diff --git a/TD1.ipynb b/TD1.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8f578b65abea68ce2d373f40606a75230f319964 --- /dev/null +++ b/TD1.ipynb @@ -0,0 +1,2324 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare the CIFAR DATASET :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 9 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pickle\n", + "import numpy as np\n", + "#Fonction Donnée sur le site de CIFAR\n", + "def unpickle(file):\n", + " with open(file, 'rb') as fo:\n", + " dict = pickle.load(fo, encoding='bytes')\n", + " return dict\n", + "#Récupère les données et les normalise entre 0 et 1 pour l'affichage \n", + "def read_cifar_batch(path_to_batch_file):\n", + " dict=unpickle(path_to_batch_file)\n", + " data=np.array(dict[b'data'],dtype=np.float32)/255\n", + " labels=np.array(dict[b'labels'],dtype=np.int64)\n", + " return data,labels\n", + "#Execute le code pour avoir les données pour la suite du jupyter notebook et affiche les images pour bien vérifier le fonctionnement\n", + "path=\"data/cifar-10-batches-py/data_batch_1\"\n", + "import matplotlib.pyplot as plt\n", + "data,labels=read_cifar_batch(path)\n", + "fig, axes = plt.subplots(3, 3)\n", + "fig.subplots_adjust(hspace=0.6, wspace=0.3)\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(data[i].reshape(3, 32, 32).transpose([1, 2, 0]))\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_xlabel(labels[i])\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import glob \n", + "def read_cifar(path_to_batches_files):\n", + " files=glob.glob(f'{path_to_batches_files}/*_batch*')\n", + " data,labels=read_cifar_batch(files[0])\n", + " for i in range(1,len(files)):\n", + " data_temp,labels_temp=read_cifar_batch(files[i])\n", + " data=np.concatenate((data,data_temp),axis=0)\n", + " labels=np.concatenate((labels,labels_temp),axis=0)\n", + " return data,labels\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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zht7tKcoS7TXBg/cQQ0gGXKMtaFOg00SgTIAQUTGgotTjykpHD8YQDitwVFrtGD3Qug8x+HG4WN4LWqQONVpW7Ton7W+EQeLhWsgEpQhBvl+nRgIg8olTWHiC4Cb1Y+Rp3hgiMa3+c8OLrm8J0VNVhYwxrYHcbCIZ2JjyXzGZW5WfZeEXRGQxOhyFl/RGeoSTUZ56tH6l8RqG9ZhMdyAlZS+163vaVoxo0zQ0TSPGdbejycY1/T2HhUmeaw4FO98fxIPSe2O28GBcU/TQJ82Fg0E9Nq5KyXy93W5p25aiKCBGCmtZLVfDd+sRCSqnXV5lXr4DtvAohKnGa+FDDtb3jn67JeqWslqwOJ1ji4K6NCwqi9GaqiqoK6kdPVkUzCqDVZGZqbAqsmtnXNY1ve9ZzlesVif0fc/FxTXX12u8jwQtLeZM4alNR+E9znuKFJaoTKSyskIvDBgjoYrdfkfvepxzdL20wIuASRKEEk2TPGrIBjLE5IFm0pJ4uCa1nItRvNwx+y2Hi5VKRChCMq6Bvo9DGMQHj+v61741E74uuC1HOpoR09h0ztE2DV3X8Pjxh1xdX1JWBSenJ5RlSVVVzOcLjDYMJQuJ8JfWnIOqmVKgjXyvdwGXIlQyTiXqUlUztLHDfvWNXNWErz/iaD5s2xbXO7qu4/r6mq7rafZ7NpsNzjvaphXjGgJt3yWPNOC8eKjBS1lnvGFcfVowQuavxAP796g8UrPd7rA2m7XxYDykMIQ4Gmi7jt71aCV69lprvHM8OD/HLRbM5nPq2Uw4qMM+vkzjSpIUHI5/3LtUHlofHU27wUVYrODk3FOVMJ8ZVosaazSVNVRGUxSaB6uS1aLEaphbRaEVm8ZRVCs67+n6M9r+Hl3f4cPHNF2J85HeyOHoEKmqQAzgvMd5B0ROKsVJpTAaauspjIQGPvzkIzbbDR6P6yWRbguLKYoU18+nE4m95LIkXCF9aUMKYWitsNYSk3ShhDZGgyIjd/UZPFjSikwMaogB17vXvzUTvsZ43sB652jbPfvdlo8/esTHH39AWZWcn59Q1iWrxYrz83siKxokbSO5p4BPK3VjTMpdaYpCXjdNR9N00mu48fS9pyxrTk/vUZYVsGI+n5HUsSf8NCGSjKJnvxPPdL/f8/jxE5qmYbfbcX19JQu/tqNtW9FGSCFfgJgMhk+9vm8a13AjkneINJI81DGBahSRyQTbzDKOcUQZBRc9gRyO7iFESmv53re+I21LUw72864X747QlE/t6EjUUP8Zgsf5FC5wTgyTlxpXFcEoTWEVhdFYo+RHK6zRGC3xczFCCgltFWgNRVFTlTO0DzTeizpSuiEhRkJUhBzy0gptZf/zmWJeKcqyZN82WGvZ7Xe4IAl49Avo2Ec3Nl+ETF4a3dAUwhg818wyVqL0NFysgWV32D7Ew3YTJrwQRwvzAwEppoVf37UoFWhbS4w9ViuqssAYI5GeHHZz4jVorbFWVvDGaorSooCm7WmTce26QJ/EVZzvscESoywg83DO9YwTvn4Yl9cAOC+tQr339K4fIoDOu+F3Jid5P2IAx5DKDuPAFs6fC4lsNETykqEVxOecx7FxzaYoE1dlTk3R1WG7nPgIBCXztHcOYmC327Pf7ymLkvnCpbTg5xvLd9ByLpOEUv4RyakKi7ZAa0twjm7Xsm9borIUFxeUuwbcnEXh0YWlmi05W9QU1rCYWepSGLrWCk067Hq224Z96wgavK6JlKxWUNsFu7an+/iKfbOn7z3bvZNwQ7CEKIzcRV2ibEk1K/jZ793nW++c0Pcdl1fPaNo9j58+5nd/+AO2uy3r7YbL9RXBHzr2QBxCZ6AwPteoIl4oKhlUKQhyTtSmQjzUahltJV+sNaDRhtHqL6SJ0dGnGtsJE14KiSdgjBA4+n7PbndN1ymiu8ZaxbUpeFKWKJRIiPaZJCIMT2MMdV0Jc91otJVFYO88zqVOT6oAZZkvVswXNcaAD3XiGnC0WJwM7NcTOacaQmC33bHb7cRzbfZ0XU/btjRdS+c6eu9wUfpl++jxMTOA/eBEdP2h1CbnVNu2FfJTCLRNQ9/1iVNw8GZ9IjlJKkMGXxgtGoM/kEnDkXEFFBJKzoI+MaCA1WzJDx/+PqdnpyhtODs9w9iDBOOrjOk79VxvFp4rrdG2QAVZfXRdB7phs9lQdI55EfErS1QlVs+Z14bCGupCvFiTVtA6iSs0bc9+30NRQFkCMKsNq2pOuWv56ElHDB3eKZo20DsIURGRDjk+1ChTU5QzHj78Fj/3M9/A+57t7pq+b3n/0U/Y7nZcXl0RYuDq+krEHPQxs5K0UtLD+7kEJ6+S9LDiOuQVJJxsbcQWlkyRyizkTDMPaRXl3JRznZBxky54+wOuNGijUDriXUfX7vB9BBcwOh4MaYS+6+k6ST3kMm5rLfOFsCbRh3o/HyI+CHGpKOfYogIV6PsGHypCdKKGo2DsWUwG9usJSSX4waCuN+uB9euc5Fx719N7hw+imhcIyVsNB881BJzzdF2bOpYd9t+0Lfv9XjgxGyEe5c/HkOpgUwhZj8prnPNiVMOBw3KzvhZk3i0Li7UGxYFr8OzJMz755DFt2/HOO9/A+4DWuWLk1SgFr21c1agUKObEq4qAlnxjyndWVUVUirKaMasqilLE7/veoRRstjsuClHKcH7G3JWyivEOQuDjJ9d89OgTdk2HKmt0VWOMZjmrWFQFKMViVnK+mtNUDqUiXe+JQRGCXLxlCbWJlNoTvZQtZDUpoy3zes798weUZYVKrLO+72naRhShkleZ2dHGHG7qMPep3KpOPNjhBqcQcdRhaKIuYXM/hM0zMWoIY0z4yuGLY3nf9ljHo9cqea/yTMbhR6efiBhAOcYA0aVUi+wqBmnEEVQU5TWdav30YfIxOqLwaBUwJkWWjPq8kbMJbxC3RTxvjt9xQ4b8t77vB9Zv3wmTN/fGlo0OCz1tjcz1XuO8k7Bxqn3N/bn3e9nXWEmp61L/bufpewk9hxAHBSfRG0jfmaJ/MpbjeH333PkO552rWFJMOqRoa9O2XF5fExVstlvatiPESFkWGGsPKb2XwGsbV2vEs8zM2aGInCCrXefQxnJ+foa2BdYW1NUCbSxGBza7HXoP+/2WT54aCmu5f37CcjGjaxounzym2e95/OQZP/zh++z3LcV8SblYUVY13/vez/Dee99CoXj34SnfvLekaVourq5EDtEFQiIHLeeRReWYWY1vtlxdlhgtK5jKVjw8f4fqD9d0fc+TZ0/46PFHNE3Djz94nw8//oi+79n5Lc730nO2LFBKS8w+uQRZHzmGQNf3dG0/YhQjpCnrkiSjZyjncSmcESIxeOJU5zrhpSB5K0VA6Yix2eCB0QGrI6UJWJ1SODEQdMTFDnyb6MIAiugdvgtEbyjLkqKoUUaLTKg1gBICCD22CNQzw3xeUpb2teoBJ7wZvMotizEmAyclLJcXl/RODGQWiQgEMKCCQhcajaEyJaYQRyuoQOc7XOvZ7jZcX63pnWO33eGcpyiEeQ6w30vu03tPs5OwMEHSZ8QR+QkI2mCMkEiHLtoRDnmK8Qpy9MtnLQLImsXPLi753R/9Psvlkvvf+Abf+d7PMJvNODs9oShLjP4SjavWedWayRTptYIYRC1GaU1VlZTVTMT6y0ra0PlW3PwY6F3Hbh8pCoO14g3ut1s+fvyE3WbDk8dP+PijD9jvG6rFCdXyjHo258HDd+h9oDCaeV1SaEVTKPA7ui4SepkwiJGqiNQmUCpP8B1t01BYS2EtShmqsuLc3pP+tImuvd/vubi85Il9KiGIxERTiGyW0pqgDoQkUmg45xMGplsmWunUizZIG7wDWzgO28aBnDLhq4q79mBvnQjj+EUc0gxKg9JjzxV0ei3qSVLzHYM78KAk5JKabURi1CgVMEqJobYiPtEHIIonbK0eukup4wOa8BXCy47VXIeao3l93x+UlAB0HIaS6ASIC1toSwgaY82QaujdYR8S/vV4n4VO1OC5hoEEK+FgEj8gBCm7zKmHsdbwqFyFoSELkohLweHByA5s4vSPtm25Xq9xIbDd7Wi6FmOtRBuzS/6SeH3PtdBiDMl9TAMhGZredXgXME48Pde3LJcrzk7OmdV1kmvriTGw2+/ZNw0hwNXVht12x3674ZOPP2G3WbNeb3BOQqhts6frHe2u5unjh9SLFXVZcu/shPmsRhUVZ6fnxOBgtyFeX4DroXfEVpjAH++v+bgqUSqtzJOgs7b6MEEZRVVUfOPhN7BFwX6/59FHH3B5eSnnK2eaYv6pkW8XpXY1HuS5ZGDGpIUsiXZIRjWq4WZn4Qml4qvcwwk/BZDJYfTvIQInUaIYA0oxhGqrsqCuK1R0eN+KBGhaxIUYpRQi9z1WYjiJENIkVhQWDRiVWfuKqDQqagKaspTC/VwfiFKjIxzlSCZ8pZGdg77v2Ww2dH3HbrcbQrqDoEMiKfkoRCOVCEMhiqCJT729fXCirNdLWs65cZebA3dlCBHHQxMAET9J36eFI0AEYw6eK8l4xyg69hHpI16mskoJYfuUvQxJjjZbLcAYWteju5b1bsvl9TXOe05Wy1dmDb+2ca1rgzZGFr4h4kMEL3nHrt2z3zdobXC9KGEsKs03H6w4Pz8f0rPeBx59/JgPP3mK6zseX17QNFsxro9+zG5zLQnqFGNv1tfsmz22KClmC9poWCyXqKJC1SvmVcX9s1Nqq9BPP8J0T6Ht2Fxfsbm+ZOc8v3u949GupY+RvfP0IVKVJcvlnKIo+M53v83P/4GfZVbN+dnv/iw/97M/x3qzlslEaXrXs91v6L3DaJUEJ2T14xNbWCvJyQYvqyzvI0oFfO8PDdWzpz9yVpUBU0wT01cVX1Te9dhRzWvwgEo9lLWOWKsoCsNsVrNcLnBdQ7vZ0nbtUAY2EFLSxGZSaidGhvrqqiwGw1qk+nOlNEEXBGWY1SVVWVAUJcYKQe+YeDWN368axmSfXHKTy2D2+z3PLp6x3++HfGkIAWstxhgiUUhyrkuVIgptLb3vaLuW3vW0SZJT3mvYN/uBTKdHsrH5GLLBNNoQVCDqnCeV0s0UTMHksHAuyUlGOJOnFosFp2enGGPo+56+F32CvmlxfUcAvBJHCWPY9x1ewbPrKz568pjTruHB/fuvHJe5A0JTRGvIoegYFSGTnOJBKtC7TjI23qFVRPqPa4wyeB+wRsTFI4qu79nvG/ZJLqttWxR61MYoFf0Cbduy3+8w1tL1qfzGasnpWlHuKJRMQsb30LXErme3XnO53tH7wKZzdCFQVRVt11KWJef3zunaHq0Ns7Kgqiuc89T1jLqaobSm6fb44AfR6DwoxpJbWmliphiPJsV0sW65oDmyMU1OXxW86KG77f3Puqvxllfyz+Mtj73YcRohhYiTWljQBy1gcX/j8TDMm94kJXIwlxJWTuPaaNHETvWwmegkE9p4ywlfecRD2Y1zbjBMblSDmsmZ4/p8pXPkTrbv0/bZa8zpsiFyIu1onmOW35QslMlRPLIs7pMbpwxz8EDpjagoRrYsC+bzOdYaui4ZV+9pkCivsF8CUUHQELVGGYnGSr2uH7XKe3m8tnF1foc2MXV1STlYbQkhMpvVaKVFkcP1NF3DxbPH/PD3fpsnn6xYLlacnpyD0vRdKx59jDT7hvX6mq5tCBGUESKU5Go1qijQtgCl8X3H1dNP6Jo9y9UpvVfMqpJmt6QuLOXVnnrrUK3n+mrH9ZNLtl3H02fXXKx3dCGw7h2dDxTWcn19hbGGpmm4uLigrmveffcbPHznISEG7p3cYzFbsN6u+clHP2G729K7jrZvEiEp9QxEUVURawzeeVQEp5WUFmklk5XRg9ef79qQE+inCeqnHvEF/8jzDJnFGYjR03UN+/2G3W4rITfv8UHyp2CJowlMKYPWVvhMURF8RCuNNVaUxrRFkyZJ1KDeVC4WFNWM+XJFWZYYY6X1V7ztmCe8bfi0qMqgVZBE9HvXc3l5yXa7HeVG3VBuE0Kgadthceez4lGUrjghBK6vr3ny5IkY5q4TkmfX43o/GE2t7BAGzsentaYoCpHqLA5pM/zhWHP/VUlP2MNqEIa8r1Lw7je/yc//gZ+nqmthGac87uXlBdvthqggasTAG422Bmst733zm8yqirKwkA2tf3nlvDswrnsKNMbWKDQ+SO4yxoiKMwpb0nct1+2OZr/j8lnghypQVxUPH36T+C2wRUHfi3GFSNvsWV9f472Ta2kspqqolyt5mIsSUxRS79R3XD0VRnG9OKdxirqasWs8ZVEw2+1Ybj2q86yv9qyfXrJrO55cXHGx2dKFyLr3tCEkgQi5cU+ePOVHP/oRdVXzi7/4h/j5pmM2r/nGu9/g5PSEpxdPadoGoy2b3UYGXlrNaaXBgK40sRSWXfRBSCVaY8QVwFqDLYuUSyDlClIpz5Rz/Uri2B7G4zq1T4lGHP05eZLxFkuVuYOH4vdEoAuBrmvZ7bbs91v6PouhR6JkT5EMbTauFq2zdmsgBOEYGFNgjcGYIhlWkJ44GmsMi/mC+eqEaraiLJPgROq0M9nVryZuRsnCqATx6dOnPHv2bDB+SqmjsHBmC6MUppSIRu96trsdzjkunj3j448+FravfNug0pcjkdYYxs0fcu2qMYZgwlB+QwRl5VhzbatSiqIoDnrC6hBWtlajjeab732DX/zDv8BisRgWl13X8eEnH3FxeSFGOAlKWGPFqBvD6ckps1qMq1LShc2HL9G4xpjrM32aDPRwoXSSL4zWYI0ZLkDXtsQQ2G42XF1dYGzBtunZN1I/1XUSm48hIO3YrBjV1AYu/3gloYhBWsv19L1D646268TrdQEbFRpDqyytKehsJBYVuvRo78F3Ke0pKklKSS1X28iKfLPZcnl1Te8cp2enzOYziFDXM5ZOLvhma2WiCscehkrsN20ObDmlDwn6YaGlRl7r6NeEtw0vd2NksTQyOCrV1h3+eWDpZq7tyKvINamMwrSHHYsYBER834mYg+/ZbjdcX1/R7LfsdnvxKpyX7jVKowGlNcSIMSJ1GIOwLYOKWCN15tYYbO4ahZL61xAJnoE7EP3N458G7FcVN0UW2iTg0DQi+LNer6UdZ1KW6/t+EHXIIV9JGaR2bs7TNi1d1yUxfy/RuyGXKyQ6rdNcnngst0GhBiMLSOcxGIxvNq6FLVLOVbYzRuQ7jTXMZzOqqqSqyrRHWZzOZ7OjHDFKhIusEtEhqxTKS9u1mBT24ivI0t5BP9c9zhmi9qA0Stn0IyQIayyF1Rh1jutX9K5jvdngnePZ02f88Ac/kElI6Lk457leX7LbSR61ni+wVlYm1iYhfa0TJVqUj7reQduy3+0oyg2u6whB+vzVOPZ6hioKNssHbO/JgDCLhtOuE2P+9AnsdwTX4fodMYiy0h5F5zw/+P0f8/jpBcvlgu1mwze/+ZCiKvnOu9/CFgWPPvoA10t3nX2zZdfvDiw6LYXU9aIm+BJhw6WJSKccAmniSmxhyXNMCk1fVcRR/jFJN0iqiDgypRy9gtvyrfGQQiLVSiMF9F0nhffb7TUXz57QdQ2PHv2YDz/8MW3bcPn0E7brawprOZnNKG2BMooiSbmVVjOvC5lYk6KN0Za6mmHSQrjQUjTve0UTPdo6sA1tb3GripNzKGs9ygfHYzs7ZTbeamQRhUgccqrOOT766CM++ugj9vs9H/zkA54+e0pZlpydnVGW5ZFxzXlOozXzuIAIu82OD3/yiPV6M3w2hpCcJI2Oiqqs0Mok4pIdvNAhNJ3LGNPiL/drLaykIWSMFkP4uCzLwVs1RjTjT08kdfHwnYesVouhhhagrCzKPuTswWniFYjR9fuWfr0j+oBpOnzv8bOeuG/AOfl5SdyBtrAjhBaZCDRKJ61HItoaVDRgDdZYgo9sNtdcPnvKfr+TrgmbLTFGyqqmKOXks+5kSY21Z5T1DKOFpCRJ7EMYKq+eVO/ou5aubWR7pMSmLzS+KlGmYFufsF15gveouWPuHHq3Zd109D7iFbh+D5BCZT1KOZr2MR8/fsrJasFqXqMJ3Htwj+/9zHc5PT/Du54PHj1KLbnaQ62qNhJqNhptSrL6kk+1vcMEHGPSH05dSoIn+pdfIU14uxBHPyFbm0Twg5s256YFGm2tODbGSVkphJ6+a+j7jvX1JY8ff8R+v+PHP/59fvSj36PvOprdlq5tmM9mzIqaskircauEoGQVGskl4QPRR4yxVGWN0SZFV8RLcB5hujuPsj0utFjj8C5C1McRl9tOacJbi3H/1bZp6fqOp0+f8v7777Pb7fjggw94+vQps9kM5xyz2exgMGNMTo/8FGWJNZZ23/LsyQWXl5dH4Vut8pjWFLZEq0SKSx5o/iyMRPxz/1YtHmxVVeJdWktRlINHLV61oipF0nA2q3lw/z51XXFycsJsVo1a0QEKilkhWviAiREVob1cs911eN/je4dvO3ka+16EfcaRyc/AHbScyzcpcapxaeWeHfgcA9dok8sEZgPpx/dOdCVjpO/awWCGEDDGioRiWmEFPIpceyXlB1FiVhKWDl4MogfvWmL0tB5iJxNc2/Y4r4hYbFlS1NJc4PRsR1mUdM2WvY54J1qXYgTzCcoAXG82PH16gdKGq8trtDYEHzldnVBYm7SKN/jRqg7SfJNiv9qI/nDIChIoiIHgD9Je7hVWSBPeIhzlr3KoLf2JA2H8VvuTiCEhekJ0aUy4oS+w6ztpgtG1rK+v6LqW6+tLLp49oW0bdts1XSvlBQOrs0/dSZw8O0YrtAarwaRInDFG6rqVJgaPjxEVjITKULgQ6HxA20gRoMBIlCp7G8/Vt8rZTjb27cBNEtO4lVtWXer6VDLTizwhIASfTDQiJh2CMGimA9jCDspFhxysG2pVi6JgNptJuUwiCsUYUy9VN5TcqGRYjRHHKYwkFauyxHuPtZa6qjFWlPwywfVgXHP9tbw3X8wpS/FqrTWiIzzUy4JVSGVLjGgv9qQJgWa3kzId73FBUo591yU79CWGhVU2DKkXqYqOEDtAWGBaWaFDmBqDZTYveagf4r0wyawp0gr8mu36emhDlMsHXNfhi0qq+VLnA9f3hEwH9z3BdwRnCG5P6HdEbwihE+GKztM1SeA5ybgZW3B2es5itcJ3LWenD3Ddjt31M5599CO6dsdmveb68ko0f5Pub9c0vP/+I548ecY3nl5Q1zMePLjClpaf/+7PEGLgt39guN5ci3pJYs6pzFzTEKNCmdR+LsRBZDqGgO97gk+yiU37urdmwluGXPFyKFmJKf6StWOkN3JwLW27wXvHdrNmu7nGuZ7tek2737Pb7Xj8iXirbduw3W9wznF19YzN1SXeO7q2w/cOE6HZN6ioKGwkOCHtzSpLUVmM0tRlQWktznn22xbvAsqWmGIGKDZtx7bppK58DvWiRKkSowshPmkzOkNG5zOZ1zeJm+1A4UBWcslA7ps93klTlabZ0ztH27UD29YUFlsW+Bh5evFMnAOthpznbDFnuVoBUha52+/Z7nbEGNDasFqd8O43vylhWy0MX+891+s1+2YvxtWKcc3pCJWckJi9ylFudbFYUCSDXtc1RmuqqqKqKpGktUYkClXKuimoq1o+ayRNOdTESj0o0XtiJ57pdd/z5KOP2G+2suDoe5YnJ3z75342OT9ftnEFGOqAYiIipUJeQqJalygVsYVBK0sM0pljV1VDTWjf94eVgQLf9ykfJFKBIU9Jg8h9+lsmVAUnnisBXASl6Zqe3aYlhEg5n6c8ksGUc6r5CZQdtYHYL7AK2s0F1mj6tkfrtYRvU0jPe89mu6VpWsqy4vrqmqosOT0/4WR1gtIwn80lBJ7KciJhGKiHhLsmtzhSQQkVPMaBAh9Sx4kJX0Uck4+OprZRaDib1MM2ybjGSPAO13c419PsN2zWV7i+4/rykt12y2674ZOPH7Hdis5117d479ntNvTptfTDFI81l09owGmpMY+FLFSVAmtlUhKJzoD3TvJhRqY31we6zhHQQhJUwu7MpJRU1A5H53PzvQlvCjcNrB/XrnbSg7Xv+6Grjfd+8FpVCtt676UFnPdYYyiKYuCV5Nf7/T6V2Rw817IoWCyX1FVFlif0ztP1fVJyknyq0mJki6I8aAZw8H6tle9crpZDjnU2mw2h4qqqpFwsGdfcAD3GQJm2z/2KswFXNlW2eC1eMhBDoN3v2W+3NF1L07Zoo3F9n9J6X2JYWAJHhwdoiKJGMa1iXiIhNoADxHMkamaLilN/mjrjyEX2zskKqusw2tC1DXBIYKtkdF3fibve7umaPcRA3+3xfZ38ARGk6FsZQDGI6pEtFFEH+nZHuy8xKlKl0p7CwLLS+L7h8SefUFZzKW/YXrPfbbDWcrpaMatnnKyWtG3P1eVaSok6j7GGxWzJN995l7Zruby+ZL3bHC6Myjcn1XIphTIGraTQmZhqzHwYUdcnfDWR86sjclL+U7I72ZBJC62OZrcWD3VzxdXlY/q+ZX11yfr6Eud69rstbdPSNHs21xe0zT7RpQImRgodCVbjU2i59z3eyeeJkVgJ9wGUMIijUKzktwZtMEVJxBCUpffyDJuiZGFKyrrm/N4D7j94h8VqRVGWMKQ+RkY0ZhbWZFjfFgwNy5PaUtf3OO9ocj20cxI1VFDWFcuTFVVd42NkPp/jvB864QjT3GK0ZrFaoW1SoUt8ETTSurCw1PMZJhkxbWQeN9awOllS1QVai9GU3KseDJ/WZug6VpUlthBC63w+G15XKRRclAVlUSZvVRYF0uJUEYKXiEv6jps1sTIbK3wWxCgt9emKaDSma7Fdx/zkBFMWr8yHv4Ocq0FJK4QhZ5QLDiRvBEo5wKOUxuoSWyzRWmGKmtl8TgiR5XLJ6ek5Xdfx7PEnbK6uQWva7Y5211JWFbP5XKjgXYtrpaC53W1odhuC6+j2Z/RVgY/Q+4CP4DuPazygMNZT2kCgpN3NMEZRlaUkvKuKWXmPk9nPYlTk/R+/z3z5e+z3Oz756Cc8ffwRZVnw7rvf5Pz0FKVgv2tp9i22KHjw0FHXhtPVOT//PcO+3fODH/+Q3X6f/Pd0fUbyXqjUEzZKkt+aInkdHjcZ168o4mBQM2f4dv9NRkXfN7heCEhPPn5Es9ty8ewTPnz0I7p2z3Z9xXZznXJdbsjHb3dbnOspioKqKtEaKh0xhcapQIcnuhanIrvtNX3XEHxNWSwBiw9JPCKqJKCoQBuKusYUkaaPtE0goKhmCxazBbP5gm++922+8e63KKqKqp6lkLA+nngmw/rWIIeGx23iNkmQPudahxxsIlnO5nOKssSHwOr0ZGj91jRSy58NoZCUxLuNOAIB5x3aKE7OVoP0oC0s2ooRLIoCgNm8BkR8qK7qIfSbyU/SlanEGM1sNkuCJYayKqUkM+Vnc842SyXmc3GuZ7eXmtqqLKnqWoyrMSJMQdLXRlSiXAi4GNBVyeLhfYrVgq5raduOxXJBMatviqR9Ju5A/nAU3MoPVYxSe5C5OjESowcCMRlipWK6OAUhRJEX7J0kpQtZqcSopL5OCcM3eJ/CZod/x5QTJfiB4CSNckNi4IbUnUelz0j4OPoe7zqC0Uk8Qijd83mNNYr5Ykk9WxAj0s2nrCjKkqqeUc9m0q2h74T4NPqxxjKfzVFaUSaqeIgS1M75ZFKt4kAGUZLHwBhiqkHMrLkJXx5uy1G94h6GV0c1rTf2mUUfgvf0fUvftrTNnv1uw24rOdbt+pK2aVLUZJ0E90Vo3HlHcJ2wF41CYaUeUBhLELWopaXj8N6jtTu0NEz6rCEIoUMMrcSZhHgI2kfQ0gnEFjLu5aemqmtMIZPc88IYk1F9GzAWhsjkpey9iqSfjIdxA4c8SrUxWKUwadwWheTjjdViXHM5JAfyqdIqqfMpFAdNg6IoUrXEwWtVSmGSh2mNpaqrFFFhIByVZSmh3pFx1UZsw2DY9eF3Jl0prwghDAb4mK18XO6Ta82lo1nqVmY0tirEHVIQlMKm75aPf4lh4Zwg9v4Q/iIf+jhSlCauoBy93+NDh1IFCom7FxXMY01ZW0K4z2xR45xnt+/onRTx7rfXxBjp2oau2Q253Xo2p6rnlNWcopqjfSBqCYGo6IhGPEaFR4UWvMe113TKoVzNrtRE36FiTV2KYkgXFBQ1ulas7r+LrhYUheHk3imLxVxypqmSvqpnbNYb2qZleTLnnQffoGkbnjx9wvX6mt51bBup7SVlonOY2Kc+gnkhooyimlfTHPWVwyHcn3OnkH269EimSS6TlPqu4+LJJ2zXV+x3G559Ip7rdnPF9cUnUuscPVZ5UfxSCqU03kc0Fu8VhTWUVv6mE2vTeY+OkbqUovmATgbdCxNUKfZtB8QUCXLsrKRd6tkSawsWdcnsbIbSlpOze5yc3aOsa87uPaCczdHagjYcKnenAfu2QTw4MaJZGMJ7L4zyrhcBniAqXvnuKQVWG1RKwc3qGqUYxHoOZYNhEJzo2tw6NDKbzcRoZg+0qpjP50NutB55kJkUlUO2fd/TtV0qzSyPvNXMBj4ogh3OMesVQ1K3E28meb4Svo5Rcs3yIXkie+/wIbXQ63tc3xO1oj5ZUvQ1RddRdp0cc1FIx58vk9AkbrYmBpU8s3TScquOLgKADw7l9kkGsMDqAErUNKytCEFo0/3pirZp0c8uaZqWZrdnu11LIr7r6BOjzZaVSFTNknEt52jviarHhAABvJGcq1IeFTvwDt9A5xuUm7ErC2JwqOipa6mHysbVKMuqqFmcv4M1ipNZyaw0WA2liRgltb6b9RatNaenJ7xz/x3aruXDjx7x7NlTmq6haXZEF8gNjvI1GpYiOgujK6p5jS0ME74qGNWmxsz6lfDwENVJ3mr0ns31JY8/+ZD9fsej93/IxZNPaPdbLp98RNfs8H1D32whRmazktmsQistbeCMxnuDxuC99BS2RsprpGdyRfDSh3VWV/TOs97J5Ce9MX3O3uBdQCtFazuMVsxmc6r5KaasKesV9fI+tqi49+Adzh+8gy0KqvmKss68hjxG1Y3fE94GSCcxP5CRBuPatfTOiWFKTo9wjSRVZaymSN5aVZUUhU2kTInyibZwn0RMtux2O7yXZud9v8QoRWGLVFedSmaMZj6bM5vPMSlKmPOrmb273+25vr4m+HCrcRW1u+RBpuMe/8j7h/PPIehcyhlzWk7JAsE5hwuevnepNKgnGs1stSSEQNH1uK4Xw15YfAj4L5XQlEMBSqHREsO+4TqPjyevfHQOjSmfeMBpKlIRYxUxGkKwFGWRVk2OohARiegdXiey/005wRQmsNYmybaAsz0xxJEKCHKM0ROCw7uOvrN0haFpG6y3dIk555yXhUBhRR6uLChKmzr7iF4wLhJHHUKUUhgtK7XFfCGalSlELESv5MvEUZghhyc4VAhPeHN4cXj40wxIPH4dD1EK53JHkZ7d9pr19RXNfsdus2a/29C3e7xrCaEnBi/5WhXFI025ea2lTjXGg8i5Nvlvh4YQmFxknxauVtIiWiupKc+HF8S4xiCqNrZIcRSlMNZS1TOKsqasReDFWCuNJtCDXGe8cT0m8/r2IIeDb/4MHZLkQxLVU/q5MKtRh7AqKvNEDgTWnE4zRqOAUBTC2B1E9zXGyBye026FOZTdDPNx0slW+mA8xxoB+Tzya6n+jINOQIhZvexwSiqnKBVScZJ7z0YG1q8L0n+2d+7QuScZ3BjC4KmGbMD5tHnheby2cS2sTuU1KVwQAyHmdkTynpAjU+1SAI/He1HsCN4ByZhGg0rKSrU12LLC2HOpv9s1zOqavpPav/X6OsX6DQwGVoQpiqJiNi+lLVzTUBSl9B408iOqhBEVekIf2ayfsttds93V7HYbjDFcXW+5uFgTI5ycn7NaLKgKy/JkwbKuiKEndDuid1IoTYnRirIoRbkGxTsPvkFZFlytr+hdRwyBEAMuuHSdgtzIGIc8iNQHK3w/leK8nbhJTxqlQ2I2N4klH0Q1LATH+uqKp08e0zYN7//4h/zkxz+k71o262c0+7UEb2NPaWWhhhW1sroqqSrxAoxNDEoPMVpCkPZvWRbUWhEc1xEWiwX1bEbvAmXdiUxoJ60chxxbqlmsq4KyMLioOXOeMkI5X/Dgm+9R1QtmiyXVYpXysXYUCs6LwENYeCrCeXvgnBs62eQympx3z8M2dXDDKj0oHhWJUSvdkXKvXyErhRiS7npLiDKX1nUNEea1DKqBpJQYv8aKHK61mXiUjF7Kdea+whEoypIQw9BNLYZIbBrarpPjvSmPmFj3hxLOnE9NTpRS0o1n30qbuf2eZi8qfKYQ3YMQA30QVUDnHF2SdpTKDU/tPa1zUvXyZeZctZG+kUSDjpEQSW2uZDWhYs43yedjhOjljkYCIdkQKZ3RKGWoyznWFNhoKMuSGKAqS1TUUqKiIl3u+jEQMbIQviTJ69kirbStBGK9R9GjceIjZwUcF9gHWeE37Z62FfGJzbbler1HacPy9IyiqinLgtlixXxe4/uWNnq8Ulgdqa3FpgkwBlkJnp6cMptLAfOjjz5gvb4WqnpKuvvgCTmZ3odB9UQh4tcTviIYyquycc0h4oDrW5zr2ayvePLxI3bbLY9+/EPe/+Hv4FyPdztC6CisZjErk1qNQpkCBZSlpSgSCaRI0RGtCcHg/bjwXotsYfIEKluAUvgQMEWB84Hr6w3XVxv6pIrmXUBrhZtXVFWBKWtckNiTLWtWZ/eYzZeYosKWtZxqPmXgReHgycC+eeRcZNu1Q01rzplKdQLyO3MDlKa0dujVa3Uqn1G5iXnqCuM9ru/p+y6RLy1lUSSSkkEjoeB5LTWoesTkzccFSHu65BH6mKM8SJ/geIjwZSJWOtwB+f0hLJyM6xFhKf3umpbdZisKe1fXrK+uUErSb0UlJTypwXgS02huhJEVLqTjfYV7cAfawmFw1RWkJrmyktUqEo9Ya+mhO3ricqw85yKlNiko8eLAJKUQTTUrU0ujOb3rcUlZpOt7lIK+3bM3IkFoCkuMJcRAUZREG1BRmJQqRggKFbx8e5LDisFLXa2Sui1jxDjrNOhUInGgLZgAtgY02kJZRqxRlGV1kNkyMypK+r5jOV+ymC/p+g63T1KOGoySlZc1Fm9CClnAK93FCW8WOUZKmtR8T/COtm24vrqgaxsunj7h8tlTmt2WZrvG9y3B96jo0Sqk0C8YAyrqodl0bt+YSfjpC6W4n3hoYpFEW3zIimAyKYyjWCoRouSHQbxFtk3pHW1EwztNjCrpDD9vJtXh3DPGAv4T3ihijHRdx2azoW1bttst2+0WEMWjoQtNlFRU13U0+/1AQqqqlHMNFUVVJFGG1DQ8SlvNqGLqdlYw+Ivp1vvkNWUjmBuq52PzKXI35H2RNIXPFSHjUHC2Mfnc8j784TuGPrCjmuusKbC+WvPsyRO6ruPy2QVXFxegFLPFXJjKZcF8tcCWhYiu5BCynNEo9fFqS8XX7+fqemkArnJJiR46wMvDJgSKsREer37DMCl56SmpPE4hBCNtsLZEK0s1sxTlihhhvpqxPDvF9Y6Li2dcXV0RI6yvnnJ99YzZfEmIjqqeU1Q1i9VSSmJcT3SdhBH6huhFwcOntnl917Hd7/AhYqol1WyFtSVVNccWFaYowdaEoibqAoVFB09Va5ZzQ2kVi1nBbCb5hrI+pSgL5rM5H3/yCTEqrjcb2v4x3rcYHbFGBreKWnLWSe/zVfoGTvjyEIf/H6+ORbJNIhK77YZmv2Wzvub9H/2Qzfqay6eP+fiDH9E1DZv1U7rtBRAoSrBWunmURepBqUySDZXvEq1f0mOuiEmWTuynQSvxDHyA4FzKmSoMaui0BGJ0tdGYIHlTiMlLtmA0ylhMVWPrGbaqMUWNKSpZVB4xgvORvWiymfzVN43gA+v1mvd//D7b7ZanT5/y9NlTtNbcv3eP5XKZeDIyb7eNGOAQIycnK1arE4qy4Oz8lPlyDuS4jDwB1kiP07qqqaqKGBn0rDM7OS868zZj4tE4l5lJVYx++1F+ePC4R8h52BiPPcycGswyj8EHHv3kJ/z2//rfbLcbPvnoYz75+GOU0pycnTCbzzk5O+Vn/+DPsTo9lRSjyX1mLYWxBKXESbwplvIZuEPPNdn5tBqWpuGRqDSDrITK09K4CnB80SNS2yorEqMiUICSdkW2kNIClHiRfS/F9DbpokpBvqyS+raRkFmZ1DnSRQqIh+qD9J8NMUjpTlTE1HDau0BlZ0LjLorUtUF+0IaoDFErsBFCQJeGsi4oraIotUyWxjBLNYFt2zKfL5Ln6tHKAk66kxggBryxEtZD4fEDaWDCW4Cbjph60T/lIZecVMNuu+Xq8oLrq0uuLp5ydfGMvmvo9ht836J1RCHG0ag4EJaUVpjU+SkEf3g2hicpcQxulMFIaYUsYPVA9LgRyM3pE61QMR5Y6kpDkrrTxqC1TV6rSB3GW4yr7HYap28jxp7rer3m4uKCJ0+eCPs2NQOXaIlBAdvtlouLi0MXGqUpq5J6VlOUEvYlEY8ygS4TN61JvaxTWitHUG5j9D5nXGEQ6E9HDpGjjji5Pve22t2xN6zGxtWHIc98fX3NJ598wnq95sNHj/jo0YdS2bE9Y76Y03QtD775DrYspS1eWaRGAmMrdeAUvCzuQERCp+Lcce1ReuS1RkeI6njlEoiDdxvSYYfRhlK2IPvSuiNGg9YBkxva2khZGbSB1ekSVMT1nu12T9d2GFvQNlvpDpLURbSxWC3qHABRFaA1KnpUALSoSMUgRCwfIi5AcJHL9Z69u6AoCnZ9YD5vRiE2sEZzb2mIOU9hZADmgaGU5nR5Sne/R+mCy+s9xuxwoaf3bWKHi7eC8s8tPiZ8ufjsa38If4Yghq/v9rhuT9c2fPzhT7h89oTN9RWPP3rEZn1Ns10TfY+KQQiAukYRsVaE9JWSvqghgg7gh2cmTRxkmUKV8qtJxjAJpsSAhLT6kNpziSoOmTWZiHLWiIetQ8pwaEM9m1HWFfPFivnylMXqjGo2T4tK/dxi4vnr8Pw7r7bGn3DXOPL20o2II2OWxSAMpMUTaGvT+CykfZwVzWDJ0XuathWnJAtHKMVquWK5Ei9YCEo53xuGkHPO8w4GljhEVGJMtamJmJN/Bx+GfeRaXDhEisRGxNF3pDGXbFHbtFxeXNC2LU+fPmO93rDd7jDacHp2lvLOii6VeW7WG5FUnM9YJNazRFwTMXfsJb8kXtu4mhSWGlYVmb2kRDFGGbnoQxlKjBLTThOYlisGIRDSPnzwxOjR2oOKSWfSok1EobGFxVhLjAZjz1iulvSd4+pyTbNrZMW2vqLve8pqxvbqGmMs89U5i9UpShuMKVGFRQWHjgp8j8KnycrjfKT1QAxcP72iD9dYW3ByvRd5sKJgNltIyYMteO9+AdqiTcDacGDY9Q6jNA/uP2RWL6irJetNT11t2WyvuVpfEDwoLFYX4rOqqRTnTeGzzaoaJit56FwKBV+zXT9jt93ww9/9X3z0wY/Zb7c8/uhDmt0ORcAoIdNJz8kFYpwdIXqUMkLqiwrRYzksO3NgyETQUaFUSpdoKRlr2wbvA33vk8qZwRZgj9i8OpWo5ZZbwjMwxrJYLakXC07O73F6/pDTew+ZL88wVlbw8cg7VeMrMUSijv+aI1kT3hSy50eOJKpDrtJ5EU5QWjr6Kh0JSlININrC1UwkCX2INI2QfJ49e0rTtPS9/Bvg/v373Lt3D2Pt4OWGGOn9oQnL4JOGg3GKI6M4LkvMhnhgCpPKiXIO9AXlOXkBmj3X9WbNBx88YrNe8/FHH/P06TPatqUqS9555xsE77m6umK32WFtwcWTZzjnOb13zmy1wqokPJGU9w5G9ks0rrn26QV/HBLc+SYP3ethSF0dXPpMwDhctHwBtZZOMrKfiFYQo8IWhhhltVKWZboQuWOOx/c9vW4I2uLqDue8eAraYtCARiGkkOw9pOie5INDpOsDrYsYHymalqgNpY9YWwMyAEM8HK/3gahBeQOJvG2tle4NZU1d1XS9p+2aFG4OaWBkb1hNk9MbQLzxWo3ejOP/SZhF5AtdTwietm3Y73fs99tBxrDZ7emahr5rpX+qFe6R1olhn2I3SsgG5NTRrUc08kDHxCTI2wlj0qcOUsdhuEMo+PC9kjO11lCUBVVVU6afoqyG8p7P8j+fN6yHCXDCm8PYkEFS8BpJAQ7li1kiMJXMACktoIf5uu8dXdex2+1F9L/t2O93AFRlRVXV2MJKrtJICc1AfhofUxQxh+F1Hodjgzt6PaguvcC4Ph9uVkkRTeN6R9M07HZSAZJDz9ZaZrU0fjdmM+y/76XBS1aauou44euX4uSblY5m0C89ilYfQqgSZtKjycAPuaTMjFRxzJDMxc+K4IWmnYUrUAprQJXCgONsxXyxoGtayrKg73q6VmqyvOvYXSvatsHYgsXqnGq2RKsoaiLKorsAtiIGjceIOIQKOB/pfcRHz2azp20dq8WM+6s5i9JiY0O7vUB1ir1veBz2WKM5OTllsVgkgyse+Hw+591vvstZ0/DkaUWIopiybzRNG4hKU9Z1EuOY8CZwI00pi60QUlTDJQFzx3Z7zeXlU/qu5fLZx1xdfCzM4Ccf0ezXeNdTlRqrK5J0dCIVyU+MQdImyWPtOunnaoxNHmbSYzVSglMUVlpnKSO5MnXoqwmKNjoJ4SmP3u/xPgyCKoU16DpitTx3IXmvZVXzzre+w9m9d1id3uPBO++xOjmjqheoJHD+KavnL/pWTPicyI3Ps+NycnIinWyM4fT8jPliIWMjSQ/65M0CgyJR8J7LZ8/Y7/as12t+/KP32azXdH0vnZaAe+f3OL93Tj2b8a3vfot7D+8n4404QmNGwg3jOdADYxwtKg+h5fyZQS8hOWiKQ7rkOOwc6JzUp242Wy6eXXB5eYlzjvPzc1SE87Mzzs/OJKppC54Vomrm+57dekM9n9G1rRCaqpqqrKjLirIoh5+XxR0J96vhJGM4UKSzB5aVPPKF0Tokl9sfLlBexyhQiaYNJEEKCF4RtIEobr8IRCvsMPEYynIGWLq2o64q+q7n+uKCJ9sNru8lwc2VsH5TQby1hjKrzxQeTAVGE6JJcoWK3kWcB+UD3u/QSlGoQKnOWZYxGdcGryO7zTX79RXWGt59t+f+fSmI1lqjtGE+X/DeN0r61Bdx3+xpmj0RT9s3QmQxE0/kTSE+90KQi8q7tuX66oq2bXj69GN+8pMf0Ox3PHvyiGdPHhGDx0SR0lRAVRpUKaQRdM6BpYklLSRVTIXsnYSYy0LJYk+DLg7aq4U1hzKvQYRcyEcxCbf0fZ8mNCH3lWVBVUg3ksIqZpV4rkFpotLUswXf+vZ3ePjud5kvTnjwzrvMFisUKd/6oiX82OZ+mv2d8EbQtq3I+UVJya1WK87OzjDGsDhZUc9q9EjXdyh9STnW3vX0zvHs2QVPHj/h4uKS3/nfv8PV5SVdmksBTk9POT07ZblcgtXoJMxQ1klgH4Yo3FHOcvT7tjzm+LMhOWvZc82E2XjjsyEEurbDdY7NdsPFxSXPnj1lPptzfnZOWZa88/Ah7zx4SNd1BOfJcRzXOVzvmK2WdG0njlA9o6rKFHFMBtZ+icb1uYvC6GKpw7pl7NLnMoDMOjsUAueLKB0Mchz9eIUTB2/2EEbO+0snZdQglVhWJWVViqfrU2RZRYLv6bs9MViKQrzqEHN4dtQ9QSmqwmAK2blOpLm6tFSForJAcOz3HTp6dpst280Oaw2r7Y6qrodQRFEYYYTaiOgpl1RlRYgBu5dVZYwKpSIx3vmtmfBKOGQTQ4ypcN7R7Pds1lfs9zvW15fsNmvaZkez3w59hZUBm3qI61TuMEwfKlkidbjPSqWOJaTuTUPo9zgsO5b4HB/nc+GxtMI3WcYu/cSYfpDif4ylLEvKUppNF2Ul3AZtDt/7AuN6OIRPSQtNeGMIUUhBfS+ym0ViCGdkvzG1CD9ycnzwSRKwZ980bLc7mn2TymxkTs7E0BACXdPRFq30Gm5bbLCYQvQJjtZgI4N5lMVXh+z9bVAyvR+Maxpz8YaBjmHU/cd5Eb1wUjcr0RsRvChLMZBlUYh6HwGCSH+aFC2yxlDagroU79Uam5yklx/srz+Dp0RRTMXFEj5LnmscaVZaPdzc/LyGICchrNqUqzxikgVZkSeD64OT8HAIOBfJTXVF+tCnMoaArsDomhChKA1lVeOcY7Pdst3uCCHS7Z+x311QlCVde0ZZ1nSdEKYKU0iD3bJAW8tstaJaLMSwShCPk0XJt88LVjO4vLjih48+oEvi2Lv9HmsMF+sd5/eesVou+dmf+RnOZ0u0DhQ6YEJgdXLKg4ffoGn3hOjo+gYI6CLifP3at2bCq0FM2SEclfOcPjguL59xfXXF1eUzfvi7/4vrqwua/ZrN+hnOdex3V+x312gN5aJO9dmaIpU8eC9jFoShm9tmVZVBa5VCeBvoe4wpsKZMPAPoO4cxmrI8TJDShUqE+EUTVRpee+8x2lCXFfPFgtJaFvWMwhqc1/RJ+auaLSjnC+r5krOz+5yc3qcoZxhbAiPjOuEriegDu/2eJ0+est/vmS/mLOYLTGFRhSUopLKhM0NuNUcSm2bPft+w2+744IMP+OD9D4Qop7TswxoKK6L4TdOw3W7xIfDk8WNsZZkt5jy0D4c2bWOM272NF4tK5fRhNpwkJvBx2Dj7qyFEVDpeH+V8g/PC/t03SeawkU5liyWzuqaezVgsFiwXS7qiY3VymnrcBjrX42NgtVhxvjplPl/w8MFD3nnwgKqqWK1WFKnH7MvitY1rHBvWkVcpFzL/JEH9Ea0/knqYJqkrpTwiOCHGSzrsaLlwef9e1lkHGUmFLSJG6UQMktpRYw1FUQEaawtsWeN7j7aGGBx933O1WbPb7yjKGqUUru4JwaCoMNpQGENVGGxhuXe64Oz+eaKuBzSBZaW5v7TMS7j8ZM8nH33EZrulaTv2bYcxls4H1rs99+/d491vfQe0FF4bFaQl2GzByckpVVux3lxSlRWoQFkrnJ+64rwRHJhLghTR2G7XXDx7wtMnn/CjH/4OF08fE3yLdzti8DjX4JwsqpgXGC2KaqZI2qyKNBkksXNtJdRbFslb7Gj2LcHH9DebwnVueJ6AUaQncxGkr7FI043bbVlmVUVhLXVZSIsvFQhe3ICqqlgsV9TzJYvFkvl8ibEV2hQcNIM/5yWcyMJvHCFC23as12u22+3ADLchUHQdyopnSapzFm9POuXsdjv2eylPefrsGZ988hijNZWVlnFVVbFYLAB4/PixiPgQub5eU13UOO84v3dGjPVRyHcsuDKkCJUawscDfydhHEEeQsQDM3ikJzxy6lzfi5Zwyjn3fQ8xUpYldSXkq6qq0Fr6xM7nCylLalt8CMzqGYt6wWK+4Gx1wr2ze5RlyayepfaqL28y76ArjqyAhFqrBk9VcHyxhm2Sax+iH2qVxFFIqxZuEv5TXEDnEMYhIS4yW4lNlktYUvkOShqzG+kiTVWVzBcL6YCQWJXaWKJ39O1O9Fpdn75PDHlRlER3giVgjWE5q6SUgh7XN2z6nn2zp3dOmJpKY4sSY7TQ2Luefduz23fsml6uj5Fsv4+K3kdcIjuJ0ok0F4iTQtMbwZCEiLm2LdC3DdvNmuurS7bra/q2wbsOaxSz+RylIs5ZnCtS/r8YsegDoBEFstTuDWkdZ7R4ALYoBiajD37oGKJTK8fDJDMunM+pkoOQi7T4Mim9IGxmh+TfvNGEIKVAaBE5KcviICigc7h5tLAY8lpq9P/jV7dew8mwvnHkpuS5Pdz6+pq2bbFFQR965v1SnJAkcxhDHBqL9Cmn2nUd3jsh3mnLbD6jLMoj47rdbqnrOlVtxIOuQOrZCgcjeeylHn4IkagYuDqyTSSmvquZ+Sz1s/Ewtr2EqX3STnZOGMJt09K3PSFJKWbDbfRBSVAO6HBcxlpUiGJAtRGHDT3QI8g25xVoxHcg3C/9XD0SBrZWo3WRJoK8ilWDZ5sZjqAITijbeVUydJOPMVXEBIiGXA+FiYkIFaSbTpTOD6SkfRgmJou1QWjmxlDVlhgU1p6yWK5wzjGfr9htd3Rdx/X6kv2mIQSFd0BUaDtH2yVlVfHg3oxKnbKoZ/zMt+/x4N4J15fP+P3f/Yjr60uePH3GtmlpO0dRlizmJShF6wP7qw1BlXz8bIMqNpRVxeJkiTGGvdfs2kDfBWxRc3pyToyOEPcQ+te9NRM+JxI9T9SUWlnBf/jB+/z+D3/AbnPN+uqCdr9lcX7Ce+/epyhEz9q5TvSpuz3OtamUxxOVtDbsnQiGlFU59LNcLBfU9UxKHLpWjK6x2EKaVeMkNQLgnaPvs7GVqSk3gPA+YIxhNptJhChKI2tFpNvJBFOUhnpWYo1mVlecrBZUszl1VWCNRpnEkRhKKD7NSr7A1E6G9a1AnZqW7/fC9P3www2b7QZbFHzzW+9ydv+Muq45f3CPqq5FoF+Lkd3stlxfX7Hb7mhb6SZTzCzvPHzIarmiqirm81lygqSzWVQQg2dzvaauK0lHzOdHId2hmiyx70klNt67QZhCjPkoTRhzT1pZ6Do30iJwvWyfetZ679muNzT7hs31Gtf1RC+kpTLlW40Rfk3mPkQlDlZlUnP4akZlSkpdYqMBr1AOos/CFi/fUOUO2MIjejQkz3VMoz58NpfZZMJGfi8bXbn2o5VFzIIKUS5GVPI7r2hGJI4QQ2q6m0p4MBCl9kEbJWpM2lAUelCyISSms/e4riH4iHdpMLiAMpEYHKFvMQRKDSeLivtnC3y7oe87ttstTdPgvMfHSJH6FkYUTdfTOS+ea9Oz3XcEZamCAqMPnmuIKG2E3BS06DVPQhJvDGJgZNLou44uea7Sg3VD37cE7zBGSWu3qpQON15+1muH9x0cKZP5gfkOuQ+miJ4XRYH3Dmst1tpDD810MENZeMyKXxKJOSL6ISL+NpHxpPjeQwiiUx0jSlcolXpuWp0IHYcJR+acQ80gxBdEnj7lut36jwlfNkT7VyVZ2J71es2Tp0+lpnleo6yidz2z1RxtEvEtyRg619N1HX3fD3nYHEZdLpdUVclsNgci8/mcuq4HQf/upucaSSm+EWLi1SiR4DwYVhFBkWMQLkGMor6XRTHEuIahdCg/E85LeqRphFjVdbLQzQ/cUY1vhiR+IRG0crpGuvskedGc+83e85cpIpHd5AOzMX+5QqfSg8waGxtDlf7LOaQQUu42l9kohjDvEBJIjaczkYlcA5WYw3IDIt6LqIMoR3m0Qlx8JTFzrWA+L9EailLj/DmzeUXXOZqdJLh9gN43uD5wefGYD35Scb1acrqqUESePLngcr1jvW3pXMQWJUpbiqLEJNkwYwI6yPFvtnvKqzWN86iUGN/sWpqul96tUaNMKSw8FSmKKSz8ZhDTwx/YrK958vgTtpsN2+0a5zrKsuQ73/sZjIYHD+7xnW+/S1kWdF1D3zaiTR0CXd+hCEllDGxhmc3kWbeFBhUIwdG2O/Fq+w6pcU0tvvCH48kkjij13lrn2ldNWUbm88XBQ0jddIzK2sMRFSzEIAQ9o1M9ucf1DUor9ttL6YZT1FQz0LaWnO9QdpAYmoyf8wlvM4rCslwuefjwIcYYdrsd8fGTwePru55QB6y2lEWZxpQZ5mbvHL53Q15Ta01d18znM8lf1hUxxgML2ZPa2gUhOW22zGaz5IHm/t4HCcGQBP5DkIYpNw1mJukJUz+9DkGO+xbjmoX+u6al73r2ux1t06awuChKaa3Z75MQRtcNr4H0iCmqqubi4hltO6cqC2Z1ha8q6nlNFcoj/sNn4Q4ITfI7x9IlB5RXtxpj1MD8yjF1HSJRy+pYavREBs77NBGZVJaCdIsBktufDbPG2kyECqhUttM7Twi9rECck473uqCwHq0Npa0orIKoMKZmvpjR93PKuqDtOvbbLZcXF0mNpKXbbOn9jo8/1Kw316xOVpSlZt92XF1e8MmTK9bXW3yIlNV8GNRFkSTAApig8AEurtY0DpbLFV5JedBmvWOzFy+otobSzlFEjC0JYSI0vRHklar3PHv6lN//we+x2225vHxG17Wcn53yi7/whzg7O+P07JSH7zzEWsN+u6HZiRHe7XdsNmvAo1SHwmNKS1VK4wmtLSCTwW4n4X8poYnYIhOWcrrEDx6wTCopR5T6ZBpjqetZOngZ2yAhZJkYo5QHEbFWPFZtFDF0dN2WEHrWF5/QNg1FtWB5piiqObaYURoLyhxSVFMy9SuDuqo5Pzvnu9/5LqvViouLSzFufRyEdWYzyaHO6llqbG4IQery+07IQDEEFGCtYbGYc3JyQpHKWUIIUsJVFFIr2jravmO72XF5cYnWmr530lg9e6beEYN4x8H7oVwoJL3j/J2SQ5VuZa5zQ+i3a/shBCzGNQxGmojwGoLUe+92O/q+p2kaNpsN3nup9y6KoanBZrMZOpFlacOqLpnNZhijqaqKeia2YjarJY/7krgjtjAcvFZ1XAPHIfw7/B5CT8cP7KGuNW89Tj6PKE6jhHQ26odjSfqPKgylQHEQhpZJBkXyEDRgKCvJkXonOdMYwRqXJBYjfd+y320xRrPdbtlstmx3DV0K+4pXnGtj9ejMD+feO4fpOtquo+t6UErCHSHX9wJoUBGlbGrzNeHLx6EMzPU9+/2OtmkI3qMU2KJgsVpxenbO6mTFfLkawl95AWltiVISWRkbJqmRO0R4hPnuB4avSnV0ma8gG+bfx+GoXCM+fsZIKZeBWel9OgZZ9WqTo2DimQfv8Erh+hal96A03rXSw9gUxJh6IOfa3Fsw2du3Ezqlp+bzOV3fUdc1RVEMc+ZBgYGUqsv/TmFaLz9DGiPXfyaVp5y2GMSBVG4iIazjtu1Eh7gT4xaSwfRehP975wjZGx0ZV9f3g3zi2LiGwbh2gzecPxtDHMLSeey7tM/s2fZ9j7WWvj+EvCWV4w7NL3KI2Tl536dUTghDCdCr4A76uTq8tyOG8HgSkX/nyUJyWYkVlqXZjDkKGTP6zNAaCzBag7WJih2kxyUkGbjDtlmIIiZ2V/Aep3p00KLIFYW9KTkrIVCVpcbYEm0U2hic88w2G6pZjXeervd03YbtxvHjH/0+V9fXsvK5XtP3HdaWlFUtBtMFXC+6mm3XJ8KVot3vhmtSmOTd+lYI0FoTvKcLaQK3msjL11NNuDtIU+g+MSYbmr2sflerJfNFzf37D3n4zfe4d++BaKqWC+k2U0YKB7YLaFujdEkMSV0meJQOiAa2iEcIh4DhIdZGS0ohMdvzorProe8OeSORRLSUZSUF8OFA/HC9TEhKCdGwsBUkqQAxsg4XO7SPtO0eu0PE/3uHsdeU9ZKIpqyW1ItzUCXGph9TpCukJoP6FcFqteJ73/suD7YP6Luewlr6TD5SkcIUbK43+N4JMTV5rpfPLrm+uqZrO2KIFEWZFL4KCmsH7eGci7XW4pJgQ9u0rK/XfPjBh6yvrpPnePBcc4jYpxByJizFlIfN0c2DNnIkejH4MUiIOLOaCQxSuUpOSp4tGMLcIH1mnz17RlmWAxPae89mI8p9xlhWJ0ustdx/cI+HDx8wm824d/+cs7NTqqpiVtfCxLcvH1G8A+PqcT5gE0npsKIWDGxhDslgnwrZVY7Xj+SsYkyTRcqj2qyhOiJNuVTbB8eeb1Z1ykLMMUYCAed6mdSiKHGIfKJJiwBDUVYUqqCoKur5ihAj9fWaqirpu56nT59Izq3f8eP3Heajj6WPobUYpalqTVmJFF3vOlzKIXSJHh4jtO1epjnnwEl/2qpQzCqRmQvB4byTY9Il8e7Fsya8BISR2NP3QmTa73cQA6uTFbN5zb0H7/DgG+9xfu8BKI3CQoyYAooSitJjTI3SBTGmVEbw0nmJIFwCLQvDGMEHKXewyqJ1gTEirp9F1CU3m/ob3zCuVVUNpRbiZchxK6Woi4KiKoGYWj5GQh/wnShBte0erZxEWvY7lDKUsyUoQ1kv8SFiqxNsGSiGUDZp8pqs61cBq+WS7373e/RdhzGG5XJJ0zR89PgTrq6vUFqxvd6w226lk5I1hBC5vLhifbUeFJmE2V4kbWubRHvyfJ/0r7XBezGuAB998CFldTBmOXQrLetS1x6f0x0HrzCPrnFJpyE3gEk2JBH4Br5PHHniyUro9JyAGNeLiwuMMUP+NcZIs28Gj3a1WjCbzbh//5wHD+6Lcb0nxrUoCuq6wib50ZfFnYSFx+74wQMdh3vTaatDyCoTR8Y1e+lTR7QoMc6jnaRPyL5Gq+h4MLTjIuWxD50NL0p6Zg5BOx0g+mHiUlElZacKUdGpKKtq2FPwDoKEmKPWWF9IlwUdJFHvfQpXpFqkeBgIIQacl1yB1Sbl0BiE4UEGm38FVtqEu4PkX8Rz7V0vDaCVwlrJbZZJIlBpiXzkHKdEWZJamBZh/ZjY6odSufRcRA4rbKWIWnoi66EO8NDxRmmDNrlbidTg2aIcOtgo1eFdhFQznheSzvUDeUlqHjXKFigqiEFqG7O6eghEJQs/CRFb+q7B9S0ojUkhYukglTBKxXDjvRsvJ7wpJKdE+vhKk3TnHTopMhHE0YnExKYVjev9bp/Cr34ojQlDHjRzWfRAIjrkPNOiMQghSRstRCQfhvBtysqhkKoSIqhkr1SixivUwGBWKGwWIMpz6S04SO7KF3jvKatCFMtGGsplWWJtXijK3D6bzTg9OWU2n7FarVgs5tT1bMgnZwb/89Kjn447cY+yS6+QPI8aFJpGLMNxTUGaanzwxK5DqQNdW422U6gUNz9c0/wpk1bSQyx8FBZWWqGKrOd6qLPy0YvnmI+HNJGZPk0iJbaYiZFVFXVhcT5QVTXL5SnOuVT71RFCT7PbJsH1Pd510lw6xEFCKuRZNaSODkaEM/bNDoXCOYPrcwG/KFMJk1MmxwlfPtq25eLpM5r9jquLK9abHWVZMF+e8I1332OxPMEWNUQxrJmhq5MgRFGUVHVNPZ/T99A7SwiHWm0ZdYHoZXVeFhWmlInNmgJF6nqjhAdQlJZoKrTSVPWMoiyZzxZ84513mdVzNus1F0+f0rUtV1fXXF1eEIlU+42UXdQzzu+/IxrXZklppezGuxbft0II8R3Re/puz+bqMcZe4b1Hm4qinMPpQwpTCEM/lbUNmKzoW4ngZZHYpv6rPs17hCgyrVthzK4313SdLPZ9EpLYbrdstxuIEg3UaHbbLc8uLgBZaGZCU1aA6rqO4IOoi6HwvaNLToVRWtjrVg8pw9wDfHBoBpKevM5eslapYUWKYGYhiKEbVPags21J60UffMrl+iGPCoijlAzsfD6nrmpmsxkPUih4uVxy//59iqJgsViwSN2DisK+IeMKQ1hX3sgm8KAZqbUZPYfZEPqkapQN78EL0IwE/Y8WK2rIxcqeDh6zRKzCEK4Y18BK/jUVAR85ykq6mGiN1gFjSlG6MQVVNSf4iNYFZTmna1uik7rXLqk6CfvNp9WWwaAw+VxU1mgNedUw5PTEazcQrdQdGoUZQupuCJ1P+HLRdz2bzYb9bst2JzXMSimq2YzT83vU9QJrCmLK8ZCFUtAYK6mCoiwpqoqAA22IqYg0pFiJTukKg6IwltKWA7lOpVCzVoWMTWsojKjo1MslZVWzWKw4PX/IYr5EqYLdZi8CKD6w3W6IMdC7BltYQgzcU4qiFNm35XyOUor99ppdWENw4B0x9njX0+yuxYsxJdXsDFd11NWcuDiT51zHox7NE95OZFKSS/yBkFi/pNKWrm3Z7XY8TdrDuR724KFKBKQqKgpb0LQt2802LSAL6lqkDZumkQ48qSzGJG8zC+bntokqjWVrLUppafOZIjxFUQ652/y6LIWRrJWiKkuR79SaMnmR2RvNRnlIReZgTAx454T70rZst1tCCAMhqygKHj58yMnJCXVd8+DBA+paDO1isRhqzgtrk32S3X+pxlVqQsVAqhzDHXuoUQraCeGI5Su/jo1q2uKAUXw4G/AUUxvtZMQuVkllJLu66aLoeHgvxpDURNKsiCJEhQox6bT2EjYjShmxhsIqykq6l8wXUjxddB0BoXxrbUVsIoU+XGI9KyOsX+XMQFyRAUdaccmZJaIpUsZ0KKie8OVC6k1bdrst+508jEUpKYGyTF1jbjYRV3mYpiYTo5+BnQ5pEhjiJdJqLrE2JeKqMMk71LbAlLWIQhhN1CLPtlguqeoZ89mcerairOaUdUM1WxBRzOYLlsslIUpIzFjDYrFksTxlsTylrmqWixVKK6ytsMWM4B1dc4Xrd5DGH6R8sOvRusO7XiI+UWF0vFV6+FgoccyTnvAmkKfhIS+ayKNiwArKosSVjsIWOOtQKGHdqpAn28FTy8RQaT6+EzJmmj9DCIeWiOl9bTRVVR7ysVYcCGsLaaquFIUtk1E0FGWZIjdiaJVOAielCJ6URdLG1koIVSPmcj4/rfWQA1Q6p9YkpD3Os2ZDXBQFZ2dnLBYLkcWdz1OHqEJ6JmepROCQCYZXGdavbVw732OcJXC4kfmgQswzBxAdpNi+tO9JOsSpdCU3xB2Of6ivkQc3hhRGjuSKA1nZp4slJCU1Cg+nGr9kwGOMuLRdDAEXAz4GEXzyIf1BslCi+VpRlfL+fG4pqxneV1RlQd8KvXx2eUHXtrRtx267E6p419GnZrtFvaAoK3z0lM0eZSzGaGyRYvgaAmlFGVRqhycTruu71701E14RrmvYrK/45OOP2W239L1nlRreL0/OWKxOsaYQcs/AIwAZoR7vW3xoCaEjxg5ijyKgFVijKUuZDIbWh1ERg8KFKH2F6wWmqLBlTTFfiizbYka1mGFswerkhHo2oywqThZnFLYEVeK6SNvscP0eRSstDAsZa8uTe3zr2z/HcnVOPVuwWJ6jtaFrG9qmwbuWzdUnNLsr+r5hu76g71tigG6/xfeOdn5G1+wwthJW/Q0m+7hMYaI7vR1QSDi2MEK4q8qKWT0jRlgtluxXDdZY9ts91kjdp9GNeLvW4V0p864PRC99Up89e0bTNBRFQVWKEXTOsVwuMVpzcnIi9aHWUld1IgAJ+U40t4V1rFLu01iL0fpgXG3KjSqFsSnXqaRnt0ldpKyRhgN68IjhUAbJkZcZkjM25IThyBiLIbWDsZX31eBp52f7GC/PhXlt4xoC+BBRQfqpjsPDB1JSzkOm9axl8NwGN1sdSD+kUHI2rIP3GiIh7VgMbDxiJiuAbGDV8M4hLh+0rMy0hPMGrzETiZQieCesYiPhOaUkXKGNFcJRULiiEuZZ22BSGQ2pbtB1LV27l+80wqzTiRjjnUMpO1pV5pORIwnIhBvUgQ094ctDVkra73bsdjtCCJRlJeShVPpitB1ISmNyj9RSJx3gmKxnDHltlx7aJE04cAgkv55fay2t5mxRUxRztLXU8xXz5RJbWJYnp8xmcwpbUFVLjLaUVUNVi4DJbL5gsVwSo5eJy2jxXBcr8VxnS5arcym/KTvKqsUlKUcF6Lag2csikahSnk4TUsG/Vv45+bfbpprJwL4dODg7B08vh17LssQ5R1lWOOfTgt4RclpN6cTu7fGkvq1dR24GELxIHJrkCRdFwcnJCScnJ4n8V2NTyWFVVUNj9oFYVFWDYSvLcigFKodQb6qnVSJ8YhKhKBvAnH8d50FVmlRFEfB2I3jc5u5gg44CrjcQR///Uo1r/joJiSZmpFIHYpLORjL/FtJTVIGojbQ8IpXapP5/YZRnHYxvCvOqeHzZhrwswrxUN7cbXfxc9xRCJOhjbWLpuCB9/bQ6NLdWSks3HhUkLGZyPrhgsVqkrhJSq+t6l+qgcq2tp+8bIpHN1TO6VlZ9fj7HWOlKUlel6B5nEtcwUU9s4S8b19fXbHc7nPdEFKuTExbLJbP5nOVylcJbRowpN3V3AzE6YvQoFTBKVMgqIypdRoFK5WUSV9UorSlMhdEldb3g9N4DqtmCol5QrU7RpqBezKnmM4yxzDJbWRuUKkAZtCkpK1FoqudL6sWSGMPAcpwvT6lmS4pqgSlmUualDcoqLAZlCuarBxRFTdtsiVHTtjtQKTFiDGjLEP8eeQYHjPI3TIb1bYBSwrgtSwm/rlYrYggs244QIqvViv2+4ezkjH3TiBxgsx94KSFJybq+S8IoltlsNoSV67rGGE1dzwaBinvn5+LFGtFJzwa9LMqUirDSfUbl12ZwXlTim9hEUsrsZaXAKEnPjYVYtDpoIKAOtNk8RtULRuGxMX6xQRUckXNe+R68vnFNE43PGpQxolO83qaCYxXFK4tR2rj1aaVsdERZNaxUbOpu71JZyrEW8c1HmJSviniy4EQSZh55xFqNDFdiqeV9A/gQRHA95Vyd8yhEHKN3vbDVCoc1FUoZCjtDlxZbVujC4EJgtp1T1bXUTBWWiCTTm7albfbodk/btmhdUNU1y+UJtihYrpaUZ2cShjBSxgHpnPzEFv6y8fjJU9rdnr6X9MP9Bw/57ve+R1VVnN47xxa512leRCYDGyUsHGJPjD0aj9UepSPRqiHzGr1HYjKaqDRaW6p6QVnOWaxOefjed5gvTyjnK2an96RpelmKbrVSIiieSnTyb1vMqOcnmKJk0ZzRdPeAOJQRzBbnzFfnzOanaFuBqUBpTFGiLNgYKcsFMTi6ZoctV3Ttjrbbs9tvZBGhrTCER/2YX2RgJ8P6dkAlVm+u/bfGsFoucc5xfu8e+31D23VcX6/pkmpcVlIKQZSTQpRwsHNJwzeRQctS5AGtMZyenXF2doq1BSerFbN6LmHWUQOKHGYdhPOz0zWOXuY125hDM7yZQrpALrU5/C1ZhXjYanwVbr02R7lUUOplHJlXj8e8fp1r/v1cneuIycvouFKyPKa/x6GQlSFkdvDgDmSQvMxQR3s+Dhvn929egoPouEapiNKBXEuoRuHj7AErxOhq74lafmvlUwVCQCsJgdvCoILGlwVFKYxPaScmk6Hue7n1URjCQUW0UvRlK3nfqiK4FJKT2GEihb3GDZnwueG9tMDSRmOxVGXFfL6grMqBiDEYVkbhIjUi3GXSXZRPZrGyGPMUQRrHqfymKETEpKop6xlVPU+/Z2hTYKz8DMvDQaouR2Z0UqOxaGuxtgBiUlYqxNvWUperZPkv7GWthuJ7XQCxIIw0sn2M6K5NxtUcnsEb1vUQ4xkdE9MQfhsgVRrJuBaisGWsxYeIMZaq71FokQTse5H5HGn1xiihYOd6/EimcGgebi0nJ6shFLxcrKirOjF/ZSE47kZzMKJqYPWODvZTz+TwxL0gcnLkeX36jrOo0U3cdazwDoxr0nVETiMME4wCL3/LkaRsx5TJHTvAeQ9JXzWLKGTDp3O5TaJ0K6WGTvQ+TWIxU21Vylnqw2oot96Ko/uhtOReh8YAKhBtQAdFDIn5HFNTXicecQgt3ougdSgD3khLuagkuW4rxXw1I/iAMlAm5ZzNei05LBdomg7nAsF1rC8vUErh+44YpFvJYrVisVwOE9jQ+H3Cl4blaoU5OaEuK2KEd775DXnPWhFSGJZ26eEcntuxqY0D2zv4QHSB6KQdnFGSw9fFHGNnFGXNvYfvsTq9x2y+4vTBO9SzJbqcocsZShuiMviQCHth/LWJJxAgKvmctjW2krAwRuPR+Ah96DG+lfAaVXouEm8hCpteoTBlxWx1SjmbUfYLqsWcSGSxOKOczaRTjpnG5VcDxzlCrZWQ3EKEhYgneB+YzeeELISfWrwNsoMxpobkSb83iEyhSb1Rc6ecuq7RxlAWJYUtxFkYGVQ1zGk3j+1Vz4VPN8K3RlNuvDMcxC07ut3mfm7cQc41t4pLXl9Uop6gkJxN8APLy6SVs1ai9CKCyU7ysBpMyOHkEqMPKktiXONQZuNDQA21q5IbGJqro4iKgeg0nhCH66pT264IWskKTYfUsi4JYoQYcU6YvN5HjOoxWkv4z1rQBmVLlDEU2mCLmhgUZVWxXJ6IPvHskt12Q9e2XD67YO/3orW5E1ae73tiiIei5sVitMKb1v5fNpbLFcv5gvtn91FKjO1iKaUrIoF/I99/9Cp7rKme2nmi8wQn2qgKlbxIQ1HOKOoTqnrOg3fe5d7Db1LUC5bn71BUc6KyBFMQ0eCTPFxEGuQMC1D5Ph8gKg3aom2FqebpeQwi/RkVzvf0rgVjsMon71WLyEnyolUEXVbM9CkxBmahY+FWRCLW1hS2Fi/ZTN2avjo4jNBxj+CiLEcRx8PnDtHHw/bxxn6I46YRcOxJHjKd49nrOfrI0dT2adbshrV7qSkxR3RuMazPeb1q4PIMx3IcMX4t3FGz9NFNihAT+YdBJF9uXCAg8vmHE4qj63cIyo5CzPl7hu9TiXCUDK9Sz13zwwJJdFUPEovZf46HWD9jybk4vD6OL6cOJjHVwgb5g46pJozUbFqDsRqChBDLqsA5KVsoS1kpgqY3DlK/Tu8dzuvUv9ARE0NuwpeP3Lg8JsETqWnNOfsblZwptDSMqpTz11mesKwJWoFrZbGXWMBaG8pyRlnPhxBwUc0kh5/Y5VEJ4Qly0/P0XPmQDHUc8kQhhOG4lDYYU0i0KIn1i+KNHhaqcrBxNKnkZzaFebVOpEArfYmJYlD1QZJRdjR86+ECvh7/Y8Jd4jDVHae+0h8P8+n4by+yKMfvS7g5p0iORX7Ujc8dptHjfcSXGB+HYztYgXgUMbr18I4N62d9zzhErNT4q160wWfs8IDXNq4iWaVFqSiHFNJKXYVEMkLhYyDkulYt9UvCCpOVsErWKSL5zhiTXNfozmUWr7UGiyUScX2PyxcoPfSHMh6ZkA41TnowqCgwRlbvNlqiCrL/tDgIjCUZ47A46L3DRy8TGUGk6rTHaFBoqsKiipIQIlpH6rqi7x1FWdOlNkzry7V0dyDSdi2976k2a0wpObP5Ynn3CYAJn4nFYslitRrGnE1SbDFnFoec43h9npjqpqAo5oRZ5Pz+e0QPfbtnd/UU1zUYW1IUNdpYVucPWJ4+oKhqzt95j+XZuYiNFBVeGVmlpZyoyLg5gg+0+4a+7VEKrMkL2yDEKaUwZU01PwUi1qhUW1hR1zMpI7JGPs9hclP5vKJC2h0aiBoTNZr8bJqRYX2FiWvCm8PNoXqE7M28aiO1Q+rDhxeEXPMibXQYnx6BvX0QHfsXavTqljIb9fzn4OUM+LDd0SN9N5PvHRjXlLAOB0LHQAxSOvVUlUupVc6NalkJg4iLy6u0ylHH4hMcJgAFAwV7CPuOutuLwFzCiFSVc7lax6OODiiFjhq0SYxOUaAJ6RZmozomaLngUFGJ16ogamHQSXmEwRoxkDERk4qyoO89Shd0naPaNRClGfG+2bHbbsFD0+wodyW2FFF2o6fw25eNqqpHjccZPWTj0NHhiT1kWhVK22RAA8vVOcF5umYPAbpmn7zZGcYUnJx/g7P738BWFcvT+9SLFRGNS7pgZM9VpdSJ83jnheHZNCJKYcV4GqsoylTHbQqKao5SiB6r0YPe8SA+Phx1Ei8ZFg4HD1xad2luTg9xmK3izdlvwtuKG5HV42TGyxqRcTQx7+OGNztm+b7k2Pi8I+hFZTYZeTy/wg5v/FvdiYG9m644MFCts7E7/hDJk8y5Uclp5mbkYojF44wqHm7lOFyc5eIAgwGVt0uGNh4UngTqEBa5MYxiNvhKbpTSqXYVBsWn3HwXotTvjoz9OGwtmp0h1e5GlOpRXqdT9igV0UYE2FGaGCKz+ZyicCijh7C4LQrZJuR9TpPX24Dx6vrw0KrjAQqIMbQoU1DWS+ZLh7UVwXn6WStlNUl8pJ6fUNRzKbExBVHptJTLYTQ1RF7F4IHS0uxc65TzMhqt0+LWCJ/AUICW5ygbV2kHVqJF9RqVa2zT942+bXRex1mR4SzV83+b8HZiLF04vllDvcXg9Lz0HtN+5fV4jh+LOBwJOtyy/ReNG4nF17Dgt2/4KsVmd6DQJEbIGgvEJNjM6Ccezja53CEElIpEdCIWK5k0ch52lAOIqSvOEOclD4xRJ4VEdHJOuiHA4dqETNjgsC1wYBArJS29jNToGmsH0pQP0o6JREuHOHS3j5GUQ1VELcQkpUThKdhW3segC0NhFFrPCEExm82o6zneB5pmz26/S3ncRKRKDYGDHhvzCV8G8nCV3AAHY6LGZvQ4q5SNIVrKZSwFJ+eaxfIe3jna+1u861HKpKJ4TTWfUy4W0k6uKvHKii8ZZX86mUAQMTGbxPILqwiVsOjLMumfGiUlYQos0r9VIX2QjUqasrqQHJnS5IYDxx0+UvxwOO1Rf+XhLDmKnk0m9u3GMVP3eQyRv8/w0F60/W3bvZqx/mIwNjXPu1V3sP9XOMXX91zDQR0JVPJAw9FJDWpLUR1PVDEOnUJiIh/djKnLntJTH7LHeDA8OXebV2JHHp9iCEsfvpPjlVxyDfKEcljtpWPNxI/U8V7OJbWUSxKK4mkKK9orUF7qaEmqIspIyBiM1Bxi8T4kz1URgqdNGsW5fV8Mk/zhG8Nzz6P69L/FlOdXFkykrOdQ1njvKGydmp0fvERb19iqkjGmJRQc4YjcNyiNkcl3oA2iEJY81+y1apNTHZmNr7Aqta4jsfOzAETkQF5KC9tj73W8uJX/x2GquuWSTNyAtxrDfDb6982/v+x+Pm2/bxVu8dTfxFrwTjzX4IOkSNUh3KCUdFmQfx/OSwQiDrVPIMZX5BNHf7/lSsSkPywkjw5U1pcc6QtnVqTO24wmjZiLKdQhv8RhajlKyGsFQSVP24tU7EBV14lsmfOxKoWRU8g7ZW1FrMKjlHgRSoG1oNCEoEGVQ2hZ6wJjOrIc2GRc3yBueQhvey7VC/6llJEG6GhMpdBBHo40ytDWymcUkIlCRPSRwywmzRgNRa4vrYe+ktZKjbXSDB1BsnFNEhXoFP49fMfNox0/lcevDsmZXMIWn/vshLcfd2UAb4aR31rDCrcb0jcwaF/buPa9QxuDqFmpQw4Uhrzl+EE+yGDpo3qq4MUsZSOnEqHDaJM2PSTRnT/0G7SmGOS1QA2fz+NAvOrk+CZJL1A3DGua9jJRSqUQcSpz8K4n6+hn7zUbRQkPe3rvE6HLS3N0DnJ1RhfYymCNAmOIpQWkO461lSjjlI6+l85B6Ejf7V/31kx4RaQgxq15FXXLA/u8uUqryEQcUgaRHDzOpMoiNC0CB5OV3FZFJBfigHTTMVoe06o6EOV0WrEelUIMXiiomImCafDHHL153kjeunBQh78cB8JvP/sJX3+81QY1Id74/SazF68vIpFyVPnBVaNV8uH/ty8jMikrZrJTHK/bw1Go9mjTzEiOkaCDMH6H7z5872GzAy3ltnX3waCPE/KI1u/IE8+fVkpYnMOK/uaKbghxk7bXKZQtBfyy9lAYI3JkykesZTDaUfm3In/x04pjsuAopPZZc4s6DrUO740MVd5jTn7kIXR4fYi3DimL29S6hsVjHE16h+/NhjXLJR7KEm73PFU+8aNjPJz0za3Ucy8mvE0YVzn8VOMNjs87Umg6UAzF10thUSU5IUF60KWAVMK16vBQ5xDyc/mBePCIB8OnNUPeM4pElxQ253CsEJ2OXINMUhkd6+GL8sQWUx/Yw3tKQdA6NVzP5yvvZ91OA4MsY4gBH/3wlUEFVPT0viFGJ+FfGweCS1kaCYdrjTZCpnIeXD/JzL153E5j+lS88IO3EEBGv+PoI897h+OF4uGDkYPH+8KDuLkiuGEVX3S4k8386uOtzov+FOBOWs7BKGQQhowj1tihXjPXmmavc9DuyDnSbNgG0tDBC846wya1IJJNxbDFEHAhReOiNGrXpE4MadoaC6oPc02Iqd1dVrtRh/ez05E8EJ2IJ9JYPSaKh5C3YgojGpsWBz6Cl+8NKcTno8O5hqA1xpQpT2bQusQYYXAqLQSVECKqi3R6Mq5vFl/OpDSYzzgymDc/88Kyhue9ylvZkbduHrndh53wdcLLGthXiZ6+rZ9925YRd2Bc1XBWMYVIb81P5VCbUjeW6bddznj8Uh3/Y5w1GovyH+1hlBuNg9d6fDzD8csGh1OJ6f2xA5A3UFG8hdHftFKDepRWWvSK5eiGw87huxhDYo+CUh6NMEmlNVOqVzSixTzh7cBLPfCvYKc+bcS/yLDeRiY5kI/GHvYhHP3ZOH5Qb89ETAb4q46XSTG9yl3+qn32TeEL8FwjIbH+Q4y5/R5KaWHgji/LOAwbD9bvaEJRh/2HmEvtD38T2oYehXvFgDn3fD/UIbycj2dEAJFtR4dGJPosm4g0HUAOPw51EklFRyt0YhNrpTBKDQzoEOR4Q4gE5QnJidZKoXWH1i1KaYyusbYiRkVhq1ScMWHCZ+C2qPCECRPeOO7EuB6nMg8GNXuOHOVMb6w5RuQkRSZeDHFZxlvEXO+TclAi4n8ouY8jgYdwo5Qls5T1YGBvL/fJ55BJVpAM+MDOVIRUj4vOiwCNVodz0Kghd4o66BITIUYvzeOVEk1i46T8xhiKogQUwViirz7fzZgw4SXxBomUEyZ87fG5jWv2VLskfHBEBErt4qKJQ2nM0N/viMaR9oUQgeLQTjob11SrlzxElUUZUh70NuN6MNbHCkeDcdWHgvsXtXbL1bCDcR2RqbwLw0JiqKVFjGaMEe8D3ouR98FLX9gYpVMQ4if79N1a6aFrCcFK7Sua6D1d2x9d5wlfHPI1vr6+fu69V93Py7K8X6Zu8NPl5A7bjLd9VVm7z6MJ+6rI13Uay1888jVeX6+P/v3TgHjz9RcwnK9f4bp+buO6XsuX/Kv/8//9eXcx4SWwXq85PT1904fxtUYey9/97nff8JF8vTGN5S8eeSz/3M/+/Bs+kq83XmYsq/g5lzYhBB49esRqtZpqMr8AxBhZr9e89957o8bEE74ITGP5i8U0lr88TGP5i8WrjOXPbVwnTJgwYcKECbdjWkZOmDBhwoQJd4zJuE6YMGHChAl3jMm4TpgwYcKECXeMybhOmDBhwoQJd4zJuE6YMGHChAl3jMm4TpgwYcKECXeMybhOmDBhwoQJd4zJuE6YMGHChAl3jK+9cf3ggw/4a3/tr3H//n1msxl/7I/9Mf7rf/2vb/qwJkx4ZazXa/7u3/27fO9732M2m/HLv/zL/NZv/dabPqwJEz4Xvu7j+WttXC8uLviVX/kViqLg3/27f8f/+B//g3/0j/4R5+fnb/rQJkx4ZfzNv/k3+ff//t/zL/7Fv+C///f/zp/7c3+OP/tn/ywffPDBmz60CRNeGV/38fy1lj/8+3//7/Of//N/5td//dff9KFMmPBa2O/3rFYr/s2/+Tf8hb/wF4b3/+Sf/JP8+T//5/mH//AfvsGjmzDh1fDTMJ6/1p7rv/23/5Zf+qVf4i/9pb/EO++8wx//43+cf/bP/tmbPqwJE14Zzjm899R1ffT+bDbjP/2n//SGjmrChM+Hn4bx/LU2rj/4wQ/4J//kn/AH/+Af5Pvf/z5/+2//bX71V3+Vf/7P//mbPrQJE14Jq9WKP/2n/zS/9mu/xqNHj/De8y//5b/kN37jN/jwww/f9OFNmPBK+GkYz1/rsHBZlvzSL/0S/+W//JfhvV/91V/lt37rt/iN3/iNN3hkEya8On7v936Pv/E3/gb/8T/+R4wx/Ik/8Sf4Q3/oD/Hf/tt/43/+z//5pg9vwoRXwtd9PH+tPdd3332XP/JH/sjRe3/4D/9hfvzjH7+hI5ow4fPj53/+5/kP/+E/sNlseP/99/nN3/xN+r7n537u5970oU2Y8Mr4uo/nr7Vx/ZVf+RX+9//+30fv/fZv/zbf+9733tARTZjw+lgsFrz77rtcXFzw/e9/n7/4F//imz6kCRM+N76u4/lrHRb+rd/6LX75l3+Zf/AP/gF/+S//ZX7zN3+Tv/W3/hb/9J/+U/7qX/2rb/rwJkx4JXz/+98nxsgv/MIv8Lu/+7v8vb/396jrml//9V+nKIo3fXgTJrwSvu7j+Wvtuf6pP/Wn+Nf/+l/zr/7Vv+KP/tE/yq/92q/xj//xP54M64SvJK6urvg7f+fv8Iu/+Iv89b/+1/kzf+bP8P3vf/9rMRFN+OnD1308f6091wkTJkyYMOFN4GvtuU6YMGHChAlvApNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hiTcZ0wYcKECRPuGJNxnTBhwoQJE+4Yk3GdMGHChAkT7hj2824YQuDRo0esViuUUnd5TBOAGCPr9Zr33nsPrac10BeJaSx/sZjG8peHaSx/sXiVsfy5jeujR4/4zne+83k3n/CSeP/99/n2t7/9pg/ja41pLH85mMbyF49pLH85eJmx/LmN62q1AuD/+Ec/ppidQHz+M0oBefEUR79ufPaWTYf3Yry5TTy8hxq9ls8yfj38Ib0M6b38fjjsO+bvinnbmPYXiSES04diTK9vfN9ta8QYg3w+RkI4vPaEdNzx8P0xEtKXxxhxzZrf+T//xHCdJ3xxyNf4r/yVv0JZFOkeJ8TDPTqMG4VKb+r0B0UcxoAa3gOt8kjN74OOAZ3+rtJriBAcxIDVkUJHtIK6sFSFhQht29E7j/ORpnE4FwhK45UlAsYWaFOglKawJUYZlNIYbVDDf+m0gNFZDojx+feOT57R68OoH7a7+eARafue/+e//r+msfwlIF/j/+//5/9msVgM9+X2+/rm8FletVLqC/O8P22/eY5+EbbbLf/HX/hzLzWWP7dxzQdY1CcU9QnHD586/P/Gedx23PHGH+LR+7f8PR4e95inrSPLesMgx9EzH47/PRjTtI/BWId4mGTHr+PzU9LNWxVHX3owrp4YIoGIioEwGNf0nTGg4uG1jl72PYV2vnDkazyramxhZSEEw5i7xV6gokJGX5D7H+NgPEnvKUDrPD4CmiCfixFCQBHAO1QIED34DmKgNIZlbbFWc7aacbpaEnzg6vKK3XZH0/T0/RrX9kRliKogoglFDUWN0oZoLCRDa6xFa4NGoZUam8TnrsWLJ5fbjOstnzraPhw9t9NY/uKRr/HJyclLGdfXNbovuqf/f/b+HFaWbtvrBX9jzBmRzVpr7689/bmXC48n4CKQcMpG4FwhvPIwEHpSlUroCQoHo1RVDgYqGwyEg4mJVwbedS8gJJ6qivfuu9132u983+7WWpkZEXOOUcacERm5mt1395z4b+VemZGR0c6Y/9GPF233ReT5Lsn1eXgRuY7H9DLH9trk+nw4cqcud9/qt4l1/kE4ndvu2t9NjMTu8234fWufLp3vj5mmOm7g5MzuOM35vmS+bL7h050891wWvB+IHHU7mQlRz5Fz65+jHijjZIaX8Tdtw3Evkp17RjyXz5YQy2AZ8oBUa4eKEkRoorJaRSwbTVRigKAOnvA84GJkvOjQGnCNiDuWM6YGWq077mX8VRGgvD19SsdJRURujMLyC3nBFXH346TjdS93SdgL3jlehpxO7tcb7utVt/sy5HrXtt8UL0P6r/qb+/DWyXWms95NPPNnb7bsruOfm7DGdeYkdfxe6ve32fjObcxJd5wA55+9XuRxFnLBGQeMT/PGzeM8bsZnU9ENNh1t5dPJzC7KtJYv89EHwKRtzu+dw+2hOY7yewbuCHcsWyHWnLDUF0JNHV61VMk9YhkVJ1L+SrMmSKAJwtlZy2efPcDdaVplv9tydbmj6ztEnUOX2e93ZAexjOSMaINLJBIIwXAJBIegAlomNeXuVAGRYsE5HX7TQOV5wt/8t37fQ73gvWK6J3eQxvjdm27/Rdu9uY+P2YLxNs3nb06uMnLD/AF8iZ/NVvMXPLcTYYtPnHTXvHYyMcy2d9y8zMhzppn48btbO56fkh+P497zunUaVXqfHNB3XKOZRuzjeh/xAPx1hUoxm07jqhKrzMbRq0g97o5XP2oeOlK3xyxjwx7r9+AZtR61RFBh3QhRBVYQpaUJgfOzFZ9/+RABzs5XdF3Pk8fPePrsKeaJlK9J/TVDynhKMGQkNHhoiRIJFnGJhADRFRFFef4Ed/s7x/05D+j8t5QxPNf8F3wYvAyJvQ7Bvul2P2ZyfZt4Y3KdBy2dGplebJI42Q5FIz3hrVHLnf67oeXKbC/jRDhb4ZTKZNrWXGH0O7Z7KnSPOmgl9xvneTKF+PwXN1XjagqpJ3Nz8E2mOC9a72/KAPxoMQpxM81V7tRij0aIU9Ow42ZYLubfnDIpDbhlbBiwNCCeEUuYJxQBq/qkZdwMN5sOREQIMdK406wa2lVLu2qJTYeIT2Zns4yIYmZY9e/mGligYwwAo5x4Qz+9c8wVYpX7Tn72G68X4r5VF3ycON73l1eOXna7zzMRf2xz3NsO+npHPtfXw4mCeN+XNxbNNdm7/Jk35e1p3ZMNzSeI2YpVgXQb6fIVJHI5Ht/JgchIztV07H7nIPzYBt5vBLwQw81xeHIf3auboLw/+lipY6P6Oz1jKTHsr8k5kbo9/e4St4RYh+YOwWg1ETEkKEEiIQQYAv3+gJix3+/ZHfaEGKENxHXDRuCLH36PzcMHyOprnl1dcTj0HLKRhgNimSEPYBlD8JRQcywouBFEIESChHp+cjzRWyjE6ifui+f7Xo8X7RWv/4IPjLc/5/wmz2MfFbmOuO+5vOminPynlAnveb7bSSaT2e9G3+ps2bRdyo4K6c1NXa/uSyo8PdHzNFkVa/Hd0t0rBYQteDfwG8Q6Lb7hTZ8FNOFOtoxZJg0Dh/2BPPQMh2u662d4TkR6AgNBjCYYBEc8oNEJYvgQGboOwem6jn3X0WCsVufE9Yq1KA+/TKzOz9l3Pav1z8k50ZmRUwJ3Qs5IjUi2nFEH3FB3TIQogru+9OR328z3EsS6EOyfH7xdpfWjxC3NdDrnVzn5lx/Qb8UsfKcx6RUIaP57v/Mcq5nX7fjJ5/RTnuKJeG9bao8+1hNiPfp779QyZwcnfjy2yezrN03Ad5mI55s6rntiBr7DP/GbLPF9KMxv31FHOwb3uM++uWuMjalU1RxsOZPTQBoGckp4zrhlHEPEpl+OJmXz8spuZDNSNpKV95IdzRlPmT4lhpTpU8bc0RDQ2KBDAvGjwMjxySh51FJMxTDtSwCVO8bbLJLYZ66Mk3P22VUa/dJz3+xiHv5guGkFm1JyuNdA8ZLbO27hJGjpjk0cY3Fu4M6DuOfI3tG6J4aY0XF408XBjXN0fyW96u1orm9ZQvVqkoWjliCeUR8QHHPFPNTvw4n2yY1Dmbk8T76bTMq358rnCjKTUD73xc0Jdr61m2RbTcJTugcgqtOBv63Q+AWvD6FE0d4azjOz8OSzZEzTKvmuhcQyOSVS39N3B/a7a4bugA0HrD+AZ4IaEqxG7Hrdn5PM8AQ+ZOgTEWHfJw59IrjQcUD7zH7X8e2zK/b7nl0ywuaMlTYc/IAOHWhERKFGC5g5LiVqua9m4SCBWAtVxHjMx9V5PMH84RhJc0aexyIodfIen4lJCFlU1w+FMdXltf2Ir8vCf67XvR+vcx0/DrPwSTQRR2KdyKlMYEqufi4QLzVxRMap7m7ppGz+OMjuD1y68flOx9tsPXhu4MZEtzKaf+f7KhsTkZPppxD+UbNd8L5xMwXlTiPGtO6cXKdcV/eZ1poY+p6+6yAPkBN4LtpldTfMNzdW6BIzJGVcQ63IZLga9Amys+96doee3aGjz4Y2DdFBY0Z0gEqs43bH4zdzshSJ0tww8xI/xdFFAac56pNufYdvxeFIqkeJ47lXbcH7wziHnAROvvSPX3Ff72rld7Tuy6z6ptWtPg5yLfZVYJSejTEyd5y+JB+guyzJ9roB3RbpXBTm6RNM1HXLNzu+v0ugnpuKp/XgxjZumINlJNi7L/4pP49E6pO55IRIfTRrL5PRh8JISSec5zfvY9UH63g56rEOtcRlZZ3JFzv6deYmZmbjyhxKPQlDxImSsDiQRUgpY9nRAEECIbbEYCABCIg2aLNGCWhjaEwgRXMdzc1YxsUxIEt5Noac6TQTXPCguCrqThRF5aiPT2c3SorThFOOm9k6Nx+sccTbQrDvHXcFR77PEojPnceeYxl8X+vetepd1+cmwb7KNfxA5HoPw9XHOZLRamZLI70Ol3D5U0g9rL+AdQSNdZIZifRY4GHuL7oz0OmmJurcItiTQ50+y0wj9ePXz9Fip/0xTjjjuc42Ladku5Ds+4fCrXSVU9vJzBQ6va+k6VbI1TK4TVHHE/WIAwZiZezUm28uJCvaY04Zw4kZGoN2yOy7ARsMV2g3K9pmS4qCSouTIa4JG4cmE7tAcyiBSkEj6mUyMNJ0/Ead+ETICKrCSiONBIIIqzHYqa4LgtX3k6DhJT3HxjHvR51fZldHccRlIdcPhDmpvov55LW3+edEcx0xJ9YPR64vvV+58fdU9hV8IlfFMBysh2EHqYN4Ucxr1e96suWZ+eoWsd5UQU5+J7P1/daqZbkcLWSVxY9pCi9x/vNoq6Km3jIFz83XCz4gRhMtMysGc7FwTrXjQ3eUsOa3b4ponwt0R70SpwQapWyFxNRKpaWcsWwTqakqMUSCRkQDiCJagpkMLUX7NZatzzXX2ZArp+YlYMoMRQhehQMUkxL4dCTXonnm8VwcxopldkKlc/vM0XqEzFsaLHhfuK9y0qvglYJS79j2x9Ys4FVwk0jHz++fXOci/gtXfN4NtiL12x6xDiETrcM94/tvsP3XkHo8noEnIAB2QkRHojtl1pHXKqc91+86Hukoj4/S+a1tTB+O3x+JXG78kNs7uuNGvY2SZAveLXzGVjI+cF6KRlAj2kWEoErbtKXWL0bKPSWgCVQFlVKSUEUAI9e6wg3Kpmlp25az9ZqzzZbV+He7xTXwRZ/ZXHRcXe549Ogp0g+EpkNjxB1io4RQgv1E5Th467GbQJKMiJCzoggRJwnESfYtWrYLU3DTaDo/0erHoVytOeO4D5RgLXvnd2TB8/C6c8rL/u7Xzcr2vNKNr4L3bBZ+3k0YH9cMwzWSrhDrCekZWIddf0u6/gpPA7Z6AN4DoQQ03aWRTgR7qlTOfV5+c9U7zMK3lNLZd3NNhhvbOK5QZPljucU7iJa5ufgFl2nBh8dRBZzspW6G5zxpuyJCDIF1u6ZRZRCH4QAuBIUQRnItBfpzTqgnPDutKGdNy3q15mKz5eH5Oe16zfbigtXZOe1mC+stXcr86leP2fcG+4646tBmBy40baSJgRCUtoloUBzDvViErpOzS6lopVmxpESEDiEiqDqqVXDV4n0RBBWtwsCNy3Ey7seKUYWM03u6LQtOcdMsvAjtr4dX1VhHvDm5+t0f7iuC8NxDHFnOc+ltaT2S9ogd8NyVjiF3bGEiPzluAmZEN9MsgZmULbeUx3sUyntzYk+14FlBiBnB3mX2va0yj8dzXHfBx4X5sDg+bDdtruXP2GFHtXSrUVVUA1gJaCsvmb0UFcXFCRpoY6SNgSYEgpaX1OA9VaVpGkwDsYklzzUUTTWEEoMQYyCO5NpGVKV6QUtubKC2uXMhZyFVhTN6aZgXcAJFKBRhVrnqKE7WDLh6PcbvnPm7lzZqLXjn+BCBTXfhRTXu5NanF1k83z5el1DneIua6+scSLlohRiLiOwI7gNme3S4Qvc/R4dnOA128V1MIpx9iTQbCKvie+JUI721l7u00mNFiDvJdNrcbQ68ZVo+Xb8S5MlxyMn+bjLz/DeTz2oh148W022vIbMyhs6aV+GwfK0aaJsVroGIEyzhlmjVCGqoQKNKUCEGI6K4GZ+cX/Dlp5+x2aw525wBSs7Obn9gb052OFAI0QCNgdg0nJ2flZgpEbbrNW3bEFRZtw0hjH7SUnM4dgnvE32C/ZWw24O60mWpHXScNpTo5YATKdttKGZjoQQ+jcLm6Gl1OSXYMRhqwceLNyWR1/39KWXeNDvOPGt3Tuqvvr+7ikS8S3zgVBw5fS+Ci2Be6q9KukT3vyB035I338cf/BhvzmH1OdpscGlAj0FNR82xfJ6T6SnBykSqJybf+dHcbb29sc5p6cI7NVRGCX/s2HNM7pb6pd9DsAs+PhQFrfpYvbglvRKr2Oh/LeuqKCG2ECJRnOAJ90zwAWVARYhBiapgJb1G3Hh4fsGXn37KZrNhu94irliG/tCRhgGTQG4aXLRooSEQYyHXVdOgopxtV6xXlVybSAylzIXhZBzbD/SHnn1vfDskdl2GrIQsiEGjsMJQcRqcFq/m4PKcKk5QZczVHr8aT3/MUV80148XH1KDPRp67qBPObWOzNefPtzlCnwFvA8t/q20nIO7zvG2JHL/Jo7pLXA0l6kIQYwoRlYgNHhY4RrxaiK7tS2ZmXpnWuKcWE8Vx1H6vlna6v6Lfpcp+K7305bu+f7m+5NlC8G+f9zyg891sBtm4XH9G5Hlp2ZSoJqHRRQNEXcpkble42+ltIETLRqouBJjJMaGECLuTjckyMauH+gFCAFWawiBnEtQkqrQxIBaU943gRi1+HRD+X48KfcS5CSqoOCqmHqxroTRnC0lJ1ZKecRctYhMSVdiLkCOm3ZOSoROFcqWofxB8b41thej1rSbGfOO38z+3vzCb7+/aeF7nfZ57+qafFDN9eQCymhuVWJoaNsVLS0P1oFWlWfrlqvVBRYf4HFbNVZ9CRI63olZ87jj/mZrFC722z+HO7j2Pp33vsOYq8ozJ/BHMdgXPA/C3LQ5qmaVO0ZT8GgW5qavRkACoWkJgRL5nosmKoCoIqpEEVb179nZAzbbC9pVy67L7L5+xGDGt7sdl11HXK84//QT4mqFZ4iqxFWLto5sS0nDVVvIVcRHZ0s5bKt/VfFYyNtWkDcCpqSoYEoGTAKKk8RIUss0eqkkFZ2SR4sTBIKWc9XSLLZeKaUUzrirLfuCD4W7hPn3uv9yEMBYDexe4y9wFNhurTB3191Dsj7t4znH846uw9urLQyvzDXlp1UKluMXMQQab2hjZNMqK4SujdBssLgFbSkl3kpiQAn/v+cCTibZ46HOlIoxa+D2l3d9vuskbpiFX3SjbnbF4QMN8AW3cad74MbyKXBn1Fq9moX9NCd23J6KIjiiEY0ARhoyzlC2ryVdRkNg1TQ0IbBab2hXa2LTcD0Y14crDmngZ48f8+jqivV2y+dmrLdbVrHlbLUhaCAKNFoKqjRNqRc8RTLXYy1CpRd1VAMEw5qArSikLwomJZzJFXWjVE6m+GLHScuhcS/irVCDn2DsTlXOdH4VF3wIvHA++hDzz0xjlendTYH0dN1b7zn+5GbRnZM2nieq0/vFWzML33oPnNh656vJ7Q+jQiduqA80fiD6gWB7gu2Q4QrfPyl1I1YBwsWN1L3bZuj7ufHuY7ozAng6ldt1gMeV7/O1zjcuN0xpN7vilLdLyPzHgrvGznhbTm7P3Czst3832UxEkBrJS1Js1OdUSiEIDWgskb+iAXMhOwzZ6FKm6zP7Q89u3+EaOBz6QtitYKFBQjGzmZccWrykzMwa14CNCraUOsO5vjAyGRPDRHERnDyVQRR0EghTFtQFcUhjMJdAqLqxTlfveCUXF8f7x31dce50QX2Q4Mm5RulH1+CNNY7v55j5+V9qqvww4+/daq7zm+a3Fx3fH3+oZFZ2zTY9ph2+Zd19zar/BbFT7PKcpA/QT/9HpP0CQnPHLblxCH6PRjJaaeX0/dxcPL7x2cJJO7lh93/RQJ18dDOz8NE8UtdZSPWjwJ3PrM/f1JfPNNjaQe7UEnKUwCVEtAHE8dSRKHmuHmJpFxcjzXrNKkakWTGgZBOu+8zTfce+7/nmyRW/evKU7WFAV2u23UDebthIscuKOogRgiLNmqhN8ZNK8bPikN3JBkNy+t7os9HlngMDBgwiuEIjYFoEgCYoOQSCA8kZMjTmMBiNlYCnkVgDQqhBTlpombCQ63tHmdfun5c+tFl4FLnKPDu6EY4GyKNR9279qeRcH5+v1y1ROP/t28Zb87nKXJW/CZ9/N97skx9X4iq+oeA90Q9E2xPzjpB2qF3i6REuA362u39X9364/cWd3XJGW/GMSKUe41yznYj3ZQh2FhlcmpL4tK+yjxdovgs+Gky3ZyTWaaEfBbKbECkaaqjN7FSmTjSogpYyhiE2hFhKG2ZK7d5Rcz30adJcqZprCJEhRHIaCATMDJOqE3uD1LrbWs265VCL1mrmWHZyLpWhMplMqdBkDiJK0lJvWGM5dveSLOcCZCPl+sw6ZI79lG9qrwu1fhg8ryThzUyH9wo/moTljufl2A1trolx69m6GfF7H7F+GKPwW2qW/uKVuCF1cOtDpKQnNH5Fmx7TdF8jh285XD+j319zNTxm1/2UHWe06x/QfnaFNlZ7V5bTmHYxhi3eYco/Ri4df3Ezruh5JuK7lPM5wY7wezdYNjJ1wpHFaPaxoLQy9JMHfixOX14Ts5aXjC+Og1qO1pJjecPKoWPxfjM8W7n3XnqrhlpkQkPAgSElEC3t5gxwoQmRVdOyig2tlIpKwR1ywjGydbj1pctNa0hYU+iwFCLMCVIqjQLcMoFMJBNzTxwOuDl5cJIBoqU4hQjeNNBaDR8MmCruSheKGVncMLNJC1EfNROtRL8IjO8b95Hmx+CCErn92MBccy3ujMlnP8bDjXMn4OYMOb3U3Pmh5te3ornOA4PuPZG5uXW2bNQQWw6suaKxp2y7n7De/RFp95jLR79iuHrMo8OOx8+esrcV5813iF/+LrIaYHWBtA1l9zMbcCVYv4sRx337bSKFW9bbmVZ7t5lZbp3Ubalqnts69s08aslS8hzrd2b2klLLgrcJKVbVqVXc3alZlSDry8XHsNlbBKsCTSzlDkUdlRJY5JbJQyrpOSYEiQRtSvpNjDjCviudbPo+k3MZy6u44nx1xqZdsdbIGiWaIUOHJ2foLrHukiYGzmOPcIZLwHSFEchJ6XtlcIGcaMi0nlilHat+hycn7TNddrIqWQu52maN+wrVQIobNDQ0akAo5mFz1tlQN8QFzSO5hiKs5MyC94+XyeV81wR7nxVPOI0hd5g4AurTNfKDaqmPPQq+DjkPpK7Dfczzjnfv7wPizTXX+d8TLX6mxc3X8dnSaUIygicaOqJ3BNuh+RrSvjSb7hP9wRl2zuAdubvChgMaV7jfeHBPku3uYkKQO6ozTabaeux+g0jn3995HW5cgBNt9mYQE8djLF/7qYn4RvTbgveEefTP/F7Prb/zBdOAnmmwfvpMaC3SP80KPkUV4VoegOmf1HKJCG61Q477tM2ggSbGWhKx1CRWKIKZOp4TNvSYKz70eGpwibiG0s/VAmZjxpDVEodGcCNYRs0gZywZNua+Sql7bBami+D1GcpSUm9sJliMZuJi8ls01g+F+wKa7lr2PuaaaQ9VoZDTpSfwSqpjON00Lzq1OQbknBlSws1umbhfRWD4uItIcGoufeFtGickd8QOSL8n+MCWX/ApX6PDM3T3C/rrx3S7aw5dohucrhsY9gdSjnRPfs7u6/+dsP2U8y//Iu3mAkSq+QyQ0m9yfmwnpt/ZHIrMiPOW2fgt4qbt+eYleQe7XPCquN0e7WgSLoPi2IV3GjyznxfrQ4hlWzEIq1UgBqHvE93hukwK3Y7cd0gIeE7ghmClU47KiQQfVVk1pZLTpw/O2axXrFYNDy/OWbUNq+isGqpX1QsROuyfPUX6Ha6R3JzhGhk84t4CJb2NILRufNaCD8K1CJ3kUnd4zNsVxbqOwYsLRlcRGqGl5OWqCBIjKxVWwNpgVRX7lIScjlaZBe8Xd5HMhzEDz0yCUMe31NQwOWpmAq5l7GeM7I7lTLfvScPA0PdcPb1k6HtS39Hv9ogI3/nOd/jyyy8nDXaemvOqJHvf+q+j4b/FgKaXRTWriSNpTzj8imgHzv2P+Zw/heGa66uf0l09ott37LvEoYP9oWO4viIl2D/6Cv/5f6c5+4zV+Sdsww8BQd2LFM2pKReYooFPro+U6XSu6I7a7Cm/Hk2Cty/vy535MU6q+NleVLx6wfvHRJw+EunJl0yjYhStOf4ZozNESseboBCjsl6XYg457egOV6RhoD9ck/sDEiNmQ7W+lOL6IZTCC141wDYIaPHDrlctRqm+dLZdE5tIJNHoAJZLz9U8YMnYpT3DMysR9esLCC2DtljcIBJYtw2btqWXTNdAs1aeYezUCCSSKb2XICbzTDcMoBEsQhYsBDartvhl28Bm3bIWWOdCrp5htzcyvpDrB8BdWtwHJdbyYTYpy3GZ6nFRJVczI7kzWObp5SW762uuL6/5xU9/wu7qmqHr6HY7gip/9a/+VR4+fEjbtlObxRdhHvz00UcLPw93ZORUdSBBOuC2x/I12S5h2GFDh+Wi8qtACIqqFOncHU8HUneJxBZLfTG1TYPpRECamXWPBDvHSeBSPa7nKJlvpNXeMsX4PRQ7j0Rd8N7g1Wz/fAFK7nhVs3D9upiCS0F+HUsPSvG1lnGdC6G64G7Ta7SXyUzCU0pqizN22Bk73kRiCOgYdywlNUElAKVwRPZUBIG+h+Dk4JgHXAMhKgEjUgh8HQN9MFYKnTiqjmfHTq7JsWG0j2N3mhSPGohU+UQCtfLEUqHpY8QHcT1NE20ZIw5l/FPypvtcGkt0aaBLPUNKXF/v2F3v2O13dIeOvu/J1STsLziHVyn9+DzT+fj5Va7Zhyt/KE7ur0jPfoIMV/zq6o+5vvpD1HqafEWwjACfPlzDRYuL8avHQrZM3n1L/4v/lXj2GQ++95exbo9oBGkQim/oNm3Jvbx4ajKeVMwZ0ZYPJ4T4KiRbU3COutFtzchnL/gwUuZvOgzFKEUURrfrzfuCHyuD3XKGiCEqrNZN7UQDq7aQbFAnp540HMi5w6wnZyOlA32KxAxGaU4+kaQIASVKAFG0aZDaXq5p26LlZkofWXXiesuWT/A0kHZPGfoBSx399aFYecMKazYQGjaffMqqbQgifHG24sF2xdPVnuGw44EYncG+lkHsNdKHFpNAF0pcf7H5lMCTAacbj70JBAnl2QkNzUaww0KuC2ZEJ1OlUFLO7IaelDNXhx2Pri7p08CTp0958vQJKSUOVzuGQ1dyrik9hc8uHvDge9+jbVu++OILVqsVIZTWju/iuD9MP9c3gKUd6fprvHtC/6uf8Pibr4hkPjlTzldCG+HB2Yo2wu5wYNUIXe8Mh6fsv/0Twv4Z/fW3WF+CmwgB9JiyPlmF79Fmb0Jmk+r8d2Owkt+sHvGSEJhFHtei1TNH8M2tLcT6YeCM2mttLM4NYp0QirXkhGS9kqvStoHNtqnRwlWpEyfnnpR6LPe4DbgYKXcMqSHliFeCEoUYAoLUsoYBUSWsVoSmKUX3q28pi5G8x02JqzUhOJY6rrtrsjlDP3B9dU0aEsQWabdIbFivV8T8EImRdr2CJrBWZ7eBjRkHF67NSS7sNHCtLYlA0kiqBzmSa8bpKSbxJgTaRkvUcIyIBVLz/u7hgo8bI8GWYD0YPHPVHeiGgW+fPuGn3/ySw+HAL37xS37xy1+QU8IOPdYnzrdbfvid73C22XJ+fs4Pvv891us1Dx8+pGkatHZpuomZd/C1jvd15+O3V6HpJfd/rMshiDbI6hxwfPM5fvYMw8hbIbVCiIase0LMrDcHPjlbEcXRDF3q0HTAumuGwzO0WRM3EdW2ENYN827xrUq1vL048vfu74t5764m63dtY8RUiILbvtZT7dXvfL/g/cAZy5gA9aG6YSji5I750VwqCupSu9AoIYaa51r9sKrTK0mpLw2OmZFzJlsmuZF8bFVe0g9EtEjjWlwjpSrNWE6z+Kb6lEveqlntIyB4iEhsyzE1PVCWHSPRC0GWRhmKxsC6Uc5bhSS0JqgpqWrzHQEI1excNGlDMHeyO0PNc21UaUyLOVsDUk3MCz4cPpbiNCmlMt7NOHQ9fUoc+p5vLy85DD2Pnj3lV99+y6HvePzsCZdXV7g5rQshBJqm5eLiAQ/Oz3lwccFms6FtW5qmuW3+Ha2Fo7fiufP93SUhP55m6a+k0BXPtW6+oPnyrxcf6vmPSF/8Lgnj0AgeAblC9StaueS7YcMZHf3+mj/8xcDws8ckGxi+/SOe/PR/odk+5OL7f5X1eou7IBmm3q53HJczXz5b4YZZ+OSoqwrqVUp3bq9z39mO691dkeRYrGCh1Q+HjJJdESma6Vh87cQNMPcZ4Ywh6iEoTWhoYmC9XbHZrhAgYAjOatWy3awIYpA68sERMVLuOfRKaCK7vkealhVKaBpcFQ1aSEpLxLCGKvm74Rm6vufJ9TU5JxrNRHHEFV1dEGKLpgFtVlhKpexhBjQQQotLi2hku2rZbBq2mmg/a+m2AzsLXOZI74GfphU5beg8cLA1nbWgpS/sYM4uZZ4eehp1BksM3hND4GLlbGJLkvQB7uaCt00Wr3sM476vr695+vQph67jJ7/8mm+fPuH6cODnj77lujtwtd/x7eUzhjRw2O857PasYsOPvvwuDx98wpdffoff/Wu/y3e/+JKmCayaEgQYYySEcMfOb7w/meZPyfi+ilV39et+Wbx7s/Cd+njVINvzUhLOM3n1ED/7HoYxBECcFY/BB6I3PPCOT/tz7OA8vXzGOu1Ksvv1N+yf/pyce86+/J3SLKdY6G6Zgk9MvRzJ7Igx4eL2XTnRgmcFId5kuBYz5Ljd+dEs9PohYD6m4oyvEXf4FOYEi9eHPBCbQNNEmiYWEdIzuBNjWW45lv6qVeKynBjSUF4502cjRErlI421NGIJZlLVUo+4HCzupUrNvutJOdFEaELpxLOOK5rYQOxLycI0kJLhXcKllFtESpOANjZs2kjjET0LpBDYWWCdA50HLrvIt13EPaKpoVREczIJwRmysyeVtnTqSMi0BM40Ik1A8hIt/KHwsRCsu9N1HZeXl1ztdvzk5z/jZ19/zeV+x1e/+pqr/Z5d3/HscE3KGVLGs7Fdr/nBF9+lXa05v7jge9/7Pj/6/vdrcOBQgwHrrDmLAH7eccw/j3iZFJxXDQB7u+T6yoZtRaTBCWjc0qyKP1J1tKNmhIdAokmXnG1XEHo+2TZ8dhY5uOL5Er/6GZEev/qatD7DpQFd47W26tE2AMeyiD4dso+m4tveWu4muvkNurlcbv1s2tP8xvIal2vBO0XJNpVa5k/qLfMbJuLRv+qTlCYIIQhNozQxEEJ54V5KAbrTNC3r1RrFGfYtXQzVrOw1Ib7UD5Y4gLTEFqJDgxMBxRBzRCudu+EOORtdzsXElh0RJyicR2EVhECkaTZoaBEZ0NzhlFKMYgk1aCSz0kAMDo2QDXI6CqgZLf5WtGj3BARjLKvoYrgEXKxEF9eXCLXX6yIsfix4XxHCd5HVMAzsdjuur6958vQJ3zx+xL7r2HUHujQwWC6uO9XieUDQEIkx0jQNIQTciytlbKN489xeJDw8j1Dvq8X8ugT7QQOakAihNKtq46YkyZ18v0X0CpUtZzHxPfmK2DnPnvY8fbRjNyhPh59x9YsOzr4gbR+wS30xiV38oARvSKS2Iznd9CznSmrwikwT6ImuewPPu3n3XPh51ajZ1m8c0HQ8C+1+GOTqXxx7unhNc5mTquO45GIOFpty4NumYbtpiTHQti0xNog7Wi0c2/WWTx9+wtBtoO9Ju2uyGYM5fe5BO55e7dlnZZsbcuPECGtz1tFrWk9GtRyF1cmlSwPPup7D0HPIiS5lYhA+P9tysW5ZhYZPtxuiCuGwI/AMzAnihLQnhoa1RM6bgGOcbcEaxQ7Ct9W1kkQ5SMvBAz0tAw2IY5Ix8fpKZDVMIYuUjjoKTTCyLJrrh8aHqvg2N6nudju++fYbnjx7xp989Wf84VdfkdzZiZNwTCDXQtwaFDWIqxWrzZrtdkvbtiXGoO+LEnbHuHoV7fymKfhtl4l8a+UPgVezZsqRRETGiMry1VgcBu0gbEE6wmrDZt3SSsP5puHBOhLV6fOOwx5cFd89Ju+f4A667RFrcRXwePfgem5C6124YROc3t6l5d5h8H+RHVmO6y3l/N8/jn5vqTTKHWPkSLKjA6EI20oIkRhDDeSp5QyLmkmMkbZtUXeapiFWH1FvVnqrWi6BSUMmJKNPhbSCQNTZ8XnddzWBmTtDLq3j9kNmNwzEENiuncZKD1kLsWwkpWIOxhBxxDJiQsSI4qClAEZpElDPVoo2n6vWaiiOYuM1EAcJeI0enlwd9WoJVBP4gg+Nqab5u9n69O4+32XKib7vOXQdV9c7nl1eklVIbcRCTYELRbAtnCAl5iDGo1/VSw43Y2jMOx5bNzunvcr+3k75Q39FjoKJa0bCmYJ5KrEalCoxYU0nWyycEddbVqHns88zv/1jZ98b60tjfd0zhCdcPvr/cLj+Btl+Srj+BWF9AauHsP0cDy00Z3hzVkxZFJ+TVy3lGEgk0//HTnl+jPiV43ufn8wLyHD0rfqNufruXy2z0YeAIWSXWnt67Djps+YPo6N1iilGtDyAofpUYwxTw/NpKw5Nu2a7PSM3DfvdBYf9NUPKWJfxZEiz4eCRblBy7/ghEZOQ2/IwNEFootecV5lKJa5i4GzdFlIMUpuvC0mUnUEaDNVMOxjSJTRnxDNNOhASqEb6g7C7TljuGA4Jy8bjvuFxarjKkUtbcaClq310CsF6iex36qsIE4bg5aKgEtCxM86C94xxjI6vu9Z4N/u9iSKACqt2xfn5OX3OrNcbYtPWdDKdnrWSjeasYsMqNjzcnvGdzz/jhz/4Hp8+eMhq3ZRnbhRy3+AkXkYTfRMf9Vstf/hahzHNV2PRN6YHNgXlwBktkJqHtPqQjTnfZ8V6e07XDTz42Tc8+Pox192eP/35Iw470LPPaL78S4TNA3jwA/yLv4y3Z9j5D8jn3y9mYt1UP1EJZJlEoTnxTaG9PvHnvdfaZwR7Bzceq5Hcvm6nn4+9Nxe8XxQN7UisY9M0YGZ88FJNyTMihooQtJQkbFel/NrYk1UpCe8qQsBo1bCUGIaenAf6lLFdwrpMkoZra0mDsj/AXgdicNLaYO20QWhDQyQSg9KsShGJTRt5uF2zTpHQlwITRiHXZ6mYf69TOc5VGjhLA41nzoZEo9dEi3RXiadsyZbYDQMpO7/slV8OK65zwxNbc+2b0hRSQtVcjewZoeTCDi64K1mK0IoqQiQQKaUoFrxPlNC8sdj6fevMprxXlef9vh+cMsG4loqw3Wz47NPPcFE2Z+c0qw3iTqq/EM9gGUXYrBoebrZ8+uCC3/rh9/nLf+kvsFmt2J6t0MixMRWvR4Dz39xXCvF02avv4636XF/u/tw2oZ4kn1Qt2Bk1WMUIuAQ0Nqg3NKvMZp0RgTYKUYxIJvQ9uk+EALH7lEYHvN/gw1NcMik9wNMOtCEHqX0CyyTqSGXAsQvD6TEy017mw8dHFfeeazC/LV7V9fH8bl+VYx7s0hXn/WOe5+pV3/Ljl/XGjRKzT2ai8hpzUmcLqTmlIoVsQyxVZtqGZrXCNBMGLdokDckDgwfEhJDBKJG4KRdPcM5WG6Ifs8WjCm0oVaP6rAxByQgHETJFSO2QqU/tarS6uE0Wp5QSDInBMocEgwl7Ew4W6FwZXI/Vq8ZAr/GyjM8qo1ldijrP6XVY8H4hc4K7K/+PU9P97IfPx8jEUmeqe0n2NjQEmqaZgpNU9Pi0VbOeeMnlbmNkvVqxWa3ZrNdsNmtWtVDE0ez5Zprlu8aHDWiacKSroyerLvdCSto2NOtzWjF2GYbLA507Tw4Dv3x2oE+GSOZ87VxsBn5w/pTtdsBbw1OH+4pr+2Ourj/HpOXQfEYfLjBpGeJF6XkpK1I4wyVW6buZTbj6fAmvTiJzrdOniZhJhjwJBZ+9O579uK0F7xtFGBZ8ioY9ikZjKzWf/BZjcYgSKRyiok1JmZGxs40IJjX6OJb8WTFoz885w2gG46o1wsHpc+BwWHHIgSE0ZFZEhzZ3rPqeIQirBlSNtmlYWUMIylkQfrQOmDldCPRNpHf4hTc8ITKYcJ2VVElQZaCVzKFJDDExiPKkl1LC0IWneUVvzuO84Rvb0FnDta0YPJJdpsh6KborQmLwTGdOVmcQxWLxoWVVBoG0WIU/EJ6vcb2+B/ZOWr5/zRoo2rYt5+fnHIbEql0RQsTM0JQxLy0V21DaKv7W93/AX/rt3+LhxQU/+PI7nG82pZa2UC1Hr33wz8XbTFf6SMh1hNz6O5KONpHm4QVtEGTXk6QEgzw9DPzysgMzGhHO18Lnm57fOX/Gw7MDLpeQf4nlwLfXGx6lLYO0XLY/YNd8Rg5bDqsfkOIFKZ6T2y9xXUFc4w3VBBbnAtt0iJNyq8djnZt+vWo6o2R/Kk+Om7k9xBdq/TBwRv+Pgpc6SSPdjik1mOMjuYbaASfUYg+xEmvQKUJvDAgSat6qC6uLM7yNHBK0jRB2QC8ciFz3Qq+QEKI7bTqw8p52IteIARe+RnDOgvDlKpTAqZghBXYukBuyN+yy8riL7LNgUVDJZBJdc2CI5ex+1cPTwTm48K21HFzZs+aZb0ke2XlL8lDdJ6OJ1zBPIInkic6MBCQRLDZYEFIoxJqWAf1BcFeY5V3rvD6VvBzJjms1TcvZ2Tn7fqBtV8QQi4DmJc2s0cCmiazblh9/7wf8zb/2u5xtt3zvyy8532wo0TEOI7lO9ps3x7vIB/4g5Fq8k7OLcjPfCJ+MtVpfUtt5SU1FyO5kc7pk7PuMArEt3T6aJrLZNJxt20KOVirabKxnk5zIQLKneBKSdZi0SDrgYY8kQFbQbJD2rJj6pCntthzIpdfl+LYQqhZtFwGNJ/m17nNBYaLf2bW4+yYuZuH3D7/x9+aXfpSaONaZnkcRzvpI3ukgKOuUWomhtteSWp9XyARSfTJKTSMjudBbMe312ehSRlUZhkQUaDwRyUQvk5S64QgbFTa14lSrgcEFrU9TRkke6F3JohwI7F05uHLwQIfSezmWRA1SOjkDn05lfFWPCiYyucMype5wfhcqxoKXxn0zyWvdlfnGxkfghmn4PnIqEfUlBzzWvw3CqhWiGdt1y4PthvWq5eL8nO1mw3a9pomxlP2kCrh3OIpfdr58HoHelc96s8rfq8zKH4RcXyTnlJCJmtwuAyvpaRiAhHlmyIlD13N96Pjmac9PvulYNZHf/t4Fm4sND7+84Ed/8Qd8+emW1Cf6fSJnY3W5Z/vskmRwnS45dA2dBR4/XnOwwFXe0A0PSNYQ1g8I20/Q0LDZblhv1rg5/b4jDaUhdao9pQdWJaJZIrb9At98AaHB2wtotoDUVAW5o4qI3Pojx9l6wXuGz/4bS/OPrgkZ01/Matu4gIhOaTfHllSTQ6j4NimmLMPAjWxCssiQ4TrBsx6uBuXKWq5daSohRYyQA56FJhld7tjsnLMmwpA4awNfhp4v4oG1GCtLtHngXCNX7ZamaXmWA0jLVVJSMob+wIDyWAAp5Por3fJMVvSiPNPI4EpPw8EDGWVAZmlAFSJoowQp9YNdDFdnUGdf6XTn0LrT+1L+8EPiKAa+XYxxIi8zV4kIbVs6OGwPB863Wy62W0QDX7QrJAS+/OxTfvzD77PdrPmdH/2Q73/nuyV/fLWaAgvnAYa3BdiXOOZ7yhveR7pHYZlbSuCL8JGZhSd9D3AimUYSrSSC5PIAk8mW6IdE1yee7Qa+eTZwthF+HFqa7RnbBw/4/Htf8N0vz+l2Hftn1+QhobYndjtyypylni4lDr3DZeK6c3LXIFdbPEdk+ynx/Ati03LxyTkXD86wbOwu93SHvpBqLs3ZRbb08rBovA9/C//EIG6KthtXhVidSrC3nQWj6Xsqa7zw6gfDaSDbjExGgbkS5uhPPwYznRLrlLrF6Hc/vrIJ2QODO12GXXL2ObC3yIGAuSNSigsGVySXRorDkFiRODQDGzJDo1y0A3Hd0aqxtczWM30wPg/gbWSdA9e5oZHAtfU88Ug2uFYwU5Ioj2TNpawYUHYyaqyR3mvk8VxZGH3QAhIUUUdEQRQXJyv0lGCpzp2DOb0v0cIfEu9uOrnfLHtXrd4QAquVsFqtWK9WbNdrYtOyffCA2LT8+Iff56/85f+Bs+2WLz55wGcPHxBEaOQY83B0o9W4hjc0ijyvaP9Re612x1e8kB8RuZaLJhiN71HvaP2KyCOCPsPlMYfmGtU911cHrq73XO86PGfaqDShXJCcjZQzQy0pZ0BoShGJuGpoVqVll/YZUYOx2o7lElo5OJ4CNnYviQ267thsu+J89wMrGcqqGNkd0jW74ZpMQwa67NBsUfciaWnE2/PaDq/mZt0IbDoJaGIxC38InNwDv/ndUXM9aq8zS8TJ+uOkU2XriWjH3Fkwd9yFbCPZzn43a7wOUuoMVzfIYEYSx4a+bF0T4ongTihx9USMlQ+srSN55IEoGowYDW+VbDq15xKpAXs+irRjtxvFPGA+OmbKsUzXSGqSv5bOOqWDz00tprp0FrPwR4KX12HvKgRxC5MSeVsbhNtz2FRYRYW2+lZD09BUM/GqaUs7ue2WtmkIlMjhI7Een6NRa33defIus/V9GuyMzt9/EYk3hhwPPFjiPP2CTfqWrT/hLP2vrP0xudnxzZPHRHq++tOv+ZM/+xXXu4489Hx21tC2EbfE9eHA1X7Ns+uO7aahDcrqvORTDdaTbWDoE51d0RWnEG4JSz3WZeyqxwanv2ropaVtAqvwCV+sL1AB84SrkTG6nEgYX18bl99kUhIO+jmPw+ewesD6t/8PrL7319DVBfHzv4g2azAomV12kpIzTnIit1wYC9437nG6OoZ7sZxYHsjmmBWf/tEHK7NfzMNFSlATCGZGyjAkp0twGJzeSrF+qjaoNSbKPZBpcUsc0p6h72mSMZBJsYyhuC4PcivCWiEKPMyXyDBwTsMqntHRcBkzj9bF//psgMtkmJfgrexMdYMNJVnDkJv6PuIeqh5fHlbVUjgjRi3Hql7qFUfBxXHxMYmOsGRufyR4+YnlTYT7+3yuUoWxGCMXZ2d8/sknpU9x0yIh8MnZGd//8ksuzs6IUtyDtXDYVIZkFE/vCxB9lWOE55uFp/dSI4A+RrPwXYdU/FD1/TQnCYrR2jXr/Ih1fkTT/ZLGvsW7gV23Qzzx7Ok1T59ds98PWM6sG6WJAm4MQ2IYEt2Q6IZcemu2tXH1qi2NoVXRGGtz9VQmTUt47vFhh3e5BEGZoE0g7ju26VAK4FCKpyfPHOhJnrnse8LVAemcZI842New/oTw8EeEB98luBEtoTV6dDQT3ozme10JacFbwl0JyFCDmca3XouGH4uHTyUJb2xqvIfHuJ+qHbpgVgvkm5OsVDiCmb+9qrwugmkovltzLBsDiTx0mBskQS2UqGXKC4S196TsRM2gkUGsRNojdAQSmetcIqO9ptiMKWdGKAUhquZatFc5HahCsQAFStBf0EKuCqOaITJuccGvK+6bpl5EsKumZbtely2E4lZYtw3n2y3nZ2f40OOph9k8Oddcp7nyDTXXF/Vyvfn+z0Xh/vl1HyeiQrKOVU2yy86TvGGXH7IJiU63KIlnacd+CBxSIlmZsIbsPLvq2HWZ823Lo8c72qD4ww3nmxZCidZNNRCpN+OQEn0u2XoeAtpENpsWDVaCgjO0TSgBTdstMQhtVKIKXdeTn11h/UBsnWaVaHDkkLHhGpNAv/sWnv2SxpxmOACO1ElZJt9dLQ6vpQF1MdG9uS9hwWtirmyewKcoYfPS3Dy71gL6gttoMi7kefIQ1j5xUiXKkr4jxGAEqS+MQDXveiZ6QsWIKkSqcBgbojVso/BglXgY4WwltI0QI5NE75IJ3tF6Qm0o414iJoGdBMSFFcZKilDQeOm8U0Zi1Q1ci7bqlXyP4SuMhTQm4UGOryBCE5SVOhuF82AcluLCHwfeQWTTfZt8ntk1qHK23fDpw4cky3RDwqwKYTnjOTGm21RKOO5j9LPMIhpuLHrxsU5K3Smx3q/NzgMdXx4fh1l4RD1zyx2p3zFY5rL/BM9b1hEeAErm22HHs+7P6LuBLpV0gzwYT3ZXDLkQ1l/43gP6bsCy8cWnJQE5e2nu3JmxGxJXw0CXEoMqOUTiSnnwIJKyk7OTk9M2gQefXvDgs09o28DF+Zr1KnJ5uaP7iZCv97RbZXvueFOqRKXDNTkd8Ed/SqdrVp/s2Hzvd9HaKkksV60n45YAwUMDoS2akR8rNS34AJgR7CxWsN4bI+dEzgM5CzlHRCHXAvzHajh6/CMjaZWKNCEabTQGM9qQSllESzRegoxaMRrLBHHaKKziCrXAxta0mnnYDHz3LPN5M/D5VthsYBVAc4k5KITZISljEtiEK0yUKA29rDmg7L3hWhoUWAOreprq5TjdAp5j0Vql1BMGK9opVq0rjkppX6dSShu3Udk2ka3CJ03ms2Ac4hLQ9FHgncg4NwM0n28+FRVi0/DZZ5/SDQOHQ8ejx4/p+p6A48OA9X2NVymbPiHX+X5ltAXJjRVmTDt7e7LujGCfe3bV3TOu93Forn7vhxf+rGgHRXvsPJJNcBOiCUqms5bkhVTHHLzs0A+lJ+buMJTXrqfrSxpODkI2I5lXU5wxZCO5k6H0nwxKbEDUCVoqzrRNKdkVmobYRNr1ivWmoRsy2kQkBDQGYqNEq71ofcBzT+532OGS0O+qNOZ3vKxKRfG2Or/go8G8E43PrA7ldSyU6FNgUsUo9c4eSpGx5nBpJVdq7heDrHqxbojXzjWiiCpK6bYTQqAJxioK66isIsRAHXejwO+IlyQaJaPuuCuNFK0hUArqK7Whu4D4sZ7yaICbssz9dPKSmfh/s718kFJrOSo0Iqy0tJ9b8GuImavkOEBePG+pSG3RWApDNE1DzpkgUgfw0Uc/e2rKTO83Y1LuGltyz9enz+B0Gs/VWqU+1FJdHR8Dub4i3AtBCoHcPsD4EhmuWQ/XCFc0ydA8oJZZa88nD88Z1g2HHEhdwNVoaNBVJrYrrvcDTy/3/OwXhZBjFC4vr7i8vGZIicdPd1zueobkXHXGMEDOJXnfBeIq0mqgaQJZ4PIw0GVDGmUwY9cNuAihCZxtG77z6YZDb3QJusHoiVzKnv3hEX54gA9XkPe1bJ6VYhgGo/9APIEVw1x2QWz4oPdjQYGP0a4+kqthlkud35wxy5iVICUzQ0SrBlsLKUzm4NEHSY2WhIRysQl8miLXvXHV9yQrWmF2wQUGKRGT0QXz4lUNYqxDZBuddXDa4LQqxRrCaJouGkUJLirCY2fwbCj5p98k55eDcwCehsBOWnoJDB5JBMxD6bBTa22PuUXT3CKUesUU5TxShIQGZSXKSmCtmZWALdy6YAZV5cGDC0SVfhi4uLggpYHPP/ucpgkcBTeOSukotE6R9O9+UM0Dml5H2XmP5HrfwZWLZIzHH8mrT8mtEA/fsLn+iuiXSOqQ4RossQ0d688e0PcDjw6BdFUCPlarTBAjrgJX+wGxzNXVnl/96hEi0PUd3dCR3eiGVDTX7Ow7GNJRVheFdhU5266JsaTkPNn1NI1iAochMfQ9rkJoIhfnSttEUqpajRm7HPhq2LG7/hpbn+P9JT5cg5RuIYgUE2K9ceIDIVsNHAkk79/TfVlwitmDzVFjHSVqN6uEmsim5JxQBcu5+F1lJNlCRj7WGYZSQpFSnKmlFBb5ZBtIQLPveXTZ0ecBTEnUAhWUXqmNO1sLQCSIs4mR88bZNs46Gq2WIv/DGJxkVbvWEkTnKnRJeNzDpTm/GJyvktGLc7Vu6NoViUBPU8i1JEKU9nulL/yJfW4kVXEILkTKayXKWgJrcTYibMWPE+KCjwM3Fc33Kfx4yXf99OFDzi8ujtYgIKoSQ+AYA3wjyUem/94Z7i19eG8sxv14h+Tqs0vEPR5hmQSS+VeuEfMW1xLIEcm412heSziCNBuQFlmBbCLiTtBMUENWMIjSAZadfCiTXT9An0qLuSELyYSchS47yUrYd8mtKppDpkju+2ToIdGkkh+YzMkpMWQv+YkiNDGgYqzbwHYV8EFpsxHyQPAeTwcsHRCJJfledH4ZSlmvGlJSVI0lfeH941Rinkurx2jhowf25sJTi3/5zrwQk4tjUkZ8GTLFPxsCNKF0t1E57tZFJmuOjsEelBrHSkm3iZM5edSuYfSIJpca7Ke4KmZK78pAYEDpCdMriZJOmqHXqPYxjH+MKmEMZJo5wUbz2U3X24LfPLwkaQuFYFE9WQbzlJv5Ro4C6snKbwlzk/Bd381Lnb4K3h25zo/Fa2p6TXWY5iTRItkz0SwgZN0wACHsSnJxgL4f2B8uC6ltvmA4/y6DN8im5eGPGtwdrZVQ8Y7HfskzH5C0h/4at0RKV6T+GrdMGvZY7ktqw6En54zixGq6WyflyZARyQypJ2cnBuHhNrBpi6/r4VpoA2zawPm6IQKfflIaSO966J5k7OoK4RE8+SN2IRI3n7J++GOk2Uw1k4/mxlQvlxcb9YL3jEJNoydfxdFqDp368cKkxZaC/oXwMPBUi0OQyG7Ft1rlpSxC0lovWzIqGVMnBmPdWPWdrgihIVH7o0ohyT4ba0+oJdY2sPGBc01cxMxGMpoTmGMWSdbQW+TrXniWG1wC1qxwDXytax6tztkReNasuBxWDAT2uqXzFieQpK1XIILEojtIZuq6KblIC7Pr4V4EVjUnJafrjRigU6XTQOfhw93SBbfxrpS/V9iu1gj6Mn7GrNVSYKIMrrHYTnn2bm76vctxr8Hs78csLCBWJ6op6AJcT8Vd8eKryrJi0EgTnhKD0qqTPNF3O4Zh4LD9C+zP/0dyOEO+/JLz+Gk1hQ24Z+xwydOnP8O6HWn/jKH/FWY9OT8lD88gD1h/WXJac8IO4GkoWrLWusYJmr5EgD561vH0qieo83AjbBt4uI38zne3PNhEPtXAgzbSBOVhdoII+8541vd0XcfgT7m6/DM6V1YPf8Dq/EukWU/BIOOEPWrl7lLygBa8V0zNBcWqP3Es2j2ToIG5qjpZPUv/9JLcLhlqRO3Y3jWLkjSAQAyJGHpMSqp1G6GJEEKLatn64NWO4Y7kSuaeWXliTWYbMmchs5KEWHEhWC7kejD41aD8csi4hmoFCjxZnfG0veCgkethzS6sGVzZW0PvEQg4DaWUYajNKgQ84/WcCrGOunsRia0+0yZCStAPTmPQNULvgYGFXD8qzBWxt0m003bHQIN7IJVIhRq8WmMbag4sVI7wu3Mm/ry48N+YXMcpx28sG3Hz4twvcczLpI3ez0gOW3JzjsUDhIiYEVRoxAiaQYp2acAglNSB0CKrh0hYo9qUfpppQJoN0pxVcr2AYY/nAWt2hVwp0b6CI8HKywzJPeI9iJFioguZgyhXKUKvhA62e6MJTt/XiGQvEcer6KADMjzF97/C2hV59y3iGZMGpClxcLX+qo/m88Us/AFwWqrvOLZPk9ZDDOCREAMaAhIVF8huRVO1o7TtlVzLXFNKDtoY7GROyrWIhEmpkCRaOsn66FjxGuh21KZHU7DWIg1jl6Zk0JlwyMKVR56a4gTMWlwCl9aws0hHpCdgMmuAPmoRo3m5WlNwmaKix85UpSLTqbAxisnlnKy02cgwWPEFL/iI8M4115fZgR9XnR6uSrKTUdgnr8TosLnL9XnifpyW3H0Mr7Lum+KtkSucWMhPvodiArbpgh4v7Oy6ThsxC+DKoOfsz34LVmcMnCG7S8Kw42wF5/oUlwOdG326ZvDIk7SmswYNK9ov/zKiDW4D5K5MEN0e6/ZFK+z3MHSQE+x3MAxkMkkyhlHk7Q4343zXw76m1xwesRuuGPzA/voxzVXHg8vEl0/2NGps1Fhrxt2J0fjsHHZ2xfXT/4X94/+ddPlD9v1TdPUp4ey7hAc/QkKLacRkrARgC7l+ENgk1o2VhYRCjFYYBW0b1nqO24rVKtJsVoSg5Kjsc0JMUDcklYlBKaqtSAuqCEJUI6oxmHO5z1x2xrMuckXLLkaSOUnKGJJczL4uiaYx1hFW0WmD0aoR3LBUnqdnvfDLLvAsK/9b3/LHKZRxpWvcIwdtuOrXJA08pWir5sVSIgZQUuAKsQrZUvH70uPel/NphSYqYazOpFJ/Vwh5PyQ8GSkIz1Q4c+FwWLrifBR4dzzy8vubkegokh2LkPhs+elPnofbp3T/Sb7Kum+Kt6q53jzMOemeBC+drDjWfpkHjwjmQmZNv/ocbSLW72F1horRRljpHsg0rnSeOFiDJMcMpNkSz79DWJ0jerRQeN9D3xfy6g8wDEhOyK6Q60Bmz4B5KdCvvscts9oP5C6Rhj27Jz+l3z+m655x9XSA3nm6N653Pa1kPtvApxsmLfhsDfQd4fKncHBsuKbXDbL6lNYSYfMQfANxg4c4XRNf6rG+d5ROpD6Zh8e+wlBqPouW6F0NK0QiTRMI64iq4kHpzUqVIs+lW0z14Za4oFBJ9lh7dzCn6zP73tgnpZNAJxHX4o4YTc+WM66lgEOj0ChEKQX6tfqmzOGQhGeD8MQCX+cVP7UWI2J5ixMZcqCrhSH2Esmlemux4lEbEOSSt2tu5DyOxAEnIQFUYmkMrzI9W+V5LTLzYKVgt2bY94G9Cl1exvJHgfdtT71rf3MtirmSNdNW5+rlDWZ93/LBm+Ctaq7gt6LuvV6gkvhbHNVHc/9pWbVxMlP3yYw2sAVxLH5B3vw2xGtsdYHHUq/pMEA/dPSWSakhmxVNMA1IzKgJEoRpBvJyUKINErUEbTRU87Kho7/Mt4h14EbUxKrNxNRBaGi6L/DuEm/P8OGaJj/F0q8YvOfK9thuj5Z+PIgb++QMJNAS9aL9t4h3hF1DvGwhbsjNAyxegEQ0bosZesEHQJWbx0YKM4NUqS2qhNCgEtBGsBBKZK8ZyfpSplCMODpiKcVDChHFkl4TMqK1I06WWlu4BEJRfbwj0Y8BU2olor1z5+DOIcM+C00tU2guXFvgiQWemPIkC0+TYqrF/Gu1SboETIVBnEEy7pCyY7kY5LLpTKwo3TNVHVdFA8SghKC1MhNFYCiXraIWohiDwISjxWrBR4kTDju5Vffdt1N3wJ0s+Fycriv3f3XL1Pz2s7qeT9fHCOJX3/FbINeq2nP7Bk3uw9nDViYpGx1YU+i1TjpC1frMgZYdX4J8iq0+Zfj8e5CHahLLYAP91c8Znv2KwZSDdQzegDn5/PtHU1wolWhKYeFy1CFs0BiKv0pLOUJVIYaaFzhGhDpszFjXfKyUe8wT1u9Jz77BhwP56U/ov/n/4v0Vz57+lPT0J+CZqFYmJozee4gJtR3x8v9HEKHt/5h1998hrEir75Oa7yDNFn34Fwhh+6a3ZsEr4thQbW6LKSNSNSAYISjtpkEjmDopZBwndwP50BGAM3XW4iW4Lhc3hOgW1YRIJDcN1pSm5N0AXYbBDOOAV3UwjKUS3Qip+O8P5jzJzlmCxz1sgFYCGyIZ4edDyx/1DY8t8Mdd5E8GxTWQU4NrA32ALtTTyqADuJPygFma6RJCiJGmXdWuJUpoQyl+0UZio7V20+SxrRewVmuSotXWFNnFBvMR4z6r4xy3aeXmkle/w5NK5UeKPjkKn687Wz4PlHqZwg4vVHVfwT/8ingr0cKjUvo8qWIyCdc3Ml+5BpdNU1k1MTlKZl0mr9gyrFalHi8HYI+njsG+ZugHBhOya5nQUo+nhOdcAz3r7Rs1VwTRiGgErdKJFf+RNmHKMRxDwaeLJNBIDdzoD6TmAdZ3dK70l4/IvmHnl+y6FdhAE50YAMmEUKoyiffocIl6JoSB0PQQVkh2vHU8X8DZFyVSc8F7hfjM8jKXmGX0C5X2aiGGEkirJZ3G3BjcSCkRcFYCWRz30oACS4gGXFfVOqJkbcjupUGE+5TCU6aSMHsWvJZErAFLDp05XS6BSy5CkEB2ZWeBZ6Y8M+EyC1e5aKwmpbONuiKuJShJEkEK9aU8kHM6iYUowVIRpZRMjKGkSYRQKkZN/uibErWcXLzRULTgY8INwpnccjdyXnx+S+/YyElfr2ocvCtI+Oby43aFeQDTcYW7PKOzY5ue0ZfQOF9i7N3Hv9M2XlNbfisz+FFDPT3Ik/mpfhgd12Pj6UnoGZdzanef+75CaCk5swG8gZjw89/C5Qx1ofUGIRLWDwirMyTUtIKxnVfVBmQcCdVf5QJeZwvNVu5t6TkHlDAXE0HcS7cSz1hODOalB+f6AfbZXyAPe6S5oDn7EiwTdEAlAQmRK6AnMtDankBm1QbatnTDaS3T5kd4v8evzsnh6du4NQteAXPf/zguxoFdrLyOuKAuBC8lD8d1+0Nid7lHvXS9QQX1gcYOqFd/ZdQi0DUZq2UJm5DYkDGHTxVahSyRgbaMW00gpX/wdc5on9iI8XUHAaWVwFYj2ZVfDJGfpcAzC1x6pJdY8lzdwTLuRqgpXh6MXM1GlouAIO7VVwwavKYHCbERYiyRzlPbRbwWPvHpGpWLOFqppBSviIoNi+76YXEnm97ASF7HdZ9v7J0zXV3/HiJ7flbOi3uy3iLfN8S9PDVfNi8s8eHKHxZ7780Ir7kAe0xFgDFgBIoP1HN9LzAWLXJRqsJZG+YWaT/GUug5eckDxB0+/RweJgRho8oaqTl6DcXnWcoRjhPkVBPEwMk4UvxSCGJOyKlMpDkhlnB3ei1pC8Eyq7SjzV2p8mQRIxLPvkTWn2Ce2Xxnhx+ucc+IXYN1OB1uj8D3KJmWDiWz8ku2/hi3geHpU9LlT8lDS5d6+rx581uz4JUgNVp48rJMwvwxnzWYEEyIVtJmxBXM2V/1PPr2kuCOxEgOykp6WrkmMqBNj7QDaMBXF2QtpS7XMaNqNOJYnzi4s/MVl7ohmZKCkdRInnkyJK6HUoP6z1rlkIVWGzZhRUb5w27F/9Y1XHvgES0HXQFSc6aNUM9BEEpaa5k+sxvmGdVaREUoxS1WQghKbAOxDVV7GH3JR79wTUrEqx4yFofJsSHHgC1GmA+MF5DTCducrnubYO/S8+4mnvs02dP9vG3qfDFetL87SyC+BsG+3WE/6x4wP6bp/XHFOon5dMBj+bZRc3UZC4aXX6gIQYpnNo+/EECbmVZcWHyMXTo6kYTRk3Y8hpqMOKnVdZ3aa1UsIzkdjR8CeEbygOYeCKhr+auREBrAUW3wsAbPkFdge/AO8wzeoGQCA4IRMmje47kEiQTJ4AOS97BEWH4gTCrr6Juor5mfYK6wieNWWr2lVNJYEkbyUprQ1UqjhpxRG0AM8xp9K2WdRg0TY60JESdLYOe5uB9qQWKn5MO6OwcTdlm4zjC4YFKClXam7FzZuzJIEQjH0wCfSiQLjpuOEUnMJzpqWcax+IXW1XR6kCcKrRfAp6UzRZ/R5mRSXgs+Itycpu+5PXd4Quce9tvr+7G7DDxHkz0ewo2ldx/PrXXvO957yO9et+u9X9TdTGkmRxPzqwzlNybXoh+OZAlz57bI2MLKjou9aKLUKEirV1qqycoZG4eHUo9VR0ItuXgiPrWZQ4oPNEr1g1r1XfmoTZftqqW6/YFgPaPWXHYc0LDBJSKWwGqqTuphOOBA0A1RV6gndLiCdI3TkHVDloiNFW2g1EAmI5II8UDgGqRHZSiTLAGVFVAiQC1l3HoiDZvmHDdjnYxtd/Wmt2bBK2J8bqy+Uy9kU0ZK+T/nzNA7OQk9mSSJZEZOSvYGd9h5wFzZCpxpS9BSJnMlxU2QTbCUsGpmNam5q2sntc5jcwYL9Fa203nATcl9A2nDU4yv+sSVGU0IbHKpjvQLb7iMWzoCxproLWPEsnvpyDr2yETH50wJoS21jbXkZqs62hRzcs6GaC2xCIV8R4L1GcF6uUbZQTJ0YlwPTts5/RL4/nHhHck6r9KO7VUO4U0P937l+X52PdFeP5RZuGG0Lh0nobGyRgl8KL0uS5cOpl6VUEhSpomskKALmFbdVijRvqOok4t5Ltci6IjUnL8itfRepPuxFIABwQqpihvR9gQ/MJUa9IxoW65faEv5xBrdyXDAux2OEKJhQVAbkP4Khme4tuTgJG3JY6k4BDzVUnGJEPa04QqVRNMMqGZcIq5nIBGyYgmwRIjnbLcHyAd093Py1UKu7xulcL6MXFF88dWU6lXtM3P6rgT/DDgDpSJXGgTzttSV9lIk34BPtKEJwkoH1lIaQicfyGmPq2BRS5H8IDzclIIOweAqRXYeONCSCVgWMi3mASXz1dDzKGWaoGwawRR+ERqeNdvS1cZWRG8YidWx2reV6skpTdBFndBCbCKqRozFPBwkYOb1GVE0jalIx/KHR0/PZCIiW/Elk+CqLxpw3736xLRgwbvHi2n7TdrOvR2zcI1otFGDrU9wiRGyKtyOEq5P5CpjFFENcJJqVq6u5KOPZzqx8VXNXRz7SRrHZtNl32PObCJ4qs2jE0Jiyj8klwAVBsYZwch1awnqcqm/F89TvcsiQBgiaVaSTsiSismPhEp9aaodezImGVPDGQugO66OBsdCOZ/QUKSWBe8Vxybgtx+6Ez9stbwYpcxlISHBNZa8US2EOYjRa6RRZ1VLdGrV+NRG50Y4BhtQWsNFylgJLoh6kR4BDwEPxYrTkVGvfV+rubdXyNVzTLUa+aSvaiFVHQlWQbQEMKkyttspJQ6tuFemK+GTT7VcCTs17dVnQuokVOrFCslKoYxkC7l+lHiBWfR1V75pHn5bh/BKh/sauOuYfay54JRn6n02S8/ZinboiUgpeq6l+SPmtb+Igeci9asb0TPiRpYI0lS6LNOAO4Q7iHSsIVyWBcQj+OgPGrvudEQf8KndFkTvaLlGyLikktPqTva+BHFIoPUB9QYXSIFqjt6R5Vk5AqOStpFUyHENAdr2wDEnoRDuvsvsPCEMtPKMTXiGaqaNB4ImsncM3mGuwA7RZ2CZFPbQHJCYaKKVyOgF7xVh8qnUKOBS5ZeRWkvPYSMPpYpXchistIUbpMHXKzLQx1KooQ8DsVE2OtD5nsYTrSVWQ2atAyXoPZYgp9FiI9CqsCKSPRLXDRICmCC6RholWeLpsOPaE1EyMZe610/V6Siao0og0OKeKZEDsfR2HbtQNQ0xFs1VmpKDLeIQSnQylGfRqil8bIdXiNduemqrfarKwCJgznWfS+3kfng/N3DBK8BfzYH4CrT2sZqH78bzKVtEJpfHq+KNyXUM8w9eukFGNWKtyZI8lGLktaxayTPNBEul5qpSzGJVxhaXqqTWNB05npRgIKl2KymabHnAx16XGfUO9x63EtXpDg07VjxDyCSpkr0Ybj1IIqA0DMQaaiTaYiJkPeByjbkjHhEPxTIt4KEhxMyq6VHNBMk1GMnxIdN5Rkg0ck2rO0LItNoRQiZZj6UDuKC+Q+QaNONhj8cDghFbx8ISYvm+oTWYp+D4MB0tFcXs2eWMWSYZpFw0yUyDt2tMhENUelWSllznnQyEnHmYAuZGmxPN0JdG5FV+dHWSFndHg9JYQ+tWclGDggXEV4g2WB64doc0oHQE63GM6+iketwqASXUYCIHxniGUqRCYyA0sWiqwY+dz7U+jaMlqlqdLOeaKme1BmxBIVyZggnLBSu+1/1gDNlJ3dLh6ePDEmRW8AJi5Rig96r8+uYzuA+IJ9T7kvAuhWgL7QXwUE3FeexzQ8NQe2aOZtZqChubhUuJAC6ScImaLObdvmzLKbmuIuAlf09sALtCbVdq3hfHLVEOBNmVfRFw0UrQA+YDiqI2mofjZE5GBlwzAkRJQF/PqZal00xDV9qTkVBS8WuRa72cRPADaj0qmegDwTNujmRHzIE9sAPPiHWodyVUSwxnkfbfN1SOJs+C+dM0r0Wmdb2S+ylegoOyS2ktJ5FBS8GJg5ZeqtcMXPqKwbVECJMJQCNC1BKQpFU9VKv5pH766LsKhGrjaSJo6VzjXq0cYdQfi4/VxabxClIbmvvsjMb/tAQQUusKU2IgqO4br6ZnYOo/PB1TFfxNq1mYsZh3yZ3NJmRbIt8/Wow+eF6ObkdRbXwPd3POK5uGj/+9zOHefWx3pdC8dbxHs3DgmuiZJpXczYbMikQp4bYiS4NjbCpZBU+03iGeGbzlkFclaAgrqQsSyJxhrHA3LA+FtHyg8Q4wVB8gGstE5x0594hdE9MfEdI3iAfEGsSFRjOtDog4g6wZdFWKAdCDF02Ymmur0hDCBkfJciDEDndow3VJqSjflKAsyagOgGH0ZOswMq0PbGRAyKzzNa3vicHZSKIxZz/sORyekm0A6UEOgJX82lyLvCMldWfBe0WoFZIqzdSoAaUUsKxt1AVK5SLFRQkaKHaVho6GQZRdbDlopAtObjY06nR5Ta+R1ge+I0/Y46xwvgjKKkjpMhNLfmhLpBmgcabcVBA8KqahuENawFeU2sVbwNEc0VJtH5eeXCe3IjhKHetFWJVwLDjq0mBEnEwxwGScgVjjArwG+5fUHJ0mMbNKtCKY1a3V5gSj71WAnJauOB8t5OTPS//kRRT2yqbh438vXvcD4GXO+SbemFzVe8S1dpHJRElELZOUyxi8ZKj0JfiHRMO+mJd8wDzhIpPPFQmoNBgBI2PW4Z5QBgKHormyJle/Lp5w78H2iD1C7GvUAsFaFCXiNKOpS3I173nNNS2RlFaLRaBNCTASRSjCAAChh1COMZBKHLJnYMDdSPQ4e/BMpKehRzCC7QnelWPIRoMx5B2SniD5ADKAFoFBzAmTmzm8BwlswU0IuQT5MLabGxPMxv9HzbAQqoiWYvzVSpNdSaoMGum1IasgAaIWa4R6T+s9LXvWBJI4n4qgSkkoDZWwRQmMwU/Mwg8EDwIe8ADihhPLcbtDV6wipZZnpgTlaTnOGvrstV42k1YsGIFRZ3crHtpjfeVaIGJc36HYsQG3GmdYi9iJTBWehBLsBZBtERQ/dtylEd4X4AOvRzYvdRQ3SjC+CPNjfJU580Xkf9e2ToshvRhvTK7RHhOtJeTiLxQGhAFEiOGMENYl19T3iA+I9YS0A8s02tZek0KNeirpAb5HwpYgxcyKGNiA2AHqhBMcEEU5oPTAJWqXkC+LKdqbyYdLLkUpYEC0dinxjmBDqeua6zIaJPSUCM6MSelniR0m87aSUDHMjCGnYvqSgSRd0XfsgPihTnw7zLuSf6t1gso7GtuDD7gnxuo2WAYvmquoL+T6ATA+N1ricRij0cdaI+NaR/9iLQToWqJjKUYQc5nSzLIIKPQ07OOa5MqONTtfQTRSA7QlMk+b4upQb6BvEQm4ByzVAvji2NjCLpb9jxH2eMmbjjXPeyzzME2BIsdyjtTArJzBBY9j6zmZzofaFQiX0rHHrGjtopPLpkQ5V/9r9c2KWWnBB5P/ehnJHz8+Dg/sqxHra+/lJRjybZiY35hc1/lPWKWWkLtSqEF6JHeoKO3qISGeI54IfonaAU8d1l/iORHCihi3uAgpD6Tc4xIhP0TCtuTXNQEVIXsipUPxWYYnNPkxIkITBxrNuF8x5F9gw9d1WpuZvaxOhr5BwgbcCHlPtL6Say6t6mhp4haRUupNpKbLpwHPJZoySEbFyblEBg/ZIWS8KUKApWvUrxHLWNoxpAOEkjKRI4glVrYnesZMSLkGZ3lf8mhVCBIJi5vqg0AprssxrulYLKGgBO8EqrqJe8Sk3MfBnEGc5GBV9+2ldJMxXZOC0ZBo6Wm9o28y3SZh29qRqdHShUZbJG8hlXzVwbUQtxgmuawbFZVxjJcw41jTadwgDUJOPonbIqVYRaakyuWc8IFyHlEhBrRGDRQBVks9bQSyk0ioyGQqL0JgaUlX2u3VwjAqmDkz+YO89MVZ8J4wkuJ95Pgq5urTH/L+A5qCXRGsRawvuaDSI96BKuoNAUVJBL9C/YB5B3aF2UCQoeSOoph1iJWygqKCkBCU4C2CFi3PDoWIjIn8ohc/r7Ejj9ufaFUQk6KKuDDm+pSc2l3pmeqlQL+bl3xWSmMAJRQN1h38gOcexJFazo7sWDJSqjVWQ0lRcN+DlyAlt2vMuhJSkrX2ts2oD3W7ipiWScmsNNmmFIWPi7j//jGZvOb1Tn0ymUktrXmizkoZW8X5cQwfwkvwk9XSmqm6O0ooXUNPw6BKDl6szCrFD6paUm804hqmOtulsIXXRuvU1NWRWEt1MAlQs3aQYezwMzptZ861ui2z0cfvVfMcz4ujJjsrYG7jcYz56DWtx2VWn83H6P3ZvhYrzK8PTsjp47yvL0OsL2MWnoi6/KI+7u8xoEmGPwEaSKmajjJJU5Gq5Ro4QyyRhyskd6UKEgeQDNKCr2rARUbJRXK2HmgpYm8sJJQz0YuZVqxFWKMCq+y0OGYH4BlBumqGtqkwxah5WBcZiOCOWU/yoST9ezEDpqFoIiJSGkt78S3ZMGBDzQNUR7Vorj4kqPm7pdm0k9MBy3vEjRWlgISokCnRpOYlaV+rH6u0/Sqt6eJ4D8Umf9WC94+Ru0ZX50mshcBYANAQBhcGp5QN8ZLq5SPxOlAsr8U6ow2gdKzZsyWS2JlznUsp0IZy7y8HeJaU6xTovMFDeRY0xDJ2ROrmC+GZjwdYiuYXRqtCI9XtQdXC67GMjtfSmapUUCtcWKP8JVCi9sN0IURKio3n0kij5LTPKthUb22uJa4UasrrorkueP+Ya7E3l7/sb+sHRgH0VfDm5Nr9dyRHfChmoSzgWoI9YINbLWI/7HDrS+CSe82ZC6gVP9MY0QiCWvFhiQs+aOmz6qWYA4C6ErxMMmsRVoBZRrhk0A63XDRNz2jOyDCUwhHJ6FOZAJIaogZjXWARSIZ0pVCFi2LVd2S9YX2R8j0Ws2HKhvUdZCMLDF2Z5HJO5DygAs0qIE2phJPdGaz20hwLprtVIcNpxWi13MRMJi3Rwu8do6J3TGgZObUG6QjTJweSC30l15FkJ3IdN2AOiTKWpMXEObBlR48ycJUzl6m4GmIuOaRPe3jSB65zZE+DxUquMZRqSlCroI29YKHkTYdChuLgpXsO7uRcYgs0FDfLcW6pxUrNSucovDRpFynEqrVaE+N4dbLlWm/YiVKih4HJp+tm9VksAVIi5dlcsOBD4HWI9dY2xv/fu+Zqu8I4NSzfRQoxipIToLmYSPMBt6H4tKQWZfMqIddC+6WpajmR4sspjiKvWsCYdK8i1dxccgJFpHSx8aFGTibcB9xyCRSyoRBZNjwfq++USjQKMqb1lNQfMFyn+OVaF7kGZ4y1iy0jXqKCpU5u5ZhT0RQEzMbAkpI/ODdVSDXXjULRdM+qmW5RXN8/Jo2TY0Sk+NwsPFmOJ4It5uCx+dqxN6XMo2t9Zmatfs1EIHmmz0KfioU31xTRPgu9Fa041xxUqv9Tjnbdsq0aQFUjjAg1dagexbEgy/i3ns0oNIwnNJm7GXNa5eQlaM2blen8nmfy9Xrtjhtf8HFg5iK48/Prrvtx4Xkk+DIEearxztxF75NcQ3pUfEk16DVlSFabUnWKh+JTHKNhg0IbS4J9GwLrEBARLGslo6P27cBQq8EoTtBqampCKTSO4MkYBiebk4ZcNEpLpH6PWyYCrR9T/9sqrQcdEC1Va5JEXJTsmaEfii9Kx6T+MmHFWM5jyI4NZVqNmohaqhE3UuSLq2Fg1w8owhCcqLF29jGyy5hxUQNCah1hL0pGlwERsjrdYkn7AKhCnMHc1zo3Bx0JtWiunVHNwmHmI9Xa7kmQRA2qLe0JwektcpUDWQO/NPCdl7iiJqAKv8yRJ0PLwRs6aSGsYU6qNdLXrZKrAS7E6ox1L23rslaaNWUq6TjmUgsgSukyNRKsTD7ebE6iPJsqARFDXI8TjJT9yhThPnJzfW7GXYxC8YKPBHKDIp93b15l3XeJt0fqL9Jkp1SjE7/tTBh9Bby55pqfEjSSTcEgD85hKK3fBjKpFu4vaQNCjMJ6FQhBsBho2kKSlgXPR9PceKIpZ8ydEBwJVgvAtDRNiwA5ZYYhk10YUqkpnHNi6HaYZVyVGAJj/HBEEbHaAm4ovTC1aLDZMt3Qk5MRVIihaslNJMZYCHDI9EMp87huErGWrMtaUhZ2DAx9jwB9A00QTEv+ZKDEWkYv3UKiKDEGxGHoqfWQvTZif9M7s+CVMUl1o6Q6PtTVjTHTWnP11Q8m9AhJFNNY/JnVAiOlYmclV6kWEqcfIjJEEplvOiEFR4PQrBWNwiMiz4j0RIamBV1Vki8CqmdIfR6tvkwFkKRquXhpECGKa/Wxjg+WVZV6bNg6P3eRSrBgrqTqxogapkzYsXMQeMkPx4uQWAm3aPij33fRWD9GnNDJC3jrVdY9WfVVKzQ9d43jt29Csy8T0DSVPJyR7OuO4zcn1yq1qpeHWPKoe/qJOXWKJ3Sp0uwY8CjlZUxNlXX0cVE6xpQUn2J0OzZ+Ltszt/qSanqFki9aAo9CgBCP/tyxZnFtCgLHo53pKtXUXIzsNbdPmDfPFkqh91C1A3ev2vt8O+N2y+TmVrVVGdubAdVnVnyyVYeQIpwseM+YP3zOSV7otHC2xCn3rfRRqp6NyWwqx1mgug3K0Ctuk2zF5NtJ4FBEPlKOqAidxKJ5Sunn6qPmV1Vmn17VhFu1ZB9rOziFWEMo9SR0NBXXQehetFaORuIpKphjmceJj42iuVbCVPfq6hj1eDkGT0+2p0rkTi31ueB94qWtl89Z79Zdu7Wu3LVW3f8LGHv6mR9dHS8Bmf//mv7U55HsCamOn2VmiXmfZmGNgbiKqNR2W5LQoZRME1dIRfoNNdeuMWXlkejKShtWzQpVKZ10ajcOlTFyMWNu04SRqy/IDfqhnGxKJaXAvJijcy71cpq26KqbNnCxblEVht7o+1y2hZYqUHXSy06JtJRYhIVQTMEiQgiClqa1BIxo0CisQynxukvGrreS52gZq75UVx8zG0oqjhVz+DqU6OCcICUjG1x3iatDBoF2VcxyC94zRr9mHXDljt+4D+P9pIy3Q84lqClETAtxHv2jlIIMVI2wlNxGcsBzQ0J4lM/YiaJBUIlIUg5xwz5uCsHmOFbnRBNIdszA0thvtTRSB4EoWKmugsWIx1hiEZTS4m4YoKvpZ61ACCUCXsYAxOMJmtf8cEqFJcmlrnesDTrKRarF/LUq6zI2PxhNwlUYTUtA04fAS/kW71kmd61xx8oymitubuNFykF5OOoW5nt80bwnJ39uffuSkcAv+91NzfVV4qHeXHMNoRBsLIFJoUbVjjmmJSe1arcKwZXogcaVRiJNLMRnnmrBf6eRsYj6seFXshLoMcZk5FTp16g9NamTDYg4MRTfT7sKrLex1G4NQ+nE4w5ZyqRUKxmWeUBAQvW3ltQHlXLcJSneUBfUhUBp1N4G6HIxXw/ZyGaYFB+aV6eTM05UJeq5VaEJTped3kpaz2EwrvsyEXp8fVPEgjdBtVowWlGPZgqZfTuOSXMYstO7k7QS0mjxgHEAlPvv1ChiJ5tgVkjzijUdAi7o0CCuJFpSaDAJuIUasOT44DNyrZYamwbaqMCWj8WnASaoZyQLpAQ5F1V0lkg9WWhGa8soxI4K6GCQSqdYJxOqXiua63PhePCpaITO5kmBmd16wfvGiyoN3aUzyp2f/PbKM567tY0X7Hf84VRh7FX8ma9JrK8aKXzaFYfpOXtZvDa5jheuO2RUlRjLzrtDpusylot2OaTy8Ib60EmETnJpDK6J2CRUhX5I9ENGKOk8JVsl4WTcE7kG/LiX8H/VBDjJSvsv91GLBRWrPShL+cRWE0GFrs/0XdGGh5xJlhkcuhqdaQP0PTVKGdxKH8s8Judno+szqS92uUNfyiB2vdH3Rp+doXfSUMh16I1eas0bt7FWAIcOcnL6wek6I2Wn742hN0QhhiO5Lgn47x7jNe77Hg+Gp+JLrL1livmXYgDNJgxDaTWXBkppQgeXMAUEFQtMTe+yWkpQS4Q5OD50MPS4J5yezFCLnTi4Fl+qlAApE0rajTv0A57zWCm0BjIpk0pMAqt+X6sPnGW870tA4dBB6ssPBynxVRZKk/eqPYymYHwA68q2U1deOFaSjWbkWjXVfCTXSRgZ5+NhOLnOC94dxmt8dXX14nVv/L3v++euNGLGOS+8z3fYm1+R9o5/7yPMW8tP9fHbe7ypr8819lGchqvr67roxWNZ/DVH/E9+8hN+/OMfv85PF7wCvvrqK370ox996MP4tcYylt8PlrH87rGM5feDlxnLr02uZsbPfvYzLi4uXisxd8Hz4e5cXl7ygx/84Jiov+CdYBnL7xbLWH5/WMbyu8WrjOXXJtcFCxYsWLBgwd1YxMgFCxYsWLDgLWMh1wULFixYsOAtYyHXBQsWLFiw4C1jIdcFCxYsWLDgLWMh1wULFixYsOAtYyHXBQsWLFiw4C1jIdcFCxYsWLDgLWMh1wULFixYsOAt4zeKXP/lv/yXiAj/9J/+0w99KAsWvDJ+//d/n7//9/8+P/jBDxAR/sN/+A8f+pAWLHgt/CaM5d8Ycv2DP/gD/s2/+Tf8jb/xNz70oSxY8Fq4vr7mb/7Nv8m//tf/+kMfyoIFb4TfhLH8xi3n/jzg6uqKf/AP/gH/9t/+W/7Fv/gXH/pwFix4Lfze7/0ev/d7v/ehD2PBgjfGb8JY/o3QXP/xP/7H/L2/9/f4u3/3737oQ1mwYMGCBb8B+LXXXP/9v//3/Jf/8l/4gz/4gw99KAsWLFiw4DcEv9bk+tVXX/FP/sk/4T/+x//Ier3+0IezYMGCBQt+Q/BrTa7/+T//Z77++mv+1t/6W9OynDO///u/z7/6V/+KrusIIXzAI1ywYMGCBb+O+LUm17/zd/4O/+2//beTZf/oH/0j/spf+Sv883/+zxdiXbBgwYIF7wS/1uR6cXHBX//rf/1k2dnZGZ9//vmt5QsWfOy4urriD//wD6fPf/zHf8x//a//lc8++4zf+q3f+oBHtmDBq+E3YSz/WpPrggW/TvhP/+k/8bf/9t+ePv+zf/bPAPiH//Af8u/+3b/7QEe1YMGr4zdhLIu7+4c+iAULFixYsODXCb8Rea4LFixYsGDB+8RCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVvGQq4LFixYsGDBW8ZCrgsWLFiwYMFbxkKuCxYsWLBgwVtGfN0fmhk/+9nPuLi4QETe5jEtANydy8tLfvCDH6C6yEDvEstYfrdYxvL7wzKW3y1eZSy/Nrn+7Gc/48c//vHr/nzBS+Krr77iRz/60Yc+jF9rLGP5/WAZy+8ey1h+P3iZsfza5HpxcQHA//X/8T+z3mxQUQQIEokaUVU2mxXrtiWGwNl2zSoGzCEnxw36IdD1EUMJcYOELaqwDolGM5eX1/zkT7/i8tkzrg89j5/uSTmxbfact9esovH9TyLffRAJDawulLCCLM5BEwnHtcV0DRJom09p4qcEXbNaf4+m+RTVSNQHiLbEAOsVKM6jR9/wq69/yTAMdKmjHwYQJ8SExoylPbn/Bs97LF+R0iMg0W4a2k2DA10nDL2AR7A10PDZZ1/yO7/9P7A5u+DZ9YHHTw4kA0tbPG0REUJo6Q4d/9M/+j9O13nBu8N4jf+n/9v/nXazQavELyLTK4gi9aWh/EWBKr1KUNDxGVAURai/o25HT7cLIMrJcubahggiIAgIaP1apm2cnoeUNUGEgKOzZYKg9dhOf+Y44PW9eX3nXl7lw/Q+O+SyCJt9b+5lPcq6lI+Ac9jv+X/+X/5Py1h+Dxiv8b/69/9v1psNjgGOqqBax7IGtI65cYyAI2LHsQUgx/HjgLlM993McYfsjlkZRebjaKL+wlFRgmoZkyEQQtnjCHcnWRkrzjhmwM2OY6qOq1sQTrYF5VmqR19/IfjseN0L95R9S/3+uP+Mk6zszczKe4dsZYx3+2v+X//nv/9SY/m1yXWcHNr2h7TNepqQVARFiCHwycUDPnlwzqqNfP7JBdt1S9/3XD27ZkiJIQW6XnEXsivmigpsWqUNjqSBVQzsRSFDd8j0fSZLT8eOdQOfhQ2+ahACjbe0GqEJnJ21eAyE9oyw+QTRhhA+IehDVFva1Wc0zTkqkRi3BG1oG+V83aAKnz14wGfbc4Zh4LrL7PuMi+ON4AGGw1Oun/wRqX9GGh4xdB0wsNlu2F5sEVEsN7hF3AOeV7gFPv/8O3z3uz9msz1Hv7ni+uopmpzm7IImniMo7rCL1yfXecG7wzSWz9asN+v6+UisQpmQRAURLROEaFmvMp6oIFqItJFAYPa755ArWklyvmx2THMSVT2+n08i44w0324ABEeogRUuqEg5rjopjXsr06/UCfJIrieTWyVSc5vWsUqeZTWbfufTNsr3YS48LHinGK/x9vyC7dkZI8nJSK6Aqk4mTXGfqEjqS7WMlTK8FVXBK7GWMVDIxt3J5vX9UdgS6mNR9xVCmMa/qhYSy7kSnk8EZu51TDGNoZvwE9nz9niSm88RgpmVfVGI9Tg+ZRICx3NI7gxWjiWZo9lOyNXM7933Tbw2uY7IWck5TCdtjNIQuAeEgEpDE1pW7Ro3IYQOy45VqcZsfJgz9azrK2M5YTmRU2YYEsOQcAbcE2ToByMnR4NjWXBTxAMqLaKREDc07RmqLSGcoXqGakPbrIhNW8g1FE27iZGmiQQR2tiwahoUYciZlDMmggXFgiChA2lwj+ABCOCGSkMILSKBoCvwiFvAtcU90DQrYmyJoUW1QYiAETTSxAbqYFBZfFPvHadK41EzlBsvQMRHFXJat348/r4SmNbfjVrB+J6JQGe7H5cx2zbH3xzfH8mRORHPzkOQUXy/oeXe/q2P68oNDYLZhOZlBZHyvN7cJu5HbWL2fiHVD4RxPMwEKmQkBkFwEKm3fSSz2SAf791o7RjHojkuYCKIWxUOQY0ZuVZyrkQ+kqtIGWACM3X1fjI9nopM23Zujudprdmxz0a5CIgj8w1UnO51tN9MDD9b4/nHdxfemFy/+unXrNoVKmXnhVidJgYOV1c8e7Dl/GzLSpwI9EOPpYybMfQdu6u+SBWiOKGce5fpxHj6+AnffvM13377mMtdz9PLHcOQaORAKzuGRrnqV1wloVVFOyUHJdKyyWdoaFnJJ2ybLwhxxWrzGev1Z4gGQtygoSkzR725jaYycIDU7zhcX9L3A8+uBp5eJ0wVW63wGBkOB66fHUjdgajQ6hkhGA/Ov8MXX3wHDRFlhUgLrri34JHz84ecn31B2655eLGi+2JNzk7bbmmbDQBmmVW7kOsHgQDiNz4DUsRGETshRZFq/kIRKVpAEK9GYUfrshtT1nEym5vgJtIdF9R15VSDPZ1CONnOpPFORrHTU7l9sse/LlJNZWXydK/EepwDy7Xxejxu03Q0zZizOVrqV8tIfv+YRrDMxo+OwtlRoJJpbQVsus9zShnHlZYNlJ+ro+M4yNWSoUX7E4GgWghWj2ZhM8OzFUUqZSxbsZqUgVUIumq2MiPbOfEe3RecfO/Hx2m2vHwwq2bhsrBor8x0OGfSonPVXot2bWSbW2FeDW9Mrn/2pz+naZoysUj184jTqHL1+IxPzjd8+vCCz863bNuWlBM5J8wyfbfn+vIJORshNGhoAafPA3jmyaNH/Orrn/Orb75l1w082XWkbLQhsdLE0AYuuwsuB2GFoIdAlsCKhnU6R+OaVj7lvP0OTbvm4sGXnD/8EtEySFwEs8TQHcg5IQ5iudjaD9d0V884dD1PH3d887THNOLbC7xdM3QH9k8PpP7AxRo2F2es2sAnD37I977zO8TYEsKaoC1QNGmINM2KzeYBQSP2oEfkAWbQtA0xNoCTLdGuFmn/vWNOrCeX3yfpd1pnIjorEw+OUrQ55fgcKHeR6yhVjya5IzHOtddR4zjRdmfrHzWTunSm9R49ZXLyu7tO2mfLC5mOBGunxDod8/EaiU/y6aSsjoQ8rqPLUH7vcC/3dTQFi8pReJvfbyYdFlCKc+BIRCNEhVA1UFPQSlaaFZXiEjAfybW4BbWaaEfCTGYMORcSS5mcM45glbQRra6V6STKdq0QssDMbDyKAsfvxy/Go7YZeWYbFVE/Ksyjr3fuk8Wxev7ZjmZgl1Nf8cvgjcm1HwZ8lNDrgxQEJCjDMDD0yjCsSSmVi+k+XfBi2y8Po5R4kGrHz1gayClhOWOWq8nYqgZhxf9Z3fUZJYtCiGhYoaFFiIgH8ICb4CaAlsAr0TIBVK3Cq/kZc1LVqrvuUF6HnsOhY3/oMAm4RMjO0Hccup7c92waRSUSNBJCJdXQFNM0EdFIDGtUm0K6GksgVXDattzUGCOxibg7waBp3vjWLHhFzIOFyoKZNsmopUoVJG+bg6XGG2glPeXm99NmZ+/lqHXe2DeMGuvNKfHm++NBHkn1ruVHjBrJrWvAkRfv+lImm5wfNzK+HTc4X2e+fMF7w0lQWZnkJtPqHEcRrP6OkWz9ODbveB6OMQF+fO/jOjfcDsWPcNSK52rg+PX4uxuDZeQLZr8byfFk2fjF8c9RK52R7Dx46fh+FCm4+xjn5/IKeHNy7a9xGlTLRVg1EY0RVSN7T9c7Xd9y6A/s+wMhBNr1ClHBxTErBCpaSCinxOPDNde7HfvuAGrEpph9N0HIJgQJRBVCjAxNw7U20GxYffI9PvnkIaoB1RZLgX4nXGlHbJwYDqxWPRoUDw7iDEPHs2dP6LsD/aFjf3lN6ge++eXX/PInP+Nw6Pn5ox2/enLANcD2AtoNeXjGsPsZlq+JfMIPv/wuq9WGGB6ifoGnwGEwhiHRtpFPPzljsz5DQyDGFlVlKy3Nao37PMjAcc/A8Ka3ZsErohElqt4isWISYxIe4+RPGqOIq7BYJ4dYSbasL0wBTTIS6fie4+RV173ph51Z8YD5RDjXeblj6VHXHCc7uTVfjMFHc716fFe0b7+x/hQK4OOsWN/O7Ig+HmidtHRRXd87ctUSdTS2TNHCRxITOEbGcyTOyd4xG6slULUsVwEJI4kpiE1aH/b/Z+/P1hxHki1d8BdVBUDSzHyIHPauqlOnuvrrl+6rvuq36vF0DZkZg7uZkcSgg/SFqAKguUemx/bYlnVh6h+dNBIEQUKhIrJkyRKgRn+iQI0q7WGhaI0LneDE16jK22c5hzgP1Ci4vjdn4+K8nL6rYVS2ebw34vUqKBjLXWmM5+p4tJne5qpQiXl595s0x8LdOhrfML7fuKYZlUyw34cuDDjvEQelJJZUWOLMEmfmuDC4njCc6LqAkiklmnHFfuhlFkrJjOPIsixY+YvQeWEIQlbB4XE4XAjkEBgl0HUHhnd/4OEPf0JjIU8JzYU4C6oLPhSOdwtxjrjgwBfwyrJMXC5nxvHC9Xzh848/s0wLP//tR/76l78wzwv/8+czf/t8RcUjp3dIf6DkC3n+EcrEDw8nvD/R9w8E/4DoCdQxjyPjGNGT4j4eGfoHg1d8paYHOHyRkLLpkPPhe0/N2/iNw4vg5aWRYYtC2SEzdduWW2q39rxrkexqLPfGtRrMXVh8E6FuofKNod+Q1pfHeHvBb8/p7T5ehKX6lUe2ycs4dxdpt4hUAN1HOHWBE9miJWzhcr9hQXobv8/IRcm5UCpFwKlQdE8yqqdIuTUYN+dqM8I3TprYa2s6AFfznkKWFj1qTQ/olvvUjY3eDJU4h/Oh/u220rbS8rF6C/vCrfFcYWDZOYrm8ZXddoUawdb7Cl3uv+our5Fvfg5ld+2+pnHNKZtHZNcVOWVSTKgTEkpSxxIT07wwTjOpFPBCCIGSIlbaIISuJ/iO0HW8e/+OUpTQd1zmK8PxwJQXhjTa+0tBc8YHz3C8I/QHQlfhYN+hOVPIFBVjF8eLeUTDJ6I4xDskmPcV48Lz+cqyLFwvC+cxscyR87hwvs5M88x1mpnmCZzH+YBohjKhOYOWCjt4VB0xFeY5oirM88w8z3gfWJaFGBfEWcnRGrm4dhLbybapUEr+O7/62/j3GM1A7ktb2v2aP2KLYO30aU3BVrhY4RZ8WzNAgGNlfKyvuZ3R24yWQbC3xnEj4NbYYlunuKlRqPvZM4q/NJf7KIVqJNuWO5CsRTO6LmHb+rV+9g1CvPs6vwowv41/57FBpxs8bOexnt1dtNZebA91XYts7Ouvmzuluw/S3a3NgPX87+a6ouuEaSVurPlWuZkzt/t8MXbX6Lr/PXy8cy/XOVmv3fUY2i7WgLf+BnVSi0g1wrvvL1sJ07eM749cp5GSArEuOCVm0hLxTih9IHYWkf71p1/WxLWRx4SP79/x5z/+gb7reP/+Pe/fP1Cy8sMf/sD1OjFNE//l5//KNE6c5yu/nB9ZUmQeF6brAiIc7+44nI7cH0/0p/f4/p6iC7NmUo48Xc78/PmJmDP8v/+/qOuMwdZ3+BBw3tH1Hc575mni8mSw8N/+8sz//B+/MM8zj+dnzpczOEc3PxO6DieFzie8KDk5Uu6Jqef5eaGUX0DhcrkyTxOn08jxeEcpGeeFrgu1LlIQ3xbwgOARUZwrTNP4vafmbfzGEYDuJrqsRk5kPV9OhFCvNY/itdYGorhsl7M0T1NkI0JUD3jdX4PdKpOSdaGx5xuUWoE5WwO0LUA0K7utINudjZfWjtttbu8V397WIg9aRKDrv9s31ue0vmdPKKmrViOQ8OYo/lPGBpea76Wlzs1CnTcWVQoVXWh+ntaodI3WXNt8tcDrOS4NvgV4OXfqQTR3TTCxFajlORvdb41C676KFtv3bm9r1FgdA9bnQbxfX1oj8uphiFrdt2K/gTo7xpzr8ddjNl9XQTwKeKQ6GhadgwlhfOv4HSLXBLojb9Qv5ZwQtCDF03Uz5+tI/3xGtZByRFUJ3vPnP/2J0PWc7k68//ABVTicjixLYp4X7t+9Y5pmnscLx88/s8SFy/PE+Xk0ItDQ4bqO/njEdwfE96hTMkJUOE8zP37+zLwsjHNinDMijjAc8F1PPwy8//CBfhiIy8J4iaQY+fQ88/PTlWWeuFwvjNMFccIgkZACwTt87y1/WyAXTy6eec6gI6UUxuuVeZ5RhHG8Mgw9zltdsPNuNa4GCVrNqwh4n4nxLef62sNJm8ftnNjze8jWtjEv2GEGVpBajF8jSqDlJBtRY3O0ZfXSV4LJTWRQrWVFN2xfusaTdS+3RnMfIOzH1wxr88558TywEvzQlk5dF1H7u7n6+4/Q3WFsgN3KFlkP5G285rj5+de/q6FTY9quc0pky5G+mEgN8dgCUN3tUy1HuSdP7V/bR60tMmzzvBpXYYsQYSuJaapMK2Iiwk0UK+3o9jNwP5fBFXvVgxlUVdS14xMoSqlRazP+LYreovUmrVGv/9/AH/hu4+qcx/uAd1WZKfR0oTeyhw+44FE3MGfHNWHLkjsg4sj+RHFHsjsQNTBnUC1cpmgM3evIX3/6het15Ply4cfPvzDHyHgxCJdqXH0fuA4zg3SM55Fpmnn6/MiyLDw+n/l8PhNjYknKEgFxBFfwKJGCXiNdElJMLHMhZ5g0oOEI6uhKBmelRn3n8EEI3tGHjuCNjTyOM65Gn303GEQoIKJoyUzTlcvF16j1gNeq+KMt2mnnVcmlkFL63lPzNn7rqNBZozQZKalGm22RqQWgdkEKuZnDBtkiVsJCg5JalLpfqHY5HCsWNJk4T1VscmuOd4PZmqW8XeyEliFtsO36VX4llP3irh7flwBxW3hvCCPt+epKbAa4HlT9bba1+MWq+zZeZazIWAVDvXM4X3GQndJXOz1+zf/votUXeUZX53CBNWXhnEO1rHXRW/3pGg/uWL631r6ByxsxqeGwu23WYHWnNib7KVXn5D6opRnMWlObMzkmtCgpJlJKlKIsSyLlvH5n+92MYCWC3btK43KmyjaP0zefg+82riH09P1AHwJOHF04MHRHxAldH3CdR33POQXyWAhdz/H0QAgdqf+B2H0ghIGRgXM0Ztgvz1cuz2ceH5/4f/4//j98/vzI82Xkx0+fWWIizoVltJPQHTxd7+m7wE//82fuDgPzYlBujAsxZaaY6gmsqp2hHQAAepdJREFUikou4MuA6xWZE24ZER9tkhSDI6YykA8fkC5yHDru8gEh45lxGgk+cBiOeB8gw6dfnhmvEcFxdzquhtU5KCXy/PSJebpyOh0Q94G+78yzq/I9QgISCHhXuF6//SS+jd9pqBXG+1YbWKXf9hAUCmSrsMtKlQi0l6q+Qo0MqAsTwLZwSXOkVvg30CQV+77DYxd2qIubFZ7VsXfLZfec3BrWmz82KwyrIV4ddGCL1r8cFr7uI4iiDQ6uC6c07VaLYPL6Ufsc3Jtxfe3RiJOuOk3e200a1FmdplJh2Ar81rnp1lJJqbWtDnBNx8A+wT7IbftCLfotquTVoBbyKo3ZjKLgKNu1sTp1WlMMGIpS52xLjpoOQXUXdj5bg7AVi8gLQFaKJkopxHlmuVzJKXM9G3E158x1nFjmaKSq0CHOI97jus6uyRCMY+Mcoevw3jOP128+B99tXMX5Wt/Z4Z2zOs7Qmyal9zjvwXUkFYtMg2OQnuJ71A0U6cnSGfEpKykp05K4TguXceLz84VfHp85X0Y+P15YYiItEGf7/CF6usHRBYdLhakfmePC0+Wp1uDKSqxuEwctlKy4qkBelrwRi+qJS3jwPVYQfSBoRjTjS8aVTPCeLtj3FhwxJpyLlTZe4cF1ghRiXFAt+CDkFMm+TnKt01V3uTmnpFR4G687buxVIzHtDCOwGpVmRXU1rrrakcZS3O2sPn5RloOgmlnTrnUHwlYzvuWytn2su14ffkWKsN7pjWGTddtbuK893sHa657Vcr0VPnPSjrDuUXVN4e1j6z0i/e1A2tv4vcY+6hRh1Qte8/vrOdzwkTZX95BouxZWx6yCHFLng2D5WjNst+e8OZprbr7uBUxh6Va+ZD0KWnqC+v52CRpqbTva0hbsvkvdh4JWUmgphZwTcVnIMTGPV8bLsxna68Q8L5WDMyCVsOr6vhrXystxjpIzIQTisnzzOfhu4/rDH/+Fw3Ck77o1cu3CsVKsDYpwnccfD9B3yOGE3H3A9QdGf+LHSehS4efrmc4tpLjw81/+yvPjZ56fz/y3v37i6fmZeY5cpkLKULIjVw/f4aA4NAtjVAqFOWauSyamTOc7hs5+LHEDuB4XOrp394S7BxBHDj3qHKUoORVUC64D3wlOM+/699x3mU4K9yEz+Ix3gb474pzncDhxun9H6Do+fnjg7nS0E59zFcEoPD0+UXLh7v4OJ9APvUENtUuEVn1iEfDBMV4v33tq3sZvHCK7WkBYFw7YQNcb8s5OzWklRGx7W/dJNWYbQap1ygERT+u044Ov6QbPIZjY+ZJ1lWBbc7j1cfuUPUS8+zKbsZNtIXP71e8Lsye3+1if0fUxu1+j7cftPm/NH8tWvP9WivP6ozlnu9Nh51Y3Q7oaRjG0JnhrnBK8q4/F0n1t/tZ9rP4eewNad0rlJYipPVlhtK6Q8X52NcO7ItI0my6wm3Ot3EYKlPpSKUpJ1kQipar9XjLTNLPEhRQTl8uFFBPz9crl6ZkcE9fnM9fzmVwKS8ykXPChoz/d40KosHDlO1TFKOcc3TAQQmCZv51o+t3G9V//4//O4Xii98bCDf5ACIf1YtN6RetBoANO75B3f0aGI1ff8d+vgpBZLp+J11+I08TP/+O/8/zpF6Zp4peff2aaJooKpTjboQREugpHCKUIqdZwLSkzp8x5zsSceTf0HPyB4AOEAfEDru85/vCR4cN71HlSCBTniTEzz5GcC8QB5hNB4D++7/mXh45DEP71oeP9YAufd8GMuzN1KBFhGALDoTOvqapMTdPEp58/cb1cuH+4p+TEMAxIcEgtEDaYwxbgvg9M0/y9p+Zt/MbRWnI1Nm/r8NTM1m0ucuft8yXwudUENoO612a1hnRbFGHGtesCXXAMwXOqxlWXzNJYk+1aYqfXK/sYZM041UWtLYilLqS6GlfjN++B4ra7f2QId4ueVEawyK45gVQRPUGKwedvxvX1h7Uy3ErGmmG1M+4atramPYJ3dMHmfOcdnbeZELyzum64JcI1i3pjNGU1jkHqUl1s7hXVKq7X8rB2W13Xejm0Spe1VFE3J02xfbTAJS2WO53GkWmcSDHy+Okz4+XCNM388ssvTPPMeLny9PRYDe2F6XK14/UdiKcbDpw+/EDoB1Qt4rVjNGTKOUff94SuI8VvX5e/27gOhyPDcKLznRkc3+N9b10T1IqG1VWpworHtzxSVCjZfrlpzszjQpwWzuPM+ToxzzNTTMwpgzaOZoUrXJNGt6XDTmA7ETuGlzi883jnrSyiLp7OCy44ijjEW+JailoNLCAlQFfwAqHv6fqBvrcetadjQJC1N6a24mcR+t4TgqdkazfmqweopZBzJqVUIWSHFIfUE1lqmyMRIefAPL8Z19cee+UaubU4rL77ytzdv/blfuqD9XErmIfq1e/gOZvP1Zjv7/f7qkPbAra+U9tHrc+tkO3NbYPabBvdbf0rHsLtB3/9MevPY4tlC5V2dYe/pfD+bfw+ozmINpc3fWtgJf/IbjuLNjclsoZyyG5+mBLXNnvW2w673URGtr/rDKfhyS2tuh7Ey2NvD6pBXYUkiqXLSsEIqjUQGseJ6XolxrjmVKdp4vJ8ZpomxnHkej4bYXUcmcfRjigU8B3qPH3KiN9gZNC1VZ2zXIhpzr+mcf3w8T8zDHc0XbRcEkmjhejjmXm6omSyXyiS6E/vWHKkG06E4YHu9BEQpikyTRAn5XEsPI+ZFJVFPVm6WhfV1ekStkLnyuhyDkJn3pcER/GFXBJ33dFkCcUxZZiXBSmKXq4swVvk2tkPXBRK2nB+562V3pjh85SYi+fdUeh6j2jBpRlUGfqO4+mA957D0HE49HZiUsI7oQ+BaZzoQqDvewSh5EKKkVgs6T6OI9M0rRPpOr7Vub72WMXNpd2/NFqyRmkbBGqvr3+zLVhUeKzdtx6srQWXWSR7TxccPhixKXhHV7f1rqzRZtkZqS+zoztobRcROKE2Tr8VuBA2dLtZx5d5s42Rua9dNRamvV5u7Oz6vvobvLGE/3nDO8G7jazWjKcAwW1OpKvRrXNKkLLNF21lYG4LVLCJn4uScqnEJfsbseoQS3PY/syeZoo0KU1dJ6ffCeE3w68r3diIrbmUakcmYlyYl8TT05VlSVZB8mhVIOP5zHi+kGJkfH5mHidSXLhezqS4kGJkmUcLcFKhpIwJQgwYRb8D30M4IDkb8qIFLYmiCS2QckHF2pt+6/h+4/rhP9H1d2sz2TE+MS+PJM1c5guXp59RjaRyoehCf/eOpSTC4UR//ycOan1Xr2M1rjM8ToXLlClZSeotz+U83ll0rOpAaxRa9SjFC74LdJ3Ha0A6QSmcfM8hHBCEKc/MS4RcSNcr3gt4T+4t5+rEes+2omlW46rIlFgKPCcYikdSQeaIlIhzwjsndMFx7