diff --git "a/data/model/wp_EDA_preprocessing.ipynb" "b/data/model/wp_EDA_preprocessing.ipynb" new file mode 100644--- /dev/null +++ "b/data/model/wp_EDA_preprocessing.ipynb" @@ -0,0 +1,410 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import random\n", + "from shutil import copyfile" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from matplotlib.image import imread\n", + "import pathlib" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n", + "nimgs = {}\n", + "for i in image_folder:\n", + " nimages = len(os.listdir('../dataset/'+i+'/'))\n", + " nimgs[i]=nimages\n", + "plt.figure(figsize=(10, 8))\n", + "plt.bar(range(len(nimgs)), list(nimgs.values()), align='center')\n", + "plt.xticks(range(len(nimgs)), list(nimgs.keys()))\n", + "plt.title('Distribution of different classes of Dataset')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 300 images in folder cloudy\n", + "Found 284 images in folder foggy\n", + "Found 283 images in folder rainy\n", + "Found 250 images in folder shine\n", + "Found 349 images in folder sunrise\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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t35OuBnMt9eT9Xr58uWpqaiRJZ599tjIzM9v9M27cON85O3fu7PbcjuS4447rsPnhgAEDJEmTJ09u9/mwsDClpaVJav+z5PV69fLLL2v69OnKyclRdHR0q4aLX3/9tSSzWWJLVgPMU089tcO5nXzyyQoPb3+X+s8++0ySGUh09L5mZmbqgw8+kNT99zU8PFz333+/8vPz9cILL+jaa6/V0UcfLY/HI0kqKirS448/rqOOOsr3GnvqP//zP/Xvf/9b0dHRWrRokXJyctp9rV6vV2PHju3wtZ577rmSzAagJSUlvvMvuOACSdJVV12l//qv/9LHH3/crYASADrS/n+hAQD9nvWFKzU1tcvnPPPMM5o+fbpWr16tBx54QA888IA8Ho8mT56sCy+8UNdcc42v0qKn7AghJPM3rkd6rqGhQaWlpb4vXE4rKiqSJKWlpfl+09ye7OzsVscfruVvTA/X8stbd4KCltfq7L215uaP97a3n7+O3peevidHGrezsVvu3NLV35z74wtiV+belWMOf98OHTqkCy64QEuWLPE95vF4lJKSooiICEnmf4Pq6+tVVVXV6tz9+/dLah3iHC4yMlJpaWnat29fm+es9/bgwYPt7uJyuJ6+r4mJibriiit0xRVXSDKrXD799FP98Y9/1FtvvaXi4mJdfPHF2rx5s6Kioro9/mOPPaa//OUvcrlc+tvf/uarhGrJeq1er7dHn6P//d//1ZYtW7RkyRI99thjeuyxxxQWFqaJEyfq+9//vmbPnt3pzzsAdISKCABAG5WVldq2bZskswS7q3JycrRixQq9++67uuWWW3TsscfK6/Xqs88+0y9+8QsNHz5cixcv7tXc2luOAEiB+fwFSsvy+OrqahlmX69O/3S23Wuw+Z//+R8tWbJE0dHRevzxx7Vz507V1NSopKRE+/bt0759+3wVKlalzeE6qoY4Euu9/fOf/9yl97Wz7T+7IyoqSmeddZYWLVqkq666SpJZ7fHuu+92e6yFCxfq5z//uSTpgQce0KxZs9o9znqtAwYM6NJrNQyj1fbESUlJWrx4sT755BP94he/8FWaLF++XPfff79GjBhh+zIrAP0DQQQAoI13333X9z+w3f1y43a7dc455+gPf/iDli1bptLSUr300kvKycnRgQMHdNlll9m+XKMn8vPzj/hceHh4q9+gW7/dtUrm21NeXm7TDNuyqkGKi4tVW1vb4XFWKbtd1SNd0fJah5fSt2Q9d/h7a5dQ+fwdSWZmpu++P5ZcOM3qv3L33Xdrzpw5ysnJaRMstFfNIEnp6emSWleNHK62tlbFxcXtPme9t06+r7Nnz/bd37hxY7fOXbFihS6//HJ5vV5deeWV+tWvftXhsdZrLS4ublNZ0h2nnHKKHn74YX366acqKyvTwoULNX78eFVXV+unP/2pX/qTAOjbCCIAAK3U1dXpN7/5jSSztHjGjBm9Gi8+Pl6XXXaZr0FcYWGh1q5d63u+ZXPAjn7z6Q8tS8I7em7ChAm+MnFJSk5OlmQuQ+goCPjqq686HNd6rT19nccdd5wkc1nDxx9/3OFx1tr2jtbu+8Mxxxzje30ffvhhh8dZczv66KNbvbf+cqTPX7CaPHmyr6fAW2+95fBs7Ld7925JZgPT9uzYsUNbtmxp97ljjjlGkjr9Gfjss8/U0NDQ7nMnn3yyJOmf//xnl+drt7i4ON/9zpZZHW7Pnj36wQ9+oKqqKp1yyil65plnOj3eeq2NjY165513ejbZw0RFRWn69Ol64403JDUvOQGA7iCIAAD4VFdX6+qrr9bKlSslSb/85S99XdOP5Ei/ZY6Ojvbdbxk+JCQk+O6XlZV1fbK99Je//KXd35hu3LhRr732miTpkksuafXc0UcfLckMEt58880251ZXV+vxxx/v8JrWa+3p65wwYYLGjh0rSXrwwQdble9b/vWvf/nCkEsvvbRH1+mJpKQknXPOOZKk3/3ud+2uq1+9erVef/11v8ytp5+/YBUbG+vbreLhhx/Wrl27Oj2+J000nZSYmCjJ/Ey057//+787PNfa1WbHjh2+nUVaMgzDF6a2x6pGWLdunf785z93Os+qqqpuVdBs375dmzZtOuJxf/vb33z3rWDlSCorK3XBBRdo7969ysvL05tvvukLqzoyYsQIX1Xbr371qyNWbLX8HDU0NMjr9XZ4bKj9TAEILvxXAwD6Oa/Xq3Xr1umxxx7TuHHjfOt9r7zySv3iF7/o8jiff/65JkyYoMcff1wbNmzw/Q+stf3ez372M0lms8IJEyb4zhs5cqTvf6afeeaZgFVF1NfX63vf+56++eYb3zw/+OADnXPOOaqtrdXgwYN1ww03tDonOzvbt03h7bff3mqru+XLl+uss87qsEGkJB111FGSzCZ58+fP79G8H374YUnSJ598opkzZ2r79u2+1/PSSy/5vuCfdNJJva5m6a4HH3xQERER2rJli8455xxf5YHX69W//vUvnX/++WpoaNCwYcN0/fXX23rtnn7+gtlvfvMbZWVlqbi4WCeeeKJeeOEFVVRU+J7fv3+/Xn/9dV100UUBDZ3sYO3S8OCDD+qNN97wVS9s375dl112mebPn++rQDrc1KlTfbuvXHfddXruued8FUp79uzR5Zdfrk8++aTdLWQlc1vRn/zkJ5Kkm266SbfddpuvJ45kLuv48ssv9Ytf/EK5ubmd/kwf7ttvv9WYMWP0/e9/X88//7x27Njhe66+vl4rV67UT37yEz322GOSpOOPP77drU/bc8kll2j16tVKSkrS22+/7duR5EieeOIJxcXFadOmTZoyZYoWLlzYanmZtbvHmWee2Wqr2D179mjEiBF68MEHtXLlylYVJmvWrPE14YyNje10Fx8AaJcBAOjz7rnnHkOSIckYMGCA709SUpLhdrt9z0ky0tLSjL/85S8djrVkyRLfsR09LsmIiIgwUlNTjfDwcN9jCQkJxtKlS9uMec011/iOiYmJMXJycozc3Fzjv/7rv9q8htNOO+2Ir9caa8mSJa0e3759u++5V1991YiPjzckGXFxcUZMTIzvuaSkJOObb75pd+yVK1caCQkJvmOjoqKM2NhY33v79ttv+57bvn17m/PPPPNM3/Px8fFGbm6ukZubazz++ONdfq2PPfaY4XK5Ws3X4/H4/j5+/HgjPz+/zXnPPvusIcnIzc3t8L1r+R61N/8jefXVV1vNJSEhwYiKivL9ffDgwcb69evbPfe0004zJBn33HNPt6/b089fR5/nw3X0mersfDve7/Xr1xsjR470HeN2u42UlBTfZ876c9ZZZ3U6//bk5uYakoyrrrqqzXNXXXVVh89ZuvLvZV3j2WefbfX4jh07jAEDBvjmHx4ebiQmJvr+/pvf/KbT8QsKCozRo0e3+vdOSkryvUfz5s0zcnJyDEnGK6+80ub82tpa49prr231HsbFxRnJyclt/pu4Z8+eDl/f4d59991W50oyPB6PkZKS0upnVpJxzDHHtPtz2tHrbvnfnJb/HW/vz+E+/fRTIzMz0zdGWFiYkZqaakRHR7ea07XXXus7p+Vn0zonJSWl1c+3x+MxFixY0OX3BwAsVEQAQD9TWFiowsJCFRUVqaGhQZmZmZoyZYp+9rOf6bXXXlN+fn6Pfls9efJkzZ8/Xz/72c907LHHKi0tTQcPHlRUVJQmTpyoX/ziF9qwYYOmTp3a5twnn3xS9957r8aPHy9J2rVrl3bu3Nlhszk7nHDCCVq2bJl+/OMfKzExUQ0NDRo0aJCuu+46rV271teP4XATJ07UV199pR/96EfKyMiQ1+tVWlqabrrpJq1atcq3dKIjr732mm677TaNHDlS9fX12rlzp3bu3Nmt5Rq33Xabli1bpiuuuEKDBw/WoUOHFB0drSlTpujxxx/XN9980+nWhv50ySWX6Ntvv9X111+vYcOGqba2VuHh4Zo4caLuu+8+rVu3TmPGjLH9ur35/AWzMWPGaM2aNXrqqad09tln+16XYRgaPny4Zs2apXnz5vW4wsYpubm5WrZsma655hrfZzUqKkoXXHCB/v3vf+uXv/xlp+dnZmbqm2++0dy5czVq1Ci53W6Fh4fr/PPP1+LFi3Xdddf5liG0t7zM4/Ho6aef1ueff66rr75aw4YNU2NjoyorK5WRkaHTTz9dd999t9asWdOt7SnPOeccbd68WX/4wx80a9YsjRkzRpGRkSorK1NMTIxGjBih//iP/9Crr77a45/Tmpoa33/HO/pzuJNPPlmbNm3SI488olNPPVVJSUkqKytTWFiYxowZoyuuuEIvvfSSfv/73/vOGTRokBYtWqTbbrtNU6ZM0cCBA1VZWanw8HCNHTtWN910k9atW+dbKgMA3eEyjAB2BgMAAAD8bPPmzRo5cqQkM9gcPHiwwzMCALRERQQAAAD6lIceekiSNHbsWEIIAAhCBBEAAAAIKd99952uvfZaLV26tFUDz++++04/+clP9Oyzz0rqfPcNAIBzWJoBAACAkLJq1SpNmjTJ9/fExETV19e32jb2lltu0R/+8AcnpgcAOAKCCAAAAISUiooKzZs3Tx988IE2btzoa76bkZGhE088UbNnz9aZZ57p9DQBAB0giAAAAAAAAAFDjwgAAAAAABAw4U5PAPZLSkpSbW2tBg4c6PRUAAAAAAD9QEFBgSIjI1VWVnbEYwki+qDa2lo1NDQ4PQ0AAAAAQD/Rne+gBBF9kFUJsW3bNodnAgAAAADoD/Ly8rp8LD0iAAAAAABAwBBEAAAAAACAgCGIAAAAAAAAAUMQAQAAAAAAAoYgAgAAAAAABAxBBAAAAAAACBiCCAAAAAAAEDAEEQAAAAAAIGAIIgAAAAAAQMAQRAAAAAAAgIAhiAAAAAAAAAFDEAEAAAAAAAKGIAIAAAAAAAQMQQQAAAAAAAgYgggAAAAAABAwBBEAAAAAACBgCCIAAAAAAEDAEEQAAAAAAICAIYgAAAAAAAABQxABAAAAAAAChiACAAAAAAAEDEEEAAAAAAAIGIIIAAAAAAAQMAQRAAAAAAAgYAgiAAAAAABAwBBEAAAAAACAgCGIQL9Q29Cof6zMV35ZtdNTAQAAAIB+LdzpCQCBcNcb6/T6ij2KjwzXAzOO0oxJg5yeEgAAAAD0S1REoM9buCpfr6/YI0mqqG3QnL+v0q2vrlRFTb3DMwMAAACA/ocgAn3a7tJD+vWb6yRJ/zltuG7/3kiFuV1auGqvfvOvDQ7PDgAAAAD6H4II9Fn1jV7d8upKVdQ26LjcZN165gjdcuYIzbvyWEnSolV7VV3X6PAsAQAAAKB/IYhAn/XGij1auatM8VHh+v2PJio8zPy4TxudocEp0aqqa9R76/c5PEsAAAAA6F8IItBnvb++UJI0e2qespNjfI+7XC5dNNFsVvnmynxH5gYAAAAA/RVBBPqkmvpGfbalRJI0bUxGm+cvOiZbkvTJ5mLtr6gN6NwAAAAAoD8jiECf9PX2UlXXNyojPlJjBya0eX5oWqwmDk5So9fQotV7HZghAAAAAPRPBBHok5ZsLJIknTEqQy6Xq91jLppkLc/YE7B5AQAAAEB/RxCBPumjjfslSWeMbrssw/KDo7MU7nZpXf5BbS6sCNTUAAAAAKBfI4hAn7O9uErbi6sUEebSycNTOzwuJdaj00elS5IWrmJ5BgAAAAAEAkEE+pyPmpZlTB6SovioiE6PPXtcpiSzpwQAAAAAwP8IItDnLLGWZYzqeFmGZdLgJEnS2vxyNTR6/TktAAAAAIAIItDHHKpr0JfbzG07zxidfsTjh6XHKS4yXNX1jdpUWOnv6QEAAABAv0cQgT7li60lqmvwKjs5WsPS4454vNvt0oTsREnS6j1lfp4dAAAAAIAgAn3Kqt1lkqSThqV2uG3n4SY2Lc9YtavMP5MCAAAAAPgQRKBP2VBwUJI0Liuxy+dYQQQVEQAAAADgfwQR6FPW7zWDiDEDE7p8jhVEbCqsUFVtgz+mBQAAAABoQhCBPqPsUJ32ltdIkkYPjO/yeRkJUcpKjJLXMHfPAAAAAAD4D0EE+owNBRWSpOzkaCVERXTr3KOtPhFNPSYAAAAAAP5BEIE+w+oP0Z1lGRZfnwiCCAAAAADwK4II9BlWEDG2B0EEFREAAAAAEBgEEegz1veiImL8oES5XVJBeY0KD9bYPTUAAAAAQBOCCPQJ9Y1ebS6slNSziojYyHCNHGA2uKQqAgAAAAD8hyACfcK2/VWqa/QqLjJc2cnRPRqDPhEAAAAA4H8EEegTmhtVxsvtdvVojHFZZiXFpqbKCgAAAACA/Qgi0Cf0pj+EZVh6nCRp236CCAAAAADwF4II9Am92brTktcUROwsPaS6Bq8t8wIAAAAAtEYQgT7BjiBiQEKkYj1havQa2lV6yK6pAQAAAABaIIhAyCuqqFFxZZ3cLmlU084XPeFyuXxVEVtZngEAAAAAfkEQgZC3oaBCkjQ0LVbRnrBejTUsPVYSQQQAAAAA+AtBBELe5kIziBiV2fNqCEtzw8qqXo8FAAAAAGiLIAIhz+rnMCQ1ttdjsTQDAAAAAPyLIAIhb0eJGUTkpsb0eqxhGWaYsW1/lQzD6PV4AAAAAIDWCCIQ8naVmMsoclJ6XxExJDVWLpdUXl2vkqq6Xo8HAAAAAGiNIAIhraHRqz0HqiVJQ9J6XxERFRGm7ORoSdLWIpZnAAAAAIDdCCIQ0vaW1ajBa8gT7taA+ChbxvQ1rCymYSUAAAAA2I0gAiFtZ6m1LCNGbrfLljHz0poaVlIRAQAAAAC2I4hASNtZYu2Y0ftlGRarYSU7ZwAAAACA/QgiENJ22tio0sLSDAAAAADwH4IIhLSdNm7daclLN0ON3aWHVFPfaNu4AAAAAACCCIS4XaX2BxHpcZGKjwqX12gOOgAAAAAA9gi5IGLJkiW64IILlJ6erujoaI0ePVpz585VVVXPy+hff/11nXHGGUpOTlZsbKwmTpyoRx55RPX19Z2eV1RUpFtvvVV5eXmKiopSZmamLrnkEq1atapb1//Tn/4kl8sll8ul008/vcevo78xDKNFRYR9SzNcLpfyrOUZ9IkAAAAAAFuFVBDxxBNP6Mwzz9Tbb7+tqKgojRkzRjt27NCDDz6oyZMnq7S0tNtj3nHHHZo5c6Y++ugjpaamavjw4Vq3bp1+/vOf66yzzlJtbW27523ZskUTJkzQH//4RxUVFWncuHEyDEPz58/XCSecoEWLFnXp+vn5+frlL3/Z7XlD2l9Rq+r6Rrld0qCkaFvHHpZOw0oAAAAA8IeQCSKWL1+uOXPmSJKeeuop7dq1SytWrNC2bdt07LHHasOGDbruuuu6Neabb76pRx99VJGRkVq4cKG2bNmi1atXa926dRo6dKiWLl2qu+66q815hmFo1qxZKiws1Lnnnqv8/HwtX75c+fn5mjt3rurq6nT55ZeroKDgiHO48cYbVVVVpQsuuKBbc4e0o6kaYlBytDzh9n6U89LMIGJ7MUszAAAAAMBOIRNEPPDAA/J6vbryyis1e/ZsuVwuSVJWVpZeeeUVud1uvfHGG1qzZk2Xx7zvvvskSXfeeaemT5/ue3z06NF65plnJElPPvmk9u/f3+q8hQsXatWqVUpMTNTLL7+sxMRESVJ4eLjuv/9+nXrqqaqsrNQjjzzS6fXnz5+vRYsW6eabb9axxx7b5XnDZO2YkWvjjhmWwSlmz4n8MoIIAAAAALBTSAQRlZWVevfddyVJs2fPbvP8iBEjNG3aNEnSggULujTm5s2btXr16g7HnDZtmoYPH67a2to2yyysa8yaNUvJycltzrXGmz9/fofXP3DggG655RZlZ2frwQcf7NKc0Zo/GlVaspPNpR57DlTbPjYAAAAA9GchEUSsXLlStbW1ioyM1PHHH9/uMVOnTpUkffnll10a0zouLy9PgwYN6taY1t9PPfXUTs/bs2eP8vPz2z3mv/7rv1RYWKgnnnhCcXFxXZozWtvhh607LdnJ5pgF5TVqaPTaPj4AAAAA9FchEURs2rRJkpSTk6OIiIh2jxk2bJgkaePGjd0a0zqvq2PW1dVpx44dnZ47ePBgeTyeDuezePFiPfvss5o+fbpmzJjRpfmirV1NSzNy/LA0Iz0uUp4wtxq9hvYdrLF9fAAAAADor8KdnkBXWLthpKSkdHiM9dyBAwf8OmZ5ebm8Xm+n57pcLiUlJamoqKjNfKqrqzV79mzFxcXp//7v/7o01/bk5eV1+Nzu3bs1ePDgHo8dKnY2Lc0YkmZ/RYTb7dKg5GhtL67SngPVvgoJAAAAAEDvhERFRE2N+Rtpq8qgPZGRkZLML/r+HNM6r6fzueeee7R161bdf//9/SIs8JfyQ/UqO1QvScpJ8U9IQJ8IAAAAALBfSFREREVFSTKXRXSktrZWkhQdHe3XMa3zenLuypUr9fjjj2vSpEm65ZZbujTPjmzbtq3D5zqrlugrdpaayzLS4yMV4/HPx7g5iGDnDAAAAACwS0hURFg7U1jLKdpjPdfeLhZ2jpmYmCi3293puYZhqKysrM2511xzjbxer+bNm6ewsLAuzRPt22k1qvRTNYQkDUqiIgIAAAAA7BYSFREjR46UJO3atUv19fXtNqzcunVrq2O7OuaWLVs6PKa9MT0ej3Jzc7V9+3Zt2bJFJ510Upvzdu/e7auWaHnuypUrFRYWpgsuuKDNOZWVlZKkzz//XJmZmZKkb775huUbHcgvM8MBq2rBH6y+EPkEEQAAAABgm5CoiJg0aZI8Ho9qa2v19ddft3vMJ598Ikk68cQTuzTmlClTJEnbt2/vcIvNjsa0zrWe7+i87OxsZWdnt3qusbFRhYWFbf5UVZlLDerr632PNTY2dum19Ef7ys1eHQOT/BlENFVElLE0AwAAAADsEhJBRHx8vM455xxJ0rx589o8v3nzZi1evFiSNHPmzC6NOXLkSI0fP77DMRcvXqwtW7bI4/Fo+vTprZ6zrrFgwYJ2d+mwxps1a1arxw3D6PDPPffcI0k67bTTfI8NGTKkS6+lP9rbVBGRlRh1hCN7zqqIKCirUUOj12/XAQAAAID+JCSCCEmaO3euXC6XXnjhBc2bN0+GYUiSCgoKdOmll8rr9WrGjBk6+uijW503ZMgQDRkyRK+99lqbMa0v/w8//LDeeust3+MbN27UtddeK0m68cYblZ6e3uq8GTNmaMKECSovL9fll1+u8vJySWa1w913362lS5cqJiZGd9xxh31vAFopsCoiEv1XEZERH6mIMJcavIYKK2r9dh0AAAAA6E9CJoiYPHmyHnvsMUnS9ddfr9zcXB1zzDEaOnSoli9frlGjRunpp59uc97OnTu1c+dOXw+Gli6++GLNmTNHtbW1mj59uoYPH66JEydq3Lhx2r59u0455RQ99NBDbc5zu91asGCBMjIy9M4772jQoEE67rjjlJWVpQceeEARERF68cUXlZWVZf8bAUlSQblZETEwyX8VEW63q7lhZSnLMwAAAADADiETREjSnDlz9P777+u8885TVVWV1q9fr9zcXN11111atmyZ0tLSuj3m448/rvnz5+u0005TcXGxNm3apLFjx+rhhx/W4sWLW23X2dLIkSO1Zs0a3XzzzUpPT9fatWslmcs2vvrqK1100UW9eq3oWG1Do4orzWagWX6siJCal2ewcwYAAAAA2MNlWGsc0Gfk5eVJkrZt2+bwTPxjZ0mVTvvdR4qKcGvD/efK5XL57Vr//foavfrNbt121kjdetYIv10HAAAAAEJZd76HhlRFBCBJe8vM/hBZidF+DSGkFjtnHGBpBgAAAADYgSACIScQ/SEsLM0AAAAAAHsRRCDkBGLHDIuvIqKMiggAAAAAsANBBELO3jKzOiErMXAVEQVlNWpo9Pr9egAAAADQ1xFEIOT4KiKS/F8RkREfqYgwlxq8hgorav1+PQAAAADo6wgiEHKsioiBAaiIcLtdGtQUeOwpZXkGAAAAAPQWQQRCjlURkRWAigiJhpUAAAAAYCeCCISUQ3UNKq+ulyRlBqAiQmpuWLmbLTwBAAAAoNcIIhBS9paZ1RBxkeFKiIoIyDWtpRkFTdcGAAAAAPQcQQRCSkF54PpDWAY0XWvfQYIIAAAAAOgtggiEFKsqIRA7Zlis0GNfOUEEAAAAAPQWQQRCyt6mioisAFZEZCZQEQEAAAAAdiGIQEjxVUQkBq4iwmqKWV5dr+q6xoBdFwAAAAD6IoIIhBSrImJgUuAqIuKjIhTrCZNEVQQAAAAA9BZBBEJKQVOfhqwAVkRIzVURVrNMAAAAAEDPEEQgZBiGoYKywFdESM1BRCEVEQAAAADQKwQRCBkVtQ2qaurREPCKiATzegXsnAEAAAAAvUIQgZBhNapMiolQdFPPhkDJTIyUJBUSRAAAAABArxBEIGT4GlUGuBpCkjITqYgAAAAAADsQRCBkWNUIAxMD2x9CkjITzGuyawYAAAAA9A5BBEJG4cFaSVJGfGTAr22FH/uoiAAAAACAXiGIQMgoqjBDACeCCGvXjP2Vtapv9Ab8+gAAAADQVxBEIGQUVTRVRCQEfmlGSoxHEWEuGYa0v2keAAAAAIDuI4hAyPAFEQ5URLjdLg1oCkBoWAkAAAAAPUcQgZCxv6lRpBMVEVJzw8pCGlYCAAAAQI8RRCAkeL2G9lc6VxEhNfeJoCICAAAAAHqOIAIh4cChOtU3GpKktDiHgggqIgAAAACg1wgiEBKs/hApsR55wp352FIRAQAAAAC9RxCBkOBko0qLFUQUEkQAAAAAQI8RRCAkFDncqFKSBloVEQerHZsDAAAAAIQ6ggiEhGCoiLC27ywsr5VhGI7NAwAAAABCGUEEQsL+IAgiMuKj5HJJdY1elVbVOTYPAAAAAAhlBBEICUUVTUszHAwiPOFupcaa16dhJQAAAAD0DEEEQkLhwaaKCAd7REjNfSLYwhMAAAAAeoYgAiEhGCoipOY+EVREAAAAAEDPEEQg6BmGoSKrIiI+OCoi9hFEAAAAAECPEEQg6B2saVBtg1eSlJHgdEWEeX2rQgMAAAAA0D0EEQh6+5u+9CdEhSsqIszRuVgVGdZ2ogAAAACA7iGIQNArCpJGlZKUblVEHCSIAAAAAICeIIhA0LOqD5xuVClJ6XHW0gyCCAAAAADoCYIIBD1rq8xgCCKsHhWlVbVq9BoOzwYAAAAAQg9BBIKeryIiCJZmpMZGyu2SvIZUUklVBAAAAAB0F0EEgl4wLc0Ic7uUxvIMAAAAAOgxgggEvaKmpRnpQRBESM3LM9jCEwAAAAC6jyACQW9/U+XBgCBYmiG12MKTnTMAAAAAoNsIIhD0gmlphtQ8D5ZmAAAAAED3EUQgqFXVNqiytkFScDSrlJqXiLA0AwAAAAC6jyACQc2qOojxhCkuMtzh2Zh8FREszQAAAACAbiOIQFCzGlUGy7IMSUq3ekSwNAMAAAAAuo0gAkFtf6XVHyI4lmVIzbtm7CeIAAAAAIBuI4hAULO+7KfFexyeSTOrOmN/Ra0Mw3B4NgAAAAAQWggiENRKKuskSWlxwbQ0w5xLXaNX5dX1Ds8GAAAAAEILQQSCWnHT0oxgCiIiw8OUFBMhiT4RAAAAANBdBBEIasEYREhSehw7ZwAAAABATxBEIKjt9y3NCJ4eEVJzw8qiihqHZwIAAAAAoYUgAkGtuGnpQ2qQVURksIUnAAAAAPQIQQSClmEYKqkyv+inB10QwdIMAAAAAOgJgggEraq6RtXUeyUF1/adUvPOGfsrCSIAAAAAoDsIIhC0rGUZMZ4wxXjCHZ5NaxkJTUszDtIjAgAAAAC6gyACQStYd8yQmpdm7KdHBAAAAAB0C0EEgpYVRKQG2Y4ZUoseEQQRAAAAANAtBBEIWsW+rTuDryLC6hFRWdugQ3UNDs8GAAAAAEIHQQSCVjAvzYiLDFd0RJgkds4AAAAAgO4giEDQsoKI9CBcmuFyuZSRwPIMAAAAAOgugggEreKKpqUZ8cFXESG17BPBzhkAAAAA0FUEEQhawbw0Q5Iy4s0tPNk5AwAAAAC6jiACQaukyqyISI0NvqUZUnPDSpZmAAAAAEDXEUQgaBU3fcEP1qUZVhBRTBABAAAAAF1GEIGgVFPfqIpac1vMYF2akdbURNNaQgIAAAAAODKCCAQl68u9J8ythKhwh2fTPisgKa6sc3gmAAAAABA6CCIQlKwv92lxHrlcLodn075UXxBBRQQAAAAAdBVBBIJSSdOX+9QgXZYhNS/NKKmsk2EYDs8GAAAAAEIDQQSCUvPWncG5Y4bUvDSjrtGrgzUNDs8GAAAAAEIDQQSCUvPSjOCtiIiKCFN8pNm/guUZAAAAANA1BBEISvuDfOtOSxpbeAIAAABAtxBEICg1L80I8iDCt4UnO2cAAAAAQFcQRCAolbTYNSOYpbFzBgAAAAB0C0EEglKoVESk+ioiCCIAAAAAoCsIIhCUQiWIoCICAAAAALqHIAJBp77RqwOH6iWF0tIMekQAAAAAQFcQRCDolFaZX+rD3C4lx4RKEEFFBAAAAAB0BUEEgo71pT4l1iO32+XwbDqXHk+PCAAAAADoDoIIBB1rmUNqbHBXQ0gtKiIqWJoBAAAAAF1BEIGgUxIijSql5jlW1zeqqrbB4dkAAAAAQPAjiEDQKbEqIoK8UaUkxXjCFBVh/hixPAMAAAAAjowgAkGnpKlZZUoILM1wuVw0rAQAAACAbiCIQNAprQqdpRlS8zz30ycCAAAAAI6IIAJBx1qaEQoVEVJzEFFSRUUEAAAAABwJQQSCjrU0IxR2zZBabOFJRQQAAAAAHBFBBIKOVVkQCs0qJdEjAgAAAAC6gSACQafUtzQjNHpEWJUbBBEAAAAAcGQEEQgqNfWNqqprlBRCFRHxVEQAAAAAQFcRRCCoWP0hIsJcio8Md3g2XdO8NIMeEQAAAABwJAQRCCqlLXbMcLlcDs+ma3xBRAUVEQAAAABwJAQRCCrFVqPKEOkPIUnpTUFERW2DauobHZ4NAAAAAAQ3gggEFasiIlT6Q0hSQnS4PGHmj5K1tAQAAAAA0D6CCASV0qYv8tZOFKHA5XL5ghOWZwAAAABA5wgiEFSspRmhsnWnxRdEsHMGAAAAAHSKIAJBJRSXZkgtd84giAAAAACAzhBEIKiE4tIMiS08AQAAAKCrCCIQVIqrmrfvDCVWELGfHhEAAAAA0CmCCASVUmv7zpBbmkGPCAAAAADoCoIIBJUSq0dEiDWrTI8351vC0gwAAAAA6BRBBIJGTX2jDtU1SpJSQq4igmaVAAAAANAVBBEIGiVN/SEiwlyKjwx3eDbdw/adAAAAANA1BBEIGiVNX+JTYyPlcrkcnk33WBURBw7Vq77R6/BsAAAAACB4EUQgaJSE6I4ZkpQc45G7KTuxtiAFAAAAALRFEIGg4WtUGWL9ISQpzO1SSixbeAIAAADAkRBEIGj4tu4MwYoIiS08AQAAAKArCCIQNJqXZoTW1p0WawvPYrbwBAAAAIAOEUQgaITy0gypuWFlCRURAAAAANAhgggEDavJY6guzbDmzdIMAAAAAOgYQQSChlVJEIq7ZkhSGkszAAAAAOCICCIQNKweEalxodkjwlqaQUUEAAAAAHSMIAJBI9SXZli7ZrB9JwAAAAB0jCACQaG6rlGH6holhX6zSpZmAAAAAEDHQi6IWLJkiS644AKlp6crOjpao0eP1ty5c1VVVdXjMV9//XWdccYZSk5OVmxsrCZOnKhHHnlE9fX1nZ5XVFSkW2+9VXl5eYqKilJmZqYuueQSrVq1qsNz5s2bp6uvvlpHH320BgwYoIiICCUlJWnKlCn63//9Xx06dKjHryOUlVSZVQSeMLfiIsMdnk3PWNt3llbVqtFrODwbAAAAAAhOLsMwQuYb0xNPPKFbb71VhmEoOztb6enpWr9+vWprazVmzBh9+umnSklJ6daYd9xxhx599FFJ0rBhwxQbG6tvv/1WjY2NOvXUU/Xee+8pMrJtz4ItW7bolFNOUWFhoWJjYzVq1Cjt2bNHRUVF8ng8WrBggaZPn97mvKSkJJWXlys6OlqDBg1SUlKS8vPzVVBQIEkaMWKEPvzwQw0ePLgH75ApLy9PkrRt27YejxFoq3eX6cInP1NmQpS+vOtMp6fTI/WNXo341TuSpOW/Pitke10AAAAAQHd153toyFRELF++XHPmzJEkPfXUU9q1a5dWrFihbdu26dhjj9WGDRt03XXXdWvMN998U48++qgiIyO1cOFCbdmyRatXr9a6des0dOhQLV26VHfddVeb8wzD0KxZs1RYWKhzzz1X+fn5Wr58ufLz8zV37lzV1dXp8ssv94ULLd177736+uuvVVlZqc2bN+ubb77R3r179emnnyorK0ubN2/WDTfc0KP3KJRZ/SFCdccMSYoIcyspJkISyzMAAAAAoCMhE0Q88MAD8nq9uvLKKzV79my5XC5JUlZWll555RW53W698cYbWrNmTZfHvO+++yRJd955Z6vqhdGjR+uZZ56RJD355JPav39/q/MWLlyoVatWKTExUS+//LISExMlSeHh4br//vt16qmnqrKyUo888kiba86ZM0eTJ0+W2936rT/55JP1+OOPS5LefffdXi01CUXNO2aEbhAhsXMGAAAAABxJSAQRlZWVevfddyVJs2fPbvP8iBEjNG3aNEnSggULujTm5s2btXr16g7HnDZtmoYPH67a2lotWrSo1XPWNWbNmqXk5OQ251rjzZ8/v0tzsYwZM0aS5PV6VVNT061zQ92BPlARITXvnEEQAQAAAADtC4kgYuXKlaqtrVVkZKSOP/74do+ZOnWqJOnLL7/s0pjWcXl5eRo0aFC3xrT+fuqpp3Z63p49e5Sfn9+l+UjSp59+KkkaMmSIUlNTu3xeX1DSZ4IIsyKCLTwBAAAAoH0hEURs2rRJkpSTk6OIiIh2jxk2bJgkaePGjd0a0zqvq2PW1dVpx44dnZ47ePBgeTyeLs2noaFBu3bt0h//+Ef9/Oc/V0REhH7/+9936TX0Jb6KiJi+EUTQIwIAAAAA2hcS+ySWlpZKUqc7YljPHThwwK9jlpeXy+v1dnquy+VSUlKSioqKOpzPnDlz9Ic//KHVY2effbbuu+8+TZky5YjztzqStmf37t292nXDCb6KiBDvEWFt4cnSDAAAAABoX0hURFj9Eqwqg/ZYW2xWV1f7dcyWvRt6M5+8vDydfPLJOu6445Seni5J+uyzz/Tiiy+qtrb/fYk9cKivVETQIwIAAAAAOhMSFRFRUVGSzGURHbG+vEdHR/t1TOu83s7nlltu0S233OL7+yeffKIbb7xRTz75pHbu3Km33nqr0/l3tjdrZ9USwaovbN8pSamxZgBVwtIMAAAAAGhXSFREWDtTWMsp2mM9194uFnaOmZiY6Nt6s6NzDcNQWVlZt+YzdepU/etf/1JERIT++c9/6rPPPuvSeX1FXwki0liaAQAAAACdCokgYuTIkZKkXbt2qb6+vt1jtm7d2urYro65ZcuWDo9pb0yPx6Pc3NxOz929e7evWqKr85HMJpcTJkyQJC1fvrzL54W6+kavyqvNf9eQDyKalmaUVNbJMAyHZwMAAAAAwSckgohJkybJ4/GotrZWX3/9dbvHfPLJJ5KkE088sUtjWg0ht2/f3uEWmx2NaZ1rPd/RednZ2crOzu7SfCwNDQ2tbvuDskNmCOFySUkh3yPCrIioa/TqYHX/+TcEAAAAgK4KiSAiPj5e55xzjiRp3rx5bZ7fvHmzFi9eLEmaOXNml8YcOXKkxo8f3+GYixcv1pYtW+TxeDR9+vRWz1nXWLBgQbu7YljjzZo1q0tzsWzevFlr166VZIYv/YW1LCMpOkJhbpfDs+mdqIgwxUearVf2szwDAAAAANoIiSBCkubOnSuXy6UXXnhB8+bN85W9FxQU6NJLL5XX69WMGTN09NFHtzpvyJAhGjJkiF577bU2Y95zzz2SpIcffrhVc8iNGzfq2muvlSTdeOONvl0tLDNmzNCECRNUXl6uyy+/XOXl5ZKkxsZG3X333Vq6dKliYmJ0xx13tDpvwYIF+uMf/6h9+/a1mcuSJUt03nnnyev1atKkSTrttNO6+xaFLCuISA7xZRkW+kQAAAAAQMdCJoiYPHmyHnvsMUnS9ddfr9zcXB1zzDEaOnSoli9frlGjRunpp59uc97OnTu1c+dOVVZWtnnu4osv1pw5c1RbW6vp06dr+PDhmjhxosaNG6ft27frlFNO0UMPPdTmPLfbrQULFigjI0PvvPOOBg0apOOOO05ZWVl64IEHFBERoRdffFFZWVmtzsvPz9ett96qgQMHKicnR8cff7wmT56s9PR0TZs2TVu3btXYsWP1j3/8w9cQsz+wgojUvhJEsIUnAAAAAHQopL7tzpkzR++//77OO+88VVVVaf369crNzdVdd92lZcuWKS0trdtjPv7445o/f75OO+00FRcXa9OmTRo7dqwefvhhLV68uNV2nS2NHDlSa9as0c0336z09HTfkoqZM2fqq6++0kUXXdTmnBkzZug3v/mNzj77bIWFhenbb7/VmjVr5PF4dN555+npp5/WypUrlZOT0+3XEcpKD/WNHTMs1haexRUEEQAAAABwOJdBa/8+Jy8vT5K0bds2h2fSNX/4YLMe/2CTLj1+sB764QSnp9Nrv/7HWr345S7dfMZw3XHOKKenAwAAAAB+153voSFVEYG+6UAfq4iwds4oaVpyAgAAAABoRhABx1lf2JNDfOtOS2oczSoBAAAAoCMEEXBcaZX5hT01rm8EEelNr6OEIAIAAAAA2iCIgONKq+ol9b2KCJZmAAAAAEBbBBFwnK8iomm3iVBnbUPKrhkAAAAA0BZBBBxlGIYOWBURsREOz8YeafFmoFJV16jqukaHZwMAAAAAwYUgAo6qrG1QXaNXUt+piIiPDJcnzPzRKqk6rCpi/0Zp4c3S36+UNr4jeQkqAAAAAPQv4U5PAP2bVQ0RFeFWtCfM4dnYw+VyKTXOo4LyGhVX1ik7OUYq/FZa+jvp239IMswDNyySknKl46+TJl0hRSc7OW0AAAAACAgqIuCokj7WH8KS1tSwsmrfFunvV0h/Pkn69k1JhjT6AunEm6WoJKlsp/Ter6XHxkqfPu7onAEAAAAgEKiIgKMOHDJ3lkiJ7Rs7ZlhS4zyKUY0mfPRTqWqnJJc0boZ06s+lAePMg874lbR2gfTVU1LRt9IH90rJQ83jAAAAAKCPoiICjiqpNIOI5L4WRMRG6p7w5xVftVNKGCTd+KU067nmEEKSPDHSsVdJP/tMOuk/zccW/adUus2ROQMAAABAIBBEwFFWRURqHwsiTqlbqkvCP5Ihl/TDp6WM0R0f7HJJZ94jDZ4i1R6U5l8l1dcEbrIAAAAAEEAEEXBUSVVTRURMHwoiynbp/B2/lSS9l3qFNOTkI58TFiHN/H9STKq0b4303q/8PEkAAAAAcAZBBBx1oCmISI3rI0GEt1F6Y7YiGyq10jtcL0X9qOvnJg6SLppn3v/mGWndG/6ZIwAAAAA4iCACjirtaxURnzwq7fpCDeGxuqX+JhVVebt3/oizpKn/Zd5fdItUstX+OQIAAACAgwgi4CgriOgTu2bkL5c+Mpdk7Jv6P9ptDFBxUzPObjn9Lin3ZKmuQnr3v22eJAAAAAA4iyACjupTQcTHv5OMRmncDxUx6VJJUmlVrbxeo3vjhIVL05+Q5JI2vycVbbB/rgAAAADgEIIIOKrPBBHFW6RN75r3z/iV7/V4jeadQboldZg05gfm/c+fsGmSAAAAAOA8ggg4pr7Rq4M1DZL6QBDx1Z8lGdLIc6W04YoIcyspJkJS884g3XbyrebtmvnSwb32zBMAAAAAHEYQAcdYlQJul5QYHeHwbHrhUKm08iXz/ok3+R5ObQpXiitrezZu9nFSzkmSt1768s+9nSUAAAAABAWCCDjGWpaRFONRmNvl8Gx6YfmzUkO1lDleGjLV93BaXKQk9axhpeXkW5qu8ZxUc7AXkwQAAACA4EAQAceUVvaB/hANddJX88z7J94suZoDFSuIKOlpRYQkjThHShsl1R40wwgAAAAACHEEEXBM6aE+EER8+4ZUuU+Ky5TG/bDVU6lx5usq6U1FhNstnfSf5v0v/2wGHwAAAAAQwggi4BjfjhkxIRpEGIb0xf+Z94+/Tgpv/Tqal2b0oiJCkib8hxl0VOyV1r3Wu7EAAAAAwGEEEXCML4iIC9EgYsen0r61Uni0dNxP2zxtVUT0qkeEJIVHSidcb97//AkzAAEAAACAEEUQAceEfEXEF0+atxMvk2JS2jydGtvUI6KqlxURkhl0eOKkovXS1g97Px4AAAAAOIQgAo7xBRGh2COidLu06R3z/pQb2z0kPb6X23e2FJ0kHX2peX8tyzMAAAAAhC6CCDgmpIOIb980b4eeJqUNb/cQX0VEb5dmWI662Lz97m2pwYZwAwAAAAAcQBABx4R0ELF+oXk77qIOD7F6RByqa9ShuobeX3PwCVJ8lrmV5xaWZwAAAAAITQQRcEzIBhGl26WCVZLLLY35QYeHxUWGKzLc/BGzpSrC7ZbGzTDvWxUZAAAAABBiCCLgCMMwdOBQiAYRGxaZt0NOkWLTOjzM5XLZt4WnxarA2Pgvqb7anjEBAAAAIIAIIuCIitoG1Tea21CGXBDx7T/M27EzjniotTzDtj4R2ZOlxMFSXaW05QN7xgQAAACAACKIgCMONC3LiPGEKSoizOHZdEPZLmnviiMuy7DYXhHhckljLzTvszwDAAAAQAgiiIAjSpqCiOSYEKuGsJpU5p4sxWUc8fDUpmoP6/XaYtwPzduN70p1h+wbFwAAAAACgCACjrAqIqylCyHDCiKsqoQjSLW7IkKSBh0jJeVI9VXS5vfsGxcAAAAAAoAgAo4oCcUdM8r3SHu+keTq0rIMSUprClqK7eoRIZnLM6ymld++Yd+4AAAAABAABBFwhFURkRJKSzPWN+2WkXOiFJ/ZpVOsHhEldlZESM3LMza9J9VW2js2AAAAAPgRQQQcURqKFRHr/2HejpvR5VNs3zXDMvBoKXmo1FAtbf63vWMDAAAAgB8RRMARVhCRHCpBxMG90u6vzPtdXJYh+WHXDIvLJR3VVBWxjuUZAAAAAEIHQQQcYQURqaESRFjLMgZPkRKyunyaVRFReqhOjV7D3jlZfSI2vy/VVtg7NgAAAAD4CUEEHFESahUR3dwtw5IS45HLJRmGdOCQzcszBhxlLs9orJW2f2Lv2AAAAADgJwQRcIT1pTwkKiKqD0i7vzTvd2NZhiSFh7mVHGPtnOGH5RnDzzTvb11s79gAAAAA4Ce2BBHPP/+8amtt/pKFPq20MoQqIrYvlQyvlDZKShrc7dOtsMX2hpWSNGyaeUsQAQAAACBE2BJEXH311crKytKcOXP07bff2jEk+rC6Bq8qahskhUhFxNYl5u2wM3p0utUnwvaKCEkaMlVyh0ulW6UDO+wfHwAAAABsZksQERMTowMHDuiJJ57QhAkTNHXqVL3wwgtUSaBd1rKMMLdLCVERDs+mC7Y1BRF5PQsimnfO8ENFRFSClH28eZ+qCAAAAAAhwJYgoqCgQH/60580adIkGYahzz77rFWVxPr16+24DPoI39adMRFyu10Oz+YISreblQbucGnIyT0awgoiSvxRESGxPAMAAABASLEliIiPj9cNN9ygZcuWadmyZZo9e7bi4uJ8VRLjx4+nSgI+VhCREgrLMqxqiOzjpcj4Hg3h1x4RUnMQsW2p1Njgn2sAAAAAgE1s3zXjmGOO0V/+8hcVFBTo6aef1uTJk6mSQCvNFREhEET0sj+EJKXFW0sz/BTCZU2UopOl2nIpf7l/rgEAAAAANvHb9p0xMTG65ppr9OWXX2rNmjX6z//8TyUlJbWpknj55ZfV0MBvcfsTK4iwmjgGLW+juWOG1OP+EFJzRURxlZ8qItxhUt7p5n2WZwAAAAAIcn4LIloaMmSIxowZo0GDBsnlcskwDF+VxJVXXqkRI0bozTffDMRUEARCpiJi7yqppkyKTJSyJvV4mFR/94iQWvSJ+NB/1wAAAAAAG/g1iPj666917bXXKisrSzfddJPWrVsnj8ejK664QgsXLtRNN92k+Ph47dy5UzNnztTrr7/uz+kgSPgqIoK9R8S2puqCoVOlsPAeD5PuCyL8VBEhNQcR+cul6gP+uw4AAAAA9JLtQcTBgwf15JNPauLEiTrxxBP17LPPqrKyUsOGDdPvfvc75efn6/nnn9cPfvADPfHEE9q9e7euuuoqGYahhx56yO7pIAiVNm3fmRzsQcTWj8zbXvSHkJqXoFTXN6qq1k/LkBKzpbRRkuFtXk4CAAAAAEGo57/mPcznn3+up59+WgsWLFB1dbUMw1B4eLimT5+uG264QWeddVa758XHx+upp57S/PnztWHDBrumgyBWWhkCu2bUVkq7vzLv96I/hCTFeMIUFeFWTb1XJZV1io207ceutWHTpOKN0pYPpbEX+ucaAAAAANBLtnwjGj9+vG8XDMMwlJ2dreuuu07XXnutBg4ceMTzPR6P0tPTtXv3bjumgyB34FAIBBE7P5e89VJSjpSS16uhXC6X0uIitedAtYqrapWTGmPTJA8zbJr01Z/NnT4MQ3K5/HMdAAAAAOgFW4KIb7/9Vi6XS+ecc45uuOEGXXDBBXK7u7fq47bbblNZWZkd00GQK6kKgSBiW9O2nXln2PKFPtUKIir82LByyMlSmEcq3yWVbJXShvvvWgAAAADQQ7YEEXfeeaeuv/56DRkypMdj3HrrrXZMBUHOMAwdCIUgYmtTENHL/hCW9KY+ESX+2sJTkjyxUs4Us0fE1g8JIgAAAAAEJVuaVT700EO9CiHQfxysaVCD15AUxNt3HiyQ9m+Q5JKGnmbLkKmxAdjCU2qxjedi/14HAAAAAHrIliAiLy9PU6ZM6fLxU6dO1bBhw+y4NEKMVQ0R6wlTVESYw7PpwLaPzNusiVJMii1DWjtnFPtzC0+pOYjY8ZnU6KcdOgAAAACgF2wJInbs2KFdu3Z1+fg9e/Zox44ddlwaIcbXHyIuSKshpOYgope7ZbSUFmdWRBT7uyJiwFFSZIJUVyEVrvPvtQAAAACgB2wJIrqroaGh280s0TeUWkFEsC7LkKRdn5u3Q6faNqRVEVHi74oId5g0+ATz/q4v/HstAAAAAOiBgKcB1dXVKioqUnx8fKAvjSBQWmVWBARto8ryfKlsl+RyS9mTbRs2YBURkpR7onm783P/XwsAAAAAuqlHu2bs2rWrzdKKuro6ffLJJzIMo91zDMNQWVmZXnrpJdXX12v8+PE9uTRCXPPWnZEOz6QDu780bzPHS5H2hWVWEOHXXTMsOSeZt7u+kAzDlu1HAQAAAMAuPQoinn32Wd1///2tHjtw4IBOP/30I55rGIZcLpeuv/76nlwaIa60aWlCarD2iNjVFETknGjrsNbrPXCoTg2NXoWH+bEYadAxUlikVLVfKtnKNp4AAAAAgkqPvw0ZhuH743K5Wv29vT+SlJCQoJNPPlnPP/+8LrvsMtteBEKHr0dEsC7NsPoq5HR9F5iuSI7xyO0yCxRKD/m5KiI8Uhp0rHl/F8szAAAAAASXHgUR99xzj7xer++PYRjKzMxs9djhfxobG3XgwAF98sknuvzyy+1+HQgRJcEcRNQclAq/Ne8PtjeICHO7fK/Z7w0rpRZ9ImhYCQAAACC49GhpxuF+/OMfKykpyY6h0MdZFRGpwRhE7PlGMrxS8hApYaDtw6fGRqq4si4wQUTOSZIepSICAAAAQNCxJYh47rnn7BgG/UBQL82w+kPYXA1hSY3zSIUB2jlj8PHmzh8HdkgHC/wSrAAAAABATwR8+070byVN23emBuOuGX7qD2EJ6BaeUQnSgKPM+1RFAAAAAAgi3a6IeP755yVJiYmJuvDCC1s91l0//vGPe3QeQtOhugbV1HslSSnBtmtGY720Z5l53+YdMyzWzhnFgViaIUm5J0n71ph9Io66ODDXBAAAAIAj6HYQcfXVV8vlcmnUqFG+IMJ6rDtcLhdBRD9j9UbwhLsV6wlzeDaHKVgjNVRL0clS2ki/XCKgFRGSGah89ZfmSg8AAAAACALdDiJycnLkcrmUlZXV5jGgMy0bVQbd58X6sj54iuT2z4ql9KYgYn9FgIKI3JPM28JvpeoyKTopMNcFAAAAgE50O4jYsWNHlx4DDhfcjSr92x9CktLjA1wREZchpQyTSrdKu7+SRp4TmOsCAAAAQCdoVomAKQnWIMIwmnfM8GMQEfClGZKU29TvYicNKwEAAAAEB4IIBEypb8eMIAsiSrdJh4qlsEgpa5LfLpMWb77ukso6eb2G367TSk7T8gz6RAAAAAAIEt1emtETa9eu1QcffCC3261zzjlHo0ePDsRlEWSaKyKCbOtO60v6oGOkcP/NzdqytMFrqLy6XsmBCGSsioj8FVJ9tRQR7f9rAgAAAEAnbKmIWLx4saZNm6a77rqrzXOPPfaYJk2apDvuuEO33367xo8fryeeeMKOyyLElDbtmpEabFt3BqA/hGTuFpIYHSFJ2h+o5RnJQ6W4TMlbL+UvD8w1AQAAAKATtgQRCxYs0Mcff6whQ4a0enzTpk2688475fV65fF4FB0drcbGRt12221auXKlHZdGCAnaZpW+/hAn+v1SaU0hTHGgds5wuVr0iWB5BgAAAADn2RJEfP652QjvvPPOa/X4M888o8bGRp122mkqLi7WgQMHNHPmTHm9Xv3pT3+y49IIIUHZrLJyv1Syxbw/+Hi/X85qWBmwigipOWDZ/VXgrgkAAAAAHbAliCgqKlJYWJiys7NbPf7uu+/K5XLp7rvvVmxsrCIiIvTQQw9JkpYuXWrHpRFCrIqIoGpWubupGiJ9jBSd7PfLNW/hWef3a/lkH2fe5i8zdwgBAAAAAAfZEkSUlpYqISFBLpfL91hFRYW+/fZbxcbG6rTTTvM9PmzYMEVFRWnPnj12XBohJCiXZuz+2rzNOSEgl3NkC88B480dQaoPmDuEAAAAAICDbAkioqKiVF5eLqPFb1s///xzGYahE044QW5368tER9O5v7+pbWhUZW2DpObdI4JC/grzdtBxAbmcryIiUD0iJCncIw082ry/Z1ngrgsAAAAA7bAliBg+fLi8Xq8+/vhj32NvvPGGXC6XTjnllFbH1tXVqby8XAMGDLDj0ggRVjVEuNulhOiA7Bp7ZN5GaW9T09RBxwbkklazyoD2iJBaL88AAAAAAAfZ8o3w+9//vlauXKlrrrlGv/nNb1RQUKDnnntOkvTDH/6w1bErV66U1+tVTk6OHZdGiChp6omQHOtptYTHUfu/k+qrJE+clD4qIJd0ZGmG1By07PkmsNcFAAAAgMPYEkTcfvvt+tvf/qbt27frsssukyQZhqFLLrlE48ePb3XswoUL262UQN8WlI0q85ebt1mTJHdYQC7pCyIqAtisUpKyJ5u3+9ZJ9TVSRFRgrw8AAAAATWxZmpGUlKTPP/9cP/3pTzV69GhNmTJF//M//6MXXnih1XF1dXX6f//v/8kwDJ1xxhl2XBohIigbVVpBxKBjAnbJtKYeESVVta16qvhdUo4Umy5566V9awJ3XQAAAAA4jG2L9QcNGqRnnnmm02M8Ho/27dtn1yURQkqCOogITKNKqblHRH2jofLqeiXFBOj9cLnM17npHXN5xuDjA3NdAAAAADiMLRURwJGUVpk9EYJmaUbdIalwvXk/QI0qJSkyPEwJUWb+tz+QO2dIzQ0r2TkDAAAAgIMIIhAQzUszgmTrzoLVktEoxWVKCVkBvbS1PIOdMwAAAAD0R7bvo/jFF19ozZo1Ki0tVX19fafH3n333XZfHkHK2jUjJS5IKiKsZRnZx5nLFgIoLS5S2/ZXqbgywA0rs46R5JLKdkmVRVJcRmCvDwAAAACyMYj44IMPNHv2bO3cubPL5xBE9B9Bt2uGVRUQwEaVlnTfzhkBroiISpDSR0v7N5jLM0afH9jrAwAAAIBsCiK+/vprXXDBBaqrM79sDh06VFlZWQoPt73gAiEq6HbN8DWqDFx/CIvVsLI40EszJCn7WDOIyCeIAAAAAOAMW5KCBx54QHV1dRo9erTmz5+vo446yo5h0YeUBFNFROV+c3mCXFLWpIBfPs2qiHAiiBh0nLTyRXPnDAAAAABwgC3NKr/44gu5XC698MILhBBoo77Rq/Jqs19IUFREWNUQaSOlqMSAXz7dalYZ6KUZkpQ92bzNXyl5GwN/fQAAAAD9ni1BxKFDhxQTE6Njjw18mTuC34FDZjWEyyUlxQRREOHAsgypZUVEgJtVSlLGGCkiVqqrkIo3Bf76AAAAAPo9W4KI3Nxceb1eO4ZCH2T1h0iO8SjMHdgdKtrlCyIC36hSat6+05GlGe6w5uUoLM8AAAAA4ABbgoiLL75YNTU1Wrp0qR3DoY8prQyiRpWG0XrrTgdYzSpLKutkGEbgJ5DdVAmyZ1ngrw0AAACg37MliPjv//5v5eXl6aabblJJSYkdQ6IPKQmmHTNKt0k1ZVJYpJQxzpEpWEsz6hq9OljdEPgJ+PpELA/8tQEAAAD0e7bsmrFixQo98MADuummmzRu3DjNnj1bJ5xwguLj4zs979RTT7Xj8ghypcG0Y4b15XvgBCncmflERYQpPjJcFbUN2l9Zo8SYiMBOYFBTJUjReqm2UoqMC+z1AQAAAPRrtgQRp59+ulyu5rX///M//3PEc1wulxoaHPhtMAIuqCoifP0hnFmWYUmLjzSDiIo6Dc8I8MUTBkoJg6SD+dLeldLQqQGeAAAAAID+zJalGZJkGEa3/tDcsv8orTKbMgZFRYTVF8GhHTMs6XEONqyUml//3hXOXB8AAABAv2VLEOH1env0B/1DabBURDTUSfvWmPcd2jHDkhZvvhf7K5wKIppe/96VzlwfAAAAQL9lW0UE0JESa9eMpioAxxR9KzXWSVFJUkqeo1NxvCLC2sIzn4oIAAAAAIFFEAG/C5pmlQWrzdusSVKLniZOSI83gwjHKiIGHm3elu2UDpU6MwcAAAAA/ZLtQYTX69U333yj1157Tc8//7zdwyMEBc3SDCuIGDjB2XlIyoiPkiQVORVERCc3V4WwPAMAAABAANkaRDzxxBMaOHCgpkyZoksuuUQ/+clPWj1/4MABHXXUURo9erQKCwvtvDSClNdr6MChIKuIsKoBHOR4RYTUvDyDIAIAAABAANkWRNx0002aM2eO9u/fr/j4+FbbeVqSk5N1zDHHaPPmzVqwYIFdl0YQK6uul9cw7yfFOBhENDZIhd+a9wdOdG4eTXxBhFM9IiQpi4aVAAAAAALPliDi3Xff1Z///GfFxcXpzTffVFlZmdLT09s99rLLLpNhGPrggw/suDSCnLV1Z3xUuDzhDrYkKd4kNdRInngpeahz82iS0RRElFTWqtFKagLNVxGxypnrAwAAAOiXbPlm+Je//EUul0v333+/Lrzwwk6PPfHEEyVJa9eutePSCHLWjhlBsywjc7zkdr5Ha0qsRy6X5DWkkiqnGlZOkOSSDu6RKoucmQMAAACAfseWb2RfffWVJOmnP/3pEY9NTExUQkKC9u3bZ8elEeSCr1Gl8/0hJCk8zK3UWIf7RETGS2kjzftURQAAAAAIEFuCiNLSUiUmJio+Pr5rF3W75fV67bg0glyJL4iIdHYi+9aYt0ESREjNfSIc2zlDarE8Y4VzcwAAAADQr9gSRCQkJOjgwYOqr68/4rGlpaUqLy9XWlqaHZdGkLMqIhxdmuH1SgVWEOH81p0Wds4AAAAA0B/ZEkSMHz9ehmH4lmh05pVXXpFhGDruuOPsuDSCnG9pRpyDQcSB7VJdhRQeJaWNcm4eh8kItiDCcKhpJgAAAIB+xZYgYubMmTIMQ/fee2+nSy5Wr16tX//613K5XLr00kvtuDSCXEkwVEQUrDJvB4yTwsKdm8dhgqIiInO85AqTKguligLn5gEAAACg37AliLjuuus0duxYLVmyRN/73vf0z3/+U42NjZKkzZs36/3339ctt9yik046SeXl5ZoyZYpmzZplx6UR5KztOx1tVlkQfP0hJCk9LgiCCE+MlDHGvM/yDAAAAAABYMuvhyMiIvT222/r3HPP1ZIlS/TRRx/5nhs9erTvvmEYGj9+vF5//XW5XC47Lo0gZ23f6WwQYW3dGTz9ISQpIyEIgghJypooFa4zg4jR33d2LgAAAAD6PFsqIiQpNzdXy5cv13333aecnBwZhtHqT1ZWlu699159/vnnyszMtOuyCHLNzSod2jXDMIJu606LVRFRVFHj7ERoWAkAAAAggGxdMB8TE6O5c+dq7ty52rt3r/bu3avGxkZlZmYqNzfXzkshBBiGoQOHHG5WWb5Hqi6V3OFSxlhn5tCBoOgRITUHEfkrzOCGaiUAAAAAfmRbRcThsrKydNxxx+mEE06wNYRYsmSJLrjgAqWnpys6OlqjR4/W3LlzVVVV1eMxX3/9dZ1xxhlKTk5WbGysJk6cqEceeeSI25EWFRXp1ltvVV5enqKiopSZmalLLrlEq1atavf4xsZGvf/++5ozZ46OP/54JSUlyePxaODAgbrwwgv19ttv9/g1BKODNQ2qbzR3YnCsWeW+pv4Q6aOliChn5tCBjARzPlV1jaqqbXBuIgOOktwRZmBTtsu5eQAAAADoF2ypiCgrK9M//vEPffzxx9q6datKS0slSampqRo2bJhOP/10zZgxQwkJCb26zhNPPKFbb71VhmEoOztbgwcP1vr16/Xggw/q9ddf16effqqUlJRujXnHHXfo0UcflSQNGzZMsbGxWrdunX7+85/rrbfe0nvvvafIyLbLCrZs2aJTTjlFhYWFio2N1bhx47Rnzx7Nnz9f//jHP7RgwQJNnz691TnPPfecrr32WkmS2+3W8OHDFRcXpy1btmjRokVatGiRZs+erb/85S99ooeGtSwjxhOmqIgwZyYRpMsyJCnWE6boiDBV1zdqf0WtYiMd2tEjPFIaMNZ8r/aulJKpXgIAAADgP72uiHj44Yc1dOhQXXPNNXr++ef12Wefaf369Vq/fr0+/fRT/e1vf9NPfvITDRkyRI888kiPr7N8+XLNmTNHkvTUU09p165dWrFihbZt26Zjjz1WGzZs0HXXXdetMd988009+uijioyM1MKFC7VlyxatXr1a69at09ChQ7V06VLdddddbc4zDEOzZs1SYWGhzj33XOXn52v58uXKz8/X3LlzVVdXp8svv1wFBQVtzpswYYKeeeYZlZaWauPGjVq+fLlKSkr0u9/9Ti6XS/PmzdNf/vKXHr9PwSQ4dswI3iDC5XI1N6ysDJLlGfSJAAAAAOBnvQoirrzySt11110qLy+XYRi+3/KfcMIJOuGEEzR8+HC53W4ZhqGysjLdeeed+slPftKjaz3wwAPyer268sorNXv2bF/FQFZWll555RW53W698cYbWrNmTZfHvO+++yRJd955Z6vqhdGjR+uZZ56RJD355JPav39/q/MWLlyoVatWKTExUS+//LISExMlSeHh4br//vt16qmnqrKysk3w8sMf/lCrVq3SNddc4zvHOu+OO+7wVUs89dRTXX4NwczaMcOxZRlS0G7daQmKLTwlKesY85YgAgAAAICf9TiIeOqpp/TSSy/JMAxNmjRJCxYsUFlZmTZu3KgvvvhCX3zxhTZu3KiysjLNnz9fkyZNkmEYev75531f8ruqsrJS7777riRp9uzZbZ4fMWKEpk2bJklasGBBl8bcvHmzVq9e3eGY06ZN0/Dhw1VbW6tFixa1es66xqxZs5ScnNzmXGu8+fPnt3o8JSWl0yUX5513niRp48aNXXoNwc5amuFYRURlkVSxV5LL7IMQhKyGlUUHg2XnjFVmw0oAAAAA8JMeBRH19fX69a9/LZfLpUsvvVRffvmlLr74YsXGxrY5NjY2VjNnztSXX36pH/3oRzIMQ7/61a/U0ND15nwrV65UbW2tIiMjdfzxx7d7zNSpUyVJX375ZZfGtI7Ly8vToEGDujWm9fdTTz210/P27Nmj/Pz8Ls1HkqqrqyWZu4/0BSW+IMKhrTutaojU4VJknDNzOIKM+CBZmpExRgqLlGrLpdJtzs4FAAAAQJ/WoyBi0aJFKikp0dChQ/XXv/5VERERRzwnIiJC/+///T8NHTpUxcXFeuutt7p8vU2bNkmScnJyOrzWsGHDJHW9msAa0zqvq2PW1dVpx44dnZ47ePBgeTyebs1Hkl555RVJzUFGZ/Ly8jr8s3v37i5f05+siohUp7buLFhl3gbpsgwpiLbwDIuQMpuqRqz3DQAAAAD8oEdBxJIlS+RyuXTzzTcrKqrrWyJGRUXppptukmEY+vDDD7t8nrULR2c7YljPHThwwK9jlpeXy+v1dnquy+VSUlJSt+azcOFC/fOf/5TL5dIvfvGLLp0T7BxfmrEvuPtDSC2WZjgdREjN79PeVY5OAwAAAEDf1qP9AleuNBvafe973+v2ueecc47uuOMO3xhdUVNjrp+3qgzaY22xaS1v8NeY1nl2zue7777TVVddJUmaM2eOTjrppCOes21bx+XzeXl5Rzw/EEqcDiJ8O2ZMcOb6XZARbwZ5jldESNLAieYtFREAAAAA/KhHFRG7du2Sy+XS2LFju33u2LFj5Xa7tWvXri6fY1Vd1NXVdXhMba35RS46OtqvY7asALFjPrt379Y555yj8vJynX/++Xr44YePPPkQYW3f6ciuGdUHpAM7zPuZwRtEBM3SDEnKmmjeFqymYSUAAAAAv+lREHHw4EHFx8d3ugNER1wulxISEnTw4MEun2PtTGEtp2iP9Vx7u1jYOWZiYqLcbnen51rblR5pPvv27dOZZ56pXbt26fTTT9frr7/epX4boaK00sGKiH1rzdukHCmm4+U3TrOCiOLKWjV6Hf7ynz5GCvNINeXNIQ4AAAAA2KxHQURlZWWXKw/aExkZqaqqqi4fP3LkSElmJUZ9fX27x2zdurXVsV0dc8uWLR0e096YHo9Hubm5nZ67e/duX7VER/MpKirStGnTtHnzZp144ol66623utVvI9gZhuFbmpHqxK4ZBcHfH0Iyq0VcLslrNPfUcEy4RxowzrzP8gwAAAAAftKjIMKwoWy7O2NMmjRJHo9HtbW1+vrrr9s95pNPPpEknXjiiV0ac8qUKZKk7du3d7jFZkdjWudaz3d0XnZ2trKzs9s8X1paqu9973vasGGDjjnmGL3zzjuKiwvO7SV76lBdo2obmpp6OrFrhtUfIjO4g4jwMLdv6UpQLM+gYSUAAAAAP+tREBFo8fHxOueccyRJ8+bNa/P85s2btXjxYknSzJkzuzTmyJEjNX78+A7HXLx4sbZs2SKPx6Pp06e3es66xoIFC9rdFcMab9asWW2eO3jwoM4++2ytWbNGRx11lN577z0lJiZ2ac6hxPrtvifcrVhPWOAn4GtUGdxBhCSlxVk7Z9Qc4cgAoGElAAAAAD/rcRBRWFiosLCwHv0pLCzs9vXmzp0rl8ulF154QfPmzfNVVBQUFOjSSy+V1+vVjBkzdPTRrb94DhkyREOGDNFrr73WZsx77rlHkvTwww/rrbfe8j2+ceNGXXvttZKkG2+8Uenp6a3OmzFjhiZMmKDy8nJdfvnlKi8vlyQ1Njbq7rvv1tKlSxUTE6M77rij1XmHDh3S97//fS1fvlyjR4/Whx9+qNTU1G6/F6GgeVmGp0e9RHqlrkoq2WzeD4EgIiPBXJITFFt40rASAAAAgJ/1aPtOyZ7lGd0xefJkPfbYY7r99tt1/fXX68EHH1RaWprWr1+v2tpajRo1Sk8//XSb83bu3CnJ7GtxuIsvvlhz5szR73//e02fPl3Dhg1TXFyc1q1bp8bGRp1yyil66KGH2pzndru1YMECTZ06Ve+8844GDRqk0aNHa/fu3SoqKlJERIRefPFFZWVltTrvD3/4gz799FPf33/4wx92+Hpfe+01ZWZmdvn9CTa+HTOcWJZR+K1keKW4AVL8gMBfv5sygmnnjIyxkjvC3HWkbJeUnOv0jAAAAAD0MT0KIqxKgkCbM2eOxo8fr0cffVRfffWVioqKlJubq5kzZ+qXv/xlj/osPP744zrppJP05JNPatWqVdq7d6/Gjh2rK664QrfddluHu1iMHDlSa9as0YMPPqh//vOfWrt2rZKSkjRz5kzdddddmjRpUptzrC09Jem7777rdF41NUFQpt8LxRVONqoMnWUZkjQgoWlpxsEg+DcPj5Qyxkj71pjLMwgiAAAAANgspIIISTrzzDN15plndvn4rlRuzJo1q91+DkcyYMAAPfHEE3riiSe6dPy9996re++9t9vXCUXFTRURVv+DgLL6G4RMEGEuzSg8GAQVEZK5PGPfGrNh5dgLnZ4NAAAAgD4mJJpVIvRYFRFpjuyYERpbd1oy4s0gYl8wVERILRpWrnZ0GgAAAAD6JoII+EWJUxURDbVS0QbzfuaEwF67h4JqaYbUomHlKhpWAgAAALAdQQT8oqSyqUdEoCsiijZI3nopKklKygnstXtoQItdM7zeIPjinzFOcodLh0qk8j1OzwYAAABAH0MQAb8ornSoIqJlo8pAbxvaQ+lNu2Y0eA2VHqpzeDaSIqKk9DHmfavfBgAAAADYhCACflHsVEXEvtDqDyFJEWFuXy+NwqBZntH0/u1d5eg0AAAAAPQ9BBGwXaPXUKlTPSJCbOtOi9WwsihYds6gYSUAAAAAPyGIgO3KDtXJanWQEhvAighvo7RvnXk/xIIIq2Fl8FRETDJvaVgJAAAAwGYEEbBdSZW5LCMpJkIRYQH8iBVvlhqqJU+clDIscNe1gdWwsjBYKiIGjJNcYVLVfungXqdnAwAAAKAPIYiA7YorHF6WkTlecofWR9sXRFQESUVERLSUPtq8T8NKAAAAADYKrW9rCAnFTRURqYFcliG1CCImBPa6NvBt4RksSzMkKWuieUufCAAAAAA2IoiA7XwVEfE0quyq5h4RQbI0Q2puWMnOGQAAAABsRBAB25VYO2YEtFGlNyS37rQ094gIxoqIVU7OAgAAAEAfQxAB25VUNi3NCGSPiLIdUu1BKSxSSh8VuOvaJKOpIqK4slYNjV6HZ9NkwFGSyy1VFkoHC5yeDQAAAIA+giACtiuudKBZpbUsY8BYKSwicNe1SWpspMLcLnmN5l1HHOeJkdKaQh36RAAAAACwCUEEbFfsq4gI4NKMEO4PIUlhbpfSm4KbfeUszwAAAADQdxFEwHbOVESEbn8IS3PDyiAKImhYCQAAAMBmBBGwndUjIi1QFRGG0WLrztANIjKshpUVwbRzRtP7SUUEAAAAAJsQRMBWh+oaVF3fKCmAFREH90qHiiVXmNkjIkRZFRFFwVQRkTlekkuqKJAqCp2eDQAAAIA+gCACtiquMKshoiLcivGEBeai1rad6aOliOjAXNMPBsQH4RaekXFS2kjzPg0rAQAAANiAIAK2Kq4ylxWkxkbK5XIF5qIh3qjSMsBamnEwiJZmSDSsBAAAAGArggjYqripv0FavANbdw6cELhr+kFGMDarlGhYCQAAAMBWBBGwVUlVU6PKWLbu7C6rIqIomJpVSjSsBAAAAGArggjYylcREahGlVXF0sF8837m+MBc00+sIKK0qk61DY0Oz6aFgRMkucz3uXK/07MBAAAAEOIIImArqyIiNVBbd1rVECnDpMj4wFzTT5JjIhQRZvbV2B9MVRGR8VLqcPM+DSsBAAAA9BJBBGxVXBngiog+sixDklwulzLig71h5UpHpwEAAAAg9BFEwFZWEBHwiog+EERIUmZiU58IGlYCAAAA6KMIImCrksqmZpWBqojYt8a87SNBxICmnTMKyoMtiLAaVq5xdh4AAAAAQh5BBGwV0KUZNeVS6Tbzfh8JIjIToiUF4xaeTVujlu+SDpU6OxcAAAAAIY0gArZpaPTqwKF6SQFamrFvrXmbOFiKSfH/9QJgYNPSjL3BVhERlWg2BJWkvfSJAAAAANBzBBGwTekhc1mG2yUlxwQgiCjoW8sypOYeEfvKqx2eSTt8DStXOTkLAAAAACGOIAK2Ka4wg4iUWI/C3C7/X7CPNaqUpKwkM4gIuh4RUvP7TMNKAAAAAL1AEAHbOLZ1Z+aEwFwvADITm3tEeL2Gw7M5jLVzhvW+AwAAAEAPEETANvsrzCAiPT4AQUTdIal4o3m/D1VEZMRHyu2S6hsNFVfVOj2d1qz3uWwnDSsBAAAA9BhBBGyzvzKAQUTResnwSrEZUnym/68XIBFhbt/7ty/YlmdEJ0nJQ837VEUAAAAA6CGCCNgmoBURVsPEgUdLrgD0owgga3nG3rIgCyIkGlYCAAAA6DWCCNjGF0QEokeEr1Fl3+kPYckK5p0zrOUZVEQAAAAA6CGCCNgmsBURfW/HDIu1hWfBwSCsiLAaVrJzBgAAAIAeIoiAbQLWI6KhTiraYN7vg0HEQCuICMalGdb7fWC7VF3m6FQAAAAAhCaCCNjGqojI8HcQsf87qbFOikqUknL9ey0HDGzqERF0zSolKSal+T1neQYAAACAHiCIgC1qGxpVXl0vSUqPi/LvxawvwJkT+lyjSqlFRcTBIOwRIbXoE7HK0WkAAAAACE0EEbBFcWWdJMkT5lZCdLh/L7ZvjXnbB5dlSM09IvaV18jrNRyeTTt8O2dQEQEAAACg+wgiYIuWjSpd/q5S8DWqnOjf6zhkQEKUXC6pvtFQSVWd09Npi4aVAAAAAHqBIAK2sIKINH/3h/A2SvvWmvf74NadkhQR5vZtgRqUfSKyJpm3pVulmnJn5wIAAAAg5BBEwBa+iog4PwcRJVuk+kNSRIyUOty/13KQ1Sdib3kQ9omISZESc8z7BWucnQsAAACAkEMQAVu0XJrhV9YX38zxkjvMv9dyUFDvnCE1V6PQJwIAAABANxFEwBb7K80vzP4PIlaZt320UaXFalhZEKxBhK9h5SonZwEAAAAgBBFEwBaBq4hosXVnH+bbwjMYl2ZI0sCmPhE0rAQAAADQTQQRsEVAekQYRp/futMyMMlcmhH0FRElW6TaCkenAgAAACC0EETAFvsrA1ARUbbT3KUhzCOlj/bfdYKAVRERtD0iYtOkhGxJRvMuJgAAAADQBQQR6DXDMHwVERn+DCKsZRkZY6Vwj/+uEwQyE5qDCK/XcHg2HbCqUlieAQAAAKAbCCLQa5W1Daqp90qS0vy5NMMKIgb27f4QkjQgIUoul1TX6FXpoTqnp9M+GlYCAAAA6AGCCPSaVQ0RHxmuaI8ft9Qs6B/9ISTJE+72hTpBuzxj4ETzlooIAAAAAN1AEIFeC8iOGYbRYuvOif67ThCx+kTsLQvSnTOsiojiTVJtpaNTAQAAABA6CCLQa1ajyjR/BhEV+6Sq/ZLLbfaI6Aeat/AM0oqIuAwpfqAkQypc5/RsAAAAAIQIggj0WtHBAFREWP0h0kZJnhj/XSeIDEoyX2d+sFZESCzPAAAAANBtBBHoNd/Wnf5sVLmv//SHsAxKjpYk7TlwyOGZdIKGlQAAAAC6iSACvRaQHhG+HTP6TxCR3RRE5B+gIgIAAABA30EQgV4LbBDR97futAxKagoignlphq9h5UapLogrNwAAAAAEDYII9Jrfg4hDpVL5bvN+5nj/XCMIWRURxZV1qq5rdHg2HYjPlOIGSIaXhpUAAAAAuoQgAr3m9x4RVjVESp4UleifawShxOgIxUWGSwryqgjf8oyVjk4DAAAAQGggiECvNHoNlTQFERn+qojoh/0hJMnlcoXG8oxBx5q3+SucnQcAAACAkEAQgV4praqT15BcLikl1uOfi1hBRGb/6Q9hCYmdMwYdY97mL3d2HgAAAABCAkEEesXqD5ES41F4mJ8+Tv1w605LSOyckdUURJRslmrKnZ0LAAAAgKBHEIFeKaqokSRlJET55wI1B6WSLeb9fhhEhMTSjNhUKSnXvE+fCAAAAABHQBCBXik8aAYRAxL81B9i31rzNmGQFJvmn2sEsealGUEcREgt+kSwPAMAAABA5wgi0CuFB82lGQPi/VQRUbDKvM2a5J/xg1x2coykIF+aIdGwEgAAAECXEUSgV/xeEWGV+ltbRPYz1tKMwooa1TV4HZ5NJ3wNKwkiAAAAAHSOIAK94quISPRTRcTeVeZt1kT/jB/k0uI8igx3yzCkgvIgrooYeLTkcksVe6WDBU7PBgAAAEAQI4hAr1jNKv2yNKNVo8qJ9o8fAlwul69PRFAvz/DESuljzPt7qYoAAAAA0DGCCPRK89IMPwQR+9ZIMqSEbCku3f7xQ4S1PGNPMO+cIbVYnkHDSgAAAAAdI4hAjzV6De2vaFqa4Y8eEf18WYbFalgZ/Dtn0CcCAAAAwJERRKDHSipr5TUkt0tKjfNHENHUqLLfBxEhsDRDat45Y+8KyTCcnQsAAACAoEUQgR6zGlWmx0cqzO2y/wLW1p0D++fWnRZraUZ+2SGHZ3IEGWOl8Cipplwq3eb0bAAAAAAEKYII9Ng+f/aHaNmokooISSGwNCMsQsqcYN6nTwQAAACADhBEoMesRpUZ/tgxo2C1eZs4WIpNs3/8EGLtmrGvvEaN3iBf8mAtzyCIAAAAANABggj0WFFTEJGZ6If+EL5lGUfbP3aIyYiPUrjbpQav4Qt/ghYNKwEAAAAcAUEEeszqETHAHxURvkaV/bs/hCSFuV3KSgqR5RlWRcS+NVJjvbNzAQAAABCUCCLQY4UVfuwRwdadrQzyBRFB3rAyJU+KSpQaaqSi9U7PBgAAAEAQIohAj1kVERkJNi/NqCmXSrea9/v5jhmWnJQYSdKu0iAPIlwuKctankGfCAAAAABtEUSgx4r8tWuGr1FljhSbau/YISontSmIKAnyIEKiYSUAAACAThFEoEfqGrwqqaqT5Icgwrcsg0aVltymIGJnsFdESC0aVq50dh4AAAAAghJBBHpkf6W5LCMizKXkmAh7B6dRZRu5KbGSpJ0lVQ7PpAusioj9G6TaSmfnAgAAACDoEESgR6xtJDPio+Ryuewd3Ld150R7xw1h1tKM4so6VdY2ODybI4jPlBIGSYa3OVQCAAAAgCYEEeiRwnIziMhMtHlZRnWZVLrNvE9FhE9idISv8iQk+kRkTzZv93zt7DwAAAAABB2CCPRIoa9Rpc07ZliNKpNypJgUe8cOcTmp5vKMXaUhsDxj8PHm7e5vnJ0HAAAAgKBDEIEeKaxo2roz3u4dM1aZtyzLaCO3aQvPnSFREdEUROz5WjIMZ+cCAAAAIKgQRKBHCv21dSeNKjtk7ZyxIxSCiIETpDCPdKikeakNAAAAAIggAj1UdNCsiLB9aYZv686J9o7bB+SG0tKM8MjmqpY9LM8AAAAA0IwgAj3il4qIQ6XSge3mfZZmtGFVRITE0gypRZ8IGlYCAAAAaEYQgR7xS7PK/BXmbcowGlW2w+oRsbesWnUNXodn0wXsnAEAAACgHQQR6LbqukYdrGmQJGXYWRGRv9y8HXSsfWP2IenxkYqOCJPXkPYcCIGqCKsiovBbqbbS2bkAAAAACBoEEeg2qxoixhOm+Mhw+wYmiOiUy+VSjrVzRmkIBBEJWVJCtmR4pb0rnJ4NAAAAgCBBEIFuKyhv7g/hcrnsGdQwCCK6wOoTsStk+kQ0Lc+gTwQAAACAJgQR6LaC8mpJ0sBEG5dllO2SDhVL7ggpc7x94/YxIdewMrtpeQY7ZwAAAABoQhCBbrMqIgYmRts3aP4y8zbzKCnCxoCjj8kJpS08pdY7ZxiGs3MBAAAAEBQIItBtVkVEVpKdjSqbegiwLKNT1s4ZO0KlIiJzghQWKVWXSiVbnZ4NAAAAgCBAEIFuKyjzR0UE/SG6wtcjovSQvN4QqDAI90hZk8z7bOMJAAAAQAQR6IG91tIMuyoiGhukvavM+wQRnRqUFK1wt0t1DV4VVtQ4PZ2uoWElAAAAgBYIItBtvqUZdlVE7N8gNVRLkQlS6gh7xuyjwsPcGpRsvu80rAQAAAAQiggi0C3VdY0qO1QvycaKiD1NjSqzJkluPpJHktvUsHJ7cYg1rCxaL9VWODsXAAAAAI7jWx+6ZW9TNUSsJ0zxkeH2DEp/iG7JSzODiG37Kx2eSRfFZ0qJOZLhbf63BgAAANBvEUSgW3yNKpOi5XK57BmUHTO6ZXhGnCRp6/4QqYiQWvSJYHkGAAAA0N8RRKBbrP4QAxNtWpZRW2n2iJAIIrpoWLoVRIRIRYTUok8EDSsBAACA/o4gAt1S0LRjhm2NKgtWmyX7CYOkhIH2jNnHDcswl2bsLj2kmvpGh2fTRVafiN1fS16vs3MBAAAA4CiCCHSLryLCrkaV+U2NKgcdY894/UB6XKTio8LlNaQdJSGyPCNzghQRK9WUNVfAAAAAAOiXCCLQLXvLbK6IoFFlt7lcruY+EUUhEkSEhUs5J5j3d37u7FwAAAAAOIogAt1if0UEjSp7IiT7ROSeZN7u/MzZeQAAAABwFEEEusW3a4YdFREVhVL5bkkuKWtS78frR6wgYktRKAURJ5u3Oz+XDMPZuQAAAABwDEEEuqyipl4VtQ2SbNo1Y29TNUT6aCkyvvfj9SPD0s2GlSFVEZF1jBTmkSoLpdJtTs8GAAAAgEMIItBl1o4ZCVHhio0M7/2Ae6xGlSzL6C6rR8S2/VXyekOkuiAiShp0nHmf5RkAAABAv0UQgS7zbd2ZZFejSnbM6KnBKTGKCHOpur5RBQdrnJ5O1/n6RNCwEgAAAOivCCLQZQVlTY0q7ViW4W1srogYfELvx+tnIsLcyk01l2eEVp8IGlYCAAAA/R1BBLpsb1NFxEA7KiKK1kt1lZInXsoY0/vx+iFfn4hQCiIGHy+5wqSyXVLZbqdnAwAAAMABBBHoMqsiIsuOiojdX5m32cdJ7rDej9cPWX0iQqphZWS8NPBo8/6uL5ydCwAAAABHEESgy6weEbZs3bmrKYhgWUaPWVt4hlQQIdEnAgAAAOjnCCLQZXvLm3pEJNlYETH4+N6P1U81BxFVDs+km3JPNm8JIgAAAIB+KeSCiCVLluiCCy5Qenq6oqOjNXr0aM2dO1dVVT3/Mvb666/rjDPOUHJysmJjYzVx4kQ98sgjqq+v7/S8oqIi3XrrrcrLy1NUVJQyMzN1ySWXaNWqVR2es2PHDv31r3/VDTfcoGOPPVYej0cul0tXX311j+cfCIZhqKCsadeM3lZEVOyTynZKcknZk3s/uX4qr6lHxP6KWpVXd/5ZDSo5U8zb4o1S5X5n5wIAAAAg4EIqiHjiiSd05pln6u2331ZUVJTGjBmjHTt26MEHH9TkyZNVWlra7THvuOMOzZw5Ux999JFSU1M1fPhwrVu3Tj//+c911llnqba2tt3ztmzZogkTJuiPf/yjioqKNG7cOBmGofnz5+uEE07QokWL2j3v97//va699lo99dRTWrFixRHDjmBRXl2v6vpGSVJmb3tE7P7avB0wTopK6OXM+q/4qAhlJpj/FiG1PCMmRcoYZ96nTwQAAADQ74RMELF8+XLNmTNHkvTUU09p165dWrFihbZt26Zjjz1WGzZs0HXXXdetMd988009+uijioyM1MKFC7VlyxatXr1a69at09ChQ7V06VLdddddbc4zDEOzZs1SYWGhzj33XOXn52v58uXKz8/X3LlzVVdXp8svv1wFBQVtzk1LS9P3v/993XvvvXr77bd1zTXX9Oj9CLS9TdUQKbEeRUX0srkkyzJsMyzDrIrYXFjh8Ey6KfdE85blGQAAAEC/EzJBxAMPPCCv16srr7xSs2fPlsvlkiRlZWXplVdekdvt1htvvKE1a9Z0ecz77rtPknTnnXdq+vTpvsdHjx6tZ555RpL05JNPav/+1uXjCxcu1KpVq5SYmKiXX35ZiYmJkqTw8HDdf//9OvXUU1VZWalHHnmkzTV//etf65///KfuuecenX/++UpKSurW++CUPQcOSZIGJ9vQqNKqiKBRZa+NzjQrSjYUhFoQYTWs/MzZeQAAAAAIuJAIIiorK/Xuu+9KkmbPnt3m+REjRmjatGmSpAULFnRpzM2bN2v16tUdjjlt2jQNHz5ctbW1bZZZWNeYNWuWkpOT25xrjTd//vwuzSUU7D5gNqrMTo7p3UD1NVLBKvM+FRG9NmagFUQcdHgm3ZTTFETsWyvVlDs7FwAAAAABFRJBxMqVK1VbW6vIyEgdf3z7X16nTp0qSfryyy+7NKZ1XF5engYNGtStMa2/n3rqqZ2et2fPHuXn53dpPsHOqojITullRUTBKqmxTorNkJKH9n5i/dyYgfGSzCDCMAyHZ9MNCQOllDxJRvNWrgAAAAD6hZAIIjZt2iRJysnJUURERLvHDBs2TJK0cePGbo1pndfVMevq6rRjx45Ozx08eLA8Hk+35hPsdpfaVBHRsj9E0/Ia9NzwjDiFu106WNOggvIap6fTPb7lGZ86Ow8AAAAAARXu9AS6wtoNIyUlpcNjrOcOHDjg1zHLy8vl9Xo7PdflcikpKUlFRUVdnk935eXldfjc7t27NXjwYFuvZ1uPCPpD2CoyPEzD0uO0sbBCGwoOKivJhh4egTJkqrTyRWn7UqdnAgAAACCAQqIioqbG/E2vVWXQnsjISElSdXW1X8e0zrN7PsHMMAztsaNHhGG0qIggiLBLy+UZIWXoaebt3lXSoe5vvQsAAAAgNIVERURUVJQkc1lER2prayVJ0dFd+41wT8e0zrN7Pt21bdu2Dp/rrFqiJ8qr61VZ2yBJyu5NRUTpNqlqvxTmkQYebdPsMGZggv6xam/o7ZyRMFBKHy3t/86sihg3w+kZAQAAAAiAkKiIsHamsJZTtMd6rr1dLOwcMzExUW63u9NzDcNQWVlZt+YTzKxqiPT4SEVFhPV8IGtZRtYkKSKq82PRZaOtnTP2hVhFhCTlnWHebvvI0WkAAAAACJyQCCJGjhwpSdq1a5fq6+vbPWbr1q2tju3qmFu2bOnwmPbG9Hg8ys3N7fTc3bt3+6olujqfYLa7tGnHjF73h2jRqBK2sZZm7CiuUnVdo8Oz6aa8083bbUscnQYAAACAwAmJIGLSpEnyeDyqra3V119/3e4xn3zyiSTpxBNP7NKYU6ZMkSRt3769wy02OxrTOtd6vqPzsrOzlZ2d3aX5BDOrImJwr3fMoFGlP2TERyktziOvIW0sDLHlGUNOltzh0oEdUul2p2cDAAAAIABCIoiIj4/XOeecI0maN29em+c3b96sxYsXS5JmzpzZpTFHjhyp8ePHdzjm4sWLtWXLFnk8Hk2fPr3Vc9Y1FixY0O6uGNZ4s2bN6tJcgt3uAzZURNSUS0XrzfvZVETYbUzT8ozvQq1hZWS8lD3ZvM/yDAAAAKBfCIkgQpLmzp0rl8ulF154QfPmzZNhGJKkgoICXXrppfJ6vZoxY4aOPrp1E8QhQ4ZoyJAheu2119qMec8990iSHn74Yb311lu+xzdu3Khrr71WknTjjTcqPT291XkzZszQhAkTVF5erssvv1zl5eWSpMbGRt19991aunSpYmJidMcdd9j3BjjIVxGR0ouKiD3LJBlS8hApfoAt80Kz0ZkhunOGRJ8IAAAAoJ8JmSBi8uTJeuyxxyRJ119/vXJzc3XMMcdo6NChWr58uUaNGqWnn366zXk7d+7Uzp07VVlZ2ea5iy++WHPmzFFtba2mT5+u4cOHa+LEiRo3bpy2b9+uU045RQ899FCb89xutxYsWKCMjAy98847GjRokI477jhlZWXpgQceUEREhF588UVlZWW1Ofezzz5TWlqa78+f/vQnSdKrr77a6vFXX321t2+ZbWzpEbHrC/OWZRl+YVVEhNzOGVJzn4jtH0veEOtxAQAAAKDbQiaIkKQ5c+bo/fff13nnnaeqqiqtX79eubm5uuuuu7Rs2TKlpaV1e8zHH39c8+fP12mnnabi4mJt2rRJY8eO1cMPP6zFixe32q6zpZEjR2rNmjW6+eablZ6errVr10oyl2189dVXuuiii9o9r76+XiUlJb4/1dVmtUFtbW2rx2tqarr9WvzBMAx7ekTs+My8zT3ZhlnhcGNa7JxhVQuFjEHHSp54qfqAtG+N07MBAAAA4GcuI+S+teBI8vLyJEnbtm3r9VjFlbU67sEP5HJJ3z1wriLDe7B9Z3219NscqbFO+s8VUuqwXs8LrdU1eDXunndV32jo0zvPUHZvG4sG2iuXShv/JZ15jzT1dqdnAwAAAKCbuvM9NKQqIhB4VjXEgPionoUQkrTnGzOEiB8opeTZODtYPOFuDUuPkySt3xuKfSJON2/pEwEAAAD0eQQR6NSeph0zBqf0oj/Ejk/N2yGnSC6XDbNCeyZkJ0qSVu8pc3YiPWE1rNz1pVlBAwAAAKDPIohAp3aXml8Ke1XqT3+IgJiUkyxJWrmrzNmJ9ETaCCk+S2qsbW5sCgAAAKBPIohAp3wVET3dMaO+xlyaIUlDpto0K7Rn4uAkSdKaPeVq9IZY6xeXSxrGNp4AAABAf0AQgU7tPtDLioj8ZeZvueMG0KTSz0YOiFeMJ0yVtQ3aur/tdrVBz+oTsXWJo9MAAAAA4F8EEeiUVRGR3dMeEfSHCJgwt8vXJ2LlrgMOz6YHrCBi3xqpqsTRqQAAAADwH4IIdMjrNXy7ZgzuaUWEFUTQHyIgJg42+0Ss2l3m7ER6Ii5Dyhhn3t9GVQQAAADQVxFEoEPFlbWqa/AqzO3SwMSo7g/QUNuiP8Qp9k4O7bL6RIRkw0pJGn6mebvp387OAwAAAIDfEESgQztKzGUZAxOjFB7Wg49K/nKpoUaKTZfSRto8O7RnUk6SJGlTYYWqahucnUxPjDrPvN38ntQYgvMHAAAAcEQEEejQjuIqSdLQtNgeDtBi2076QwTEgIQoZSVGyWuYu2eEnOzjpegUqaZM2v2V07MBAAAA4AcEEejQ9hIziBiS2tMg4hPzlmUZATWxqSoiJPtEhIVLI84272/8l7NzAQAAAOAXBBHokFURMaQnFRENddLur837BBEBNampYWVI7pwhSaPONW83vevsPAAAAAD4BUEEOrTdtzSjBztm7F0hNVRLMalS+mibZ4bOtKyIMAzD2cn0xLAzJXeEVLJFKt7i9GwAAAAA2IwgAu0yDEM7m5pV9mhpRsttO+kPEVBHZSUqzO1SUUWtCsprnJ5O90UlSEOatnvd9I6zcwEAAABgO4IItKvwYK2q6xsV5nZpcEoPKiKsIGLIVHsnhiOK9oRpzMB4SdKynSG6PGNk0+4ZG1meAQAAAPQ1BBFol7UsIzs5WhHd3bqzsb55xwPrN9sIqBOGpkqSvtha7PBMesjqE7HrC6k6RMMUAAAAAO0iiEC7dvRmx4z8FVL9IXMbxvQxNs8MXXHycDOI+GxLicMz6aHkIeZnx2iUNn/g9GwAAAAA2IggAu3a4WtU2YMgYuuH5m3eaZKbj5gTjh+aqnC3S7tKD2l36SGnp9Mzvt0z6BMBAAAA9CV8S0S7rKUZQ1J70B9i62LzdtiZNs4I3REXGa6jBydJkj4P1eUZVp+IzR+Yy30AAAAA/P/27js+jvrO//hrd6Vd9V5sWbKKe8MNG4NbMNVATD8gEGogCZeEg+RyhDuSSwL5XUJyELjcAYGQhAMOTG+BYGyqcS+4YMu2ZFmWZBVLVteutPv9/THalWVJtixLWpX38/GYx4xmZ3Y+smckzXu/8/0OCQoipFOBRzNOtkVEYxUUbbSWx5zdy1XJyZg/xno8Y/W+Qfp4Rvrp1vCv7mooWB3sakREREREpJcoiJAOfL62oTtP+tGMvI/B+CBpAsSm90F10l1njkkCrCDCGBPkanrA7oBxF1jLuRo9Q0RERERkqFAQIR2U1DThbvERYrcxKi785Hb2P5YxVo9lBNuszDjCQu2U17rZU1YX7HJ6ZoJ/GM+/wWAMU0REREREpAMFEdKBv6PK0QkRhJzM0J3GHNU/xJI+qExOhivEwZysBAA+3ztI+4kYswQcTqjKh7Kdwa5GRERERER6gYII6SDQUeXJPpZxeC9UF1o3jpln9UFlcrLOOurxjEHJFQVjz7WWt78a3FpERERERKRXKIiQDvYHRsw4ySDC3xpi9Jng7MGwn9Lr5o+1Oqxck3eYFq8vyNX00NQrrfn2l/V4hoiIiIjIEKAgQjrwj5iRnXSSQ3fu/dCa67GMAWNKWiwxYSHUNrWwrag62OX0zISlEBoBVfuheFOwqxERERERkVOkIEI66NGjGS1u2P+ptayOKgcMh93GwnHJAHywszTI1fSQM7Kt08ptrwS3FhEREREROWUKIqQdr89QWNkInOSjGYVrobkBIlMgZUofVSc9ccHUEQC8t/3Q4BzGE9oez9jxKvgG6SMmIiIiIiICKIiQYxQfacTj9eF02Ek7maE7A6NlnA12nVYDyZKJKTgddvIq6gfvMJ5jzwVXLNSWwIHVwa5GREREREROge4YpZ3c0loAcpIjcdht3d8xEETosYyBJsoVwsJx1ugZf9t2KMjV9FCICyZ93VrersczREREREQGMwUR0o7/E/NxqdHd36muHEq2Wstjzu6DquRUXeh/PGPHIA0iAKb5H894HbzNQS1FRERERER6TkGEtONvETE+Jar7O+V9ZM1HTIOolN4vSk7ZuZNScdhtfFVSQ0HrqCiDTtYiiEyGxkrI+zjY1YiIiIiISA8piJB29pT6W0ScRBCxT8N2DnTxkU7OzEkErE4rByVHCEy+zFre/nJQSxERERERkZ5TECEBPp9h78k+muHzHdU/hIKIgcw/esbfBmsQAW2jZ3z1NjQ3BbcWERERERHpEQUREnCwqpHGZi9Oh53MhIju7VS8GepKwRkFo8/s2wLllFwwORWbDbYUHqGkujHY5fRMxhkQkw6eWtjz92BXIyIiIiIiPaAgQgL2lLWNmBHi6Oapsettaz7uPGtkAxmwUmLCmJOZAMDLGw4GuZoestth6uXWsh7PEBEREREZlBRESEBua/8Q409mxIzd71rzCRf3QUXS2647IwOAF9YdwOszQa6mh6ZeZc13vwf1h4Nbi4iIiIiInDQFERKwp3XEjHHdHTHj8D4o3wX2EKtFhAx4S6eOJD4ilOLqJlbuKgt2OT0zcro1ed2w9flgVyMiIiIiIidJQYQE5LY+mtHtjir9rSEy50N4XN8UJb0qLNTBP5xutYr43zUFQa6mh2w2mH2Ltbzxz2AGacsOEREREZFhSkGEAO1HzBjf3aE7d7UGERMv6aOqpC9844zRAHyyp5wDhxuCXE0PTbvK6iD18F7Y/2mwqxERERERkZOgIEIAa8SMpmYfzhA7o7szYkZ9BRSusZYnLO3b4qRXZSZGsmh8MsbAc+sGaasIVzRMu9pa3vBMcGsREREREZGToiBCAMht7R8iJ6mbI2bkvgfGByNOg7iMPq5OetsNra0ilm84iLvFG+Rqeuj01sczvnoL6sqDW4uIiIiIiHSbgggB2vqH6PaIGYHHMjRaxmC0ZGIKI2PDqKz38OL6wmCX0zMjp8Oo2eBrhi3/G+xqRERERESkmxRECAB7Sk+ifwhPA+xbaS0riBiUQhx27vzaGAAe/XAP9e6WIFfUQ0d3WunzBbUUERERERHpHgURAsCekxkxI28VtDRC7GhIndrHlUlfuXbuaLISI6io8/DUp/nBLqdnpl4Brlio2g/5HwW7GhERERER6QYFEXLMiBndCCICj2VcZA2lKINSqMPOjy6YAMCTn+yjos4d5Ip6wBkJ06+xljf8Kbi1iIiIiIhItyiIEAoqG7o/YobPa3VUCTDhor4vTvrURVNHclp6LPUeL/+1cm+wy+kZ/+MZu96F2kPBrUVERERERE5IQYSwvagagEkjY3DYT9DCoXAdNFRAWBxkntX3xUmfsttt3HvhRACeW1sQGD1lUEmdDBnzwHhh01+DXY2IiIiIiJyAgghhe7EVRExNiznxxrvfsebjLwBHaB9WJf3lrLFJnDMxhWav4XvPb6LRMwiH85zzLWu+9gmrM1URERERERmwFEQIO4pqAJg6Kvb4G/p8sON1a1mjZQwp/3HlaSRHu8gtreNnb24Pdjknb8rlEJdptdZRqwgRERERkQFNQcQwZ4w5qkXECYKIwjVQXQiuGBh3QT9UJ/0lOdrF76+dgd0GL204yGubDwa7pJPjCIEF/2Qtr34UWjxBLUdERERERLqmIGKYKzrSyJGGZkIdNsaPiDr+xtuWW/NJyyA0rO+Lk3511pgkfnDOOAD+9bXtrM073K/H9/kMVfUe8srr2FhQxYb9lewsrqHgcD0NnpYTv8GM6yFqBNQUwdYX+r5gERERERHpkZBgFyDBtb31sYzxqdG4Qhxdb9jigR2vWcvTruqHyiQYvr9kHBsLqvh0TwXf/NM6Hr12JhdOHdEnxzpY1cCneyrYWniErw7Vsqe0loYu+qew2SArMZJJI6OZNTqeC6aMIOPYEV5CXHDW9+Hv/wqfPWwFEw79iBMRERERGWj0V/ow5x8x44SPZez7EBqrICoVshf1Q2USDA67jT/eeDrff2EzH+ws5c7nNvLzZVO4YV4mNtsJRlQ5gQZPC2vzKvk4t5xPcsvJq6jvdLsoVwhxEaGE2G3Ue7zUu1to8HjJr6gnv6Ked7cd4oF3vmLqqBgumzGKa+ZkEB3W2nHq6bfAp7+DqnzY+bpCMxERERGRAUhBxDAX6B9i1AlGzPA/ljH1SrAfp+WEDHphoQ7+5/pZ3P/Gdl5YV8j9b+zgra0l3HvRRGaNju/2+xhj2HWolk9yy/lkTznr86vweH2B1x12GzMz4piXk8jEkdFMHBHN6IRInCEdnxirqHPzVUkNO4trWLW7jHX5lWwvqmF7UQ2//3APN8zL5Jb5WaRER8K8O2HVA1YgMeUKsOsJNBERERGRgcRmjDHBLkJ6V05ODgB5eXnH3c4Yw5wHV1BR5+HVO8/q+ibTXQsPjYOWRrh9FYya1dslywBkjOG/P9rHox/uwd1iBQhnT0hmycQU5uUkMjYlKtBKwhhDWa2bgsMNbC+qZl1+JRsKKqmoa99p5Ki4cBaNT2bx+CTOHJNEbHjPhoCtqHPz3vZDPPN5PvvKrZYVEU4H318yjltPj8f16GngqYVrn9cILyIiIiIi/aC796GgIGJI6u4JUFrTxBm/+hC7DXb8/ELCnV20dNj6Irx2BySMge9vtB7Yl2GjpLqRhz/I5eWNB/Ed9dPC6bDjCrHjDLFT72mhqdnXYd/wUAfzchJYND6ZReOTyUmKPOVHPI7m8xk+3FXGf63ay9bCIwBkJ0Xy19HvkrHzCRg1G771oc5ZEREREZE+djJBhB7NGMb8/UOMTYnqOoQA2PaSNZ92tW7ohqGRseH85qrp3LEoh/e2H2JNntXaoanZZz1q4ba2s9sgLS6ccSlRzMlO4IzsBKaOij1+J6inyG63cd7kVM6dlMJrm4v41bu7yK+o57KKGawJdxFatBH2fgjjzu2zGkRERERE5OQoiBjG/CNmTB11nI4q68ph3ypredrV/VCVDFRjU6L53pJovrcEPC0+ymqbaPYamr0+nA47o+LDCXUEpz8Gm83GFbPSOW9yKr99fzd/+aKAPzefw+0h79L07k8I+95icPTsMRAREREREeld6sVtGNvWnREzdrwGxgtpMyFpbD9VJgOdM8ROenwE2UmRjE+NJispMmghxNGiw0L5+aVT+cutc3kh7BoOm2jCqnLZ9vrvgl2aiIiIiIi0Cv6dgwTNjsCIGccJIvyjZUz7h36oSKR3LB6fzPJ/WspbibcCMPrL3/PIG1/g9alLHBERERGRYFMQMUyV17opqW4CYNLI6M43qsyHg+vAZoepV/RjdSKnLjHKxTfv/CmlEeOItTWQtP4hbvvLeurdLcEuTURERERkWFMQMUxtLKgCYEJqNNFhXTw7v/X/rHnWQoge0U+VifQeR0gIqf/wewCuc6ykNHcD1zz5BWW1TUGuTERERERk+FIQMUxt2F8JwOys+M438DbDpr9Yy7Nu7KeqRPpA1nyYcjkOm+GXrmfZXlTNlf+zmrzyumBXJiIiIiIyLCmIGKY2tLaImNNVELH7b1BbAhFJMOnr/ViZSB847xcQEsbp7OSm2C0UVjZy9eNfsLO4JtiViYiIiIgMOwoihqFGj5ftrSNmnJ6Z0PlGG/5kzWd9E0Jc/VSZSB+JGw3z/wmAnzpf4PS0UA7Xe7juj2v48uCRoJYmIiIiIjLcKIgYhrYUHqHFZ0iNcZEeH95xg8P7IG8VYIPZt/R7fSJ9Yv5dEJuBo/Ygz496jVmj46hubOb6P64NPKokIiIiIiJ9T0HEMLSxwLrpOj0rAZvN1nEDf2uIcedBfGY/VibSh5wRcPnjgA3ntud57qxDnJGdQK27hRv/tI7V+yqCXaGIiIiIyLCgIGIYWr+/tX+IzE76h2huhC3PWcun39aPVYn0g6wFsOBuAMLfu5u/XJnGwnFJNHi83PLMej7aXRbkAkVEREREhj4FEcOM12fY1NpR5elZnfQPseN1aKyC2NFWiwiRoebs+yBtFjRVE/bWnfzxhpmcOykFd4uP2/+6gfd3HAp2hSIiIiIiQ5qCiGEmt7SWWncLkU4HE0dEd9xgw9PWfPZNYHf0b3Ei/cERClc+BaGRUPAZYese47+vn81F00bQ7DX843Ob+Nu2kmBXKSIiIiIyZCmIGGb8nfLNyownxHHMf3/Jl3BwPdhDYdaNQahOpJ8kjoGLfmMtr/oVztLNPHrtTC6dkUaLz/C9Fzbz9pfFwa1RRERERGSIUhAxzPj7h5jdWf8Q/k4qJ30dolL6sSqRIJhxPUy+DHwt8NLNhDSU8Z//MIMrZo7C6zP84IXNvLGlKNhVioiIiIgMOQoihpmNrf1DzDm2f4imavjyJWv59Fv7uSqRILDZ4OuPQEIOVB+A567C4anloaunc/XsdHwG7n5xC69uOhjsSkVEREREhhQFEcNIYWUDRUcacdhtzMiIa//i+qehuR6SJ1ojC4gMB+HxcMMrEJkMh7bBizfg8DXz6ytP49o5GfgM/HD5VpZvKAx2pSIiIiIiQ4aCiGHk49xyAGaPjifSFdL2gqcBvviDtbzgbuuTYpHhIiEHvvGS1Xll/sfwxp3YMfzq8mlcf8ZojIEfv/Il/7fuQLArFREREREZEhREDCP+IGLxhOT2L2z6CzRUQFwmTL0qCJWJBNmoWXDNX8EeAtuWw4qfYrfbeOCyqdx0ZibGwL2vbuO5tQXBrlREREREZNBTEDFMeFp8rN5bAcDi8UcFES1u+PxRa3nB3eAI6WRvkWFg7Lmw7L+s5dWPwce/wQb8+7Ip3DI/C4B/fW07z36xP1gVioiIiIgMCQoihomNBVXUe7wkRTmZPDKm7YWtL0BtMUSnwYxvBK9AkYFgxnVw7r9by6sehLf/CZvPy08vmcy3FmQDcP8bO3j6s/zg1SgiIiIiMsgpiBgm/I9lLBqXjN3e2geEtwU+e9haPuv7EOIKUnUiA8iCu+Gi3wI22Phn+L/rsHnq+deLJ/HtxTkA/PLtnTz0/i6MMUEtVURERERkMFIQMUx02j/E9legaj9EJMLsm4JTmMhANPd2uPY5CAmHPX+HP1+Era6Mey+cyA/PGw/AH1bt495XttHi9QW5WBERERGRwUVBxDBQWtPEVyU12GywYGyStdLng8/+01o+8x/BGRm8AkUGookXw81vW0FdyVZ46lxsRZv4/jnj+H9XTMNugxc3FPLd5zbR1OwNdrUiIiIiIoOGgohh4JPW1hCnjYolMar18Ytdb0P5LnDFwpxvBbE6kQEs/XS47QNriM/qA/D0ebDyAa6bNYL/vn42zhA7H+ws5can11Hd2BzsakVEREREBgUFEcNA4LEM/2gZPh988htr+Yw7ICw2SJWJDAKJY+BbH1pD2xovfPIQ/HEJFyZV8Ndb5xLtCmHd/kqueeILSmuagl2tiIiIiMiApyBiiPP6DJ/5h+309w+x9QU4tA2c0XDGd4NYncggEZEAVz0NV/8ZwhOgdBs8+TXmFf6Jl26bQXK0i12HarnsD5+zvag62NWKiIiIiAxoCiKGuDV5hznS0ExcRCjT0+PAXQsf/tx6cfE/Q2RiUOsTGVSmXA7/uBYmXAy+Zlj1AJNeWsTfz9rN+CQnJdVNXP34F7y3vSTYlYqIiIiIDFgKIoa4t7YWA7B06khCHHb49D+hrhTis+GM7wS5OpFBKCrFGlHjyqchbjTUHSL+4/t4z3EP96VtwtPs4Tv/u4lHVuTi82l4TxERERGRYymIGMI8LT7e23EIgK9PH2kN1fnFH6wXL3gQQlzBK05kMLPZYNpV8L2NcNFvISoVe/UB7qj8LRtj/pnvO17lhRVrufUv66mq9wS7WhERERGRAUVBxBD2+d4KjjQ0kxzt4ozsRPj7/eB1Q/ZimHBRsMsTGfxCnDD3dvjBFjjvFxCeQJznED8MfZnVru9zfd6/8KtHHmZLQXmwKxURERERGTBCgl2A9B3/YxkXTxuJ48Dn8NWbYLPDhf/P+kRXRHqHMwLm3wVz74Cdb8LGP+M4sJrzHJs4r3kTNX96hNyUhYxdeDX2cedCeHywK5ZT5fNafe60NEFzY9vc2wzG1zp5rbnNDvYQsIeC3WEth0ZAaHjrFGG1UNPPZRERERkmFEQMUQb4+85SAL4+LQXe+7b1wuxbIHVK8AoTGcpCw2H6NdZUnot7/TO4N75AjLeKmPL34dX3MTYHttFnQtYCGD0P0k8HV3SwK5cWD9SXWX3o1JW3zv1fl0J9OTQeAXcNNFWDp653j28PsQKqiERrZJaI1ik8wVrnX44eYfVNEpGo4EJEREQGLZsxRr2pDTE5OTk0ery4bvhvRsWF8+m5B7C/fReExcL3N2ukDJF+ZLwtfLTyPfZ+9hKLzEYm2A+238BmhxHTIH2uNR8xDVImWaGG9B5PAxw5YPWVc6QAqgralmuKoLGqh29sa23dEAYh4eBobfVgs7dNxge+ltbJC14PNDdBc4M1+kpPhIRBbDrEZrSfx2VYy3GjrTpERERE+klOTg4AeXl5J9xWLSKGqAaPFxfwjQk27B/cb61cfK9CCJF+ZnOEcPZ5lzBm1hJ+uHwLhwp2sci+jQui8zkzdA+htQehZKs1BXayQ9J4SJ4ACTmt0xhrHj1Cn4R3xue1AoWq/VbIcKSgbblqv9Xa4UTsIRCVao2M0m6eCpHJEB4Hrhgr1A2LtVqyOJyn9v/hbbYCCXcdNFZCQyU0HG5drjpquRIaKqCmBOoOWY+CHN5rTZ0JCYPEsW3nUdJ4a0oca4UmIiIiIkGkFhFDUE5ODgerGhn17SfZlv3fRJWshvQ5cMt74FD2JBIsPp/hubUF/MffdlHv8RJit/GD08O5PauU8PJtcKh1aqzs+k1CI6zhdxNbA4r4LIhJh5iREJ1mNeEfikGFz2s9InGkEKoL21o1+AOH6oNWi4PjccVAfCbEZVr/bv4pZpQV8ITFgX0Q9OHc4oaaYut7ri5sPz9SaLX88Lo739dmt77/5AmQOhXSZlpTTNrQPG9ERESk35xMiwgFEUNQTk4OhZUNPHbvN/hO09PWjct3PoPEMcEuTUSAg1UN/PubO1jxlfUpfXK0i38+fwJXzBpFiN0GtSVwaLv1aXdlXuu0z7rBNL7jv7nD1RZKxIyE6JHWjXZUSmu/A4lt00B5/KPFDfUV1if+9eVQXdT+xrq60GrtcKKgweG0HkuIzzomcGhdDo8fHjfbPq8V0JTnQsVuqMhtW26q7nyfyBRIm9EWTKTNtMIZERERkW5SEDHM5eTkcKiyltp7wOHzwCUPw+m3BrssETnGqt1l/OKtneRX1AMwNiWKH50/gQumpGLr7Ia5xWPdlAfCiTyrNUBNsTU1VJxcAaGRbR0hRiRaN+rOCGu9M8IKMZ2RR81bR3hwONv3gWCzH9UHQrM1b/FYjxx46q2pud66Ca4/bNXZcLg1fDjc/Y4fbQ4rVPH3g3Bs4BA9cnC0aAgWY6wOOCt2Q/lu63Gg4i1QttMa4eNY0SMhbRZkngmZ82HEaWpVJyIiIl1SEDHM5eTk0FxVROFdYTDufPjGS8PjU0CRQcjd4uWvqwv4w0d7OdJgdVw4bVQs31sylvMmpWK3n8S12+KG2kNWKFFbbPUnUFtitSaor2jrf6DhcM87Sewr9pDWUCQJYkcd1QFjRmvwkN4aNKgDxl7X3Gi1wCneDCVbrHn5ro6tb5zR1kgvWfMhc4HVgsIR2isltHh91LlbaPEZfD6Dz4AzxE5YqB1XiAPHyVwHIiIiEhQKIoa5nJwcqNpP3r2ZcOcaiE4NdkkicgI1Tc088fE+/vTZfhqbrU+nx6dG8e1FY7hk+khcIb14A24MuGtbQ4mjwonGSmt0ieaGttYMzQ2t6+rbXvO1WDepR082R+uIESHW5Ahta0nhb1URFtv2WEhkkhU6RCZZLTLC4hSYDiSeequ/ksJ1UPA5FHwB7mMe6wiNhIy5VjCRc7b1OEcXQVFTs5c9pXXsOlTD3rI6Dh5ppPhII4eqmzjS0Bw457sSFxFKYqSTxCgXyVEuEqOcJEW5SI8PZ3RCBKMTI0iOcnXekkhERET6hYKIYS4QRHz+Gky+NNjliMhJOFzn5k+f5/PX1QXUuq0+EZKiXFx/xmiumzuaEbEa8UCCwOeF0u2w//PWYOLzjkOeRiTC2HNh7HnUZizi8yLD+v2VrN9fyY7iGry+7v25YbeBzWbr9vZ+YaF2K5RIiGRsShTjU6MYnxrN2JQowkLVkkZERKSvKYgY5nJycqChgrxDNcEuRUR6qLqxmefWFvDsFwWUVDcB1g3a/LFJXDU7nQumjNDNlQSPz2f1LVHwOez/FPI+Bnfb7xyvsbHFjGWVdwYf+aazw2QRF+FiwohoJqRGMzoxklFxYYyMDSc+wkl0WAhRYSGEOtr6+PD6DO4WL/VuL1UNHirq3Byu83C4zs3heg9lNW4OVDZwoLKBkupGusotbDYYnRDBuJToQDjhDyicIepTREREpLcoiBjmcnJywBjy8vODXYqInKJmr4/3th/i2S8KWLe/bVjPaFcIl0wfyZWz0pmdGa8m6RIUde4W3vmymLc2HaC5YA1fs2/ha/YtTLIXttvOG5GMffx52CZ+Hcac3esjtnhafBQdaeRAZQP7K+rJLa1lT2kduWW1gb5XjuV02JkwIpqpo2KYkhbLlLQYJo2MUcAnIiLSQwoihrmTOQFEZPAoOFzPK5uKeGXjQYqONAbWj4gJY8mkFM6blMqZYxJ1IyV9bntRNc+vO8Abm4uo97T173B6ZjwXTh3BeaOayaz6AvZ8AHkftR8ZJTQSxp8Pk75udajsiu6zOo0xlNe52VNax57SWnLLrPmuQ7XUNnUcDtZhtzF5ZAyzRscxKzOeWaPjSY8PV9AnIiLSDQoihjkFESJDm89nWJtfySubDvK3bSXtbgTDQx0sHJfEuZNSmT8uiVFxvfvJswxfXp/hw69KeeqzfNblt7XOyUmK5KrT01k2PY30+IiOO7Z44MAXsPtv8NVbUHOw7TWHy2ohMWkZTFhqdVzaD4wxFFY2sqO4mu3F1WwvqmF7UTWH6z0dtk2OdjF7dDzzxyYyf2wS2UmRCiZEREQ6oSBimFMQITJ8NDV7WZN3mA+/KmPFV6WB/iT80uPDOSM7kXk5CczLSdSnu3LSWrw+XttcxB9W7WX/4QYAQuw2Lpw6guvPyGReTkL3zyljrOFBv3oTdr4JlfvaXrM5IGuB1cnypGUQldwH383xSjMUVzexqaCKTQeq2FRQxY7iGlqO6XxiZGwY88cmsWBsEmeNTSQlWh3IioiIgIKIYU9BhMjwZIxhZ0kNK3aWsWp3GduKqjuMPJAWG8aM0XGclh7HaaNimZoeS0xYaJAqloHM6zO8saWIRz/cEwggYsJCuH5eJjedmXXqI7gYA+W7rFYSX71pDRfqZ7ND1kKYcrn1CEdk0qkdq4eamr1sK6pmbd5hPt97mI0FVXi8vnbbTM+I4/zJqVwwJZUxyVEK+kREZNhSEDHMKYgQEbA6EtxYUMXavMOsyTvMlwerO3y6C1bT+mnpsUwcEcOEEdaoAqPi1HJiuPL6DG9/WczvP9xDXnk9AAmRTr69KIcb5mUS6QrpmwNX5luBxI7XoXhT23qbA7IXtYUS/fT4RmcaPV42FFTy2d4KPt9bwfai9qNTZSdFcv7kVM6fksrMjHjsdl1DIiIyfCiIGOYURIhIZxo8LWw5cIQvi6r58uARvjxYzcGqxk63jXKFMC41igmtQx1OGBHNuNQokqNcCiiGKJ/P8M62En7/4R72llmdS8ZFhHLHohxuOjOr7wKIzlTttwKJHa9ByZa29fYQyF4MU6+AiRdDeHz/1dSJspomVnxVxt93HmL13sPtWkuMigvnsplpXDZjFONS+65DThERkYFCQcQwpyBCRLrrcJ2bbUXVbC+qJre0jtzSWvaV19Hs7fxXQ2x4KONSohh7zJQWG65Pfwcpn8/w3o5D/H7FHnaX1gLW//PtC7O56awsooP96E5lXlsocejLtvX2UKujyymXw4SLIDwuWBUCVgukj3eX8/edh/jwqzLq3G2jckweGcNlM9NYNn3UqT/SIiIiMkApiBjmFESIyKlo9vrYX1HP7tJacg/VWvPSOvYfrqer3xgRTgdjkqMYlxLFmJSoQFgxOiGCEIe9f78B6RZjDO/vKOWRFbnsOmQFENFhIXxrQQ63LMgamH2HVOyFna9ZwUTp9rb19lAYe05rKLEUwmKDViJYj3Cs+KqUN7YU8dHu8sAjUXYbLB6fzDVzRnPOpBRCdW2IiMgQoiBimFMQISJ9oanZS155PXvL69hbWsve8jr2tAYUXbWgcDrsZCdFMjY1iskjY5g6KpYpaTEkRbn6uXrxM8aw4qsyHlmRy45iq4+DaFcItyzI5rYF2cSGD8AAojPlubDzdaulRNnOtvUOJ4w91wolxl8IYTFBKxGgqt7DO9tKeH1zERsKqgLrk6KcXDk7nWtOzyAnOSqIFYqIiPQOBRHDnIIIEelPzV4fBYcb2FtWx96yWmteXsfesjqamn2d7pMa42JKmhVKWFOshhbtY8YYVu0u45EVe/jyYDUAkU4Ht7YGEHERziBXeArKdlmhxPZXoWJ323qHC8ad1xpKXACu4PbVkFdex0sbDvLyxoNU1LkD6+dmJ3DtnAyWTh1JuNMRxApFRER6TkHEMKcgQkQGAp/PUHSkkb1ldewurWVHcQ07iqvJr+j8EY/Y8FBmjo5j9uh4ZmXGMz0jjqj+7CBxiPL6DO/vOMQfVu0NtICIcDq4+awsbl+YQ3zkIA4gOlP2ldVKYvurcHhP2/qQMCuUmHgJjDs/qKNvNHt9rNxVxovrC/lodxn+wWyiw0K4dEYa184ZzdRRwX28RERE5GQpiBjmFESIyEBW727hq5KaQDCxo7iG3NLaDo932G0wYUQMszPjmDU6ntmZ8YxOiFCriW5q9vp4Y0sx//3R3sAwnBFOB988M5M7FuaQONQfjzEGSndYocSOV61OL/1sdsiYBxMuhPFLIWkcBOm8Kqlu5OUNB3lxQ2G7UWwmj4zhmjkZXDZjFLERg+RxGRGx+HzQXA/uOnDXgqfWmrvroLkRfC1gvODzWnPjs/Y5ep09FEJcVojabn7UcmikNXpQeBzY1ZpKgk9BxDCnIEJEBhtPi49dh2rYVFDFpgNH2FhQRdGRjkOLJkU5OT0zgTnZCczNSmDSyGh1hnmMOncLr246yBMf5wX+DWPCQrh5fja3nJU19FpAdIcxcGgb7HwDct9r39ElQEKOFUhMuBBGnwmO/r/x9/kMn++r4MX1hfx9R2lgKFBniJ2lU0dwzekZzMtJ1Og0YjEGPPXQVA3NDeCpA0+Dta653pp7GlqXG4656TXH3AC3zsE69+2h4AhpnYdaw+baQ9pe63Bz7GydH3vDfNTc4Qxa2NdtPq/17+iua53Xtk3+9e6ao17zb1dzVOBw1P705y2WzQojwhOs1l7hCRCRaC1HJEDUCIgdBTHp1jw0vB9rk+FEQcQwpyBCRIaC0pqm1mCiio0FVWwvqgncnPlFOh3MyoxnbpYVTszIiCMsdHh+KpRbWsv/ring1U1FgaEjk6KcfGthDtefMTr4w3AOJEcOwO73IPdvkP8p+JrbXguLhTFLIHsxZC+yQop+voGqqvfw+pYiXlxfGBjRBGB0QgT/cHo6V83O0DCgQ1GLG2pLoKbYmjdUQsNha6qvaF0+ap3XfeL3HEgcXYQUHQKN44QZ/q/BCk8CQYq3LVDxr/M1Q3MTtDRarRD8U+DrptYQp94KEZrre/97tjnAFQWuGHBGWf3UhIa3hjsO63WbHex2a9m/zu6wWk20NFnnRVdzT70VhJys8IT2wUTMKIgbDQnZkDAm6MMhy+ClIGKYUxAhIkORu8XLtoPVrNtfyfr8SjYUVFHb1NJum1CHjdPS45iTlcDc7HhmZyYMnlEgesDT4uPvOw/x7BcFrM2vDKzPTork5rOyuGZOxrANZrrNXQv7VlrBxJ73rRu8o8VmWIGEf4pJ67fSjDF8ebCaFzcU8taWYmpbAyabDc7ITmDZ9FEsnTpieLZyGWxa3FB90ArBqg+2Bg5FUFMCtcVW+HDsudcd9hBwRlo3uaERrcuRxyyHWy0Zjr7htdk73ggbrJt3b3PrvOWor1usuddjzbu6MfYes24wsoe0hgYxrSFCdFuI4IoCZ3Tbsiu69etjt2udQsL6Psj0NkNjVVtI1VhpLTdWtoVXtSVQXWSdc566E79neAIkjrGC2ITWeWKONQ+P79vvRwa1IR1ErFq1it/97nesXbuWuro6MjMzufrqq7n33nuJjIzs0Xu+8sor/Nd//RdbtmzB4/Ewbtw4brjhBu666y5CQ7v+A7asrIwHH3yQt956i+LiYuLi4li8eDE/+clPmDFjRp8cszsURIjIcOD1GXYfqmX9/spAOFFW2/4TQpsNJqRGMzc7oTWcSCA1ZnB/kmyMYUvhEd7YUszbXxZTUecBrD41zpucyjfnZXHWGDXh7xGfFw6uh7yPIO9ja/no1hIAiePaQonR8yB6RL+U1ujx8u62El7cUMi6o0KnELuNheOSWDYjjfMmj1AHr8HibW4LGo4cgCMFbctVBdaNYHea6jtcVtgVPRIik1qb1ycetZzQti4iCZwRff6t9ZgxVnDR0gQtni7Ci6ajtjn2NU/bNse+BscEKf6WBHbra5vDChRCw9umkHAIDbNCmpCwtvXOyKMChWirxcVAf4ykp4yBpiNtoUT1wdZ5kXWuVuZB3aHjv0d4QmswcVRQkZijlhQCDOEg4rHHHuOuu+7CGEN6ejrJycns3LkTt9vNpEmT+Oyzz0hIOLlesH/0ox/xu9/9DoAxY8YQGRnJjh078Hq9LFq0iL///e+4XB079Nq7dy8LFiygtLSUyMhIJkyYwMGDBykrK8PpdLJ8+XKWLVvWq8fsLgURIjIcGWM4UNnAuvxK1u+vZP3+KvIrOja1HZ0QwelZbY9z5CRFDvgOMJu9Ptbvr+SDnaV8sLO0XaeGydEurps7muvmZjAyVs/99ipPPRxYA/mfWFPJlrZn6f1iR0PGHEhvnVKn9Pnz1werGnj7yxLe3FLMzpK2ZtlOh515YxJZMiGZcyalkpEwgG9SBxtvi9Vyoaqg87ChpqjjuXGs0Air+XtsemvYkAYxI61m8dEjrXXh8UP3JlgGB3cdVOXD4X1WMFG5Dypbvz5RSBGRBIljrZAicYy17G9RMZBDM+k1QzKI2LhxI3PnzsUYw+OPP87tt9+OzWajuLiYZcuWsXHjRq644gpeeeWVbr/na6+9xhVXXIHL5eKll14KBAe7du3ioosuIj8/n3vuuScQGvgZY5g1axZbtmzhwgsv5P/+7/+IjY2lpaWFX/ziF/zyl78kKiqK3NxcRo4c2SvHPBkKIkRELGW1TWzYXxUIJ74qqQkMlegXHxHKlLRYpqTFMDkthilpMWQnReEIYosCr8+QW1rLmrzDfL73MGvzD7d7DCXC6eD8yalcOmMUC8YlEaoOO/tH4xEoWA35H8P+z6BsZ8ebT5sDUibByOkwcgaMmAYpE/usOfPesjre2lrMW1uLyTsmeBuXEsWSiSksnpDMzIx4wp16TKdLngYrTDhyAKoLW1s3FFrLRwpbgwbv8d8jJMwKGgJTZts8PtNqxaCQQQYzf0hRmdcaVOyDw61hRV3p8feNGdXaimJMW1gRn21dIwophowhGURcdtllvPHGG9x444385S9/affanj17mDhxIj6fj61bt3Laaad16z1nzJjB1q1b+elPf8rPf/7zdq+tXLmSc845B5fLRWFhIcnJyYHXXn/9dS6//HJiY2PJz88nPr79HxeLFy/mk08+6TRQ6OkxT4aCCBGRztU2NbOxoMpqMZFfxZaDR/C0dPwUMyzUzvjUaLISI8lKiiQ7KYKsxEiykyKJi+jd5/Hr3C3sK6sjt7SW3NJavjxYzbaiaho87W96EiKdLJmYwnmTU1k4LokIp5rgB527Foo2QuF6OLjOWu7qOf/okVZAkTK57Q/w+CyrDwrHqf9fGmPYV17Pyl2lfPhVGRsKqvAelbqFOmxMHRXL3KwETs9KYE5WfK+fywOWzwv15W3PyfvDheoDbYFDQ8WJ38fhtP6/4jOPCRtav45KUdAgw5e79qhwwj/ttaamI8ffNzKl9brK7DiPTQ/KSEbSM0MuiKirqyMpKQm3281nn33G/PnzO2xz3nnnsWLFCv7t3/6NX/7ylyd8zz179jB+/HgADh48yKhRozpsM27cOPbu3ctTTz3FbbfdFlh//fXX8/zzz/Otb32LP/7xjx32e+6557jhhhtIT0+nsLCwV455MhREiIh0T1Ozl9zSWnYU17CjuJodxTXsKqmlsbnrTz6jXCEkRjlJiHSSGOkiKcpJYpSTKFcooQ4bDruNELuNEIcdh92Gz2dobPbS4PFS09RMVb2HynoPJdVNFB1p5EhDc6fH8Y8IctaYJOaPTWRKWmxQW2lINxhjfXJestWairdYrSaqC7vexx7SenObZfVYH5/V9ilh9AirqXMPgorqxmY+yS1n1a4yVu87zKGajh0H5iRHMmlEDBNHRDNxpDVPjw8f8I8qAa3DV9a1jihx2Aoa6g5B7SErcKgtbZ0fgvqyEz82AVZHg7EZEJdhzWPTWx+laF0XNcLqg0BETk5DZWso0RpOVLbOqw6Au/r4+9rsVlARM7LtcSb/o0xHz13RCgIHgJO5Dx0UH6ds3rwZt9uNy+Vi7ty5nW6zcOFCVqxYwZo1a7r1nv7tcnJyOg0E/O+5d+9e1qxZ0y4U8O+7aNGiLvcDK2woKioKvP+pHFNERHpfWKiD09LjOC09LrDO6zPkV9Szt6yW/Ycb2F9RT35FPQWHGzhU00Sdu4U6dwsFhxt6rY6kKBfjU6MYnxrN5JExzBgdx5jk4D4eIj1gs1k3r7HpMPHitvVN1VC+2wolyr6ymjVX7bf6G/C6rabOVfmQt6qzN7U6KoxMsT5xj0qFqGRrHpliPfIRFmP18B8WE+h0LzY8lK9PT+Pr09MwxnCwqrG175RK1uVXsq+8nrzW6Z1tJYGjRblCGJMcSXpCBBnxEWQkhJMRH0F6fDhpceG9OwqLMdYwiu5aawjCphrrpsRd27rcus7f+399Rc+Hr7TZITK5dZhCf9BwVOgQlwFhcbqREekLEQkQMRcyOrmPa6xq7XuloOP8yAGrc9K6Q639U2zu+hghYcd07prUOk84ajmx/c9KV4zV0akExaAIInJzcwEYPXp0lyNKjBkzBoDdu3ef1Hv69+vue3o8Hvbv33/cfTMyMnA6nXg8Hnbv3h0IHXp6TBER6T8Ou42xKVGMTYnq8FqDp4XSGjeH69xU1Hk4XO/mcJ2Hw3Vu6j1evD5Ds9eH12do8RlavD4cdhthoQ7CQx1Eh4UGWlOkRLtIj49gVHy4RjoY6sJirT/Aj/0j3OezPrWvym8NJvZbncJV7bf+AG+osD7Jry+3prId3Tyg7aghBGOwuaLICAkjw+HkihAXZDhxZ4RS6bZR2QRljTZKGwwV9S14veArsWFKbBigBBtF2AAbBhtOh41ol42oUIgKtRHlhHCHwWk3uOw+nHYfTpsXJ804jYdQXxOhPjd2b5M1tTRha2mE5kZszQ3WsJCnIiSs9SYj0WqxEH30NNIKbKJHWiFELzwCIyK9LDzemtJmdHzN57N+DtYUtw5565+3Dn/rX3ZXW4FFTetoICfDP1Tr0YGufwjc0PCj5uHt14WEWY+MOEKt4XEdztYppG3Z7l9u3c7htLa1OxR6MkiCiMpKa5iq442I4X+tqqqqT9+zuroan8933H1tNhtxcXGUlZW127c3vw9/s5fO5OfnExISctxtREREZKCLtzpI9LVO/mXja/va+I6Z/E/c1hz3nQccm72TyXbUUIz2Y4Zq9H9tAxqBg62TiAwvIWAS2n4eBn5W+jqu6/RnZS1QcrwD9J1AGGHrZB0Qkz7oAovCwkJCQroXMQyKIKKpyXqu0ensulMl/3CXjY2NXW7TG+/p3+9U9u3N76MrXu8JenYWGWb8/bVkZGQEuRKRgUHXxCBhc4DDAWo93Od0TYh0NCiuC5sNbK23tfpZGVQhISGB+9kTbtvHtfSKsLAwwHosoitut/WcYHh498bu7ul7+vc7lX174/s4Xgcg6qxSpCNdFyLt6ZoQaU/XhEhHui6krwyKrn/9w2P6H23ojP+1Y4fS7O33jI2Nxd7aY3JX+xpjOHLkSId9++L7EBERERERERlMBkUQ4R/y8sCBAzQ3dz7M2b59+9pt29333Lt3b5fbdPaeTqeTzMzM4+5bWFgYaPVw9L49PaaIiIiIiIjIUDEogoiZM2fidDpxu92sW7eu020+/fRTAM4888xuvee8efMAq2PHoqLOe1ft6j39+/pf72q/9PR00tPTe+WYIiIiIiIiIkPBoAgioqOjueCCCwB48sknO7y+Z88eVq5cCcBVV13VrfccP34806ZN6/I9V65cyd69e3E6nSxbtqzda/5jLF++vNPRLfzvd/XVV/faMUVERERERESGgkERRADcf//92Gw2nn32WZ588klM65ArJSUlXHfddfh8Pi677DKmT5/ebr+srCyysrJ4+eWXO7znz372MwB+/etf89ZbbwXW7969m29961sA3HnnnSQnJ7fb77LLLuO0006jurqa66+/nurqasAaqeKnP/0pn3zyCREREfzoRz/qtWOKiIiIiIiIDAU2YwKDqA54jzzyCPfccw/GGDIyMkhKSmLnzp243W4mTJjAZ599RlJSUrt9bK1jrz7zzDPcfPPNHd7z7rvv5pFHHgFgzJgxREVFsX37drxeLwsWLOCDDz5oN1KGX25uLgsXLqSsrIzIyEgmTpxIYWEhZWVlhIaG8uKLL3L55Zd3+n309Jjdpd5tRTrSdSHSnq4JkfZ0TYh0pOtC+sqgCiIAPvzwQ373u9+xdu1a6uvryczM5KqrruInP/kJUVFRHbY/URAB1iMWf/jDH9iyZQsej4exY8dyww03cPfddxMaGtplLaWlpTzwwAO8/fbbFBcXExcXx6JFi7jvvvuYOXPmcb+Pnh5TREREREREZDAbdEGEiIiIiIiIiAxeg6aPCBEREREREREZ/BREiIiIiIiIiEi/URAhIiIiIiIiIv1GQYSIiIiIiIiI9BsFESIiIiIiIiLSbxREDDGrVq3ikksuITk5mfDwcCZOnMj9999PfX19sEsT6ZF///d/x2azHXd6/PHHO923ubmZhx56iOnTpxMZGUl8fDxnn302r7766gmPu3nzZq655hpGjBhBWFgYOTk53HXXXZSXl/f2tyjSwaFDh3j22Wf5wQ9+wJlnnkl4eDg2m42vfe1rJ9w3GOf9qRxTpDt6ek1kZWWd8HdIU1NTl/vn5eVx6623kp6ejsvlIiMjg9tuu438/PzjHtcYw1NPPcW8efOIiYkhJiaGefPm8dRTT6EB6+RUGWNYvXo19957LwsWLCAxMZHQ0FCSk5M5//zzee655457ntXV1fFv//ZvTJw4kfDwcJKTk7nkkkv46KOPTnjsnt5rnMoxZYgyMmQ8+uijxmazGcCkp6ebmTNnGpfLZQAzadIkc/jw4WCXKHLSfvaznxnApKSkmPnz53c6vf766x32a2xsNAsWLDCAcTgc5rTTTjNjxowxgAHMv/zLv3R5zFdeecWEhoYGjjtr1iwTGRlpADNy5Eizb9++vvyWRczDDz8cOFePnhYvXnzc/YJx3p/KMUW6q6fXRGZmpgHM1KlTu/wd4na7O9139erVJioqygAmPj7ezJ4928TFxRnAREdHm7Vr13a6n9frNVdffXWgxsmTJ5vJkycHvr722muNz+c71X8SGcZWrFjR7jrIyckxs2fPNgkJCYF1F198sWlqauqwb3l5uZkwYYIBjMvlMjNnzjTp6ekGMDabzfzhD3/o8rg9vdc4lWPK0KUgYojYsGGDsdvtxmazmSeeeCLwC66oqMjMnj3bAOaKK64IcpUiJ88fRNx0000ntd8PfvADA5js7Gyza9euwPo33ngj8EvzzTff7LDfwYMHTUREhAHM/fffb5qbm40xxhw5csRceOGFBjCnn366/oiUPvX000+bc8891/zkJz8xr776qrn//vu7ddMVjPO+p8cUORk9vSb8QcSqVatO6nh1dXVm5MiRBjC33nqraWxsNMZYwdstt9wSuBFraGjosO9//ud/GsAkJCSY1atXB9avXr06cKP46KOPnlQ9Ikf74IMPTHZ2tvn9739vSktL273217/+NfCz98c//nGHfZctW2YAM3v2bFNUVGSMMcbn85knnngiEChv3ry5w36ncq/R02PK0KYgYoi49NJLDWBuvPHGDq/l5uYau91uALN169YgVCfScz0JIg4dOmScTqcBzMqVKzu87v8DdtasWR1eu+uuuwxgFi1a1OG1yspKExsbqxsr6XePPfbYCW+6gnHen8oxRU5Fd64JY3oeRPhbYIwdO9Z4PJ52r7nd7kCrn2MDBY/HY5KSkgxg/vSnP3V436effjrQ6sgf+ImcrOrq6g7n5dEefPDBQBjm9XoD6zdt2mQAY7fbzZ49ezrs981vfrPLQKGn9xqnckwZ2tRHxBBQV1fHe++9B8Add9zR4fVx48axZMkSAJYvX96vtYkEw5tvvonH42HcuHGcffbZHV7/9re/DcCmTZvYt29fu9defvlloPNrKT4+nquvvhqAl156qbfLFjklwTjvT+WYIgOZ/++lm2++mdDQ0HavOZ1ObrnlFqDjNfHRRx9RUVFBVFQU3/jGNzq87/XXX09UVBRlZWV8/PHHfVS9DHUxMTEdzsujLV26FIDKysp2ffz4f9YvWbKEsWPHdtjP/zP73Xffbdfnw6nca/T0mDL0KYgYAjZv3ozb7cblcjF37txOt1m4cCEAa9as6c/SRHrN1q1b+cY3vsGSJUu49NJLuf/++9mxY0en2/rPc/95f6xRo0aRnZ3dbluAwsJCioqKAFi0aFGn++pakoEqGOd9T48p0t8ef/xxLrnkEs455xyuv/56Hn/8cWprazvd1uv1smHDBuDE18T69evxer2B9f7zfO7cubhcrg77uVwu5syZ025bkd7W2NgYWA4PDw8s+8+5rs5r/3nb1NTEli1bAutP5V6jp8eUoU9BxBCQm5sLwOjRo7tMR8eMGQPA7t27+60ukd60ZcsWXnjhBVatWsWbb77JAw88wLRp07j77rvb/REIbdeE/7zvTGfXhH8/p9NJenr6cffLy8ujubm559+QSC8Lxnnf02OK9LcXX3yRd955h5UrV/L888/z3e9+l5ycHD744IMO2+7fvx+PxwN0fW7717vdbgoKCgLrdU3IQPDCCy8AMH36dGJiYgLrT3R+hoaGkpGRAXT+e6In9xo9PaYMfQoihoDKykoAEhISutzG/1pVVVW/1CTSW9LS0vjFL37B2rVrKS8vp6mpiS+//JLvfOc7GGN45JFH+MlPftJun55eE/794uPjsdlsx93P5/NRU1PT829MpJcF47zX7x8Z6L72ta/x17/+la+++or6+nqqqqp46623mDlzJhUVFSxbtoxNmza128d/XkPX5/bR6zu7nnRNSLBs3LgxMKz5vffe2+61U/090ZPzWteEdCUk2AXIqfOPf+10Orvcxt888OimWiKDQWfPIk6bNo3/+Z//ITs7m3/5l3/h4Ycf5s477yQrKwvo+TVxMvsdu69IsAXjvNfvHxno/vznP7f7OiIiIvCIxoIFC9i0aRM//vGPWbFiRWAb/3kNXZ/buiZkICotLeWKK66gpaWFyy+/nGuvvbbd6/3xe+LY81rXhHRFLSKGgLCwMIBAM8LOuN1uoP1zYiKD3Q9/+EPS0tJoaWnhzTffDKzv6TVxMvsdu69IsAXjvNfvHxmswsPDefDBBwFYtWpVu09i/ec1dH1u65qQgaa6upqlS5dy4MABZs+e3SGEg/75PXHsea1rQrqiIGIIiI+PB9o3JTzW0U1vRYYKh8PBGWecAcCePXsC63t6TfiXq6qqMMYcdz+73d7uuUuRYAvGea/fPzKYnXXWWYD1yFFeXl5g/dHnalfn9tHrO7uedE1If6qrq+PCCy9k8+bNTJkyhffff7/Tv1FO9fdET85rXRPSFQURQ8D48eMBOHDgQJed5/mHTfNvKzJU+Jv6tbS0BNb5z/O9e/d2uV9n14R/2ePxUFhYeNz9srOzjzt0lkh/C8Z539NjigwERzcVP/p3SFZWVuC1rs5t/3ntcrnIzMwMrNc1If2toaGBiy++mDVr1jBu3DhWrFhBYmJip9ue6Pxsbm7mwIED7bY9erkn9xo9PaYMfQoihoCZM2fidDpxu92sW7eu020+/fRTAM4888z+LE2kz23fvh2gXW//8+bNA+Czzz7rdJ+ioiLy8/PbbQtWb9BpaWlA2zVzLF1LMlAF47zv6TFFBgL/7w9o/zskJCSE2bNnAye+JubMmYPD4Qis95/n69evb/f4hp/b7Wb9+vWAfo/IqWtqamLZsmV88sknZGZm8uGHHzJixIgut/efn12d1+vWrcPj8RAWFsaMGTMC60/lXqOnx5ShT0HEEBAdHc0FF1wAwJNPPtnh9T179