRfbMhn/aqKVAWbp6oHVK0hqiuFSvDcjilVAug0WIenhOb6m3F5mBMqgqg\nrUtkyNq2bY+O07T/fAZjsiUc1CGMk/qohuuo0PKGmRLURNMK9Z0WSnh+LaJ2lVya4ufHhSUi8WDC\ncGKYC4+NYp6Z+OpTaI+DsThNVHyNjHPLIf++5emhmJjGvldF8A+RBFH4JVJGWeiDfJHuzRiUe/kF\nxC5RvXYIx7TjMMwUquVWy+H+hIugw8JOcBxaMqJoKYJFasVIBPe7WCQ6jBTD8SjmtPQE2nUx/JS8\nUg0MDAwMDAwMGgvz0WNgYGBgYGCwKnCZ5oQi4YACsqmoh0sUkUNURaGCtKdbYwMipKrmZ/wUWiHP\nii2sYA9R6XgqCSM1xavV8Q/lMs5fqSL1HYmBdvLot1IjtQalzS2i5sK0Ar6V6LZSQJs8tR/KhKuv\nxjkH1sHoKZ9DX7B6rErX7ZEBoLIaz6F43vPPwWqxRTHVJ+IvZaa33EDWNEd0xRjtPdgMiqoapXQz\npZhrRCnMnwTl2bkR9aGkjVbyE+XputReUpW5VG/LoeOHCtieDa7jVBEp3YkixrhF9JbnsD3i0uC+\nXaqfVxquJ1LPQFcy6JPEEnXuRESu23uNjofOn9LxYXpm56f9tHRXB0zHLKq1I6Ti27wZNZ9efgPq\nL63rQlp+6DSoh9wC+rZ3DdVU6kBsU92wEBmdhougAFgJOpcjdWezn3bfsA7HyxXx72WqhRfi+kFk\n+DYyhPE3y3R3yJ+flDSmblNLNSFvGL3eP0cG89Oshz6YOQ2lzMJZ1JWaHYeh4tqrcY/zgbmnS3XU\nnDgZxJVBR1gZPEfxTRt1fM0dv6Tj+e/9q44rBVJmZUFPV0pU866bVHl779BxeXC7jqcfxzGbOjHm\nYgmfwlCkEjs2dL+Oj45AvTa1kWqI3YraY6dbMWYKRWqX21hpped54gbKZVadcjG3yWnMOapGykSi\nqVl97ATjruSCih4+j+ur1QZ1HGsGvVvL0DINetdkSrhnNRe0ok1GvCGXnkWqW5en91ciRmbAVI8y\nswD1Vt1s03PwLihXc/Q7HUrNIWNFFwo9FSEVKBkDnx7DGL4YTKbHwMDAwMDAYFXAfPQYGBgYGBgY\nrApcFr1VK1dk/syQiCw2+qorukREIqS4qJB5GRsLsmlfNOqnxKIRojgWKXIAYtGkWqUaW5TuKlJd\nnlAIP0g2IZ1Gfm3ikdFZlszohIyh2pqJbovi+H2b/JR+rBUr2Pv7YYIVI5FWxhnScaWIlGCtQiZt\nYUrnBbVRmFZaSVhKSYwbWN9O1BvTWx5VvLJqRDlSfbN0Nqh3NIVtkzmkYOO9SD03kYIjFKIbkkfM\nSq6FcaRvU6Q0qdVIOUf1kWyiXkiQJS4dXyrYfz64viGitzyqQxWzWL2F9Pjl0lgZqnO1krCUSDig\nLjxSJzpVNp3D9v5+1Pi5+eabdLwwCQqqzpe5ZGomFu5tRxcox9e//vU6fvPrX6HjkbPP6vi5o4gd\not1SHVC1RFvIqI2UQ4lOnMst4poWhmGA19GLe9e9flBEREpNG/S28TyuY/g8lFxCRqdRG9efz6CG\nWPf6nTpO61mpMbRlay0ir5/3abnpEKjKfWXQBCFS0Y3lYBo4/dAXdNy5ZYuO+5K+UaFDqsZoAvNa\noTCq4+H939bxhpZ36njrdW/Q8VwLTOzyRw7oeHYGNd2iSYyx1hswPqwNoLRypw/q+MI4ak1df+2b\nddzc5l/HxDxotK8e/aqO9xG9lu3ZoeOdUSwviKwhZews1VLMN4aiZDjB+y5OquSNG9G2FJl2Dp09\nqeOxcYxFRW9CJYFxJVFzw0NQwxZzeEYTTXhuKjbGCSuSE7zagxWwUaKyHSwPccmd1VPYnmzBu69S\nBE3GxsSVwGQwGqblJoLnslzBMxwL4Z0dobUtdhP6K19F44+dItPEi8BkegwMDAwMDAxWBcxHj4GB\ngYGBgcGqwGXRW+J54gT1jUKUnuKV6IpWdqsw18dCXCOeKpn007QFWileJXorTzWrFJejJwVNPIw0\nXz5H9UVqoFbCRE/YZHrkkpLMc3CuXBbHKZEBWqKJ6mYF6X+mLE6fpt+lQIOEiYaplXF9XN8nTHV2\nmoLaKHaDam8py5IoL5UPYC1juOaSy53tUV9Sm8cmfJOr6TSZEGZBRayNQEmwIwGKyiEVgqKaPiUy\nx0pPg+qKrSXTOpeMKclc0qWaMJUC2l7Oo+89UnGkA4pjgVKxqVbQLsI0oyL1xyUY1DFNODU1dZE9\nf3wopSQcKB2tyNLU4eK6dOifG264QcczF5ACr2X9lHmtSrWpFJ6dnVdtFTGIAAAgAElEQVRDpfXG\nN71Jx8kW0KbxWRifOWSIZsVwTxKtUGaESQHiUh0eRfR0pBl0shUFBZWbAs2yrs832Iv2wGivdwBG\nZqNjZJBKJqatNigkt4g4lUAdqwVNiTeG3rJqVYlP+cZ6lkM1CTeSUuUC2mZRzaEC1a576Gv/omN7\n46tFROTm8iv1tg4Hz9HkOOit5848puMZov6uC/1HHSe6YCoYu+tanCcC2qRKirtqGPehPAHaZv4I\njPm27rhTx60d6O98xm/bQ6dBuz3Ti2NPh1HfreLhmoYPgvqsDWEuiayheo4WtjcCSikJB7UWd10F\n086dO6Cyi0fRnv51oIi++S1cb34Oc6Tn+fu7Lt7BF0bR7+fPYgxccw36PdOGZ8ih95uVw29tmuac\nEI7veGgj0+Q1he2Ownauy+dU8axVg2cmTMtgIjFeOkCUGhmeqiTaGCHTzaFpPIMnToLiuxhMpsfA\nwMDAwMBgVeCyMj1WKCKpdv+vdfqDXGq0SFnRQjmLylOEQlQegrIejuv/Nk6VoStkYV2iqs8JytDk\nyZ+FvxprVHl2nqv5JvHXr3BJDG/phWwVsqafHMdfAx1d+Mo8N+RnH0ZGsO91e7HgMZ/BArvu5qW9\nhLIZfME3t2JhocTr7WrMX5Oe60qFskwvBFexxwT++ivTZqcUfI1b8HrxKKt14Bx27tuCrE80TFV2\nyYukViSr9Hkcp1igxcYOZYlsWoRHVuzVEv7aKVI5kBpVZZ8s+H0xSlmqoksLy7m0Oi3C5dHDWR+X\nHpAkLbxrFKpVV2Zm/L6rRtCHnc206DxGC5zJMyRMi9F3bMMi09GTR0VEZG4OfjWlMBawbtmORaPx\nJhIwUBbWs5HRK9NiyIqH80cTJDKg6vQu7aPo2Y+14S/7VCeex5FTT+h44twzIiLSu/vleltPD9oe\nieGv4ZkCjp3gBZM1ZHAd8gYK2UEbG2Tx4rhlyRZ8751MC5XGiSC70iV4Nt68DguMj2ZReuHuJ5Ap\nWDjsZz1uXo9n4ZU9L9Nxx5ptOh4YQ0bi7LPf1/GpFDJyu25/r44rlDGNduH4up9EpHoGXkLnHr5P\nx56LsbrjNb+q45HjT+O8Zx8REZH95WNo1xoce4Yqhq/txcLdCFXjfvYbGBs1KlUksRf23Pq3wA6F\npK3NH3fd3WgbzxUWZU7a2tF/W7binow9iv6oZ9qVhffFfAbz2tP7keHafvXNOm7dgOzS/HHM0VHB\n+4i0IFJl8Qqpfyya/wrksWNTVlIRWyOUPQ+FgpIilFLi0hNehdgHSsmEUvRcpvD8P/VDlC4Zn7y0\nkiIm02NgYGBgYGCwKmA+egwMDAwMDAxWBS6P3lK2RGJ+KprT96JIZ1/CgqNSCdu9RTQNUlt1a25O\ndylKqzmUKq+RR4jr0mJgaotLqcIKbc8W0K5KlaoC00KsKFnNx6L4Hkwl0E0trfAR6ej10+LdbUjb\nd9Pi5fki0vMpSg2naRFZhhbr2iGuNusfu1ElDDxB316K14xH9JbL9Naineq/pcXC5Pvw3AgWMO7q\nRH+spbVrrkcL7CpI4ZeyOE4xR4sPabG6EqoEHEMbKlksSM4X0WKPSpCcy/ip2bE0VRam8iYhokHd\nRQuCl/Y14nFreew21RhUqo4MXfDp1iotjLTWgbpJ0TNI1QjEI0qpuwup413b/IXKhw6hircdw/H6\nqMxKiKqQ83MXiuI+t3Vs0vFCBqnwWAz0lsVW/dTeGrOrUYyLWBu8YGwHPkDpWX9RYwuVv2lvBdXW\n2YXrODOO+SBewz3vpEXyM+NIo+tyAg16NituVUaL/rPSUkEZiN2HsVCzS4FGH3DQH1vaMdYPl07o\n+OkJn166PwK66pZtr8Lxum/RcYGe9fQc5s2Rgyj3EG8hL59r79BxZhzlMaZOHtbxiae/pePyArx8\nbr71F7H/KNo7t4AF9XNln1pMZEGFdaQwxi9E0C8j8zjGTJpoN3omZBZjdeYs+VI1ALZtS3Pg85ZM\nYvxVaXGvW+VlBhhT7eRNFQ6h/W4gCnKYXCca+dAxeFBdfQTjds+1dLwWLOqvpDFXhmkOZaqLu89R\ntASB59wyzutWQQ1HwrimOjXm0jdAKITx6xAlaRPtFaVlJUNjGJ+PPwU6t1ChRl4EJtNjYGBgYGBg\nsCpgPnoMDAwMDAwMVgUui95yXEfyBT8t7XF1Wl7ZTRm3COXE8nmkwTgrXKcEHF7hTQcpkZJrnjyA\nmhLYp0jVfLmyetVBG7M50BrhEDXSoyrd9AnoVNA1rURpFXNIh3bYviqnO0mKoCL8ZJIJpj6QkiuU\nkR4UqvjOqq6mapB+b3yB7sXlJi4hZb+caMUNfusRRaGI/slQRezDQ0hLNnUgNcvXG65QJex5qGdy\nM+SzRFSlS0qQRDNaWZvDGMotIM6Qeu1Uzk+RF2loxKiysaotGrSyFLjv+LoL2cJSu68orFBIkp2+\nf81IDv15chhjKhYGdUiCLelopwrGghR4ap1Pb/VvPqK3zVHpjmwBdPBpMBYyn8Z9mJ+msZBA1Wsn\nj/v52NNIhc/n4GO0czuULM0pUuaReqSpG9W427bDLybaFChbapiDYlHc754O8v8iCeJwBedMxtF3\nCZrLRqb9591xG/Nw2pGINK3zy2f0RUBDqBG0eYMNP5d0Au3vJFv+9w+8Vsd/lv2aH8RoTopijquR\ngq7vFijeLAvU/envfE3HZx9+QMcXTkAZdb4Kv5+F+SEdz+Swffe6G3Xc3AJ6skTLGpo34PoWLvj3\nYW8flIVUXUGeHQfVlg1BaZincjGtUSidkt2IMxVSCs9iTK4cPD0vcCkFh6qpF/Kg1ENhpmhwf0Jc\nWiZQKLMvDj/QQ9Og/B/8HsparOneq+O1PejLNFUzL8yDDrPYn47KMrkOnm8SXUspjXejW8NcE19U\n7cgfq1xCw1bk35XCOIzSvJRToG2/+xjeHaeGqUSO/XzfuaVgMj0GBgYGBgYGqwLmo8fAwMDAwMBg\nVeDyylCIkjq5YYfwU1ZycSX0FqpO7pKaJZdHut8JfuDW2C4fx6hSeYp8AanvaD/SviVaCV+hVLVL\nfFUmjXO2tKBdUboOhxpfqSBtFmsGXRAlpUsyqAKdjCMllyFVSrSJ7LopJUhdITVauV/mdGJ9cwPp\nrctRhjGhs7jyu/e8kA/rOqz6Qn+cobISvVTNtzuKdHqYqmKHMkgBF2ZxgkoN/V2liuJOBceszoA+\nSZN663yVrNtr/vEdUiF5PJgplayWobd4O8c89hsF1/Ekm/EHTZXS1VSoXFraMO7LNO5GJ0ERVmvY\n3t3rP2O/8psf0NumFyoUIy297xD6uEwqCiVkuEkmjXGiImdzeH5/8CTu+fEzUIOs7cW46GzDveju\nRkq7Zf31OvY8v89HhnAMpwyKpbAAxY9NZqVTBbRxpgZa27FAqcYDtZTVoL8ZI9GU9G+8Q0RE3Cr6\no1og088itkcjuMkt9IxdQyV8/vv2d4uISDGJedMmj74QleJQTZjvBm67Q8cuKeGevP+fdTx0FqUk\nRgX0SLOAnhhMvkTH2zbcjrZ3b9CxQ2aQ9z/8JR0/nfcpmkjvgN52htS4HlHPTomWK1B5ojI993YE\n+6fWgB5tBL3l1BxZWPCPW6A2p5IYTzUaf6Uym+uCpnJqWEJRv8UuKWMrtEzCcfHMHTyMd+ambijb\nXv/zoJqTG2Ey6s6hPzxSzFZJMVtMo72RCL3jaE4JhdFem96ZIa9eIR7PraJyF2xu6aUwDvc9DTPR\nh/fhmvIlHMcLX9r7zGR6DAwMDAwMDFYFzEePgYGBgYGBwarAZdFbSimxgjonHqf4adW0QwokLtDV\n0Ya6N2VK4VUDRQ9TJi7Vz6otUnURZUGKrSJRHMJ1VYiUKRQpPWhR9dZmpLNLVCcqRCnjuXlQMakE\n0pL160jQtqYU0TOUXmUFj0u1ygpk5miFkM7LBwov9ydgbMdYjrrhvlxEbrHaKkixOosoLzaOxDd2\nmujMY7NI41pUf6yFanLZedyztgzok7LL9CClV8k2MUv01mgZtMBzOVAcuaBpNssPF7FbaPuifbyl\nVV2caPXspeu7rSScqicLk36fdvWjf9Z0c/+TWZuLZ6mlGc+mTY5kiaD+W41oDbuCsRup4hgxcg9M\ntuE+NCcp/exgumlvxTkpMy8XLoBiSC/gmI8RfVYp03mpWntLG0lJbL8NNapAHnJJpebBKDFHqlC7\nBfPBtIf4kedg0DgY8a/D8ZZ7Vv5tcF2RYsm/rkg7atTZvTAqVNNQsNRmQSnF6f6NnILB39YN/vXO\nEOX+T4/8nY5bW0Dl7SSV1MbuLTpu74WiKtaJtniToBCTLubiq9bfpuO9N71Nx73rUVOqFsaY+PbD\nX9TxPfkndZx5iU8nDpVO6W2zRZ43ST1Lc4BN5qJFUpR6CvONm2ysPLbmODI/79OSZ88N6+1X7YK5\nZDSOeX+C7uuJU6hXViWqPRoYFbLx66IlBR76NEv1Cx969LyOQ0k8KzfcAZPRzu5+HSd68C4rL4Ba\nlRmSflIdzUIa956V2x7R7dWa355ECmaDcVaPNmMcPnkEdPRXvoU6luPTVKvPomU2VLfxYjCZHgMD\nAwMDA4NVAfPRY2BgYGBgYLAqcFn0licibmDYxqocVgHFEqAnPKrRpCzsH6I6Ipblp7tcMoLLlMhQ\njZRT8TjSaukFmFDliDqKRXBJzNQ4NXzf5ciokD0WmUpqohogYarJlUmzaiJSvzi9rYVWnDdR7ND3\n5RQZQFWoATlSHkSCNK3bIAM0z3WlUqlcfB86tUX3T8j0yybqpr2jI9gX1zo/P6fjEiniatRnF3LY\nbldxnu1NZFpVQgo7S/e7rHANVYcoTEGqdWoOqdlzJagQztdwnFqgzoqSEoTZixrFix6a5ehAvm1W\nY1PoPqpie346eO4c7s/MKVyjipKKgmiQCJnUNVGf1wVr+SKe49l5xPki0Ul0iQO9GBMpMvnM0DOr\nPKTOYxE8J20eaKzObhyntxXnnRjHeJkYwz3PjDK17p83HsWz61KNQPGwbyfYaREbF7JzHd1pMmCt\npev0SGNUeeXsjJx56B9FRKSlHXRDrI8Uq+4s7U+K0U6ooWI9oBCmgr6voNvlO9MP6vjwBCiq/qFO\nHe9tgcrnzk6Y27UNgHZbwE+lRiZ5/VtAY63rB2UmYRz/mczDOn580zkdp3ddpePzUz4tUyHTy7DL\naiVSXJKS12MinuiWIs0NVrSxywc8z5NyxW/T0eegnkqTyjdMhoTj4zD4m5rB8yI29nGCOoAe196i\nZSCKDHerFp7nc/MY81/+9nM6HpkHpXbHbVBybVwP2iueBKXUlsB99UiVHCF1oW3zy5coqKC2XTiK\nhy5NJrRHD4IC/MoD6K/TGBpSFarVJbjf6hLVyCbTY2BgYGBgYLAqYD56DAwMDAwMDFYFLlO9JaJC\n/ndSzSETKA+ptVgCq6/ZcNCitHGyGamyYsVPL5ZcpKmTpOBpboHKY34W6b4s1SsJh5GzdUj55RLd\nwanAKhlx1TJIrdlkTFejGkOxGNJpIVotXvf+KlFNKSH1QphSqvEmMqOijCo1RUpZpN8jiUC95TYm\n/eq6ruRz2YvvRBlKYqwW3e8k0QcDLf59TdH9PZCBGmeBTCk9m/qReKSzZEgoZahntnbSmFjAfVUR\n9E9N0N+zOYy3OTaMbEPb2ql+2+ywTzlWSrg2hyhXy0Ia1/YuQY1FtJelGq/As52CpNIHRURkbgbU\nh1MlRZmN5yRbwPNTozpArN4qB0o3h03swqCieBxzbbnxk5S6pmeA0+7FRV1IzyxvpkEXpmewldQ6\nURu/yFPbvYCeZmM0pistomWjUVLm0f7RWaTr88Rvhrxg/wY9m5FwTDYECio7wupSUioSXZ8gM7py\nkVSWHvqse41Pk7lUR7C1CwWs0pMwfysL1KpnsjAefCiLOk5XV/AcDcehsomQMjZ9DPW5xkgZe9Xu\nO3R8X+ExHc/dgvpKySmM1cyhZ0REpERUdoIVP3Poi1KNlFk0T9lERVaI1lblnwT17KNQwNx26jSU\nWayY5SUHvN2m+dIJxt1yNRM9ehZripZ7CPp0ah7z2Q8eQeG8C8OYO3Zfjfu6deugjru7cO8T5H5q\n2RirYVasklK0UvXbMzWBZ+uJZw7reN9+0Fsj46S+c0DtOvQO5mtV6tJUsibTY2BgYGBgYLAqYD56\nDAwMDAwMDFYFLrP2lmgliqOQroyTAVmVaKpyEam6cAKp1jDVWsq7fqoxkqJaHHGk6vJ5qDmyaaTk\nYwmk2ZMJUGALs6jLwdmuOi0nIhIiQ6wi1eRSRMeRDkRSlHKM0Kr0muPHVVIPVPK4/so4UngD66FY\nsKhhZTLL4xTlwkJALTiNSr96Yr2A+sRi1ziuJUXmfFFSvDUHMo6kSzQd0aCKpXJsWkiUQoEojbMV\nUmJkSbkxSYqxJqIqbYyx6Qz2KdBvuzowVqp0rqFAtZWjc/L1s0rAWaYgGqv/+LeWtYzCawWhogmJ\nbfTrG81mHtHbQwmkoq0QKStToAcqRdB/bHjmVIN+Y2M0Ol6NapeVKK7GQGmVSM0TIhNT5bGaE/vU\nmBLnPiRzyCpRJWE6frybjuP4Y9AKkarFBu1mc1sUPe3EgU2XSCVCFHprIvgtqTpXEpYdkXizX2dK\nxTBvlG2M47mzMO9rJio+GiVKhyg5VfD7uxzFMaJJXFNThuh3h8Y9PSMXPMi0xsqgZyRB1C+Nn9N5\n0BbPHAFtsZ7G57E1aO/aORhGTh0DlWYFis5WenZvu+uVuDai/fbvgyItTxRu0sK4ZZNUi0xoh2Tl\na28xeH53qB4fq105XkRZLUGl8tIH3lfRfOrSXOV5/LpHjat0Ds/rkePos7PncY9bH8X96+oCjdXR\nhjiRoJp/pLQWqsU3M+E/axfGQKGOk/lvpog21gRUbNnDMfh9wf21rK/uj8BkegwMDAwMDAxWBcxH\nj4GBgYGBgcGqgPIu0dBHREQpNS0iwy+4o8FKYr3neV0rfVBzL68YzP188cDcyxcXVvx+mnt5xbDs\nvbysjx4DAwMDAwMDg59VGHrLwMDAwMDAYFXAfPQYGBgYGBgYrAq8KD56lFK54L99SqkvXen2GFw+\nlFKtSqn3X8J+Dyulrgvi+5VSrS/0G4OfLSilhpRSnUH8AaXUc0qpz17pdhkYGPzs40Xx0VOH53lj\nnue95Uq3w+DHQquIvOBHD8PzvNd5ntdYcw2DK433i8hdnuf94pVuiIEP5eNF9e5YbVjN9/BFddFK\nqUGl1JEgjimlPqmUelYpdVAp9fJg+y8rpe5RSn1TKXVKKfWnV7bVBgH+u4hsUkodUko9pZT6ev0f\nlFL/Uyn1yz/6g3pGILjvx5VSnw2yAl9SSiV+dH+DnyyUUr+jlPpAEH9cKfXdIH5FcK/eETyfR5RS\nf7LE7/9eRDaKyANKqQ/+ZFtvwAiesRNKqX8RkSMi8q4fvXdKKVsp9alg27P1e6aU2hTMt/uVUo8o\npbZfyWtZLVBK/VZwL44opf7TEvewXyn1d0qpp5VSR5VSf0S/HVJK/ZFS6kBwL7cH27uUUt8J9v9H\npdQwZWV/SSn1ZDCH/4O61GJYP2G8qD56fgS/LiKe53lXi8g7ROTTSqm6xepLROTtInK1iLxdKdV/\nhdpoAPy/InLG87yXiMjv/Bi/3yYif+t53g4RychlZo0MGoJHROS2IL5ORJJKqXCw7aSI/ImIvEL8\n5/F6pdQv8I89z3ufiIyJyMs9z/v4T6zVBsthi4j8rYjcJSIfleffu5eIyFrP864K5t1PBr+7W0R+\nw/O8vSLyoeAYBg2EUmqviPyKiNwoIjeJyHtFpE2Ce+h53i7P84ZF5Pc9z7tORHaLyMuUUrvpMDOe\n5+0Rkb8T/76JiHxERL7red4uEfmSiAwE59sh/jv1lmAOd0TkpzI7+2L+6LlVRD4jIuJ53nHxvRK2\nBv/2kOd5ac/zSiJyTETWX5kmGqwgLnie92gQf0b8+29wZbFfRPYqpZrFr+zyuPgfP7eJyIKIPOx5\n3rTneTUR+ayI3H7FWmpwKRj2PG+fiFwvS9+7syKyUSn1CaXUa0Qko5RKisjNIvJFpdQhEfkHEVmz\nzPENVg63isi9nuflPc/Licg94j939XtYx9uUUgdE5KCI7BKRnfRv9wT/3S8ig3Tcz4uIeJ73TRGp\n15C4U0T2ishTwX2+U/ws7U8dLr/21osDXFrLkdXbDz+tqMniD/LYcjsSftRwyhhQXWF4nldVSp0T\nkV8WkcdE5BkRebmIbBaRIfEnSYOfHeQv9o+e580rpa4RkVeLyPtE5G0i8p9EZCH469/gykPfQ6XU\nBvEzONcH9+5Tsniurb8nL+UdqUTk057n/ZcVbGtD8GLO9DwiQXpNKbVV/DTciSvaIoOLISsi9aqA\nwyKyUykVDdRZd17C7weUUi8N4neKyA8b0EaDy8cj4k+sPwji94n/V+WT4qfTOwPu/x0i8v0r1kqD\ny8GS9y5Y22F5nvdlEfmvIrLH87yMiJxTSr1VRC+gveaKtXz14BER+QWlVEIp1SQibwq2MZrF/whK\nK6V6ROS1l3DcR8X/mBWl1KvEp8xERB4SkbcopbqDf2tXSv1UMigv5o+evxURSyn1rIj8q4j8sud5\n5Rf4jcEVgud5syLyaLAQ/QMi8gXxF9t9QfyX5AvhhIj8ulLqOfEfxL9rVFsNLguPiE9nPO553qSI\nlETkEc/zxsVfx/U9ETksIvs9z/vKlWumwaXiIvdurYg8HNAbnxGR+l/9vygi71FKHRaRoyLyxp98\nq1cXPM87ICKfEv8D9QkR+UcBFVXf57D4c+txEfnf4n/QvBD+SEReFczTbxWRCRHJep53TPwP3W8r\npZ4Rke/ITymNacpQGPzMQyk1KCJf9zzvqivcFAMDA4MXLZRSURFxPM+rBZn1v/tZoy7NWhYDAwMD\nAwODS8GAiHxB+R4/FfFVYT9TMJkeAwMDAwMDg1WBF/OaHgMDAwMDAwMDDfPRY2BgYGBgYLAqYD56\nDAwMDAwMDFYFzEePgYGBgYGBwarAZam3lFI/paueFcUv3MTL2/vKw/M89cJ7XR6scNwLxXwvQKVw\neGXRqXj7on3wrWxRrHTPold5obxNx47FYPxp2zhGpVLVseu6Og7Z4SXbWKli/2qtRm0BIiEM80gY\ncVMCbQgHbeDrdOj83Bceba/VnCWvgwsY83WcOXFkxvO8LllhdHZ2eoODgyt92J8a8Djie7TcPtVg\nXGQyGb2tUCjoOJ1O67ilpeUF46UEH8PDwzIzM7Piz2YknvJiqecPEcWjmqbiRbMy7WLxPku00qKd\nYxEe9xjTNVdeEDTsJRRCjUk+Z7mCYxbLaJfL88MyPVl1/H34FiyOl5vFl56HFvUXba/kJ1b82bRt\n2wsH80+I5iHXQ8daPFdQm126D22tGIutLc0iIsKv40KBLeioIz3ua563MFe6LvbhMWHbuJdLPVsi\ni9+fnqC94QiulV9f9fmdjxcOYW5ncF/YPK4cbOexals458TU9LL38rIl68tNOC8MHoAr8dnBBVw5\nYVWjeOlj03tPHIfiS2gKv+Rx3xr36dQodV0olpKePW8TERE7ikEXikZ0bIexnQddLB7XcaKpCb8N\nHhKHOtV18ICkEuj4HTt26DiZxDFGRkZ0zC+prtZeajvOPzw5puPJqSkdR1yMsbVdGPv96zp1fNPu\nrTrua/eLsofpmjM8kVDB4GKhpOO5uTkdNzendByJoB8LpaKO33TLlmFpAAYHB+Wpp5563vbLHT8/\n/vPdWPCYWvwMekvuMz4+LiIiDz74oN62f/9+Hd9///06fv3rX6/j173udTp+7WthUMsviXof3Xjj\njZd5FZeGWKpLrn/bfxORxTObTffGUniB2TSf2ha9eMKII8FHjU39Fac5dMsgns0sPXdzOZzfXfTN\nhfPT4ys9nXgG6FGSsyOoYHHoBJ6fUhVtbI7SCegPham03/clakCV/thwOea5x+MXe0XHFqYksavo\nj3OP/fGKP5vhUEgG1vkefZ0dHXp7qYS5JRKL6rhC75JsFl6Cb38zxuUbf843qLcVrvXgobM6tizM\nPbUarrtcQb9P01xZymOfCH2AtKWacRz6Y3RiYhK/pfZWqUrJmnW4VtfFKD437D+XFbrv67oxtysa\nn1kP52xtb9Oxncd1ZDM4Z6q5Xcd/8vG/XfZeGnrLwMDAwMDAYFVgxc0JvUW5Q0r3e0SJUBps7Vr/\n6yyZBNVQLOAv4+4OfL1l0/izY3YW6Wn+KzyRatVxZxe+VK/a2a/jzZsQp+fxV80zh0+jDfj4lYUs\n2nP02Ekdu8FfWJbFaUBKHf0UQylLwlH/L4xQjLM7GBIh/lONctj8F1+RshhWkOmx6S9xTpFW6S/L\n8Rn8FRPL4Rj5Mvovk8dfQxUHGZUwZZoqNNzCCfzJ2RxH3ERjKBZP6HhyltoQ9i+qrQXXz39NevRX\nR6oZxwiFl85aMqVlreI/LZbLNF1KRmm5LA73LR9ndnZWx3fffbeIiJw+jWf6tttu0/H58+d1/E//\n9E86PnfunI7XrIGL/vbt23Vcz+I1KiumlJJoQA/w0LEW7UPPGFMSTG/RnOs4QRY2hOyHU8SYrtAz\n2NmJeXNkBn9Ve3SeaIgySiHMH5FojPYnGoTm6GiYqAo6puPgvjo0yUSDeUoczmjRvhYma3pkpbaI\n5kGoFNFMgutuBCLRiPSvHxARke7ubr1dX5MspuinFzDP9fQgu9GUTOo4l/Pfg4oyWV3dyGCHI5if\nslnQu5yVLlXw2zJl7TK0v8NUfxltjLVgfHS14X2bK+D4UXon8jugI+n/thbBu6WlE1mh9PyCjhfx\nN9TGcgXvhSLFnfQeuxhW8XRsYGBgYGBgsJpgPnoMDAwMDAwMVgVWvvaWWvp/FH1fRcPINb7p518h\nIiJ33Hqt3lYtIcW2bg2oiUIGqa8LF6Z1bIWxeG5N/6COW9uRhi3uFikAACAASURBVOvrI0qCVrIV\nOcVbIgrHwmr5CxOg0v7H3yAV/ui+QyIiks1iMdXPhBxMfAVUKEgxhmnRrUULlkOUglSsTKJ0JS/Y\nDQfUGKfemQJwieeZTaPPLKIPeZGqHQVFlSd6I0KLSj0bQziRxP1WRM3NZbP4rcL9Vi5Soy3NfvrY\nClGqvEoLIR1sb2pCCj8UwvUVi6ACmPIMrbIKd5eyePpS1Fi8fTklCccPPPCAjk+dOiUiIjt37tTb\nNmzYoGNWD95yyy06XljAHPPBD35Qx3/5l3+p45e8pLH1FZVSWmVoL9rO/0PKFo8XOGOXDWvw/Kjg\nmTk/jXFcIoXNhWlQg9f1g1bpbMO8OTNP4zuE/qtW0cpMmp5NmgzzaTzXCZpj2puZ6kK8kMFShkTC\n314sYQ4oED0TpQesUkMHpIvYp1LB+UMxHKejC/NEIxQGkUhE1g34yylCvEiYaCEe2yl6Z3V14T70\n9YFqjcf8e5JJg55PNuN3eVqbUSxjjsvmSb1I76xJuvepJN6lGzZAABKmOT2fx29rRM3FQlh2YJEi\nTEhh1d3qX1OkCXRddw8WMk+QAuv8+CjOWcY7uEQL7XM5zO3dNVawLQ+T6TEwMDAwMDBYFTAfPQYG\nBgYGBgarAg2ltxbpWsgEpzmJNNg1OwZFRORlNyANbbkZirEi3K3hd9fv2qbjSGytjkNxpOSK5KzF\nqiqnBjolFEUXJNtAablhpHW712LV/Z/+yYd1/Fd/8ykREfnkJz+ntwmlmhel+dXSSoIrxYcppSQc\nePJE2JuHKC2muiKkNrBspm7Qf3U6gtO1rACzwzjGIhNEAhtlheg4Nt0/i6i2qFr6u73KBky0SzaH\n1GyYrm8244+JGHkALX440N58HuOnTOnjxV4uZPBG1NiLFTzWWV21HKzLlLTx8fm3R44c0fGTTz75\nvDYkSfXy7LPP6piVWbfffruOn3nmmSWP/bWvfU3HdSXXpVznjwNLiYRDgVkmX7daenJlQzmL9i/X\nQH/cuMu/3oE5PI8/PIa5dT6HfpqehvfVpr4BHTNVQuyWlKrYHq/iH5oSmFc6WtHGthbMA/E4qbAc\n3NeFJPkABUZAmQyeu4UcKI7WZtB4hRKu//QIqMoq0daD/aCWetvRH49KY1CfD2Nx9A2rt5gGTNK7\ncWBgnY7byadmbs6/rkoJdOPYBdyzsQl48HguU4+Y+zK0pCDkYZ/uNqjA4jbaGKFlBDXBedNpelfT\ncxlJ4DpicRwnFMgLbUG/N4fRL1l6RzTRDOyFcey2dVjyUqUxaTEXfBGYTI+BgYGBgYHBqoD56DEw\nMDAwMDBYFVhxestaLuNLaoOX3QL1w56rN/kN8TjdhthzsTrbs1glhdRpyCZTIkrVuULp2Dj2idqg\nsRQpdMjBXTwyfgpR2m7jAFaav/K2G0RE5L4v3qe3zcxDdRCLkTFfjYzWaoscxPikaJc0FspSEg3S\nrUxdRSktqYj+WaTwInqJqax6Ta4IUVp87EQCKXSmrrKkrmLaiw3puK6KRUZVUZvrauG8xRp5zXOd\nmwrS3PMZpMjPT/gKBq5n09GEtoepXZ7LRnlUEoFSybJIeURcwIsIyymwmPJcTmnF1BCPoeXAx+fj\nfPOb39TxiRMndNzX1ycii8uKMP24bRvocVZs3XTTTTp+6UtfquN77rlHx9/61rdEZHFdr5WEUkpi\nkWBcucuo3LgkhZBZI80cU7PYfuBZ31T1ZdfCmPXaEp7pgycwJ05OPqfj3Vs36vjcBJWPILPOdjKX\na0tiWUAyiXHQ3o5nya3Svaf5L1/A/UnGEKcCyqfSgvbOZ1mxhniaqOTuVtz7BNH26/vJQLF4aYqf\nHxeskuVafmma8/IFvNfi1Gc2OU3miZYvZX0lU56MBCcWoMBinofLB4WIOmpubqUYfdMRhQqsLQza\nsI3q0OVoPpsgFd30HJ4jh/ap4bRSCRSzUXqGZ9P4XY3SMFGmA8mQ1m6HwozLoVSpHy8Gk+kxMDAw\nMDAwWBUwHz0GBgYGBgYGqwIrX3uL6C0uNX/t7k06fs+vvFHHg/3+SuywQrovpKAqKJexnU0IQ+19\nOBHRLZYDyiJBq+IdQdqTaYhFAis2lFtET5DJogvq7frdfur33/3crXrb1AxSdXuuh+Hi0HlUpv3y\nPUjJL2TR3sUmbfVrakwtL8uydYV0NiGMUEpRLWNUyOotpiasupJqUbFkDIhama6VaIfEMjVTlMI+\nWUrfFolWKFbQPzt3onL7vIv0u0XUnBtGXKb6PnP12kMjE3pbhlipDqrppuixiXC/WEur2uzIlatc\nvhwtxHghM8HljrHc9kplabXapVBgvA/HrAwZG4NShemtEqlZEonE89oyODio42uvJTNUMlj7zGc+\no+Ndu3bpOJXC3PPd735XRBpHb4VClnS1+s+mS1TqYkqL5jwy3HQFdEPMBpVVLvvz0qGTMHzbsxMU\nXyaP8xSzXbQd17h+De7Z8XMzOo6GQX3ks1AOxRJQ2bTFaUlBlOhmmrtjpOQSxXXvgmtzmdbGs0ZF\nwqVG/dLZAkokFSd6nOYGt0H10wAlXnAOEvZKvoi5kOmtlnaop4pFMgHE7pIM5jNWmq5ZCzVijIz/\n5mdwjHQa94brsvWkoAzraQFVedXgZh23pnD/5mdgDByl50tVcIEjs3iHJ0jqFw3oO4tqPC6QGbGK\nYz51mmkCjoAjy9NzXqa+S4Qu7V6aTI+BgYGBgYHBqoD56DEwMDAwMDBYFVgReovT01s2IaV63R6k\nT9/0etS3ueYq7FM3KwoJaAdekS0uq65AaVWImnAEqdYIiXasAhnnUd0TiSItKFQvxCM6xSWlB7MT\nrofV/mu6/G/GD//+f8C/O9g51QJTw2IR35d9naBK/uKvP4lrqpHyzPPb7kljDNDC4ZD09vaIiEiZ\n0vse19gKkdkUqbBspm4WUV31/YkapL6jkmvMSC6q38VmjWlS1cyMXdBxM1FjUsJ9KsxiHDC1upDG\nPevrB80aJuVVnUbI5nCMwizqvZycO6nj3h6YYbLajM3s2BRv/SDGeyNRT/8zDbCcYmpRjTO6h7xP\nPeZ9mXJiOukf/uEfdHz48GEdF4ugg3fsAP34oQ99SMdNTVCJMNXE7eLtXGMrncY9qlNaIiJzc356\nfWRkRG9jSu2aa67R8f3336/jRx+FRR3X2Hrve9+r47vvvltEFqvBVhJKlDYGVTRGubAW/7XK6qWW\nJqJeSRk1k/XH42webZ6l2k3btmAePPgMKIujp6GIu2bnFrTRxb1/7jiN+yjR1qS2aotBFRQh2txV\nrOTCM8tERSbnnytPFFy1guvMl8kItIrtsTCOkiQlputSfT23MfewDmWJhOP+9aaIIk+TUWA4jnHb\nSQa5zTSea2W0uW6wWiWFat8WmEhGQuj3fY9BiTcxgmelm2rPtXXi3m+gGl99pMqLEXXvEaVfbgaF\n6ZYx3k6NYL7OTNGSkAH/mUqXwNeNTmHfaCfGCSuoq2WMtyzV3spSPc4e6ruLwWR6DAwMDAwMDFYF\nzEePgYGBgYGBwarAiqu3NlOa7bd+8906HuxFCi1qs2TKT8UpGykzJUiZ2RGkxmxK74YXoLJx6Co8\nWpVeS+O3XOpJxZFCC7X04DhRSuHRD1xK5YoFqsQO+2m27h66HqLjPFIJNCWwQv5d73yDjk+dPqfj\n+772Ax1XXkBR82+F51SksuCnFZNtoGvcGKVU7aVNADm2ibOygvS0TbQY11gJW6AxFhsMksquRCZc\nRazqt4swfezuhmFaMgYaaYGoju41GEMloqkq81AwFMiYrG5id/rEUWojUWRToAKypLjbsHFQxx1E\nW87OgSY7eQptbxQ8z9MU0HIqqcU0IsAKJ47rv+X6YqxiYkrrox/9qI7n59FXfH6msVj59Hu/93s6\n7uxk9QqeXz7mV7/6VR3ztY6Pj+s4FqTv+ZpZjfXbv/3bOn7uOVAAk5NQWX7kIx/R8Qc+8AEdb9zo\njz+un7SScDxPcnXTN6b6lzEkZIFnqomeK1LIZIKxbnuY+544fEzHu7aC7ihW8LyMTKM/tvbDmFUR\nRTRB+6TIBLYrAxVYcwTUQ5UVU6S4KVVxIfliiWJ/fpjLYBwWi5gzbOLKQzRneWRUyFSQR22vNIii\nrCMSjcqGzYN+G2jpRSaP6/PIrJbFek1xPC95ut3jGf/dN7eAZyJF9SHtCubQJx4H1ZyexcFv3gjK\nPbGL6oDRe2d8As9TTyveXyGa/5VCnIonaTupLUehvB1p85Vf8yW0PdaNb4PJWSjDFC1d6GnG9eUK\nGAd5Uu9mq5emdDaZHgMDAwMDA4NVgR8708NfclzBnL+iW1M4fCKEL8ga+SrYcf84Xhh/1dWqtMA0\nQv4fJWRFCkexwK6SwgLntv5B7JOHV4BdhN+PHeMvUrSlHKeSFBHs47n4sqxWsHAqmqxfN1fXRqZE\n2fhS58Vzg4No73t/9R06fnwfKjyfn6x/CTcm42OJJ/HA36OaR98kEmhznEpShGlpYTJKXj4WlesI\nkjoWl2zw2PuI/BpohXMxjazI1IVhHW9Yh78sbQcVh1vIEr1vDTKLF374iI4X0vjrc+9eLEg9duwU\nromyEFaQGXjdXXfpbYUCxuS9X0IZgsPP4q+nV73mlTr+hTe/TsfDw0M65oWyjYLneXrhMWc/Tp3C\n9XIWY2AA/cb+Nfzb+kJdLuXwuc99Tsd/9Vd/teTvNm2ixeL0Wz7/3//93+uYM0Af/vCHdRwn6/mj\nR5GB4+PwAmfOSNWzN1xugu8DL85+3/vep+Nz5zDHcMX1T3ziEzquL2rmLNZKQikldpCl8SjTw3MV\n+/SwWqBcwbPc34GsXDL4Y74s5G+TQf8ePoAK9HYKC1hDIcyDsQj237p1g45HsshahOkvf67kPRNC\n9ihE2fgwLagtUameHFWHCAXCk1AY75mYwny6aQOy9WHy95kYxyJ2LnfhWhiTnJVuBGzbkmSQHb1w\nHpkTlxZQR2lhsEML1+eJqVBUqcWK+H0co5IfZ86c0XFpDn3NGdKZKXRqmeZW9pZ7/OlDOs7mkKHe\ntRGL2C3KBo3OInO+aRDPfYne8UNDuO6xM77HVvs6ZMVv3fZyHWdmkUWvVXGeCL1zKjROqmR+VLpE\nSzuT6TEwMDAwMDBYFTAfPQYGBgYGBgarApedn1VBatKifJtLK+laEkRp2UR70cKzMPnhRII0pSog\nDVeco7QkeTp4E0hrD31/P7b3Y6FUcy95+XhYoFWdR4qtJYG0oRulRVmUWqyUkNoL27QgroxzRQI+\nx47zImzqUossui1axUZ9d9VVsPq+6lr4mAx/84fSSDSnUvKqO24XEZH7H9qnt4crSDtGybo9QuUb\nouTZwPRF3To+EsHvOshWvUxjYJoWyRVyVFaCqLarr36FjrfvRD9dGAEdVqkgZVujxYpcHuLsWVAW\nmzfhOHNzuJf9/ev939F1zhdBj+65likyLAA9dPCgjj2qPN3bi4V3a/uwULxRUEppXxtuHy/6Zapr\nwwbQE7fffruOu7vR7jrtxLTQxz/+cR0znbR9+3Ydv//979fxgw8+qOPvfe97OmaPm3vvvVfHr3nN\na3R8yy3w9uLj5CjtzvQWoxB4eezbh7HNC497e5HeZxqL6bA77rhDx3/4h3+o4wMHDiw6x0pDKZFI\n4DHjkR+ZonmDFzJzVr9KXl+dLfiX9T3+tZ+ZI8qAPH28CvEnDj1HtCxBiMoeGAClFD0KSjozD6pr\ndBzPj+eCiolaiPnP7hIv6KWFu7b483WUhCYD67CwdsNa0KNlWgCdTrPPE9rOVVKK5cb4oPF5Jyb8\nxbnVCtGAFs6bSmDOSTSBkpwimipEghEnWD6wdj0o/wWqcF5yEbMepkrPnEfLUw49c1zH+w48reMC\nddTRZ0GfhWkh83wNc/euccynXhPu8ewsze8Zf36PtoEqdciDKE50o0PlidgbbmoG/TI1j4XPoWWE\nGj8Kk+kxMDAwMDAwWBUwHz0GBgYGBgYGqwKXT2/V/0tqpL27kSq/7UZQNKqEdFeVK1MnkZqsp/y8\nSVAQFw48qePutfBkKQ4hjVqllNmazWSLPQsKrLMHVNf85Hn8lvwNuMyDV6IUInnsRCkNTDYU4hX8\n//FCSEkqhRSi6yGd6Qh5BoWJRquWaf/GVFRfCpVSSYZO+gq4N9wFGuGBB0EHDHRfreNEM64xSoqL\njnZ4cZTK/jVms+jf4RNQ2S3Mg7qqkA15jFKaWzYNYv85HGdw43odt7bCg+eHP0A6Np/FmNh+3W4d\nHz+O9G0zjb2rr4Jvy9iY732RprGxfz8o1J9/3c/h/M1QtFSJXnuc1GOvfe2rsQ+Va2gUKpWKnD/v\nj/EvfOELevsJ6n8ujfHQQw/p+Pvf/76OOzqg3Kl79rByitUgO3fu1PEf/MEf6JhpoauvxhhiSukH\nP4AnFZetYDpu69atOv7GN76hY/bjYQUVU1317RMT8PNqa8O9X7MGdvtMaT35JOaeoaEhHTMdWB9P\npQbdV6WghOTS3Iorqy8q9ULKpCoovOk59NPOAX8enSRF1WgF8/NmUpR6VBWbvaoc8sOZmgfF0NKC\nuWF0GONjehbHb2nFuOrswTjIFUiJ41AJFCrnI+I/Y+tI8dPWjLbksjgP+9yEw+iL+TTmnlwBO5Ua\nTG+VS2U5ffqsiIisX0clHgZBTXGJBZtKZ9RcKiNCVHwkqItUqZCPTSfm4SZSx7Gv1qiLPpiZB/WY\no+OUidKqEjeWLePZskghN1fBeDo3jHIS8TbM0bkCrq9+j5WFe9PRgucy0cb+PqCumEoOL/IJwv48\nfi4Gk+kxMDAwMDAwWBUwHz0GBgYGBgYGqwKXRW9ZSqQudnr57Xv19t/49XfqeDOtpJ8fR1p8llJc\n67bjt7Gon0KrpZGGzpP6ZGoUabgmquDbtwYqk652WKtXSkjhufOgulwqUVB1QElYSUrtjUPdEhEy\ncqKUo03p/1DKT9MqrglMCgRVQxqQq7OTkEBOHAf9cPw5xCASG2NOWMjn5eATfip/YC1SrUNHoUYa\n7IbyqrcNq/HTCzCkOjU6puNIkE6enB7V21rbMB4290PxceYM+rq9GWaDL7/1Rh0nyJzOIY3KxCTU\nWyFKuRdI1WOTSdpdd8JAcHQUKf9cBnbto+f91Gw6g3Fy5DBUPQWq+L5pE6iOhQWMT1atMe2ViDWm\nXAFjZmZGPv3pT4vIYjXU1BTuFSvtmJphxRYbP9ZNC5lO4vIRbCrIx2AwvdXejpT3nj17dMwmh088\n8YSOP/vZz+qYq6UvVxWesUhVGICvjZVnZ8+e1TFf3w9/CAUlV3CvYznl2L8VyhIJRfxxrZahtxRP\nCzT9eFR64vwsxua2df5Y7+8CTZDJg8YKk5GsxEE3NFGZiEmaw9Ml9FNzCz2nxC9l6Pkql0CDJGmN\nQI1VVURNsTo4HKhqFdEXOTJErNZwL6NRtKVYxP6ZAq6jQJXYG0VR1uGJiFPz2xGmcbtpPRSdC6RA\nGpvCPUslQU3FoqD2QoGiuUIOgLky+rFWwbjkZ84K431YLGMcbO1HWzp7cO/HST3mVckEsIT+LlBJ\nHhKYSTFLSxnIjbh+i2dIgZWZx9x61fWDOAipqc+dRR9F6J3Y2YJ3f5gZ0YvAZHoMDAwMDAwMVgXM\nR4+BgYGBgYHBqsBl0VvJpoS89DpfsfFbv/kuvX33DtTxiZOZ1eg0aKqTx0AVdPVg/6YWny5yaKV6\nU4FM/Ryk+2KDoEfi60Az0UJwaaKsdnkGlBmn20KtSBVaZAYVqSLNFid6y6V6NUyfhTy/DVwfx3Ko\nJlkJacYc1QFTlGavOkSvkUlTo+mt9o42eecvvllERMZGkfbcvR3UjVVGenrXJvT9v34Zdaj2Pw1K\nbuMGvz6LK0gZb+y7Vscd7VAPHdwHyiRMdONjj0DV84pXoCbL8AjMsawQaJVdO6C88agmS11JJiIS\nsjDMmyll/PQTUOrUKzUzbVAjJcPkOGi89lYco70D6eCXvhTUnEf39TypgBqFdDotX//610VkMUXD\nyOdxP5kWYoUTmwy+9a1vFZHFSi+mdLgiO5sNLlW/S2RxBfXXvva1S27/4he/qGOu88XVnzlejt6q\nV2jnfVnp1UpzACvSTp48qWOuz5Wl+aO/v/95v1tJKFESC9q6yJyQatot5rdI1UXGoY4HRc/x8z7l\nHI6DjmhuIRWpB8qpNEUqnwLmRItorAQpWm2qI+VRjasqPY+2DSotT1WyPQ8TdpKMbcXD2Jqb8ttQ\nLuG5t0PgwiwyTfQ8UNyTU2h7jepteUQZVmmeaAQ8z5NqUP07QxT58NBpHff34V1WbkMfOC7a1tuJ\n+TcW8+efSgVjv1LEsz2eQR/ESWm7qF4mjZ+rdgzqeD3VzROqUZmex7gZpffFE0+DjnZmMG7Gc7TM\nxMP9iQXv2ypVRK8Qbapo3lTCaj7E1QKOHSb6dWYCyyouBpPpMTAwMDAwMFgVMB89BgYGBgYGBqsC\nl0VvpZqb5BV33iQiIhs3wGDKJnpHFBnX9fZjewXGbdNDUEu0DwSpPUp/RoiOiFG9FYfqVymq6eQS\np2VTqlOKSPNH4jh+cg3aZdNvS7NIu8ZCuKYatYeXiFfqxkyU5vdIFVJKoy3nzoEeSfZDLbVh/aCO\ne3qggBmbRB81Aslkk9z2speKyOJV72Pnkbr8xn2gNXpakdr+1Xe/WcfFhc/o+MKwbzD5u//l1/W2\nOa6NQsv7r9sNY7sEqYCmprH//qee0nG+gpTm+oBGExEpVZDWffbwIR2nUljVn6CaS6dPgyY7duSI\njteu9RUMjoO0ax8Z2N14PdRGHW2gJ5vJmG1yHOnVc0M4zwDd70ahWq3K5KR/79iEj+moWTKLY9qJ\n9xkbwzit17iq0zkiIjt2wHyUa2PVlV4iiykn7k9WVDF1dPPNN+t43Tr0FRseMu3Ex2TwMevnuv76\n6/U2NiFcIKqBrz9GdACD1V4DAz49Pzp6aen0ywWrZNmcUIg29KhUlsVMF9OARN2fHvfpiYiN5zvR\nDlols4DnKzsEdeRaqis4W8B8mu7EfBAKozHRGPbvIvXnugG8LyIxXgJAlHSRFUjo77lAhZtsAsXD\nprIFmucXaIynieZdMzCINpLCy6uACmoEPNeTSrBcI031seYTuJfbtuD52tCMth09iqUDtQTo2J51\nPgXVRsawE6Mw7j1/Gu+OPFFHLpsNEtU9Ogbj3p3bMbfuvg71BhNJqMBOHsOzWMqgv4/nodaupJnC\nxH3t7fXHxDXbYAxLt1KeOYxjzJGRZiKC57IzhfdFgeotFku4povBZHoMDAwMDAwMVgXMR4+BgYGB\ngYHBqsBl0VuO48hc2k9nlchwKBVHukkpqACsVqQ3r77pJh2fPYQU1pr5zSIiEm9B+q6UAh2RjJNJ\nFdVNihDFEerC9uwk0vMhosaaukF3hJphNBYhc6OFUZzXqUJtZROtFiblkK5/UyBFC6kBvDBokLUb\noYpKUx2TbqLpNlN9n4PPNJbeKhZL8swR/z7cccsNejsJXOSaq0FljI0M6fiW26FS+vdveb2OP/HX\n/7+IiCSjOMjAVaiflMkh1XrTddfomPU3ZaoDk81j/7Ep1HUZn8S9OXQQZopsordtK6gMrj/FtFdz\nM+J6/aeuLqSMb7gB/dJGNNaRZ6FEHCaq9tWvfZWO9+6Bam10BOqoRsFxHE3ZsKqK622xERsb/LHa\n6tQpmEY+/vjjIrKYxuJ/Z5UYq5viZCo5MwOqZG6OzPKIamI6bMsWPNevfjXql91///3yQqgrtviY\nbGr47LPP6pjNFJdTm/H18T6bAoXLgQMHXrBNPw6U8iRs+xSeWrR0gMwJbbSHStdJmNVTpPzMhPy5\naHICZpVrmnCthQLujVRx3Ws7YFxXToOeOXEB/dqzDs9MmKirGhkVhqIYkzZRYCS+EauC7TWqveUE\ndR5HRqAGZtqmQuN6ZhKUo0uq0CTRdG3ryVzUabB6y/GkmvPn+3mqsdXegvfI0VNDOu5pQ19Wy5hH\nMxlcy+i4fw/LpGgan8Z7L0uqrmwOv+OxlKb+Oz8JFaKq4P5NnENfTuae03GYlFedTaCdija2zxOl\n5ZF7ZluwzKS3A9efTpOqtMq0O8ZMC42ZwV48u2dHMJ6r+UurXWkyPQYGBgYGBgarAuajx8DAwMDA\nwGBV4LLorZrjyEI6F8S0ndLTrCRwFVJS7RvW63j4MCiJ04/vExGRXdeA7kh2YzV7jWq8pHqQai0m\nQYdFPKTTVQRUV9GGoVJbG/avUGp4fg6rz2PNUDPUZqFyiFpIEdo2UQTip+JKZeoMG3RCKIYV721R\nbI9Q7ZJoBN+dXZ1kmhhsXsZ77d+MuZlZ+ew//ouIiHQ3oW1sVJd30X+RKuidAwcO63jXro06fsk1\nftr/u9/5jt72pjeB/ko1cQ0q9MF993xdx9/7Huodbd9xlY5vfTkotde8EnTL5vUYVxvWQSFy/jyu\n4+BT+3TcT2q5dVS/LRuozAb7sO0MGWo+cAYUWSaHujE7d8DM77obrtPxENFejz4BFVqjoJTS5nus\nNGJw/ajlqC5WRn3iE58QkcV0VY7qmzHlw6orpghZDcY04yYyQdu1C0qOO+64Q8cbiO7ltrPJIp9r\nPY2FCxd8OnSIjCHvvPNOHbMJ45kzUNoxTZemen1RUgDeFFD1l0K5/ThQ4knYDihwj5ROpOSyaHuY\nVDnJCO5lleiPfNGnprIVUFTlU6A1LFoKoGKIHz8Lpc4MlxrrBj1RdfAPoSgZR5LJrEP7eIoUfVSv\nLpokw8wpzMvi+u3JUp07/mvdolpTpQX8rpADtXqOVD5xomHSs1CLNgJKKQlF/SUfE5OgBENk7nh2\nCrT8eqqDyEaqpTTGpRXx79vsPK51ahzqrTyp4MpEF3GfZQp4hqoRvKe7B2AcnCd66fTIOR3vGMBz\nGaM6agtFzA0ZqrUWDmGfaDBHFfN4t3jUMpc+LNqo3mMbxmIaGQAAIABJREFUGcK6ZYwTe5Rrcl1a\nDsdkegwMDAwMDAxWBcxHj4GBgYGBgcGqwOXRWzVHZqb9NBtlCxfVyCiTQZDjINUZbkUauo0ohKMP\n+3SGO4KV4jvXQPVUo1oqtTRS5R4psKZPImXbmsR2r4YUWxmZaimVkPYsFZBmS0SQPo5EkZLzwlRH\nRJERYbCK3Qsj1RtK4DpDMdBVro2uTsWQKnep5ljNJZVYYPhVqVzaivTLxcL8vHz9S/eKiMjYWVAx\nf/7Xf67jMtW3GRsB3Xf+EFLevT19On7HO94kIiL3fRl01ROPP63jf//uf6fjfAH3hg2xvv0AqLHP\nfvrTOt62HWnf2N7dOt7FtcKImikQNXEtqdBOn0UaeH4CaeXWJp/CKWapPs450B5surZ1HZRHb3gz\njBrHxkGpfeZ//W8dZ4uNuYcMy7KkKTB5LNCYZoqG1WpMaTEdxrWq6vuweR8bDPL2P/7jP9ZxC9WW\nY3rpJlJw1pVhIiK9vaAlWVVVN1sUWUyxsYEg03QDlJp/z3ve87xjvPzlqOX2qU99SsfDwxgTfGzu\nL6a36rQbb1tJONWypEf92kwxMhgMh9EHdgzzHKtySnnEfC8t15/DQlGMxXKe6qJ14B4UQ1hSUCDl\nakjhemOksK3RPF8iA0PyLBRPcN5SBfcsRDWxQmxsuBaUez7tK3QUGZHaVGOskMM5nTxim+iZ7Aze\nL2eOsiEi2tIIKNuScGA4aOcwtgo0JWSKVHMxgfmnjZSEXaRu7g3qBOYW8GyX6Bg5UmyViogjEbzT\nClRTrY3qB65Zj3m2qYvMJXdjzmsianWG6GuHvgOKdI+7uzC2Wpr9c+WzZAgaxljKFvGubW/FGI/T\ne30qR8pqqrU52Id372OyPEymx8DAwMDAwGBVwHz0GBgYGBgYGKwKXJ45Yc2VudlMENP3EpWpn8pg\nNXVLBCmpkA0lU89OKLWmjh8XEZHZIVAm0wo1j7o7kNKtTMKgLkKrvFtaqNZQBbSJqiLNXyLzrSil\n4eKcds1SariL6slQLSM3hvaI7ae/ozEyOiPzQk7detRHbCw2NoN07PAQVvfXqUGP6+qsIJSlJByY\nCD7x1JN6+8c+9mc6/q9//Ec63n0N0p5RC+1PEc24ptevjfOGN0CxdQ8ps77/MCiNW28D1XHbbVBm\nbd8OM8Mv3/NVHXd2QlkXpjRtNoN7fOgQam99/vOf1fHb3/YO/FZwTx5/4gkdz874qeRYEvevZx1U\nhKyCuPWW23Vs0fG+cu83dDw/i/u690bUljq7H9e0khgYGJCPfexjIiJy77336u1M73D9KjYKZBqE\naaS6UR+bBzKlxfQOn4drfPGx+f7w9rNEr/7N3/yNjrnOF9NeU1MwJGO11Ze//GUd79+/X0QWmyCy\n2oprb507B2UKGzt2dGDMbdwIlWJdedYoeiufTcvTDz8gIiJWGJRINAG6raMbc2QHPRsW0T4lmv+U\nXb8uMgBURIsVsW9TEtfV0kp1jsgsdIaMCsMKFFxXO6jNJCnuKkRNVWtEbxE/EbJx3jiZ3hVK/v0+\ncuBRvc2toe08PmukGrJonldE5+aIwma6thFwPE9yQR2xaDMou7kc+jtDhqy1eTL5ZDo6iv6oqxeL\nOfRphRTEx47iOXeJekylcJ+kgvmpp5WUzbP0niSn2iSp+3IzpJAjw0UJYR9+ba2hGob1Z2roFCjl\nHhu0VGcfxvLcFNSFEVoSMj6Db4wyjaVeUmhfDCbTY2BgYGBgYLAqYD56DAwMDAwMDFYFLlu9NTvn\np8VOnERKek0XjL7mskiPtbYjneZUkTZvWQ/TuWt+zk+7Hv0OUs9TpAALufguc/KUWs+A6kpsR+or\nta5Hx24ZNEitjHaFKNVqVbC6PU6KiCql9twwriOUwkp0FfPNEj0babUaq7GqVIdLoe3FDFJyX7vv\nezo+eOAIfltrEK8VwHUdyZf9VCobvz3yA6SQH/0hlFc333yrjkdmoFLas2enjiuBmm3jps1626ZN\noBc+/akv6jgUwni48SbUqWpvB5X4nve8S8dZSr9zOpsphutv2Kvje+/9io4/8y//S8cv2b5Hx2Gq\nZWQHtOUNLwUV1UTp5QgpDNKkmnjqyW/q+AKpgK7d+1IdJ2hcNQptbW3ylre8RUQWq5TqJn0iIg88\n8ICO/+Iv/kLHrN7i2lN19Rb3N9NfbGTI25dTe7HSKkTPF5+/TkuJiNx+O2jEu+66S8df+QruLdNR\nfJylzAnXroW5KdNiTLXVFXAii40YlzJf5GtYSdSqFZkdOy8iIoUy7sd8mtuMsdtK9EQkjDlPNaHv\nt9/gz7nRFCiWXBrHrlBdvPkp0D+s/quSkrRChoAdXaAk1vSDyognyNQyg7aHQmhXmJ4rz8W8zH+P\ntweUWe8a0CBF6gu1iG7H+Ys03ubncS9jtESBaVOuE7dScBxH5oJzNycpx0B02yJFZE3RdjLdVUzP\n+cezyRw0k8b8ePoU6FrXw7srQv3eSnNbB9XOnL8AldvCFGikAhlKXjg7pONTZ6FwLVOttQQ9Ry10\nrvr8wipJy8V19FGtt8ks3jN0KyVO9RPLJdzXljZaenIRmEyPgYGBgYGBwaqA+egxMDAwMDAwWBW4\nrPxssVSWI8f9dNbf/9Pn9Pad2z6k4+oC0myjFTL9aiZjK1IQhBI+XRRuAS0VD9MK8hToDicFs6S5\nQ6j/FCGqzclhxbfTQXWwIki9RSgtyKltz0GqXDlIv0lsEPu0QFHihLuD3+Ha2OzKKVM6mo49P4s0\n7pZNqBf0urtArXz9Ib9e00IGFNlKwhORmuunGitVtDkSpxpbT6L21E03vkzH4xNIA5epDko5ON73\nHnxQb/vWdx7W8fwcxsaHP/wxHb/rXW/R8S9STEIUiZFZZM1hsz98t2/bBlrtwx/5PR1/6Df/s473\nPfaIjqNJjI+WHv9ehijV3NZJNaTOw8jw0EHQkFVy6dxBqsRUEuN2bGRIGg3P83TquL0dSkmuTcVq\npK9/Haq6AwcO6Jgpmzp9xel3y+JaUHh2mFparpYX02Rct4v3n55GSp1rde3ZA1qSj7NvH+qqjY/j\nHtX7Qi3zrDNtw9fEhoTFIp69665DXbVGI2Rb2pithejy1hSeAa5RVCYFTViBslIe7tvcBX+OzFHd\nv2Ke5kSiuCNxzGcRolioTJbMjkDBE7XRrsQ2qNy4JletTKauRN0vil20fSEDdZGU/X0GB2E+qWhZ\nQoniKlEsTS49322gsUJkFJukOaAxsMQS/10SsjBuSYAqHinYiKmTCpkM5m28M9xAcdxC92l2Fu+9\n+TnqO1IKJ2gOXduBeb6JjP9CpMBqasGzIA7G2MgYVMaZPOglmwZIigxKM3QvVTD+Ng1inKyhOSpJ\nRr/lJL4Jyjb6bvdLsDzm+BGiWXuNesvAwMDAwMDAQMN89BgYGBgYGBisCly2/KBudvTU08f1tu98\n56COX3Mz1Donj6ACRrgKyipGplmHHvEN64aeQSp7oBupt2oV6bme9TCL69iGdPfM1JCOJ08jxZ0a\nJ8VYOy5Vcd2YEFJ4JRtpvqY1UCWFu0FpVaNIk3qen4qjDKI41TT9O1K3bW2g5pqTSOet34LzD24l\n6sy+W0REvvFtGPqtJJRSYkf8tGu5jDR+axj9dJZW6R8+fFTHkSj2+eKXoKQpFfwU7IUh1GPp6wN9\n99xx0JDJFOjDf/5n1Ni67npQRJu3oq7WIkKL08E2qfvIiOvaPUiB/n8f/X0df+6TX9DxOVIqjM36\n5noVMre8MAwVxL7HoCra8xKMvRZSzthEk5wgI8BGqEKWQp2mYfqHxyDXxGojw02moFhV4TjPrxnG\naqnlqCtWbzF1tRw1xvvPzyNN/8UvQu23dy+Ueb/2a7+m41e+8pU6npiA2qOuzrr77rv1ttOnTy/Z\nFm4jmzayYosVcfX9mTpbSVi2kljKft725nbMW/zXqkt9uVhRhvblK/6cW5qDsaMD9kQWMvQ7orRa\nW2jeItVMEykSuQ6WbZHqlSzqah6p7Kg2nNBxPBpDo0QnxwKT1/Pn8TwmiIaZpXs2Mw/lGfkXSiIK\n2oQNHNuJ8m0EnJormTl/Tlm/FnRNJI42nB7CuA0L0fh59NkCvT+rQY3Ich6j4PwFzLk1BzShRTNn\nkRWwVEetRsaDJ0axJGX6KN7r8S7MF16c1GY0ECsOOtym+8PUd0tQz2tgACo7RRRnKY99Xfo8GZ3E\n9XWsQ1v4WmtE7V4MJtNjYGBgYGBgsCpgPnoMDAwMDAwMVgUum95SQWqwREZV//zp+3Tc3PROHbfE\nkA599jDV3ZnH6u9IoAzZdhvUEflJpPueO35Kx6ePgALbQuZv3TuR+k6PgbKYH4fCQKiGjHRQHak1\ngzpO0Qr/KKmYygWkzaoFpE+bkj4VwGn+CqkUqlVK99lkgEb1nSqUY+7sguomlYwHv2vMd2k80SQ7\nrr1BRET2PwaDxIUFpFE3bRrU8RNPPKXjR/dBAXV+CPfkumt9k8Eb9kKFVi6DuoiR2mBdP0yorrrq\nDh3fQ/W2PvQ7H9BxOEImZkQrsJIrFEJfWVTr7M67btHx1VeDtvxvH/tzHRef9tWAg5R2TWdBdf3f\n/9d/1DFTlc8995yOuYbUwgLGXl8fjgk93MpCKaVpF6aOmHbimlVcb2o5BUv9OMspoDiOkByF09n8\n26WMD3/0t/wsjY7iWWaTwTe+8Y067u2FWehSKjA2Mjx16tSS+zL4/H19fUvGjaK16vDEE8cO+soj\nqpLPay2tfnNIIaTI2DUa9ffvXw9qXcgUbvgMVHPPPI252nXIJJBqfMVaQZVu77ka2+MYS0V6Blht\n5rms3sKYyKahUIqRiqdez2syjnESoXmR62pZbDhKtbfyVG+L7x9vbwg8EQkucW3voN7c3AaKaJ7q\nwFVI2cxjrjKLd2IoyFUMjWLbOaIDeTGA50FdVaPnNVsFjX1sDL+dpjHz3NNQdWaKZAYZx2/nPHxC\nDNP8YtF83UYmlVs3+0sW+tbhuT13Fgaqx09Q3TAbvxseB701Te/49ZtAdUUGEV8MJtNjYGBgYGBg\nsCpgPnoMDAwMDAwMVgUum96qJ8g4pXhqCOmpj3zsf+p4z3bQRa/YDaqrtwnpxbU7fLph752v09vK\nZHi0cAb0yehTUNCMHISaaH4Wq+Kve+sv6Djaje2c9ow0gboSpk0EVEz6LM57lqi59kEY4IU3+6nc\nKqX4Ykmoeb7yBdQTO3AIarcPfPD9Om4mk6gHvoU6Tt9/xE8tZrOkdFhBtHd0yi/9h/eIiMjM+JDe\nPnoe1OP+p5/Q8dt/6b06/sFjP8CBqAbQTGCQ1dOLtOx3H3xYx/k8lG1Hj0Cl86pXvULHJ0n1dOok\nKJhdu0FL1YiysSjN75IxGStaqiTjiLfifv/Wf/4NHd97zzdEROT6vTfqbdPTaO/YFOJjx2BOyAZ2\nHZ1Ir/b2Yuy3kcnXN++RhmEpOorVPE8/jVpqrJJibNwI07B6rSyu38Wqp+XqajFdxfswdcRUF9Nh\n/Fuuq8btYvC18vHr5+W6cnxObhefk5Vk/f1Qi3JtMaYMGwbln8MjWtwjdssl+tYjOkPRTiGa3usq\nR88iipGUmq2kaHVKpP4JY553a6A45mYRt3bAuDQcBb1VyIKGqGYwjyWaQI8U05M6nhzC/h3rtuq4\nOaDV1m8CJV4r4nlMtOBZW5PDs1ahumXFAqkOiWorFPD8ZjMrP9e6riOFnN9XF86DotlEKmDqYpkk\nk8FKCW1rIwq6fi9pqEo2y3XLMDaU4LpJzCdFOvbjRGP10/3r78D7s1Ow9OLsLGis4XFQbJkc2hCN\no3GWwm/tQOo8PQPqM0dzxwzVNZxbAO2WzuCbYH4K88XmDVg6UMjStV4EJtNjYGBgYGBgsCpgPnoM\nDAwMDAwMVgUum96qp85YuZGiku47NiMlFnORqhodQqoq3EPqpcN+mnnrntfobcm+LTru6Ya5Xd9u\nmMKNHkTNnXNHQYlMnUe6beMAzP5CKaTBPLpsRZRWNYdU6yitKC+RAqmlE6vOVWCsZdtUp4sM8gpU\nk+veB9Delj6k6ss1pPY+/68P6Hh6uhS0FcdbScRicdm8xaeMfuW9/4/e/om/+h86niWjrzVr0X/v\nfve7dXzkWaRG9z/1pIiINLVgPLz9l96q44//2Z/qeGYGKdLPfx513H77Q1BsLTIeZEUSxSxooc2L\nFUxEBZRqSIGm2qBAefevvMv/d0qD5wtI10ZiONH1N8BAMUL0KKePs1RvZnoKyphGwfM8Tc0wXZPL\nIS18331QWebzuDamlz74wQ/quF4z53d/93f1NqacuI+ZLmIaqbsbaXyud8VU1HJqKDZT3LkT9CZT\nUAw+Tp2C4utniopNFtmokY+xeTOobL7unwi9FYApLY/GMdO6NrVZLZouWPnlx4q2OUQH1yz8cO2W\nQR1v2IR6V00x/LZQwD0oUh8vzBFtSrTy+AXMy6LoGYxjrFTymG8yaahIe9cHdDnRQMUyxhLXi2pu\n4fpkNCZbaTvfPhfLEc6emZSVRq1Wk9lpf6579BFQOpXKLh0z5VikOfcMKUNv2A66r07ZRkNcwIuU\nwvw40fZImGqk0RxRIYp+ZBb9mqZ3WXMKNPE8KbmqZGyrqNZaMoplG8kE3veFoPZWhpRnCxnMRRbV\nRatQXUOei2s1jDeuOZacXlqR+aMwmR4DAwMDAwODVYHL9+kJFq569AW5th/Zjw/9Fha8dv6f9q49\nyqrqvP++e++8nxlmRBFkfGIjolVCilF8hKrLaELaaJYLTUkT10rSdGkaV1ZbXYamjavBlTatSVq1\ntZqoeRBTjbVqjIAS4lvQAUMU5SUgAzPMe+Y+d//Y+57vd+FeGCgzhLnfby0W3+x7zr7n7tc55/fb\n3/dV6sawHVt082f3dt2gumunfwp+d71uUj67TdmitKNw1jl92jx29gWRXTdNmZPBXfo0vXOtRkWJ\nNeuTZcMkffusbyDWKaNvvA2nKNs0neLO1DQRYxTzb39ZenUYppDa/Sl9puyneN1336+xaEaGlOlJ\n0sa76I1zbIge5HIuels7vl3jbFx/g77pd3R0RHbfkD5dzzxLUzycfa6eO/9yH6p/YFD7/RNXXhTZ\nkz6gm+R+9JCyO1mnbwunzlBmb1KrvoWNpGmTMj2rF8T8KIghQ7FlRId5nBiJHDND4U23ktJjnDJL\n3/TbT9fvTFGMqt5eZXQ427VQmPfmlnaMNUSkgOHJY/163UC/bNmyyOa2uv322yN74cKFkb1unXcW\nOOEEfdvnlBrMEDE4lQXHBmKGhGPLcJwgZqCYMVq5UmNDXX/99ZFdKg5QT4h9UopF4u/nzc6l4vSM\nJxwcUuE6sgWDVO040YppWjccpQKorKTN2tXedrQRPU1rVTKmY2fufHUsmNyqbNtrq56N7P4efdvv\nTel63tiirFmM+mPTO+9E9rRpGisoV0G/iRgbIRYqf2WN9bpJeWgPzWP6zRmyc5wmxSlrwONQMDp2\n4JDhHBBSJXR1Knu1ZeOWyD7zLFUkph2j7UHkcsG8S/T6tk8R2+YKfhPZNGZqyamhhlJxpId13XIU\nZy6X0vqzMW3LngFlg3izdSXNtVpibISYtb4Bf2/ookzwPb16b5F4Jdk0VrPs+KDXuHmTtuOJpDLt\nD8b0GAwGg8FgKAvYQ4/BYDAYDIaywMHLW5GhVNaWzbpJeXevShsfuVRjnpw1+w8j+72NSnUuf+Ix\nAMBakqIaKE3ECe3tkZ1OKg2WS6h80NikdOngbt3YtPxJjZPT262b1I6ZrMe3TNFYHO2zdIPqqbPP\nj2wXU4o3mdYmy4inCIczSvEtW/7ryF66VDcmJ0doMy1v/mIqcozD2zNyuRySKU9rptJKF049Qduj\ntU3TLQwMKJ29c6e2ZSvFpjn5lBkAgDbKyDtIcTBO/QOVxf72tlsje8dOjQ1U26ht7UQpWNqDB9pz\niUxBYt3iGddLaYTCWb9z+8oJLNPkiBrOZGiDM0kITU26eS9O9C7XMx7gccQSJW/Y/fKXdfP65z//\n+cjmODz5ODUsb3FqiLq6uqLn5TOcA4VxgngDMksMvKmYpa4dO3RdueuuuyL7iis0phf/Jpb3Ghsb\n96nPlchGzpnVWfbiuhljPU9jsTjqg5QzTJs5c5TWJjmgckPXTl1zB/t1jcynyQGAxiAtV1Trujkw\nqHVXNGoslZY2lfWStObu2K6bbCtIeph12ozIPm6ybh1wKZ3755+naYamT9Vjurt07tecrH1V/wG9\nhppaf801x2ucntywXgvLrJkMy1s076nP0iTbsAw+FhBoxpBcmjZtj+g1NNRS9vrjdU5lRrTt+0hS\nym/k7dylkleW6uaNzBWU9b6SYtXlaFsF348StG0lS22W7CcZn+4XcVpbE1R/gmTGNM3v7hCHZyTJ\n90O99sERXVt5I3OC1tnBIT23u1vHQcyNjsMxpsdgMBgMBkNZwB56DAaDwWAwlAUOIQ1FPtS9lvX3\nKlX2xvrNkf3Hl6kXgMSUap16ilKd55znqa2O11QWevP11ZGdHFAK75jJmuXXEdW7Y6fu4F7zvHp5\nbKJ0Ac11So8NgSg0ohDTJKdItdKrzZPVk6uyRuWX3b3+2n717Kqo7M7v3R/Za9dviuwYefOwpOUw\nfjE/GKlUCps3+75i75UE0dZNlD6hmmhxjsnCaRgGBnz7VVZR6HqOWzRA8XVIo0pUK6399haVzmpq\n9HtqKE5KVQWnOSD6tpIkpSr9HSNp9mbgwCdqJoIclSF6FyTZSELPa26mTNLDKi30s7RA0s9O8mAa\nS+Qlox7K2rx06dLI/uhHPxrZX/qSpkJh2YclqPxv4Bg5q1bpWJ81a1Zkz58/P7LvuOOOyObxwZIS\ny0gLFmjqGI6Nc++99xa9LvbS4jpZMsv/JpbO2DOLj+2jmEotLSrzcAb3UpnmxwLxWAx1IVt5jH53\nNk6SQb+2a2qY3l0zus6mh/Wad4W0Dc0tun61tKjMP3n6iZHtyIu1mbwZZ56h8nSWZJOqRpUBR0ge\nPpak72MaaM46ipFUr9JpvIKktwG9p+zZ5udPNqNzrblBPTsH49oWaepjVrdiQuv/oNadIa/QsYED\nnB+v7GHVt0flKqFs9ye1q/fq1vfejeyBIR2jtSF+Vfebuk0km9M5UUlzor5K+499OxN0LVUJ8oQj\nSSnpKB0JedNxXKSGBKV3Is+rBt6PQFJXfrtDPK73lhhtVRlJ6RraT+moQHGphDzP2Ht2987RxUMz\npsdgMBgMBkNZwB56DAaDwWAwlAUOIQ1Fnqoqvut91fPqhTX/Eg1adc5Mok9J0jnhVB+Oe/IUDfr3\n/kYNqPbUk49FdmW1PqM1EF3pckpXTmpVCWzuFR/X8rbjyFaKt6ZJadLdA0qbPfCTpyK7Y91/RnbT\nJKWEt4Xw4msoDUZ3n1Kt8TiFrieKD1LgcnREUFFRgSlTPH1fW6sUKDP3nGKBJbDmZm0zCGcs9nRk\nckTp8QTRnDUN6t3Esscu8p5xXUqvVlbp8Kyt0v4WkqBi5DFQU6tpBhrpu4So0Qqqk+W7Yh5eHOqf\nVS+mV6dM0YBYIyPsFaLHFwsaOBbIS0YvvfRSVMbZ1DmdRClZiCWgvEcWS3V83lVXXRXZ1113XWQ/\n//zzkf3EE+rB2Namc+eaa66J7BtvvDGyW1vVY5BlpCeffDKy2RuuMCAlBWIL4/W88zSw6Btv6NrE\nkhb/fq6bf/d4Ip3OoHO7l3nTnOqDPAK7upTK30QB2qpIeq6r4/nr7Th0HjfW6Thuayb5uE7nVOsk\nOn6Oylu//LVuQeikwIPHpnQ+HNd6cmRnSZ7p79YAsoMkYw2PqOw1RFJxLHRP1unYTFKm9GSabfKQ\norGcSVF5iqXSsd1e4JxDJu3XQ1pO0EPpJlK0XrL8uK2TvFcbdSzmnZ16+tRLsvBXcJZ1WohIonIZ\nSmNCUnOOLpKar6D+CpJ6Sd1Cgve8kATNnmX9ITgh31u434dH2KtM24XX3BjZvL1gV6duhdkfjOkx\nGAwGg8FQFrCHHoPBYDAYDGWBQ5C3PFxBpmulm157VTPDfv3r6sXxxRs02/b5czTDbDzQ5XVN6ilR\n0aA01Ywzz43sHJTuqowpPTZlmgbUm3aSen/UN6nUxTk9slkOlqQU4c8efTyy73ro6cjeuUcptKJ+\nG/ToWEW75XNMDzJXWFDL+AUkZDQ01OPii+cBAIgRRyflh+kfoDxIRCGz9wwHQKsKEtQIBZjiXDgt\nrRSEi3KeVdVSjqBKHpLaNpXUxsND2h91dTVkax/3k3cLZ9fmIHpZurZ4iOiVIL6WszHnyNssky7e\nf1VVPMbIO63ikKfZIYGDtX32s5+NbJZ6uA+Z3mbZ8bnnngMAvEPyxWmnabbnyy+/PLI5kN/s2eqd\n+dhjKk+zHHbLLbcUPZe9pNgj7NlnNe/TaLKs56WpefPmRWV33313ZPP6xRnUZ8zQQHuc5b3U94wF\nXC6H7LBfo2I0vlylDsi6Jr3m089Qj5/qGsqkXa/H5OUdcryBg86j7l26FaFqQM/LDuo8jVN+rhOO\n0/LqBp3XMymPVBvl2nv5rdciu+t99WZMDlNfctBRWi8lLLBJ6vdBkkR45wAHF03TGM+QHJYhuWWs\ngxM6OGRzqcjOI0uy2kiaAkDuUqmys189vGLVKtd3vuelzX6SaBkpapA+yo0VZ282HlcctJDqyTnu\nA5bMqB5aF2PklVdfq2vesZNVIs1f2wgFux2k9aqHyjOO7veUg7Myzuup2oNDo9s2YkyPwWAwGAyG\nsoA99BgMBoPBYCgLHCbeXUmxDNH6L69Wqavzm3dG9qKFH4vsY6f4PCxbt6uk1UB5NhZceWlknzhd\nc7bkSFKLgfQZouRSFOio4/XXI7uepLT1b2swvB/8aFlkv0+SFksixchQpi15J34BpOQfRwQiQDzh\n+40pYfZ0SqfJCyuh1HYqpeUjXSpl5XNPsTfMIAX0W/LpAAANCUlEQVSYyrr3I5t37zeQ91gDyV5M\nPSfiLBdRHpYB7acqCqDI+dVYjWBJa3h431xQLG8xJV5BAbRKyxtazm2Qy411ADSPvGTz4Q9rzjv2\nHGPPK5Z3eHyvXq1eOUuWLAEAbNiwISr73Oc+F9nr16uX5aOPPhrZK1asKPqdF110UWRzEEBuK5bX\n1qxZE9kcZJDlO752ridffjzla8rn4wKAEfISmTlTvZK++tWvRvaUKRqgdFzhNPgqy/K5nNrVFMiv\n/hj93RXVLFuQnhFkL/Z8ZJm/r1e9/HI91B915AVJl5hL6TEJCgSaoDV3y4btkb2nS+tPUbBQ9p7K\n0nwrkKbCWE2X8NhieYvXjBTldErSmsXy1pi/97scspF3sd6z+Jq7ezTH3PadJE0N6zUnh/TcrSGA\na5ruNdw3GZrbhTIhYzT3oFLH0P2C3VTJrCIvyCrykO7r8fcLDgo8lNRxmKYgixnyyuZIk1XgnH86\nJ3r76Pj9wJgeg8FgMBgMZQF76DEYDAaDwVAWOPxuJRSsjgPHbd2m9OYPH/zfyG6e5CnntzZujcri\nRKt19al88pWbbojsFO3e3/SO0u9Tj1MJrIHyxjz8ixcje81azWnS26+U2Ob31KuAafOxzrVzJJDL\n5TAQpKE47YavqdE24xwrA/26q15Ej6+oJHeQAJYu6uqVihwaUjo2m1IZo3eE8ldRLpVKkjnrG9UT\nJB7X8izlrencpeem0pQrq6l4brE4BSrMBMp9iCjlgQGlYGtr9ftZsuE8ZIw4fc945VfLj1MO8Ffs\n873BnlzTyBPy2muvBQC88MILUdkll2g+vQceeCCyV67UnHec++vKK6+M7Dlz5kQ2y1XsPdZJecoe\neuihyGaZroECT/JvYnkrj0mT1IPzsssuK/o9F1xwQWR/6EMfKnpd47oGOCCbyZs61hJQbzLHgTAr\ndY10GfIQIqk/HnLHJeIswZK8y+dRM/b16rzn9ZylqEHyIurere3Ksn8yqessXRbSKfqjRF/m5Xfu\nXvYKZYlM6Bp5DS8IwJfl6yruCXj44ODCD45RvrJsjr1h9RrO/ODpkV23Xfv1qWdeiez3Nob8ltni\nsnmpkVqqvLTsRYE/S0hdJXdt0DiLsduY+N8ap7LhYfL2zbH0yNKntlGaPLnyQTcBYHBQ69kfjOkx\nGAwGg8FQFrCHHoPBYDAYDGWBwy9vEXfJdBpTo1u2Kf29ebuXvXIcNIvox/t/rFJYZZ3Su71dWsdz\ny1dF9llnanCsmTM10NgTy9R767dva7A15uQ4v8fe2UwmGrLZLHr7vHzTQBIUB9hrnz41splaZu8l\nlm7yAf5Afd0YV1mI89/kckynax1J8rgYLpCayGNshCj3gmCDWmf3Hg3sxfJNdZVeez0FVkwEmc6p\n6oYYUeJdXRq0MU3eH/XUdhzMrrZO65bY+AYnLKDyi0g+QGGOLZbrTjxRc+QtXLgQALBgwYKojD2g\neBywjMV5rebOnRvZU6fqeOI+4e/nQJIXXnhhZHPQQM4DVyxXGJdzfYsWLYrsF19UuZuDIDK47bhN\nxxoOQCbMD5ar0kMkZ1B5LKFjLUnebwmK6JkL7Z3JkuxA/cdzh+0cClyjtG7hYi0fpHxQQv2RojnD\n0hQHtnW0JmQoEGFevWLvrTTn1aJyViH5nlPgZMRqi4zHe38uXI+WxChgaVurbgeYSh6DfQPqWewG\ndQtAMmwBqAD3k2J8N2NwG1O/0nNAfY32cVWrl6Z7yOs3m1HpU6Dn5bIZKudgyHpMZRUHVjV5y2Aw\nGAwGgyGCPfQYDAaDwWAoC8jBeCWIyC4Am8fucgxFMN0513bgww4O1pdHDNafEwfWlxMLh70/rS+P\nGEr25UE99BgMBoPBYDAcrTB5y2AwGAwGQ1nAHnoMBoPBYDCUBeyhxzAhICKLROSAGSJF5BsiUtxH\n2XBYISKbRKR4eOiDq2eRiHz3cFyToTREZLGI3Gxz5OiAiNwnIp8qUj5FRH52JK7paMD4BhAZY4gP\nHCKOAwYYygWLAKwFsH1/BznnbhuXqzEYjlL8vs0REUk45zIHPtIAAM657QD2eRgyeBz1TI+ItIvI\n70TkB/A3vetFpENE1orIt8Ix8fBUvDZ89pVQfrKIPCkir4rIShE5fX/fZRg9Qr+sD+3+log8KCLz\nRWSViLwtInNEpEVEHhGRN0TkBRGZFc5dLCI3U11rQ33tIvJbEblHRNaJyC9FpCa87cwG8KCIrAll\nt4nIy+Hcu8MDccHbUWAi/k5EXgvjwvr/ECEidSLyuIi8Htr80/RZjYg8ISI3hD5cS5/dLCKLg71C\nRL4lIi+FMXNBke/5mIg8fzgYJAMgIreEtv41gBmh7IBzZD9z98IwB9eIyGoRaRCRehF5hur4RDj2\nQGPhOyLyCoAbx7VRfk8hIp8J7f26iPwwFM8Tkd+IyLvUZ1G7imdJHxGRp0NffllE/ir0zQsi0hKO\nWyEi/xL6ba2IzAnlc8J8Wx2+ZwbV+/Nw/3xbRJaE8o9T//9ORDaG8nNF5Fnx99qnROS4UD7+92Dn\n3FH9D0A7fEDKPwIwBcAWAG3wLNYyAAsAnAvgaTqnOfz/DIBTg/1hAMuO9O+ZKP9Cv2QAnAn/cP0q\ngHvhQ2B/AsAjAO4E8PVw/CUA1gR7MYCbqa61ob58nWeH8p8CuC7YKwDMpnNayP4hgKuCfR+ATwV7\nE4C/DPaXAPzHkW63o/UfgD8FcA/93RTatx3ArwB8hsbFWjruZgCLqQ+/HewrAPwq2IsAfBfAJwGs\nBPCBI/17J8K/sC52AKgF0AhgQ+iPA86