DtOx4MVJ+dCcFayM48zXYWOQcipMC8z1+lKyonHz595enoi58w4TVzObznX1x4r8YNbz7++WrdpqAgtubS+uRm8rU52u+0bVJsOsT1u0nAhCMHbghicEFbBip0xf3Est4/bp9+SRJwqnmagd/ni3Q5bOmL/9I3c3BeGdc8E/trvKCvZ5c28/nOGGddtPrT8qQh1btl5Cg06FnZtQ3WFgQ2NcJUBb3M8KcSyNRHPVWJRvKF5lraUCmAITswQtzIaQ3H8hmxUiLkUK5tRhRwLMUZSypyfLhZ9jhP/82+fuI4zT4/P/Pjjz8Qlcnl6Ynx6ouREvI7kZUFLpsQJLdmwTbWjdxKqjr1HO0G0NmNxA/gDSLRvqRnNZftutV1ezt9ONP1+trDYQqFOqtdhzc9zLhaGxwXVRNGIspDjTI4jOPBpRkuyaMA5fNeTc7YvjkOrIHTBoIRSPapSi5dt6vg1+bw25sXTuw6lEFyoz1VwrOLoOWc0mv5wQdBKW/feWUZihw2mDAuKT1aDO3gHaUGmC5Ij3jve55NpBmM1Y+qELnhSFyilcDwduYVOwAeP82Idg1JCSyHlbBB2eWMLv/a4iQMVxOmN0VlBVNlvLbuHu8h1jX43w7W+xv65vwOZrgX0+2iUlqKiET/Mbu4e02BgsbSGWN5MtazarmU1tLbzm9rU9eN1d19vrRSHWwPcDOrL203NxNt4teHbWqg1396E+9lQmRvC0w6lAexUV3ij9UI1yX1hf1q/dmZbWQ5INZw1kVKft/cm1vU4VYH+ZOI5WpR5XpjnhZQTT09PjNeRcZo5Pz0zTjPXy5l5HInLQponUpzRnM2etMoOoaZbtrpx5zwiHlyg1IT0y+v+JlK/eQx/93p9Mb7fuOaCU8FJQB2ckzBNhoc/Pl349MsjTiJ9GPE+Agl5zvhpwIWAvv8zzh85nk7c3X9kHq9cfv6Jy+MTJS1kXYwJJkopGZFsffiyJZqH4HHOoLS+7xmGgHPQdSdETJ8/JJO5wjuKQs6Z+XIlxwjiyF1AnSP4jqE3BrAPgRAs0kwoF1GCRC6XKwevsIzw/DPEmf/6n/6Fu97zcHfi7tDT+1BP6h3Hw4FcCu/fvSelXCHsut8USWkhl8w4XhnHkZQyl/OZXz5/5v/6f/u/f+/peRu/Zawsi2ao5OaSWg1rM7hN0qleoU3e0FV0okWssHU92kez0IySlW2VUsgtNhRjcToKwYGolZStyorrvw1Wa8cvQOfMsHbecxoCwZkTtyyL1aQWLEqgrrLutmhnb1hvdWNrFPsiel3rYHci6+195c1RfPVx6AKHPqxNx7cmEoqjbL2H11aqFqAgdt7KagTNKQMxpi4WYWaapKGYtqA0zeK8kpAE0FyMyKSCplx7eReWuBBTJMXEeBlJMZnM7fPFotXzlcvlSoqJ52fLoS5L5Hw+W0S7LMzzhJZCiQshLoByDAXnBe86BtfhxK6F3jlEoGig4EkqPJfAVAzdMU5M6+4jqHi7OVPNw4V6e8XIlWK5HO+CXWYF4pKZ58T1OnE+X/AuwWFi6BJJEu6ayV1gePgBLTPQMQw9w/GjKTwNJyR0UApZxRrdQlW+0RVydc5RtFQCiMN7TwgGDZ8OAe8FjZkyWf3pWpRfPaMYkzVM9x51jq7rkQzeB0rfU2clc51olMzTMiJ5gfmCfv4LEkeOvef/8p//hSFYxBm8W49nExMIgFRFK4OetRh9XLWwLJVCnhLPz8/89NPP331q3sZvGw0KszpTufFXv9xwqwdsMm8tmtzxmb4KEd+a7B0kuzNGqmVlU7Y6wvXYFJC17L8et662T7D1rhPovXDqOrrgWARIkaxC0mLXLnXHRW+0//+hcb3JvX4Zsb5U43kbrzu64OhDaGEktIgVO91oeRG1boS7oqWB/+RdE/HGKyi6PV5HNa5Fa9zX1uxSWcIKZMt35pyZrlfmZWaeF54+PbHMC+fnC59++cyyJJ4en3l8eibFzPl8YRpnSs4s81i7qBWclDrXC77mdYcgdM4Yz/dDR3BC7z0H73HiiMWRimcpkMZCjDUf3DSSW3QOlQDb9L5re7y15+I/Ht9tXNP0RBIocjUvOM70ONQFhnCk7+9xEqu02wKYB+0oFs7PVwRHcieCm1a8HPYL29anw+AFW3zsDNvkETGYtesDfRc4HHq64MgukhRycvjOhPpL2S2e7T+xBUpzNq/LCdkJaxf32mQd50EDLvT4wwkXHP3hRNcf6PoB58OOrdygNOpC5DaoD/tc7yyHHIKdCu88+Zi5O70Rmv4pYycDCC/WjzVCbUPZFFr3oOr2pr2RaRGcq3PJRBt8zU2ZURWqkdOyztHa2wGnJujQOPINbtuzQVtnnz44+loz2wdPFxyaPckHhIzPgCabo6VYFF4X0a8d9xZ9tmX3BcnpVyJXYO3H+TZeb7QSnHYWt9l56+iUHQbSTnmhpd6qwdy/tzp4rM9t4Ck1XadVvtXkBjPLkshFmeaJaZlJKXG+PDPNE8u88Pz5mWWJXC8jT49nUkrW9GScrcJiSZRs+w1iiFHnPUMIVpeL0oniRDh4oa81u8e+asCLbQ+Cy4JkQbNWwlcj+1m3tXVu05wKWjZkdS2/dXy3cR0//b/IlyOUJmF+4L0cid4zn/5EiR3KDPIzIleyzizXJ5SMHz5x+Pw3Un9BZ0WPsMwzZZnXBLTsVjOtjXZVc705IIMYXfpw7Lm7P3EcOn54d8fQBZZ5ZryMxJh4WiL+OqJFCe2Hax6bM+WmPE8UgZw6clwQ7wmHE2Hoquak4EpP1/fcHwK9Jj786V95+PhH7u5P9MPJTlehenLb1ARBvOJdALFF03k7BSEEmoD03elE13Xfe2rexm8cXlrf1qZjqrt60packRc6ps1Z2hnYGnJukFrb3rZ14lcegPWJ9iCFhOXdMx4NteevCJ1zOIWlKK6YmrETuzbWxUGg847gTIji4dBzrHWzp6Gj847eWe4ppUxMo8k4KhSfLW3C7eK7j6RLW3h0FZj7wri+jFrb43n+dlWbt/H7DC/gRWtuvTr3zXjqlvQojRiqzbmyeVtKQ1O2OWGOnEHEqxhJy8ErlFxAC2mJXJ7PpCVyvc48PV2JMfN8fub5fCHGhc9Pn7mOF9KSuJyvqxGep2jpkVRINRebkinqeVGOQQjieDh0/HA/0HnHQYTBCQE4OcdQ88uhs+ssA7F+7+uSGZfCnApPc+YqBSEjGqsNq+6jskHj0up0Lf/8reP7I9f5M5InNNly5PofGIY7vBMO4cQwZFQ7ko52glMmpUwpC3GeSNMFFIK/EtzG9LIckn1GTRXUk1hvO3+qycX54AmdlbucjgeGLuBEyDXX6btQ61gLotZdCGm9Oqn52LR6Y60I2velRq4gBBCHF8fQwyCZ4XhHPxzp+wPOd5ZfoE3KCinXIgetGqwNimmSZG5dvIGuf+uK808YG3Vhy7du6IZtsxpWaWSnzahuBrad821skR5rSLFGr84WQS1KkYIxiAutM44T0ELtxNOihy2C2JyBjWncB8/QBTOqwXKuxRd672s0XHeqoGXLp7VjhS+Nqzl/+QYi/keGVVXJby3nXn3saThfOEysq2YNXqxQBjbjugnps4anLTrdL1UNRLW12RTpUorM08gyzVzOI58/PRNj4vPjE49PTyxx4fPnX7hcaynNZSbFRMlKTKUJc9u30KZbbFUzBvMKxz7w/tjTB8/JOY7VEb0XYagBk+vs+lmAUU3vuKiQcqKoRa7eBIstcm0ayGzNKhpaqrxo9v4N47uNa1nOpGUkjhEtwuGkdKUn4Dg55ePhYLrC6Ugs1olG84niAl6FPI1ILlwXz3xOpBiZz4+UZYSUcJrxdTVZpeiktp52VE8qg2ScU3wwIYf7uwOnw8AwdHSdZ4mJn88XQhdQlwm5oK15SYXYWhN2q7dKkBdwHkVJKRp1HYMZnBRmnxGnjEvmPCWcS4TQczy4Wj6xTdptGLbf2ixZj0XagazjDUr7Z4wtP7U9ru78C7h4dfaqEd6vOKt4im7C6KuBQvHO46SqfPnOxMHJZJlwkjloj3Ye9UaE6ioZw8eMlIKjCZhspTuC5ZqCWJ2ipoWomeKgLHbtLDExLQspF8ZpZJ5n89K9oTI3qya/Ylx3keu6IP+KUf1qN5S38SrDmMBaCU3tPNhrt/DmHjyuZnglxilbSzkDiNcApy5gpWS0WPmMrZ2F+Try9PkXpnHk8+cLf/ur5VGfzxeez1dSilyuZ6Z5JGdjCZuIDpv32hxW2Y7bO8dxCBw6x/HQ0/c9Xa3QSBib+aKZqShkasBniM+UClmV65y4zoklm4Z9ynZNBV60jNw52rUZLo2R/63jd8i5/kycE9dfPqNJcR9m7nIg+IEf+hP3D/fE3PM4LUypI7qOoJFcZkL25PMjWRxLfGSJ/72SjSZypWQHzQaBOcuDglBylYBz4MSCfhGPD4rv4HDq+MPHd7y7v7MWdctixvVyof/5FyQa0akxpUqFTEpOaDQ2ZUGtm4MI8/WMeOuaMHQDwQVycHSDJ3vH0zXy89NCTJ7QHbi/D3g1oy0UcwzYoo2SEyrO1Knqidz+t+2WN/nD1x+qbLnOBpfUMFGVJi2ziic0uiVq+fj6nlL1gHPOLNFUZErLQ6ninK8lAY4QOpwLOBKdm3BkDuVIPgSCKMEHQucJWZmI+JxwTugJeHFWR925VV3H4OJCnhdmLE9VkjWNSLmsWsXP14XzZUbF4boBCVZD7nwTuPi6cS0lrVD317gdt4a4Rq5v7RNffViKY086Y7fANJKObB2XXqCBhpyoNbrXRrBLWNOTTEk2D3KK5BTN+FZU7vn5zN/+8t94fj7z049P/Lf/309M08I0JabJuo/FEskl2XUmwY6nmGnbE+vs2jKjH4Ln4f7E/aHnrg8cD0ZY0pKJxXK855TIyaDluGRyUWIszEsmZzXFvyWRFK54Fhw+WwAnNTqX6kxvFe3NwLJGt98yvj9yzRGNM2m+oqlQ5ivEGVEI/aEW5Tt6F8iuA+1IrocKzZYYQYQ4ReZJ1lIZtNQfu6mgbmw3xGAsI4SsKPkKwzqxE9F1JgJRjOlRMXjZ5lZ9l2jzyKoXVgpFc400gKyoy8b0VRBfyOpJ3liZ7eRNXSYmK6qGjVzyUqJuTfzbH+yNa/ONylvk+upjgzvXhCmboKquxKNGdpCau5C2vdS81c4g5ZzJeZO+NONqt1aG4z04EiIJJ9lg1NJg4coWXnVirdZ7bQEmagtpe82+CFpsP1oyKVqqJRVIxYxrSsagVymo73Cl1N6cLyDEX7nVn2RXr7tFqF9lDL+NVx5a10d7vI3d+Xr5Dm0101u0aoa1GthixtUaksSqeLRYSeO6rZLjTFwmlnlimq5cL2emKTLPmXnO1eRb0Zk1rdhLijYkaHdgFQB0vlaEeJOVlZ2DkGswPRcT8c+5MEcjQsVYmCcztHNM9jyQnNmGFdZui2/rvPPyF1pTkt82fgfj6tAExAIxES+fucj/gQs9IX7EHR/wwJ0WehyLdHh/JElgyQvT+ULRwrJAWiy2c97jpZpUbb6X0TcQjBVdDZdqIsaZeVbO50e8S/Su8Pz8Dq+JhLKUwpIyS5yJZSFmq/dblibcsAk4xGUxKno1sPbRvuZcPYSB5Dui95ThQPCeY+j5cP+J+9MEKgTv6TvP6QCHodUb7hehsptMtydrvRzeFqZXHzlnckrGoKwOtW/NklsZjdbmy0XtYofal9cZ21zNcMVoF/k8zauUW67GVaSxzwXvE84FvGSym/GukA49tjhWQfU+EIpy7AKaLLLupJWnZis3Q6tjaC0PvZSVixBChZBVcEVIpcAYTeBFhM53pkZWtNY7bnO1dQqCxia1Rhki3Gy7F5FYZ/FvQ9Hexu84DGyxuVpUYUVWgNWMtaoJMZm/bFFlSRFNsb4/1npoM65aI9ccl4pKREoyfsjaSUcyp0OPliPPj1dD7bQpRW0OnOlkO7wLW1PyajBD7RK1VzfrvDVoOc+JcY48PRdElVQSqQZFS4q1llZr5FooSYlLJUflXKUMhRSgeCGo0IlbeS+rT1IRK1mRq5uQ+h+O7zeuyRngvZji0aK/cJ6vOB+4i3/gcP+e4Hvuhw/gj8zS4cM9URNPV2snF1MiJevlKuIZjke6frA+rGpeCTRPxSJ0Y1tCKYllMWj46cmT80gg8fjDA65EinNk71hyZk4TMS8sKTLPE8u0kHMmLrYAlpyJKdY8Q9mVBDXCiiP7ARFrojt2J+v/p4Ghu+fueIAiBOc5DoE//nAwJ8OZtN2GNLYchu4gkDqxdEuev43XHTknYoqrGpIXR+cDhobIWiedk+VqvBphTirT3FA004xelkhKiemFcQVWI4XUZunOE1wh+0hwhXQaQA2B6YLn0PfWImtIUBoZz/JpWhIlJ4oWclxIaUEwnW3nhBA8w2HAe09GcOrwpcDjhTnOFut2PRRTMtuTXzYj62q3EqWFEa0ucl/LaxF7Q1ze5u8/d+jaLKRoS6v5lZjUqHd+XXcSJZlcYJ5H8jKtQvUlp/XcttRAjmZ8c46UnMww9T19F/Ak7k+WD/18eDalJNXKFdgym0VN3c97uwbEbWmJYegZBtOUH4ae0AVKjCyXK+McSfPCch3tGEs244qSSiGXxjLWWr+qaN5FnaqVsKPgoFfhIFId6eoI6D7n2qLY22z1Pxrfb1yL0lje7QTkvACFkiZK7I2E4SMiHU4LHigqJg5d6pcpaguHq+UFtZ2VUD2JHWS3hw2sKa5Rxy1icCzLzDhODN6vxjWWYnJaKVWoLq8GNadsC1QpNTlvULGowc2tHEgEy0FIPTFqNaq5wJKUEJVpyYyzMY7HOTMshc6bRqwEk3H0up0mrV+yOUdtvNnW1x9FjWrfLqwm+wZ7yPPF5bVSifdera7QmmvkOyzC1R18vG1bIz7dcpXr7rHpZipordVcrcvT9jllvT52Use0CjPnrAtULmb81/mfsrWNKzt2c3P+5FbqYkW+21emLTi3Ue7qJNadKdz+NG/jVcaWJOPFWbJXBXBsXXAUtQ5dJaM5kdNiogop3hpXajScLYo1ycFShVSs35lI1Tb2Tc94l9LTliJr3Z9M+MfVzmTO2/ZdZwp5vrZiDF0gVXGLXMyILrVXdi5GVipo1bivlR/7a6leoqv0aO1YYKjTzmw2p/XlAtxs0GvCwtdlQXImikN9AArkGacL7qzofEH8QDguuHBH8Y7QdzgnHIvnwd2RSEw5MsuCE6tT6p0JRGctlaglVou3MoMsDMw5VRjA8/SszMtEnGdYIqehJ2OBdS6F//nTZ3756ZGcMsuUyItNjBxTTcYXrCrKYLXgqy4n28KB6xA34DprPOC7I8PhHVEfmFLP3x6hlCt95/jlHHl333McPP/y4cTdsWMIjvveEbygTexO1SKI/Xl7s66vPuYYTZWlVFKT7/DFFgtHQYrBTbo2jejwvkdca28ISKYXy+tr5zhIb91DaicRhXUB2LM3PUqon+NFTdfYKd5ZgXwWI/f5Eim5MFcZQ++oixj0XSB4b4L/vcMHqUS/gIjj+nTlbz89Mi2Rn3555vPTM84H/OGOII6C1HIF4zl42Tx2qUxRFYPiqAuyQS+bc+Ecq8Z2c01S8q98Jt/GUsz/t+ZpNj99dZhaft7KJR3eC1PO5DyhMZKuj4znR7QURDNg7d6MGbwnuJnj52sZTPAQgvl6XedQdQyd49ALeYEczSgjjnAYrEn5oefdhw/0Q78GGdRUhvfGkem6gA+e8So8Pj4z5kQumSTWqYZOCFUhcA1cmuGvSlQ4cyiGvmfoegowZUcs4HoP1FZzBhsaYpoypaZhtAVZv0HJ87uN67QkXC5k51DngIRoxGXw4wKj4PyARsWHEe0PBB7QEDgUx50/kiQjbgQxicKh5pREFK9Wn2RRom5uWIVQc86UuJCzgGTmxTNdr0xPzwTnyGpeTinKeVx4Ho2FnKNSUl3hki0YIjVXJdCFwuCq/iatGbSgrgPpCf2Rw/EjfrinG05kPTHnwKdnmMaREITnOfFwt3B/7HDSEbPn/iAcO4fH0ajtukY6NeeM3Brat/EqY44ZFSNqiAihz/TFjBw5b3ksDLkQ562MZiUCKYjSyS4nGToESAViNaqpKKkyxUv1voWCr0at5Uql5lV9NW5eC15tgYrLREqp9g/uEOc4HCwd4ZzQDdbCTiv8pggxRz59/sRlnPn8OHI+j/iu5y7ldQEu2vJj2kINmnGVOmNt1GhX9gbWjtl7T5vAVnr07ZJxb+P3GVEVp5BrzX3r5oS0FoTQiXKo3ZhUlCkv5DSTpjPT+TOo6Vp7MUSnVM6AgYzVmeoCLpi0oHeK91CC0AWB4ug7oe+E2AmjFLRES4P4I/2h53g68cMfPnA4HoGyMdGl3QQfPN45Q1tQ5lIsDSIFnJoh7kxetmkMmEMQgYLp9Buf4O545O54ohR4uiauc0a8Xc/mPFCJ0rVhQbH12Ymz7my/YV3+buNqdGoFb4QfaTE5SisAVq0MYIlG0YoLlILTTI/V7GXnKM6bJ6TgilpeCYscTTVDKxO6LmRqWHpDxUqyWDDlwlwSSVyF+sraq9WpEaWoHj/VqLYFxTtbRLpQ6Frk2qQPCVYTKD3e9VZCIQHwFHVIEXKGKCYhdp0KSKIU+PQ4UlImnTqOAXLvca5gqoeNMLIWgLwFrv+EkXLGZV9JR0rMhTklBFfz8JYzbUqAVsnVcq4NNi5QrHzMfCZLERh6Wy/8lmLQ2r1ELBXiNVQ4txZRqG5i+zWXm5MhNSnXvG+xPLCrxtx5hzj7LrlEcoE5Fiu/OT9zvly5TjPjtLDEiFcYp4lwvSK1AYa4KnbeuVW4Qqh5rGL7ss8ySbmaPqbNY+c2MQ2hEaLexmsOLdlSWLUqQ3BrSzlLfWVUPKhH1K1pMNGCpmRiPlrMsZRqbFLNuepOosI7LFSg6lsbAmixiNCFUFtwwjQr/hJhbUenK0GqaazrLsXRIimX7BpZ5pmshvY5D+EQEJTQBULX2pHaXLP9GBcCp0gw1v3Qd/TBkws4lze4vGjtwrabq7qrClhNzivCwnO8IF2gu++NSJGKFbvXiLCkgopD00zKCeKEiybO0A0Dh8MJRBhRJqwQOJZCniMFE20orvYTjKVG5WXNUZVc0GzO85wV5zILmYm05hWkJn7UeXpnMJ4PPU6CJdlrtChS8BVI8S7hpToOqxBeAP8edUdcd4d3d4gcEB1IOVCKp2RYknGBn8eIuIkhwE8/febUwZ8+nrj+5w88nHre3Q/88PGAr4tPg9G25PnbeM1xmRZi2SKwrCNTNEJBioWcm+dqC0trFLFvRu0dvD96Tp2QS2aZJ8vrqyPWGFSacIQTOh/wTnDSEcThKAx9T1JlTol8PnO9mGTnNM7EObGkxGWciDlR3IFeetOA6DzdMVBy5un5mXG8ME4LP/7yxDgt/PLpwn/7y2fmJTEuMEaT35yKMHx+xnmh7yzyPQ0d704HvDdhiuBsYVkq2zJ0Haf7h7qotVwWdXG6hYUbTPw2Xm+UeIXe4Sqzu6UdKIW8jMS44PoO1ymBQMiJruZby3hh/PyLVVA0FaMGiSq2nlfGey/Q99W45oWyZCjgHRCEd+/u+c//239kGhec+xvXMVrsRSHnhRQd43hZ66dbjbSRBhO0CFKVJUWW5QokjneOd3cnQhD6w8BwOKzGVZEqCBQ3pxf7CkE8QTwxZS5jYtQq6pOTpXvY5m9pxlSFIlqj21c0rjkvlM4hQ2/KRUuFkGqoqK5U+DZBreXTXBDx9M5xOlmzc18sgZ21cC2ZpWQyrv6rEV1tyE6x4niLZBVqRKBZKY4axtYLGyHYpU8YOsv3iqMLR4Lv7bHzBv1ScMQKgUVMOIv1R1c6CCdUjkg4Iq5HpAcNlGITrgApG0Yfk02g4DLjeWbwmWWe+eG+I8VECI4P5WhtydZJoG+m9Z80lpjBVYa4CIVEzHZqlimSUisKcysxorWRa82p++C5Dwdc11lJV1yIKVFMJgIqUiPemMZdcHTe46TQOSPyhRBqnjZbgX62izotmZwKMVmf5Jgzfe4oqNXreYPQlMK8zJwvZ57PV/7y1x85X0Y+P0/8/MuFJRZiCSQ1luaCx00zwTuG3kgk6TgQyHTB03kolRIwx0yqSlNQ1qh0JT+tBC/dPfd65/Bt1FESVJEGUcHj8TZTSDmS40yRArlHvBjRtNitxIU4jhbhCrRCB2mEF3FQy2ek9BVmroSobBFj6/F9PPR8/PiO+Zj4+dOZrvOkrJVIZy3o0rLUlIuR7VSVuCzW21WVGFNtx1jIREu9dJ77d6a+dzwdOdR+2VoRQFQhxtrpZpNQrJyr9Zo1FaoG/1bqYZ2vLQ2pu21eFRYWjA17HPqaW0loTlbA7EzEwaRSa1SmQE6IZPJyJV2NJaY54rN1gR9cNYrOUXxHJ4FFQYpUeLdgGqdYFkhKPeduZTm2Poa+Rr8mkt7hXG/wl/R4+jr5mipN3pm2vQfuDGLAoyWAcwZHp2jPu7JrA+bWvola4ipIMc+J4iJPZ8dff/zE9dKjJXHoPX1vOrB951eVkDfz+vojpYKrqQCoMK6n1seZwtHeTjhxuBU3srRIViVmuy0xcR5nlmW2yFVr5Bpmi16d43ToGbqO4OHYQ/DgJnBS8AJxXkiTzaNYjeuSEudpIubM/fWOKS30fWAaD4zjgZwif/3rTzw+fuZynfn5lycu48w4Zytrc85YmgRUnJWf5YxzQlyMRBJE0YcTAHGJxGJ6rEvKxJpmeWjXNM2owpqLXf9qW7yN1xx5eqYErDZfBCWhDGjOxPnKPI6QO+bBI6VjmUbiMpvgSEqr1m4LWvcyD7ia66vo4cpcN2UfBGvb6byn65XDoQAm6uOcIEXJaiVCKUeWZbEIVbegqeR0U7lBbeTSDF3JJuwvCMsc2aJNVw+roNFK11oVgComCJQKMRWm60Sck6U0fXUearLXvvZORmKjFXzz+G7jGlCOfeDD+3u6EJifJ+Z8rblQIdvqVIkPiuRMSRNSCqQRnT+vSkZBMInBwwm6gRQCx8OJFHrmIozJWX/XpZBna8qbw04uyzfjKlX/V1bYVwB1vpKuHFJzpVJ/RCpUgSSaAs/G6ajGVRxaOlBveeTpiroZxFeik+Cl5mGl2mOBrJFzHKHMzNcr0+Mnhk74L//pT8Q5cToO/OmPD/zwhztrL+YKhTeFptcey5xRtbQAmLSmuAgVCCmrun1ZSSKt8ULpgtH6M0wpExbHeF342y+PjNcrsUBFzGwOq8HK7+5OHIeBwyHwh493HIbA5Xrl558jWjLnz088Pz6Z0sySSMnETi7zQiqZh4c7fvjjB/o+8OHhyId3R1KM/OUvf+Xz58/MS+TT04VlSfj+QDfcI97ThR4JAykXLs9XLuMMK60JXPkz//KHD6jCeB25Xp4ppTBni1zfvYv88Ic/rHrfm2Qi6+/35h7+80Z8+hupXAmht3VrGNB8IKfM9ekzl/OFpe/pdGHqe+J0Zb48kWKkLDO+tnhreUcQSs2Viqr1UlWQkqFEoJa1KIjvGYYAvjPcUAcOh8jxdMB7VxGZ6qSVhBdYbnrPsvtcu/jcWq5medoUC8uYyD6zzBnnZrMHTdysRuCtCXpKrTIkG2u5wHUWlgS+F4be4YNdw+oqV2hNtv7bnMPvNq4OxXtLFHddRxkj0VsTcxVHEfMukKZKVBPtJa8lCkUwaMwZXOb1YN6POIoPpBBwxaFYIjq7QnK+OktCkRrK19olqVGvq0CGr4yLUieA3QzMsCi3fhkB1cZ03JGMmnFFrC1RpWZbbWzG6GgZcOBMUk6kJqqcVJmwjKYMOeNiovfKu/sjT88TOSsP7w5WY+lNIGATR38brzVKMY+4DZXSFExoIpyb2TDoqVQBhdxYlNrYwKYKNs2RcV6IWZlyZQtnJRVj1TqqHi89D3HAe6GkSF5GSkp8fnrm8ZfPVezEOkqlXLguiwlLpARe6PtASUvNY0V+/vTI509PLCnxfJmIKXMoHt9b6YR4RwhVHrRklmVeFy5UWSokB0aOmufZPq8a1xjjKnSyV3Raf7u2RvImg/jPGGW5ojFUUpIznVYvaM7kOBGXCU9hmQdEC2mZV7Ul60qmG4za0Bm9NTRNe1daFFsqfkyxelXvCZ2j781Qeu+rUJSs+dUsJguKbo7duv/muK1u2pbu02xt6VCxqo96eCntjGvtsJZzJkZjOqclkZdEUVhyRyoe8aUGUg0Slhf2VHePXjHnGpxwHDrev7tnGAYkFubzZCQQ7EIUrRe0gHiPC74K/hqKLmB6qlqMIbwseKyH5dBFOjyhWO4gqyOKIzo7YUmEXCuU1VkU2/IM7WcpWguDZZ0OFa6uSiUbZQzEIkZd8WzZJhBAhaCLmAycbeagwS8S0CZEnSvkreY1gbGJp1xIovzy6cL/8d/+xunY43ymH6DrPA+n7s3r/ycMqdAuVKRXNkGEotXRWi8+WSNXEcGFgAvW0jCrWNmNOMJwoNeanqjM3lyobEXH8XQwBuPQIT6A82QV5mRe9rgkLkuy2ux5sfyTKksyuGuaE0/nkS54Ukpcp4mcE5+eRi5jrEZeyMVRxONCR+h6Tnf3HO8fTA5OBd91plC2GAR9PBzoe+s8MgwD8XiilEJQK9g/HI+rFrGxqzf5w03ert6/TeZXH77MuDLicrbgIKqRcooy9B59OBG8iaNnEkkTS07kknDBc7g7msFTQ/+sjMdkYBVF3RZAFFdlM73dnPdmSL2V5zhnBt57h2/33lIqXfCcjj19JcY1lVituU5j6FpN7Rwzy9VqT2dNPMW8rt0tzZqzrctoQdMCWqqwUVwZz8Z6FrIYy6bksjkRNRW0BtCw8X1ofY2/bXy/cQ3C3enAn/74kcPhQJkT509nAIqYjq/DFh9rNg6OzmDhIuTcpAaVTMFJxsmEzwWXlJOPuByI4ujFUfDMCJPfmuCm2jVhFelHq2qUTaamQFNWX6vlamvY3yjqLX8LlXVW9S5xOLParLxegSJajatBCWBF+7n2fG2LJVL7cIqQsjFPRTMlP3J5vnAcArhINyjHY09w7/DubUV67SHiareadi6rGEQlRLT8k9TOD05sIREx4+R6WyASMCUl4ehO90g/WNmDs1q8JjIuIgxV+KEPDhc6y4GqcF0yKSaep8TTuJBTZhxHliXWgzBnrowLUcF54dMzRj7SwnSdWapSWFHBEjgdvhvohoGHD+/5wx//ZOU8Xc/p7kKMkev5Qk6Ju7s7Docjw9CT0p0hUWookyIcjwecc18sNl8I/8NvYli+jd9nhHwlJMHpYvNVE0VNwOF46DncHWmqS4tmYlmYkkkduiFw9/7B0msuGDmJrV46l0jMs6Fr3WZcfXBIsODJB6sBz8HKZkyxydCSXJTgC1lh6DseHk6Vs9NIRobm5IqilGyO5HWMnM/GSB6vkctisK9xlOoar55SWs/uxUqLpFkKNYGYrEbK6rzxD0KpxFhqPnmHULUAvrTOad+ervtu4+q96Zf2fcfQ94RQk9ZrDqaW4uzfJM4kp7Ti9IhBTBVz18oGlpJxOeNcropJ9v1TzalSf9RSDWap4N3e62HF6utnrxCwsvbnW7vr6GZcG8PM/BYKrtrgtl2NfFdypOyMNWtSnAp1aJ00lmy341li5npNlBy4jjPjNOOciUt/rZ3X2/j3HSZE72hauWZI68VOQ4w2cfEmXC+7x5a+r/1ckSo0oeZY1ry8q46eCfP7KlLuqvarrMZbV4KFQ6VKv+kmti62hJBXmcZGCjHYeQXamrPgPN4HfAh0XUffd/jiGYaBYUk458hLJDmTnHPeBNNbyZE29EcE723p+Brku0Wu3ESyb+P1hhkXc+KNEZsgJ6iqRxL82pzEhFHqTauh7IKl5lzAiRHxrCpDKLnUhBuW9mpRR70OWK8h1lSDrut727YeZ2Pae4d3ls4TsdwpjYSkYnnXtoBWreAcrS62SR+qyoYwUSygaV6xVBi77LKou2m5oi57PHhX87pF0a8IC3/84Qc+fPzAw7t7DsPA8XQgDIFcCkghl2gnxEGrUjX6vjdo1RnhKZcIpUa5NaQPKgS54nzGd4Wh74w4hKc4jPKTTQ/TigNaicDmNdtv236YelZXI8mNYW09/L78+XbZAJX9z1+f2iLXFSLG6mqpkZDWko3GegNYYqKkyBQdf/3xZw6nwsP9kfu7noeH4XtPzdv4jeNwODIcDpWk08gMdmG50gxmHc3AtTRNhZ8QyLK9W0IwFr1ziKs1sVWo3DnHEAJdCHgHh8FZmr4SR0zo3+PDgWVZ8J8/I5czTjwhWBmZtVYM1cAXM+TA6WRpjVyMCFVK4eHdBz7+8APDYeDh4YHj8UhR5WNSDv2BnBPT/QM5Z96/e6Dre7wPHI5HvK8szDr5Qwhr5Pr1tnP1793jt/F6w3ur+TdxBEdOtZtRCfSHkykalYyWSFYlC2QnqBe873DVuFILFLUarQKo85S6xhF8jQAFQm9InQuW90QZp5lPn85M48L5YuhIimntZd36HMcopmdQceGUEql25snJGl9MU6SkGcmJzhUOByOnFsFSgwgqHYqJS7TOUEhBarrPlVI7rQlLCaRijQNU1QSRxCPBvnteIeotONPXrHP9+MNHM64Pdwx9z+E40PWBnDIiSqlMslJaIa6jeKsrLc6T1dprlewpecGp4nOGnNAMQ76AS7gBgjuCiYqQnKvwWiTXEp7c+g5SMfjNR2F7sv1dK6Kh5ln1hdG0Wqz21pbPN3KT7WdV85AWHWBs5JbbFb/Cd+LDGuX4GpYuKTPGCe/gLz8K4ic+vLvnP/zrD/TDmx7ra4/jcajGtZZg7bxuad022vNUrVHaqdedcXWItwjP+YA6raLkloPvup6+H3DOceh6uhBwDvpgfV5DF+i6QMkF5wf64Y55mUlAEosmhu6AdyYLF0KdY04RZz0yO98TJBBT4nq9klPi3bsPfPz4A4fDwP3DHcfjAYDgAvd3uXZBMUPcdx1d15sD4B1935y9xlPYOuG0nOv2m63wEJsz+zZecxiXsokyWNOGCLiu0AuEPqAJdLGgp4jWAGjLi4LctHYtVXGviEdbdWvn0WCCKPgOfADxlorIhWmc+fzpM9frzPl8ZYlWL95KY8y4RqKH4gQ1oQJitJaIzfiWVKxFaJqRkum9yX06Z8eT27rrB3Chtr6TVUe5lThaIxwj0j6PiWkpSAgoVmNrZWgbp6KNlzyCbzoH33sSpfbac85VGKlCZGv7wA2PbYsSdWnavkCtNVUTU7BI1E561kwqCV8SUtJauN8RcDVKaM1yty4IG0xWj7Iews4grhGkAcovVwBdn98Rx5obrq4GujWirdZXRaqnuDO2beERXVVN1NWqMc0UNZwiF6ujbPJyvyFv/jZ+p+GcSfW1yNUMq0FNHsUuy4aIbBee0BSaWAlODU5WZ/OkXSeyQmANcq3kDqEaxtYppKO4TNf39IPlTruuJ4QOXzuJeGfEkc5b6ReuSr2J0Hc9wXe46EkxEhFCjZKt24hfy2i8c6g35jN1wfM1lyw1x2r9NnX3jW/HvlH62/hfY5hUocGlmUIi46u85+2N279hLavZr47ttqYuarLEnt+kbgtAtrkcU2KaZ6ZpMoZ5Q4C05UiNWe9iNuPujD61LMnEV4qSojF+rZzGPsQ7YegN/SnOkZ1F0sV3qDPbEKS2RGTDHg0qN2jZonultZLaz+GX8/vfMr7buKoL4H3Vd/T4zuNDXTBaygjFRB8UxVMKONHKKrOFIedgUEExg6pVkUPLRGChS8qwBLzvCO6e9848p9nB7BxJM+dUmHMii7JUELqZ2nVBXGsVTXpHRBFqXoItsi1SyGuNjq55VSl2M4dgi1y1JUl3hrXlulQETa2TikOCEZ5yiWQSKmKayCqkqk/8G/Lmb+N3Gj4464O6GldXjagStBrWNe+yf4zN5abW5MX0qGGXW3IrF6HvO+t76RxD5+m8R8RK2kSU4Dr63qAqHwaGw4l5nhmXqZL+HL3rcOLpQ8cwmPRbJpI04Z3n4XTPcTiyLDN9F1iWhffvHri/u2MYjJ3p68EF76qzpwTftJXN+LfxNdfzayU4t0N2t7fxmiPmgk+ZJVrJ41wKkxZCB90cCUMip0SJdstLIi7WHcx1rOhN2UWuzSCCELoOakRYki2rmpXsFMiILIDw+dMT//N//JXzeeTz5zPLHK1DFI6MsMyZz5+vK5GplQA1/Wzry2rGVRQkW0OCu6HnX354T98FkndWmilClEDCVylSK8dUC5HNWSgZrRKecxmJaim7jOWfKQ6pqY6yKpHpv2kK/w7G1SHeolbvvRlVX/vyOZAGrWqpUC20mkHLHVWjI4XsFM2ZkpzlVLWgZcapMGTBpw7VnmPpuJMTCHQCvRNikcouK7XvnxlHM+tsOdfG2cZErdEq1yha069tMSgbYan+uKYu1WBhuFk8XhjVzcvbvD2jSnuKdOBc7exg/WGNTGBRkkXh33tm3sZvHd5bh5AN4vy6Ydh7+a3WsxF/9pKIKzEK6vP2dxc8feerDKcjuCalWDkJwdfOMuB9T98fmOaZu6d7pnlCELoq6jkMB06HE8455jyzlIXgPfcPD9yf7pinmZJNdvN0PHKqJTbOr5QUI5FU87lvhde+q432O/z6xHybsv/rjFIKMWeWGv1NRZgKeHXcxWQGq7ZU03qfU65tDD3ZW0qtzQddQ9LWVtCvn7OywYsFJa1pgypcLld++fkT5/OVy8U+tyhkhCJQstWeAlauWCG7XPKqM5zqcQURTrVDzqHv+PjujkPfEYMneU9GmHEs6qpxNfkgLabKZKU4piAYU6abEyEVMq5WnJSVFd/SP99DGPh+4f4lsiTzjnZ0onq/NzhsXoDWPns4819EcM7CeBWIwZlWb4FFLR9aNCJpJJREWAboF5x4BjVt4IgQXUCKmjpwKSRtUgzV016NVq17ZW20Vbvi3OaH9mSMdYnZrT4NHDOI21UYRVZSXJtgsNljUWN+GoZo+bIQPKHr6LoDoesB/xa5/hNGy53u/1Zt6MtuLlevaW9cfavtW42rMZ1cvd/XxIaaPnENsmr5INttdfJ0PQYRg5EPw8Dp7oRDCFXUs+96DoPlb11xhGLHMQw9XWciAsfDgVDfv3bhqYSs+pG4dX5yM3dXR2P3vfee/M3Ss2Pm79My5TsWqLfxbxwr36OYXK7WrmVtnaoVGSVlaywRE3GO5NaztYqplEJrcraeW1c7ihmrN5OzpU+sRrzpD9uEGseZJZoxMyNZxVawsq51Kq2k0/ZZVYRfqQiSra2l1orHWJjmhKo9Tj5TECYcserR+1ZWVwqaN1nFkszIxxStH7iAul3KUlttQH2uXQcv8rD/aHy3cf3l8cyfLiNLznSllgJoJXYLlUVb76VGsCWZsETJHLBeeb6zxtOlFM4URueIJfE8zyw50uWFw3zGq0NS4kNxBD9wOrzn0J+IpXAsMOIZS6JLiblAZIOITca6Fr5j+sRW8GDdb5wKrool5mr6gaq+U922UpXc14Wx5lLLlxCaQeHZ8hY1mlZxlGjR+uH+gdPdB7q+5+HdOx7e/8DpdEDpmJa3Ben1R1X13hGVWvTpdsbRvbzARAjeGjobg9hvZTquify3fCxrvtWUxGoj9tXA1ixX2ShT3hmU/MMffuB0fzTjqr4uIIEuWLutRCZLxonj0Pf0IVDSwN3QUVKmH3qGvq/GfxeTO6n8AbDFZeNE2FO6NqHerKmthFpfX739shGaSl2kUkr/Dufqbfzd4XqTH/S+yhUGfAl415nxXBIpLsTR9ISvzxcePz2SUrJyLR9Y0dQ1crVz67zxBkQgLk39yORBVasRcnb/t79+4vl5ZJwWpjmzxGIInWDKetqyts2w1lxvcXV/ZjNQc9Kimr7A8zXyt5/OdMGRnCM5oYiwqK3mlp6pvIKKaCqKpkhJiVwK1zkzxQy+R6UH70xwomQEWdvgAcgqlfvt47uN63VemGMyEk79AVYPQKi1n2wueu13adGj4CXhcfQ+0AVPLo6pCyYBmAqzK0wlsRQlLYVQhDncQTfjAhx65cF1RDLJB2s4rcrYmqubiTOgV2WlpLR/RmxqN2/ElZWsIis8sHZaaBFvzdfqttXN72KeVgLsBJWSqySkKUoZYeBI1zv6IdAPA8NwpOsHFE9Kb8b1tUc7jxv71XKgZhh3N+9uDKyI1Xr7xghf61U3kYkWHTaSUN07rd+S7O5Xo9W2cQLiOR4P9ENAlNW4OnF46UCgOGN9ipicqBeB4Om9EQWdcwTvtwWiRqnt2Bo9RWUjLK3Ra40yVnpIs7RfkGNaLprV4P6Wwvu38fsMq1QI1KJqRAKuln+hdk40FzM0MZGWyDzOpGSdy8Q12HcTAWnRn/cOH+z1ZU7G4lVduSKtrzACl8vIvCRiTKSk5GzrZ6mpM+q820UkLyJXxSSTLI4stb/oshSu42IdnJyV4hSEBdPtbopQdu1VhxU1ecdkxKolGWsYaj/b5lgWW6d1X1FSL5bfELj+Di3nVJiXzNN5JBdlWqL5/wJZM7EkvHMch4OROLTQlYzD+gvmiqs7l3CSMPEMIXQBR6aIkLDntPeoOpKHUSNahGO8cpg6VOBO4NB1HB3AibkkriXxlCKpGl1qZ/lUo0pqBKv1x8+qtuSJp1V6tSbAdnKrFyQ1SsckGJNUb0x3bDgijciVG6FLXNVCFpRitHexzg5PjxfiHPlxCAz9b/GR3sbvM1rkKNV5qnCwtouziqHUi2+DiZpRMa1Tu6CbbrXuoF/Z/q6GG1YUdvXgWY1bFdGvRxecw4mvLcScsZDFrc0DWq2rsZe3CFvdZly3T9zyHbqzpCKrSM3LLW3xYbWc5oS0x6X+dhXe2z986Xi+jX//EVPBdUYgxVV+CwHnbFVr6kw5Z1LOjOPE4+cn5mWBqsSkKrXN527HCj4Ym10EliUTK2kqLrVzlFAjV3h8uhgknHUXeO0CrrbT2yl5O1Zn1OZUAWIpXOaIcxasWBkRJJVVoMV9xbhqipQcDU4uQirg8PQtndMauUPjo64I5Tr/v3F8t3GN2fE8Jv760xPHw8jjZSRVctJCYsozg+8Z7g883N3hKQyScarEcWI+XyvcIKYAItadYBg64lwoo7CoIt6hvbXImkT5zMiQI/0k9MtCHzp+uHvPcTgyac+7w4FFlU/ziB8vLDlzKRFyNBay5mr8ijF2KYg6ihok0LuOoQpDOC04SoUlDDawvjUG9UZglmqm13rIQtEFJa01t1Y361EXEHEomc57gvOM54l4/UQXPNfzFe/fanFee4jqalSbgbVHAFVlRoRCq/O0ixFkFTJpUaq4xrjd1JSqZvmq9CW65XmbwX05mmF1gnXtqJes3PyrzGSH5dlYM182guzSpI2s0V7Umwh2TXXsttkWlJZTrc5E3pR3pOq/rvmzumu7f5vLrz2uMSFdbykKcXjX4WVLCZSSSDmzxMi8LDw+PfHf/8dfGK8jKUGKDebf0AvnrJQwdB19bwz1lNUi0lIYp7nKc4JUDfYYC/NSS2puQMHqjMktT+emlKtdS01QX6uErSrXlJmvVQeeNTu6OnRrSkYEaxpTI9dshCaw+tginl48wQld59ee3A15NaMKW0HSK2oLF4SUC9O8AGrstPpVi5o+ZKGW3XSBIErnHL6F6M3wtC70dVVopJAGuKoziEucs84iWvBkYomkMtl+UY5OEDyLd3TAVDLDMgMwZ2tvhNbmvrvv0eDdjYql+PU7sv7g1Jwy1SwXNUHsrHvjan1hixXY2KRoZT1VdrGxkGtGrqqQzCTvCZ3g3duC9NrjxpFuznU1PI3YdFMLt7F/Vkh03YEqrc1i27fsw8D2ZINX24u/4hivog00I1xRlZ1JXiUb26srN2Cb6Sucy24hE26OcxdboLvrZEuBbId68xXa77J9xNv4J40WcfqagnLiLP/a5lFFWkpdd2NMTOPEOE4si0Whtp+dcQ2W9ghdJmXbZ8pqjShy4To241qNkNj780pMgs1Vayv71x5zm4aQrZusKiA1BZk3JMV2vYsrV+Nq+2zGVXNCS7LI3InJ8Jaylu5Y57R26WxNXba0zStGrj70LEvmp58/0wXHeH7k+vzMMi9criPTMhl8kGZi7gl94PRwMtWXYJzHnAslFlK0+tYYTYoqpQVf80fH48D7h3s6HziVgZAPSBGu44yOVw6lJ8xClgl3PPDww0ek7wmpx80dS8l8vp75fD2TSuGSB6ZsZTpLLX9xKL4uDkccd+IQVeZlNmWRXJhTJOaFjDIZ2EsWIbmaR/WCD51NCO8Q19fWejXnqiaADabRGecFzUpaTCvTB4/qcZWxexuvNxqcujNXWxRbr7K2MLU6uDZaTaiIUMS0oXUnKKI1J7Q3XuvaUSPe2huihreb8aw7tktbtmPbotF6nIXtfTdG7qXR/spCtttgjSTay/vfoMqVSg27VU0askqnmz9R9+Dr8Tn3pjb22sOIu0rWgoBpvx9PoFgZTinkZhgLtrYtiWmOzFNirkzclvt0zuGDdbcJWUgl1I5fRgk1BrAH19gsRvxUxxau1jTaTQTYnFba3Gd9fpOmlYryqE0qtvy+tAhz7xHW/YisUAotZXEj0le90M47jn1g6DuywlIszIpV05hqG8ywvqJwfwg905L5619/Rigs85k4nklx4flyZpwmEGWKE8fUczx67t/fc3cYmA4HhjCQYuL8eOa8nGvBcyJFrKOOs84hd6cjH//4gaHv6aOnjwFS5nn5xOfliUMO+DETy4l3pz/wn/78Hzi+f8e9Ju71gVgyPz0FTo+FmJVPs+ecHEk9YxlI6nEkvEYchbtSeNCMlML4DPMlM4vwOEViGomijGKAsjpPIQDOFHS6fpXa9MFqwea4kLM16U3RYHDNhTjNZJeZrhPzNOO8J6YTLnwJEb6Nf9/hqoffxt6gvqTgt6gv57z+3YyuKZ6y9np1YkzGFb5lt4ZIg4Tb59x+9mbgqQ0wWqT897/Lui7Z1nUR232H/UPZoTj78H0djV0sGwyu1jBbFdTZCr3CenVNE7U2osm9sYVffXhQp6b9DISh4+HdA6Uoz08X5mUyRbjaW3hJhXGOXKeF8TozXpdqXGtnMO8JfTH1sAhd9jUartKHajAr3tWI2LC9NXGJOZu0fslaVoso6tZ5Jyv0YtifPVdRlc3n3JDOZj/Xa7U5pLqzuC1srtBx27aipL0XTn3H8dATM0ht5yhF1gupGdemUfwt43eQP7Tyg9K815b9lubtNLUmqXCvrGyz0AW6oTM9x87jvKutf5r2ZCV0SGtXZJqrQVwtk1GKUyIZr0IsCzF7si44Xwid0gscxRFUOUbPKQaWrIy+I8aAV0/OB0RDNa4zgpGu+pJMU3YO6OzJWiOSCvq2ThLaui4IxpRriXFvrcBUMpKdeUHNo6qRhxbL/xq5IAGFktMqyfU2Xm/sjc+v1bN9a51bg5G3B6yw1Rq9rkhwg283CK4Zb5EGhcnKvt1/xq8fAF9Gq+3vHTx9g0a/hK3rcw2MviGj0OKB6ii2j9TtuNag+Q2EefXRkJRcKzNKLqvgQ5MSTDlX8qUZpFar7WqeFqjzzgxkKbbuSSm4XCgOvOhaI712x8HCQ11RoJcuZf1rnfu6hZPAbm+GAK5RbHvN7hvkCy0dIbfbtJBWd7cqHFTftItsW0PSzTF0Yl169q//lnTHdxvX++OBoXO1bLegg0dzT8mJY9fx4f0DfQi8//DA6dBzOPaE3uM7x/HuwCH0lJSrxqpnSYn0fGYaZ5RM8KBOOPSeuzvzLnzydMlTlszyGMidEClc0zNer/SLUPRHHAvHQRhOQnHK4c7x7g/3zMVxHO/5vByIpeM5PxC1x+mC1xFH4r4k3pcFyYnppwNT98RlHvk5XiBeURzJFxaBULVgnfOE/kDoDsZ49uC8ojlDZQs7HC44UPvN8rJYnWye8DLhxOOku4mg3sbrjK9FqMAakb7c9mvvfbmPr+5v90BXE7Xb186ItYi2bbkd0+3x/fqHvHxSvnhqhaNvv1E7QGPwS4tMtxKJXCMHrTwDVE0koGyQHwrTtHztYN7Gv+Po+yMlFx4fz+RciNExTmZcn58vTONcdXuNbDQcjvzrf/iPTKMJ7F+er+SixGTwccqF67wQs6kUFxaDiIMx12vkBCIrua2VQm5eV+1CrnpjbpvIiBl/iwyDM7U026aWPZZikoil1MDN0g0mZJGNSdxIduveNxTHnFfjzFTFAzvWOBPHMx4l40CtXO3UCeF0BBTRCJpJ8dvPwXcb1+Oh59D7SsxRnAaEHi2F02EgzjPeCcch0AXHcOgtSg1CCD39MaA7rb9pXniaRsrVPC7vBHD0ved07DgeO3wO+BTIXUIOntw7Ys6M+YKkwl30FP0FkcyhDwzvevDC8b3nvd4x5Q65fqSb71lKT5c/MpcDXmeCnnEkHsrM+zIhKTGpYy6ObuwYHn+0XIMrJC8ksbpH31VB9b4n9ENl11WvThOwgGYEby2dsBKKkqwlH2XByYITh5Me4S1P9eqj4U5fMVZ7A/u1+1vD+nVP/aVpa/XgbQFqbONG/NirI+2ztf/YsH5ZMNAIIeaF76PPr/wM6/NS96VrBGqCKmZcU7ZFtBRT+WkGt6n7SCVYTssbLPzao+8HrteJ5+cLS0wsO+N6uYzM02KRWTDkcOgP/PlPfybGxNPjmefj2Yiqk6krjdPMdTHeSdFM1oiIp+DpavWDNW3xoA4tArs+rluOtDaA2BteKhqYs7F5VS0Ac75ekuaAZjIaF0rJONeZJraIOXdq7elKlU3cIyaiW0pGN4aW+QMoJS2k6Wq1IxJQ1yPOcTgO3N0P5vwWAY3E+Ips4eNh4O7UM4QjzmHQKgnVwjJNxHnGCfSdNcW9OwwcTgcOXYdTIRTryNENBhEXlK63Rs5JC6lYSB68o6u9K53zeDFixVoo3Krgi5UIlCWTp4TvHcyKBNl4G6WgMVFipKijpMVaJJUZyoxoZCkLc1lwVd6L6us453FV+UOkmJShbEy2oq1WVlexH0ODm/yYt1rF+o+qYiNSrJlByzWo/PqP/jb+fUZj/O7yp238vYj2Ztu2j2qk99vAPmptsFclArW81M1jVpjq1sB+Q+TaNpL2rt0evuY8tO/JDlF+wcJUtZSZaWBvkWsptRhftXZ0ampmtqP0G3pgvo3fZ5gSHaSYSUtiZCQnRynK9TqyLLFqW1vOdF5ijRq1pu6sy0zXWcgXk1/7DJvlKtVT3Gop2sy5nV82o1YERmT3XJ2VzdCiaI1cvQu1TzEGyUrBiSdnR85q+tx9txnXbDW5mVZvDk3QxN04pmWFkFWzocQlU3IkpwBeq6qap+8996dDjZoFLY64fPu6/N3G9X/7T3/iz3/6yJ//+J6+D3ROCd5+/LkaV9VCSQtaMsELx+DwDvKSyXOkpIyKCZbP88KYM67rWFIkTGeWFLk/Dbx/d8fpdDCpwexJc+T52NN1npDALx6fgBGWHxemeUYuwrAMSBAimVkzc3Fcpycuy8SsgXO+MGkHeUbnJyiJS0k85wVflMOoHLJHCHT9icPxHZmElBHIFIKpIoqSY0J0NlNcBSJsge3pu4DDmQAARnrRHEHAu0zoFXEKZeFNoOn1R8oZn9LN4vBSfH+t96tjzxxuj1e+8a7soW1rO7rNXDbMavucagZ3hCgzkvvY9xsv8n3Ol8YA/rLWtUWn7TV0YwvvW4SlQu2jDLls4hk5l2pcN6JJczbn+BuwtLfxuwzRnrRcuZ4nrteJaX5innMtu4nWZUYgBAtOgu/pugFwOFc4HqwrU98HclG8h8dnR0rQWmVqcWjxoEbmtHJmM2yyS09Kzdl6AbysjqWoCUvkHOt8ypRsZZOH4cgPHx8M3SsRNJFSInjLGR+PJ969e4c4x9PjIzxGU4hKmZQXi2IbsiLOgjFaCVJzhgs4R1qUZXyy1Fx/oHOZ4Hv+9PFP/J/+67+arUojJS/M8/zN5+D7m6V/uOdf/+WP/Jf//V85Hnq6IAydfYl5HInLQk6JebqS4mIyUyWCGlN2voxW45nthPkucHedSKWWwJQFRBn6wPHQczwOJjaRHVGg62snnqI4dSasv0B6zkSNdNpRAriu9g6kEEsmTsocZ2YNTCUy01GWkTw+ozmylMycIkGFDwwMmKC+9z1dfyCUiGTrtdSo6FJXH9UEInjx5Lo4BjEvzFXA1zhQBdRyVc4XfH1BNa3Q2tt4vdFIHxuZaItKXzZO/mojZVVcLbvRAuqcsTUbvPsiYpSbZBCbgVUzrmtNYoOc7U03EPG2r183ti8/d0+M2tfnripT6+Pb+6IQV+OqN705W66rlLI+lyt4s7w1J371IXhKhnlK1rD884XPj5c6v2vjlJomdU44Hu949+6jSXgCfWeRrw+GVsQU6ILgnfWazqVU1M0kXqnJewsaBdTtGOtN8UxA/K5MzHKepUiVHzQypwh0wXF3OpgCUxZKdqQklBxJSTgdex7uT4hzxHnkenE0GVsjiJZ1TprYi/0uWo2+EZbUkMsspMW4NuIU0YAX4eHU8ec/vCN4IaWOnBamafzmc/D9sPDQM/QBX7t8dF1gGAJg+cYQPDknhEL0AiWjyUJx7Qo6FErIpGgC0IhwOA7MS0S8cEwzLgjHw4HDYeBwGMgJcrIiYgkB7UxkOokjlsKchOtcm+EOjmPscQRiiiw5smRlvk7MU2bGMZcLEx6NC3m+QG4nx1jInohqx5gjS234K0DnAoMTAo5eK2u6Nu81T80ZXV2aBqzVzbp2clWRUoubteYbxNo8LW8951597PVxv/ZaM2nlK8aitZkrYPWtboNHXxrXHYK8siCb4VxFGGrqt8XIFdTa1ZFucFt73z/8fu3/usCsRlb3Ee32+goHs66RW0lO+3s7uPUJLfa+gqVI8ptC0+uPogyVUDr0HV0YGIaDOT05GSQKmHoR9P2B08m6K2nTE1YTgDDEP/H+3R0hOFLKprqkapraYe8omjC/uOqUFSp6Uu93jp3BwgYri9T7Oqed27pHoZXRU7aOTsF7htoNqus6QrBI27kmB+qs5rawShq2uVlKc5itu0/Xee7uDhyGgf544Hh/pB8GTsfA0IH3prVA3+FfsxTnh493vHsY6Drzco7Hnnfv7nEipLRYe58YOQ+BZZrJKRLHKyUnutBx6Afz7r3HBceyRJZsEey8LIReWJaFP/zwkY8f3nM8HZiXwjhncAF3OsLpQHGR+cmKo90s/PRZuY6ZKIH+7oHQdVzGC5dr4ZoiT58+8fn8yILyqIkJSyiVlKHo2hRdgCcNDBpIKM+yUMTYavf9icGBR+hqdiwBsUYUxqMzpanOW3NsI31VWnfKdtNMzgspmy5zJLC8Ra6vPkqVrmQ1grdwcLOKXzNjbtfpxnnMK69w8a8xjaXlBpqRLFLt02Y4FVlhNWNNuvUAZNvhF8ej9fmbyBRoRJIWjW7P7w/wiwfrZ4h3uLqOaq1zLeR6jM2o2vNRC0ble5vLrz5y5uF04v/8v/9n0w6eFuY5UrSQUqz9UrOt0aXJm9QG6Vmr+lFzrISH+46+M8LpOM08P1/IuRg6UZrTmSrZzWq8tTQHq6YJ2M/FxlNp0W/BepHlGrkKwxCsDFMSOVsJUPAOLYXDMPD+4QHvA+P1yvnpCSfCHALJe1SKxdOugFiddnMos2Yz0iHQdY7T3cC//PkDD/d3HI4HTu/u6fuOP//hwLuTEoIQwoB3PdfrK+Zch6Gj63ztGGIEo77valJc0C4QgycuM6iSBEqsEKmYVmUphX7oiXFBBfpDzxAT4oRlGXBOONR2WUPfUzSzZMGFggQPwaO+kMSh6liKMC52+qZZiCmg0hFnT5wccVGW88zyfGHRzMJC1KpIkjB4Q8VyuyoU9Sx4skDsoXisF6vztem0rCL/sKX3RQ0EdlIbyTuPUHAqBl8UE+9XjB5eSqZgsFt6i1xffejOs35J/LmBUl+8th9OrOG98dxu87Nf/9B6X0NAaTQPhbYiKLuavoZr3R74jYHVm5e2nrO6GtYWse7zrtvY1wveCk9UyLpC1Gs++ca4t8Vzi17LFwf8Nv7dh5oq08PDPaUUjkdDBouWtY9pyZklTlXcRsm1oXjOLYdOJWsK3kFKJ4ahIwRX4dlMSkrMNqdSpsLOYsQianRaWtOTTV52pepJi1otUStV6tDUbisbOFvpYt71IvbO0XcdIXR0Idj6mvMauRaxblJNBKOVm+n6zz7eVaLs6Thwf3fkcDKGcN91nA6eLkAIMPSOrhO0fLvJ/B3YwiccgfE6s0wL3nmL0nxtBO6dPdcPgPWyLCkac83l1cPuh56iJ7o+sszWeXWeAzktBOc4HY4cD0cOwwF1heIK4ha6wwHX92YUvUMdRI1clmdSnpGz4H/xpiSVMnMqLMX0L4M4CkrIBl+VsvZOAKS27xKiWqujIpCap5YFWRziTcCd2pi373r6rkfE4X2Plw7nPYfhQAiBnCJpuaIlM18mxutsDXzVbiqO4rqvRiNv45XGHrraRX9/z0Tso9tVZeZXt9vlSI3Z0V5c7/fB49r+jm3fsjuYl8e1QsXNCFINdKNENSZzi5hfRKib5OLNHnef14x0a/bZRM33sY6p2nh4Kyr7J4zjsed0dwAZUEzeMNccZMqp1oUWckqVnKRVuMcg4SYG1CLMlDPXcSalzDQtXK7XWj9bWKpRjqk2LSlKSsZfSKmwxFSJVJklWslWjHndNqeEFmWZJ8brAVBOx2HNv0Kxdo3UUpscSXFhniZSSOQU1/nmxPofC3LrTK4+aUGc4rxjGALHY8/xNHB/f+Th4cjxNHD3cKDrPIfB4V3GOyX4qmfwG+QHvl9E4vQOL8Lz46NRmlNBs9J1gXfv7unvj0DH8Xik73uWaaLkTIqRHCMZcKUgTugPnekLq6PvB+ZpQnJh6ibe3d9zf7rncDriE7gDhH6mP93jhgMlCaVzaICZhc/XX/AiXPXMc37Eh46uvycM98Rsyfi+lvP0uUIhYn1yFIM1kNbGqElMmlRYqTwkl+tCGQLSWWPiQ3dguL/D+8DQ39F1R0LXcbq7p+t75vnK+eln4jKRlkem5UqOBpypYopXg0ek+95T8zZ+h9Ei1FKMWQg7Q7obN3Wu7aUXBtbdvL/uf7/tzrhuO3arwZNVmWyLLlu0/cVoMHYzxFuadkuRts9tIqvr9/o6zGzBc9WMLVY2sZGgNgPbKmr99pFv45XHw/3Ax48P9AdDEWsPcqD2VC12RjeMgi3XDrDOL3tBtbHDzVDHaNHuEhPLYmTUZbFOOzlnYpzJtevOdZzJpXC5ztVAF67Xycp/sglZaFamaeJyPlNyJnhHyYtNYTXj6ihojuS0sCwj18szPgTSMuOqAQ5e6HztmV0dhUwlN7Vv5iyPejj23D8cef/+xA8/3PPxwwPHU8/DuwMheO5Pns4ngnN0XuiDI3bfPpu/27i62uJKi8EJKWXiEmFHhbYv5M2LDQHnAy5rjUBtsfDiqwC40HWBvu/QnOm6QE6B4EOV5nIrw80565JDa/0lNomKKqkkFJjjTJiv+NxRpIMw1Jq8snr1orvggeqZ75SgC0qW1V/fclSl+v1OQD2oQRZ9CHgf6Puevu8JoWM4DPT9gGrCe0/2ViBdSiaXhDaVE2VdSN/G//rjphZ2t1j9ep51i1zXWPgl9Go7q/Ng/5R88Xm/NhrDuC2Oewi3Gbz9nvYewRc6ynwJk39lGWYvH4es6WTeZvLrjxA8Xefp+2CkILc5fSXbek0lWm4O0Jdz4JZZbq81xSZVWJbEEo0AusRYmwIklmWmlMS8RCOh5lzXw46UC6HzzNNiKlGLNW7vO4cXK7XZdx8z9T8lZ6t9bcZXajTrnBCCqT/1XaCkzhTDxJjIrnIZLE1h1RqNeDsMHf0Q6PtA31tta9fZLXjBVajaSWVW/wZA8buN63WM3N8N3N+/g5obupwXfEh436O4mocNFj2q43hScp9Iy8zinBmYtJAzBHEcTye86+i6nhQzfT8wHI9GCY+ZZSlMc2KcZtKyWBuhnG1qOGF10yqEu0wJ75ScziyLNWSfppm4JFLJ5FQhYVGyWF/OIvVGfb5+38JW/7dCJ6U2yQYOg0XsIfQMwx2hO+J9oOt7fLDcdMqRJc7EZJ5eKkroAj70IAEJg8lwvY1XHzc1rrAaIyd2iW99LXfGTurrtcWV2+Uk98HoF7eaC2qNXbdt2+Od8hOW27+NW1nh35eMpPUSEHtny92arW16wC1UqddMs4o3P8jNbvEi64ImrZWYGDNeqTlnJ2vpjqriwhsw/Nqj6zvEu9qNS+oUawazphl0CyJeAigbArPNhxZUBCd0wc533/kKN7OWU5qoQyVP5WLGVwvznGpv18I8R2JK1pIuGTwcY2SepgonR1K09J3Wsp9lSTw/n4kxEUJH3w0gMF4fGMcfyLkwTSNLreOdpomUk0XaKdr89B4XAiF4PjzccXc6cH935I9/vOfudGA4dJxOAz54C4gG4/z40Jn6lHvFnOt4nbk7Hnn38B7vhfP5wvPzuS5CHYrQ9R0fuoGhO+BcQAiUkllqzVApyZQvFkVc4XjyDH1h6GdKKszDgf7QU6pxneeF8bowTTNpntEUTb9XtEaR9VbMS4tTIkmGJYG/UoApWc1erAn8vXFVKRQpZCkmDCFCbjBeW20aHFchsha5DkPHh3cPhK6nq7AwUmXBKmstpcSyLCwxErPlKYIL+P6IuID6nlJ+g4v0Nn6Xsc+qbsZxE3JwYkpgvpbd7OFhtz63orE3USe7v/fw8fr6NxvXujDu9rkd8WYLi2yPdffalofaOxIbA7kZ3/2+biJdaUiyHYvtx1kaBaWIUIrsjDi4/N3LzNv4jaMbOlw1rqCIGsEHqKmF2u2mntgNcahzvUa6DT2BnZ/VHLY2R/evNRhZ9vOsRo1VyctkMnUt9ylV3auUQk7WTGCeJpZ5qs+l2iKvME8LOReWZWG8Ghkr5Wy541JIddsUI5frlZQSMSWWaPKI/dDTDz3eO46Hjr6zaPjh4WSPe0MZnXccjratc26Hmr6icZ2XaDTpWorgnDcDKobRz0sExOCCXGrdkWkUOR/wISBZKD5SXFXR8AJFrMF6CPiQ7ct5v8K/5opvdYl7BpioWu/MChuUVjtYFCTXyipnxf66CXg1MtPa7YatjVZrU9QWYPP6mxqJPV7J67JfINsEsr2ayHSitHyVCIgz8f7aA+m2jfvbeO1x68W3KJTVyG0Gj80I7rddt99Bul88bp+iq6FdiUzNSNMiiGZcuYGeVyP7leny1edbveFLYHiXj4UvH9vLNo/b993yPVLvagQkVUiD3a7lKwf4Nl597Ind+zOy74V6c6b05RPb9uK2F9cgd93BNtHNsNrfxSm+1UBXAZK6jFfjqpRgxtWL4h0b6aoa1y4ESlHmycp0mmh/qR1+ctUoiCkROk+q6OCyGJum73v6ocM7IzSFYGzh46E3Am7XmcSu93gfqj2r8Hm9fev4buP6t59+4XAc+PDhhPSO490dXX+ilMw4XXj+8RND34M4YsyE0BlztjOtXecdpST8GPDO8PRFF5JGvEJ/OiLB0w89h7sjzjuWAmFa8B5UCkkTmUR2GfUZL0JWxRchAL2aly2qSDEvO3shN9EJgalYE7mkiVbYjDb5rFpILZsBbiLRqlYT67PHCyw5EnNEnVCiq0LXujYofn5+5HI5M01XlpTB9QgBdR1ZPIhHgfRGA3n14WipKVstmgcvGMvdVaPq16i1GQ6LaN0KEVc/qT6/Gt5aBytu6xtb+Ur2eDVUu0VLmjmVmnuqBrV6ki/t1j5y3RRfq0O45mBb1kS/eK++MKrwMtfKti/ZWs1Z2YNF8IWm8mTv9W8ZjlcfW650cxW/VPnav4HqM+n6/u3+9jkRkLK1pPuq6yRf+UO3I2rX2n47VUG9KUN1vuc4+Dony8r4LbmSqiq3p2hrpVcVwnJZn4txM8o5W3GQ9x4fDEH0TmojHyGE1njAIbUEyNUWfPvr0Idvl/L8buP6y+cnfvjhPUVNHeNwGHCnzrorXM58/vzMMPQcj0fAcTgIx4PlF8U5XBBKyZVUZJ5HTubZeIVuGMA5q309HhEndNNM8NYIAFESmayZKJnslFCjAS+mmONU6s2Z3BbOFh/vyA6iwiJQtLXO2tRCwITKlZpHkrpwaSFpbSNXkpXTiBjGXzLkhLKQnX2neTIa+/VyZppHptmaFeN7kIK6YM2Ga+7qrTbw9YewERY2KHj/eAcP09CJ/a0Z0Z1hbFDcCyj5BkK+MaK7SG//Oe2fbsa/hoVf/yLAuihi+dW2sK4L797Y1qhmb2DtIzZlKiOX7ALdti/ZPkPBSIaqK3/4rTXx64/NJMqKhNifu3n2wizuZT1fqpCZYd2eE9nEUb4Fmbgl4rEdgdy+prV/Kl0HdO2Q13c2/Gbf2rAZ1pe31hO8OXn2/dqHt+/TkE973Ko29sjL/jdw7tv5A99tXGOVwhqnGeeErhP63phbIZhEVQieZVk4Xy6oKqfTyX4oMfUM56gQcQfi8CGSUzZ5QOcRly0kd66yhLdi4hYR4MSiRWdmsXiLOnKBmEtdlBRwqEAKjtIHKx/CWd41C0nNU3Jq7YiopyBX6DlRDWxV8ylF8a4md4tjiaY/6UNCxNoyWa5gJqfMdbqyLIvVmpUmQVaNd/1NC61B8dt4zSFNirBefKsBrK+tedL22te23RtLecHu3S1Gt3AzK9wMrEZw3ZYXz+vt/uwIduNX4Dy4jUJ1heVk/XuLbDdJRPQ2kllTJetzu+dvPmNb4t/G64713NofqMqaTfsyXfCV577Y4HuGfOXRr33wN35WvcZe6nzvh/l4spvXDb9un2GGfF/H7ti7ELuj0i81xv/R+G7j+nyJ/PL5yl/++onTceD9uwc+fLAvcX9/oh8cMUY+Pz4y/XXi/fv3iHhOpxOHQ8fxNOBE6A7gnK+MMwcuIMvCtEQyius6K+MRh/eh3jy+C/guGDTQOVInoI4cTOs3LZmpdUlQR1ZBpCPcPeAe7oxcdCksC6QYmadCoRicbL8qsRRSKRTUJN10EylXFFejbJ8yn58ecT/+pX4XTHS6GAkrp0xKkXG+VvmxQqn9aosIqUEwYgb2bbzuECk411oASvXO3c64ll1kehuFOtcuPq1Rai0VeFEb24zoSi5ZDXZd/HbQHbwMQr9tTrQFtUG7G7y7N6j7nNevG0xo77ktRftS8N8++UabuUUQX4GV38Zrjb2jI2tKq5WCSXPif9XA3r5/cyS/NWr9x3N2PZ6Xjt/6eDsWWb/Hl2Z453facSm1xHKHvezg8uZM21pucashnV9Gru14/qHi2m58P6Epmm7l+TyRU2EYenJJuCqD2Pee63hlmiceHx9x4hh/GPHe13ZHVqvqfYf0iuRMWOLaXcMFj8t+I0uJ1IbispU/eLupt4i1VOy+qCW8E1Zek7SQVBBxHHtHf+wpUciLIxUhFmGRTa6tVp6StUapqsSSSGvOtdTtMppMyHqaRy6XM5ZjLqRksHBcIilZn9tcUv0MgSrsr2Kyh20qvqmxvv7YotAt+mzOzg5ka0hbNbj7x9vC87XodTWsL2Bl1se/vlh9LbP1q2L9bZHZ/tsM7g4i2x5vEedXI9KXUSststUvFsSXBvnvHufb+Hcet7/7PsqzBhG/zYGXNvnXv798/5atePna/n1fOdJfMaxfbLciKu1v+19k9SfX1MdWTlTX2rbksnuuHppUydvNsdV1i78XHf+98TvAwso4JR6fRuY50g89d3cHui5wPPUMh0ONYu/JKeOD5/n5mXmeyfl9hY1NmVdcMJ3evrcLWIRhPiJi5Q8mJn3bL7J13UglM+fElCK9CwyhW/FxB0gxiUP71p5UCiyL1VqlghTFF+jwqOjaFq756qXh8eIswS6C+PqDO7eSO5YYuYwXQEjR9Da1mLhGKQ3Xb3CwA7GslmPveb1Frf+coavBtPEycmWFhdto0er+vQbyVwPaIFzWa3YXBLQLeG0bXRc9thWoGj/ZLxD8fTBN9WstrNu+7K81HwWr7B0Yl+DW6Op6DFtmSuu2OwO6frZuhlWti095a5b+v87Y2ZQtFt0M7UZaan+3LVnz8uuuvmJ01t3fbPz3DevLsXcAvmm8hLtfHOcWzt46gM0oo2utyYs3bMfz0pH8lvH9da6L8vl5pqRP9MGjKMMgHI8D9+/+hY8/fOQ0TSzLwjAMzNPMX/76V1JM/Mf/8B84DkeG4cBwCFaw663zR3dIdIvBuctyoMRIrNKJMWZLcRaT4lpyYs6JS5y5LiPH/sBhuMOFHjlAKCdUrZF5jEY8mktivl7M6C0LEhMhg6cD5+sPXmhFPlkMMsg4Sv3Bm2hAC18KcB2vjNEKlksWSiuQrSuzCDhfIxZ/Gx2tUREGgLyN1x2u9oPciEXNsH4ZiTZo17kGF1mj+3U6sN3axS7bamYGDFYDC9uCsHnWW4Rof3xtTrzk/G7GVW/21BbK5pjeGtdSDWgp+kVUun/cnEzYNQTYffAGPWstUTNextv454yvOWF7mFXZQcQvDOz2jl8fXxNd+eIYvjJtv3jqGyPDvbF/ucMvYuXNP92uM1Wa2/mS7LR+xjcdyT8e321cc4YYC6NEcshMc2RZYoV8TWaqlJ5hGDgcIikmlnlmmmamaSIuCe8TXbFu9iKKC6GG6UroelSVuKqAlNovcscKq9FrLoWYM50WK6L3lV2mbvOmiuXUSimUlOr+LHJFTWlH1NpmNb6wRaW7eGXFAm/1sBSsV2IpKGZYrSsDWx7OCaJGqpLVS9w8pwYg3iizv41XGbIzR5YfXWO+9V7qudkgMt0cpBVC3o11MZDbqFfb+9kWuK94xrc5S7310HfbfPlNamT5wsC27W+Mq9ZItj5u0e0t+9L2YhHxZmhffnbbVlSruIp+wTx9G//+Yzsv+9ziFqnCl9DtF7Dx37F3vwaV/tpb/h6E/Gvja8fXnt8e719n91y7NutrbQNriPyrUejeVdgC4X/bWvz9xlVN6WjJdhDXKfJ0vpJK4el85f58pRTlcDwRuh7vOy6XkdCNlKL8+NNPdF3Pxx/e80He47zD+ypT5QP9cKjkoELKz8SUrftCNpWPWDIxpzV6XUpGUuR5HplLxuHwVf84l0KqnntOSiEZZJUzri6sUo1hW0RM7Mmh3lePXOqrYnDw/gRo9ezVXtfaD0SaIZbdYqr7k7bl6WhR0veemLfxbxyN5LEZxH2Sp52zLa6U7fUVwq3GpDph0pY01aoyWCUL6yKwdW5l23f9T2/myYvLXG42Zj9rym6/a5TMtqgU3TunbMa1Oq5Ug7sZWfv0TSplM867H2fdZ3NmRW9+vrfxzxpfccpejs2Y7eunf8PJW6GXPQz89Q9tUa5dXt/2Gc2JNcT5S2f0JlK9PQygrDGLfnlZ1/39Y4P/W8Z3G9ekZlgdSi7wPC58erowxcSHxzOnuxNd13F/d0/fD3TdwDhODJcLcUn8j//xFys810J/sPzr8dThXcAHoT8qoU+1fMW6MMSUiTVKXVJiTtFuOTLlSI7AeCEsM855gg8G42mLZI0ZnLP90qIO3/Q3Eai9W7VCX8X7tSuORaJtgdo8wS2XBbnOZBHPqrCzI7q0hVlgbUjS8MSNIPO9Z+Zt/FuGQbc7A7sznKtz9MLDXwkUFRWRpgzdCEvibmGn1bM2x219vAa1uhrq9TPAmpPvjf66w10ksjpwX9nvzmO3/sEtWmXVAV5JS7s6ws2I6lqStiFHt79fczLtt3zLuf4zx03asz3HPyIyNcN6M8G+4dPqIia/blDXLXdEvu1Y9eb1vz/2zuSXqM0Xz7V+sdV6rl+v7Azx7pr6msH/LTW9bXy3ca3plbXJd86FJWV8SswxsVT5Q1WqRmOg6zq6viensslVxUhcTJeoL4HW2ce1XqnO0/KWRdUE73OuLN6y5o1KXQBSMRPnVNccqcdZLKm1f2uNRJ2usYV9p+odFVVr+tsWnP33ZjuN62v65YldF7w26YR1m2qCaRNTbt73vWfmbfzmoXp7+pp7K7IzTDujyt6Dfhl9vjCCL5CKdvb3sd/emH6NPdmM2t8LQ25mYPs6bf7eGNfNaLZreJ3LuqUp9j/JzXrztYj05QXyZlP/aWN/bvTFVPx7Y7/ubI+/P577EnK+PZrfYrRWZvBNpKpfvF5frXN1n5rQbc7/2tf6im/x6nWuikGhsdj9ZU50zzPTUrj78QnUcTwe0OKJ0XoJfvjwkYeHBx4/P1Xxhsx1HPnLX/9C3/f8sXxE3t8jSI08PX0/cDidQBy/PD7y48+/cLleeTqfmWYTwc9q2aBUMtd5qoQUK71BBO+qnBUmJeecM0FrFFFnrGPN1ri3so8LEClWfoPWiLaaw0bdbt5gdYmkOgFOPCK+PufWyHTTvPbITtKu2WEnispbnuq1h9Y+veKa8DyrQ97gU5HaAameqyIVbqLB+YI4xa8+lZXeFFXLxa+LQs2LcsM9tuPYLRbtccVFqiB6zaO1+ba+Vda5pNuB1xq+ndGukG+pC07WFcjeSEprFL0dV4PV7HOaJtO21e5A1vVY4Dep2ryN32es53p3Ov7e+O1lOV9uvxm7W8dw74i2WynlNxmqr33WnvX7JdtX0ar3Xkom5Wh/lw1JkdrAwJbrquv+OwY1v0u7ilzd21LguiTcRZmWzOGXZ0pR7o5Hhv4ACH0XePf+fS2iFy7nCzFGa5R7vTAMg3WHPx7w3hF662DQ9QP98URBWHLh58+fOV8uPF8uTMtCTNE622M9UmNKNx45CD6Y6IQTxxB6et8ZXIxBWLFkJo3koiw5MyfTo8xoa91qRClp4PG2mLWF1Axok7rz2MmrKlIrbFIfrmLQO8UewEl5kz/8Jwxtype6oQztYitaoWLRHdlD13m8qjYJeBT1Wvez2mcj4tVoseV4iu5qmtvE2B/Ti6i1dRsxB62aUZFtJrZ9rKpLm0JNq81ec60VFs4VLLwJNqsRfRnKy/pcKyBqEbi9aV2k20UBhjq9jVcfzUe7iUZfbPPrRvXX15+/Z1jXd69O2pZeuGXau9tP/iZD+xIVfAHfvoBWSr2Yc06kZJUnFsxpDdxMmB+pGuItZ/c7GdjfARbeLv6CdcJJ2bySaY6M44ITZ+zgQ49qoeushQ9A3/eICDEu64UfU2KeZkIX6EKwE+EcIXR0faYfrH425cwwDAzDgIgwDMPqoZuyYCOc2KITOuuy45wZ186HylwSa0+HwgIqtojdEjjqWC0jbMsm68JKlWls0epmPHctyZqYuzcBDXGOUEWimwKV+rfI9bWHFmO4WuS6gfZtkdJihqzQxCPEyOdYJxjYrktZ+6PWfe8IRHsyRoNlv7ii9+/d3e+v/ZePb7ZUM6wbBHabH1W9eeP6fb9cfbcnGglvn0SRm1SIbLvQ3zcKeBu/behusuxh4W3OyHqOpN0jX4Fb25Cb51/mZTcS0V5ucJvz9UU7hubctT3IdpBf5ohfHoiuz22pi8aob5GUrh1ytKUQq85Ai1zNebboq31v0LUP8u3H7q7X3xDz/A6wcKGoKSAJMCWlTEpwBfTM9Txxdzrgned6HTkcOt6/O9F1Fvf98Mcf0FJ4fn7m+ekZccLT4zPzNHE8HnF//iOnkzUcf3j/nmO641/+44XrPHO5XFhq2c2yRJ6fz0zzXA/MzpL3Hu87nDi63tN1Rm7qnceLJ8fE5WIlQefrxJgiutRuOK42fK6kFAQzhjXa9bs6SL/30lv3E+lopCbn/M5rq+8JAd9Zv8Cu6+g6a4XU9wOib8b1tUdKSk6Kui0KXQPByl4TlNZ1qiESQp1nTkx4XBuZyJw2lRc5VLaFTkuFYlfkY7f4sW24t797u71medV8xHb1l0rWaBHqttBtO9pncF9C09sq9yJa2D0lunv1FkeuET4VSXpDYV57KJVwWS2YlGpAa16qqYWJynqu13m597N+LTCsY29k9xFtg2RvYOFSxXdoCkpUg6u7++0LbEZ0/63sfr/v0qJjbcGeGdZlmQ3FjAvzMlO0IGzBzjC4WjKqeKpTrXzpFO5QnFc1rrB2PbU/s5GLnAjkiXkU5jnxcH8ACsdDh5Dp+8D93R3v3r9DREgpMV5HSilM48g0Xskp8eHDew6HA+I8h+OJooX3Hz7yxz+fOV3v+PnzJ56en2ttbWCa5vXHA+hCT98POOfoO0/fBwQhiOARe59/Yhpnkhbcs4CzyLUFtesq2+DdFcZ1VVlpayKAc9ZsQASRgHBrXJ0TfBWRsEjcugMNfU/ftya+B1t138arjpK1QkastrGxue36qnO85otEbMFoj520hgvbm1bPe73wbWxGrV6wqiYqwsuI9CvR5E1cvUUSqq0G9RYK3upW2V6jfcld1PnVsYtc95uvh7Id7U3eS3ff8c22vvrY//Yt4dTmzDq////t3U1IFG8cB/DvzK7CEovQYYNFRQsi2K5eCrqliEqCdIgOltet2KMEdimJLl07ySKsHjz4Ap4EIcObgQYSWacoIupSrbvuy8w8/8Mzb6sF7vro83f9fsJyt7V+js/Od2aeZ57HO3HwvsB7PvwY/3jsPS2CYA23QzlqPFgPO3i9uyv1DgsF/C4xgZrf/PZ7oAjDm/QkmOM9WAFHvsaybJQrFblYerWKUrkEIYS7PmvEXXrOgWEKORGMCM0pHH4D1nzvxsmEq/dNVCol2Q9kCvdA3YDthk3UNgATiBoO9vaKaG0x4DgtaGkBWitRQAhE3FmOdnd3USgU3FFd3mJVQD6fD71p5YbM53dRLOyhUCyiXCqhXJYbseLO3wvAvwwrf/imO+GyAyEc99KeHEpUqVblSOVqFVXLChbe9dYIlNsUXh+SMLxrIuEjLvhnpRDy9oOgHzW4DGiaprsj9f7OncDdNBEx5PJmwjFRjZh+uB72HjBqXNCWKzANw13D0buNRn6E3l/BwZXX12kYsKMWrIicAxu2jah7MCUH0HmrKFmhf0S2cMuRt7ABkN0E/uXl4DXyz+CX1x5r+tJCXQ8AZP+xcAPX2b+DE6H7XGunSgxO1w8yvE5ib6/tBDszsW/vK8cqyJeWy6Wa7UzHx9vGhcIegjNK+GMIDPekwttnmUbQ5g60qb8cLNW2DAPB/1GbRgIWhL8Pg18HvDNmwwx9vn8U7sHb0PwiEHov+OEqgvEMfrhaKJWLsC1bhmtlD0LAXVFNhqtlAy0tljtHfdRfZCNUrFeE/6ncrodry4ZosMV//foVHR0djXwp1eHLly9ob2/XXUZTY1s+GWzLx49t+WQcpi03HK6O4+Dbt2+Ix+N/HT1GRyOEQD6fRzKZrGuZI6of2/LxYls+OWzLx6uettxwuBIREdHf8TCSiIhIMYYrERGRYgxXIiIixRiuREREijFciYiIFGO4EhERKcZwJSIiUozhSkREpFhTh+vz58/R09ODeDyORCKB4eFh7Ozs6C6LqCFdXV01c7F6H+l0WndpRHWxbRsTExPo7u5GLBbDpUuX8PTp06aaf1rJYun/V2tra0in0+jp6YFlWXj8+DF6e3vx/v17nDt3Tnd5RHXZ2NiAbdv+4+3tbdy8eRO3b9/WWBVR/V68eIFXr15henoaqVQKb9++xf3799HW1oZHjx7pLk+JMzX94c+fP5FIJLC2toYbN27oLofoSDKZDJaXl/Hp0yfOI0unyuDgIC5cuICpqSn/uZGREcRiMeRyOY2VqdPUl4X3+/37NwDg/PnzmishOppKpYJcLoexsTEGK506165dw+rqKj5+/AgAePfuHdbX19Hf36+5MnWa+rJwmOM4yGQyuH79Oq5evaq7HKIjWVxcxK9fv3Dv3j3dpRDVbXx8HH/+/MGVK1cQiURg2zYmJydx9+5d3aUpc2bCNZ1OY3t7G+vr67pLITqyqakp9Pf3I5lM6i6FqG5zc3OYmZnB7OwsUqkUtra2kMlkkEwmMTo6qrs8Jc5En+uDBw+wtLSEN2/eoLu7W3c5REfy+fNnXLx4EfPz87h165bucojq1tHRgfHx8ZqR7s+ePUMul8OHDx80VqZOU5+5CiHw8OFDLCws4PXr1wxWagrZbBaJRAIDAwO6SyFqSLFYPLDYeCQSgeM4mipSr6nDNZ1OY3Z2FktLS4jH4/j+/TsAoK2tDbFYTHN1RPVzHAfZbBajo6OIRpv67UtNbGhoCJOTk+js7EQqlcLm5iZevnyJsbEx3aUp09SXhf81ijKbzXIgCJ1KKysr6Ovrw87ODi5fvqy7HKKG5PN5TExMYGFhAT9+/EAymcSdO3fw5MkTtLa26i5PiaYOVyIiIh3O1H2uREREJ4HhSkREpBjDlYiISDGGKxERkWIMVyIiIsUYrkRERIoxXImIiBRjuBIRESnGcCUiIlKM4UpERKQYw5WIiEgxhisREZFi/wHYGS2qwKSIMQAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 9 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(60000, 3072) (60000,)\n" + ] + } + ], + "source": [ + "#Affiche 9 images alléatoires pour vérifier le bon fonctionnement de la fonction read_cifar\n", + "data,labels=read_cifar(\"data/cifar-10-batches-py\")\n", + "fig, axes = plt.subplots(3, 3)\n", + "fig.subplots_adjust(hspace=0.6, wspace=0.3)\n", + "for i, ax in enumerate(axes.flat):\n", + " k=np.random.randint(0,len(data))\n", + " ax.imshow(data[k].reshape(3, 32, 32).transpose([1, 2, 0]))\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_xlabel(labels[i])\n", + "plt.show()\n", + "print(data.shape,labels.shape)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 3 \n", + "### Split dataset\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def split_data(data,labels,split=0.9):\n", + " #shuffle\n", + " index=np.arange(len(data))\n", + " np.random.shuffle(index)\n", + " data=data[index]\n", + " labels=labels[index]\n", + " #split\n", + " split=int(len(data)*split)\n", + " data_train=data[:split]\n", + " labels_train=labels[:split]\n", + " data_test=data[split:]\n", + " labels_test=labels[split:]\n", + " return data_train,labels_train,data_test,labels_test\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 9 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Affiche les 9 dernières images du jeu de données d'entrainement pour vérifier le bon fonctionnement de la fonction split_data\n", + "data_train,labels_train,data_test,labels_test=split_data(data,labels)\n", + "fig, axes = plt.subplots(3, 3)\n", + "fig.subplots_adjust(hspace=0.6, wspace=0.3)\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(data_train[-i].reshape(3, 32, 32).transpose([1, 2, 0]))\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_xlabel(labels_train[-i])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## K-Nearest Neighbors\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def distance_matrix(X: np.ndarray, Y: np.ndarray):\n", + " # print(X.shape, Y.shape)\n", + " x2 = np.sum(X**2, axis=1, keepdims=True)\n", + " y2 = np.sum(Y**2, axis=1, keepdims=True)\n", + " xy = X.dot(Y.T)\n", + " return np.sqrt(x2 - 2 * xy + y2.T)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[2.82842712 2. ]\n", + " [5.65685425 7.21110255]]\n" + ] + } + ], + "source": [ + "#Test distance_matrix function\n", + "a=np.array([[1,4],[-1,-2]])\n", + "b=np.array([[3,2],[3,4]])\n", + "print(distance_matrix(a,b))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def knn_predict(dists,labels_train,k):\n", + " #Trie les distances\n", + " index=np.argsort(dists)\n", + "\n", + " #Sélectionne les k plus proches\n", + " k_nearest=index[:,:k]\n", + "\n", + " #Trie les labels correspondant aux k plus proches\n", + " k_nearest_labels=labels_train[k_nearest]\n", + " \n", + " #Cherche le label le plus fréquent parmis les k plus proches\n", + " labels=np.zeros(len(dists),dtype=np.int64)\n", + " for i in range(len(dists)):\n", + " labels[i]=np.argmax(np.bincount(k_nearest_labels[i]))\n", + " return labels" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_knn(data_train,labels_train,data_test,labels_test,k):\n", + " #Génère la matrice des distances\n", + " dists=distance_matrix(data_test,data_train)\n", + " \n", + " #Prédit les labels\n", + " knn_predict_labels=knn_predict(dists,labels_train,k)\n", + "\n", + " #Calcule la précision\n", + " accuracy=np.mean(knn_predict_labels==labels_test)\n", + "\n", + " return accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/20 [00:00<?, ?it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 5%|▌ | 1/20 [00:42<13:28, 42.55s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3626666666666667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 10%|█ | 2/20 [01:25<12:47, 42.66s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.31966666666666665\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 15%|█▌ | 3/20 [02:07<12:04, 42.63s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3408333333333333\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 20%|██ | 4/20 [02:50<11:24, 42.75s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3431666666666667\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 25%|██▌ | 5/20 [03:28<10:16, 41.08s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3505\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Test for k=1 to 20 and plot the accuracy\n", + "from tqdm import tqdm\n", + "accuracy=[]\n", + "for k in tqdm(range(1,21)):\n", + " accuracy.append(evaluate_knn(data_train,labels_train,data_test,labels_test,k))\n", + " print(accuracy[-1])\n", + "plt.plot(np.arange(1,21),accuracy)\n", + "plt.xlabel(\"k\")\n", + "plt.ylabel(\"accuracy\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Neural Network" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Code donné dans l'énoncé\n", + "\n", + "import numpy as np\n", + "\n", + "N = 30 # number of input data\n", + "d_in = 3 # input dimension\n", + "d_h = 3 # number of neurons in the hidden layer\n", + "d_out = 2 # output dimension (number of neurons of the output layer)\n", + "\n", + "# Random initialization of the network weights and biaises\n", + "w1 = 2 * np.random.rand(d_in, d_h) - 1 # first layer weights\n", + "b1 = np.zeros((1, d_h)) # first layer biaises\n", + "w2 = 2 * np.random.rand(d_h, d_out) - 1 # second layer weights\n", + "b2 = np.zeros((1, d_out)) # second layer biaises\n", + "\n", + "data = np.random.rand(N, d_in) # create a random data\n", + "targets = np.random.rand(N, d_out) # create a random targets\n", + "\n", + "# Forward pass\n", + "a0 = data # the data are the input of the first layer\n", + "z1 = np.matmul(a0, w1) + b1 # input of the hidden layer\n", + "a1 = 1 / (1 + np.exp(-z1)) # output of the hidden layer (sigmoid activation function)\n", + "z2 = np.matmul(a1, w2) + b2 # input of the output layer\n", + "a2 = 1 / (1 + np.exp(-z2)) # output of the output layer (sigmoid activation function)\n", + "predictions = a2 # the predicted values are the outputs of the output layer\n", + "\n", + "# Compute loss (MSE)\n", + "loss = np.mean(np.square(predictions - targets))\n", + "#print(loss)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def learn_once_mse(w1,b1,w2,b2,data,targets,learning_rate):\n", + " #Function returning the updated weights and biased after one learning step and the loss\n", + " #Forward pass\n", + "\n", + " a0=data # the data are the input of the first layer \n", + " z1=np.matmul(a0,w1)+b1 # input of the hidden layer\n", + " a1=1/(1+np.exp(-z1)) # output of the hidden layer (sigmoid activation function)\n", + " z2=np.matmul(a1,w2)+b2 # input of the output layer\n", + " a2=1/(1+np.exp(-z2)) # output of the output layer (sigmoid activation function)\n", + " predictions=a2 # the predicted values are the outputs of the output layer\n", + " \n", + " #Compute loss (MSE)\n", + " loss=np.mean(np.square(predictions-targets))\n", + " #Backward pass\n", + " #Compute gradients according to the formula calculated\n", + " grad_a2=2*(predictions-targets)\n", + " grad_z2=grad_a2*a2*(1-a2) \n", + " grad_w2=np.matmul(a1.T,grad_z2) \n", + " grad_b2=np.sum(grad_z2,axis=0) \n", + " grad_a1=np.matmul(grad_z2,w2.T)\n", + " grad_z1=grad_a1*a1*(1-a1) \n", + " grad_w1=np.matmul(a0.T,grad_z1) \n", + " grad_b1=np.sum(grad_z1,axis=0) \n", + "\n", + " #Update weights and biaises\n", + " w1=w1-learning_rate*grad_w1\n", + " w2=w2-learning_rate*grad_w2\n", + " b1=b1-learning_rate*grad_b1\n", + " b2=b2-learning_rate*grad_b2\n", + " return w1,b1,w2,b2,loss" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def one_hot(labels):\n", + " #print(labels)\n", + " if type(labels)==np.int64:\n", + " labels=np.array([labels])\n", + " res=np.zeros((len(labels),9+1))\n", + " res[np.arange(len(labels)),labels]=1\n", + " return res\n", + "#a=np.array([1,2,0])\n", + "#one_hot(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.special as sp\n", + "def learn_once_cross_entropy(w1,b1,w2,b2,data,targets,learning_rate,batch_size):\n", + " a0=data # the data are the input of the first layer \n", + " z1=np.matmul(a0,w1)+b1 # input of the hidden layer\n", + " a1=1/(1+np.exp(-z1)) # output of the hidden layer (sigmoid activation function)\n", + " z2=np.matmul(a1,w2)+b2 # input of the output layer\n", + " a2=sp.softmax(z2,axis=1) # output of the output layer (sigmoid activation function)\n", + " predictions=a2 # the predicted values are the outputs of the output layer \n", + " #Compute loss (MSE)\n", + " predi=a2.argmax(axis=1)\n", + " c=0\n", + " for i in range (len(predi)):\n", + " if predi[i]==targets[i]:\n", + " c+=1\n", + " targets=one_hot(targets)\n", + " \n", + " loss=-np.sum(targets*np.log(predictions+1e-8))/batch_size\n", + " grad_z2=(predictions-targets)/batch_size\n", + " grad_w2=np.matmul(a1.T,grad_z2) \n", + " grad_b2=np.sum(grad_z2,axis=0)\n", + " grad_a1=np.matmul(grad_z2,w2.T) \n", + " grad_z1=grad_a1*a1*(1-a1)\n", + " a0=a0.reshape(-1,batch_size) #reshape data because a0 was (batch_size,) and we wanted (batch_size,1)\n", + " grad_w1=np.matmul(a0,grad_z1)\n", + " grad_b1=np.sum(grad_z1,axis=0) \n", + " #Update weights and biaises\n", + " w1=w1-learning_rate*grad_w1\n", + " w2=w2-learning_rate*grad_w2\n", + " b1=b1-learning_rate*grad_b1\n", + " b2=b2-learning_rate*grad_b2\n", + " #print(\"Gradients\",grad_w1,grad_w2,grad_b1,grad_b2)\n", + " return w1,b1,w2,b2,c/len(predi)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "def train_mlp(w1,b1,w2,b2,data_train,labels_train,learning_rate=0.01,nb_epochs=100,batch_size=1):\n", + " train_accuracies=[]\n", + " for i in range(nb_epochs):\n", + " losses=[]\n", + " for j in tqdm(range(int(len(data_train)/batch_size))):\n", + " w1,b1,w2,b2,loss=learn_once_cross_entropy(w1,b1,w2,b2,data_train[j*batch_size:(j+1)*batch_size],labels_train[j*batch_size:(j+1)*batch_size],learning_rate,batch_size)\n", + " losses.append(loss)\n", + " if len(data_train)%batch_size!=0:\n", + " w1,b1,w2,b2,loss=learn_once_cross_entropy(w1,b1,w2,b2,data_train[j*batch_size:],labels_train[j*batch_size:],learning_rate,len(data_train)%batch_size)\n", + " losses.append(loss)\n", + " print(f\"epoch {i} : loss {sum(losses)/len(losses)}\")\n", + " train_accuracies.append(sum(losses)/len(losses))\n", + " return w1,b1,w2,b2,train_accuracies" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def test_mlp(w1,b1,w2,b2,data_test,labels_test):\n", + " a0=data_test # the data are the input of the first layer \n", + " z1=np.matmul(a0,w1)+b1 # input of the hidden layer\n", + " a1=1/(1+np.exp(-z1)) # output of the hidden layer (sigmoid activation function)\n", + " z2=np.matmul(a1,w2)+b2 # input of the output layer\n", + " a2=sp.softmax(z2) # output of the output layer (sigmoid activation function)\n", + " predictions=a2 # the predicted values are the outputs of the output layer \n", + " #Compute loss (MSE)\n", + " c=0\n", + " index_predic=a2.argmax(axis=1)\n", + " for i in range(len(index_predic)):\n", + " if index_predic[i]==labels_test[i]:\n", + " c+=1\n", + " return c/len(index_predic)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def run_mlp_training(data_train,labels_train,data_test,labels_test,dh,learning_rate=0.1,nb_epochs=100,batch_size=200):\n", + " #Initialization of the network weights and biaises\n", + " w1=2*np.random.rand(3072,dh)-1 # first layer weights\n", + " b1=np.zeros((1,dh)) # first layer biaises\n", + " w2=2*np.random.rand(dh,10)-1 # second layer weights\n", + " b2=np.zeros((1,10)) # second layer biaises\n", + " #Training\n", + " w1,b1,w2,b2,train_accuracies=train_mlp(w1,b1,w2,b2,data_train,labels_train,learning_rate,nb_epochs,batch_size)\n", + " #Test\n", + " test_accuracy=test_mlp(w1,b1,w2,b2,data_test,labels_test)\n", + " print(test_accuracy)\n", + " return train_accuracies,test_accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[7 0 9 ... 0 0 5]\n" + ] + } + ], + "source": [ + "print(labels_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 540/540 [00:04<00:00, 134.87it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 0 : loss 0.18964814814814823\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 540/540 [00:03<00:00, 138.29it/s]\n" + ] + }, + { + "name": "stdout", + 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#print(data.shape,w1.shape,b1.shape,w2.shape,b2.shape)\n", + "#print(data_train.shape,labels_train.shape)\n", + " \n", + "train_accuracies,test_accuracy=run_mlp_training(data_train,labels_train,data_test,labels_test,64,0.1,100,100)\n", + "plt.plot(train_accuracies,label=\"train\")\n", + "test_accuracies=[test_accuracy for i in range(len(train_accuracies))]\n", + "plt.plot(test_accuracies,label=\"test\")\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def merge_data(data_train,data_test_labels_train,labels_test):\n", + " data=np.concatenate((data_train,data_test),axis=0)\n", + " labels=np.concatenate((labels_train,labels_test),axis=0)\n", + " return data,labels" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def shuffle_data(data,labels):\n", + " index=np.arange(len(data))\n", + " np.random.shuffle(index)\n", + " data=data[index]\n", + " labels=labels[index]\n", + " return data,labels" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "def fold_cross_validation(N,data_train,labels_train,data_test,labels_test,dh,learning_rate=0.1,nb_epochs=100,batch_size=200):\n", + " data,labels=merge_data(data_train,data_test,labels_train,labels_test)\n", + " data,labels=shuffle_data(data,labels)\n", + " for i in range (N):\n", + " pass\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'torch'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_4860\\4260340405.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_available\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'torch'" + ] + } + ], + "source": [ + "import torch\n", + "torch.cuda.is_available()" + ] + } + ], + "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": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}