rBy5UoArrrqqn6tTaQvvfPOO+zYsQOA888/P7D+0ksvJTQ0lD179rBq1aoO+z3xxBOA9Yt17Nix7V678sorgc6vpaqqKpYvXw7A1Vdf3TvfhEgvCcZ5fyrHFAm2X//61wBMnjyZUaNGtXvN//fSn//85w6fAHs8Hp555hmg4zVx9tlnk5iYSF1dHc8//3yHYz733HPU1dWRnJzM4sWLe+17keGnubmZK6+8kg8//JBRo0axcuXKwDCYXfGf16tWreq0hYL/Z/bSpUuJiooKrD+Ve42eHlOGASNDwrp164zNZjM2m8088cQTxufzGWOMKS4uNrNnzzaAueyyy4JcpcjJ2b59u7njjjvMli1b2q33er3m+eefNzExMQYwl1xySYd9v/e97xnAZGdnm127dgXWv/nmm8blchnAvP766x32O3DggAkPDzeAuf/++01LS4sxxpgjR46YCy+80ABm5syZgWtMpD889thjBjCLFy8+7nbBOO97ekyRU9Gda+Khhx4yjz76qKmoqGi3vqKiwtxxxx0GMIB5+eWXO+xbV1dnRowYYQBz6623msbGRmOMMY2NjeaWW24xgElLSzP19fUd9v3tb39rAJOQkGBWr14dWL969WqTkJBgAPPII4/08DsXMaalpcVcddVVBjAjRowwu3fv7va+l1xyiQHM7NmzTXFxsTHGGJ/PZ5544gkDGLvdbjZu3Nhhv1O51+jpMWVoUxAxhDz88MPGZrMZwGRkZJiZM2cG/gicMGGCKS8vD3aJIidl8+bNgT8UExISzMyZM82cOXNMfHx8YP3ChQtNVVVVh30bGhrMmWeeaQDjcDjM9OnTzZgxYwL7/fCHP+zyuMuXLzchISEGMCkpKWb27NkmMjLSACY1NdXs2bOnD79rESsYSExMDEz+8y8kJKTd+l//+tft9gvGeX8qxxTprp5cE3fddZcBjM1mM9nZ2Wbu3Llm2rRpgfPcbrd3uIaO9tlnnwWOEx8fb2bPnh34/RMVFWW++OKLTvfzer3miiuuCFwDkydPNpMnTw58ffXVVxuv19vr/0YyfDz//POB8ykrK8vMnz+/y2nTpk3t9i0rKzPjxo0zgHG5XGbmzJkmIyMjcK08+uijXR63p/cap3JMGboURAwxK1asMEuXLjUJCQnG5XKZ8ePHm/vuu8/U1tYGuzSRk1ZVVWUeeOABc/HFF5ucnBwTHR1tQkNDTWpqqlm6dKl59tlnA5/cdsbtdpv/+I//MNOmTTPh4eEmNjbWLF68uNNPv461ceNGc9VVV5mUlBTjdDpNVlaW+d73vmdKS0t781sU6VR+fn7gj8zjTT/72c867BuM8/5UjinSHT25Jr744gtz1113mXnz5pm0tDTjcrlMRESEGT9+vLn99tvN5s2bT3jcvXv3mptuusmkpaWZ0NBQk5aWZm6++Wazb9++4+7n/7R3zpw5JioqykRFRZk5c+aYJ598Ui3q5JQ988wz3boeALNq1aoO+9fU1Jj77rvPjB8/3rhcLpOQkGCWLl1qVq5cecJj9/Re41SOKUOTzZguxuoSEREREREREell6qxSRERERERERPqNgggRERERERER6TcKIkRERERERESk3yiIEBEREREREZF+oyBCRERERERERPqNgggRERERERER6TcKIkRERERERESk3yiIEBEREREREZF+oyBCRERERERERPqNgggRERERERER6TcKIkRERGTYyc/PJzo6GpvNxj333HPcbUtKSkhMTMRms3Hbbbf1U4UiIiJDl80YY4JdhIiIiEh/e/zxx/nud7+L3W7no48+YuHChZ1ud/HFF/Puu++SmZnJl19+SUxMTD9XKiIiMrQoiBAREZFh6/zzz+eDDz4gJyeHL7/8ksjIyHav//GPf+SOO+7AZrOxYsUKlixZEqRKRUREhg49miEiIiLD1tNPP01MTAx5eXn88z//c7vX9u/fzw9/+EMA7rzzToUQIiIivUQtIkRERGRYe+aZZ7j11lux2Wy8//77nHfeeRhjOPvss/n4448ZO3YsW7duJSIiItilioiIDAkKIkRERGTYu+SSS3jnnXfIyMhg+/btPP3009xzzz3Y7XY++eQT5s+fH+wSRUREhgwFESIiIjLslZSUMGXKFKqqqli6dCkfffQRjY2N/OhHP+Khhx4KdnkiIiJDioIIEREREeD555/n+uuvD3w9efJkNm3ahMvlCmJVIiIiQ4+CCBERERGgubmZjIwMSktLAXj//fc5//zzg1yViIjI0KNRM0RERESABx98MBBCADz11FNBrEZERGToUhAhIiIiw96mTZt48MEHAbjooosAWL58OcuXLw9mWSIiIkOSgggREREZ1txuNzfddBMtLS2cccYZvPnmm1x33XUA/OM//iPl5eVBrlBERGRoURAhIiIiw9rPfvYztm/fTlhYGH/5y19wOBw89thjpKamUl5ezp133hnsEkVERIYUBREiIiIybK1Zs4bf/va3APzqV79iwoQJACQmJvLEE08A8PLLL/PSSy8FrUYREZGhRqNmiIiIyLDU2NjIjBkzyM3NZeHChXz00UfY7e0/o7nhhht47rnnSEpKYseOHaSkpASpWhERkaFDLSJERERkWLrvvvvIzc0lMjKSZ555pkMIAfDoo48ycuRIKioq9IiGiIhIL1EQISIiIsPOJ598wu9//3sAfvOb3zBmzJhOt0tISAg8ovHKK6/w4osv9luNIiIiQ5UezRAREZFhpb6+ntNOO428vDzOOeccPvjgA2w223H3ufHGG3n22Wf1iIaIiEgvUBAhIiIiIiIiIv1Gj2aIiIiIiIiISL9RECEiIiIiIiIi/UZBhIiIiIiIiIj0GwURIiIiIiIiItJvFESIiIiIiIiISL9RECEiIiIiIiIi/UZBhIiIiIiIiIj0GwURIiIiIiIiItJvFESIiIiIiIiISL9RECEiIiIiIiIi/UZBhIiIiIiIiIj0GwURIiIiIiIiItJvFESIiIiIiIiISL9RECEiIiIiIiIi/eb/A/Bdcz0f6e0HAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n", + "\n", + "for i in image_folder:\n", + " # mendapatkan list gambar di folder\n", + " sample_images = list(pathlib.Path('../dataset/'+i+'/').rglob('*.jpg')) \n", + " \n", + " if not sample_images:\n", + " print(f\"No images found for {i}\")\n", + " continue # Skip kalau ga ada image\n", + " \n", + " print(f\"Found {len(sample_images)} images in folder {i}\")\n", + " \n", + " np.random.seed(42)\n", + " rand_imgs = np.random.choice(sample_images, size=10*10, replace=False) # biar ga oversample\n", + " \n", + " shapes = []\n", + " for img in rand_imgs:\n", + " try:\n", + " shapes.append(imread(str(img)).shape)\n", + " except Exception as e:\n", + " print(f\"Error reading image {img}: {e}\")\n", + " continue\n", + " \n", + " # buat df untuk dimensi X dan Y\n", + " shapes_df = pd.DataFrame({\n", + " 'X': pd.Series(shapes).map(lambda s: s[0]), \n", + " 'Y': pd.Series(shapes).map(lambda s: s[1])\n", + " })\n", + " \n", + " plt.figure(figsize=(12, 8))\n", + " sns.set_context(\"notebook\", font_scale=1.5)\n", + " sns.kdeplot(shapes_df['X'], bw_adjust=0.75) \n", + " sns.kdeplot(shapes_df['Y'], bw_adjust=0.75)\n", + " plt.title(f'Distribution of {i} Image Sizes')\n", + " ax = plt.gca()\n", + " ax.set_xlim(0, ax.get_xlim()[1])\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Directories created successfully!\n" + ] + } + ], + "source": [ + "try:\n", + " os.makedirs('../weather_pred/Data/training/cloudy', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/training/foggy', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/training/rainy', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/training/shine', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/training/sunrise', exist_ok=True)\n", + "\n", + " os.makedirs('../weather_pred/Data/validation/cloudy', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/validation/foggy', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/validation/rainy', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/validation/shine', exist_ok=True)\n", + " os.makedirs('../weather_pred/Data/validation/sunrise', exist_ok=True)\n", + " \n", + " print(\"Directories created successfully!\")\n", + "except OSError as e:\n", + " print(f\"Error creating directories: {e}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def split_data(SOURCE, TRAINING, VALIDATION, SPLIT_SIZE):\n", + " files = []\n", + " for filename in os.listdir(SOURCE):\n", + " file = SOURCE + filename\n", + " if os.path.getsize(file) > 0:\n", + " files.append(filename)\n", + " else:\n", + " print(filename + \" is zero length, so ignoring.\")\n", + "\n", + " training_length = int(len(files) * SPLIT_SIZE)\n", + " valid_length = int(len(files) - training_length)\n", + " shuffled_set = random.sample(files, len(files))\n", + " training_set = shuffled_set[0:training_length]\n", + " valid_set = shuffled_set[training_length:]\n", + "\n", + " for filename in training_set:\n", + " this_file = SOURCE + filename\n", + " destination = TRAINING + filename\n", + " copyfile(this_file, destination)\n", + "\n", + " for filename in valid_set:\n", + " this_file = SOURCE + filename\n", + " destination = VALIDATION + filename\n", + " copyfile(this_file, destination)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "CLOUDY_SOURCE_DIR = '../dataset/cloudy/'\n", + "TRAINING_CLOUDY_DIR = '../weather_pred/Data/training/cloudy/'\n", + "VALID_CLOUDY_DIR = '../weather_pred/Data/validation/cloudy/'\n", + "\n", + "FOGGY_SOURCE_DIR = '../dataset/foggy/'\n", + "TRAINING_FOGGY_DIR = '../weather_pred/Data/training/foggy/'\n", + "VALID_FOGGY_DIR = '../weather_pred/Data/validation/foggy/'\n", + "\n", + "RAINY_SOURCE_DIR = '../dataset/rainy/'\n", + "TRAINING_RAINY_DIR = '../weather_pred/Data/training/rainy/'\n", + "VALID_RAINY_DIR = '../weather_pred/Data/validation/rainy/'\n", + "\n", + "SHINE_SOURCE_DIR = '../dataset/shine/'\n", + "TRAINING_SHINE_DIR = '../weather_pred/Data/training/shine/'\n", + "VALID_SHINE_DIR = '../weather_pred/Data/validation/shine/'\n", + "\n", + "SUNRISE_SOURCE_DIR = '../dataset/sunrise/'\n", + "TRAINING_SUNRISE_DIR = '../weather_pred/Data/training/sunrise/'\n", + "VALID_SUNRISE_DIR = '../weather_pred/Data/validation/sunrise/'" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "split_size = .85" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "split_data(CLOUDY_SOURCE_DIR, TRAINING_CLOUDY_DIR, VALID_CLOUDY_DIR, split_size)\n", + "split_data(FOGGY_SOURCE_DIR, TRAINING_FOGGY_DIR, VALID_FOGGY_DIR, split_size)\n", + "split_data(RAINY_SOURCE_DIR, TRAINING_RAINY_DIR, VALID_RAINY_DIR, split_size)\n", + "split_data(SHINE_SOURCE_DIR, TRAINING_SHINE_DIR, VALID_SHINE_DIR, split_size)\n", + "split_data(SUNRISE_SOURCE_DIR, TRAINING_SUNRISE_DIR, VALID_SUNRISE_DIR, split_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n", + "nimgs = {}\n", + "for i in image_folder:\n", + " nimages = len(os.listdir('../weather_pred/Data/training/'+i+'/'))\n", + " nimgs[i]=nimages\n", + "plt.figure(figsize=(9, 6))\n", + "plt.bar(range(len(nimgs)), list(nimgs.values()), align='center')\n", + "plt.xticks(range(len(nimgs)), list(nimgs.keys()))\n", + "plt.title('Distribusi perbedaan jumlah data train')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jumlah gambar cloudy: 300\n", + "Jumlah gambar foggy: 300\n", + "Jumlah gambar rainy: 300\n", + "Jumlah gambar shine: 250\n", + "Jumlah gambar sunrise: 350\n" + ] + } + ], + "source": [ + "for i in ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']:\n", + " print('Jumlah gambar {}: '.format(i)+str(len(os.listdir('../weather_pred/Data/training/'+i+'/')))) " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rW+EidT/XrVsnSbpw4YJKly7ttp+PP/54mj4eOnTI+nLNyPJx59KlS5o8ebJatWql4sWLy8fHx7ppM/U7AP755580bVNSUjR37lx16dJFISEhstvtTjd9bty40W1bhzvvvNNtWenSpSVlPODntMaNG7sc7njfSnBwsMLCwtKtc+7cuUxPd9u2bXrqqadUp04dBQQEyMPDw1rmTz31lKT0l3mjRo3c3nyd1WXu2K7LlSuX5uZWh8DAQDVo0CDd8dzovGXEzZiGY/69vLzUokULl3U8PDxcvvE4Ozh+PFi3bp0OHTrkVPbjjz/q/Pnz8vPz00MPPeSy/Zo1a9S/f39Vq1ZNBQsWdPocT5o0SdKNL3eH3NxWGjdurKJFi+rYsWO688479eGHH2rPnj1ZehAAsgfvMUCOcHypFSlSJMNtPvvsM3Xp0kXbtm3TuHHjNG7cOPn4+KhRo0bq2rWrBg0aZJ2JyKrsCAWS0v3VyVGWlJSks2fPOr0U7kbkxPJxJyPze/LkSWtY6icznT59OkPTiI2NdTk8o+vser8ElilTRv/884/LfiYmJl73CULS1Zf6OaQeT3rTTu9sx759+3TPPfc4fXn6+/urcOHC1i+ejn5d++tabGysOnfurJUrV1rDfHx8FBwcbJ2hOXv2rBITE9P9Za5QoUJuy7y8rn5lZFfAzW7u+u7o982Ytw8//FDPPvus9eQgm82mwMBA+fr6Srq6jVy8eDHHl7lje7ze5yC97TE75u16btY0HPNftGhRa1yuZOTsY1Y0b95coaGhOnTokL788kuNHTvWKnOcRbjvvvusX8xTGzVqlHXwL109SxAUFCQfHx9J0uXLlxUTE5Ntv7Dn5rZSuHBhzZs3Tw8//LB27typZ555RtLVINKyZUs99NBD6tmzJy/kzEGcMcBNd/nyZUVEREiSKlasmOF2ISEh2rx5s37++WcNGzZMDRo0UEpKitatW6eRI0eqUqVK+u23326ob56enjfUPjflxPLJLsnJydbfu3fvlrl6f1O6/9w9Uu9mrjNHP++8884M9TG7f9UaMGCA/vnnH1WoUEELFy7UmTNnFBMTo5MnT+r48eOKjo626l477fHjx2vlypWy2+169913dfjwYcXFxenMmTM6fvy4jh8/bp0N4Ne47LF7924999xzSklJUY8ePbRx40bFxcXp3Llz1jJ/5513JN1+yzwn5i0vLz+bzWZdJpT6cqIzZ87op59+kuT6MqLly5dboeCpp57Sjh07FB8fr7Nnz1rLZPjw4ZJunWVyo+uxbdu2OnTokGbPnq1+/fqpcuXKunDhgn744Qf16dNH9erVc9r34eYiGOCm+/nnn60DrsyetvXw8FD79u313nvvadOmTTp79qy++uorhYSE6Ny5c3r44Ydz7PKZ9KS303KUeXl5Of2C7/glMC4uzm3bCxcupDvd3Fo+GZnf1L/slyxZ0vrb3SVC2e16XyTp9TMrfUw9nowsn2tFRUVZ1/7PmzdP3bt3T3PGJ737Chz3dLz88st67rnnFBISkubylMzel5ATHJ8Dyf1n4Xqfg9yyaNEiJScnq3r16po/f74aNWpk/arrkFvL3LE9ZvRzcK2cmLebOQ3H/J8+fTrdfeDNPOB0HPjv379f69evlyR9/fXXSkxMVLFixdSxY8c0bRyf4/bt2+ujjz5SrVq10vwYkt3b1K2wrRQoUEB9+vTRrFmztG/fPv3zzz9666235Ofn53QmATcfwQA3VUJCgt58801JV08NduvW7YbGV6hQIT388MPWjawnTpzQjh07rPLUN5jl5K8pqS/fcFdWp04dp9OhQUFBkq6exo2Pj3fZNrMvlLre8skuGZnfhg0bWsMqVKhgnab+4Ycfsr0/rmzatMntC70OHDhgXa6Tup+O+xeOHz/udO9BRoSGhloH8uktH3dncaKioqy/HS8FvNavv/7qdryO9u7aRkZG6sCBA27b5xbH50ByXgap3ciL1W4mR3/r1q3r8uZWKf11djM5tuuoqCgdPHjQZZ2LFy+6vcn/RufN0Sa9/fDNXH6O+U9KStKaNWtc1klJSbnuiytvRKVKldS0aVNJ/ztr4Phv7969nUKxw/U+x8aYbD8TnNvbiitlypTRyJEjNWLECElyekgEbi6CAW6aK1euqH///tqyZYukq08DcXU9pSvX+5U79RNxUu+IUt9ser038GanqVOnurx2fu/evVq0aJEkqWfPnk5ldevWlXR1R//NN9+kaXvlyhW9++67LqeX1eWTXd5++22Xv+6uXLnSuoH32vl13LD7+eefW9uEO9lxc+uVK1f09ttvuyx74403JF29GbVdu3bW8Lvvvtu6+W748OHXXc6p+2mz2awbCd1tD7t27bK2h2sFBgZaf2/bti1N+aVLl6x+p9feVVvp6lNFbkVVqlSxttf//ve/acpTUlI0YcKEnO5WhjiW+Y4dO1weAC9duvSmHnimp127dlboGjdunMs6kyZNcrpPJrUbnTfHvji9/fDNXH516tRR9erVJV29zM7V26NnzJiRbTfwuuO4Cfnrr7/Wzp07rTMHjuHXut7neOrUqdaludklN7cVdz+KOTj2DTfjewyusaSRrVJSUvT333/rnXfeUc2aNTVv3jxJV0+pjhw5MsPj+eOPP1SnTh29++672r17t7VTdzxq8cknn5R09WaoOnXqWO2qVKlincL87LPPcuysQWJiotq1a6e//vrL6uevv/6q9u3bKz4+XuXKldMTTzzh1KZs2bJq3ry5pKuP8Pz111+tS67Cw8PVtm1bpxtaU8vq8skux44dU6dOnbR3715JV3+VW7RokfUozvr16+uBBx5wajNixAjVrl1bcXFxuvvuu/Xhhx/qzJkzVvn58+e1dOlS9e3b1+1TRDIjMDBQ48aN04QJE3Tp0iVJVy8rePbZZ/XFF19IksaOHev0CD4vLy9NnTpVXl5eWrt2rVq2bKkVK1Y43fgZERGhqVOnqlGjRvr444+dpjlmzBgVKlRIp0+fVrt27ayzDsYYLVu2TB07dnR6slBq1atXV0hIiCRp4MCBTr/O/fnnn2rdunW6T8xxPMLwjTfe0OLFi5WUlCTp6tOSHn74YS1YsMDp1/lbhbe3tx588EFJ0ptvvqkFCxZYgWzv3r26//77b9nHozqW+c6dO/X0009bQTEmJkbTpk1T9+7dM/XAhexkt9utG16/+OILPffcc9bn7eLFixo3bpzefPNNtz/W3Oi81apVS9LVp+vs2bPnpkzjesaPHy/p6g8WDz/8sBUC4uLiNHXqVA0dOjTDP1ZlVc+ePeXj46MzZ85Y903VqFHD7RN+HMtk6dKlGjdunHWz7vnz5/Xmm2/qmWeeyfZtKje3lbfeeksdO3bUnDlznEKa45GukydPlvS/x50iB9ysFyQg70r9crDUr7kvXLiw02vb9X8vqpo6darbcbl7uVHq4ZKMt7e3KVKkiNMr1gMCAszq1avTjHPQoEFWHX9/fxMSEmLKly9vRowYkWYeXL3U5lqOcaX3grP58+ebQoUKGenqm3n9/f2tssKFC5u//vrL5bi3bNlivc1WkvHz8zMFChSwlu2SJUtcvpAsq8snu15w9u2331ov6goMDDS+vr5WWUhIiImIiHA5jujoaNOkSROrruNtmqmXgSRTqVKlDK+Ha6V+iU/Pnj2NJOPp6WmCgoKMzWazxtO3b1+3b/D95ptvrPWZevmmnk9J5o033kjT9scff3SqV6hQIWO3240kU6pUKTNjxgyX27wxxvzwww9O69Df39/algoUKGB+/fVXt8shMjLSlChRwir38vKyXrIkybz55pvpvqgrI8v3Rl70ld74o6KiTOnSpZ2Wt2ObKFSokFm1apXb9hl5QVpGXoaU3j4hvfnu1auX0zZRuHBh603vDRo0MB988IHbaWfkBVo38iKn5ORk06dPH6tvHh4eJigoyOpfr1690u3Djczb2bNnTbFixZy+C8qXL2/Kly9v/vzzz2yZRkb8+9//dhp/UFCQ9Rlr0aKF9Wbs7HzB2bUeeOABpz5MmDDBbd2EhASnF/LZbDYTFBRkfbd26tTJvPTSS1nqc3plubWtpD6ekGTsdrsJDg522ldXr17d6W3uxvCCs5uJMwa4ISdOnNCJEyd08uRJJSUlqWTJkmrSpImefPJJLVq0SNHR0RoyZEimx9uoUSMtWLBATz75pBo0aKCiRYvq4sWL8vPz0x133KGRI0dq9+7dLn9Z/uijj/Tqq6+qdu3akqQjR47o8OHDGX5MZlbceeed2rRpk/r27avAwEAlJSWpTJkyevzxx7Vjxw6n69hTu+OOO7Rhwwb16tVLxYsXV0pKiooWLaqnn35aW7duVY0aNVy2u5Hlkx26du2qP/74Qw8++KD8/PxkjFFoaKhGjBihrVu3Wi/Culbp0qW1du1azZs3T126dFGpUqUUGxurhIQEVahQQffdd5+mTJmi1atXZ0s/582bp48//lj16tVTUlKSChQooKZNm2r27Nn64osv3J6e7tatmw4cOKBXXnlFjRs3VsGCBXX+/Hn5+vqqbt26euyxx/TNN9/ohRdeSNO2U6dO2rx5s7VOExISVKJECQ0dOlRbtmxxu2wkqXPnzlq9erU6deqkwoULKykpSUWLFtWAAQMUHh5uvbvClfLly2vTpk0aNGiQ9ex7Pz8/de7cWb/88ovLF3vdKsqWLasNGzboscces+5FKViwoPr27avNmzerVatWudxD97766itNmTJFderUka+vr5KTk1W7dm1NmDBB69atU8GCBXOtbx4eHpo9e7Zmz56tJk2ayG63KykpSfXr19fUqVM1d+7cdNvfyLwFBQVp9erV6tWrl8qUKaMLFy7o8OHD1tOysmMaGfHGG2/oxx9/VJs2bRQQEKD4+HhVr15dEydO1IoVK9LcJHszpL5syMPDQ48++qjbut7e3lq2bJleeeUVValSRd7e3jLGqHHjxvrkk0/0/fff35Qns+XWtjJ48GBNnz5dvXv3Vq1ateTv76+LFy8qKChILVq00JQpU7R582anB1jg5rIZc4s87wrALW3VqlW6++67JemWeUwebg9JSUnWjfd//PGHdUMmAODWwhkDAMBNlfoxh9n1gj8AQPYjGAAAbpqEhATr6VAlS5ZM91IqAEDuSvsQXQAAssE999yj33//3Xra1vPPP5/mpWsAgFsHwQAAcFOcOXNGXl5eqlGjhp544gk99dRTud0lAEA6uPkYAAAAAPcYAAAAAOBSIkvhwoUVHx+vUqVK5XZXAAAAgGxx7Ngx+fr66vz589etSzD4P/Hx8UpKSsrtbgAAAADZJjPHtwSD/+M4UxAREZHLPQEAAACyR1hYWIbrco8BAAAAAIIBAAAAAIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAAEjyyu0OAAAAIOsqjF6S211ABkRO7JTbXbguzhgAAAAAIBgAAAAAyGIwOH78uObMmaNhw4apadOmstvtstlsat26dYbax8bGatKkSWrcuLGCgoJkt9sVGhqqBx98UN99953bdhERERo4cKDKli0rX19flStXToMGDdKhQ4eyMhsAAAAA/k+W7jGYP3++hg8fnqUJ7tmzRx07dlRkZKS8vLxUtWpV+fr66ujRo1q8eLFsNpu6du2apt2ff/6pe++9V5cvX1ZQUJBq166tgwcPasaMGVq4cKF+/fVXNW7cOEt9AgAAAPK7LJ0xCAgIUNu2bTVmzBgtXrxYY8eOzVC706dPq02bNoqMjNTzzz+vU6dO6e+//1Z4eLiOHTumw4cP65lnnknTLiYmRg8++KAuX76sgQMH6ujRo9q0aZOOHTumAQMG6NKlS3rwwQd15cqVrMwOAAAAkO9l6YzBwIEDNXDgQOv/o6OjM9RuxIgROnbsmEaMGKHJkyenKQ8JCVFISEia4Z9++qmOHTumSpUqaerUqfL29pYk+fn5aerUqVq9erUOHjyozz77zGWwAAAAAJC+HLv5+Pjx45o7d658fHz04osvZqrtwoULJUn9+/e3QoGDj4+PBgwYIElasGBB9nQWAAAAyGdy7D0GS5YsUVJSku68804FBwdr4cKF+uabb3TixAmVKFFCbdu21aOPPiofHx+ndsnJydq0aZMkqWXLli7H3aJFC0nSX3/9peTkZHl6et7cmQEAAADymBwLBo6D+9KlS+v+++/Xt99+61Q+b948vfPOO1q6dKnKlStnDY+MjFRCQoIkqWLFii7H7RgeHx+vw4cPKyws7CbMAQAAAJB35VgwOHbsmCTpxx9/VGJiokaPHq1nnnlGwcHB+v333zVkyBDt3LlT3bt3159//ikPj6tXOZ09e9YaR3BwsMtxpx5+7tw5t31ILzBERUU5BRIAAAAgP8mxewwuX74sSUpMTFTfvn01YcIElS5dWn5+fmrfvr31qNKNGzfqp59+strFxcVZf197mZGDr6+v9TdPJgIAAAAyL8fOGPj5+Vl/u3oHQv369dW6dWutXLlSP//8szp37pymXUJCgtP/O8THx1t/2+12t32IiIhwW8blRwAAAMjPcuyMQVBQkCTJZrOpWrVqLutUr15dkpzeZOxoJzlfVpRa6uGp6wMAAADImBwLBo4w4OHhIS8v1ycqHGcDUlJSrGEVKlSwLiE6cOCAy3YHDx6UdPWSovLly2dbnwEAAID8IseCQbNmzSRdffzo4cOHXdZxHOCXLVvWGubl5aUGDRpIktasWeOynWN4o0aNeFQpAAAAkAU5FgxatGihUqVKSZJmzZqVpvzo0aP65ZdfJEn33HOPU1n37t2tdomJiU5lCQkJmjlzpiSpR48e2d1tAAAAIF/IsWDg6emp1157TZL0zjvvaMmSJVbZmTNn1K9fP8XFxalKlSp68MEHndoOGTJEJUuW1IEDB/TEE09YTyqKi4vTE088oYMHD6p06dJ67LHHcmp2AAAAgDzFZowxmW0UFRWlevXqWf8fFxenmJgYeXl5KTAw0Bo+cuRIjRw50qnt4MGD9emnn0q6+iSg4OBg/f3334qLi1PJkiW1fPly1apVK800161bp/bt2ysmJkZBQUEKCwtTRESEzp07p4IFC2r58uVq0qRJZmfF4ngqUXpPLgIAALjVVBi95PqVkOsiJ3bKlelm5hg3S2cMkpOTdebMGetfTEyMJCkpKclpeGxsbJq206dP19dff63WrVvr3Llz2r59u8qWLavhw4dr69atLkOBdPUehW3btqlfv36y2+3avn277Ha7+vfvr23btt1QKAAAAADyuyydMciLOGMAAABuR5wxuD3k2TMGAAAAAPIWggEAAAAAggEAAAAAggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQJJXbncA/1Nh9JLc7gKuI3Jip9zuAvIp9g+3B/YRAG5nnDEAAAAAQDAAAAAAQDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAACiLweD48eOaM2eOhg0bpqZNm8put8tms6l169aZHtdDDz0km80mm82mV199Nd26W7ZsUc+ePVWyZEn5+fkpLCxMzz77rE6dOpWV2QAAAADwf7yy0mj+/PkaPnz4DU/8hx9+0MKFCzNUd/HixerVq5cSExNVvHhx1axZU3v37tX777+vhQsXau3atQoLC7vhPgEAAAD5UZbOGAQEBKht27YaM2aMFi9erLFjx2Z6HBcvXtRTTz2lsmXLqkGDBunWjY6OVp8+fZSYmKixY8cqOjpa4eHhio6OVocOHXTs2DH17NlTxpiszA4AAACQ72XpjMHAgQM1cOBA6/+jo6MzPY7Ro0frn3/+0TfffKMpU6akW3fy5MmKjY1Vy5Yt9frrr1vDAwMDNXfuXIWGhmrTpk368ccfdd9992W6LwAAAEB+lys3H69bt05Tp05V165d1a1bt+vWX7RokSRp8ODBacqCgoLUo0cPSdKCBQuytZ8AAABAfpGlMwY3IiEhQY8//rgKFCigDz744Lr1o6KirDMSLVu2dFmnRYsW+uyzz7R+/fps7SuQmyqMXpLbXcB1RE7slNtdAAAg2+R4MHjjjTe0e/duvfPOOypXrtx16+/bt0+S5OPjo7Jly7qsU7FiRUlSRESEEhMT5e3t7bJeejcnR0VFZag/AAAAQF6Uo5cS7dy5UxMnTlT9+vU1bNiwDLU5e/aspKuXDNlsNpd1goODJUkpKSm6ePFi9nQWAAAAyEdy7IxBSkqKHnvsMSUnJ2vatGny9PTMULu4uDhJV88YuOPr62v9feXKFbf1IiIi3JbxqFMAAADkZzl2xuDDDz/U+vXr9fTTT6thw4YZbufn5yfp6r0J7sTHx1t/2+32rHcSAAAAyKdyJBgcPXpU//73v1WmTBmNHz8+U22DgoIkSefOnXP7ngLH5UYeHh4KCAi4sc4CAAAA+VCOXEq0b98+Xb58WcnJyapcuXKacseB/dtvv62pU6eqXLly+uuvvyRJVapUkXT1jEFUVJRCQkLStD948KAkKTQ01O2NxwAAAADcy9GnEl25ciXdewBiYmIUExNjXT4kSSEhISpdurSOHj2qNWvW6JFHHknTbs2aNZKkpk2bZn+nAQAAgHwgRy4lat26tYwxbv+1atVKkvTKK6/IGKPIyEin9g8++KAkafr06WnGfe7cOS1cuFCSrBedAQAAAMicXHnzcWa98MILstvtWr16tV5++WUlJydLki5cuKCHH35YFy5cUL169XTfffflck8BAACA21OWgkFUVJSKFi1q/Rs9erQkad26dU7DJ02alC2dLFeunGbPni0vLy+NGzdOpUuXVsOGDVWmTBn9/PPPKlGihBYsWOD2PQcAAAAA0pelYJCcnKwzZ85Y/2JiYiRJSUlJTsNjY2OzraPdu3fXhg0b1L17d0nSjh07VKxYMQ0dOlTbt29XpUqVsm1aAAAAQH6TpZuPK1So4PbRoVmxatWqDNWrX7++dT8BAAAAgOxzW9xjAAAAAODmIhgAAAAAIBgAAAAAIBgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAymIwOH78uObMmaNhw4apadOmstvtstlsat26tds2ly5d0ty5c9WvXz/VqFFD/v7+8vPzU8WKFTVo0CD9/fff153uli1b1LNnT5UsWVJ+fn4KCwvTs88+q1OnTmVlNgAAAAD8H6+sNJo/f76GDx+eqTZPPfWUvvzyS0mS3W5X5cqVlZKSov3792vGjBmaM2eOpk2bpgEDBrhsv3jxYvXq1UuJiYkqXry4atasqb179+r999/XwoULtXbtWoWFhWVldgAAAIB8L0tnDAICAtS2bVuNGTNGixcv1tixYzPUrlOnTlqyZInOnz+vbdu2aceOHTp69KgefvhhJSYm6vHHH9eOHTvStIuOjlafPn2UmJiosWPHKjo6WuHh4YqOjlaHDh107Ngx9ezZU8aYrMwOAAAAkO9l6YzBwIEDNXDgQOv/o6Ojr9tmypQpKlKkSJrhwcHBmjVrlrZt26adO3fq888/15QpU5zqTJ48WbGxsWrZsqVef/11a3hgYKDmzp2r0NBQbdq0ST/++KPuu+++rMwSAAAAkK/l2M3HrkKBg7e3t+655x5J0t69e9OUL1q0SJI0ePDgNGVBQUHq0aOHJGnBggXZ0VUAAAAg37llnkp05coVSZK/v7/T8KioKOuMRMuWLV22bdGihSRp/fr1N7GHAAAAQN51SwSD2NhYfffdd5L+d5DvsG/fPkmSj4+PypYt67J9xYoVJUkRERFKTEy8iT0FAAAA8qYs3WOQ3f7973/r5MmTKlasmNO9C5J09uxZSVcvGbLZbC7bBwcHS5JSUlJ08eJFt5ctpffUoqioKJUrVy4r3QcAAABue7l+xmDevHnWzcaffvqpAgICnMrj4uIkXT1j4I6vr6/1t+OSJAAAAAAZl6tnDJYvX67+/ftLksaPH6+uXbumqePn5ydJSkhIcDue+Ph462+73e62XkREhNsy3oEAAACA/CzXzhisXr1a3bp1U0JCgkaPHq0XX3zRZb2goCBJ0rlz59y+p8BxuZGHh0eaMw4AAAAAri9Xzhj8+eef6tSpk2JjY/XMM89owoQJbutWqVJF0tUzBlFRUQoJCUlT5+DBg5Kk0NBQeXt735xOAwBwi6gwekludwEZEDmxU253AciUHD9jEB4ero4dO+ry5csaNGiQ3nvvvXTrh4SEqHTp0pKkNWvWuKzjGN60adPs7SwAAACQT+RoMNixY4fuvfdeXbhwQY888oimT5/u9klDqT344IOSpOnTp6cpO3funBYuXChJ1ovOAAAAAGROjgWD/fv3q127djp79qx69OihL774Qh4eGZv8Cy+8ILvdrtWrV+vll19WcnKyJOnChQt6+OGHdeHCBdWrV0/33XffzZwFAAAAIM/K0j0GUVFRqlevnvX/jkeKrlu3TkWLFrWGjxw5UiNHjpQkDR06VCdOnJAkHT58WK1atXI57lKlSllnABzKlSun2bNnq3fv3ho3bpymTZumcuXKac+ePYqJiVGJEiW0YMGCDJ19AAAAAJBWloJBcnKyzpw5k2Z4UlKS0/DY2Fjr79SPFN24caPbcZcvX97l8O7duyssLEwTJkzQ6tWrtWPHDpUuXVoDBgzQ2LFjVbx48azMCgAAAABlMRhUqFDB7aND3Vm1alVWJuWkfv36ac4mAAAAALhxuf7mYwAAAAC5j2AAAAAAgGAAAAAAgGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQFkMBsePH9ecOXM0bNgwNW3aVHa7XTabTa1bt75u28TERE2ePFl169ZVgQIFFBQUpLvvvluLFy++btstW7aoZ8+eKlmypPz8/BQWFqZnn31Wp06dyspsAAAAAPg/XllpNH/+fA0fPjzT7eLi4tSuXTutXbtWnp6eqlmzpmJiYrRq1SqtWrVKo0aN0sSJE122Xbx4sXr16qXExEQVL15cNWvW1N69e/X+++9r4cKFWrt2rcLCwrIyOwAAAEC+l6UzBgEBAWrbtq3GjBmjxYsXa+zYsRlqN2rUKK1du1ahoaHauXOntm3bpgMHDui7776Tr6+v3nrrLf3www9p2kVHR6tPnz5KTEzU2LFjFR0drfDwcEVHR6tDhw46duyYevbsKWNMVmYHAAAAyPeyFAwGDhyo5cuX680339T999+v4sWLX7fNiRMnNHXqVEnS559/rqpVq1plXbp00ciRIyVJr776apq2kydPVmxsrFq2bKnXX39dXl5XT3QEBgZq7ty5CgwM1KZNm/Tjjz9mZXYAAACAfC/Hbj7+/vvvlZCQoMqVK+vuu+9OUz5kyBBJ0ubNm3Xw4EGnskWLFkmSBg8enKZdUFCQevToIUlasGBBdncbAAAAyBdyLBisX79ektSiRQuX5WXKlFFoaKhTXUmKiopSdHS0JKlly5Yu2zrGmbodAAAAgIzLsWCwb98+SVLFihXd1nGU7d27N007Hx8flS1bNt12ERERSkxMzJb+AgAAAPlJlp5KlBVnz56VJAUHB7ut4yg7d+5cmnZBQUGy2WzptktJSdHFixdVpEgRl/XSe2pRVFSUypUrl84cAAAAAHlXjp0xiIuLk3T1l393fH19JUlXrlzJUrtr2wIAAADImBw7Y+Dn5ydJSkhIcFsnPj5ekmS327PU7tq214qIiHBbxjsQAAAAkJ/l2BmDoKAgSf+7NMiV1JcNXdvu3Llzbt9T4Gjn4eGhgICAbOkvAAAAkJ/kWDCoUqWKJOnAgQNu6zgeU+qom/rvhIQERUVFpdsuNDRU3t7e2dJfAAAAID/JsWDQpEkTSdLatWtdlkdHR+vQoUNOdSUpJCREpUuXliStWbPGZVvH8KZNm2ZbfwEAAID8JMeCQdeuXeXt7a39+/dr5cqVacqnTZsmSapXr54qVarkVPbggw9KkqZPn56m3blz57Rw4UJJsl50BgAAACBzciwYlChRwnq78aBBg5zeVfDDDz9o0qRJkqRXXnklTdsXXnhBdrtdq1ev1ssvv6zk5GRJ0oULF/Twww/rwoULqlevnu67774cmBMAAAAg78nSU4mioqJUr1496/8djxRdt26dihYtag0fOXKkRo4caf3/pEmTFB4erj///FM1a9ZUrVq1dPnyZesegREjRqhr165ppleuXDnNnj1bvXv31rhx4zRt2jSVK1dOe/bsUUxMjEqUKKEFCxa4fc8BAAAAgPRl6YxBcnKyzpw5Y/2LiYmRJCUlJTkNj42NdWpnt9u1atUqTZw4UTVq1NC+fft0+vRptWrVSosWLdLbb7/tdprdu3fXhg0b1L17d0nSjh07VKxYMQ0dOlTbt29Pc/kRAAAAgIzL0hmDChUquH106PX4+Pho1KhRGjVqVKbb1q9f37qfAAAAAED2ybF7DAAAAADcuggGAAAAAAgGAAAAAAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAJQLweDMmTN68cUXVadOHRUsWFA+Pj4qW7asHnroIa1du9Ztu8uXL+ull15StWrVZLfbVaxYMXXu3FmrVq3Kuc4DAAAAeVSOBoP9+/erdu3amjBhgnbu3KkSJUqoZs2aunjxohYuXKiWLVvq3XffTdPu9OnTatiwocaPH6/IyEhVr15dfn5+WrJkidq0aaOPP/44J2cDAAAAyHNyNBg88cQTOnbsmCpXrqwdO3bo4MGD2rJli06ePKkRI0bIGKORI0dq//79Tu0GDRqkvXv3qkGDBoqIiNDmzZt15MgRTZs2TcYYDRs2TFu3bs3JWQEAAADylBwLBpcuXdLKlSslSZMnT1aNGjWsMj8/P02ePFmVKlVSUlKSfvnlF6tsy5Yt+v777+Xh4aH58+erdOnSkiSbzabBgwerT58+Sk5O1rhx43JqVgAAAIA8J8eCQXx8vIwxkqSKFSumKbfZbNbwxMREa/iiRYskSW3atFGlSpXStBsyZIgk6aefflJMTEy29xsAAADID3IsGBQtWlRly5aVJP3xxx9pymNiYqzLgRo3bmwNX79+vSSpZcuWLsfbuHFj+fr6Ki4ujsuJAAAAgCzK0XsMJk6cKJvNphdeeEGfffaZjh8/rtjYWG3cuFFdunTRiRMn9Oijj6pZs2ZWm3379klyfZZBkry9vVWuXDlJ0t69e9OdflhYmNt/UVFR2TSXAAAAwO3HKycn9sgjjygwMFBvvPGGHn/8caeyUqVK6ZNPPrEuDXI4e/asJCk4ONjteB1l586dy+YeAwAAAPlDjgYDSTpw4IBOnjwpDw8PhYSEKCAgQAcOHNCxY8c0a9YsNW/eXLVq1bLqx8XFSZJ8fHzcjtPX11eSdOXKlXSnHRER4bYsLCwsM7MBAAAA5Ck5einR008/reHDh6to0aLavXu3Dh06pG3btun06dN64YUXtGHDBjVr1kyHDx+22vj5+UmSEhIS3I43Pj5ekmS322/uDAAAAAB5VI4Fg+3bt+uTTz6Rt7e3Fi5cqCpVqlhldrtdkyZN0j333KOLFy9qwoQJVllQUJCk/11S5IqjzFEXAAAAQObkWDBYu3atjDGqXLmyypcv77LOvffeK0natGmTNcwRIA4cOOCyTWJioo4cOeJUFwAAAEDm5OgLzjLKcV+BJDVp0kSStGbNGpd1N27cqISEBPn5+emOO+64oT4CAAAA+VWOBQPHr/n79+93uocgtWXLlkmSqlatag3r3r27JGnlypUuzxpMmzZNktSxY0cVLFgwW/sMAAAA5Bc5FgzuvfdeFS9eXImJierRo4f1fgLp6tOERo4cqRUrVkiS+vbta5XVr19fnTt3VnJysnr16qVjx45Jkowxmj59uubMmSMPDw+99NJLOTUrAAAAQJ6TY48rLVCggL766it169ZNf/31l6pXr67y5curUKFCOnDggGJjYyVdfXJR165dndrOmDFDzZo1U3h4uEJDQ1WjRg2dPn1aUVFRstlsmjJliurXr59TswIAAADkOTn6uNK2bdtq+/btGjp0qKpUqaLjx49r9+7dCgwMVNeuXfXjjz/qww8/TNOuWLFiCg8P14svvqjy5ctr165diomJUceOHbVixQo988wzOTkbAAAAQJ6T4y84CwsL0wcffJDpdoUKFdL48eM1fvz4m9ArAAAAIH/L0TMGAAAAAG5NBAMAAAAABAMAAAAABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABABAMAAAAAIhgAAAAAEMEAAAAAgAgGAAAAAEQwAAAAACCCAQAAAAARDAAAAACIYAAAAABAuRgMfvrpJz3wwAMqXbq0fH19VbJkSTVr1kwvvfSSkpKS0tRPTEzU5MmTVbduXRUoUEBBQUG6++67tXjx4lzoPQAAAJC35HgwSEpKUp8+fdSpUyd988038vLysg72N23apPHjxysuLs6pTVxcnNq0aaORI0dq586dqlSpkooUKaJVq1bpwQcf1OjRo3N6NgAAAIA8JceDwZNPPqkvv/xSjRo10ubNm3XkyBFt3LhRBw8e1Llz5/Tdd9/J19fXqc2oUaO0du1ahYaGaufOndq2bZsOHDhg1X3rrbf0ww8/5PSsAAAAAHlGjgaDlStX6rPPPlOFChW0YsUK1atXz6nc399fXbp0kbe3tzXsxIkTmjp1qiTp888/V9WqVa2yLl26aOTIkZKkV1999ebPAAAAAJBH5Wgw+M9//iNJGjFihAoVKpShNt9//70SEhJUuXJl3X333WnKhwwZIknavHmzDh48mH2dBQAAAPIRr5yaUFxcnJYtWyZJatu2rXbt2qXp06dr165d8vX1Vb169TRo0CCVL1/eqd369eslSS1atHA53jJlyig0NFSHDh3S+vXrVbFixZs7IwAAAEAelGPBYNu2bUpMTJQkrVmzRkOHDlVCQoJV/uOPP2rSpEmaOXOmevfubQ3ft2+fJKV7wF+xYkUdOnRIe/fuvUm9BwAAAPK2HLuU6NixY9bfTz/9tOrVq6eNGzcqPj5e+/fv10MPPaT4+Hj169dPW7ZsseqePXtWkhQcHOx23I6yc+fOpduHsLAwt/+ioqJuZPYAAACA21qOBYPLly9bf/v7+2vp0qVq1KiRfHx8VKlSJc2bN0933HGHEhMTNX78eKuu49GlPj4+bsfteIrRlStXblLvAQAAgLwtxy4l8vPzs/7u37+/goKCnMo9PDw0fPhw9evXT8uWLVNKSoo8PDysdqkvO7pWfHy8JMlut6fbh4iICLdlYWFh150HAAAAIK/KsTMGqYNA9erVXdZxDL906ZLOnDnj1M5xSZErjrJrwwYAAACAjMmxYFCtWjXrb3eXBaU+q5CSkiJJqlKliiTpwIEDbsfteEypoy4AAACAzMmxYFCmTBnrUaTuLulxHOD7+fmpSJEikqQmTZpIktauXeuyTXR0tA4dOuRUFwAAAEDm5OgLznr27ClJ+uqrr5SUlJSmfMaMGZKkVq1aycvr6u0PXbt2lbe3t/bv36+VK1emaTNt2jRJUr169VSpUqWb1XUAAAAgT8vRYPD8888rMDBQhw4d0tChQ60nDhlj9P777+uHH36QzWbT6NGjrTYlSpSw3m48aNAgp3cV/PDDD5o0aZIk6ZVXXsnBOQEAAADylhx7KpEkFStWTIsWLVKXLl00bdo0zZ8/X1WqVNE///yjY8eOyWazadKkSWrdurVTu0mTJik8PFx//vmnatasqVq1auny5cvWpUcjRoxQ165dc3JWAAAAgDwlR88YSFLbtm21bds29e/fX4UKFdLWrVuVmJioLl26aOXKlXr++efTtLHb7Vq1apUmTpyoGjVqaN++fTp9+rRatWqlRYsW6e23387p2QAAAADylBw9Y+BQuXJlzZw5M1NtfHx8NGrUKI0aNeom9QoAAADIv3L8jAEAAACAWw/BAAAAAADBAAAAAADBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIBugWDw008/yWazyWazqUKFCm7rXb58WS+99JKqVasmu92uYsWKqXPnzlq1alWO9RUAAADIq3I1GFy+fFlPPvnkdeudPn1aDRs21Pjx4xUZGanq1avLz89PS5YsUZs2bfTxxx/nQG8BAACAvCtXg8GLL76oI0eOqGvXrunWGzRokPbu3asGDRooIiJCmzdv1pEjRzRt2jQZYzRs2DBt3bo1ZzoNAAAA5EG5FgzWr1+vjz76SF27dlW3bt3c1tuyZYu+//57eXh4aP78+SpdurQkyWazafDgwerTp4+Sk5M1bty4HOo5AAAAkPfkSjBITEzU448/Ln9/f3344Yfp1l20aJEkqU2bNqpUqVKa8iFDhki6eq9CTExM9ncWAAAAyAdyJRhMmDBBf//9t8aNG6eyZcumW3f9+vWSpJYtW7osb9y4sXx9fRUXF8flRAAAAEAWeeX0BHfv3q0333xT9evX1zPPPHPd+vv27ZMkVaxY0WW5t7e3ypUrpwMHDmjv3r1q1qyZ23GFhYW5LYuKilK5cuWu2x8AAAAgL8rRMwbGGD3++ONKTEzUtGnT5Onped02Z8+elSQFBwe7reMoO3fuXPZ0FAAAAMhncvSMwSeffKJ169Zp2LBhatiwYYbaxMXFSZJ8fHzc1vH19ZUkXblyJd1xRUREuC1L72wCAAAAkNfl2BmD6OhojRkzRmXKlNEbb7yR4XZ+fn6SpISEBLd14uPjJUl2u/3GOgkAAADkUzl2xuCZZ57RxYsXNXPmTBUqVCjD7YKCghQbG2tdUuSKoywoKOiG+wkAAADkRzkWDDZv3ixJeuqpp/TUU085lTkuAYqKilLJkiUlSYsXL9Zdd92lKlWqKDo6WgcOHHA53sTERB05ckSSVKVKlZvVfQAAACBPy/GnEp04ccJtWUpKilXuuHSoSZMmWrlypdasWeOyzcaNG5WQkCA/Pz/dcccd2d5fAAAAID/IsXsMIiMjZYxx+W/mzJmSpPLly1vDWrduLUnq3r27JGnlypUuzxpMmzZNktSxY0cVLFgwZ2YGAAAAyGNy5QVnmVG/fn117txZycnJ6tWrl44dOybp6qNPp0+frjlz5sjDw0MvvfRSLvcUAAAAuH3l+KVEWTFjxgw1a9ZM4eHhCg0NVY0aNXT69GlFRUXJZrNpypQpql+/fm53EwAAALht3fJnDCSpWLFiCg8P14svvqjy5ctr165diomJUceOHbVixYoMvUEZAAAAgHu3xBmD/v37q3///unWKVSokMaPH6/x48fnTKcAAACAfOS2OGMAAAAA4OYiGAAAAAAgGAAAAAAgGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACACAYAAAAARDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAABQDgYDY4z++OMPjR49Ws2bN1eRIkXk7e2tYsWK6d5779VXX30lY4zb9pcvX9ZLL72katWqyW63q1ixYurcubNWrVqVU7MAAAAA5FleOTWh3377TW3btrX+PywsTKGhoTp06JCWL1+u5cuXa968efrvf/8rX19fp7anT59W8+bNtXfvXvn6+qpGjRo6deqUlixZop9++kkffvihnnrqqZyaFQAAACDPydEzBqGhoXrvvfd04sQJHTx4UJs2bdKZM2c0e/Zs+fr6asmSJXr55ZfTtB00aJD27t2rBg0aKCIiQps3b9aRI0c0bdo0GWM0bNgwbd26NadmBQAAAMhzciwYNG7cWHv37tWwYcNUvHhxp7I+ffpYgeCzzz5TSkqKVbZlyxZ9//338vDw0Pz581W6dGlJks1m0+DBg9WnTx8lJydr3LhxOTUrAAAAQJ6TY8EgICBA3t7ebss7duwoSTp79qxOnTplDV+0aJEkqU2bNqpUqVKadkOGDJEk/fTTT4qJicnOLgMAAAD5xi3zVKIrV65Yf9vtduvv9evXS5Jatmzpsl3jxo3l6+uruLg4LicCAAAAsijHbj6+nnnz5kmS6tatq4CAAGv4vn37JEkVK1Z02c7b21vlypXTgQMHtHfvXjVr1sztNMLCwtyWRUVFqVy5clnpOgAAAHDbuyXOGISHh2vq1KmSpNGjRzuVnT17VpIUHBzstr2j7Ny5czephwAAAEDelutnDE6cOKEHHnhASUlJuv/++9WrVy+n8ri4OEmSj4+P23E4Hm+a+nIkVyIiItyWpXc2AQAAAMjrcvWMwYULF9SxY0cdOXJEDRo00KxZs9LU8fPzkyQlJCS4HU98fLwk53sTAAAAAGRcrgWDy5cvq0OHDtqyZYtq1qypX375xeneAoegoCBJ/7ukyBVHmaMuAAAAgMzJlWAQGxurTp06af369apcubJ+/fVXFSlSxGXdKlWqSJIOHDjgsjwxMVFHjhxxqgsAAAAgc3I8GMTFxalLly5avXq1ypcvrxUrVqhkyZJu6zdp0kSStGbNGpflGzduVEJCgvz8/HTHHXfcjC4DAAAAeV6OBoPExEQ9+OCDWrFihcqUKaPffvvtuo8I7d69uyRp5cqVLs8aTJs2TdLVF6QVLFgw+zsNAAAA5AM5FgySk5P18MMP66efflLJkiX122+/ZehJQPXr11fnzp2VnJysXr166dixY5IkY4ymT5+uOXPmyMPDQy+99NLNngUAAAAgz8qxx5UuWLBAixYtknT1SUMDBw50W/eDDz5QvXr1rP+fMWOGmjVrpvDwcIWGhqpGjRo6ffq0oqKiZLPZNGXKFNWvX/+mzwMAAACQV+VYMHA8UlSSIiMjFRkZ6bbuhQsXnP6/WLFiCg8P18SJE7Vo0SLt2rVLBQoUUMeOHfXCCy/o7rvvvlndBgAAAPKFHAsG/fv3V//+/bPcvlChQho/frzGjx+ffZ0CAAAAICmXX3AGAAAA4NZAMAAAAABAMAAAAABAMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAABEMAAAAAAgggEAAAAAEQwAAAAAiGAAAAAAQAQDAAAAACIYAAAAABDBAAAAAIAIBgAAAAB0GwaDlStXqnPnzipWrJjsdruqVaumsWPHKiYmJre7BgAAANy2bqtg8MEHH+iee+7RkiVL5Ofnp+rVqysyMlJvvPGGGjVqpLNnz+Z2FwEAAIDb0m0TDMLDw/Xcc89JkqZNm6YjR45o8+bNioiIUIMGDbR79249/vjjudtJAAAA4DZ12wSDcePGKSUlRX369NHgwYNls9kkSaVLl9a8efPk4eGhxYsXa/v27bncUwAAAOD2c1sEg8uXL+vnn3+WJA0ePDhNeeXKldWmTRtJ0sKFC3O0bwAAAEBecFsEgy1btig+Pl6+vr5q3LixyzotWrSQJK1fvz4nuwYAAADkCbdFMNi3b58kKSQkRN7e3i7rVKxYUZK0d+/eHOsXAAAAkFd45XYHMsLxtKHg4GC3dRxl586dc1snLCzMbdmhQ4fk5eWVbp2bLfpsbK5NGxkTtsA/x6bF9nDrY3vAtXJqm2B7uD2wPSC1nPzOSC0qKkpeXhk75L8tgkFcXJwkycfHx20dX19fSdKVK1eyNA2bzZbhhXazlAvOnQ3mZoiKipIklStXLpd7cvvKS9uDxDZxo9gekBrbA1Jje0B6vLy8rOPk69a9yX3JFn5+fpKkhIQEt3Xi4+MlSXa73W2diIiI7O0Y3HKceWGZw4FtAqmxPSA1tgekxvaQe26LewyCgoIkKd0XmDnKHHUBAAAAZNxtEQyqVKkiSTpy5IgSExNd1jl48KBTXQAAAAAZd1sEg3r16snHx0fx8fHauHGjyzpr1qyRJDVt2jQnuwYAAADkCbdFMChUqJDat28vSZo+fXqa8v379+u3336TJHXv3j1H+wYAAADkBbdFMJCksWPHymazac6cOZo+fbqMMZKkY8eOqXfv3kpJSVG3bt1Ut27dXO4pAAAAcPu5bYJBo0aN9M4770iShgwZovLly6t+/foKDQ1VeHi4qlatqk8//TSXewkAAADcnmzG8dP7bWLFihX6z3/+ow0bNigmJkbly5dX9+7dNWbMGBUsWDC3uwcAAADclm67YAAAAAAg+902lxIBAAAAuHkIBgAAAAAIBgAAAAAIBgAAAABEMMjXZs2aJZvNpv79++d2V65r1apVstlsat26dW53Jc/YtWuXHnjgARUrVkweHh6y2WyaMmVKbncLedTttL9B5thsNtlsNkVGRmaqHdsEsgPHB9nLK7c7ACDnnT59Wi1bttSZM2dUtGhR3XnnnfL09FSZMmVyu2sAACCXEAyAfGj+/Pk6c+aMGjZsqLVr18rX1ze3u4Q8LjAwUFWrVlWpUqVyuyu4RbBNIDv4+/uratWqCgkJye2u5AkEAyAf2rVrlySpTZs2hALkiPvvv1/3339/bncDtxC2CWSHxo0ba8+ePbndjTyDewyAfOjKlSuSJLvdnss9AQAAtwqCQR6UkpKiuXPnqkOHDipevLh8fX1VtmxZtW3bVp988oni4+MzNJ6IiAgNGTJEYWFh8vPzU1BQkFq3bq0vvvhCKSkpaepn5Aag1q1by2azadWqVS77/dFHH6lu3bqy2+0qXry4HnjgAW3bts3luL7//nvZbDZVrlw53fno2rWrbDab3nzzzXTr5QevvvqqbDabZs2aJUl67bXXrBsHK1SoYNW7ePGiXnvtNdWtW1cFChRQwYIFdccdd+j111/XpUuX3I4/OjpagwYNUunSpeXn56fKlStr7NixiouLU//+/Z2mfa05c+aocePGKlCggIKDg9WhQwetXbtWkZGRafq3fft22Ww2BQQEKDY21m1/nn32WdlsNg0ePDgziylfq1ChgvUZ3bZtmx566CGVLFlSnp6emjJliq5cuaL58+frkUceUY0aNRQQECB/f39Vq1ZNw4cP17Fjx1yO192Npo71a7PZJEm//vqr2rZtq8KFC6tAgQJq2rSpfvjhhzTjq1+/vmw2m+bMmeN2XrZs2SKbzabChQtbYRgZEx0drWeeeUZVqlSRn5+f/P39FRISonvuuUdvvfWWEhMTXbYLDw9X165dVbRoUdntdtWrV08zZ850WTe7t4nU/v77bw0cOFChoaHy8/NT4cKF1bp1a82dOzfzCyMPy+h6drUfvpa7fbxjPbdu3VrGGE2dOlX16tWTv7+/goOD1a1bN+3cudPlOB3HDLNmzVJkZKQGDBigsmXLysvLS88995yk9I899u7dq/79+6tChQry9fVVwYIFFRoaqk6dOumTTz5xOc3Lly9rwoQJatSokQIDA2W321WtWjWNHj1aZ8+eve4yve0Z5CmXLl0y7dq1M5KMJFOyZEnTqFEjU65cOePh4WEkmUOHDhljjJk5c6aRZPr165dmPMuXLzcFChQwkoy/v79p0KCBCQ0NtcbbrVs3k5iY6NRm5cqVRpJp1aqV2/61atXKSDIrV650Gp6SkmJ69epljb98+fKmQYMGxm63Gz8/P/Pmm2+mGXdSUpIpXbq0kWRWrVrlcnrHjx83Xl5extPT00RHR2dkEeZpn3/+uWnWrJkpXry4kWTKlStnmjVrZpo1a2a6d+9ujDHm8OHDpnLlykaS8fDwMLVr1za1a9e2tp+qVauaqKioNOPeu3evNV5vb29Tr149U61aNSPJNGnSxPTu3dtIMjNnzkzT9rnnnrPWfenSpU3Dhg1N4cKFjaenp3nnnXesbSK1xo0bG0lm1qxZLuc1Pj7eFClSxEgy69evv+Fll1+UL1/eSDKvvfaa8fX1tT7/lSpVMlOmTDFr1qwxkoynp6cpXbq0qV+/vqlevbqx2+3WPufAgQNpxutuf3Po0CFr3X/66afGZrOZokWLmgYNGpigoCAjydhsNrNgwQKndh9//LGRZFq3bu12XoYOHWokmSeeeCJblk1+cfjwYafPcvXq1U3Dhg1NqVKljM1mM5LMuXPnrPqO9ffxxx8bHx8fExgYaBo0aGCNQ5KZPHlymulk9zbhMH36dOPl5WUkmUKFCpm6deta3xWSTP/+/bNzcd22MrOeHevk2v1wav369XO5j3es51atWpk+ffoYSaZChQrmjjvuMH5+fkaSCQwMNPv3708zTscxw+jRo03hwoWNj4+PqVevnqlRo4YZPny4Mcb9scemTZus4xi73W5q1qxp6tWrZ4oVK2ZN81r79+83FStWNJKMl5eXqVixoqlRo4bx9va2+u04hsqrCAZ5TM+ePY0kU6pUKbNs2TKnslOnTpnJkyebkydPGmPc75RPnDhhgoODjSTTu3dvc+HCBavs559/NoUKFTKSzMsvv+zU7kaCwbRp04wk4+fnZ7799ltr+Pnz5023bt2sD+W14/73v/9tJJm+ffu6nN6kSZOMJNOpUye3fcqPHDvwV155JU1Zs2bNjCRTt25dpwO8ffv2mZo1a7pcDykpKaZhw4ZGkrnrrrucQtjmzZtN6dKlrXV47ZfGDz/8YB1ofv755yYlJcUYc/XA/tlnn7XaXfuF9OmnnxpJpmXLli7nccGCBUaSqVmzZsYXDKxg4OnpaQYOHGguX75slcXGxprIyEgzf/58p/2CMVd/lHjllVeMJHPvvfemGW9GDgLtdrv5+OOPTXJysjHmavgfNmyYFWIdw425um/w9/c3NpvNHDx4MM304uLirP3YX3/9dSOLJN9xLPO2bduaU6dOOZUdP37cvPvuuyYmJsYa5lh/3t7eZuzYsSY+Pt4qmzx5svUD07XbTHZvE8YY89tvvxkPDw9ToEAB8/nnnzuVr1q1ypQqVcoKHPldZtZzdgQDb29vU7x4cfP7779bZWfOnDEtWrQwkszDDz+cZpyOYwZPT0/TqVMnp37GxsYaY9wfe3Tp0sVIMn369DEXL150Kjt06JB55513nIZduXLFVK9e3Wpz4sQJq+zUqVPW+Jo1a+Z2GeQFBIM8ZPPmzdavvOHh4det726n/OqrrxpJJiQkxCQkJKRp98EHHxhJJiAgwFy6dMkantVgkJKSYp2NcHWgevnyZeuX32vHHRERYWw2m8svHWOM9SFfvHix2z7lR+6CwapVq6xtaPfu3Wnabd++3folKfXOfcWKFdaX/9GjR9O0W7ZsmfVFf+2XhuNLwfHrz7Xuuusul19Ily5dMgULFjQ2m83lL00dOnQwktLs/JE+RzCoU6eOSUpKynR7R7A8duyY0/CMHAS6+mU/Li7O+lVzy5YtTmX9+/c3ksxLL72Upt38+fOt+UDmtG/f3khy+pEmPY7116FDB5fldevWNZLMN9984zT8ZmwTjjOJM2bMcNmX7777zkgylStXztC85WWZWc/ZEQwkmfnz56dp5zh2KVy4cJoyxzFDiRIlnI43UnN37FG1alUjyWzduvW682eM81nIawOnMVePRcqWLWskmXXr1mVonLcj7jHIQxYvXixJateunerXr5/l8SxdulSS9PTTT8vb2ztN+WOPPabAwEBdvHhRf/zxR5an47B3714dOnRIkjR06NA05QUKFNCgQYNctg0NDdU999yj2NhYzZ8/36nszz//1O7du1W8eHF17tz5hvuZHzjWffv27VWtWrU05bVr11a7du0kST///LM13PH3//t//8/lowfbtWun8uXLpxl++fJlrVu3TpLcruPHHnvM5fCCBQuqV69eMsZoxowZTmXR0dFatmyZfHx81KdPH5ftkb4+ffrI09PTZZkxRsuWLdNzzz2nzp07q2XLlmrevLmaN2+u/fv3S5K2bt2a6WkOGTIkzTBfX1/dcccdkqSDBw86lTm2jVmzZqW578mxTbjbruCe47GPixcvdnsvgSuu1p8k3XnnnZLSrr+sjtPdNvHPP/9o48aN8vf31yOPPOJyfP/v//0/eXt7a//+/Tp69Gim+5OXZHU9Z1XhwoXVs2fPNMPr1asnX19fnT9/XmfOnHHZtnv37ipYsGCmpueYv4ULF8oYc936ixYtknR1v+LhkfbwuECBAtb3n6v7JPMKgkEe4ngEZdOmTW9oPHv37pUk1apVy2W5n5+fKlWqJEnZ8ogwxziKFy+uokWLuqxTo0YNt+0ff/xxSUpzcOj4/z59+rgMOEjreuteuhoOJOd1v2/fPklS3bp13bZzVXbgwAGlpKTI29tb1atXd9nOcQDgimPdz549W8nJydZwx4Hifffd53abQvrcrY9Lly6pbdu2at++vd577z0tWbJEa9as0bp167Ru3TqdPHlSktx+wafH3YMESpQoIelqkEytWbNmql69uv755x8tW7bMGh4VFaVff/1VPj4+bg8Q4d6wYcPk6+ur2bNnq0yZMurbt6+mTZt23f19ZtdfRmRmnKkfVNGmTRsrrKb+57iZVboaJPKzrK7nrHIcN7hSvHhxSe63EXf7o/Q8//zzstlsGj9+vMqXL6/Bgwdr1qxZOnz4sMv627dvlyRNnjzZ5bbTvHlzLV++XFLe3nYIBnnIxYsXJV19acyNcDx1xrHjdaVkyZJOdW+EY0fg2DG4kl5funXrpqJFi2rDhg1WOIqNjdXXX38tiV8MMyOr696xDgsVKuS2nasyR7sCBQq4/IXmeuNs3Lix6tSpo+joaP3yyy/WcMdTMVj3WVegQAGXw0eMGKHffvtNYWFhmjdvng4fPqy4uDiZq5emWmdosvILpLtpOrYNV7/6ufphwBEMu3XrpiJFimS6H/ldrVq1tG7dOnXu3FkXL17UnDlz9MQTT6h69eqqXbu2fvrpJ5ftsrL+ricz4zx//rykq/t/R1B19S8hIcGql59ldT1nlbt1KV1/G0mvrTv33nuvli9frtatW+vo0aP69NNPNWDAAFWoUEHNmjXT+vXrneo7tp9t27a53XYcgSAvbzsEgzwkICBAknThwoUbGo/jQOzEiRNu6xw/ftypriTrV5j0dv4xMTFphjlODzp+aXQlvb74+PioX79+kv53cLBo0SJdunRJTZs2zdIvDflVVte9Yx2mFxRdlTnaxcbGunwE7vXGKaU9MFy9erUOHDigsmXLqn379um2ReYkJSVp3rx5kq4+LrhXr14KCQlxekleVs4U3Ii+ffvK19dX3333nc6cOSNjDMEwGzRo0EA//PCDzp07p5UrV+r1119X7dq19ffff6tLly5pDqpuBY79SY0aNaygmt6/9B6tnV9kdD1n9fs9t91zzz1auXKlzp07p59//lljxoxRWFiY/vjjD7Vr1866jFn63/azcePG62477h67nRcQDPIQx+Uff/755w2Np2rVqpKuPgfalbi4OB04cECSnK5DdyT69A4qHdcfp+YYx6lTp3T69GmX7RxnAtxxXGs8Z84cJSYmcn1xFl1v3acuS73uq1SpIul/p2JdcVVWqVIleXh4KCEhwe3pa3fvsXB49NFHZbfb9f333+v06dPWuu/fv7/bsxDImlOnTuny5csKDg5WzZo105QnJSVp06ZNOdqnIkWK6P7771dCQoK+/PJL/f7774qIiFBISIjatm2bo33Ji+x2u1q3bq2xY8dq27Zt6tSpk5KTk/Xpp5/mdtfScHwHRkRE8N6KTLreenZ8v6f3A57jktJbUaFChdS+fXu9+eab2r17t+644w5dvnxZX375pVXHsf2k9/2XH/CtmYc88MADkqTly5dn6cY/h44dO0qSPvroI5eXA8yYMUMXLlxQQECAmjVrZg13XD946NAhl+Hgq6++cnk2o2rVqgoNDZUxRh9//HGa8tjY2DT3D1yrWrVqat68uU6ePKn33ntPq1evVsGCBV3e6AT3HOv+l19+cXmgvnPnTutabkddSerQoYMk6aeffnK57lesWKHIyMg0wwsWLGhtQ+7W8fXWfeHChfXggw8qMTFRH3/8sRYtWiSbzaYBAwak2w6Z5+/vL+nqZYuuTqXPnj073QOHm8Xxw8DMmTOt7WXAgAEEw2xms9nUpEkTSbolb9ytWLGi6tWrp7i4OH300Ue53Z3blqv1XLRoUQUFBSkuLk5btmxJ02bdunXp/jB0K/Hx8VGDBg0kOW/HPXr0kCR98MEHOXIz9q2KvWYeUrduXfXu3VspKSnq1KmTVqxY4VR++vRp/ec//9GpU6fSHc+TTz6p4OBgHTlyRAMGDHC6lGP58uUaM2aMJGn48OFO1/0VLlxYzZs3V0JCgp5++mmnA4cVK1boueeec3kTsM1m0wsvvCBJeuutt5zeaHnx4kX16dMnQ5dHOS4pGTNmjIwx6tGjR6afYpDftWrVSs2bN1dKSop69+6tiIgIq+zgwYPq3bu3jDFq1aqVWrRoYZXdfffdatSokWJiYtS9e3ent99u3bpV/fv3d3sD+MiRIyVJ7733nr744gtreEJCgkaMGJGhSxYc637cuHGKiYlR69atFRYWlrmZx3UFBgaqTp06SkpK0tChQxUXF2eVLVq0SM8884z8/PxyvF9t2rRRWFiYtm3bpnnz5hEMb9CQIUM0d+7cNJfx7du3z7qEwnFgdat5++235enpqTFjxmjy5MlpAuz58+f15ZdfWt85+Vlm13OnTp0kXX2jfOpLBrds2aK+ffvecg/56Nmzp7777jun/ZQkbdiwQd99950k5/l7/PHHVb16dW3ZskVdunSxroxwSE5O1tq1a/XYY48pOjr65s9Abrn5T0RFTrp48aK55557rGcGlypVyjRq1MiEhIRk6s3Hy5Ytc3rzccOGDU1YWJg13q5du7p8x8Gff/5pfH19jSRTsGBBU79+fRMSEmJNJ703H/fo0cMaf4UKFUzDhg2Nv7+/2zcfXys2NtYULlzYGsfatWtvYEnmbem94Ozw4cOmUqVK1vsM6tSp4/Tm4ypVqmT4zcc1atQwksydd95pvfl49uzZado+++yz1norU6aMadSokQkKCjKenp7mP//5j5FkwsLC0p0nxzOrJZkvv/wyy8smv3O8x+Daz6jD0qVLjaenp5FkveG2TJkyRpJp166defTRR9N9lnl6z6x3x93z0VNz7CP0fy9sQtY53jvg6elpqlSpYu68805TuXJl6x0mtWvXNufPn7fqO5a7uzfCOl58d+3+5mZtE7Nnz7beqOvr62vq1q1rGjdubEJDQ615SO+7JL/I7Ho+ePCg9eZpPz8/U7duXVO5cmXrM/fwww+n+9lPb5k79jvXbkOOY4b0Pvvu3mMQGBhofR9Vr17d3HnnnaZChQrWttWmTRuTmJjo1ObQoUPWizwd3ztNmjQxtWrVst7unt62nhdwxiCPKVSokH755RfNmjVLbdq0UXx8vLZt26aUlBS1adNGU6dOVenSpa87nnbt2mnbtm16/PHHVaxYMW3fvl1nzpxRy5YtNXPmTC1evNjlrwNNmjTR77//rvbt28vDw0O7d+9WcHCwPvnkE82cOdPt9Gw2m+bNm6f3339ftWvX1rFjxxQZGal7771X69evz9AjWO12u3r37i3p6uVJqS9zQsaFhIQoPDxcr7zyimrUqKEDBw7o4MGDqlmzpl577TVt2rRJZcuWTdOuSpUqCg8P18CBA1WkSBHt2rVLcXFxGj16tH777Tfr1KzjJvnUpkyZoi+++EINGzbU2bNntX//fjVs2FArVqywbiB21S61gQMHSvrfpUW4OTp06KDly5fr7rvvVlJSkvUZnzBhgpYsWeL23Qc3W+pLh7i36Ma8++67Gj58uOrVq6eLFy8qPDxcx48fV6NGjTRx4kStX7/+hp9+dzP16dNHO3fu1LPPPquKFSvqwIED2rx5s65cuaK2bdvqvffec7q2PL/K7Hp23LTbvXt3+fv7a8+ePfL09NSbb76ppUuX3nJnDGbPnq0nn3xSNWrU0OnTpxUeHq4LFy6oRYsW+uSTT/TLL7/Iy8vLqU2FChW0adMmffTRR2rdurXOnz+vv/76S0eOHFG1atU0YsQIrV271uV7efIKmzFZeH4YcIt64IEH9M0332jSpEmcKr7F1KpVSzt37tTWrVvTfd/BtRYtWqQePXqoW7du+uabb9zW+9e//qV3331XTz31FNcX50Pbt29X3bp1FRwcrKNHjzo9KQkAkDGcMUCecfz4cf3444/y9vZW3759c7s7SGXDhg3auXOn26fZpMdxM2nqexquFRcXpzlz5khy/6Zk5G2Op6c8+uijhAIAyCKCAfIEY4xeeuklJSYmqkePHum+oAs3x/79+/X+++9bL4lxWLdunR566CFJ0uDBg9OcupWkDz/8MM1NxpcuXdLw4cO1dOlSBQQE6NFHH3U77UmTJun06dO66667VK9evRufGdxW9uzZoxkzZsjDw0NPPvlkbncHAG5bXEqE29rPP/+siRMn6vDhw4qMjJSfn5+2b9+uypUr53bX8p1NmzapUaNG8vT0VJUqVRQQEKDo6GjrTZF33XWXfv31V9nt9jRtO3furCVLlqhIkSIKCwuz3msQHx8vb29vzZ07V927d3dqs3XrVj333HM6ceKE9uzZI5vNplWrVqlly5Y5Mr/Ifb169dLhw4e1detWxcXFadCgQfrss89yu1sAcNtK+9MdcBs5fvy4fv/9d9ntdjVp0kQTJ04kFOSSihUr6t///reWLVumw4cP68CBA9Z66dWrl5544gm3l3g89dRTKlCggP766y/t3r1bCQkJKlGihFq1aqXnn3/e5T0J58+f1++//y4fHx/VqVNHr7zyCqEgn1m/fr0OHz6sUqVKqWfPnnrzzTdzu0sAcFvjjAEAAAAA7jEAAAAAQDAAAAAAIIIBAAAAABEMAAAAAIhgAAAAAEAEAwAAAAAiGAAAAAAQwQAAAACApP8Pkfj6i8yxzxEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_folder = ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']\n", + "nimgs = {}\n", + "for i in image_folder:\n", + " nimages = len(os.listdir('../weather_pred/Data/validation/'+i+'/'))\n", + " nimgs[i]=nimages\n", + "plt.figure(figsize=(9, 6))\n", + "plt.bar(range(len(nimgs)), list(nimgs.values()), align='center')\n", + "plt.xticks(range(len(nimgs)), list(nimgs.keys()))\n", + "plt.title('Distribusi perbedaan jumlah data di validasi')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jumlah gambar cloudy di validasi: 148\n", + "Jumlah gambar foggy di validasi: 141\n", + "Jumlah gambar rainy di validasi: 148\n", + "Jumlah gambar shine di validasi: 119\n", + "Jumlah gambar sunrise di validasi: 164\n" + ] + } + ], + "source": [ + "for i in ['cloudy', 'foggy', 'rainy', 'shine', 'sunrise']:\n", + " print('Jumlah gambar {} di validasi: '.format(i)+str(len(os.listdir('../weather_pred/Data/validation/'+i+'/')))) " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}