R/czdxwB8JNj1YR1OAGgMZa3he2QUY+H7R7qNfl/+ATgD\nwFsAWsPfLaGflsKvrx8EsCF8FrVrmDsbADTA3xd7AXwhfPbPAG6i9r4n2PPo/EYAiWDPB/Aw1ftu\nmOfV8G750/a65p8C+AsAFQB+A6AtlH8awL3BHvd78ESRtzY7514IbxArnHO7AEBEHoTvwL8HcJKI\n3AngcQC/FJF6AOcBWCoajr1q36oN/w9sdM51AICIrAPwjHPOiUgH/MScDn+zhHNumYhMEpHGkrVp\nnWuC/WqopxguFpGvwS/oLQDWwS/Ie+PnVNefjOpXGYqhA8C3xbOr/+OcWxnm1aMAljjnHhxlPdwf\n7VR+CTybd6lzrm/vkwyHhAsA/LdzbggAROQXJY4rNkfOR/G5uwrAP4W19+fOufdEpALA7SIyD/4F\n9XgAk0dxfT85lB81QXEJgKXOud0A4JzrDvPrEee3c7wpIqXadLlzrh9Av4j0QtfBDgCz6Lgfhbqf\nE5FGEWmGf1i6X0ROhc9wUUHHP+Oc6wUAEXkTfj3fGv7+GoBh59z3RGQmgJkAng7XHAew40jdgyfK\nQ89+k2445/aIyFkALgPwBQDXALgJQI9z7uxxuL5yRZLsHP2dgx976X3O8MigUHqtJpvrzAKowV4Q\nkWoA34dnfrYGyrx67+P2qi+LiTMfxh3OubdE5Bx4huYfROSZ8NEqAJeLyEPOv87tr2+B0v3xDoCT\nAJwG4JXDff2G/WLUc8Q5948i8jj8OFglIpfBs/BtAM51zqVFZBN8vx9oLIwumVJ5g9dDGcUxxdbh\nPPYO2ufgCYPlzrlPikg7PCNUrN5obIjfBH81POGQv651zrm5dDzCQ/K434OP+j09e+ElABeKSKv4\nTHbXAnhWvP4fc849DOBWAOeEt8WNInI14DdBhwcjw/hhJYCFACAiFwHYHfplE4BzQvk5AE4scT6j\nH/6tBNDFc3d4m7BNfWMM8Z5zQ865BwDcgdB/AG4DsAfA98LfOwEcE5iBKgBX7lNZcWyGZxZ+ICJn\nHL4rL2s8B2CB+D1XDQCuOohzi85dETnZOdfhnPsWgJcBnA4vgXSGB56L4RkB4NDHQjliGYCrRWQS\n4PdUjcF3fDrUfT6A3sDiNAHYFj5fdKAKRGQ6/Fy/2rkoffPvALSJyNxwTIWInHGk7sET6s3WObdD\nRP4awHL4p8vHnXOPhob8L9GUun8T/l8I4N9E5FZ42u7HAF7fu17DmGExgHtF5A0AQwD+LJQ/DOAz\nQRJ7EV7LPhDuA/DvIjIMYC6Ae+D3Ar0Pv/gaxhZnArhDRHLwDN4XAeTdZm+E7+clzrmvicg34F9Q\ntgFYP9ovcM6tF5GF8HT4Vc65dw7vTygvOOdeE5GfwK95nTi4ebIYxefuTeHBJgcvKT8B/zLyWJC1\nX0Ho8/AQdEhjodzgnFsnIt+Ef4nPAlg9Bl8zIiKr4e+Ffx7KlsDLW7fCbw05EBYBmATgkSBZbXfO\nXSF+k/W/ikgT/HPHd+DHx7jfgy0NhcFgMBgMZQwRWQHvPDLhpeOJJm8ZDAaDwWAwFIUxPQaDwWAw\nGMoCxvQYDAaDwWAoC9hDj8FgMBgMhrKAPfQYDAaDwWAoC9hDj8FgMBgMhrKAPfQYDAaDwWAoC9hD\nj8FgMBgMhrLA/wHuiDLYu1tEUAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 25 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qnjh12UbNFpV",
"colab_type": "text"
},
"source": [
"**Define a simple model**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RGbLY6X-NH4O",
"colab_type": "code",
"outputId": "6f78e517-7dab-47bb-ad4e-9391b5885c56",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"# define the model\n",
"class ConvolutionalNetwork(nn.Module):\n",
" def __init__(self):\n",
" super(ConvolutionalNetwork, self).__init__()\n",
" layers = nn.ModuleList()\n",
" layers.append(nn.Conv2d(3, 64, kernel_size=4, stride=2, padding=1, bias=False))\n",
" layers.append(nn.BatchNorm2d(64))\n",
" layers.append(nn.ReLU())\n",
" layers.append(nn.Conv2d(64, 128, kernel_size=4, stride=2, padding=1, bias=False))\n",
" layers.append(nn.BatchNorm2d(128))\n",
" layers.append(nn.ReLU())\n",
" layers.append(nn.Conv2d(128, 100, kernel_size=4, stride=2, padding=1, bias=False))\n",
" layers.append(nn.AvgPool2d((4,4)))\n",
" self.layers = layers\n",
"\n",
" def forward(self, x):\n",
" for m in self.layers:\n",
" x = m(x)\n",
" return x\n",
"\n",
"N = ConvolutionalNetwork().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.Adam(N.parameters(), lr=0.001)\n",
"epoch = 0\n",
"liveplot = PlotLosses()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"> Number of network parameters 339328\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N1UBl0PJjY-f",
"colab_type": "text"
},
"source": [
"**Main training and testing loop**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kb5909Y8D_zx",
"colab_type": "code",
"outputId": "f1af3a89-2ba8-4e07-c46d-c1b743f6abfe",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
}
},
"source": [
"while (epoch<5):\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).view(x.size(0), len(class_names))\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.item())\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).view(x.size(0), len(class_names))\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.item())\n",
" test_acc_arr = np.append(test_acc_arr, pred.data.eq(t.view_as(pred)).float().mean().item())\n",
"\n",
" # plot\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": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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YardzOzIpQcJCAplwawyTl6Tw3Ox1XDN+Hi9c14K+Laq7HZqISImhBEtExE2HU2HRG7Ds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\nWCIiIiIiIl7y/wEbLuPzKhtRvwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.094, max: 0.261, cur: 0.261)\n",
"validation (min: 0.146, max: 0.268, cur: 0.268)\n",
"\n",
"loss:\n",
"training (min: 3.002, max: 4.013, cur: 3.002)\n",
"validation (min: 2.989, max: 3.668, cur: 2.989)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MTFqiEHzMOVw",
"colab_type": "text"
},
"source": [
"**Inference on dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kTzXmAdQK2c2",
"colab_type": "code",
"outputId": "2d463b76-fc40-4c1a-bab7-ad43db7d891b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 480
}
},
"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": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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fBd1oDQMAPN9Hox3U37qoebvNOr0/YC7EUiy7a+urUZxJsKxnRWLe8Jmnu/Yd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dkzUr9XF/mOPUAOen1h/cur4uxq90nbv/U75Umd15T9WJpkmzLM2Ya0t+ZKmURGyvi2tPHqq6Xt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qKtqWpjpWab33uZrIXz9+w79FcSYlcr6LnvWsKB4nySvLD+skhYiR9G6epAhVkhs3arKobtWW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\nKIqiKIqirCj/H7XE8WQk3QllAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x576 with 32 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wpRZlkhIsC-O",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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