{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# PASCAL VOC Translation Experiments\n", "\n", "Make synthetic \"video\" dataset of a translating viewpoint from PASCAL VOC images and groundtruth to evaluate pipeline and clockwork methods." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from PIL import Image\n", "from collections import namedtuple\n", "\n", "import caffe\n", "\n", "from lib import run_net\n", "from lib import score_util\n", "\n", "from datasets.pascal_voc import pascal\n", "\n", "PV = pascal('/x/PASCAL/VOC2011')\n", "valset = PV.get_dset()\n", "\n", "plt.rcParams['image.cmap'] = 'gray'\n", "plt.rcParams['image.interpolation'] = 'nearest'\n", "plt.rcParams['figure.figsize'] = (12, 12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Configure Caffe" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "caffe.set_device(0)\n", "caffe.set_mode_gpu()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check translated frames and boundaries." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VjabnJB6o/fg5Cw8UB4/LGqjUw0Oz+EHTaFr+eFnlsaWTLdy4+JdbU1ewiBi0\na7JBqJPmcrmq1Qm6HgRBzUwij09Lg4sPrfNrjp//1hyiBDJPi5eJm4sA+ay69se2HPjy5R78j1Ml\nMGQd8HrSxEErOS6gNu8uR0HXAXvfLYWnb97WVhiOmTAMq7DM05Fpy/xrTgWoHQxynPPnLrT7eXvz\n2UgyC4vy/np1I8upzUS3kll1q/V7fv1w+AHQhTEZrzvJAa48W/yg4UG2yVzwoDkqra+4ZoS1uqN7\nXCKg2Sb7q0uwamEl55Jp/GD5GJ4XADUvCZD8wE3jHs1vSh/C79E4sZ4QkWWWnGEJHyt9HhcfYPD6\nbCVfJfsq5a+ev7A4nb9ESGKQX5OaQ8uTNtChOOaqHbR7NN0myyfzSPdJHuV41MSxxX+y7lpxIlDT\nspxTeV4bWeGk+yw8aOGBWTxIfrDwcLT5QbY9N20VTPKDNfDi8UkcWnnmA9cwDE2d07QBFm8MXjju\ncDSRYv1hr7W6IkfMgD4jyRvWEu2S+LRjF5C08/L+Rkfgso6A2Vl2CV4NYI3OyrYK6XDjdaKRNpXL\najcyrfNJB2c5ejqWnU6e1/BQT8zzY97eEo88LM+T5lAsXPF0ZD+0iImXVcahEV2rYEhzAtaAiIen\nY9dsoIWzI8UPPA6tTC48aPEeLTzI6xIPHMPWrCGf7W4Fk1ypiUZA3x5o1X894dEIP8hBuZY/zV/w\neiefIQfdWl+xMGxhTeMInmcLB5J/rfS0a7Sq0QpWT7y5/IX0ZxYfcJNcpOFG5kde1/5nCtBX7Q9H\nO9Rbybbus7DH09R8nyV8tXhcg49jaRzDrva2fA0dN4IHQG8viQdtsKJh82jxg5Y2pa/5C5k3fo/m\nA+vhisdrxa1ZUwdY2mwgmXQsdJ0qmQtr6UTofnmfRVbSsbhWlCgOuaLkIgutkShdnket4bS4NEeq\nlZ2H5dsV+fKxLKM06SSabUlSO4tMedT2oFsOWnYUul/O/mptJbHFn4mRIkvew781ESnbUcOidL4W\nvqy88N/y+USZDsWn1TXdT7Ncsj5lWs02WX/ymjbLT31dW422BCjnNks0aHiQ17S3WmorXZojlfFK\n3pBlJ5sLHjTnw8Pw+yxnyc+1imn+gl+z/AX9lv+v1kgajfCDbE8XvrW0uF/k7cdXQqyZcytezXdp\n93C+kPFrOLL6j+u4VYznSeqWev6CjqmN5P83SjxI7FGa9bQV9390L9cO2sSClqaMU7axVT4tPxqP\naJqIf0tp0UWYAAAgAElEQVQel9ylpW/loVnm4llZHgsPWv1peHDhj9qd+3sLD0ebHyzf7PI3Wn1a\nuNHw4Hrus2bi0Ch2UwdY8j9zuAPSnBp3BBowZONZjUPf1kBFkoj27BN/+J3fp4FMA7msC9dATSsj\nz5+rLmS+ZX1oYTlJuZxcM4zKKAdZQHVdWeLE6nx0LDshH5jyNDQxo3Vgbjwsd14yDMc6v4+TqZaO\nRl48X3ywwDFTDzvyHBeNgP6mOn6tVRwXmeQHV7tp/EC/G+EHnqbFDzJ+Lb8SD2QyTgsPsoyHgwer\n30g8hGFo8pmLVzQH3Cqm+RxZ9xYe6okJmQb3Wy5+kJyk8YO8F3DPWPNyaKuzVp1QuSkP0udqdSDr\nUxNtmu908VMr+CgyLhK1enTxThAECMOwZnW0ETwAs23B0ybT/Ds/Z2kHF6bouBHtwOuBD+R4/qj+\ntDrl4eQgUGJIi0fLVyutmANu4Q/YkzWWn3DhAajlZdkmLswebX6Q+WrEX1hhNR8o65X7cCveRvHS\ntAEWJwptXy4XykD1iJIGZi6Q1RtNA7OEzv8bRl6jY54nS7jQNY1M+G8eF7+HCyl5TusYEuD1Vk60\nvLjC8zBcNDXTNDy4VgJdglWaFEpctGhtbmFPYlOSPV3THB8PQ2lL8SvD87TrhdGcqMy3Vic8PunM\n+Xme10b74bEyy1kBNiY0fuAOg9fF4fKD1qd5O3A8cHK3OFPGpWGMx23VjQvjPD5ZBxYv8QEAx4jm\n6FoFM9xcfdDlL3hYTRRIfuCi2sUPnEusvGlpavnTMMhNaycZN+FTeyGMhhkaQGhYduVLckwrYgWo\nraNG/IWsS15my7dx0UrheN1yk3XWqHbgYeVxvfCadqBrfHXX4gQtDX7M43FxnjZg42m3ilmrg7xO\nJDb4NW1Hg4UHHjdPo9FJV44HTV/y78PlB1kmK99amSx+0LhX/tbCyLqup3GaNsAiR8IBQ9+UWTmD\nrwkKWTAJIunwyZJEf5MfT5uTABe6FF6bfbPyK2eeANTMUPG6oYEkzxvfXsCP6R7aqqURk5ZnXiea\nM9A6UisYlYPq1dWpuWkOQIbVcEjb4OgYqH0LlIYlTSBpZMLLxM/zASTFp+GQ4uRihX5r7W1NaGj1\n4nqIWa5+ALWTFq1kmjjh9Wc5MxmO98cjwQ8UXprkB973OT/IrT1WH54rHvgMpIUHzkdc8Mm9/K6+\nJ88322T/Aqpnz4FafyFfOKBtKbf4ga7TOfq2Bk8ufuBl0PhBE0UWHiQXAXZ7yvrS+he/n45l+ay6\n0vyWjK8VjPsLnjdLIHMM0Qu9uEm+J+PtQLzA20u2mbzXwgNPF3AL7XraQR7zNuNxSjzI/Mi6siYU\ntbzK65Y2a7bJMmrf8lgrx7HCg8YPFh7o+1D4QeNFl7/Q6kuGk/1PxqHhjh9rGJfWtAEWf9sRZdAl\nSsikIOGVqHVs3siWgKDw3LTnajSCkOdkfHI2gf+W2x65aVshtWOenpz1sshNLhXzMK6ZwVYSPZR/\nrQz0rQ226ZqFKzJZh3K5WJK6xIcMQ78t0cBXEiT+JcnwsDI8zze/X9sKxomZ/2eSVQatj2hhODZb\nSexw00SbRsg8vDyWvKXhULa5jEOuWGj8oIlZyQ8UpyZQ6Npc8SDb28IDPy8H4Fpd8LBWnTfbNH/B\nf2v+gt9L+LDah35bwkTjB82nyLCN8IOWFv3mWJGCSOKgETw0yg/1BJc8x+NuFdzw9rX6msa1sg/S\nOalftAGbS0PxNLW+ZuVN46DD0Q6aZuHfLixo5zSMaDpAS59zqMVnzTIN1/Tb4g7Nd2vntf7TCB4s\nXVmPH+R93A6FHzQ81dOnsh6181afkmW1fltpkzV9BYtMdjLqADRTq1UoJxe6hwNMI2j+W4oV3rja\n6gHlW6avOQvLEWp5kXHyutDAqZ3TxKJWJ1oeeN3SYEIb9LUCAVEeZP6onJrDkWF4PDKs7EAcG9w0\nMSWdi0ybx6WtJvCwPK+WcOPXyLgD5OXUMEf3ytUmmUd5Dx1bxvHTCpgh00QBP08mSVbbxsTbz+IH\nirseP3C+4fniYSWWtXxr5zRe1dJoBA+ci/k9vNxaPq1Vr3r5aiXsaPzgEhkWP1B4/pvi1/yQix9c\naZE1wg/S5/Bw/FgTfEDt3wfwPFp+UBMtVll5GF7fPB3Ku4uXjrVJnGuTDXP1F7x+tF0VWj40raPp\nBUtPHa52sAS3Vg8aHjR/r8Uj82qJdGoHqUWbba7JB5fmc1238MDvc+HBwijlV+MHjgeZ7qHyAy+T\nVV6NmyWueJoyLsq/XD2WOkYe84kraU19yUW961LAuABnxad1PulgZBitkbXRrgvcdI98bkOG97zZ\nNxLKVb1GTasrKQh5HVpEzTuJFNaUTiuYxITVyeRvSeQUF79XplHvv8fqpclNOlaepswnkVMul6u6\nztvO2mNPadExL7e2rVTOvkss8DojQtHaRL6BznKUzTJebov0tXs0gparxRo/1Iu/UX6g+IgjNGwB\n7j+YPhJ44PdpeJDO3BqcNyqeWgU3QO2EVT1R4OIHfp7bofKDxLHVzlo5ND/D243Hb/EaHWvtL/lD\n416ep0bFND+n9S2rbzTTtLqgY37OJUBdYpPityateVitXuWqlMwTx4U1eGpEO/C+IetB+grLL8s6\n5Oe4hpJlblQntpJpfZOfd/Vt7f/w5oIHHsbCg6UfjhU/yDg0ftUwIeOVq8fyGuG3quyGq2rqHw3z\nZ4a0BpWOwiJZKQa0lSfLubkGHfI+SeKSICzRwsvCzQKzzAvvONZ9kmz5fZqzdtWJBlISeM02zcGT\n1evonKRc8bvqUB5LkpEdXbajxLcsi3adCx5eLvmAMC+b7BM8v7wcLmxoxKeRpMReq4ljblb5LNP4\nwXIGh8sPVl1p6Vr3uPCgcSTZoeCBh3eF830/e7CdOz+ZF/6bx0HptJLoORx/AcDpi442P0hxK9OS\nAkeekx+tjJrPoHLzuGWZG/HLMh0Zv4yjlVavANvP8nPSX2jagUzigeqAPyPM8UArEVr7aRxdbxBI\n3y7u0/DAuUnDmtQxWl6t9Hgc2qSOVu9WOq1kLjy4npGUWrIeHlw+W+OHRvBg+ZHD5QctXc2PUX1J\nftbSdXG3hQvNx85GrOOnqQMsCSBemXEcI5fLmZ2ZKki7Xz7XJdMEaoUzpSvFsgwj88nj1YhDCg8e\nnyyPla5Wd5ZQksu7WlqWGJdOmMddA6gWsEbrjZdJCk++JC47E0+DzvE0NdKxBiQ8z5YDk+f4LJGM\nSwop+k6SJFuFkFjW0nYNmq2VTo08eb4OdQX2WBtvT9lfZTgXP2hhgNq2PBL8ANQ+KN8IHiisNhFw\nqHiw8mbVh+RjeV2LU+sPzTatbzbqLzThaDlw128tD3TcCD/Qdc4PXJQD+sqCNZNr5ZFMijaOYTnQ\ns+KU/tXaFq7d3wqm+Qst/7ys1iBHG0xyPqEtTdS+vG9T3blWqmjVg+dN1qnGkxaP8Hs4F2n+k8fF\n05fHEg/ELVz0yntk/iz8tJJJ3gaqeVPbgm/1t3p4kHFreJDY5Pmk+7m5NI4sYyP8oPVtiU9KT75g\niNej1HGan+b16uIUF4dza+pr2nmBybRKl+e1veeys0gi4eflb62iJbnJvGji09qeIRtZc8jcUZJJ\nArYISIa18kFbznhdxnGsPkzL80XhWsnk7DxQ25aNkLfl7KmNtb3vGtakmJFpaVi0HJ7sGxoepRDm\nedTe2CaFdhzHKBQKmJqaQrFYxNTUFJIkQT6fr8m/FAGNlE0+T9IqxutRrixY4TWMyWtz4QeOHY0f\neH+1cGjhgadxJPDA867hwRKUGrdpvzm2W+m5CDJeNr5dRONPfk+9FS8XHix+sDhb4wcNK5L3+Tfh\nIY5jTE9Po1AoqPFyn6OVjbeza+JTE78UPz+ncbFVp61iLv6w/KqGFT6JSvGGYVjz9mAeJ39ZjSZ0\neRvJwTTPK18F4flxvYhDagcZF2FZbmOz+FDWS5IkVStjGjYsHyUnHVrN5ISYpRmBWjzIOj0SeJBt\ny/Fg8YPUpNIa5QeZR1kf0l9wTGg8og0sef2QyfJqz31mvw0J0TQPxh0HHWsigv+2BhXU0Dweqgx+\nTqYjjZ5vkKCSebVEmdW5pfAgk8TD45HCiL7pY5FYGIbZbx6WOsT73vc+eJ6HcrmMMAzVLT/8Y7VJ\ns0xzzFp7cTy4sGBZkiQolUo17SYFD4WtZ1qnlOSjORQejrc1/ZZY0HDDscN/l0olfOc730FXVxcK\nhQI6Ojpq4qD0ZBtoeZRtQdYqg3OOCf4XCBp/aBYEASqVSnYfF8Bz4QdtQALYL6Sx+KEV8GAJIskr\nGp+RYKL6bBXcWAMj2gap8Y/WZi5z4eFo8QPVtwsPX/7yl9W243FwwaL5bvmphwWJh3rl1/xnq5jE\nw+H4CjrH+4Uc2LvikTpA5oW3A9W3vCeOYzz00EP48pe/XFc7yLzJQZvFsxIPkrMkHurVnQtzsl4b\naZdjaZz/tD53LPGg3cPxcCz44VD8RSP8wNPhdSCvyfaQeOTpaNbUKUISOlzkcDHsEj0yHBWQ7tHi\nCYIAuVwOuVyu6joZF08AEMchawTA8wK1UegeF9HTsY/agaQUpRpAZYfwElRdIwDMrhxEGQCjKEEU\nJZi/aDFOOukM/PRnj6erWX4+q39ZDp4Hra6aZbxt5Xn5TXn3fT/bQkE48H0fQRAgn5+tg3w+n5EU\nF9Oz8fEZPh9JUissrc4st2Rqzsf3fXiJe+VNczpJFCOJ9FczSywBPqIovX7Pl/8RUQx873v/hHK5\njDisfomCTFsrlzWoshxaM43aQfZ/Os/5gQ/AyCqVShUB81U6jR9k2hY/8Lp28YOMpx4eJD/QPfze\nI4mHejOQxFEusQO03vNXGl6CIMDAwEB2Dqj2F5IfrH6g8QOv67nwQ1bXUVwj1nj8lO8UK6jCQ29/\nHxYvXoqwHCGJQ3N1XcOstqVP3ifzZdWX5hvlCp/V95pltf6idhDtwoT1m5/zHN3EwgNpB54+x7em\nHabKk/jWPzyA3v6+utqBc43UYTxvdI44CqhdWZJ44HFbPCLrVg4itIFhKw2ytL6k4YG3vTynleVw\n8UD8YOHhaPOD1s6u9qX7LX6QPMHbng9U6/mpKpy12jNYJHIB3VnzYy5oqALk64Lz+TzK5TKiKEJH\nRwe6u7vR19eHfD5fs81LLr9OT09jdHQUnudh+/btCIIAhUIBQJ517FnC1AAkBYi8Js31dibZwLKO\nPM9DHMWAX0021Wl5AJKZekvz/9jDP8bk+Ai2vDyBM047HRESRJVKTTvwt6hIYmsF43jg52hvMrU3\nzb50dXWhr68PnZ2d2RZJ+eewnudl2y3Gx8cxNjaG/fv3I47jTHgnCR/E0mxqmr5sM4kRSTSaJUkC\nD/psp+Y0gOptVHx5WxPV6fnKTFkjfPfb38DVr7kUZ511FnK5APBzCMOyKvw1LPPfmvCXcTTb4jhG\nGIbI5/Po7u7G0NAQ8vl81i7c8fI8c37YvXs3KpVKhiMXP/C4XPygmbY9RMZVDw98xv9Y4IHKpWGf\nHDTdq5WN11kr2cqVK6vag/jhwIEDKJfLqr8AqH5m49F8wlz4gc7JeACBh5lzGj+k96W+YuYKAKBS\nCfHdb38D//W/3YC9e/cCQQ6JnyAOq7eRcZ+c5VGUz8KshQfZ/pJP5TUNl61gvp+r8RdkLn/Br2sm\n4wGrLqvvUDq+72fagafBn2MiPHDt0NfVh1ddcDbm9Q+gWCw6tYM1mOf51/hDW7Hh57U45WBOch1/\nXoljXlvtaBXcaHky/S9qJ74sDSHTOFJ4aAV+cNWlxKClc/lChSs+7TiGnoemPoOlvdWEzBIk1TMt\nCXK5HJYvXw7f97P9p7xSybHzGRL5DFc+n8fg4CAKhQL6+/ur8nHw4EHs3r07yzOlzfPAXw/KAcPz\nzssFT99fzMttzYBnwETtXlJJPHSd8veBD30cr33NlfCDdNYaqKh51VfEWkP0UPnkQ5qU397eXsyf\nP79mXy6vV+pMvI75YKtUKqFQKGBoaKhqcB6GYYYHEuaawKRvSss1kSBFPeGDEwovq7w3iiIE3gye\nA9/pjHgaQZDHxZdchkKxEz09PZiYmEBUmax5QJTXMeGBx83T0hxnq+AGAFatWqU6WPrI9iLsc34Y\nGhqqws7IyMic+YGbxg+yPi1+kHiAX/s2paONB63trfJqooELpVYxOatJ/DAwMFD1YgBg1l/Idua/\nOR7mwg9VIsmBBx8eonj21c1kUrhwH0t4mK6EqFQqadioGkdautwkJ/BBX6OrTJaYsjimlXzVsmXL\navwFoAto7i+k6ORhZT/zPQ8J3CukUgv50F+EQ3nTtIPnlzAxNYnpSk9d7QBU6yyXxrG4iYd1Gcei\nhgeJNRc+WgU3nujfEgNkcVw9MMrw4PC9Eg9xHGda0sID/9bwoPEDpXUk+cHyIZq/kNympck/rjTI\nGvHf0po+wLI6OBk/JgdRLpexdu3abAtXkiSozMymyMqSy6H04C6AbIWDxPPk5CQ8b3a7UBwDAwMD\n6O3tnXnzUoIDBw5g37492eiXykHHfMZEE0ZI0hkGOgfM/m9BI+I06wRJOmrWBEoaBkiTS1f7wjDG\nSaecjhgx+vrnwfM8RFEIz6sWCLz+tbibbRwPtO1vaGgIvb29Nf8MLutS1msYhlUrEXw2gx7epLYs\nFAoIglRoDwwMYHJyEsViCXv27MLo6GjNm3q4QNbEJ3dAVYSSAIlYbrbe7EZ1kT24yvBs1RkRxPCC\nxahEZXR2z8+2RuYCD7EinqSz18rDy0rPppC1Am6AWmdBvCAHM9z58MH15OQkAGRvN83n805+oDau\nxw+8DjV+kPWnCTV+PsNx7L6fjg8FD3JwRsfSafP+IF/Zzk06UtkerWTkL4DUf9GzKJq/mJiYqOIH\nqkOOB4sfpGg8XH6Qg99I4Yc0zdkVLPIdCxameDg4MoZKZTrFRBwB3uxEgfTds/HVlodjpR4eakQk\naifKJK9rnN9sk/7C93PYtGkjisVi1dYn6S+A2r7PJzOqzidJJrKB6pcLUTiqT7o/juMq7SDxoGmH\nP7j5nbjgVafh4MjYYWsHyVuNiFtLOHMO1eLiqyY8P5rPajWz8iTryldWqjgeuC+z8KBpSRc/aHiw\n+MHSIkeaH3h61iSSxq9c67k0Dc87HwhW9d1IH0g2dYBF37LRZUelAlUqFSxbtgye52F8fDwTOnIp\nUeu09Aa9qampqsEMhcnlfDzzzFOYN28eSqUSyuUyJiamsGfPHlQqFVx66aW48y//L2666SYMDvYj\njmPs3LkTo6OjNYNFTRhlBOjNbk8j0gw8H0kUZwJrJmDVvZTXbBSNWnBWp+UDmB1sTU5MY+lgL4Jo\nHBeef6a5nYybJKVWICNZvwsXLkQul8sG2CQi+NI0zzd1XhKBfNaQ4vQ8D9PTk9ixY0e2/ScMQ+zZ\ncwATE2O46KKL8O1vfxeVcoTXvf4azJ8/H5VKBdu2bcvSkVsl+DeVg2aDqr49H4iV7Vd+bX/IjJGr\n5jSqBHwaGf74j/4YSxf3oq9zOUZH9iGOiWTTEHKlgpOLJBpJOjLdVjG5VYG+JQZoEkbjh1KphL6+\n9DmEcrmMXbtsfhgdHcXOnTvnzA81ePBQww9Vxp0t9G1V1ecbxwPdb+GBjvlghN/H69UaKHIR1Qom\nBybED88//zyGhoZUf7Fv34EqfgCA3bt31/gL4OjxQ4a3OAE8+yURgJ8J6iRJEPjFDA9BXEDgz1yD\nhySu/vsHikNbreBtzfGg+TMpCLlxv64NMnic2mvlm2VPPfVUlb/4lTe8Cccff3z2goh6/oKbx3ih\nyhIAEcdDkvZ/b/Y+inNWO+iTZLNpK9phwXxMj+5EZ35BXe0gB0BSlxFGtXK68KCJcvmtiXuetjV5\no+moZlk93SXLVn0RGR4yHDjwAKBGS1r8YOHhWPAD5d3FD5qP5cb1Co+73moZx5ZW90mSwFqna6oH\ny0SFP/tiillnDXhegCDII5crwPd9DA4OwveBKKogDMsIwxjlygQqlQhRVEGSpKJnfHwUExMTmJ6a\nwMTkNMJyBVFUwXh5AmG5gkqlgiiKMqJLv4F169Zj48aN6O3txbx5wxgcHMTy5ctx1llnoVwu43/8\n4U249+++gny+AM8LMDDQh5XHLcWJJ67OnGxaprjmdY9kUVL7vxAx0k+UxNkxgUa+VpO+o4TdzwYS\ns8RFDy6n4F22fBEWDORxwvwu9PT2Ik48hJGHJK6eLUiiGIiTbHsJMDtL0Brms5nibuTyQLlcRqVS\nwdTUFDwvfQizUqmgUpnGxMQUDhzcg8nxCUxMjCEMw7Se4xDlchnlqemsnmkraTorncOyZctw3HHH\nYXBwEEND8zE0NIClS5ciDEO85jWvxvrT1uHtb/t9TE2VUSjkcNyqZVi6bCFe8YpXzLyBja+o1c6q\ncELI6hoJEg8ZFhIP6UfgAZgdMBB2KG6JFe64qc/t2rkfa5b2oddLV2YiBPBEHhEnVS/PoDdU0m8N\nfzyfPO1WscnJSUxMpFggfogqISpRiHKYcsX4+HjV27Q4PyxduhR9fX0YHJyH/n43P3R0dDTED9w0\nfpB40PgBqMWD5IS54oG4gX5LPNC3Cw+UT54+50dTODTRNH/h+zmsWbPG9BeSH+I4rvIXLn6gc/X4\nIeMGgx+yPohEbR/pK5KZdw2H8ViGh507tgJegDDJAUlF9RUUV70JDN7uPKzkCN72pAfomGOam0u0\nN8ukv7jpD34PceSjWCyZ/iKfD6pm4XmZ5VZSqR0IF9T3qU3kjp0oqZ48qm2/Wu0wr78LXZU92Llj\na13tQDgEqrUDb2+JC74SUc9ncL7jZZB/Zsz5jR9bPNgqA6zh4eGZieAkwwMZb7cwrt6xo2nJY4GH\nY8UP8l5ZH/RtTe7x8sk45HkZr5xIkBhruWewOKB5oagy02dzIyQI8cpXnoDHHvspPvGJT+A//vOX\nKBQK6CyVkM976O7uRz6fx7nnnI9Fi4fwF3/xSZx88sm45JJLcMIrj8fg/GFMT01gKqwg7/kIvRBR\npYxisVglZOhh5TPPPBPFYgnj4+Po7u5GZ2cnpqdTET45OYm33PDr+MRf/A3e/vu/id/5nbfhq1/5\nKjwAjzz8KG54y5vheQm2bduB3bt3IpebrV45QyUbSx7zOuGvorTuk3WbPlSbzmj5vo8fPvAIJsZ2\n4JzjV6f/cROH8BMgiT0k3myH82ae25Av0JCgbJaF0QROOH4N7r77s7jxxrfjtde8Dr09Jfi+j/7+\nXgRBEfOGhnHJpRdiYmIM3/veP+N1r7sGowfHcP6F56Gvr4T9e/fBK+bhJQkSL0YlCqvaigb7NFBL\n95wDQ0ND2ZbCXC6HJUsWYd0pZ+PWW96HT3ziw7jlltvwlre8Bfff/3e47rrrcOKJK1EuT2Hz5s3Z\nG+ioDuU2IW4aHrjxzk6rHLyN+OwhXU/vSRDHHsJwGqeddhpKyX5Mj848PxTHSLwUN1QHtG2AZjx5\nXi0x48Jys+2RHz+IRx5+FMViCRdeeD6WLVmKwfnDGBs9iKgSotBRRORFSMK4arKH80M+n8czzzyD\ntWtPRrFYdPLD979/H970xjfV5QfeRsCh84OFB25HAg8k5CFmWCldmabmlLhQ5OGkWbOQzbB0O/Cs\nvwDS/lupRKa/6OnpqeKH22+/FTe+bdZf5IIOkx+ojubKDzwOHl7yg+cR3ipIEh8LFy7J8HDGaacC\ncQIfMRLPy/DA7+db1CSWZb6rJg5YWbWtbVYZq9IW1kq4kf7itttuxYfvuBO33v5HSOKc6i8OHjyI\nTZteRD5frGo3aks6Bmpn4oFafuBcIrcoy+vVeKjWDr4X4pqLz8BzB7vnrB1cbcuxy0U3D6/pRVkX\nlm/iZZXnWmUy8G/u/gIGBvtwww03YHp6Gps2vYhCoSO7LttL4sHVhyQeXNdr+SFS8aDxA4AqPMyV\nH7R8cuMDO7ru0sdkEj+yHng80rfSNdfAvKkDLKB62S9dtUp/VyrTCIIAX/ziF7By5Urs3XMAP/nJ\n47j8qtcgihKUJ/chX+xAId+FsDKFc8+5BP/w7Xtx+RVXo6PYgzNOPwe3v/cWlEpdGD14AO96958h\nCpC+shZJ9nwN5YFIPgxjbN26Fd3d3Vnl5XI+CoUcyuUQ+/bvgx9U8Ktv/E185d678ZGPfAJXXnkl\nOjt7cNdffxannHIy9u3fg4svvhi5nI+RkRFs374dpVIpc6JUftdgSQKdz2Jq4bLl/yx+H2mU6T2f\n/Iu/wVtffxJyfoSpqTKQVOAjQATAi9NZ0CqxJkDVKnbvvV/FokWLMTQ0Hx/+yMdw8rpTgTDEZPkA\nujoHkMsV0NFRwvCCRfjBD36Ik04+FQ899FM88cTDeOjhB7FowUK88VffhE4vfaNgFEeIwjgrJ2GR\n9snHcbqVY8WKFYiiaGbAVcGzzz6P448/Hr/9u7+Kd7/rgzg4cgC3bngX3vPuD+KFX/4H9u3bjxtu\nuAFLli7E6tWrMT4+Cc9LsHPnTkxMjNVshQVqBzFa55VhNKHBSWP2fh9JEiJJfBQKBURRiKXDg/jP\nbfvh+T68eAqxn4c3Q5CxV7v1gjt5Mi2/0vG1iuP68b/+BN09g+jr68PmTbvwta99DaVSF5598uf4\n/Je/hNHxMRT8HJIZfuCvaid+ADysXn0iOjo6MDExgTiOTX740j13NsQPO3ZsQ6HQafKDhgeLP7T6\n5u04Fzyk38gektfwoOVN8pN0pBLP0rE126IoqvEXxWJx5hngvOovnnjiiSp+6O/vwec/P+sv/uEf\nvmHyw8jIAeRyHQ3xgzQpDDSxWcsPM2G8CF5SwLYtBzM89K89CRUvRi4OMZ34COhZLRJNngff87Ln\nWam+XDwm8UD5aXTAxLGsCaJWsTiOq/zF6tWrcctt/wufu/ubeMObLlH9xUc/+hF86I73I5/Po1Kp\nYG3rWEsAACAASURBVOvWrfD96kcntD4D6Hjgz11RWCm8awceXo12eM1l6zE9dgCnnHIOputoB9+b\n/c8gbTKFp68968sFrcyvhX+tTFabaOdaCTdLlizHgQP7cOstt2N8fAwfuuP9KBQKmZbs6OjIeFd7\ndt9lGh642XiYXWWXeND4gb9gaa78IP0FN+kv6vWJRgZdlknfSoM/azcKAAQbNmyoG/HRsN27d2+o\ndvjpg5VAmvHp6Sm8973vxdWvvgY7d+7Bd7/7HVxxxWXwA2BqchTLlq7EwGA/wnASP/7Rz3H6GWux\nbds+dHb2wvdy+OFD/4J//9lP0d/bi0Ixh4OjB7F27UnpayR9L3sWp6enB9/73vewdu0ajI6OZbNN\nmzdvRm9v70znS7f0vPDCLzFv3jycdPJq/O3ffhWIu/G2t/833PPlv8OyZUtwycWXY++e/Xj44R/h\nn++7Hw89+DDGxsdw5ZVXolgsYf78YZTL05iamkI+n2flrt0iIx/qpWvW7JU9Ao8RRzns3zeJvD+N\n7p5uBH1L4QcR4iRBHCfZW4goXgKqtmS7YMGC244oEA7R9u09sGHxoqXYtOll7Ni+DZ4XY9Gi+Vi+\n/HgsWjwPB/aP4uJXXYVvffsf0NU5ACQBOjpKuOKKS7F79y7s2b0bL7zwC7zrlnfjLb/+FsRRjCCX\ny55zeOSRR3DGGWdgamoC4+MTAIDBwUEUi3lMT5eRJOlWwsHBAeTzBSQJ8OqrL8WfvvPPUSp14jfe\n+mY8+8wvMDo2ihdffAlXXH4JtmzZiSeffAI93f3Yum0rTjrpFJRKnRgcHEK5PI0wDKtmasiZalsD\n+G85G6cdz85uJpjZkI2x0fR5seGOGFOFQQwuPQ5IQoS+By+q3VLEt3uQcUKTDk2SdCvgBgAe/bcn\nNnR19iNJUlL80Y/+Bf29vegb6MWTT/4cu3bvwapVq7Lwnuehu7u7ih9mn73ahSAg56Pzw5NPbMKt\nG/6kLj9cdtkVKJU6TX7Q8CC3C2l4qG7/I4MHvsXEhQdrpk9uE5GiiqcDoCVwMzY2toH7i/7+fkxN\nTaBSSbdIav5C8sMXP/ctPPP0C5m/2L1nl8kP69efjo6OUl1+AKByAP3WJsYkP8h4oijG773tZpxy\nyhoMd8RYdvKFGJ0cRxSHiAIv3fKD6r4u/QQwK1q1WV5tcGUJIUs8usRZq/DN+Pj4Bu4vkiR9y+Qr\nXrkC7/mzj6r+4pWvfAVWr16Lu+76G1x62cUYGBjCwMBQ5i9GRg5m8Vc/UqE/Rw3M1pFr5YvOV+uA\nWe1Q6ipguDPGkpMvwtjkqFM7yG2BEgsyPM+nzHMjOyX4bytOrY4kdgFg4cKFTcfNulPWbvjC5+/F\n/v17cPbZ52D16rX4f97/AaYlOzA8vACdnSWMjo5m9xEeyI4VHix+4HigdA+HH1wDaukvtOsaJixO\nkQN81wCN6+QoirBkyZIa7DRtBUvbcx7Hs1tyPv3pv8Kzzz6Pnbv24Ld/93dw+eWX4s4778Tv//4f\noFDoQE9vEf19wygWC/jt/7oZjz76OIqlENu3b8bSpUvR3dmFv//7b+C2296DsFLBvn37cNNNv4dP\nfPyT2QsvPM/DY489hhtuuAFAjCTxMDIygjiOsXjxYkxPTsH3fSxcNIz9+/dj7ZoTkSQJyuUQ9933\nHdz43/8nduzYhTPOPBmf//znsOvqfdiyZStuvfX/4J577sX999+Pf/r+/ejp7sO3vvUtXHPNNXjj\nm16Pffv2oaenB3v27MGePXuQ8wN4XJCAvpGdz4RInKSyaAaE+SCX7rtVV5rSVayhgQXw/AqiJMEP\nf/I43nD8hUjiAEniwfNqxbGXoGpfv+wAzbSOUhdWrVqFVatW4rnnnsOaNWsRBF76qn4vB3jA448/\njqtffQUefOghdHcNoFD0sOnlrahUKsgXAhw8eBDXX389JqYmMdQ3gHKYvo3S9338xm/8BjZv3oz1\n69fhxz/+NwDA1NQUfvazn+KsM84GvDh7lmbLps1YtGQxxkan8O9P/QtKXT62btmFp59+Gr/25l/F\n17/+dbz97Tfjmmtfjde+9ioEAfDcc8/hnTf/b8ybNw+33PpurFq1CmNjY+jo6MBLL72UDvzThofv\n+UjABI3nAV41QdADqtmDqkL8zIqxGEkSAIhw3/cfROJNIPQ6sXDlcfCiEFGSg4c47ZXJ7P3c6uFB\nm11sZGboWNlZZ52K+3/wAJYsXg4POcYP6XM2+/fvBXwPgR9k5C75YXo6Fbx9fX3o6enCwf0jJj/8\n1m/9Lu744J11+SGfK+K+++4z+SEf5FQ8aPxQhYc4yfihduBz6HiI4/SNU9oWICn06fks+SY7OtZm\nHVvV0lXKWX9x6qmnYv36dXjssZ+iUqmo/mLv3r1V/FAoTeHhhx7P/MXiJcMmP/z9176B559/vi4/\nADN9zuCHOI6z13hnYoXxQ/WWlxhR5AGIsXLlckxXUjyUy+nzY14cwI8j0HNa1G6B52PmlLkC5XnV\n29zJLDy4hLc0TfC0ihXzhSp/MToygs7uHpSnI9NfvOENb8DNN/8xPC/BV7/ydXz/+99Dd3d3lb8I\nggDT09N46aWX0NHRkU4ai2JX1SNNdMXpa7zjmRdqUdvxbVuzK0rV2qFQKKF/weK0LHPUDpag53Fx\ncV0PD5o4l+Hk1jPtJRytonH+8i/vQrlcxl133Y2vfvVe3HzzH8P3kWnJyclJfOYzn8FnP3e3ioeo\nEtZqSQMPXEtaeOD+QsODxg9ZmjN4AI4eP3CTA23XAF7b8qe9jMM1yOJl0MxrFiE9/fTTCb0FMAhm\ntwgC6d7lvr6+LCy9/Q+Y/YPiqakJTExMoVKJ4HkRPC/AxMQYenr6srd77dmzB9/61jexceNGDA8P\n49zzz8OvXPcGlMvlquXKYrGIe++9F+effz6Gh4eRRGnH7uzuSv9U1A8wNjaGX/zn81iwYAEWLViM\nOE4fdu7u7kVvby9+9PCP8dd/fVf2fzmrVh2HG//72xAEwA/+5SE8/PDDmJ6q4KKLz8Ojjz6Ks84+\nA9de+1qMj4+jUMhh//792LlzJwqFDniJD/rTUgKUfAU5dQSNIGZnCmJ4Xh4fveOzWL5yHhYN+ujp\nzuO0865GGMbw/Xj2uQpUA0UKZALeqaee2lQWmp6eTvL5PEZGRuD7tL2pgkolwvj4eEYGs89KFDA2\nNoIDB0YQxyE+8IEPIEkSrFu3DtPT03jHO96RCSggfYPcY489hpUrV6Krqyt9FXwYoaenB+WwgnK5\njGK+gN6+bgS5HEYOjGZvpoyiCPPmDWP7zh34vbffhDPOOBu33/5u/OQn/4677roLhXwXLrn0Iuzd\nuxdxBLzt7b+Fb37zH/Hsc0/jxBNPxNVXXwUA6OgoYPPmzRgZGUE+X0TOz8+8xKV6awWJWNqiwWeI\nqkS3lwonwMfUVBkfvePzOGndYqzuLeOUV78e5SkPcezDC2YdGt8yKZ2WXBEhkzNenHTWrVvXdO/1\n4osvJOnWTx+7d+/Grl278K1vfRPbtm1DPp/Hqaetx0BfP6677rqqrRScHxYvTvt+HEZ46qmnsP70\n00x+AICOjs66/PCH//NmDA0NmfxQKhWr8OAjqOIHcgwSD5R/6ZiOFh7IJBcBuhOqF26mnzYdN5s3\nb064v3jqqaewcuVKLFiwAJOTk6q/kPyQJOlKMPmL11/3KyY/PPDAAzj5pHV1+aFcDtPJwgb4gbcj\nIPkhQIJpIClgyeKVeP97P4zBeR1Y3VvGKy64Jls5TWZmqK1Zbu4rLIxog3EyTTxpwkXGzzFJQq3Z\nfgoAdu/enXB/sfHll9HTla5y5vN51V9s3boZn/mrO/EXH78T//GLF7BlyxZc94bXZf7innu+it94\n65tx4MAISiV63XuEl19+GblcAXFI2yeTKtFa9ZY2T38rKB1r2qGjFOD6V70SY10r4fuFw9IOkoP4\ndc1keOtxBfnMqcQ5nZPxar5r/fr1TccNEiRvectvYs+e/Vi2bAk+81d3Ion8TEtu27YNmzdtxbPP\nPYlrrnltDR5GRw9mWhLZosXh44H4IYl1PFj84MLDkeQHzYdw4/doWyMlvrSBoO5DZ9OMoghnnXVW\nDXaaNsB66qmnEmqYdB9phN7efvT19WWzhVRQ/qBuuVzG9PQ04jhEGMolzfRNSNQJK5UKcrlc9n9J\nxWIRQZCKIaok3/ezME888UT2/1pJFOO5XzyLNWvW4OWNG7FixQoMDA5i8+bN6Ovpz94o1T/Qi46O\nDuw/MIbJyUl0dnZi0aIF2LZtB/74nX+K3t5erFixAitWHIdNL2/Bn/zJH+JrX/sOglyCnp5unHb6\nqeju7gQwO4LevXMPxsdHM9EfhmHVK8U5kKIoqpoxongILFNTU7j9lv+LdetXYfFwF8qT+3D5tW9G\n+pcF00hi/Q01EoB0rtkENDExkQHW933s2bMHxWIe5XJYM+OShsllZSHB4XkegiB9O8/4+Hi2HSuX\ny6FcLmP58uXYsmVLdh/9OWOxlL6u/aknn8Spp56Kyakp7N97IHvrzxM//xnOOOMM5AsdSBIvazP6\n8+obfv2tWL9+PRYvXorf/Z3/gk996m709PThH7/9Ddxzz5fwwi9/gbVr12BsbCwjjiAIsPnlLUhf\nSFDrEOhTRZAKHqgcCxeswHs3fAwrVg1g3aICTr3iddi5ax885JGgUlXXFplk6SS1W8HoPv4NoCUE\nz6ZNG5N8vpiRO/EDcQ2dz+fzGVaCIKjih1e84hVpmaOUT6bKkyY/dHd3ww9Qlx/CMMZll11m8kOx\nmM/w0NHRge1bd1Txg/afSs3CgwxLx/y7nvF7WwE3W7duTbi/WLRoEbZs2YLOzs6Zt5XW+osTTjih\nih/oLaXkLw6OTJj8sHnzVvz1X32qLj8AM9sT6/AD4ToTnQIPs6Ijwb/888+wbds2DM3vxLpFBSw4\n5UJ4XgLfSxDBy1ZKGvEVh4sHbdAuscfP84lG+m4F3OzevTPh/iJOEuSDAiYnJxHHseovyNdv3rQN\n3/jGN3Dbbbfis5/9YuYvHnjgAZxz7llYtGgYX//G1/DZz96Nrq6uDF/lqfS5ra6uUnaO9A9Q2z5x\nPPufWFxvSe3QN9iN817Rg+7jzoSH4LC0A5/0kfc1yg38Pm2yT6bNv/k1+UwPfZ9++ulNx83GjZsS\n4ob0/zcD/NH/ememJf/t3x7DiuXH4ac//RkWLhyuwUOpVMp88/johBMP8vk3DQ/0PT09reOhyfzg\nmpTRJgT5t+bL5DHnUi1PSZK+Ufecc86pudi0Z7B27dq1oXoPqIdFixZlgwb6JEmCiYmJrPErlQpG\nRkYQRSHiePaVjGnhZ2dK4jjOxBFt4yBnWKlMI0nSvfJTU5OYnJzA1q3pf1IUCgUkSYJKGGJgoD8T\nVz09PfjyPffgggsuQCWsoBJWMDE5jve9/3ZUwgrOOO003PT7N+L1r3st4jhGd1c3zr/wXFx++SU4\n5ZSTsXLlSrz44gv48SM/xabNG7Fjx3Y89NBDqFQinHHGaZieriAM01nI7q4u9PT0YGhoCGGYvk6c\nBgG+72ereOTwA9+HBy/99lMiy+V8AAGGhxfg6af+A30DReRLBVzwqguRL3QC2X/c1L6dUBoH3KJF\ni247OohozCYmJjZMTKTiZHJyEkEQYGpqEuVyJRPJKQaAIMjNvoqU4aRYLM4M0uNscF+plBGGFXge\nsHnzJkxOTs0M3orp/XGMJ5/8Ofr6+vDM009jzZo1uHXDBqw/bT1KnR1IEOP+H/wAF196Ee6/7wdY\nsmQhNm96EVu3vIxiIY+JsXG8/rprcf4F56JYzOPGG38PCWL87Gf/jkWLF+LVr74K/3zf/fjC57+E\ns886B0EugO+n7TvQ34eenh4MDg5i7969GUZzuVz28gV+7Hvpg6WB7wMe/al3DkHg47F/ewZbt21G\nqauIgb4SuuYtQDSzVcDzZmeEGplVBGxnKcV3K+xtHxkZ3cBxQPUGYOYV/zSJMwXf9xCGFUxPT1Xx\nQy6XSzGDlCN83zP5IYwqeM+t/6cuP9zwll/D0OCQyQ8rlq/M8BBFEbo6O6v4gcpk4YHzw9HGg2bc\nQcnzZFLwkLUCbvbt27OB+4utW7dgcnIqW/nU/EV3d3cVP1TCCianJjJ/sXTxYpMffu3Nb8K1176h\nLj/kculWVosfyE/UfGb4gXxFCosCwngSf/mJL2LRkkHkCwUM9JXQM28R/NzM/yLBd/oKbXWCX5Ph\nrDCW+LLuA2pXO1oBNw8++MMN3F9s2rQJE5PjKHYUESe6v+gsFVAqdaCzq4TTz1iPMAzRUSpk/uKv\n7/o07rnnK9ixYwdOW386XnrpZaw5cQ3iOEEQ+Cjk8xgeno++vj50dXVhbGwMQRBkfZg+VNdBEMBD\nNR407VAodWBq7CDmLz0OQc4/LO1wqAMrKdLlYEBOKmmDK5k/baKJX1u8eHHTcXPHBz+44dvf/iZe\nd+3VmJocQ6nUgYsvuSjTkueffw62bduCk09ehw9/5AM1eDhx7YmZliwWCk48cC0J6HggfhheMKzi\nodn8IK3eNZk/jgdrcCXzxi2O09fRL1m6tAY7TX+LIInfhQsXpjOBM4Xkb26iQRafZS6Xp+F5Qdag\n5FD4TGP61rdpXH311Xj88X/HTTfdhDvuuAOVyjQmJycBIFve7O7uzjowzV6TAysUCjhw4AAuu+wy\nHDhwIJsxLhQKOPec89HXO4APfOADuPzyyzFv/jzc/I6b8drXvB5dvR04+6xzMTk5ie3bd+KNb7oO\n3d2d2LNnD/72b7+Kyy+/HA888CAeeughfPjDfw54abxhnAC+h4mpSfT296GrpxulUgl79uzBgX37\n0dXVhenpaeRyOZbXdLulTyDxYvgI8MsXNoG0UeIB8xcuwfj4NNIVHg+eV7skqs3sWKP3Y21TU1OI\n4xgjIyPZzEEYlhHHsysqlE/CExEKAAwPz8N9992PVatW4SMf+QhuueUW5HJ+hjnPozeERejv70el\nUslmmru6uhCGIS666CKMjo7iXe96V7qKMbMF6Prrr8ct79mAk086CfPnz8f999+HXC7AunXr8c53\nvhObtryMj3z4YzjppDX4m8/ehShK//eku7sXTz/9FPbv349CoQNf//rX8eZfvx5J4mWrZ17go1IO\nsXzlCgBAPp/Hti1bZ+LI17x+l377iY84CYEkfUPmFz7/t1h94grk8j7GQg9RZfbPbIHZGUaNzDTH\nxNOUM8mtZuVyuSp/npe+rfTxxx/HKaecip///Oc477zzMDFRrgoLzPJDEATZtXTLV6fJD2EYNsQP\nL7zwHwB8kx8mJsYzPPi+Dx9eFT/09PWqeKBtqwBmBdZRxIMUuWSaOCbBxCfZ+EpLPSd6rI37C+KH\n3t5eALq/kPxAs9GEBxc/7N3b0xA/eDPTxRY/vPzSxuxtqDTpyPkhN/McV/oquDz6+hfj9NPPRkdp\nKsNDR6GIJEiQROmkFVArXuVkiyakrbbkcXHcSJxookviTG4La7ZJf9Hf34+NGzeip6cHcRyr/mL3\n7t1YsGARVp94An7wg4fR3dWLCy64IMNDkEuQLwDPPvMMTjnlVJx44loUCyWMjY+k/ICUd/xcAC/w\nsWDRwgyDu3bsRLFYzB6RINzm8/lMTwBAgqhGO+QLOQQdAykevMPTDtaEihxIaTzCOUhbfdJ+07E1\noJIrXq1ip59+OpavuBZ3330X1q49CQsWLEIYVzItOTDQh+t/7U0YGOhT8VCeDqu0pAsPHR0dNVpS\n4oH4wcSDwg+av5grP3B/YfGDvFcbdEsOoW9te6C2dVIdpBkwatoWwSeffCLx/bQBu7q60NvbC9/3\ns/+UIWdAq0/8j2B930elMg3fz1V1Xv6MQCr8okwQFYslBEGASqWC6enpKhECAHE48y/pPifyOH29\nerkMD0H2sPj27VuxZMkShGG6VzmXy2Ggvx8eUkHzsY99DOedfw6uvPJKfOhDH0JXVwn79h3A888/\nj09+8pOZaI9CD54X4NOf+QwuufQinHvu2VUCikBPeeRvkTq4/wBGRkbSwcPM8xgRe5g9rKT52vCe\nj2PJ8oXo6s5hydJhXHvt6zGyby/KcQWJ5yMHH5VKpWaftAQWkP7J5WmnndZURnrxxRcTwgPle2Ji\nDMViqQr0/A1LaZnSst12223YsGFD9h9X733ve7Fhw4YqIZIkSYqH3Gy9p1u+0oe+0/XWFA+5nI98\nPo/R0fGZFVMfuZnVte9995/w1re+FXf8+Qdx1VVXIQxDXHbZZdi5czuWrzgO+/buBZCKnTgCFixc\niEo5xrPPP4PVq4/H2NgY8vl8+lpsJNl2tirczuzn37l9RzrBEKWrtAj8KkLzkEeh0IFP3/kV5Apl\n9PaV0N1VxHkXXIhcIQDi1Kmmg45KDfFJcaP9sZ4kHk5+zcYNADz33HMi0+mAqbe3d+blNkCxWERf\nXx/27t1bVQ/ED7S9ivpLR0fB5AfARxiW6/LDVVddgX/8x++Y/DA6PpLhIZfL1fCD53kqHohHvSRC\n4ntHBA/ALBYkHrjTo2/N6ZFxjGlvTU2S5vMNADz55JMJ9xfED0F+RpAq/iLw81X8MDWVDtrJXyRx\nbPLDT37yKC581cV1+WFycjLzFxo/kGBIkgTbt25Ltw4JfqC8B34RB/eXcdfdX0J3r4f58wfR3VXE\nJRddlL0dzEf1c55kmoiNkmoRxf009zP8WApta9DF4+R54NYaW71eTLi/qEQhyuWpmddsJ6q/OOGE\nE/Daa67Ge97zHqxfvx5xHOLcc8/N/MW+ffuwbds2LFm8DAsXLsbWrdux4fZb8alPfSLlAW9mZ0su\nxSnXEMTHYyOjGBkZQbFYBOJ0BTxm20Y17TAw2IuoEuLqq65A5MVO7aDhQfoLa5AOVL9FThOzh4KH\nRiaL+X1nnnlm03Gzb+/uZOTgGB760Q8xNDgfr73makxMTGRacunS5di3bx+uu+46lMvlGjy88OJ/\nVmlJFx48z8u0pIUH4odb3v1hHQ8GP7jwcCj8wMPxeK0BOk+Hm+tcvYk9iS358qY4jnHuuee2zhbB\nbdu2bvA8II4j+H46CJqamkIYhpiamsL0dPq64nK5nD13lf7vSLqFJ/1/idl/pibRnToxIAzTN/eU\nSiW84x3vwDXXXIvLL78SO3fuwoIFwzPPPsw8BJwkSGgQF0eZk5qensKmTZtQKpUQ+DlEYYQ4ibBl\nyxYMDc1HFEX44he/hBUrliNJEpTLFYyOjuOUU07GosXD2LN7PwqFPMIwwsKFwzj//AuwaOEyTE5M\nolAooqenG1FUwbnnn4NFixYCIPEDmjyueq6IADQ9PY3urnRVq7e3F+Njo0BQ/ceouXyA4fmL8Pyz\nmxCjjEIhfbvV/KEhRGEZyLYNza7u0CCVjul3Biiv+Vsvtm7duoGwkCTp7MzIyEH4flA1CCfQ07Ny\ntGT+y1/+Eo8++hOsX78eN954I8466xycc87Z2SxzJkoBxFGMMErfyBNFEQqFPHzfx+TEBOIoQRSn\nWwtTvKRbUH/xi+dxwupX4uCBEaxZfRL27duPCy44D/Pnz8fQ0BAAYMGCYXz0ox/Dwz/6MdasPinD\n9ubNmzE5OY4FCxdgfHx89v8VknSLIn9dN+GdsNrT3Y2Ojg7kCjmMT06gEOSyt4cBQBJ7eOrJZ7B5\n83bEmEZ3Twe279iJM08/DZ6XIPB9xPEscZFYA6rfBJcN8gO/Bi/8m88GeZ7X9K2lALB58+YNhI84\nDjN+2LhxI5YuXY6enj58/OMfw7/+679i1apV6f+k0ZbCmfqOZ4g2DENUKhW8/PJGkx8A4HOf+3xd\nfvjSl76Is8460+SH+cPzqvAg+SGfz6t4KJVK6OnpwfjYKPJHAA9kFh6A2R0BcsZazjxy0xwnObtW\nwM1jjz22QfoLD0AUhqa/SGJU8UOlElb5i3w+b/LD+9//Prz04kt1+QGYmWE1+IEmKHO5HLo6u9DZ\n2VnDD2k/DRFHAT7y53+JwaF+dJR8lDoL2L5jJ846bT0iL0bgBwATMHynAPFAta+YfdaVjOMhezBe\nDMqta+T/+KDRmokG0BJbvfbt27uB+4skTtDZ1TkzMQvVX8ybN4TRsRFcfPHF6OrqwkknnYyFCxdk\n/uL88y5AZ2fXzDbQGEHg4erXvBrATNln/Be9PY4GQHS9Uqlk2qG7uxvlsIw4jJCf2Vaabi+u1Q6F\nYoDLLr8cpXwOsYfD0g71OEGbZOGaRpu4kTggk3iQ56uf155NsxVws3vvzg1IfMyftxDDw/MxOjaC\nnTt2Z1py+fKluPba12FqsoxSqbMGD4sWz2rJenjgWtLCA/HDls17VTxY/MDxMFd+4KbxAx+Ua/yQ\n1Ycw3v7aM3xygMivUTrE/8uWLWudLYJAulUll89jy5ZNyOUK6OwqAAn94W86M0v/AUJimvaNprN0\neeRyBfh+9cO8JIp8Hzg4sh8bNtyO/r55eOSRR3DwwCg+/ZlP4frrr0dHR0fmjHx4qEQhkiRCkhQQ\nVULk8unzW1EMTJWn08pPIjYL4OEP//AP8OCDD+KHL7+MJ554EueddwG2bduC3/qt/4Jc3seKlStx\n/AknoFQqIarEmJgaR19/D1588UU89thjuP766zE2Nol8Pp+9ObGrpxv79+/PnqPgD7HHcfpw/XSl\njHwhj4MHD2JowcJUYIVlHDhwIAVZJcSf/el70dM7hEJh9mUZcRyjWEq3GMKrfa1pBriZDhDFM//E\njf+XufcOs+ssz71/q+82vWhmNKPeJeMq94aNC9jYTjDgxARCCLY5FAOxOYFDgknyEUICwc4JyXeS\n0OyQc2JsDDbFNm64yxaSi2SVkaUZTW+7l1Xf88fa75o9M3ukXMcJo/e6dGmkKXv2Wve6n34/oC5W\nB/0NnkIhN+dBCYPiMCvrOA6x2OyCzlpSDh9Kj4GBAT71qU/zg3/9d557dgcH+/ejKAqVSmXOBr5W\nhAAAIABJREFUTI4iwHYdVLV6XfyAYrGIphmghNlIFQU3qDA+Pk5razuqCsuWLeO+H/6IZDLJzp2v\nYBgGBw++wZe+9CUQgmwux0w6zW//1vV0dnYyNHKUUrEYDqsPDbJ2TZiZFkLwmc98hrvuugu/ivkg\nCGZbQecZhwBBuRLOpHV1Lw9n9+wytm2HJJpK8dqr/RiGhlA0dM1kfHwUoKpKJ9A05hCGPAECoRBl\nwVDCYVYpBS4zV9QxgPMVnpby1IqchMO+KtlcmpaWdmZmMlx99dU8+cSveOpXj0WKlLKyGfGDV61i\n+ETVncX4IQi8/xA/fP4LXwzVMBfhh1o8fP3rX6erq2sOPyyGB18E5POFiB/+q/GgMpvJBKJgdL6R\nmp+Rnu8oy9esZxCX4vzyl7+cYy+EECiC6nqHoK69EMzlh87Orjn2QlGURfnh81/4InErcVx+GBwc\npK+v75j8IJeS6qYRzV9Ifshl0wCYmorjGvSu6MMPwkSTxEOgamjy1tc4T3PumVJzD6u2QqP6NUF4\nrWrXkMy/t/Md59o/0WvUZIpr/6/27/m4Wuoz314oAvwgTFw4jlPXXgjh88lPfpzp6WmKxSIV2yad\nyUT2YmJqnHKlRG/fegYHB1HQqORtGhsbGRkZYf369ei6TiaTwTAMDMOI/CVd18OWMCf0HXK5HPFE\niobGZoQQZNJhxdQpVxb4DoZh0dbWQrlYQvU5ru9AHd8hup9hpgeo32ZaL5CSrzH/4/nfN7/iMT9B\nXfu5+eJAJwp+/vYbdzI4OMRJJ51MLpfhk5/8+Bxf0rIsJiemiSXilO3SAjwIhciXVDT1mHio9SUX\nw4PkB9e36+JhMX6oxcN/Bj8Adfmh1l7UE92an6ip/bnHC8KOFcDL30smN+udpZNpf/U1EeBjmBq7\nd+9GVVUMQ0eIcJ7I0C0UVaBrZhTpSpUdVVXxXBddM6OHRDdU/GA2syZ7RTVN41e/eoa3v/3tVCqV\naBh4bGxsNuCwrMgp8AKXctkO90sEHocPH2bjxs0EUp1QCZiaCA0mQNgHr6JpCr4fXnRD03G9sIfV\nrz744Wto2K6D7zmR0ovv+6BoVCoV2tvb2b17NzMzM+zatYvPf/7zBEFAe3t7VLGZ06YSzMpKJhIJ\nCrk8+UIWIQSmkeBLf/oVNmzczNDwmzQ3N9Pa1sC7rw6H7FUBoOLLn0MIGv8Yxg3gpJOXVjb5kUd+\nIUzTBMIHpFgsIgKPWCwRBee+H7bvSPIOg6vwWvX19aEoCkNDY6RSoQpYNpuNhtVla41WFUxxfQfb\ndkklklhxk3g8zkwmGyopKQqeWyadTtPV1YPr2pimGWWNPS/McHR3hXtxZCYPIJVowPM8bCec7ZC4\njVkJzJgVkaDrujz22GO8+93v5mtf+xoXXXQRF198Ma7rRgpDtRL+8t+GYSD8gKnpCXzf5/nndvLE\nY8+xeu0q0plJVq1ahRVTufSSi8GXJX0FXwhUZolmPh7q/a0oSlTyr8361BqvE6Fl58knnxQymybn\nVzRN46GHfsaFF55PMtlAb28vt956K7fffntE2rX84AuvutdGIW7F2H9w36L8IJM8x+MHVQ3XDSzG\nD41NLdF9bW5u5oc//OEcfkilUnXxUMsPpmn+p+DBmzfnUvdvtf481Xxnpl4GUv4M+TWnn376kuNm\nYGBA1NoL0zTRqvNLi9kLUR34lvzQ2dlV5aPQXkCwKD8oikIynjouPzz44INcdtlli/KDpmlRdVNe\n61p+KBZyoV0JFP75n75HxRaYVpixXrZsGVZM5eKLLkBDgapD5NXYivD9L8TDAtuhzHWC5uOh3ixM\nPWdr/vfNP7WvceaZZy45bl59dbeYby9SKQO7ElbR69mL5sYmPN+JVn9o1Sq6tBfpzHTVVzKIx+Mg\nVGw3TCw++eSTXH/99Xiex+233861117L1Vdfje/7SGEoiYfaeRbDMMJOIbscdgkJfYHvsHJVL1df\n/S6ymZkID4v5DrA4HmBuO/H8z9ULdubf88Wc5PmB9nwbVQ+Dta8lhKjb5vWbPrt3/1p4XtgR09bS\niuc71UTyrC+pqwZe4JNJL8RDsVyKfMnzzz//mHiQCZlj4UHyQyLZckw8zOeH/wge/iP8UO+Znx80\nLRZk1Z56rzH/Z9T+7Hqnnt0SQshZywXYWboZrFd2CiEEsbjGT3/2EzzXR9MsmptasV032kGkMqt2\nUktGcl5CkoXM4Em1vehiChEO7BYKPPXk0/zhH/4hE+PjkQgAVJVTgqojroWZV9f1iRnw8MM/x3MF\n7e3tNLW20dTUgOu6rFm7cVY8QigoBJhGDEVRyOfz6IaKZVn4NWVEy4jhenb0ugD5fJ7Wto7oJjmO\nQ0dHB77v8vDDDzM8PMxtt93G008/TT6fx/MCOjs7Oe2002htbY3aKCVxlkolGhoaUAR4gR/NT0xN\nzfD3f3cXn/nsreiKiu+7yIdCUZRof0G0lFTRItBJ0KqqyvqNG5aUgP73v90talVwZp3g+Bw5e9M0\n55SNo2pWNXP10ssvErMSrF27luampjmVgCAI0NBQdAXHdauDwR6vv7KDxsZmjhweoKNjGammRlpb\nmxBCpaW1HcMIS9e+54XtOJoZOUm6rodViipWFRG+jhUzooqr53khSSpatQXWJxaL0dfXx4ED+2hv\nb6e1tZV/+Id/YO3atbS3d7J//346Ojq4/PLLo5ktmM3QlUql8FlSw8xWNpulq6uLO+74M373d95L\nIpFAeG51n9hs2VvOdUgswGxZXDo88lopioIX+JFiZz1SPRFmaX7x858Kz/MipTfP8wiEwIoZrFm9\njj/7sz/j9ttvZ3JigkwmE1Us6vGDomg4dpmnnnhkUX6Q8xbH4wd5HRfjh/aOZREeEolEtPtN8kNL\nS0tdPMgKmxxqf6t4EEpYMUadnT2qxYPk39DQzgZ5ixnZ+c5N7efkqbdb5Dd9HvvlI6LWXiiKgkaI\nBU3T6tqLnp7eOfzQuay7qs4W2gtdUxblB0VR0BT9uPwAoTO0GD+Mjo6TyWS47rrr2Lx5c7i0eh4/\nCBEuo/Y8D6FAOp2mu3s5X/nKV/jd33kvyVgcVYWgmryULba6qkUL7mtthfwTzkm70awz6mw3imma\n0fLd8HosrEzVthgfy8Gu/Z7aU08y+Td9vvn1r4hae7Fi9SpSqTgi0DEss669KJVKKKqIeEfAHHsR\nCC9qQ129enXIvb6siKnE4+Esck9PF7t37+aBBx7g3HPPJZVKsX//QTKZDB/5yEdobW0lnU5HXRu1\neLAMc4Hv8POfPsT17/1tfMdFCJ//F99BBo0QVlZkIqg2QSjvY23QXZsokl83PxmzWNBV+zW1P08m\nqeXPlb/Deeedt+S4eeH5Z4VlxsOuA8dBUcUcX1LXdQzNRNVC8Z35eHBcP/IlW1pajomH1atXR77k\nYniQ/OCLoC4e6vGDpqh18fD/yg/zA6D5eKg9x+OHeq2A0v+rF4DXzjfXYqcWU77rcf6FF5w4Adbu\nXTuEppkoqseX7vhjJidmCHw96vvv7VtJV1cX3d3dtLW10dzcHBkHz/OYmZkhkQj3R8nMjKbOShR7\nnlN9sGcjdCF8LCs+x0GsveHhCUHsOB5tLY383d/dSSGdp7GxiUCBmXSaTZs2cdPH/hvjExMYNXMa\nnudhmiaJZDKUEFdVjKqjb1kWwgcrZoQzZhUX3ZAVDZW2tjY0TSOVSmFZFjMzM3MCJlVV6e/vZ/Xq\n1ezbtw/DMHjqqafo7e3FMAw+/OEPMzU1BcyCSdfVKjjUqK3EMnWKuTy+786J9iUyAiGrZMYcoEkH\nY/3mLUtKQF//+l+Lzs5O4vF41M5XLBaxbTtS+FJVFaOamZmdJZp9L7quQVVwQAZq9Y7cLeP7Pkqg\ncNPNH+a6a36L8ZFRVMNgYmKCvr5eTCvG737ww6B4qGhzsvexWAwrFguDH13HMMOKrCLCrJPnO2GZ\nvuIi8CkUiyxf3heV72XFVs7gxGIxmpqaaG4Oy/g/+MEPSKVSjI6ORtfixhtvpKWlhXK5jOM4uK5L\nU1MTiiJQ1RCvMzNTtDa3USjm8B27+n5rKgki7NoOn5W5vfG1GWXP89AMK7qW0ijIQFde87edsvR7\naX78wP1CBgHy3qqqTuBDIGxisTh2xce09NnAorZvnBATIWcoWLrG//+/vrUoP4yNj2MaxnH5QVHC\nGafF+KGlpS3CgxCCxsbGOfzQ1dVVFw/nn38+O3bswDAM3ve+971lPASRkauPB5gNwGoNkMSD5OH5\nlYtaZ6zWCUJVTogA62c/fTCs9y/IjM7+/vPtRaKhYQ4/XH/DjZimPsdevFV+mO3WqM8P//iP/4ii\nKDQ2NnLhhRfy4IMPzuGHQqEQBcUhT4aBYhAEFAo5WpvbyGVm8H13TqZbURREEMoWSFtRi4Xa++j7\nPkEVL1FlvfoswNw9PLWKl7WBeXil52ay51c85ZEfn3POOUuOm55lzaLWXiRTKRpSSTq6l3PueRfU\ntRfJVCp8HqqOHDKRWMWD7ZQpFso0NjYST8YASKUao+RWQ0MDo6OjoUNe5eTe3l6CIOB73/seiqKw\nadMmnnrqKVasWMHatWvZvHkzLS0tZDKZqM10vu+Qz+dJJZI4lRJC+P9PvkP4TOtzRJpkomC+M12L\nB1jYjjhfVGe+Ay7P8QKv+S3WJ0IF6/HHHhXyvUs8BL4f+ZIApm5RLOWxLGsBHqSgWyqVQlXVY+Jh\n3bp1kS+5GB4kP8hujPl4qMcP0l78Z/BD7TMPi/BD1V5EH9ec+fe8XvVq/udlIFX782q/Rx75tb7r\nceHFF504AdZjv3xELOvsRuDQ1d3KJz7xKSbGZzAMk3g8iappCHxiVgJQicVimKaJaZpUKpVQvaua\n1fV9n1wuR1trK0IIWltb6e5exvLlfaRSKWKxsKXMsQMqlQooQSS1PLc1bLbNyilX0K0ww6grYbZZ\nUUIJ3pnpaWLxJIEaAsnUdPyqipOAqnS4h6aqJFOp6EbZZQcrZuC5IWiL5RKOU+Ghh37GlVdeyeT4\nBMVyiZtvvpmnnnqK7u7uKGOtKAqJRKhiJ1sCgyDg29/+NpdffjnDw8NMTU1x5MgRPvShD9HU1ES5\nXMb3ZVAZDuWriqClpYViLhstXJZHgj8IgmgGTrdMGpOpyIGLpZqWlIBuuOEGISsQpmlGkqOWZUQi\nJ4qikJ6ZIZVK0dLSQmtrMz09vcTjFp2doUxpuVzEdX18T+D5zpwqlySL0AGtZg7dgEDxUYJwcWw8\nFkPVNMqVEjPTaeKpBmIxkyCAQqFAS0vY1uVVMzqO4xCPxYgnEuHurpIdCmdYYTtsPp9HN8OS/Ysv\nvsTGjRuZmJjg8OHDnHLKKVx00UWMjIxElV2ZqZTy0Q0NDQwNDTE1NcWvf/1r2ttDYYRyucx73/te\nWlpaItXJsJrhYpcdBD4PP/wwl1x0YdQeKfuzXdeNskqS6BKJBKmmRppSDdUMlMXrr7/Oq3te57XX\nXmP37t3c/d3vMZ3OArMGc6lbSwHe/77rRWdnJ7qu09jYyLZt20ilUui6ilLNsskABOYaYMkPEDoF\nMcMEVGzPXpQfVNPAc923zA9vvLE/wkM+n+eWW26Zww+L4UFVVf7pn/6Jyy+/nF27dv2X4wHCLPVL\nL+3kyNEjvPTSSxw8eHAOHuZXKmoz1vNbN7zAPyEqET9+4H5Ray9m14HMtt3NtxcNqdQcfjBiceKJ\nRGQv0NRF+QHAtb3j8sN99/6Q3hV9i/KDrFg2NzfT0tLCnj175vDD2NgYqVSKSy55B52d7ZFDK+eL\n7bKDqkF//wHWrlo9R0RF4kL+kc9IPJWkrbmlarPC1vdfPvE4g4ODPPHEEyzv6uYPb7olSpbOx0Nt\nNXTO/6NEjj2AooRt3/IZrXXIXdfmggsWOju/6fPAj/5d1NoLwzQpFPPYFY9Aoa69cKRqcnVRuVlN\nGEp7kUzFef65FzntjNNRlJBTJifDWZkf3Xc/X/zTP+G2227jy1/+clSBr50dLJVKtLW1VYPoAnff\nfTc9PT309fWxc+dOUqkUH/jABxb4Dqqq4rsermcTr87zLeY7yPuwwHeIxRgbm+CFl3bw7LPPsve1\n1/n+v97DxOgEAfXbx+T9lkFZ1P5cxcNsdSPc31WbPA9x6eP7IvoZMuADqs+zhqrq0XN9IrQk//Sh\nn4hYLFatTlYxL8QcW+HaHg2NSVzXrYsH6UteddVVx8SDECLyJRfDg+SH0M9aiId6/ADMwcN/NT9A\naC9qq0ryc7WdTuF79gkC5gRx0vaoqtx1GcYF8Xgcy7IwTbPqK+homoLnBeEMdzbPzMwU46MTvPOq\nd504Adb27WeJf/i7bxJLxvCFzz13/wsvv7ybwK3O06gaiqKhVgHV3NyMbbskEonIABiGFYkayDZC\nedFSqRSlUikkpWQyqnLJ9ysJQu7aamoKe5yXL19OV1dXWFGqim24rkuxWIwiefl6nufx4x//mN/6\nrd9CVVUcxyGVSpFIJMjn81EfPMz2vmu6TiqZ5Lvf/S49y7oYGRlhOpvjj26/DUMLqy1tHe24tkNn\nZyeDg4O0trYCRLMgqhqWX2UbXC6XQ1EUWltb2bFjB7t37+amm27innvuwXVd4vE4Z555Jj29y8nM\npGltbaW5qYGRocNMjk/w61//mp07d3HgwAEGDh9iYmKSvuXLOfXUU9m4eRPLu3ppbm2h4la48fdv\nWlICeve7rxLJagUgFktE81Uw6+RCdY6vSpqyRSGbzc4J1OVCTlkJkH3JruvS3NwYtn01NdHT0xOq\nTlYdTKlsCcwRxoBwT5f8uZIkdV0nl8tVKyezO9tklae9vZ0dz79AoVBg8MgA7//QB9EUlebmZkqV\nMrt27eJdV76T6elp4vF45ExLvGiahi/CjKKsUsilo2+++SbxeJzR0VGy2SxHjhxh+/btXHzxxTie\nS6VU5rlnn+btF17ATHqSN/sPsXfvXl555TX2vvY6Q8ODuLbD1q1b2bx5M5s2baKpuZVkYyiU0t/f\nz+7dr+J4LieffBK/93sfYu2aDQwNDUVS0L53YgRYN998s5CLgiXZ1g5/10pby3mbYrE4hx96enpY\nvnx5tFYCIRblB1VVuffee4/LD7IKsRg/fOijH53FQ6lES1vrHH5ob2+viweJy1wuF0nPvxU8vPj8\ns+HMYjpTFw8TExPs37+fQ4ePIITP2WefzfXXv28OHhBha4ioOuZeINVbXfwgoKmphZhlIAINM2ax\nZs2qJcfNF77wBVFrL4IgoLm5kVgsRmtra117UalUgFl+0HUd27YjeyGrV/X4Qf45Hj/09/ezZdvW\nRfnB1I0IW1KfqJYfCoUCzzzzDJs2bWJsbIz+/n5KpRIXXHABW7ZswfFcpienGBw4zNbNG5ienODQ\noUO89NJOdu/eTf+BfYyPT7BuzRq6urrYunUrvSv66O7swQ4cZmZm2L9/P6/vfYPVq1fy9rdfyqmn\nnIamGSFHqgoIFb/aVuxUg3fXs/E8j0QyiaYZJOIWqmaRTMYxDItsbpJErJWXXn6WbVtOwvMrVCoO\nuVyOwcEjTE5O86lbP7PkuHn0kV+IWnthmuaCYHC+vZBjD1J0SX6dtBeWZXHXXXexYe06NE3jmmuu\nQbEsnIrNoUOH2LRlMxMTEzz26C+56aabME0TwzAi30FRwlZfOW6Rz+cxDINkMkmxWOSZZ57h6quv\nXuA7rF27lplMmmK+wIb1a4/pO6xbs4YtW7Ys8B2OHj3Kq6++ztHhIc46azuXXXYFmzdtwXE8PFF1\nctEIqjhwqkvUFVVEgjnxeJKYZaBqFvF4uGqiWMoifAsFr4odB9f1GRgYYGpqgsnJacbHx5menmRq\naoqBgaPRaIWuq/i+IGYlaGlt4rnnX1xy3Nx/371CCFHtMlAiO1SruCeqAZeqKAvw4EBkC1CVY+Kh\n1pdcDA+SHw4ePFgXD/X4YceOHXPw8Fb4odZeBLCAH2rtRXNzOLuaz+fZu3dvxA+u65PNZpmeniaX\nyzBwZJiJqXHGx0YYHR1lYmKCTCZXnZWWAno6XV1dYddJIoGqhjZYcrPcfxna/zyPPPrEiRNg/c3f\nfE1ccuEFGIaBS4CCz1/95Z8zNjqF5wWYhkWghDde1w3Gxsbo6l4eBl2qWlUzUaMMbDwej2aRavdG\n6bo+h9xE1SGKx+MAURtZrXiEdNKTyeSc1qdSqRQ69pZBIpFg27ZtjIyMsGXLFqxYjFKpFMnMK4qC\npqrR7yIdL/nx3r172blzJ6+++irvuuJdpFIp/s+993LPD/4V1/coFYp0dXWxZs0ahoaGUFGIxWKo\n6qx8tiyJysy7qoZReblcjrL0juMwNDTEnj17CITCeeefg6bArh0vUCpkUHSNTCZDPpNnYmKCmZkZ\n7OrcRltbG5dccglnnHEmGzdtZmYmx7LlPUtKQJe94yKhVJ2LzVu2EQRgmjq6bkbtgbNVzlhU6g1n\nSkJjJR0ZiQ35wMjPwWxWRAbuUnlNHs/zKBQKVMqhA97b20ssFuPgwYNcceWVNDU1kcvlcBwnmp1Q\nIHKaagPvYrHI8PAwzz77bIgl1aTi2CQbGnjbaafwox/9iKvfdRX//u//zqc+9Sk620MJ8FgsERls\nIUQUZAH4fijHatt2FBSmUikmJydJp9O8/PLLrF23ge6eZTzz1ON0d3Sg41N0KsxMZ5iamGBiYoJK\npYTtCsrlItu3b+ed77yKvr4+GptaURSNbDZLPB7H0C3MuInjVigVK+i6TjqbYWpqAl3TOOfc85fc\ncN14440ikUjMOp3VZ18G2TLAKpVK0WJhySHzxWWkwyOxVI8f2traEEIclx8k/hbjhxvf97sRHk45\n7VSaW1vm8MPo8AiwEA+1/PCfgYfh4aOUyzZC0eriwferbZBGDM93MOImCBHhYXxyAtepROs4HMch\nnclQqVSYnBhjenqavXv3Mjo6Ti6XoVQqMXh0dMlxc/PNN4v59mJ+6xHMtRfz+aG7u5sNGzZE9sK0\nrLfMD2vWrWPZ8u7j8oOmhfNSst0YQn5QlFAkKJPJ0NHRgeu6TE9Ps2/fPsbGxli7bgMtzY38293f\n5fJLL6ZSKVG2XQYGBijm80xOjmO7PoVCgba2Ns4++2wuueQdoRqhVxUBqb431xfYbol4LEalHAYc\nuUIe16lE7Y35fB7X85gYH2diYozDhwfIZGaYmpqhVCqRzc6gKCptba0k4i0YZkBzYyNmNdEqpes9\nL+CHD/x4yXHzxS9+MQKJ53lkMhlUJbwPi9kL2TlCFWfy1LYraZrG448/ziuvvMLHPvYxdjy/g3K5\nzOnbt5NoTFGpVGhqaOTgwYNce+21GJpeDfLN2XZ4dW7bVblcJB6PR9dwvu9QKtvkcjnOPms7kyOD\nx/QdCoUC3d3dC3wH+VrxeBzdNBGEFVbfE+TzebL5DIHvY9thta5YLDKTTpPP5RgdHWZycpqjRwfI\n5QqUSiWmpsZpaGgkFjdoTC2juSlMsBq6SUNDA9lsFiFk1VkhED4NyQZeePEltp9zGqVi2AHV1NTE\nqlWraGxq4pOfvHXJcfOLX/xMyOJAbctdrV8rkzD18LDn1T2RL9n/5qG3jAfJD5qm1cVDPX7IZTJz\n8PBW+KHWXuTy+QX8UGsvUqkkhmGSSISy85IfJK/ato1lxaP32NrWwsjRMVZv7COTLhKzUqCECdZ1\n69fT29sbjSnJBL7k90wmE7UzBkHA5ZdfeeIEWHfd+bfiHRdfGKqPqRpCBLR1pPj85/6YwcFB7Eq4\nxFO23fh+qFCiKNU5K8OqCjtAPG5VwRY+vNIhluVQ6SjVKijJYffaFiAZXNUaUPnv2p5P+XcsFiOV\nSIbiE4EfVdcgzBqH5fgWOjs7Wb9+PQ0NTZRLBWzHoeKEjorv+wwPD7N69Wpc2yZhxli/di2T6Sni\n8Thr166lVCwyMzNDa2tr5NjJ311WamSrhvydI8NaBVWolpemvb0zyprZ5QKe6/Po449x6MAhrnjX\nFQweHqRreQ+6YYXymZpKpeKQz2dJz0zw8U98ekkJ6PxzTqs6yRq+CDNxXuCjKjrJZLKm3BteJ9kq\nmUgkKJVKUda41smW10pWFGoJTH4sr7dskZKOsRRLECIcBrVtG8MyI0dMtv/IoD4WM1m/fj1NTS2h\n4+45FIrFUBZfM2hMpRCaSnp6BlPXaYgnefThh/mt9/42pmny13/91/zJF7+IEIKGhoYoqynJVyYS\n5PuRz4GcV5RtQ7IyY1lWVTWogu+4jE6Mc+CNA3jC45STTqHslCmWHBQBumlQLpfDbFBmikxmhpGh\no4wMjzKVnmFycpp8Jk0ikaBSqRCPx2lra6OxsZH7fvzQkhuu973vfUJRFJLJZLTAvFbWX1avZPUJ\niHih9m9FCXfRyWu9GD8AtLe2HZcf1qxZQ3d396L80NreFuEhblisWrFiDj+MjowcEw8yafBW8WAY\nBu0t7WhWrC4eRkaOMjo8zOh4WMlyyg5C+BEe5JxpS0sLuhZ2J8hrFwQQT8VQFBW34iLwKNseP3rg\nJ0uOm1tuuUXMtxe1lejF7EUtP8g5XGkvZIWxHj/09PTQ09N7XH5IWjFiprUoPzQ3N0fVM4nnWn6Q\ngb5sOZcV3UqlQqFQQKqT6bqOWylTLBb57ne/z7qN67jskst4+rmnaWvrwDRiYTAfCFw/IJ/PUyqm\nGRsbZXR4mEOHjzA4OBQNxCuKQqra7qRpGi3NzeHHuhT2MHGdgHgqrMSpQkWoglQqRbls4/sOU5N5\nUg1m1aGKsXHjRlpaWujr66O1tZWTT1l61dLbbrtN1NoLeSSW6tkLvxpguFVxpVQqMcdeOHYZz/dx\nPJey7TI+Ph7NYVuajqlqxBIJ4smwGqZWec2ywiBUttbLe1s771Tr/8z3HUqlEk1NTeHvaxjH9B1M\no8qp83yHo0cHyWezHBk8yvj4JL5jk06no24AaSvk/JlaTWA5joMbeFhWgnjcRENHqAJ/EmAfAAAg\nAElEQVTf90gmG0mnp9i9az8VZ5rrrn0P8VgDXd2drN+wgeamJhoaGsJ1FEKhkHO54rLL+MF9/4Sp\nN1T9hNl1LidCa+ltt90m5Lyt5Ox8Ph/5kitWrKCpqQXfCwOR+XhYs2ZN5EtahnFMPIQFDP2YeJD8\nUIvNWjzU44fVq1fPwcNb4ocae1GPH2rtRVtbM4YRimTMBlwx1q1bR1tbGx0dHSxbtoxYLAYEBL5K\nR/sK+gdeRAQmrhO2CarqbLILZpOWMqCd36Lo+z6XXHLJAuws2R4sy7LCi+7PDrKNjWT42te+xoc/\n/PsIUcKxfayYTj6fjwQrQgdYwXEr1R7hsD89DKYSUWuGpmmMjo7S1tYWyRdLZZL5A7amaWLbdkRy\nst2n1pkyDCNa0iaJsFwuR8FKEATR/IPneSST4WJHwzCYnJxmbGyCZDKJ7VbwXY9sJkPKSlIuFOls\n70Dp6GbVyj6EpuKpMDk5jWVZdHcv5xcPP8rvvP8G/u3f/o0zzzoNVVWZmZmJ1FbwZ4kwjPTDjfFC\nhJkhx3Eol8tMpWewbZeZmRk8XzA9PU2pFC51bmlp4v6fPIjvC5Yt68BQQiW+eCqJ43hRS8nHP/Hp\npQFM9ZimWb1/HsViGDgphoGCoFAoICXcZbZWBtQzMzNR2VvOtEGtrP9soC3bM+TnJdHUBl+yWiqV\nkVzXRcRCIpGYkYYUwuw2gG27HDkyyPT0rjBrrYGpG2SmpsEVJJNJNq7fQGfXMtS4hSt8pot5Jiam\n6O3t5bvf/T5NjU2kZ2YYHjnK8PBROjs7KRQKYeVSUaNsT2ggw3Yl17WjVpVSqUQul6NYLDOTzZAv\nFMjni9USeppYLEZnZzt/OfwNdF2nOWVFjrcnqLbMNVEqFUhYYcDa0dpB7/JVqHgEvhctbrZtO6oW\nL/WRz32xWIyCira2tsh4wGzPtnzOpfy55IdaoQP58xbjhyAImJqZPi4/DA4O0d//5qL8cM5ZZ0d4\nMOLWAn447bTtdfEgZ1QlP7xVPLz66uts2LABxa/UxQO+Fw1Fb9m4BUVRaGxMRXgIq3c2HR0dFAoF\nenp6WLFyJX0rejnttAv51bM/4y/+7Ovcd/+/ETfjZDKZJUDJwiPvW+2ws+QHwzDq2gv5OckPMvEj\n7YVjO4vyw+DgEPv2HTguP8SbGylUSovyw67dL9HZ2RkJojiOM4cfQo4Ks7WlUogXadOKxSLFYpnp\nTJpCscj4+CRBEDAxMUV7eyvf+/4P2Lt3H+vXr0XxHZLJJJZlkSuWCIJQ6Vattn3FTYuNGzaTiOlY\nZnidZKtipWLT3NyMaZp0dnayes0aVq5awUM/fYJNm1fyja//PQ/99AE0NIrFPMViGV1XaW7s5sbf\n+22+cddfo6sNoM4O1BeqVZilPjJIlfYCZlv9yuXyovZCJkDkbFGtvTAMDREElPIF7EKFmalp+t7Z\nBvGAthWdZIt5yr5LbjzPpZdeyuDgIMu7e2jv6ODxxx+ms7OT0dHRqC3Rd8J7rihK9RkNKJUKC3wH\nx3GYSs9QKJQolirH9B0U3yGRSCzwHVoaG0J7YFqcesrpeE4J09CjKm34fomCwC1btpBIJtm6dSsf\n+NAHuffe+3jhhee4/PIr0dDIZKbwXBU/sLnts3/CKWeeyQ033ICmpQiEEwUJhWKxWhnUKBY8Tj19\nO47rY1kqmhpW0lDCXX4nwhFCUCwWCYIg8l3b29sjX3JwcIjGxkZst0Lcii3Aw9rOnsiXzOSyx8RD\nU1NT5EsuhgfJD6VSqS4e6vHD9PT0HDy8FX6otRdbtm5dwA+19kLXdUqlMAb49Kc/FfGDoql4XgVV\nNanYNna1c0DTLJqbPR748YNc8+73hDjQlKrAV6j4CrMqhrWBlvQh5wtu1J4lC7CGjo7MBjoK4Ac4\nnoPvp3jzUJbrrn0nL7z8BK7tQKCgaSq+51YHzByC6kI12Vbhex7FQi6avfI8j1QyHs1HhO11s9uk\npaMuh/BqWztkEBaV6yEiyNpst/xYZn/l9+ZyOdra2nBdn0QizOYkk0lKpQqKRhjFF0p85zvfpbOt\njamp6XAzumly4+99IGojCoKARx55hGKxyK5du7Btm7vvvpvu7u5wCWHVafECP5JpDd8TOE4lqtrI\nDKvQdMqFIqmGBJViAQ2FeCrJ9NQkdiXH+eedzabNW5mcnGRs6Cjd3ctxqstVZ7IZ3rZ12xKhZfZU\nSnbVYfWqmSeBaztomoHveSBm1dpcx8GtSmXLvQ5WLBHd59ogSh7pHMl7PKtK6c3JWnhemNH3RShZ\nDEQzf7JtrFwu43lemEyAOa2KYbZIoVgoks/myKSnef311zl6ZCCUaEagmya/ff17cMoVvv/972Oa\nJqtWraKlpYWpqSkaUw0cPHgwzAiVSlG2S7YD1WajJL4lUei6TsX28X232sPskbBiGDrkczP0dLfR\n1d3Kir5VlHJhX3ZnZzuaZqDoGgfe2Mfv3nADfb29bNmyhXgsyf6D/bw50M/btm6rknIlmm06EY5d\nKUUzV0KIiB9kAgfmtl/IZ37+9ZOOtJQ/h/r8EARBxD/H4gdZdVqMH77/r/dEeLj8yitoamqaww+9\nvb118eBVZxi8wI8CxLeChy984XO8+uqr5NOZuni4+eaP0tbawrp169E1k56Vfdx99/ciPPi+QNE1\nYoYZva4bhIPojQ0d/OM/fouT33YGtl3BsQlntk6AUyqV5tgLiQ/ZOVDPXsznBykMIe2FYRiL8sNs\nNvnY/NDd18sFF1ywKD+8sWdv5DhVKpVoybTkh3DWMBzWlkkCIHpGKraPH9h4jktrYwPJxgZMQ2Fw\n4BDnnXce1133OUZGRhh88zCe57BhwyY8EQaRr+1+hdtu+yxtrS1s3LiJeKKR/33vD+jrWc7y5cur\n101B0TV0JbwuFbeq/Kv57H/jCDOZo5z8tjMoFvM4doCqgaJpBIrA9lwuuuTtdLa1Mj1ZQagCXVdw\nbAdVN5YMK7VHiuUAETY0Q492LC5mLzRNI5lswHEqyHljiYdCqUxmJs19P/x31q9Zy6uvvc59Dz2A\nAHpXruSd73wnlVIZL/D56U9/SmdnJ5ZlMTw8zNGBwSgpW6lUqJRKKMZsB0aYoA3wfXeB7+AH4AY+\nBB6qCI7pOwy+eZiVK1cu8B0uvfTtdHd10dnZyZGBYTL5Gfp6llMqlar+lIJq6BEe3MCvadlurKqh\n3sDw8FEcO8AwNQzNRBMKX//m3/LP//JVXLsCmolQ/aoSroIQ4d5Dz3NIJjXuvOtrZLJTuK6Pgo8c\nUPSpvyz2N32y2WyUtJ3tqtEjX1JV1eheFfyFeLj/oR9HvqRhGMfEg0w6HwsPkh+Aunioxw9XXHHF\nHDy8FX6otRe25y7gh1p74fhe2H4qxBx+CH03H+EHhGFPWKkSgcPQ0AE+9tGPMzIyTszQo9cW6sJl\nxjLgkv8nj/DnKhfKs2QB1patmzCsBKoA3dIRIuCR+58imXyds845myODQ/T1rmVsZBDbdgENx7ER\nCnjCwdItPE9FFeBQqQIvHBaWTnG5UgEcGlIJHLsctgRZCQL8atSpEAQe+XyWRCIVVSlkRqnW2ZKO\nlWEYUbbJ933a2tqithtpbJPJZOQA5XJORJ7S+I6PjzMxMcHZ55zL2rVraWtrY2BggNdee41sNssD\nDzzAVVddhaIoHD16lJ6eHnbu3MmePXtYsWolQ2Mj0eJTRaioulIdABQEnqBUKKKoPhXbZe3atSgC\nkqkkybgFbS00NDSQy+W45ZZbaO3sYGBggB/eey/nnXcBo2NjvPzyyxAo7Nz5ChXHwbTCVgblgguW\nCi7RaWyJk50pkEw2EjgVipUicUvHtW0MPUbgagTCo1RyMAwrug+qpqECtl2mUq4OjFYXE6t6KJUv\nJastyyAIZvuRZRlcVkBl4FUqlUJDoCik02k6OjpQVZV8Ph+1qsqqhhxSlbiSDrfrugwPD+N5Hhs3\nbeGqq68hkUhw5513cu755xEEAfligRUrVrB3716mpqZYtWoV+/btYzo9EzpuVSzYtoumqPjCIyA0\n4IEnSMQsisUiVjxGT1c3uq7TkAwX2VqWRSKRwLZtfvazn/HLJ5/gxw88gBCCs846iyefeorHX9pB\nz7IeXnzxJYSiUK4UaWps4br3XM/w4ABT09NoWo6hkRF273qO7WeegptTaEwGeELHx138hv4Gj6wg\nSKdF03XAwazuown79y2EIpXKDITw5/CDoihRVatWbbMeP/T393PGGWcclx9M0ySfzy/KDz09PREe\nzj33XL7whS/M4YdyuVwXD47joSkhviuO/ZbxsHHDBg4fPsyjjzxSFw99fStJpRKkM+EsybLOvjl4\nsHQbW/hU3ErY9lVVc/IDh8/ccBbnnbyWD37009geeG6B+++/n9PPOHNJsFJ7XNeeYy+SyThBIKJK\ndz17oSjKHH6wLItsNhvZC2BRfpBB+/H4YcWKFcfkh5Gx0bAiUnVYy2V7Dj94TohHp1IO28dMg+Xd\nPfi+T6rqzDU1NREEAQcOHOD+Hz/ATDrNt//lX+jr62Pjhg385Cc/YXx0gkqpxK5dr6FoGoapMTOd\nifAwPjFFU4vgnu/9gNs+/1lcr4RqNGKJEA+BAAid9sBzWda+nGvOSLFvyuf2T9+KH0BHRwdPPPYw\nW992Mi4qAUWuu/Z6svkKvuagKia+V13sHSx5lxdAtBpF8r1pmjiV8P5OTEzUtRey8p3Ph6qbcsWB\ntBeVSoWBgQFOPe0M1qxZw3kXXUw2m2Xnzp20tbUxOjrK8PAwjY2NdHSEtl22aj/86CNhW6pXVflT\nw/bPfDGHGbMoFcLf1/cqC3wHQwuvadi5UDqm7zA+OsFrr+1Z4DssW9aNqqmMT0wxNDLCt/7nV/nM\nH3+RFcuWEygqWgAeYYIYAkw9husVOPLaq/yPW67l1RdfRJx1Fkqg0NHRgVcpk7VL+L6K7WbwXZNY\nIonruSiKhhKAqgQQaAT4GFoMV3XJzmQRmo5uVBPPyF2lJ0YJSwbmtfP/vm9HvqQMymWHyHw8DA8P\nR76k5I/F8ABE9mIxPEh+6OxaVhcP9fjhlFNOmYOHt8IPtfZC+P4Cfqi1F9df/z58E9ySv4AfEAZK\n4IMSEARaaOeFiitcRsemEaj4IkAoEAgfRWgIJQy2NEUgApVA9cFfuAT9hKtgbT/7LHR1VuEtXyzw\noQ/dSC6X47Ir3oEiwHHz/PmX7mBmZoaYpSH8CioGmmLhuw4oDqVSGUU10VQdT3GxbUE8ngizpYqC\nFYsxk5kGUZ2VEGUQPvE4VKpZuzfe2M+mTZvCC1I1bjLrLi+irILIKoE86XQ6HBD0g0iJRWavawfj\np6enicVi+L5PJpOJZjgmJycpFAooikI8HmdiYoLm5mZmZmbYuHEjY2NjDAwMsH37dg4fPszRgUFi\nsRgxK1SCEfggNBpSYbvR4cOHWdbZjaIKVM1gz549nHryKWzavIHvff8enn76aRobGxkaGmLDhg1Y\nlsVpp51R7W8v097eycTEFNlcAdMwQNUoVxwUReXRRx/9zQNl3tmwfguvv/YKrlcgaSUoF1V8FwKv\nghEXFEszeF44iyeEh6qGQZVhVPuPNQ3HsxGODKY1dL9qkKuBkmnGSCaTc+bYZOthbYbasiwcz0UR\noWqlVAKT2WzDMCLnSf4fEO23kspk6XQ6yowfOnQIXdd5xzveQWtrazQTlE6nAeju7uaVV15h27Zt\nXL1xI3feeWdVfSmc8YglEqSsUEmnrbmJgSNHQ0Jtb+HAwUPMzMyweuUqVqzsxfUC7rnnHvr7+0mn\n0xwdHWP9+o380W2f4+GHf86zz73A6adv55FfPsbETBrH84nFTBoam0EJ+OY3v8mbBw/w6U9/GlDp\nbG8lrjTRZDWSZwpPhJVGVTkxWgSL+Qy+EJTL4SC8EAIrFsN2w0qwrpl4vo8WKfqF2cNafpB96nIJ\nJ7AoP6xZs+Y/xA9ykHgxfshmsxEexsbGFvDDYnhIJBIIRQ35IRF/y3hIZ3Js3rwV1XiwLh5OPeNU\nfvnwI6xYsQJN09jx3NP80z98K8KDH5ioqgaBh1BcFGIEis30SJ61PZM888RuzFvvwEmXcBVB3+qe\nJcNK7amUy3PsxfDwaKRMKzEw314Ac/hBtmtKPCiCRflBcsvx+GHZsmVRYFePHxKJBC+//HJYFVME\nRnUeQ/JDISgwNZlm/Ya1dHV1seOlnfSXD3H+eeeEWXIv4Bvf/GbkoDU0NpNMNfKB3/sQ+/e/QTqT\nY2JiinQuj1Wt8Kl4KEKjta05wkNnZyeVUoEvf+kO/vqv/oI/+//+AqGLCA8iqBDuVlNwPLjknDP5\nX3ecQaq1FzMRIz9TxMPh7ZdcyOTwNLomKAYuuqpXkwhmuPy7er98TgxHWQoogZS+19CqGfLF7IX8\nPsn7vj87u1koFMjlcuRyOWC2lU6KqKxatYpvf/vbXH/99TiOE7UJNzc309/fz7o1a3n55ZdJJsJ5\nHNfzQDFobEiGnKbD1GSa1WtWLvAd9h/o5/bbb2fbtm309/cf03dI5/LEY7EFvsO73nUl55x5Fvl8\nns72VlJGOyNvHmbFsj4CoYBwgThClAEVz3OIx7sR+Xt55Cd/SzlxKhtP24bqGng4pNNZDC1AoJNM\nxrn11lujqlfIgQBquCIjqCLMB0dXUGscYxlcaf6JgZuwhduNOiEcx5njSw4NDUVt4J7nLcBDMpmM\nfMmnn376mHjYtWtX5EsuhgfJD48/8VRdPNTjh4MH98/Bw1vhh1p74XilBfxQay+0QEd1HTTTJKiO\ny0T8UL29oU0EzReoqHhAIBbKvqM4mIGBJ0x8tQS+EvKV4s/9OhYPsJZM5OKNva+Ln//851x11VUM\nDQ0hAiWU48Qnnwtb+lINFh+96WN0dXbjOhU2bVjL2Ogg2XSaWKIBu1QOo8tqiX06PUNDQwOeF5CI\nJ8OKlGlQtisReako6Eq1JSJm4roelpnE9asOMQqqLpW9lCrZQe12a8MwImdJiFC9zTJmF4bKB8L3\n/Wh+Q1GU6IGQ7WmyVTGVSkXzU6VSiZaWFlasWEE2m2V0dJTm5mb27NnDunXrGBoaolIqs2HjOoIg\n3LkihOCXjz3JBeefw6pVa6hUKjz4s5+yZetWXnnlNRzH4eWXd/Dua6+r6W0NWwiffupX7N+/n23b\ntlEul+nv72fnzp18+9v/zIc++EFuueUm+nqWc+ToIOVymdNOX9q9NG875SRhmTpXXHYZTz3xKA2p\nOKVSSMi+Ew56KopCIhVWKYIgdH4aUo04vhcpavm+T9yKhQ6vANMyKJbLGEYMFCPKZikCtGrZXNfV\napZai9oQA8IHV7YQScKW1QA5g1ErhCDbtWT7mKyI6Hoo1HHgwAG2bduG7/scPHiQ008/nf7+fjo7\nO1EUhXw+H6pGnb6dN9/sx3Pt6uCqQTGXj1rIdF1n69aTuOuuu2huayVfKOB5ocT0p2+9lTv+/C8i\nHAOsXbuWe75/NwcPHuSkk05CVVVeeeUV/vRPv4hdqfD7v/9Bfu93b6ShuZGxsUkqlRI7XnieS99+\nCb4fvjdPBRQXxVFRlRiBXgEfTj1j6Rd/XnjeGaJUKlWD7epy8io/yOdbRUGryhmjKdi2M4cfqC5C\n1wy96kgHi/JD1IJ8HH6QlbDF+OHo0aMRHpYtW8bo6OgcfgDq4qFUKtDS2BQN4b5VPAwPD+P7Prfe\n+sm6eEjFY6QakowOj4bZeOESqHqEB01LoGgVRBAOVftBiZbmLdx4w01s603T2mJw9Yc/h6FaeIHP\nK7te5eZPfnzJcXPZ2y8UtfZCN5LIHXmL2QspziT5oXaJpi8CFMGi/ACzTtax+GF6eprJyclF+aG5\nuZXTTjmZXz39JMuWhSqBtfzQ2trO1VdfzYf+4COsXr2SNw8PYBgGP/jBPezft487/vwvIhy6jsNf\nfvWrbFi3Hl3XWbVqFWNjYzz66KN84xt/wzuvvJw/+qM/4swztzM+MsbI+ATdnR2kGpJMTUyF8ttK\nBR8LKKE6GkKNo2gVHFtBUXx8xeO/f+bvMFWNd50p+Mq3/g8/euRxDGHQvqyHklNmIjtFUrUIqm2X\nSo1jpKgCzw0QmsIF5y29aukVV1wmau2FbBlVUaIk23x7IasSMqEnZ+dq7QUQzfxpmkZzczPFYpF8\nPs/4+Djbt2+npaWFhx56iK6urjCwjsXQNIPTTjmZV1/bHfkOxWKRF1/cwTnnnM2yZd1cffXVfOwT\nH1/gO9x662fY/eorkZ9yLN/hG9/4G2791KcW+A5jwyN0LevEssJEkit8FE1DDQJ0oeIoAk0J8FwN\nRfHxApWv/eU9HN33PNdetoysspr3fOB3UB1B+7IeRqYnQfFQXBdPWGjq7B49RVHwfAchTNyggK5a\nBLpKwg0oq7NVG9m6K0S4LPzyy9+x5Li56qqrhEy2SX9B8on8WAhBuVymVCoBc/GgaVrkS05NTR0T\nD2/2H5zjS9bDg+SHoeHRunioxw89PT1z8PBW+KHWXnzmU3cu5Icae7F1+xnoAQi/jNBiET/IZ0zT\nFVxfwzJ8yrZAVQSa7xPIMZqaP64H8ZhJU3Mz2UwGr2zjaQ6Bp0QVRPmzA8/n8iuvOHFELj53+x/z\n7qveyfDgAD//2c8YGZ/g8ssvp1QphjKdrkc6M8V555xGqWKzd89B7vvRT7j5o3/A4Tf3h4sXk0mE\nUMgVCqAEYW+zH6oz5avzWF7ZJQgEZSfMHGsoKKaBFQszP4GmMT0zSaqhgUo5LMcHlXD4Tqte9LDt\nZ3Z7ebFYjAbZo75114vemxzSkwo4ciiudpGjHBJvamoiHo+TzWajxbj5fB4hBIcOHYr+f82aNSST\nSVauXMkLL7zA2NgYmzdvZHh4mBdeeJHGhgSTk5P09PRy8aWXcMZZZ/Lm4QFefvnX3HfffVxzzTWM\njoxF2R2AQi7P6aefTnd3N1/96lc5+eST2bBhA7Zt8+BPHqAxlcQplTjUfxAgXJC5xOekk9YSeAr/\n8p3vUMxm+cxnPslzzz2JY/uYZgwIJWDKxZB4Eok4juMxk54mmUziuA5utZqQTqcxqruaUJKYpoXj\n2CB8UAWmYeC4LqqvgqIQBEpVLKWIrod9volEoioQUIyykbWqldJhkkIsci7H9/2ozVRiLAgCxsbG\nWLduHfF4nKmpKVpaWhgcHIykmmdbBnzGxkbo7Oxk08b1PPnkk2SzWXp6esNdMGPjbNiwAR/BOeef\nx1VXXUVX93I+8pGP0NbWwRf/5EsAeM5s+96+vW9w4YUX8p3vfId9+/axfPlympqa+MTHP87qFX2s\nXbeGUrFAIZ/DMC0SVixyABVVo2LbuL7BX33lq/zJn9yObgJOWHY/EU4+myMej6Nq4QCvpqt4ZRcl\nANcPn31PCPA8zJgFfvgs1/JDNH/pCPSqsMVi/FA723csfqjdyQUL+cGyrAgPmUwmwozkB7lUdj4e\n1qxZw9GjR3nhhRfprcqEv1U8HDx4cFE8yNkhVVURgAh0yqUgwoOqVwg8HSF8PC/A9S1uvfXzBGrA\nr97w8f0K7/5DEwiXg5pLTzcA+J47x164dgVUgVdVeqtnL4RQ5vBD7ewVzC60r8cPvu9Hjuyx+EEm\n4xbjh0qlwv/81jOccvJJBEGwgB9OPbWJF19+iebmRq699lp+8fCj3HnnnXzsYzdz6NDh6P1rmoah\nG3z+v/8xpmny+OOPs2fPHlavXs22bdt4Y+9e7FIRVYHhgUFKpRIJa3aWzPM8/MBBKAYb1mzive+/\nmju/8VdUvBAPihIQBCp9vafguIKMX+A7jzpsOfMdKJqJ6zuUXI8mJc+uHX/Pqu3/DdPVCAydwJ91\ncnRVJT8+xaqutt88SOoc2d4n7YWcgQvnLUt17YVMtgRBEInsyIRMbeJF2vChoaEIQ6VSiTPPPJNy\nuczAwADnnnsu4+Pj0UzP5OQk//Nbz7Bh/Vo2b97IoQMHOTx4FE0L1560trbz4ssv8eUvf3mB7zA5\nOR3NGsKxfYc39u7FqRQX+A6yKuN5HrbjYCUbef6JHVzz2+8gPTWOjgaYKIpHEKj86f+4E02PoXWs\n5oHnXX784OcYPjKGqxQpuR5dwZu81v8iyza8F9N28JTZ50lWfI/+6tesu2AdvqogXEFFCTCEhjtn\npUl1jjI4MVrZs9lsFGTL6yVnfuU8pUzm1cPDunXrIl9yzZo1x8RDOpuJfMnF8CD54Zt3/l1dPNTj\nB8uy5uDhrfBDrb2oxw+19mJq53dYd/Z7yJcsFEVE/CArybqu4+4borjKJK614QYebpgBW1CREiKg\nb/kK/uILf8Xn/vRjDI9PoQcxCk4+agOf/dr6hSrtjjvu+K9DyjHOTDZ9h+2WmZyZQrcMGhpTjAwP\nMzJylFxuhjdef518Jk1TQxPXvOs6zj/vPN57/XWsXNFDV1cXnico23lE4KDqGqYRn5XHRYAIUDUF\nQ1GwnVBmOvB9XMfGD8p4rk+hUMKv9vtaloltV1CFgCCgYldQCMHt2DYqKo7toAAiEDi2g6aqOLaN\n7UiFLjvKKMg9DnIgUW5Gl20BMps5PT0dLv5tbubw4cMUi+H+gSNHjnDRRRfR3h5u0D50KNxn0Nvb\ny6WXXsrk5EQojqGobNq8hVNPO532zk6EAgODQ6RnpgkCwWc/+1k+8YlPMDk5NQcEsr1Fqpu9sfd1\nVq5cQTyRJJvNUqlUeOON/fR0d5PP5Wlt6cDzXDq7er68JICRx3HuOPmkU3j31e/kPe+5juamFH/w\nkY/zzDNPoRmChlQM2/WwrBgAlXKF1197ne6eLlRVwXM8fM/Hc1yUIEDXFAxDIZvOgVCpOA4oPr7n\nErgupq7jOvIeh+SGEAS+QFUUsrksnuOiaxqB7+PYNq5XXZxZNYylUinKRKXT6ciZlv8PYQWsXC5H\nO7zK5TItLS288cYbSNnSnp6eSBVMLkY+cOAAhw8f4corr2D//gMMHj3Knj17ueYSMTUAACAASURB\nVODCi2hsbiaTzdPS2sbUxFQ4h6aq4YzdIsd1Xe7/4X28//3v5c3+N1mxciXjU1Ns2bqVXD5HQ6oh\nmikKfJ+jg4PhigHX4/v/ejdv7HyKQ6+9xpXvvZ6KK6CcwwkCVqxavbS4Ae7+7r/coaoqIhCYhk4g\nfAwlLPs7toPrOJQLBZIpC9/zqVRcXD+sUkl+SMZiOJUKFbtCEPh4nr8oP6iKil2pHJcfpDrTYvwg\nlZtaWloi41rLD2NjY3Xx8PzzL6BpOps2b2F5b+9bxkPciuN6LsVKpS4eTENH1zQqjk2lYjM8MsBP\n7/1uhIdyuYJdKpAv5Pn85z+P4ygcOPQK0+lxPLfIReefxsknb0DXTCq+x8SBRzn9gmuWHDff+vu/\nuaPWXgTCxfdckrEYnuPUtRcEzOEH3/NQFSWyF8Ci/CADpOPxg2VZDAwMLMoPiUSimtDxqkph1hx+\nULWwhWvz5k2IQGF8YoLnnnuO11/fM8dW1Dpznufx0E8e5Hd+5/3omkE6kyaRSOIFAYl4/P8y957R\ncZVn1//vtOkz6tWWLfdewNi4YWOq6Q4lQIAASd5Q0uChPIHkSUhCCp3QWxopQMoDIdSYYrCJMbhh\ny1i2bMuyZHWNNPX0c94PZzSWbAnetfxf6H9/Q2shGM0+e1/nvq5rbyzLRhZ9uK73zMiSRDKdJBgO\n49oZks0fcsUV36E9mfUy9rJpAkEf11/3PXY2fErzwQYcO4ltm/zlT0+RSvUQCATxBcPs+uAxmpPd\nVFSvIBDyo2opBNFbOpcEEdO0mVw5mrrfPs/Uc04fcdw89eQTdwzUC01VCYVD2KaFKIhD6kX//mb/\nvmj/3lU/HvpND8BzKew3Heg3SOnq6qK4uNibdMnZ7c+aNYuSkhK6u7txHIfqqkq6u3sIhEKUlJbS\ncrCV5SeuQJBEVM0g0dc7ZO3QX8R/Xu0QCoXZsOGjI2oHVc0SDodxBfjDH59l+cLj6Wh4F0spxBD8\nCHoG1dDx+SWuv+57FJVF2bWnHl3tRM/0snDhHMKhAJIs4QuGWfevH1Mz92RwivCGok0QQHRdREFE\nln2oHzdQ/86blE2fgaVIgOAZBokSpmEi4BmlucDHa+pZdvLxI46bJ5544o7+F8R+s6KBtaRt2/n8\nvP4OOBzCw6RJk/K1ZH+8z3B4uPjii/O15HB46OeHG4fBw1D8MG3alEF4OBp+GKgX9Q1bjuCHgXph\nO42IkWMJhkJouprnB9u0cAFVy7Lr6ZcIiCbh2vGYtonjehegstSPCQFcME2NH3/3Ni46YyJuQSFJ\nWydgy2imnjcPgpyLoOMycdKkI7AzYiOCy5ae4PYlexFlAUnwkUx2IiBzw7evZ8a0aTQ3N+MLyrz+\nypusXHkKruDHsrMocpCtn2xm3tx5aGYGw9J5/fU3SSYyxEJB2tvb0TQDQZAI+ENkjCzpdDa/fN4f\nOtZPEpIkofhk0qkMkqTgCCBL3jgGjoEv6MfxtnDRc+Nntm17uxu5Ua9YLEYmoyIILj6fFyjafwPl\niaWJJMgkEilCoQBmzs7Y5/P2P6LhGBPGjSccjfD2O+9QUlxMV0c7giRSUBD17Dl74nR3dzO2Zgzz\n5s2jpqbGc2PZvp1YJIrlmFRWVpJKJpFdAX84wmtvvMqECRP46KOPcA5rIoiiiCxK3o5A7k382Wef\npbcnTlFREaFIkFWrVuUJ/fXXXmN8zVhmHHPMiLbQn336UTeUG6lUfAKaZlAaK0c1MoRiCq+/sZqe\nnm56unqQBOjpjmNZ3hgXokhG1fI3x7pm5KxvvZZ5vx2z7VjYlpdzJioybv/StKsjyt4iqFdUKvmH\nzBxgudx/2+w45Hck+kP7ZFnGNq0cUboYhobsU/ACtD1Do1QijV/x8r0i0SiC43Lsccewfv0HaJrG\nsmXL2LlrN6NHj6Zu23bS6TSSJFFcXEx1ZRWu4PDuu+/x5S9fiK17dvKRWCmuqPHGG+/S3n4A1/IW\nfwceMSc+AKFQiMcee4ypk6fQl4iTTKU4++yz86Nwd9/1C6752nVojkU44kNyBJq7EpQXF2CYNgJW\nbg/OJZHIUFs7ZsRHL85dudRNpzz720xGJxgIkzGy9PT05p9VWVLyM+z9o3ID+cEVvQ6Wbbn4Awp+\nvzwsP/R3pz6PH2TRG+kYjh+yaTWPh1GjR6Nms4P4Yc6cOUPiYdmyZXR1dRGLRPnXq68cNR7uuusu\nIqEwVdUVQ+LhvDMvoLi6BFm0iYZLae1sJxaJDsIDrovtiKSzKaLRMHf86Cds3/4xP//JL9jdfICr\nLruCvr4kHQ1b+Z9bf8hf31034riZPX2KO1AvdEPDtnKFpiwNqRde4XOIHzzbXyevF57JydD8IOVG\ndY6WHxYtWkSit4/W1la6u7uxbXsQP5xxxukogtc5mXvsQuobPuG5v/wDcBAZjIf+L0HOdSgrKyu5\n+eabKYwVMG5CLcFgkJkzZ+ZH3R5+8D5OWr6S4uoSFBxiZaMx9TSWCZlsCn/OnhvXpScex3BcMsk4\nLzz/D/bu2cmzz/6R/7rpFp566in6ento3vY+zz33TyonjGLBCefgYuNoBqLUH8ALpu2iGLD7iT9x\n9Uu/GXHcHHfMTHegXiiKNwLo4l1cDKUXcCgaJJFIUFgYQ8vqeb0QBBcHAVkWESSv4K4oqaCxsRFB\n8r7LUVXVKH6ZqVMn89xzzyHKEmeffS6RSIREbx+jRo1C0zTq6uqQJYHyigqe/+sLnH7qaSiCSFFJ\n2VHVDuMm1LJo0aIjagd/IEK4OIgCdCZ0SgvDKL4QpqEhimA5Looo0JdIYDgu/3jhebZ9spnKyipu\nuvW/ueW/buSvf/tHHg+PP3kvX/veXRiWgOWYKIj5Lo+i+EGUmaiU8cH99zD5qlX0RiIYtoEkBLAs\nb0TWcQ1SyQyjq6fxP7f+guf/+ciI42bRouNdEAftYR1yvDYxdSs/ai4IwhF4mD19dr6WlD8HD709\n8XwtORwe+vnh9TdfHhIPcCQ/PPPMM4PwcDT8MFAvfvnzXx3JDwP0YtGKCcxbcaU3yYYwiB8cx0GU\nfWz7zT+pDeiUXbaKtGWD5Bm/GIbFyy+/xDnnnoXfF2bjBy1s+PANWls38sOf3U0oVIppJ7AdIT++\n7zjgWC6uaXDGOWcfgZ0R62DddOt1dxTEKrni8i/x1SuuZNasOcycOZNIKEgmmwVBQJREdmzfyYQJ\n43GRMG0NUVLYu283VdWVBBQfPn+AJcuWcf8Dj3DGmefQ3tmF7doUlxRg2jp+SSabTgEg4BIKh0n0\nJfJv3I7joKkaLg6CYJPNZND1LK7j/cEzqQyW45BJayiyD8MwEXERRBdd18hmVZLJJLblkM2oZLJZ\nUokkiixjZjX0rIqu6TiCRyC2baDrRi5vScV1vJ2LA01NpFNJEFzUTMYjY8Mmk8zQ2dbJ//nGN2lv\nbacn3oVtmbS1HiSVTJBKJQkHZCTRId7VRaKvj+LyMvbs72Ty5Mls+HA9hjG49S0IArW1tVRXVWGY\nRv5B3bp1KwuPX4ggCERjBWzbtp329g7q63exd+8eqkdXUj2qZkRveBp27rwjkUogSQqm5Y3RRGIh\n2ttacR2H2nGT2bRlE1s213H6yrPZ29hItCBKrCCMKIJfknBtm0SiD8d2ECQBNevNMvePWimygmVr\nZLIZbMvAdUwsQ8d1RSzbwbJsdM1CkmRkUcB2LHRNRdN0z6FQ9GGZFrrhCaNrO6QTCUxVQ5YkdMMg\nnc0g5OxPvV0Mz2VS17L4/X7UdBpFUUgmEyiiSFNTM6IjUlFawd7de9F1gzlzZrNo0fHsqNtOYWEB\n4VCQksIY2AZjRlXyxuurWbz4eGLFpfzu2X9QWVXK5o834biefW2/3aggCCxYsIBIOEJ3Tw/gFQDl\n5eV0dXYRKywkFApjGCYbN27CNC3GTZhAZ3cL7R0H0TSD7du388orL1FUWEQmFcd1IZXU6ejsoqv1\nILXjx4/4zeDzz79wx6Qp02jYu5eKylIMS8MvyQT9imeqY+i5ToGW29/zCuKB/GBbJorsjYmZhk4m\nlR2WHwzdIJvJfC4/ZDXVc3Ubhh98Pl8eD4lkH5ZhDOKH7o7uIfGgZjOYpkE4IDOqquyo8XDppZei\nZrPIim9IPPiD3nhLZ3sXvb09xAoLaNi9O48HF5n6+v00N+7k36tX0xuPY6VTSKLApPE1FEULyRq9\nCHaGD9a/x40/+AGhSPGI4+buX/3yjoF60c8PsiyRzaSG1AtDtwfxg4CAYRzSC0mQh+WHRDKJqmuf\nyw+uAJl0alh+6OhoxbEtjj9+AZWVFXR1dgzih3Vr1zFjxnROP/sCtmz5lN54F/v37cfF7Tcizpsv\nzTt2HgF/gL5EH47j0NfXxyWXXIKuaSAIpFJpGhr2cPBgK5Iks6+pkXETRntZap093P/gPQQCQZKJ\nHhxdRVMdHETq6/fTFW/BUnX2H2hm//Y6GhrrOfeMU5k79Vi6EgfwCSo79uxk6YkrWXHquSiKjN8X\nJJnIYOPiCgLJVIZoQYxYcTHtyV7mLl8y4rh59OFH7hioF6KoYBsqsiijapkh9SLZlyCTToNpYWq6\nN21h23m98LoGXrdTzabBdVm+bDmV5WXsbdxHKBAglejDNmD/3kbmz1tA/c7dVFeOpq5uK45t0bhv\nL6lkggXzj6Nl/z5wTOYfdwyvvfIqM2ZMp/Fg71HVDggC27fXHVE7aGYa27bpbOvk+b/+mYLCIhLx\nLvRshlTaoqOrneamLuKJNixVJ6uqKJaNZqSZOG4Mpy8/lb5MHMlJsGPPTi68+GsEIhWUxAoRRIms\nqoEo4goC6bRKQVEhli9AXXM9oxccg6j4iYZDKJIfnz9AOBxBEBzKSsv581/+SCrbw5e+NPId8/vu\nue+OTDpDIplEV7UcHux8LakaOorPh2Vb2EPgoaW5OV9LyqL4mXjojffka8nh8NDPD++999aQeBiK\nH7Zs2TIID0fDDwP1onEIfhioF7v3tjD72OMpDBWQSB7ih3hvgmAoTCAUZMEpp2BGBdySYkK+UG63\nNUpBQRE1NaMoryhjzbvvU7drE6Wl5Vz99W9QM2404WiEbFpDEb2pJklUcGwbURRob2ti7rHHHYGd\nEXvB+vFP/36HX6zmyxefSndnS86qFQIBnzdGoZsYlklLSysTJk5GEEUc18R1JXp744weNZqnHnua\n2bPmEIxGeOf993nttbfY23iA1rZOli8/kXA4wq5duyktK6eyshpNN4nHe/MLo47jEAiHsAwTf8CP\n3+/L23Mbho6uqziOhWUayBKYuoaAQzqdwXHBsuz8roSAiSiBpmYoLi5A0zIkkhlCoQCyXyGTVTEN\nHcMwURQ/hmEiCQK25ZBIJ0kkEoiCSDqTQZIlIhE/gZCCZamYlsrexgbOPe8s2lpbkWUJcEmnPTOQ\nvnicstISxowZy9btu9jyyW7mLVxKZ1srTU17cQfcloP3UPT29tLd1cWJK1awZ88ewCuOli9bTnV1\nNZquEQwGefDBB3nyySe5+eZbWLhwESCMKAF9vH79HZLiQ5RFTNO7FRQEEdtwuPab3+L8Cy7k3bXv\nULdjH2s/WE9rWyfdPT2sPP1MmptbEASRrKrjDwYBkXhP/FCGjewZYEiiiOKT8ft9aJoXyJpJZ3KO\njQ6ObeK6Hi5SqTSmbqLqOoFAgFAojE8WsCwvzFUUXExTw7QMREFCt3RULQsIOLZNKpVBUXzYpo1j\n29iWw4pTTibgD5DV1FzkgEKsIIBt64QjAb717Wvp6m7now0fYpkG8+cfh6apnHDCMro6OhAQKCkq\n5Iwzz+Slf62m7tP9zF+wlFhEYceOTxFw6B+MEASBlStXsnbtWrq7uw853+HNK1eUl1NeUYGqqlx6\n6aUcOHCA+++/n7vuvgu/L8jsWfOorZ3ItOkzCIfCaI5FT1ealgOt/HvNq9xz90+oHF3N4oVLR1y4\nLr/iqjs2bdlCZ1c3sWgBEyZMZNeu3dSMGYckKziApumk0+n8mFYwEh7ED4Zh5jpQNrbtYFr6sPxg\n5nZ0Po8fTNvEMMxh+eHEk0/K48GyvFGHgfxw2+23DokHRfEW5fviccaMHnXUeJg8eTKSKBHOGcgc\njoef/eTnrDztLLbX1VP3aR17dzaQNLJ5PJxy+jLWrnuJ4pIq0n19qHqKwrIAS+ZUcnD3/zKmsIVA\n3yaCgSAXXXsLWz7Zx8VfvmTEcfPAfffcMVAvXMdB8XnRIqIoDakXougO4oespuLmjC08MyVrWH5w\nXQfbcT+XH5KpVM78Ymh+yGYz9PbG2bWrnkgkyrx58wbxw7e/cyO/fuS3fLp7P6IU4MD+3XR3deMe\nhocVK1awbu06Tj/9dPY3NXlj0nh4mDB+Ao7rXUQ8+OCD/Otf/2Lbtm387M4783j4z8cfk0gkcAyH\n9mSC3q4Mu/fs5PQzT2btupeIKjG276hj84b3OO/iU2n75F2KonU4ibVEszs46ZxreW/jdtIZhXvu\nuYtx4ydT9+lGDENG1VT+vfotlp+4nKqqKjq7unl74wZWrhz5EcH77v3lHQP1Qs2m0TQDUZFJpdJD\n6oUguiiKSDqbRZIVbNdCVQ/pRSaj4vP5sU0bAQGf4qO9s4NEIomm66TSacorSjHtLOl0L6LkcOYZ\np5LVUiQTCXp748iyRDqdoaGhgRnTp5NMJIn3dPPf3/8Bv37ktyxYcuJR1Q6O6+04H147vPnGalxX\nYc/+/bi2g6brdPam6OtM4kgGF3/5fNZ9+BpBAmzfUUfTvq1c/tXTmVMp0NvyTyT1Q+TebZx8zjd5\nb+N2ZLmYF198CVeSife2k0yqNOzZy6bNWzhh2QmesZhq8NGnW/nRj37MeRddjJXNYtg2hqHmDYYM\nw+GYufOYOGUstWNHfpT9oQfvvkOUBUTRRZJAUUR6c9MNsl/BMMz8JYdp2kfgoa2jPV9Larr+mXhw\nXe8F7bPw0M8Pexu2D4mHofjhcDwcDT8M1ItFy2ccwQ8D9UKUAmRSOuHCMAcOdOT54Ywzz0DOOXj+\n5e8vsm7TekzLRVBkwr4AmqGTyWQIh0NIoo+ZM2ezZMmJlFYEiRUU8Pbb7xGPt1NcXEZBLMb7a9dR\nW1ubN/SoGTWa0vKKI7AzYmvEJSW1BKNh6nbWU1Uaw694o1rprMb3v38bgiARiQQJ+cOctvI0HEHk\ng/UbKCut5uWXX6O+fg933PkL9uzZhSiKjK8dR+O+Zm8GV/LxzO/+4rVXBZus4ZDc2UBpWQXHLVzC\nujXvYtgWwUiUbdt34Pf7iUZCnvWuS358RxLlfBhgVlCJRCK4rks45CcQ8JFMpzCy3pK7pts4joUi\nh+jrzXhtVMkmqaawDJNoKAy4uLILlkpQUSgrL6GwsJDedJZQKMKndTtQVZVwOIxpQSqZ4OyzzyUc\nDtPU1EQsVsRtt93Gk08+yXHHLeCGG27gjjvu4KRTVnjp3KWlPPT4k5x1zrn89blnmTFt4iDr34FH\nlmVc22H9+vXAIZvJjo4Ob3YfF9d2UCRvpvfpp3/DTf/1fT7csPaLhMkRJxiNoWlZEqk03/3eDWzf\n9gl33XUPH32wnpde+Rfd8R5EBEIRP9mM13VKpQ3u//UT+HwyZn8gbO73VVaWE+/pobCwkAPNBzEM\ng/KyMnw+L/DQzRGJIsuIgkQqmQbBxaf48fv9+BRvUTMk+Eil06T7egmGIt4ooOXlzzi2hOu4ZGxv\ndEsARMdBt2xGjyrDMS18kRCxWIxg0I/tugRCQS8AV5bAcHEzUFZWyXHHHce2up1MnDgFRQmwYsVy\nz2LVtOno6OCW27/PH//wLOeffz41NWO59IqrWLR4KWefdRsHDtQNMjDudyPq6upCkiTmHTcfSZFp\nbm7OL9hrmkY8HsfUDaZOnoJj2dTU1LBi2WnIskxJSYQVpyzixVdeQu3TmVam4DgmB00/hplBFAw2\nvv8e3PDfXyhOhjqCRM4OWGbjlno2bd2JKNh09CRIpzNUVY/KjVqW0tnTTUCUjuAHGQHb8oJ7i4qK\nPpMfMmoWI5v5XH4wdYNYOMJw/DAQD6ZtEQkN5ofh8FBUVERXVxcnnbKC8tKyo8ZDQ0MDybJyguHQ\nkHhIZ5KsOOkEZh93DPt27UcUZWpDdh4Po6qKkPCz4d3VtB9oZ9Ks6Zy28ix8peNoeXsLgXANE45Z\nwp+e/w9SQGbJ4vkjhJTBR9fNQXrRzw8SAlKuq3W4XgSDwUH8IIoiqq7l9cISpGH5wdQNAorvc/mh\nP8tsOH4IhcLcfvvtiKLIm2+upr6+fhA/jB07juuu/xrP/vmvnL1yJU37NuVHQuEQHhYsWMDqf/+b\n555/Dn8gkNeKhoYGRlePwhWgIBqjoqwc27To7u5m7qwFKD6RFSedwOSZ0+g+mEBXX2G0rJOV/STF\nSB4PL7/4POluFanQz/nnX8b8M77Gc799luJxk7jy2kuwfO+g+ATGjR9FQewc6nfuoKy8nEhJhHh7\nJ9u3b+eRRx5h+7atnHful2jNOWuO9DlcLxTFTzik4FoGRdHwkHohSQpqVkU3DJLpBIoke6PqOb0I\n+GVER2dMTYWHOUXhnTXrCPgDRKNRZFkm3tNHItnLBRdcQEFBgWfo1Jdl3Lhx3H777Tz77J+44YYb\nKCkpoaunE1M3aGlpobp6NNdd/zXu//VTw9YOrut+bu3gCuBY9hG1w8wZk5k4pY0PNnxIY30LQraL\n2mI/zbpMyrApLJTxuYfw4C+NsrepmwtOO5F1r+/i8m/fRDpYiuV7E8UnkMrqlJVXIyKQSGYZX1tN\nQ0MD8XgfjzzyCNVVFWSzNhu3b+W+xx7lhIULOfe8c7n5+z/g1X++Rlt7MxMmjENVVcZPqOX5P/+N\nE99b8cUD5bAjIOOYAo7rOd2qWXVQLemTZNLpBIGAH0kSjsDDmPG1+VoyEol8Jh7a29vzteRweOjn\nh7feHBoPw/HDQDwcDT8M1IvJ46ccwQ8D9SKbFUmm+mg92DmIHx566CEOHjzI+V86j62fbEIOCiw+\nYSnvrH6L3soKFDHMv1e/im2bLF68mAMHDiDgUFf3KWeevZILL1zJ1i07GTt2HE3N+/M7bl/5yld4\n653VTJ06nakzZx35XY7UDtac2TPdRF+K6qoSRILEokGypk5PTxehUAhRlMlkUpimjSRBOBxD8YGa\nsrBtk7a2gxQUFBCLxZB8MieffBq/uvtuPMMyMW+z3R86bOg6kUiIdDqLLItYlmeC4Thw/vnns379\nB0TCYYpjUW/sLhxGN71iXFW9oDVD0w8F+iIQi8VIp7MYqoYkw5zZc3n51TcQBZG5c49lxbLj6evr\nY+HiRTz11FOMqx2PoetceNFFmKbJwoULaWtv5frvfpdV556HltFoPNDIscceS0AJsG/fPnp6evKB\ncyUlJSxdvpRt2+pQFIUNGzZw6mkrOXiwmV27d5LNGOzf18Si+UvpiO8nmUzz6c5dgxLlwRPOiooK\nykpKqd+9K39b7/P5OHPlGZx66qmksxn+8/5aKisr6UunaG5uwh+VeOeNkd2JOGHpYldVvaL1wIED\nFESK0HWVlpYWFi6aj246yLJAUUkJr776Bq4j5gsFODQ8PGXyRHw+H/X19VhWzokKmDt3Lq2trVRV\nVRD2B3Adi1QqiShLedebbDZLJpWmoKCAdDYDuQR6LxAbFAHaOtqYe+x8Pv74YwQkjj32WEZXlTJ1\n6lReee1VVq1axYfrNzBp4kTmHnMMtbW1FJcUARAqKCAdT/Lgg/dTVFpCTXUN7Z3dhAI+du/ejeu6\nlJdXEooGePHFFznzzLNpbGzEcQX6+vpIJHqZMGECs2bNYeP6TcyZM4fHn3qcb1xzJffd+3Du7yAO\n+ntMnjwZRZKp370r/7NTTjkFRZI58aQV6KrGW//+N4XFxQiSSF+qG19YwSdI7Gvaz5TxY5g3upQq\nrYMtOxqYueR4XqnrpDWeYtHYMTz0l3+O+Gx7rCDkppKqt2uZs1jv33fwzC+s3Ly74wWWCkPzg6Z5\nu3q+gN8bzRiGHzwr/8Dn8oOiKGzasnlYfqgeOzaPh01bP+GSS748iB8EQRgSDy0H27jooos4eLCZ\nlpaWo8bDqlWrsE2LpctOGBIPJhq2ZtHS1sq0MRWcPmMURaaax8Mz7+9i0+Z6zpgyCsvWGHfsPN74\neBsTC4s4Z1KElq4OCipH8VJdN5ppMaZ6HK+8+uaI48anSO5AvSgrK6OqqgLBdgj4lSH1wtD0Qfzg\nCAzSi55457D80NPTQ0VV5efywwMPPEBxWfGw/FBWWUJxcSk7duwgkUiQSmcH8YMs+nEtiEQVNm7e\nRs3Yat544y0G4qGfOydPnERTU1N+P1CSJFatWsVJJ64gmU5RM2o0b77+OuMmTKCxaT/1++oIhBRs\nzXMIqwrILB0bwk6ofLjtE4457Uxe2bKfTZvrOammmKbWTirnH0tLezffP/dEDta9z9/f389XLjqB\nNw5YtB9sJxaKcvKpJ/PW6veYNW0qRaWFaKpNOBpB13USfXFKiwpZvHAJF37lKyOOm2NmT3MH6kUo\nFMJybDRVxx8KDqkXH23YiKL4ueSi85g0aSLt7e28v25tXi98isK3vv1tqqurMS2DjKqyvW4nrQea\n2L//AOMmTqCmehT19buJx7sBz/K/vb2TFacsp7i4lNbWVjZs2MCOT+uJxTy3uWQyyczpc3At6Iw3\nH1XtkEyn+HDdB0fUDgUFUfbvPYA/IHLe/JnE+vaz5t0PCZXFiEeq2RPXGFNSg9uyi6bWTuQpk5g5\naSbH0krrgU+RRs+ldsp4/r5+N+0H2wmFQtx8w008/7e/M7q0gqSaYdLEKRiWTTqdpK21hbNWno6a\nzDJp8gTue/wxjplzLAeaGtm2fTsnrlhGMBClqmoUuCYHDzZz732/HnHcTBk/xi0qLmHjlq0ISCiK\nn29de3W+lly7di2JRILWllYqKyuPwMNrr72eryVnzZrzmXjwOuTKZ+Kh7LBP5wAAIABJREFUnx92\n7xkaD0Pxw+F4OBp+GKgXb35UdwQ/DNSLRCaJa4icctrJJPp68vyQzWZpbzvIjm2fcNllVxD1+/n7\nyy9x+0/v5LvXXs+iJYs5+ZTlrF69moryGubOnY2aSmO43hh3LFJAMBCmN9XL5IlT2LO7AV3X+c+6\n91m44HiaGhp4+He/OwI7I/aC9d83Xe/6AgoSQUxTI+j3g5hLUrZBEn2YtoUo5dLZEfPuWoZh4PP5\nUBQlvzfz/PPP05fKUrejDseREEQ793tADgeJplTSQHFNOV0t3ZguSIAjuEybMR2frJBK9vHgvb/C\nNk1wRQKBAKbj2aTG43FCoRCqqhMIecv7L/7tr1x86eXoWRVZAikY5JKvXIkLrH3vfRp37fD+nwP+\nXF4A+AcEGWumgW2bbN/xKaefejotLS0Yhk5RrCDn+29iGjaOa2E58M477+IPBJgyZQqf7qqntraW\nWCyG6zpkMlkaGvZSXV1JUFEoLCxk7fr1dPckePfdd/O3rNYAMwbXdXEdb4bUcQVmz55NRUUF02fO\nYHRpBTv37qKqqIhEJo0S8PHmupfYvuHAiBLQj3/43y44yLIvT+w+n+yZmgQCiIKEKEAwFuLqq6/x\nRk9dEUQHXBBcmVBhgBNra3h76040EXBECgsLySZSXP71r1JZXkE6neak5YvxibngUFfE87rwnJN0\n3XvwECVCoRCGpnLNN67nLy/8BUvLopsGuu3wne/dgG5Y/Pq++yktLECSRJSAP99iF3OjZIqiYGNT\nVlZGMpWlu6uLYDDI+PHjaNrXiCsKCI6LZRs4NmQ0Fcf1irnf/uH3nHvuuaxdu5ZLL73Ue5kUJMpK\nS6nfUYdPkbEdl3++8iqfbPsUXVfB9fYs+oO++61qZUnAygUuXnjhhTQ3NzN/0UKmjx/PzobduKpK\nn5ph3cY1lJXHSHSoqKpKKKAwrjSGku1lY30Xx88aza5elY5elSrJpq5TG3Hh+u73rnMffugJEAVy\nS0FIohfM7hegNBgmVFbEnv0tuIKE6IIrOIP44dFfP4Dg2mgZ3esuSgzLD+PH1NDS2vG5/BAIh9A0\nbVh+iBUU5/Hwpz/9ka9dedUgfrBte0g8zJ49l46ONlzXQfEFjxoPK1asYM6cWVgIQ+KhpChKvCOD\nokjIgsWUQhlL0/N42NydxVZlJsZgW0MnM2eV05IQKIoFmRASaIirzKopockNsbdhD7bh0tbZO+K4\n8YmSO1AvbrvtNtLpNH/+w2/5/e+eGVIv+uML+vnBtS3+/tdDeiGIzlHzQ2FhAaNGjRqWHw40t7Bm\nzRpmHzOXTCZDY2PjIH5o2r+fUEDBr/iYOWs2DY37ufHGWzwzjZwZg9/vzwdne5cQh+zoly1bxtxj\njyGs+Elkktiad2OeVVU+2r0eO6sR78ggSS4+1+SYigAb93RRUzmKiM9mc3caW5WpCIgUFwfY3xfH\n5ytlWpFAPJmhtLSUgOSy1/LT0R5HtHUuvPQiKstqKS+rpKQwTE8iQTarEQz6MTUdTdPQdZPv3Phf\nI46bf/3vX92BeiFJCg4ugUCAbDo1pF5c+63vUl5ezt0//Smi6FlBB8KhQw5+uYsbR/A44vXXX6e1\nrZ0rL7scX9BPX18fsXAkF5QuYJmee2mkIMbmLVtZs2YNU2dMp7a2FtdyWfuf94lGY8ycNcdzOQwo\nlBQVH1E79B+/35/nhuFqh7Dip72744jaId2tEvBFsCyNiWUxQtku3v20l8UzRtHRm6Apa1OgFBBT\noLg4QGMqiyiGmOZLcdAMMGtUAXaomL2JLB3tccrLo5yw9CQWz19GVs/iWDqyz086nSUUCpBJptAt\nk0R3H6GCMGXFJRw40IphGLR2tOY/j2mauVgEg9//4c8jjpt//Ol3btbQ+fo3rsOVRMrLy/nVHT/O\n15L9Ky4BxXfIAGMAHi677PJ8LSmK4mfiobi4OF9LDoeHfn544OHHhsTDUPwwc+bMQXg4Gn4YqBc9\nRuQIfhioFyXVhTx03xN0HOyhtDSS5wdd19G0LEGfn0Q6g6l5u7CpRJri0jKyetaLh8rlRR6Ky9C9\nWtNyMS2dYCiCqmaIRkIUFxSz4b11TJo5BTlr89Cf//D/nxysyqoqXEdGkAxkMYYgBBFkAcuxEB3T\nK4Cw8csBEH35DyyKItFwyPslgoxlWASDAa655v9QPbaK0045D8exkUQ/lm0iSQHCFpwxZQrP7W3A\nNUQqqito6/TctRZPmUGvYFJdXc31119LW3MTguti6JZXOIZCuf+ujJpW84HBIi4XXHABpqbhug66\n4ZDNdHsjigJs+PgjSgvCOMIhO95gMEgmlQa8MUTJpyAIIitOPInGxkYkSaLpQDO+iT6vuMu140VB\nxnFM4vE411x7LQUFBTzx9FOcddZZNNTvYtrMWXR2drJ7926KYgXUjB7l7Uh8+VLSms7bb78NkM/Z\nWbJkCevWrcv/syTKCI7D+PHj2bdvD5MmTSDgE1i2ZCGKJAMCHb3d+Df4v2iYHHGqy8uwXSGfEeIF\nObqIsgKugCyJGIY3A/yd732TRx56Gtt1ctagXl5BOJVm39adGIKfMZXFSH4fjfubKCwopNgW2be3\ngdaD7SxddBymbdHX14eTM9Tqz6Tpz6aQ/RLJZBIRlyeffIze7m4vfd22GD95Mi4iPl+AiuoqTDWD\nYeiohopheP++InouN6qq4ooCWfUgzzzzDNd8/Ruoqkpre1vOcczJ5WJIILkUF5dQVV3NJ598wlVX\nXcWuXbvYt28f7723lpkzZzJz5kzGjRtLYSxMKpEknc5w3XXX8cm2Oh577DEvo0X0untVVVU0Nzfn\nwhnd/K1UY+Nejj/+eBRsqspKKS4rws5qZA2DDzavJegLcOtPf+SFFIoKgmtjmxYXOgKurRGRCygq\njvDy3deNIGIOnfXrP2Dhonls+HATgiThWC6SFEBybWpsnY5MBqm4ktKiQrr6+nCAs45fOogfGht2\n4ZNlDN0boewvOIbih927d6PI/s/lh0SiF0lShuWHe+65J4+H+ccvIKOpg/gBSRwGD3uQEJg2cxa2\nbR81HrLZND09PZSWFA2Jh/bWDn7+o3vx+SUkQcYxdGRZzuPhEjHCy398hAqpm46GTn5yz720dovI\nqBimS8CnoOkWigspy+I737l+ZAGTO4frRT8//PKXv/QyrobQi34HsH5+kEVhkF6omjEsP2T1LKZp\nfy4/SLLymfwgSjIdHR2cf/751NfX8/bbbw/ih22bNzFp/jyC/gDdXV38+oGHmDhxPI2NjbiCN/5o\nGEa+c9+fzWOaJhdccAHNzU2YuoZq6iw6Zi6Ga+ccbMOs3/mfPB5iBWEkQcbKZjnXFTBFEAyTS8QA\nL//xETZt/YhpZRP4yu13ovhjKK6OIAcRTQ3VEVjpupTXjufKKy7EFaAwGkHVMnS09eEKMq5lYmpg\nGgaKLOMLBkYYMd5pazk4SC9EUQdFwjI8K/ah9MKyHC9jSBRyF3ouyWRfXi98kpxzHHQQFYWeeC+3\n3nILbS0HvT1S51AwsZVzuhQVmd7ePmpra+no6KCzp5uzzjqLmdOmM2/BfB544AG6OjtxTINJ8+ch\ni9IRtUP/6cfDZ9UOqqkPWTvcef8vyaYMAgEfWDaWpvFl2Y8lWCi2RDJj8sqjt1Hf1sO0sglc/sNf\ngentIYuygqBrSHIQ27Uprx3PT+/8b6ZMnUSyrxfdMVAEAcu0ERwbU9NRZG+80ufzEQwGSaXTVNVU\nY1kWo8ZUITjuoIw50xmZZsPhpy+RQgn4sVxwc3hwBPK1ZP+z3u9GezgeBtaSY8fUfCYepk6dmq8l\nh8NDPz9cffXVw+LhcH44HA9Hww8D9eJgp3MEPwzUi0h5mObmA2CKdLQl8vwQDvgJ57K3REVGkoop\nNcuRJAVJlpFEcEzvGeuvK11Rynfs+iddgLxFvU8WaPwkRjgaRigaGjvikD/9As6lpy1kybRSvnr2\niVx6znIuOmsFVUUR/JpNRnORpCi6qpBVXVRNRxQlRFFCQsR1RULhGNFolLLycqLRGLLsY2/DPmbP\nmsELL/yJpUuOZ1R1Od+87koyZpZXmlqoqKomHPOTzaYQBBsBh/c//IDvXH8dx805hubG/Z4VquTd\nKodjUWxckCT8/gCRSJRAIEhxYREFBcUg+TxjBEngyd/8jg/Wf8Q555yL48DNN9/MtFmzuPX2H1Je\nUekVK7oBkkg4FiUUjeDzBygtK+Ppp5/OW0Pv27cPx3FRAgFkvx/Z70NUFALBINd/61sUFRXR3t7O\nt6+7ntWrV+MLhvD7/V4GgiAyevRo3np7Te5nSa786uWsXr06b0sPsHbtWhzH8WyTc3agt9/+fRp2\nf8q0qZMoiASZOW0qJUWF+CMB0K1BGT4jeVTdwnVB1w0ikSiiK6AofqKRGKFQiEgkSmlpBRUllZy5\n8gxuvPFGfvQ/tzFx/Dgqygu57fbb8QdF4uWjqawqwRIsItEQlZWl2LbJ7579HV8+fxXf/NrVZNNZ\ndNMmEiskFI0QjIQJhMP4gkH8oRChUJhoKEwsEsXnDxGIRAjHokybNYv7H3gIQfTGBg3D4KtXXs2G\nTVv4+V134fOHKIzGCPkDSD4Pa7LfRzgS5emnn+ZnP/sZst+Xcw3zPqcvGERUZARZIhgMUVhURFtb\nG2vWrOGUFSdx8YUX8corr1FdNdp70S4qIuQPgCtQM2YsoigyqrKChx56iG984xt5RzTXdfPFtOu6\nCKJ357JkySIkEeI9nZx3xukEQz5kEaSAj7Di98wWXBdJkEgns2QyWbKaiaU7TB5TRU35aK797jf5\n+MV7CRWPHmHUeOd/fvAjrr7yKl597WUu/vL5eX5QggopCUrHT0SSTMaMq6GoOMao6soj+MFxQFL8\n+ENBQtHIZ/KD7A/9P/GD7UifyQ8D8TBj+swj+GE4PPz+98/m+eH/CzxMnDAO19KHxYNjuYhIZFJZ\nTNNCE8VBeGjat4XlExWuufUeYrXjefWhu9G646imhWsJaHEVzXGwRAHH0KkaVTnCiPHO4XrRzw8B\nv394vTiMHyLRwkF68Vn8YDvS/xM/lJSUfCY/BINB7rzzTl74y3OsWrXqCH5IJBIUFRZ7ndNAgNNX\nnsrSpUuZMWPGIDz05/Z5Qbhwxhln8MG6NUycMI6CSJCzTzuV6jGVhMNBzNxNlGvZeTzEu3tJxPvo\nMwxqakYztqKUKZOm5fHwg5/+mg1b9qLu34OgOxi2SLYvjW6KaI6DZlm4uooS9jNm9Ghsx0B2BWzL\n26n0Cwqi5eAKLhYOjqqNMGK8c7hehMMRQoEggUB4WL3oN14orx7Fj3/2MzZu2jpIL4KRMP5QkGAk\njAssW7aM/fv3Y+NSUlJCOBxBkmSQJMKxKKKiUFhYxLtr1uTx0F871O2sJxQKeSsB6XQeD0PVDv2h\nvP3F5WfVDmefduqQtUMikcIyLOLdvWQ1E8MUGVtTzcTqWn71q1/x0tM/ZFyRmMdDqSJj2g6WKeCm\nTDKOgmqbeTyojufYatk6mC4uErbp4ENGtBwMx8LQNfwIWKqJ7ErYmoqlZ4mGwvmiuX/X2DGtz/w+\nv6jjiDL3PvgQn+7ckcfDwFrS7w+A7SAq8pB4GFhLfh4eBtaSw+Ghnx+Gw8NQ/HA4Ho6GHwbqxVD8\nMFAvuhM96EYGEWsQP7i66QV92yZBUcLVDCRHBMvEzGbA9mJ5+l+oXNdFdEERJWRBBNtBFkQkXLKp\nJB0dbWTSGps2fIyRTLHjkz1Dfpcj1sF67EcXY6gG2WyWbftcKsvCdOkiTjbAeTf+F65rEgh5y8FI\nIrpt5cPtRFEgrWbz7TzX6rfQFbnm/3wDQzNYsGAue3Z9ypsvv8LSFQupHTWWyuqxHHPMXK655hrG\nVI6msLCYRl8rseISgh0duRah95D5fD40Q6dm7FhE0RtNFF1vJr2ppRk557JkWCZ79jXy4cZNbNi0\neVBA4+IlK3Ach1NXnsNTjz+C61gIAqRSKS+LS1Z46623+MpXvkJPdxcALk4+cFSSDiWNV1VVk06n\nEYDeeA/RSJiSwiJ0Xeett99m966dTJ00leLiUi65+HL+9PyzPPvss7jAl770JV5++WVuvPFG9u7d\nm9/p0jSNaDjMT376Y+655y4WLzyexQsXEggE2N/ahmY7yIKDqGWIKQ7BkO8LRsmRR5RFbAFERSat\nqYiiQNYwsIWMd5viknvQHXp7E1SUFjF+4kT21O9izZo1vPDc75m5ZBHFpZXMmzuP4tJSXnjhr1SX\njWLj5s30kCGVSudvijTNyQX5CYg+mfKKCiRJwe/3I7oO2axGW9tBcB1sy8S0LZYsW44gypxxxll5\nAtI0jYcefhyAQChGV3tLDrN2vphNJFMsWLCQ7XXb8Occ4FKdaSKBoDcClGtAC4LG2rVrmTFjBtFI\nhM2bNiLLMsFIlHnzj+Xtt9/mH//4G8UFxUSjBQQCAW646QYsyxv7efTRR7n+29/iycefyD9D4C2v\nnnzicgxTo6urnaqKCladey77DjQjuyKq4BC0bBTJxdRSWHYB6Wwa23FwdB1wKQgXc9OVVzH/2BOY\nGssQdLrY0j5i9ziDTtO+/ciKROPuPSxdspC1777Lmy+/wsJFc4j6fJRXjWXevHnUbdtGT08cPW0g\nV5QO4gfLMr2uheBFVFbVjBqWHxzHxnLsz+WH7Tt2MmPalGH5Yc7c2Xk8RKNRkonEIH4QBHFIPNx5\n553s27ePt95+23MvPEo8VJQWce455w2Lh2Auw8sVvHwny3YJRwrzeJDsDaQdke/c9AMy3W2sflNl\n5dUh9rZpCLKG6A8S0LO4Enz4yj/x+0d8Wgfw9gwG6kU/P3ijUt64zOF6EQwGB/GDKAhIkpjXi71N\nB4blh+07djJ9yoTP5YfdDVnSqcyw/DBlyhTKy8uYO2c237/lVq7/zncH8cO0aTP4299epGFfA5s3\nb0WSRVzXc5FcuuwEnnz8CcDrpvYvtv/8Zz/hl7/6GWecfhpqJk1tbS17Ww56obnYSJkMcyaPIxCU\nCIQUbycDF9OxcB2JO2/7EfMmjWHj9l1Mq+kh7Yh8+OGjODa0bF6HWzoKxR9A8SkYGAR0nYqSIv72\n2ydRfCI+RUHNqBTFIoTDkXw2mKjIGIae+3t+8RgZ6piuc4RedMV76evpRhQYUi/6C7wzzzoPURR5\n+NEnWb7i5Lxe2NlMfgeuZsxYXn75Fc4+ayWiKLC7YZe3Pmc7OYt/Ddd1SSaTTJw4kVQySXl5Wb52\nuOuuu7jp5puZNGkCM2ZMY9NHm/jb314kGAkeUTvcfffdvPfee3lt/azaYW/LQWxBPKJ2cF0b03Rw\ncFHVLI7j41e33M70cZM5df4MRvl2sW1bnD8+5eHh5Wd+zoKLvoeJiqUECEpeZ3h0UQF/++2TCBJI\ngoAvFKKwoATJtjEsE8323FvLZMl7Vk0vzsUyTKTcSF08HgdyIbkIOIKI6NrDf5lf4PneTTejqiqz\nZ8/N42FgLfnYww+iyGK+Vj0cD2eecRrg1ZKqqn4mHrKS+Ll46OcHQRweD4fzw+mnnjIID0fDDwP1\nYtypXUfww0C9sFTPETpaHEXkUHZgVtfwuy7BYADbERBVb4TbMAwcHAxdRVVzY9mijGaaSBh57vVG\nMW0cx6Fx3z6mTZ9J3fatLF9xIrPnHEt3fGjzt5EbEQz04o+BYylESkSK/C57E34iwnhc1/YyYFzH\nG7WQRHyK32vvSQKqZuQLYNv23GoEQUSSRERJRlUzVJeP4uabbsG1QfCJuKbOcy/8leeefZ5pU6ZQ\nO3YcHV29OJbJnT//CY279vCLX/wCQRS9VycXFElGFkWCAe+GoH5HHW2dHRTGopimjiSC5cIDDzww\nwEhh4HFyYzwiiiLh9AdHyqJn8ayqdHd3s3ffHgpze1eBQABsG5/sWUoGAgFs0UZVVbq6uoj3dKNn\nVSSfwvTp03nqmd+TVU1i0SAffLCW4rJi3njj37yzZl3eKk9VVVatWsXixYt58MEHyWQy+Hw+2tra\n+P7NN/LEYw9z2ikrOOecc0j0eSNKumGAAVknwxtPP4pUFR7i833xR1c1RFnCdcDnV7Bcl2xGJSsJ\nh0hUkgj4w4iSiyTKHGxuYsGCBcyfNx9XVvA7AqXVxdz6/dvJ9KnMPGY6jukyZ/48ZMPk5ptv4tFH\nHyOVSmHZXp4NtoMouAQUH5WjRvPpp59i6RqpbIaQTybT082YceNQLRfbAREHRVGG/AyhcADF58Ox\nLQTBzRUGAqIosXfvXqZOm4SCiCBL6KaBJHiBeYZheIvSrsOmTZuYPXs24KKmMwiyxB//+Ec2b9lO\nPB7nlptvIJNM8I+X/kFxSRmSHMC0svlbuycee5ybbrqJ0047jXg8js/nY926dTz28P1MnDiRK6+4\njHA4SjKRwnYs0pZIYTCIYaZ49ZmnKCstAFckk87iOLlQWtciWCKz9ISFZFK9fP3ssaz/sA05NumL\nBckwx3UcEn0ZItEwki3n+cEXDaAYDi+9/k9e+9erRKNRFi1ayJ5djZi6Nogf+p8ASRQRXfcz+aEg\nHKJPy34uP/zmN7/h4V/fNyw/+P3+PB6yauZIfsAdEg/vvf8BexubyKomX//65UeNh9LScm9XDGdI\nPPT1eqOvtm173S1JIhg4hIeVc4v48+peKkvK6Go6gFldzE9/eBOXXPcDJFfGNHUc/GQ3vsPpF1xI\n3ZN3f8EIGfocrhcD+cFx3SH1orO7exA/9HW1EwwG83rhOMKw/PCb3/yGhx6893P5ob2jg0gkMiw/\nzJw5EwmBcCDI4kWLjuCHzs52zjv/HP73pdc4feWZ3HvvvRiGwRtvvIHrutx0000sXbrUG4EWRR59\n5CF+/7snOWbObM455yxvbA0PPy4yUb+fwoDExKoIgixhWQ6GYeE4Fo4g4woOc6fPoC95gDEVEqfm\n8FAcqaK3qpOX39vMj750Ab2mjWEJCI6BSYhfXv81xi5ZDoKFpZtISpBsNsvvf/sM48eOpW7DJk4+\n+RT+s20T0+bOoqe9iwsuueyLBckQRzpML7RMmtpJE2g/sA/FtT5TL+zceoPtOoP0wnEsHMe7dN25\ncyerVp3rZR7ZDl19cUqLS/CL3mgegkAgGCCrayw74QRvdAwBVVWZPn06u/bs5dcPPo7rWFx51WWI\nish555/DpZddfUTtIEkSzz//fK5zxWfWDq7rgmodUTtomoFg+7xi3HVxJZtsMoEccigR2+na00TC\nqcrjoaMrgSJpWJY3/ikIJqYl5/HgOhay4EfNGlSU+znvnDM59YQT2bh2PVd9/Wus37GFSEEBIb+f\njz/6D6FQgFtuupXq4mqSac+hVzdtTNNClkREaejn8Ys+quqZKA02lDhUS8qyjCh7F2teHTwYD4au\n5WtJ27Y+Ew/ZVCpfSw6Hh35++MUvfjEkHobih0svvXgQHo6GHwbqRVnYOoIfBupFSA0R9IVRdZPf\n//bxPD+MG1PL+m2biVaWEAtGKCqMUlFRQmFBATWjxxGrLEVR/MiSj8bGRnzBIMFQKP+eIQhefdm/\nr1deVuIZjrz+LoYos799/5Df5Yi9YEkBnxfcKQkoWRHTdHCRCYSC+AQ/YsDCsjyjCkPXyKhZZL+M\nadj5Jb9IJIJleAt+tm2jKH4UQcTWwHYdTBzC4QCKHAJfgMuuuAJNtfnPh+9S37Cb7u4413ztm2RN\nlYLzV9F04AB+fxBHcBBdEVERqRED7Ny9C9sSGFtbhWYapLvitO9/m63/WcsDT7/K/2XuPcP0rMu8\n/8/Vr7vf99xTM5NMkknvIaGGEmqA0AUbFtBd98CC6GNZVFZXXNuiqH931/IoFtQVBEVkeQABIQoh\njRRSJ316uXu7+vV/cd0ZMmYm7HGwx46/d3kRyDHXdz7n+Svn92s7ft1IgfrsmITgC7iugyBIOI6D\nYVg4tgmySEgK4ThVbNfmyJFjrLviCizLwrYdWptbGc6MBjk4UvB3q9UqRw4e4ozVZzE8OkQ4EiKk\nhTh67DgN6SRdDY1IosdrO3ew5ZVNtDSmEfBQNQ3LNPHcIEPlLy9t5MMf/iD/fM/nKFkmoufxo//7\nQwYGBoIQ01wJy7KC5HnHJqQpaEWLcCKCUxnF8qb+bbvnWHgOGEYVQ9HwfAd8cezJmizLuJ5DpRrc\naqqSgiWJaHoYBwddUhEVyBVrfOSjd2LWbH7xi58hCCK7X3qZe+/5PGetOZcHHnyAy9auo2aZgIcm\nhwhFNUqlEnueew58Gc+vEUskSKgizz31M5Z99O/ZuSNbTzUXA1cxAfDFoBEh0MOJK/Ug0FNCQMUT\nbKLxKDdefxPFUoay45BMpigViuTdHLKs1Ae4TayawSUXraWntxfLdjje3x/cYKkK06a1YhhVRgYH\niCdizJrRiRYOBQcCgli/AQbfg/u++Q0uXnsh1UKGkuuyavkSfvj9H1AqlQiFQkForiAgCRKiLmM7\nBrNDPnfd/Qk+9JV78DyfeETFtnws10WVdEYzA7QtWs6+bc8TQiG5+goWzlo0pZo5sbL5LLIoUasE\nb8ZrtkMkooMr4SsS6666hnPOv5DZM2fyve99DzWkctMNN47jA4jB08B6XlVb5+R8KPcN8qHPfesN\n+bB27drT8sGo1sb0MNg/QKFQGMeHYi4/oR7S6RS5YoGuhsb/ET24rocAKJPowbFsNNnFE4JXB4Lg\nj9PDK1v7aF99De0z57DoojWce8Z5fOmO61jcqnKwIGJYPopj89snnuDKRBuuY02tYOor3ZweVy8q\nVpUHHnyAiy+4BMfxJqwXtuWP48Of//JbDnfvGqsXgiBNyoe1a9f+t/iwb88+5s+fNykfCsUiPnC8\n5xiypJzCh5dfeomh/gF6e45hWwau7SCJIHouri9w3ze/warlS6gV88TiCe76yIcpl4rBwHjVRJJk\nPM/Fdm18QcQxJf7yzK/JHdlEpVod04PjSaiqCricseYcfv27I1yHo8Q1AAAgAElEQVR1hsorW4/S\nvvoaaqZEv1PgjFXT2fL4gyxcdzueqOL7Mpg2t33ggzyzfSuC51HI5dFUD03S0BSdhSsW4qs+zfMX\nMNMvcd2Vl/GHPzw3xYoJVrlqjqsXiupz/OhRVi9u4Qff+MrE9QKREy7Irmujquq4euF6Ar7n4Qo+\nL774IusuvxrP8yhWyuzbs48lSxaP9RK+71Or1Zg+rZ2dIzvxpMDIJpfLc/TYceKRMFsHt9M1eyaH\nuvfx2q7dDPUPTNg72I7H7bffzgM//B7VSvm0vYPt2qgT9A5hXcWueAiyhCTJiJjcdudd/PzXv+Lv\nz8vyZE8HjYuWoqox+p0CR/fuIvfa8yRXrMdyfETXJyKJY3oIiTLFfBbbkdm57VX+9Zv/yvQZ7cw9\nYyHN7QvY88QvuPnKt7B9x2vc8Na3MjTcx55d+5k5vYmGzhm8+to+zl62gpZUIwOZEcqlqR+BABCR\n8HDH2ADiX/WSBpFIiJrtwER68F/vJfP5/Gn1kM1lxnrJyfRwgg8CTKiHifjw13p4M3w4uV488cNP\nn8KHk+uF6DhUCyWqojGOD56now4e4e/e/y6OHxzgqWef490fuJ2dW3cwOjBCrpQj2tBENp9DKVts\neGUj66+5gfaOFhKJOIl4A1WrSqFQYLC3j2I5iyilcBSZ3v4evvSlr0z4Ladsg2VZFohgyxKeayIr\nKsePD9Kx+gyMShVBdOs3VF7dMVBCkiSqohHkPUjq6854brDLDN76VjA9AUEMnJIG+jJBNkndZhdJ\nZeeOvXR2drJt604ee+IPzJkzh2RMRRZkTNujbAY5NaIIRs1heLAXWdYxrSK9vQOMDPSz5U/bufSa\nm/nlf/wLS5ctYqCnh2y+hOeDKLp4AkS0MNValavWXcnGjRtxHItkqIF0YwzbtbE9lxvediM9vb2E\nQyFy+SKSJHH48BEikchYoKMkBScto5lhjh8+TDqdxjYtSpUyzS3NJBsb+PrXv84Vl15CNBpl1569\n3HPPPdx///2Ypo0oSQiygmNWyY+OkMtm8F0bRQsxMjKCLwTWnaoWHFw5rkskpONYNg2pOO9477v5\n1jc+i9w0c6rkMrZEUQyeW4ig1G2yk6k00fDrPy/LNpBlmdHRUfBt8oUicjVwC/JcCdMqgy8xlBnk\n4MFeksk0qVSKPXsO0H3kMA0NDWQHBti1bTuSHsw1nDgluvXWt7PnqWcCExWhQntHJ9H2GSy/7H3s\n2tmLnx8gHFbwbBdNi1IolxBFD9f3EHxQJJFf/+fDwc9fkhEdmNbRzJ59e0k1N9LU3oZk+1SrVXwk\njh/vIRaLUalUME0zcJ3TdQaHR1FUkXQiQTVfwLQthoaGWH/TjbzwwgY2bNgQuJf5Ag/+6iESyST5\nfB5JVnE9P8hmEX1GhwaplApj5gyhuoFMpVZFEmU818W3bQRdwPZcBo/sRrDmEI/HKBgeajiC6xvB\nMKcg4Hoi4UQLq7oEXvzTEEvfvwaRqX9aCpBKRikUCtQMi2LRRQ+HGOjLYFsOPg6W6dLY0sR9991P\nY2Mj+OIpfMhmCviaiCjKSJJEpVablA+3f+Rj/y0+rFix4rR8yGSyr+vh6DGqtfI4Pkymh2q5QnND\nkmRjw/+IHkQhmBWzLGtCPWRzEIklghnJet6cXXPH9DCj80Mc8VI4gkhbUxOH+nsYrek89uPvsvLa\nj1PzDTRF4ZyrLsY6+ipCJDZlWjl5/XW9OOecc8gODHBo735EVZuwXuCr4/ggpZYx77z5Y3ro3rNv\nUj6sWLGCP//5pTfkw+BQ4Cw5GR9cPIb7+ykWi/Qe70GUpXF8KBaLDA4OB3by5TKirGDbNi4iCKCK\nPseOHiES0sjXn5W7rosgidiOG+gGwPORVIlKtcbR/VsRVAvbMtD0MJFYgly+gGXbaKpCwfW4Yf1V\n6H0Pcs76QA++JLP4jMXE1CT/8Y/v56JbwuQqGjXfRVdEOpZ3sPn738Wd0Y6g6KiahiIoaIpM/1AW\nlBBHjx0m0zfIxi07eXbjH6dWMPW1efPWcfUi2Rilvb2d7z38BCsnqRelSgVfdFBlBd8TsC1zXL1I\nJ5KEIhr79+/n+EAv/Zk+dFEhm80yODRCLHYcWZYZGRkhmUxSqVQYGRlBkTWaW9IM9/czPDhEqVKm\nIZli5crlXHjBGnbv3EUul2NwcHjC3sGzahi1GseOHkFX5dP2DnjBnNZf9w6JVBpHdxkZzSAJArbl\nY+Bz+1tWMbLt15x1zQexvRiCGughbMvseOybJBdfiWM5KIpMg+ARqeshsnQJajiGbwd9Yjmb5ZFX\ndyEj4TqHaUqkqSLyvo+8l0N7j3H82CAL5i/BUVW+eO+/cOMtb2XTzq28/PsnUdpa+Ye/+4eplgwA\nqaROrWrR1NJGb28vvugQUl/vJXft2oVlWTTE0qiKMKEeTvSSx46dXg8jA4NjveRkejjBBx9xQj1M\nxAfLtsfp4c3w4eR6sfHlvafw4eR6YY+WERQFUZTH8eHIvsM0RJNs3riNl7fv4uYb1nH7uz/A7e97\nJ+l0E927d7H4rDiqqtHQ3kBv9z5syePDd32MD93xQf743DOce+65LFt5BsmGVhAiPPLYw+RHauRq\neR544Kf09/ef8i2nbIMl+OB7IrVScCMhCC7RqIas62jhEJ5jYfsekhBstKqGNeZck7XyePi4dvDe\nUgQURQl26FYNTQ8j+mBWSoSiEUJaEtu1EASJe7/yDRRZYemyFSAKbNz0Cpu3bkFwXa5ddzmeJGL7\nLr7rIokyi9fPZcOf/kgoFEJSYcuWzRzuPsTSlMzmLa9ydleSr3z1Pu759EeZ2TmLYiXI2aoZZWwL\nZsZnMJoZ5qa33MALL77Ipq1/QT14hKaGFraHNaKOixTT0GQlOP0ul9FkhWQyHsxcCQJaOEImk2Ew\nM4Jp2OzY241hGNx6662sPvMMNmzYwIUXXsi+7oNooRiVqsWXv/I1VElExiOq+hg1G1EAx7a47777\nuOOOD2KUDdrb23EqFVLpprrTUf1UGxVNi5KMmTSFYmSLIKS903/U/4UlyjI10wxOjg0bw7DoKfeg\nKYGrjq4GTxBUWcH1HSzPRw+FEAUB17EIR1Ti8QYy2TwPP/QYCOB58I53vANBFPnPh36N67p0dTRT\nKuYRTYWKWcN3XRLxJIXMKK/t2oFpeVTMPBecL9ISUnnioZ9w+/veyVe+/F0akmna26ZRM1xsz8X3\nHSqVCqKo0NzczLnnnU2hWOTll15iy59fYGkFch0tWGqUlzf9AU0KnOHK5TKKohANhQGParUabBxz\necLhMPFYkunTp/P888/T0dHBJz/5STpnTgdEfvSjH9E1bz4vb9yEHopQKJQQAMGx0IGGdIiRbI1v\nfuM+LrroIqbP6CRfKtMRjeNLItFIBNcNLMCjiTSW6eGJJo8//UcWrzKQJQ1FEciXDERRxnTMwC5f\nS5AkS0TtZ+YnvsPxooEohaZWNPWVGRxGVDVqZjVw7CvkCUUjyKKAXc9C+/KXv4zny6RSKVzXJZvN\njuOD6/uYnh2EcXseV11x+aR8eP7Zp5ibct6QDwe693HZZZdNyodQMjKmB9u2UURpHB+KleqEenjL\njTeyYPECNmzYQL5UftN6OHFLHJlED5aTo2r7mKaJ59qIIsgn6aHbbSQU1sAVcBwQVIH7f/IYP/z4\nVYSTHpWKQnsySfv6t/LjT96JnWiYUr2cWL19A6fUi66OZnK5HKbnTFgvCsXqOD5IhWO8cmRgrF7c\n+7lPT8qHA937WH3mmW/Ih0KhwMDw0KR8WLJ0OWbN4Nlnn2X9VVdx3Q03jOPDyEiORctW4owWKJVz\n4Jj88oHv83fv+weSDYEe7r33Xu666y6SqQbUUBjPFwirofpcavD8JxZKYNsuoYjNGWedy6adhxBD\nYDkOVdsHWcP1LGxkPGzE8gE2v7CD9pvfRyisYbkeiqJTQiDcsoAnf/BPLLr1C6hyiPZEiNF8jUIO\nYjMk9FAIQZGxBZmWGe1ccuGF2IiM9I/iegbdBw+zfNGSKdXLiWVWK+PqRVNrAyFNJSZZPPHQjyes\nFy4+ll2hUg642traOq5eHN++BbV7kMyKuVh5m/968mk0QcJyHUqlEkNDQ/WnhsGBsy9KLFu2jO3b\ntzF33gLMmsHWrVu59dZbWbxwIRdfdhGf//w/09/fz1BdDxP1DitXr2DTlu3ce++9fPaznztt7xAL\nJTAM65TeoVQ1cUxA1vAED1uIoStVnENPUmIOUSWJImo4BHrImCa79vawfHgTfuMZSFqELY/8lMXX\nXk0hB1FfwPV9XEnAURWECqxYuYzNr2zinIXnMXNWO54r8MqfN2LaMGPObKKpNKMDvUiuz+c//yU+\ndtcdrJg3D2dGK6449f0NwJkrlzA8WkQJRYjFI1h2hVrVGesl1115Ob19feza+ipkh0/Rg+wx1kvG\nI9HT6mHblq1jveRkejjBh8n0MBEfTsR9nNDDm+HDyfViIj6cXC9c10dSFUzfH8cH+xKHh373S7rm\nLiBfqlIuGXTMms60mYFraq5/iK9++Wvc/v7bsF2TqOuz/bVXaW5vYekZK7CxWbZiBdlMnlqtQrqp\nkTvuuIOnn3iBs9Ys5fe/e3LCbzl1GywBXE8ET0CWwbJsTFMknGjE8VwUUcH2XWRFwfUcFCW4SPf9\nIMizoaERTZEDD37Po6+vD8+FRDyN7ToYRhVV1akYJrqiU65V+da3f4AeCmEZJtu2bUNRJFwX1q27\ngt17dnHexRdy4MCB4OlN/d27IgvM6+qiUMyRyWTJ5LL4voAbC9PW2MyQITE8OEDHjAUIogu9PciS\nQktjC9nRTPBD9gW+c/+3UEM6uq7xilFhpmyzsmsRmi5yrL+XTC5Pb28/tZrB9OnTSEspGhsb6Rsc\nYLQvz4IFC5g2bRovPP9HLr74Yp577jl+/9jD/PQnP0BVNAzbYXh4lHPOXUMsFkHXFGRc5JAEvksq\nKRBNTWfu3LnEYjFe27cfy3bJjOYQRZFCQynIVtB1FFXCcKEpFmPTxifpTGhE4mnKztQPgTqej+v6\nRKPxMYvQdLKJeDwePLKpW5IWcyUcz6WUz6IoGo4TZNVYjo1r+jS3NXPiAHbGjBm8/PLLiCI4jsV3\nvvMd7vronVx5zbXYtk0j4Bg1Eqk0TekEXTNn0j80BGWXaDTGUKHE4kUzKZZL5D2RhR1zSKbi2CND\nxLQwmdEsqXgDnuMys306P//xTyiWSyiKwqJlK3jmT3/iko4zECslFsyaztGefroPHsQ0TRoaGtCa\nJaLRIEwzk8+RTjfS2dnJyOAAIV1kwfxZHD16lC98/m78+k1ba3sHG178C9M62lm9ejU/+clPCCkK\njmkQ0oOT0Xnz5rBg4SIKxQq9mzYTjaXIjOaIx+Nj7kWRSIR8KI8q6kQwqYkqVt9rGLYDKFRrZWQp\nuGG2DRNJtlHyz/DEHw9y4QIJRZGplopTKZmxlUg2Yjo2pu3guv4YH1zLRdNU+of7sOzgsGdkJDCd\nkWVxHB+OHDkS6A4fz3FOy4eO1jRDheIb8uHYwcN8Z9fkfDh8/PiYHmRZJpmMj+NDOp2eUA8/+/mP\nKJVKqIpG+4zON62HaDSKIAjklNyEerAsi2Ixj++Cj42q6gh+YUwPy25TiMVV8qM1BEnFNyz2HNnP\nll4P5dcPceYVb+PAvt0kUjoHB4rY+tTHQkDw+3RyvfjWt+7nro/eyYWXpBAEYcJ60X348Dg+VO0S\nbdNerxfJxtZJ+XDs4GH27d7zhnwQBIFwODwpH8KaSEtjC6lkmG2vvsK2V18Zx4d0UyN79uwhn8/T\n0d6Gqoh86EP/gCgwpoelS5dyvKef4wMjJBIJfNcjHo8TiUQCgylcihGLhKYRdwc4//Kr+fWjn0Rb\n3YVlZSkW80TCYUDCMKqERRFp+HlW3/xJRtRAD4W8gW3Y+L7BR/75i/zfT93OFekG+geLHNi3m0p1\niGmtMkWnSmawj5CewHQEFDXM6LE+Hv/jH1h21iUIkswZK5cg/G2YwdHRPm1cvagaNXr7hzieyU5a\nL8xSkYgepSHaSLVaxa4a4+rF8ePHyRslLo+sZsbSZhzfZm/3IQqFErVaDUkSmDWjk3g8wfDwcP2W\ncpCurq4xPWzdYvL7xx7mt4+63H13lXiqgVWrVpHJ5tmzZ8+EvcORI4dYc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6JRoGvWbHL5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = valset[0]\n", "im, label = PV.load_image(idx), PV.load_label(idx)\n", "\n", "im_t, label_t = PV.make_translated_frames(im, label, shift=32, num_frames=6)\n", "\n", "plt.figure()\n", "for i, im in enumerate(im_t):\n", " plt.subplot(1, len(im_t), i + 1)\n", " plt.imshow(im)\n", " plt.axis('off')\n", " plt.tight_layout()\n", "plt.figure()\n", "for i, label in enumerate(label_t):\n", " plt.subplot(1, len(label_t), i + 1)\n", " plt.imshow(PV.palette(label))\n", " plt.axis('off')\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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X1RVVdX+Sx5L8bmvtU8Ov/tPQCvG2qvo7w7Lrkjw6c/OLwzIAABiVRSvDT7TW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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = valset[0]\n", "label = PV.load_label(idx)\n", "bdry = PV.make_boundaries(label, thickness=2)\n", "\n", "plt.figure()\n", "plt.imshow(PV.palette(label))\n", "plt.figure()\n", "plt.imshow(bdry)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Configure evaluation: number of classes, length of translation \"video\" in frames, boundary thickness, and amounts of shift, plus the catalogue of methods." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n_cl = len(PV.classes)\n", "num_frames = 6\n", "thickness = 5\n", "shifts = (16, 32)\n", "\n", "# catalogue methods: the full FCN, truncated FCNs for pool3 and pool4, and the 2 and 3 stage pipelines\n", "# instantiate the nets that will be needed\n", "Method = namedtuple('Method', 'method arch weights infer_func, input_offset')\n", "fcn = Method('fcn', '../nets/voc-fcn8s.prototxt', '../nets/voc-fcn8s-heavy.caffemodel', run_net.segrun, 2)\n", "baseline_3stage = Method('baseline_3stage', '../nets/voc-fcn-pool3.prototxt', '../nets/voc-fcn-pool3.caffemodel', run_net.segrun, 2)\n", "baseline_2stage = Method('baseline_2stage', '../nets/voc-fcn-pool4.prototxt', '../nets/voc-fcn-pool4.caffemodel', run_net.segrun, 2)\n", "pipeline_3stage = Method('pipeline_3stage', '../nets/stage-voc-fcn8s.prototxt', '../nets/voc-fcn8s-heavy.caffemodel', run_net.pipeline_3stage_forward, 0)\n", "pipeline_2stage = Method('pipeline_2stage', '../nets/stage-voc-fcn8s.prototxt', '../nets/voc-fcn8s-heavy.caffemodel', run_net.pipeline_2stage_forward, 1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fcn: seg, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "90.687921\t 77.251232\t 65.906854\t 83.567673\t\n", "fcn: bdry, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "66.928887\t 65.314371\t 56.977800\t 56.233177\t\n", "baseline_3stage: seg, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "68.854711\t 13.860394\t 9.271018\t 54.765414\t\n", "baseline_3stage: bdry, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "18.967217\t 12.557868\t 6.166132\t 9.499927\t\n", "pipeline_3stage: seg, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "86.757968\t 70.672165\t 57.170321\t 77.393265\t\n", "pipeline_3stage: bdry, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "53.885086\t 53.049027\t 45.666639\t 44.064531\t\n", "baseline_2stage: seg, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "77.187313\t 31.455888\t 22.528362\t 64.713989\t\n", "baseline_2stage: bdry, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "34.376393\t 24.328654\t 16.658117\t 21.937302\t\n", "pipeline_2stage: seg, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "89.537623\t 75.274789\t 63.290430\t 81.685134\t\n", "pipeline_2stage: bdry, shift 16\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "61.279158\t 60.258576\t 52.315699\t 50.943556\t\n", "fcn: seg, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "90.159840\t 76.204461\t 65.613074\t 82.627431\t\n", "fcn: bdry, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "65.836426\t 63.964554\t 55.820191\t 55.251127\t\n", "baseline_3stage: seg, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "67.366564\t 13.803089\t 9.223928\t 52.664141\t\n", "baseline_3stage: bdry, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "18.924657\t 12.452852\t 6.082643\t 9.501664\t\n", "pipeline_3stage: seg, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "81.017375\t 62.141556\t 47.875286\t 69.075489\t\n", "pipeline_3stage: bdry, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "47.138411\t 46.146297\t 39.393112\t 37.775170\t\n", "baseline_2stage: seg, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "76.033012\t 30.872638\t 22.358471\t 62.860540\t\n", "baseline_2stage: bdry, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "33.996761\t 23.748129\t 16.255379\t 21.709536\t\n", "pipeline_2stage: seg, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "86.324039\t 70.329466\t 57.830395\t 76.591691\t\n", "pipeline_2stage: bdry, shift 32\n", "acc\t\t cl acc\t\t mIU\t\t fwIU\n", "54.917165\t 53.968531\t 46.613116\t 45.044857\t\n" ] } ], "source": [ "def score_translations(method, shift, arch, weights, infer, offset):\n", " \"\"\"\n", " Score the translated \"video\" of PASCAL VOC seg11valid images\n", " taking care of the net architecture and weights, the particular inference method,\n", " and the input offset needed to align every frame and pipeline methods.\n", " \"\"\"\n", " net = caffe.Net(arch, weights, caffe.TEST)\n", " hist, hist_b = np.zeros((n_cl, n_cl)), np.zeros((n_cl, n_cl))\n", " for idx in valset:\n", " sys.stdout.flush()\n", " im, label = PV.load_image(idx), PV.load_label(idx)\n", " im_frames, label_frames = PV.make_translated_frames(im, label, shift=shift, num_frames=num_frames)\n", " im_frames, label_frames = im_frames[offset:], label_frames[offset:]\n", " # prepare pipelines: feed initial inputs then skip accordingly\n", " if method == 'pipeline_3stage':\n", " run_net.pipeline_fill_3stage(net, PV.preprocess(im_frames[0]), PV.preprocess(im_frames[1]))\n", " im_frames, label_frames = im_frames[2:], label_frames[2:]\n", " elif method == 'pipeline_2stage':\n", " run_net.pipeline_fill_2stage(net, PV.preprocess(im_frames[0]))\n", " im_frames, label_frames = im_frames[1:], label_frames[1:]\n", " for im_t, label_t in zip(im_frames, label_frames):\n", " out = infer(net, PV.preprocess(im_t))\n", " hist += score_util.score_out_gt(out, label_t, n_cl=n_cl)\n", " bdry = PV.make_boundaries(label_t, thickness=thickness)\n", " hist_b += score_util.score_out_gt_bdry(out, label_t, bdry, n_cl=n_cl)\n", "\n", " for name, h in zip(('seg', 'bdry'), (hist, hist_b)):\n", " accP, cl_accP, mean_iuP, fw_iuP = score_util.get_scores(h)\n", " print '{}: {}, shift {}'.format(method, name, shift)\n", " print 'acc\\t\\t cl acc\\t\\t mIU\\t\\t fwIU'\n", " print '{:f}\\t {:f}\\t {:f}\\t {:f}\\t'.format(100*accP, 100*cl_accP, 100*mean_iuP, 100*fw_iuP)\n", "\n", "for shift in shifts:\n", " for m in (fcn, baseline_3stage, pipeline_3stage, baseline_2stage, pipeline_2stage):\n", " score_translations(m.method, shift, m.arch, m.weights, m.infer_func, m.input_offset)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11+" } }, "nbformat": 4, "nbformat_minor": 0 }