{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# COCO Reader with augmentations\n", "\n", "Reader operator that reads a COCO dataset (or subset of COCO), which consists of an annotation file and the images directory." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function\n", "from nvidia.dali.pipeline import Pipeline\n", "import nvidia.dali.ops as ops\n", "import nvidia.dali.types as types\n", "import numpy as np\n", "from time import time\n", "\n", "subset = \"val\"\n", "file_root = \"/data/coco/coco-2017/coco2017/\" + subset + \"2017\"\n", "annotations_file = \"/data/coco/coco-2017/coco2017/annotations/instances_\" + subset + \"2017.json\"\n", "num_gpus = 1\n", "batch_size = 16" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create reader, decoder and flip operator for images and bounding boxes" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "class COCOPipeline(Pipeline):\n", " def __init__(self, batch_size, num_threads, device_id):\n", " super(COCOPipeline, self).__init__(batch_size, num_threads, device_id, seed = 15)\n", " self.input = ops.COCOReader(file_root = file_root, annotations_file = annotations_file,\n", " shard_id = device_id, num_shards = num_gpus, ratio=True, ltrb=True)\n", " self.decode = ops.nvJPEGDecoder(device = \"mixed\", output_type = types.RGB)\n", " self.flip = ops.Flip(device = \"gpu\")\n", " self.bbflip = ops.BbFlip(device = \"cpu\", ltrb=True)\n", " self.paste_pos = ops.Uniform(range=(0,1))\n", " self.paste_ratio = ops.Uniform(range=(1,2))\n", " self.coin = ops.CoinFlip(probability=0.5)\n", " self.coin2 = ops.CoinFlip(probability=0.5)\n", " self.paste = ops.Paste(device=\"gpu\", fill_value=(32,64,128))\n", " self.bbpaste = ops.BBoxPaste(device=\"cpu\", ltrb=True)\n", " self.prospective_crop = ops.RandomBBoxCrop(device=\"cpu\",\n", " aspect_ratio=[0.5, 2.0],\n", " thresholds=[0.1, 0.3, 0.5],\n", " scaling=[0.8, 1.0],\n", " ltrb=True)\n", " self.slice = ops.Slice(device=\"gpu\")\n", "\n", " def define_graph(self):\n", " rng = self.coin()\n", " rng2 = self.coin2()\n", "\n", " inputs, bboxes, labels = self.input()\n", " images = self.decode(inputs)\n", "\n", " # Paste and BBoxPaste need to use same scales and positions\n", " ratio = self.paste_ratio()\n", " px = self.paste_pos()\n", " py = self.paste_pos()\n", " images = self.paste(images, paste_x = px, paste_y = py, ratio = ratio)\n", " bboxes = self.bbpaste(bboxes, paste_x = px, paste_y = py, ratio = ratio)\n", "\n", " crop_begin, crop_size, bboxes, labels = self.prospective_crop(bboxes, labels)\n", " images = self.slice(images, crop_begin, crop_size)\n", "\n", " images = self.flip(images, horizontal = rng, vertical = rng2)\n", " bboxes = self.bbflip(bboxes, horizontal = rng, vertical = rng2)\n", "\n", " return (images, bboxes, labels) " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computation graph built and dataset loaded in 0.806041 seconds.\n" ] } ], "source": [ "start = time()\n", "pipes = [COCOPipeline(batch_size=batch_size, num_threads=2, device_id = device_id) for device_id in range(num_gpus)]\n", "for pipe in pipes:\n", " pipe.build()\n", "total_time = time() - start\n", "print(\"Computation graph built and dataset loaded in %f seconds.\" % total_time)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "pipe_out = [pipe.run() for pipe in pipes]\n", "\n", "images_cpu = pipe_out[0][0].as_cpu()\n", "bboxes_cpu = pipe_out[0][1]\n", "labels_cpu = pipe_out[0][2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bounding boxes returned by the operator are lists of floats containing composed of **\\[x, y, width, height]** (`ltrb` is set to `False` by default)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.35708272, 0.21298414, 0.352189 , 0.7121075 ],\n", " [0.37862933, 0.71613264, 0.09204113, 0.06887318],\n", " [0.6494654 , 0.7192394 , 0.10438591, 0.08285372],\n", " [0.78857094, 0.8646966 , 0.00974649, 0.02165389],\n", " [0.8066002 , 0.7938396 , 0.0078176 , 0.01560879],\n", " [0.47354117, 0.7297014 , 0.03550252, 0.04429971],\n", " [0.799645 , 0.75910354, 0.03041941, 0.03426814],\n", " [0.7725954 , 0.7599083 , 0.01058605, 0.02788615],\n", " [0.1961242 , 0.6791882 , 0.15198362, 0.20955788],\n", " [0.3789811 , 0.71845335, 0.09318709, 0.06655245],\n", " [0.33182585, 0.7102747 , 0.04951525, 0.07387023],\n", " [0.8793073 , 0.8202472 , 0.00593411, 0.00645685]], dtype=float32)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_index = 4\n", "\n", "bboxes = bboxes_cpu.at(4)\n", "bboxes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see the ground truth bounding boxes drawn on the image." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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QFmMUXddgrWIYBrIkxXuP1pq2bsiTFDE4JnmKUoEQAtMsZ5JowrAeNSpjyZKcxf4hs7wgiiQ2lsSJom4Ci2XFxsYGcSfIi5Q0Scjzgt4HlssSKSIik9J3A/urBiEjZBwxOXKMfLqNMDHnzu4RhKcsl6QqIrQtADGCruvo2w7v1rVqiUcKTyQDi/0LSG1YHc4JIRCiiNTG9H1PbNZvAjpOmWwfoep7nOjRxqAjhbcajCKgOWxK0J4wSEIQKA8D63mAvuqQrWN5OEdFhkmaoEKgWZb09BSTowzSoT2oIRDlKa2x0Hn80LJx8gjZxga+d3TeQxSxfewYrXC4pmJYLtFGIodA03Uc7O3iGo/XhtimLLwjkob9C+eItcIhaKS6TzLkUxmD/n7k9J0fQPQVWRqzmeT4uqXeP0ADy6oky1OUEHSLjoAiTwtQggAU0wkDHSsXeOI3v5h//6Tv4Q//8FWcv/t2CEs2NqZ4FFIIAi10HVKCxFNYS5ynVEPFqtxn//SdYGKSYhOtYuI8phHQB8/e2TPMywOEGGhCx9B3ODoG15GJHGEsg2/Zb+cEr5nk68VwG3FGbVK2r74WkW3yu7/7ewx54K4zu2znMWeaFdM8RwYQUhDwCLEu4VhhuPaqa5lEV3DihikHbsXzvuk/8IY3/ApeBXTQdK6lqzuQktOnz2JsDEhSPcHGE6yMsHHG4x//BI6fOIIcBDoobJwjQ8SqHCi0JeBQSUHQkKdgQs/ga5qh5cTJHW78wptY9BWDdERpSgiBP/7D/8HNn/NoIikosoKrrjrOYTlnunU102LC7HiEApQXHJ5dUZUHuCDRhaEPYCcTpI4Zhp5GhXVNvm1phh4VGZI44vD8HjsnT2GSnMqD1hlJUhApi1CSTgo2t7cIYaBeriBohk6QxIrjJ65mf3lA5UsO9i7Q4RlCT5EmxDZFWoO2mqatiHBU1YoLFw5YntslDJ7YJujEEkcJkZWsmn0SawBoCFglMcYgCfiuJ0piAIJJCMbiuhpj1uerAE4IkqyglwKJIPQ9+3tnMcKhvGQgILRBDI4kzuiHgdjE+N7jXUXblcRFxqyYkCUpMk9AQbASqyRN0zAMPckkx6iIMHQYJEYY4iJDCE2qNUIq+qbHt46qquicR2lwrmN54RxVVdGoQB9HCBMhogiMIs9TbJrgXUvb1WRaM4SAjTJEknFiMsNG8b98gPwDxqC/H8k3N/ngre/g9g/dirGSrmkRfaCrSla7e9T7B+SFxStP0IKyashiSyIEB/vnmBYFST5lI57ywQt3cNODn8oDH/Rwfvb/eCW3vvW3SKwjSwsQliUt1lqSfItks6AsS5SNcMqA0rih4XC5jzISpWPiKMHoBGTEZLqB1DEmirFKkmUZbefofQ2DIylmbOY5nRzoxLoEM00ybFvTdkvStOBBm1dw58fOsplprNQYIzhcrei9wHv/ia+JlJ5cKFbtOb7xhc8jn6bEKGSAr3zCV3DLLb+MtpI4TUiylLSIufGBN3DbbX/DcjknhJ6BDhMLWneOtrXc8ktvwMYFlXP4oUUNA+XuWd7+9rdj43V3UHdY0bYtNkkRcYxJY6qhZ3VYszkrMEiKLCcMA1ky4fxil7JzHD0ywS8F1sTE2zlJUTDfrVm/7QTMoPmV1/8aznnCEKOjmEyadThryzQuUDZi88hRZGTp+gGvYkIQrA52iRNJ8A1CCxrX87CHPxIlPe2qZn6wT902aB2R2gRET68EufggN6cfIXnfaxF5xDE7RQTF8nBOEB1duy4ZxkajkWglkK5DxxaEx3cNXVtzcHiB0Au0j2kHB4AbGoQQxElEYMD1S+b7ByAcbVsTxTFZVtB0NeAptMV1La7rCENHUJLOtRSTDZxOSPOCKDYsl0v6fj1/EUURxiiECMRZTpZlDMOA1pL9vV1U8Ng8ZTspMHFOlCUYG6GUQsh1qSiIiBAl2Cxllsc4LenpieMY3zUIPNYorFbkWUKapmzvHGVLRoTFAtF1aBWQfl1yipRGRWb9pqYA4en7lr7r0GmK1tG/cHr8w8agvx8Jbc3xK05R76148//1R1TuEBF5ShxxmqOLnGpeEnWe5XIJgEgTWjyomH7oMHIgnxRkxpJcdoQLdcvzv/cHkGqDj9z6Lt76+/+N7ThlM9ukCR1+dcjB+QsYY9iYTYi1IjEJUkoKnRBHlkRrcD1pIvGhoS4rjIfExiAD1XKFMYa6Wxc6D+fn8TbGyojQrssL5/bPoy7OAeynB7DpMT2cXlQ4ETC9RCAJ/mKLzUVSSrYuO0k/TDhz/jSLVYkxEYiEWBV827f/L+wcuRwpIkCyWK5YLCrO7x7w4Ac/hGx2DO0tbjAkcou2P+Bhn/MAYitJjcWmU6JZgcxiPvTeD9Kvemyc0seGLEqRAYyQJCbl7W99B0oNuL6k7hqWq0NCCDz2i/8NRhq8ThCl5+iJhBNXXU9fSdJihyzP0FoilSHoAWRPkkGRG5wPCGuZ7mxhlGZQikgnoBXbO0fJJgVZYjDW4uqBxWKFjTKkAmst737vu9ECbJBIYFEtieKew3KfYQAtGlbuCs5lX4x41HfSLgfOrs6CFdjE0jhHpCKMioiimF4IvFSESEFoWS4PaYeARpNEFh86hPUYsY6OSEqUCJSrmiDtutU2ynA9RFGEc45u6BB4usEx70rSvKBzDh3FFFnGNFl3TyVGUZerdQnLRkQ6YX5wyDVXXYX3DmFi+qalrUqskswPDyl2ZjSrJU21IOQKVy1ZLJcYYzAqIrYZOk6wsSZPDfXegr39A3xVoQIkm9OLtXzH4Dqk8yz2LtDKwGpR4rRCTqcIr/AqIsawv1pgjEVJA4OnXCxBCIyx0A8EN6xLmfcjY9Dfn6QJTmvKrmITQeIcH/rAu3H7e8iuQjPQup7aNfRdg3MDbn9FrmIiqcgnG3SdY1GVSDT1wR57d97G4cfv5jFf9lVc/4WP48uf/lze9d4/5c2/8VoKkWJmGVYIVn3NwfkDAFrvyLICnUY4P9AMPV4qzu9eICsmTKY5SkgG35LmM5Jiwvb2ESKh2Ng5wsZshyItmM4yhFpPLE4mObEQyKbhp77nJRzWHdGGoDCSvXlJtmXXVXkhP7FFniRgB5DK8+SnfR0myomVRWcZKgn0OC6cvpM//P3f49RVJ8kmBWk+I57N+NePfxzf+70vRg4lfVPSrVakuaKwKb97y2/xqlf8KJtHt+hcSZpMiYOja+8hmWWcuGzKz//Ef+J53/g0nv2cp3DPub9hY2fGS374hwjSsLlxkkhZrC3YPDpd16WlJOpXTI7N2L1ngetXXHnt5Yh8xnaxhdSC1AqCC/RecMftd3N4UDKbzZDD+glLLYiQ7Bw9QggC17dYuQ680HfEccwN11yPjtYTtmLwyKFlWfaYLCGdbjCdHCH49aTmEAbqat2LfnhwgLKaWA9EMsYKy2x2hEhbHC3Nak5iEqzS63UcQSGxbMyOUSQWFa1LL1pHDEMgiHUNWpuCsu1QWhDakmy6gU4MSWoRARhahq7FNY5YGfq6YbU6xAeHdx1NvaRmoKpK4jjGJBnBe+Jigo4EoWn48G0fQClFbA0ESR80foAoWk8cR0lM3Xke/bCbEZEkGQR5WjD4AL5nmhq89yyqkvOrfaTQGC1JdMz87B4gmeVbpMkEryOS6SYETZontG2PcQNBDtjB0wwtk6Sgrkv6vmflBcXGNpH3LM6fR1QDTdUyiPtXtN6/rub/50wQyCCZbszYOHKceddy+bHLmG5P+MBH3sd733MrVgxo1jVLEsVqaBkSg00sXdeBULgLpzk8vINwruaaB91McfIkXvbEXcvH3vsePu9LvoqvfOZ3cPsdt/HKH/4etHZMs2PMtmbUdY1E4HqPdJ6+rMEHUpOweeQow7LFdesXeZJvEpmEKIpo2hUmtiRZjjGGoB2tU5w6dR0Azg9UVYXrPfHE8LGP7LI9TEmTnCjAhQs1NgkI1m17AjBacsMNNyCHlgfc+ACaoaXYnJCYCNkp8umMJC940IMezF0fuxNrDXi3njj2gu/8rheTFxuoLMcUKW6waJXS4/nqZ307L/6PLyKNcrR2xJPLOHNmzrc8/6v54zf/GffcucdRB/EAP/R9P8xzvu4pSJ2jpYRmIM4NUar4+Ve/iqbcxyhNJxW//PO3MN2ZcuOpy6iWC8TgUdNtju4cR8tAogXKB37vN36dK6+8EoDOGoxOsGlCYg37++fJtUZKyf7yAC8FdjZFmIi982cwWl8ctQqMlmxOChrfoAAdepSxbG0fxSjD0LYQOvp+ju9Bmgg73UTFMX3omU6nTNNtzOYmdehQBvq2JCkShBE0XUlVLxj69uL3cT1SV2od9MZGaKkIXjAQ8J2nbzvapqdrVhcXU607cno8MjK0dXexXGcxJqNvepI44uzeLhuTKTKyHJ6/gFxXh4hkRGJTghfoWDMpEpqhJ00TvAdtLPGgeNuf/inOe0KRc1AuqauSu+68gw/d/lG0kHgXSLOM3tVEWU6vBSDRUrGoFyADve8RvmNnYwadI0oT6mFAGcuQRsRxzOWXX85sskHXdWRJsu6MCpoiS2AiSIJE27F0M/oUDu86Q6DHbM7I9LoNrraS937wb8g2Cra3prz3b/6au09/FNEcoPqeWZbi+pZFVbFaXmCod1nuzjk6uYrZVSepnCP0jqpacM/hWY5ffhX1hQVVc4GNq6/mO37gx7jlv76Ge257O2kyYTKZrMslO0fQKqaY5kxmG3gVaPZX5NMZyIIoz6jqFd3QsFgcktiUPJ9wUFfsXHYZOhigYX//NAAndy5jsrODSC1byQapilhyyKJc4IAgoKol/uJoXiuJkJJewupQ86IXPodJNqGtWlb1kmBB9j0ikigb0bjALW/4NXo/MASDtIqyLHnZT/woKqxLB6ge8FxxxeVUbsWP/tDLELGlGyRx3vOgBz+E4xvHiOoVNR3ngqIRoHuHqjoe+Xk3olUMkccNgeWi4/qrHrEOLKmYbk/56qd/LRuZRWdTqrqka2r6XhHbCcH3DEQMBrLY8KY3/RZNV2OExE4yhNSYJCaOLC44tIBpnBKEw3uNURrfe1zvSZIE7wI22aJWgTQIQlh3lPSuZrU8REpBkk9YNQ1RPEVqgVSBenlI5wORFrRtTdkuGQ4PqA4OQFsSm1O1A75368n7AdI0Bbke7f9tZw1A1VbEcYwymjjJUFbRu4sL6dT6uSTxeh5GDoE0L5hMc5JUMww9y2pFZALOdQg/cPbM3fggQEkq71F5Qu8HDhfrrh0VJ8wXK9LJjPNn9ulrD70gGE1bdesuLTcQDZ4g4PKrr+GmGx5G4wZSK1geHBLJhL7uCAHyNEPnBTJNaVxP13vKVc3BwRxrLdp7rFov7lL1erBy/vx52rYlz3P6ckUUaRpl6FNDfedp6onFHa7ukwz5VMagvx+JtqY4afC9o89ijFK4pmW2uUGoBoLSnLj8JJPZjHv2z3Hm7g9z+x23MT93mjPn3s/io3cSsiNsP+ShHPqGEAKJ1WxubmKigtn0CK5zqNggukBiIhbzOc/5hu/n+kf8K37u5T/AXXe9l+2NHRaLfc6ePYvrDMvFeVzdY/OY+fwApaFpl+ggMEYxKQr6bt3qliI5e/sdHDt6Eo/HqByAw25BaFfcce5dyDRw+TVH2F8pNiaK4A1JYoBhvRQWCNJjsHTzBc/6+m/iBd/8bfzOG38D5xxKW6yTXFitiLRF+kBeRDzzmc/mNa/5GbSWaJESpxnf9eLv44qjJ9DG0K9aiBU3f+7nYPF8/Nyd/Pj//p9xZU89r3jqM5/Jh8+eIds6Cb1GRgOzwuDQ/G//+eU88Qv+NbJfshx6TN9wxdFtnvBVX4pTAd8F3vRrv8jeao9eenzoecRDH8x0a4eqneNNRlpsoCNH5OFc3fOHb33b+vkowZHtLZYXLhClBV0YMFFMkmTU3mFNSjGJCVEgygsmsw2MSVBxRN0sCE1DPQxENiaKYrJikyMnLidKEqIoZmtzm9imCCHwKBCB0JZUVUXftOsecyXxAkLb0g8dfblYX5s0JMWE3g/gepDrFk9p1iU537UEN9D3La5v6fuWxeKQI1vb5LkmyxRKKfbOn0OEAek6vPe0jYfQw9AyxF4tAAAgAElEQVQiZISNMhIdQ6RJhUaK9TYgrhso0mzdRtm0lPMFURTTrFbERXIxnCvqfsWjvuBzufbyy3noTddz/NRVyEghvODc3h6xNvgOZkePkqQREsH88AIH5YpyeUhXrlh13bp7piiwScIg/bqDh55Ua/KdTYzSaB2vfzvRijiOkZ1A41iWJVYXFMITT/L7Kkb+XmPQ348kUcIsL4hVggrQ+MDMpmxPt9i57AQbxYzMplRVw/ax48hBMM1iOuWoP7bixkc+BjUMWCSpMqAkXkgW5Qo1OLQ2IKHHY7c2SCTEeUbVVjTzFS/8oZ/C7Su+6dlfwTv+9C1cds2VdFQoZciTlCNHjqwXbXlHmiQUxZSh93jvSdOYKI8xUpDamN0zd7K1cQqG9X8qk8oCYae85b//Mb5S7C3mREJxbjGQxYK+6oD1QiktFYnVJGnEwvVcftPlRDbn2V/zP7Oc79J0noPmgDxJ8QOoOKVuHB+948O85CUvZTqJEVRo0XHm7nu45c2/R/AOEcA5x8mTJ4itJXjHU57yJIQvacqK/f198lRxxx0foPMO0UkipYkjTXFsg5se+ihe/5uvZFP1uEGxPz/Lufkc4RXZbItHPuxxIBT4FKRg6CCbWGyUkW1MmRY5qTbEwhAZSao0RZbTtjV/c9uHMDZicThfTwz2DiEE07xge3uT5XzFddc8mLKuaEOPVXJdp1YRNk4piik6sihtGAicP39+3Wcu9MUFbBWiD7RtRd92aGXoO0/fDyRxhhAKY+x624AoIs9zkiRZd9IM61bcIMD1Pb7tce36+5VoTS86XBfoW7BRwec/9jH0bUM+KdjeOUpVOewkx0sFFxcYGWMwxpJfXH3a1w1KCzbzCU4JIi3RBLQYqEVPogw2NiQ2pmwr0iIlKI2iR5iInWKTW//ivczbmlvf/ZecOXM7dI5VU69/28gzShEIbh3eh+WcaZGQSUmOxveODRsTSxCDwwdHfVDhnMNqy2K1ZHFmj0YFhqHFasXh4RzvOoIKbM4mTITh9HIXH6V05TiiH30KwTvaeslgPGXbkZiIEFs6H6jbhnLo6UQgSXOqqsFOU6qqQgxwxY1XcNfubezNz2CVggGU1OA7UiXA9cxmU4Qx+LrGdQ6jc6y2zI6dRM8si7rkxi94DD/yqjfy+K/8Wl75X76bcn43cRzTqpa9c/dgxPpXcqsVffBI36/rnwQW5w+p+p7BSEKSI4NBzTYB6BlwqzlXX3c1rjvHNE25YmfGRpKwaB1OfFKrDZ6ucVx57BQPueoLOXPPHSxdw8f3Kx7xqMdywzWXcWz7CpIkQUSS4AeKScRl2yeZzw/483f8Ba4baFcdKtb82y/6EoIxVF1DZmN0FBEru94OIpvxxjf9Jq1rWczP8fXPfTYPuO5GEDAIz2E58DVPfzbnzu7zrd/zXczfd4bv/I8vIOgVv/Can6Vra0xI+cjZ93H5w68lkoE0GxA6o6Pig3/1dmyasLfYw1qDGxpK0RMG8GqgLJdIqbFm3WrZuxqvNNsnTpDmE2yUsTc/YJJZ7rj9Izzw+hvpW0eRT7nq6us5ccU1HDt2NceOnsQNNa7voCnXS/3bDi97rNEoGRCpRTuHFwrXrY/7oaNsF+tW2yTB1fXFicaW5XKOq2tC16G8pK0r+qEjKM3FHRAwWbFe4CUUnRekWcT84JCq6lg2knt2F2TTFI1AOI/QBucHymoJDtAGpQwm1WRpgVCS0Hek+RQZJ3Qd9MOAD4HG9ejIoIOnb2r6uiIoTWY1xAaDYu/cBYSM2dg+ud7KA89mnjNNEoQITGxK7T1plhG8wQtoYo2IYwatkdpStz2u91AkJFmMcx2EnlYN7ORTIlJCZolUhkOx6sN63iGbIIeeSESE6eRfPD/+IWPQ34/kSY7OJ1B5ZjbGu47D3V3qaoXrekLTEamI0nW4riFKCmYbW+goIkQRMo6ZGs3B4k46P2d1cBYZovUkGYJF1WCVYrKzQyI8zgSqYaBzDQJDZBW4nsgGVr7keS/+Qa668bG879Y/51d/+kcoplsMDDgJQiuKKGGQMcokhCBIpxlSa4ZhwPcNIRySuPWMmqDl+AM3+eiff4Tb76kYXMU99QHzsl5vGHVxFSxAEJJMJdTuPM94/lOIiyOc3DnBLC247cMfYn5QkU0SpI6QwmKsxqMIkaZ3kgc++CZe9mMvxaQSWbfsHe5z/p7d9QRZMFRlQxTlSGWRRvO0Jz2dxcEhSTbhAdc/hn5YEBuDAmwceNhDHkqSWrow8IM/+Uoe/rAv4Od+/af5mid/Mzbb5uQ1BRtqh6Fp0EpxeH4OoSNNC57//O9hY7NAB0uvFVk6JdMSJT1Dp/ipn/wx6m5FFEV0fYO5OJpe7e8ztB3Bd0ipqYIiTibcefsdnDp6gmQ6Q8cJJ644xfFTR4mzGUW2TRYXnLz8OqLYkiYxvnV0bmDoBMI5omy67tjRglVVEqcJkdAMrMsvURThuv7iK3K9I2Pf9wThsXnCUDc07QrXLgB49zv/B0PToU1gmgrm+wfs7h+yGhqGekmzXFLNSxwBFRlUngFg45QQrxeMLcsS5SVd39D3AzKytHWF9J48S7GdJ2hJkIqmc1ghaPtACAO+7Smdp+06yr7ESIPWmsP9c2gUk2xCuSi588w9qG5guVpgtUIJg/MeoTS+a4ikIPQd/eCYbUyYFQmJVsy2d5hu7DDdPkoWpesVwNohOofUgq6riBSs2pL9gzOcuOIoxZEt9Kr/uz/e96kx6O9HltWS+blzbGzNqAl0ZctsYwsL631mlCQMnlmeYaxF1z1V21AkKTaJaNsW4darSbt6jh8qRFhQrlo65+jaFdYaquWKQWvyOEEP/bq7pu9Z1A29tuSTDQiKKJsQfMTDH/tlfPN3vJTv/5anc/edH6RbVdR14LDcR0YCE9l1SDuF0oJJkmGtZTGvCHo9u1rImFe/4sc5srlBomM+fueS45OUSEJhDTqsyzZCCCSB2dY2deUgV8SRxLXduoQ03WZerXjpj/4XhnpBGDoSHaF8RN/W+KGl73te/vKX8+qfee26AygEbrjhBq6+5hrcUFLXNR/44HvWdWURuFCW/M5//30ANvOcVdmipGMI0HSefJoQCYVsA1mc8CWf90V8/C/u5vT8HRSx5pU/9lNce+1lbJmU0AcuP3U1QgiW813O7++RZ5skSrBVXE8+mzI4j0IhlaPrIDI5bvAkabpeEbtYIbUAIzDGYIVic5pQpIJTV19BPsnJbMLGZF06m2U7XHnqSh5+8+dy/YMfxqlT13H9dQ+jyLbJJ1NQEKcWJSV1uUJK8K5nc3MTPwScW2+xGRkNItC7DkSA4EjSmME7Vosl9XKFRJLFGXEyBeC6ax8F8InttRMbw+BJhf7EpHEQnqIoKLKEuq7X5waBqxpSrdne3KTqWxrX411PPziq8oBldYAbGtoQWJY1zjmkD5RKoRHYdEYUxWihCb0jidaff2Nnm855TGzoxEAXSYa2otUex8U5BgaUFuBqNIK6rjFS0TZLyrKkagds0CwvHFAu57iqwRiFjgzlckWWpCglmCYJxntskCg08/mcpqxww7ip2ehTkMrS9gMH5/a4a/cuajWwu7jAoDWhaXDOI4SgXzU4FFhJbCLavqGqVuzffRdDpFjMVxgV4bOIO8/fxXs/8C7O7t1J5B193SGVI4SBtu5ogkANHS749VaRUrC/u4fsByJjkGoAKamE54Uvez2P+Pwn8rqXfR+vecUPsrlxFN0pbAK9K4EG2UFddWgBG1vH6N066Num5/3vuI2laykKyeZMszoomSUzFl2P+8QqqUCsFTtbBWJY9+7jBlzwhM4xneQkieU/PO+FvP6Xfp2ze2cpuw6ZSELn6Nr1Jl5nz+7yjc//BuLJhCJNKFf7vOZVP8Ns8wi4gT99259hlYTBs1ls8tyv+3qyLGF/Mefyq4/TdwIDDM16LxnnHF3pWVY1+ew41566jl957e+QHKn54R/8IbzN0VtTrr7pZuLpJjfffDOumXLi+Kn1rqE2wxQRRimSRBCrgHNgrGbn6FHi1BNFMUke41Wgbx1D21DX9XrztHqgrmsunDvN4vCAoASTac5kOmNQPQsaZLZepdmLHhV7rrvuOozSKARBBnoh0NG6p1zZhP39fVzb0boS7wbw0DU1OjJIoYhtAkEhVYRJY+x0htCKpl7QV4cAKCWI4xRrLU1brresUIayLBlED0ZhvKKdV6yaGjP06/cQKVBKsVjN6doSOQT6qqN37XrSF4kQiqrrmWQzkiwji2KSYsp2UdDh0KGi0x2dWK+StdaQpjHzC+dRAULfIbqOcnmBNE2YJhmzzQ3y6QSJQgpN7aGuS5S2CGWYZRvkSU7XrFg1B0SxXf9sGMV+vaLan6MZGC6ugg14wNN2NdZERPF60DGZbN4HCfKpjUF/P9IMLdnmJj5L2LQFsYk4vn0EX9d0zsPg1i1mNkYjGIJYrzY8f4irHDaf4nxAZxmtF8S9ZBZNuemG67j61DG6YcGHP/pXdFVNH3pCul7tKFJLHhcEN4DzKBuxaGt87Wjrkk44lLEUk4wL+4d8+0t+lm/9gVfwnj95C6946QvpmoYkynHCISKBjTXN4ZLWLdEXdzNYWcWjv/jzEG2LTgqmRUZj4Ey5IERwsS0bKdW6bjo0XHnVw/iJl/44h+VpEpMTT3LOn19gRU/tK5721U/m537mtev90JcVgf+bvTePtjQr6zSfvfe3v/EMd4i4MUdmZOQMZAIJAoIIWSiiooCzgIIDIgVKgyKWFOJAidoOWIoDulRsulTAUsQhZVAzLSCZp8yUnCIzY464wxm/aU/9x77QdreWulZXkW3nu9Zd58R37zlxbsQ57977fX/v83PoVCGCQhc586ZjXFSUwwHBBp7+9Kfz+te/Hu8t0+nZSFMMhvlsh5BIbrnlv7FnY8ipE9sUK0N0lhBwpHlGmmd0iWHr4iYrewb83FvezE+84Rf5zme8kIttS5pJUu8w3RJVOF7/mh9i3/ExTbfDtVc/jJW1gvtP3olJMjY2jpIWgioReGPZOnsWRZwO1UKzd7TGcDgkUSlSyrgISokIKesbR9i7/zBJnrFoarJUUZUj1qshuRKkqWRtvIYQgno5R6VxATXO087n5EISrKVbTlF4hPBkSQE+Di0ZZzFdi7OGWbOg6ZfoRJDgcXWUUoLEEktyfb1DWeb0nSVRGUGAl0Rej/M426MKqMYFNkCRDjh++SU87MrjXHf11QzSqI9HKtKqABsXjyzTrK/sRQZP7ToyabE+sDR1xArnJVbmFCpjlKbYxjCfTWjaJWWRIZXHOoeUCRvjDQYrewg9dMuaejZHppHB74Og1AXBNDjfsainTCabSCHIZMZsuaDrOpqmoZQSpyVojQ0eqRRkQ3orkWnB1vYFUl3gtWA5mXwBMsg/HQ8l+gdRWB2bR41p0OMRiZe0y56lcAStCCphurPFYrJDniiapuHChQvkWcZobZXBYICwPurvbU/nLEInJKlmOp2znLQc3LuPz975KZrtiyzPXaDve+om0LqWtMhJZCydrK2vsuhbvHekBDItsbYj1YK+zEgzyfEvfjIv/9Ff4qd+8CX8/d0fYTzcR5kXeONRowF5PiCrYlOq8orbbv0IjTZUuUA5Rz21rBSaYe8JLpZtnHO0rcF7z/ErruFlL3kp1175RN74y7/E4UOHgIYuOILLKQvFm978qxw5tJ/x6l6EzNH5ACkSZpM5aVZwYXvKT/7oj4EIZDrlVa/+IQaDEfsO7yUtUqxwZEqyMqj4sic/lZ//6Z+Nmu5gMNZGLv1iSTEoUEpxfnuT8eqYi5stq6urfMPXP5///HM/gha78lJVUnSCV/7Yz3B441IGxRoHLruEAYHcQbA6SgWtQiSKIBQnTt7P2sYGq+MVyuGIkGUMVodRn64UWgUS6cnLDG9qgu0ZDoekWcZ0PkMlkdk+X04QqkRnKePVIWfPn8I0DYlUlFlOVWbMXINQoLMcoTXOC4zzWKCsBuTFCJkopvNtEikRAdq2JUsTxoMBWip8Z9AhrsyiKDHGoVOB8xE/bPuOssgY6hLfOawLdIuegVZccu1BJpubWBkQZYJ1jp35AqEUWmuEjI5mWZHTzGYRlmYtdRcYjsckHrzwaAFYE/sHADqSJHOl2dzawjmDFHFmYLaY0tdLrJaoVJHJBG97bNeTeI9NYjkH58mzDO89IQSWvkN7T6ETqqpivljs4p/jCW8wGND1S7JMY7poDLPvsqO44OkfXPDKhxL9gykGPdD0uCDwAqw3JFnCSjXG4aJxQl4h8pyzm9vkOmegC7xUzOdzpJQs2yWZDSghCcYipaT1IfI+qgEWwb6NPRGK5Wec+PtPIMwWvjX0ywa8JC1y2q5jmBUMygorAp1z2DZqoMN0m3YxI9OafDDgB3/l9/jiJz6bH3vld/EHv/cmklwigsH3DdvbmwAcWE2pir1sXjjDpGvpvWN9LSMkGpWnZFKhQkACUgK946lf8aWsjdbYmpznZS/+Tra2z+DnCX/wjt+mqEqWi5ozJ0/RLQNnHrgHANlZZKIpB0OcC+zdt4cf/rHX859+6g30PtB3jl/7zd/iKU/6Coo0o0rXkLpkMW+ZG8trf+gnGOSC9UGBcVDmQ2SQTCYTskTzwD338MOvfgXb505xx6lP8sRnP4Wv/apv4zlf+xVk5ZhMCz5172cwtsbUlr967ztJmiVplZGnA3yWkmQa23i0Ausc73jbOyi1wHpH6gVlktAsGhItKfMUYwyms/i+w4aWznVcOH2CE3d9irMP3MuJe++mnk7Z2r7A5sX7ue/uT/Ghm29h2S7x3mNNC85hnaQoxgiZIUOKkilCSaSELM1xIU6hJklKUWY88qqHE5xHa02/NDTzGU1TM1hZQRUR/pYmMcErpRBIpArIRDFb1lhpkNJD3eAT6H3gzk/cxbnNbe741Ge5/dN34VNFKiPzXgTiFLBQtE2P6Sz6czLLVBMCZCpBKRHVXzpDoDEmUGiJ9A6VZozHqxTlCl5k5ONVBuMVetshTI3rarIiqpuafkmaa7yJ2OhF09IHyAdDBIpMVNRCsux6ukW92w+QTGeLOEVrY0/MSwWJhtmEdjYDL/A2/OMf8i9QPJToH0ThywRfdwy1YG85wiNpdxYEG7BtRzocUgdLu1xQFjm9d+hRQb+MGFivBOuDESpVlEkgK8eQpmgP58+f5a47b6cqSwbjdRKR4IynGlV0dYPvL7K9dRJ8QzAti83NWPtvFhSpRvmeJFFIAmlZgRe4rsPZhmGSs1ju8Kqf+QWe+7JX8+f/5Q+oxJJAyiCPTbs696SJ4tC+44gebCg5t2kJfYMPgs6bWN9NBQfW1vFeIwcaE/8qrNL4LqM4MOK5X/di9qwoPvj+T9J2F2lszyWXX8vRS44giniicRaO7N/Pq176Ar7zec/h4LFjvPu9f0yzrPnx1/841z72Os6entCHeHoIQpImirP1DkuTc/7cFhLBpZcdw9glVTXEGEM2lnzdVz2P4wdXKZYjKnIOHLiEX/mVd/Bbb3kN6YEhh9NVPvPpv+XEJ9+PbE9w05++ETM5w6xexv9nkROkZdlaAqCBrm7IlKQPBpKMrKjIi4o0L6mKEWmaMm9qmsmCzdMnmU628Z1jPttm+/xJbvvkBzh54j62z5zh5P0P0DQNaaLJkwyZaDyBtEhQwUdNfCowpiMRkkJX9F1L2yxo+jlaZihyPn33HTjh8C6Q5DkL2yG0omubzxvDWOvpug5rLXmWkiaKy48d49iBgxzffwhrPflgjA4C13T01pBlGYtuDr5Fi8isydKUxra7U7cB3zl0mdL1FjKJ8lH+6k2P7xxLa6MLmqkpE4n3HmN9PC0ZQ90tUCLu1H0Q1MuevesbGGNoTYuSGUVa4F3UiepEkicK6QN2XuOcQ6eSDFAekAqlNKkuyYQiWMlsMiFVCXUzo8gyNl1DMRpQZilil9f/YImHEv2DKOrNJT5VbDeS6WxJnpeIQcq0rQkC5vMpg6xivLERtcvBQxPrw33Tk0hF5zwhCBqRce7C/UwfuAcnYWNjP/sOHWR7e5u6rulag1CSshpiradddmQJzHbOMZ1tMi4ymmWLKkvmOzM605NVFVlVIYWgKIrPD9HU9RLnHGUyRC4Dz/qe70YPLuXU7b/HgeOxKTXbbDl1/n4uTM4wyAsas0Brz6J1TJt21xtW4EQgSVPKYp2t8+cIdYezknFRMFnukKUQWOPs1hZPvvGJ7F27gje+8XW4MOcNP/N61vccQbqGvUcUX/ktX4bUG/TG87G/+QBf/1UvoVjV3PPpu3nve9/H39/xGfI0I0iHLHT0mE0i3yVJFUjBaDzGC2iaBhs8f/jW3+XxT3gCr/3JH+fo1WMSCtKQcvTSIfv0k3n7r/02t0//jm/6mudw+TVDrn3Yt3D4+mczOHgJV15+KalXWBdH70OIH8BMaYKSCGdZqypcb0gkLOo2ogryDGM7iqKg7S3olFRoJpNtgnU0swWJBNM0kVUkE4SStH1HbeP7whiDM5bW9DH5tTHJ932H9R1aK7RWu2hfH41f+p4qz8irnMVijgoCrRLqdo5zUT7Ytx1KSPq+Z7K9g3GW0TgnryTVqEImKmrg+46kyEBJMpWxMlwhNlwjuqFuOlbyIa11dM4wXBkjVIKz0QBcBgleoIclIsuo8gpnPEppGhfNyVESYy3euvi7OYs1Hte1lGXO+VPncF5iG4OSxOZ3OYisHqJyqO9bEi1BeHoTS1Y6S7HBYoJl0s5ZhI4gPHhLkIpRWrFsGrIsY+vCReb1EqMfXKn1wfVq/n8ePY6ldWwUgen2PXS+Jc8TiqJgsLIa/Vh3tvF1Tet7fBDY4QBvonfn1nSCRdC0La6rSbIKIzO6WcMyCRQ6J0sL+t7TdJbOOJyEpBBQpIgkj85G8wlnZmc4tXkPop2SVdFYQrRzRFdD1yDxuCAwrUdJv2ssIUgTCL3Hasmlj/1uch939GG8YP8Ve+nOL/DK03ctpUsRKi4WPsTbxCWsrI646qobCMFS6ARFR+sEqd7lkKvY5O1szYWL23zXd72S2WTBjU/+al7x/S/GD+bc8rZ7+I1f+x1UqQGFSgJ/f+dHue5R13Hk8AEedt1jeP+tt2BdQ9cZvDO0XlKOSzYvTrEhBx84cukxnJdImZNkcOTg9UzNkp/6yV+gnqf0ZsHUzJjvLDn26IKb3vb7POUrv4nb7r+b4VWPIa8kudCMV1Y5deE+usWUkAhWV4YUpcZKaJzh1S//PvI8p7WOxXyH3jvysmBtzzqJCmgZjThUEgh9R9d15FlGplOUToBo55ekGWkaEbkqBLRWcZHWKUmeMSoqyryIJuBKgdI0XQ/WQd9j24am3sbYnj0HDrFoWlzfkA9K8jzHGUtWptj2c/MREmMdEkE2HGBN4MOfuJ3b7nmA2+8+QZACIQNlmVPuoqs710RLRCVxJLsmMTBrp4zSlF6EOAgoBNXKeuTiJ5q8qFjOpoTgaE0bEQSJQuARahcdYgxplqBJKVJNQsAGH03Wx0PSIkcmirrvcATaOp5gp9MpTkCRDfBpignQB+g7i/GORGcUPiFVKcNqhAlQbWygCIg0ocg066trlGWJtz1KuS9ABvmn46FE/yCKqizRhaRBk44OI/vAxe0leIupW3TvkVmOVwkr5Yjgo67YpAJZZKwUVZRI2oBOS6okZ320hg0dWe9Jc41UntWyJM3T3TeloROavrd03oICmaQMiwHr1ZD5ZJNuNqHdmSBlQtd1oBKMBCUCwyKaYoBHp5LOG3wiCdbQNQ1nJucBeO8f/wWiSXAucPK+86yogqQUJCpBekGQEILHiTjWf8XVlyB9RmN7vJPkWQKuxncB66M59Eo1phiVJBK8go2jFT/xs7/A77/pLxleMmOcrUeYGY5laLj60Yd43LXX8X0/8ArayRmUzOjqnix42nnD4fW9/MCPvIJhqSmEAQLXXH4lSoLvZ8wmlunmNp/40M3cf+4+ChX9RY/tO8jNH38nf/2+m7j2mkfxrU97Pm/8kdfygqd/I3/wzt/Dyw4tB0g/wA8SzHLJSpZjGkOCACHYqTs6oZgua9JySJGVeG9p6hnOOWSSIHWC8AqdZPTWIJXG4Om6BnpL4h0qeBrXk6kEmeho1ScjvMx0HcI5mrbGGIPyPUoGnJsjs4Jl36KLHEFGIgWbF89RFQOEU4jlHGc6un6KR0bIGVAWOWWmSbSKJxEhyLIM6RPwBhGiAYkNMFsu6Psajfw8HM20C0xdx+aqF7S9JUcjlERYS9sswfH5BujqeA0pBF29jNp429KZJk7X6jj0Vy9bgnIURRXpmgKECPRdg+g8SkIuFMIHXNeiBhXr45WIYvA1hU9QWpJVA5wEqRSJEvSK2CDvO4ZaQxvwNtD7gDewbOdkwz2sHTxIph+ajH0o/onogqMQCbpVaCS0nq1TJ2lMj7WOWgaWbQsIlqajyzTNdA5IEIrGRBZ9UhW4rsdgsUkcXPFtT20ddW9YtE3cCQlB0/VxEUhThFJ4qSiGA0IIjEYjbFDUztD6BctmSsCikXEghsDUtgQvUUFivECWBTpJGIz2Rru33UnI+7buRbkhx667HETC1DcImUYKoxRR9yyA4DCm4fjlx0hyiescw6qIREQ9iJObro4MHZkQ6miYrYxgoEb8L69+IS99xYtIsjFZYijTaNKcAN/ynO9Aa81b3vIWHrj/LC/8tudzxTVXs7b/ID/xc6/jJc9+JuOP3oFtJ2RDzaFDh3n4dY8gywcMV/Zy7NIR1z3pOPtWriZxgnpmeO+H38XH77yZD/7l7Uzu0Zw2nquuvJbb793i4KVXcvK2O6hnWyyXU9b3r3D+1G1snT7JUgjyQY4KARsCPkDbdwyHQ4QIzOdzbN0S2jgbAND5QDkYoJSiKAq0ShhlGWU5wqIQSkq6RGYAACAASURBVNP3Ld62kCjSREUdvVLU7e7Ua4jy2SSPCAgnBHm+wmI+I01T2HU0S6SH3jKfTzFYag9CZUhVsDbeQ293a9AqlqKUTMjzkoCgXdYMB3GXXpYlzhr6PnoOe++x1u4adkzRUqBTQbQt8PjQY10b3wfeEZqe4C2mrxEyyleldwQHVimMczjjaJcLvIw1+tF4QNdbmmZJXbf0vacknmKc9nQ+4EUEspnd0wOJIpMpRV5hXY8OgrRvCMKTFjmu7RHBIYRAZAW9TJBJSochVymdFAz2rCF6y+T+MyAfXM3Y5Av9Ah6K/zPyVGO1pMoAK5HjIVcNS+Zdg7MGuzlnOBjgiOPf2gZCkYPx9D4e3X3b0i1q6uCoXIrRBpWn+K6jWzTkKyNccFhjcELibKxtYi2JEMybhpEQnweAZanEWk9Td9E1KOvosgVuJtFZybCssNrjlYPOYqWkrRvssiFbHVAvItTsNT/ya/z4v385n/7UCS4/so9Js2D74gyRCrQMOCsIBBIhaZ1hvJGQ5Ps4f/J01IsnGpE4ut6DiLJEY7sIaNMZGskHb/9TnvekH2ZyfsrjHv54fvinX0mlSwKaxz3hUdz+ybvYXsz5juc+nRMnJ0iRsbExYN9olStHY7KHa+bGIE9eJFQVZ+85S1oVWNOwtncPd378Zt71vpt55jNfyP2TO7nnlgXZ0UO8/U8+wN7Dile9+nVMzzfMZc+5bsgPfduNfOmXPp3/+ptv4WE3PpU7b/sISShwhcEj0EmGky3Sg1YJ+/cfZDFdkBYVbdcglGLhAnXTopSiTDOMs7E5mqagoPfxJFRVBUgFVqH7Dr+LoijTjPnSsGfPHtIkZVEv0HUPWQLOkCiBqRdY75DkyFxSrqzQ9y2q0JQhwQZBoVN87/DSs7O1jTO7EDoseZVjeotOE3rjUYmkNx3GBtq+ZjAYI3DUzQKZKIKQWNOR79oMTudLFAl5nuF6g0gC3husD6RVRZYUzOs5qVcsfU/X9AQMrvMcPnCYyc6CZbtEhIQQEpq6QyfgbMfhSze48sqradqeOz99F8tmgel6QlYwzjIS5wjOs+ii74KWCpFqEmNpXEBlsXcjdIrpa1oTbRXzrKRuFpRVRWs6ROjRxRBXVOyvxpw+9wCw8oVLJv+3eGhH/yCKQTFAdw6VZMzOXsTjMVqRjQqKssSnaZwgdIbZZM7W2U2CrXFpwPQdIZHs2bOHXsGoGpBlKUIILpzfRFYDRqsD3HLJYjaJKgXTUWUpp0+dxWuFNYZBVmDbuANLHPSNJS2H6DSPhhM6Q/gUrxw6dLTNEq0V3jqKQUGwHWmq8MLjW8tsl+L3nr/6Y4ybsH80ZpDmNH1NhUQ6QfACKWGQKESARCr2rT+Mm9/5bt70u7/Ohz95M/uOHkS1JZqohJCJQiUpo5U1Kqnokfzqz7yVp33NNbSu4/5z9/Pt3/K9BKVQyvPpj3ySndkOT7jhBu59YIqscgbjnCsvO8bG0XWSShCEpws9wxGUjcehueU9f4HvDBfvvZePfvSzPP2JT+PMyQ/xyId/GY//d9dx84dupbBLbn3/Zzl9tmYhAoUIPOXSPbzmtT/LxbN3k+5d4fZPfJhm6clTzaraoPeBMs2QLlbbvAShYuMvkh01wXlSqRiursYtmYyNS5lqXAixoR5AK4VHxLq39+hqAD4qtay1saSRJhgbaYw2E5GOmQia+RxpIM8qAj3LxTbL6SQiCroegiQBuhDotafMC7SKHr0ArmkIzkOIp8KgYqOeRJFmUbPe1Dt4mZDmFTpNdt2qJEEK6q4mU8CuKbf3HlQCUpMlmr5e0jZzKhlr8X3doBKBCpqAZGe2g9CB8coQ7wzBGlQiKIqKECTnT23xF3/5bj5wy39jWc9JVEo+GDLINXUbJ8JFWaB1LAUqkSADWJ2Q5ppcKLyN6p1RMY5MqOE6W+cvoJXHWRstCVXGWCZkCrww7Bnt/wJlkX88Hkr0D6Kw3ZRl3YIKVPs3cHWP7Gr6eYvZmZOtDMlXRxR5iUYhrGexOaUYVHHAZHtGV88QvWUwqAgJgGR9Yy+uXtDYgM8S9mwcxDvQUqOFZP/GGrPtKc7Dsuvp8exs7uBSzdx2LCZTRKKo65rFZPp5H9U+OIytWTTbzBfb0VGot3gP1bCk73tGo1ir/O03/irLxiBKzYXTF6lISIqUKlV4H/CE+HwKgnWcm1/kqsc9khd9+4t53MOfyHQ+oxyu8OFbPs2vvOkXadxZDhw7SNstcFaghxXPfeb3ctcD50lVSiJyDu85wOXHLiNNU6ZNh1KaWz98K4f2jzm4prn8+FUs5i0f/9gn6WrD7OKcu+/exNWW41cc45rL1rn0sms5sD6i1yP+9z94K2dPX+Tqw09h5/x58oEksSV3fOpDDEpFNfRkZeCXf/2XaewSnUx4+vO+h5P3nedlr/gRnvmM53DwqkfQ2Jyr9+0jrTKGgzS6Vlno+poL2zvM5lMECb2XsbQiEvK0og8CoVO8j2joLNesraxgiQbYpnfYYGltixICoRPaekHf9/R9T9vGoZ5MRxVJkmYIlSCHGU29ROqcJBkgkxQnPcpD39ZoJVCmQQqHrZcY2+F8LN2UeYWSFoJhPt1GoTC9xTQttu9IkgRI6Ns5zvVIBK7v8MKTCIlzgT4EpI84D60VwjuKNMP2UVFkjKG2PSJNKFfHDMsKUSSURUbfdzjhWcxryiwlywqc99iu32UnefavbSBRVHlBNShICAgH+bBCSInzPuKTk2R3PkCSqjQ6toWAc46AQ+mojCp9y2jfGjKJz6V2vS+Fig5crQ/MzPILkkP+qXiodPMgiq2dhtX1FXYubrNvvM487XEhYaWXLMKM3nYRuKUke48cwJnAYrrJ8vQWCkktLPXZBdXKiJ2Lm+jhgExIqiSlGq9y78Wz7Bmus9W2VJlECYFyCksgVQnLyUWKrCQdrrC6fwMznbGalphUxh2eEKRZRtN3ccilyCA4fOvBeab1DqlUKJvTLTQkKYS4l1jMW45cMuaSIuczW59iMeu5fO8B5t2S0BiEBydgIy0hBD5963/lusd+JcvNOU4rmoWlsee44cZH8/in3MCy26GbGNaHB/jt33kLk8ntvOz7X0VRDpls1ghatqZL7rjnAZ7/vBfwm2/+NZyLxib3ndnh2775WZw7dYp77j/J6mXXcuazt0OVcWg4pBWOc+cusG/fPrY2T/C+9/8xdj7gb2/+AD/w0pdRZw3UUA5WELLn4CWPpKmn/Kfv+4/UwqCSgtf8xGsJVrLcngIOk3Tke0qyM6sU6w8wN3DkyGFO3ncG4z06EZw7dZHhsIoj99RIKXGmp5MqygeFQQaFUgIlc3SqmC1qBlnF2eUMrVISEmSIu2WtUjrrYv/DeaROMLanMR0ERZEPqHVNgUYUgqUxpL5DANYqZCCqc0xHEwKruqB1LZUQ7MrPaa1Bi4yV8RrNdILB4XygqMpIMd1V/ggrYrOTgDU9ZVVi6ijrXPYtWTYgrwZRMirAtA3D1TEyU2AtOivxHlRvmNuGNEkwxuD76CqlJXgvgZYEiSUwGA4j6E8mONNycdJTqZRiuMp8uUDjo+TTB4KXzOqGkgBpJGnqPGOQpoiuZTGf411sxjbzSQScObBZTiIEtulpmiV7x5fQLOZoHPDgGY/9Z3f0QogjQoi/FkLcLoS4TQjx/bvX14QQ7xZC3LV7u7p7XQghfkkIcbcQ4lNCiEf/j/4l/q1EkSmcVIzW97HZzglGYJuOnbDErg2pkAxXRohxGbW6fYvSmnJlhBrk9PM55cqIvulYzBakNjCZzwkJbJ4+yf5qBWE6ihCYT+ZgHLVzOGuREoZre0nKEitcrJUWKa23JDKaWRTlgLbd3R02PcvpjK7pUbslImEcvunpnMHSkfoOreJu54bHfjHjZMAn7vwYh/YfYFBJ7tk+x1Y9I0hIiAbbVoJzlusf9VW8+edeRx+W5PkKSIFIAW/pg2U4Wme6mLM9vcDXfNWNvOjffzfXHLuWD/zNJ/lff/713L/9AIcOjTh0+Dj3XbzAlzz1KYQkJsyv/oobWSzmzOspOpPMPvtZdoieoo1d0vWOxz72Bp781Cfwsdtv4sse/0Lm3Wl2traxroMkQwnF1uQEe/ZXbM7nXHnlIymPH2X9yGHWj+5DoAkmoVrdw5vf+XZe87JXcdmVNyK6MxSy4PD1DyMTQ57x9H+HTjTOOYZrFa0NmK7H2oASEDz0xkYtvQlx/ygzGm9Ydi3z5YzONawPVxlX0dXIfC4LS0FVFOSDCqRAC02eaMbVkJVhhRSBPXv30njLwizRQhC6gAnggsW7jq5r6PqeKtVM5tuYvuXQsWNc+6jrgegFbG3PdDrFCIn3gkQKmq4jBId1Jqp/ZKC3Pb4zhCSlXTZkRYlFomWCJzDd3iIVitBb8jxlNpswqgaoRNN0Nc53eByDrEB4UDpBFwVSagQJbe8xIWAJjNfG2CbKZpfLOeVgTJEPIMuxrqcTPQZPkuZoG/AhELoa0hRrPZlMsTjmfU/b9qRlhlHQdDUbB4+g0zwy8F0EBCYIfIjNYuMNXfvgklf+S3b0FnhlCOFjQogh8FEhxLuBFwDvDSG8QQjxauDVwA8BzwCu2P16HPCru7cPxT8TZTHAaMXy7FnEnhECSPeu0Z48R1jOCasD/KyhWCsYDFcYrI7YPnEKrxVFEIz27iUbVDRmSWIVdBOuGtzDR85kCLkH7XuM8ag8ZTAsMS6w7FqGVYHtLNYZUqFQfU/vLO12R762Rt00SO/oXE2aawQK3xu0SEjTFNPuHuNVTi96Ao5u2eB0hpntAEfZuKTk/rvvY9/qUYS05LrEtzWtCZ93vcqTFJHEE4YrJN/5H15Hyoi//bP/wnDPkONX30CKxssabxxaiFi31pKL2w1ntiZce90juPoRl2Aaw6JreMG3fiO/+Iaf5syJB1hPPFYXnD13gUxZhIUsTXErEr3YYTo3DMeaVI7o88Ddt0956o1fx999+C089oYbuHDxHFa09NOae07eym23nOYzt9/G2uExRx55Oc8+ehVilKKkROUld972Wd7zrj/llS/8fn76zb/Om9/+46yLkrA4xWf++oNkazkb2V6+6IZr+btbP8X/9ju/x7c+94WM9+9nMpkQvCTIiJ3u2p7lfEG2nuO9I9MpVVWwZ0+c9tyZTiLCghBdwEKgKko602PqFomgGg2YT2fMZtEIuzVzrLUYa8jTguVyuavRdwyzDJmmGGcJpiN4TxAClSSc3TxHf/8J4FFkaYL3nvHqCvP5EhcM+/fsZ1k7unqGTuLgkg+Q6ozeNOxZ32C6vUVrWrRUuFQjlCBJcpq2RemoV1eFYDLdQQpFmUYUhEgzehfQSUpbLyMaQTqcUuQq4LzEEZju7OCJEsuutwyGQ2bbW/gkJrTVwRpNM8c08eSU64wO8N4jgwcpoLGITO7KWh15VjBrau47fTJaCEpHmuZ442naTVqr6HvLqBqwCO0XLI/8Y/HP7uhDCGdDCB/bvT8H7gAOAV8L/O7uj/0u8Kzd+18LvCXE+CCwIoQ48P/6K/83GEvvEM5iW4MJse56/y0fZnRgL+SK1rTYShNax2Jzi62zZxHDglzouIMqMtI05cDeo+zZd5hJJ3igvpZBfgmJLpnPapwMVFmGEgkCyaga4HeRsEokETeAoKoqnvsVN6JVwrKeI4Ugz3OCg+V0EY2oswxvPG3T4GzPxPY4BImTcfrSe4oqyuz+4o/ezYVzF6lKSZJniN5S6QydCJQXkIhdwFpDnqZICdLHScXHPe2ZXH3si7npHb+LYJv5JNrOhRBig1hF0wjfBbLEE4xAlAU7U8/O9ALrRw/yjOc/h+sf/zSGRw/TNqep8gKZKZwzZA5kkXDw8DX0U4OXgTv+/INsbp/m6JWHUGGDT37kNi49eBkUire9/Td4/OO/kee//Lt43Rt/inZzyftvvhU9cpimZjmdsNg8Tz+/SL6xD+drbnrnTXAaZK+xG3uZJz1q0UGu2Tsec91Vl7FzcYs0S5gs5qRZRlASRSDLMpRSHDx0mK7rcM5xcXOLs2fPc/bs2V3FjCCrCgajMS5EnHy9mDObTEnyhPHqCsv5AqFkTGIix/Rx4I0gaeslwVkW9RLfR1hYY9s4qyElSilWhrHfUi+WJLu40W65wIfA9nxO09XgHWfPnqXpa7oAoz3rSKGQmcYKRyo1db1AJTK+bimj1WHT402PzhKyIgc8fW9BKrKywHvPaLSCtZYiTwlSMFhdRaUZLnjyRKPLAUFJijSLTWSdYZ1Da810MScdDpE6pcpypDFIp6hUjkx1RC3oFBeiRNM5R1bk2ODxpifVmq5ZkhY5SgnatkbrDBwQDCIo0kyCkiy6JrpSPYjiX9WMFUJcCjwKuBXYF0I4u/utc8C+3fuHgJP/4GGndq89FP9MdE1LkuaUh9ZIe8egrLj6uuuYXNxBSU0ucjoJbpBhlx33nzjB4twWnTd0ZeSapGrAlpkzu3COPgedZFSrY/buW6czHaLvaRZLOtPSW8N0sYhWgD56aSqlCU2PbQx/8qGPkMhASjT+mM/n1E1DOaqQqaZtW0xfkyWKwWiI8o5uUeNVwCmFVwK3SzkstWZQrbKyvsbpEydJC81wbRQbcgTELgSqqTtcALolGBGVFM6h13K++ltewoFDj+Kv3/O26IFbaLwK6Kzi6GVXEAbQuhqrBGWakcvI7/+mb/xmcCmd7Dh1711cd8V1cVHrovXeA+cusLJylMd/8VXocoDbnpPuG3PJ0TVe8d2v4t4TH+f+e87wvG//ZgbJQZ739S9kcuYefvQ/vJaRzLnyyit51rOexItf/CJ0IhkN9rJa7qHct4/3/+2fENyUMNnmvR//COe2H6DwkCIxIvBXf/qn6HLEVZcf59pHXMFyMqMQKYQQa+UB6nqBc7tNVGsJAsYrI4bjEUVVspguIAiC87R1Q6biwBFAmRcE45hs78STQdOyOhyhpSfVgrIsKaqSrMjJVILOCmzfsVjOsG1D13V0tsPULVubm6S7Ri6z+Ty+aYVgMZ/DdMH2mfMspzPq5ZJ6MiGTCTsXNlEJZDJBuaioMe2uvBQZa+jeIVUgzfSuXh28CKR5idYZyhOTr/QcOHCAlZWY8L23ECSpKqjrGt8byqL4/MJUpSVK7vYnQjQdkYlg2tY4ASujknw4JNRdNGdxCkeIz20iEtx1LanWLJZLBoMRMiTgohGQSlKkljgBOi8oBytIEaeU893p5AdL/IubsUKIAfAO4OUhhNnnbN8AQghBCPGvmhAQQrwIeBGAysb/mof+m43V9TVmJ8/FXdAox8uc4ajk3GyHxHjSlRxnO7JsBb9/lSvVBq0xqFSTiQ43NbRmwiFd4a7eQHQWXRvOLnaQOiXLcvLxmOn2DtXKCFcvsaZnQqCqKlSW4qzHqMggSYQkWE8iEoy3DMuC1rrIS7GO4aBE6RTpBBcvbDEclKRrY3BQBoFpO0IW3yc3fMmNLDbPcNttt3H58ePce889bM7mEARJAtYLNCFOWMqAHwzRjcfRI31AekiUYL7Y4tnf9lKGac7fvefdFIXhiuufSm4D73v7n3H9E66jSDXedYjgsRbaruHR113HDddcxZc//Su5cN/tTKa3o7IRQm1y/TVX4JGcPHGOjY0Vzs87hIIPfeL95APFIC+4betDHN57mLNnbmXt2Kt41g/8KuJcRr054zGPfwbv+/O/4fCh4/zHH3xFxBPs2WCgM6685tE84dpHcNfpM6ypwMG1lFZWLCYzHI5MwR/+8bt47nO/ie2L59hsL3B8/Vq2ti/inCPPU7rOk+iE7fmcffsOsHXxArrU0daOQKI0fR8TpJQKFyxd10UektR0rkdIQXCOYlixbHuslISQIKSISdD2SO8wdon1huVsgTNxqCoEF9U1iaZZ6EiYzD6XyCT5ypBu3jA4cgDdOtq2ZTAs8cJTDiqc77Em4IPE2hZciINcaQIuoBKJkDldG3n3tu+wZtfxKkAnNLbr8B6cDXjnKMsS4QSGFgRkZYENHtNFoYCS0IUWHxSiTFlRJTvTLaQz9E5GJVbbQ7tJjyO0hpAIZJIgUk1Z5diuRegUIRNUmrHsapI0RS8l8+kFSiXwLmG8OuQjf30TVz72SdEFC+i7Gii/UKnk/xH/oh29EEITk/xbQwh/tHv5/OdKMru3F3avnwaO/IOHH9699n+JEMJvhBAeE0J4jNIPnn+QL2QYEVhdXcX2hiQkKN9zcfMMh/buZ7C+iq4KCl1gp0s27zvNcrFAuoDWmsIVFCtRdtbWDf2yYXu2jR2UjMerlEpTliXLZY13Bm+g947haIRKNZvnLxIEyEyzNhoTQqBte1wIeCkoiwEnTp5iXjf43jCfL5nNG2zvqPsOqVPSrGBRLyMLvBqgypJlGy3Vrrn+ErQIBBePw8PVFegViQsER4TdAGWWowWsJEMmdY/pwQkNJCRaU5uW1VGJd4LrvvSJHDp6Pe9915u5/77P8rP/+acYZEPqzrNoLMku00VYT5pn1Eju+OBHUa3D9IDrCCrl5LlTHDl2CV0/48jho1x35RHOL7bZO3oEF+4/z6iSfMljn8TowDoPe9gX8ZLnfCtr45S9lzvuPP8hnviEa9manGDnQsvVj/9Sjh6/iiNHruHU5jn2lweZOkdRKs62PaIbYZdz+r5n6Ts6AwXwjj98G+Sau/7yXXzosx9AKsXq2h5c7yirCu8ta2trWBsnTIVXBATBg1KKYTVAKMloNMI4ixBx8rn3PSoIJAIjAl3XIRGoXZiYtT3z5SyW2gi43rBcLGiXC+q6pm3bqPiRAlSEl1lr6WxsNnqpWSVltG8PI5ECkoMHD+Jd+Lxhh+tjGXJQFmgUUsXThwgRRuZdoK0XbBzYH4f+XGT7BxTWRUxEWZboPMO2HYl0ONOSpv7zJUJvbKSfZgU+wq5xNpBXObLvWc4nXLVvg2GaMsgzBmUepcDGslqMKMdDykSCctH5aj5nPpsAcRH0pmdQFbRdje/q+Dm1nnKUMt9egNAIpZEKglQMV4b/8xPIfyf+2R29iFv33wLuCCH8/D/41juBbwfesHv7J//g+kuFEL9PbMJO/0GJ56H470QWJK3oCcKRiICyAZGmYB3JIKXdnlONRyyWNRuXHKLtOwajkqqqmPUWYQxFkbOjaiolGQ3G7GyexnrFytqIUmjoGnKtwXjW1tZIsoz6gdOM1leoJzPKasC5tolTi+MxputROsV5wf79B/E+kBYZvYOsKGm7iPlVSjCZzMjzFIDZbIIWkkzH0s17bnoPZZKzupJCIqmnDevDPC4EFqLuQrC1XHLA7sf2OfPNCe/5o5vYaU9z9sxFvvwbnsCBQ1fwRQe/iMGgRO4E3EDzJV/+fMblgO/43pfxpjf9Mt/0wu8gBYSNySzkgVkzY1Qa2oOrTBcnSXJDqhI+eWabNK8YDUYc3vdI1g9cyU1/9jFe/r3fw1vf8fsMqpyRaGkJnP7sXewZKgZX3MgFW/G1471UYcQLvuFp/OTP/zpyWLGmcwiauZvw1jdv88jHPILT20tkueSe2+9jKiTBGaQ1Ue2UCkQINCHwF+98D190/aMp//yvqJ7mOXzkUQSh8M5RDIbR+s8FMp3RNnPKsqRpGub1EpkoilQzb2vKYoiSgvmu96xoDb3wpKoAESdBbeeiT2yS0SmHdA0OECE2PefzOca2jEYjtB7tnvASVvas05pougHgfU+bZLQ7U7TUrO5dZzwag5xiOoOQAmc6iqzAeYvOUoS1+ODACbRSCBVLLRfPRdcvL2A4HGI7i3EZSu0OeO1KNdMiJTGeWd1RleVus9ogpYw9AynQScLqygpbWxdJkpSVtXVObs9ofVSITXdmKAFJntOJFtE6ZrYn9QlJHpuxoSrxjlhCcz2z7R0SpTjXTDiWrpPIlHoxJ3Up68cPkCFZWBOtH9uG/6/t6J8IPB+4UQjxid2vryQm+C8TQtwFPG33zwB/Dtz7f7D3nlGWXeW57jPnmivttXPFrq6qzt3qVncr0S2hjCQUACGwDTYgGZxIxgEEwiZjfGxjzOCCAzbYmIPB2Bh0wDJRJEtILdHKanVO1aFy2HHlteb5sdr8uPd4nB/3juse9+r7VT2qeoxdVbu+9c1vvu/zAkeBzwJv/X/+Zf9/t8q1OuXBQbAUETmG6aAthb+0iFeu0euHZHmKYagifUdKup0OSytLlCsVkILhWoM8yWgvLlNtDjE4PEgcJnT9Pkaak6HJbYnIio9rA03KJY+6VyXVecGqcVyWl5fIdE6SpUQKDEcRnZPIlRwb3/eRCNrtNu12l263y5lTZ4n9ADuFOMkQcTH57bpwJzWzzHKrx4GnDuFVJMq2yKzC8ZibEi1A5EASE3CC2qoyr/ut1/P2976H933kA7zgwmsZb66h39fYXolypUajWaa11OGb9z7Avr0Pk2UJX/zc+1kOzlAayJlYM0ZJ1KkJjwG7yUR1NRvWXsSgq3juxBmSQLN21Sp+99abOPGTaS689sXc8xefYsOV1/OCF+6i1eoyPnoJF160DVUaZuiySxnofp81NcXoeJN47ZVcf/Mr+cg3fsDbP/AZVNMmiSEOLWZPLFNquNTslIow2LvnIV5y821oLegGPlGqCFONUgZZrLFMm9+6+51Y5UHu//p3UF7BbrfMIqpPSoltSJSESqVGkmRkQuIYJiaKyI8QwiAKYvw0ASlw3RLSsrCVTZrEgEQYCkTBpun3+1hCIU2HGIkwFWkakyYhy+1l0jQu0L1K4lg2nXYbspQ4KNAWUieY0qA2PIpRdkmSiIW5WaIowiqZhebfNsl1hhTFhG4oiVcqF+HdOiPOUoQqJn0pZWHkkyaNRoPmQIERMJQD0kIbiizK6QUxhjTJz/HmbdchTVMMqzjJOK5LN/DxHA+lFMsrbXydF6lehgTTIjUM+mFQZrlrfwAAIABJREFUyFalJssS8iyj3WqR5Tl5lKCUQgMCg0RoMBSTqzeipc3CSovYhzDrsXT6LEnShsyns7zC0vL5FSX4v53otdY/AcR/8ukb/xdfr4Hf/L/5uv5/WWmeIcKIPEkxSw5xnJDlGpHGNNxR/LCDIRWlUpWVlTb1ZhWZaYK+z0hzkDSJWZidY2z1KFIaDI2N0m13ieOAZnMInSSEaYL2Y5yKi5HmpDrH8hy0H+PrQqEQhCH9KKJaqZDEKQhNsLRMK/Kp1geI0xSUQZ7nBFFEvd5A65yl1grSAD+MCVWGpSz6FKGxa9Zv4dCBk6y/cA1LR6eJdMzsoo9rFlb3MM2KqcMSWG6JoOuzPDvDSG2crFShXC/CK2LLxMJk+fQChu0gRcKmTZvYvHk9N8SXM1gb4E//5C946bWv5c8/9mHGRi5gz6M/oh23eaId4C2f4s47X0Yvs9i2fgtp+BSR1Lz0XR/ndz98N/OLc6yyBilXhtj74+PsuOgixi/dRY+QfOQEP3z4cda94oN0n/l3Pn/IovbIR9H19WzcUuXYUsKvvPuTVJMef/Xed3DXPW9keXaeU2efYerYLM8+/CjX3/Kmghpq93Bsi6YwWeon2EJQrleJo5R+L+AlN74QQzpEeYRCgciRGnJDkuicPMoKHbmg4K9LE6EKprrWGpkWZicRJuSmxMhBWSZ+PyiokXmGNG0ct1T8ztutYj+eFBLFMAgI/TZLpsIYs+kFPZRho2wHee5SGECZVfp+iJ2moDXatPAsu1DU5FCyHHphRKoTklSjhUJJid/voREUIiCJyDVprrGVwLYV/bBPt9vGdGxMZeHaJXp+t/i/vo9tmgidQ6bx4wClFOVymZ7fxSu5dDqdc3t7jRQF117nKahiLYTWkGkEApWk+DqFKCG3NMJUdPo9TCEhSal5ZbRp4tgm7XYb7ZiEs/M0Gg3q1SqeU6M5sYoTB09QHWwyPGKgwx6c+K/rJf/net4Zex5VtewVuak6pxfHKKugC5qGS2proijHdRRpluC4JqFfhDhXKhWOHznKhi1b8KoV0lzgaklvepFEZ1QbdYLALy7shMYpe2ih6aYB5cDFJy0CLOKIgfowrrLIpEZlkFAwvl234IEopYoQCWFgOCZxkiLyFPKY4VoDw1Z02gFGmtCTMVlSNITxTes58twBVMVm3eQYUzMz1MsgkwJUJjHIdI7KKLg73ZyaV6UfttFBi9xyGRhajUwzkiylnwRUDYM0yzDsgtBZcWoEQcybf/M1dJIYZ2A9f/6FTzG5yWJgcowJxhicH2PbBZcQzPQ5NnOARn2UO1/1Br769a/xmY9+gjhcgKrgxNEFNq9dy6+981186d7vECYzDLYWmG0f41/ecR1fnXk1n/7QO3jNrS/is99/mpPf/x4X/u4XOPLAd5lemONln/xHRpKYV9+6g03jaxktjzK7tMLP/fJt/Pi+j1FCkyUprTQBBVGqiRYWCOKEK6++Di/v8r3/8SVuufW1JGlBngxzH0OYxZtFFjsFQymkFCRJUvxbysKTaZlEfkB4jnWT5DG2WyKOihWHY5eLhCnbIkgzci2oVxuEeYa0K8wuzyPTlEycYt3aLQw2hpGmg+U62MomyorXoQ3NmtUTmKng0MlDZFlGS4GnPFKRkeTn1DNCIhU4pg06p1qu0IsjpC4UNfG5B5PruvhJhJQKu+qQBhGZpWh3W+eIkylCmZhm4dDWcUzJdQjznChPyQUkunC8Rv0eplEmjJfILA9lWMRZhKk10rKx8gTLtlnudUjCFNcrE0c+qR+RRSFHj+3HKjlI02NizUbq9TLVssvS/FnITKaPHsHYuQ0rViyeOUZzcIRUp8RaYjuD/0Vd5H9dzzf686hSLei1OnheCc5dQEVRgGkoet0ucejjOC6OUwQq5IaiteJjWjYbt13Awuw8BlB3PRZXlvGqZZQUuI5N2C90va7rYRmKMIswpUUn6VO2y6RKUMpyunNz2CWv2IU6dXSW4TkeiZETtFo0XLfA3aYpfhLhRQkbRseobwzY93RKFKY0huokcRGi/B+UQ0eY7Lz0Mh5/Yi96DHrdNpMjG4n6C0wvtkkoJvokA8tQzJ2eoTk+gG1aBDLFimNmp08iNAwNraKqPHq9PoYhIVPFFKsUUhrI1KLdWeBFt17Ji27bjZErRJzxjW9+mfFLJxhurObBxw+wadsw6y92+JM/fj+jm9axev16nj65yKUTF2FwEGWFfPTDH+Tv/vkHvP8dryG2NWP1cZamz3Df9/ex0Uv4q28/QezUuPO6X+W2ccUn+o9y+V3v5fjTUzinnyGbkfzZnucY9yxu3dpk/4l9xEoQZAZ2nKMcCztPiITg51/1Sxhll2uvu4mvfOETXLdxK/P9GZqVQaIowpB2EfiSZUDhO/A8DyVN0qhP1o8xNZRqFeKkaOjSlNSaDTqdFlmcFQa3JCEJA3IBcZyiw5iy5/Hs/mf45le/TiZSUk2B1QhSsrhNu+XQGFxVJEIZBZcGIPM7HD6yvziFKkW1WiOIA2JSjDyn4Xm4tktuCDQSwzDpRiFJ30digKkJoy7K8iDXtNvtAncs88J1bSiUFiRSYJkmuTbI45AUUUzqRkbQ6xeI5SwoFDciZ2hkjJXFBVSWoqwyUgtiYeCaJkEnoJ+ErB5skoYryPgRLrjgtfjdHkFeJQ592j3By3/hF1ha7mKkgsVoBqktQiNncHQIxxkljRcxnRISSM0SFccCw0FrTeQH/xUt5D+t56Fm51FFsU9loI5hKmqYdNpdev2AJEkBjetVyOKElXaHKMmRWlD3KnQ7bdIoYWRkGLPkMNNexiqXfhYb1/d9TNOkVq6QZRm9Xg8XE1MI3HKhDojjmEqtTqlaw49jyHJa3XlSwLDBNU2azSZ+XMj2bMPCtWwMu8qzi3P8dF9ELDT1ep04T0jSmDAKiILCIWjYCvIUISXHp46xbcsFrHSm6Pp+gYSSssDqA0kUMzU1BUlGZggcwyQ1LRzbouwqZhZPM714snjgSeOc2sIijYtJDCCJIvp9H4Maw2OrGNjQ4KLdW3jsoZ/w9rfcTd2uYiQWE9X1XHv99YjOEqubmlXKJO+2qFkeO174Ji7afg2f/NwneNFtt5GO7OZYxeCmX/4jXvu217Fnf5+h0RcxVKnx13sf4Tfe8ybufMvbeW3ZwWwYmDf/Ep95OuGvf+5Gto4O88UnFnnP236HTpBBmmBVTNCaTqSJ05x9+56hYgr6fkg/jVnQId//+lfQebE5TfOMRBcRg1mW4SqHKAyJoggbSblWRZpFOIzWGsMomPQry22EEOcav0IpheMVXPtKycXyXL76T1/gh9/8Bo4DSoLCQJMTZDC7tECaZcWA0OvSWlxgeW66eNMqkzTPUK5NbijiLC0uhoWBZZoEccRSt0271yVOsyLRKQpJ04iu36bX6xD2fVYW5vD9Hm7JQYhiveJaZnFHkEaUlFNQTs1CGhnEEYgcw1Q4Xgm75BWrPMMkjWB5fo6m55DpHptqiqWF/fitRRzHZWB8FZPDw+RRipQOE2t/kdj36fhLWGnKqoFBLt56IU5mMDoySBz12Da2iygVtM7OEfkCQ/sEQYQQgtkzp8GxSZKETqf4fnSW/7/aO/539fxEfx5VxfXI44xIZ5iei0NMo9QkyVPcxGJueZGyV8FyS5iZgCwjy3KUMCDLiYMIzy1hGqqg+KmM5cUVSnWBaINZq2NoELaFn6Vg6GKHmvmYjkkv8lHKpFx2SRJNtdKg02rjdzMyxTl8rsKzXVr9FhvNCtO2Tzn20JkmSiJWohXCPKXRGIA0IT63aegttOgHETu2XMjsyjT9PGappSmXFYaRYGS60HoboJOYx/bsZfdtVxFrSR751GSJbuRDuURVWGSpT9iZYXrmBFfueimi7tLttdjz4Ld49CfPIOaG2PXyy7np2vVoS0Me8Dd//DAf/dKH8DKbxx/ey4N77ufk4gIyTZlYcwGnFnrsvOJqxocn+NpX/oGrLlnP+Csu5uU/93pe/M2jbF75BxZ7XTI5x5/dcB2lskf/6Fe56Z2f4+gjP+Kt15T55B/9GR947zu5OD5IdvQwG+66lOPuIE882OXnL1tFrtfz9KFFPDNj+dQxgixDUISuPPfsPj716U/xitteSmd2in/a8wAXXXoVf/fZj/Mrb7qHZq1CGIaFosgrM1Crc/b0KfywT7VSIQ56CGXQ6bRoVgfJpUZrE9cuOEKJzLCFTWJlZFmG5xUP/gd+8B1OHD9OyTDReYaSAtsUeGWHKIro9nrEccrC/FzBllEGjlHo6PMkxVI2SoPj2KSZJoMigDsz6cXFQ0lZJkEQEIcJShUJUyLLiYOYWCeocpk8E8QZkAUIisYphCBNImIZ41oujgLHcUljieu6eLUKPT8k6LaI04REC3wjIYsNHn78p+y+YheRqFBuJpQ8G7/dp7nKIfccHC1Z7HforCxQG6yyWgxSKpXws4TTp6do1gdIkxhZsonzswiZsmnjNp499Cx+ENLrtxFBiFlv0j12mrzRKH6mZAjDBM6f8JHnG/15VCqTtIwc03aJkoxmc5CVVpuS6+DnAUNDQ+RpThTF5EqRa10w5wHz3JE8zlJMDKIownPL1D2FazZpOx1SrSEvouWEYxJ2feI0xEBgmQ4YEq3BsmyyOKfTaVOulul2u5TsCmHfRwiDPGxTqzc4GHaRnT52qYGyJJnOkFpQKXmEfkSW+MR5MdkoWcHPuxhqEEfWaUqb1aMeveUQ27TJsoj0HJdea0G320YmRbiKpaq0WgsIp4ojPJqTDtO9Uzx6+FEe/cIj3Pf5h7jk6t380qtezU0vfT0XXzuHmu8RqDILfof3vf03+NB73sdn7/0Q83Nn6VolVE0wsXY1c6cspjtHyEXK9Ik2I8NjTJ14jt97z8f4m8/8LY3BBu/8nbewY+lBJm9dRzIwwuzULOmeL9ESKaFXYuLyrRw6fIzffPcnuPHKtbz3/R/k7ne+l5lohay9yNkT8+x65cv42rfv522bBF/KWtw4WOHY8FomTZepI49BDlpK9j3+JFds20J1cIy7Ln0hjxx8Fhn1MFKfVitD64wgTrCSlG6nRcWy0JlBGhWGKbKcndu2MTe/gKRAGluOew5jXKxzlFRFvJ7houych374Q5QAnaUkQpMksHa4zNDAMJqETneJJMkYHVvF/OIKWZ6h3KKJVcpl+nGCUyrj+z10HOGWysS2jcbAkRCFYRG4FOcYSiNEwYQZGhpg84btPP7EXmqDw0UwiRBoVcESGWXXwbBM2v0Ow9UGuZSEvQ6zy4vYlQZ+FNM6O4NlKbq9iGq1SrPSoNJZQVgWcbuJkUM36TLcGMJwJcLL6bRXyE2XvLPMoDxJ2voKx5Zew5pNm5g9O8X0zAKWqakbXZqbtmPN5Tz42F7G6+Oc4BSX7b6RlbPHcMse8715wqf3MX7pLsy8wDbkOj+fejzwfKM/r6qXx5QrLmBACq0wwPIc0jhFmQ46TjCUwnQVOohRpiJOi0SfKAiQWiOVgVQSTymCXodDTzzCxituxLZtkjjBdhx838eIk0JqlgkMOKehhsD3Mc1qMU0BcRRRr9XI/B5CgGUZWKUKWZjh5ZCWqkhVaOVtt4ypc9pBn4bjkaoS1jm91nJ3BQ+TXtzDqpWZay/g9xNKNa/AK0QJhpTkZByZOsHqkWG8ssUXvvhpZqfblMNxbnnlz7F6W5lWv0c2DxePXM2lv3cN0ii05s8e3Ys1Y2BmZeqVJq3sGS7kRqqDZS664AYOn9yPcleT+UtsWH8xJbvEZ/f8CWvXbCdJI7buXEtnZZbpMy2G1zdZ39zAL77udt79/rczvzLHqaMneee7/4QvHvgy7Z07ufyl9/Cj+/6Buak2my/dzMHv1Hjw2R4t3eADH3w3M1aDd7/mFtavWcfA9L0cKy9x0HkxNEzqAxn66CnC2gCTu15GTfjsf/zH/Npdd2FIn7LymO51ODU9wyWXXY9XHyYOAyzHxfL75Glc5JcaRhHaTYYlCodsr9unWW8QxglBUKhsXNfFsIqTX5HVCvWBGu+8+7fx7OKOIwbyIGOgarN58wXsuHA7Tz/zJLNzp7EsxdLSQnFJalvIcwa37NyJJAr94q7AMcCQqEwWcXpa4lVrGEKSI4jD4s6pVCoxONCkvXCS7ZsnSQyX9pkVxtZsY741S6wFZqWObVq4QwO0jk3h1quklsOpA/vJ5Wlc12Xd+DpSnTOxdh29dgtESpCHLC/MMddZYTgNqRkV5tsrxJ0+dbeOgaBCSN4o0VtZz9n0l1k4M83h6WNU+iUu2HUZJ04dJTQ2sP+Zw4TtgMnJ9VTdMl5UYmHmOP0kIvU7XDixnnRyK1Mzi3hlu7jDSBNM2zr3V3V+1PON/jwqp1nGDwKsKEEYNq6wSDXYFZul6XkawwPEvQDZSzEdq5DICahVagSBTxhGOLYD6CJkArjwhTeSC1CGolR1CcOQSq1C6vvFPlMXMj0hJGmaUClVyLLCcWjYNplO8YOguMQlxy15BO0OaI1UFhJZTJJBDK5JmCTUnSqRqREY9P0igGGwUUZ7mrHGKo4/cZDFuVkmLlpH3E2YC5fIdU6W5QgBlXodxzbZv3eKa66+A8+r4FouURSx4s8SdRIMaZGLnDCOMR0Xmea49TILy30Wez/gtuYvcnY24YH0q7zj3R/j7OJRtBSINCRVJtJJmVy3lXVbXkDaX2L1zmsZH7T56TdP89rfei3HDh1m/LIBjMEGazas545bbuHjT36K+TMnecWr38Di9DTjq1a49vbN7Jk6TH37BXhCYYeLZGS0zFVUDMXHv/ggcfBj0JJxp8++R77Jtltex/FgDSvD61iFzVy2gJlLNu16BU9Nz7FhIKc7c5h2VGfrtku4+Y5Xk2YFlbLRqBFZBr1ej2q1irKtIkTGtopVWRzT6/VYabfwvArlkksYF3TRwO9hKZMUQY7gs5/5S9qLc8g8pZ2ABTg1wc03XcvatVfx/R//M1de8gL2Hz1Asz6IUqoI6RbyZwgEtzqAEftUymXanR5rzrl3hRAMj44hDZsgaHFyYbEAzwmbXnsZYUi6vR5epQ4ixRQGg2MX8NThnzB9ZIrq+CqiKEHmmpWZWbxalcm165ibXcBWGa25JRpj4yzPzXDBlm3INKJimUgK5/T27UP8e7ZMe2GJ4wuHiLKEmbkltmxaV/CXMjArHtVSmdrIJLXBMb5z7z9yxat/CZlLTs2cxLDKjE5O4FXqbF+3ipPHT5GakrKp0KZJKiVSlRislulHKaEfkGQRqTTI0oTz6Qr0/HklzxepVlimhy8t8rpH0g8wyeksrVAZWkWQZMTkZFIXwRLn5I6tToscje3a5OSFjDLXuJUKlmkWzBpdTGCG0Li2S4ogOUfq63a7hGFQBHUDSZIgTYXnlZDSRDkOVpQwZllEC4uYjolybJQ0MHRO4C/z8E++BKJADMc6Jg9jTCEZrjcBCLM+195wI925AOk6aCQ112VpdhGDgr0uRCFvbnU6xCWbJx57hCTRzE3Pc+TQEQwh8f0eSheO17rjYGmBSiIUBo2BJj98+MvceNlr2Ld8GmdgjCrr6Z94kpVghUxqOv0eRpIis+I0JHohDzw1R1VXWb9qkjt/605GxToa5SbDIzVed9sNTC8u8uBDD7Hz4t18/sufplId4eGHn0bHiyjhsCE7ReyZdAwX+wW3UV6zA88rITCopS1MJSANmOv5WGKI4Dv3sbj/H9m97WJCGTIc1znaFgS6x6HZkAceTXhmJefsVIs3/+7vI2SG50KjUaPX6yFNheWUQCqkUAidIfNiL2yaJs3GIG65UmAWggJUl+dQ9moos8hpNd0SP7j/++RxTBSDce5Yt2lyM//6rQeoTdqMDK1neuEsQptUhkZoDI6ibZtKvUHpHLRr1Wi9wBuUy6xbP4GwHY7PLnB8foljZ2ZY7HSZWeixqjFCFCV0+x1ECkHQ58CBAxw8fJgH//0BekGHOGixdcPF3HrjHQynNldduJMX7b6al9/xKm6+5XbWbtzEDbe+hF27Xsgdr/0Fdl2+G+Upnj72FPNLM8y1W+w/NsP0qUUefegENXMQr9bkqmtuYnzNJl784tspN0eo1hqMTk5ScR3SPKfZrOPrhJ3bL8Y1XQzDYMCp8sJLr8AQimq1zuMHTzLTCuhHGUliMHPqODJPmF9c4MTUKTI0htAow8A2LNR/aj36r6nnG/15VNrvEs2dYfnwPqLH9zNz+BlSwK2WibKA9NwO1pYKkYPWksyQGFL97OIqT4ukesOxyLOUOM+Isgx17iRtGAa+38cpuRjnzDWVUhnXdQv9fr+NoTWGIQtttgTSlKRWZqYfsNTrkVsmaRgR6xSMEk61xmXXvpWSFChdKCZs2yUTGr/TAUCJKi+8/AYOHXqYas1ly8U7aScZ3bSPHafkWp6DckEschypeOaxxzAxWDUyyvDwML0wJEkyojwtHLmdHrbp4TXLfOVrn8FzS7zi5jdQNpbYumUj933uR5SbCbI+RGe5TW95FldGBXEwXQGpmevP8Op7v8uz889x333f5Y/e+EccOfEEV974Mi7Yfh1f+vL9XH3FC3nka//EV778aVK/w9jkBBu2j3P37/4+sUjZVI9YSgXO6Abe/fM7+Pjrr+H3fuP13PKK15BsvZ6a0UdVPRIJC/k8rm5hzi2z7+/vRjz4eSauuJTmxASXrdlG3zLJaxldNc7U3Fmuv+E6nLJHdXCUKAxBZwS9LpVaHafiYXtlrFIFbSjMc2s1YSmazSYTExMMDw//TLWjtcawCvpko2RS9owiq1ZCHoPhwO/85j3c+urb2X/8FK+78y6OHjlFSeoCv5CmxekgSojyQj5olOpcvvtqLK9BmlqkhsVNt97C9p0XUi1XCP0V1m6YpNtv0xhsUKuU2b37CtatneTqy6/hku1buOmmW6l5NZxmjRPTp/nnb9/L4eUVnj4xw48e+ymHz55gdmmGXrvDsX1P8Njjj/Psc1Mcm5mjUlvF2jUXsLDQx/YcGo0qlUqDocFRglSBEOx5bA95lrC8NIfKipzdSrVMFmrqpRLt3hJjq1Yh7DJ+p48qlYjjjC9/8e8QlubU1DTz8/PoXOCHIcvdlULB5CoGBhrFpXy/Ty8MUKZdhJicP+FSwPOrm/OqDK2oD66mVB8ldqCx1EWJgvKXJimOVGQlhzxPEbkm6vaxhQGehYglSZTQC/rUyhVyrZHCwJJglmxyA+IgodvuMjm+muWwj1UqEYQ+ltRIwzi31qkWWaFZSh7EWNUyWZqSxgkoxejqScgVudGn1+rSGDDJhUmlnBCnOU6lQh7GJEGfIIoZHC7o1W7VZbkbYJeG6cctBgfX459tMVQZJsgTXNkmDkThjrRMuu0OJhJciyDwkY6NKxWYkl6vR244GHHMF77719z9O+/n5ttfz8n9J9BWQi8apddt85JffDFmyUTHKVkJCGL6fpdgZY5GrYpWipP7lnn5sRYHB2p842/v5dDDP+YHD9yP3y2YMXIC7nj1nUydWeDjd/wcX/7RA1y3czO9JOHF193I/fd/j1fe/FKMVkR1zRrWNg2+9u3HWLN6MztXJVw1uR3NJj7z3RPMLe/HPhXRDTJSM8X1HMJ2zKFP38Ny2qd714epltbR7c5T8lboTe5kUnn81ns/xPxzz/Cal9+AkSsqk2vZcNFW1oxuYWZlhkZ9gLLjFrGBIsGxTaIopxv4aDRO3aPXiihVarQWVtBE/Pqdv4HnCrIEIi1Rpslr7nwtU3NzXH/xTXz+y19g3fgGQj9mOQnYfcUujh06yL4n97JhwwZuvumVADzx73uI0i6N4UGOPbePan2Azuxaql4dpRSWbRHMzxJ2W+Ra0Fle4ZGlRzl5aorVk2s4ffoEY5MbmBi/gO78aRrDA9xw4x0ESUy/s8zQqjFGR4Y4dfgQeRZh2AZX7r6cyDBJ/YCABMsw2LbzIo4eeJZKo8HwxAD9hWXqnont2my/8ELKtkvW77MShZhmobVfPTbAUrtPKbbZ/9gevDXD2NpAZxHX3ngrWZLi1BtMDLn8dO8pwpaPlJqDJ6dYNbGWYGmZuXYHtIX2Gqi8kC4bMj+3oz9/uv3zjf48qn4YkGUZ0rLRrR5aFpS/qOeDUkR5gqV1MWQborB4pylZEKGjGCyTwcFB0JowikiExlSQJQmeUqQlmwFrgGeffIqJCy8g1xluqYRMc9K8oGBKYRROSh3glD3CKKJS8grGSJaA0HSDNjWvijI9kJpc5yx3u5QdF0FBwDRNm0x3abWWAUi0xrYsVk8OkNuKxG+xsHiWoeFRZOSTpjaJCJACZJyh0wzb8SjbLlHuQ5wS6IQ8MlC5xdptq3nrW97Epz71t0xNH8PRJRJXYCSCN/zqr/GRj3wYWXaJgow8TkAIbMsqJrFc46c5w6ssLtt9CScf+wRXve1j7P3rv+f3P/xx3v++d2HLjGzmDIbjMLFmPQOD46zbsZ2/vOJG/qxuMXtshVNLx5jde4JfeNUrSFe6DNQH+O6Pv0d3fpn+cETZcUEJ0p7mufv+HLRicGQQQ3cYNlez3G+RWgbLSYihHb7/wDdY98KXMjxksHw4x+5nnDJD7GNPEqcpvaUlKqsn6LZW+LP3vZv/9onPYyAI44B+t00uBUnYQ2cQJDFBe4HQb2NbJZTp0g1zPEcyUB3FqbpInYGMkVaOziI27rqEI3sOsuH2C7njrl9mbuoMjmlhiIzWfJfLLrma0dFNGEowM3cK2M7OSzezPLdEJiTrtr+AJArpBCn1wQrzS3PMT8+wadt6ljp9ur2AgaFxwl6bl9x6O76fsvuSa5hdmiPLIurDw0jDIMi6pFnG2OrVnD15lIeffpRKpUalXGLV0BBRHtJdXCQ2HOIwoTw4QBC2GJ9cjW1anJ06QzcOKXsV2nNt0nSJSqVCr91CliR7v/cjtG00k8kzAAAgAElEQVTSHBlh7YbNxE6Z+qq1LM0sMbphAK0NDNsgylJO7t/H0sIyylGs3riVpNvh4prH4KqtnDx1gKpZZ6Y/j9cSCK+EshVp2MPCA84fLf3zjf48qpJdQkuNBWjXw7AEUZRAmiEQyBySLMewzSIQQZlYloNWJqlTmGbiOERLQZ5rbKMwE0mn4M8450ISxresJ+72cEgRpSpxnuGWPPx+D8t00TpFk4NlYmYGic7JQh+dpmgpqSiLoB9iWIKSchB5RqNSZbm9gptY2OUyqcjw6lXycwiENE2Ioog3v/1t3Pelf6PdbdEKQ0Z0zPTpeYQHDceiH8VERs7s7DzVzQ7+bJfEygmTkMF6A23U+fD738Ff/81n+e13fJCzJ06jLRsRB0SBy78++De8/T3vQmqLJEjRokihyrKsQPTKQsPtOXXe9+Z30+pPcftdn6T83E9467cO8/k/uAdbaj79l3/BS297KUmUMr+4wHXXXwU65fTyca5/5WsZcmDu5AKxTnjLm97Mhls+zNpbX8yJ//FVBkZcPEshZI5ONEYe8sZf+QNsq8PBQ3s4uu9ZTDeDlRg71JBlNOwS7cYAm4YMHvnkXxJd8yrqQ+sYXT7DPCljq8aQIxv5zB//Nh/+w3+gUWpw4ugxVtpdlDCQpmLr5nUcPzJFrVlmZGgUmRkMjqxleX6OheXTrC3bWGKQH3zvu5QyzUIY40owErjzzb+K0w6o1BwWp09hV0Y503uSdjciFw7V5iBP7NuHaRpkSUpzoMiQ0HaD0XVDLC/MUR8rgTYRcUyuJOsmN7Fr+6U8e/BJaiWb44cPMDJSY3CsyTPPPIWQGRNj6+msLFD2XFJpYlkmFhamaTN38hBxFmNUqqhKmSAOOXhqCqVTbK/M/MJxapUqab3G8nIXpEZrg9PHD9McHGCm06NRqxWO284iteEBsl6fm15+e5FEZTpkAkI/prvUodtrkcyXWex38EZrjA6tJc0zwjDF9GzyNMKueMTTAQcO7GVsbJI4SDByiel5YOQIaWK6JYQ6v3b0zzf686gKe3pEkBYsGZlZJJiFnDLNybUmSALqto1QNgk5RpJimSYIiVA5Nh5xHCJVQQqUhkGWgZSFkUVIE2GkCMdGy8LcoSyT3JSYTgktcjhHRDRigVFyiaOo4G3bCs+16LS7CEBJhzhOyYycIIwYWDWCjjOSdhfLBsO0iFXhmFJmCZOINDQI+gucXjjLpRdexFJrAWxBRVnoCJL8XISgNggyg+9851u84pfuwMklQa3HR970Pv7qbz/F8KqYpdmMIPWxVJ20WeLI0z/hnXd9lBMzR4lkYSYzTRMQKKnIBGCFJN0S++bu5yvf/QZPfu8xenmOlfYJaw4XrLmMBx56GJOYwdUTnJ6e4qGvfJnMGWTzlq1klmLMNqg2qkyu2UCv1eaet9/N3qkV7LFhvn9qgR3LMWs2bkPkGaltM7fUwqpX+Jf//nm0JchTQTmDTi+jXBLkKSzR5R1vvYuvPfQs/at+hUvWVFlcmMfdfQPi6GP0woC73vmHLLuDTLoWhjDZtGU7i+15PK/CSL3K9NwsF+zYimM6zM/N4HqKuL/C2OgI9WqFpe4SebLCpz/zF1QNxZCtmM81Ks/ZuH4rT+17ll4q2Puvj/Dzd91DrxWgHEg6IVajwlpzDa7dYHb+NGXXBWBlsYtV0pTcGsvLHXQpQ+XQn53FbzbRKNKwzerV6xleNUHSC4nSiEu3b8fybFzL5VAeEWZQcRV5bnF6sU2e+Bw7cpwNF2yk4hi0l1fo9XqIskdT5jQmx1lrlJn3O/SThDWrx1np9oj8JTZffDFB4DNQqjBarbD30YfJ85w4CHHLLjNnzlIerFG1XA4cPkKv3+IFm3cxMzfDk9MHGZRjRP5p7OowC3PzGLZFnhW+kzSJaQwPoRYFI81Blvo+zbBPTIJllkjzpEiy8kPA/C/qJP/Xev4y9jyqjAwtDaRS5EISByFSZOgUcgGGY2GXPKSlyGThVJWWSZamWGnGZDhDFq+glAS3jGHbKKmKPFjbRZUcMA2E6eLVK1g1F8OxCLKUbruDUBQ6fFORStAlhW0oXMum5JoIDTqXOLaNbduEYUiqU3JhFAlVucAwDNxGE23V6aHwxH/sKXMyITEcReg2aJ9dwRudJEk0TqmKV2uS5zkayARomREHPoeee4KN6zfw8Q99Ci9o8L4P381CO+Kxp2eZSX1MbxW5FpjWElfsvplj84fRAixpYGpBa36R2PcJ+j1M00CHBjpc4bEfHGP/s0+SVHLKVZcP3PMxyoePsfOXX8P7/vFfueuNv84XPv3nDDebpJnDnoe+S6pTkigkI+Pef7kXdIZhuex44S184E0/z9CAQz8fIjcrvP+37+b/+NM/pGFVKZUkVjWj5FmYsQOyOF0Ydk47EDgx2BqWntpP8PgBRL/Ns6fPsGPrxdRdl+ve+lEGiHns+1+nFJZYN1rh+puuwa2VaNaa1KpNkiSh5/d55Imf8s0ffJPTZ09w5MRJphe6PLX/ICdOT6PKZb7x9X+jOVBGoWmJDCOHWtlmy+QO5vorDFg17v7Ne1iZm2F6dp5ekuAIg7gbstCJ0FnKYLNC7Rw+eGykRNZtYUgfmSxQz2NqIqfm2ag8IY2XqQ6t5vip0yytLDM1v4TTHKSvXVRpmFYv46eP7GVkVY2aUePgyWexTEmOZM3EZizTJafKmg0b2bp9F5vWjBOEkgNPPYOf+gzVauRhi9MnD9BaPEHDdSmLhHrFxc5CluZnaDYaCKnpLM2SRSHNZh0bk8VOh61bL2R4cj3zeY/B1aPIVDF50QRr1l+MPz9LuV7Hc0roPKbdWkK7FkcO7uPkzGnmlmdxlKLT6xZRhwLIC26/450/LHp4vtGfV6XTDJlLdFY0ccdxsF0HneVYUhKGIUprhNAoAaY0yOOELNX4OueMOYa2mghDIYXGVvbPmCFKKeI4xjBEsVePUnQuMGwLx7Ip12s4pRJaCsIsJheiiG4TIGwTQ1nYtgnk2I5DnCR4pQrKtCGI6XS7xH6ETHOSNMLRklgZtNoFt1zrjCxJsA1Be+oQ42vGWZk5Rhr7XDg5yVjJw7MtbCUxtcA0JK1WB1VSfOUf7+OeP/0AOQJlergio+w0GFNVZNTi377xBcbcXXQX25golGHR90OU41IfHMIqlUgymD+9SBAE/PCJ7/CKN7waP8mpVhv8+P5v85ef/RTb8+ewMp+dO2/lgx/5C4bGhzjw3F5uv+sXqFY9hKGolWsYpsVV117DW976Nv775z6LMjQtv0dkg+8McvWuHfzRJz/FSHOML37+X/inz3+WrVe+gkajgdBdal6ZgIAggDwTkMG73v0h/uGv/oS5eh27bOHmIc9MHWftKps9R59jfuctbFu9njNum5HRQfpBTPfsMXoL08ycPMzS0lkmRge58ZrruPLSS9m24wVs2rSD3S+4jIsv2sHOyy5hoDTMnofuRyY5UW4QBBo7zXjDO97J+MZVNCsD6LzD4vIKBw/uR+gEnSZo26ZzdoE9X/sk9z/4fboLLZYXlwA4dXoJVR/Eqo0ivCF+sucnnDp5mEqtTtmt8eDD/447OMqGHTtxSh4bd2wj6AZkImZ+7jTdsMdNt72SPT/eg1G38M+usG79FjZt3sq6DetZPTHO+MQIps4wBKwf2cqaDWvJOiFDg4OULANDFSu/544c4akDz9HuxJw5McWpEycJgi55niM0lMr1AtFgGCzMTCNJKddrbJ5YT8l0qZYrXH7xTiqGJDX7eKbN0tQJMhuazQaX7r4cWwuGVg0xMdogaZ9By5Ss5mKUPWSSQZaSi0LifD7V843+PKtERwipkFIilEEeZSAFWS7wnCLDs9fukMYJSRRiCJDkWMIgTyBPQ0KdYaQ5YRJjSRMtTNIoJcsyMp1j5gKcgtFNEKNRZFlGEmfEQYhSJq5lo3NBkqUkURE+IUSh3Y/TjHK1glIKKcE0DTy3TppDPyo0/KmRYgchbrOApnnCwKlUwSrxa+/6fca2XARZhdZijJQhh06foZXG2FqToElkThAEmGWX7/3bP9HtLaNNo1DCKFnA2UyN1Rznja/7fU7NHkdIk1xLojTBVQ7tbocsiskTH9eyaQ4PsWb1KG5njLjXwWs0EVnCD+77MUdPHyNvaXYc+wmrr7qS7zx1lF+84+U8+/hz9PM2ZqoJuivEWUyeScrlEn/7959j6swUmSEKmFcCynB47Ll9hHHAG3/7d1g1WsL0yvzhr9+GJEfZBo5U5K0+jgmRSMhKkj//b3/AWKWOmxsIlSA8jwHXop84JMJgOLXphovce+9XmRhwiX2fM9OnGVuzjol1kzSqNZRp0l2YLU6CWUTJMgpAWbmM7ZRYs2YdrmXSCXzS7Nx+3gRHw3e//W9cMLmFcrOJzC3mFk5SiWK0Dhjevh5Zyrnomtu57OKtjG3ZiTIdAMY3TxC0V4iCkOH6CDsvvQ7bszh96iilcs4NL3gRcRwRLgc4Xp1+r4PleZQNRRxLnHKFnt9lx0UvwDRNrn7JS3jupw9jlhzsahlD64JI6nhU6iV6MmBsYi3bLrsCs2xiS4dyfZB1k5t48VU3U2sOkKkMP04olUpMzcxwZvYMjYEmhm2wMD+NY1qsW7sWrzTAkeee48TRA7R6PaaXV3hy3yGWV3xsTFKds2PLhWR+wr5nf8ozP32YTnsBv9tCVGpIOUba7mIbHjrOqZfroArPgjzPEAjPN/rzqLQ00EhcUxW5nFHhaLTPrUoMy0YriVEqYdoOhmmhtcAQEq0Ljr1pGphp8S4zpYEWAmmAKQWGYSIzgbJsDF1ksBqmwqEwICX9c7hXLUk1JDop+DcC/iMMPooiLGUick2cJmgU0jQwTDDMQqyfZRntbh+pJUlc6K2bVUGWh6RGStmusvfb91GdqLLryl0MTW5ClC1KysIwBEoIhIBca+YXl1GOybqxcfI4RygTbdooQ1NWNo/9+AHmgtnCYi9A2RZSKkIFZdvFMDVp7tANlvnWt/4ex1W8+GW7KWUV8u4KcQ7/k733DJLsOs80n3Ouv2krs7zprvaNNuiGIwwJQwiGIEELgkYAKQqUoagZylDScMgRR9qVIamVREoUjUQvil4iRdCBDgDR8N1w3Whf7cq7rPTXn7M/sqX9sbuhiZiYUK8Wb0RFZVVlZN6MzPruPd95v/f5q89+EtdwCX0FZYvSRf1cftVtbLzu1cyfO8n8U8+x7qJxms0lmqvTrC2fottscvbMDD976BFEmCGtfhp1eMWLhmiJQVzTIEwzLr7mKjZv2oFfNDkxNUUtaiHdXvqiwMCWgkt37OEXfvndTI/fimul+L5Et2M6Xp410UUkIQ2p2HrRNmZPLVC86nqyxGbfzx6m1lzm3nvv5Yvf+Gemp86ShgluvoApJWnUpt5YJltbI23XefLhH2NaBgZgGr1i1EwEu7ZdQawTHn76GUShwMzqMpt2XsFakkGiefUr38C23deQZRbEKceffxTT6MUUp5HBho27ejEMKmJywzj9AxfRarWYnltFFSXJ4gLuQAkrU2A6KJWy3GiRasXq4hKe49IMOqwsN7BVysjIGE/te4ClxdM0goBOt0knCpBS0FxaZGZ+DuE7tNY6pIbgxJHnmZ89x+zMFJMToxRth61btzJUHWHzlovYtnsvrl2ikK8ytnk3wvWpjK0nsU0279jFuo17GBsZ4aItm6n2VbDyHqll4pVynFlbormyxvqxiwjw6HYkzx47zrHnDxFmXU4GXQZGxiAOWawv0u20MBGkF1jYzQuF/gKSkfXAxEmc4TgOpmXBvxCFVEqSRD002/mrfcO2MFy7Rxo6bx1UCgzLRKXZ+ZAyjU4zDNPuBc8KSFRGmkQ96o40enxMISkNDGCaJpZpYkmDnNvbcLM9l8wUZFJiuC6p0MRZz01j2eI8MMIhl8vh+h6un6dYLuDbFp7Ze4zFlsKSBpmK8RyXwfENVLwimTJo11fpK+QZHxuBvNkr2mnv5NJYqZGvlDm0/yiuLVEqJssyRjb085H3foYXX7UHN+dj2zau6yOl2WtNxb2AtyQ06IYZB599mLf88n/hs5/6BlFqoSyLMzOzfO4zf8m5U6eZX1zEzSSytsqOx37Enle9lsmrXs3Vt9zC5osvZcvGTRiyV9wkmvraLM3GHN/+569RLts02wuIQFFb9yJO/+g+MjLSOGIwV2D3NS9ibmGOgg25fLU32StMtBQ4yuD5I6f4xy9/kpE+jyQx+NXdJSobtlIoVgiXAnJa0EwkDz3wQ+648Ro+8tNZJjaPkXM9umtr7Lj4Mm685mZMy2Z6dRVHOoTtgGa9RWO1gUoDDN/lA3/8JyRdhbRMtGmTmSZ33XUXkQ4IG10u27OXzbsvJmc6VHID5C0PI9SszC3x7LP7GF83QdBeRHdb/Oi+7wIQ1lcp+B6mkZEr9LGyMINddBhft4vx4SGidkypOsjJ/Y8SigTfEAiZMTQ6xEDZpS+Xw7ZtioODdMIAZbvkSnl279xLf75C3gChBN1ancXZGVKg02pgZJqcW6LebLBuwwgHjz0D1T4y5ZOrDGEYFnbZxda9i5vK0ACR1gitaK7V6LY6VMtVJBJpJPi2SatRY3R0Ah1mWFIQYLHUarNh53YmNm1gx56dbNw8wXj/ENJ1scpFqolB2mihvR7hyrR7+ERxAVkr4YVCf0FpOF+hLA1U2Ka1ukoYxgiVYmqLVhBCap5HriV0ul2iKCBFoG0T7UiwzV6UgGn0PnAIFD0ItDAzMHsrAyklURJgConIkt5mrZJ0OgFJCIlOsSwDXIkrXEwhMYTZu6qXmt4UlkFCinYdQg1hnKC0iYFAkyIx0I5DZvSubKQ0SBSIAKIkZPOu9VhumVq4yqMPPk6pWkG6ZWwp8R0fhEQKQZCmhO2Ar372k6BTbM9EZQZ33nE37/nLX6etM6KkS5DERFGAIsO1S3ie13udjstTT/+Q19z8q/zV3/wpb7zztaQqIdAh506fYe5kL/SrXOmj2+3SNQz6VRt7yGPvldfyZ1+4n4d+dj/5/mEUilYnpBvH2J5PJ+wQxSGf/vSnOXxwP/WZc0SOi11KefqJp7AMEIaks7zEYF+VKDWoWHm0kaJjRSdLiXVKu9ugqeCdN7jcMWnwna9/h827L++1AnAxLYnleDx6ao79Txzkzt0xo6UcRT/H4vIa29ZtoNLnkOsbYs8lV+C7HmOTmygWfdaCNrOLK6ytThOkDWI7RrUUQRgTRCnX33Yb6VpAuVLFEZqZk0cQmWLx7ByOgKZS7Nh0KddedT19pTLSGUJLj5tuuQmAjoo4c+YMxw5P8cyTj5JogzRq4uZMfvST+0kJsHMWl+y5nKeffBQDD8cuYBsmq+0miYjIkgA/7OI4DmdPn2ah2ebU7BnaHU2cWJRyRbxCAaEygtYalaKPY0lanS7VvgFOnzxHvlJm49Aw7e4qUbtGLudRX2tTqpTQcUarXWd4ZIiCJSm6LsutVVZmTrM4P8fi0jwrKysIsxcQ12g0UDpl1B9k8+g4nU5AN2ixurqE7dls3bWDdYMDyFTRV3RodFsYShCGMX2lCkqBZTn/jpXk/64XCv0FJNuzKOQKjPaNUs4VqFoWI7kSJadAwfKRCLTn4uTy5HIFlGFjm/R89qoXZyB8r1fAzwMmhGECkizWqDAkCHpDWeViBQxJJk0gxTUFpqGRPnjSJjMlInXokJIqE7IU0zRRqUbHCj9fxLQcDK0QgOHYaCNlshBQCEMMS+I6FqbZuwrGtPAcFz+fx7Rd3vy2d9Bdnadc3cjOvXvo9wd57pmnsYSPobsUtUli9PByZ2bO0vE1w5Vxkijlzz/4Xv7sQx8hThNM18EzHAwhUEoRdiO0lZAaAhzNvvu/yutfdwcrK0u85vZ7mG3WiUQK7YCV6Tl+7w/fQ5xkyEyAbSO1Qep4dH/6IMWLXBLH5dNf+A57L76EnOPh2zamIUmjmLzls7o8z+/+0lt56KGHeP3eAbZsHOHFt7yGq1/yUn74k58QJhFf+/yXqNVbxEmGzhKOnzmHMiVuAlgGY+sHec8fvod14+u5Yc8EM5MvZq3RxM71EYuEjcUBiCKOnVlgYv0gP/jpKW7Zu4dabYmnn3qU+YVpinmHbn2J+twMwVqNlYXTdLotSq5NX7VCQZZwtE2qNLbj4EnJTTe+mPraEvsOPc7uHXsQhuQluy/n3m98iZPPP0kUtxBCsHXjFs4uzSNsm+rgBFt2XU5tbQGA/U/tZ6U2S1/FZd3GSUplH5TG0hkvedFloA2a7RYrK0vs3r2HenOelcVz1BbXaM4sIhPF1InniDKX+mqNyuAApUKOkm+y3DzHcCWm214jaNSpbprE83JkieLcuVMsLZxlYfEsdsFmaGQ9Z4+dJAxj5pfqnDx6gsWleaJOp+dpj8HWGW4hx8DQMMPDw1T7BjEdk8FymVKpgOM41FYW6R8oQ2aQtFdI04ywvsbUmSlmT5ziuQPPUlttEXThyJGDtIMuxXIJjSSKehdfWmcEQeffp4j8v+gFH/0FJCEd+qoFslRTyHIo20UszqNIKZo5HLuLoW0ildLJEoIwIsVFOhKJQCrZ23QVGp1pUiEQWYptmb1AE6uXc5IphQoUyBTbsIi1RpxHx7nSJhNJj92aCUQo2HX1izl87BHSNEVYJiJOSDsBlpBESYbrukitCLTJdFBA56we1NqSZDoBwPUdsjgBw0AbGWQOt7z1lfzTZ7/H4allLn/jpZw7PUg9jBF5m7CeICJFZvZWC3nD5W8+9GH23L6e9/3RBxE67hGHhEYbAsuwMCyLNI5J4oA4TTj6/H5+7nVvYurkKl/++7/lnnvuIVccoGNYYFnc990fce3NL0MkGXEYYVeKhN0usQ4Zbj7NN94/y7V3vZYf3Jfx9S9/keuu/zlQClOKXgssSdCp5A8++nkqxTK1/ffChlcQTuxmubnC7a94FVsmRijkiixNn8ZybIyCiX1G0zVSMmmQKcVK3eJ9Pz7O3oJgajXAy0o0asuYroWdRZRH+7BPF5k6s4gnu/SNVNCbLsE0bXyn54ZKtIvrl+nP5cn3lYhRFLMQ27MQSvKa216F4SRYAVi2QhgWkxddypatu/GKFQIy2mHEanOJehyhggQRNuhEMcdPHGJmZpqS52C7HvWGpJirAnDFjktoBh3OnDxBoTqAIUBJmyRoMTaxDt/z8O0cVB3mF2ZxLY+R0XFWlpfxKiWOnz6Ko0xq9XmCsMXqYoxEgFUgaS2z/9AxfHcAyy1RP7NIq9vg4p07qJT7kJ6JChRrK3MsNpbw8wO01hYYG9+IZRksLq8QC0Xe9zANQbPdYHl5kTMzsxScHEkWIg2PVEF/pUKr1SBDsz6/Dt0NWSvZdNot+ssVsjVFbnicJElIoy5mvkKWxSAMwm6A1OJfg97COMK17X+3OvL/pBcK/QUkP2cjpSA8z1n1hUaOjsPqKsWcTWbmMBE4cUZeCSYME7PgU1uYZ6ndJDMsTFOSZBLDEZApMmGSICHJUJZAno8iyFTPEy+UwrQsTMMgCSMC0cF2nV7ImJPhGgYHDz+EmSi0AY420UUHoxtiGwahEMRJQqY1eVcQBxmWYeBJm0gpHLfnJ+6EEaaQWELgYGDYmj3rLueJoYM8EP6Ag4eeJckckBGZtrGykAxQKCSCrNXmlHmUy1rXYWsPtCDzTCwkQSdEawPTyvA8jyQTHDn2M1720jup1ets2rmJm37utXheiTiNMLWmf3A9pZyPZebQhYiwqzAU2L6HCELSBLbsGKR82dWMPPU0//TUIa694WacKKFlS1SS4hgmhudRWzjJn/zF53nnW97Apj+9mTldoTT/HJWcwR/96WcJ0xolLNaPTTJ99hSRITE1OBK8aj/2rlfQMl3qjRZ+mPBf33ojnzu0RKezjMpgV5/P911BuVzmvgf3kSuVea7hUM4NYHoZuVKZoN6h2l8gVSarq4tkhkVfX4kkdgmzCNKkB5o3PbqqSzvV6CSGdovG4hK5DG678WWQ1qmvtRkYGWNh8SyGkNjaZt3gEEoYlCvDCAWHjz4BXM1TTz/O69/0ZpLudmLAc1wcS9BqdTh98iirOiUWBuVSDgcLYSU0GzUcx6K5ssJAXxXbyyMTAweTencF1y6RJU1ypRzKKtNYXiBXrOJXi8hQ8ugj+5GuTblcQmYQxRG5/ADNqImVGRw48CRKx0hhc+zw84RhSBiGVPr7sM0CufIwnuUgwi6V/gp5uwx2hu2ZVPvWMX36EKMT4yTNmMHiCIurp1i3bpIs03iDA8TNDsu1GtXhPvL5PEGosYVJkMYI6NmU9YW1GftCob+AlEURCQZCKpTSCGlSKJbxci5RKyZKE3KFPF0axHFMSkTSDMnlHcbdQVzb633wUs1SfYX51hIFv0ySJFimDSgSldANAvJOjtg0SLXGBOIkQVsWQmh0Ri8CIUlJ0TjKwHR6WTdBHGB0bAxp0ElSTMfGsC2yKCaKU0zHRQFSCESS9Zw4gG1ItG2SaYWBCQimp+f45tc/x6tecztppjEyj+enlhkrDnC42KXcUXQFKKmYX15ivb+Br37mU7znj/8rlpcj7YYIy8J2eg6iLE0xTJfnnr2Pl7z01awsTJNIi9/8tXfze7//ewRRRKoUtm3ztx/7INfdcgepjok7ETnfwzIlUdAltWxmTh/ll975bh4cG+S6m2/nH7+6SrOeIXO9CACkpBEE9Nk2lUo/n733e1SHi1hOhag0ytIzZ9k0vo59+x6h7Odpl21CE8IwJpUSJRRuBN/9yU+445730mmDUTSZcF2MtbMksUf/0BjN5QOM92+h0wU7jXnLXe/l29/6FK/aucDnD7icm51DJU3qYZtTz57AVop8zkFKj6hVQgv4xle/SjkfE2QG3SxEdg0qJZubb7mRb3/3+1TX7WA87yNcydqKxcC6cUSnTRQL6UMAACAASURBVDNpkLgZ0sgwbZew0yWIm2TKYteea+BLcOXVV/G1L36R2++4nR9+67sUyjlGx8cIugm27O0SFX2fcLVBU2oaJxvkfb/Hik1Cxjbs4fRzByitH2d820UUG0P0+T5J0KHdbdEKQoy+QVw3Jl6Zph2ZtDoNdCRZmpsjl+tjevoEOSGpbqiw0oTrr7mOubOnGdswSaexRqlYYX7uLIXqINVSAaTF8vw0YehgmAbdzjxnj81jmpKw26avWiYOE5SMaQazVIdGMYRJp1un3a6jlOqZGaIIX1s4+SJhHGHbNlor0ighSzN6Cf8Xhl4o9BeQGq0uhUKux8mWBq3mGkkcEkuJ4VusnpqnIvvxTRudaoTho+hBoE3RRZNRb9ZYXZphYmSC9aXtrMVdmmGXxXqdfDGHaUqs1KKdxDiGCRkooTAMg/P0UpTuuXMMu9emyQxBEp9vwbhub6VgCEzXQ4chaaYwEUjH7uXJoLAwcWz7/xocsQwswyDuBKSyB46WlsmXH/oOX/zgJ5iuz1MYHGUkXmHm9Ay+IWmJBK0gEyZ1ETGkQwIjoTg0SLvRBdtEa8jSFCk9lM4YHujjhqvvoNvuoq0C68tD/OUnP8bM2RP4+TztbocoDpgY3kW1lMOWgsS2QPdOSMKzcRLJl7/5LV77G7+FPj6Fcekudjyxi7vf8Tv8/d/+Ma52UK7Ec3xqzTWiKGKj7HDczlEoGYyPVHhm/zPccMMNjI2NsLSwTKQ1ecckUJJEKJyoxx96xW3Xc+vb3s3K4ceQmea9/+39NJMl3FNPstJYJRQ2Z2JIDYX2PLo0+LlXvpUf3Pf3bK4WOHmqiwoUBcdhaPvFCKVZqS8xODRCuVyh3W5CbJLgE+kA1c2wDIef/7VfIeeXGR2vcujgw1x33W9y8PBBbr7+VmzPIa4tozO49OoryZKYYqFCpVQmTVNM28Uwe66r0YEyN95yC+FSh82bN5PJlG4nJotCVlptEILhiQlMaZHEMRPrNpFmEQNDQ5w5dZJWfYEdF1/JE4/+jGMHn2ewf4h5DZHUuJaNlgbLK3W0YzPaN0wpr/FzRfqHxui21jBJKeUkoVD091fYc0kFlSq27NjKwsICpVKJLEtJkoTWwgwn902xokLGN2xjdWmVsXVjtBsNNm7eSrlSYeHsDK7jY0oLAklmOzRW5mlkBqu1ZTChUCgwUBnEdso02y3STotKocxqs47WCtM0QV1YrpsXCv0FJN/3kVLSDGNMNJZholSGLQVpI2Tn7h388N4HSD1BEnWQGFy6Yzf1do1SvoRVLmCnKUPjm4iFxiCh4NhYMqHijGEZNtKAlW6HIFhDCokwFLEWCENDNyZOFaZn4RgWUZJgyp5F0zB6UJEsTtCGRGYZKsuwMPAsE6XS8/ZQi0yAkfX89GnWw6mJRBKjME0Dy/WJ4xjTsIkiQdSK6NSbFLRP0a1wrrDM5vIwZ85OESe9Aqxii9nlZTaMjPJ3H/oEb3n3L5IGCcJysQ3QVsrJE49RlLfQFg3CLpRKJr/zu7/Kf3n/HyFNl1RleJZJddskF+3awezUMsoIsR2JKSSRTtBxiJQW1998B+3ZGpfYNR6Jhpm45ecQZx9i68QwJ+cWkJhkaUSpUGRuaZnfft/vUSwW8E8uURwu8eq7f5MPf+LDzEYLWFqxvTLBieeeR0sDL1MYlsnkRJk3/PbHOPjTb7NlbJL7f/pDPvAHv8uHP/Zxptvfp+/kE/zCTbdyuCW4YazCj8+skXPKxFGLF119NxPdBvcfO8zhc0eYHNtEZWyUoBWysdqH0jEhEfm8ZN9j38Jx+ogjhS/B9QSXbtrBV774Ne58/U1s37Cd9vQR9m6a4HMf/RiWI9HCxGtKhr0yc3OLJAoCpSjZDlbR4F+SGZdWE2wZcXp1gb0XX0knjIijBp1Gmz0DZbRlEAUxKE2rHXDq8BE2bF2HMMAbGiVFcG55iYFNm9ngF2jWV6nmK5w48SxuXz8pEaWiy8S2rXjaJ+gm7L50A81GlzmRsbi4iNtXJlhYpT49z8rpWephyOhYP/2lAlk3R5B0GRvfQK1RZ2S3xyAC17Up2Q7SNBndvps4bBE2W9h5E6ElWaYJVEjBLzA4vBORmQwEy2ihaKyukCpB2Fol66aYfQOsNRu9WG3TJEwThL6wfC4X1tH8/1zVoWEq1QH6ShVcr0yhrx8nVyDTgjRJmJ2e4/qXXYsMM6SU5KwcTx08yNS5BZ45fIwDj+znsf1P0w0SHNsn+xeQuLawZIYiIMliihIuyleYyJfYPbKRLf0TFC2fzDYwPYN2J+hZNC0HrVRvolYpzEyjbbO3dE1TVJKSoHp+daUJ06yXY68U2uylRHpub4JSGgqpQWCThBEy05AmREmd3/3AH/DSa15OHIbsf+JRdm/aiOMNolyXLjY6zYhFTLcdENQ6PH/iWarVETLLRGSCVkdxamkfu3fdSEM3QYGbE9j5Ep/43OcQpoVpaVzXx3I8/uvbfoVHHt1HeahEHGmEUkhLIhKNKWyk5eKbCsMxEUbGS2cfYN3OzSwwyO2/9H6U45NlCYZ0WKyvsHndCFdddglX7b2YcHaOertFGLXYNraDLHBxRwcxHJuucd6Sqnonz4MLEZ978gTf6eT59uk2/tbLuPNNv8hff+yj2N2IS9MFNm9fTyoyXrt3DFvl2H/gYWYOn+XJkweJBiqUnEHmjj3Hc088wvL0s8TBErNzZwgjUF2NNCu4lkun08J1LIQ0mW9HfP2+n3Hnm1+DNMcZ33YJ3/7xA/QPbecHDz9IZ2GJWHdo0+U//9Z/5srrX8LYuvWMjQzS399P3jXprq0BYDiC5eVVJkcHaa+cIQkWKFg2q40VVhod1poJM6en6WZAqhlYP4HC5tiR43imTbPZxso5eKV+bMfBzZXpWjC+cy9OJc9IZYKR/lGSVotOew3biXn8sQPMzk4jhGSkOoHrFBio9hHEEWPrB7l4xwY2btzM6Ph2VhsrBJ02SadL3vcIzkeGHD54lJm5JcI4Y3rqNN04oR1HdNYaWJ6FY0iEAc2og+94LK7NkyawutJAYNENQzIlyLIMT0q00EjrPDvZMnEusPTKFwr9BSTDtEmUJpfLUemv4rk5HDdPvlDCzvsoKWiuNRndNYivXIQrKZc8TEPR5+cxbRsrkxw5eJj9jz3NvicPsLzWRCmJ6fp4todSikwIpG3j2zarwQrSjBnyfK4Y28iukXVMVvoR3RilFLbvYbkOtjRIDYFMMkyzF/tr2BaG2QNLC3Ueo2ZaaCl6OfnnTxDnXxymYaCkwvBdlGMSkEFoMb24yFp3ETM/yPaLd5AfGOeZA4+RFwYVV6JNyEkL1xScWJ3FsySf+ZOPIhIHpCbVJ9jm3kYaxRhCEsYhUSfmpz/+JlOnz5AmCabhkKUBURJz2613sXB2ilyuiOOZ2Gav/+zYmlJ/HwMjQzi2hWtaGE6BQBqYR88xWhxkYe44w5UcqUpoNBZ5+sH7iToBed/GECkrD95LSMaMHqMt8+SEia0sWt0Wjs6QGQSO4p53/Td2Tq4ni+cZNjuYaH7tjtdx6WUXc/eb3sINhZg0t5GCMUhp9gSbyzkwM545dIi52gyX7NpJV7hYtseZ/T/irW9/Jw98+35EJDl16CAlX5CvFpg9dwohDHyvl4zaNg0wNFddtofJdbt4+IlvcvLUc7zxjjfx4b/6AIvz0zi+S962aQNKOHRaLWwrYnVxiWPHD7H/0f1wfqVm52wGJrezNNthca1Nsxby0BMPcfElL0IJ2LhhPVt2bGfjhvVEOsFBcPbMYYrFPjzfpL9UJe3GmGHMan0N23OxAV9Imos1Wms1wrCLb9Q5cugAS50A33Uo2DZ20mL6+HeY2vcPPP7drzH33NN8+atf4vTcIt/7yUM89NyTWCb4uTKJlVEqlqlUB9m0eRs33/oyduy9GMfzCNMOaM1gucTWdZt6rVDbYGJ8I5snt5EmoHRM0GnhOg7S6llWFRLpugij14ZUqsdaFkL2JswvIL3QurmAFJoRvptDxxFJmGGisCwbYQr6rAo617MBbnU2svlVO3nwgUdxZYFS3qKbqd4mqJ1h2XlUlCClZHFukcW5WbIwJRYCLWBy3XoGKia5vgH8oA5KEWeKeqeJa1pUC3kKeQ/HcPEMA2EbHJ6bIUlSDMdHCo1hmj2bpjR6rRwJwnZQQqC7AbbjopRCZb3efqwSfGGybqDA6eUGIPFMF2VoFJorbruZ7/3Dt2hNzbN1cgcTF41Rq8FAucPK2QTtKtJMUUCSxhmPP30/pXKRXa/bxo5t11OfbxKlGbZpktOC3ECZPdF1CAy0SAg6AZltM75+AK9P8uH3f49bXl5HShMhBabwMG2PWq3G2okjLM1NkxkaEStMmXJZepAHqgZX7t7Jf3//J9k2rihIl+mFaQZy/VT7x5ibPcnq4Y8z+Za383gKpVMnKNo+Jcfj8NQ0lobMBCksDj59mHj36zi3uMyQYyOShJHBHCePHkYUXcLWLLf9/qexZMqc63F4rQnY7Du5wD1v/U8052bp7wt58xUr/P5TXebqDa5/xW1MnTvK3/3dJ/nqV75I3naZXpxDWB5BN8IvGsi2x61vfiXPPLWfOMnYdtEVhAE8fuJ5CvlRRsf7SJstuvWEkQ0DNJdbGKZNF5ct2wb56Q//iZHqEGNbNgFQ9KvUGnU2Xt7bHzjy8MNcvncPp596isGtm2m1WihTcvDQMwyOVDDtAea7AavnjmFpl5peY2xsC92si6Mc6s1VbEzcok9RhExu2c5aPWD+1DGKKPZ9+fOkKuGS615Ca77FqanD2K5LuTqC4br0z6Y8+dP7eO3P/xqZBjfXszzWm01ibeGiqS3Psba8ysmzR+l2Q4rVIuWkzMJqTLvRA6hbJhRaTYxQYQ1UGC6PEMYRcZbSrteoLSzh531kziFNBFaqCdMUy5BkUUJbw4UUU/xCob+AlLQDQk/gOS7dVg3fdYmiANcy0ZminUS4UqINMDpwyaU7eOL+x5CWDxn0eTatWg3pKjLLJwNS1WtZZDrCNQ1IE5bnF2jWa6TqLHHYIc5SNqxbz/j4OK5jkTTruIaFUgntNCJuJYwUShhZRs7NgW3T6HSZb9aQhtEjXXVD4jQiixMcw+y5d6TGcXIA5Ow8iYapWkCcahxTEqcJjjQxhEnBL3DiwHGqewc5M/0Mk33byRrPkyZFREVidNaoIfAxmVlZZEO1yvd+9E3ued8+zh0/gzA0WdSLeU5J+OyffIJX330PQmhs6ZK4vf78b77h13n3H7+PVKXUOw3ibgcpTSzLQpPg54p84s8/TLW/gud5rK22kaakqxI60zWmjDHiZ+9lbOBGmqJJwR1gJerSXD5HrbHG5dfcyuNf+xx791yJfPkvMvedP+Pk8ZMgIJFQVibrd11OPV4myF1Gbq0JyqK+tEI309hFj7DR4O43/w7Tq2dYrW5hfrnJcx1JspZx5qnvMPGZT1CzM77w9W/xnlf+OiP9D3Lkmcf4h898mSRs4lYL/Mqv/w6W1nzli59n666tTJ+b4+iR47glyfadOxkb2cTA4Ah2zka2QqaPP8nGjdv4/k9SnDhluX2SX3/PH5HJnuW3aNvEccjV197A9NQ8rdVlYB1REPfiAtbWiIOQnVddycHHH8W04OihQ0xuv4iKXyKXy1GrNSmVckz0DXFibYWcG1ByfeL2HCd++kNU1KZkFViL6hg4nK43eVmun2cfephGt8Hw+Bj96yZxfMFF69cTTZhc8ZIbaHU7zE+fYa22xPDQBGsHHuYLH/9jNl/3UtYVR8mUoH9wAEea+LkCnmviFYoo26BUKNNXLSOSDK0z9AB0s5g0jUGllKtVVhptCsU+2s0mQbfN4swsxXIfvptjfnUR1873okkss7dzocEUF1br5t8s9EIIF/gZ4Jy//ze01v9dCLEB+ApQBQ4Ab9Fax0IIB/gCcBmwCrxRa33mf9Hx/4eSVhZSmazOrTI4PHAextym1YooFnK42AjTQpAis4xB0UeW9gZg4ixjqdHlpht38vSxs6RtC5loPM8hjdMeQi8DjYnwHNrdLk4uh7QdjEiyutZgfn6RCMXY0CBD/QOMDo+x1lxBmga2MIlEwlrYIaczfAm7hkYxPI9ApZwKpzExcfzeUFYQRL2MnPOtGyVNTKlQiaRUKpGmKWkUo5GkSUTO9fitD7yD44fPsbzQ4NSBA4xsnuTJAwcoFEoEocSI097yv5OQDIBvFHjbTTfzv/3Nn5NlFgU/R5akDG++iN/80G7OnjwNyiAyFRaSwliRu9/1K1ieiY0ki3t2VZ3R2zhOFEop1k1u6oFahI1pZaybXM/i0jSp2eAXb93OE/XjjA6M0GrXCbOQdqdFnHRwCmMc3PczEvUzjg0O0lpuMlLpZ3W6BkkIEqI0xS/YzOQvgfYUlUwSJG1uuXIX6ydGODe7Qi5X4syJY5w8e4ZWscLqyhKdyY288uIxzgVbiVNFKi0cy8WcGGZJrmN56iSN5iJTZ+b52re+jWm4nDlxiMMnT3Li+FHanYDi+BDNdsxf/emfccV1V/K2X34PCyfnOfjMk+SLYxw+coJSvkBUWyXNNC+/5WbWGhlR2GZlaZlCJU+aWux60cUsnDoFQF+1wrmpKRzXIO/nSNKU7buuIA4aWK5JJwowDJ+8LfEzE9I6cfcEG8c8LMNBxRk6aYIsEHUC6nnFWuwz3D+A024QqBovf8sb6TQDOq0ms+dOs3n7erpBm75qES27+DmLI08vg0qRORclPcyoznJtnte/4ueZOXsKK+9jiIRcThBFIaZKGRkYpNlps7SwzNy5szSbdUo5n0JfhSSNMJSkOyLJOgEtr44lNV6lj2Leo9MJzsd2g+c5ZFkP4JOmKYoM9f9B100E3Ki1bgshLGCfEOL7wG8Df6m1/ooQ4hPA24GPn/++prXeLIR4E/BB4I3/i47/P5TytksWp5RKJZqdLo5pkM8Xcft6NkVDapIkxjIliY5QUvD6u+7gq1//CgNmha5v8eMHT1KsVOgETfxiiQRFEMUIx8JUGWQKQoVpW8g0JWebdITRy6cXkpJXoBvEHD56gqmTZ2h22mih2XnxbtYPjhBGbRpRgsxihLTpNJrYts3GwVGMVOG7HpFtcnZ+nmbQ6hGrgCQNARDSJEkShBA4jtVrnVgmMowYGdnKsWNH6O/L0921k7yZ0ji7SGQYrGQturVeZHMkNCsLc5TKQ2S+ycyZZUbH19M1ei2ee15/Fx/667/G8QqopIuLQpDjd970Dj78mb9mfqXJZS+9DkNa6AyUUjhO75/Vtg3e9s5f5Utf+ltKjsHs/DwPPnmaZu0s6dEfc+9ag3PLTSZOz+I6BtPLSyRLcyzFGVHnOBYR7VTQ2fc9Xvb6t/HdmbMI9RyOZeKbJpdcfQONOEP7RbJak66fJ1hYpa/k8oa3voOPfvADIFPqnYi55xdYdk8xM3WOa/ZeyaEnD3LN1ddz+NAjDFc3M1E1eXrGoLFSZ3/4DCqOkcBY1SaMBZ/9+BfI+xatlmKwr8TK7BJDfROcrtd4+ZUv4Zmf3MdqsMK5uTV2TCbsf/QBcm6OoWGHw8ckS6dnqbcbtOsNypV+6qfO8MBj9/Hzv/wulOxxBh669xNUCn3kRteRpBlJ2iVKBUonPcxlmrBan++BUToBrbhD1ElYa9QQGpZWlrFdC7vi89JX/AKtWpPGSp1ue45t5YtYmVugNjNPtX8Qy7KoDBYI4pi85YI2SZpdjILLjr27mF2sYUvNVKWKkbrMPXmAr2V/ytarbqN+9gRDAxt54tHHqI5NUhkeRLU7WEKTakWhlKc8UCIOYhr1Gq6Eie07CdotmmGDsyeXqAcZVdcgCAKmzsxx0w3XoywDx7HpdgNUmpHGCQqNgwEXUILlv1nodW/Eq33+R+v8lwZuBH7+/O8/D/wBvUL/6vO3Ab4BfFQIIfSFNip2IUpKDNNEWiZ+1suIN7Wk3e6gJfiOSyY1SZqRYRIGXcJFxZvvvItv/uMPIApx8j5pt021VGKt1cQ93/6p5v3e4JTjECUxqRIkaUoYaxxpEuoUR5oIlZEECSoIST2B4zjYts3Z48c5/txhpGUyOjnBeH8Fu1RkrlkjpzJ82yHSCc3VJrHSrKtUyQoFGs0mADpOwbVQOoUsxTI9tDSIw6CHPZTgIrj9zrv56bd+QuOxQ+h8l/xgkaTWIqc9pCvRUURXCDrKYm1lji3jE3zkT/53PvXNe1lonqWUDfDnH/843TDFSGM0GiUMUAFv/OV3Mb8cIlMYHx5B6R58xTYdkAKpJdVqFZSmv68f4eUoDY+w3apx4Pl5hLA49ZMvsePa1/HD/U9z3aVb0KLJodkprrr+9WwdgAcefpKi0tSO7MPkLWgzh8pMdAZdQizLJQ5mMNM14iggrxWbq3lSZfGK172FciXP0kqLwc1DXD70Nh740V+jlmu4pRw5P0+lvsSPH3mYt79hD4aE2eYZzpxaIIjOYPseI/1lbrj2ZYxsHkZmmqwbUjRdGt0Ose8gfBONwxW/9F5qixY6WOXM4/ezb//3yBc8Dh9/njff+lpiDjLXTUiaEfO1Op7hIByDtVMr/MX7fpf+cgm4hkppkkzErDbr5FyHKEqQlo9jOXTDAJQmSJrkvBx+qYDqmDTqMxhxTCgUvoKDB59neGCUTz7+QTzHolwu0T/UTztsM1TqZ2BoCMt2MAyBVJq8bSFlD4yjZEYQJ4yOVtBxzMrsAtdecy0HHnuEsrnC9KmjpH6B1736HmqrdV5y/Q14tkcahuhcjsXFRZJulyRIeitMKXD8AsNDo6ycPo2XL5EbGWPCLtDsdAnjABlFXNnXD65FjjzNZqc3CSsT0BolQZm9mZQLRf9DrhshhCGEeAZYAn4ETAF1rXV6/i4zwNj522PANMD5vzfotXde0L+hNE0RWqOTFKQBpkmkUxQSQ/ZibXWqKOTLWI5PIV/Gswy6jQ433nIxSnoo6RGFiiDJsG2PWEGx0kcQRIRxRBRFCCFQaYRxno4QpxmW5yMtG60NkBZOsQSmhWk5KAXCsPHyOUCzcG6W554+zEMPPsTZ50/y3LET1NoBRmIxPDRO3vNptlokSUSx0AOPTFb6GcFko1NkXakfRydEaQthS6IgRAsLZQg69YiJjevp6HkmL7kJ7fT32lhBl1KhSMcUJCrDSCIKmeTsuRm8AY93vPFWtvXv4iv/+BHidhchM3zPwnaLCAzWbRhl54u24Nka1/fYuXM3tueef/1JL8NEZRw7eIi52RmGB8dAKApmDj9fZMfuHQwP9GMhWDFsBnyw8zlm59d4z/s/zMGnvkfqevT19fHckcMsZglf/Pu/p78oGNq8FdPR3H77XRxdOkmjsJ2Z1XlypT5qKqXo2szMn6PdibjnHe+iXHQoljy+34kInzrBnq0bIV/h+m39fPyfvsPy2XPM1A5zejnk8OwcxVwZv3+AipfH9QoMjUxi4+MkoHwfq5SnWCgwlCvQWF2iUAh55huf4d6/+SUe//EnWao0+MO//DvKAxt455vfype/+SU27dhOMWxR8k12rp9ESY/l+Rnuevtbees9v8EzTz4KwPTcEYYGyohU0Wn34PKOK3uYS2mSKA0IaqtNHn7gZ/zou99k/xOPcui5Q7SOTTO9sEhZCqZPHeai0RJW3KXsuwwW8+wc38zwyEiviOoElWVoE8J2izAIiIKQNMvwvRzdTkyuVKK6fpKRjeu57CXX94A6a5LO0Wf4wXe/zqljBzl69DDnZk9xYuYUc8vzCAMq/VX6R0eZmNzA5s3b2bp5C1HcYsv2DeSGK4RLS6RCYxkKyzCo2prBoSqu1UNtGkJhWALL8bEst8d6kBeW6+Z/qNBrrTOt9V5gHHgRsP1/9omFEL8ihNgvhNifJd3/2Yf7DyGvkMO1chhC9CbrtAKtcQyBShOidoBpGjQ7TeI4RlgmdqGAYZmUGOKVd72KPBmFQoGYBGwT3zaRiUYbkCQx//KW560CttFDBEYiQXVCgiQkTCM8zyPQMdrsjepnhiA1BYZpIw0btIlh9SKJrWKPFXvkyFGenjrKo48+zv79z3Di7CzLtfa/AktM2yBfKoAFQmkqfp5xt49hL8/O0Qn6/dy/JmtWhvspmZL5pbPs3LWV9Vu30t8/wfrJLfjlPI7n4gmbrqUwTZuFqdNkmcHb77yFgjUOrk/Bc1Cmi+FKHC/Pr931DnSsUYaDP1CiPDyMpQTSsrFtF0NmWMrgHz71OUzLp1DpxxEeiZnxxP4pBsarvPimV7Pl0ktxp+7nxOIsTzzxBFPnTvLPn/4/WJ6ro7Xmlquv4NU3X0FOmIyqOhddfjHp+GUkkeLA8ef57Jf+iXMijyNMLJWRHZvlyf0PU7Ecsijluhvu5B8+92VGnTLzp05z89vfz57RQUxlsmPQ5dbrruYfv/QDzMjhhuuvYPdFe+kkCpSmqTPu/k+/wUc+/Gf8xV98iv6xjWzZMMnExHpK1VFc1yfMEryhCsX147zsNXezujBLIYn5zNc/yfTSAkOjG6hWxrnh1pfSv24LVqmPzLTIlfMMTm7CqQygRcq7fv9Dvfc1yfH9+7/DcrNFikcmNauzy4SdOpWSy/qJYTaMTTCUK1AuuFRLVUYrA3TWGhQHKuzZuZmS71DwXBbnz+EYHruu3svA6ASj4yMUPB8/7yGFQ6cbkmqTdrtLMwjpBm2MRDF7+hjNVo0gicnSkOW1OqmTEBo5Nq3fytpiQC6v2TDaT39/P4ZhUe4b4v9k703DLb2qet/fnPPtV7/7pvo+XaWDkBCSYAgQGiGELigGBQFFRcADgiIHRK/ilesRL1dBBaUTkEYQwQAhCYF0UEkqSTWpvmr3/V792805z4d3k3PvuT7P8cPxGO/NeJ56nl2r1tr7raq1xjvmGOP/+wfVauHd6wgaI0MMNurkNkVLwPF54NIRIwAAIABJREFU7MgJFhdXibUi1g5xnOKYgJMPPc4/33MvSa9PpT5CGESFv0Cvj7RgHdDqP16P/omw1q4LIe4ArgLqQghno2rfBMxsPG0G2AxMCyEcoEYxlP3vv9fHgY8D+JWJJ88Z598xSmGFTqeDdQo4mcg1mSn62UEQ0Gq1yI3GcRSB5yGkQ55prJU0VUa4YkkbIDsCN1NPoAyEUHgKnKhMmiZgXawo2O1Ih0pQQkgHbTJMkrHaauJKVfA7lER5isB6tHsdfM8jR9PPEwQFIuEn/rZpmqOVojI4jDGGufklpmZmgMuYmV9m0+AIruvgCYEQhqQX4wY+WZLgC8POwRG8KGS11eRXPvzH/PCTt/Hdu35IyhSXX3UNjx69j5It4cucXCVgILMGmxny1Sb1nVXuvO1rvOUtb2F66RxSGjKtGdsyym/89vvJ88I7tFqtIhJbWCMagbEWR3kMTI4wOLEJpKXRaJDEfQLfI0pOMTDxRhaT+8jX5kjXV/FG9pGsnmHEq3L47En83PLGV72Gr999jNNHPkOr0yRdOEnJCWjlmuc89yV0+z1+/e3vY2xwHKfVpaUyRreGXFTdQ3PtBHK4wUBliO8/cJYXra0x1G2x9zkvZOdAyqezDn5f0lnoc+uv/RKeKJErw2bb58vf+Co3PftFhJuGuPWWm1lbjSmXI9ori8ysrRLGOWK0hOgZTOSxfWwb08emODs7zbOufiEP//DbfObu7/Cxd/5nku4Sk9t28zOvuImFqRmU6yOwpMrghQHtdheEQmx8YrfvuZD7vnIHISUmr3kGrhMwNFyjn2iyJEeIPmmcEGcdRoZGCaTk9PIyQckjk5b1ZpO+45AbyWo3Z3CLoO40kGWBznIaQ4P0+gmr600yo+m12nhWYkXK7HqPsOLjBg5px5DnTVw/x7MtMl3ixS9/Da5j6OQ5J48eJUsjLrrkClqrS2zePMD09DmsNizNL+O0erRb62RxxtraGuMTw7Tai+y/4FIa9VHaq3N0ymVCT7HvOTdwsbGsr0yjVxbpra/Q1xo/DMh6bVzfp99sA+V/z3Ty/4j/YUUvhBgWQtQ3vg6B5wJHgDuAV2w87XXA1za+/vrG79n48+891Z//18XXvvz3rJ5aQm78rwgliaIItxTihiFRvUY/SbBCIpTCkqMciVSWknKRZFx3yXMw3Ri/MYBfKqNUodbLM4MKw4Jl7wewYbLgeR5ZbsiMBiNQXmFMYq0tfrbjgDas9JqE5ZBO3CXLMpRQBF6I67pkOkcbUL6DK0DoHF9JpALPKTYTmmttDp04yUPHTvCjhw7z8KPHaCcWaxxyBC6SbrdNp7VO5LmMpj6v/pXXcemF+zj/yufTFIJ24tPqrjPQGCPWBc/d1YaSlqg8Zvrx0+RJzKteeA218jDtboJjUt72qjcQjUco18f1PTCC5XYbK4obRSwSEiNYmJ3mHe96J4HjUavViLMWX/n8Z6l6g3zrO59G2ipedYwLrr6G9NRRcMuspmv4XkQbw9ve8S4Gh8Z5zs/8Iuedt5n9YxXu+OFthF6F+3uaVMHy8D7S1RhPKtJ2Qq+t+f6JJfw4Y322jRcOcd211zO5fQ8Xum3uOPAYkxdczNGZFR5PE6583sXEy4UYSpuUXtKn2Un4+ve+jV3vcsGencTZPK21Ds3OKsNhieHxAdKlFp5fIwpK3Hjts3j85EFe+uKfZnioziOzy/zRu9/PeryC0S6DjZB81VIfbhBEEWE1oKQk9VKFUqVMdaDKxI6tAFQnqrzhDb+J0SXOPD7P3Xd8l6AUUa6FRFFA5Pp4bkRtaIDRTds4NT+HJxwcP6JWGmZ6bYWBoEStMYBwArZuHsGLygjjMLOwzJmzU8xMTTM/PcP8/DyziwucmZni3JlzLJ47zfSRw5w5cJDT99/F3MF7mTnwIPNHZ5g7+yh9vYa2OZc/4yo2DY/SX1xgemGG7Tv3klnDjt272Lx9B4ND4wyVa1y8/3IaQw1GRoZIE4Ohjm3PsbY6jU4UUSkkSxxE0qHbaZH7ilKpRHlggMHBIcKgytDQKFGlxODwk6tb/a+p6MeBvxVCKIobwxettd8QQhwGPi+E+D3gIeCvN57/18CnhRAngFXgln+D6/7/ZKw0m9x/+AHUEYebXvlSunGGSA2Z1KR5TOB6VKtV+v0+tVqDXtpDChepCi9XoRRCwwuf93yONs+ycGQGayTG9wmANE5xA7/wfVUOVvoYkyCFwGCxG2iDSrlMbHK0zclNjm8ElSAijzMqXrTBtLfkQiPzAiScJAmeq7BCYmxh3i0RoDbeYlKQZRm+45P7Fo3h9NQ5ZuYc8lRjpCAMQwZrVSbHqqQW4vVVnvdzN3HXV+/g9NIS2ycmGCqVqQ0N0EkS+p0mHZ3SthnCWrxccHzmHLsmt/Dam26g30n5p8ce4jd+/3dwDEih0P2Es9NzVHAxjqS8aZSXXHod33/4IL/zzrfw9ne/j14aM1gaoN/L2Da5lX6mCbXD3h1biJfXeWDqKGOTQ+jOClW/xEqzxaZGiXsf+TGXzs4howuQIuTMSpvGjVcztnCO7z++iB+vkrTXaeomnq7Qa8/j1Hx2GMm9R45x3paMmXGXgYFNvO+33sOZE48SWcHw6AidmcN0B6p0dcA3vvI13vGeW/H7bnFiy3OWmyucWZhjfKTOz9x4M9NZTEMJOnmXlrTsHdpCO17n13/plxndvo3LJjezaaRKN3F4z1t/jTOnH8HPFCR9Hj92mK9+7Uu87JZXkuiUNLHIPCuIjVqjc8uGZSwyUwgZc+nTz6dSH8Q/XeNPPvQHXPz0p3P+hRchtcAozcFDZ9gyOYHRinPzpynVy7RW5rj62dfTmTqLu9zCVQ6Vxgjnlpdwlce5g49g0hwlLOtp4VXcj3PqpYDQdVDKIen0WEklJScnrAY4lFCJYam5xPU3/TzHf/x9DJK+KHP5s66gmzssLcxQcqqcnp6mm2X4fsDUicexecb03DRpmtNoDLK6MkV94Hns3L+F2ZnHGAt2Uq8FtHoB2vSI51ZwRks4joNiw3Wt30dZgdZPrtr2X7N18whw6b/w+CmKfv1//3gMvPJ/ytX9/ywGBwdZWlqhXq/zd3/zOV786pfQyhKqQYTyfIRUhegjilhdXSaKImKd4DiF5Fo6AiUccsdyfuU8Zh86iygHqKSPEAFBiaICzzI81yU1Gt/18JRbJG1H0Enj4qbhKBwrUEJhXAFa47pugRMIfZJ+HxsX/U0pQaAwjkOcZPhKkFtR9ISTjfmLlMX3yy2JtbjaIqQi08XPlcaik5jF5YTF5UWEkIyNjLBn61a+H/X5zve+RK0esmvXFdx22zfYummMcqNEa7pFxQtY05rYzRnNJCdmptm7aRsiMLzi6mfztXt/yNTBR3FLHn1HMXPmCNu27CDwI/7oHe9BZGvEtotjAvqdLtYIXC9gbXUZ7Thk3ZwoKHHs8EPs3ruH/HSPTjvDkyVWltdpDDZY7sVEXoVt4w384d18++9ckoUOpXPzNPttAh0gB7YR6x7a90jjFmmakK2u8MjUAcZGh7n6wt187C8/yvCe/Rz51J9wz/EV3j+/mbyUkbqDrGt4ZEbz/t+6hbNTZykHEUopPD/AiwQPHniQV7/qNcStDgMuVLwaWZYxUApYaLV45rXXcuubf5WHH70P3emx2o2ZO73AkWOPsWushrF9tCPYdcUVvOAlr+DTf/mXDA8PUx8aYu9FV5NrTZbFVKsRzbVim8oJJZE3guNIglKEdB0uuuyZDA9v4aFHHmLryDYcxyVwJfMzs2jhMFQfplYvs3PPhSycnkYqSXWwQkVJHjx8mqufNsGxqeNkRuIol7UkJlAhOk4R5YAs1QWioden3UtZKVtefcvb+ftP/AXWWWXzri0884ZbOH1mhlRF9HTGrq3bOfLIY5RH6iy2UjpZjziLufrq68kzwRVXXoPFcG0QkBtDs92mngfMtE9QjgLGNu0ksQqT5TiJRUpJWAqQXrGEmPVyjDakaYb0XOSTK88jngxdFb8yYSee9uZ/78v4d49fffkEcZrieR5uImiZlF943c+w3ukhsVhbIAwkBRmy3W5TqzUKoxCT40iFtgZtNaQaU464+1u3Uwp8Um2wtthDd5GkaYrWFms1YRBsmI9rtIDQ80l1IbJyRGFEbrKcJM9QSuGrAn+AkvTbHYIwLFDBSm2wPv6bKlBKydvefx4f+d3H0SYjLJWgnZAEhTF2riyYDUyytUUv0QiEsOC4BeVSWj7/iT8lTxN27rqKh2ePMPXDh5i8eB/Thx+lG/fp9TOqClomp6IkTSTDtQYTmxqkTQedxXz2nrs4e3aKf/6rD3P9rb+CSRPe9JIX8HNveDc3vvxFhBXoJSCUy9jYGJ//sz9jcGwEB8N6u8VXP/N51tdXMdZhYriBciHuFcz9kzMz9NIMCRxa6DG3kvLWG6/gNW96K4cvuoZ/+OM/JKqXaC00GRjwyM8uIOpl0IY+KWJxjnL/DDe97NXc8+BDPP2SK3jbW9/Ozb/5ET74Cy/i92ddtp09Ruf0MR7850/w9v/0Bq689gVPGFxkFnwl0FiyOOGWV76W7VuGqQZlRBhw/w9+wDdu/zaBW8XxDd2OYdO2UZrdGR798UkGiTE6o72ySu38/WSdhDwoUwsiFk4/xlBjiG6Ss3n3PjrtHo6nuPmNw3zxI6cIopAkFwhtODP9OPPHz+IBd9/7XQbrg1x02SWcOngUg2Zsx3YO/PgBNtfqbHv6fkppiceO/BiVJ4jMJbpoM3v3PJMgiFBpytEHD/Dd276BVDmNiXFe/ktvo2Icsn6fhYUF1lrznFtcZtfwBMaX7D3/YlbmZkgcaDghU7Nn6GSSuL8OccLg5m2cO32OwcFBVpbmEQ501lsMj43jBj4Dg2NEkU/g+Hz7n7/MjT/1HI6dWaakHLTvs3xuisXePJt27SNrrjK543xMniGs2vBnthhZ/Ft88vb8X/qY/0+NM3e+/4C19mn/o+c9hUB4EoXJLZ7yAEmuoOQJPvlXn+PnX/szrCcdvMDDmBwpi777wGADm1rSNCUIAnSWIx2JsAoZOoi0x+DmMqvH1yCUKFUkTuV4ZJnG8R2EcMmFJDcWkIRS0sv6KOHg5pbcL24sjuOgPHfD8MSSG40HhFGZxKR4jkMuLIEXYJICrawlZBtTu9RqQsen3+5gAp+KEXSUxTGghCCxGqUNbhCirUWkOcJqlDBE1uGWN72TY4ce58Mf+AD7dgxx/Wtezde/8hkiKQiDEjpdRzseViiy3FCSmtXuKvpsxrZNg8wvr/KySy9m3yWXcPzxA/zUz/4KpWqNsDbEK9/1GkziMuiPMD/7OJm1tFbXOH3mGE7o8I1/+jpn5pYo54KJbduxNmPALdN1+hw98ihSgIfFVYoscLjyogt4zx98nC8dOsz7f/n12Mt+mmplAtmfIo4Esuew0mkjjt7O8FUvh8ySVSO8UhU7dj46f5RqY4y+XuMj7/xZbq/tRZy4n9ee3+CrSx5vf/2r+djnv8wzrrkRJWQh0HEU0lEoK0mUoBH65HGftWaXpdYitXqdmbPTNGp1eiIhFHUePbLEjqHzidQJTJ7hpJK77vsRf/Gr7+GTf/ERLrv6SpSqEPnnM3/2LEZazpx8jFp5gG4mgGGSLCVZ61MbHiNuNWnUJyhfvhmbd3nTZRcRhBW0H7Bj9+UcfvQArbVVRqMyY7u2kK+s0o3KVEbrzJyZQeqMe7/2Vfb+p2vBJHSzjL3PuIornvc8Thw7VFTRWZ9eAqVySGOgRGvVZXiwhgl8gtAhy7tIL6RBSifPqNSHKGUejy9Nk6wZYnGUSy+/FmstQ4PD5AgCJXCikPV2k8GowlqvyXqyzs7Nl/PNO7/Fdde9kDiBsDqAsoIBf5KRxghT3Q6+cujGMeicXOQoK9EC4D8YAuGp+F8XaZ4gA48Skp7IsFpSbrh84RtfYsemPVz6jIuxGeQYhKsw2oCCNO5jdIowliRJSHNN6Ps4juK8Tfvp7uhw8O7HUFaTpwkJCo3Gx8Vg0LnBUw65NAjPI8oVynOxAkJb9NY9qehnGbVGnXazReB6ZEbjuoKyE2ESDdbQ7/cJgoBMFghXuTFZ9l2POE1xlIsrFInVuJnFIjGORFnww4hur4cSFul4CKMxuabvugids333Jq7+qQu4+mnXM9Vf48XX/zR3PvgD9m7ZzolHH6LZ7VHr5hAI+lbh5pI4jnno4Em27diO72WcnZ0mNSEf+vU3sDC/Sq8f88nf+T380Kc2Msrxs6c59KNHWTk7hxip8NiDj1CqlblkyyZmlucYCh1aueWeH92P9V0qgHUUPWPQrkNVeazPnaDEKoszHW699S189Fuf5ULVZKofM+SVaMarRN0TPOOPbmP6nq/QmptHGUW1tonl9jIiUXiu4GOf+gI3XvcsqtULsA3F5zoeu8d8tpd2smtyOwaJBqQGYzKUAWMSto1OUBuq0Wp1kFgiv8Ts0irbJ8c5OTVFZXiEzVtG8QPBD3/4HQakgzKCbt7lua+/lbPz01zzkpdSswHv/oPf5WdvfgFDk1txXRfHcegnCcnKMgBR4BMEEWmcElRKaN2hWq+R2zKOFcxOzwA9ygN1Ln7G1Zx67BBxp8XRw8fYs20rnliEWLE0O8fuXTvwrcWaHnFPFr4IMmfu3BlSbXClS7+VYl1FmmlWmi0qgxU2D+3AVR6ra8v4yifzMuJcoYzGtZJW3uGKK56JynNCP2Ku3WS9vU6j2iCL+2jrsL68gNWwlhmicoiIExbTZbZu2UNzbR3HDTl1/DHGRyfIOk2OHXucsBzR6rSQUuEpVcwQTA5pjiclTybB1FOJ/kkUyvVxrWI9jQmUi1KKLElww4CZhXNMfekkL3/RzSRuMUw10pCnRTslcH2yLKNWq5NpDUYXgzMRU089antr9A6t4+MRJ31MltNOM4IgIO708YcapP2YMAyJ4wyUxnGcooXjKJI8x3Ec2u02AEZAGIboXg8rBFEU0U1jpKPAQpakKKVQokj0+cbrsyzDMRvYA0eRpwlgSfsFFtlxCtyrlJI8Nyg/pB6VSUQGPYe3v/M/c9fdP+RLH/k4u/fs4sbn3MTf/vmH2bxlkh21YQ6eOUpJedjEgtToJKda8lldmCLua0RQYtNInV4/YWhyknq3y4/vvAdlDP3Qx3MsJrVsHhpmxeRUowCDodfrkax2uPPcj6l5ZZTvo3ROL1So1BI4Lgi4+8Aj3P6tHxDZjIdu+xKbr7qB/o+/TW/nDUy6PU4tdyi1lrDbn4Hn+Gzds5/u6bPorMe1+3bwlb/+KB/8vfdihy/m4S98gi2vGuc7/TY3jE8Qt/vc++CP6ZSWOHHwCK6rMEYilCVUG5hcqUiSjOb6KqETgddjdrXLcF1yam4ZEwY8dP8DLJ2bYXx0AkUJKRO0NpS9gGf/1AtYWlxBCIiV5Lff9Wv4wQB33HU7+/bsJU1ToiCgHxWrgzMzMwhpGRocoRpU8MtFG5BcE+eG6sAAaZ6TJV1MljM4NMJdC3NsGR5iYvMWMuFz4LZPU686uI5Bdg2DjSGWl+fxYsmqiTGB5Norns3K4hKbt+/kzOMnOHX8KMtrK+zetwuBQ7vTpFKtMnXmLBk5ThBSCioIz0eS040TJIrMNGmtNxls1BkcHGLYaprNNUK/TpqmnJuboprWqZYiyrUq1cYAcdpnIGzQDxOc0GXAHaVSrpPqHiJTZHlOIiR5Dq4tbvzdJOHJRK98ikf/JAqz0fcOgoCgFCEcl3J1ACEE7X4b+n0+9eUvUlUl8jRDIvA8D8/zMKYYlirXxfU9HM8nqlZxHA8T+OwfOZ+FbAXhSiKlCMshpVIJjMCrBSS5xjXQbLdI+jFCKJJWh9xoMp2D56A8H1c5SFlAwDqdDm4YoVyPfp4+kaR93yeIwg2aX1HVeJ6HFxSPG6mwVpD3EyK/DFoSNAqbup8keW0NQjogFEudJr1mh8xo1loxl13+DG68+WW89s2/yeBwmWffcDNurcq2i/YzODSAcCKssoWBhOcRJ5pM+vhVn8xJmJldZG6pi7QQuB6mWoFSSKQE1vMZCEokFcmoyCmHxRDx8OFjdLIEYWCVlK7UdKWHQiFd8IRibPM2vvxP/0C3t44/ENAY8/jeVz7Ln3zmO5SPfJnF9RwvdbET+9l05YtI106x3E2h7vHx33oVD5xZ4rnveBfHTnVITcTekU0or8L82hrtwTrWT1lYXOahxTZjl72AUjkqDFy0ITOWXBS/OmtttmyZwLgOK+0eAyWfYGCA+YVZvv3Nf2Tn7t2MjA4T91ukyQrWGGyWs7S0wsmjJ+i12viuwnEttcoYRhlueNZ1KOXQSRNWu21ct0hio5u3kaeaqakpsA6hF9Lv98myhKgcUgoDXDSdTo/VtSZ+FHLp/ou4YM8eOp0+m7dtY3R4mKc98zqOHj1G5HjUqzU2bdmOW48IlKEelOg011GO5cTxoxhXMLl1C1smJkn7GZEXENYqdJIEL4ioV2vUwhBfKVQuiLyIZrPJYnuZJM0JnaJNud5qcnbqDElqkCpCuCGl8gBxJ2ZhYQ7lGEYaJeJWi37aZHR0lOX5BZYWzrGyvkBZldCOxPFcSmFAZH2U42N9j0iF/46Z5P8dT1X0T6J45WtewdTMLIvNFXprbdprLTqdFnm3T1AuIWshNZPxldv+Cb8PP/Wi64shqU4JPL/oDW5UzqnJIcvxvaDYe1eK17741Xzt3n/ArFtCWyE3GdaTiAyEZ/FKEQEQ25i420EphU1zUqMRmUbLggUibaFudTyXxFp0kiOtwYvKGNeAUOR5Ugxu3WIPTzkhiBhXhmhZYBiUXybRKbgCucHLEVJijEEpByklWZYRBWHx/Dwn6fUxyuWlr34tru/x+z/3FuqlkMboTm7/+hdBCsZ3ncfiicOUZMhKlhM6Ci9L6RlFORN0HUFu2pw4d6bY/5eQpjmQI/oS6UPddzllNNHcEqkvqIQOuQXfc6imBuFapMpJdU5Yr7O8rnnGre/lHhkgem0+f+dp+os5rcRl5M4fcuv7/oz/7a8+hV6cZtP+CUoy4+4v/x0j5Yxv/u4v8rLf/RDh2TYHT/4t3Re/ktHlKc7bvo25tSkWzjW4cGIbZ8Qcj2eGZycV7rn9iwjzy6ROXmglhMbkAmENQ4MN8sQQt9eYHBhnfmqO4YkqE+NDXHTJrfTXe2zbspnjp88w1qgj2i2STPPJu/6ZPdc/FxJYaq4wNDBMvVrGUxIZ+oyNDDM2Mkyn1+P40WMAREHI7vMvYX76FEsL88zPLpBpw+TkJJk2uIHPWqtLWG4grUeWZAyOjG6YxGumTjzO9j3ncfTww2yf2MKxhYN08z7CCObnZhge38Tw4ABjwyPMz0yzbcdmQieiu9Li7nvvZ2Vhhn379rF5526GGkOsr67hRyFrK6tUag5pXqjBR4fHmJ2d5vTKOSrVAVYXl1hdW6ZWq9HpG1YWjmFMzvDoGPXRAfq9hDjJOTm1jHSrLLe60OwjpCK3lkalwtnZ4wwNbyXNc5IkxVeKLDHY1JLLJ081D08l+idVfPbTf8furduZmJykunuScr2B43sgDDrLUUJipSJOeqy3mzx89AhX7N0HfgjGwsbGS64z0jTF9wvThaLiN3SzJi+++qf5yt9/nbScIZVDoFxym2IEZMYitd24UWgyY1EIpCxETRiNMgJjJbkAJ7Mk/W7hJysFWT8m0yn9boxSxTDKbAyOa4FmpQ3K62IziZASiyFLikGylJJMGZRVOCWffr+P73pIRz0xbJZS0mg06NkcXxYQtb/6+29yxx1386k//RDv+oM/4q477uLMkUcYGBij40r8OEO7Ll2Tk2gKlyxXUc0svTjBSoUWAhW6kApEpEhkRp5muB6FY5WxSOPiYFEyJ/cFubVUXI9Ko87S/ApD0uWHn/gT9t3yW0y0z/GqF76MTrnC43qEzzx6hA/W+wTT9+MkDU78+e/wzXNLfO+iMbaWt/DO//2tOC3DwMQwx5Mak70ORsQMBQH3HnqUSnY5gWtZamc4QcTu8RKPRT4Hjz3GxNhOlBUIaRE6RxjLbd/+LgvNHn6pTHOtRVT3eddvvIcL9l+CQXHH0TtpNpvE3RZDJUng+HTb6/zmO99X8JaMxfU91purdLotjDHs2L4LoRRKKRq+z/6Lzgc0U2emmJgcZXR0Ep1Dt9khzjUGy9Jqm3LZ4ocRWdrHDxyIXHpTOaOjFfrtFo2hYc6dPsH4yCRLM3O0dEbdqzC/usxll19FmltWF2fJjaSdpNjZJnFnhuPTZznvgvPRe/ZgMkO32WI1MwgF8XqbJDdkq60n/I51r0cQlinXG6AtkYJytYLv+7jKZWBgAGMgS3oEfoTnRwwJQZpkGFHweqwuiqhuPyazGuEohJI40nuiNeIIC2i0/Q+MQHgq/m2jXq+yuLzAudkZPC8gyxKstZRKFUrVCqUgZPuWzQwNDhINjrN9ZJLEFqIlx3NI44IVI5TEC3yssSghnlh5dP0SVji88udu4ouf/jKlcpVuEiMUeMJHaQHCIB2HQLoYK3AoIGIWSJMchETogqPjCsAvKnabpSTCIj2J7wT4ShJn6ROtm9WuBnJcHWL8ovWDtMUqqesWLZ8wwKY5/Tgm9COs1SgJjiwQwkkWb2yWQEZOOQpJ05z3vOMdvOGNr+O33/LbHHv8Yd7wK2/jE3/9cUaMYibKEL5G91JUbqhIlzjt4ZiAxAUcSRAX2xKBkbSUZtA6dJVBZBbrwFBmSUQOjkHlgtSRlEtlVpbX+dxf/S0f/dgnGNm9n6HGEHv3D3LsSIPqobv4vz74Nq5//s1cVFKk479BPjvH+RftYvT6D/DKy/aQV8b5whc+y0rX8rJnXsiH7pG4/iKHDh7lur3b6QyWWXzoFE+/8tmkrkO+3mUgd5FCsGt7mQMPHGTLSzfjKQ8tJMoXpN1rCb7iAAAgAElEQVSEQMH2LVt5/MiDTDTGODV/nIePH2XnnvNZW2myeec2RD+m4md4ucbJDQcPHeTnb3whvSRFp4UrmOu6BbrZDTh95iSlqMLExARCSNyGCyxxw3Ou5dzsPA8fvJ+tm7bi+j6VRokoiugvLdHtdGi11qkM1DC20FwYY7jz7u9x8e79dJvLDA4OsrC4yOETRzFxzNLqIrlOOHn6HMrElCOXteVVjNWcmT+N67oMDo3iCuglKSLIyY2hVCqQIFpaytUInaQI5W6cEBUKSZJn2DTHKCiXyzjSwWQG6bnkaUIlbNBLC+ppjMHzPbIsRSmH1BgyDa4QSM/H9TysELgbJ08DKKkwurDRfDJt3jyV6J9EYRLNE7IGIfCDCGmKJN1prtNvNpmbm8HZGHAaQzH4ArSEkeExOr02IyNjDNTqjA0NEtbKIG3R1jGWJMlodzo89+YbWVtc5dy5KdLc0G21EcYitUC5EpSDrwLywjMHT4oiubs+QtiifSMESlgwFqE8MBZlFUIV65SO45DGCQBZGhfqWJVDbMiFLU4oAjq9Lo7j4EkPx/cIE3AcB5AbcwuByHThlJXlOK6PF7pYa5ic2EpPZ1TLVT71j5/izIlD3HLlDfTShPd+5m/4yLvfjeOXsBOWhdnTuCJANw2e1YxKyQoQKoWTWnLXUMsdXAy+J8EoeqaP4wdEmaGV9dl/+RX86N4f8fChkywtLRC6Dh/+4z9EG2iEmjc/kLCt1uAdn/kcn/jU9xjfvoVh0+OY2cerXvZyPvCRj3Pzz/k887J9HOoP8Ju/9zGuf/lr+fznPseb3v0XTBz4Gz563zTGwNJyysmlVV61xfDl1hpz3TbCTTnYMdxXvYItjx+lUX89cRajdEaeCbw859jJ4yzMzjA6NMzM/BwqN/ziz76efqoZK7m0j08x1hhnYW0WR/okNkFt20KaGtAFGylNEjIhKIcRJk/xHYXO+pw7cwJrLcPDowC4XsiObVvZtWM77XabQ/lhHMcjz1OGBwbR2jI+MlxU+TpFSEstqrJn116OHD7I2NgIWWZZmZpjYGyIpSxHIwmVS6gkxoQoL0TqPsYaomoJbMHa0SYvnJ3wkBQFjeMalJVgwQ0iHKlw/cLjuN8rPBGMK8nTjDTNCl8GBNaA63qkeeGJbLIUhcICQhX6FBwXgy6czDJoNIYRyEIsiAahAYMx9kk3/Hwq0T+JIskzpFOIjtIsRmpLLsGzLsJKMiEKDo0jkQiEAWmLt5SjFN1ulyxLmZ46zekTOZEfYI1B+R5WAJnGCDYMNgIGhwfYs/M8yqFLuVTFCX20zVG6SN7dLCaOEzrdPmfmZ0jWm3RaLRwhcRyPMAyxOsUPix1++xPagZT0ujGe7xRsGSj6yFIQpwlSSjzlorGYDcWtZQPT7AqMgF6vg1AS3/XIUo1SHp7joEWGVAqFoFYbYHLTOFIarBU0m01qg5N89cCPaHeWefkLn0N5Yivv/dAH+fAH/g/O211CBSVOHTtOknSRTolNss9aP6GqfabyFiNK0RWaAdcj6Wbs2X8Rc7MrlJSHn3TJuppvfufbPHbkBEII0iwG6xFVFSIY4ffPr/Le45LLL30m/+lPP8azf/EPWTx0AOe7b+NAW5CXBth54aVc8tYPguvxrS99nnu889n0xj/h3uYyx78/z9Yhn+8//ChXPPMqlPYZHhAceXgZqXzqXo2DC+d43UiXlfkuKnJJl1oo30WaHGNT7n/oAJXaMIszR2mMbGLq6KNYI5k/e47GSI07/vGbaJty49VXkdqigv+F17yR1U4LR8pimC4ihAJrLb1On4GgRprmWAta5yysLAMVZhZnmBzfTJYUrcJLLr2YlbU1jhw5Qr0xhNQZ2gqksBjhIA2URwcpxwMszswzObadc1NncAOHahoyi2GgPkgc9+hlGUpZ+jkgHITjYdG4qigChJY4FCcExxoMAruxGow2aCwW6CU5nqtwgxBX+8RxjApcXEdgjMXmGiEU1mik50BmMI5DZkEKiydckjTHk4CWtFFIFJ7r0ktSHGFReV5gxNFYa8iyDHjyoIqfSvRPoqiFLnGuCR1BJgQIBRLyPEXiYpSDYw0iAw1PKFA9zwMhkKJQvSo/JPSLD4AwltxqbG7wHZ9+mqCUS5YltFdbHGo9QpIkZJlGKkVuLEONOlEUMTk2zsBAndpYla0T46R5jmsAV9JLUzq9LgtLSyw3m6RxTNztUaoUa3dRVDBxlFPciLzAL8RaaqNKEqIQXTkOQgiyNC22bfRPtoeKt6axAqxG5xryDKscDDHKRmzZvg2DLkiKwuA7JdqtHpXBQcqVBvcdm2f20AGuv+q5POO6i7j1Lb/Nd+/4Bvv2Xsy3/+FvWet3ueaFL+L+f/om19z0Iu77zu1cfO1VPHL3A1z9gmu57YtfZXFqka0TW/kvH/kwxx59mD/+6GfIrYe15gmqqC8knUxwYmoWN8t4cbnG3DVPYy4W0GszfWaNy974Tjb/4S+x6cqn8+37DvH85z+fVDd58YuuYku8lU67zw+OLRDtuojXb1vkD775KJdedhluWKWjc9pzbQYHqixHDnquztbzBrl3epFu3MENShibYuKUXrfNtRdfwIGjUwyNjTNz6hSJhXMrs5xcnOXGPdvY+6wrCDozOGislJxbWmC82aHkeiTSIH13YyffYI2hVq2CyHFdAcpFawW6OEmmSZ8zZ08yMjxG6LsI4TI0MMAN11/PA/cfYGV9mSisUfKdDVU3LEyfYmhoG5dddA2PPPYDsJaFpUUyrUn7PRINWkoc1wVbtECEdFDWIrWLyXPyPEEjcF1JFPgICs2EVhvXZTTkGisNwkCqUxwvJMn6WD/Ax2J0hrEg/MJpTCARJsMouXGLsGghkFrgComRlkqtTi/pgyNA5CjpoY3BuC5pP8aiwRieDMSB/3s8leifRNHwc7RjkcrHWkumLUmeI4WH8Vwyawq7MlsgEH7S3kjSFEcpMpODKHbvlVJIUSATAi8skMUbq48AUvkgJVmWIozA9Tx0nuMpSavVot1u01pfwhqnqNQ9j7jXpq5ClntdfMelVImoVersGt/K8AWDRJUIoU2BTfAkSZbR6nWAFepDDVbXm4XXZl60dlypUMIpjtlegLUaYSzKgKMKxWec9nCEg7W24OPbhLzrc/mz9iEU6FRjMDTX1vCCYEO8Y1Cug+0njJ//NL5w5x14RjC6Yw879+zlz/7LB9i06yJaP36Q5uoSLfrMnTpLRsrS7AovfuUtvOylL+LVt7yOzso6aZYgjSUzhkq5TD9JiMol4jjFtw5dA8pqBkOPZW2IZo+TnPfTXLdrnvkkJVxZ4tH/86s8dyzgWH2EROeMOj6Zo9hSjhgoj/Gj6XUu6Gdcuf/ned9730nD+lTDAcLQpZPC5ighHBhHDYwxNb/KsSxAVHZzz3dv5+prn08Jn5V0hd76Gp0sY35uCp+UIKpS6ifo1OWKSy7hO/fcw5CuodV6oWtIUiYufzqO69IVGSXHK1hHUlJyi/eKkBajHQwGaSWeEuQbeUxaSW4yVhcXEEIUdMtqsSr7tKdfSpJlrM4vcmL6HJVSGTJNUBrCCwPyeInmeoL1Lbt37uLYkaME2sXmGalOUEIipcTNNUYU7ROlAOXguAqZF0m9n6RsXChSKCwGJUG6CikLH1dw0Wkx8wodgbWQ5BYpLIrCd6H4u4AQBkcKlIXcWHKdgQFjDasr65g8xZOS3Ho4FINnYzW+pHi968J/NKjZU/G/LmrlourdND7Jtj278MOAuJ+y2m0xPTVLq9VheW0VoQU5BotGW70x5BJYY7EbNCWd51jhIKQlTWN+Ipn4iVLVWrvh3SpRXvGByhVFx3EDbRzrHCUEIs/J0h7loEw314SBg4tLP44xZpXF5QXyrBA7pWmK6ztUGwOUw4jxkWEALtt7MY6nEBSEzEwI4l6f5dYqK60WS8vLpEmOgyDud4mCEgiB4wfY3GJMjsAiCLjhOVeSmJQsSdE6Q8pCe+CHJYAndrwRhmPHD2GtxuQwf+4EWmt+9pY3o5SPW/WpRBWEFmQ6p7XeJOm1iPyAtdUmKvLxgpBcZywsLRXOVo5DoEKybkLgBSSm0Bwo16WX5ETWZ93NuWr6Tr6492m0pqZorR9FioBlrVheb1JuDNNLUsKqR9xKWOudY8fgCI1oG3/63R9w6XNfgP/Q7RyYPk0QehgDV05EnBmo0xqpkx/KWO0b6oNVDvzofp513Q3IIKAmJE1rue9HP2b77n1MnThMqRRyZj7lM3/3OW54+pVs2zvJm3/pHXzobb9YDOkVjE1sI7cWF0WcFScrXzmFhsJoPOWghNxY4zTkG8PNn4QjHHrZRnHR75MkhXlNqVTBQTC+dTNjE+Pce/99lKs1JClhJFiYC9h2/haOPnCUdROTWk3uK6xUeMrbMNq2KCUKfYWwGCUJNpJ35iiENmQ2w5VFyzOXPyFHSozJyfOC8dTv99ACcp3S6afFCdD1yLIMK4oTpjEGjCCOe2S5QSrQucCYfEOMZhEalGNZml+iNDSI7sUkOkcqEFYWn8cs25hN1f7tk8a/Mp5K9E+iGKm5uKpExjrHH32AXGt85dDu9smNoeb7TG7fRK1apVEfpDI4gPIDkiRhYW2N9fV1pqbnWV9v0u30cf0SqZHF0Ek4CEeQ5QbXcfiJo6V0C5GTzjLcoDjCyg20sPRcfJsi8HG1JLMxvirjyALxq5IMayVYiaMEVkhKlTJKSLJeTDOJWVteATbz3bu/hxQOWlsSk5LoHN/xiaRLuVpi3+hWBoYaeGFA5AfIjeO0RtNJ+qytrLMwO8fObdsxUuGICFflCBFirSaIShgNnqvIdI5EcO/9D+AqB2MFxpXYpIdEoZSP50nSbsJq0kdoVfT9PUMgS3ieQy9v4VmX+kgdf81hqFElTvskUvKO93+Q3/ut99AYDKCv8VVEZgoDlthoRGqZJeXY4aP0lg9gRJ+4nxEYhRt1kN4W5ppNbDNldGSc/TLlsBvSaydU/RLje3ezdfUBvv6927n08ivxXY9X7BvgM3mAGRsmdD3cHI5864vMTjbwU4+bbnoO8ytLTDZq1AcG6fY7+JHPyTOLlFyX5179TAYGIpw1jzfd9FwcxyG2mnRplR1RGdKcRBVmH9ZaUmNwhcQTClc5pHmOIyWO8jDCIDYKisxofN+nFpXJkwyti9f3+3363V6haxgdIxNw7bOuQSqHL3z8z9m0dRu1QZ8ReR4OkumjR1CMMbeyRDtt4umiyham8PxNdU4QeJAbjGNIco1Bb1yfxAqB1uaJG4MQCiEFIIvtLaUQjot0BGmckZoMB4HyPVzz3wqg3GpqlQidm2Kl2BZJXuWSXBlco5hpTzM2Poz0AvKgRJrGKDR9rREiIssS/DDkKQTCU/Evxie/8n0u3DrK7q3jbB6tURmokeeGweGALLUYY0l1i7TVZnF9mtmzPnGekWHIU401ULGKIFTEro90CnywlIpe+pNK35Bj0FpjpMTGCVqCNiBSjTEGozVCCBylMNIly+IN9o3CiITUCGymkVLgCYkbhkXf/b+y997Rkl31ne9n731S5ZtD387qJKkVUEJGIAmMQASRQWAeYJs3xsYDOA02Y2OSseF5MGMbDA6YjAHzwBbGRJGslgDFbqnVQercN6fKVeecHd4fu9SsN8vPNsuY0fPSb627urS6VLequup3fvv3TYPX8Qh3Ocv653AEJQJvc2syQqUIRYAQ/lTSabc53etxemHuh8pYYwa2CRF9aygMwkDW63WCAIZLJWzgpz6tHUiNNY4sz8iw3Ln/XqIwJO1bIumP6i7Ap2gJTdb2VrMylz7oxVlAEooQJSRCS0QhINWCUqmGcYLqyCjdlSXe/nu/z1995btUioYT37+Nlz/zeWzcvpU9ey/h1NlTdLIuf3X3Aj83foaPdEJ6Lc01O0tk/RQTjbGuM3aetx3pMvK+IQU29uboVDdwyZ4t3Hv4BPvOTHDhcIPlXspoIaFacVS7kuVKmdzBnrGEF73zDfzc697Gb77hNRQKJcqllJMLq2wtRMhOm4osoIzBBpYnPvk6/vE7X+GTf/LbvOKFrySKIrS2zPdb7NQ5IgqQDmQceV2E1hidg5SkVoP0zC6rfeKZsr4xFksVdJbT7bVx2iDDgFxrdF8TByFSOI6dPo50kurwENVqlWe9+JXk7Xn2/+BuVGQZqQ0RlQpEa2uUSo6xQsWvQwYfKGstJQZTfSywxlEs+hOFMcZP8tYQqBBpLcr6C5CUEu2sF/mJCLDoXkYgAx/eYx1ojRbehpsBc0c7D9JK578HGjA2Q0hFx2TI3FuDFBOBQqBNRmatZ+cY4xll9jGvm8fq/6Me3H8Xp05MIOIqQmqECImigFoSct7UMBdummFyyygbpkcRAXR7GUWRkBm/pxYObK7BxVgbY7QgcxZnBaXIfxkEEamxSAJ6ucZFEu38btE4ey5+MLcabQxSBoBA5B58tMIiw8CLs5QkFQ507oNMhAApkEiMtURxATvIjzd2AF5GBQ+uGofONWFB+eOzFH6v6fzjyTimEIZk2jBU8HvjTrtBq7XKwtkzZP0cG3irhEIUUygXGB0eY7gyRJJEPONJT0YhSNG00h6drM96vX0Of5DOsyNi50830ghsloPMSYT34gHIsoxatYJEoyTEQczGTZN84I2/xEdu+Synv2/50j/dSuGfBKf7K3Srl/HiK/cQL87xRZOwMnsfecew2lghY5iLhrv8oBfR6XSoRiGqVKBIQsXUOUaHvROj3HHkOM98zc3c/oE30Th2nIX5Bv1WytF+QtNokI6lVp0///Ovc8PTLufwyTpBniP7OTMTU7zippdy6+13ct/Rezhv2w5On3yYe39wG7avueaKJ7C6ssBF542zvLZCdfc24jBGDxqjFf5CHQQBSRCS55lvXjiMtQRK4bQmEwAFn7mqFMIqCEAbD0aWgsiHolgIAn8dbbebNJt1cjTN1RU279zK7Nwp1pZXsJ2+n8pzjX4kp1AKhPNUW+ccUkmEszjphwo7AD2dcwSD1Y21Do30MZsm45Hxw4OjDqW8NsAvER2FOPaZCIC2lkCCRSCswjk52O+DiAJ/PyHIdQ8hQup1Q1yq+cFGSEyusQiUMWid8Rjr5rH6Z+v+ew4QhA5jHjl+BgSRV97dVioTOEW5XCSqDlGIiohyQqJiDI7RYonpiQqPv2g3u7dvYGikjIgk3V6KdYo0TXFGYKVCWEnuJAaJsAItBTqH3IC1BuskeQ7CQUc7cAojJbmxWCzaaiSKrJ/iAjw9LQgJhPTByk4SBhJrQAw4/0r5vbkMFM5YROAzSKUIQSoioC80SobkuodLU4IgIM0N2mXEQUgQSvJMkTuLSSSRiyhEIb1uG9VTnO3MccbN+jhDodCDi0yuNUhBIL0v0GR5hIktFYaqNeJSETlgBmX9jG4/Jcv6HH/wEEKEFKpV8sHFq9/pMzZdYDie4uyZWZ5xxTX8zI3PoVgr8+F3/A4/f/lzefPvvoNrn7+ZO4tP4unN/VxevoSVxTYiVmTLx5isVDBLTZIoQichRZ1xbOEUrXZKsD1BpkW2T8+wsNzivMIEPbdOUhCspTkHHjhBL1ukqATfXeiyqxySNzVK92m2U5ou5/d++zfZddm1fPfueymgiEMIijG/9rr/wlrqCDJFpiTv/VjM3krCh797G71OnzAamMk5R+AEuc4weOxGBH56fuR0JlWAyz0AGgUhxlmCgfo6EoK+yelpjdPeWC9JInCWUCoCIcm6bYiH6bYe9iEetRInTx1hebVFqVTBiADhcpR2OKmwAy2HcIAFpPBKcCRSukHDtzDAl4wx3ifJKYR1GG2QQgEKbTVGgLQO7SAcsIsEEuMcGOlziJ1DO40EPIEnQ2cZQSFmz2WXsH1qE2dPnebAwQOk3R5ZpgkKIc4qdLdLMjL8H98wfoR6rNE/mip25LlGGElXCYI8ZbXrKAYa2WwPmGaKdpxRCrziLzR4haoURDLmExEMxWVUVEFVihSSMi4JKYYlatWEzWOj7Nw8w7ZNI+zcMkNtKMYqS2oc7dQidEAGYBXG5Dg8ENc1FisCjIXc+C+CSQO2b91BsVyiMjzi5eFpnxP1FZbnFmk0GrQeEUz1usjIC04kAukCAifJpQ840RYKcQnnLGEcIV0AzlCMBBYNSPIsRyiJ1gbhJIR+AlRJwXOYjcY5gZEenBYDYn+UDMKspcJaS7fd4dD6GkpIYqEwg900+FONlDCSlLAYVBATRIogCJjcsIWtm6fZdf4Yk90hemmPbrvDwmqDy296JYXxYV734Y/yy5/cx9YLRqhFZR5cvYfqyCaiYoEz9SLfObpIKZI8dOIkJCWKgNaOYlLigS/ewvhNr2RvOs0/zC0x9ISXU/nu+7nzwUUumJ6ikfbJ6znTU1sYaszznEuezq/98cfYOhOSkaNywd13fIfrr3sOMgEVVZAElGSJrTvGee4LXs7vvvntFKUjy7tUf+pi+r2ezzcQAhUMBGoolFQkgwaf6RxrPSNKCEEQhefWKrlzWK1BebZVpjVxGFIIooE61Ntvh9LLj7IsIwnLTG4dh7RBaWuBxvo6gQxBOlb6bTZMDTM/u0xcLNLr9TxAb3JUGBIECqkNufEhLwjhhwc7uFAJb7ndz7NzJ9Agceg0w4kAlCQwGiEF2ll6OkMYTRAlyNxiB8E+DkvgGOQveOWrsILm0hqnTh3j9vat7Nixx6deDYBc3cuJigGmWCDvdngMjH2s/tnasnGK+blFciMpuRRRKlDGYfIIHfQ8AyBIGU5BGYERCrTACBCRpJ/10VrQ6aYEZh0iixAxSjpEYElUgYNByHeKJWRYQSYRNi4yUoo5b/Mkl124i70bp7lw7x5y+mQ2otfRGGspuYjM5TgnyJ3f55JI2q1T1OuO9ISh03fIICQII6aHJ9m1YRPDI6P8Oie47pqreeD4MVbr60gCjMjwxDaJ0RolArKBmArnMNYgBD6mcGAQJVWEVIJCIeCR070QEqzGDvh+1lq8mNYhA0UQSPLcXygiITD4Zp6EAdo4cuEZPUHsLZQjFWFxtNpNomKZQrFKsRSSpTmFapVd28/j4x//ezZs3EK5WqJSqTAzPMJ501sJio6zXzjAG35qM+2jn+X2/hQfP5rxS9szjh97iEgWSV1GTwxRKHiLCiElYRxhtWGkHHLxdITTmi8VJU9+wgV8b1+N93/+o3z07W/lukXFd12bLYyxrbbO548tcP2LX8rsXV+l111AK8uzX/hiTteXuXTP+Ry7Zz9BoXjO1O7sQouwUkboHgrFX/zpx6gv9JGhRWvflJ0A4zyY3dUDBk4YIo3HTcTAUsMM3m8jQQUh3X4PZz3lVwhx7gfrPL3X2gGXvUh9aZ6jD8xTKebknYxqtUqxWCZudynGiomxDWya2cx99+33rKo4IiTwIkEHCoFKEozNkU6SaYPCYQaTeK48vdZaS0BElmqEysE5FJ4m621BIBQSMaCRhoNVof8MGQ/uWudNy/IUcncuQxkpODt/ljhJqMYJxTJgM4wLCHSO+48Pl/qR6rFG/yiqqZ/9Hq6l/vU7/jvL2y75H4Dlwc/31vBx7gf+/b9jrJDz3htOsLB6Ehhh9ewhqjjKtaIH91yEdprcBhgbnJuKHlnTKykplGK67T6S3HvwGIGQEc76o7nVhjxwRAKcClAiwUU5wnkqoLa+MUnpCIKQzGVII9BWI4KQUHpTKmMEOEUUKG/jICxBWCRKQsKgwNkzp9i0aRtrK/Nsm9jIp758C694zetYWl5mbbXO2VASigJWtgmt5dCRHzCVacaaD/J7z7+JxdP3MmqHWOv2KRFi+oKrLr+CREAbR73ZptvocPrQQT74l5/h2c95MYqIbx0+ych1r6L88d9gvd7lirEK+4NpdGr5o2+cphp3EfU+W6JRtDvE+ZM1GB5mx5ZtLKx2eN6LbuaBu+9kZnqa8nCNf/jc57CZ56ebVkrakiQ1BxSwWUoYhgjjzuEq0jickGjw9hXaEgX+oluqFIGUQpBAKEgqJaRxGKvPqZxtlntLa2kJpf83dhiCqMglF13KfXfehs2arK36MBzX18TtYdbW1ignEefv3oWUkvW1Oqdnz+KcGNhxx2idEagCad7HKYmxHk9K8wwhJNrkWOOQufa0TK2AHDMw7dPOEAIpgPP3N8ZgdU4v8xhS36QDIF9QDkKCJCDPQ3oGummHkXIFjSTTFm36GJsS2pA7br0FGQQQvejf/0X6MdVjjf5RVPMtxZ2v9ysFLQxBGKJNhhMJSli/LAQYOEIKFeFKMThNt77MoeNnuf37t/HFL3+FtYdWedkTr+BVP/989EiNZmuNrrXUV1b5waGDzJ1eZvbkLEmSUC6XmZgYZ2RkiIWFBQ4cPs5Ddx1j3VhiGRCqGBUZZB6S6hZfeNdb2fS4CyjVhtA4nPWeNcZKD46JgGd8YhvVgsIOdvS1ckjJOKwFJ2Iy63AuJs/MQJQCuZFYhF8NITCdPmEcepDZWoIkpCstJrPIrIfUllAUIIhRzvuMYCVGOo/+WYcMFUEU+slSxZ6yJ8LBigLSLCcIFQ6NsJIgUvQzQ9rrURufJLOW4bFNaKdJasMgUs6cPIY2jkIxwGk//WlpcNpx4OgBplWPgtKsZIb2/BkqYYm2aCGI2Dg1zMFmzr477gQkcSEiKiSUCwkkJQ5/9jO85RduRtiA1brkpusuRn1nE3/wwY/wlte9hieP7WBp8RBhVaLbCaOFnDyvEqeSbdu2cuzQIXZs28uff+iv+fSnPsod99yBRHLgwFGWO30Kg3D48qYS/WaD2tgIJstRKsFqjVMSZ7xLZU6GlAplHUgoFbzqGWGRIgBSolKMTn26mVBesCSlRElJPjidBU6gxeC0J2JWFmapdwrU11bRpst4ZYjE5CSFGF3oIpxmpdGiYmqMj08wNj7IBjsAACAASURBVBkxMTHFgQcPIpKI7397H+XhEhNTk2gczZU1zsydwqUpFeeYXV0lKiYkQUSv0yIzAp02iSan6bVbFF1MUElQNiCtLxJWKgilgIBOnlIsVJBNjaoETE1MkJRLLM2fIu9bMqERmaBv+qx2W7jMc/VxBptrRCS58kk3glQcv/Mn2Dz+lXqs0T/KSkmgEhK4MjiDtOFAEWqBEGUVOIMz/igcrrUQKiRMNeeVShxIm3z/qw8QhI73f+kf+NQ37qSQaHYNj/AnH/0gxfOv40nPehXOOJT0opJQJTidkjWXmD9xghtf8mrSXFMq1hgdGiWplIjLIyRxQJp2eM2ff46X7NjCa97+36hOTQASq3uIRz5OA/n31OTogO1gmZmoYi3njv9aay9sEZ51k1mLM6CNI7MObS3Ceb8R5wyZAa1TCpmiK0NcUiCOC4zUqgzXqmTWsLq6TKPR8OHiUiEGeapyEOv2iIunc+4cbzqSgbdlcA4VBshAUlKKZubze8+cOEZTd7ni8RdTFDW2btnC3l0bENIiiFBRhhTFc4+/trzG3nCRtcVVzhxfp6tKFKMQ57xvfKtZx/XlYCftsYFUd1DG4fKMpGZ44a/+Gf2rrkHojH6nwTeaU2ye28e2kddzJhN8dDmgliZo2wchqGeGnAxhAg59+1aCLGTP1dexYfuFPPd5P0Ouuxw+eJivfuPLFJIAI2L++M8/QstoGmdmvQbCOVQQMFypUi2WQEmcjsmdJRc5FjlgtVgPbg4AUq01MogIgsADr5HfzVvhbQNwFiMgMu7cOqdYHWZlbQGtJFs3bEYEimBBIUJJt+9jmooiIet3mTt7Cu0sU9MzPO7Si5BOMFOs0BeGO/bvp31ykbseuost41M0Og36VjI0Nc3EyDj9LCd3pykWhjj0wFnGhqpcdv6lCBtz275b2bFjF64ygnKKXp5h0h79doeVpMlMcQOhlJyZWya3c9z2lc/yqtf9JqbRwlpY7S0zNTWB7uUoI9A2J7MO4QQOjdb9n3Dn+JfrsUb/KKurrn0+U1MbvNhJp4RJTNbr0l5fJZKCWqXM1OgwSRQQBAFjw0UqlRKrnVW+fed9PPDgSWplSaBKCCNYbq9gOrDS6vHCp9/MX7z/Pcxcej5yqIRDIgAjPMtl/vTD/MnHP0a/K4iKkwyNV7jwoovZMDXDyMQIqq85cfYkd993D1944Aj/Z6uNmZkmjBKwIf9rYJmqlAdMjTphrfpD1oYQnrhvfXN8xBvEas+Jtnj7B4znQxvjbZKttWgjSQegq9WG1KzSXlrCCIfMoRgKcqfw/oEWawVSSFCgrV/rOAECz24KlCDLMiQCa3qUVIGu9qujerOPKlXZMbKZbK1LikR3HTc85acYH5tirbFCp2dRooszllKhyBO2baLT6HB0scDGC/fQ6LQpBH2kEJi0TytLaXed930RDikVmfMeL/NLi5iuoTZ/H/3edQid8p3jc7zgv/8Wq+97I7P9gLWRhFpB0DIGgSLLLU0nueL5L2F8vIptr/PQ0Tt5+N5vM7e8SrVWphQGLCz2sFKRWUW3tcw1VzzRU027PZTxAiesYLXbou8M5UIRlCTrZZRLpYF5niW12cAKWwF94qiEMd7WWEqJRaKURMoAFw7UpibDCOspjc6CFlhjKJRL1FeadLMGUaFCINcwMiLtG7D4i6nxq5qluVkMjjgqMLNlhlApKrUq2VWaLfs3s7y8zMmTD6OcYvXMWfZ94RZGdo5y0zNeydHZI7zg5tcig5zVo8f4whc/QhKEzFVrbNy8Ga1zKsEU3WaD1d4y20q7WNWr2H6JsBhTiEtccvkVFIRgXndZXDrLRRdfhtCeKSZVQJh1CYRD5I5my3D64SWg8hPrG/9aPdboH2V1+PBRDh8+ymBwJ4gkmbUUhEBJhxQRMmBg8evFIKETWOcZJVoboriIsT3PbzYe0exkGQtxzEc++BHe+v53IaIiGY7AKXTQw3a61LtLfOaztxKSUC4oNm+ZYVMcc+muzbQZJ04ERkV0+xkn7rufu792G0/bOI6tDSFVESOU97CXIdCBsIaHP+uI2Pv3OGtxwoEKUU7hrD/2CuFQg3UKVhALc85UCx0AFmNTrJFeDOMUxjl0lmJ0iMGQa3BC0nOQ9QzGQOokvX6Gtt7ewfMpQqQyBFIipeKCXTMkxQKRlMz328wtLuCko9lpUokCkmrZJ2blXY6tdRktDZGmKdIKSnEB5yyy4JidPYSuz9LujrD68DfZdf0LyM1ZwrBHvamxUiCEpFCIEM5v4Jz14pqF5Vm6eZeuNhRFhm4tkQSKhabm+l1b+VSnwoG3/R6//cEPM1adYEVmWHxIylgoWZ03vPaNv8F7/vLd2LkVNlxxIXuG66i4wGJ9hfvuv41CEEC3R1XAyRNnKFfLqNwytzDLlVc+3sdEBl4spbOcIISuFCyur2K6OVhNFPnpPSokAMRBiFbKZycI6PZ7AOR5Tqz8Xj5MQmyukYP1XruzTrHgKJeGaczOUl+t0+61mV1ao1KRFMMEF3gzO4Ug66eoOCG0BmtSHj52lKGhIcZGJ+iGPa684mr2Hz3E7ksuIhaKM8dOcPFll/PtL9/CoXtvRyLplg7SaHe4/bZ9zGzdSGlmhlgHsDxLeXIDGSntxVmKaZ/pi4aZ7kaEhYRMWHRqWOg12LxtI1OTw9x64jB5J6VQihD9jERq0PCBd78dE3tDtUQI2POm/y095J+rxxr9o6x+/fU/i3EWo70pmHGWvumTd3porVlprtFstum2ejSyLqJn6WUpNjdYIBeCrN8iR57jH5edQAvFQt7hr793F199ynPpO8fs3BImN8hIUS6XcbklLBQoBTHVcoVKVKQpUj70yY8RSkm92WFmZhNjYxNM7Jjm/X/7d/zUS55OnFQIEosMM7DOU5wJgSZW+OcgrcFJhRNeWCWdp9MhFQ7PcWYwhTtyoA9ODoQyDucMAUXAEjqffKUlSA3WhaAcQpRQLgEl/OM4Q5626fbqpFkX3fLKTm0NuQ6xCLpZzuLsGTLrMFagrSTHkoiIvu4zPD7pvXZcjBaCTbsuRK8d4V1vfiOvedPvUIwCut2cNDX87d98nsuni7SafS648EpapkNIB+eEf2Vae8n+I74q2oOLpUKZ++8/wNryImFQIMkyLj/2Ce7b+BJkXCFMYl7xW2/j/jc9l7c/8VJu/OTXOPXNkGauqStHrQ9XX3weW8/fwWt+8VdRmWPjno0cO3KY2AXs+9qdVKtfY3pkmtnTszzxpf+Hz+7VFqcUM1u2sbC07DnzVmCdRuscl3mVp8ZihUNFEbnyiVyBfYTbLilGIcQJSkJaduSpD3rXNgfriFSAwQPdOk+pVGo0uh069Q5Tk+O01lYYGxsn7+ccOD7HwuoycezthOM49ifB3PsgWRzOGObPzjN78iRj09Ns3rSVp01dw9zZVT702Y9QLpdRSLZdcTUXXrqXy8+7lC986sMsrS9QrsSceuAw+uBBVtaWeNwNT+SGnZfQUynVx+2l3Vply+7dFMOAfppis5yVhSVuePHPkqUQyjKlkSlK5TLW5NRKCUIWkbHml9/4FjIp+IP3fYhGs87kT7Z1/Iv1WKN/lNWuPVdAIMFonDNI48ilIdReIKJdjrY51kLWbtNoNOjZFFKQShEo4bnqzmKUb56p0bQayyx2+6hGj/W0i+lkxKWYLNW00w5510JYREqLjIuoIKFcG2F56SyBStgwvZEL9tRIykXIMkyquSuf5br3FaBUGjz7//fH6Yq3SkCy8+UjXPY2+CHPByA/d2t6CL74K94zxw1YMs5JwLtvgm/iOA+qCilwQiEE2MARGImVGcJZrOwOQGsLwqIiSyUuUHYRwViII8IR+scTDiGc3z9jUCif5iIh7Tf5x68dBDtYa0QFgkix2nOEDHHJ7lE2TG5geXkVEQZMjE5x87NfzInDtyNR7L7wPGZPzyOLVYTNSOIS9V6Tfp6iVOydR5UhjItYaRFollYWSdOcwnBI0xbRLUMyKhiKAraO1Lgv3kHnqXvIbv9HJgR0gZL0Sufb9h3h6st3c+W28+iJLk+6/mWMTU5x5MghVs/u54YnPZOxoTLvu/tPeccb30y96xDOYQNJWYWARSoFWe691KWEQFIIY5wUmLyL8Zgs0kLa98ycuaUl3IAvHwYCk+U44ckCDu8xo43xLpHC4YRieHiU1NZ56IE7mbjoMkqFkDMLZwgDiUwShmsjBAKq1ar3UYojdKvLeruJc/53ycFpodnqcP8D+71IL4z4uZfczPGzc6ggQQqHQ7JWX2ZsfAMrjVWCQsz4hgnW6qsUoxITu85jdHySXHq8yLpN6HaXhpWkWRcbBBSKFXq9nLS9jAoDzttxwWAtFSCFJEu7fOPzf8dau41wlqQwSt08etKl4LFG/6irUnUI8ACkcBKLIRkAYUI4zCN+HMZQHHYMbbJIB1Eoz8nBnR0YU2UZ/W4brXPSkQk269xTEnXPOy7iPWmcVBw+fpS77z5EvdXHYnCJYOHsGbZs3YyUsLZWZ3l1hVFGSQpljNCE0mFK05S//FSyrI/RGe1+Tr/fZ/jVh5i589VY3ee7x/+UJ+38JSaSkM0zGzn/8gu58opLmdl0Hvf+7tv4r7ybb7/8537i73U8NsbVf/we/17jxT9uoOYVCC7YVaIrBFbEXhgTSLKwACbggp27+dqnPsSNNz2PZmo4emAf++67ndbcQyyfnGfL7s200xZ5t0kcKqz13HRtLXGpzOZt2yjEAdY5vvPtbxBFEZ2+wxUiRJCghaH04LeILn4lJ3uOkTBg8YJrGb71fzL9+n387Vt+leiymyhlFhlLdAYvePpNpP01js8eY//dX2N0bIpiIaZYrtDu98g68NY//kNOL2VsGq5gDWRGU282zwGlcpAepgamZT3X8xO5kx7IthqUQg8meiUEYaGAsvjTXEl5zxspgcjrIJzEOH+a6vSbdLMUmxpmNu2g1emx3m0zWqsy350nMjHNZpM4DrF9D5oHfUWa5jhhyYyjVCoQh94WoZBECCswxpBpjQgUT7ryCur1JoePHkEFIf08J0gKTG7ZiD3SQ5cyrHbUV1uUZBUd+tesrVf75gO7BKEilHCIKCBxEp/x4x00gyABm2GVX50+51U385FP3sLc7EnSsEr+WGbsY/UvVZ56pahQCqskqHDwxfNfNImP0Av5oaETQhIE4oeMEhQ4QQFNdVSe+xJ7frQHPpWVOHJv+iQspfENdDLY9727wQrC3BJGktWVNQpJjZ27LqWdtVk8e4rFQwcxzpIb/2Hu9VsMV4bZMjXEzi3bOLRymv3AwQfvBpdCCKdPzZKOTdNVddzpJh+55Y/YWEk4ufEdAPzGzg/9xN/r4XyFb4hhGFBAJWDVOWs2du+p8INDHYg0mhIr83VKxYTWasBIbYTP/eOneN2bXkUx2MKfvu89xGmbyc1XMxn8gPZqA5v3iYoRRg/YKsaQoJCVIrMnzkAkyZzhrn3fYbXTIbOC8vhGlO1jtOQ5r76aG67ZzWmTcduK5gWvfxUHHr6Fv/+jt1K+7pks/tPfU9vxU5RlzKLsse9r36Q4WmQ4UUxORMi8w/VX7+ChRc2Bw/fwlM4KpTu+BXd8i7kfw/v391dB8/d/9P9vMzAdJXxJxSSjo2AgKBZJ2z5cfnJ0GCs9Y0o471MTx7FXUOucQHqRlDU57VYPcIRhiJSSTqfDA+uHkUKw95ILKCUVjh8/TuQC8gcNS4VZwl6LIFJMTI9SKAqSAOJSGa0tQjsy41lgMf7fRwmJcxbjHMb54PQgCLDFEjJ36FhjjKbTVCw361TKM3T/4+UwP1I91ugfZZVnHe+5IQQCR+gETvhjsnPuHC/dizv6BA5EFJIKNeCwQ2AYcJ0jsiBA4XnR7hGOswoxMkBKRaASnLCMDE0ws2UrQ/c/SLObUm81GZoYIyqGdPorHH9oGSEDhgtl8tEqs3MLGO2b4spqm34nZG2ty4HjS7ztDa9m/wn42Ce+QKM1y0tfB399yyd5z6++k6c+/Sks3r9MuN5kKResbxsD4OqV3+LLX/k6wllqwUCqHkT0M0OpWKGRtdk+NUUaaEQfXv+6X2dq8/n8zUfeyzfv3Ifu5KANJs+4+aWv9LJ4FVCUMD49wvj4MNs27mBsYpiJLZuACpf9rvdvMQMhjjMe55BSEgiFtjGN5WWGJkbp5Q1M2uP04hmKRrDSLnDd468ijKb48Mfex0tuvIb9d+znvn3v45m//D9IspTFhTOMTYwxv7iCwxKHIUIFTI9XuOrSKaRxRMUK3/yHIt35NcKkBmGESzOEtfzXm57NfDvjoYWQkSiinSlmi1dxcfMBbj27yMwFz4B8jtxWGROWBYrYY7OsrS/S7DaZXTNkWZ/JfgMOX0XpE+8h+G/vpdFb5dY7f8CdX/s2tt6gn7ZZXVrEZJlvYipEAJl0hELQy/tIPbC9cGAEhMbSLH+Loe4N9JxmYmyCJCkyNrmR8ekNjA7X2Lh5O6VSibGxEe9PH0dEpYT5Q6cZ+9IH2LRlhjgusNpo8vCZ5cEJR9PXETJySGfBSQi8glWbjCApUq6WsKkh1TlBKIijhEglpL0+7U6TIC5i8pz5hRWsWGFkpMZF5+/l9u/+E9XaMGm9QV4o0G3W0abL8OgkGIeRhkx5C5IQf1opSIm1DisFUmussBghiZE46ciXWzS1YWioyszoEHOnEoaUoaPin3jv+Jfq39zohRAKuAuYdc49WwixDfg0MArcDbzCOZcJIWLgY8DlwCpws3Pu5I/9mf9nLek8HdA6r/DzpvFe/CMEAh80ggAZJB7IlH7id84HoFkhEMLhpCRwPrBBPCIo0hKjLbkT5+LOnJBY44iQVKdH6R5bpdNPWVteIeu0CKOIlnBsGKnRzVLmF5aYX20QGOc/QDmYKKUnClTyiLhUBSAJFXJog79tarQaS2wY2sT66CraRkxMlpgdvOxvffm7hCpChZZ+oNANRxgZEuto9rskUrDWaKOMYPeFe9l13i4Or6xx+OEjXHnldZw6e4Zus0G32+czn/8s2jiGhoYYr1TYvnUb9z54H5decQVXXv4UvvrFd7Bj1wQkb+KLL3sOpX/BTlYBLbwHYgkIkzJnrnsZo8NllhYD/vvP/yy5WCMe28GxhTlK8RgVbTldX8I4zfLyMuicrtZ0sz4277FjOiKIFHEk+Mxn/m/mz5yl0W/hapspSoFyFqeKHDs8T6PTZvOe89lg4Y55GPnFX+KBt78CZwz90GLTjawe+yafftGNvPEBkNowLXO+d+AMYRx4oViguOmyy3n4E7B7+yZ6+QS7du7mV57xcl70oqczO3+cT37pH7ji0sdzZuUMc3Pz3HfwQfbddw/N00d46L4HaXT72HqPsKLQMqY/mFhtGHHTk67lS7d9B714iuMnH0b2clSkkJEkTkKGRkYox5PUNk/ztKdeQ60fMgaEcYXcZUyMjZOoOp12E5Vn1EoxmfT2EI/YZiMlapD6lHe9v0wchCAlJjO0TRODIUi8crcQ+7B6az2N9uz8HHs27mH/0e9Tqpapn1nHKMmBe/Zz2c6fJi6VUZllbnWJUqWCM4ZQJoRKg3N0WnWqw1XCuMJouYbLuqz12nSd5r1/+Efc/NqXUlUJPaspB4peIBn6cfaFf2f9KBP9G4BDQHXw3+8G3uuc+7QQ4oPAq4EPDP5cd87tEEK8dHC/m3+Mz/k/dQnppykUIAaiJuNwyiIQ4CFDsBoGFrtKeW64T272DBULOOP3+k6oAWc+wKGBAKTnszvrLxJEASPDY+zasoPjR89QJGFlaZ0VZwiTkImREvuXl+k0MjKbkyQJVvidZrEQoYoVZGwZH6lSqQ4afTEmMp6Gp1sZi8tLvPM970DpFuObLuC2f/o+Qy8bvPAoQGBILYS5IygKKqoASUIxkdTGx6mqmLyrGR8eYXH+FBvKEluukbfmGCoIYgoUkwhZLdLodXDGUs9y1nLFhsntbN+2kQvP38M37vgyex73ZL50CEo4fuPwSWIlCJRACUM3j4gKRQJtiOUov/OxT6D7KbPHHmbDp9/F/OnjLIeCTt9yYGGZlz51L9/6wcPUqhNcfMPz6WZt0jyn1e0wMz7McruNzDRkGiUDztu2F6EK2Dzg4P0HOLPWwFEg0V3o5ijpcG6FvRcOAWPMr+f89pmEkjM8bVOFu658Fd07P4aJoa+LXPrEl/CuY0coyJj18Rmef+0N7NiykSSJSI2m2e/S6HUBWGyueZveluWmlzwfZ9cwVvGyG5/B577+DXZuPZ+JXTNcuONx3HztSzhx4gTVoTKyEBOWYz7wlnfz6a98HJFlZEBoLVu37+YJZcun3v1J+lmfM+0VogwcPnKwLCpcdN1uqqcPsGe8xo03vhTuAG1bFIMyLojoOo2W0JMQ1GoUwhA/W1qU8x48WIsSDpN7XKrvDFZnyBCcVB5ctt7XSCiFdhlWaJIoRoqIix9/KQ/P76fdEwTFBNFWdE6fZf3IQxw4sp9ev8PSQyfpipydG7ewYc8u2vUGF91wA5OjE6zaOtuTcXLlEMUik5UhZia2MVTbxVOvfSbmoOardzlmRms02sv/8c3iR6h/U6MXQmwEngW8E/g14ZUvTwF+ZnCXjwJvxTf65w5uA3wOeJ8QQrhHW1ruo7S8/7v1qfTOYI2/7Zu8HHDOBUoG52T8DgF+24NxkA+MmR5RggbBwIDK+kYjJDCY6IMgQAQ+X7ZUqVAdHiHTmoIUpM4QOke32+dIex0lYoSUFKs1RGCo5IouUButkQwNc/HOXezYMkNt2M8ycZjQzjtAgDOWJ/zii7j7418l2nARRw7u502/+/t84CH/ujdPTAAa7T0OEamhODzKa198Pc1OEx0Iis7wia/fzd3HH+C5l/0Kt77vg5h+k6ddd40Hrg1kWU6Gv9CFYUA303T6lrvuX6JRzzh8+Nu011uI3vq59zxRMSifPaGIKUShP6WIHmvdh6l2I5bSLutLc2zAC3lWFhZYmD2OTnPOrrYZrkacml9FVUrYRgqtnmeIWIcSAbLo83Rtv8/d9x7mCU9YpZ/m3H/oKE4EyDjx6zWbk2Y5b3zdzfSzCpGC0arh6ZM5RRfy7TVN61nPZeToZ1hcN4RhgzAKWJ4fpz7/dcLKDI+/5DUcO3Uao4T3hBEBwQB66DczROCZSGlrBW0gjCSpCXjJ817EpTsupt3tcfHjrub+Q99j/tRBGv0Oj7/4mdx2+9cpVBOiABwJGdBQmrPzxwlWe8zs2ka/2+apz3ohUdchCwG9vE1vvU2AtzSu95qIgcCqNrmdzsI8Nu0xNTLO2so8lUKCzHL6eYYRYJ3GZQMLYiGRUjA8MYJQwHqL3AlCFGHoKJYqlEohRlvW1xvkuWentboZMzPjbBgaodVvg1RkvTZ5npPLnD3PuJ7LrnwGf/1X76UnH6bbTTk+N8fs4mke9/jrmL33IdZjx/j0BhbapxiaGadcm6BcLGBdxKZqjbg8zPTEBD0MG0vDHI0ePV708G+f6P8n8EZ+KPUaBerOnfNoOwvMDG7PAGcAnHNaCNEY3H/lx/KM/5OXB06DQQCEgjAEYxF2AKgKiXTWN3klkU4iBwwEgFiCihTwyHTvmQv+76MBYOvZFWaw7/enAcnw6CSbc83uHdu479AJxioVSkM1pLOUwwkKhQIog0hT0vY6UvkP8/DoODt3ncfTr9rLnr0XsPWCPfAlaKZ1ck9VoFCr8Ybn/g7Dr/m/aOgm48UqCycXzjX6pq3z5POuY1hb/u7I9wkjKATQHxoiTx3dLGdOd3nls2/iLX/2aT705t+n227wM9dcyZ5dl4MaWBQ7S6gkKlQYYwkTgc5SLjl/A5/7+sPcfeAwyytrDMftc+/59Tc+k4XVZeYWZumtrZO1fb5otTLB1OYSDx7+Otv2Xk+ntQjAgwe/Ty/10+TwcIEHHzxOMRSYuYO05q9ltBbRy3qsrq4zXimTm4ys28P0UjJjODk/z4c+87fMnTpCvdtDFsZQKiRMCtheB8IIE2/mG9/6AVZoVK5wcYG1Cy9gRcfsHe7zzVVHntUpqlFOLPUpD4VsH/tppoIFnnzdHsY3bEW6PgJHM+1jU8M9wG3f/AG3fOkfaS49gFGSPOuTGoWKAmyuuefBuzFScWL2ISiUEKLMaHmE+w9/l8poASkhVCGqWKWroeQUgYLRkUnGh2LGtk9RnztIIU5QWewNz0ZCnvL4q+jrLnFXc/T0QS4A0tzz5FUUsXjmLKViRD4SIoqKznpK3+QUwoDR0RFGizHOwXqzx/LcMg5JFEpmJkcRWrC4usbayiqNhqRcKuGcoRyXaPQ6WKt5+MRxYhPQ6LVZWZkjiEqUaLGatUjrhq5pMzZaZn6hSkcFLLQMSaXIZ/72c2yeKvPan7mW8WyFICgS5xN016/izOlFtHasmYwHHjrMkcYKsajRMYI+njDxaKl/tdELIZ4NLDnn7hZCXP/j+sVCiF8AfgFAxY8e3+b/3SUC5dk1g2lcWJ/F6qJB9iUACmEgNBoXynPRe8bkdLspmbZIvO2qGviYaJ2Ran8aSMIIzzHxbn5KhrhCThiXmJ6c4qk/fQP97PMcOnKCvNsAVaAYKdpYEJrUZQjj2LJ5GwDPe+6NbBsdZ+PunfRVkZPLjyxwSxTjEDCopIw2PdbnOyilWG5mFGsJ4D1Brr3yevLhCqfm5tm8aZTdOy5CSsnBex+ilDo279jORDBCUh3igx94B9/65m3s3Xg+uy66kOWTCzgrMM6/ZhmGaOMDrLOOIYiH2LDrIg6852N0+i1u/egneedn/x78VoknX/sUMm2JQwFWERQjCmFEq9fnvOFRWgE8cGgfW3fshDu/yvrqGnGhiBCCXp4xOjbMqROz3PTC1xDGJaTRnJ59mNxkxEkIzQF+IgVOO1YWznJXfYlGqhFhFaQgFJZ2c40wz2l19ELAEQAAIABJREFU1nngO18nlt6FMyiPk0Q539qyl5+u9djXhonX/g8u/tofsO/hs4ggJ3JF+mmTiV2X8ua3v4t+H7ZtmGR0eJjN28+jVC4TAJ/4q3fSM5ZIJmzcuJncgc16OG1oZD2EsQRO0JOCUj+nkyQUAofNw0H4tkRH4TkVc5KUqK83aK71aXU7DA0NkWvIsCjXRoUSlYdY4affjbt20lg4A0DY6xInPj1sbHyIxcV5SnHCwmId41LiICbPPc6xKrx5nkUQqgCMRVrH6uqqF+IpTYIitYZOt0sxin0GcuStNcIwJLOOvJnTXauTC0cvb7O23KU0WoaVPiqUDFXKZIUijdVTuI5hbLREVCyw/1CTybjBpu0TzNSG6I8qSqUSzuTMVEcw5MyUawQiolZKCMT//3j01wDPEUI8E//VqAJ/DAwJIYLBVL8RzuFqs8Am4KwQIsC776/+rw/qnPsL4C8A4sqGx9Y6g5KPJDE50MIRCPHDLFbhENL7ciMteRAijcYOjC2NFggVEisGlr/uXEJQHJcJtPZBDSiQAp2n4BxS+ZWRcI5qZYxtW3fznOe/lNk/fC+kllz0yW0XFRVwKApBmVBmfOgv/4wXfhauuOanKZ4+ye6ogauOcTQaAtrUu21SnQOjSOUFOXGQ0DOCUjGhXImABQDOnjrKruTx7L7wEoKLn8DJ2eNUh4bYcPAA3XKFciUkNxl5Nsd49Vm84BkjCNHjxH13o5IKQqZYC7mGNBMD3xXLUKWIzcGunOSTn/wbxqbHOHH/fcyeOgG7/fsaEwI5sSqiS5IhGZMWE0aGR1HDGyjqnKc8ZQsHjxwFoKczarJMp9Nj7uxJ7r3tHvacfwF/ectXef1/eSVHjzxImiqEjGg22ggVDRwdQ/J+gy3/D3vvGSXpVV97/86TK8fOabqnJyeNRjMaoYyEEEIigzBgoli+xhgTjDE2XAtsw7VJBoMBYYwIJhgQICQMQlkajTQKo8m5ZzrnylVPfs77oVrCd73mvu9dvsvWWlf7S1dVV1f303XOrnP+57/3Hl7L3PJiW9dlQixkxfcnwnYb9GQT7DnwGBlFw3ZdRODSVBTWr7+SrsEMohIjvyaPuF9iV+tY2QSpRAJ7rsRVm7Zw4OiTPHHoURS/H0+OcnDP3cTTaV4JGNLF0g2EFqBEDTzXw6n6xPSAnhhYwsSwTHa/5FXkevrpUjzURAfve++foGk+CSuGHRkI2d4RKVrEvieexHUkQg0xMxaGUInFYhimhgrkEikcBF2ZDPNjE2w9bx2cBT8MAY8gdNFCFdW0yGfzDGTStPwQp2UTepLS8jyB38CNFEKnseJDDwpqu9TpeShpi2Qqh4JLb/8AIKlWl3GCtspX1RWE0PAdn2QySWW5ju0HiBAWFscYiPUjXJdms8lyvYx06jQjKPZ0oykCE5/TSw7lUGdWDRhNXoogRDU01g2vRtUFxUQaV4tQ0+azvk7PFfx/Er2U8sPAhwFWVvR/LKV8oxDih8BraHfevAX42cqP3L5yf+/K9+99vj7//x+qHkNFECLRWMmilAFCtjs/VCFAKvgiXOmkaW+dfQlKFCGlQOKjKu2AY4Ha/hBAtOvykVyxPo7a8X66BGGiKNpKdJ9HsbufzsHVjHzjPL782b9m+vhpPBFDD1UiGfCDr32TLZdfjKYawBLlZY+U7yODOi2xjuxKNN/qkRH0qgfUiKe7sNKQxuXOe/fw2A9uoaOgg/EpANJailjW4qE9d6EZFjk9g6ZL9PwIiW2DdO94IUGjhjB9avYEwm3iRTbZVesgmUVXfBAGpqGCG2LEY6hGgp5EHieUKPkcGQtCFL575y30rdvJxMr/vBW2OHjsGOlUgVVdRU7dcxdrj51DW5UnTK5DvP+dqHaOjVs3cQw49uiTNHu7aEpYtsvYqsqBE4+TlDn++fs/o9ZcRrQCtITOmcUKaVVvC2iERsNuMbe4gCsEkRpD1+JoMZWmF1CUGkGrynzoMdA/TNP1ERo4AlBU7nzb5Zx/11PsSMFhP8XPpyyu2b2Rx0/NMl5eYmtPjKNLZ3lq7AzX3PhWDp14lMlylZric15PB0xW+etf/ZpEepChhOQb/3Qvc5NHsO1ZklGAIKQrWyBjqciN11GM5WjUfJZLdf7o5n8Gp8E/3vpRTKeMZirQgoxQaekJmvUqaVOwJpfFECZWXGehUcdtOsxVFpmvuNR6O5k8NcNFL7kcAC1KIqMGXbkCIgyYqcxwk97Lofe9qT0XsgU6PvwJehJdOHQjwrZ/0dQn3ofp/7/dIe2Vr6eeeSCT4fefeIKLVm/kzz72OZBh+38ZTyAbTXrSWZqLdWzLptCdo171WapVWL91N0v9ks7uPMlomU5DkE5BR08BKcBwfXzh0hnX0GJp+rpiDK7PkUt24n1J4eKLN/OLR+76P00N/yH8R/roPwR8XwjxV8B+4BnFy9eBbwshTtOOsXj9f+xP/L8LqqqiSJBIVLXdZqkoZlt5CM9GuIlAoggVqURomo4hINJMRBQQhSvtlVK2HQCFuuJT2TYWC6MVS15Ee0WkRhiKRiQECEngNVF8j4xW4HOfu5N0LosVV8kndBr1ErXFafY8/hihVIB16DELN7Wak7Ekapji2LlxIMcdTz/BNz7zMeAb3P+Tr1P59Gc5uW0jg8NJejNJVPkbt8sTZw7x1OnT+LZDy3NRFVD0GN/90SMoNDgyX8WSMZRWHCVpsDqlcssXf0zFDsnrEiE9YqkcF+1Yz9L0IfR4L/fOnuGPX3wVZ/wE5x68jx/edz+ZeA6l1aRiV+H6twLw6H37WDu6mjXr15DKFtD/2wi2Z2MZcQrr1yJ9B0uFDaOj/ONFm+nKdnBgch4dh1w6Q85M4AqTrV2d9O67n6k1QzS6hvDtOoulOnpXN8LSSQQOiqLgKCqRsBDxFIr0aXlt35szS+dQwzrCdchYGTACmvUGUjp49RbJvm7iwiEUBo4QXPnnf434wk00LchaeW564QCFgc3su+tBxo4d4MDeCV7ykhcgJyfo7yvC5Gmu+uBXCd0lrjhyPxe+4npedsVL2XvU5JLLXkokfXQZ0nn3p5noNzl44D4yYQ9vn5lAcSYI73wccfw4X+nO4bTaQrhm1PZZWru6k21dA8yVS8RiMbrieU4tVfFDlVYr4PprtvHaa15CtcNnUH8Jx+64jVRXivp8g7rjoiJxHEkWjVvqZ9h12U2ct/8+vvv1W7n2iiuJZIDfFNz6j1/hbXGH79Q0itlFXtE9gLp1hM98636MzhQ9q3q496GjXLt1C1eV5+lR4yyWZnn3B25idPNFyFiIX3JIGCrz8xXimRgd4R76O6/nDbu3s//oXo4eP0ClWuJEKcnvXPlyLDugq6eXxYUxVDXL8vg05H7NpW/+S6BF3q5Qtpf46Ptvpieu85mv/jOIf2v38V+P/y2il1LeD9y/cnsM2PXvPMcBXvt/4G/7vxKKqrVT6NvSHRRVECptq6/2dlBpi6GkQFMEUhUoqk7cMNsSe9EWmvzGc10Btd2PrAmFkPYqP8RDU9R22Uf+JvZNWVEiCiHwVCgvH6M8D64IMDUdqajEhEagxpArg1nVBFL1IKjhOg0qoQnkWDV6Pm/473/LzW8H78EHkJrRXmnbKi1dIKPf+N20NJ3Adwn9CF8ILFNFDSJ8XSXmx/CDBmpSxTRNvvjJ9/Lxv/pLYpbK+LkTFHo6CCOP3tXbOTpxDCvXTwoXba7E4Jar+cy73sLuraspCIXy8ly7Lh39ZkV44PD9PLz3DmwbkBI3rrB53SW84fV/yOr1EZFm8t1v/ois0S6reQmXoG6TTeSJooi5sExcT3D3U08zMNRPNL9Ad3YEK5UjFvi07AYJ06SuRAjfRQ8kUTpOTNcImi66lcT3a7zq/LVUDJPtF1zKY3f9hMs6R2n1dXOm1qQaRWTn5/jqn32aT3z8w9TTCc74af7ZX40//xiZjiyrT3dyVp0nZoBih1z32pfSabgcSWgYnauBRwke2Is6NEByyyZWjWwjSA0RTt/B4yc3khQm9uIkuWoO69QkufwVPP3kPaydrjOYHCBw9iKKMSI9QKoW+O3mgaE1Pazt6eDRI2foN+NM11tMLSyw6xU3sCaeZ8uwjYhyuMOdnD94Bfd99240oNnysF2PyA9pOU3UlfH0/gsSLHW0b58+/jjR1lFmaxPc/vBx4iPDMPc0G9b0c+pIlXO9CYajbq677ndoRg3WXXgF112dZfbEnfDQPELNkupIsHnLTtav3cldv1rA9sq4ZpJUMU1zdpHPfOwhEhddza0HRNtm2cqS9FX+7mOf428/dwtdWZfO4V7W5RY4t3CWdKYb5+l57q1/gKWxFn90z34++ZFrqMokCi7JTIpS7bkljX1eGfscg5HuAKmgqG0CllJiyHYGath2+EIVEk+sEL9oW/2qKzmp+koA9jNQEAhVaQeaADISzxI5Svv1ntklSCnRhPJsfTHBSilISixFwkquaBhFEAXPBo24kaSYTyOSBepSkq20CXFqYZ7Mo/cCNyIPHaMZU6jUqhTTWeotSTbxG7/ulK7TaHgUhjtxJieQuoGqWngNB6ugI3QNNVLAVnn3B/6OxZbPC1/1LpR7v8fs+BhSSzIxP07cd/BbE1zzhreQi2e55fMfJZtKUw8jAhG2S1gRRGF7IlaDiD/MWJCx/uc3onkMvv4u7l3Zp/YCn96xjvmWzfJclZSvs3V0hK3b1nPPQ/uZXxxDNy0uuuh32fWiq3n03F4e+9636Vq9AUMRtFwX6QcI30dplnEBX/MRVgfO/DluvOES7rjjIbZduJ5AhOiawlPxOtszvehzYyxWHXoLeWLlGX5+eIIruzpwxs/wp++4npGZPO///sM82jfLJau3k0hqLNhLVCcb7Dl0jrWb1qGnOwB4ePcgF256GVesNti4dTcnxhtsfdVHMExBdzLGqZkhlnp2sffYEeqLdxAkHL68yuLj8TzhxefxxFgT9dQUa7uz7FmC97///Yz09iDDiMtuqLJpdDWF3j4Sfoia76DeiPGOP3gJ3/3sXZzzzzE5d5LpxhmGgEajhpFoh5zELYNYoj1uwp6LOG9rL8fvgl2rRuniLC3d4TO/+0YeUfLw5afpGtqELiSLpqB74HwWH/0Wm970dka61rJ4+BFWnX8ezkP3sxubrguu4vVX38j+5QaXX/QSfnzHLYROjcCNCMOAZF+R+NV/z9CBj3DY2ccbd76OH/ziNi7csESrsUAzlBQLOeTA60hN3sPpf/0VrXqdl3z3b/j0HbeyPV9g720PY8YNwMV1SpjE/hcyvP98PE/0zzFEvrcSqiH5t0cb0b9ZaUe0k/KkIhAyQlE0wihoK2Kl5Bmaj1ZkUm3/Gwk8Q+zt1xVipW6vhBC1rXO9SD5L9JFoE307Ea79IQAgNQVNqqC3ydLSBbnBXhRhoUYKotYE4AW9GX78ze8AN7a9QnQLN/ARQpAyNcx/s+jJpLJMlmrUT50lSqroboCjBtQbkMoLZKQhFA0hXWKqwWIjIFfI8Jo3fQApJXNzc4ysH8R3ayheiXu+8y0yaYulpkPgNBFOsh15h4auRhQGVzEHvONXe/Et0e40ISTrgKuBGzkkDYtA04hbFsVUntLiBFEYYgqBllBxQsFTe0/SW7RYntTQ00nufPhr/OieT+EshIwMbaa5MEHQ00PcyoBwSY9up2HPo4cSxUziNWxe88LL2Hvf/RRzCTSpY6gq/VKSjuU5eHCMWD5LolnFwmfZ8Dnw0x+y4XWvQD/yGNXZGb41PcEf3PACVg2t4ukThyj2GsxUdNRIIW4VELpGYuU9/+WghtuzzFuueSP7Dx9ntBCjqlapNgROQyFe0Hjp9l7+8DXXQKS0h0wIKBFB8FK+p5pIxUdEktTa02QXa3zz5z/jfR/7GH2xXczNnuXTn/g7zn/nlai2yhc+/GEO/PoYw1fonDrh87W/+DaO2WAIKGRTTE1NoCvtgO7qitz2vDf8DcvTZeD7LDXKVJRtzLsTVDuLxMYqAJwqTbPxha/m7K9u49ADP6FjdIhqZYmD1QAjlSE7tQDAXsPkHak499zzQ/xNu4mbcRK6RcNpEUQSXbeoLc2AdpLZoomcd9n/8O3IWoXQXqa0PE46X0DX4uh+hCEFqblp9Ct2EVbP8fqrr+TgHfdx1/7TXLj2AjwxRVbtw5CVdh7tcwTPE/1zDG6jPZAVRVmx0BW052i7lIMwSMkGbhjw1OkxyjPzpFJp1q/bjJGyEPIZsVV7YkdCPGvtKgUokYJU5YrqkGeN0IAV98sQVW0bRCnQfp4EqSig6ciVFX+IglAgHwv4g58PwM/hmVbJZz5Q3nqrBa/ZwxrgS9z57DUe/neue2zX94mvFAKNlavVgA/dHa28bmzlmc90Jz8jMK+vfE3C3aWV22ng3VBuP0yy3RnAtb/5fS0g4y2CEpKJZZhbWmTn5i0sTE/R09FBc7lB029/YNVrTabHZ0CF1X3DrLl4C4N5k7ETZ3ly6RyFZUnd9zGUKlELOjMdlBI1ppcPka0UMaZPUvJgVUcPnubgtJps3p7iTz/wZ/zkh1/HdktcdtmlhM0mi57EEx5HXZuBo4dIprvZfuF52PsOMqC4OKkeNo+u5x1PzzAc9ZHpjvPUgRku9Wpo5x5laarCpbuvYWHJ5cnTx0jkWyiVGk///LtcDsQzQ5y1lwkevod0TOXek9P0m2nsvg3UKj6lE/Pc/8gYNB2C0MNTI0QrIIhcpOujGhqmZqBFDnAZX/rBv7BpUx9f+ORfUrzkUvLliJ0vH2L74DZuetUl3H7/fo6WF7nllX/Cn77jjRhRg60XXtZ+z8dPkjYTZDIp5qamwW2Pn1hcUDnS7nBSUwpLUxNcMbqdpMjxi8O/Zhvw8hdez/TBvcTTWdzlKTa+/B0o0kRXfILmMtWVtLPz1u8k0akzvvgUfUEHPV2XEgmJiCSGoaGjMbHvABsGR7isq59DTws+8tHr+b2//Dmy8Bo26bcSj1lolo5patgbhji2tsCLrh7CZpquNUNcuXUVTm6JuF/jkldciH24wXx9kedS383zRP8cg6qqREgiKdtqWKm0ey2j9sAVSkArFJieRyF0mJMRHWYaYWhIRUDYVr4qQkGGERFtd0uisN1xIyKUUAURIZ6p50Qr9XwhQFWfdbsUqO2yjqKiawZRFKFqGqEqEJ4gHtf40is8+ooRVjpLxR7nva94NWcaBu51d3Pp184jQcDfxx/kM6k3MDfQx5nIZ91oB2nVQhoKRHBisYRhWhw/Os6bb7iWTCZNMpPkjofupq9zDSPnnceef72NPh3qgc+jx06j6wavueEV+H6TEIEXRDx6/BxL5RJvuuQFhEYEUvLjB+7n8g07ODJ/kuMHx1CFzrptW7j73vs4em6SdCaHEIK+rk4qS2VEoHD8zCluuPZ6mlrI0X1Ps7i4iFAFcTNOKmvw5H0PcDyXYr5Sw8ThdCAoRgYN6bcFSrVlEo4kXehgprRENkzhWrBUmkSN0sy0SlysxbnzB9/E0jJEQuJVbRzpgwxJCZMtnYM0S6dxdRtpA8lu9h1+hKHzBvnB3T/lEi3Dnl/8jKpe5O1vuoaZxTLjlTkOLJb4h4uGyad0jiEwEwqRr7BhWIH9UJo6zUKhB9k6SF9xDVazjjJzgFTnWoY2dLJYTeHXbEp2A93xaPo+QT5EaXoECm03RyQo7VJQsj/D+/7w9fQPDFC1TVJ+lR8/nuHdN9/Inl8doRpIuoxjfH56CkNp4jgugdc+m+nqHaBeqRIEEmkYpBNJKr7PvW9qH/HJRJJLdpyHYvtM4JFdnOBFl13KwoH76O3u4YIL38WHfu8metd2c/qpJ9E1gZUyUWIKvqORBlZtSLGjr4tOmSQxPEm64yCi1kRVdRzPRRiQKZj48WXS3QV0XaV/+Cqq9u2owqeWCghlE90S+IFHl9BwV69mOWgS67kC4SV526u6uPurk1z7vndyWbiGG/a9D1kPEcn/ZPL4X+B5on+OQaz0zT8TXo1sH76itnvDiSSRajITNTndcND9EIyV/nhFQagCGbUPViNFXSnbtIs4zxyeSgEyihBi5fdoOpGI2tYKcmWlv2K5oCpaOwVKCiJdhxVBVyKp0mEZ9A4VMWIGkbD49qc+jx6mCFZ2JaEAz29PakNT+VGmRLLks93ob5ebFLClT7Gjg1azjjQiKoHPwwePsyprkM33oPRvZLosuPDVN7L31s/Tqjk4zQDVjBMEAZqm4TkBahjSVSwQV9vXDmDoFm7DI2EaNEINIkGgSiqtFms2rqXY18Gje55EL9dQFIUN569lrr5MX76bI/v3gy9ZrM5w0QsuIaaF1KsNpueniGUNaksVchmDUkOnG0lF83AChY5Umnq1QTofZ65coruzh7JbRXdCXE0noE46meHX9+1jTf8QO88fxqtKloWK2gzIDgziCI1Fv8JgZJHszaEbCoOdBiKeJGM2+ZPXvpV3vusm1g7toK6VOfLoPi7ctZ3ZZsRnX7qbB2d9Oiyd42PLvOmV19E68yRPH1ngGiCVNsirJZ44NcnTR/dRsCLGXYgWPs1NH/w8W0f6mHNbzE5XCOoNup0Q4TY5bph4QqKbGpamYiQM+LTNta97G4nuCzg18Si93d3smVxk3fVDPP7Gx/FUMH0FI9zBYPAXzNYUugpxFjWDVcCJpw7T8EqYUiNViONUVW6Zn+VDb3olY/MSI5uCs8v09nShhinmJw5jpS2IxTn+8T/gOPBigKNlOHrsf5pHMUBNZYmX4Zav/YCP/Y/fQ8vswJ+/nYpUUCOHVCzFku1geyamlmEo1ouhhygd56HIFq5/H52WTqAmOXLkSbJGBlFawJE+8+Pj2OuPMj6/xInDLuloBn3PQS776ofpX9tPw9CJeO7geaJ/rkGoIEBVIJSi3VO/UnIRQhJpAteXRNJAeiGhpaHHk+i6iaqsFD3Udn1dXYmsE5GKVDyk1BEyJArb4dhRGIJUENJvB0Sg4ysRmtI2lFItAyna4iuhRHTn0nR1d9CVzdNSXOKRxWPzd/Hz3/8U8zWbxYlpFCHpd+uMs3INK/7uJcfhZcXLkb0hjmwQaSuHvq7L+tWrcBRJZaqGDGwGs21b5aBZo/nYbRimwsknIzr6hslvzLM7amIEEVXPwTLVFS9yQUxtouYtVLUdB9ho1nBbTXRLUlCKnPKPEFRd/KaNFRn0JDq57kXX0Fxe5uz8HE8/dZiOVIxa00Y3IB1PUyx2U19e5omjJ8imDeIxMKMMttCwq3VCX8U1VdR4gsRyHdvy6CzmqROQNzqYW5rHTMRJJOI0Ix/FBk+2CITGyfGzDG9fR3NhhpGBEVK9MF+tYEURm3otOoYMtl27g1LJ4sRyi3t/9Qtelr+WzOXXcPMnb+Yzn/hLjk7N8vmPfpb5uTEOjZ3gjiLY6iBLUZ03/sk36Tv4DzxYXqK/aMJMQFJRmZgrY1oG1WWJGwak0jq5eIpbP/n76ERoVozzN17Kqo27ya3qZvXgOi7WBFK0IwUFEIYK7+A473rjm8H3MdNFdDXNji4f1depjLd46tRx7vnRP5JNQiJmMZoz2bFjB57ePoQPDRdLiaMqEf5ChZrdpNih4XT0MTKcY6lVp6uYZcvIKKkwRqAXqM1OMnnDGzg0d4gzL7+a9H+/mbUXns8TL30ZCx/4CC9++59z362fYNvuPvq6tpItL3PR7gSa/yTh3AnqEx2k0xbNUgvX9whdl6jmUD6zh3sOPo2WE8iU2s5bOLqAHbSIhORnn/sUm8/vZufF2/joTW8gkWgSIwZKJ73FBI/NPk0YzpDJZKi6TYIoQPmtk/w/H88T/XMMUm3bEbfPTttmTkIaRCIAJGqkoosQXRf0ja4mZlrkYll0XUdDQUqFSHgoQiFYaaeRCgSBRhS2szwVTSeQAZ70iSsKSS1GLK6DGkdPZOlLJSj0p9BNDaXtZk8gA6bG7ufu+3/C7Oy/YI9eRKa/yO2v+Tof+PiN/PPf3cYNA4McNwWnFo8DYFg6dq29i0gZkicbhzjrubyyOEpCN6m1bIQQNH2BKUPiqiBQFEwzBoGPlS0QJRLYbkBMVyk7PvgqKSPZ9gACbCdEiBBdN/DRaLk+rfbpApqRoFKvkTAtTi7P0dWpUK9bmKZJU7oICRoKiY5ONnd0smZ0BLdS59jCFHOTS2gjCSLP4/DkNMMDfdiaz/xiFemXyOUyLNZ8zISF8Hy0wGN0tIeTs8sYGY1UIyCVyWAaCjO1Gk2vhd1qomtZfKmRUCOawkd3BJt6ChQzgvl6SKtWx60u07XzNcyenqBQW4/u1rAX76LjoguJ5UfY84t7OTB1CK8m2feN23jyse/yg5/v43d3ryFszZNyVIr9XZz71c3MzTyJaw0w54SMqAY7pyZ/M9iSAArUQ6j/m8dtB/bcjr3ndmz4rSElP9sF977pt49lAVwN0Fi5Z3tw915MwBYqraU62TjU7AipqCihypqtG9jSu41AK7OmkIXQRI1CFhoLaFGEVHJE1izrh0Y4AzgXZ/nlW99LcXaMSy7diXrmNnZvHWmHQzozXHs+aGvfijx5nCXXQOQG0AMIZACKRDfjVF0dq+dKss1D9K/tQ4QKGSPN+7/weeZEB12hRt+6ARYjhWPHz3D04CQ9w0Wu/cNv8u3fey3pYi9jpwVTYgxb10hqBlroP7+ifx6/HYpoG4UJBEoUrbhStgNFRCSJFAVVVcimCyRS+Xa4hmqiJhLEEnF0VUdHQUGn4Qb4LZ9Wy6HVqrC0PEd5aZmF+XlqpXnm5qdZXJzEi0oEvkIsHWdDXyd/+7m/Ia4WCDyJPXGI6sl7efeXvsloNk91uUpRNRDeHk4uR6T1iDtu+gqdmSQ/XTxBzJFU/bY8vlFr4q20cHphyPj+Wbb2DxD2adhOQKDq6IrBt7/zHXwhuXDdRlqNJplEHNcLiBkxpKYRFxBcH3hlAAAgAElEQVSFIb2ZFG0XFYO4pqCIsL0DAhrNEmlV0NNVwPPrpFNFCOuMbOhl3/59iEYJMxXHFi6qnkQJQ0QkESFohiCIJEo8jaFbrNMFlUIez5GUSnVMVaPhO4ROSCoWR7ECWtUSGaGiGSqqrhLzIhaWa0RImk2XUqtG3fdZu24rQaZEZW4Gy4tQUwHSUag1G2xat5bN6we4/ZGHsI+MMTLQR1aP88T+JxhYLDOzOMHcuYfZ2JGhI97NdRcMsGyXqAc+zarF6jXd3Lv/J9xy+x6+8LZrOFwqs/epeX7vndcxfvAe4rFNCDXH1PQ877hhF8bwC9jzvX/irNPkgqG1HK23cGWLDiOO5TkQTzFTnqPccujv6qfDUMnoGgGCfCzL6bFzrOoZonvL+fz6vtv4h/s+yl9cfjMXvXCYw1N1cM6yZbiDEwcn6LJsnFgOpyWZPh0jP9RFvV4nnjBYKPRQtIpsChzqi3OceeQhilYWXwbEtBiR20CSIZFPUXdmSHZfTun43dhmQKlVRxNJpicfxxgt4L24TfJmq44X1QgigZXP093bje83mFavpjZRJzbTyaJXY1unhQTi8TiNRoBm6Oh6DlPkmHcCOjp8IrWEG9TpiNIsptI4dZvJ8ZAPfvwz+FLlifs/i17L8NE3XsHXvns3L73uxcxPNHgg0IlJDU/WSSjqs20CzwU8T/TPMShKHD8KEdIBJIGQSMVDFRoIHYH6rLApIGJ6eoyJqbOcnTxNOpvCt1uc2nOAht1Chg524NDyAlRXUkjH6e5I0z28Hk8zkBmf+rk5UjGd3t4e/ujtN7Lzssso9K0niDwe2/ctnprQICpy9Ws+iKKFbRk6FiIM6RGArGOEGmNf/SxWVxHsAPXwCQA8obK0kj16bnA123tzBFUX3VNwhUvCMCnZNte98AoU30EKhcBxWGjWMFBoNZp4TouVsE5Ms0GIpFyvoRk6WV1BTySQrRauAkY8xnhpnFg8SWJmhoXmMuNnayxZTawCpNJJBosd1AiJy/hKvJ9ECtFu8VtpQ02m4nQLhRQKcvtGSssV6s0G1UYdr9WW0acTaWqOgxeGuH6IGTiUVEkiUFlqLKLIiFbTZv+jD5COKXQOb8RWlzFDH70jQ9isY0Q26UScZCTp6utiy5YdzJ04zqlTp0ili2RyBRy6eLLcRKg2NaeM06xgZQep2Q3e/OYb+d6Pv81X33oFT4+V8IfX8/JdJuXp+/FaLsvKEp05C6MGZ5YNhuUklVw3rzVtflxrYLgOhaRJbalEK6ERLi+ghJKB7i768wVymQLNRg25ME2ptki5tMCOi7fy2ON30+G0aezCvCQ4Pc3vvOpKTpyOmDhVwVfT1CxBzBagrWLz7k6mpp9C6xhkubaMU3Fxij7N0gxWoDDYP0BoN2jaIVMnzlDv3Iu6KsmBsZChNZew73ufIz64mflamV5TQREGC26Vzu98HLeVgIxHV2aURiJBd2GUbN9qegc3MXn8JIrei+mWULpjFGomiilZl1nFwcXD+K6LlCGG4RFZGYJYgulzNfyZPRRiSRbDBC+54AUgNZQ6jIz2sdEcpDU3TEd6hvTUIKdqY7xhtJu/mlpmbVFj6pyOG9bIGennif55/HaEwkVTIFI1QFmxJ9ZRZftwNBASIUJ8VaAEkp6hPrq39DMwP8zy9BS3/I9PE1dNIEKXgowRQ1ObOLEUnhYxU2vBYgM9ZuE4HkIXND2FXYM5Lr7oYuIDo4RBC6k57PnR41RUC6clcYMmnt/Ci0Jcz8F2W3h2QMO1UZ2I1FyJscUaMvTIy3ab3KwSMO9oEINgYpool6fWmGdqpoluqHihT+RoLBHi45FDw9VVHF0lGZmEhorpBYQJDTNQCNwKQtExs3HSZpzQa6EYKkayA9VzCGVEyW2wfWiQyI2zbmgVe48cYWhkEFOmado15icXSIysQhM2WAo6OnYYoqmCIJRIRRILLTRdReg+ke2R71IpRHmqjSZe08ZrtKg26+STSZwowAl9tChHr6oShSEiEgSKSiAcpB8SKQpKdRGpenhCEjWqGKqCpmlYWZ29+09z3nAPzuASoYCm26K+NEMsFuPEqdNEMY14Ik1PTw9rRrZTCm1aS/OMrr2E7p4JPn96gY9cv5uTh57GS0K50mTkiteSrsyyduQKOn/yLSZOjbGqOE+iuciMHXBxt8KRWZWMFKjDfVhhQGcsxXi5wkA6hqlq6B15Vo1s5PSx+0EOsWvDBZx9+iC6Y+CLdlTeaHcnT3XozC7U2bjtSojdQ+64jaXplBs9nHt8jmi0yYzTye61RSp1m3qo8ti+R8kWi/QP9qLNThKZFroWJz/QTbaYQpgJwliZxvRRin09uKZFpmVgRC2a4TxueYGsCf1ambqEclRlsPsGEqZFFArwQwwlgac6pHK9OBOH0eqS8doSo8ObOFw7gaFbVJsVhDTQVVgojdE9lOThn9zKhJYgMVtGPXyMrlyOx08d4PCZX6GmCrz0otVkaxUu7Q948NavkNpxMf5Dx4kNDxNNniBq2UQy/Vtm+H8Nnif65xiEaDtLaivZnEIBVbbr0REKCiuxakJQ7I5RFzWWSpP45ZP41UWuvOIC+iwdVQa0Arj9nsfZuet8dEPQ21fg4K8fJxeVqFRCygt1YqpOVY947zs/gDk0jAhCqmN7uPM9f0JpaJjFczNoUYSatMhZJpEqMGIWRj6B5wJGEUt66Beu5/JQgqlgafBPwAvf9koIfD72Y+i7Zj1PPDVG4LgUR/pIp1JoUsVbCc1WlQQokqDlYAtw1JDm/CKxTDem4qNnVZBZVBkQi1t4oUOdBLF4Gl3TUFNJEpGCmVKozMyzXFVYbE7S25GhK5/k1NE5fBxUS6NTtZBpA80yCQOFOBFqoBAqQTuiTjfQDJ3ASqCU5lBUn+WlBsVsEt9s0UjZJO00vu/j+A4ykMgwIFSAMGrbSgQ+UqbbArRI0tB84r6AIECq7aB2Q9c5eOwc56/qZXahxD1797N763bOXx+nt2+YTZvPY9PqGbASzE3M8cs992Bd1Ul5fILAcTGb8xw98FPe87svpRJE1ENJUPaoOSYzP72NIN9P7eQUWSOOaQaMU2LN+iFWZXMousK61Sbj5ypM27NsGBjl6NwMfUmDI/N1dq/tIelB/fgBnHqO46cfZZWhMVZpsLsQo5jLA5Dsy7AzESNhBzzy2EGsjhie6OXcwgGK/gS9u/Ic3t+ktyNBtbyfwWScMKcjtJfgOPPMTp7BCZrtXZt00FWdyIhRHq/D6i2wtIRdc3BzNqs2bqE+/hgHn34UF8lY3aKzbwN+aZI+TSctlwjcTtS0Qa1SR1EUTLeE2ZzH0TQC3WHb5peTXTrObfv/BT9wMTQT35SEqo4XaowdcjCqc/SkktRKBom/eAuKbrC9dClPf/DDzD3+GMvHkrzlqn7ivat58fXvYOncMqrtsvO8rRzbN8cTEwcxu3P/ZRzy7+F5on+OQRNKO3RE8KzgYsX5AEVAJJVnFbLLSzVqzSkUvcpAMc1IR5rNG0aYPXcWUQfHc3nPe3+Xq666qr16TBm03vY69EDDUX2qC3Xu+uUj+K2AemWc+798NwnNoHR0jMKadcwsLbN1wxA2ITIISRhxqtUqcStJvVFCV1Q0xSBUIG34IBVUTbY9kwE1LPPQqfbBrOJ5ZLNFmosLZBLpdpC3UFAFqJpEpY6eLhCqETPzyyjCR+qCbCaGZcZJx+PYnkQYCiKMSBgZMq5E0xSilfhBM6Zw9Pg5VuktMt1rKZ+zyHeqTJ6rkskXcN0atquytHSavo2XEyoaggg3DFBDSaCqCE1HRBIpJFaQJpuRbO9KIc7t5XvFDEK1iPseuuHgBTYyCHBlCEGIJ30CNyDwQ4LQxfcifM8nkD5CSEyp4CsKegSeF9DX18fc0gJr129l584YHZkNCC3J9NQDOItVnnjgXsJYjHrLZb46QyGr8Npr3sK3Hv4W/dVpbvnGt7n5Xe+h1tHHRLWPn42P8fILLuZ1r3gZh7/0x4zVZsmqFsWCRTbpUTezyPoSs9U5ErFBZmvzaNmICwt92GbEUNcgYd3hBUWFpKqD7VEvL1BZmKCQjuhLxBgZ6SXm60RhW/dZbdn05/oZU21qdotYxaQsPWT6QpqVU4iKR1wRCKHQLEmCvl4mx1TcVB09rlPo6gbHZ7w8gRWqdGLTqtVo1GZZPKGQSmWIZTTC2WlOLNqYsp+l+kMMj27i7JE5nNY0IqjiGDsZL0+ze8MOKvYCQvFRwjKioSINjVBVkLEYIQGDV67H+AdIxOLUfZtIl3zwkgHOdq7j5VWfa1KrkdUy3188SqxegXwnihR0zfuUzT5Oz7ZYVIp0aR3s/eEnyK97DfVIY1Wuk558gWQQY1v3ADO1/2z2+O14nuifY5CqhiIhVNq5mJFo+27LMGp7Z6jt8OgQSeD7GBpE0iNQFcIgxDBUBoaHmZtbwJ4LCOrw+JMnGOjP09nVXmXETJN4aFBXy/R3F4kHBmNzZ8kvl6nHQhrlcbR0gmQ8olSTXHBxk5iZ4ql7FnjZ61dzz7+O8cYb1/HYk8fxfYcLLx7kwQdcCIBAIqz2AWk6ZaKKOAChIZicn6bTsEh709gBNI1hzs3vZ0PnNpZVl6ceuI8gUNGTJt35LIMDq5mfK9NnWoT9MXwbNBEh0HHdFloUJ/A8wshHjRk0bJVdwxt5bOwxBn2f6XpEMXCp2hUy0sXMGISOzXJziT9+yz/yk/uewFAD7OUFmm6EUAVmAIEBURQQhVVGdo7SOQHW+i2otSWSuoFvOHiqgSrjqF4T1W+BriEcBU1T8PCJQg9NVTBVBeGreGr7MF1IjUDxMGMmc/Pj9DFI1QjA8ZmtPIjfbGHGLPxEFkc4GGpI0/GwEkVULcnNX30/n/ri93nzrZu44T3v5pZ907x6Xci6Sy/nlfoL+cbnv8jeo4e48bzNMHUU1UgytVRi1WAe0/awCv1IWsx7BknG6BIpaoGOdFQWKosU8zmOnJzioo1rOHfsCZr1KTb2FEkme5iql1BsB0GDhNFWA3Vu38Vs6wQ9ay+jozKMqVTYWTjNnftOoeYMzKbCBRtbyGiJZFqHloKbtpg5fZpsNk0mFmNW+BjCxFUCsqaJJj26tm5i+ZRLR/8atNY4LiZqwsJzl7jqytczcfJJcqbHQk1HVSyEPUVn5xXYjTJBUENN5FHUEFONITQDTVMwmk10T8E3A3J6grJw8QMX/DrZngsoZuJk6if4aespxlSbXTssap9+H2dKiwRunJKSYPX6KksLgsm5KjsuaFFduJip6acwsFD0gJgOfsklyNr/zuz+r8PzRP8cwzNCKU3V2sSw0m2jaKKtXI1E29OGEE0X+CFIGeE12lavgZR4YUC6kKFvqBtTtbBUE0sB1fUIpYqv2CwszjHafTG7bno1mpbk4KGHsJ3DlB9/mKrtkygtsGG9ykUXJzk4rtG7NsF5a0W7hbHuo1guszWXF+5YQ6XcQlEj6o6Cby9jT5dhFNxSjVfvXMcvDwBSY+P6fixqnPMKFHRYsqsslHS2DApky6XZ8ih2dDHXapJ1m9x7/6+4bO1u9IRksdzAiCTHyhP0Da4jW+xETXaSyXeS7+ojYSQxExkU1eQSN8Ai4MG3XUpn//lUTs5S6FSYmXcY7CtgNVX+7iM30qkI3vDJX3HP4SdxWpJmo4rddBGh2xZjGXn2Hquzz/MJYzmS+EShihZ5SLOO7tugGwhHR4YuMVXDtQWKoREhCfwQJwrbqWFRO/EqEiFhZKKYOp/62y/wxS99BSsI0U2LvBljKmVyxaVbufENH+Kh0y0GCzGMUFAyYZtR5++/fAumCdvWDvONH/yANSMbKObW8qLrd6DaPhsu2MLp44+x4eM/RvmXz2PUl2lmVJp1h9BcR2XxFEa4SEp3Sa3ZTK61RM2SVJoNzu/roGnmEGICxbRYM9RPrRlnodakOlUhFtNRYikWy2UcrS2Ee/Cn93L1h97D8th+zGSe8RNLjGqSwuodzJ+bxFeXsLQs8ZhNPGsxMV6hUa7ieJLAC2mELVpeQDodp9W0+PXJWc5fewGqL9AsA+mViEwDM9DAMlEjg9CzWZYtmuEaxv1lCrpJyoYhS0EYEEsViGUyZPQGthQkUjrN5QBFSxIoEm3eYbJZJ7Bb+EFAQJwnHBfKy4SqRqOwgZPTj3BRf469B6fRlBipcJns6gFqS2UsdZH7Dz5CV2ECcaCHwfe/jHQsJJNIk07FcWREd77wTKbOcwLPE/1zDM/4zogwIBSgSkEonsl9FW0hFBITn0iTSNPHaUos1USLIjav30QinibSFdRAUG6VcOx2v7odOIxPTjB5pMJb3/Y+Mt15Iq/ELV/8I7769Qd5Wcuhb9dF6J7K4rkp7mxavOjqXZyYPsDI2hS+AdJepJhRCBwLVc2ixHVK0xrVRZuD8ycZSuYYGt4GwP65Kqf2rXTg+CG1cpla3KO/M8bRaoVsKonZqTJer7HUqHPBVVdTani86ZI3s2rbCFJNcvjXD5BavQpfganGQfpOnmH40jezISN5eMrH0mPMRzrHZ+pcXpRMNiTru3xOzJ2kFcXoyXYitvhUnBKplEB1WtS8kB7LpWyG/M1fXM3S4jLrMpu44S1/zeAlo0yV60xPT2NqEYVcCi+WZeL4KU7sP0Wruoz0A3Q9gdeqg2wiIlBCExl6qJEg9DwM1UJGHopmEKoRitQIlZBASoQZ8q07vsnvvOgV/Pmff4Rms4aZ0LnmRdcyp+/g8Ikz3Pv9X3Lu+K+ZyXSwZf0I3/rxv7J74wbc7BoaNszV6nz5K1/inr338Dffuo0dm7dz7vhxdl56Bfqe2zn0068xVkvRVVlEGh3UlBh9sRPMpHvJyjTFpMHyXItGrpeEmiNMBFTVOKlEyHK9QTyZQDe7aI1H5FMRSjZHpbxEvVqmaEUEubb3UC3ZhVRUkqkYZvcQ2ek6ZU1lS3QUJa1xYjqHWuyitHCagqnTsypHPddHbnEeyzQxw4BiPM5CpYSixugZ7cPK9aAqEeu2rGV+6gTJmEEUBiQNE89XiFSdVKDQ2ZUhqeRJ63GUhIHQk2hWgmZtAZGGSBUkdBMRglQkdTwUBGFXArdi4wQ+AtC0/4e994625KzPNZ/KYed8cp/QOaqlVisLISEkEDkIMBgwYMDGFtjja3xtMBrhhIGLDeISZTAGjIQkZAlFlBPqlrrVOZ7uPjnts3OoXDV/nPYsrgd73Vlz75VmRs9atXZV7aratfeuetdXX/3qfX3s5gJbNqznqJDmjfkL2Cu9wOFTR1ETWXxLxIkETLtG4HcIceh2Qr73WMDr1u3k8O33sUZWqPtTbMvHkGzIpY1XhP4V/n1kSQAxIkRCYKX0Tw4ionDF+0aQJHRZQowCBEHEUA26nkEniPAkn9m5aYrZIoquYZpxJElFN0SEsEO50aY50+Gjv/MnSJksgufz3ve+l9HIAt2jb+erEDyBZZZp9qcIGzXe8Jnb+N0LtnLilzU6vsyZBQFRLHHvo/MYgsG9982gp5Z59EyVmCSxJFvseuAXcN1fML9YYXW8yB7ACQR2bHsj29/6ZtqVOt/47t9y5sxJ0j0GDx/cy1h+NacfeYzh0dXoCQPNEfj81z9JLmFRaF/BZRdcx54jNdqlcxkMDZAiRrMSnhUxfed32Hrl6xE0jbDbJaZnuO++e+hNjJE6Z4z64WXkskQ7FChbXXIJkWZHIRbLkzZXDCLUFNz76H/G+/ky81WP4eQYk/sXKAyL+L7K0NBr+c3Pvp/vfuduxDDACxwk0ScQVywmQteGSMUVLHRFp2F7hKJAEIIUioihi68KiJ5EFLl87dv76L/yXWx82+/TQkUKIo75HQrzZc789OvUe0XiRozADZir1hAEgawmk82I1GowabncP1Hnkqtv4MprbuDLn/5Dluf28/xTz/HxndfxpacmeftAH7n1I0yeGmeplUAQIjamljEig/3ViB2xEMHs0FL6qExMktADEmjENYHywiJey+XZEye4aN06IrfDsKqwZ/sgF7z/RuZu+jgAZkyjduwJtDWXoSmQSe9GFk3mFrrEZYXRlEhjeopkSkWTDc40RdzQI2h1WFyu0NtboNbuIgoR+CHtSgXfs5G1IuX6HIoWJ/ADJCHCD300JY3shRh6kiBYZmP/NqLApYaNq6QQHZeEKSIlkgTVJUxAjqeQrC6C1iZQfCRkxtJFTjfncaKAoNNmrlnFHz/C2AXrOZjM4kUmARm0SEVLRKTkEcrVcXS9iCsaDKbGkEwZJaFz/w9fpL/UQzxRZdeuXXjdgIWg+5LqyL/lFaF/uSFIhGf9baR/dZaUzgaDRCud9qocIYURoSBg2R6SqKBJPnok4eFRayyR8FLIsko+m6XV6bC4VMPvFPjQx34bT3LAafCxd76GmalllowYckPmW88+RsLMIMZEMqaNLyhsjqscmFrk9ZtG+OH3XuQ1F65HURTqtQqSlmO2MseglOKSVUNkV8UYGNxEc6nD15pw2bbNpNUat56E+al5rrpkC8v1Kj/9/t8jtlw+8I4P8YOffRXd8yhtXM36kbUcnZvk6zf/J7ZuPA9r/gRbr/gUpq5xz7M30Z+4mLdv2YmnOYiyTr8iEioij3efoPNkB1EVaTdUHpmcZGH+MP29Bot79xBzIvZXO1xwXj8v7J2nIAogaRiKhWiLRJ6KG/h06z5SlGKwP03ktejfpLBu7SZOTu3DS+7mh3/5LO3JJu9/958xNaRz/NA8XsWm217Ct2p0ui5mW8UKQwiXELwWqucTBRGe1GFprsbR3eN84APvR1t+kvOSPdz2ud8jFBwSmoFixmjPOZy7cy35eIKQEAGwu1VC1yGT1pk8eRBTHeF7f/qH3Hb/T3n6gR+zedMIn3zXB7j2hk8wFlO56dN/SNJQ2LNnF295043c+LODXMIUIxdcyvSxSTLDMa4dHeWZ2eOMn3JZPWqBoUPQYmJ2gWK+gBN59KwdQFk4gSOJpNIFZnydzcfL/NbvXMOfrL0MgKtfPcTDzxyh78QhtmzZBMF2Ig7T15dhpj2CExxCLmwkoe0jZqoc3DVNbFBCSeiUSjm67TaRAJYTINghWQnsSoNmaxk3u4ZYLELxVQLHRpYVBM9DUEVGRlejJs8nklQqjTqj8TSCb5PLl5ieaBNPp2hWHcoVD1MM6doqjdoiz+1+iPKxOcpYKDEDxbHwVY1AjRjoHcDa/SJPzU8QJDwEL0as06UVyjiUCYVeqi2LZCyNrAR86D15rrqoj/e+9XP80R//hE/81h2YsoQQQTr7cnKjf0XoX3ZEYoSIiCiJEK3kxUqCzNnoJwRZQBJ9HMfHrS2wNPMi2b4SCV0lJEIWZGQRdFnE67Q4NH6Cu+59hM999mukt+cIApe7bv2vPPgvj3LNW7dw4OsPYTkOxZEkvpTEswPiukpHCBgsCkzXIiqVRb52Rxk1pnLkxCyFeItEOkPcsHjzdWm+f3uTTqPJecF6NK3K3qeeh22goPHEkQYAWraXf77rW3RVn1Onp0gYIXf/5BYyiSLZYp7ZQ+OIIwNUqksklDT79jxNLC1w54++RC4Zw64JWOkOE4/fS8f0iKtJPHcJXYuxetUmFisL9BfOJ6KBZEyjxWWWukvYUx5r+kdIJkzmy116h+KEkcVYbpB94/sYzvaiKR1qHZNkUiaWSnNo14v0rulDVGHX9Akyikxv/2aq5X1sHtnJswf/gZH6BtpHnkDupuhXNrP10svppgx8w2JhuUq1uowkdBkpjVLqaryw/zA/ve/b3POzr2MmXDotiOldbD9ADUO6rkMqMEmJNk6lymQrZHgggySDH6goikaz46PGVO6959u8+82vYu1IH5XJaYR8H8vz95ObsmDr2/n0d27l737n/Zz3+itZeP4XfOX97+C7+3fz5Z/djRI4dJ62EBCp2y53fPIj7Fk4wariEIoYI9e3AWt6CsGG8sQcthPQ9j2OdpZ529bzaZTWc+53v8B0Z+VZCf+Jg/ipVYS+xJ0/HedtnyjgNQsITpOlSpdkcpBQO40S70dVk5SGbeJmilq7jCRpaGqArmssTE+iGAlkKYZoiMh6DEmOI2IjSMJKF1gIqmnitjsEocrCsw/Te8GV9OeLON0OfiRSK1cRdZnA6WKoMkYqievYrD9/AyI7kcKIYKfAbbfdhm95uPZKiaVTaTA9Ps5VWy5kWPb4aXMvWqBSi9dJJoaoLy2jyHU8p4XfgW9/4XWow+fgt+v0JJf56Affxgt79uIZcc7tnkO5+kqL/hX+IwQFUTrrOimJqIKCEAqICkRRgIyAKEaokkhH81iaX2JpZpLi2AixbBZTEZk+fJJqo82hI/NEUpwv//XXSeQLQMDe5+7grjvuJKbFOHamhqjm0JxlyksuqUyadDpL1K2hSjGCSMKUoTerc3KmhShFmAMp9szZaOU2PbJDu5KmR1PwMmmOHDvKlo392NkV06pHDh9Ed1dqQ48dG2cwKdGQTOKCgtp16KoeBSNgenERTdM4eGgSNR6n0ZpE1XLYVpuYmWVpvs2asQJrenqpVFoEjTJTC6cZTsYJYzYT5WnKnSqzh8r4nkxtqY4iqRSMIcaXFtFydcysharGECyHQDZpNicYKA6yOGXRN9IDmk251SFZzLFh81rCwMUKA/pVAUsUcTo14rGIQ8snSRlJFusL2DWX0QGNw6eewXlqGkfyqBg6oRUSNhu47Tb7W7fTdVwcOUTE4pEDzyPJAtlUCivwUBEw9DiqpmDjISgic+Uavb0xFEUmCl0uvmgrtz9xGEEH3w0hCvEs0J0ILxSR6iEeeR7Ys5/r1N3k8ml+6/3v4Qtf/AbbPnA10dJzvDoeY/v17+CRF0/j1BeZmDiF4YV8ad9+rl5/Pr4SR/M7LJ6co700RWntFrR1W1lrRtSrHZJuGknXSVeOM3L+hSiNFSG79bhHfF4IF6cAACAASURBVMyjnZSZrLf4xU/HGMoHHF/eTo/WwExnOLpnkdXXnMepJ/eQUxT0VJp2pYxgNZiZPgk+6LE0tl9lckHDVWXiGwusG7qE3c/cgayUCIUI0Q8Jmg1kU6HutlCFACEUVzIUZBVJCvB9HzGSEVI5WmccVFEjMOJIkYIYRbiCjdt0SSbS1AQPta7ghV1sr42rQ++B3ew6L0fkB6zfuonjB2uk4hKaqyIrMS558xC7n1hmpllkdSAiySY3/tU+HjhR4X/7/d/GbvpEsojbaP9KSvlLzytC/zJDlgRUVUYWAEleOYgR0KUIkDEkCcdz8FUR2QvZf2yRykKdU/+0i8mlOXxd4+2/cT3vvP693PDp14Ao4dg2u+77Md+541tgS5SX25j5DPc9OE6paHLdhVv58YOThCiUl+qM9cksLrU5WpdRRYePv3EnX/rJ82wZ28gvF0+zZqjApnyCe594kaWpgFYQMqrJyGqCxx4/SNmyYRAUVPp6ijAFYcxEKfTTPnWSgcHVVGaPoSohE9MzmGacru/jeSrUQ3TNRPC6pNIpKt06sVSa8eo8brtLS3BoVkI8IcIvruHI0ZO8ZkOMnBExGzXxAxtxMI3acnBFl2xKp7FQpb+vwJFDZ1g/VkRRQRINsskkCD5eWCZ0ZHp1hbwyzr5FhXXFJGfsECOZZmh0PY/f9xhi1yI1kKDiisiJOYpmnHZzgZwWkVQE6pLCH17/Z0zqCZTIwu/YuPUWcxMHmK+coSItcOrevQz3l9AjGVdTyCWzEHRRXehYbXrSOUaH+1HTKULXw48iVCONJvjIkUSAiB/5eL5FzbLwHB8IEcOQdWMDnD59hnr5Fjb/4U1svfcBbrz1Eb7y9p2I8RSb0z7nGxuoxbfw2a+eJpIVLt5wERff8Am+8uEPsqqQYyCXpOM5tOcrfO7vvsqH3vAacskUka7iBBoTLZe2lEY/G8qyz65ykVPEiXRWr12DnIqYb3pctXmOZ08PMX66zPBF5yFMP098lUbdHaDhdOkrDlOrTGKacSzHwfJtVCPO8JoB8oV+XEXHU1TKS00eu3CIrmyePUN0YoHAu/0ilSA6G5MpgiQRuA6FQonJ00dpLc2QyCbQlAS27RFFAZEAcqhjK3WsVhOCAMQIN/RBcFG7Oe4aglPHZxi0bA75P8f24nRnpohqHlLC48F7u8TSMp44j91cj+DX+czfXMvx3znKm6+yUF2PG//mNLNT+4G3vSQa8ut4OTlpvgKQMFSUs77xQRAAIqIok0oY9JRSlFYVMTJpPNlkKpRRN+zg9X9wA/9yYA/ltkdl2eY7X/w+G3q38MB9D/PDW/4L3/n2Tdz4pb8Fz2Njj8mOjTGa0SIpHa5/wxYW6j69iV4SesjO7b1MnxJIGf18+89fxfrVWf729qMMry7iu5PkVZXZqWlOnemQ7OmlLxGyrRCnLQg0vC7tmESjteJHrygaTXvlEj8ddJmbOk7vyCjrt6xFy/bRElMMD2+j0xGpdX10PUQSXXzfJ5cfZG5xJTEqHpMR6x6CooOv0XE7FHMDzE2fRtJdfjkzRdmU8DGouwL1lkw2OUCz6RMJIb1DcaqdFqs3l/B8G89RWA4COl6LVD6N7bUwDINuzGekN8mFl6dYSCv0lYboKirtqacZ2ZRmw3mDpFUFPblETyxDIuWiOwoz1YBKJ0AJ0tz8hY9RfWAfsUycUNBoyxJ1RWX1xdtJHkswMjiEpinE+nIoESxUFmi1WjRDHzlu4ikqp2aXWJheIJIkkGVe2HMCWQyQRBEllLCcOoQCcwvz9BcKNGt1fMsng0oiiOhLpTn53e/x4c/+ORnJ5LMP7Uc2Qyodi289vJcv3XInliuRUGPsOvAkJ7/1Az7/te9z6Uf/jsm1VxNsfBdHMmPc/LnP0Gw2ET2XAAFF6pLTW4hThyjlVx7xv/bcc0jkUzhdF9916OntZ92mLrWWAKGLpQoohkpFzCNbGu12FxsFzYiTzaYZXbuBIIKB3j4CL8QSA2pyDM7Uufvmm0kkdbqyxO+Nd3jL7KP87z076EgRsiohhtFKgE4EQgSSqFFemEdPmmSKJZqtLpbl4ikqfgiEAaEAHUfmim3nk4hkTNMkFBQEIcZE9RRX7/wwpUggUAVEz8Rpe0RCgJgWyA+s4v3bXkNK1pnYs4wcE5C0PiJzGFt1CIMWgZlmqjvLpg0X/i/Xjv+IV1r0LzOShV46tQa25RGLC+TzGeKI+IZAEpFQkentGcLQwakYLKcFTu5fxKr9nK1rNtGbSNI48Rw/3/M09z3wJGooIiZ0du4YwFBz/Pz5vbS6BoLb4dUX97Hr4BKnD0/z6su2c+yEwbWrC0iRyL5989x52wHEMMFvX5PnkaOTzIUicT1iw+AQccOgOz1N4MSwMBjIaJyoWCxMtiiqMlOAVW2QKK0DQDYUdLnIpt5eKksNBCx0p878okcuV0SoTJOSdeY6LfrjeWr1U8R1jaDbIFSSxDIF4qV+ei2ZaqtM2vRpdyu4jTYbVm/E9zQk12GwuJ59u57DXF2kNBBHjrK0vS6lbJGp6QVUQUSyqmi9MWrLHlvO7RJPn89YzkZyO1z71vfyF//1UQpqBad9ilJMpLRFZ4uylr3PzpHoG0Ty50jHYszOdImlTDZ7AS3HwfJm6C/0cuzkj3n8T/+KwMlhdOKY/RKcMPBiFulsH/gett2mL5mg7joYiSJYLfqyBYQopNSXW0kGc31ERH7683tIFzTaDZuMqnD9+RdjLdcZTeRx2i2qMsTjcXzZpTA8QNkPmS9Pkdp7jE/944955Bt/xJcfPERl8RjL5SpKJGDLHrIfY8uqtSRLKkfv/C4VweT1qQy7Jg+wqr+XbkfBxWC52qCUEDgzsYCpiWweXY2ZWAlTd5yAjWtX89zz+5gs14lnKogjfYzkTtO1bWTXJa6lWXfJKHrocJHgUp2N+Nm+KbqNgHJ9BryA5U4NvIioMkPs1CFcMWTtyFoO7N8FW9ehGxEbpx5ieXkOtr2PE5VFTEFGCEUIbAQphh8EZPp6aZyewO/aJNJxotBEVSU00YcwhixCTyzLLw8cQxA0CNrIoYgiSJTWlLj3wb9lZP0IjcaLVBsOctrAcTvY3RhKDH7YOEyl1kA1q2xd3E9P/1ZYUJFFh9sfqrPrx/fzT88c4f67r4X9L59++leE/mXGqoJGaBRYWO5y4MUD3H/qdqqdBomcxtod5/Ga7ReiO3D4nrv4/j/fzJ6ZM5w3tIY9D9a4U49z4yd2cHq2yy8eP4wpxUjkFSJf4rU9cR45tszFF23ghWcnkSSDiSM2jahO/0Cef3ngIFrB52d7u7x4fIFcUkZSfKaOzfOUoWB1mhhqlss2buKxw8cAmVFzFC3m0vUkFuoNLu0ZZdfUBEasBwA9lqe6eAqAwVWbmJ9t8urzL+BL934DQc0ipyR0XcdqzSJoLgutDhsLA1TtGm1fJV/U8SOdetMmmYyht1vsL8+xYfV6Xjw6TtLQUNU0STWJqelUQ4lgeZxNq/qR+1oE5YggbBFP5PAUhaFibKWORfJxbRUt5ZB3Ejxy7AXKxVW858pz+cY3f8BQUuOKS0f43p0OOcHn2guvQUtdza5Hfw9X6zI4uIPx6dNkMzmKvSOUvUncRhs5kFhqd/ACH5w0Y8ODyGFIx25g2Q6mKIFnE3o2gSjQ6lg4kkuys4xuxlhamEcQBAb68+QMA1Sd6akZrt2xg67tMz1xBgydZDpBoa+A1JQoZXvp7+mlbTuUZ5aYtpZwfYHpto277ynyJ3fx0Y//JeOeyZ5//ibfueXviWXTbBvr5/CR49x650OkxV7O25qhtmQhZF38roXkgRS6tK0OV+48D1MLkdU4nufQVyyxZ/d+ACYWGvjqGfRknKWjJ9EEaNglHp50CHwRWXCJ2iLxVoNZQSQu+WQKIiemz7BpoETXUdCyKdq+RafdYHnSQ79SxBQEpq0Jtl5xMScAUw2oV206yXkAckJAgI8iSdiih8lKvrLVbOMrIrKm0u1GJNNQnuvwj9/9MMJgFTc4l49s+hRBWEOOmYSWiKB5uK2QHRe9mSN7b2VhfhbPDVG6As3QxK23sIQKqX6HS/vfw3u+8T5WZS/BFV2E7s1E/Vu4fNRnx84BxvesZ/R4javf+ucMX/QnL4WE/FpeEfqXEUbUZMef/+qcsbMDsATcB39xX+fse1fDjquRd8D+X1njk3vPjly18tI4O/npNjBwduLS//ZzywAjKzHbywBDMMvKwPDZ7Q+vLHsUYPPK+L+913QIYPXK9iR7Abs7hyWsHGJLrSZz1gJ/fftdFPVBptoTBErEcCrPgeUq+USOZhvmvOUV+wfRob7gkkn10KxPo4cWNTNBMYxTrrUxFYOhvlU4jSZBZ4npoE7bVtDFElPVBc5ds4oz3nEkI06tUUPBRVBSWPYCcT1HIt6lP9fHhqs3MHrxCLfd/gLPHJqm3Ezy2Y+8my9/6TbMrMDgxVvRzBFu+MQHSSRjODPL6NJBErKOkk6DZ9NsWfRl8jS8FjkzQztwWVhqU20u4bJyr8JrV5B1hUQU4UcivfE0QVwgrqsIHYtULossdAiiCKvr4so6h8aPMre0SC5XIJaPUUyPgevTbNZJKjrLmkLghhw+OUk+m2a+1WKokETTDLrCAr0ZlWyph5MP/gOPPzpFdfMFvPE9/4kzhx/FjGWQxdNEhsz3H/gnbv5JyPtedx0jfVnUkoGugRNGKJqGLQqsHhrhxWf3giZTK7fxjRULhDOtLv2CgF7Ms/b8ixFiOpLkoPsmZk4mmykRCQq+W6UjRaiRRyqmU0gXSOTyhLLIdP0IQhhRTJaYDqssuDKDxRSZVAHdFYgHcFMhBdf9HQDxUCAvmgQ7r8LHwWspEAsIgoBICUmaObyGz9z4cU7lfPq1UYYGzuP637iB+ZllPvhf3koqoaO7AYoQopBCxObpp75FMTlCtbZIf+85uHIV2ZtktqORiMlYcyLPCi9w4o+eJIzO8L3vzFCbeTOP/fgifnPnzcw6d/LH7xzgn25rcNe//Bmf+pvg153mLwmvCP3LCPubWzCTRTIlg4IkYadXUa4sIWgadtgGwWdTOk9hoIAkSYyPHyIrKzieymm3S+jqRGKDyEmRySRYXJoj1ROj4/okieFIDo0lB9Fw6UkWma1WiKsqoaQxNJhgseujNn1y2RSKskil5hOQZqSUZPzEPLYIibRB3A9Iy1nEIGIs5rBPMLDKxxlecwGLs/NkJIld5SVCL0ZcX7GzNX2RYixJc3mcKNtPKZlDF+NYkU9CkREFFUmv4QsiihtHiiXwfRu/O0cxn8UKgLZLLJtg+8bzkIwmvzzwIsVCipbsEA/6EAWRgZJOe1FjYskiMhIIfkAyM0SzW0G2u/Tlh7GDLpZjsOf0HO0faKRUi1hbZfKETVBfYn7+eT71KR1B+ywP3v1ZJpK/5HN/sIFMrsujz9a4cvsYX739RU7vbtFRAVeiak1jSgaLHR9N0knHTJKmTrneRjFCVCWBrqrIeHhWQC3okvbi1HyblCEyM19FlkUavk1CyCGENqVVvfSu6qe+OEs8CCjks8ycngPfpdxucLTRZceqLMP9KnE5xv6JWWLZNN26TwIVQ9NRI4F2oJLvVbgwOYfdtw6XKykfP8zOy6+jE8GuR+9FTcZ54PnHuOvph1hsOnzmg+/lgnUjLFeXkZbqHOuErNm2HWFgkCOPraREAYiGQYiIKuikUjKu2yJJkuKaIRRFQgwEOssV7pqZRI1k4mrIQD5LMZmk1qjQqjYwdQ0vDBAdhUizMIYHMNpdxs/sZcfoxbx10cF3QkJZoycdQwoi9nVspDPHEUbOIYh0nl84SlGLsWnDJmonjiAlFXoHx7j93u/xSPYBxk/MM7bvUrZKWa5+7fU8dPP3QdEIxAhX6hIJPt2qwnh1hqQuUF6cQrOSOIZPuljAaZQJVI/p8ZOc+9H3EMtvRRBiZPsFfv8Hdd687a950w1r2LT5Iq555xyV5QZnI7xeFrwi9C8j5NIgkiiTycPJio1SPYnreBQogiHQaQUk8xrNeovnD5/GFwUEDYygSamYQJAcpusmPb0KnVqTQPFJK3F836Pc6OL7LsWCiCeueNNrokKo+KwfyRP4KrJVwVZi+LrI1Zdu4dRjRzjUVDkz2UQzZUwxoN7qMpSOo+lQdWUerJcJwja6MsTUyaMUCwP09K7i1aOrOX78JHIqBbPQth26VpMwEFhut4mpMaalOcL5NlFKQ1ZjCF6TqC3R05NittNBVmWIkqAa9Gdz6EYax+mw2FjkquEh8psv5YWjB2m1utQjgbdt38j4dIe1AxET5XlSIwXq1Trh0nF0WSOeK+LLBiEReszgTdfKPPL8NK3IYOslo3T9Mlds8TkxcQgvanDgmd/nLe+7iefuf44fHz7MzsEMSL3sP3CEK85/O3edfBxVM6hWWuzYsI3FpVm6roeAT73roCkitu+RjTQcx0PSIGiLxLMphDDC10XETgfbVjB8CzOWo9RTZFUmjWs52A2b+eoivq6z2GhhB/NUenpx5rukUhmiaAlN9DHUFHYQoEoghgKphMC6Yh8TtRABEUWRCYUVW+RE/SCvXXsurbUbGb2gny9+9UfsPP9afKvCjLOE6QQIlsutDz/Ed+916HYt7K7Ab77xTQgxk4V9+1E1kM8moa3qGSaTiFM/dhRDl4gP9RBLJukud6nbdSq1JmvXb0Cem0QQVUTVZLIVkV01SPnYSYrFHg6dOUVPoY+5mWlMUcS0VJ5fXmT76EWEboh21ujMkSJkScfz2/QkDMRph2QxTiDqrFfX0SqH1GcnaZ06wrSl8v37/4B/fP9XeJZlBuuPcstPPk+nc4hbbtjLvtKPaMxaLLshgSWAJEM3ZPuOnUycfg4vkInlemg2FCKnQqQo+KKHIVvc+/e3ECVUvvvHMawlkeKYyN5TB9n16Tr7dlTZfewF7n+oDSM3vrSC8iu8UnXzMkIQLM5fE2e5bCBGBhUPQgQcu4nY9UmZCSZUi+fPTOBJFp7bIRaTKA4WGG8sMNPsEEhNND2JmVDoHcrSsAIyOYVQFhElaDkKgSVjtQICIpKmyVzLR4qJDG3cgZE0SQshS6cX2GMLtIImmmLRI2j4gUhJkZmqNll0JURR5MqhYUZTMbal46w/7yIix+K917+NbqOFJop0yys5O2YsQ09+kKG+jSRMFVHVeNN5V3PLzZ8nlyoSWjPIioVZUOjggl8jjghaSEx1wKswO7ELzQiZODrOcy+cwFJMwkrE67MbWZ0v8OSRM5xpVqlpHr09PhfqA4wUkghaAgGVTiugsjiOEfmsWp3mjl+6CM0Mbc9l/9FJdp6j8JNdItVFm4HkJ1mzuYfqmSfZfeZR3vKWFM+Mz9FOePRccAPnbttCoHRRxBihBKIQkEjF2b5uI6VCBjuKGCuVsEQfO/RxpQBVFlk11I/XtcH3kGUFx4acGlHMr0IQQ+xak5nTM5RrdRpWh7XrN5Eo9dJwfLSkSeD7ZHUNU5YxRQlRMJD9ADOeQFcVVEkmLkeosoWkCohnn7IG8AN4vt7g9NILrFaXqO1+mo+dM8DYZedSK2ZY07MR1UjTk8yQSGYQFI1UKsVEtcKnvvoF/vRP/xo9LqLLqf+zRT8zcQw9JpLtzZHMpNCSacqT07RFh5bjIgsygSTxtre9iuuu28HOV42waWMBq90h0ZNkdnaWeDyJ41j4fohhFPnlkVP4toXlrFg/hLaLG/gEBNTbFWxJIZ1MIPb3oOgp4opPfdnDCRax29M83nyCO+6/icv6ruCHM7dz4OmneGR+P+3GNI69jR/s+zbzrYim4qAkYKAgEnku5E3e+rp3sXbtZXj+Mq57iAvPuZTzt7yGDRsvJyGtpdYNiRI63Y5DqV9ncF0cX/a55v1vxxJMvnT/48SN1RQGX17S+vLam/+f49kh+2sNOkGb0G9T8HwcYDloUbZaZHUVZ7mFFvkYQgJRNTj/nPWUhtfRYw7wjsvXY6YTGPEYcrGP6WmLQJBp1kT6+zOoGZWxwRy5Hh1ZDUikDTQ9h6Em0ZLDbBhosHNNBstP8cjuCfRAos8soGVCnGwcQUnieAqldJqeeA9+w6FwxSCZ0R42ve0N5NtxXnv5Tn5018MolVmu2PEGcrkV86va/EkWqi06UQiBQLGnxFKjwhe++Q/kJIkRJUMjMAjrHaIoQlNTrE1DXAjIyiUqtRYxPU293mbnJRdwbOYY9zx5K8JgiicbL6JrXbzIxgkXsAODrlzkyVNHmKxGmMkA3dBIxF1isRy5/iyn9i1iuBqXX7WdSzcX+N2PvJ7pkyO845KdWPZ6Djz/NGeOhzx99HHe95tvZO8L41x+5XUsHGvwV5/5AV/+uy/Qt2o1flQnigJiqGSFGL5jIwsymiqjhREx1WTO9mmH0Ko1OLowgRV0EGI6lelJTFUiEHUW28sEigqCj1lMMjjaTymfQIoprFm9iUAO0VBYqpYJpZCGG2CLMpEkYoUSsShCVxVkWUQ0e7HMTYSRQ6SqeL6MIcrEjQSb+odZn0jiyTa5VBIp8NkeVvjjy8/huh0b+dBb3sz573oHYjzDUN9a0tksQgwymX5mOwv4YYDXschlVjoDXnfeWlLFPE7bx6s5LJ+eY2DNeqK2TaSZoEgoEtiNkEZXQ0nnGRgdJS5rNJdq5HI5Wk6HbrOBENjIhoKSkXD6eghFCR8fQRTRxAgDBUXWEQiZXT7KlD6NG7RR/AT7jt3O5LGnIT3GRy6+iaE1wxycHueRO57hVddcQ1+pysc/9D22rd9K2fJYu2GUjJJn4+bNeBkFTdNwpm2++eM/4tT0bmQ5S+S0eOrI96k3m2RCjWb3CKXieoJARY9FpPUcttLimh1vIS/sZPPYOtb2DnP08EmUzo6XUEn+r7wi9C8jVCOBZonYoU3KVGmqAYonktLiZPNFWpJHKHicc/5FOJpDOqHw5L3P89RTe+jqPn5ihA0DAxw6eoTy3AS6qeHKHngWcjfACNMEboJVG1cTqRHFvn7sdhO73eLo3l0cOZnjHbnXc2L8OD2xFFHbIZOPkSOBK6uYioCSLOEFBteVLMS0zBsq53BOcTtP//QeRKPNZMlgaM0YbmqAcnsSw1s5xPL9I/TGDNr2EmE8Q9tZYu/UIbqOgOO2mMYnKyeQE0UkU0EOQ5x0L4lMgmWpgeeFjBYChrMl3EabbDZNiThercFAcohq1SKVzCNGJtaShCLGmNNUErqIGvSS7umn7oTIosVwEnZclEEPHA4eO8T6/jylkcvZV27yo3vKTM/M8Mi8zYG5LpePvBW37vC+9/wuleVjWF2Qi0nMeI44FfoyeUzfxVY9WopEIIvIqoqiqbgJAzUMKUoq6QhiiTyykSDtC2zZdCHZVIGsrKCrGgVNJaubDA4O0lPswTx7E9sUVU4fPoLhRkDAb3zgY2iSjKgAoYOsiUiShJUt0mnbRJHA3OIC//zEvbiOgCREpDJpvDDAEzw8t4WkRUSCiiaJHCvPMTS0BtPQKaWzbMhnSB7Yy7vedBVeTMDR+zG0AjFFQzVjSJbH4NoM8cJKZZUkyyghjM/Psr9SRslmWa5WEGUJKYqQQnA6XeS+BJmRXrTIxw1tglqVTuDjWDZCJJLO5xBVDdvpgFwgnepB07OgGASST6j34ikhVuihCw653u1kvTFiYY53fOZKji4eZAmbpGwgmVl6fJN22GK54fDQg1/h6NF+9jdu5TdedSW//Z5PMpK9BCdoMXXqBbqdgFiqSYBF1DVIZ0WkoIUthZhCyIv7HuMXB+6hspCiOj2P3bCRfIOyP4caxti9716++s2beHH33UwfnyGrq/ipzr9zlr80/Hf10QuCMMFKUUYA+FEU7RAEIQvcyko9xgRwfRRFNUEQBODvgdcDXeCDURTt/XXbfYX/FkdxyMdXUemUaYQyWtyg0a3ToyZJDCSRI5n1A+dw/y+eRtX7MGQJu7fOtpzMgfEOTynj+LU6vhXhdGxEQyZmxFAyBm23w+hYL31WhwcfajI6MkDYsYliGv19vUyMVzh58CB/eeRZNo8UsV2X3GCWM1MLCIKMrdTQPQknWEIyi9w8Psn2Tpo9ox73/8OLYOa4+8QBBuZPcGihSUFJ4ok55pwVr9awM4OSHWLULqGnEpycOkk6aVKuTKEoJfygg6I2yOoxSm2T+bRGpTOP3k4RiBLXXm5SO5Hhwx8+n3/4yZ0EloKcUpD1CIjTVpbQrJAYCpmiihp1WGNKaPkUbTdAEF1W53qRUhK1ZehdlUcR2szXLO55tsvDu2+hWj3DtnNX8d6rdnJoOc6wehlzSwdYu+rd3H7rt9CTG4nsOvlYEbPdZO/UEhdvFlnoH0QRNWTXIZlPEngecSOFJkisTpRQkNEzaWY7dTbEYnRXb+bQob1EqRyyayFJMpooETd0PDeCANzIxwZEWSE0FCTTIECgXm2giSqyKOPbLrIs43suzuQkw4U0y9UGPckkV2/ZghLKaJIIRNgBzCxV0b2A5eUuZrxJqdjLum0X0Ok6KLKA74XIhkg8VWR7fphLPrCG+x6+iyCxmv3Tp/jKh34HuysRc0U8byVhammqjh3OsHZslINLTeKGiarKeBHEVJXC2h4iRaFyeBYlViehu6iqwdz0KfRcHlEKiWUyzC3Mks4kqYYdBodiyL6Nrq1YaUzMHWbBewF7vsYl26/g0MmjdKQ2R06/iH3gbtbkhkioPs/t3c3Bo0dYDuf4jdf9HvGJcZYVk4efnmPr+mEe+Kd/4ejgHRz5vMdIchQlKTOy5bWMHz1EoOnUp0/QCH2cGRslo9BuhuQ0A1VMY2CQLficnq0RT8dBDDh8IKIldLhwNczUPNaOxFDUDkrkMz97FKn/pdGRX8f/nRb9q6MoOieKon+9JvkT4JEoitYAj5ydBngdsObs8FHgG/+jdvb/6xiecixSXgAADipJREFUiS879BYy4DVpzy4xkMoiplNs6EnTO1hk+tg4O7dsQDVshN6Veudj023MrMTC4hlc16aQLdF2bUQNKlNlXGTiusah40d54ESF4T6Neq3FmbLFUCnC8ppUW8vkMjJzjsFCM6LbiJicD/ClEEMNwFOIuhY7N2+jEViMepA4p59GJ2TUrfDH77yaMVmj3lS5bt025GyeU+VDCNleAHw1R21uCcsqc2hpgXgyhqea9K/azkBvH/H+QQYTI/h6L1UxQdcSwYpzmi6RBG4lw1veeRE/+OEpPvQ+6B1KEEt6FDblWe4cIy+miWU9bFvAFRxER6biC1TnFtjU34OGylhUICaIHC/XeOjJfdTFLnlBg5ZFpW6RLQ3itEW++M0DHHluF08/fztrz/tturMeQ2mbYfVBPvqfh4k7TVpBhUJe5PanDyG3PKIgwNQFgiBAUERUVUeK4LTV4Jhjc3xxlu1j/eSyCdRkhlI+wYis0JNMU8qmSRbSyIpCIEWEooCpmaiBSNd1UPQUPgGGaTL5/D7aXQtNErh8x3qSooxvudiSj5pMoukmtqRQbjbwFZ9IMxDkGJqhYhoa3ZTMXEtmcHgdcRSee+YJcukUkqggmzqSatK1a0Renem5k1iKyuXnb+YTb38jYUvBW65x6vgJXH8lx3hvvYYka0hBhCQGSH5I1HJI5wv0lnIABK0mYSxH15ZYaMVYrhu0Yln2HtxD4Ni0anUEz6Pj+MhxGUPUMfU4vuvhux59uXO4YPhS2stt7nnxGxxb3I/qR8zUT+N4Oh18dj27SE++QFzR0Fo+v3zqG1z9jusYGxzCkHTm66dJGQbV8jCm2UNq63o2rVvL1MEnkIMWjU6DWK9D0PFo+g6BJSEJSQg17FiZ+WaXjt2gHZjE0wpTMxaXbd3OzlVrEazVrB+QsG0XUTaIdIfIfclk5Nci/GvQxX+40EqLfkcURcu/Mu84cEUURfOCIPQCj0dRtE4QhG+dHf/nf7vcv7d9LdEX9e342P/Dr/L/forl79D2mrxqx2YOzlWo15rEJBVd1ujvjaHE86yL59hdXqbdaRBPyFSbZfKxIbbi82i7Qz6VYXpiklVjQ8iBgiOHBLVloriJLsqMrNnKE88+TVwViRSFc7aOsFkv8uNHH6VglOh4LoIpI0YugdXBVSQEZHLxJFecN8r0nMLU8mlWGQmu/shv8sQd99Fc1lloj1N16uSbHhdsuoiT7gJXvP013PGju/n5C5/C8vIv9c/7Cv+DySZtPvSGu3nDtm20ui2mrS6b+nqID5SQPQGsJqcmZli3fQOSEMcVBZQAJCS++N1vMzjUQ2NpgTDwqdaWcNo2vdt6+chbPo4ouAh+SBiGBB5EpsiJM7sJuiFz7eMkoixaLkFldi/JwUt54IHbiOWzxC2VxflTGGOj3Pxnt/HGd2+iOd9CzYisHhrhWOUkht9H15vn8otfywuHdlNQMkyePkql4rFQl1i/MaDd9ggjHyKFuJZBFpaYW5KQNI91pct44pknuerCCzg4dxq77hPPNDHjAZWWAjWDycUmq6648X/6fzDx+I17fqXx/e/y31teGQEPCYIQAd+KoujbQOlXxHsBKJ0d7wemf2XdmbPz/l2hf4UVlGSB9alh7LbA8sQkmf5BsrkSJTONus5g4r4XaKc7xAdzDA4EZBIyHdZy6Jm9PKXoGE2X0PQopVPUqw7FoTRBpUJTNPjY26/jhTMneZWX4Ug8g2mGbBge4eSJcab1NqPJPsRWlUxvijP1BqafYahUYKxnlNfd9GE+9+7f5fknjpM6dxBpUmC6scztX7yFJaeNH8lsufQNVPY9htuTZXB1ltG0zBbF4+5Q4q0bv0aHOsSGSEouoiizUJ9DkGREIhw/JB1TsIIGq3tHKFdb6LkkZ6aPsqpnLVatzbbUEGfcRTSzH908TryyimverDJ3YIIzssaho12uHz2HJ5snqHUziIbEWDpOWjAYby/iqf9He3cb29ZVx3H8+7eT2Inz/NAtbUIfxFQosG6llAamDm0w2grGmwl1Aq1MmybBBGy8gFZISHsHCCFAQoyJByHExsZoWVUx1tLtDWzq1setXdo1W9ouIYmTJo3bpK7j+M+Le9y6oVudLc65Mv+PZPncc29yf/E9+efeY8c+T0qqaIwomZEp2uqiTMVruMAUku5nRdsqTqd7iUeWMJzuJzJdTTx2hpWLl9I/McjQcB1TFXGacmlOTTTz0bo0o+cmqE4spLGlmWzmIpK6wGTmAg1tbcQTNZDJ0NPXS/dwHxdTylfX30ZlNsfBZJZMJsXHFtRTG6smm80iUfeh8BXQVJOgqrqK5ECSxuY2hkcGWbBgAd09J6lL1HJRsrTGa0hOnueDHUs5c2aYGq3k5OAAUhsnHqllcnqKBlE6ln+AqbGzHD5+imXXN5FbtpLuF1/i1k/dSGZ0mL3HTrPh1nUMjvQTm5qmurURjUaI5JRotIGdz+7ihs5WqltaWLq8k+GhQUYH0tRGoqRyWU7015LRLGMTEyypr0drI5wfTHIulUbi0NDcEnw8ZjRGpQrZigwilbQ0tjCUmqAhUc9YcgC5MM25C2muz04gTEKkilxEIBJFche5mMlR39hG5cJ6WkdinPhPL6mzp+hacz/J9FEkVkdq6BQf6eriw59YQ+/gGPd+64tk0kJlW4RUNspAeoCzyUli9aNMDKZ5cf8xmJyieXUHPW/1Ut+cY7Q6wdioUNcQZzx5jkR7mszkCFWZZlo7xzn9Buzqe4lsLMq2fQcgO8Wi9iqIRsjlpolVRhiPNAHnfZeTKxR7Rr9IVftFZAGwG/gmsENVGwu2GVPVJhHZCfxQVf/l+vcA31PVfTO+5wMEUztEYw0f7+x6eM5+KGOM+X9Q7Bl9UXP0qtrv7pPAdmANMOSmbHD3Sbd5P9BZ8OUdrm/m93xMVVer6upoZc3M1cYYY+bINQu9iCREpC7fBu4geFuTHcBmt9lm4BnX3gHcI4G1wPi7zc8bY4wprWLm6K8DtgevmqQCeFxV/yEirwBPich9wCngy277vxO8tLKH4OWV9855amOMMUW7ZqFX1beAlVfpP8Ol90i8ol+BB+cknTHGmPfN/jPWGGPKnBV6Y4wpc1bojTGmzFmhN8aYMmeF3hhjypwVemOMKXNW6I0xpsxZoTfGmDJX1JualTyEyDnguO8cV9EKjFxzq/lnuWbHcs2O5Zodn7kWq2rbtTYq9m2KS+14Me/ANt9EZJ/lKp7lmh3LNTuW672zqRtjjClzVuiNMabMhaXQP+Y7wDuwXLNjuWbHcs2O5XqPQvFkrDHGmNIJyxm9McaYEvFe6EVkvYgcF5EeEdkyz/v+nYgkReRIQV+ziOwWkRPuvsn1i4j8wuV8VURWlTBXp4i8ICKvi8hREfl2GLKJSFxEXhaRwy7XI65/qYjsdft/UkSqXH/MLfe49UtKkcvtKyoiB91nFocik9vfSRF5TUQOicg+1xeGMdYoIk+LyDER6RaRLt+5RGS5e5zyt5SIPOQ7l9vXw27MHxGRJ9zvQijGWFFU1dsNiAJvAsuAKuAwsGIe978OWAUcKej7MbDFtbcAP3LtjcCzgABrgb0lzNUOrHLtOuANYIXvbO7717p2JbDX7e8pYJPrfxT4umt/A3jUtTcBT5bwMfsO8Diw0y17z+T2cRJondEXhjH2B+B+164CGsOQqyBfFBgEFvvOBSwCeoHqgrH1tbCMsaJ+Bq87hy7guYLlrcDWec6whCsL/XGg3bXbCV7jD/Br4O6rbTcPGZ8BPhembEANcAD4JME/i1TMPKbAc0CXa1e47aQEWTqAPcBtwE73i+81U0G2k/xvofd6HIEGV7gkTLlmZLkD+HcYchEU+reBZjdmdgKfD8sYK+bme+om/wDm9bk+n67Tyx9mPkjwmbngKau77LuZ4OzZezY3RXIISAK7Ca7Izqpq9ir7vpTLrR8HWkoQ62fAd4GcW24JQaY8BXaJyH4RecD1+T6OS4Fh4Pduuus3IpIIQa5Cm4AnXNtrLlXtB34CnAYGCMbMfsIzxq7Jd6EPNQ3+JHt7WZKI1AJ/BR5S1VThOl/ZVHVaVW8iOIteA3xovjMUEpEvAElV3e8zx7u4RVVXARuAB0VkXeFKT8exgmDK8leqejMwQTAl4jsXAG6u+07gLzPX+cjlnhP4EsEfyIVAAlg/nxneL9+Fvh/oLFjucH0+DYlIO4C7T7r+ec0qIpUERf5PqrotTNkAVPUs8ALBJWujiOTfTqNw35dyufUNwJk5jvJp4E4ROQn8mWD65ueeM13izgZR1SSwneCPo+/j2Af0qepet/w0QeH3nStvA3BAVYfcsu9cnwV6VXVYVaeAbQTjLhRjrBi+C/0rwA3u2esqgsu1HZ4z7QA2u/ZmgvnxfP897pn+tcB4weXknBIRAX4LdKvqT8OSTUTaRKTRtasJnjfoJij4d71Drnzeu4Dn3RnZnFHVraraoapLCMbP86r6FZ+Z8kQkISJ1+TbBvPMRPB9HVR0E3haR5a7rduB137kK3M3laZv8/n3mOg2sFZEa97uZf7y8j7Gi+XyCwP3sGwleVfIm8P153vcTBHNuUwRnOfcRzKXtAU4A/wSa3bYC/NLlfA1YXcJctxBcnr4KHHK3jb6zATcCB12uI8APXP8y4GWgh+ByO+b64265x61fVuLj+Rkuv+rGeyaX4bC7Hc2Pb9/H0e3rJmCfO5Z/A5pCkitBcPbbUNAXhlyPAMfcuP8jEAvDGCv2Zv8Za4wxZc731I0xxpgSs0JvjDFlzgq9McaUOSv0xhhT5qzQG2NMmbNCb4wxZc4KvTHGlDkr9MYYU+b+C5bmrtZ3TsXLAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "import random\n", "\n", "img = images_cpu.at(img_index)\n", "\n", "H = img.shape[0]\n", "W = img.shape[1]\n", "fig,ax = plt.subplots(1)\n", "\n", "ax.imshow(img)\n", "bboxes = bboxes_cpu.at(img_index)\n", "labels = labels_cpu.at(img_index)\n", "categories_set = set()\n", "for label in labels:\n", " categories_set.add(label[0])\n", "\n", "category_id_to_color = dict([ (cat_id , [random.uniform(0, 1) ,random.uniform(0, 1), random.uniform(0, 1)]) for cat_id in categories_set])\n", "\n", "for bbox, label in zip(bboxes, labels):\n", " rect = patches.Rectangle((bbox[0]*W,bbox[1]*H),bbox[2]*W,bbox[3]*H,linewidth=1,edgecolor=category_id_to_color[label[0]],facecolor='none')\n", " ax.add_patch(rect)\n", "\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }