{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "https://github.com/htygithub/SandS" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEVCAYAAAAIK+VbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nChn+klSh/w++DYWYuZhtfwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "x=np.array([0.,0,0,2,4,6,4,2,0,0,0])\n", "plt.stem(x)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y=x*0\n", "y[0]=1/3*(x[0]+x[1]+x[2])\n", "y[1]=1/3*(x[1]+x[2]+x[3])\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n", "3\n", "4\n" ] } ], "source": [ "for ii in range(5):\n", " print(ii)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0\n", "0.666666666667\n", "2.0\n", "4.0\n", "4.66666666667\n", "4.0\n", "2.0\n", "0.666666666667\n", "0.0\n" ] } ], "source": [ "for ii in range(len(x)-2):\n", " y[ii]=1/3*(x[ii]+x[ii+1]+x[ii+2])\n", " print(y[ii])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEVCAYAAAAIK+VbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/M3MMuTwNzPL0P8H2TyTo7n8ljoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.stem(x,'r')\n", "plt.stem(y,'g')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAFNCAYAAAANV0IwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmYHFd9NvpW7+usGo00siyNZYtFBrMZ4rBJLJmxTYCg\nhDiWE7hgCcJmWwGjEQFsHJsEIj8J4fEXJTf4hmuecC3b+T7ygQ0kFydkcW7Cl0DCB2TwArJsSx5p\nll6quru6zv2j+nRXV52lpqurukec93nm0dLdp35TXXXqvOd9f7+fRgiBgoKCgoKCgoKCgoKCgsKg\nERt0AAoKCgoKCgoKCgoKCgoKgCKoCgoKCgoKCgoKCgoKCkMCRVAVFBQUFBQUFBQUFBQUhgKKoCoo\nKCgoKCgoKCgoKCgMBRRBVVBQUFBQUFBQUFBQUBgKKIKqoKCgoKCgoKCgoKCgMBRQBFVBQUFBQUFB\nQUFBQUFhKDAwgqppWkHTtF/UNO1TmqZ9TdO0ZzVNs1o/u/sw/rSmaX+oadqPNU3TNU17RtO0r2ia\n9rp+xK+goKCgoKCgoKCgoKDQX2iEkMEcWNPeAuAvW/+kQWitvz+PEPJfAcZ+IYD/F8BEa7w1AAV0\nCPlRQsjv9Tq+goKCgoKCgoKCgoKCQv8xaIvvaQBfBXArgEP9GFDTtAyArwAYB/AdAHsIIeOtfx+D\nTYJv1zTtDf04noKCgoKCgoKCgoKCgkJ/MEgFVSOOg2uatgPA4wiooGqadiOAOwGUADyHEPKM6/UH\nALwVwHcIIZf3Gr+CgoKCgoKCgoKCgoJCfzEwBZWEx4yvhU1yv+Qmpy18tvXnSzRNuySkGBQUFBQU\nFBQUFBQUFBTWiUFbfPsKTdMKAF7a+uc3OG97BMBq6++vDz0oBQUFBQUFBQUFBQUFBV84rwgqgOfB\nzjEFgO+z3tBSbn/U+ufzowhKQUFBQUFBQUFBQUFBQY7zjaBudfz9KcH7noJNZLcK3qOgoKCgoKCg\noKCgoKAQIc43gpp3/F0XvK/a+rMQYiwKCgoKCgoKCgoKCgoK68D5RlAVFBQUFBQUFBQUFBQUNijO\nN4Jacfw9K3hfrvVnOcRYFBQUFBQUFBQUFBQUFNaBxKAD6DOceaczABY575uB3Yrmad5AmqYNpkGs\ngoKCgoKCgoKCgoLCkIAQosnf1T+cbwrqD2ETTwDYw3qDpmkagOe0/vm/RYPdUCziofvuAyEEhBAc\n+OAB4CiAWxw/R4EDHzzQfs+JEw8il7sRicRNKBZvwH33PdR+rV8/D544gRvzedzEiHE9cWYyNyKf\nDydOy7LwtXvvxZHNm0EAHNm+HQ+eOAHLstrv2fuOvd0xtn72vWNfe4x77/0aRkaOACDYvv0ITpx4\nsGuMvp5Txrl87PHHsOvqXZ3zeRTYdfUuPPb4Y54xTpx4EMXijaF8586fT37yk6GOr37UT68/6tpU\nP8P8o65P9dPvH97agRD/64cTJx5EKvWKUNYO7bXYli2B12Lj4+GuxR48cQI3ptO4qVgMtLZNJG7E\nli0hr8GTSdw0OdkTT6BxxmI34sILQ44zHsdNW7f2HCf9GQTOK4JKCCkD+NfWP9/IedsrAIy2/v43\novGuvPtunFzsiLC3Hb4Nu767C6i3/qMO7PruLtx2+Lb2exYXT+Lw4XlMTh7D3XdficXFk738KkKc\nXFzE/B134BiAK//sz7piXE+cBw7M42UvCydOTdOgaRqMUgmH02noKyvt/6PYNrKtEyNFHZgZmeke\nwzAwMXEYKyu6Z4yguOf4cbxpzx58+8YbcWephL9bWMCb9uzBPcePAwA+fufH8ehljwKp1gdSwKOX\nPYqP3/nx9hjHj9+DPXvehPe859sole7EwsLfYc+eN+H48Xv6FicFIQT/8Nd/zZwwHn/icVz3oeuw\n7537cN2HrsPjTzzOHePIkc8MbNJRUFBQUFDYyGivHY4eZa4dAPn6ga4dFha+jXp9LpS1Q3sdtbYW\neC1WqYS3FgNaa9tf+zUce/WrPetvwF7b7vz3ndK17QtfOI8PfzjkNfhrXoNj11zTE0+gcU5OzuMP\n/iDkOHfvxrGjR3uOc6DoN2Pv9QfADgAWgCaA3QHGuaE1zgqAacbr97de/2fJOISFxx5/jFzw5gvI\ntl/cRg588AB57PHHPO/5y78kZHSU+fH+4d/+jRCAkHKZG+fY/BjZ/bbd3Dh///cJecUrwgvxT+64\ngzx0883Euugi8tB995E//fSnPTHuunoXwVEQ3AKCoyC7rt7VFesdd/wJueqqh8j111vkvvseIp/+\n9J/2NUbLssjX7r2XHBkfJwQgR7ZvJw+eOEEsyyKEELL3HXvt2Fw/+96xr2uMe+/9GslmjxCAkO3b\nj5ATJx5sj9FPPHjiBHlFKkUeuu++rv/3cy4pTpx4kBSLN5L77nuo7/Ep/Gzjk5/85KBDUFDgQl2f\nGwuWZZHf++hHmc/Sxx5/jBz44AGy9x17uWscy7LIRz/6e6E8i9trh23bmGsHQuTrB7p2mJw8QoBP\nhrZ2+JM77iAPLSwQ65JLAq3Frr76IfLe94azFmvj9tsJef3ruS//w/f+gWAvyM9f9/Pc7/11r7OH\nCRUHDhBy/fXMlx57/DGy7//YR7TXatwYCSFkyxZC/uIvwgySEPLylxPy2c8yX3rs8cfIy659GZl5\n04wwTkIIaXGiSHnhQBVUTdMm6Q+ACcdLY87XNMc2jaZpOzRNs1o/v8EY9jiAnwAYAfBVTdOe1/pc\nQdO0zwD4Jdg24KO9xDy7cxaXvv1SXHXwKtzzuXswu3PW8x7DsH9Cha53DsbA7M5ZTF01hfd++L3c\nOHU93DgPLixg7iUvgWYYmNu/H9cfOeKJ8Zuf/yZi/xTDZT+4DAdKB/DNz3+zK9aFhYO44II5GIaG\n/fvncOTI9X2Nsb27WK3icKHg2V2U7Sw6x6jXDUxPh6z0fvCD+HS9HkjpPXQoGqX3M0eOKKX3Zwx7\n9+4ddAgKClyo63Nj4ev334+n77oL33jgga7/f/yJx/HGD7wRXyp+CQ/PPowvFb+EN37gjZ5nyf33\nfx133fU0HnjgG32Prb12WF3FYSCwMpnJfD80ZdLvWiz+T3G86Acv4q7Ftm8Pby3WhmRhOjUzBewF\nvviHXxzY2haAfQCd3c1yducsbvzojSD7CP78D/6cGaNkiP5B14VxXvP+a/CrH/hV7rkcJAZt8X3W\n8fOd1v9pAB5xvbad8VnmqpUQYgB4C4AlAC8G8H1N01ZgK6ofhq2eHiGECO29IugNHbrJv6p0HajV\nAMvq9Qg+QO8+wdVtmIYwzkHfHACwY8cOWK+1cNuttwknmzDjPLm4iPn9+3HsFa8IZNd4/vPnccMN\n4dg1Dhw6hPffcgusSgX7AFiGgQ/ceisOHDoEADi1dqpDTilSwFNrnbphhw4dwC23vB/lsgVAg2FY\nuPXWD+DQoQN9jRUIvrAAwl1cKIQDRQAUhhnq+rQRdAMx7M3D9obsb/xGT6k3dDP25pvD3Yw9ubiI\n+dtvt9OtvvCFntOtrrtuHq94xb2hWT0BSFnbzh07Yb3Wwh233TFY4idZ8NE1rWwNHsnaVnAy9IYd\nQK1Z63WI/kCimBmmgWxC1PRkcBg0QSU+flg0j77GHpSQ7wG4FMDnADwKexpbAvBXAN5ACPlskKAN\n04BhCr7w1ks1/nUZHH4JamPABFVykJppn6RBEumDCwuYu/hiaLru2V2kO4tvPvtm4FvAL579Rc/O\nImDvLo6OzkHXQ1Z6DQOHJycDKb2maeDCC0NWejl5OetReo8eDV/pVVBQUPhZwzArk4BjQ1bXoWH9\nG7J0M7ZaDXcz9uDCAuZe/WpoAOauuoqrTI5+ZxS7v7ebq0w+97mDVybrzToIiHBtOyyEyvlnD0P0\nB36JNGcNblk2Rxj0GtwwDWQSmZCD6A0DJaiEkLiPnwQh5KeOz/zE8f9fFIx9hhByEyHkEkJIjhCy\nhRDyFkLIw0Hj1k1dSPzotRDqhefjILopV3ojuTkMA+DstNJJZpiJ9OzOWXz6tk8D+4Dbb719YHaN\nk4uLmH/Vq3Ds7W8PnJh/550hK72nTvW0sAA6i4vHHgtf6VVQUFD4WUHQDcSoNg81TYMGwABweNeu\ndW/I0veWSgYSifCK+gAAqlX7T0G61aarNgnTrarViAiVSPFrrRUHTlB9KpMDjzMgkaYC1jAQaUVQ\nzyP4VVBDvfB8HMRPnJHcxM4/3S9TgjpoK7KPXSZgCJTeLVuESu/ep/YC3wKuLV3LVXpjsQiU3loN\nh2dmAim9zaaBSy4Jd3Ex7FY3BQUFhX6hvYF48mQgZdIwwt88PPnDH2IewLH77++5o8INN8xjdDS8\nKqkApPVAAHvdMHBCpetAowE0m+yXh4X4BVQmfQzRH8jibIityJEIWYA/i29SWXzPG/jJQXX+GQok\nFl/TMmFa5uCVScnJGJrJxjA6O6Gsl1uTdrUheI94iP5AcJDZnbO44aM3APuAL9z5BaHSG2acJxcX\nMf+c5+DYb/92z0rvf/3XSQDz+Ku/CndxMexWNwUFhY2DYS8O195ArNdx+MILe1Yml5cNAOFuHh58\n//sxB0Cr1bgbsjP/MYNt/7qNa5198YvnUKtFYJ0FpKrfUBA/gHugjZbbOfDzGVBBjUTIAnwRaaWg\nnkcYCgVVQvz8KH66bm+mNRp9j84RiJhID4My6ecgG8GKDAzH+Ty4sIC5kRGh0nv5Ty5H/u/zzIUF\nANx000EA4Sm9bavboUOBrG4LCypPVkFBwcZGKA53cnER85s349jnP9+zMnns2DyAY/jjPw5RmfRh\nnX3uLz8X8wfnB2udlcQJ2BvbojVjZBZfgE9Qh4X4bSQrcgClNxIhyzTtRb5ozdhURZLOKwxFDmqf\niJ9giP7Ab5yDJn4B7Ro+hugPAiq9lgXU64NXeq/9wLXY+uatwlZNQHhxtq1updJQF+FQUFAYfrQ3\nvG66KXBxuA98INxNr4MLC5iLx4XK5J7FPZh8ZJKrTL72tXMANMzPh6hM9on4mab9ExokxM8iFmrN\n2nAQKkCqoA48Trrgk9Ut4azF6Pc97EqvD+E9OHymAioF9TzCUCioPnM7hybOjaCgVqvSSXGYLb6A\nPE6amB9JnJUK/2XTQKUueL112QiGCIS21a3ZxOEdO3q2uq2uhm91A1SurILCMKO94XXuXODicM8+\nG8GmV6UiVCbf8K434MXXvlioTAIhrx36QFDpuiHUjgqSOP0ok8Og9NI1w8DjpF9a3f0Abr0sOZ+R\nWWcDutkiEYj8FFNVFt/zB+3czkHnoMpyO6niNyxKL4cR+VFQI1MmLYvrdx4apTegFTmSSZEeSEKk\nZWQfiCBXtlAIZHX71Kdsq9vx4yFa3aByZRV+trFhcjtrNRyeng5UHM6yDFx0UQSVZwUPgWqjKnzW\n0Xk5kjVOgNzOSIi0X2WyKSbStRp3f7w/2EgWX6BnpTcSZZIeKIAVOVIFVbJmVEWSzhOcb8qkYIj+\nwC+R9qGghjp5BzyfPqz+/UFABTUK4tc+0JAT1IMLC3YRjmqVa3Xb/cPdmHhkgmt1e/WrbavbL/xC\nOFa3fjWs/8hHVK6swsbFhsnt3LMHx266KVAbMGAeX/5yiMXhTNNWpwQLlEqjIlzjUGfLsCuokSq9\nnIc/fc75IfyDrFsyNAUrA4ovkQgvtHiLjyJJAxULfFaYVgrqeQK9oSOfzEtv4nw+ggsvmRRONslY\nUhqnYIj+oE9EWiBu9gc+ld6NQPyAjRFnw2qg0eQo1lHFqetcH/Hszlm8+h2vxguveSHX6kYv67Cs\nyAcOHcL7P/GJwA3rKxWVK6uw8dDeoPnIRwLndt54YwS5nYUCNMMQFofLfDsjLQ5nGCFWnt1oxG/Y\n4+yTMikYoj/YSApqPC5UUONaXKhMCj7eHxgGkM3asrdlcePMJXPCOHO5COLMZOQKqiqSdH7AMA2M\nZcZQb9a5ViHDAMbHI7jwJiaEOagT2Qmp0isYoj8wDPsuFBDUXDIntc4KhugPAhZzGibrLLAxCCog\nz88INU5aTWGIlV5N06CZpt2w/pJLes6VLZcNJJOD6ykLqFxZhfWjndu5vBw4t3NpafC5nde8/xqM\nXznO3fBSyuT6DlJtVIWb25FYkfuU2ykYoj/wS/w4VmTqEms0uJysf3EKFtB6Q8d4dlxI/EJff+u6\nTVDTaW6Cs97QMZ4ZgjjHx1UO6s8KdFNHNplFKp6SXnihEyrBQQzTwHh2XKpMDkWcGX6ctPpesRiB\nIp1ICBXpRCwhbLos+Hj/IPHYDEViPiHwUyQJALdQUthFkgB0HixDXMwJcDSs/8pXes6V/c3fnMem\nTYPpKQuoXFmF3tDO7dR1HB4fD5Tb2WgYuOCCkHM7BQQVsOe7gVtnfRxkKOKUsMum1ZRWxx0KBdVn\ndVzBEP1BH4ifhJP1Bz7XjKIiSZEIRNms/dPjGjzS9bfEiqwI6nkCvaEjm8gim8wOlqBKDkJ3b2QW\n34HHadqToiifIJMRzgP9Ab2RBRbf8cy4UJkUfLx/oAm5PFtJ6zzy4qTnMNQ4afW9YVd6fbBLwzRQ\naQyWoB5873vtXNlKhWsdnP7uNLZ9h9+w/kUvmkOlEnJP2aNHmTZMwH+u7M03q1zZKLERVO+Ti4uY\n37cPx9761kC5nVu2zON3fzfcTRopQVW5nf4hq47rg/hFRlALBSHxK6QK0jgFQ/QHMoJqyhU/CScL\nDkLswcfGhHGOZcaEYsHYWATr2mzWXpwGOJ+ROS03aJGkxKAD2Giguw2ZRMa+ADHufY8B7NwZwYUn\nuLrXo6BGEmePCiq10EdCUCcnhXFOZCeEFt+JCeDRR0OMkRB76zKV6vie3XE0DaTiKSHxS6VCJn4+\nWDD9vgdKpP0S1AErqLKDzO6cxcVvuxjPmXwO/uwtf8YdolKxL6F+C0cHDh3C5MQE/u6GGzo2zDvu\nwNz+/e33nFo7BUy6PujKlZ2YmMR73vN3oDbMO+74APbvn+tvsApdaKvel1/e9X0BHdX70csetb+7\nOvDIBx7xbIBQ1fvyy78Ryvd1cGEB+OEPgVbfTifoBs3BTx3E3zz2N/i1F/wabv/87R777MLCQdx1\nlz19HjgQ4jXlU0ElhDAVXEVQ/R/Ej3U2EmWyWhXmSlUbVWm6la5HkG6l68I1DlVQRWJBNmvbfEOL\ns163rWj5vJD4ic4nJX60KnIond/owlRQGdMwDWwe3SxcM46PAz/9aQjxUTjJPudkqCJJ5xGoxTeb\nyApv5GGxztKHoRu06NDoaARxCnZw/BC/SBXUAHaNYtGeA0Ir5lSv21WtBBW4/BLpSPJ5N4qCOsQ5\nqF0HKZf5bzENlBuC1w37WRqGNattw1xbw2FN89gwAf+5stWqgUIh/L6yP+toq96HDwdWvd/3vghU\n73KZO2nN7pzFhz76IWAfcPz3jzNzOyVD9AeE+FJQCQgaFvshMTQW32FQemm1SYEymU/mpURaMER/\nEFCZ9DFEfyBhwX6IXy4nFA37EyOVaQNYkfN5e6nEaaXavzhFCuow5KBSIUNwMlSRpPMITgV1oB54\nH9bZQqqAmBZjPgwNw84liKT4UEDiF7qthB5oYkJo8Z3ITggJVehEmh4klwsUp+DX7F+cmiYlfho0\nYZySIYLDp4JabVSFBdEkQwTHBlB6Ty4uYv7jH8cxQnDlF77QZcME/OfK/vIvz+PlLw/XhrkRbK1h\no118qFJhFh8ChqxCtA9lEhCraZIhgqNel8pLNF2AF+cwKahN0oRpmb0OERx9UCYlQ/QH1apwjVNt\nVIVrHMuyNw4jsaWKCGpDTlAlnKw/MdKDiNLCBK47H0P0J07Jgs9PnJGk2AkW0E2riUazgVTcPdEP\nBxRBXSecOagDvfB8KJOZRIar9EamTAbMlY0kB9U07afEyIhcmRwkkd5IBFWSkEs3Jgaa0+uT+BEQ\nadGpSAiqTEGtixVUyRCBcHBhAXNXXAENwNyVV3blyQIdK2b+X/LY/b3d3FzZiy8OL1eWQhVzcqje\nlQoO53KBVO963cDUVMiqd7ksXBXTa5+3uK7XpW0Lg4NOAoIHACXSvOedjyGCo1qV9uGoNqrCVh6V\nSgStPHwQVKqk8TaKIiGoAYmfcy0WCZEWnU+B4letSsXN4PDBgmUdKiIh0nTBFyBOuhYLXUEVLKBr\nzRoyiczQOpUUQV0nhkZBlRxERqSdhOpnPge1VusQP1mcEityqIq082QMO0GdnJQSv8nsJLcAkY8h\ngsMHu6TX5UCrDdMLShKnqJiTjyGCQ8KCZ3fOojhXxLsPv5vbZsMwwiPRbVvrRz8a2NZ6+LDY1roR\nVNqTi4uY/5VfwbEXvMBTfAiwVe+d/7ZTqno///nzuP76kIsPBSSo9JoaBussMGAFtVIRbm43rSbq\nzTpGM6Pc5x0lfqETaQlBHUmPIKbFhEpvZApqQOIXKqGyLHuXRlJ8yE+RpFCVSR9sXWadjYTw+6gY\n1c7pFQhZIyP2xlmzGVKc9GRwLq5hruALqCJJ64YsB7XZtAU5gRjXp0DEpcpkRJoqk6FONkCHEZ1k\nL1yGIgfVKdNymBudvEVFfSRDBAfdVZAQaZnSG0kO6tgY8OMf2w/GmHcfbCiItK7bMoBE6Y1rceH3\nLhkiOHwqqENTzKlcBqan2W/xofSGRVDbxZze977AxZze/W5xMacNU3zoE58A/vM/PTEC9obCF+74\nAl530+tw+dbLsXvTbtz2+ds8qvf//J/2Hl+oBa0qFeY80n55WIif5CAyK3JkFl9JLmI2Ya9xRKQq\nEuI3OSkkfrlkrh1nMp5c7xD9AVVQz51jvzwMuZ00pyub5T4E2h0VJNZZTRu8xXcsMyYt5hQJkTZN\noYI6lhkTEmkaZ63GrHkZHBIiPcw9UAGloK4bhmkgE+cTv8jsGhvB4uujianRNDCaGUW9WYdFvK1T\nIrXOBuxpNTQ5qBkx8RsbsyfE0Jpt+/jShoKg0oNIlN6J7IRQ6ZUMERw+rciDtPh2HaRU4r5Fb+go\n1QSv68KPB0KXrTWdDmRrNQwDk5NeW2tbpT1yJLBKe+ONERQfKpWEE9bY9BiwF/ijz/wRV/WWDNEf\nSCoc0WufNz/T6z7UOH34XiuNyuCts1RB5RykUq8gl8wJXWKSIfoDHwqqLM5hUVBH0iOwiMVUeiNR\nUPtU1GdY4hy4xVfCgpuWnb89mua7ECJXpBkHGeYWM4AiqOuG3mgpqBzrrA/lvz+QWGfbSq8Pi+9A\nE8lbVmSZ0hsZ8QtYbThUiy89GQFzUCMh/FTpFcQ5mZsUxjk5GQFB3bRJbkXOTQotvpIhgkNCUAkh\nQ9GvtX1BcVgwIQS1Zm1gCirQsrVefz2OXXAB19bqp5jTK185j7e9zWtrbRcfKpcDFx8ql5uwVdqm\np/iQH4sw4MMmXCoJV3Glur1bICpEIxmiP9goFl8JG6rUK8LFdWTET6JM5lN5KfELXZlcB0FlrXEI\nkdYv6g985KDSOGumt4x6pNVxJX07h4b4iSy+pryKbyS5sgIlqi0QJfkuhEityJwvbZhbzADK4isG\no2+QzDorsXz3D5Ia1TIFVXJ/9Qc+lUl6I9OJfJ1D9DfO5WVunCKLr4/00P7GGSDvwTlEPh9inAGV\n3shyZX/yE+bLlPgNTa4sh7mZlgmLWMOjoHIOUmvaizNZO5x63f5JhVBY8ODCAvCnfwrcey/X1vrV\nP/gqnnvwubhs82W4dPpSpq31u9+1f023rbWtsJZKOByPwxKptM7fj6HSVio6Ung3lpYyXWP4tQgD\nPmzCAYmfjyGCg7ZvKRT4MQwLQRX0mQRsBXVTbpOQoEZG/DhNu/0qk7OzEa1xRJvwgs3tRsN2hReL\nEaSKrMMynU91P3QjLT7ks30Lq08vHYKQAVt8G/LquFu2RKBMZrO2S5BlnW0JRLzNExrnUCioQ9pi\nBlAKqhiMpoHOyYZH/EJXqHw0MfVDpAd9czjjzCb4Sm+kBDVAbufQWHx9tMMRDNHfODnMrW2dFSiT\nkVhnBSzYtEzEtTiK6eLgifTYmPBcFlIFmJaJRpPdX1EyRP/iBLgeXToPiSy+MiLdl+JDuo4jS03u\nGFsu2ALsBT72iY8JizmtrbFjPLm4iPn3vx/HRkZ6UmnvOX4cv/2+w9ieyuPN+AVcOfoNfOw3b2rb\nhGUWYaBjEz56VGITlvhz6XfFm/foEKETFcmqeGhyUCXsslKvYDI7OViCKjlIpeHP4jtMCiorzmo1\nAmXS2SOmxzgjV1AFhF/UmjAyQuWjOq5IQfUxRHBICH+7SKkgjzsSpdcHQVUK6kYF/XKd/2UaGE2P\nDlZBNQxpE9M2kRZYkSMhVD5yEdtWZE6ubKSW1AAWX8kQ/YlzIxHUfJ55EItYaDQbGM+OY6m6xBxC\n1yOy+ArkTzp555N5IZGenATOnAkxTnoyOKyN3usaNFQaFYzFx9Y7RP/iBPhxtu4dkdLrHGJiwvt6\nX4oP/csPcFfzzbj8xIPY//arPMdoE+m6mEjz7vODCwvAn/85YBhclfbrf/R1XPyui7Fnag9etOVF\nXSotLeb0keuaMJDDpckaDv7Rp9tjyQo5AZ1iTu98p7iYU1AFtdGw1+ehWijLZVs9lcRZSBWECmqh\nEEEOqqAuhEUsaS2DyCy+MzNii28yj2Q8KbX4hjrvbQSC6nctJlDTIiF+PnM7nYq0uzcmHULS6jd4\nnIIFtEUs1Jo1YfGhSN2BnN5VToFIlhY2yO9dFUnayOBUvWpX8R1UDup6lclBFUnqg4IaCZF2HoRX\nxbehYyQ9AtMymYUOfAwRHD58xENhRZbkyhqmgXQijXwy70uZDKnLhn2Q8XF7hc2o894mqKn84C2+\ngkRXGmchVRiOXFkOQaULil6syO3iQ0ePBi4+dPRrBCX8n1g4ylYV6TwUqJjT2pr9y3Au3qmZKWAv\ncOS3j3hUWmrn1c0cvpcoeIo5yQo5Oceo1QzMzAh6lJZKtp+aUzFNloMaiXWW7lYIzme5XsZkdpK7\nGCyXB69MVhtVZBIZ5JI5qTIZKpHuQ/GhjVAkKRKC6qPCkZ84I1H8JCdDN/XhUXoFil86nkYumRts\n8SFJnM5x0eWOAAAgAElEQVQaMMOuoKoiSRsVnJ0RqkzKrLOhXnTO+tSMh7ZTmRTFGVkiuWB30ZmD\nyopzWIi0TOkddDGnptVEw2oIS7BLhuh/nByCShdqVZNPUItFOwW8wXat9idOQTGn9SiooRM/gfzp\nJNI88icZon9xapowTg2alKCyhmgXH9L1wMWHVo0kAA2G7i0+ROMEgLUax8MLscUXgE38CLHJH+tl\nap3l3KcnFxcxsmkW24vTHpuwn0JOgF3MaffueXzkI4IepZRlM9JZnHHyFln046ETv5EROymZE2el\nLs/t3LQpgjgnJuwJi0H4K/WKtPhQpHHyLL4+qvhGVh132AmqH+LnoxDkUBRJanSUXl6cg67iS2NM\nxGzzJ08siCROH/1FRTmokSqoAiKtFNSNCsEXypPuI1X8YjEgmWTnyrak+0ycbysJ/ebYaDmoEosv\nJVWiOAdJ/GrNWpuoDIXF1w9BHeI46b0uizOSHFS/CqpA6Y1EQZ2cFOagTuYmpdZZ1hDt4kMrKzgM\nBGoRs1YjyOK9WFk1mKoinddFcfpSUOkvxHq5RX55BODgwgISsTEYjTjm9u/H9UeOtF+b3TmLb37+\nm7h66WrgW8Bbzr6FWSBpYeEgCoU5lEoa9u+fw5Ej13sPJOm/0m7fIlAmAeAnjz3FzOntS7Vh6s8V\nrDjL9bKQoJbLERG/fL6zcex+uVFBPpkX5qVFntvJON+yKr6W1TGf/MwTVJ8Kqoj4RaKg+qjEVG1U\nhXmTkRZzElSdpUV9BkqkJblnQ5eDKiDSqkjSRgXvC03yL7xIlEl60QHS5OehUPxkymRiCHJQBb5X\nWs01HU8jm8gyyUok1tk+ET9JB5j+xslgRM44RcqkpM5ScNBdmnxeGGc+ybf40tzOoVBQB6306rrN\nAgS5sptym6Q5qLwhTi4uYv6OO3AMwJWf/3zPLWJ+ffconovrcffHLmGqin6LOfkiqJxJixJUUfGh\nNSMF3WSXiZjdOYtP3fIpYB/wqVs/xSzkRA+/uiqIs1QS5neW6iVhbmepBGQzDRhLZXzjgQe6XqM5\nwV8qfgkPzz6MLxW/hDd+4I1MkkqrDT/wwDe8B9mIBJVxIL8KaiQEtVgEEgmmPaXaqCKXyCETF7d+\ny+VCjJMQtKv4DjNB3WjWWY4iQQjpzpUVFAAdpOLntKTy1oyRpNlJFFSnkCXLlY1E6RUQaaWgblTI\nFNRBKpPZ1q6HyAOf4OfKRkb8fBRJGngOqoRIN6wGErEE4rH44Am/bPIWfOeRxikokuS0pMoUVM4Q\n/Y9TRFBTQ0L8OAehD5lCqsAlfxLuCEBcIdd3ddxyEkSgoE7lplCul7kVdA0DmJpix3lwYQFzP/dz\n0ADMzc11qYpAR1kc+c4Idv37LhwoHfAoiwsLB7ErexlqyGL/S5/LVBXbFt8638Or6/aP6XWY2ZB4\nX331F62nYXAIKtBRNVcNPgMVElTL6uywCIjfVG6KGec9x4/jhre/C2nzGYxYKU9e8HqqDR85Iqg2\nTImfYNKi7Vt48x4lqKEXSRIR1JaCOnCC6oyTcUIqjQ6RZp3PalX48f7AMGxLdy5n2+Q5Sq8o3YoS\nv1DFAr8KqsDiOwzKZMNqIKbFkIglhkOZFFl8JQpqpGl2EiJNe9+ynnfDsAZXVXw3MkQkQDApZrN2\nYTdaeyLW720AytoA7qzmVFBFu6CR5qAy+srSxfVQED+OP9e5ayey+NIhQqts6FNBTcVT7WJONFfD\n5xCRxjk0Fl8fCuoTjSe4QwxDkaRsMist5iSz+PIq5Pqujvvjp3HXM1fg8h8+Cm/tWrTb4aTiqbaq\nwIpzakqgTlK2xZkMZnfOovALBfz6S34dn9z7SfYQego6styD+CmSROfMUskWeTzwq6ByrLMAsFbP\nAE3+5Bw4V7ZSsW8wQV5CqV7CVH6KOecdOHQIP/rxpfjpnaehY7udF3zHHT1VGz5wQFBtWKKgEkLa\nRZJ413+lAlx0kVJQAXilxdHR7pdbyqQGbfDKpKZ1co9dHRXayiRH6Y20+JBgIUX7u8uI9MBzO31a\nZ3U9gjWjRJmUxRmJMpnNcqv40vOpaRpS8VQ7/Yo1ROhEmp6Mc+e8LyuL7wYG58ITKaj0etA0m6Ry\najoEj4tO1pxtTFmZ60gStOlBEgmbpbvsRIQQ1Jo1pBPp4chB9bHL5Kcq8iCr42YSGWiaxq1ypwiq\n6yCSIknZZNZXDirdfwktTmp1YxRfceagiook8RRUWYVc39Vxv7cNJfOPsfC9bezquP1QeiUEFbAV\nRZF1dlVPQddywlzZ0fSoNFd2dFRApAPmoDabQMXMwCAp7oVFf8fVWo8KKrX3ChbXpVqJq6BqmgbD\nSCJDTmNFywaqNmyaBnbs4FQblhBU2hJD1mZm4BbfYVJQBYxIViRJ8vH+gLJggHsgp8WX9axzEunQ\nLanpNPchILPOOol06HGKcjuTQ5DbKSvq0+jEyUuziyS3U2Lt61ozMsSXZtN236RSEViRVZGk8xQ8\n66wgB5VeD0CIF54fi6+kHU6kuZ2cOGvNGtLxNGJaTEj8Issn4LBLp08/m2TnoEZuRZbFycmVlfyq\n/YtTRvwScuIXWa6sH4uvQJnM5zvrk9DipLv0IVQbblfIfeIJZoVcv9VxK2arOq4Z51bHDUKkAQAr\nK503MtBoNlBpVITW2RUjA0PLcqVFvaFjc36zUJnUdWDzZoE6ubZmF7ATKKjJWJJLpEslIKk1bKWX\n87sGVlDLZTsXUZLbOZVnE1QAeOqn53DxFAAtF6jacKEwj899jlNtuFwWEr9yvSwlfpG1mRF4X53F\nh3jKeWQKquB80j6oIkuq4OP9i3EdBHWgRZJyOSAeF+f0CpTeSBVUDmtzKqgyd+AwFUkaWF9ZmRVZ\nUszJKWRFoqD6yOkdRiiCKoLAOitTJoEQLzy3xbeHIkmRESoBkfbsMg06B1Vg8aVxDk0V340S57Ar\nqH6LJEmKOXGG6H+cDObmjJNF/Gi3k4kJNvFrV8htNHD4oovWrYTR96424ohrN2LFjDGr49KNiWKq\nyIzTNO0H9vh47wqqH+vsaj0DnWSECurm/Gauxdc07XM6MSFQUEsl26ssUiYFxK9UAjYlV1FDGmSF\nLYHKclBpnRmhgkoJqsjim2NbfAHgslfO44XFBhpWDG94K7va8KtPvRr4FnBt6VputWFC5rC6yqk2\nXKkIFdRKo4JCquC7fUtoTgc/Fl8B8Ws0bGVldDTEuZkQqfd1qIgfICT8A4/TqUgwDmQRCzWzJiyY\nE5kVWcDa3ArqwIifHyvysCi9PosPsUQi5xJ+0OdTKagbFTxl0kcOKhChguq68GjVWVp8yGDkMdEh\nUil7wdVshhCnhEh7buIhrTY8NBZfn8QPAJf8DR3xEyiTkRK/HhRUSvzS6YjiLBT4ccb5bWZqNfs+\nLxb5MZ780Y8wD+DYl7/ckxK2uHgSvzW9hGzqM7h76lvc6rhUQWWRP+ev2WsOKrW7Ci2+9RxqJA1r\njV9teCo/xbX40jm+WJRYfDdvFlp8N+c3c+NcWwPG4iUk0UDtWY7SK7H40toyQSy+oiJJQEuExRoy\n8QYznWV25yze+1vvBfYBd33mLmG14eVlTpzU4suZn8v1MgqpAneTsx1nkSAWM1GrhdQOZz0WX8Yz\n2d2lJhQiXa932tNxvvdKoyLMmRxGi+/A28xw4jRMA+mE7RIbOKHK5bqLozhfbnRqAgy02rDEMufM\nmeRdn84hQo9TkHYgItKSJXx/45QpqCoHdYNCpqAKFCogIgWVsf1Sb9aRjCfbk6JIQQ3VYiCx+PpR\nUCMlqHTydrF1d5yyNjODViaBISGo6yjm5IYk3TaSOPWGjkycr/RS4qdpIcdJVzAcBZXufudTbAVV\n8nEAwMHf/E3MAdAMg9t3c+Y/ZrD1X7Zyq+NemtgBw0xgPyrM6rg034Vn8aXfeaHgQ0HlTFhUTRRZ\nfFdNeyFWW+ao96aBzTm+xZdeNiMjEovv9LRQ6Z3OT3PjXFsDRrQystBhLPHbC8W0mDDOWCyYxdeP\n0lskJWS0GvcZQj+7YqwwX6cbpCvsl6U5qJSgyiy+//4PX0e8WcHX7v1K12t9a4fjrDbMU1BT/D6o\n9OOxWIj1K6g/FxBbfAXFnNwW31CI9EYhqJS1ceL0W3woMqWXUxyly5IqsCJHpkz6zJXl5XYmkxEp\nk5IuGgA7B9UtvIcSJyH295xO8wlqc7ir+CqCKoIkB1XUgwkIWUHtE/EbmjgHraDSyZuxuOgifokh\nsM72mJjvY4j+QMIuqXLOK+ZEW3ckEhEQvwAWX+c+kUhBDdq+BYYBkk7jyFkLRGDxLaQKzDglAqwN\nKl9xLorZnbOYfess9r1rH+753D1MJWzZyMJsxmCW2GPQOItptsWXxlks9m7x9aWgmvYCXV9hMwDD\nNNo9NZuW11pCpwuugmqaHU81T0Gt2wqqiKAWtRIysTqXoOoNHVO5Ka6CquudvGOmQ4YqqJwVEiGk\nY/HlWKZLJaDQXEUGBnc+oZ/lEVT6OS5BDVgd957jx/GTx07ju7fejDEY+NtbfrfndjjXX++jHU6P\nRZLox4EQSUAfiB9VUGntQ26rpaBxCpRJGictPjQw4ieJk8YI8AlqpBZfTpxDZZ2VWVLjGW6cTh4+\nSCLtXIuJclCBEBVUw7DJaSymLL7nJSQKKs9eELqCKvEH+CV+oVsMfOSgdjVdHtJiTm5biayY06CV\nSWBjKKi8OJ1fx1BYkTkWX2ecIoLabt/ywANd/+9buTEM3P/wv+Ku0z+PBx76e36cHMs0jTOTsfPc\nmAtKCUEFgGVjWZjbuVyzF756lXCrDWeTWdviy7DP0ntIavEVbDmvGqvCIjQAsNosIJM0oa+6E2tt\n0MUaL6eXrk24BJXmdgomrVKtZFt8BcRvhKwhG29AX+K3F5ouTHNzUA3Dvn+455MqqJwHQL1ZhwYN\no5lRscW3uWIrvZxnCJ3Xlw22h5eeIqnFt0cF9cChQ0ikxpGonEYGBhoG1lUEDLALgX384+/H6qoF\n2g7HUwhMUj1IRqR9iJvBQdml4CDU4itTJkONU6JMAh1bKs8yTYlfOh2i0uuMk3EfOdtpDUW/Vk6c\ntFerKE5nv9bQlUmeFdkUV/F1C0SRWHwFRUoBdk5vJAqqDxVKFUnayHB9oaZlwiIWkrGksKhP6Aqq\nxOIrqyDmY4j+x8nKQTXFieTOISLNlXUxInecA6/i2yPxo8QkmVQEtetAPSqoMoLabt9y4409tW8B\nWsrNySQ++KkfoNQ8joU/O+VRbmTVcWmcmiYg0n4Iqr4sVCaXGwV7iBy7XHA7zqQ4TqnFd8sWvsW3\ntoothS1cQmVZQIkUsHm0BmONTVDphtRIeoRpn6VrE67Fd23NflGweqc5qEKLL1lBJtWEscw+57qp\nYzo/zbX40jlpdJQTp7NIEiPOUr2EYrootM6WSkDRXEbGqvIJalAF1ZmD2pPFV4NuJNBsrKAUb6Cy\nVuupHU6joQEwsGsXpx3ORlFQ/Vh8fVTxDT1OAUFtWk3Um3Wk42kpkRYU2O1PnDIFVbIWG4iCyloz\nCqyzziEGakVuiKv4RkL86IHogo9jRXauGVlEOnQF1QcZUW1mNjI4yqSmaYNXUM83i6/EkhpZrizD\noztU1XGdMq1rS7hL6WUQaffXEQlBFRAVwD6fbtXP/XWEWnyIJmeK2rek8lw1ms7/rCHa7VuWlnpq\n3wK0lJtUCc+c0QBoMGrEo9z0Renth4LqJKisXFlJH1TfOahbtggV1C2FLcL2LTlUUcgT6CW2N5E+\ntIvpIlPplSqolKAKJlaagyoqkjTSXEE2bUE/xyGoDR1bCluEFl9KpJmFkiQWXyfxExUfKjRsgio6\nn0BAgipo30LbzPDcQrUaENMsXL1tMy6cKuIVt3ymp3Y4P/zhSQDzuOceRjucZtNmQNSqwIiz0qgI\n28wMxOLLiLOrvyjje3eLsKE875xxCpRJ0VpsIEovoxCks/gQbxPe2a81NKVXZvEVEGma25lOD9aK\nLCs+JPl4f+Dc6RdYfLuItOt+d64dIlFQfcQ5jFAEVQTGZOMkAAPNQRUcxN3M2I/Fd+AEVdCvddiJ\ntGXZaxPadDn0nMlk0s4rcG0Jy4i0hIf3D05lUqKg5pNe8ucmVIMk0s4cJ4tYzI8D7CG62rds27bu\n9i10jHIjA8DA7tFrsVJpepQbvwoqICB/EoJqmAYM0xArqM2iPQSHoPYlB3VlRVh8aMVYsYkfh0iv\nrgKjWEU2H+cSqnacqaKw2rDU4itYIZXqPooPNVfsIVbY7zFMA9N5scU3m7UVVCZBlVh8S7USiqki\nt6hPO876Wdvie459o+oNHRo0IUHVNEkOaoA2M5UKMDKawFwqhYxm4CWvegOzCNgLHn0BEn+bYBYB\nA4BDhw4CmMO5c4x2OJS1CXZSZW1m3AQ1lPnZBwseCiuyhF1SEg2ILakCjtsfyIifKc/tpApqImFf\nPqHk9PqJU0BQ6dIjkr6dAeKMJHWNdS5duwpdVmTG9RmJFdmnxVcpqBsVgtzOdCKNWrPmKXwSiYIq\n8Qf4UVAjsRj4yUH1mdvJGaJ/cQqkRTeRdhMqWiiN1liKJFeW4X0dOuvseWLxjWkxZvVmP8rkycVF\nzBcKOHbbbT21bwEh+E8zC2Ae3/yV5+LuX9U8LVzoQ1tUzMmp9PaioC7r9utcBdU0sUzG7fdkxpnM\nzWja97uozYyvHNQAFt/VpQZGsYpMPgajwieo2STf4utUJqUWX4GCKspBXVslGGkuI5PVoK+xvYm6\nqWO6ENDiKyB+pXpJWh23VAIK9XPIJC1hteGp/FT7GvK8btgtY8PKQaUfh64jQ9i5srM7Z3H19VfD\n2mvhi3/4RWYRMPpVnjvHiNEP8WuIiR8dghCCc2d+Cl3vraiasBVOH6vjCoYIjnUQ1I0ep4902+CQ\nMCJZkaRIlEl6IFFamER8iSR1zfngp/7xevdOc1eRpLhXOXfzhNBS7GQWX1UkaQND4NOPaTGk42np\nzkgk0r1A8fNrRR5IDqqkmbGPIfqDgBZf97ms1Zg1YvofpyBXlkX8nOcydOKXzQoJKt2YGBhBJcQ+\nkKCJqbMEO4v8+SGoB48cwVylImzfctEPLkLxH4ts5aZWwy8lZgDMwUiNYv9Fmz0tXPqmoCYSfIJq\nLCMRS/AVVMPAcmzCHiIz3heLr2d9TZt6BrD4ri41MBZbQ7YQh15he+lkFl+pguq0+ApyUIVtZpab\nGElUkc1qMFb51Yan89NYra0yyYgzV1aooAqsszQHlUeky2WCYm3JXrTyFFRTx9bCVqGCunWrT4sv\nh6CKlEn6cei6OFfW1GERi7l5QuMEAhDUloIq6i+az9tF1ciZJ/D33/x21+t+i6pJW+EELJLkY4jg\nWCfxY12fPtzMwRHQOkvjDJ38rUNBzSaynqJT7o+H0qeXEF9xita2kRBp50EAPpEWFJ2KXEEVWXxV\nkaQNCoEyCbAvPIlDoX9xiSy+ptyKPHQWX4ZCZZr2nJVIdIYIhaz4UHpFirTz16Q97Aaee8z43iOx\nSzsPFEBBpV+HiKAGat/SaACJBEgshiP/91dBJLmyrDxUX1bk1VU7gYfzS8zunMWlb78UO9+6k92+\nxTBwNrkFAFBNjoZXbXh5WUj8lvVlm/jxFFRdxzLG7SHSY2KLb6qIcoNPpFMp+z6qu+3PhmG/MDbG\nJ6gtBZVr8V1qYDReQSYXh16L8asNJ7JCi28264OgclbFjWYDpmViPDvOz0FdaWIkZSCT06CX+bmd\no5lRxLW4sBCetEiSzOLLIVTtIZIGshnCz5U1dWwtbsVKjU9Qp6ftsZgbe9Tiy4mzUhdbfLsUVLPC\nJ6ita+asfpYbJwCcZb3sJKi8OCUK6t/99T/ir+//Ir79znfi0mYF/+tPvriuomq0Fc6RI4JWOBJ/\nbqNpq/WpeGq4LL6u+2holEkfRZJEcdJWlZG47kRFktxVZwV9OzXNnqP73qe3XrcXe/F4J84erMiR\nWHwzHR7Ay5V1EmnRWmygCqoqkrSBIdgVAcCtIhY6CZAcpBeL78AJqoBQ0XS7QVp8ZcWHJBtq/Y9z\nWC2+zk7Z9ES4bfDN/sQZqH1L6yD33/913PU/NDxwyisxORX+nos50dWs4II4Wz0rVCbPJqbtIeJs\n+dNZbVimoObzAgV1ZkaooM4UZ8QKKhm3h0iNsi2+zjYzAuIHcGy+q6s22xKs4nxZfBMVZHMajNSI\nUOktpopciy9VUHsifnWb+NEFFmuDpbRKUEzXkc3HYfCKD7WeR6OZUWahJLo+4eagSiy+1DpLnULu\nOC2rRVayFjIZws2V1Rs6ZgozXIuvrtthFAqMOC2rwzR4Sm/DjpP3rKtUgELeZgJZs8S9FaumPdGc\n01kSaWceCqqg8gjVc15wBV6+92WwdB0ZGKjXtHUVVTt06ABuueX9qFQkrXAEiZlduZ2c3ONIFFQ/\nyqSP3M5Bt8PxkzNJW1UCIZMqSZwiIu38OGeI/sToR5kUtCaU8PD+wMeCbyja4Tgf/MmkvTZztcFQ\nRZI2Mhi7Ik45nHXhDURBFezeJGNJWMSCaZnrGaJ/cUoIalcOKkOZjIT4ub2vAityLpkT5j1whugP\nNgJBpdvBmtZpEC3YmGBZZ53nU9i+5fDhYO1bqtP44Ae/jVLlD7Fw6gXc9i29xgkAWFrqvJmDpeoS\nX5k0DCzFNttDJIpCBZVem6JiToWCQEEVEVTdJqjc9i1VA6ukaKeHpthVjgJbkSlBFUwEq8YqNuc3\no96se84DAKyea2I0WbWHyE5wiXQmkcFIekRo8R0Z6U1BXautYSQ9gkQsgZgWQ8Py5piurRGMZOrI\n5OPQK+x8AWeuLKtQUlCLLyXS8VgciVgC9Wa3pF2pALksQSyXQSYb4xNUqqAKLL7ZLDA+zrD5UoVK\n0GyeEulkLImm1fQ868ploJCzF2aZ+ppcQa0GVFB7zEGtVjVkM00YloUf5GLQXQXRZEXV6HtLJQOA\noBWOgKhQey/gj/iFtnboUw5q6GsxH/1FRYTf+fFQ4wxoRXZzx0gIKkeZ9Bsnp5VqJHGu53xG8p1z\nqlupHNSNDMauiPPL5FkhIlVQeXaN1s3BKsNOi79S62wkO009KKhu4jcUSq/E4kuH6Dv5cyqTnIN4\nLNOmvM1M3/NI3CcjBCLdbt9y7lzv7Vt+5SrcMlbHs8+21IZmgtu+BQDTPuvLOutHQdUFCqqu42xs\nk/3XGFv+pA+ZeCwunZOEFt+ZGe6TctlYxtbCVq7it/ZsDfmYjmIR0BMcZdL0l4MKBCCotVWMZcaQ\nTnjrAwDAyjkLoyndnvMkSm8xzbb40ud+rzmolKACfJVqbQ0YydSRHUnAqLJXWPR8jqZHhUpvz0WS\nanaRJIC9yCqVgELOAjIZZHIx6IK+slsKW7gEld5HY2MMgrqOqrP0WVczu72H5TKQTzeBfB6Z+ioM\nRvEhwD6f+WSeq6Dquh2KLwWVcX1SBTUZS8K0TDStpmcIfe0ZzGsarnjJ8/H8d71v3UXVFhdP4uab\n5wEcw+///pWegmoyfy7tgQqIid8wVfEdKgVVZp1lKH5uZbLvaxxab8H58HefT7MqVKQjIdLutQNP\nkRbE6RyCcrK+W5FZC74Aa8ZI1rWMAxFCVBXfDQ2B4gfIk59DJX4+CRXgJX8+7q/+QMLWu5oZ+yR+\ng7L4iqr4RhKnU5kE/BVzEvTeisdtruvJ8wsKlpzsLubUEBdzkhHUdvsWw8Dhqane2rfUakAiiWbT\nwI7tN2DFSnLbtwAB2uFICKpFLJzTzwkV1LOwCWo1xq82TB/aLPLnts72ZPHVlzGZnWQqaQCwvGRi\nPFGyr/2EWEGVtZkBOK1mVlakFt8VYwWj6VHuonV1hWA0bdhrtBS7DG+7SBLH4kvj5Fp819aEyuRa\nbQ3FtN2Sh1fgZa0Uw0jeRKaYhF5lEyr6PBpJjzAtvlIFVWJFpkWSAPazrlwGirkmkM0im4/BKHGq\nDTd0zBRnpAoqk6C2E0ghVVAB9qK1UgEK6QYwOopMrMEtOqU3dGwb2SbMQd22rTcFlRDSVlB5vTsr\nFeCNb9qHOUKQMSu4+NKXMYuq7fj+DuT+PscsqrawcBAvf/kcAA0ve9mcp6DaeohfOpFGzfR2KhjG\nIkms3M7IFVROnCIlLTLiRxP7OQdZT1EfIKQ1jk+Lr6iwJkvcDD3OHoh0JAqqZGHasBpIxBKIx+Ih\nHLw/UARVBIkcztoRk2xU9S8un8ok4CV/A8mZ9KmgOh+GkRA/WqUgnbb/zSJ+TTnxC93i6/7SOMok\nnRRlxI8zRH/iDFlBBVrtWy68EMfe9a7e2rcYBv6TjACYx5/c9RncHb/foza442RV8XUWc+JafEdG\nuCd6xVhBIVWAbursthCGgSUyiZERQEdOSPyAAEqvjxzU8ew4t9r28pKF8WTZvkdjeb4ySdvMcKyz\nvnJQJRbf0cwotzjc6iowmq3ZQ4gU1BbxE8VZKNhheCxkpZJQQS3VSh0FlVOAqFSJoZhtIjuaFlpS\nM4mMnYPKsPg6FVSpxVeQKwvwFdRi1gSyWWSKCX6ubKuK77LBz0GlFl9PqxknQRUQaRFBLZdbBDWb\ntdv2LLOvHd3UccHIBUIF9YILestBrTVrSMQSSMQS3DgrFSCftCetTIOdKzu7cxYvuuZFKM4V2UXV\n0Lk1nn2WE6fI4lvvWHxjWgzJeNKzIWWTKrtAXTpNmNdn2O1wqo0qcgk+Qa3XO5uwnCH6g42Y28lS\nek250jsMFt/1FEkKNc71KKiMZ6bzmZxOh1QVWXIyht3eCyiCKgZLQRXkoFIXZqplL4xMmRTs3tA4\nnYs11v01sBzUVpysPKdIiDQlp84qBcNo8fWhTK6H+HGGCI6ICOrBhQXMmSY0Xee2b7n0x5ci/nCc\n3b7FMHDdlosAzEE3U9hPSjjy4Xd64qQPw0AW3+3buRfu2epZTOWmkIqn2PmdhoGz1pg9BLLCHFSA\nr1fF0WsAACAASURBVKAKrbOWZat+oiq+xjLGM+PcfsXLZy2MpyodghqgzQw3ztVVW2bjTASNZgP1\nZr3dyoNFpFfXgLFszX5WJ9gNV9tFkjhtZmicsZh9fXridOagSiy+rMUgAKxV4xgpWMiMJKE3Ep7i\nFkBnnhdZfGmRJI/SS0h3f1FODqqT+LnjLJWAQpoS1CQ3V1Zv6JjKT0Fv6J78UGecXAVVYp2lbWYA\n9vxcLreIH1V6l9kPO72hY1txmzAHtVcFldp7KbgENW7/nyhXttqoYqm6xMyxBjrzJZOg+rH4psRx\nVqvAv/zt1/D0XXfhzKlHPXH2pR3OOoo5peNp1Jv1LqLr/DjnV+0PAhZzikRB7XPO5MDj9KlMhhan\ne2Ea8HzGYiFVRZYoPMPeYgZQBFUMBvHLxF0KKsM6S12CkUj3jIe2W0F13yAsq/+gc1AB7+IikhxU\nH+zSeSMPrIrvevMeJLt2ojgDtW9pHaS9O571kiqPMtlLdVxCgNOnuSd6ducsrrjuCsRfH+e2bzmt\nbQEA6IbGZJiyIkm+CeoFF/AJqn4Wk7lJrjIJw8BZc8wegmSkBLWnOFdXO2VUBRZfoYJ6zsJ4Wrev\nKU2s9FK7tKiYE9PiK6niu1qz1VOehRIAVksxjOZMO854genRdbbD4Vl86f3OtPk6c1B5RZJS/BxU\nupuezieQzcXsolOcOHu2+BqGLS8lEv4svow4y2WgmGkRv5GUMFc2l8wJlV4uQaUtZgDu915pVOQK\narIG5HLI5OMw1jgWX6qgGnwFdetWm5ibbp4taTND7b0ULOXcSVCzxjJfOTd1NElTWBUZAM6cYby4\njvYtgHdj4p7jx3H66VX822duwZ2lEs488i38t9vvbBeoA/y3w7n5Zkk7HJ8WX03TbDtys/O9upXJ\nUDbhaW6nyOJriq3IA1NQA1hSI4uTJ2qs04ocdZy0VVMynmzHKWrbA0RkRXbFOewtZgBFUMUQJLwD\n3hskEp8+ICV+7nY4A7H4mqatzDibmApyUAGv0huJxdcHC15vFd9ICCort9MU53b6EGEB9LF9y11P\n44EyhAqqrL9oKmWvAxru9LbVVdvHJZCAT1dOo96sM1UbGAZOYxqg4fkhqL0oqEtLQgV1qbqETblN\nzOuKHmSpMWIPQdJSi29PCurysu2vFDwlqYLKy5lcXtYwnm0RVGSFxYdoMSfR996LxXfVWMVoehSA\ndy5pv6cUx2jeQVBZCmprsTaSHuEWSaJxMiv50txOkXVWkINaKgHFTANaNmN/JUl2laO2xbeXIkk0\nRoAfZ82HxTdVsxXUsQy/+FDreTSWGWPafH1bfIPkoCaMttJrcIo56Q2boIoU1ELBJtKeOPuloMbs\nayGj8wkqvW+erbIkUomCKouzIY7zwKFDQKyAeM0uUBczK3jZ3rl2gTrAfzucUknSDkeW2+lYi7nj\njERBXWduJyun162gRkaohlFB9aNMuq3IgjobdIjQ12KuOGUCEWuIUL53H3EOc4sZQBFUMVzGcNaF\n5yZ+guuhf5AUH5IVSYqUUAmamPrJlR0I8ZNYfN2VTDeidZY1RLt9y8JC7+1b7vsa9nx3rdMs/tFL\nsOf627ntW2RxahrnfFJ5QHCiz1Ts9/CI3xlrU2eIHgi/Hyty2+LLifNs9Swms5N21eWG9z3NioFV\nM4+ZGaBqppks2JmXw7IiOxcXTCJNCargBmsrqBzr7PKqhvGWdVYnGQ8LJoSg3qwjHbdzvXsq5iQj\nqC0FFWBbPQFgtZLAaN605+ZYzsMuaXXVZCzJtfi6lV4PQfWjoApyUGkFX2Sz9sIlWfRIoPR8inJQ\n6flk5qDSCr6A0DrbZfF13Ue2MlkHMhlkxjLQOc86er+PZ8aZhZLo+fRl8XU9UAkhXXmTPAU1H3cQ\nVEGurCwHNZsFJiYYeah+iJ/EOtsmqBMTyFTOCnOPJ7IT7fmNFefEhE8FVaBMsuJsNjVYzRgaK2dw\nGAAxVlBvxLuKy/lth1MuG0gkOO1w1pHbSeN0Xp8s62zf1w5uFiyxIse0GFLxVFca0zAqqLK+nUBE\nYkGP1tnQ1+Cy3E5Xip3fnN6oXXfDXsEXUARVjGSyyxjuXAgC3hs5UgVVkIPaC/ELffdGYtcA2Arq\nQKyzAuJHC0eILNPDECeL8MiGaLdvWVrqvX3L66/ALc8Zx6lTrd1xksStv/QqT/uWwMWcTp+2/xSc\n6NNl+z1M66yu43RzU2cImYKa6rEPqh+Lb5Zv8V0+a2Ekqdvu22bKXm07NkdMy4RFrHbxlXwyL1RQ\n86z00JUVOUGlOagcZXJlLY7xXKv4EIOgGqaBVDzVXoQWU95Kvs7z2ZPF16Gg8iy+K5UkRkdIR+l1\nSYs1s4ZsMgtN04JbfH3moDIJatqu2p3JAEY872GYzvPJs/jS80ktvl2OfVogCeA+AJxKL4tIl0pA\nMWk/9LITWRg173LCIlabSI9lxpgE1bfFl1NvgbZYAvhW5EKsYsc5loZe9ubzAjaZ2FbkV/GlpGdy\nkpGH2i8FFRXgwguRqSwJFdQLRy/EsxW+gnrhhcGLJLHirFaBZLKOKz/7GRwDcOnrfh7nznTv0Pht\nh/POd86DkGP4whc47XACEOlIFNR1Fh+icTrn+UiItJ84XcTPjyU1auusRSzUmjWkE/Ymp18iHUqc\n6yB+rDgjWYPLLL6qSJIcmqZNa5r2h5qm/VjTNF3TtGc0TfuKpmmv63G8d2iaZkl+WN3rvPAh3Yss\nqaHcxDT5xVmezsek6CZUkeze+MgnGMocVEmcuWRu6JXeXqoNt9u3VKs4PDrac/sWLZlCvW5gZuYw\nVhoxaPU6t30Lj6A6Lx0uQZ2YkFp8J7ITTGUShoHT5mRnCBfDtIiFRrOBVNxm5IEsvgKCSi2+vOJD\nZ89p2JRtFR+qxTybZjWzhkwi0z6/hVRBmINaKISkoK7FMV5o2ENQIu2MwXUP9WRFXo+CyrP46kmM\nFi2uFdmpmvdk8SWk02ZGoKBS6yxrY2JtDRhpWWdtK3Lew4Kdmzw8iy+9j2gNuK4iHG4FlWPxlfZB\njduLoMxEDkbdu5wwTAPpRBqapvVGUN0WX9f5dKq8NE73916pAAWt2rEiV70ElRDSbjPTFwXVFSdL\nQXV/722COjWFDNFhlDlte0wdO0Z3CBXUHTsECqogV9bZBxXwLq6rVWBsPI2517wGGoAXzYzj4hdc\n3jUGLVI3/r/GMf7IOLcdzvOeN4dmU8NrXuNqh0NI9+LaZ65s5ATVR4UjWZyRET/JyXAq0olYAgSk\nKzVmGJRewzSQjqcR0+x5ZqDKpEhBdaXY+SX8g7AiqyJJAmia9kIA3wfwQQCzAAwAkwCuBvBNTdM+\nGmD4OoBnOD9P+xqBsePgqY7rIlSR2yDoQQRW5IFYfNeZ28mKcxiJn584N6rFF2i1b3npS3Hs9a/v\nuX3LYg3I5ebxsY8dw91vXMbiqSVhnCLiR+P0kKozZ4CdO7kXRKVeASEEU7kpvsW3PtYZwsUwa2at\nvbAG5FV8s1mbAHQVWyXEVxXfydykZ9Oj/fo5DZNZvXNZuiRQ97XZE5GWENSaWUPDatjVcTnEb7mc\nwHixldvZTHqIn/thWEgVPOTPbfH1WGedfVAZcdIeqAB78dJsApV6EsXRmP2sJmlmnM583kqjwizm\n5FRQu4ao1ez+FqkUn/jVS0IF1VYmW5ZUakV2KahON89oZpSroNI4PTZfp4IqsPg6c1BZ1XGLsRbx\nG03bOdKuUpTOxdp4ZpxZ2CdIDiqLoDIVVK3SItJZZq5svVlHPBbHVG4Kq8YqmhajarIegYJqlexi\nTiNp6CvsXNlqo4odozuEOag7dgiq+AZQJtsCbOvBkamcYxKV2Z2zmH7TNLa/ZTu3HQ599jztXo0Z\nRndl/QAKKi34F0o7HD/Ej0FW3AR10MSvHWdrfmYVmRuIgsoifgLhZWBxunmCu4vGkBZzUkWSBNA0\nLQPgKwDGAXwHwB5CyHjr38cAaABu1zTtDT0e4h8JITOcn92+RnBdNb1Uxw09kTyRsCdyRxUZJqGK\nukhSD8rkwHJQ3SdDQPxonE7yNzAiLYiTXpvuXFmZMnlwYQFzsZiwfcvLf/Jy4FvA/pX9zPYtN112\nMcrlOei6hv2XXYwjV3RuN7or67Skyoo55fMcBXV2lrsTcLpyGtOFaSZRp3Gero11hnCdDJZqLlJ6\nNY3xvVer9guTk/4svgzit7SSwGTe6IztkkD7okxKCCq192qaxu3buVxJYXykaU+ZZjJcBTWTsQtk\nuRqQdhVJ4lhS88k64rm0/ataKY8y6VxQ0mJOImu3x+JL7b1Ax+XiqvDlaTPj+t7X1oCRRLVt8dXB\nIKiNbqVX1AcVYFTydRZJSibtc+kqTdtl8WXY1EoloEitsznNbtvjkkCdi7WeFVRK/NJp+yJxzGnl\nelma21kuA3lSbhHUPPOZTAl/PBZHMV0UEv4wclAtqzWfNMs2QR3LwChxFNSGjh1jcgW1J4tvQ27x\ndRLUbPlZoRX5qdJT7Bc7Q+Ap91t8yJ9+CSot+Pf4D/7NE2fgdjh9UFAjaTPjoxJTtVEVEumBtMNh\nWGdZMTrXOJEQPx/KpKhWDW+IQeSgqiJJfLwXwIUAygB+kRDyQwAghJQJITcD+O+t+D49sAhdV40n\nBzXpVSYjJ370QO4kbUGcQ5WDKujXOkxE2nk+WRbfQcdJCPHkyqYT6d5yZU+d4hK/2Z2zmH/3PLAP\nuPOOO5ntW55qTgMIRvx85aDu3MknqOXTmM5Pc5VJGAZOGyNcBdX9ncvat8A7hG3v3bSJuenRfovD\n4ssi0mdXE9hUMDpDyBRURq6sbwU1nbbJlIv4rRgrGM+OA2BbUgFguZJuE1TdTHjYpXu3tpjuMQd1\nbMwm/YwV0mptFWOZsU6cLuK3ugqMpe2DtK3IAgUVaNl8616ll2vxdRJUgBlnV5EkBvFrE9SWxddA\nOpDFF2BU8nVafOn5dKifpmWi3qwLC5J0KZMZwIjlvQTVQfgD56AmErY67SD8lXrFn4JKSnacmwow\nahrccKozk9lJZiXfdSuojoWzW0FlWWezWSBWsw+SHc8wLb6NZgOapmFrYStXQdV1u6VxrcZ4rgfs\ng9r+OFVQ184ICepSdamrKJA7FCAcgvo3X/sW/umb/wPfPnoUd5ZKePwr/w+++uX/3lM7nKNHOe1w\nfFpnRarfMCio7rYogPf6jGxtK1JQXecyHosjrsXRsBrCIULP6WU5LQW1anhDDJpIDyMGSVCvBUAA\nfIkQ8gzj9c+2/nyJpmmXRBeWA8OooLrlJXogQZI2a1KMZPdmI+Sgug/CsPjK2uGwhmDxEVF/UUBi\nN2qdz67+oo6DmJaJmBZrK5OAl/z5In6WJSSoAHCqdAoA2MqkruNUY7P9OoOgum3dPRNUicX3TOUM\nNuc3c4kfDANnqoUOx2UQVA/xk1iRPeTv7Fl7Ncuw4bffIumDenYticmRRufadx3EvRnFUiadD0Oh\ngsohfsu6raACbOJnvyeD8THSyZWt1boUOZaCKiJ+wjYzAHPSWjU6OaisXevVVWC0VdQnkwEMH1bk\nYqrosSI7z6fH4kvzTykYk9Zaba27zQwrBzVW7iioVoZp8e1SUAVFkgCGguq0+AKe80mts9Tizm2H\ng1I7TiOW8zBM5/fOazNDv3epxRfwPJPdFl/WYrBS6RDU7FQBej0BN5z30UR2gpmH6ltBjcftH8f1\nL2vf0v54i5xlJvMwKt6+spSYbc5vFhZJyuWAqSmXisrK7Qxi8R0dRWb1tJCgjqZH8UyZtbxrD+G1\n+PpUJkWK32Uv34vLXn4prHK51Q6njIv2vLSndjhLS5x2OH6ts8OmTLKEF1cuovt+j8w6K1hAu88l\njVO2to06TlmtGiAiBdUHkVYElQFN0woAXtr65zc4b3sEAH2kvj70oFiQ3MgDyUF1Ez/GgYbC4uu+\niak640jSG4o+qKyDhGTx5fUXBXzYjVrns203+s6PhMok0CNBXVqyvycBQX1y7UkAHIJqGHiyNmW/\nPkgFtdJRUFlxGmUThpnA1q0+CWovCiolqAwbfvstVYnFt5TuJqgSi68sB5Weyy6RlBJUgHnxLhvL\nHQWVVyTJyGJ8Qmt9XJMq0oXkOtvMENJNUBlbzqu17j6obqJiE9RKR0FtJLwWX4bS61YnnefTY/Et\nlaQKaqlWEraZ6bLOZgGDeK3IzvM5mgmooAKe8+kskATwLb5t4pcFdC3rYZjOZ+Z4lt1mhj4383l7\nX6PuFNycFl+ASaTdxI+VK5tvrtkbE5tHYJhxbwxOBTU3KSSok5McgiqQwmTVcdsfbx0ks6kAQ/cS\nVEqkp/JTQotvNmsT1K5CSbrenduZSnkcE74tvroOXHwxMstPMwkALTq1a2IX1+bbGsKroLplRca9\nzmoz001UNGTSTRirqzgMwKqcQ6PHdjjVqoF8ntEOpw9Kr49fNTj85Hb6IH7DQKTdaxxZnKEpk+vI\nQR0aK7Ky+PrG82DnmAJ2kSQPiP1t/qj1z+f3cIxLNU37T03TqpqmrWma9h+apt2padpO3yMEVFDT\nafthyxHMegNLQXVbfN3FnBhW5Mgtvgx1xg+RHghBdRzE3cYDWH8V33Z/0SNHmP1FAR92o4f/P+z5\ni3/Ghz/csht94SnseeRM227EIqjZhJxIe/jdk0/aC1eJglpIFbgE9ZQ+0RlCQlAziQzqzXpXIZp1\nEVTOBXG6bOeg8ojf6XNJbC46ig+5lV6zD0ovtfjSF12xEkKwVF0SF0mqpLFpzPRdJEmW2xmPM3Zr\nZQRVoqASAqzUsxgb1zofd3l03bu167b46rpN9FMpbpyePqgMi+9ovEP89HqcraA6Hto8iy9dXPiy\n+DIUVGkOKtY6CqqZFOag0nvRXdjHeT6FRZJonC5lkhZIonGyrLNFstZRpJEJZPHVNNvm2xWn0+LL\niLPSEFt8CWmpk+aqrUxuHrGVc9dD2Ul4JrITzFYzlExMTEgsvpw4RdZZj4I6VWQ+k7sUVEGRpFwO\n2LzZpaA67b2AfcJpXq9jfA/hd/UXbcd58cXInD3FnIJrzRpS8RS2j2znEtRqFdi1K7wcVKP8LOY/\n/GEcA/Bz730H1la6x/DbDueqq+Zx4YXHcPfdrnY4EpZB025EBXMGpqAKrLPAkBBUyboWYK9tI7f4\nSgh/PBZHIpbosiIPjPC7vneloLKx1fF3fha9/Zrmer9fTAJ4LoAKgDRsknsjgO9rmvZrvkZw7+C4\nveUMS6rzemDM/8HBykH1YfEVEapIErQBudLrI1c29DhdRMLdxgOQK71uLtLuL7qywuwvCviwG112\nCW7Z+7yO3aih4dbNpG03Yk02btLjw81s23svuUSqoF4ycQlfQa2Od4aQKJOapkmJNDNv8swZuzpu\ns+kp7gJ0LL48BfXMSgqbi0aHVIZp8QWYF2+5XkYqnkImkeG3malmMTludTYTZApqL3EuL9vMgBMn\nLZIEsBXUUgnIxBpIFtLdSm8AIu1RUJ3qKcC3+Aqq+K6sAKMxhyW1HvO2mXETaY7F10mkhQSVsWh1\nt5lh5qBiraOgmgl2Fd/WYi2mxVBIFTwqqvN5JCySBHjOp7NAEsA+n6USUGyudAiqlQpUJAlg5KG6\nLb4MIi0iqIZh72kkaq1c2WIShpYVFseayIgtvlwFVaD0sqr4Ou/39sepgjo9KsyVpXmy7grTzjg9\nCqqb+NE4XQTVt8V3yxZkrCqzbQ8dZ2thK54usZsmtDgu2+LrjDOR8BTxcsfJyul95RtfibmXvhQa\ngFftvhCbZi7qOgwt+pd8JImZf53htsO58MI5/OQnGt72Nlc7HBaRdq1vUvFUuy0KwLbOCoboD/wQ\nvx4U1KiJH0vxGwiR9qFMesQCx/PdNO39sYQj0yCSNThLQVVtZphwzOQQfS10ZVkQvMeNpwB8AsCl\nADKEkKnW56+GrdZmAfxfmqa9SjoSQ0F1W3zdD0O3+7bvN4gPiy/LOiuKcxBWZEJIm/w54xxI8SH3\nQarV9g47b7JZjzLZ7i9aLuNwJuPpLwr4sBu1+osahoHJycNYKTXs/2uN0TeL75NPArt3cwlqpV6B\n3tCxfXQ7X0Etj3aGkCioPcWp67Y1YWSEw7K7Lb4sZfL0ahrTY7VuZXKdFl834WcWSXISVNc5peop\n4FW72+/R85icIN05qJI2MyLiR+PsIn9OBZXxpKQ9UAG24re8DIwnHVZPSlAdzM1vmxluDiptMUPB\nsH2sGCtdfVCZFt/YWsfia2j2iRC06Cqmi8JcWQ9BZRE/1zMkGU+2C5JwiR9ZbRM/lhXZvVhjFUoK\nYvH15HYyrMjlMlAwVzrfu5X2WnzdbWYYOajORaUnD3WdOajuBWv745T4ZWATVJcE6iTSkzlxkSSP\ngmpZbKbhJH6muPhQl4KazSKzZQxGw2tFprmXyXgSo5lRJpGmqpxHQXWTaEaclbpY6e1SUKkiXWYT\n1Gwyi5niTHAFlVHEi0WknfeRu9owT+md3TkLbZ+Gy665TNgOp1q1p/Mu9EGZHFYF1X2/R2JJ7TFX\ndijidJ9PAZF2OkYij1PloA4WhJBvEkJ+hxDyA0KI2fq/BiHkIQCvBPBjAAkAvysdTOKBZ+2GSUTD\n4PBxEPfiRVZ8iM79fbUiSxTUerOOZDzZtbvox4oc+i5TPG5vbbUSoVi7drnE+qv4nlxcxPwVV+DY\nzp2e/qKAbTea+dcZvt3IMLC4VsP4+DyuueYY7r7z57DoKKLRN4LqVFAZF8Sp0ilsG9nGbA9DD/Lk\n2khHQWUQVPdDZt1xnj4NTE93erswyDRtM8MjfqfXcpieqHc+HpaCSi2+jIvirH4Wm3L267zczrNG\noV0I2E8OaiFVkObKuobwl4PqtPi64lxeBsYTHWXSt4LakCuo7UvQraDyLL5picXXoUzqumbLa4Lr\ncyQ10kX8LMueK2mcIyOCNjOMOJ32XhonU0FtrnQpvWSFb/EFvL1QCbHjTKdbr6/T4luqlaQW37aC\nSuM0E9IiSSwF1fm9MxVUgXXWnYPqPp/tj1c7VZF1ZD0SqLPoDq9IEiUTHgWV5nbGHYSSRfz8FElq\nEd3M1nHb2u2C04o8lWPnoVKu7CmS1G8FNZeziXSVX8xppjiDp8t8BfWii+zpvCsnvg9xtodoTXSZ\nZ08yCQCtVv3EyhPMGOnvDABPuN/iZpfJpC2PtepsuGNkxUk5ROj9WiVEhUWoRO7AyJRJidIrSwsL\nTeldr4LqiNOHCbI/kJxPVcWXD+fySKQx07vbXXeyJxBC1gDcAds2/HOapk0IP+CD+Il2b4AQLjwe\n8ZPldgosqbGYvU5z9VgPBgmRZllSB5KDyorTocox45QQaZaod3BhAXOWBa1a9fQXBeyd3A996EPA\nPwIv/sGLvXYjw8Bv/cIVOHduDtWqhv2/PI8jic5KTmYraQ0hP59PPmn3F9U0ZlGfU2uncMHIBcL+\noqdWC+EqqGfO2PIA88XWW2QW30oOmyfMzsclcabjaZiW2e7j6itOicWXFkgCvPdo+z31AianYlwF\n1Z2X4ybStHAnl0hbVqd9CyfOZWO5076FQaSXl4FxpzKpA6TgykE1dWTi3dZZp9LbaNiXHLU90XTT\n9rTmjBHgWnxpnLwqvmOwCVUiYZ8bszjeJYF64kx3W3wp6aO731KLr2sl5yao3Cq+1jKQzXbqa616\nC7e5c2WdvVBrNfv80Xo4TIuv2zrrsvi6lUlnnIS0hqifa8dpEQ3mOW/RKZHF1zTtS5C2jPUQVFYO\nqss6K4rTraCm07YVmSy5FFR3mxlODmo2a5/LatVRzMmPMunKQXUr/G4FNbttws6VdYEqkwC4lXyd\nCmqXxdddyAnwrB3cRZJY1lkPQTW8G5lti29xq1BBHRuzN0+61EkeQW1973QeTsU7OTHc4kPVKpBM\nInPmp9yc3mQsiSdWnuBW128N4SWobtXcpfQyiV+cHSctoPjdRx72xBm4X6tE3XcXnAIE55M9RH8Q\nUJGm2T6pFHeI/sCtSLByUAVxsnhCKAqqH4vvkBdJ8tZbjwbOGWsGwCLnfTOwW9Gwt+B6wz+3/tQA\nzALwbpW2cMt3v2sv2J96Cnv37vXsWrNyO52b0kAIFx7PR9y68JpWE41mQzh5i4Zwc7VAcQoIat8I\nVT/iZH1pug6MjUl3w3hxMh2yjz4q3AVYy6wBe4HfufZ3cNUlV3nifKK8CZYVIvEDbAV127bOi6nu\nxNgn157EtuI2LvFr6nU8s5LFxRcHi9N5feZydlhtUAUV4F4UtA9qNpnFsu61FZ6uFHHhJqub+Ely\nZWmclGC44+T2QaW/hCtO2gOVngM3USEEONsYweTmOEA/zlImHYTKndvZaHTaR7bf4xyiZFtz2wyB\nRVAdFl8WkbYJ6gqQybWPVc+NIe2y+HrazDiIH2u6oDbfbBZsBdU1sXYVSeJYfHe2iB8V3/XCFIql\nkt04El4FtZjqtvi6v3MmQZ2a6o7TpaA6lUluDmrzXPuEZDMExmqtK0XdvXHmtvi653KmxTdAkSTD\nsC+ZZK3cPp+ZlAXjbKUrH8e5SM8kMrCI1XUtuO1uUosvI86Lxju5hSzFz0lQEwkgphGYzy7DSf9k\nbWaci19N68Q5PQ3/1lk/Cuq5loK6fQoGSduTgMMLqDccCiqnkq9QQZXEySqS5CaomzYBON0iqNsm\nmbmyTgVVRFBzOWBmxrb50j1HjzLpipNeU84UGa6CeqoK7N6NzFOPcQnqRHYCpmXiTOUMpgvTzDh3\n7wYed4uWlGGz4szlfCmop04u4aPXvQevSfwH7iyVcP0f/wF+cGYr7jn+t7juPe8BIC6geM/n7sHx\n4/fgc5/7Mur1y1r9Wn8bn/jEH+FDH7oG73nPdWziRy1zmiYlVEBECqqMoDa6Nw/dcUZqnV1nbqdz\nbctTUE+f7mOM7pZS9CACR6gbDz/8MB5++OE+BrV+DEpB/SFs4gkAe1hv0OzZ5zmtf/7vKIJyuF/O\nOgAAIABJREFU45a9e+2fW27B3r17pTmokSioEmWy1mQU9ZFYfF1D9Ac+CKofuwYrn8C90Rm4v2gm\n022PcTDMXogf81zqOvDMM4xqPx08uvwoNGgeiyY9yKOrm/D/s/fm8ZZV9Z3od59x7zPceaiJqnsp\nLIFbKCWCEVGREqsQmhZI269F7XRHygHUiCZSUTsgnaRjAvoc8vlUktckEfPS/WLBU9EgD4KAQ4Jy\nESkorLrUcOtW3fnMZ+8z7vfH3muftdZea+197r0U4KfW5+NH4Jyzzu/u6azv+g4/TXOnIG173OCI\nlQI/oQd10yYpMzlTUjOo84Uk+rMN9PVRAFUB/Eid9N8sYqSZw0YDVEGd9VYd5XoZ/Ua/tM45swej\nI7YyJIm/PmkfKsnroIMOug1JWjIpBlXATBaLgKFZSGSTiMfdRbKuls7yXlnRbcjUSct7JXUGhSTl\nckA/8t7FZRiAqff76uQ9qDSQlgFUb4oAiW+9VUez3fTOmajOQgHopYGfAZipQQa58ZuQPckeJfDz\nSXwD2syU6iU/gyrqL9pY9o6nbmgwiw3mwccvKvleqPxvUWAfVG4lV6qxIUn8b52Hb6kvMpJtWMvs\nvUYDP03T0K+zrWb4OhkGtdUKZCvKjbLSM+lJfKkv0mNNWHN+yTSpczDlZ1D5xe/gIOVDFQFUATPp\nq7MlkfgaBmK9znubBc73Th3P4dSwMMmX4LuXPCQplYJx1pDQK0uAtEriS4D0+vWcDzWgzjDAj5H4\nTkxAn5kSAhXiuR3rG5PKfN0pghlUrs4wnkk9NYgPfvJDaOdy0ABEG0X0DG5YUb/W2VlJv1Ye8Eci\nzu6SKwHge8oCYuY8yMa06iEykHYB/E7L+hsIZlBDelDpseZAutlkJUmCLwkKSbrcxT7kfy/HeFkA\nqm3bZQA/d//1Ssnb3gSArEgeXsOv/y3qn48q3ym48FQe1BDq29WPgPAhKePXkAM/boqXr84AIE2e\nqzwJuar+ou5JY+QxFNu1EqZXmNtz5IgjnbUsznDTGVO5KbxmUJ6OO7VMpeN6FJD6vHfdZoZnULkR\nxKCeKPZg41CNBX4BDGo60fGz8t45+KdgJb6CC3ehsoCh1BAiWkTomQSA+VoPRkaojwcwqKROIp8N\nBH6AH6Byx3OpuqQMSVpcBAajjiTVO92J3kCvbLle9jZrAoFfGIDKMag845fLAf02C/wso98nRVa1\nmRH9aDOtZgJSfEmCL9mYEwE/D6ASoKIDVnrQF+akCkniH2s+r+xaeVDrixTg12BF0/7FhSIkia8z\nMCSJO56i8CH6ePLSWQDQk4DFtfLggTQv81UCVML4KSgRkcRXFZIEAHq8BWuBS2amwISIQeXrHBig\nfKhryaBS4EzXarBOsMk8NDgTSXyJVD4el4QkKQCVbdtigNpigYrXBzWVQvKsEdRbUd+mMZlnKDWE\nglVArelXDtEMKpPkGwL4hQGohuH+w3nnQT9xWClFVgHUahU4/3wJQA3B9Krr1JBMtJ0AxVgMzdIC\n6ivs12pZFnp7Bf1ag+oMIZ2t19nfkZdN4tsl8DstdYq8sjyQptYhp43ICljkn2kzox7/AEdme6Om\naX5dBfD77v//3LZtmQS4q6FpWhbAZ91//Vfbtv1GE3pQJ5T0w4xHOsKgV6IHVdorSiFJ5aZYmxHk\nQRUkiAV5ZbkpOv1F//APV95f9FdTmLjj7/HZz7r9Rfc+hompNvZ9636nhrWS+E5NOeFDigtiankK\nF4xc4AvjcQ6YiamlXlxwAYVPOCDtC3MK6NfqA9LFogOee3tXzKDOlHqwabSh9nZyMh16rnrdWVxF\nqCeTNCRJ+GInIImfm3lPrR+j6yOIuy0RG/HupMiia1PZB1UA/GiJryjUZ2kJGIpwjF+8R8mgkrYG\n9VZdWueqGVSRxLe9xNaZ6O2qzcyKGFTqgUXLewExkM7ngd7GIlunMeBPG6buI77NDP9Yi8WczRTv\nvK/Ag0rXSbyd2VqnTl0HrMwQQ4H6JL56L+NBFUl8uwpJqqtDkkQMqm4AZp4FIvyisk/vYyT3IoDq\nSXx5ea+gTl/asMDbyQNUI9GCucD14KUZVMOf4svXGcigBnhQlSFJ5HhGG7BmBF5ZikHlJb50nUIG\nVVFnrVVDPBJHNNJhRINSfLWNG5DQmr5NYwL8IloEo5lRzJZnwQ9e4ut7QVJnVwxqtQoMD0PvSUgl\nvql4CuN940qAKmRQRXVSz09RnaJN+MWZQ9j9vvfhrmYTV/6P233LgztvvRPjT48H9mvdsWM3tm0L\n0a8VYNYh0pAkTpJK7xOdFm8nFzoVJEWWcSJrWqco1IFb01kt/9qBr/O0EFkBSUyvBg/qywlQ9wE4\nBqAHwAOapp0HAJqmZTRN+xKA6+DIgP+Q/pCmaVs0TWu7//ug4LUfa5r2QU3TNlD/Pa5p2m4APwGw\nDUALwN7ACqm7kCyweN/DKwL4UReeaGEt8hMEXLurHyv1oIY4nqROr79osbjy/qKbBnD7f3wHlpYo\necxYGnt2XSatc0US36kpJ1Pfp1d1xrK5jGa7iS29W+QS3/ksXvc6DqCGlCKLmEkfoCLsqaapGdQe\nBYNa7sPGda3Oxwlad7fYZf1auwJ+PEDlDjbxn5K5hW1mmgMY3RD1/lQzlmXOi2gDhZbPBgK/Ws1B\n2wQEBEl8BUzv0hIwiCVWOsvXKdj9psGfaG0SyKByDyyfB1Uk8W1xwC/Rq2QmM4mMj5mUeVABBEp8\n6R6ogELiywNUvZ+V+DbVEl9RnYzMt1j0S2cDPKh0nZWKMz/p2+lNkWYBqi9tmJP48ou1wD6oQRLf\nuETiSx0QIxWBVWCRCn/e+w1W4ssfz/5+ikHlE3wBIdOr6i8qlPgmAWvJL50lYKJX70W5XmYC0VbE\noFJ1hu6DSjOo0SasU6x/3segchJfGjNls8763itjDYAfI/E1DGDDBuia5Vvj0LJRkcyXsHLJZEiJ\nL3V9di3xTaeRGNuARsMvXqo0nPMSJPElDCrDFK+SmSR1fnjv72HXtm3QAFx17hi0CHstjY+N4x+/\n9I/AT6Ds19rXtwvPP6/huuu4fq1h6nylMJP0w4DIhhR10htSsnXtmtYpCnUQhSQpAP8rgcgCxGvG\nV9p42QCqbdsWgH8PYBHADgAHNE3LA8gD+AyANoDbbNuWyXtlTVHeDOBvAZzQNK2iado8nBTg7wM4\nH06C8H+2bftHgUVyjF+QTj8Eq7768WqS+AZ5UEUyiC7q9KQt+Txu1bSV9xdNJFCpWMhkXHlMMgmN\n2pgIw0jzG3++ENzDhx2A6tOrOmNqeQrnDJzDyF2ZYVk4fCqN172O+ngXADUUM0n8p8IXnRGU4jtj\nDmDThk7fTjsSZSKihXXGugSovMSXq5Mk+ALw9awFnEVbrtWDwXXxzhTaGkt8l5acVSy5FgVAesns\nSHxT8ZSPmVxcBAbtDqASAelV1xnAoDZaDVhNywNVUga1tcACKgHTSz8/RQyqEkjzfVC5X3S6Byqg\nkPjW5lmJr96n7NfKS3xlUmRviiAPas3vQZUykzSDmhpQemW7Ckmq152VuiLustzorr8oAOjpCKyS\n2ivblcSXT/AV1FlpdCHxJcDPEABUqs6IFhEyvTRmOi0MaqIFc5bzylKgRxSSRB9PTeOCkmQSX/c+\nqtQrQuBH30d8ii/Wr4dum761Aw0i12f8Sb60p9cn8V1rBjWVgjY+hmSsJWV6x/rGcLRwFKJRrTr7\noalUd217guq0beq5R9rhHH5WCKgG1w8ClwNbr98q7ddaqTjX+/Hj3AsBpseVpM6eFuks90WiTWOa\nJDpt0lnZupbYaiTky2llUMNIfM/0QVUP27afAbAdwFcBTMHhuhYBfBfAO23b/nPZRyEGqHMAPg7g\nf8EJYqrC8bFWADwJp/fp+bZt/0OoAgUMKj2SsSRqzZrS77XmN3KQdFa0y/RyhSStsQdVVOf0oUPY\n/da34i7bxlX/838K+4tu/MVGuTzGNHFovoTBwd245BJXHlOPhJYiE8UHzUySOhncNDUFnHOOlEGd\nyk1h68BWJzBIIPFtmzUcOaWzEt8uJNOhzjlhUAEhQG20GlioLmBdZp2cQa0NYeNGBwgnk+61T/3N\n0pAkBaDqNiRprsIyqCJv54CWQyzTAX6hACrFoIqOJwP8aHkvEE7iK2BQh9oLDONX1dJK6SzAgr/V\nelBJixmy6SNlUBtsnTxA5ZnJVDwFq2mh1XblW4LjqfSgiiS+SbXEt1Cw0dtY8G5WEdPL18lLfEXH\nkwGoXXpQeQDgfNxm+iXoOpwwJ07iy3hQuT6o/PqE9L5ttdCR9/KaPapOUR9U+rw7QNpmnvO6EYEZ\nzTD3o0/im+wCoK5A4huU4kvq9HlluTp5H+pqPKikLUoy2vmRCOVBTdiw5ti2PDQzKWNQ6TqZVjMB\nEt9qo8qAaFGdvMQXPT3QYcFaZCXTNDgTJfnS2G4tJL4issBjUFMpYGwMRqzhW4sRUD7WN4YjOX9v\nUbBTsEm+q/SgWhbVCqpSAYaHkXzhGW//iKmhUcFwahgHFg5IwyDdKXDgAPfCChhUnpl8yQkNUeqs\nqM6XG0iL1rWxmPMsdZMThXVGTzOQDivxVYQkvRLGywpQAcC27Xnbtj9l2/ZrbNtO2ba9zrbtf2/b\n9qOS9x+zbTtq23bMtu2/516zbNv+hm3b/8m27fNt2x62bTtp2/aAbdtvsm37c7ZtT4vmFQ4e+HEn\nM6JFkIgmUGu5fa9OF4Oq2H4Jy6C+7B5UWR/ULjyogNtftFCABmDX1VcL+4ve9JGbgJ8A257ZJuwv\n+rH/8B7Mzbn9RW/Yhdsu3MQykwrPpEjxIarTk/gqGNSt/VuRjosZ1JPlHvRlWxgeXhmDGoqZDGBQ\nZ8uzGEmPIBaJyRnU+gg2bY6wU1B/c1BIkozxk0p8BTfYXLnjQRW1RZmbA0a1eRZQgd1RWPXxpAOS\nyJeIQpIMeUjS0qKNwdYcW2ekOyC9WgaVlvcCEgZ1uY1+5LzEQMOAA1QUEt+IFgncmPBJfOmWDgKJ\nL+mB6tVJAapWyzn82WTDA2YekKaYSb5OkcSXf8YrJb4CD6pKOlssAj2Zdodecuu09L5gia8ll/hG\nItTx5AOSvC+hmFyuD6ooxTdjtBlZhmHA8cpSjUz5380+vQ85S+5BZdrMiAAqV2cQQC2XgUy67Sg4\nCCOdjoi9slSdfJKv0oMaAPyIvJdP1hcCP9ora9iwBF5Zr82MxINKYzuGQV1riW8qBWiak4o8zQFl\nDqCeKrESX7qUtUrxpe93hkFNp4GxMehaTcj0phNpbOnbgmOFYz7wRwcEjY1xPtSAdjhBx5O5pioV\n4JJLoD13AMmkPwiyUq947ZTmKnMQDXeK8ACVVgcKgJ8IUJGOCcmk7VsvKrslUIPpmEBGvR64kJJ1\nfjit6biiL+HqFKot46+AOrkvOROS9GofAcAPYHfATwuDKlohcQ+bIA9qwBRrV+dL7EEF4OxaHTgg\nZSYBYDoyjcy7Mtjz6T1+eYxl4ZfH+z2GAUC4FN+m/JxzUzi/csePOym+vqhXZ0zlXIBKyTOZ18uj\n2Lql6f2Zto1wALUpB1TxuLNT60mRAxhUkuDrzS1iUJuj2DgWZ6fg6uR/DLsCfo2Gs1AfGJDWOVeZ\n8yS+ojrn54ERe867CVIpoNpww8/c6H0p8KMAFX8P+SS+PEBVSHxFwG9xoY1BLLPAT0sFMqhdSXzz\neRagcg8COiAJ8C8EASCfA/r1zn/zgLSizQzQJdMblOLLMagiZjKbsRExkswUVoJtZMovLkQSXymD\n2m77ZanceRe2meGZyVSL+RJdB8xkn9IrGyTxBSiZLx+Q5B0MFvjRQFoE/LJGg7kJdB1OKjLVyJQ/\nnrwHNZBBDZDOlutsmxke+JXLQDrRpKgqwMjEfF5ZvtUGz6DyWKQbBpWX9wIBDCrN9HJpw9VG1buP\nBlODyJk5T4UgqpMJSgpTZ7xLBhVw+t/yYU6Up3d9Zj1Olv0SX4JB161zavRYwxDAT8Wk2TaX4uvS\nn7ptCr2yqVgKmUQGmUTGB/5InZomAKj8bgBXZxhvp/dxgi6ffVYIVsg1NDE8gQPzPAL1TcGOEHUG\nAWnycdIx4UcP7IdlddT8gd0SqMF0TKBrFAG/EAzqafV2ih6sXJ2yHJggnHDaGFRKinwmJOnVPPhd\nJsHJDLMzcto08BAvBPWYjnqrjrbdDjMFM1Q9RlfUXzRgN4zcxM2m84MVj4N9D1/nwYMOqBoakgLU\nydlJvHnTm8XpuJaFp4/04s1vFktngxhpGUBlCLPpaWeloOtSbyct8RUBvylzPbaO24jFHLxSr7Nf\nIgPSKuDHdaoJZFBJgi8gBn62Dcy012PTuBqgroqZXFx0gB/ZaRV4O+cr88qQpLlTbYzas97F5U1B\nITdREl860QUzGSDxNRsmWu2WtyAUhiQttDGUKLJTwAhkUNdU4sszqAJGOpdnAaquiwEqX2c2kWXq\nFHk7Q0t8LXWKb6EA9GbbzMFwmN6sus2MK/FV2Tg8gEroJUWAhq/NTEzAoKZazMEwDMBK9PgZVOr5\nGRSSBFBBSXxAEqkzSOJLnfdSCcjqTR+Qtox+hkHljyfvQeWPJwGotg25B9Wts223YTUtX1sU+j4q\nl4FMos4C6WwMVrXF6Ch5FilI4js4GABQqeuTD0gidfoAatINZXKfS3o6KuwrS/7eWCSGPr3PVyeN\nRZhWMysIH+IBv8eg0p7eJGCdZNvydCPxTSSc8+7VGQSoGiZSMTmgImRcLEYVPDYGvVURAj9Spygo\nibbtrjWDyny8UgHOOw8oFqEn20IpcjqexvaR7Xh2nkegnSl8DKptix8GXQLpYu6k0zHhlltwd6mE\nH39+L2A38Hd/+dcAgrslAMC+ffdiYuIa/O7vUh0TJq7Bvn33yhdSXUqmXxaCCAhUW552pldUZzRK\nLR7lpNsraZwBqKoRlkFVsGkvyQ3SJTOpaRqSsWSgSVsEUGU9RkP1FzUMdresCwaV1EjbpIR1Tk4C\nO3ZImclGq4HnF57Hb236LWk67uShDC67jAOoqwBUvjqJvBeQM6iUxFdU55S1yT9FANNLB+/InqsM\nvlslg5rP2YiihexQkp1iLQEqLe8FhNJZus2MKCRpbqaJ0egSI6H0pMiUV5b/keEZVCVA5RlUDkgT\n9pTI/kQhSUsLNgaTZWaKalv3eTv5H23eK6tkekN4UHkGld7ssm0gX9DQb1jsFJqh9KAC/rThrhhU\nXuLLMajxqLPIb7QceUA+D/Rm/MDPjKR9El/6vMejccSjcaV/yJP48v5TQZ08QI1FYmjbbS8xtlgE\neoyGn0HlpMi+kCS9CwY1hMRXJJ2tt+oeUBcBP8OAk4q8CokveeabJgI9qIT1jGidZYzQgxqvsQDV\niMAS1UndR3yrGZEHNWxIUmgGNWox0m49ExMCVLpOPigpkEFVAD9ZSJIqfAgA9JSmTBsOkvgCnMxX\nJvF176OugB8t8W2UYFVZcyftuxW1mqHV2+PjIRhU6j6S9cOUMqiZDHD++dAjdTWDuuBnUG3bmeLi\ni509e2/vhaD1CLfUD6iTB6hjW9c7HRNM0+uYoBvAde930oKDuiUAwJ49N+L222+GZVEdE+64BXv2\n3KhmUBXAL8iDelqsa6TOIAY1ACecFqaXO+9nAOqreQTcHADLKJw2D6riLhQtWOk6SbuRIA+q12N0\n715hj9HA/qIncph43+fwh39I7Zb92f/GvqcOOnUGhPqEAn4AC1DLZd/7n1t4DmN9YxhODTOpod6w\nLEwe1HHZZdTH11riSxJ8yQscoDIbJhari8p03MONzdi6jfN2rhL4+coJYlCLagZ15lgTm3DCk6Su\ntE7+8k4mHWVvswkHoJIEX0mdc2VW4ssDv/lTLYzEc8wUptl9navxoNL+U8D5Aau1aoxcb3EJGNQr\nzBRm0+0N5+qyTwuDSgFUfrOrUgHiMRsJI8pOYRtKZpLUSQKIlB5U2w6W+HIMKsAuCgoFoDctYPyi\naWVIEsAGJSkZVN5/6n0Jy6DSzKSmacyi1QGofuBnxbP+kCTq96g36e+Dyt9HXi/UEBLfUp1tM6Np\nGpO3UCoB2QQH/HQ4Xlka+HGsR1CKL0C1mgmQ+PLyXgBIRpPMBkq5TAE/eoo0TYG+BAwqdX3KGFS+\nvVA6wgIePRsXSpFpcMYHJQUyqKsISSLS2VS8wcibjHQE1nyR+RwtmV6f9af48hiUSfJdpVeW+Tj5\nF8NwvLIKplfEoNJzCSW+KruVRDpLzruPQU2ngYkJYSoyuYYmRsQAtV539jUGBx3hjhfmJGJ5SZ3c\nRg89aObcmcLtmGCauBWAmcshmWjBspzNlKBuCUCn60KzaUHX3Y4JpOuCytupAFT0Wkw0BddKdfUj\nDIO6Ag/qaSGyuDrPhCS92kdIBvW0SgxEOyPUQzGozlrN326EmwKA22P0938f7akpYY/RwP6iKRu3\nf+L/QD5P7Zbd8Fbs2TIsrTMRTaDZbqLVbnUPUBkTKfXy7CR2rN+BTCIjlPjWqi38+kgcb3oTOu06\nQ8g1VJsSpE4PjwQwqC/mXsRY3xiikajYg2rbmGqN4Zxz4+wUNKBq+SXTXQHUWs1ZFRLwJ2JQS04P\nVH5u7/UjDWyMzvrn7iLFV3R5M21Z5+f9DCp1QbTtNpbMJQynnOuMhA/REvW5WRujyTwzBc+gCvug\nrqHEl07wdf5GzcdWLC1rGDI4gGppzLUexiu7qpAki5X4Auz1n8sB/dmmn0mzdb8Hlbs+QwPpSsXR\nAdJ6f25HLV/LMwwqwC4KCgWgN9Xw16ml/G1muDppH6pMiuyFD/EMqgD40QwqwMpnSyUgm+QkqTqc\n0KkQEl9aiqyU+AZIZ6WgiqozExMAv0QP60Hlnp/9utqDClA+VJHEl5PO0iwv4G6gRJ10fcAlYaOm\n/3im6JQjCYOqCElaLYOajDqbPOR8eQCVrrM3CatYU7bt4YOS+Dq7DkkKkM5GIkC8yQHpTBzWgh+g\nEnA2lBpCsVb0zgkpha6TSfJdS4BKnRvd0GAdm2M+R1/nMokvObVbtgDHjrmnI0TqrAj4KT2o6TSw\nfTv0pliKnI47DOqz88/6LFd0ndu3Uz7UVTCTPPDzOiYAuOrmmxHRal6dd956J7b+cqu8W4I7Dh2a\nxsDAbtTrd+HrX78Khw5NB9dJrcG77deqaWu8Bl+FV/ZlD0kidZqOvajZbiIeifvf8woaZwCqaoT0\noKp2cE4bgxoAUEmdITaAALi7XZOTsGwbt27b5usxGra/aD5vIZkk/UV1tr8odzw1TeuuTtsGnn5a\nKfGdPDWJHet2SMOHDphnY+t4G+m0w9SZJl4aie8557gf9oc5Ef8pmdsn8W00MIWt2Lotyk4RJJmO\nBTO93hQnTzo6K7JzsRIG9XgLm2KdBUDoFN+4OsUX9BQBDOpSdQk9yR5P4hmPxqFpGhrtTlPauTlg\nVC/4p+AkvqsCfgEhSXRAkvcW6nzZNrCYi2IwbfmnCKjzpWRQARb4eQCV83ZaSLISXwHgzyazjMRX\nBPzKZfjZU0GdIgaVBtKFAtBr1H11mraulM4CbJKvaANlNRJfgD2exSLQk6j5j2c0rawzGUsiqkWZ\nRZBS4sszqJwX0YgbiEbYRE26znIZyMbZh7RhuFLkVTKoHkANkPjyMmRRnZWKH6Aahsv0cgwqDXqC\nGNRMxhExWBaCAaoA7EcjUcQjcdRbda/ONCoc8Iv5QtGEDGqlw6Dy2I5pMxMk8W2oJb4ieS8A6D0J\nWIvsbxZdZ0SLYF1mHWbLnc3LFUl8uwWoTFoSHE8vnzbcZBnUI3k21IcuJZNxTvPcHODt9POps10A\nFSmDWi+KPaiJNIbTw9BjOmZKM+zr1CU4MUH5UMMAqgBvJ5nipr17sWt4GNrrXoddloWhkV6vzvGx\ncTz09Ydw+cnLkX4ijcS/JvDg1x709Wvdu/cmALuwfbuGvr5duO22DwXXuQqJL7DG4E8lnV3FWozL\nL1r9UC34LMtjTzXeQ/cKG2cAqmqEYFCJPKvVYlrXeeN0e1ClQNpdrIVmJgFMP/IIdgO46/vfx1X3\n3MP0GL3z1jux7ufr5DtmloUXji8hmdyNdevc/qKLpWAg7dYZ4jng6G1SKedXWAZQZ12AKvJ22jYm\na+djxw7nJg3r7exa4sszqBzwI/5TAMI2M8snLbQR8fCON8VaSnxp/ynzQmcEeVBPHG9jY2LBP8Va\n1inyoFIXLt0D1XsLF+wzv6hhxCj5pwgCqNQmh+j6TCadZ0CzCbeJKcWg8h7U6hKGjCHm87QcuVoF\nIprNrNO8KYIY1LBMr207SEDRvkXKoDYpBjUtAH71WLAUOZ5hmEmpxJdvMQP4Jb41ts0M4Jf49ukC\nSaqmB0qReYmvlEEVAdSAkCS+Tgeg+plJU0sp28wAbC9UUZ1hJb58QBJdJ1kMlkpANlr1H89YJtiD\naso9qADVakYGUN3zLgOo9PEsl4FMRFCn3udnULtoM6NpVJLvChhUoAOkiX8wjYofSGdoCtTP9HbN\noHYp8Y1H4p6qSZTgCwB6X9LnleVBJC/z7Vriy22ghEqdJSDStZzo2bgvbbgbiS9AyXxFNQJdAWkh\ngzoxAd3MSRlUAMIk31UB1G6AX7kMXHst8PDDvrXt+Ng4PvqZj+KqPVdh/D3jKFCbwPSgpugMFSOh\nANI88AvAuKsfqi+xHEVEUCcN0Skh+UWNBtZmqNC6ab4qWswAZwCqevC7NwLgR2RPoUN9VjtEK+Mw\nQNoFVSG809733HT8OHZt2ACtUsGuG25geoyOj43jshsuQ+rJFM76xVnC/qJvuWwPBgZ2oVJx+4t+\n8OqumN5AgErkvYAQoLbtNn4590vsWC9hUJtNTOJC7Lgowk4RsBsWj8TRtttotBrKOqtVOCCABqgy\nBrWfYlC5OqdeaGJr7Jh3bXlTUMBP9FCkgZ/svHtT0P5T5gVn2LaNk6WTnsSXPgZkzMxst6VJAAAg\nAElEQVTY2KQv+qeg6xQ8GLsCqLzEl6tzvjLvBSSJ5geAucUoRtNl/xSrBNKMFJmkDZMhkPj6GFRq\n42NpCRjs8TOTHtPrsiqrYlDLZWdHjd5V46WzVl7IoNIS3z6BZ9KTIlN1rrjNjIxBpeosWIVgiW/S\n8h1Ps5X0S3y5OmmJr+g+UnpQqfPetttCEODzoMaqfgZVM3weVBHTS3yoMqY3jMQ3NPCLsl/ieXop\nia8oxZeXIvN1MgxqkAc17gd+9GKwXBYwk0SKzHtQFW1mRHk4ng91BQwqXWet5qbO1qv+OlMDFAXa\nYbfJGE4PMx5UZUjSCphJYj2otWr+Hqhkiv4UrLzF0D/8XHySrwignjyJTuqswitVbarbzHhzc+dF\n70n6wpwIMwkAW3q34HjhuOdfhn+KDkBdA2ZSyKBu3AjdrsKaY8EdXef2ke0+H2rXEt8A4CcFVJUK\n8Pa3AydOQI82hExvJpHBzvGdePjFh8EP0lf2mms4gBoifCgMkCZT0N0neCC9qn6tAcxJo91ANBJF\nLBJjX44H56usOZBWfMmrIcEXOANQ1SOEoZgsgkIoFNZmiHZwuvCght5leugh4A1vADZvFoYPNdtN\nPFp4FJ/4g0/gqpuu8vcXNU3c9wMdN95IfZzzdqoY1BUBVK7OF3Mvok/vw4AxgHQ87Q9JsixMahf5\npwiQ+Gqa5rUvCaxzYaGTo0++hGdQKYlvOuFnUKcOtbE1Pu39uzdFQJ1BbWZInWEY1MXqIlLxlLfo\noI8BGSdORrDRWPZPsdYMKi/xpRlUKiCJnp+Wzs4vxzCSNf1ThJH4Usyk6D7ypggKSTLZkCQAnl8W\ncPFttuYHfhyDKkpgpKXIoueSVyMv72W+xBmhGNSUAPiZYPrECJnJZMg2M2EkvrUQEt+E6a+zlXBQ\nobsIkQE/IvEVXZ+exDfAg0oAFZ06C3Q2OQE5MymSIvOLSroXqui8K/ugUgtWPiDJewsFpEslIKuV\n/ddnJK2U+MajcSSjSeX1qfSgcsykDEjTADWDsu94WokeNYMakOILUD7UoDYzgv6idJ3ex7kvcQBq\nP8ugclLkkfSIj0GlgV8m02nPK5X4uveRKMWX1Gk2TLnENxuHCd0XNsYA1MwGnCp3knz5Oj2Jr2U5\nUhRRSAYFqPg649E4bNtGs92U1mkMGD7gRwPpdCKNnmQP5spzndc5IO0l+YYMHwpiUH0AVdNg9CRg\nHT7BfI5nUPlWMzQ5ft55wKFDrpJnhQyqtC1Kuew8SN7+dhhWzre2LdfLyMQz2Hn2Tjxy9BHf15I/\n841vdJYcc+RQh5H4dgGk6e4T9F7mqvu1BjCoMgXjaZcih5H4vsJ7oAJnAKp66LojE5HQ9kBnVzng\neli7ESTxDUgbDi3x3b8fuP56zrDWGY8fexxberdgYmQC5Qb3erMJu9nCfd+J4H3vc3bMmk32S1SA\nP7QHlQaogpAk4j8FHLaGl/i2Khaesbfjwgu5KQIkvkDw8fSmoNlTQMj00hJfAtboXbupKWCr3vGc\nMAxqkO+hYcK27eA6AxhUugeq9xaOmZyZjWFTJuefIkxIkkKSyvzNAW1mhBJfCqjn84CRaENPRfxT\ndCHxVXllK4Wms1hTSGf5kCRSJwEqS0vAUMbvRfSAtAL4BdVJCNP6fD4YoEo8qExIki4BqNSzY1Vt\nZkQAlZf4ChhUmvHL54HehEDq2Yg6+qpaDbZto9asra3ElzqeInkvwDK9xSLQExVIPe2Ex6CSgItE\nlPWT0L1QVxSSREl8g4BfqSQBfprhAdS23Ua9VfcdT1rm27XEl/pBVTG9VtNCu+0CoVbJD/ijGY9B\ntW3bF2jDM6giPNIVgyqQ+PoAalVwfSb7/AwqJ/FVMaiaRsl8w0h8FUDa+ziHLnVDc6TIpzoAdMUS\n3xVKZ/k6DQM+QK4PpWEusGsV3nfLy3x5TM8wqAF1hvGgplJwFki27T2Y9X4d1ots6jEtExcl+dKX\nYCrlAP6pKawK+AmDIImq4YoroJfmfWtbkqx9+djl+PHxH3sea3Afj0YdIvYRgmEDUFvbbqPWqiEZ\nS7Ivx9nAysmf/YvTfeIzn/G6T5yYehb7v+W0SeymX+unPiXo1xpQp3L9rciqAdaYzAqS+L4KWswA\nZwCqekQijoehVpPuOJCdpm4vOlqCwA+lBMFdyTHyg7WW+DabwPe+B7znPVKAet/B+3Ddudcxi0xv\n1Gr4RfJS6LqGiQkK+AVIZwF050ENkPhOzk7iwnUO+hRJfA8fbGI4ssSQm6I6VeFYKiBdrYJtMQP4\ngF+z3cTxwnGM9zvscywSQywS89o5AMDhFyM4J9X5wQrrQY1H44hoETTacilyWA/qiWInwdd7CwdQ\nT8zHsTFT9E8RFJKU6CIkKYzElwOotLdzbg4Y7WO/ZKUMqhSgnio64JQO0OCAX1BI0tISMJgSMH4c\ng7oSiS/cKconi2vDoCYq8jpLJQ+oJKPs4iJ0m5kAiW+tWUPbbgsVBIzENyqp00WYtVbNu2fokU2s\nQuJLLViLtaKQmfR5UCNln3TWbCU9BpWccz7ggu6FKqpTGZLESXxlHlRyH5XLQBZ+4GdB9wCq1bSQ\njCV9ddJBSUoGVSbxpeoUASr6NySZBKI1FrUZhitFdhnURrsBDZoXrAY4YN9smt4Cu2sGlWYmFQyq\n2TRZBlUkReY8qKqQJBFuGhkBFmZbjsEtyd6DvHRWBfwYiS9/3jNDVMqRX4ocJPFdt855tLdKawNQ\nvTppie9QxvHKtjsSXh6U8wCVx/SMBzVgB11UJ830etcUxZ4CgD6YgXl0jvkcLROfGJ7AcwvPMWtH\n/hL0fKghgXRoryzZNNq5E/rySaFXNpPIYMAYwGsGX4N/PfGv7OuUKOKKKyiZbwDTW2vWkIwmheoT\nus4rrrrc6dc6P+91n9i4ZR0uv+o6AN31az15UtCvdYXS2aBuH8BpYlCpOl/pLWaAMwA1eBDqXiJJ\n5T2o/JBddLQEgR5KCQLVxJSRH3QpnQ1kJh97DDj7bOCss4QA1bZt3HfwPlx/3vVigGpZuE+7Htdf\n7zxzvSnCANSwHtT5eedHYmzMeUECUAmDKgpJmpwEdugHvX9nAKrCMwl0wFkgkA5gUKcL0xhJjzDf\nwdc6dTyGrZk5/xQBAJWuU3bepR5UToo8U5zBpqycQTVNoGxGMdTT2TGVSXxX3A6n3HYWa8PDnRc4\nQCWS+NLS2bk5YLTHz/iJgDRfZ2ggPVtk5b3kD6ABatUv8aWB9OIiMJhivYgMkC6XYdu2EPiFBtJz\nZT9A5XbURAwqDVQ8gCqTIpfLHivJA5VMIuOpL2RhTtUq0M6pJb5E3svP75P4RgWSVAJQi0XpPcRL\nfEXMpFTiS9VZqvlbzJA6aWayRyv5AVUz5hyMVku6uKB7oXYdkhRG4hvnJL520X887aTnQZXJ3fqN\n/nAANUjiK2gzA3QWgx4BK5LORgyPQRXJ5DVNQ7/er2R6Q4ckhWVQRXVSALXRasC2bQZID6fZkCQR\nbhoeBhZO1JwHiCgkI6BOct6lIUm665XlACrvQaUlvnyd8bhz3r06fQdrhQCVb4dj9AOzs9I6x3r9\nAHXFDGqA3NObggfSoz2wTnBpw5R3vd/oR0+yB8cLx73X+UvQ86GG9cqGDUki9+T550NvVWEdn2c+\nR6sado7vxMNHWB8qLYrYuTMEg+r+HsmYST+Qdvu11utOv9alJSSTLdRq3fdrbbctRCK3IpcL0a81\nhMQ3qDXhaWNQFXjmlTbOANSg4S4wpJLULhnUe/ftcyQIt9ziSRCumZjAvfv2AQiQINRq2BfJYOKC\na3HbbZT8YMf12NeIdxYvAQ/FQIP2/v3Adc6Okwig/vzkz5GOp3He8HligGqa2N/8d/4pugTSSuA3\nOQlceGHnB1cEUE85PVABMYM6+UwUO9K/9v49bIpvmDoZiS9pMUNeoIAf7T/13sIxk1Mnktjaw6bj\nhmak4yGP5yoZ1JkZYEO/iYiR9E8RAKQ9SZ7dVgPURfeHnGYBuDrnKnPKkKT5eWA06wd+tBTZtm2Y\nTdMnJ6IDrJRS5NkSm+ALhJf4UgzqkO5n/Ggpcq1VQyKaEAO/MAzqXEXJoDbbTVQbVR9YoevM5YD+\neNlXJ+1Bld3r2YS6zUw06j6XFityia9tI2/5e6ACLDNZKAC9kZKPmbQseBSo7NmZTXYkvoEMqsKD\nKpP40ousYtEFfnydNXenr1iUHk9a4iuqM6zEl/jIZHXW607YSbJZ8QOqdoJhUEW/mTSDKgLSq20z\nQwM/KUDVDI9BlQUg0km+outzcBBYWrSDAWpYD6oI+MXSnsRXxHQNGoMo1ApotptenSIGdX6msWrg\nJw1J0uGkIrsSX5JkSh/T9Rm1xBdwZb7TTXmdCmaSrlMakqQDVu8ocKSjSON9t3yrGV7iS3qhtish\ngJ/gfPF1MgwqeX39AKyTOSZ0ir+GeB+qlEFVMb2W5SQ02y1fP0y6Jz0zBVE1aBr0Df0wJw8yn6NV\nDTvHd+KRI6wPlRZFnH++U96RI5B7OwmgUnWn4FJ8pw8dwu7XvhZ3feITuGpgAK1a0fvpFfVr3fiL\njb5+rS+8MA1gNz72sbtw6aVcv1bFQkq1DntFMKg0njnjQf0NGNTOyFp4UG+86SbcvHUr2nNzngTh\nljvuwI179gAIkCBYFvakgNtuuxnT05z8wLDVN0gsJDPZbgP3368EqETeC0AIUA8eaKFkZ3DxxdwU\na8mg0vJewBeSdKp0Co12A2f1nAXAaYzebDeZ1NnJ55LY0TPln2KN6qxWEcig0v5T7y1cO5PlYgwb\ne8vMFGGAH8AyqFLgV7GdxcWGDdwL4T2oMzPApgEF8FPUGdEiTIiXtM75EivvBXzATyTxpQHV3Bww\nkpZIPd1z02w3EdEiviS+0MzkfMXPoJIvcRcdMokvOZ5LS8Bgws+k0cykaOcb8F8/ot/9dBqoLJp+\ngBqPO8+AZtMBfnqvT1ZFM5O5HNAf8wM/WuIruzaDJL4gUyzW/G1m4nFnc6rZRMHyt5ghddIS375I\nUXzee3qAUkn6jKclvqI6CUC1CwKAmkg4lolWSwlQyfEsFoEesMykdzxdja5scUGHJMkYVGlIEgX4\nSzUxg0p+68jHNcv0nXerGXcORrstBdJ9eh9yVoeZ5I8n40FVhA8Rv5uoTsKgSplJO6lkUAHWhypl\nUBfbHSsQUwQHUFfIoJqRtMegiuqMRqLo0/u8QCcpg3pKAfyoOlfETOqAlezxGFSraSERTTB9dIMk\nvoCb5HuivWogzTCTfJ3ZIZcChTcXfW6CJL7ptHPtz50KV6eK9fPq5AHqQMq5PinvMc9uTwyzPlSl\nxDcE48dvctLpzd4UnFfW2DwC69nDzOfoTaPLNl+Gp049xajB6D0nTXNkvo88AjnwoxSMYRhUXXf7\ntRoGtPe/H7u2bcO2lOatwUm/1ouOXoSNP9+INx9/M4YuH8KWLVuYeT/+8ZuQze7CHXdomJzchWuu\ncfu1BoUkKepciQd1xVZA6oeKsQMGSJFfaeMMQA0axFQs2WXtNsVX++//HdrTT8OKRHDrli0w8/mO\nfMCdTypBsCzUjH78+Z878gPgVuTzrvwglVICaZpJU2xUAU8+6Syyzj3XeUEAUPc/vx/Xn3e987IA\noN73gyTe0/MvXhCfD6DattLTS/xDSikyD1C5kCQi7yXHVdM0JyjJXbjbNjD5goEd/Uf9U1AS35UC\nP6nEV8Sg9ssZ1BdfBLYMVxFNscykSOIrejCGAqiLVWdVqGAmTxRPKAHqiRPApl6WSeMBKgmh4ZlJ\nei7ZeU+lgOpChU3wBTrnyn2Az1XEKb6MxDdVEtfpAlTZOQ8dkrRk+gEq5WdvtBqoNqr+tigU8Ftc\ndAGqAkirgF8oBnWp5geomuZ9Uc7MSYEfw6BGCuI63Rt/1XXm6n4GlfoiUYIv0HnmAS6DaucDJb6i\ne4iW+Iquz0TCYXutvOUHfprmLV6KtaLQ20mAdLPpHId00388LQueRlf2jO/Ve5VtZjyJr8iDGot5\ngL9Ul/RBjTqLQe/jIkBlac71WSzKJb76Gkl8A1J8VRJfs5UMZlCpJF8pgzrf8oNovk5Jmxly3mUM\nqmG4TK8LVGTAbCQ94gUlSRnUuXZgnaFDkkR1xjsAVVTnYGoQ5boj94d/CgBUkm8AM8kHRYnqlALU\n1KAHUEk4liokSVTn2BhwdDqqrFPEIovqFDKohgZraBPVK8bPoPKtZniAeu65ztKjXqrJ61RIZ0md\nzFqM3I/EK7t1A6yDR31ML7kn04k03rD+DXj8+ONMnfQtvXOn60MNkvhKjmUylkSt6QTcMVOQh9SX\nvwzj+adgLXXWhuNj47j+I9fjA5/8AJ74+yeQGEzgH371D8y8RGQyMAB84QvApz7l/pkBC9OgrBog\nkCxmxoqsgGDr9NkBFTjhlTbOANSg4T5wVObn0B7Uu+8G7r0X0x/4AHZfdBHu+vKXcdU992D60CEA\nwPMLz+PJkScx+uQoI0HY+sutuPPWO9EomviPpb+BbU/jW9/ajXT6LnzjG678IMD8THZwAiW+993X\nYU8BH0B9fuF5VBoVvHHDG52XBQB1/w+zuH7oMf8UpBtxvb56plfEoNIAlUrw9d5CMWAzM0BEs7G+\nt+qfIgyDGkaKXGo4T7r166V1iiS+dJ1TU8DWERaohG0zQ+oMAtLVhQor7wWEDOrGrFriu7GHZah4\n4Fdv1YUhNIAL/uoVNfBbNP0MajzuXFf1OmzbxlxZIPGNdbyd8/PAqF7w1ekBv2pVeixJamqj1ZDe\nR+k0UF2y/BJfwLuulswlDBgDfs8kL/GNrwz4hWZ6lwUAlfqinOX3n3p1NjiAKgN+bp0y6WwQQM1m\ngXKuKQao7kNLlOALCCS+YI8nL/GVSpGTagaV1FkqtP0MKnVASnWxB5VmJjMZl5kUMaiuRle2qOQl\nviKvbKEA2EWBxJfUaVlS6SzZjJUBP++3zkWYsjrDhSTZDmPDH+yYq2poNOR1ur8hyjpbMedHqdkU\nti0BQjKoS8HAbzUMqmXrHQZVAqSHUx0fqqhOL8X3pZT4RtOexFckbY1oEYymRz0fqghIb9gAnJrT\n1s6DKpL4pvo9gFpv1X09K8f6xpheqCL19vg4cPRkXFknCVyjWWS+ThmDahiANbDBpUCd4WNQR9QS\nX113OgQemkmFYlBFg67TMOCT3OsjvbDiWeC557z/xt+TvMyXV+0TH6pdVXsmZb91ES2CRDSBeqsu\nBqivex30sfWwvv0A8zmiEoloEXxl91ew9+G9DNNL7+F95CPO+uZ734M6fChIaUl5UINsdvfu24dr\ntm3D4x/9aPdWQDh17nvoJzj77GuwZw9lB7znUex74qkzIUm/MYNmUFfjQf2rvwK+9jXg4Ydx0x//\nMXa99rXQymXsuuEGfOi22zC1PIUrv3kl7n7v3fjpX/0UV5y6An0/7cONpRvx0NcfwuazxvGfbx1A\nM5LAL35xE9773l3o6dFwxRW7cNttHwrWwLt1qkOS7E57GTI4gLr/+f247tzrvMU1D1CPHweOnEzg\nbcPPi6cgxzME0ysFfpWW88QgLC/gB6izHf+p9xaKAZucBHaMF6AZun+KMB7UAIlvKgVUl0wnbIoG\nIlTLFcCR+J4zcA77WcrrODUFnDOU9wEquk5ZWA6ZK6hOM2exAUlAZ0HgJh7KGFTyUD9xAtiU8QM/\nmkFVyUpCMb25uh+gAgwAiEfjvsUL3WZmbg4YSbDH08P57oENqrPSkAPpVAqo5Ot+BpW8aJrCgCQy\nN91mZjDqP+9hmN7QzGS+qQaopj/BF2B3g3M5oF/zH0/Lgifxld3rmUSGSccVPZcyGRf4yRhUy5Iz\nqG6djYYzf6YlAdKuxFd2PIPazAAuQC3aYoBKMaiqNjOehZX7EoZBXYXEl7SXrJUbfgaV1Gmaaolv\nw1QyqJYF55rK56WL31BtZpZthq3x1akA0kIPKg+oLM05ngogzQNUHo94bWZEADWRcFJz220pgxrK\ng2onnF010gpHUOdwethL8pVJfOcXIsESX0UfVAb4iY5nJKVkUAFW5iuV+M5LgB+10x/G2ymXIvd6\nAFVUpxE30Kf3YbY8K61zbAw4OmusGvhJGVTd9crSAJVjUM8fPh8HFw8qgfTEBHDgRK8S+AUxqD6A\nytc5di4VxeuX3V8xfgUTlMSr9sfGnOP73Kn+FUlnSZ2EfGG8su4zTn/LRTB/9kvgYMcvSyeVX3rW\npbhs82X40o+/xNRJHpHxuMMtffrTQL3SUDKoUpwQF/eVpSW8ug6nT+/XvoYb//ZvccPMCdyPZVyx\nGbjfnMFv3/wx/Iff/R088OsH8NDUQw44tQE81Of8v2sFfO454PO//gC+9P98DqZ5M0olyg545eux\n57wtzmZs9AyD+uofYRhUBQDQdaBet2Hf8UXgoYecZFyAStZwklzf+c134nNv/Rw+8PoPYHxsHH/8\nxT/Gtt/ehnu/ei+2bB7Hhz8MzM5F8E9bP+v1MaSmCCVFDgR+5ZaTEvyGN3Re4AAq7T8FHG9nq93y\n4vjvvx+45pIFxIy4eIoQQDqQQc3XnKdvjPIIigCqgkGdnAR2bF70MZOVCjqLi1ZL6k8izKRS8ZGr\nsfJe8iUuM2nbNg4vHxZ6UAmgOnwY2NqfEzOoFPATheUArHRWCvzyNT+DGol4136pVkKj1fDJPdPx\nNMugpoLrXBVAzdf9El/vxaowwZfMTZi0+XlgNJFjThrfZkZVJ7mGZEDF64MqAqgUg8r7TwFWOru4\nCAxG2OPJMKiKOvWYjka7gVa7pWZQi62VM6hNE7btAtT20ksr8S0qAKqCQSXPPAL8eM+kUOIrYXpV\n7VvQmUIM/Nwvkkl8CfDzACr3JYwHNUjiqwhJAoDeXhsFK6kEK+WGGvgppbMmwjGoNTmD2tsLFIoa\n2ikBy0vXKWkzE8qDasHV6C5JwcSgoQ5JGhgAlnIRMUAl0u5abXUMaj3qrJDdjR6hxDcVLPFdyEXD\nSXwVdTISX75O6A5AVQDpDdkNOFVyGFSpxHcxobw2m+2msAcwX6dh+L9E1wErllUCVICV+UoB6ryE\nmXSBn2xuAH5bmAigZoc8ia9IityT7MFQaghHco6kUwRQt28Hnj01+NIxqDpgbjyHAah8svabNr0J\nh5YOeRs9ItX+zp3Aw8fOWbs6bTa4zBhMwXr7LuAzn/E+U6qzvZ7/7J1/hq8/+XUvGZnPkdu928m6\n/Mavr1QyqLLfOsLS15tsy78Hv/1tnPrGN/DDj38cxo/+GeZnvgD827/h6J6b8LmLe/DcnjYe/a/A\ncx+s4mP/9+9j9POj+NMn/hSb+zY7KsvnUsCT1wM/HwMe/Swmv3cP3vUu57nxv790DF/9qgZNszA6\n6toBE0lopG3mGQb1N2BQjN9KPKjaffuRtC1Y332ITXN10eVceQ7v/OY7cfPFN+OjF3+087K7a2/b\njv79ueeA7/zpARgpjZ+iU6fiBiGLX9nCxTAAq9p2ep/SQIdCl8fyx3A0fxRv3fLWzt9HvJ0u8Lvv\nPuD6S04wXyIDqLKdpsB2OKUmK+8FmJCkglXAXHkO2wa3sW9JpL0F8eQksGPjvA9QlcvwfHh2tapm\nJsNIfHmASmgw28Z8ZR56TPexPz6Jby8LpHkP6qqBX7HpZ1CpWklAEg+AfR5U3V8nDVBV0eah61Qw\nqHOVOV9AEtDZTABcD2rMD6jCMJNAh4VXA7+2XOJbrQoTfAGW6V1aAoY0CfBzL1RZnZqmBTK96TRQ\nKbWDGVQRQHXl7dWqm7TblLRvoQCq6F4PDVDLkEt8CYMqkfhaTavTRpX7Ep/EVwL8epI9gRLfnh6g\nVNFWxqDGQjKobj+bMF5Z2fOzJ9NGMbVOzEy6X1SqiT2opE6PQeUOBiPxzeWk1yftQRUdz1gMSOk2\nyinBZhT1RavxoFoWvD4xYRlU/ngODgLLBQnwI19kmkoG1WyYagbVgoswF6TeS7rVjDQkKS9hJinJ\ntFQ6G+30a5Uxk2bD9TCXStJ56CRfaYpvTr15QkC6aDM2lMQ3mgKmp4FWS5quPNY3pgR+Y2PAkcWs\nMm04jLdTVaepDzgMqpvXwYdOAWxQkpRBnR9eMTMpBNIUajMMwBrd4rQlbDop0ryqIRFN4C2b34JH\njz7qvC4I5t65E3j45HlK3WsYptd7llTdsEa3D7muA9ZFlwIvvAA8+CAAfyutzb2bcfPFN2Pvw3ud\n1wU2/bvvBv7kyH/CQk1u41ABaSNuoGRaiESAf/y/3G4eH/4w7i6X8djf/i0eLszi8atvAL75TXxh\n8hGcesscI+E132bi8vzleOK/PoHrJm5E/KvbgP/v3UD9b4AH3ovIEz/GDe/5Lo4fB/5i4E9w0RuA\nw4encfXVu/GJT9yFe+65CofyllLB+EobZwCqYti2HQj8RAyqR9v/4AfARz4CPRuHNX6e95kjR4/g\n/U/+My574Ot47W+/FrsHd+Mzl36GmTeTyGB6fwWf/7yNxx4Dvv99IBNhf30YgOreyGHqlEqR61HY\n113PvkChy/sP3o9rX3utL92ULDQXF4GnngKuPG+a+ZKVMKgqIG1WbT9ApUKSnp59GheMXuB7oNMh\nSZOTwI7RUz4g7ZGwqRRq5byUmQxielMpoFq22U0JwFkQxGJArSb0nwIs8JuaArZm/UDa86BaFizF\nwyYcc972M6jeH1HFTHHG12KGr3NmBtiYWHhpJb6VthiguvPPV+Z9/lO+zrk5YCS6JK6T8qDKfmQI\na6wCftVyW82gSiS+BPjVao6QIdvMyYFfpSJVSwCde1IlnS1XNDlAtSyHQRVJfF0GNZ93Py4AKrwH\nVXav11t1NNtNpXS2XNGCGVSJxNdsmh2AKvAi8hJf0SKIlvjKjmc200apqWZVgjyojHRWxaBKNnro\nPqhSBjXTQsFY53+BfJFbp0ziGxSSxHhQFRJflQcVAPqyTeSN9f4XqC8KLfEVMANyUHwAACAASURB\nVH6mCY9BlQE/us2MCPgZhkPWVPUBZZ1BzKSSQbXganTnpdLWkfSIJ/GVhiQVJMDP/aK2KX8+h5LO\nWnA1uieVEl/iQRUdzw0bgJP5lLjOZNI5lhIZMtD5rZPVaRiAWYs6GxOnTq2OQc1JpLPUOZfV6WP8\nREAauvM3nzwpBdJ0qxkpQF1ep1jwqQGVTzorkvhGUs7m9lNPAYBQ1XDF2BV4+EWHZRUFc7/jHcBj\ni+ehmZBLu4OAHxPmxNGfzto2BvzFXwC33go0m8Jnxx+85Q/wo6M/wk+nfyoE0ueeC7xv4Af4o787\nW3CwOgyq6njmyxYMA7hxzx7cfPvtaJdKTjePgQFcdMWlmLj4bQDk3TyKlrMBuXfvJ/HlP9sLoz4A\nQIOeXsLXvvoh/PVf3+yEk7q/yXv33oSLL96FUknDDTfswm3XvVW5/n6ljTMAVTH27/9h4A6OyIP6\n4Le/jVNf+xp++N73AvffDyMT88zPXvrWm5/Bj3eeQOGiAh741gNsRDSAR7//JMo/uhp/93c/xA9/\n6HZZ4BaCQomvTJIaN9hdJm7EThxFBG003nQZ+wKFLnl5r/cWdzH8ne8A73oXYLTYNh48QLVdECBi\nJkMBqnpUzKC66FIk7wU6zOTysuMdEgE/D6AaBqxSTgn8AlN8LfgZVOqLRC1mvDobFTSbzmbveGpO\nXGckAiQSsCoFOfCLdYCf6HfKA2cKBlXkPwU6wK/ZdKSz62MKgLoW3s6KJpb4Ega1PIcRAetCrqlK\nxenfmG35PZOm2UWdijCnVAqoVLVgia8IoLrAb2nJWUNpNTHws1NqBhVgpchSBrWqAKhBDGrTdOS9\nAoDqKhthpzPK8CGiviBAWsigpm2UzKgyfChfE/dBJccziEG1M1llf1Ei8bVtRUiS3kDRGJF7Jl2J\nbygPqix8iIQkSRZrJCSp1XIcCkn/4xU9RgMFXcJMunWqgJ8qfMgDKsSDqpD45swcmk3H4s53aAGA\n/nQduXhwnSLgR+53mcTXO56EQQ1oMyM7npoGDGbqWI4p6nSZ3lAeVJlk2mVQZXUOp4YxX5UzqOk0\nANtGJSG4190vMss5GHFDGGAXyisbEqCqGNTRUWC+nEJLFzDSbsBi1SzIgV9UED4kqnNsDDh6VOq5\npQEq3wcVcHqhHi/1oa2rmd4wklQp02vB6xXDBySRMTGiZlC3bQOOlYdgxQRSeYpBDQOkUykIJb6W\nBadXjCvzFT07dp690/OhioDf6CiwKbmAp6aHlXXKfuv0mI5KzUlBTyTgoz+9Oq+91tGR79snVIlk\nEhn8yc4/we89+HsoFNtCt8Yf9X8N//QvA3TAsjMoi510zRgzkC/XoOvwOndYzSZuPeccmPk8EokW\najXn92Njz0Z5Nw84nx8dWYcIUkD044hoBkZH1nXIFOqHSqa0PNMH9VU+9u59DBMPPId9P3wiVIrv\nC8/+3KHtP/tZ3F2t4rHeXlxz001oNorE5hGYvrVv372YmLgGez/zFND6BpLJH+Hyy6/Bvn33+rbF\n3QwSZ4RhJhtyZhL33Qcj3nTAHz1cdLlQWcDTs0/jyq1X+j5KFpleADC3iuMBar1aRCwSEybcBXpQ\no3WY7SRwwQXsC8RIaNtygOrKM59+Gnj964FInUVtPoCqAn5hJL71qBigushN1GKGzF1tVDE97axN\nkk0W8DM5S6kUrHJ+dcxkLaJmUAUJvvTcc3MOHos32NWRj0FV/GiHYiatiJJBnav4E3y9OptVx386\nKgZ+1aoL/FxmclUSXysilvi616hM4ku8sktL7se5LyGtPxtJtQcV6NyTUuls2kbZiooBqrsyljGo\n5JnnAVTuoeLum8BK9AQCaacXqlOnCFBlknWUY/1iFEMkvpI+qLTE19vgo65PUmdN7+2EJAmCI8hG\nWsWqIRJhre9k9CTrKCUF55yqs1grKvuLyiS+sZjbmjbTpw5J0p2QpFoN7iLIX0qvUUcxIVgIAsES\n37gRyKCaJmD3OhJfaZsZw5H4ko+L6uwz6sgnAoBffZUSX+JBDWgzQ+4hUZ0DaQtLUXmdbbOqzDFQ\npeN6QNplUKuNKlIxOYPaaDiMruhWGclUMQ+5ZLpazgd6JgMZ1PXrlczk+qxa4huPAwN6FQttweae\n+0XVcj5U+JBXpwj4jY8DR49Kme3xvnEcLRz16uSBXyoF9MWrmK0LmPMQTG+okCQCUJ99VrrBsX1k\nOw7MywFqIgGcnTqFF5YldhMCpMOGJHESX69ON4q33qrDhu3zB1+47kIsVBcwU5wRelABYGfm3/Dw\nrwTXJ6UMVJ33QrneeZZwfZ69+0jTgC9/GfjiF1E2C8Jn8ftf937Yto3HD00KAepAYw7/7ZZcp+0M\ndzCCjiepEwCmDx3C7nQad/3kJ7jqnntgleY9nHDnrXdi6y+3Crt5kHHo0DTuuGM3Uus/id//0han\nmwcZ1DNPllVzhkF9lQ/LauOO39qKPW88X+lBJTKIN112kUPbl8sObR+J4JY77sDwSNZjUGXU/cmi\n8+Des+dG3H77zahWbQAa6o0W7rjjFuzZc6Nv4cJfeLbiwqNTZ0VMGu67D0Y64t0g3nDR5Xde+A7e\ntfVd0rCT+WUTP/oRcPXVCASoVqWo9D2o6oz/+gDaiPjlIJGI8+Ngmk6LmfVyBtXrUMPVyQDUVApW\ntajcDVNKfGN1VFtJZ7vVV4jLoOb8Cb5Ap+XK1JSrEBbU6XWAMQxYFTlADWR6dRvVemxVDOqJE+7H\nuS/xAKora7bM0uqAdD0aLPEVeFDJZsLcnEvAcl8SizmLo3q8u5AkIUA12qjU4g47ww8XCatCkqqN\nqhOQNOivk0xhxtTSWSAEkI7XUdGyYlRIGNSAkCSGQeVuVsMAzHgHoMoWF9lEFvlqWQr8sjEL5aRk\nwUokvooUX7PBSXxFx1Pv8zyooueSpmnIJrNYKJTFm3sAsokaSgl1naWaWOJLeztFIUmkNa2VGlBK\nfDOJDKqNKsqVlrTO3qSFQlwNpIOkszLgF4s5j+Fmz0CHQVVIfGXyXuc9FvIxOVBZTZ0+D6rkt50w\nqKo6B40qljV5naa7yRmKmZTVSRhUCSNNPKgqwD9slLFgy897pZITgiC6TlkfVJ5BlYU5EYmviuFf\nbxRwsi6vs1qVA+nQUmSXQV2pxBcAxlLzOFoR1OkyvaZVkgMVEdPLt5kJwaCeN3Qefr30azTbTSFA\nBYAJ4wgOnBJcn5QUWQX8qnVKdSeQ+JomgLe/HfjZz1ApLSEdT/ssUREtgsvHLscjRx4RSnwB4Ar9\nJ3hkUm43UQE/I2YwwE8o8XXX37jgAuD661GaP4FvfeUvHRsfV+tXdn8F/++/PYIHH/snvON33oH3\nf+L9TH/RD/+XOmZmgO9+18Ztt32pYwUMkM4acQPFct17Nt90223YVatB6+nBrhtuwGXvertX5/jY\nOB76+kPYemAcr/225nXzGB8b9+bbu/cmXHLJLujpGi58xzlONw8yOAa1WGQPxpmQpN+A4aReJbzU\nq6D2LamUS9uXSrg1nYaZz0PTNOi65gG/MNS9pmkwTQta+v3I5y3vv/ELF96D2jTLiGgRn0cU6LAe\nQgZ1bg545hno2UTnRibDRZf7D+4XynsBZ2H02MMpvOUtlJRO4UENBH4Kpld7ehJGrOGvEwDSaVj5\nRRxaPoTtI9v9L8edkCQVQGWBdEEJpFXSWWP+GEwtJd7OdgHV4eXDSg/q4cMuAcstXHwMalUO+APb\nzDSLMGGI00fDMKjNquM/3Qgh49dqufkJqVQgI60EqKiiaqfEv25E4lsRp/gS4EcYVBnwq6LD9KqA\nn5LpRQXVWFZ83ikPqiwkyWzIGVRvikgwkM4kMihUK2i3xcAvgzLKMskfLfGVtJlhGFQVkFaED5E6\nFwsVKQDIRKooxSUeP9qDqpD45vPi55I3RbzTvkVWZzaRxUKxJK0zG6uiGACoZBJfOsXXCx/ivkjX\nATPZBxQK0sVFRIsgk8hgoSCvsydmohBVeCZNU+lB9XllBXVa6cGOB1US5lSql1CutKR19ieryMmA\nn2GgZVZQa9WEi2s9psNqcW1mRIx031CHQRXUSTyoKoA6kKxgCfLzXqnmheDCqzOMdJZmUAWAajg1\njIXqgtB/6r1HL2G+KT/v1apCOkvVGdqDKmB6icSX1CkC0huMZZy05HWaleA6lSFJtMS3IWY5N/du\nxnRhGm27LZT4AsCYfgpH8wrJtFlcPYO6fbsDUCUMajqRxrrMOkwtT8kBavIQDsz41SWE6TUVANWI\nGShVGl57Kl6f6wHp3l7g/PNR/uljwg0jwOmH+vCRh4USXwB4e/QJ/OxXaT9BQkl8VUC6VG2wAFUk\n8SXji1/Ecq2I/N98Ez/cv9833/rWejSO6jjQ8zM8Ov4ovpX9Fq685UoHpFoW4j0G7r4b+PCHH8Rf\n/uWpjhUwRJ3FClVnrebcBO5OjXc83TE+No6L3vdG3A7g3v/zmww4JaNYBPRUw8tIAAB+B8iNWAD9\nJWcY1N+Acc89V+FQuaH0oPLAb/rQIez+yEdw17vfjavuuQfThw51PG4IT92/9a270f/us/CnX9vR\noe4DPKgqhooG0r6F9Xe+A+zeDSOlCQFqsV7C48cex9XbrhbOnUlk8PiDw532qUEMqqkAqAH9RTE5\nCSPZFgPUTAbPzkziNQOvkTIMlQbFoAok07TE11QAaQL8ZEBaP3EYdTtO2oiyI6QHdWrKBagqBjWV\nglVR16kEfoVTqEYk7RxWyaBqWkd5HcRIB9ZZXUQ1mhWvaqg2M6qQpLk5F6AKTprD0LpMr1VWenrL\n9QpqNTEDkKrnUYkKAn0AD1AtVhflIUmuxNdjUEWAKpIOZCbT8TTyZVPKqKTtEioxdZ1dMajc8dR1\nwIyq28wAzj2ZK5lSxi+jVVCW1UkkvhIG1ZfiKzjvug6n2TwJSZIcz55kD5YKVWmdPdEKSlHBQhDw\njmdXHlQB4Ld0R+KrAvy9yV4sFityBjVeRTEq35iwXaZXtNAMSvH1/lTDYVBl5z2iRZBNZLFYlDPS\nffEy8prkeOo6Ki6gkgXYqdrMeIx0dthjUEVgIh1Po9FqIF+qyRnUeAnLtvy8V6p5NTPZkjOoySRQ\nrwP20HDHgyphegtWAcVyQ1rnSCKPhUbw8ZTWyfdBFXl6KYmvEPAbgyjXy1guWlIgvSGxiFOmvM5q\nN8AvBIMqOjdG3EC/0Y/jy06gU8Lf0QZj8ZM4mpc/l6rVojp8qBEQkkQzqDWx1xpwZb4LB6QAdXv0\nIJ49Jvh9d+UOZq2slKQy15RM4gsAO3ei8pNHlQD1kSOPoFKxhQC1t76Aidc28NOf8kXoymwVUmep\n0uw8S2RAGsC9+/bhmssvRyUBfDlfxWN79+KaiQncu2+f9/4v3P0FNIYSgOEuWmkbnmli37fuw6c/\nfQ2KxcdRKt3tWAGv/ST2LaiDII2YgVK10anTe+Azfyozio0SetpxasHHvV4EjEzTS5kHAG9x4j4b\nRRLfMyFJvwHjhht24bZ37kDTrKBttxGP+FkRPor7pr17seu886D19mLXDTfgQ7fdxlx442PjeOAr\nD0D7iYbL/1dKSt0PDe1CJtvGW971+g51HyDxNVUAVSWd3b8fuO46Bkh7I5HA97e2cdmmS4WLKwAw\ntD48/cQ6XHut+x8EwI8GqMo6Y+qQJExOwkhHpAzq5KxY3gs4O475Yh1HjgDnn49gie8q6tRenIIe\na4rrTKVQKi6g0qhgXcafqEkCg2QANR53GIBGg9S5CuC3NI2qLVnVhEzxlTGo1BShAGqlXpGyFanK\nAiqaBEi7F65M4kuufUbiKwJ+bgsXFdObTqRRKFtIJNxdZf71eg6ViICNBjy0LpP4EimyJ/GVAGkT\nro+kXg0AfpYc+LWKKEfE93PXDKpMOksBaVWd+bKiTruEckQNpKUMKi/xDWJ6FbvK2WQWubIcSGdR\nRklWJ+1BlfVBbZrSkCQyhZnopPjKFr+9ugNQZUClN1JCAfI6a1YZ0UhU2WdSJp31/lSj3/GgKurs\nN/qxUCjLJb7RMvIy4Ocyk7LFMNk0DqwzM6T0oGqahsHUIGbzBTmDGitiqamuU8WgqtrMaJrrke5f\n12kzI1ikRyNRDBgDOJnLS+scjuWwUFcAKrMYyPSGlfjKmF5N07Ausw7HFxelAHV9bAEny5LnUhcA\nNVDie+SIMml3rG8MB08dl9Y5Fp3GkQXJc94wYJpygGrEDZSqdcTjbicUUZsZE87DNZtF5dQx6SbH\nxPAEDszLAeqE9hwOHJGnN5tWKYCZbHauKVlIEgDs3Inykz+W3pPbBrehZbewXKgLASpME1e8rYVH\nHuH+O8X4qY4nA6QFDCpZh924Zw8+/EefRzsCGE2gbVm45Y47cOOePd77Z4ozQDMLJCnQlwBOFmeA\nWg17PvY7uP32mxGPtwFojhXwD/4L9kTVbXsIkGbqpAAqz6ACcGwh0RSl0eVeLwHpTMtrLwZASGQJ\nJb5nQpJ+A4aue4yKrPeWj/Hjdkb4C29g/QAGdvXhX8wR3PvVe6XUfTrbYndGVBJfw4BllZVyDaF0\ntlAAfvxj4N3vFt4g0DTctz2K68euEs4LAMsHdmD91oWOPTCIQVU8FJVAut0GfvlLGNm4HKAu/EoY\nkAQ4O+LTh/tw7rnurqgKoAYx0gHeTkxNwUi0pHVO5Y/g7P6zhdcUkZHKAKqmsa1mLFPO+AV5ZfWF\nadTaEqY3lUK9XMCyuSz1dqoYVHcK55im08rjmY6nUbZMNJtidWy6NIsq1EBaJvEldaokvnSrmaA6\nC5WaFKikrSVUNElfRIpBlUp8FSFJZIqqFfHuoxXX2cgHAv4wDKoofMibIgTTm01mlQA1axdRVtRp\nV6tyDyqf4isAKoYBJ+VS0V8UcCS+S8WqXOKLEoqQA/56tYSW3VLaRBhmUlRnPKuU+AIu06sAqD2R\nEgq2HACUqjkhiAY6gCpQ4pvsVUp8AceHqgSokSJyLXmdZbOgBKhMmxmB9lXXXU+vIsUXcNjJ+XxJ\nClQGo3ksNyVARddRMYuB3k4Zg+rV2TOibDMDOEFJs8t5aZ0j0SXMm/I6q1Yw8JNJfD3J9IgaoAKO\nzPfYwoL0vG+IzOJkUX6/B9VpNkJIZzdvBk6cQKVWkp6bsb4xHJo9KW1xO4ajODovB35Vq6Sss1yl\n5O2yOgFg+3ZUjh2Wbh5MjEzgmdkDaDTEv+/nNA9iZi4mJuAMA6alZlAZGb6ozQyp89JLUT52COmI\n+EGuaRp2ju/EcqEuPqamiZ3v1EgYcGe4/hRLsRmrR7njyYUk0XVqmgbLriFRBz4dj3s2PHodtrFn\nI1DLAAlq7V0HNqTXAYkEtGjUmcey0Nd3q2MFTDpWwMA+qDRA9TwdnTp9DCrZ1CyVIBrFIpDJ2qzE\nl3uOCCW+Z/qg/oYMw4BVqyiBH99mBoWCkrp3pF7yi46egrnwVAyqrsOqyYEK+ZHxrX0eeAB429uA\nbFZ4g1hNCw9uaeLakbdKaz32s4uw7bLn2DqVALWyMg/q4cPA4CCMTFQOUPPPywFqIo2ZX490OtQI\nQn1M0/mxdc67QuoZ4O3E1BQMwfEkdU4VjwnlvYAL1mpyBpXUWqk4/2AqgAoBZ1JP78wJ6LGmf2PC\n/ZJTlVmMZkaFictdM6gBIUll0wkQEKp4C6dQbUseqC47azUtYZorHZKkAqgeg6oCqIk0ipW6HPiZ\ni6jYkoWLYaBVLaNgFaTtW6qNKivxFTF+pM7qKuqsLaNiy4F0y6ygXC9Lw4esphXoQbVazk6DqbiP\nMvEMcm5vOOHrjRxKtnxhbVnOg0WWsM5IfGVS5Eg60Cvbk+xBoSwH/D12ASVbsrDWdZQsR94r2+QM\nkvh6UuQQEl8Vc95rF1BsywFAySpKgR+d4ptJ2/KNiWSfMiQJcACqCvD3a3nkm/LjWbaCgV+5DKRT\n4jo9gKpgUAFHlqoC0gNaDks1eZ0Vq7RiD6pXZ3a4w6BK6hxOD+NUrihnULGIharkfnfrXCkzqWlO\nnbUBIvGVJ9iuz6zHiaVlucQXJ3GqoAJ+ZWWdVauJeNzFNTIGNZkEhoZQXZ6XM6i9Y3hxflbOoLZf\nxNFZyU2m64HS2UrF7sytAqgTE6jMHFEyqM+eOCL19MasMl5zdhsHD0rqVJAaekxHpdpWMqje+sYw\nUJl4DTLlmnAuwJH5lkUSX9sGTBOXXp7AM88IlsWhjidVJxeSxBMvU1PPI5vux139/Z4Njx533non\n9KURIOIuWokNb89nvefyoUPT2LNnN6666i7HCnh8PlA6q8d0VKtUgF0AkQUEYwUyBUNkBVgBz4Qk\n/SYNXYdZkwOqZCyJWrMGy7JDX3jFWhE9bnKkbKzkwjNVwE/g7bRtG1/64hdhv+c9Xp00oDpy9Ah2\n37QbeBS49U/+m69XKwA0mzYOPPzP2HzJL9g6qV9KH0BVHE+lB9U1jwqlyABa6RR+VTmCC9ddKJw7\nHU9j7vAGFqBSdUYiznd6gEpVZ5AUeWoKqUxEvHOZSmGqekIKUFPxFApLSei6fGHtMaiplNozGU+h\nbFlotcTMJGZmkEq2pHWeqM4J/adk7jAMapjjmYqnUKo2pQtrPXcK9VYUrZbgRcPAvLmIkfSI1JNG\nPKiiFF93CuZ4yn60U/EUyoo6U+V5VFuSFw0DeTOPnmSPuMWSG5IUmOJLAKpiYyKTyCgBaqa2hHJb\n8gNF1SlKHyV1Bkp8TQCZjBLwB9bZyKHclgP+gpUXbkoArMS3r1fcxNQwALOVAFot5S59NpFFoSL3\nImZbeZRa8jqLVj6QmSwWgZ500/mP3M3qAWnCoCq8sjnXeyx8vZ1HoSkHKmVL3AqH1EmAXzZZd2rk\ndO4ekCYSX8kiqF/vx3JJXmefnUO+IT+elZo4wZevM5OQ12km+xwGVVHngDGgDPEatBexbCmAn4Kl\nYwBqUtwUVtcBMz3keVBVDOp8Qc70jthzmC9L/ghdR7VWVtZJPJMigErqtOJZIBJRBi5tyG7ASQXT\nu741g5PLAnM/VWcQoPLmFjC9gBvaNz6O6vKstM7x/nEcW1yQ1rmlcRjTsxLlkVunCkgzwC8IoM5O\nS+c6d+hcHFmYRzptC1+HaWL7hO3v2+l+kVmvKNNxfXUqgF/59ecjsyCWogLAFeNXoG4mkEpzB61e\nB2IxGJkoLrkEeOwxvhADpookihssg6qQ+ALAv/v/2XvXIEvO877v3/fbuc7szGBnF8AuFjQpLmmQ\nskMpJVESJcMLOrAjF2OZIlCyIxErx0KYCKlSsCqhTAqlogsyEJNhsbSRS1QsIMoHCWKpIkUgokQi\nWDSlJCQlgzLJBbiQ9oadnZlz7fstH97uPt193ksvQAcQa98vJPbMeeeZ9/Tpfn/v//88z4d/Aluj\nHUjzeZWGVx8nT5zE3cfeje1LNk6/eHqVhre9U+0Xz517CPfeewbzuURSAX/+p4E0JUWneIq01wJp\nQQ7qIlpgYAy5Ft/hQGpafFsKarn/zvPVL7lVJOk7ZVgWAs6XWJZk6IoO18ub0r1IQTWH5IEUtUv6\nrqYYDeR16Z5n8RXcbNrK5HO/+Zu49o1v4HOKUk5RxXnxlYu49+F78ce7f4zZmRzPHP+9VSWz2vil\nX3oOaXwDf/n1GqCKclBfK/gJAPWbGxl2lAFV9QHIZvjw4p1MBbWM1XXx+kA6y4CLF2ENVLaCGl6j\ntpgBilzZa5ukxQwjzkpBLeOk9G8s43T9hKlM4vLlFZy1h23jSniDWsEXKPNGawoqq/hQAX6+CKQ5\n4CftXWdbpm0b14MDqr23nNtPfKHFtwQ/XpyO5jQLHbRfX7wKN6FU1QAAy8J+OKHae4GVHVtYxbcE\nv9cTp78PlwPSk3BKVXnrcU4mwHjEAT8fQL9PgJ9lnTX6WLjsOPvRAZacOGfhnJp/CrQsvk4CWi8b\nywKCUCriZKceECsyW0HtJxPMEzYAsFrMlHFWbWb0kHriZVlAkOmAonAV6aExxGzJBv5heiiMkwvS\nZRVfPaQmi5smEMg2EAQIIrbiNzJHXJAepQeYhmwlbcko5ASs1nO5JFWgab+ksnb7Phd6NqwNrtK7\nke3jwGOvpxuxC9yUcbou4Mj0HjGWBQS5ARgGyWtkfI+27C3sTdlK71Z2HTcWbMWvC1AZBiCnMflH\nGkj7AHZ34S8mXEB9dTJjK6jJX+HqPuP+aZrwInaclmZhyVEmgdp96cQJuNMbzM/mxOgELu0fMC2+\nVjjFeJTh2jV6nDygIuspVlDzHARQD64xDw8szcJt+inoZrz+YqFMnv6bMr72NXacos+9ipNn8QWw\nfNtdcK7eoM4FALfZtwOphm9M/7z5Qu358SM/gnWbrwCkiXKere55vFxZgLSnMvqkiAdj/x1HBr7v\nx+7Bz5772VUaXmt/MxjUuLGovMY75LRUC55fi1MgZOV5Tiy+zpiroI5HClfIUlXyn+V+EUFwKwf1\nO2aYptCvbaom/PaFN1xtmmgK6tActgizOeZzYGNMufBYFl/L4sa5svjm+INnn8H9p0/jhZ/7OTwF\n4PMf/zjuP30ar17+ZhXnY089hpfveXnVs7VeyQzA+fNP4/Tp+/GJT7yAPP/X+OKvD3D69P04f/5p\nqnXW82rW2Yh9ysTNQRUA6leGPt6t0NU+ADBkB8vLd+Cee4p/oABVlYcqOLWzNRtuyFAmr14FBgNY\nDsOKbNt4Kd6jtpgp5168ukPsvQBTQS0tvryboq3ZcD12OwdcuQLboVRvLuK8HB9wFVR3RpRex6HH\n2VBQI76C6vrs/o24fp2t9FoWrscTap4ssMoX5ll8K0h3HO7BhKM7XJDWp3sAGM8928ZBPKMWSAJW\nVuTK4kvJSavnyvoh+6Hd03vNfJf26+51LGOGUmFZmMYLaoEkoKWg9tngV4E0z+JbKKjMOMMDLGL2\nxnoWL5gHUg2Lr0kHv2pj3e9zDyYGxoAL0oNonx2nZWEesQG1XiSpr9H792WuRQAAIABJREFUVlVx\nDofcHotDc4jZgr2ew2Qfs5Ad5zJmK5P16rg9hZ4zYFmAH0jAaMRdz5E5wnTBBv5xegMTn/25Lzng\nV65nA/zWpyAHE+MxfJ+9npvWJiYLtgV9I9nDoctW/NyI3iKkijNMkKaAkdIbblab660trjK57Wzj\nYO6xFdT4CvambPBzIz6osOy9a3EePQrPZQPq0d5R7M2WzDh34svYn6p0p4xpwo/Y+a2NOLOMVDOl\nWeWLQkne4pBbJOnKAVvphefhxJ3AK6/Q4+Tl4ZI4a4JGC1CrfsIJCKDObsBhzAUAd/XeCUmnPBjj\nGFAUnH6nwgZUziGSqZrw/FqcIvA7dgS9iQvcoEOq6wK6FeH/eqVVCan2nPuRH8F6oaQOcfr1c6iW\ngtref1dttIZ8ZXJjqGEWzlb/2NqUDknNupuK02sLWRylN0gCKJICvTfkc8JQ5aYCAjVW0HUgjhHE\nt6r4fmeMEqg4pw2WZsGrPwe7KKjGgAmoeU7+eXOkr194LAXVNLlxKrICVVYRBMAHf/JD+JmPfhSZ\n50HCqpLZ297xlirOK/MrKzgthw5cnV8FAJw9+wA++tGfQRiSSmZJJONjH3sYZ88+sBanotTWwLIQ\nxPxTJmoOap6LAdWe491Yr4pbjht/uQltfH11jxWBHwf4LdWC52V0ZbJIHq1goj0cBy/n+9wcVO/6\nUSGgrsCPD6iNU7v2uHwZdl9hK6jphKugeodjop4y4mxafPlxLl02+GFvr9n/tfVL9pIZtcUMUHxW\nQYz5PMfGhiBOx+GCtKM5cD0OSB8cwDFTepyWhYNkTm0xAwC6oiPJEuzv59gcJqCdfjTBjw/SvDit\nxR7ChG2ZniQLpoKqyRrSPMVkkmNssxW/Mk6eY6Kn97B02XH2vD0sQ7YiPYsXTAXVVE2ESYjpNMdQ\np4NKFedgQGoNcIok8YC/H9zAghWnaWKeuGwFVa21mdHYcQZBLU6OxXfusQF1EB1gFrCBahG7Qovv\nYgH0FboyWW1aC0DlFUmaLdlxjuJ9TH0OUMUuv4pvFBFLKgRxbmxw8/A2rA1MOXFuRtdwuKTlToBY\nkRmtTMo4PVeC4wBSwAHpAlB9n63wb9lbOJyxQXoruoIbE5WocpQ4WS1XgPJZJ60KOfEAdXcXnscu\nZLTb38X+jA3Smj/HeJRjb4/yYgfw8+sgbVl0C3oBqK43Zc51x/AO3Jh6sCzKghXK5Im7JCagiqye\njWWkKL1VnIMB3J4BZ047QS5itb4LqUYBmAL83vEO0C2+ltUpTpbFtw2obhrA2bkdTzz0EHLKhea6\ngGWlePLjT+J9//R9ePAjDxJHXu2X/O2/DVy8mOMjH3liNYcgTnJ9tkCaA37LaElcIoNBizBrP7Mk\n++9ZUHudUnyo8fYOcfo+32m5lgpYcgIDpOdzYHOsr1t8Ww/UaooiYdzn7MHfTOMWoIqGacIX9Awy\nVfOmclBn4QwDnQ2onkfy+Ie2c3NVfAVKr6VZxXeMVC0LPA+PbGxUlczsWh/UY4Njq16t5YiA3cEu\nAFSVz8IwwNbR/wqRK62qoVFOcCqbryBOS7PghzHSNG/uza9eJQ+GY8fYgGoc4t0x3T4JAK98fQz9\nWO0okQeoXeKsf+b1UQAqK87I0nENS9wxvIM6t63ZCG8c4wJqvUgSL04uoAYBsFzCHjCq/Nk2Lucz\npoJqaRaCgyM4fjxfzcdR/AJOhTtHd+AHHJC+fh2OI7EV1GyBbZtu8VVkBVqwiyNHAFkim4t2E9Pq\ns+qwni4P+Pf3YVs5M879ZMG0+EqSBFPuYbEARlYBfhTLX5WDyomzp/ew9DmW6emEDdKmiUmyZCqo\nkiTBVE2ioBqeEFCDiB+nG7AB1XZvwI/ZID1LXKaCWqZfzGYggMpQUIMAREHl5aAafa5y3vf3MPfZ\noDJP2OCnKzrilBygDFT6ejYUVE6cQ2PIPegZBtfZcZaAyrH4emGIIOgAfqMRKWzCajNjjrnAPwpe\nxZQFfqaJZeKhp3FyUH0Ztg3IoQD8NjfhR2yQ3rQ3uSC9EV7DwUyjg18B0lyl15OZBZIacW5vc224\nW84WpsuQCX52cAhZZhzwmSa8hA9+5XquSuQy4tzd5Vqmd/u7OJj7XGVy9yh53FPj5OThEqCSSXii\n9TxxAl7Azw/uSduQDdoDnORMnjgp4+J6WY7KdcePUyJxpilReltrWocV98gQzquH1LkAYNd4CyJ5\nsv5C8VmdPElEzSrNqvZLPE6BsEacwJqCWppm4sJdvIyWuGYOcO33fx+fe/bZtfm+/vXLcIM9XH3n\nVfzRyT/CM/1nSNrYSxeqv19Vgbvvfg7/5t9cw7PPfq6KU1R8yK9vPVpFktrgV/V5ZiioeU7+1CMj\niwt+a2/vGGc1BaXNTH2/uChdN40yvM2xWADbGwbX4gusV/K9VSTpO2VYFreIAlCcgNe/yJ2q+LIB\ntXx7X+93r+JrWfBTPkhbqlVNcenCBdx3//148iMfqSqZ1UH68Ucexx1fvmMFqWUls0cer+a7cOES\nTp26D//ikz+NUz/5ZVy4cIm8QDnBqQOqnwTMnElZkqGht743L9RTSBIV/PI8x1fk63i3x+j1BuCl\nr/WBo19d/QMDULuAtK3ZfEC9+24moL5iBjieOtAU+gbM0R3E+3euAJVi9Wy0meG0SVjLe6iPK1eA\no0dhWQzws21ckZbUHqgA+axU907sHC3oQaSgchLzCUgz1hMgFl+O0nsdS6aCCgBGcAeObKWV7alt\nSW2CNPt75OgOX5E+OIDDUnotCwe5y1RQAcCMdzEc5lBievWtBvhxrk9Hc5ppB+0xmcCxMmack8xl\nKqgAYOZj5DlgSXRLaiMHlXMw0df7XKVXnk/hmAxrt2lilnpMBRUADKmHKGJbPdtx8iy+rs+2ypvu\nAbJcolu7TROLxCOHkpQhSRIMDCBJgJEJFNThEAHnlH5oDrHkxNnz9uAGDOA3TSxTj6lM6oqOJDBg\n2zkX/HwfBFAFbWa4irS/By+Uic2xPSwLy8TnF0nyFGYP1EacGxvwIzZMbFgb3DhNfwJNy5ng5yY+\nv0iSLzNbzJRxVgoq53PfdrYx58QJ18X2FluZdDktbNYAVWTx5diFj/aPYjpnAH+WAUGA3WMSM7fz\npkBaBKgcuzAAbGrHkSoU5aqY+8QJhsXXsrjgV+4XG3G2DiLre0Z3ZHNzO3f0u+BLlNeLa0pRgLe+\nFfiLv2i9bprcva2ltfa1rRzU4k9FEABPnz+P3/zMeVz55kU8Fcf4/LlzuP/0aTx9/nz1s//qV38F\nSW+6njb2P/8PgGVVaWOXLr0A338K5859nqSNTfjtW8jnXouzi8VX71M8umSUAtGGM+BafMsc1Opw\nqtjb8oo5Naa4GQWVY/HdHlvcNjMAhRVuFUn6DhmmiSANxQpqKHVWUEUXXvn2vtHnKqiWRfIU4hjF\nqUjIBWlTcao+kw+dO4czR49CGo+rSmZ1oDp54iQ++dFPYvzlMd73ueN44E+/m1Qyq/VsPXfuIajq\nGdy2ZcJ8Z4JHH/0weYFRfKgCP8HpjZmPYLatNSWgYv2kCQAuzS9Bk1QcdWmVgMj4+osm0u3/Z/UP\nDKW3UiY5n7upmggDCaZJOToXWHxfVuY4xSoAAmKhxOQu3H4iWsXJU1A5cdqaza40fOUKcPz4qkDQ\n2pttXFY9poIKAOryBLaPRuQuHUVrymQTUNngxwX+KCqUXjag7kkeMwcVAPTgdmwcSaifeRlnpUxy\nbt4E/HL2RvDgAE5fYgMqPGYOKgDo0VGMNlLqZ15MUYuTvZ49vccH/skEPSdfP1Uvfskk97iAasS3\nYTjKIIVikOY9DHt6r2nPao/ZDD0npz+fLQuzjA+oZrqDfj8nFkpenP0+v1+r3ofnsddTWszRdzJm\nnPPMZ1p8AcBIttDr59TDPaC2YR0M4HMOUAbGAK7LPpiQ3QV6NjvOReYzFVRJkmBmtTh5ID0eC9vM\nNCqEUuIc9DK6A880sUx9rjIZehqpbCqKc3NT2GZmyQM/z8PGOMfBAT1ONw34bWZ8pbuCyolzy97C\nYhlz49zalujpgaYJTxSn1zHO3V14acAEv01rE1GgQDcpJw/FPe/orsRWUDlzl6Bi26DaZhtx3n47\n3DyELTNs5ABG8jFE8nT9heKaYgKqacJP2Xsc4rgrlN6quSwjTgBu34DzCm1BijiVY/BwgDBptXip\nXftUm2/hDuSCX1CAXykrMqzID5w9i7/xn9wDLUIjbeyBs2ern311ugCM1gNHB666e4BlVWljeU7S\nxoIgI2ljJ3fgp+y9raVZCENZqPSWh13LqMizZ1h8y7cPjBagtu7NmkZSOqtnvYAVyvVscEILpNtC\nVt/oCy2+O5t2U+ml7B3qU+SmgTCNbgHqd8SwLPLlEOSghkHtBOd15qBWgKr3sYxqX+jWhSdJNfAr\nvxwMZRIAjHwIw8xXh3XTaaOYUztOZ8vBuz74LvyfP/xP8fR7//MGnKI2xfaGwY0TaAGqCPgxhmHc\nHKB+5dpX8G79ToZ0Re6vL/65inD7S9w4GxZfTpyyJEPL+utxAkKL78vyFHezKj8CWC4lILYx2PS4\ncXYFPyagXr4MHDvGBOnMMnFNC7Db32XGKi9vx+ZOQGxKur52EtwEVAFI+xI9zr09YGsLts2x+Co+\ns4ovAKjeUYyORFzwqxRUzufu6A57PfMc2N+HM1CYubL7UsC0+AKAHh7FcBwz46zWs9dDwHFMEMs0\nH1CdnsxWUBEwLb4AoEXb6A8TZpzVvaTX465nT+/x45xO0XMo9rQizil8psUXAPR4C71ByjyYqOd6\n8RwofaMPz2cDFeZz9HuMfYRpYp77TIsvABjpFnq9TAxUwyHZ/DKeR0Nj2Cxs0h6LBYaDnBnnMg2Y\nyiQA6OkGbIdeubmYorL48j73kTniOxFcFyPSTpUap5ux45QlGWo64gJqFefGBvyMvfndsDaaFfop\ncW5uSjikOTCLOHkKauRrQgXV90EU1CzkFkla1iuu1kch62/vyGwFVQB+YaBwlcnq+tzdhZdHzLkk\nSUJP2kaqUE5Iirl3dzkW35S9Bl3irD53w4BnKnCm9P0CAAzk2xDIlA+2Zp1lFkkSrmcNUHkgDcC1\nVDjfusSMM/RV9HsyvnHwjeYLtWvq9GmsF0oyTe61b6omojLOKCLOI11vT4EgIJ9rkAXAPMAjQJU2\nVm/7NtKPA1rrRh4Bu+oIMM3q5z0vgG0/gunUJ/9WuAN5IN04J20pqGWc5V5sEfKLJJVvH5rDdfBr\nfUcbU5Rxctxs1ecOdFdQBRbfo5sOltFylbNLuZfUpwgdE5qsUlvIvdnGmz/CN3pYFoKMf9pgyDbS\nRCLf3TQlNzBOvyhRFd+yCPCagsqrzmVZ8DM++Bn5EIZR60E1mwGjVQ/BNlDNghnpMdjoE9Mcsxmw\nu2WvAypFmawAtUOcmtHqlSUC1Fe/gnc7dzEB9ZVXAMeRIDn7iFK2MtkVUAHAxGg9TkAMqNk+Ti3U\n9Rdqb1c3/wpe7BLbUxyvPRgabWY466krOpJIhUFTegsFtYKz1rihRhjECv+kbX4cG9ueGKg6Kr3U\njWBRfpdXJOm6FnEtvrK3i9FmyI2zykF9rYr0cgloGuweQ+m1LBwoIdfiq/g76I9iLqhU7XA4B2c9\nvde0PdVHnhMFdcgBVCnkKqhatI3eMBHH2e8j4Jx+940+ez0BYDZDfyjRbz+miRkiZh9UAFDjTfQG\nCVOZ7BrnwBjw45zPMWAVW7QszBFyFVQt2YTd54N0Vcwpi7hx+gEfUAdDialMLhByQVpLNuA4qRj8\nRiP4nDjH1pg1BRnLJUZjiQmoyzwUgrTlZOKiPpubJE6WgmpvwvdzOvilJGVg44jEVlCzkKlMarKG\nLLJg25kY/La24OUxdz2jQIVuULzbngc4Dra2GAVWTRNeFvJBOlC7KahHj8JHzLXO2tIRujJZgN/u\nLugWX8uCJwQqtRugAvBMBfY12gdHhiNtwc0Z1lnbxh13AJcuYd0ub5rca6oRZxdAVXM437pM+UXF\n6y6wNbLxtb0WgYoAtdgz8sFPIVNQ1NMyznKPc7g4xPf+8/8WT45GeP8nP4lLFy40fvYDf/efwHGl\n9bSxMx+s4rxw4RJ+8Rfvw913P4nPfOb9JG2sXE/O517FCawVSSr+1Go9RRbfClCNIbdIEtCcIjcN\nhFnMVVCjutLbykEta66USm/VmkxQTHVjpEFTNPhJ8UEwFNRyisAxYHKcA2+mcQtQRcM04ed8BVXP\nBtCMjIhHpT+gVj2OJt13VVB5fVCBJqDyNi4AoOdDaPUH2HS6Bqh1kJ4GUy6gxjERzrbHThNQRTmo\nAuDXMWg8aPPDQzxx5QryojFofT0vvnIRD37kQXzqiU/hhecu4OIN2hEx8OUv5zDNJ2CrNtzIZcZZ\nr+LLu3kDZD0Ns/XQODwkd5gjR5jK5EvxdZyaKcx5X3oJMI5chhd7ZIENY02ZrCuovPWUJAlGPoKm\nUx5uNQWVBtJXpAWO+WyQBoBsdhuGW0sxoDoO96DH1mxEoUy3TBcNTKu/uT0sC3t6zLX4wt1Bf4MN\n0nUFlfcwdDSnsHZTXiz6w1TXEOWXHKgR1+IrB1vojYJuFl/OenLj9H1AkuD0FbbFV+aDnxIegTPg\nK9KVgsqJs6f32OCXZcBigd5AYVt8pZBr8dXiI7D7bKW3Dqh+zo6zr/eb9qz6KHYK/aFMj9M0sUDE\nB9R4A7bDB+lKQeXEOTSH7M89zwHXxXAk0xVUy8ICEdPiCwB6ugmrxwbUaj3HY/g5e5M+MkfsA6k4\nBtIU4w0JE0rtF1gWljkbqABAS0cw7Q4gvbEBHwlXQQ0CxkFPYc/kKqicOCVJgpaOYNls5bxu8fWl\nhAl+siTDzEfIVLYyub0NdnVcjuppqAbiQIdt591yUOUMNue5aeYb7KI+to2jvCJJOV9BvSnw0wGb\nk9tpZpuY56/S47QsmCZpB7YG0wXw8+NUuApqfS/mpj6c4RFyck0ZngfcNu7jxb2Wh7eTgsoHvzis\nAWpv/UCovp4bd+zgB953hqSNvfe9+PCjjzZ+1ra3cd/3fz/e+dI7cedX7sQDiwdI2thgWMV57txD\n+MAHzmA2k/CBD5whaWOmiYBzL2nEWVJbK9Z6nA2LL+VGWLf4iqrj1qcIbQOapDCVSUuzEAUK0+Jb\nxlnuxebhfFVMlRKn5xHdQlXJ86mKVWDxDWwdlnQLUP/aj6pvZ84+FQEALe+vAKAl2wPr0v0snK0A\nlbJDZOag8hRU0+wUp94GVI7FdxpMyeaPAahlMSdHJ/0b04xdLKehoAri1LNBA6ie++QncS3L8LnP\nfhbAahN08ZWLuPfhe/FM/xkcfM8BvnDPf8C9B/+OlC5vjd/8zedw6dI1KN8YEJguTr/bymSjSJIo\nznwAtQ1+hXrKKuYEAC8H13DqgKK81qawdq7BjV0u+FU5qJxTOwAw8gE0nZLzU8tBpYHf5WyK40v+\nLSKe7qC/NeumoHI21rIkQ8166+sJEAV1e5sZZ2LqmOgpF/zy5RacMX89K5DmxOnoDqJQolu79/eB\nI0e4gLqvJVyLL/xNOEO/G/hxrs8yTiqoTKfAeMyNc6LGXIuvHG7A6bMV6WqD1evB58TZ03vNU+X6\nWC4B20avz1BQLQszJeZafJVwE5YTdbL48tazb/QRhQxQCQJAVdEfsAF1LvEBVYnHsJxYrKAOhwjy\nhGvxbdjI6qOo/jEcsRXUJSKuMqkmI5gWW+Ev1zMbDhAh5Vp8G6pHfRTtLEYjtoLqIubGqSVjWDZb\n4S/XM94YIkNG8v4pw9Zs5LEFWQvXXyzgYmMDbAUVMVNBBQhIG1YqVHqTzTFSKWfGCQB6PkYkUT7Y\nAqR5CqoLNqCqsgopdkhdCAGg5r0efA2wPFq1MDKMbAwPlAUr1oBn8fVztjpLQEXrrqDKGZy/okm1\nZOjZCNP0CjNOADhxAuuVfIs4+eCndQfp2IVz19sYvWLIFMePjPG1G2wF9c47gcmkZZkv4+QUc4pD\ndQXSFEBtgHRUtH5iePNdFzh6Wx8/9bM/hX/w0/8AT3/yaZI21vqOtt+eWybCPIGh0ttjWaqFqIwz\nDIk4RLEiVxbfeh9UnoJqDrlFkoDmFL6lccGvAdIAlRXq61nloDIsvvW3D4zBSswSWHx9W4Mpse8j\nb6ZxC1A5owQ/HwksHvhlA+hGAQCtCr7AzSuo3Cq+HAWVtxEECPipRg1URBbfkG/xLd8uSzKpwhqz\ncybbgMpTJrV8AM1I8PT587j/9Gm88OlP46k0rSrD/dmf/jF8H3jsqcfw8j0vN6vC/T0fjz31WDVX\nWRnuD/7gBUTRU1j+/nvxvvf8JM5/+tdJjC1lsiqS1BlQW+BXAiplPQEgyzNc9K/irht0u045RW/n\nOllPBgA0+rUKDyZan3s5BDmoV5JDHJvT+ieQ4bpAHhtQnXlHQE1ufj2BhsWXFue+5GEcSFBlttqb\nLjbhjNhKb0OZ5MSpyirk1G46EcrRRUE1Uq7FF+4mrEEHQHUcPqBqDqJQoYP0ZAKMx2znvmVhoiVc\ni68UbMDsB2LrbK+HACJAVeggPZsBwyE7TtPETEm4CqoUjmD1wk4WX3KfZ1tnG6ff9VGchDMO5InF\nV4m5yqQSj2E6kVBBTfoOMuTMa31gDNife2F9Y7b/M00s5Jhr8VXiEUxHDKjB0IGRK40ctPpwNAdZ\npEMzYnqcvR43B3Up8QFVTUYw7ITZFqVcT3/owMrYcQKAng3pOZMFXGxugq6gWhZcKeYqvWo6hGGx\n4yzX098YwI4lbpxaNkCoMKyzIosvIi5Ikzj5n7vvA0ESQM8kyK9eZ8+VDbAERcqt5aAyq/hy7MOm\naiIJdOLC4QCq75Oq/76UwHqFAqDFkJM+pukVJFnrmVT7rKiFkrrEWQc/EaBGLpy/8Q6KBFq87gIn\nto7QAbVYA1kG3v72ViXfTsBfKNIci29dmXQ0h2wKKdaHcoqROcIkqL1O6S+6XK4czYGpQQdbmSzj\nrJTe/vr9qx0nz+JbTkG1+LbuzfUpAluDCfYexFItxFFLQaWIWQ0FlcMJdYdwQ8wSWXwtHdYtQP3r\nP+ZzALKMQJe5Jw5a1odaPmg7KKjVhdfrva4qvkDL4gs++KlZH6pWu9lSLL5tBZUHqPW39/TeSplM\nkrUTrCag8kFFy/pQ9AQPnD2Ln/noR5EFQaMy3A+d+QH4PnBlfmUFp+XQgavz1fFrWRkuikhlOCQ6\nzv53P4qzH/pRMfhBEGfeh6q3NlhFixkAVKC6uriKkT7kNt5++WVgdPSAWJE5gFq1mXktcQLCHNTL\n0T6OT9hK75UrgLlxCD/xmBvrOqD6HFAp41Q0SpyFxZcFqHu5ix12rQsAQDzfgDHsqPQK1lPN+1A0\nikJwcMC1dueWhUMz5yq9mbcBc9DBMt3rIeAoVIqsQMkcKLTPvQBUroKqZ1wFFf4IZs9nKn6N3E6k\nzPuSoRjkkIN2MFEAKsNoQhRUNeUqqFI4guEEwjiTno0cYIKfpVrIYp2e41fsFJjdAEwTCyXlKqhy\nNIThhEIA8PsWrExmgoqhGpBiC6pOuT4L6xujNgixzsoJF/yUeAjdYiu95XoGQwdWxt5eSJIENesj\nVSgXYAGo4zF1n0sAVeYDqpIMYFiREKT9oQOL1sqmNtRsgEiiLFgXBVXiK6hKMiDrKYpz5MCKc9Ab\nrhZxJn34OaOoj8jiC7Z9GADUlBwai5RJL/ZgZwpDAiVDSXpYZhSALebe2SEgvdZiSAB+siRDTntE\nkRZYZ/3EhynrkF/5S2acga9g0FdxddH6W1oK6hqgWhZ8zl7M0qxOCmrVZiZ24bz9HuQvvognHn10\nVQynGK4LOJKEb/3Ot/CD/+QH8eBHHiQustY19fa353j88Seq96eGjgQZdIWu+hGQ1jpbfCvr7HhM\nPVkqpxhbY0yD2uute4ksNy2pvqnA4oCfqZpIogJQKfZeoJWDWvZBZZwollPYmo0ojRCnMTVOoDmF\nb6qwwOYEEqfGzEFdizOq5aBS4qyjRsPiy2gzU8VpKVyQfjONW4DKGc0Lj/2BKmkPSrnBYsj2ryUH\ntaf34MUesryABIHF15czmAwbBABioSxBOk3JHYPTDqcLoJYO4QpQy401RZmsclAlAQBkPShaXFV1\nC4IAjxw9WlWGs20Jvg/Sn7O9D4uA3cGq6mw5R5IEuPvuR5D5GoI0hERpjg20iiSJQCXtrQOVQEF9\n+fBl3D2+i5FMuZpi49ghV0FtWHw7rKfcjjNNiTJ59Cg7BzW4gWOHFMApX78COJtTYZwV+ElsoFrF\nSdlYCyy+15Mpthf8zVs0H8EYTrkgXSmTgvXU0gEkWpz7+1wFdS5FMBNAl9j3ksQdQu8vxODnOAik\nlJtzruU9ujWxi4Jq5Bgb7BzUzB9B77EPUMo4U8dCLLE3QSWoSFqw/mJNQWXmoOqpQEEdQrd9bvuW\nIACCnskFP0mSoGR95Crli1LcsJmAalmYq3xAlcIhdEtsmQ76JkwO+AGAmveQKpQvSuFdYwgHFUjz\nlF4pGsCw2Yp0BVQ9E7ROIo04sx4SmXIBFlILV0GVUy74yfEAmtkB/PomLPYtDgCgpA4imWGd5Smo\npglXTrkKqpIMoJmRGPzkFHYiMT44MuTUgU+zzoosvpYFV+YDqpL0yXp2AVRoXEBF7GCaMnI7bRuq\nSnI712DaNOFx8nAB8kzWjI5xajajDO8qnNtGA7wybf1M7ZqiVfLNDQM+595sKAayyCBKr0BBLQs6\n6u98F5774hdx7dOfxueefbbxs9f3lvgff+tfIvtPM3z+rs/jmf4zuPfhe3Hx8qXGtZ/nz+EP//Aa\nnn32cwCAwFJhgu0eIEClCwG1DtIii2+vRxTUBqBS7iX1KXxLhZVzlEnNQhpqZAqOgnqzFl9Jkpp5\nqIIiSYGAEyzNWgFqllHXtK2g9nW+xbf8UxsWX8ozpD5FYGowOetttatPAAAgAElEQVT5Zhq3AJUz\nqqRiQ+FuCtS0tzqxLkvw1kY7t3MezsmmSlDFV5ZkWKpFlLRSmdSaJzTVFJKEQJe5X2QldVagUh4T\n1Yo5teOchTOiTggsvgAFUFujoaAKQcWpFKpLFy7gvne/G09+4hN4/2c+g0sXLlSb38cfeRyn/uxU\nsyrcZ2U8/sjjjfkuXLgEy7oPf/InT+IdD/0HXHz5mtg62ylOClCJAHXyMk5tvoVZbTiKgFdfBY7s\neiQHlbERbLSZeS1xXr9OdgGaxs5BXV7F8TmKRruU1y8D/SOzFaBSNoKN3E4BUKlZDxINqAqLLwv8\nrns3sOPLzdOV2sgyIJgPoPYnXPBbxZkJFFSHDn4Ci+9BcIhNX2LGCQDxYgjNmQstqbnjwJdTGAr7\nQEpJ+4BK+V0CBTWTJcwNYKSwN9aZN4DuiC3ToW3A4IAfQL7voIFfcQLGBGnDwNQAhhzwy/wBNEds\nmfZtHWbKjhEA1NRBJlO+KAWgMi2+pom5lnEBFeEAmuWLFVRbh5Xw41SSHlKFAX4ii6+acS2+UjSA\nZgZi8HN0IfjJSQ+xzFAmeRZfy4KrpFwFVYr70Ey+Il0BasR2iZA4HQQSRcrtoqAKQbpPAFUUZ+yT\nzS9VAi1G7GAJCoEWFl+ugioE6X43kI492IrJ8OiSkUUmDpPL9DiLuak23yJOHqDKSZ8AqgD83MiF\nbfQISK9JtWS4LrC7MVoH1FqcNAU1MlQoYKecSJIEOXEI8HeIU8813P+hD+GFy5fx1GJRpTo9ff48\nAOArL34Te3d/q5nqdM/LeOyPPwtYVpXm9Id/+ALi+CmcO/d5nD59P37lT1+ElbGLNZqqiTQyuDmo\nVe5xnhOLr+4wAbXkMSqgtq79BqDqMqxcFKfOVVCpSq+gDyrQ6oXKKJJU5aAKOIHEWYC065K/WWn+\nXe0c1IaQ1TqAbyioN2PxNRTuer6Zxi1A5YxKQTX44CenzgoABInPURohyQqFRqCgArULj6FMti88\n3hdESWug0rL3lnG+bouvCFB1HYGSw+KUuVZSB3IB/A+dO4cztg1pcxNnPvABfPjRR6s4T544iec/\n9Ty+96++Fzv/9w4emPxjPP+yttav9ed+7iGE4RmMRhJOff8O/t5/+R4u+C2XIJZUOeMCVT3OatQA\nlQZ+Lx++jFObd5ObTbSuwr3yCnD8ONAzzJXFlwF+K5DOuNZuJXUgqS2gKvJPgRqctcaVxRUci02m\n2nvlCjDcWn7bFFRqnIAwB/X68jp2Io0Z5+EhoFsBYvCLJFXKpMwHVCXt0cGvsPgyAdU7wJFQpsvV\nxYiWfaj9qRCoYtuAmktQZPaDRkkdLqBW+datMQtm6MWAErILncRuH6qzFIJ00AH8lNRBplDWpDgB\nY1l8c0nCzACGORvSs6APzXaFVWcDWxPGKac9ZCpNGidH2TyL71wH+hwAyMM+VJtvmQ4CIHAMoSVV\nTm0ktJzJLhZfLeOCH6IeVA6gVsDv6LBiEfjZ9KI+XXJQVX6cUtQXgrTvA74mwY5y7qEREgs+KBJp\nFwVV4YOfFPcISAtyJr3YI/ZBqgRKRh6bWKTs3M5SQV0zmpgmqbzLAT8p6UE1OgKqanEV1DTUcRBT\n+nrWcjtplXxjXRUWipJvIk5Hd4CdHfIgowzPA27f2uAqqDRA9XUJdsrfWstpn4gaIkCNXYx6Y/zM\nL/4iMllupDo9cPYsAMD1AVit+5IOXE2mgGVVaU5pStKcgiDDxz72MP6LH75HCH55ZMAwM2YOanlf\nitIIEiTilGF488spxuYYE5+dgwo0pyD7WgGgxsYKUCkKatviW+WgcvqgAq1eqIwiSStOkITrmUW1\nOAfrB5ZtpXdgDEi6nLx+AN/IQb0Zi68hC104b5bx1yPKN2hUCqquwOLccAighqs3dUh8liSpE6D2\n9B6R7hkbl7r9zddl7iZLzmzIehHntwlQqRZfRpzLJSqllxtn2lKoDg+BjQ1qnCdPnMQ/+uf/CD/+\n8I/j6U/9LzgZRUX55fU4ZZnEyauO2yiSJGcwOQqV3AYq3yc2z+PH1+Isx0uTl3Bq4+6aBNp6/SXC\nt47uCIskVeCniIDKXlf8ivxTAEyL7+X5ZRxPWb1dCONubLvdAVXJhXFSrZ57e1yL7567h+1YZ4Lf\n3h7Q2+DHWUJ6blmI5JyrTMqpTQe/wuLLLObk7WMzUrmAGsx7UGw2oJZzB5YYqJTURkazetYUVBr4\nTYIJxgKQjr0eZGsmzkW0tE5Alco0UuZbfP3Eh5oDBgeEUr8HxWIfnFUKlaWJFb/UQkqzpApyUHMA\nCwPo5+xDuSxwoFrsXO56nKZA8ZNSG7FECaRQUJkWX8PAQgf6Ghv88rAHVaD0VusZ8uNEYiGkKZPF\nTpabg6rlAvBzoBh8kCa5iAEBPyphkpHHJtxsf/0FgYKaGwbpYclRUKW4B8VgK731nElbMbkKahbr\nmGcU62xh8bUsYsBqX6OJriKRcqYNn8TpQNH5IF3FqTtcQI1CBYF8CD9u3V9aCmp7ihL8eG4MKXHI\nena1+FKTSFfhnDiyTVdQi8/qjjvIc7DeotTTJW7+NUAOZ+QugBq5cDSHpDrlOR45dapKdSrXQckH\ngNS6f0bAbmYBllX97HIZQFEewXTqk/l0mbuvlSQJUmqT+hWCHNTK3gu8NouvSEHlrKelWivw62Dx\nXUZLrsW3PkWjUJKoSJKuwOSsZ1nHwDRBbTFTxrmmoAJUm+9rtvjqivD6fLOMvx5RvkGjku51ibsZ\nlFJrZU3sUDq6uui6KKh6S0FtjYaCqkt8kE7sFVAVmz9WnABRUnhtZl6Tggog0ATrWY8TqDbU9Tjr\ne+eJPyEFXWSZKlvW3+5ojrD4kOuCFMdSwT1pklMbUh1UvvUtUs+9sG2wclBPjU+BJbOVAqyjOd3b\nzMi5AKQpQFVTUGlANQ/nyPMcA5UNqFeuAJs74bcNUKXUQa604kxTsvvb2mIrqO517KQMGRhEgO1v\n+J3iDE0VegruJkhObXouosji6x9gM9GY4JdlQLiwAPtQqKAGhiLM8ZNSGzlNmZxMgNGIqaBO/AnG\nsSJQem3IFrt6c6WkGbI4zsSmK5OCKr6zYIZhxLZ2A0DsOZAtcU5vYKowY3YOM4nTQixTwE9g8fUT\nH3oKaBF7IdLAgWywHRNVlVRTFVpSkZj0nMlCQWXFGSNDIvPveXnoQDI8MaDKGQF+zmeTxyZ8MKyz\nHAU10VXEMrj3kjx0IJsdQDrxSUVLDqBmkQE3ZwMqS0ENNQlqzi68BQCIbALSHYDKUk2ughoHOiYJ\nBQwLiy8Aah6qp+ZwEn6F4Ar4GXGWewcv9mCbfa7F1/MkbA97uLZs/Uyt+BDN4uurgJ3wt6wVSHdQ\nJitAXesTQ4brAndt34aL09brtTgNAzhypCnC+hq4+7AucZbr6cYuHN0hqU5veQue/LVfq1KdyrE5\nugPHL240U53+7BQef8v3VNf+hQuX8Ku/eh8k6Un82q+9HxcuXIIv2C8CBPhlLRRafCvbLCC0+Pb0\nHoIkWBUfEgGqYD11RQdikyi9AotvlmfkEEWzhUWSgJbFl1EkqeIETYKVsb9Dpmoii00yBYUTgOae\nsWozA1BZgcoJAFNBXQlZ/P33m2ncAlTOqBRUTYIlAiqtBn5dSkcDwjYzQGHxDRfMk/UGoGoSdzMo\nJdYKqCgKajsHtVJQy7tl2qxgSc1BZcRZ32T6Oj9OObWaQMVRUAHg0D/EhlW8TqGD+ttF4Fd/e6BJ\n3E2rlFpATfHLX3oJT8RxVSWvDlQXX7mIBz/yIL76v34Vv/zxX8ZFTWUoqDm+/vUnYKlWNwVV0+Br\ngMmxlkiJjbwNqC0FtR3K5fllHB8ch2TzFdTto1En8EtNA4kMrj1LSixAa0HRwQE5SOHkyl53r2Mn\nZ7wIAqjDzQB+ws5FLFVk35CFip+UWvRcREEf1H1vH0dSgxnnbAbodoQwF+d2BoYiBqrUpFdJ7aKg\nckAaAMKlDZgTrjLZNU4kplBBpQJqOMNQANKxZ0MyxTm9gaEIwS/nASrH4jsP5+jHfJBOfRuyybdM\nBwHZrJlRtnYvbsQZmwjBAFSOgrqMluhFIAXkGCMLbSgm34lQthsxJY0hgRZzxTr8nKGgcgDVzSMS\nJ2cNssiBXII0T/GLfViywQXUJNKwzCnKZQEXpdLbts66SgqH7ZIHAOSxA1nvANKxD1tz+IAaKvTc\nzkJBBeiA6qoZKcDEjdOGrItzj73Yg2UPuQqq55HczmuLa+svFHHSLL6eBtiCezPKOLtYfDVHqKC+\n5bZdroIKrE/hqblwPZFYqzg5IF3G+dC5czjz1rdCmkyqVKfqT450/Mbjv4L3Xn4vjvzJETyweADP\nf+p5nNT0Ks5z5x7CBz94BoYh4cyZM3j00Q8X4MePU0osSHrAbTPj+1jlnwLCNjOSJGFoDlcqKuVe\nUp+CxMmJUZKA1CSiBkNBLe+fy2gJW7NJy5pSVmx9cZkWX0aRpJXTUuLWB7A0C0gMLqAyFVRKJd92\nm5mGFZmSg9rgGdH1+SYZtwCVMyrPtga+CpCYK6BiWHyjiHwPXpeCSnkwNE5GNMBMOJvBOlAJLL5Z\nnq088LJMBb/XrKCqEt9Ol9TijCLSfLl2KrYGqMFNAKrucHM7G4Cq8j93KbEait9zv/M7uHb5clVl\nr4zz4isXce/D9+KZ/jNIfzDFb49+G/eOruPiN7+5NucXvvAcvvSla/jWF69zld5KQS3j5G2uE2td\nSRPkoF6ZXyFVkllUCMK4O0eTbsqknMFMAIlRcAkApMRcB7/C3tv+mxs/4u5hGw7X4jva4IN0uQaB\nJsOMsWYTb8dJBT+RguodYDMzmXHu7wO9YUisb6IcPw3CthOILXqxHEGRpIk/wTjlA6q/MJFbh+Lc\nTr0AP16ciUm3pArazMyCGYaJQOl1LcBgtxeqAEDtAn4Gvd2IoIrvPJxjkAiUXt8GjLk4ZzINSZ4T\nNYmUjCwy6EV9BEWSFtECfUGcSWBDMpYdlUmdkURKRhrpcGlFfQQW32Xswkkk8lxgjCy0IOkdlN7E\nJ/n71CpHZCShhhnLOus40AsOaH8krlwAKufaz+txCqyzluFwLb6BL2OfldtZwAWtUJInZ2KQjizI\nht/NOtsbE7pk/N2eBxzbHK+3bxFYfD0lgx0LNtZxccj5bbL43r2zi6uLq81eqK3Pqj2Fr+bCQ07E\nRTpLF4tvCX4bG9SDFNcF3vbW2/Gxj34Mp3/sNJ7+5NOkDgfl2q9P4avoEKdF4mRYfOvgVymogjYz\nAMlDrQCVkYO6UlAlWMLPvVhPjoJagnQVp6qSF1oPl3qcN2Px9QX7RVXSgNiEpqfMHNT63nYRLoQW\n33KKNYsvQ0HNc7GQ9WYatwCVM6oTBxV8oIqtVRVKCqBKEslzDoJaBV+ge3WurgqqIo6zsiYyLL71\nL4ejOasiLBQZg9tmpjWagJrzVZU6UJX+3Jr9iGrxNUsP77os1Lb48uKsvz1QATPkHN2lJnLFw9Pn\nz+P+06fxwmc/i6fiuKqy9wfPPgPfBx576jG8fM/LzSp790d47OlPVFOVlfb+/b9/Ab7/FP7388Cv\nn/08zj/3AlfpTbKE9G8MOR98YiJX2wTKz0EtFVQWoMYxAarbbgO8RAx+fhwQWwmnvQ4Saz1nsiiQ\nVP7NzCJJ8oCroG5uJVwF1TTJftdLIhKnwJpIze0sAJXF9Af+ATZB8X3X3t4fRdw4K0AFAX5aoa0q\nzsSkt/EQtJmZBBOMM4MZZxgCaaIgUdjgVwEqkg7raSCiVXMV5KDOwhmGmcadO3QN5MZUDNIl+FGr\nHJGRxTpCiQJcxWaDZZ1dhAsMEn7uceybgM63IgcBUSYt6FxATWONXtRHUCRpGS3RS/i5x0lgItcW\nnRQ/SzG4gBqHKpas3E6eghq76MX8ayoNTEi6u6Z21eOsig9pFlNBzTIgjmRMEzagAnR28LIQTgxm\nFXQASCMLEMRZAZU1YCqoSULOVtxsUrUmWQXicRVUT0lJoSjOyCML0Lxu4GcPSLIr5RQkSchyHBtt\nrVt8BVV8PSWFLXBj5LEJSfO7VfHVbHqfGJAtmecB44GBbWeb9Fyvx1n7rNpTeEoOW6icm2TPKOiD\n6sbuKtd6c5N6kFJOsWlv4sCvvU75jtan8JWMHHJy4yz2tqIc1Kh7DirQykMVWHyDLsCfmORgglEk\nqYyzKpBUDspNuz5Fo80Mw+JbCVkCTogiCVBiRFkgzEHN8qyZ18uw+JZTrFl8W89kXSc8Xh3GilxN\nb5JxC1A5o7rwFD5Q5YmxAgBKmxlgtcFoKKiatrpqyrny166gBqILrw4qFAVV08gDOUlq9t5yUHaz\nzDYzvCJJICDNVfzi2nq27L3A67P4di6SBJCcSUGcmerjgbNn8TMf/SiyMGxU2fvxn/oQPI+okWjX\nn9CBq97qKLustJckpNJeEsl45z/extn3vIMJVFEEuCEBP4mzqURiIGsrfoIc1CuLKzjWZyuor75K\nNjt9i29FVhRyc5y5YkDNE2NdmawBKi2UPM+JgqoMmBvr69eBI9spN05ZJvlEs2VIcvAYbYDKONfA\nz/fJF6fX41t8pR4XUIfjmAuoikK+p3M3JLZuav+VIs5YpyuTXRRUsJXeyQRwBhHCLGDGaRhkOZah\nL4wzjQ16u5EuOagZuzgWAASugcxgW5Er4E98mKBUkKmNLNIRgEJMXRTUTOUCVeQZyI0Z8yCyUlAT\nH6asc/thJqEGL2MAKsfiuwgX6Kf8OCuQFin8iQ9LMZmAmiRAnkuYJxTlstgMWxaBrnY4y2iJXqrw\nld7QAnS20ltZpuNCmWQoqEEA6EaOw4DRX7QGqO0p3MiFkwqs3aEJaOwq0w3gt4dMBZW8XcKWcwT7\nXgv6axZfmoLqIiaAylF6s8jsDqiqTZdAsRIfjw12uQoq1eIri0E6i0xA58dZHkyUFt/84kU88eij\nVWoOQA7hNA34q0sXEf4fIX70n/0oHvzIg7j4ysU1BfXOO3P81m89Ub2/M/hp3utWUEuQtm1gw9rA\noV97naLKNxTUTiBtQNL9b2sOKnBzgOrL/P13mgLIVGRy0Mni22ijRbkZrhVJ4rSZaRRJEnBCEACS\nGpLnuyAHtWFFBqgW37aQxbP4llMsFiRO0fX5Zhm3AJUzVoCacfOT8qgFqJzy0Q1ABdZORnyfbOjL\ndqd9vb+q4itQUH0l4wJVFusr5YcCqJK0uuF0AVSqxbdLDqqSwYw4VrrEWDWapwBqqXaVz5MGoFIq\nv6xZfDn9RS2LzB1EMSRIXGUyi01kiltVyQviGI/ceWdVZc9xJPg+iFW2/SCIgF1ldZAhSRLSVEKe\nB3j72x+Bv8gQpiHJB6PEKUnk2TOZF0AlAL+knuOX50RB5Vh8RQrq5ctEgLU1m4AfYz2Bm4gz1tfB\nr2Xxbb99GkxhaRZMq8+ce28P2NrKV9ZZTpyzZQQz5wNqFhvruYiFegpJ4hdJUtiAur8PDMcpiZPx\nfQcKO6EbE/DjxqnTLaldFFSO0juZAL1hzF3P8l6ycGMCfhxAzWKNnjNZWDRYFt9pMCUtZhhxRhGQ\nJjLiUumlAICmFcpTEMKU+YCaxCoCWlGfLjmoGd8yHbgGMn3aTUFVDCagluC3SCmA2rL4tnlkEYkB\nNfIM5DrfilwBlWYxc1B9HzDMDLOQArDFTlaSyPOl/adWgMpTen0DmdYhzsSHZfSYCqrvA5aJ5sa/\nHDW4oBVKcmMXjgCk09AggNrJOjtiKqgli2zZW9hz2x5eQZGkNBBaptPQRK4uO4GfrbEBtXz7bp8B\nqMVntbND7of1FqWelAorQ2eRiVxlr2ejmJNmA8eP47krV3Dt05+uUnPKUEwzxb0P34sb77qBr37X\nV/FM/xnc+/C9uHiw37imLl16Dn/xF9fw7LOfAwD4cgZbGGexZ+xQzImnoPo+OQxUFGDT2sSBd7AC\n7S4KKgf487wmvnByUEvwq+IUtJkBgLE1xiQok0zpFt8qB1Ww//Z9QNICBIkvtPguokWzPRVDQW0U\nSSotvqIiSYL19H1A0gMESSDMQV3jBIrFt+4SHhgDbpGk+p/qK9ktBbXrkCRpR5KkT0iS9JIkSb4k\nSa9KkvS7kiT98Bs9b3UyIgvALzGQynxALW+Ms2DGBdT226s+qF0svnIGi2NJzSKjCagMpdf3i82f\nWXv9dVp8S+tsluVkPXlxxjXFr1XBFyBqV2mZBooNtVWz+LY27TdTxbcEv8N50AmoSsXv0oULuG9n\nB0/+3u9VVfbKtfzFn30cp/7sVLPK3nM9PP6D/7Ax35//+SUMh/fhxRefxCP/8jgmV/hA5TjAZBES\noOJs1rJanNWC6Hp1F6ZZfEUKasm3FaBygMq2gekiIkDFWc+MBqgCBfW6ex07zg69ZHJriipOys0b\nIP88W8Ywc1UAftq64lcCKpgFmkkOqsoG6YMDYLyZCdfTsoD5Ugx+aazRrbNdFFSZndM7mQCDYc0y\nzVnPuRuTKqk88Is0ujJZWDR4Ft8RTCYAzGaA048RpgEXpC0LWHgxKZbDsM6mKZAlCtyMAlwii2+0\nwAAGM848B0JfRaJNmHHqOrFGukFAqtcy4iSKX4ZFRAuE7LwMg9xD2zyyjJbo5XwrcuRrSLVZN/DT\nHaaCSv7MfLVJbQSy2snS9rrLaAkn44NfHOrIulqRrQFTQfV9wLKl5sa/HJ0UVIHSGxjcOBuK9GCD\nqaCWbLftbOOG2yZQj6ugerEHW7CeSagj7wDSpJiTTSRQSiXfEqSP9o9yLb6qSqrj1mP1EBEFlVMf\nII0MEmcH8PvWi9/A/e96F16QJDy1WFSpOU+fPw/XBeJ0up6ac8/LeOzq1wDbrtJyfuM3XkCaPoVz\n5z6P06fvx//22S/xBY2c5F93AtSoBqgUBbX+dksjLWX8xF+tJycH1ZMSbpxBAEhKQiypHItvaUWu\nwI9ifShrsOjFWo6MUbNIEldB5YNfEACyFhHw47SZoVp8KQrqWpGk8l5K+Y46Dvnb4rjYfwvWU9aK\nGhOCHNRG/inQrYovp81MfYpAycUtwN4k4w0FVEmS/iaArwH4rwGcBBAA2ATwnwF4XpKk//6NnLdS\nUAXgl0b6qk0CpYov0F1Bbb+9oaCKiiRJKcyAA36JvgK/uj+3NsovyCyc3bzFN2YDatlr2A1iqLkE\nJWB7S9I6UFEU1HqcWZ5hFtRi7VIkiWPxLac4nIvBL60B1UPnzuFMGELa2qqq7Kkq+ZuP7Z7E8596\nHm/7xttw6qunSJW9U+/HSbv5YPrgBx/C7befgSRJ+Lt///uwfUbhAgBRJiNY2U2CXy3/FFgpqPX9\n100rqAJAnS3Eil8a6+vKZAtQ22+/vryOnd4Ot5jT9evA7m1KtziXMUzw1zONtHXrbFHBt5yH1Qf1\niDbkWnw3N3OuxReoKagSH6TTSEOEFqgEAdk82Da7zUwwwVgRAOoo66b0LmNiSWWAdJ4DSajSq7l2\nsfjK7IOJ6RRw+skqTh5IL2PSqokB0mEIaEaKZcxuM2Pb5OeSVr7UPJxjALYV2XUJVEa5zwSVSpH2\nI6JMMhTUlTJJK9O72rzRbL6LcEF6tXJBugBUUdGpOIBpsAG1fHujH2I5anZCmlvQjVz0cn7uceTr\nyNQORacSH7Y95CqotiVBUzTy3GjHKVJQc4FlOtCRqYtubWYGm+Q+Q7Hiln/mlkNRUEVVfCO3E6Bm\nAgW1oUy+VgW1Nnfb5uvFPuyUcrJSDHIvKfY4HeJ8z3u+j6TmyHIjNeeBs2fJ81B26ak5CgG/dlpO\nEGT42Mcexvf+w3tgc/ZhUQTISo4Y7BzUdpsZAFQFtf32UkUFIFZQpZS7r/V9QNEL8GNYfKlFkijW\nh/LtZSmRNYsvpYpvBahSAouzno04GQoqNU6AafHtWiRJkmrKpMx3Bvo+oGjxSkHlgDSVEygW3yoH\ntW7xZdzzSlbwpZRfW+VNNN4wQJUkyQTwuwDGAP5fAKfzPB8X//0kAAnAL0mS9HfeqHmrIkmCDzSN\ntBUACBRUEaAyFVTBqUiW5QjlDEbIzibP6nFSLL71OEUW3yxrHgKJclDLKQ6mRe4cD/wiDYlU/C4B\noM6CGXp6b9VrjlIkqd1mRhSn4wCTWaGkcQG1tp5pSta0FWupTp48cRLvefA9+IV/8Qukyt7ObWsU\nU2McOJojBCrHKcAP9JY1VZxtoKrlnwLktFpVm/V2RFV8qQoqB6TnywQWNH6csbpuSa1ZfEv7df0A\nfc/dw7azzYwzz8kUx45qQvCzbWCxTEh7DA74JRElToqC2t5HHvgH2NRHXIvvkU2JW8UXKBQ/NyFV\nUjkKahyqCOQW+NWKjrHinAZTjNU+c8NK2qh2A+mlm3IBNY4BWcngZewqvpZFrs02+M3CGYYyRf6v\nvb03IH3veE4E0wSWXkL6TDIA1fdLZZLdZkaS6C2j5+EcfYmt9M7ngN0Tg7RpkvW0NJuroJpmvtqs\n1Edt80ZTe5fREj2JrfT6PqBqGaKcXR1XlolteulFsMwe1+JrWxIdUGs7RBqgEqWXDdJpCiSxjETp\nqKD2RnwF1Wpt/MvRRUHlAGqWkXtJqnSoihz7sM0B+X0U6C95bNvexg2PoqDWqviuWXxjjxtnmhZF\n0eRlp2JOlma9NkBt5Uy2p/ATHzYnzjAEFDUlBz0dczslSUKQpnjk+PEqNUeSJLguYOoZPTXHUwDb\nrn52NgsgSY9gMvGJgplHRPFjVARfA79vk4IKtPJQKddUIwe1E/gVqRw3Y/EF1lrNtN8+MkeY+GyL\nb6PNjJR0B2lRkaSIXySpPPswirbyoj6o5RSz2U2CdAdOWIuzi8U3z8kE5R9QGyXjBvItQO0y/hmA\nOwAsAfz9PM+/DgB5ni/zPP85AJ8t4vv4GzVvpaAigRWwwS+JNPKQyTJuMrnvA/OoVsUXEAOqzrf4\nGgY5xZl7IYxcgRyw80iSNqBSLL5lnNNg2oyztfNaLMizRHH3dasAACAASURBVCmL/ApyUMsp9qcB\nASoR+JXtMSgWX2AFqA17LyC0+Pb0HtfiW8Y5mUfdlLRS8ZtMyHqqzabsdefpvrePLXuLGef+Pjnh\nBropvUSZTISAmkRq05LaUlDLOMspwiTENJgS8GOUzr1ZBXW+TIjiJ4hzDfxqCqosr67P6mWBxXe5\nJO/bGBrdrLMl+AkANWhXc60Bagn89YN+LyZ/t23zFdTtLaUbSJfgx4gzy0j+pZ+1ZLLal6EsYNXe\n702CCcZan6ugjkbinF7LApZeSiypDEAtLanLqPV6llWKXwl+7T91Fs4wVGyuxbc/yMiGQATSXgpT\ntbjgZxgM8KvdtGngNw/nGHCU3vkccHopiVO4nglRJjkKqmlidepfH7XNG1VBjRboS+yc3sUCsJx0\nBfw8kPYTWPaAa/F1bBkTf7June1i8ZXYgOq6gGGmpIgXI05dJwcebhjA6o/5OagWpQBN+YtECipH\nOfc8QDMSBFm34kOWZpEHBMXmy1VQW1V8qRZfjiLteYBuJiurfBcFlWHxLUMZm2P4sU/uIZQ4gfVK\nviRO9t7B8wDVSMj3qGMf1EsXLuC+H/ohPPkLv1Cl5pRz3XXitvXUnD87hccxrq6pCxcu4TOfuQ8n\nTjyJj3/8/bhw4RL8JICVq0yll3zucTdAvVkFtV7JV6Sg5jF3X+v7gKrHK+ts1yq+wFqrmfa2eGx1\nbzMTSGmnOP3E51p8S+ssr0hSm2/X+qBS7s1lVfRA4GAMAkDRi9QYhsW3niv7Wiy+eRSRB3trHwqs\nGDeQUlj+X48+M28koH4IQA7gmTzPX6W8/svF/363JElveSPmnc9JG49UyqEF7GI5BAAWqwdrSW21\ncTMKap0bqzYznJP1fh+4cSgGvyRSyakyILb4BnyLb/vtohzUcorJLCZKmiDOuAQVgYLaKJBU/pJv\ng8WXgF+XOIv1vHFjJX9S4gSAG+4NHLGLn6EofvUpuoBfFackjjOqKaj5pUt44utfb2wMS6X34isX\n8WMP/xjkP5LxE//NT+Bi4K/Fmec5vvCFJ7C7m3cG1IWbwJR0PqCGfEAt56pPcX1ZACpDQS3fbmu2\n0JJq2zXFjwOocaQgyFsb77r8jfXzh31vn3z2nFzZgwNgZ0vpZJ1duimxpDLiDENA0zO4cQv8Wgc+\nFMMByUE12CA9mQAbG1KnHNSlm3KVyRL8qvyZciwWjXspLQ91Fsww1NhFp2YzYDjIOynSSy+FqVtc\nBdW0KHGWsRY7BVqhpEW4wIAD0osF0OtnwvUkSm9KivowADUIiDIpsvjSeqEuwgVX6V0sANupgTRX\n6U1I1VkOoNq2DEVWVjlz5RBZfGOXKL2Mz325BEw74X7upWXaDRJYQ3r7jlWclBYeZZwiBRUCkLYS\nBLFPaFlv+0mbOb22ZtMl0FqcW/bWeg4qxeJbPxNwYxe2JABUI0EQFffXsoIjJU4vEVt8LYsUBVzL\nQxVafD3YYMfp+4BuxghCl6iXnPUs43zo3Dmc+Z7vgXTjRpWaU4ayMTbx/Keex/3798N8wSSpOZ96\nHifjpLqmzp17CB/4wBlsb0v47u8+g0cf/fAqTsb16fsEpP3Ya6jb7TjL3M7/aApqFpG2KG1rSi3O\nCqQFOahr1tnWF7f99pE5wjRkA6ptE9dMFBGQNjlAVa7nt8Pi246zsvhmGbH7UJTJcgo/j2H5bE5o\nrCfD4svlhNrJZ5oWh3zFZ2+oJK5wOeVywmJRrCeHZ95M4w0BVEmSegD+VvGfn2P82JeAqrTjj7wR\n8y6XgBcFsKBB8jl5JKGKRF4wZXugew4qTUEVgV+/DxzOIlKMhJdHUge/12nxbb+9M6DOi9w5DlDF\nobpSJm8WUEU5qGWRJEHxoekihiXzwS8OFURycSm1AKUcdW6qIIURZ9viK1J6V8ok3zobhSpCaXUT\nfu4LX8C1L3+5UbXQtoFvfPMS7n34Xvzu5u8i/IGQVC38d7+Oi682T8J/+7efw5Ur1/C1r32uO6Au\nMwJ+3DiVZjXX0p9bWHzLuepTVBZfBviVb7dUfjscoASqDKbCjjNJgDyT4LctqTUFlRbngXeATWuT\nXjK5GPv7wG3bWqc4XS/rpEyu5c1RALXNuJNggrHBtiJPJsCRDbkTSLt+RpRJRpwl+K0pqK0+zTTr\n7CycYaizlV4yhSRUpE0T8LyMgB8HpE1TWrf4tlwzNECdR3MMVHZO73wO9Hp5JwXV9VKYVo+p9BJQ\nUYQWX1ov1GW0RE+xmM8Qcv6aIYgD4cGE62ewHEYjU6z2pI1ctPovEll8OVbk5ZIovUHkrewMlFGB\n9PDIa1dQC6BiKai2LALUlACVbTd6fZejDN0NQ1gqW0GtF0na89oS6QqCTJPsseufvRd73UA6WFJV\nSYBSHVdg8QUoNl+KgroGqBzlvFR6g6AQCijrWVf8bK34XZTE3PKjPXniJP7tv/63MP6OQVJzTpyk\nqsj1cwM/9mFJbCtyI05Nowoa1DYzjkMeQLV51wDV3ODmoNYPUvzEJ2IBB/g1IyHVcQVK7zJ+DYAa\nTMkznpHbWaaxVuDHaIO0ijMQF0kSWHzbCmrVB7W0zVKuqXKKAAkX/IIAUPWiSn+Hbh88i295K6+H\nMzAGWCz2uZxQxnlLQeWP7wLJBQVIMaO1kRN55xvFf779jZjXtoHDWUgAgFfoICpAhQOo/7Gq+JZT\nHMwioZIWBQpR0vJ8bQNYj7O0+IoAtf72rjmo03mhpHHBT14paQKL76F/iLHJtvjmOdk4VFV8Oyqo\n80UqVPziqAZUdX8uJU6gsPg6xc9QFL/6FF0V1C7gF0cyQmmKp8+fx/2nT+OFL30JTwVBo2qhZQH/\n6n/69HrVwh88wGN/8QUAqKoW/vzPv4A8fwqf+MTn8X1/60Esvph2UCb54JfnQBTKzWqu8zl5gNc2\nA2sKqssvklRXULuAtOvlMBWTq0zqRgYvab1+cMBVUA/8g04K6u623im30/NzAqiMOIMAMEwK+LW+\nT23wq4qOWWM+oG6qneJ0vQymbnNB2jQhBFRaq5lZMMNQH3AtvqORtLL48oDKy4h1lmPxdWxpHfyW\nxaZdJo9SlsW3rzrcHNTBAEKl1zTJ527ZjEamIG/v2TK82EOatexmoiJJ0QJ9lZ3Tu1gATj8nyo+m\nVX8zPc6MWGcZOajlxzE2x6tctHqcxWa4lcpGXo6WcAQgbdk5AVTGWpZxun5G1rNsKNkaFaDWN/7l\n6KKgymyQdl3AtDICqII4l15CgIpW5Qg1BdXhK6jA+hRuxAdpzytBmg2ohlECVcvi24KKOoMe7R3F\ntUVLQa2tA83iyzuE9zxi7eaBdMPiW4IfpbRxXdgcmSO4sYswCalxAs1zA6KgsteT5LMnCPwFFfrq\ncTYUVElaU1FpFl+eglo/SCEgLVCkjRSBX4A05aCnrkxW6wmsefPbOajV9z6OmZbUcgo/DUghyJgO\nf0EA6CX4CdrM3KyCWgJqzrkvrxTUCJbLV1D1EqRfZ60amkO4b/SxWBww4ywZ188jmJ6gAe6bZLxR\ngHq09v/Xj9mar0mtn///bd7BANg7CGHJfKCKAhmxtEA+nXIBtYuCerNVfMspDqdFtUxenJGCUJoW\nSRAa0wLj+4U6wclBZSqoghzU6TwRxhmHykrxEyioE3+yrqDW4vR9cv8rQyqLJOUBX0GdLzLxeoby\nClAFFt8wCREkwepUjCJd1acwVRNRGiHlxLkCP7bdrR7nA2fPkqqFcbxWtdC2gVdnM3rVwpxcn2XV\nQs8jVQvDkFQtzL57iSTkx+l6GRf8koTsd72strtv2XuB9WUT5aCWU5TrmfleN2WSEafvE/Bzo9br\n+/sNBZVm8d20N5lx5jmZ4thtZqeqs66bk2I5HPCzTKzHOZ1yFdRFuICt2VBttnV2OgW2N7VOQOX7\ngGXYXGXSoimTrRsMzeI7DaYYcZTe2QzYGMudcmV9H6SoD8fia5vyusW3tdGgKqjhHAOO0jufA4Oh\nRJQKVaUqKmWcXglUHIuvZUno6b0mTJf5cMU9n2bxXUZL9FS2FXm5BHpOAX6MtQRWgGoONgRtZsQK\naiuVrRYnG1DJpj3rBqheUXSKJoFixSKNjX/zFwHg5KDKbMu06wKWXcTJAKoqTjcjOai0PjG1OLcd\nfpEkYH0KL/bgcKzdrvv/sffuwZZdd33nd78f53Hv7ZfUbUvuxsYKbo0N4wkDZqawMxYtEweKqBJn\nkGvKRSwlKRumEJlCbRCxxwM1iJEobJGUHDKGQQ4BE0NNnpKIERapwZmMicEm2G25ZbXVt933cV77\nsfZzzR9r73323mc99m3ZkXBpVakoc+9Z/b377LPP+qzv9/dbgOuXIIlYZ80YEckYoI5GoJaFB3/8\nxzulJDVIX372Mv70t/4U73vgfXjnj70Tl5+9zI34Pv88xf33PwhKKQM/CfCvQTocBKgyB7UtRdM0\nnPBPYD/aXzt+HEBtHNQ8ZmtGqc5y7fRKdHacXmCjDpUX8T2ID9Yw14tjbzioErOARaYLxNGCC319\nnTIHtV+D2nzuJd8f9RTsesoj07ZbgKQh+7s589Xgt0p7NagKB9UyLNiGjVABfosFEBcJq5UVHIPE\ndJbDalAVx8zw+HZiT7AKDqVG1moFkDKDG4p71byUxosFqO1PpXhlDdRbmvxPxzd43ukUOBgAfnGs\nwXJyJIuDr3/Ed6CDOl8W7Bw/ic6EVM6kIN4LDHdQ+zWoQ8BvPAYWq4IdNC/TmehIaiftBUZ8+y+3\nDAumbiJJxIus8bhyJoeAn9ZyUCUR3zreq9WZDIGDWk+haVrl+oVSkA5CynRKnMmEaIjpukMhyTLc\n99rXdroW+j6w47yC37UwsRtNmqZhPiew7fswn8fQdR0ju+o4LAVUwDXFOmvHr24mBGAj3su7bKou\nvvUUmqbBNSv4k3QbjiLAtTypM+m52IzO9iK+Gw5qHfHlHToL9tGyLGDiswVFJrk/fb9yUG2xThad\n1Y7soM7IjH3uJU7vbAbcdII5vbLPO0szU7iO4JwY1OsT/cYjvp4YUOdz4PhO5fQKavyA6tlMKFyP\nQ5fVYA4qq5fsOJO9hYawBtUWd0VerYDtqY44FV/LRmcMuGNOPrca9dfElrPVBdTeyosX8V2lK0ys\nsVTnZFo50hLwq993b+v40SO+acqcouq9EtagSmp6gwAYjcFqOxU645gy8ONZoC2dzcK/HmXZiXpy\nHdQslDq9YQj4IzpIZxgXwxxUv9ckqXaGW/P3p4jyCL4hBz/PGwjSUdEA1eOTCXZ/5Vc6pSRRBOT5\nAne89w588bYv4ktv+BIrJXnvW3G5l8Y4cwa4fPlx/MN/uItPfOKJQYDqeiViCfjVTm/QBj8O9PdM\nZxadDq9Xbcf1DfDrRHzzWKqTbXLKAbUGqk6TJEDtoHrVRgonhly/fDarbt88ljrnjc6Y70oC3S6+\nNxTxHQCoJCfwFN3FbacEiZabudeeTtU5qLwmwFvuFpbLPeGzuWmSVBDGCgKdddnNDR0z0wNp3sun\nzhTL6FBqZC2XAClTeFEqjEy/lMaLeg7qS33UgOpJHt7AutEHkQBq27rfcnvOpKqL7wAHdb6omqZI\ndCZEA8wY2eGeFFCH1qC2I76WYcHSLbZ7KQO/FVWCX0K0dZfUo0Z8e02S2vHeeoysKuYruJ4N+EmA\nqtYZo4qxKCK+nXhv/Y9IuvgCdRxZDCpsiirqKdCZZWxnOy7Ye3flC1/AnbqOhz7/+U7XQt8H/se3\n/+3NroX/z2l8cOtsM9+lS1fwEz9xJ970pofw0Y+yroVNfFYGVDX4yQDVQRdQOQ4qt0nSgIgvUDVK\nyuVObxyDgZ9Ep+v1dALciG+nBrUd8eXMXb9c0zR4locol0dnSQwWSZU4qL6rHbkGdRZXXbEVgHri\nuAFd05GnhNs4otGZAK4rBlRCWCQ1SINuN1dFxJdS1lF3y9uWRnyP75hsQeC63IVLrTOOAdeXg5/n\nsU2jDkxzHFRuF193Sxrx3drSleBXL168yTGFg8oWVZ1GSb3aLOE5qLbYOV+tgOlEYxFfhc6YUFbb\nOZ9Lz+3sdPOsdbZWssIaVEtc0xsEwGQM6WbUWmfJajsFDmqts1n4t3/gOI3bvbPDrmfbPAnTECOJ\nIx2GwMhXA2pzPU1P2CSpZtBtdxtxFq/jqCz/2HHl+1OEaQjfEH/e2dx00PseRiWe/MT/zUpJZjM8\nHIadUpIoAv7Dn/7BZinJG76MB04aTWz80Ucfw1vf+nYsFk9jtXoYFy9+Cr/7Y5/Fv/9yqQBpCpKJ\nQVrX2eUI43wdnRU4qG3wO+mfZM60oDtwP+LrKQC1iXYPcFA7x7f0dkKEDqoA/OqKmdWqivgaYud8\nCEi3o7MdnaqIr7eDGZmBCo4tak/BdKqvZxzKnd4bifgCVaOkQOygNhHfTO6c19czTgKWaOHcR03S\nMl12nd4hDqozwSqcCdcNTcQ3j+FKItMvpcHvHvCNH+1Vk9f73+1Rv4Piw/6+gfPu778fH/sn+zhc\nBXjq4Hm8WfB7daOPeHmAbU5dJ1A3ZCiQFin7oqmHoouvb/lIigQ5iWAqHFQV+NWL63i2B0ugs+ni\nSxebIC2J+AJ1zDeEJwG/WUDhnlDrLI0IeZ7CHHDMzOtOtkqJeytu1nG0p6MCv+MS8HtuRjE64Qp1\nUsqeMVpZrZ729oA3vEGocy9qdfAFlF18AQwDv0MNpyWAWm9K10B1z4/8CPDhDwOmiQt33dXROZ3c\njCcfeRJv+tE34Sb/Jtx+0+344N/9azj34Uea37t48R489hhw6RJw110XAACP/tLPIlKAX7SnBlTP\nBRZHANQwDVHQgu2ISiK+b35z9TdaHqJCEfXc1+BavsJB1bCniPj6vSn2o328eufVQMLX2X65Z3qI\niwW2ZDr3NAaoEp2+p29GfGcz4PWvb/5nv+n1jMzYho8CUHd2Kp12BEvQhIaBtMacyWBzUV3r9Dwd\nuqYjLdKmG6HKQY2yCJZuwfLlTZKObRsor5XIPUf4Zcc25TR4oy1Fk6T1eXPNs7G3lc05ro7VoLpb\nQD8iWv98CRzbMkEKArj85/JaJ+BOdpQOatPcox692qzpFPjiF7uvDdIAY2cCLMXO5HSig+QJ4G0+\nk+vRgLRbfS45jUvq9bPjbGNGWkWmvZWs8JgZ+5VS8BuPNHY9PfH1dF3gIGbPWV6H1LbOjSZJPTIw\nzSohtFh/XbH6QQWgjjTs5zHgb25utnXO43LQMTN1HHUv2sMrp6/kdontTxFlEUaKyLQ/qhxpn7+x\nXeuM4hLv+HvvwutPncen3vWudSnJz/0cLtx1F37mZ4Co2OeXkkzXG0j33ns3jh07jr/1tz6FstRA\nSInX/PUt/MBMfD1r1iFpLAQqYB2VbxzUEycY9JVlA8h9Dj01OsVqe30++PWbJPmmGPyiCPBcyiKp\nAp22zfghSKKug9rbSBHWoErAr04JR1kkBVTmSFMGqKqIb3a0iK9rutCggYRz4XqxifjqMTMLJBFf\nx6XM6eW4km2dR434AtVZqIG4+dB0Cjz3HHN6XVO8ZmTfIRQkrOr4JE7vDdWg2hOs4oU64puTdYpR\nkCoCgKeeegpPPfWU8Of/JcaL5aC260PPSH7vDNiRMZsHav0XmPc7vuP9+K7/4e/h1d//SrxZEm2p\n44nxaiZ1UJdhiqkzXcc8gQ1roL8zommsnihIVoruXNUOqzSKXO0kza4LHdR6p+moEV+gAtRc4aAG\nFK4l/hAD1WLR1ZhO3+e2tb/RiC9QOai5ypnUGFAJdKYpYFkaNJ0iK7LBEV+RzroGsT0F0yneXa9d\nOs8WNzapF9YkJ8yhunYNuPlmrs44Zl0LT3z/CfzaL/0a61r46tdsQGV/Ct/yERXy5kNxVIGfDFA9\nDVEWrZ00RcS3jvdqmqaM+NY6Y4VOQoaBX0dnlrHfbwEVr0mSrAa1nRD2LA9xmUqdySTR4bqczkEt\nnZ6ng4IiLVq5bcUxM0MdVAaoLuKJOJLqeSxl4HkcamvpdF327OjUoXIAtT3FIqk20CQ66yZJniHX\n6bpMp6sAVM9rJVrqMSTim64w9cVO72rFQDopUlBPrpPEGovOSpokeV7reIT2P6JyUNMVA2mJzp2p\nAVIkykgqISwJwLVAWzo3Ir69lSw34lvXu0kivpMGpFWOdKWTc8ZkW+fGMTOcrqb9KZoOrIL7s/5T\n4wHOeVyDtMRBrZconUZJHMdvI+KbRfBtcRMvxrhVtFsR8Y0JxcgesVKSPMd9p051SkmiCDg2cqSl\nJMC6nAQgOHeOlZMkRSIF/gZQM368ta0zjIo1+Nl21bq/C1R9B/V6eH24gyqJdscx4PlykNY09vjv\nOL3AMAc1Ejuo9RSHh1VtpwSk6ylIGgkBtd0k6SgRX6D67C/31DWoA5xepkMM0kKdQxxUdwvLaCZ1\nUJfL6noqdLouEEfyZqrcGlTXZWfLpOyDw3NQp84USyI/ZqbW6Vri+7Meb37zm/H+97+/+e/FGC8W\noP45GCACwHneL2js6XRb9T//7MWYlxU/VzUqCvDzPQ0kEAOq6wLzIOnedMDw4mdJJJVNMQT8mEtF\n5vvSiG8UUczJXNkkqW/Cju0xAknN5HgMhCuwphQCnUXBysU810C8f43rntY6m4hveze/t+LmRnzt\nEQIVoAaaVGf9UGxio0Mivu1d8h7BBAH7nmxLGtkjhKUK/HQl+LmuBsd02ALj2jXWfYIzVz3FteAa\nTk9Ob/6gGv0pGkCV1HaSWIenAD/X1Vh9cFHF0wQOaj1F0yAJkDqo9RSe6SEqE0V0VmfNchQ6HdNZ\nn99Y74K0upryalBP+CeENajthLBveIh9cZfU+nq6nkon+0x2XFRODepRHNQsq2K5YzDwG/EhGlhf\nT9efKmpQW03W6qFwUBekauLmihcE9RSu4YD4cp0J0eFNjymdyYkz6TqTiohvURbMofLE58qyKXTY\nuoVkpAD+RGPR2cWCG52tQXrqTDcjvj0HldskyRV3RQ4CYGtqgkg+QwD7UUpYzbcIUOv7cwNQh0Z8\nHXFNbxAAWxOd6VSAX0I0trH7Ah1UYHMKVj8oBmkGqDoDfgVQEQLpMTNtHmnqJet/hHMkSnuKMKvq\nMWWA6leOtApQY3Y29pVLl3DnD/8wHnrHOzqlJFEE/OCFC5ulJP/vLfig3X3WX7p0Bd/+7XfiF3+R\nlZMsd1OpzrjivUEgXelsRo/auQ5qtCcEv40aVMnaIYoA3wOLTEuc3joyfSQHtV2DqnBQ4yyWmhr1\nFLHE6TVNZjyv4rirkwOo/Sm23W3MQ7Ez2WmSJHnf63VtTOQOag1+R65BdbawiOWAulhUzqSEFepn\nM4n49ae1Tq6DqmkdVuDVoE7sCVZkqYz4kpxIzZeX0nhRAJVSGgD4j9X/vEPwa/8tgHqF8u9ejHmn\nU2C+oMrdhvrLNg4W0p2RVZjdGKA6E6wkziSbQpPqpLR2fwzEy0PuETO1ziDKYermOm4HbKxkRRHf\nUBKhHI+BMJI7k/W19C0P8cHXuA2Sap11xFfmoPIivkynGPzG4wr8VLWIbhUbzSJlF9+9UB7x5b3c\nt3wpUI1GAIl0doyHSmd9DqjAQa1LI7Miw5zMWUMfjk5A4KBSsU7mTOrMmVToHFmjJo5Mr13Dg7/3\ne53axNo1vvzsZfzkT/8kvvyJL7MukIcHG3NTSvHssw/i1Cm61qmJm+X4PpAQgzmTR9DZj/e2ddZj\nP9pfn4OqivgajhL8UmIwZ1LqoK6blzVjNut8cLkOqruz/kbvjfrlmga4uo3YF0eEPI+dbeuOt5XH\nzDTnPddDUYM61EHd2gI83UY8UugkOovOKhzUOuLbDEXEt67N0n31MTOq68nAz2DAbxjc+V5Qk6Rk\nhYkEpFcrYGuqo6QUuSe+P12XOfye6fHPiUG3BrVzzExvJVsvUtssHqQBRq442h2GwHRiIh7g9CbJ\nQAfVO949ZmawgyoH1OlYBylSNUgnrP65E0dtjY6DWtdL1j/gRHz7DupI4qCGITAZa0ynFPxocz3v\nuXgRF+68E9ruLi7cdRfeff/9jZxbbzmBJx95Ej+8+mFov6/hHYt34Mkf+2Wc2+ouKC5evAdvfOMF\n7O5quOuuC9h+aw7fVoG0zkBaCn4UWWrAMVr3cI/a+1x/ctRyUDnvVX1NKa0cVIlO1r+ocqQVOpsN\nlHoMcFAP40NpbWfHQZWsGRvjJY2FzqSmMZ1BnClrUPtT7Hg7mAX7w2pQlSCtMadXCX69iK/nsV3X\nypkURXyX8VwKfssl0ylbg9c645jfwbeWUzdT7YA00GEF4TEz6UphZFUgrUhbvlTGi9kk6Z+CHfVy\nt6ZpN3F+/r9U//c/UkovvRjzTqfAcgV4kpgOUO3c+fo6W84ZrsvATwWo/WNmgGpnROL4TSaV4yfR\nWTef8xyLAaok4jsPkm68Fxge8VWBX1gBlQJQPctDfKgG1I2IL6dJEjfiqwC/OKqASqXT9FgzjhcY\n8eW9XKWTOWnGIJ2N06uI+F4Pr+OkfxKGbnT/gNbgAmqZSnUmscGa5SjAr6m7BfD4f/7P2H3iiU4X\nSN8Hnn/+EHe89w586hWfwsF3HbAukD//I7jcW3H/s3/2ONJ0F5/85BPstYaL2LOEzXJ8vwKAAc6k\nb/lrZ7LXwbeeSxjxFTRJagBVtxGNNmPt9WiAarQl7+JbO6jZER3UOuLL+aJtv9zTBoBfYsAbbw+L\n+Lajs72IRj/i2yQ8hgCqNgD8EoMdiyI5ZqYG6Y5OxTEzzU64APjbU3iaDaK6nmkFfryMLnpNkkjP\nQZVEfEtaMlBRRJGnUw2eboOoNlASgy1+eefEoBfxTcQRX9uumtq07tEwCzGWRJGZ02uA0AzUl4Nf\nWoO0xEH1/VZTl5qUhzqortjpZYBqgJRy8HMcijw1YRvVxRiPN6Bf6KByIqm8Y2Z8RwzSUQSMR4bS\n6bWdEjadQNeqZeWZM8DV7ml/9fU8d/YcPvahj+HsCkYCtAAAIABJREFUD53Fz/6vP4tz2zvchXV7\nCgZ+4u86plMbpNPFdrfUiuOgcpskCbrjOg67n5pmOUpHWlcCquNQeNpOV6fCQXVMB7ZhIwjF3Vw7\nDqpkY2IN0mJABdjfbRVTWEbrO0tRgwpUn31J19lOF19bAdK+Jo0is2OQKII46UZ8Na2zWydskpQs\nlQ5qnMfS+7MB/iSUckJdK7vBCq16WWHEN1WXApa0hOmqI74vhfFiAuqjAL4CYArgX2ma9m0AoGna\nWNO0BwH8EFhc933tF2ma9ipN08rqv//p6zUvb0ynwGqpMSdN8GZ2IqmxPFseREW38RAw3EEtxZEN\n5i6owc/zGFCRYCaN+C6DVAmowohvKY56jsdAFBpwJR/iDvjN94dFfNtdfDk1qLyIb0jFu+ujUQVU\nA3T6lo84qA6c5uzeNRHfuBfx7YEfLyHMnEkx+DU6JeBXL6wb8JMAahSxeO/N45s3f9AaG4BqeIhM\nyj1su54iJeZgnb/x6/8n6wL55S/j4SjqdIH0feDf/sHTm10g3/gVPGCwL8RHH30M58+/HT/1U08D\neBjve9+ncP7823H9qRUipZNmwvWmSkBljbaq3+HsLvDOQW26+Coivp5mM5CW6UxM5qQN0LnhoKpq\nUCUR3w6g6pZSZ5aYzJlUOKjciG/vHNR+xHfb3VZGfLe3AVezQJQ6DXjT4+x6cs6xa5zefsSXU4Pa\n3idpFhoC4G9P4Wry6+m6QEZMFp3lZXSx/hxtRHw5TZLaL6/PW9Q9+fEt43F1PZXA33JQj1KDylkh\n9qcI0gBjCUiziK8BAzoyidPrOCWKlJ1zqHJQbcOGZ3rr936og6oA1K2JBUL5ZzfWw3ZzOLQFVJyu\ns21uOum3alA5Ed/+y8M0VALqZMSAXw5+BWzaWhScPg3sdtt89Hn59OQ0doNdYW1ne4rBIK0Afssu\n4KK3vulROy/iK3NQ6yn29tQ1vY2hUaRSQLWcEp7WW7z0HFSOQc7qUFfXhzmoCqe3AWkJoNpOCV/r\nuQC96IOwBlUSnW1HfN0B1zOWOKgAey7ZdAum3luntMBP2CQpETcfqksB0yKFI2GFun9FnGw2jauH\nbTOeWMSB1MwSRnwlJXZ1usczPWiemBVeSuNFA1RKKQHwgwD2AXwHgM9rmjYHMAfw9wGUAO6nlIpi\nuNxDfL4O8zZjOgXClQ7PEbfeb0dSicS6r+sJZDcdpXxAHdtjrCS1iMyZNAbp9CyPteOWRHxXYd6t\nPwXWK9nqgSPs4iuJeo7HAImGOX6e5SFe7Esd1FWYo6Rlt5bEdVlco2BnFXK7+FojhJCDH4lNuK46\nkupZHqL9q/UZIVyd3IhvTycv4juy5TqHgF+9MXHDgFr/Aa2M3SagOoh8lTNpsm6uAxzUt/71v4b3\n/IN/gDLL1l0gP/AB3H3vvfB9YBGm/C6QTg6AdYB8//vfgygqAbAOkB/4wHvxl/7KzYg9ceNy36+A\naiQGvxoARtZI6qC2ATUtUiR5Iu023In4arZUp+cBeWIOis52dKYp+6+1Utg4ZobImyR1ABVqnVli\nMmdSUYM6cW4g4itxUAlhnOm6gKdZrKZXpjO12HPJ87jvfRPxtTkR39YDux/xHeqgTiaAp5lqkE4r\nZ5KX0cX6eh414tt0t5TorKdwYUpB2nEoitRa16DKIr6u/JgZoAuoaZGipCVsT94kiYG0KQVp085h\n0appoaIGFejVoQ51UD2x08uiyAYS5FKn17QLWLS1GuU0SmpzU1MvWf+AE/Hd318/0qMswkhSe8xA\n2lCCtGkXsGlr8XL6NLM/W98dffA7MzmDq6urQmey7aDGWawG6bEBUmYK8OvpBDaonRfx3QvFDmo9\nxfXrFfg58qZTk5HBaqQlOm23gEt7iyyFgwpUnXwj8bEoR3FQx37lnMucXpcD0r3oA68GdcdlqQR5\nxJciyRPpmrED0hJAtR2KsbaZcmvHSTgNx1mTpCyQOqjLJVhnYskGXxxXGyhpJOSEOjKdJQZ7frZH\nD1D5pYDiDRTHYd+JDuTfRy+l8aKeg0op/RMAtwP4EIBnwJad+wD+BYC3Ukp/QfRSCAD1Bc7bGVtb\nQBBUQCXZFXFddnPGSSgFvzimmNp9+qwydpSCEGZC9UvkJvYEKyoG1MkEiMIKqBQdxDzTQxxx8rkt\nnUFUbDqotbBqfmHEVwJU4zEDP8+Vg3Tt9MbLAymgLoIUx7xj3QhM3dG1ejCKIr4BMimgprHFahGH\nOL0HX+PGewFJxLfXeZYX8fUNF5EFoTM5GgEpsVgkdWitrKIGdQNQdX19ujkY3yyXXR7zNRuREvws\n5vgNAOk4j6HFMQiA+173uk4XSN8HXP04vwvkigJF0fzuckkwHrMOkJqmMZ0qUEksFp1V6BzZrRpU\nAaDWUxxEB+v7VNIkqZ7C1yzErup62gxQBzRJasCvXUBajb4zqWqS1AVUU6qTgbTFHNTqGTdIJzCs\nSZKkBrV+uaYBHizErrHxO/VwXaBITeb48drwotskaSPi21rR8CK+E2cidVCbGlRqSoGfRT0r8BsS\n8ZWcg1p/7VT7YwjSYL2BIu2Oy953GUhbTg6jGLP7XRDxrXVuu9vSGlSgW85WnwupSXTWi3aPynWa\nTgarrK6JwEFtg1+nk68AUOsp8jJHXuZwXHkN6mSsw4KO1JOBdAa7XL939MQJPPjww53a/JqbLj97\nGY99+DH87j/6XVab/+zlDaByHHYv3XffgyjLkjVJkji9UQRMx5bSQTXtrAt+oxH70LQ2KDYAdVwB\nqsBB7Ud8lTpH5gCdORzaW6dxHNT229s4qJLmQ2wKysBP8r43oFLKdVp2Dhc9nb1dEI5BzjZSogPh\n3MeOAQeHzPFzXTn4jUc6q+WWOKiWXWwCKtDZWRJGfFNxdJbtbVHYhg1dEkklpAXSEp2OK9DZepb2\ngibsx84WFhJArQ1Y1/Ck4Md06qwkTACoAOB6FBP9VHdd2/6HwK9BnTpTLAtxKaCmAaNxCac4IX3O\nv5TGiwqoAEApvU4p/XFK6bdSSn1K6c2U0h+klD4l+P2vUEoNSqlJKf2/vl7z8sZ0CkQrkzmThEgP\nHPcsT5ktj2O66aAaRmWvhtxdEaACVIgjqZMJQEITrsJB9bwKpKOltAY15AEq0KwSKZVEfBWAmkQW\nc/wkD8XGQQ3m0ojvMsy68d56tGwhXsR3bI8QapnwGI/xuAV+QyK+s+vcDr61zqaL76j3Oy2dvIjv\nSHMQ+uIF62hUAZU3HaYzU9egbgBq/cOKtq5Xf2q7wewQQM0TS+pMdqKzaYgrn/kM7nzlK/HQ5z7X\n6QI5GgHnX/Odm10gP/tqfDBan5V26dIVvOMdd+Jd72IdIC9dulKBnxhUfB8oEguuL67t7NSgSiK+\n7RrUzuZEneGpyQCbUzCgkoNfkVpSZ5IbReacKbzhoCqOmdkAVMn7zsDPYs9Px+FCfwOo1g0cMyPp\n4tt+uUsNkCEgXUdnOc5k/fyc2Efr4nukGlRqgjhinbZbQMs9FlET6GxHfGXnoOp6F/pXyYrVZkki\n0/UULjVAHPHnyLAzmGW1updEfLldfDkr2fYUzXmLkuvZOKiKDRTDymCW1b/1dXBQ2+ZWB6QlzZxG\no2pjQqlzDaiPhyF2/82/6dTmRxEwm13drM3/nf8dl8tiY07ffxz/+B/v4rd++1/D1E2YnrxJ0tbE\nRIoCVOKgGnYL+Otx5kwn5suN+K7EEd/65VmRoaQlLMkmPHMmTcSQg59h590oMqDs4rvlbIHkBEm4\nkDqou19jG6QqndOxCQK508vVWW+kVGtRroPqHccBkdeg7u2Xgxy/SQ38EvAz7XwzMg10PrjCiK+k\nZnJ7G5gv2FpQ9lxiTm/VFE3ioFpOAV87vvmDIRFfSZNSywIsm8Ipj0nBj+m0WBMvCaDaTomxzjE8\nVA6qLS8FBIDxpIRdiJs1vtTGiw6oL+UxnQJxaLLaTtNsOn21R+OgGi5rGy6pQSWJtgmoQHPjCQHV\nmWCliR2/yQRIIhueN9mIY/Z1epYHQgKp0xvFdDPiCzQrmjhmXN3nu7E9RqCLY0DjMZDGNot6DnEm\ng7nUQQ3CvNsgqf0PVatubsRXdxG6OvsjOGM0ArLYZl1SJTWT9cZENON38K11xjFdd3Ftjxb4cbv4\nwlKDH3GUzuQLqkHt6eS93IeFSAF+eeIw8Buo857v+z5cuP12aJrW6QLp+4Cuj/HkI0/C/rSN73nm\ne3D36m48+ciTODdabyhcvHgPjh27gFe9inWAvP/+d8OjJiLJwtrzgDx14E7UzuRRIr5NgySgzvBs\n3P+dJkmlIb2eTKcNb7TNap/zfON36vuzc8wMB1CFx8yw1qEbz5IOoFITsSP+CmEgbTPw61ugLZ3f\nSAeV6TQQS95316UoM4fpVDioG118e1vZ/Yhvc56dYOGS5+xrxfcZ+Mk2UAwrg1FUqzyVg9o/B5WT\nXWtPcaSIr0KnbqVrnYoa1C2XRZFLWq51SgC1OcdQsmBtALXUQaQ6Mxg1SNf2Z+9+bwNqp5MvJzrb\ndlDZETMj6YK1nsKlutTprXU+9uijrDb/M5/Bw0nSqc2PY+BXPv7hzdr8/34PD3zlPzVz1fX5i8XT\nCMOH8dM/9YfIP3wLHv3Dz0ibD41GGmwYIJIEit4DaQDrmG9rrvby4MzkDK4GYgf11Cl2TZcxO7pF\n5pzHcVXTqxVy8LNSWGWPlhQRX03TWMw3EnedPXUK2P1azkqOJJ+jGvxi5Aqd2Sageh77Dqnm5gHq\nMe8YDpOFtAb14KAcBH4NoCpA2ikFgFq556JjZma5uOvs9jYwn2nMmVS875ORyWqPpSBdwIPcQRWe\ng1qKo7MAMJmWcIqTyvd9PDLY+czSKHKBEQ+kVTWojjxpCQDeKIeVHXs54vvNMKZTIA4cFv0SLIQ6\nDqoEUF2XnbUnA1ReB1+g2hnRxK3oa0CVgXSj0/RYFFkS8Y1jSB1UXv0pAIxNH4FRCo/xYIDqMEAV\nONKdGtRoIQfUqOQDas9B3QBUzUYoWbgwZ9Jmjt8QkF4eCB1U3weWQQ7XdLvH9vR0crv4DtCZ1zqH\nHDMTzti9wbnJ6ojvbrArBdTdXQ6gUhORK36UMGeyiqQOBennngNuuYU7VxQBN73iJmhv1vD0rz2N\nxz70GM6dPbfR0Kk/xTCdDtzRNoOzYtN54DqTKkCNDrqbE5xnSQdQqaEEvzK1WUv7frvgvs72MTMC\nB3WjSZK3wyy2VqS/+XkbUEsDxFbozOw1+HEAtXEm2zWoRVHlH7vR2aPUoHYAtTQQS3TqVgqt8Fmk\nSgCo7SZJsmNmxlXavu6z1BwXIFgQ1K6kpgFeqUuvp24n0Itq1fwCmyT1pzgy+EmAX7dSGGWlU1GD\nauomfMtfx6Y5K9n2FEEaKMGvcSZLXepI61YKs6j+LddlVkjvs/RCHVTZ9VzrlDvSupXCLMe4+957\n8Z73vx8lpRu1+VEE7JPn+LX55vq+q+vzNY3V58ekwNadCe79q2+RgrTv18AvA9R07UjXo9fJV1iD\nKgBUw2BfrV95nqzBT+FM5ihReOJFumGnMGlvda+I+AKs+dT1aE/uoF4r1utFCVBtT2wQJaCm3drj\nerTi6CJAPUjnCkBlawLl9RxZTKcE/Aw7g9OPIgOdeD8v4rvj7mBeiKOzjgMYJoUL8bFnAPt/T0dV\nBF0Cfqad8Z3eXsSXew5qGUvBbzQpYGXy6CwhwHRkIy4TqYNq2jm8ftMpYFjEV5K0BBigmpnc6X0p\njZcBVTKm0wr8TFf4hq4dVAdxkQo/IKzzpr7ZxRdQO6j2GCs9F0ZSJ5MK/Abo9EyPHbwsAdSEaFJA\n5dWfAsBYdxF4hrBZznjMHD/PHrHFQJJwdTYgHa+kEd8oomwx3R8VHRQFW+/0r+kINkJPDn5F4rLI\ndN2mmaOzic6uZlIHdRnmm/Helk5AEPGlFnN6BYMBlQvP32JOmgSofMtHfFDZn5z3Z2jEl+egjqiJ\nSLKwHo2AInVZtLssmVaRTrMC1CtXgFtv5eqMIuDK4gpu2bqlW6fRA9T+FD41paDi+wyoPNsX1oq2\nwa9zDiqni28tZaP+uAdVccxusfoL3Ct1xDb/M1S/vEzdtTMpAdTOMTMKB5VSijmZr2PzHPjrAqom\nvZ62U4BmLuuS2s/ocnQ2kFLDVCtHzo34ultsQ47Sjc9oJ+JbaFLwM+wUel6t8iTR2SERX12vNs8q\nmG4ivoLncvvlruJ6amYCvQYqVZMkV94kqT9Fc4C9otvwZAJ4hQpQk/X1VBwzA/RivpyVbHuKMA2P\nCNKS62m1riew0SG1r/OYd2xwDWrjoA4CVE0aQddMAr3aQNE0DSRJcJ/vd2rz4xh4xfYxfm2+uf6y\nrn+/KAhOnrwPi3kCx3Sh+eKoZ1PTW+oKncnaka6HKuI7bkV8BQvrM2eA576aKR2/2ul1Sx2JxOnV\nTA5IKyK+QNV8KhFHZ0+dAq7v0UEgvTW2QPRSCqialW5GpoFOHF0U8T2UOJPHjwPzmT7IQd2qQVoG\nqFa62XQKaKIPlIod1HmhciYLWOlJpc7puAJpCaAaVsoH6SERX0qkOv1RBjM9PhykpYCawQcHUIdE\nfCUldgDgjjIY2fbLDuo3w5hOgTR01x9kmYNKDRDPFMZGXZcdZXBDEV/Tx8rVhM1yJhMgJ660SLve\nWXdNl9UiSmpQE6IrHVReQngMG4EEqDwPKDITluZKHekGpMlKeQ7qMVfgoLZ06j1JI1hSna4LlLkB\nS/OFOjvOZCAH1CAsuoBSD1XEVwF+DKgc2HUERqLTt3xEh9e58d62lBuK+JYmIslC0PcBmrprx0+l\ns3ZQJYD63OI53LrV+3nvGvQdVK/QESnAj6YeAz+FM3mUc1AP4p6D2rsG9ctr1vZLA7El1un7AM0q\nQO1boD2dR3FQV+kKrumuz7NTAWohB2nDTqHllTMpiPhymyRxIhr9l8/JnD2jNI2rs72JptKpWwm0\nvFqNKhzUqTPtNknibGW3Y77NMTN1o7FeaqT9cq/QQWQ67QR6Xi2SJBFf1z16xLdpkiT4/qhDOY7D\ngF92PWESaLXTq4j4Aj1A/TpGfD3FxoRmtXQCGx1S+zqPe8e/MQ5qIXfO2yB95dIl3PnzP4+HTp3q\n1OZHEfAz//Pf36zN/3db+OCb3t6Z79KlK3jXu+7ED/zAQ/jAL74OOHSVQOX7lU5JokezEhhFj0J6\nEd9+E1yVg1pP8dxX80Hg1zi9Eudcs8imzhMn2IO4LFGW643y9jg5OonrqbjrbM24g2omR2xjLZcc\ng6SZySZIA42DWn8m+4G1Y94xHBTy6OxqqcPVR4OAKtZLKaBqVsIH6eqDm6brQE7nx+425lRRMznN\nGaCqot1jG7EmB2ndSmGXnIVr9SCsyy36crbcLSw1uTPpTzKlM0lIpVMBqLqdMde4P4Z08ZWUAgKA\n46cw8u2Xa1C/GcZ0CmTEhWMMcFBzDbHi8PI8NZWAygO/CRysJI6faQKakUHLRlJQ8TzA06qdO8GH\njTm9Bt/pVUV8FYCqaYDhECCV62wivmkoBdSEaNKILy/eCwBjaiGULLA0DdAdApqqnbQmiiyJ+IZR\nyQdUVcS3NBA6kgWrznaDtdzjnlfa1ulbPqL53jcGUBXgZ9sALUzYmjqS2jQfkkR8w5AB6i3TWzZ/\nWOlMU3ZNT59u/bjUjwZ+iuhsmIWglOLB554DFUR8Lz97Gb/+S7+Oj//yx9ddNXv3/v4+RZY92HTl\n9ApNqtNycqBuljPEQR1Yg9rEe+uhBFS5Ts0iXfAT1KDWzmSQVT/v1Z8C6xb59aJsQRbrOnmOzvYm\nGtMplAlYBFrhrnUKALWOIsuOmelP0Tio7KT4jfKLdkLYzSG9njAIUF9PScTX89YR36bTqyLiu0rl\nTZLaL3dzgEjf9wRaUdMnP+LbBoANQOVEfNuA2oCfpEnSaFR9J8uup0nYs7MeL9BB3dpi1ynPj+ag\nejmkjjQs0mxM3HPxIi7ccw+0q1dx4Qd/sKnNj2PgL932Kjz5yJO4e3U3Tv2HU/ju574bT567E+du\n6W7kXbx4D+666wK+8hUN3/V9/xXOvX0yEFABYkmWjCZZv+/1aEV885z91waVbXcbSZEgisTNh86c\nAZ6/OsyZZDo1+fU0OSBtWeyDOJs173k/aHTSP4m9fCmN+O7v6UcDaUntMRekgcZB5bmnQHXMjKRm\n0jQBf1zAzoeBHzFKUEnTKc0kfJCu2m/z3FMA2PF2MNPkNZOjaQqzdlAl5VbTkc1qjyUOqmYRvtNb\nOaj1xtZG81xnioUmdyadUQo9HRJFtkE0udOrm8lml+mWzro1RD9Q6ZkeMq1EJonh234CLdl6OeL7\nzTAMo9pdT8VdAxsHNYf0YcM6Wto35qDCYQ6qZJhujDIZAH6FhnjsCGO4dUfLG4r4liYCCVABgO7E\noEMA1fSY0yuJ+CZEl0Z8eR18gQr8ZA4AAN2OUKbDnMk4XimaJLEvt41RAVWes4VqX6tfGOyYGcnQ\n2jo5gNp2pKPlgRBQPQ8IwxIlLZmTwtEJSADVEp76xG41KwbN3G72tTXatZ2yiG/98ivLK1IH9fnn\n2cKmHWjwMk2q07YBlBZz+AWAWl/Putvw4x//OHYJwRNPPbWhc7UqcMd778Cf3/bneObbn2FdNd97\nBy7rWuca/M7vPI7ZbBef+MQTTGeuSd933UqAzGPOpASkPY/pHOqgNg2S6sF55rWncHMNsSl53y0C\nZNUi6SgOKgdQaxO2/lObiG+ts/dl24n45gARGyqVzhb4SbrjdiK+acri6r2FS7uTb1ODCnAXBZ2I\nbw4Q2efdJNDy6t8SRHzr990xHRiawc4GBIQOaifiWzdJSlOu01u/3FNcT5jx+n2XRHzry7bjVech\n1jo5Ed92DaoMpOueYWzTGFJnEkYPUAUOar02P+7LHVTDYNd0Pj+ig6oAfmrEXfBzHEZDFfgVBfu7\nHQc4d/YcHvvQY3j3fe/G2979NpwzTC4dnD0LPPtsdQbq0Ciy4npSM147/PVoRXzra9k9FU5jMd/s\nUAqo13Y1ZfOhBvxySKPIG9ezHlUdKu/oFqA6aqYQH4ty6hQwOzCUtZ31mlGlE2a8GZkGGgdVBKjH\nvGM4gDw6O97KYJJTA5xeA1YBpL7YfIFJ1k3R2qPaWeLVnwLVxpTCmfTGKfTkmFLn9sRhxovEQYXI\nka4cVF6DJIBtRqcK8HNHBHqyrdY5dhBrhdRB1ayED9IVJ/DqTwH2WZoUBlayNY5PgFTeDO+lNF4G\nVMUwvQglGUsjqZ4HeClVHlpfps6NASq1sFKBnxuCJmPhzkgDKilFPBKfueZ5QJ6ZNxbxLU0EkucY\nAOhOiDKRR2drp1cW2fA8IEtMaRdfXgdfABjlOkLxJQDAwI/WOgXgV9fKRkkgBVQS61IH9fCQPcv7\n6fBRoSOUPGwAMPBL5dFZz6tAOphJHdQwKnF6cnrz/K0eoLZdSQDwcw2RbMEKAFaEMnWHOb1pwBZf\nr3wlV6cw4tuam2fA+rmGWKKzoDlgRcgSUwl+n//0H+O3fv2f4On3vQ8PA/jUT/9001ETYC+fL7LN\nrppveAYPkF0gjpuOmh/5yNMoiodx8eKncP782/HpP9yVgh81Y6BwWCMeRXfc2ukFwAVU2147k3My\n33RQZU2SMiq9njBj0BqojlKDygHU/hQqB7XTJCmDVCc1IiCvHlxHifjWK4Xe56Ud8W0cVIC7KGg/\n870MIBLjB1bregoivm3w65yFynFQ+xHfsV3ZB5zmWO3Fm6u6nmYM1Donk+6Bqy2dQ2tQucfMCL7n\n6pdrGuBmVArSHZ3AhoNK6fp9B6qFfyR2UNtTqBxUSocDKvo6gTVhYn0t27fh2e2zeHb+rDA6e+ut\nbA8wSKLhjl8OaQSdGnEX+IFOxFeU4j0zOYOr2Uwa8b22WzmTEueno1MG/Ga8bjbWHlVGl9cgCagc\nVBoIdZ44AcwPLbgDmg81OiVOr1CnykH1juNQk9dMTrYS6ERd2+l5lSMtWdtSEUhXH1wR+G05W1jo\nGais6+yEMEBVOL3TkYVCA4qR2OmlZgyz4DiX1YOQV38KMPCbFiaWVimc2/YJkEyl0VlCgO2JC2KU\nUkCFSWCVR+cEAJjkBlYSnZZLoCWTlyO+3yxDd0MURLxj20R8k0Ja9+A4AM0dTOwb6OJbWggUQKU7\nIYpEXINaL6zdtESscHrL1JEeMyOM+BYGApXjV+tU1aBmFPHYlTu9qXVDEd9RYSCUAAAAwA5R1EA1\nJIosifimxJDWoPLivUANfipADZAnzjDwixbyiG+MzXhvSycgcFBzDZEpfihSSgErRJGKddbvu2/5\niBYHjII4TcHagLoR8W1tJvBKWL0ciAzx9SQ5AUzCplBcz+99yx147RtfjzIINjpq1lKK3Ab6nwcb\nuOpmQBw3HTXjmHXUJKTEBz7wXtz5HTcjluhMSwIYKXscKaLIG7WdPUBtO5OzuOegCqKza0AFYkPy\nvlsRc82Box0zIwHUIGD3Uwf8lIBaynWa8Vqn5JiZjYivYCu7PUVTg1rr7H2HtKdwM6rcmKBZ9ZlQ\nnNcK9M5C5ay+2lOs0tXa6eV817Vf7malFPxKPQKtgV/XNw+HRQ9QnRuoQbVtZhuW3fe1C9JyQC2N\naA38AOixY3jwN36jiUUnCftn6h4G0V6EP/v4n+Et73oL3vncH+PycnOD4Ngxip/92QcRJFUUWfA9\nlyQsamma1Xey5H0vjIgPqJcvA9is6wQYoF6eX948L6Uarsu+G7/6fCkF1BqkfR9wU6oAvwgoejpP\nn2YOKqXCPkhnJmdwtZxLHdS9r1lKkG6AKqNSkC551xNgFmgFqCIHdU8T10w6DuB4+bqpjyTqWTuo\nslruUo82gR8Y5qDqiprJKYEWHx90Pb0MILYYpEsjgs5zpKt4vyjiaxkW3FLHSmJqOCMCxOrorO9r\nLIIuaY5FzYgP0tWDUASoADDNDSzMzSaUzd+HkapkAAAgAElEQVTix6BEfC53vQm8NXKQ6kA5FjfH\nola0eVxTSyfviJnmVzIdS0Os03AjlETeDO+lNF4GVMXQ3QB5LHb8mg9xUkiPhtB1ACbhZ8tVDmpp\nYmUrQMUJkMfqSKqXFNJYiesCtLAwtW8g4lsYCFSOnx0gJ+ImSWudJWJf7vQWqd1dUNejyi0KI765\nhkCyywQA1AqRx2qdvukhzslGk5y2ziwx+RHfCi54HXwBYJRpCCUL61pnmbpCp7cN0lG8kkZ840iX\nAiqlAkDN5OCXl8yZTIk5DKQX+9x4b6MzBp5bcCK+rc0EXkLYTykiycOb5AS6HTN5A8CP0ARkscB9\n02mnoybA3HDDyIGo98WdAmfoCIjj5vfDkOD06fswn7P/3yiXgx/TSdifqojOdo7D4TioaP2pMyKv\nQc1z9tY1Uc+UsgYaglFo7Aswy3C0Y2YEgFpPEWYhHNNZN3NSRXxTCiK5P6kZoRwAfm2QppTyO1Vg\nM+KrclDX17ME0cU6SyNcg98QB7VulCTo/sE9BxUQgnT7fZddz9IM1yANdDO6YHLKkpX9AVXEN25F\nfHur2X7Ed2SN2M6K42x0gm8v2r20lOs0QtBs/R3z+PPPY/fTn8YTn/gEgG5j2cvPXsY9P30PVv/N\nCk+dewofu2sfd3zkJ1hNeWuk6eP47d/exaef/Jw04tvW6WZU6pyXRtS9nkDHQeWBX8dBFXSKPXsW\n+OpzplRnlq1NddXGRKGH642eevjV2mk2E4Lf6fFp7NKVFFAPrttKkK6vg5uW0lrZwgj5gHrypDTi\ne3J0Etd1zm5Aa0x2CLTwJiEAtHV6Sp0RwANUhYN6zDuGmZmhlBy1423F0OITQvCjtFrbOiXbOFMA\nf9NroD2qeL8o4gsAO5mJubl5SkI9nHGEkkyF73t9yIJtlnAHgLTBc6QVEV8A2Ep1LKWAGoESsTOZ\nJOxxpWuAkwOJJ17blkbEjyIPcVAzDStDfD1NL2KlgC9HfL85huYskUfiB2PjoJJcWp+Rlzkgimyo\nADXXpblyAICzWgOqLOIb59JD1jUNgJHA024g4pvrCCROGgBQayCgxjliX/xtWC9uJqbYQRVFfMeD\nwG/FnEkV+KUUkWcKz351HKAsDOw4YgeV18EXqIFK7kxSM0AaW4O648ZpIATUOup5yj0j1BkEa8dt\nQ6euAr+WMymJzvqWj3B1wG2QBDDws22KK/v7uGVL3CSJG/HNIAWqOIvX4DegSdJ8dYg7v//78dCP\n/3ino2Y9plMDZ/6/13a7an721fjguTc279WlS1dw9uyd+M3ffAgf/ejbcOnSlQr8FNfTSgbpVDVJ\nAoY7qP2u2F5aSq8n05muQVoV8U2HRXw78V6Ozv4UKp2FEaLMbFZ2qWiSZOomXNNl0C/Yyu5HfGXg\n16lBTQrp+14YVQoB4AJqs6is1rRNxFfQ/YMb8QW4i5eOM5kUg65nM3qdfPuR1CNFfOtjZr5uOh08\n9uijePv583j6iSfwcJriUxcvsrj+R369uZYPPPwAnv2OZ7tx/e/8Kh54+AEAaOL6zzzzNOL4YfyL\nf5Tjsb/77/HoR3+TraB7EecOoCYFiMxB1UOUuRhQ2+95PW7duhXPr55HHokjqWfPAlevyJ3JNlS6\niQJQ2xso7VHFfKURXz0UOn6nTwOzPVda21m73YZOmSMt2ZjggjSgjPieGp3CniF3Jsc7MRCJo7NZ\nxp6fFk1ZxFeTf965IK1wUC3Dgl/o0kiqO45QRtvC9WKaVg5/FrOIL908Gq6rU+CgSiK+ALCd6VJA\ntUYhaCQ+pqt5lsQR669Sbh5d2OjUQz5IKyK+ALCValjo4mtgeAGKWJy0bDYOCWHOuWRdVxrB+piu\n9lDUoALAJAE7klIwNCdAScSG20ttvAyoquEukUmcycZBjTJpp8hVsoJmJSCEsxOl6uKbG1hJdm8A\ngNpLpLGjru2Mc+lZe2mRAlbM/yCrIr4pEEgcKgCg1hLZEJ1RiljWQAAAzBg+OM6lKuKbAqFkIQgA\npbVCRmx1xDfOpE6vprGmNhP9lFCnKOI7SqlUZ1qk0OwICTGGOZNZvFlA2tJpORmOW5t1n/XcPPcU\nGAqoydqZlDVJskYsiixwUAHAH1E4dGe9UK1H657iOaheUip1GnY6yEEd2SMcu/VmXNB1aLfdhgt3\n3dV01KzHZGLgvT/ykzj9J6fxlstvwd2ru/HkI0/i3MlTzTW4//57sL9/AbfdpuGuuy7g/vvfzXRK\nFi61zgZQX8AxM2hNsdEkqfcZ7b/cUwBVR+cLPGYGrSmaI2YEOoHeMTOkYPXsgpFRAk0vWINdScS3\ndiYn9oTVoUoc1BuqQU1K1uhDMEojRJlVXzIcpzfP2eK3Po2sifgKVl6diG9yhIhvUoBI3vdSj1Ck\nYkBt13UCFaAmc4gOTKyBvyw5IC2rlU0KVu8lGIXOrufd996L97z//Sgp7cT133bXOxsWeX75/BpO\n62EDV5esvrKO62sai+uniYY7fuTbce+972Q6JU4vu55HAH4AOHeu46D2wc8xHZz0T+IqXQod1HPn\ngGtf9YY5vZSqdeocnUDTyZcXRQYqQDXEx8ycOgWECweOJgaA5hqkqRqoRDqrJkkikD7pn8R1O5U6\nqP5WgDIQR2ebaxCGcEsDpBADVa4Hm845oHRQAeB4YuDQ6B+Kux7OJEARiZv6NJseYQiX6utmawKd\n4G1MtABVpHM70VijJMEwvQBFLG7q0zxLVivWFVmiszACPkj3uvjyxjQBFrr4erKk5UgJ0lit2HnC\n0usZio2sKuIrBlTKjsQRDM0JkNWJ0Jcjvn/xB3XmSCJH7aBGqXR3cZEsoFsp/56orAHRjeckBUpU\n8CjSaS0YoCo+yG6USEF6QRbQzJQP0oqIr5MUyDWKrJB8OVhLpLGtrkGNUilIl7QErBg2LzJdWULC\niG8KRHqxPoKBMzc1V0hiUx3xDVNpcywAgEWUgMqN+KYUoWQ3jOQEhpMyjlIBqukhKghw003C+XQ7\nwY7xis0fVK6nEFCTEpEEAJjOZJhOy0dEVlJAtZ0cZ9zX8HVKalD9pJSCSq0zjgfqzCLgC18AbruN\nO5/vA4cg+Jvv+Zv45K9+Eo996DGcO3uuc0/t77Pfbb//XiIHqg3wkzjSY3usjPh2HFRJxJcLqBKd\ncRavdUqOmdmIzioivp0OvgD32dxOebhJAaLJnXPTydY6e+DXb5YzcSZr8FNEfFfJEWpQSS4HaS1A\nkZnM6R2P2f3ZcubaEA20Ir6ClZfQQeXobE/hkULq/OTGCkXa+pLpHTXTd/waBzVJWETC6n5BGQb7\nt5dLIMgC1nxIonMNfrlCZ4AitZuoPYki3KfrTVyfEK3R+YrpK9ZJiHqkwJkpS5zUc2QZwXh8H0hA\n4Voui/xz7s9OFJnkUvDL9SWKpPelrXBQgSrma4qjs2fPAvtXR8xBtSyu09vAWpbBLcDOcBSMTO+9\n7/WoOvkKI76T09i1E6FOwwBGOxFoIO4628wdhvCoKQWAzFjyAbVyUEUR36kzRarJ467e1grFSgyo\nTRw7iuDCUIDKCjTn6FQ4qABwLNFwoIvnNsdLFKE4OtvoDAK4VK4z01Z8R7p1zIww4ks0zGSAOloi\nC+XOZA1+Sp36arNGGmh2wFZLKnZQCcUSYp26WyUYVSC9XMItdXZChWDk+pJvEI1GQJJgOSvENagx\nxUoTc4LmrpATsc6X2ngZUBWjtBdIQjlQeR7ghYk0VrJMljDtjH9PKCK+GiGsDjXZ3NmvR2EvkEQD\ndAaJFKTnZL5eVPaHIuKrJQnGpbleEPcGpRSFtQAZAH5ekEi/CBZkAc1KkCacuLIi4mskKSyId7GS\nPIHhEESRpo74rmJEksg0wGrcfI3j9Coivh4pQJAzGOcMkhOYDmF8otJJcqaT03ioHpoVY2qIa1Bf\nCKCaTjqo+RDr4hsJI74AYDgJbrLPbf6gdU/xIr5ekiOCCvyyYQ6qxY6ZwZe+BLz2tdz5RiPgS1+7\nituO9wC2pbPm23b60ovloFIDVaNT1sW3PmYmy6pzAzZXCm0HVeZMzmbdjSl2f8odVNPO2LpC4qDW\n0VnbsNlnUtEk6cgRX5Ijhnhh3dHZzudWo4671V22p86UxZEVEd8kT1DQAo5RfeZUNagK8EtLAsMs\nmBmn62tqq/8O0gWV+ixUmYPKrUFVOahEAX56gCJrgUrvqJk+UO24VQ2qpFitrkPdiPhywK9xUGO5\nzkxbIU/Zl+GVS5dw56/+Kh46eRJv+4VfwJVLlzo6P3jfB/Hqz766G9f/T9+CD973wWa+S5eu4Od+\n7k7cdNND+O9+9CoWVxOpztEIQFGwmknJcynrX0+APdyuXgXyXAh+Z7fP4llL7EyePQsc7E4ZoGoa\nF/ibuaNIDX76alMnMCzi62ZSZ3J0bIl8MQBQowguFDq11TqJ0B4tB5UHfpqm4STRWaMkwbCnS2TB\nQGdSpVNfdZMI9RjioMYaDiGe2xotkK7EgNroDAJ4Kp0i4K8ehGFQiiO+McVcolPzlsiiAc5kEMCj\nphT8Um0JmnIA1TQB18XqIBUDakyxkOl0F0gjsTPZ6FwulZ+jVF/xHemqvmp1kIod1LjAiopBmlpL\nZJE4wfhSGy8DqmIU1gxRYKsd1IBI427LZAnTyfgOqqr4mRB21EwqBtTcnIGEpvADsgYqIgXpRbKA\n6UicXknEF4RgTK11VK+vscyh2SHi0FAD6jKWOr2H8SFMEUi3miTxABVxLNUZ5zFMN2HraUHEtwH+\nZSxtjpUVGagZwCw4b6wi4qsnKVyIH7ob4CdzeheR0umlVoipznFYFYDqxRkiZEJHOs7jowFqEUsd\nVM0mOGm9SqhzsWBxwP496seFElQspxWdVUR8w3jBbjDBt+9oBHz5+nXcdqIHqK33imfA+iSXOhXs\nfc+UDmq7BpXOZnjQskA5XbHHY+Dy5a/hqV99Cg/+bw/inT/2Ttb8pfcZPTykuHLlweZ99qJswPXM\nhTWotTNZ75k0daiqGtS+g9rT2TdhvVgOqHEew7TztYPa09mPpA6N+NYdfJtjm1Q1qCSTvu8dncDG\nWag8B3WZLLlnoPZfvhHx7T1LOoAaZ4glQJVqKxSZsT5KVVCDWo/GQZVYLfUUgyO+lMKLc+kGSqYv\nG0C95+JFXLjrLmi3344Lr3oV3n3//R2d586ew5OPPInvfu67cerTJ3H3RzQ8+cu/xxIR1bh48R68\n5z0X8PzzGo69fgt/4++8RaizgYs4hgsLJBcvKlNtrbMZts2A6qtflTqol71E2iRpcW1n7UirdGqW\nEvxykYOqAlSvkEdnd2ZIZsfX+fW8e/91AFWlUxfobNWgiqScjDTsgb8BDwDWZI5kKe7m2nZ6VTpT\nbckH/hpQAyp2UCOKAyrWqfsLpIG4WU4XpC0l+HEBtYo+BAeJGFCjEnMqnltzF0hCsePXcVA1BfiJ\ndALAdCrVOY0KLKl4bmovkUau1EGtAdWFiTiXXc85Sp4jDQCTCZb7ckBdluK5qb1kidCXI77fHCO3\nDhEHltqZXMbS3dplsoRll1IHVXTMDOIYE2oLHdS8zAF7iTAQg18TnV1GUpCek/l6Udkfiogv4hhj\n2FLws7wK/FQ1qMsIsaSj5WF8uF6k90erBpUX8QUhGMEWOr0kJ7DcdO1MqsBPwn0MpDMkhPNRax0z\nwz2lhhD4ms2ipCqdKvCbhYgkIA0AhbHCSOMIUQCqQVLYMJAI6mlITmDXjt8QQKWpFFCpGUprZa9c\nYQbDxnGuUcbmFgx2PXOpg1p/3kfWCGESCOO9qKZ4bu8Arz3ec1hbbvcXvrBpwHpxrtZZf0YVIO2Z\nHkhO8K9/459iN0maDqXtQekKH/jIw9h9/S7+9Pyf4mOTj+GO996By2nSufc/+cnH8eUv7+ITn3iC\n6RwA0h1A7TmoWdZ1Jps61KM6qL3FICHVOZjVd7wbZ1KHqqNTcSQKMDzi24n31jo54NfUoEZynXEW\nw3KK9Z/aa5TU17nlVhFfzhmo/ZcfKeIbp9IaP5LHMO2Wzm8koIqaJNWRVEnTFAYqvYf37bcDn/88\nV+e5s+fwyIOP4KbvP4nH8q0OnNbDsoDXvAa4/twxVtsp0NkHP9mCNdNWyPo6gSbmK3RQt27Fs+O8\nu2vRGrfeCgT723B1MaB2wE+3pQCQaAvkKSdNpIj4bjlbSHUqPfrN2TkEme8IdXaASpeDX4LF5vsO\nNA6qzJk8FVBcL8RGgTk5BFlM2K4bIUBv07ajU1Nfz4Kn03EA20Y4S8UOaljisJQB6gzxapgzqQJp\n4fUEgO1tBPuJuAY1zDGT6KTuDGQlbo51JJ3anO+cA8DWFlaHmdhBDXIsCv46DABKZwYSiMGv2Txc\nreApr+ey0128M6ZTLA9zPicUBaZxiVUu1lnYM5a0fDni+xd/FGWB0p4jWOlqB3UZSXeVl8kSjlvw\nNy0mE9ClwkGFI3RQSU5gegRBoCl3cNxFiFgC0nMyh+0IQFoR8QUhGGuOEFAZAMgBtQHpeSAF6RmZ\nwXYKKaCKIr4gBCPdXnc35epMh0VnD1fSs0r3oj1YrgD4K52iiC8IwUhzhCAd5/EaqAQ6mw2UwyUi\nyRl2JS2R6yu4lHPBFIA6DKTl4Nc4k4XOOiyf4tTsVqMwF9jSObWy1T3Fqz8FAIukKFCyDR2BTtvJ\nh4N0HgvjvQBrOhVHGl4x6Wlt3ftf/OIm43pxhlgBqLYE/NrO5Mc+8hHoGfD7H/o/8DCl6w6ljz7a\n/P6ffPGPsHdz2O1Q+oZn8MDnnwbiuOlQ+ju/8zSy7GFcvPgpnD//dvzzL6+kOuOcAZWoBnUD/OyJ\nFFA7NaiSiG//5V6UIS5V17N6Ntf/SGth2XdQOxFfzgO7jvh2GiTVOjkOauNMRukgnc2f2s7o4sYj\nvmVJEaTBsIgvpXCjTA6oBYHVBtTeMTN9nTveDmZkxm2Q1PxONUVzzAzAvZ4d8NMd5UIwz/QuQ5w/\nD3zucwBaDW1a49tOfBsuzZ9BNha7fefPA/uXb5bWynZ0GmpQyRLOUq0CVKGD6p7Gs8d14VnijgPY\nkyXIrHrmv1BAxQIZr+SmFfHl6dQoxZkVsJvPNn9YDWtrH9Hh9tdNJxekjx9nx+GEpdhBDUrslZvH\nUNVDHx0gmo/YrptpsvoAns4whKvb0o0Jdj0F4HfsGMIDInZQVzkOcjFIwz9EvBwIfobqc7TgO9IA\nsLODcJ7x950oxc6qwDznrxcBgLqHiANXmgxsmg/pjuJ6zpGJdE6nCBY5X2eeY0ooFpn4epb2HCQU\ng1/HQdVtoSNNKUWsHSLnRbsB5qCKalAJwaS0sBKsvwGgsOYgkdhwe6mNlwFVMkhOYPsEq5WmdlAX\nofRLe5ksYTtU6KAmq7Q52m1TCMFEc4QOKtOZsGSaKjq7iKS79AuygCPSOR4jXSVIRKmhAYBqe6nS\nQXVdwJsFUpA+jA/huGKQpoHCQdVcqYNqe9kgB9U7XEpBej/ah+2UPNbpOKgiQPV1Ofg1OlUR3+sz\n6WHwB9EBDCfl17xUOnd3JYCqO1KdjjsQ/PbmiGxtfZYJZ6T6AlNdXCvL6+ALABpJ4OuuNDJtu8Uw\nZ9LyQGiG8rXfKtSZmwvcZH/LOuJZD04NaufHFVCJItMMVEoh8LedybvvvRdTd4okCTodSu++9971\nfHQfKHrfzDZwVQuBOG46lEYR61BKSIkPfOC9+NsTeVv/zvXkRHz74De2x+wZN+SYGUnEdxNQ5eAX\nZ/F6U86y2H+t+fpA1Yn4clYKdcR3mSzXsVlA3cU3TEEUwG+7PQf1BUR8HYd9zBYhgWVYMHVTqLOZ\nIk3hUgNxIV6w1tez1km3tvDg7/9+cz/3de5d3UPwRIA3/9zfwTuD5zbOFmV/KsWv/MqDwyO+A8CP\nFDFMq+xOcf680EEF2Of+ld5N+NLN4vqT8+eB+ZUzXQdVBKgDncmMB1RVJ18eSAPAOfsmPMtLOrWG\ne/IaVl87PkynClREOhUOKuIYZ0IdV4Nd4dzm1nWs9lvHNfXuzw74KXQSbc7vXWGawHSKcJ/wdWYZ\nToXAHhGDtDbeQzj31zolTq+n0ok5/3oCwPHjYgc1z3E8Ag7TOeeHbFBvD9HSFTbHGgqolFIQTaJz\nexvBXAB+WYbtVMM8FQN/bh2ChBZKWxzxbbr4SnSmRYrSjPkbPQBzUOelEPy2SgtLSYldZs6RZzoy\nU+GgLpfS970u40hFOicTrJalOGkJG0vJ9UyNOfLUQG69HPH9Cz/iPIY9itkaQOWgLkLpImhBFvA8\nKnRQl4HOdyUBduPpntRBdbx0DaiSD4g3W0l1zskcrkjneIzFSsf2tmBTlhCMDU8KqI6XDQPUw6XU\nnTmMD+G6ApAejRCtChiGIN1ECEa6HKQdL5fWoDY69xdS53w/2ofni3XKuvgyna7U6XXcYhj4XZ9J\nj1i5FlyD58tBWuqgGq4CpOU6m/vz+euILCqEMwAg2iE/itxyULk9lgiBZ4hBugYAEfhR2j5wW4dX\n6oi+9axQZ6IfiGtl4xh5Dly+zCKB7WFGBKZmCLt2x3kMx2uBn8SZ1DQNju4iyELcd/PNTYfSNjTv\njCyA9FY6KXDG2gHieN3llBC8+tX3YT5n/z8/ShFLjklg92cp1MkD1EER376D2ns291/uhgmIAqQ7\nm129mG8fqCZ2FfGV1KAul8Md1OkUzJmM1dezs8nZi/j2Qbo5B1UQ8a2neH4v6B7ZJOg2XIOfamEd\n5zEcdw1+j3/+89j9wheaeHn7/rz87GVc+NELwJuAP/ivP4uP/dDXWLy8B6l7e4/jk5/cxewz6TBA\nHQBUURbBdnrfda97HfBnfwaUpdDxOz86h8+fEqdRzp8HVl991fDaTsOVgwpdIEu1flq0E/Hl6bxF\n38bVkTgxAgD2secxv1a3u1Y4k0onbc5fWJ8+DezuIo4oH/yiCKeJid2VGFC1yS6WBwOjyEPATwQA\np04hOoz54BdFOJlZuB5eF85del/DauapdSpAmlIKIrqeAHNQ5xlfZxzjWGHhUALSuXUIEpnIC36X\n6T5Ii5xJlpLJkfBOfQAYoC5Loc7t0l6fgcwZKY3guAWCzGFfvqLIdBDANcWfo1Wygu+xztzcsbWF\n1UrQxZcQbFGHlUsIBslj+OMcy3RAraxSpy5mx+kUy6UmTFpOJaWAAJAUBK5fYJW/7KD+hR9xFsP1\nU7ZWUTio7myFROJ6LJMlXFcTgsqS2JhOBYtyQjAxPOGNF2cx3FHGAFUV8T1cSl2POZnD8wQ6x2Ms\nQlMK0jJAZTrzYTWo+wsloPq++Hoehg4/3lv9I2PTl4Kf62eDIr7+9Zm0XnAv3IMvehb4PqKgRFkK\ndpYHgJ/j5YNqUL1rB9JGRteCa6Ipvi6A6rrlIJC2vnoVOnRkJT+NkBUZiHYIp+RY49XcoohvrVP0\nZVvrFDmoaco2nGtzd5QC4TlOLWw1Quxhx+CQcnXvX77M1m4bi0tC4L0AnX3wM3MN33nzMTz0L/8l\n3vbRj+LKpUud33/7W98C57nj3Q6ln301PvhX/kazcPnjP74Cz7sTX/jCQ/joR9+GS5eusI7gRSJu\njpXFa52CiG8H/JwJArJg9wcHqOopVOeg9pu4eUEiBb8+UPU7+QojvoIa1PrldZOkZvSezZS2orNJ\nAg/y2qQ4Z9ezo1MC0s05qAIHtZ7iawfxptMrivgOAKo4i+E4FL/1q7+Jt58/j6c/9jE8XBRNvPz3\n/tUnm3v+gYcfwDNveGYzXv7wAwDQxMv/6I+eRpI8jOjffi++543vxKOPPiYE1Br8vAE6Xa/noG5v\ns9jNV74ijM7e7t6Kz50Qb/bdfjtAdr9luINqqoA/gmVzNo0VEV+bZDiVmOwMV8HQd67gYFcc7W6O\nXIki6cIaAGLM+KDieYDnIToUOJNRhDOJjaurq8K56fgq5nsDwG+ITjpDkghA5eRJRLNU6PSeyh3s\nRXvCuUv/OlZzG2XJ19mpQbU8oU6SE1h2Lgaq48cRLgsxoJYuDqIDoU5SRhhNcpa8F+j0fVTgJ9YZ\npqEcqHZ2xF184xg71GXxfsGI8xiTrRyzhc4ag/XOE+6DnygdFaQBfE8XM9l0iiDQhDqncNhmn2CQ\nnGA0LrBIXC5IN98hyyU80xN+ty+TJUa+ROdkgmWgiSO+uittpkpygvGkwCp7uQb1L/wgOYE7Sgc5\nqPpyBUu3hI1ilskSvq/xP8iahqV3E6YjwVlohGBi+lIH1fWzQRFf53CBvMxRlPwv2EWywEgEqLaN\neTnF9pZYp8pBdX05oNaLLHdvhqQQA/8snsEXfZBHI8xCWwyocYyR4YlrO7MYrl9KI77NxsT1A6Rl\nJjwKZj/ax8jX+eA3GmE/cHHihMCRjmOMTF8aRfbaOmXgd+06O6dPAH7XgmsY+4YQUIuQYG9PUBpK\nCDtnVQaonhhQ284krlyBD0s419XVVYx8ICGcSFH1XokivjX4yXVSoc4OqEQR/LREdJPoJgOW5S4/\nily9V1/8oqCElRB4pmpjgq4BVeFM3nLzLXg9WUJ7wxtw4a678O777+/8/q23HMeJW87ie658D95y\n+S24e3U3nnzkSZy79dbm3v/Lf/kefO/3XoBhaPj/2Xv3KDuu+s73W3Ve9Th1Xt2n1d16tSwj2WpB\nsDGObRLAVsA4Y4YJytzMRAk3E7AIwdxMfDMZ697gscd5ME4wCUMGi9xlk0GesDIZhyGEGWPsgB1G\nMhhig2S7JduS1ZK6rX6dZ1WdV9X9Y1fV2VW1966jBxnD0l6LxbKOzj4/1XN/9vf7+/12774Zd975\nIch2R/jMIyDtxek7EZzhfRJV/PLZPFr1JUJNDIt3SEEd1eLrulBbtjA3iSio1BSRSr6xXNnceVp8\nI8pkp4NhWodlkQWWIE6rZ4XjTCqSlBMXSfKneG3FDiuoouJDfpyCqp4E+F38zD/9P/DRu++G47oh\ne/lV190YxHm6cXoIp/7IAmcaBFZ8e11pD3kAACAASURBVLkkEXs5+ln8+3//Mezdu4dbfCgUp+h4\n9i0oOcZr3bP58sBvNj2FI0X+puTWrUC/MQ50xe1wRgbpvgWVtfxIKJIE08SMpeBE7QR3bpRPYOmM\nWJkcgrQ4TtOpodcL3eLDMT0Nc8XkW3z7ihBQHeMUVs/6Vc8SlMkMHwC6gy6QtmFZHPCbmEC71uMe\nz6qjChVU221A1QakJtgIcXLBr9eGpgnAr1JBu8VXJsdcFavWKjdOq2ehWOpjdRViK3KrBSXLjzMR\n/EoltNp88CtJqlBBtXoWjIJ3PBlrMTpONaPxlcluE7qW4h/PYhHNtswGP8tCUVbJZh8vzr4Fo+Cg\n0ZLJLjYPpBsNKFl+nI1OA3ktzY/TMNBsp/gWXykhzp4FPe+g2c2Bf7O+fsYlQBUMq29BM/pkDSAC\nFcUlOyOCB06j24Cuprg3cl2dREHjWHEsC/m0JsxBVfWBEFAtC1AyA0ittvBFU7Nr0DVOnJKEmjKJ\nksHZPbZt5DO6EFBVbZBs8c06kGv1YV9Exli1V5HnxZnLYXVQRLnEV6T1jFhBDcAvweIrLa8gJ7Dq\nLJvLMPQ0F6SXTY1t7x0xzhD4CeLE4iK0lMpdWC62FlHIc+LUNKy0ciiVyCYm60e0jBhQVY0Cv4ji\nF9hmZQAnT0JL8W3NJ+snUchnWOmhIQWVZ/FNjNMH1CRl8tgx6Mih7fAXbKuDU9DBtyKz8k/9H1LT\n/HNl922o/tqc0WYmZp01B2jvuHzYoiEydN3FimXhwKcP4InPP4EDnz5AKpRS9+jBg8B11zHizIjj\nVPwpZJnMR8UaizOTR7OxzKnAFslBHdXi2yWtmjp9vtJLzjsfUKNxGllDWCTJ/3rdbsQVVCrO0Ndt\nW7hgDeKkp7jAIkn+FGdXO8MCSYw4gYiCmhAnUc4ldDqeNbzRwB25HKyVFc8qLgVxri+sHyr3/ugC\n04VpAAjs5Z2ODUn+TcBShhZ1UbVhD1CT4zwPQMUEjuj8SpmpFCCNvYT5l0cAVNMULlgBYkVmxrlh\nA3DmDKz2gBkn2m3M9DQcr8Vzev3hFF7GwvwI4GeawvPuuA46Axu5XGxtTsb0NMzVDt/iO9BxpsUH\n1J5yBs16mtQcuoA4zZ4JXRWASrUKs8lXJquuKlRQrZ6FytgAZ8+y4xxVQU1UJsfG+NWGTRMVScOK\nxVdQzZ6JYtkhgMo5nkGcguuz1W2JgapUQsuU+YAqJwBq30Kh6HCBP6SgCuJsdprIJwGqlWLHadso\nylqCxdeGUXCHrBD5oeDZ3GhAzercdyYBVD4noFBAw0rzLb4y32npx5k3gEZTGlaafh2PS4AqGHbf\nJr5y3+LLU1BdE1AU4c6yf+HxrodGroqCytmVtW0Yfo9AxrD6FrT8QJiDatuAOiBWL1Www1izazB0\nfpz13ARKOqcY1AiAqulOMqD2W4CmCeNctVb54CdJWFWmUSlwgN8HP4EyqWlusjIpd4F2G1pW40LP\nkrnEBz9VxVKngPExPkhrGf7cdt+Grrtci6/jkE2ybBYEUAVxLrYWUTKyXAV10Syw7b0jxhkCP5Ey\nOT8PPaNz55pvzKNSzHHjdNoWTp8mazd2nPyXg3/eR7LOzs0JNw8c18FK/ySyDkNhHQVQBde+D1TB\n8UxQUPW6idaVkURXapjSEtyujs3FSL4sdY8eOgRcfz31mesS9UcU58CGSqc1RPJQmTmozRUhoJ6z\ngmrbkFUNmRRf6bX6VvixGbHOssBPlIOaTpN3/0rdElp8Q1+3LKgjKJOhf2pSkSRFXCTJn2Kl1hMq\nvQA1hafuJ4K0F+f8sWN4z0MP4ZO3345b3vtezB87Fjrv995xL7Y+tzVuL7/j3mC+Y8fm8fnPvwdX\nzn4Cxq5XcOzYPPkgweKbCNJ9CwrLLbRzJ3D4MBdQt/eLeCXbRofTu9RxHbjV7+OludwwTobSq2nD\nOJOUc4X1Ws9mgclJmEttvoI6MIQKaq/wEk7PZ4VxBsczqwmfSbl0jp/GNDUFs8axzpomppEX5qBa\ngxbGxgd47TWILammCSWrCwFVUzIYDGKtVMmYmOBX8TVNTCAvVFDNnomx6gBLS/w4A/DL8YGq3WuL\nwa9SQduU+QqqrIsV1L6FSsXBykpCnK1WIqAKgb9cRstKc4tqliUda5bA4tuzUCq7XCty8CxpNqHk\n+Oe91W3B0DL8OAsFtDoZroJaSGmJymSh4A7dlgylN4hT4cfZ7DZR0AVxGoaXDsiOU+S0BDzgN1yh\nmPV6GpcAVTCsngVdd9BsAm4uftEB3o3cbwGFglhB7TRgaBxQAdDIjaOQ4+RJ2fawciTr476NfN5N\nzEFVOqSBqQikCaBmuXHWshMoKhyQtqxhoRPWx30Luu4mA6pF+sOIVKQ1aw3FPD/Otew6VPJ84NcF\ncRKQHiHO9gowNiaMc9lcRjHPASpZxnJmCuNlviKtZ/MJFl9w28z4yqTU7wG1GtQsH/wW24soGQof\nUK1iAqDy5ybgh9GssydPQlPy3LlO1k9ivKix41RVvNbOo1TiF8dSExVUaTQFdW4Oes7gnptTjVPQ\nNaBnc6oiJwCqJthl9Y9nANKmKbbOLjXQvpxRrMkbJ8zDKEhT3GrDvR7w3e8C115LfeaVChZd+1Yv\nAlSRPFRWDmqzvYb7VleZauda7SRenV/G3H+dw7+7+98NC+nEclBdfOc795E5vB9JVqSlcJwRi28s\nTkEOqj/Faq0nLJIU+rptBwtBodKrUKpKQpGkfJbcR4NmQ2jxXV3rJ1p86SJJIlABfJAm6Sy37duH\nm3fvhrRrF25eXMSH7rwzBH5bZrbgsc88hl9s/iLST8h436Erib2c6jG6b99t2L37Zlz7Uy3k5J/D\nnXd+aBgnQ5mk40xSUFWFkXaToKDmzC62OAUcXTnKnTc9eRTPH5GFcY6ioA6cAbqDLjtOAJiZgbVs\nshVU08SMWxQCqq0fw+IZmcAaY2OCViZVAQCYPRNaRuNlQhEFtdnnxjktFYQWX7NnYnLKwZkzSFT8\nRHG2u23oWQ2qylF6q1W02xLXilxNGVhqCxTUvoVqFUMFNXIfhSy+OZ17H7W7beTVDCwrls5IxtgY\n2p0Uv/hQOo+6Xeemclk9C+UKhgqqyDqby3Ofne1eWwxUpRLa3TRXQTUyOtq9trD1W6kkjWbxVfLc\n49nsNmHoGT6PFYtodrLc3M5CRkej0+DXW+hbKBUl8jgWAX+jAUUQZ6PTQEGw/nbzBprdHFfpNbw4\necPu2ygUJKGY9XoalwBVMOy+DU3JIJcDTEnnA2qvARSLwuTnul1HIc+/QRrpMRSznIvFsmD4hTk4\nceo6UaicnMCK3K0nx9mpoyC4kWvpcZQUTpy2jXzOEIJfIKKIiiRZpD9MkoIqAtTV9ATKOh/48zlD\naJ3VNZdr8fV3XtM10h9GFOeyuYxKQeHGuZyZQrXEB2lNAJXkvIMbZwBUZ88C1Sq0DH9hudhaxHhB\nY8eZzWLRmcDkBD/3WMvxoZLEKSUDqusSQNWKQkCtFnUuSJ80x9n5pwBgWdBy/JeDH6dlseMMLVjn\n5qDlS9w455bnsH6sxAVpLqD6yqQAAqy+Bd0vEJZKkV0I6sSFgMpxoC8uo7V5ijkXALzUfA6Kw7ci\n/+AHwObNEWHTO2miTTkC0tTCOtJqhgVUR15+AQsLC0HFV38cP3Ecv3zPz8Hsp9B5ewdfHvvysNpr\nZEHw3e8+imeeWcAjj3wt+BGR3dPqUccTYFp8z6XNjD/Far0Xt85GFNTg65aFVE5FWk5z88StnhU+\nnhGLbxSkZUlGPptHw1oTWnxXa47Q4tvvk8V8oPiNAH6aErEn/vRPA888A5hmDPy2zGzBw59+GLtv\nuAzvu+XqEJzS483Xr8A+9jZunEDY4qsKlDRgeB/F1mg7dgBzc7BMh2udnXWrOLJ0hDlvu9eGOv2K\n362GuRAMKZMCoLL7ZFNN4QHqli0w1zjFh9ptbJErXEB1XAe2W8fEBITgFyiTFwqoLb4yOZUqJQLq\n9HrposSpZ3V+nNUqTJujTJomjGwefafPfe6bPRMTExJRUJPazOQMsYKqKkilyF5gbFQqaHcyXEBN\nKxqMnMEt7GP1LVTHJaKgJsSpqHmxMpkAqK0eB6gsC7KqDR0pnDgrZXk0i6/KP56tbguFPD9OJ1+A\n2c9yj2cmpyGbygrFgmJR5qYDBmucRgOqWhAKWaW8wo3TVCpQ5B47W8cTNOy+zd2YsPs2igWZq/S+\n3sYlQBUMq08sbIUC0OhrfItvl3i1RIsgf2eEa/FNl1FIc/JabBuGwgdUq2dBzeagaUDLZYN0oEyW\nSsJFZc2uoWTkuNdtPVVBKcf50LaRV8SA6gOVq8Rv4sHAs6Q2VxIV1FVrFRWDD36rqXFUVD5Ii9Qv\nAtIS1+IbPGyWloDxcaG9dclcQsVQuXEupacwnueDtK6IQTrvF2ASgZ9XflcU52JrEdUSB/wkCYuZ\njZgc41i7PfDjtm/pWaPFubYGZDLQFENo8Z2qFLngN29X+YBq21BzSUrviArq0aPQC+PcczO3MoeN\n42PsXFlVRaNFXhLr10c+6/WAVApqgmU6VCAskocai1NS0FY5feoAPF//DtIDhq3We9EePBix9wLB\nykC02UWuz1Q4To7F98D+/Xjwd+/DiZeOhCq+Hti/HwCp9nri6h+QwjMuwtVevTj9iq9///ek4uu+\nfU9i9mduw35bTrRMhwqSjFId164Ne6YyRqEA1BqOUEGNWnx9kOYq0n0LOl2QhGHxjQJV0AtVoKA2\nGi7yGX6bGR+mJAkhoBKpCboeKZySzwNvfjPwrW9xlcldrSoex8vMOQHgDVctwnx1x/DeTyrmlOO7\nEAbOAL1Bj53nl88DExOwllp8QE1N4shZDqB22zA2vDoE1KQ2MwofAKy+BTWt8oFqZgZWvctXUDMT\nXEC1+zaUtIKZGQknTiTEaZpQcoI4e5YYUKemYAmKORVzBfSdPnftYPZMrJ+WsbDAjjMEqILjmQjS\nExMwuymugippOqp6lauiWj0LkxMprsU3pKAKwK/dbUPPCEB6bAxtAVBBVVFRK9xKvlbPwvhYipuD\nGrL4KgZsTt9jYp3NodeLtVIFALjFElp9RRhnSSlx81CtnoWxcioZUFstIaA2O02U9CTw6yLFek16\nPxKkTHDirJRkbkHVkIKqFYSpgKU8f/3dkEsopNlrDlgWZEWFLkizs3oWSsXUJYvvj8PwH+ABoPKU\nyU4tsPie94UnlVBI8S88QymKiyRlVLLx7+ixm8NxSIuMXHuVAKoA/Gp2DWWDfyPXpDKKvBvEtpFX\nimLrbC5HBB8pfjwDS+raKgFUwaJyzV5Dhaf4AViTxlBR+MCfCH46Bai83TCvgSnveLqui2VzGeM8\nxQ/AslzFeJ4P0ong54O0SPEbEVDXlQxunIup9Zis8EFaBJXkeI4AqF5/GFGcJ+snsb5SZseZyeCk\nuxEb17PelG5wPEVWz7wPfrkckY6oRKWQ0js3B728jrvJMbc8h8sm1nEB9ai5AW94A6NYLaVMiuOk\nwC8C0yFAPXQI+clNwhfWS61n4XQYK1zv2j90iF0gaZQ4QyXzIxZfOs49e/fiZ//ZL6CDXqji6569\newF41V7VHiA5wMCzTfvVXr049+7dg9/5nY+i3SYVX23bwT0ffj/2rjMSLb6hwnBJRZJyBpo2O/80\n+DsGAT9RDmrU4gtVTVSk6UqUbqGA+154IQDFqNJ7/MRxNB5t4OfrL+GXPnNPrLcoABQKLp578otC\ni2+oxpJlIa3qkCV+KyirZ7Hz0nbtAh5/nAuoN60U8HjnRS74DjJ1FDe/gm99y/sDTq5sAH4CAPDf\n7VxlcnYW1tkmV5ncmduIw0uHmXO3e20UJ9ewugrugjUMfhegTM7MwGoOuOC3IVfFQmuBaaH05/aK\nASeDn+B4jqSgdmRunJKmY8qYYuah9gakPdqGaTlZQW23haDS7iWAX7WKdk8MfhP6BLdQktW3MD2Z\nHq1IUlKcIqW3UkF7IAa/MXWMm4dq9S2sq6ZHy0HVBHF22zCyeW5xrI5eQUbqsxU/70fKSpmbh2r1\nCUivrUGs9DabUPWi0OJb0lVWBxjyeboMQ+avF6Gqw6rorL/StzFWTicXSfLiFIF02VD5QpZcgiHz\n199QFBg5gwnSruuiO+iiVEhdsvj+OAyrR3YvCwWQ/kaRk+kn2mfN2kgKaklw4dVRREHiJDfbNgyt\nLCySpKQUsq5iNOANwK9BLL688vuO66DVbaGk85XJmltEKc1e7MK2oatiQFXSChFSHIEldW2NWHw5\ni0qrZ8FxHaEVeRUVlLN84NfVAr/NTN9CXiO9zLrpeJzBQ3FZbPE1eyZkSUbJ4FuRl1FFVeM/cERx\n2n0bhp7i5qCGFNSpKW7+ZaffQbPTFIL0ojyFyaIApEcFVJEy6ZXf1b28FNY4WT+JjeMVNvhJEk6m\nt2DTOoZlut8HZFmYh2v1LeT94ylJfPB77TUgk4FuVLibHEdXj+INk9NcQJ2zN3PzT4OcSZEVmW5d\nJCo+dPAg9I2XceP83sL3sG1qPcw241UgUlBHiNM/njwFlQYVSZKgWX3YqQHu2L4dVq02rNYKqtpr\ntjVs3+FXe/UWWJIk4dvfliBJNnbsuAO1mgWp14OkaWKLb98KA/8oFt9u69wBlaGg0uAXFNrjHc+e\nFQLpRw8exMLSUmCHppXe4yeO4123vwv1t9TxzM938PD6rwwt0dR46aVHsXDMxcmDlNISWbCGaiwl\nWKb9RRAXUJ94InY8/XHZGpCTs3hx+UXmv7/da2P6TS/g8cfZcQKRHNQkZTKj8l1us7OwViy+gqrN\nCBXUfE7DFVeAqKhJbWYElj+rR+Lkih0zMzBNlxtnVjOwTl+H+fo8M04fUI8f58c5qjIpVHqnp2F2\n01xAhaZh2phm2nx9+F3vW3wZByMM0nygGklBHeSEcVa1KrNQkg/Sk+tGVFA1/nn3FVQeQwxKY+i5\naXatBVpBZVTydV0XnX4HE+Pp0RRUjQ9UrW4L+WyeezxbmTLykgCoBAqqH+d4JT1UUBlrxsDimxCn\noeisVqrkc7mAvMRZ13oP1qAqemQMnAH6Th+lYmqYg8pYM/oWXyVfEuagVgwNnQ67A0xDEnCCd9IK\nnHRAu28jm8qiUJAuWXx/HEZIQe3xlTSpSXbTeYu1gTMgSdQiBdU1UAAnudm2YWgloYKqpD1AZTTg\nDRasXgd7nurR6DSQz+bj9ixq1F0DJZkTp2Uhr/EB1Qd+EaCqKkjmvkBBXbVWUVEr0DROxUAAq04R\nlTT/eCaBtJohu5NtV6D4JVh8l8wljGvjQifFkjOGcYUP/JpaEIKfkZeJZVoVAD+loLLO+9n2WUzo\nE8gLzvuiO4lJg/Gi8ZVJEaAObBh5D/yyWb4y6TUw5R3PZqeJTr+DyXKBC9Lz8mZsWsd4SXk/klRt\nOAB+IKb2BnF6yaOiueaW57B9aiNX6Z1zt2H7GxhvICpOkeIXqgydpKBedgUX+A+dOoTrL3sjG6QV\nBUttDcvLwJVXsuMUWVKZFl+BMtn4xkHk15XwyRdewC0PPYT5Y8eCz+69415s+odNQKYFdIxwtVfq\nBvvv/30ev/Eb78Hhw5/EQw/dgmPHzwyVXqEVmaqYmWDxNXIGGr0WXINtm/WnaDXlcHVcURVfX0FN\nixVUQ0/jmYP/gFtnZ/HUpz6F+103sEN//3tHAlD5+P0fx8s/8fKwxyhtiQYCO/SXv/wUnMGf4LE/\nS2N29lbs33+AWcwpcAh7B4MXp78IYj6bf/IngRdfhNXoMhfWUquNXWPX4PHjj8c/BFlkbr76ZS6g\ndrvkcZTNAjBNpFUdLlyueigEqtlZmLUOF/zeUJjBfGOeee376pdXaylZQU1QJhMtvlTbnvCXSRPT\nmdIM0+br52MmKahBnAKgSgS/qSmY/Sw0lSFfWVYAqAutuIJq9Yl9eGoKyRbfEcBPGOfYGNquBi3H\ncOHQCirD4uvHOTGB0RRUAVAlKb1mrgwNJiRW/3XveI5pbAXVr7hcHZeHCioDqPzjqepF7jO+1W1B\nz/JBupUqQnfF4McDVP9ZkpSDqiggIJ0vCZVJI2dwj2dTKsBw+etFkcXX3+wqlSRuxw/LAtScQ45n\nvswXsroNFBSDq0g33byQE6Ao3IKqNM9csvj+GAw//6NQABp2linb+7siIgW12W3CyBrhAheR0XDy\nKDicflCWBUOvJAAVsfi2+oLdGx9QOYuLml1DSSkJr9vawEARnH5Qto28Vh5NQRXF6QMqR0Fds9dQ\nUSvCONcGBVRSgjj1slCZ9ONsO+dv8V02lwNA5Vp8nTLGs3zg17WSME5dySGdBjqyFyflX2EBKguo\nFluLmMxPsty3w7/jVDGZZ5xXr5prUpGkQj49VCYjBZ2C855g8Z1vzGNTcdOw4BJjnHQ3YmOF8SEN\nfgJQKdKFzHjg5wEqT+m1ehYWW4t8BVWSMJe6Ets2M95AFKiI4gy1WIq0mqF3lfHSS9BntnHvyUOn\nD+Ftl10Ny2Ls2KoqnrbehGuvZViR/RzUBPALuRxESu9ggH/5yilkNk1CkiTcvHs3PnTnncHf3TKz\nBf9kzz9B1u3ircdvwp7mnmG1V+9B8MILgGXdhj/4g5shSRJ2774Zd/7c24fHU1BtOHQ8ExTUbCqL\nNGTYJT6gGgZgtlPnloMqAH7Xdcl519K4bPub8dG774bT8+zQKyu4/Z57sHHLjuB4nm6cHsJpELhn\niQawd+8e3H33RyHLxA7dszK4557bsXfvnkSLryhXllYmY++6XA64/npYp1bZQNVq4abJ64WAOjP7\nGl58Ecy2E76918+VlVSN+66jlUnmO3nnTlhNfn/RTL6IreWtTLXXV7927hxNQVVECmo/IbdzwwaY\nvQy0NMM14lGbCFBHtvha1kiAyj2eigJT0qF1GFZO70em8lNCBXV6ml/MKQCqEUBaBH49JwUHMqmD\nwYmTp6CaPRNqRkW1itEUVIHVk1Qb5sfZ7magS2ZoIy0YvoKqsHNQ/XVtxa/iK7LOJoBfu9cWKqht\n6Mi7TXalJ9ria8evC39dWy5DbPFVXGKdNcpCkPbjZK0ZW5KBvMNfh0FRuBZff70YFFXnKL0KbEDT\nhFXQGx3SO5u3tm0MdBQGHE7wXlQ8i28oFfCSxfdHf/gntFikAJUCADrxGcUiV5ms23UUcgWhot7o\nayg6nH5Qtg3DGBMWSQoU1G68+W6wwPIaBPIWlXW7jmKuKLxuaz0dJZcfZz5//oAas/gKFNSyUhYC\n6mrPQFnm38i6XhLmoCppT0EdKLHzHgJUgcV32VxGVauyCuwO/06viGqGEafrAp0OdK3Ij3NA4tQ0\nwOykSMEW6sRFAVVNsy2+PqCKQHqxP45JlQH8IyqTBT0D0/QOI0+Z9Cy+vLlO1k9iY3GjEKRPDtZj\nU4Vx/VGWVDFIZ4Zz8wD16FECqFmdeW6OrR7DZeXLUDTSbEAFcBTbsH0jIw5foRK0w7F6VrgieKRI\nUgD83/kO8OY3Iy/Y5Dg4fxA3bLqOfUxzORwcXIvrruUrvYngl4+AH6/NzFe/CqO8Dq0Uu/pgd9DF\nIwuP4IptG/DpfQ/iwKcPDKu9equj/fuBX/1VT0GL/IjI4hsD6YQ2MwBgpFQ0Sywf4HAKq50ePQeV\nAn5WnJ1BB5lUBpomo9Mh1me7VsMdMzOw1tYgdTqwrKGSFlii6eFbooHAPt1s2sgWPojGmju0VDPA\nL6SgCiy+vkuGC1S7dsF6rc4H1M3vxDdPfJNZhZKkn6i44Qbgm9+MH8/A3huJkwfSQvC74gpYNqBm\nGO0vPLrcObGTWcmXVlAPH47HSU1BlF4tD8d1+EovD/gBIJOBlcpDrTF6iHr+3C2lLUxAbfeImrhl\nCx9QQxZfAVAlKqgATGjQaoxKvSNafEWAGrSZMU2hhZKOk/VOtixAk21Iy4wcU++aqupVZg6qXygq\n1GZGpKAmgJ8IpNttQE/ZHmGy4+QpqP7mzNgYRstBNfiKXyL4tSXk0zYRRzhx8hRUH6RLJXAtvpYF\nqGmySS6yoPsiEW9t2+zmiILKAmlvAc2z+IZSATk5qJYFqK4JGIbQJdPsNANWYMXZGOgwBpz1N2VF\nZrGC1R9ywiWL74/B8MGvUAAaLZl0YO8O3/oxBTXFfmnTuyJcBbWnoNBjV1wLALXTZBaQCFl8zRSR\nQlgWSk9B5b20fQVVdN3WuhpKDqcBtG0jb4yNBqh2mh9ngoLqW3yFgNrRUQEfpPV8soKq60DbkhFN\nXIhZfNNsO+ZSW2zxdRxgtZtHhQXSXuKwlhUrk2pa5baaYVp8GS9uWkFlxdnpAK2BinKKscM4IqD6\nSm+3Cz6gJlh85+vz2FTYxAVU2wZqTgHrVHGcIkvqyArqtm1cBXVueQ7bx7ez0m0BkPN+dLAV29eL\nQVpo8dUjIM1SJg8dAq6/HnqWXdXvVOMUOoMOtpa3RqcgQ5JwSL4e17+Foc7QcYoUabqnm6jNzGc/\ni/yef8XdhPvrF/4aO6o7UC2p9BRkqCpME/jCFwCvplI8zkSll6qwHrH4Rq3IAFCAgkYhx5wPAAzD\nhd3Ohtu3iHJQacs0I85hUR9yj84fO4b3PPQQPvnKK7jlhhsw/+CDoTjvveNebH1u6xBSu8Blz11G\nLNHeOHZsHg899B687ZOLyBd/Bo8+Os+Mk6Wg8kDaV1C5z+abboK1wunb2W5jqnoZpowp/MPiP8Q/\n7hK1xqu1FIvzfEGaGaemwUobUJdOMuOErmO2OsvMQ/UVVJ7F1694msuROEU50onVcUFa4GlLrzI+\noCy+9RPxjz01ccMGAn79DLsPamDx1flAlQSo/T4wcGVkzp5mxymw+PpzV6sEALrpeEeFkDKZAH6i\nONttQEt1PMJkxOlZfLkKalrF+DhZwrBa/oUA1Sjx+4tSCirr+my3AT3T9QiTHScvB9WPM1BQecCf\ncwDbFp73xBzUFpDPdM4PUHu+Mbmt9gAAIABJREFUdRbiKr5OGzAM4SZks5tg8W1JMDJ2qG1XNM6g\nInpkhIQsDvjZNqAOWoHTUlRMVaSgNns5FPpr7ARVX0EVWHx9kL5k8f0xGPQJDbzlEWtioKD6VXwZ\niwv/ohMqqJ0cH1AtCxnNQFpOc/N+1LQn3bckZpwXy+Jb7ygo9pa5cebzfED1Fy/5PNlZi/5QsGCl\nAZVxPNcsscW33wfavSwKfQZI9/ukN6QiUCZpQGW0molZfDlqV5LFt1YD8pkuMh0+qOhZfsEgP84A\n2Hjgt7AgtPgutBaEFt/FRWCdUodsi62zIkCNxRkBP1VFyOLLOjcn6yexqbgp+vVgnDoFrM8uQ+5w\ntsa9hfXICmrkgAT3e0IO6tGVo9g+th2KAmaxg9OngYLcYreVGhGoQj2AeW1mDh4ErrsO+WyeeTwP\nzh/EdRuugyRJ0SkAkEX0d5xrcO0s42DTcQpzZUew+B4/Dnz728jv/pfcZ8dnn/ksPnLNR6JTkKEo\n+GLnn+H6611s3hz5zD/vHODvDciOeaiYE0NBjQKV4WbwH0/MMTcMj584ji899gXgZQO/8q9/ZViY\nKPICqNdd/M3f3EfmoOIUAZXPZLft24ebd+8mdui/+At86NlnYa0Ni/psmdmCxz7zGPaceS9u/AsF\n0z+Yxi/8q18I9Rjdt+827N59M2xpDb9173Z85zsfIq0iInGGiiTRyiTj+kxUUK+6ClY3BbXFUKg8\nwrxp5iY8/krc5usvhm+6CXjiCVyY0iuyIvt/J2VAPfFC/AMfUCdmmZV8ffVr0yYS09rACP1IqG2P\nR1a8OBNzUAFYjgJ1MV6h2Zc/eRZfPx8zmwXWrQNOWxU++Jkm0rrBVXqTFGnLArR0F9IiQ+n1gEpk\n8VUzKmQZmJgAFrviOEWAmtQH1TQBPdvzPLqsfwSx+DIVVO8YZDLkfllzS0KQVo3KhSmo2Z5YQeVU\n8aXbJ1oW0M3EOz9YFqBK3jNeUGW61W0Jizm1WoCe7XseXXacJaXErOLrK36lUoLF1yHWCdFmaaLS\n2wLy2S7fMu0pkyyLrx9nkoKq9JoBJ4iKqRpZPkg3mjIKGZPxEhzGaWTZFt+Q0/KSxfdHf8QuvMhV\nE1NQOTsjjU4DRUVsnW3YWRRsxq6d/0OetzxJumddeCGLr99mhmXx7dQDQGXF6ThA086g0GUAqtfL\nRsuXYfZMOIzk/ZCC2gIfpGmLL0dBFVl8azWgqHYhmwLwy+WFIO0DaqsFfs6kb/HlHM8ki+/yMkgF\nX54cOCL4hRRUFqBeYA7q4iIwqTUS4xwZpHU9HmfWIT+0fj30DLvS7skGsfhGvj78/CSwSVtKjFOY\n26kqkCTP6cNSUDMD8kNbt3I3D+ZW5rB9bDtkmVlcmfCtepJ9UYyo9IYqQ7MU1Jw7VFA5fdEOnTqE\n6zdcz5oCAFF/ptJnMaZyrMgj5MqGeirz2sx87nPABz4AvTDOfHa8sPQC5lbm8L4r3hedggxZxgPS\nR/CRD3LsWQKLr7/7HXqWJLSZAYB+s4szp14JKuj6w6+e+2zxSWAij4eNh4fVcyMP1pdeehRf+9oC\nHnnka8FDmvcO8eNkLrA2bgRuvx32iydCIL1lZgsOfOxuPKFegccffBx/9sqfMYu7NLtN/NP3d6Dr\nwOc/j9h7LlQkiYpTdDy5QJVKwVYrUJ87FP5z1w3Ibddlu5h5qK0eKchy1VVkz22hmY8BatB240Kt\nyAAsSYV6/Pn4B6MoqFkdkgTs2AEcWRhjAupIcSaA32AAdJ00lFMvxT+kFNTja3GA9WENAKnkW6+E\nLi7XDYOfpOvcDZQk66xpAlq273l0WR8mW3wBEJuvVRYDaoGAH2vzKClX1jRBCiSxAJVSUFn3kQ/S\nAAHps714nJYFqNkB0OkIrbNJbWbabUBXBmwF1c9B5Sio/rUvSSD5nW6JrfR64CeqLJ6Yg9oG8kqf\nraB6D9ayWkatw1FQPeHFsoB+llMIcjCCgtpJsPg2AUPpsxVU75nHLZLkxSlSUC0LUPvNxG4fzW6C\nxbcBFJQu4jYiBMdTVMXXz0G9ZPH9MRj+CU1UUOv1oIqvyOIruh7qZoYNqK7rNTHNJVbnCgEqy+pZ\nqwlzZWt2LchBZSZoN4C8MkDKZNwcniU1lUpzVaokQGVafAVVfHlxrq4CFb3Dltm8H8ln80Kg8qsN\ns3qhkueVG6riy7T4JlTxXVoCxvOWME49w85z9OMMgR9L6U31yDXk7TCeTw7q4iIwqbcuGKSFSu+g\nDVSrQCZD5upzLL7FTUGc0fXH/DywUV+7eHGyANVaAzZsAHI57rmZW5nDtrFtQHwKACSFdZt+Whhn\nUq5sCPxYCmprmdxM69dzr/WDp4iCypiCfH4QuF59TgjSvGeJX3rf0PgKqmV51+eDDwIf/jBScooJ\naA888wA+eNUHkU1lmQrqd78LnMU6vOenOfeRAKT9zajQgoBh8fXB78D+/bj1sstgL6zgA6l+UEH3\nwP79AKjquVoT6BTC1XO9H/lP/+kANm26Fc8//xRM837s2/ckZj/zt9j/3DGhdVZJK/xNzt/+bVi1\nLpSj3w//uefPvWL8Cux54x7c9Xd3xb5K8p4M/PEfA7/zO17Pb5HFV+FX8aXj5L3rrGwByjN/H/5D\n2yapFKkU3jnzThw8dRCdfriImG/xTaWAd74TeOK5sJLGykEdxYrMVyZzUF/6fvwDjzC3VrZisbUY\newb46hcAkod6uhyLMwSoWkIxpzQ/TrK5N4D06on4hx61bShswGJrEd1B2Kpv9kxoaQJ+MzPAiVpY\n8aNOSQBn56v0miagKU4ioLL6oNKAOjUFLJhFoTKZzhcgSzJT6U2q4ttug1QaZll8fQVVZxdJ8u3Y\nAHmVLfU4CqrkbUoIlDTfJp4Yp0BBragVoYIKAJUKsDKIxxkF1PPOQW0Bec05L4uvv/6WJJACRIif\n9wD8ziFOrhVZHQgV1GKuyMxBpavjNhqAq7D7oCrdRpCDet5FkhoeSLMA1TueRo7NCbTgdsni+2Mw\n6BPKarjNVFB5Ft8sPwfVbx6cazF2w2zba2IqCRXUUHWuyNMiAGk6B5URZ1IOar0OFPN9tr2AWsXl\ns2x18pwBlbP4Tariu7YGVIyeEPx8qBQpvUKLb6pPihIJbKNJFt/lZWDc6FxcBTUK0m4bmJwEJIkL\n0outRUzlp7hK7+IiMFW4cKVXCKidOlGCAHGRpMJGpNPk0EfLsJ88CWwq1MRAJQA/3wITnC8WoDbO\nwm9gylJQXdcNclARnwKAp6AaC+w4qYW1qL9oSVeDXLboj1gWoJ55OWheyspB7fQ7eO615/DW6bcG\ncUZv60OHgOuMI4nHk6ekkXNOVS5n5aD+4Glg587gmOaz+dAzzuyZOPCDA7jt6ttYUwAAHngA2Ks/\njFSXczwFIO3HGVVQ3UYD9915J1zXJVOcPQncfTf2/NEfYXejjqXDLu5MAV+yTuPnP/rreO//+S/w\n58/+Ob567Kukem62Dpx5HHABZIHT9QU8+b/S+Ijzp7jrrl+Eqn4UhQKpoGvbDu65dgZ73/FWKKlk\n6yxzTaHrsCY2Q/3jPwh7yil/7l3vuAuPvPgIvv9aGLpa3RaMnIFrrgHe8x7g9/+0EFMmWRbf81cm\nNagHnwjvMFH+3JJSwhXjV+DQqbDK6i8yARCb7zOFmBU5BKiedfZ8rMiuC9i9FNQX4rmwPmGm5TS2\njW3D80thldVXUAFyaR85ybb4AhgJ/BKVScX1qhwx4tQ0ZFIZTBlTONU4Ff7Yy8cEPEBdCccZQB/1\nH6PEyQVUDV6fmMjwzlUhV0Df6ccW1zT4TU8DZ1rh6zNwyHs5k8Lj2RdX8Q1ybnkWX19B5Vh81TSl\noNqF2I8E4KfryKVy6A66TKXXV1B5a8Z2G9A1CBXUMW2MXcW3N4xzbAxY7YvjTAI/kdJLXA3uBRVJ\nAkDyUB1OnP1moKDyXEd0Diozt7MJGLojVFC5RZK89XcmQzZ02rLBVlC7daGCOnAGiRb0ZhMo6ByQ\n9t7JPIsvU8i6ZPH90R10da5Rc1BZF169I67i22gABcOF1OLL9gAuXEGlLL7MOO26MAe1VgNKhiP0\nvwN8QPUfOCFAjYCKmh0Qf6VnJ+JW8VX5Ft/VVaBsDPiAqqqQJVlop0sCPwUWMD4OAGKLr55g8S12\nxQqqIAfVByoe+FkWoPQ9QAW4yqSvoPoPxWjO5OIiMFmy2YDq3QQiQPWLHQgB1VoDNm0axhmZy3Ed\nnGqcwsaiB7EMO/L8PLCpnGxFFllS/eNpWWBbkWsLwDZPHWVYkc+2zyIlpzCukWuDZUeemwO2l88m\ngh8rTsd10Bv0kEtnh88TVm7nq3PAddcFcUZVnmcXn8XllcuDIj4skD54ELi+MndeIM20zrLifOwr\nwEc+EvxZ9NnxxcNfxA0bb8Dm0mbWFKjXgb/6K+CD5UcEEhPf4ksrVEGcuRwedRwsfOYz+Nqv/Ars\n7/wAyh2/DtTrOPFHf4j/d2cGjVtcPP8LwPMfMPGR//J/Y/1d6/HXL5JCTugCOLME1DPA/5oF/ud/\nwLcf+UvcfjuwOXMGz3zDxO/9noR+38aOHXegVrMgdXuQEqyzMaU3+neUIlGkH354+IeUP7eiVnDX\n2+/CHY/eEVoUN7vNAPx+7/eA/+8LObxsTrGmCAHqObeZ8f9ONwW11wBeeWX4hyF/LrBrS9zm6+e7\nASCFkg5qcC2bPcUoOagC4O92SU3E1ImXQ4URAVAUA8xOzMYq+UYV1CMnwoo09fUQSJ9PrqxlAaou\nsQGV+iFWHmrU4ntiOZyLGAPpCwXUfEqooEqSxCyURCu909PAmUbY2u2ZtyB3vYWOLF9gnDK/SJKm\nQc/ocFwn9kylLb7VKrBk5WM/YpqA5pALVZIkZFNZdAbxdmOjKKi6IV8UBXW1b8R+hKVMMkG6O4LF\n15CEOahlpczOQe0N4yyXgTWnyAa/nqdMChRp3+IrAj/DgLhIEsfi6zvuAKL0NqS40mvbgGqvDWvV\nMJ6d/vNNlmShglrIO3yLrwfSXIsv5Qx0spcsvj/Sg+5vlKigFovCHFRRFd9GAygWIPSVA+AqqKEi\nSZwcVEVxR7P4CnJlazWgVHT5CmoCoI6Ugyp3yNNIkoQ5qIkW35IjBD+ArYDRcYYU1CigOmYAqDzo\niVp8o8/3pSVgvDQYSZkUVW8WKr3dRgCoLKXXdV0sthaxLr8Oskxe9NFzv7gITJYvXOkVFUlSzJUQ\noEZf/kvtJRg5I9hJZxVKOnkS2FhuJ1pSk+IMDiMrzpXTgdrHitMvkOQPVpxzc8D28RVhnDy1u9Pv\nIJfOQZKkMEhH4zz+QkhBbffaoWuIzj8F4hbf1VVSzGm2wlF6E0A6avV0XcTbzCy3oCwcB973vuDP\njKwRenb4xZGCzyM5qP/5PwPvfjewLs857wm5slHwO7B/P26dncVTAO5vt/Hkl76E53tpPPHhDwCf\n+hQ+/vhfYeFtrw17jGYB+x0d3NK+BV/6F1/Cz17x88h8ehvwvSsA99PA12+B/N0v4YO/+jC+/33g\nzuJnMTNhBhV0Dx/+JB566BYcW2kPgV8AfkLrrCVBvff/AfbtGx6kkD8X+PA1H8ZCawFfnvsyANK+\nx3Ed5FKkIvH0NHDHbwK/3f89T54/xyq+CZbUIM4br/MqHXkj5M8lgPrE8SdC3/Pz3QDgiiuAbl/G\nK+Yke4pRlN4k8FMlYPNm4sn3x8DbQPXeITurO2N5qL76BXgW35fCJ42noLLOe5J11rIANZ8iQMUC\naU8CZbWaoa2zW7YAJ16Lg7SmgZIoR1N6ueBXEAMqAKbNN2bxbejsOIOeOODGmdhftA3ohbRQQZUk\niamiWj0rAOmJCeCsGQZUv4NJpju8ALhxjpKDWkgJFdSSUkKr24pZnaMK6konDKjB6e41gHweaTnN\ntUz7rgZRkaR8QT5vBVVJk/usVAJqAw5Id2pCi+/AGaAz6Ahzj1stD6STLL6sIkm9YZzFIlB32Aqq\nYteEubJ+/inALFgMgKr8zrP4KgrfaenFKcueY0ou8F8mr5NxCVAFg652NpKCmlZhD+JXlQ+oudzQ\nzhv6vAEUipLQVw7wFVRmda5onOk+oY9MhrtYq3XCFt9onPU6UCxJPzRAtW1AcW2yrQe+MulbfBWF\nvJOjit/aGlCpJIM0r3gMDX48pTfImQQb/IChxTeVIrvxUUvq8jIwXuGAtPewSctppOU0c5eVBj+u\n0tuthxTU6CKo2W0iJaeChR9L7V1cBCbHexc3tzN6PJvLgcVXz8aVSd/e6w+WMnnyJLCpaiUrqIyF\noOu66A66cQU1Cn5n54UWXzr/FPEpYFnE5TYz3koEaRFQAdTtEy2S1O5DOf0ycNVVAIC0nEZGzoRe\ninT+KeJT4Omngbe+FUirGWGcSS4E/9rvdhG3+J48C/W9P0P82t7IZ/PBM+6ZM89gqb2Em7fePPyc\nmsJ1ib33Ix9B7FnCPJ6C4kP+1/fs3YuP3n03nHXrIAFwikUUxjfg/b/8zwEApxunh3Dqjyyw0iYL\nxX37fgOf+g/7oDkaAAmaXsN//JMP40/++GPk73orD7+CriRJ2L37Ztx5eSm5+FCCdda2AfVtVwPv\neAdw333kD0O+V3ItfOrmT+G3HvstdPqdYIEpSVLwd37zDgnfk96CbzzWi0/hgwqnpRqt+LFOh1dE\nHZl3vdPrFQNmnG/b9DY8u/hs6PlMW3wlCdh1o4MnrOvZU1yEnElVBYa9YrzhQ5B3vJgKaneooE5P\nA92+hKW2FppiZAU1oc0MgTOJ/ND8fPhDCthYCqqfjwl4CupieHcy+HqvB8gykMlcEKCqxSx5mUQX\nFhSgThnxSr6xIklr4Xud7oGaBKgjgXQpI1RQAaCqxfNQYwpqW4vFGYA0Bais5xKtoLLuo3Yb0EsZ\nvoKqaZAlGUWlGFMn/cJbgKegdsJxBqe7M7yheFb5kXI7i+nzbzNDW3z74Y2JwYA8T7I2oba0nCbx\nD8LF8nxlUpIkscW3KJ+Xxdd/hwCkfEHdMdhxttdCFt+o6OBzAsB/nTWbAlagLL6iNjOAVwdQilum\nX2/jEqAKRjT5malM5txgWyOpiq8cb6lJPm8AhZLkleSL7IJGLb4cBTUEqJG70LYBReqQuxz8h41v\n8Q0tKqlRqwGlivzDzUF1LaKgAtxFul/FV5LYit/qKlCuyIkKKq/9Bh0nF/z6rbDFN3LeB84ANbuG\nikpgmwV+pEuNKwQqgG0lpeMMYI1pna2FLb6ReXx7rz9Y1tnFRWCy6vzQclAty8vtFFh85xukQBIv\nTtf1iiRNiJVeXg5qZ9BBNpWFJEniHNTXXh0CKsM6O7c8F1JQo4D68stkMZjRs+cVJxNQo0WSzjah\nbJkKlZ6NFkpKUlAPHfIcwqOA36ggTftz223YZxtQ/vl7Q9+jnx0PPPMAPvwWUjyJjtOf4qmnCOy8\n4x3gbzkn5KRFlV5JkiBJEuxWC3fs2AGrVkOvJxMIALC+sH7YW9QfXWC6MA2AfH/dxCRSUh47dtyB\nlKRj3cTkEAB5x9PPlRUUyxEWSRpOAXziE8Cf/inZsYkoqADw7q3vxvax7fjMtz8TWN/ooarAfdo9\n+Nf/Jo3BIDIFvTHBO+8pvhXZf6xJu7xeMf7uYsTiq2U0XDN9DZ589cngz/x8N3/ctEvG4/23B8DD\nsviKijmJFJVgX3jnTuAw1UomRJfAbHUWh8+GW83Q1llJAnZeOcARcwt7ilFAOlHphUeYJyJfHsHi\n64H0hg3AwlIGfasX//o5gJ+wOm4+RW7gqOoXECYwnY9X8qXBb3oaOLMSfunzwI+nTCYWSSorQgUV\nAKp6NVbJlwa/ahVYaoV/JPg6FSfPiTCSglrOCi2+AJitZmIKqqWz46RuKNbxdFwnMUe61fJAmmXx\npdYOPacXK4oWzUFd6+bj6zAFJDXOA2nW8aRTGEQW33w5w7f4Kgq/im/fgpIaKqgNhxNnkwhZsiQj\nk8rEipY1Oo0g5UZYxbck85VeD6S5cXrvZMOIx/l6HJcAVTDoHNSgzUxUmcz0CXVmMtyHDb0zwrqR\nSRFgKdbeIPgR2uLL2xnJqEIFVYFN7h7wH4p+FV/EpyCf14DSeOr8c1B7VB9UDqCqTjusoAosvrw4\nV1eByjgHUKk4eRZfP06exZckvDeEFt81ew2FXCHY1WPFubQEjFelRJDm9QUdqc2MuXpxAHWdGKRz\nqRx6g17MBuQrk7lUTpyDWlsUAqrfA5UXZ61Gdn2LlVSydTYBqLg5qM0esUxPkfw8ltI7tzIskIT4\nFH4LVTH4Caye9C4oV0FdbkF94+Wh79GFkhaaC2h0GnjD2BtCcdK39cGDnkNYBFQqv78oM07an/vF\nL8LWKlBmJkPfM3LE4luza/hvL/w3/OpVvxr+nJrigQeAX/s1T8waAfy4ubJpFdks2eUeDID5Y8fw\nnocewicPH8YtDz1EPzJw7x33YutzW4eQ2gW2PrcV995xbzBnzL57jFK2RgBpUU4vbyHoutQjY+NG\n4GMfA/7tv41UOBqOT777k/jEtz6BV9ZeCRZF9Ph541EU9AEefPA8iiSNAlSbNxO5wVcnIwoqELf5\n0goqAOx6l4wncBMcqxOfIilXdtQ4WQoqBahbyluwYq2EFoR0Dir8KTqXx6fwWrMJc6QT2swEcDYz\nQ/oJ+6PX86Rq4k6YKc3geC3casbsD5XJTAaYnBhgvl2Jzz0CoI7UB1UDeXZGbb5Riy8rB5W2+K5k\n2IA6IkgnFkmq5MiirN+Pf+iBH8vi66vygGfxrSuxOKOAKrQiJ+WgjilCiy8AZquZWA6qxQHpVlhB\njcbp30OyJItzUMcVoYIqSRLKSjmmotLKZLkM1LoqP07vAcWK0y8CB/DrArVagFHJ8IsP+Qoqx+Ib\nUlB7GjtOz2npxxl9zo+ioDYaQKGSFiuoglRAf41TKABN9xKg/kgPWpkMykdHQUXuBBcdbxGUdOEF\n1y0LUCllkqegjtQHFVagoPIWlX4VX8SnAOBZfMc8y5+XnxT6kYuRg9pvDQGVoc4MnAGanWYozujx\nXFsDKhPp5BxUTpuQkXI7O3Whxde39/ojMgX5O8vA+DpBnN55F+XKhooPseJsrwxzUBmqXBRQo3G6\nLgHUdZOSEFAlTpVgWpkUAurKaWEV36jFNwqoJ096fMtr5uq9JXhKbxRQWTmo1ooJdcNYYO/LpXLo\nOT0MnOG94PdApeOkT28ioCYAFb0LGpyriPxp1WwoV10Z+h7tFjh06hCu23AdZGn4+KencBzg298G\nfvInBXEmKKh0Xk4whaoS+8hgAHz2s7D0cVrkDeJsdVv4wnNfwM1bb8a6/Lrw596z4+xZ4KtfBT7w\nAe+DUYBfEKckDdnxtn37cPPu3ZAkCTfv3g3Iun8rYsvMFjz2mcewp7kHNx6/EXuae/DYZx7Dlpmh\nQhaz7975oeEP8gjTP++iNjMpvoIaFPXxxebf/m3g7/8e7mOP4b6vfz1mJ9s+vh3vrb4Xu399N+a/\nNI9f+r9+ifRq9YakqfjUvrO46y5gYcHF5z53H5kjKQe1zyg6Ffln+seSVDrybL6RHFQAoX6oruuG\nrLMAud+LchNH/qEbnyIJpBOKJI0KqLIk48rxK0OVfOkqvgAw+8YUDve2B0pvMIW/8yFJ521F5iqo\nPqx5z6okiy8AzGxyccIa3m+BxZcCs/NVegN2nJ6OV/I9B4tvtQrUWyl0LCf+dUox5m30jFQVOS8T\nIorCX0DZbItvrM1MPRsDlXNRehMV1KrKVlCp8zWmxRVUGqTHxoCVFgekEwCV3jASWnwTABUA0+Yb\ns/jaHEClLB6s8067RIQW3/GcsEiSntHRHXRjFuJYkaRIm65gKUfFyXJ2kHZfI+SgVjLCIklCi2+G\nsvg6OvtHXkfjEqAKhr/T5AmksDKF2IWnwA7tioiq+ALsCy8EqFF1krb4ChTUxCq+jjkEVM5ird6p\nC8GvVgNKZYkNATSgZi7A4ksDKgOk6506jJwR2P64CupU7oLAL7GKr10TWnyXzWVUtWrw31yL71Q6\n0eLLgiq/z2RGzojjbC6Fc1Aj532xtYhJPayg0nE2GuTa1yu584qTC340oLb7RJn0gP98LL7z8x7f\njgBUrKJTUUsq0+Jbs6FsHi7gfCj3r6HeoIdXa6/i8spQLYlafANA5ZV2TsiV5Sq9/nPDdWG3+lDe\nMhv6Hp1v7QNq6HNqihdfJJf2xAT4W86UFTkpzuCUSBL5oW98A1hZgS2pQ1jxRj5D2sxEiyMFn3s5\nqA8+CLz//UE2AP+N7kFAUnXcUJzsKYKxZWYLDnz6AJ74/BM48OkDIThNHAmeUmFbFEpBjabxhcAP\nIBfHJz6BR599FgtPPYWvPfJI6O8fP3Ec3/iv38Da1Wtovq2Jh42H8a7b3zWEVEXBW7bWccstwJkz\nj+Iv/mIBjzzytYunTAJhQGUoqG+dfiteWXsFy+YyOoMOyaVOZUJ/56bct9hTXCyl9w1vILtf/l+K\nACpA8lBpm29UQd35JhlHpNmgSk4IUL2DMYoVmQtUvoIaBVQqzg2FDTjbPhuyFdJWZACY2QKc6EzF\np7hYuZ0+oNIKqp/W5N1g0wbD4kspvbIMrBt3sGgW4nOPWCQp0eKrwSPMiM03qqC2GQpqhlJQ19KJ\nFl9WnP45yqay3McFAVSdAFVULIgqqJFWM7TiV6kAq604SMesyIzrk66qLVIm9XH1/ACVUnoJoDIc\njD74+RZfTpwjgXRVFRZJkiSJaZ+lN42LRaDeZQgvfjFVWkGNPD+ThKzBgMSuj4vj5Fp8exGLb4/z\nUHkdjUuAKhj04qVYBBpyKX6DwApZZ0VVfAG+glosItniK8hBDVXxZViRlUE7iJN1c7iuG1TxRXwK\nAEEb1XivByAEfheUg9ptCHNQ/fxTf/AAtTyZO68iSa7rwu7byKVy4SJJ0TjNVaHFd6m9FFNQmRbf\n9QKQFii9nUHHU34SlMlIEdcgAAAgAElEQVTGa4El9XwsvouLHt/ylMnzAdQY+HWgVvPBbr+eiW8c\nRC2+UfBLVFC9ONNyGikphZ4T3gWlH97cIknNHsntpAZ9bo7XjmPamEYunePGOTfndam52Lmd/o+8\n+ipsNxeLk85BPXjqYCj/FJEpDh4MOtSctzJJ79bSU7i6jvtuuw3u3r2wbSkEfsdPHMcTDz2Bu+++\nG6f/5jQ2uhtj8+q6i1deuQ8PPODS3WmSj6fIiuzFyVq8+LbfTCb21fMbvC18/3gK+sqqaTWoD9Dr\nMb8ejAP79+PW3/99PKWquN+28eS+fbh1dhYH9u8HAHz8/o/j+JuPh6oRv/wTL+Pj9388iHP/f/kS\nvvWtW5HJPIVW637s2/ckZhcU7P/Lr4ykTCYC6o03Ak8+SQ5yJAcVADKpDH5q00/h747/XSz/1B+7\n9Kfx+DdJGkUwRa9HCF5Q1GfkOLNZYOtWsmsDsAG1Ohuq5BtTUGeBI+5s0BInBKhJ1tlRQXrLljCg\nUrAGkOJY08Y05utDuzndBxUAtmxN4UR3Otj9YFlneWuckZRJlsXXv3C9Zz/L4ksrkwAwNeViwSqF\njsE5WXwFymQA5RMT8UJJUQXVjCioVA7q2Biw1khhYFEbAiPmytJOAaGCashkzRhV/aibjJmD2o/k\noDYysfUiS0GNnne6qrbQ4juZF7aZAYCyWsaaHSnmRL2Ty2VgzeSAdILF1++BCvBButkEjAlVWCQJ\nALNQUqxIUid8MIKvU4DKcqA0Oo2Q0huN0xdgpQKDE/wfUpTgXc/ahPfPe6EANPuXAPVHetAWg0Ih\n3t/ItgHFNRMV1GgOqlBBFVh8o03s6Tj9AhrdLtDP6TGgUvvNkMU3GqfZM5GRM8imyIqFtd7z2qiy\nAZUCaRaguq4b7DQJc1A7NaGCumatBfmnvDjX1oDKOm9FKSg6xSqS1HN6BGLk1HDRzrLOmqsXZPHt\ndMg8hQnlgsGPa0W2XKj11zwpjB1nksX3hwKoUZBudKGsKwb/7asktJXmZP1k0AMV8SmGgJoAKrzj\nwFVQ6TjNAZTLN4S+R+ehzi2H808RmcJ1Ixbfi1UkiabgQ4dgZwtQVCn0PT8HtTfo4XsL38O166+N\nxenf0kGBpNCPRAZtRR5VQQXwqCRh4fhxfG3dOvqU4PiJ43jX7e/C89uex9p1a2i8pYF3f+zdIdsp\nADz11KNYW1uALH8N11xDfZCUK8uz+FIFLlhTRNbPFz5ECqrCr4pM79KzICCq8gbViMfHSTVi28bt\n99yDPXv3AuBXIz7TOBPEufeWd+B3f/ejmJx0AEiwbQf3pFex98O/LAZpQTucEEhXq0T5e+YZpsUX\nGOah+v0Wo+PG4vfw1Hdy6PepKfyVqyQJrfJ+nIkgTdt8eYBKVfKNKqgTE4AkuVh8tROeImKdTbKk\nJuagChRUIG7zpYskAcDMZTJOSFvYSq8PfpzqzeekoNIWXwoqAWAqL7b4AsD0tIQznbH4FNS/mXV9\nuq4b2Ft55z2YK6qgRnJ6WQoqDX7pNFAsuFi1hrtGoyqodJsiIaDq8AiTYUUW5aBGFdQmR+k9R4sv\n635vtYD8lEHUjajtg3oYcBVU2uLbzsbW31EFlQmoHXGRJNf1ppjMC4skAWAWSoq2mWl0smwFtdkU\n5qDSbWbOORXQ/yFVRUpOQUkrsU3+aJGkZo9zcb2OxiVAFYxoUnFDKsYuPNUxR8pBFRUfSgRUgcXX\nV/z8PKp8HmjKDJDuNYUWXzr/1I8zeu16bVT5CqoAUPtOH7IkIy2nxTmonbowB5UukIT4FOTvrHpT\nROWrSJwspY4JfizrbGv5giy+Kyvk61KeEWM0ToYVOar4BeBHH89mD4rmlY4Gu80MS0Gl4/xHAdRW\nH8p0JfQ9eq5Ov4MVcwVT+aEqyLX4jhhn9DgwrbPRPqiWC2X75lic/rmJ5p8iMsXyMvn/ahUjKais\nUvRckPbvx4MHYctaLLfTV3q//9r3MVOaCZwSwed6WEG93hdYzzcHNQJUX/mrvyX9RVdXcT+Ab/7B\nJ2BZDv7qz4eK3ss/8TJX0du//wBmZ2/FH/7hUwDuh2k+iZ07b8X+/QcQ/IjAiixs38JQeiNfv3gj\nSUHl5HZG44z+U6MKalCNuFYLqhH7fwYkVyOGokCybUiShFrNxo4dd6BWMyF1u5BEVmTvvGcyQ/U5\n9HkEpAObL8PiCwA3bbkJjx9/PFYgyR9Vw8bmyS6eeYaaYlRlMkFBDbhpdnZYyZcBqDsndgYW3yBX\nllJQJQmYzR7DkR844SlGiXNUpXd6mgCV3yIgAn4AG1BDOagzwAl5S/BD51p8KLHNjB8nraBG4izk\nCnBcJ7TOiQHqBhlnetWQ0huAnyBOu28jm8qSBfwoFl9aQfXPlXf/VHV2mxk6zuq4iyVreM1edAVV\nh0eYlEIa9DQhD9KRFNQ1+bysyLSrQWSd1Ss5ctzov+Dns3sPg1IuDqj0M48AapoPfn5uJ0Phb3Vb\nwhzUTofk7mfHC8IiSQCYvVDp41ksAnWLo/QGTUzZGyijCFmGAQzbilDDdck/xDueLJsvvXYwDKDR\nyV1SUH+UR9/pB4pioQDUXUYOar8pVFAHziCU68G68EgVX/Atvt7NwbL4dgfdQPGDP4VUiN3Iaq8R\nbjPDyO2kAfW8LL4CQKVvDqHF11wdWnwZ4LdqraKs8i2+rutZfMtgAyr1UNSzcessDX6iKr5K42wo\nZzJm8TXFFt+lJY9vfaBi7S6eq4IaBb9mD8rYcKGUS+XQHXRDRX0WWgtCi+/CwgiA6l2fvDj9lwwX\nUM0BlPVjoe/Rc51unsaUMRVqNyJUUBMAlaVORgEgZkV2HNi9VAxQaYtvtMUMIlP46qmw6qx3PGVJ\nRjaVZS6yYkDlLUbQ7RIF1cnGczs92w8r/xQYWnzrdSLEvOlN3gcjWGe5uZ2UMnnDTT9LFL10GhKA\nnu0gnXbxy782mqK3d+8e3H33R9HtEjUvk3Fwzz23Y+/ePclxqvxqw/T9zno2R8HvgscoCmpC0alR\nFFQgXo14/tix4LPEasTewQhVJP7cu3BM1oBUKhH8/KJT0ZZqsVzZm24aAmoE/ADgTevehDV7DS8s\nvxBS+4KhKNh19Vp4CupHhOAnqIocinPnTqGCuqm4Cc1uE2vWGrqDLlJyKqje7o+dyss48nxkihGL\nD41UHTedBtavJw9C/0eigFoMV/KNFUmaAY67M8EPhYokXawc1KjFlzoGANlYidp86aI+ADA1LWFB\nXh+4o0YF6aR1mD9XYPGlFdTIhVvVqrEqvrQyCQDVCQlLHSM+RUIxp2icrOuTq6BS7gEguYqvrgO9\nvgTbcmNTJCmotKtBaPHNw/PoUhZev9lqmtwnZbXM7Nfqn/dyGVhrCJTeJItvlm/xDfg2aNdBjV6P\nHEsvzpEsvmYmtq6NWnyTclBZ5z0QYFmc0OkQdV8mSMcqlESf90IBaHaz7IvrdTQuAapgqBk12HEu\nFOJ9gywLUPutkK+ctXuTz+aDipkXW0GlQQVgA6ptA0qnNsyVZSi9dP4pL84LyUGl4wzW05m4FVkx\nV4UK6pq9horCV1BNk9ynuRzizR2DHxErqPTDm2udNVdCubLRwjtJFt9lX4BNp8n/oiu5hBzUqOLH\nBNTWAEp1+IIMKu1Sx/SCc1CplTELULlKb9QyvbEa+h4913w9XCCJFWdIQU2w+LI2FLjFh/zr5+RJ\n2JIaAn4grG4fXT2KbWPbwp9HAHWb/zEvzsjxjMbJzJX1iw8tLwOHD8PqppgKaqvbYuaf+nG2WqR6\n79VXUzmXo1hnE3I7yaLAU/RkGXfs2IFWzUY264ys6Pnqn6/m1etWSBFMtCKfS05v/OsXbyQQkahY\nDt22J7rIioEf4tWIP3TnncFnidWIvR8JVSR+z0/hzjx5Tgmr+AoU6Vicb387ueiWl5kKqizJuHHm\nRnx57stMBRWKgl0/sYwnnogoqEmASimonU5C0akEi68kSdhR3YEjS0di9l5/zOoncOTFdHiKi5CD\nGuI72uY7qsWXUno3bABec6roNuzwFAng57gOOn1SEyERpBMsvkDc5hu3+AJnUhvZSq9A8aPnSQTp\nqIIaiXNCn8DZ9tnQOz8K0hPrJJx1qkG7GpaCyrrf6dzgc1ZQIzcYq4ovnbomSYRxV20tPgUFqKz7\nnXY1sJ5JrkvFWSqFCyVF4uRW8aUV1CZH6U2w+CYVSQr+mYUCmYt+GEReAEyLb6RIUsOMg7SSdQjs\nev/mpBxU1vEclRMAMFvNRBXUpp1lX1yvo3EJUAWDBr8AUGPW2YZQQaUr+ALnmYMqKJLEBNRIfyPb\nBhSrFrL4RuNkWXxZOajna/GNxpnPAy2ZAdLtFWEOapLFd3XIt/HmjpE46d6QrDiDr0ctvu0+lPyw\np0NaTkOW5FDhnWVzGVWdb/FdXg4E2HizTCCs9Gbi/TajcTLbzJgOlIlC6Ht0/uXAGWDZXMaEPjH8\n/B8rB5W2znbkWD9M2jobLZCEyBSDAdmUX7/+IsdJn5ejRwmgMsBv1BzUo0e9/FNgtFxZxvUfVSaD\nKfJ54Kmn0L9iJwDJ3/ANhp9vnaSghvJPR4jTV+Ud1wl9zGozQyt6b//UA0jJQyL9ofYXTbL4Rvu1\nxr9+8QZr5eF4i5dcjpuDGi3mxMuVPZchrEbMk2kTcibpxS/rlMQAtVAA3vhGoqIyABUgNt+/Pfa3\nXED96W2v4dvfJuvffB4hauOBtF9xVZbJZky0VEEI/LZuJQ+YdpsJqACws0psvlF7rz9mC/M4fIzs\nzJ6rgjpy0akooJ6jxTedBqbSSzj16iA8RUKcdt9GLp0T9sMMKaiLi+Sa58QZreTLBFRpOrg+R63i\nS28eJIJfgoKqZ3VIkEIb3HSRJACoViUspaeCzeeRc1DPxeLLUlCp48ms4huJs1IBVrv54JwEU0SL\nJEXu91a3hXyGD36WRYSCVArnB6jRHNS6FBeIIgoqS3xpdoZFknjKpGGA3ACKEhY1Ig9WlsU32mam\n3krF1rVqpudVOCIbqkk5qKw4hRbfSJw8i68fp2F4IH1JQf3RHfRuWLEINAZa/AbpNkLVcaN5Y7Rs\nD/AVVGEVX9/i6zWxD33cD9tKDANoIQzSlgWo9lrI4huNs27XhTmorpuQg0oBFQtQ6YcN/CkQB2m1\neTZQJlnFcpIsvqurVOsJXg4qpfSKlEn/69H+t3ZrAKUSfqlG8xpHtvgCMWAL4qSA6vxyZd1Q8aFo\nnMvmMspKOdS6gZWDOjWFIblegBWZCX4ArH46Bqg0+EV7oCIyxcICOZa5HBKtnkAY0llxBpBOn5e5\nOdhuLgYBWkZDu9tG3a6j1W1hvbE+/Hl4ijCgJlmRR4gz+KfqOvD1r8N+y9uYQKVndRyvHceyuYwr\nq1fGP/c2Y0L5p4A4Z1IhVaRz6Rxz0RqNk1b0rv+ZW1GuDBfyF9xfNEnp5Vl8+2KLL0uZvKDB8xHn\nSJ6WsA8qdTxZcV50pVdwMJKssyNMMRy7dsFdXcV9f/mXsZxrANiW2obV/7GKpw88HevXCkVBQWpi\n504XpnkfNM2NxcnLlRWpVKE402ly477wAhdQZydIJV+uglo+g+dfUcOqEvUjovM+knUWCFfyZVh8\nt5S3BIA6cAboOT3kUrnw38mdwYlXnPAUI1hnR1Ymczny8vehigOoC82wxTdcxRdYcCd/+AoqDagR\nKzIQL5REt5kBvELAqalQnCMBKlUkiZcRMLKCyspBjViRx8YkrGQnxSDNKI4VzUGNPn5Drv1RALUT\nV1DpZ7PjAHZPDhLbR1VQm92mUOmlvh63+UYerCyLLx1noQDUfaXXe5ZZFqDIvUDIAtjKebTbBytO\nYSograCyLL6ROJuWB9KMZ+7rZVwCVMGIKag9La6gdurBhSdLMjKpTKjXGAtQL0hBHcXiO4iCimed\n9UCald9Ws2tBIScg/sCJWWcvhoIaAVTLcknxoTIFoBFr3jkrqBdQJCmbJZb+bjpiSbWcGKBG8xpH\ntviOEicjV3ak4kMdCcpUOfQ9GiKj9l7EpxgqqKkUOSACK/J5FUlyXdiDDJTLprlxRnugRuMM7L2s\nf4A/otbZUYokUbmdgxeOYuDKMWXSv4bmVuawbWzb0HLqf87IQQUwuoIqsCKHrql8ngDq1TcwQSWf\nzePx44/j2vXXBukGoc+9W/rpp89NQQ3iFBxPnjIZBZUL7i8qypU9x3Y4jH/mxRkJB4MHVPTu98VS\nUBPjFCTkJrXD8acYKc5du/AogIWvfIXZr3Xvx/cCNwBnrz0b79fqxbl+/aMAFvCVr3wNI4H0uSq9\nvs2XB6heJV+egjpudKBkBzh9OqKgjmidTaeJ+BJtLyRUUCNxThvTWDKX0Ol3AliLPq9m1Ndw4lUp\nPMU5ACoPqEIcStt8I4ofELf4RhW/6WngjMMA1CQFtTuadVbTEG8zw4gzWigp2g6nWgWW5HXBDwVT\nXKCC6rrUv5mXg+oNbg4qJRZUKsBqOhznSDmoCW1mQoW5ozmokQdrWeHkoGaGVuRyWUItNwRp2waU\nrFcUypuLZ/EVtW+hBFhPiaKUR4aCyrL4+nGSr0tk4ejdrJYFqHInBKisOM+52wcNliNafP04DQNo\ntmQSp2dBfz2O/62AKkmSIUnS70qS9LwkSW1JkpYlSfq6JEm7L2DOd0iS5Izwv0rSXPQuEwFUNQJU\nnjIZ2RmhFxh0BV+AL92PsjPC6m9ELwgANqBaFgj4lSiFNBJnksU3sPcCFw9Q3UgOqumQ9hgUBUQX\nv2u2uM3M2to5ACqjOm40Tl0H2lJE6bXcWC5idAEcreIbjTNk8WVB1TkUH+LmyvZSseJDNEizAJVr\n8RXFeSGAurwMGwqU8bB9j56LZ/H1pwgKJPn/gBGAihlnigF+3sG1XzwBJevE2o34mwcsey/1dfT7\nwPHjwOWXn0OcjPxOoYJ64gTsndewFdSMjhO1E0x7r/913+o0RbdQTVAmgzgZIP2Pap1lvdH7/aA1\nREbOYOAM0HfCL+OoMvlDBz8eDQkWWEBcTfhHUVAFCbncdjjnGOeB/ftx66//Op4CcL9pMvu1Cqs7\nnziL2X/zp3j6aVLded++JzH7wd/F/rPtIM5RlN7EXNkkQJ2YFeagQlEwu6GBw4fZCirPOkuq80vc\n4xkCvwSLb1pOY72xHvON+Zgq6Y8ZbQkn5lPhKS6mggqEK/nyLL4tvsV3fJykW3UaQ8WPFWf0+hyl\n+FAA5aMqqFShpFgO6gRwVpqIg98oCqoAUEPW2aiCGomzkCvA6lkh0eT/Z+9Noya5zjLBJyIjMyNy\n/ZaqklSStYCxhUoN9uCDwSxjwxg3g4dpENANgmFo7PIxltkaMHIfM2W7x4DcFqZpAzXQNmCx9GBr\nsHvALreNhcoCjAFvkiy5JH1Slaq+qm//covIjMy48+Pmzbxx4y6Re8pT7zl1pKrMvPFmZMSN+9zn\neZ9XZHopQB3mORhixDYzytpOYCyJr7i2XVkBDvICkM7EpbOyzVK+D6pW4gukY1AlEt8Yg3qI2E5N\nEAAugiROkJgk8f1alTjBcegFwK/FhPNZySUlvmKbmVpNcUKWKBYGUC3Luh7A5wG8GcALAXQBlAG8\nAsCfW5b1nyc8RA/AZcWfTQCR+qM0RAZV1oDX9fe1OyMjMailkrYPqqy/Eb8gABhAFSSpAeA1BYAq\nSIpEF1/xBjk44D4+oUnSYIhIYHpbEdxqXHIkY1BX3QklvinNhwZDQADSbStR28mzckE3QKfXidVM\nidLZmMR3QqZX1WYm6DpwbzgS+xxvvKNiUNkQvR7dnDUC6QkAavep8+ghMzTl4fLUSXy1ADWFFDlh\nPtSVmA8BAy1x8Pgzid6iwFCK/OXdL+MFay9Ivt6XIm9sUKA/eIboTJK4jQlZnrwrMhuCFIu4x/PQ\nOnpjAlBtPL2B9737fcAngbN/dDbRWxSgz7xcjsDz7onLLMdkUE3Ab+qASoeC+2ZKMhklf33OBfip\nTgbHTKqkyCOZD00ac5L43nnyJN7wtrchWl8fq1/rya//Gpz67pfAsrherXd8O06+8AZ9nqMyqLff\njji6jMf15evR7rbx9MHTUgYVrovbr9+LY1yOlZMx56IU05jnzTfTiQaQSnwBWoe6sb8RM+KJvV7e\nxcbFbHwIIc+gpwaobG9ZJGViOJR38jVIfFl5D1+GYtvANdk9XL44rJX1PExX4ru2RpEGo6xlDGpB\nYFATNajANjkiZ3pNDKrGbTh2CRoYVMuysOatxWS+/LU/GCKjB9IqkyQGpGXr2pElvhqTpMEQ2aOD\nyW/ATHK16yYgrcpzMES1mgSoPIPqVlHrJPugsvNZLNJ69jBfiudpBRwKVkiR2/V0bWaAJJklY1A1\nasvBx1XP9yWJRTKoHwRwM4CnALyMEFIFBai/BAoeX29Z1k9OMP4FQshxxZ/rCSEHpgH4m7hSSfYN\n8n1QN1d+Z0RgPUSAKm5YdDqcQiGNO5cg85VKfMP4XRgEgFvf5ijQ5EJIlPiKN7IRoApMb6IGVZhs\nSiWgIQPSa/FVlpjnSBJfQ54ykyRR/lIs9oE0XzPZtuEdK8c+x7NyTN7Ly6dkDGqsBnUC4JfL9X1W\nsoLEt5fVuuOaJL7b2/RcDgjtcfPMCADVdalMp9dDe+MSXDtMMJOsthNQS3wZpo9JfB2HatGnIUVm\nf9neRrDbpD1lhWD1wY/vyhlUlmfMIAlIUtWSPJVMrwT4nTk4wGang7/+y0/EANXG0xt45V2vxEPP\newh4BfDA8QfiEkkustkz2NjYxP33fyyep/gAIyTJ9BqkyHORpBoOIgXSoT+6JHWSUNWgGoCfKPHV\nDDGdUBW6mmomw9Hchgf9Wjudsfq1Wp4HK+xyvVp9WGEIqw8mZFLkiETo9DrGmt5RGFTLsnDi2Al8\n5uJn1AzqNbvxIQzmQyJzaGRQjx+nYCUIpBJfYGiU1Apb0jxvru7j6c38YGxR4iv73dPmOTifvMRX\nwkxeVx5KfEVWksXx/G4S44oSXwFIy9xx+b04Vh9cKICiYB78SXaAxBpUcY1z7BiwHa3HgYqEQRXn\nJJFBFeek2CVoqEEFkASogm/J2hqwZwt55qNk6YEkz7ElvkKeq94q9gN1m5nBEM7ROJC226mAn07i\nG2NQU0h8pSZJnBS5UgFq+WGeQQB4pJXECcIzU6xBlTG9gyFkAJXLU2Woys4nMyxWavKXJBYCUC3L\n+l8BfCMoy/l9hJBPAwAhpEMIeReA/wTAAvA2y7Ic9UizjUQNqmDLHASgrrMCg8pfeIfBoZZBZeyp\nZSFd8bOgLedvDrAhOiKQJnB7zdgFLOYpSnzFiXEUiS8DfqIUOcGgCgDV961kbadwI+/705P4Msl0\n7GVJns1IANJdB+61K7HP8XmK8l6Wp1iDGnPxHUeK3Ad+ltUHQoRjJruABQLnBgGAjgBQY/Je8UVJ\nnqmBH0vY9xFsbMLLJmsgGDN5GBwiIlHs2mSnTMqgAkZNaRrgF5P4fv7zCG58AVxXwqAyie9usgcq\n+3izKdSfqnIU80wh8T33pafx6hMncPbRR3Fvr4dPv/t3ceGJh1NLJAHg9On7cOLEq9Fun0W73ZdJ\nnng1Tp++T/4AC8NYzzVVDepcaztT0J86GSXLc2EMav8gMmM4IK6UmQsjbdC96syHRpLOYvJ+rec2\n9+Luzs/uaBfWzHVWJ51N5HnLLXTSvnxZCvwAWof66YufVjKoJ45u4Ytf5NaSIjMpXJviAt2YZyZD\ne8WcP69lUJ8+eDrRA3Xw+uohnr5MB1RJfGWbPCJAlf3uI0l8OYAqy/O4t49Lm1Z8CB5ISzYmeFCe\nydC9TL6mt9MZdn0DEG81I8mTZ1C7URcRiZC1h0zv0aPAVndtoQwqQFvN8E6+UgYV60ngVywO5vg0\nEl/xNx9F4lvNV3EQHMTWjFIGNSPkCT8BUGXuuFOV+IomSV0/gRUOs0digN+NWlqlZafXQY/0BqZl\n2hpUdhAeSEvyTEh8w7jEt15XnJAlikUxqP3u6vg4IeSLktf/IwAC4FoA3zG3rITgb45qFaj58Qa8\nvg94jSQzqZP4itfDwMEXUDOo4s4Ix6CKN0e5DNTb8Qa8gU/gVXPgaSpx8TsViW//BsllcsjYGbR7\nQxZLClDDOJAOOlaytpNb/BJCpurim1riywHUKALCno3ctfESZl7iu92MO/gCKSS+GuAnazMj/u7F\nItAiQ2TlH7Rp3cNaPE/eGfZyU1+DOjOAyv0lePoy3HxSbc/GYvJe0cxDlPg+73mKFxV56gBVQuL7\nz/+M4KYXKms76506zu2eS/RAZR/XAlSNFDmNSdLasZvwhlOnEJVKsACEbQs33HxtaokkAJw8eSdO\nnXoDjhzhZJJvvQsnT96ZCg3JdoOXSuKryTNN+5aZA2lhjlcBaZ109rnM9E7ar/Xulz4/7u787bfp\ngV+YBH5aQAXQhfqttwKf/7wSoN5+7HZ87vLn5Ayq5+HE2ia+8AX6/W0b02dQgWEdqo5BPXw60QOV\nxfWrLWzV8uh0RmN6TUB6FIkvY7vq7boSoF5XqGFzy44PMYLEV5ZnIhW+1YwE+B0tHh3UoDIwxT+n\n1teBg14ZvaZGOut4UqaXXUO5HAXRfeNa+voEDCohJEFqrK0Be2RVAKjBSNLZSWtQ804eWTsbWz+I\na5wBQOWZXtKK5TlOv1atxFdkUGV9UIX5pFoFalkBSEfNJJHFrUGYvJddP9oaVCCdxNdkklRPdqhY\ntlgUQH0FKAA9I3uREHIJQL8z9uIAaoJBFRrwBgGo+ZDmwjPVoGovusFB9AyqFKDyebYtuCvxVZYI\npA+CA1TdCSS+wo0synxNADWKgE43g/wRQTrLLSrZf/nJQCvxnZZJUs8dAJ52G8jbIayjcQAqk/jG\nXufyJEQi8TW1mTEA6UIBaHb6u7dhiODZHbh2Z7ADOnifMwRnphrUsQBqVw1QmbI3ioZjBc/uSAEA\nA6gyea+YyoULI89S1cUAACAASURBVDKoadvMAEOAesNXywFqrojHdx/Hirsy2KXlI5+nbPYjjwAv\n4PGr0++jy2/hd7t0JdIvyE3nNtyXSNbr+PnbbkOzHiKX66WWSAJDmWWzyckkmcwyDfAzuPjOBfiN\nK/Gdt0lSSsAvY9PmzvRqDuI6LtrddozxIISg3W0j7+SnmqexX+uItbKixDEVgwrQOtQw1DKoYRQq\nJb4r1iGOHuU+bmJQR61BBYatZiTADwBuWbllIPGVAT+nkMP1K01cuDCeSZIqT6WLryRPy7IGMl8l\ng1qq4dJWNj7ECC6+sjwTpDNvlCTJkzdJkkmRMxlgJdvE7nY0HMIjRiDNt5mxrOFzk0Vs76FapWsx\nVvQrY1C99YGTb7vXRjaTjTm5r68Du5EAUBHErnOpZJpjevN5miO/3xoD0isrWhdfgNahMpkvm0tE\ngLpvDRnpIABckmRQpyrxFSYslcSXz7NaBQ6d9Xie3UYszzREljZPESsIv7tIZBFCYs+Qgc9SfjV5\noCWKuQNUy7KOAmDWoo9o3vooqMz3tjEPddSyrH+yLKvR//O4ZVmnLcu6Pe0AiRrU1rABb68HhCFB\nvrYdv/CyyQtP5+JrBKiGC0/cvSmXgXowbMDb7dJJI7sad0kV2YSJXXyFG1kEqNI+qJ0h09tuA64T\nwloXGD9uUcnkvbrazpFcfNMyqN1hnkEAuFabQ5f9PEaQ+NbrNIU884OSMahCrawOUA2G8K048MsI\nPQkwI4kvZ+qjcxuO4R0+z0JGmafMwZdPpdWi5/PoUcmLYp4akyRpmxn2l899DsFxOUAtZAv43OXP\nSetP2XcuFCjx8kLxLeLF227Tf+MdCVO44/ISyRf9zJsQhcMHrFEi2Y9z5y7EZZLnLshzBKTM5KjS\n2bkwfsso8U2BMpSGOZo2M1JANcM8ZS3Vgm6AXCY3WPwuLM8pMX6JPE+cAAFwz3veI+3XWvbLwAPA\nn7/nz6X9WhEEuO02gna7b0TGHUQlSdVtxgKS88kYVJPEV2GSBNelMl9+iAkBahgOzLRp8BLfBFXd\nf0tf5isaDw1erzZxaYdKQ0YB0vzmgYxBje098K1mZAwqJ/FV5Xk0X4uTsJkOPRGZjDJPvs0MkJyX\nYsDPtuPgz8CgiutFoM+g9qpJ6SzPTEquT56ZtO0hSB283hBqUDUMKkDrUJlRUrvXjs0lgyGwEs+z\n10gwvfzcSQiJAX4ZI23sg8rlKUp8ZSZelQpwaK/Gmd6wpi0FVAFUfprRSnyFZ7Io8e1GXViw4NjD\nislyGag7q8lJZYliEQwq38TgkvJdw9eu07xHFwUALwIQAMgAeD6A1wL4rGVZ/y7NAAkGtWHHgYoL\nWFln2C8RyUVlrZNkUI0AdYT+RlIGteXE88z2Yg6+7LvFJL7BobYGdRSJL5CSQW1nYzexmwljPVCB\nOPAT5b2AQeJryJMtrHvRcLaSAb+G79DfJAz7u3aBgIjizOR2Sy/xjcl72YsmBtXA9A6G6CPh4OIu\n3GxSOhuT+BrazKQCqNwKXgZQRZmO6OQbXNqDW0qWmYsS38Tr/XEuXKBlVzGiWCz4jSJaYNTfERi5\nBrXRgH/NzdKFdTFL661l9aeD9xTpA/GGG4QXxDwlTJrufLJrn5dIfu2LX4YX3P41g/cbJZL9uPvu\n18Zlkr/8GsQOEksi/tBOC6Rjry+CQZVJkQ3AbyZAOgUjPQ7gn2cNKpBcZI3NTE6ap+YgUjZaqJlM\nZZIEACdO0H6tf/zH0n6tP/KmHwFeBjzzPzyT7NfazzOXO4NGo29ElqIGdSyJ78aGUuJ7vHwcO60d\n7Pl7Sqb35so+nnySTpmeh4kBKvuag33la6+lD5coUjK9x8vHsdnYVEt8qy1s7uVj409d4puGQW1y\nDGo2eWEf8xrY2uZqZS0/yUxqGFRZngmfLl7mKwH86976EKBKgPT6OrAbVmJrsQJpJoGfoD7hASrL\nk58yRpH4AnEnX1E9MBiCVOPAL2pqmclW2EI+kx8AM8uSA+m0JkkM+LENKlEuPRgiMwTSQZAEqDIi\ni7G8wLBGusOpn4wSX57IMnjVsCFq2fXkPL9EsQiAyt9aujPDVmYlzXtkcQDgHgAvAeARQo6AgtX/\nEcBDoGD1Hsuy/o1pIJGZPKxZID5H2+dJ7KIDkhOOibo/POSGyOXolcm/QQSoaVx8OaZ3AFC5Oln2\n3UQGVXTxnTlADZyB5jMIQCWpYs0kx6CKDr6yPI0SXw4E2JadAFVi255SCWi2htSf7wMuaUkZ1LQS\n35i8V5XnGEwv32omuLSnrO30uz6CboBW2Iq17AHiQHpUia+sVlaZZ7EIHBwg2PfhloUeMxjKr3US\n32ZTYpAkfgmgr8vOD1ZIJgY1Vh7aXwkER5+nlPgCMALUF7wgobZOXrwjSmdFfCsZAoBBImmK7FA2\nPkqeczf1SSOdTXE+55JnGgaVy1N0nV0GBpXlyT/rZLWdcwGompORtbPoRt3YJuQ4QPq+06fx6p/7\nOdqvtdEYvV/rPz+GE7/3cfzjP55FFPWNyD76OE4/8BmagwQAiKAn1fnka1AlwC9jZ3BD5QY8tvOY\nmkEt7+LRRzkxhwFIjwz88nm66NndVeZ5Xckg8V31cWnfi49vkviOCvx4kyQZg1qkDCohJLHpMXhP\noYntXXs4BGmZAarAoBrzNLgNr3lrA5MkGfBbWwP2wnKcmYyaxjz5NjOyPEdpMwMIALWbZHpXVoCD\nqBLPM6xpJb68QRILcQoexSQpm8kin8kPCANxA34wBFbi5EvnUGvmVO/UYziB5SmSWVqJrwYnqPKs\nc0B6GSM1QLUs61csy+palhWO8eft5iNMJwghnyeE/DIh5LOEkE7/3wgh5FOg9awPgUqHf900Fv+D\nssbIQQCAEHpz5KIEQE2YD0lcfJUMKpBOW96JX3gJiW/TGuhqfB/wnDDBoPI7OJ1eB2EUaneVDw5S\nuPiOUINaLAKNZn87KwiG0lkZQO3fyPvBvhGgjiLxBZJ1qDzzExuif6Bg36fyF2F3ms9zp7WDo0W1\nxDfm4AtMLJ2N5cmYySsH2trOK40ruKZ4jdZ8yAhQo4heZ30FgckkKTZEoQCcOwd/9bi0v2iMQa0m\nGVSmknriCQVA5fMUfnMT05vJ0K/UbgOkUMA9ngffKSXO58bTG3jH298BfBL48P/1YWnrFpoOJ+vj\nwwRQx2zfMlVABSRBgHAQmSR17nmqHHlSSHx5t+GFMJMSppfPk9V18gYaM5dMpwDSIlshAr9UktQZ\n52lZViogbcrzzpMn8Yb/8B8QFYvj9Wt9xUtx6sU3wLY5I7KbPJz8vu+iOShqUHXAL4r6pTH89WmQ\n+AJU5vvI9iNqgFrcxiOPcB8fkUEVfxKpXJrJfDUMqhagrrdx6bA4HD/bpfVMfZXM1E2SJF+ikC3A\nsR00Og1lO5xjpRa2953hECmA30QMqiTP9cI69oK9wTkQ82TfuXUYDoeQSGdleYoMqphnjEE9POwb\nUEAu8XVXse9TqbJIFAD9NjM9AUiHNS3TK7K8LE8l02swSQLiRkniepENUcMQSAcB4AUHcQbVUIPK\n8hSBtFbiK2F6By9L8iyXgbpdTU5+SxSjMKhW/4895h8WPGLQParYVNHQvGekIISEAFh/hRssy3qx\n7v3iTlOlYqHmrAGdTp+Z7CYZ1MxoDKoRoMokviYGtW4NDhQEfemsCFA5NoHJe3W1nYeH6fugApIa\n1FBSg9oYHigIQIGfTOLLMagi48fnGYZ0UhzsMhlcfIEkOymtQWXAz/cRXD6A63RjjsiA4OI7qsR3\nCmZOCens5UNl385W2MJmYzMh742NA+pjoQWoEmZyJID6+OMIjtygN0k6lDOobKzHHxccfIFUwM+U\nJ9tQOHP+PDY7HXzmU5+J5cn6i37k2EeM/UWD4AyeekroL8q+gCbPdCZJ4rFmAFDTAOkRmcmZACqT\nFNngNjwXZjJFoatMOstfm6o85w2kxcWguAhS7RksnOkdg0G1LAuWbSOw7fH7tXZDNBqcEVknhNVH\nGnknj3YvbjplajMTBHT6jSkzrruOgpXdXaWZ083Vm/Ho9qNqia93BY8+yn3cAFBNUmRpmSlz8pWi\n17jEVyadXV/pod7OIgg4ZpLTEcsYabHuVrzEpSZJPIMqAdKMRVXWoJYDbO1nh0OQJEBN5ClhUMU8\nx2ZQu0kGFQDW3FZMJex161qA2ot6iU1yGYM6GMJxaF5s3Sh5UCUYVJnEt1uOqwPDutYDhjdIUuU5\nikkSEDdKkgHpahU4JHHJtBvsj2SmyvJkvzuTJA98S0wMqiDxleVZLgM16ysEoBJC3koIyYz5599z\nQ/F1p8fF40he2xzlC6WIT3P//1W6N579w7M4deoUTp06hQceeIBeu/mjA6mnl+0mpbPCIkjm4isy\nqLEhTAA1l6IPKtffaMBMympQ+3mKBklAclKMSXz7dXm6WtlUEl8OoPo+4Ea+lkE1SXxZjoMH9pgM\nqhSgstrOrZqxtnNkia8I/LpdutPYb8iWtbMghMR6Ixrz3GnALSbNh1j9paz+FMOPg5AUDGoKZlIL\nUB97DMH6cSVArXfquFi/iBsqYvHmcKzHHhuPQdUBKgCwSBM/9E2vwNkHH8S9vR4e+bMP4cG//MBY\n/UUvXjyLTkfoLwqkk/gumpmUHUjCpOnat8wlz2yW3jNdrqeuQYockQhhLxz0nlsY02tiJoXNvdQ1\nk7PIU8NIi4ugFEPMLs8ZSJEn6tfqeTi314obkdU7g4PYlo1cJhdrzTYy4wdQ+ceNN9LJW8Gg3rJ6\nCy7VLykZ1FvcTVy6JDCo/TzHMZ2S5smcfNNIfJ3k63bBxbXFBjY2+iA9iI8zNZMkTZsZYOjkK5PO\nAsCxahvbh7nhEL1G7CCyGumJa1BFBpWvQZWYJNH3tLC7Zw2H6NYTefJzPPvNeRMjcV5qNIQ8eZmv\nQeIrY/xWVoCDsBBnUNsHWiBd79QTDKpM4pvWJAmIGyXJgHSlAhxGAtPb2hupBlXMc2Qiqy/x5Wtl\npRJfq5Kc/PrxwAMPDPDPqVOnpO+ZdSTdSWYchJAdy7J2QJ18TwD474q33gbaiubReeUmxve+7nvx\nxpe+cfD3SgWo7R6JM5MpalD59i0yBjUGAkwS33wZ9R31zsjg40eHwM+zAnkNajgEqHz9KZBcrMUk\nvtks/cNvh4sANTsaQA0CwI2awNo18TyySRdfVZ4xeW/sIP0gJGaWAwxNbgZ59iRSZD7PbQI3Lwd+\nl7p078Xk4puQ+IpAmum2+rvBlmUNgPRKhu4SKE2SGNO704B3JFnbyeovLzcu47pS0n+MdT85PKRp\nxPY1CgWa/OBkTQGgnvhxJUDd2N/AiruSmFj5sR57bAwG1WCSBABrRwr4N3f9Ep78tZ+k/UU7Nl70\n0hfhzpNfDaAv6VtHPCT9RdfW1vHGNz4I36eyvne84y7cccerhnmKQFpg/HTSbobJwnBYKjp1horl\naWBQeVUHEGf95lLbaQ1VI4PVhoTx4+fmoBssRjprQMEyZtLEoE4dSKeR+GaXQOKbBvCnyJMfghB5\nnq+9++7B/7/qjjtirzEzsrfc+xZcql3C8cpxvP0/v31Y7+26uPuWCtC/9++441XA3W+Ugir2W5uA\ntPJc3nwzrX3QSHwByAGq5+G4fRmO0/+44DbMciSEDO6bsYD0hBJfuC6OFw7wxBMrCYMkPk8+xjJJ\nYgyqIk/m5KvK8+hKB1sb7nCIbm0qNajHeWonDYPqGxjUQht7B1ytrEQ6y+cpyntZniLTW+LfwtyG\nb7xRCVAv1enzU2WStN8pJgFq+TZlno1OI1GDKmN6YwzqNCS+vWKM6fX8PX0NajtZg8qfz1q81DYp\n8RXOZzaTRTaTHTD7st+9XAbq2yXAvwJZvPzlL8fLX/7ywd/f+ta3St83y1hUH9RPgsqFXyl70bKs\n46DgFQA+MeVjfxP3//KisX7IdhxquSND4JfpJGtQOeAXkShxI49cg5qCQRVrZQGg7VaHQBqBtgb1\nsH2YYFDFh3ZM4gvEwR8DfjoGtZcCoHabSYmvwKDqJL4xB19ADvxyuZg8t5QraSW+pZIA/LbrcF15\nzaQf+iCEYKe1g/VCHL0YJb4axg9IGhBpTZJaLQT7LbgVsShqCCJVDCrLdWODbpzElMzTZlDPn0dQ\nvUYJUFUtZvixlCZJJgZV4zpLh7AQhg6CRoNK+vwIuVw0Vn/RVkvSXxSQM5MGBpXfkJK1KZ068JPl\nOSWmd+ZA2nA+0wC/RTB+owIqyRDTydOALhNS5EWYJKVAwaPmGYZUheOMuH0/cr9WQd4qcyA11XZK\nMejNN9P/GgAqz9LxeWbaLdx4Yx9HdTp0x7K/AyZrLyQDfvxPIs2Tl/jKGNTyddisq1184bq4zqNu\nw6JBEqAGfiP1QV1dpYuUMFReuEeLR7Hd3Jaa+gDA0ZUuthvesNVOuzFyDar4u4/MoBZSMKilAHu1\nzHAIAzOpqu1USnyBeKsZRQ2qySTpsO2CtIbSWRH4iXO8SuLLX58zkfh240yv29gZuQaV/91j9aeA\nEScAcaMkGYNaLgM1Uk7On0sUiwKof9L/73dZlvUvJK//O1AAuwkKZqcSlmU5ANg2wCYh5J9175dS\n95m1IfCz2loGlbmc8TII8SaOufgC8QtPkHoCEvvonqL4Obcel87KalA1El8Zg6oEqArgJzKo/PlM\nANR6CI+IM2+cQd0L9BLfmIMvkASoMuA3isTX9xHsNqWmPkwCc9g+RCFbQC4TB4e5HP05u12FxNeQ\nZyFbiAFpWfsWXuLr77fhruQhBmPldADV84CnnhKYfXYQDfBjY/N1VEqAWiwChCAoH5EuWIvZIgiI\nFqD2h5AzqCny5ENWg3r+iUsDSd9Xfd+PwG9sD16fuL8oO8gEtZ0phphOiCskWW0nl2c36iIiEbJ2\nVprjTPMc4XyKmxJzkyL3evFGfLLazq46zxTloZPHnGo7Z5anBqzIajvFfQ0Ftpt/nll9nrJzSW66\nCffYNkgmqfQBAPvQBh4A3vWOdyn7td50E8GFC/eASMyWxDzHZlA3N5Unm4GKK40ragY1vzsEqMJB\nXMdFp9eJPYtaYUsL/BISX9um7OTOjhJIHytQia8KSB9b72GrWRx8TaulN0nqRT20u23tBsqoNajF\nbBFhL0TQDdQMainEbm1YKzsTgDqCxFfGoGazQN7poVmPhkP4eyPnyf/uYUjXZIM53vPoPzLXesnE\nykt8Ze1bKhXgMBwyEkFA4DW2kwzqCDWoqYgsIU8eK8iY3koFqEfF5Ly0RLEQgEoI+RBoLWgGwF9Y\nlvVSALAsK9fvUfozoPLeXyGEdMXPW5YV9f/8iuS1L1qW9XrLsm7h/s22LOtbAfw1gG/tj/3Lpjxl\nP2jNWYtLZ2Uuvv3FhejgC6RkUPlCcs+LAb+EfbSi+LmeXRswk17USEh8+RtEJvHlb45Oh96vsfmZ\nB6iSXSaZSZK2BnWnATcXJcyHYi6+GokvIRKJL0OX7CElyVM0SRLzFGs7/T0fbjF52zDZqEzeC8TZ\nLqnEV9MPE6BAOjWDeuUKArsAt6SQ+IZ+agY18YIG+Dm2A8d2YrvrWgYVQFBYVzKoAKQ9UPmxVlYE\n6Qt7QQQq3OSdpga1UAC+64d+fNBf9HlffQIv+85vGbw+cX9RVZ4pmF4xz7kA1BEYVJYjY4pdd9BN\nahAzYXoNGkhTzeRcmEleiswfRDif4+Q5d4lvilrZZZD4SmtQNUB66jmyg4gnQ2BQxUWrqbZTleeZ\nrS1sRlGiVytAzd1+7O4fA14GPHr7o8p+rcAZXLiwifs/8NHZAVQNg2pZFo6Xj+OJ/SfUADW7M1Qy\nC+jSsqzp1PQyma+GQd1qbimZyaNHCLb94vDjTT1AZTnyhpWT1qBaloU1bw17/p4yz7VKiL16DmFI\nl0tZXy9FbnQaCQZeBlDHrUGVtUUBgBWvjYNDrla2tWtuM6MxSWIgenC6LSsun1UwqEziK8uzWgVq\nneFBfB/UWDM3JC0SZk6GdjipJL5CnryTrxIndCWT9BLFohhUAPgBAE8BuBnA31mWVQN17H0nKHv6\nO4SQ92o+TxT/fgLAewA8aVmWb1nWFmhP1QcBfAuAEMCbCCH3mRKUSnztlSGDSpIAlb9B0lhHa3dG\nJKvNUq6klfgC9IarZ1fj0lmJxDctg3p4SG+6GHYcaF/VeaaSzg6YyRbtKysEn+eev4dVLy7xdRy6\n0RmGEolvNktfZN2OFdLZRJsZVfsW30dw4MMrJbVfDExsN5MOvoP39MFEQuKblkHVML2xGtSnnkJQ\nPqoEfmkkvkoGVcxTeMiIMt+kdJbLE0DgrWoBqknim5D3shc0gH8kKbJ8CAAT9hcF0gE/bsFKCKF1\nk5l82iGmEymYSbG2M2Y4JWmOvixAWsdQzS1PmSSV+91NTJpkiMkjxclIUyvLP+u6XUocZ5P7ZpPl\naZDOjgOoZgJQ+YNIesTIGNRRANV9p0/j1SdO4Oxf/AXuBRK9WgFq7vbU1z+l7tf63x/CibPP4gtf\nOItu917c/aufxYmd8tDYTZLnWOfTIPEFqMz3yb0nlbWy1zlbePJJDvgZgLTMxVcr8QWGRkkqBrU4\nZFClzOS6hcOOh3qdkyJzqM2x6VqiG3UHOZqAn5FBleS5XljHbmtX6Ta8Xu1ht5EfMr3NOP0pPoua\nnWQNqkyKnJD47tM2MrKJddVbxX5AX5cxfgCwWuxg/9BGr0fnk1wjzqCKKpl6O2mSxE9tMYMkFrxR\nkmRireQrMYmvjMg6bA8P4vuAV4lPejKvGh1WmIbEV1aDWusWrgJUWRBCLgJ4EYB3APgSKJtaA605\n/UFCyF1jDn0SwB8CeBjAIYAqgADAFwD8FoCvJ4T8xzQDiT9otTq0ZfZ9UGtzmflQfxGku+gYqad1\n8ZXcHGKbGWXxc2YVCAI6RLculfgOalCDZA0qW0R0uxJ5LxBnUBUAtRGqTZLYZNZzaTF5sNeSLgT5\niVHm4svG8n2JxFeWpyh/yRXN/Vp5KfJhB245ucJiE6PMwVfMMyHxTSNFTtEOZ8BMPvUUgtKR2QBU\nQ62sDKDKgB/xPNzjOPAtT5rn1sUt4AHgvfe+NylD64fnETSbY/QXlZgkyVgqw1edPEaUIodRCMd2\nkLEzsSEWDlANtZ2qIeZi5qSRIou733OrlRVXnBLgpwP8Mkw29d/dcehDindFTiPxNbRFEQRBk0ea\nml5Zv1aNK/LMGFTxZAg9YmTAbxSm986TJ/GGU6cQESLt1Qqk6Nf6A/8zTh134Dhcv9brMjh58k5l\nnmO1mbn2WuDKlYRpIR/Hy8excbAhBX5wXRy3r2BjQy7xleU5sosvYGZQC/o2M5lCHqvZJi5ckDOo\nLE82L4kGSSxPfl4alUEFYGZQVyLstdzhxwV9rmM7ICADID1yf1FgdImvJM+VYoiDhjOY76xmI0Yt\n5jP5gYkXy1PHTDYaEgUWb5QkeQCkMkkK8kAQDKbPbDV5bfpdf5CnqgY1tcRXhRX6ZJaM6a1UgHoo\nmT+XKBbJoIIQ0iCEvIUQcoIQUiSEHCGEvJIQktSmxD9n99vXvE3y2u8TQn6CEPJ1hJBrCSF5QsgK\nIeRFhJCfJYQ8ljY/KYPat2UOAlDX2REZVNumTD9jE0ZlUE0mSYMhMtUhgxqKKHh4gwB9ia8bfx0Y\nTjipAKpwc0hrULkb2bb7YCXbz/MggKep7QSA/SAp8QWGN3JC4gvEwd+kTG+rhaDWgVtNmg/xEl8d\nQK3V6M8bY3qnAPxiUuSnnkJQWFMCfgZQryldo8wzFUCV0IpinrJa2VYLOPPII9js9fD4F88l8tx4\negPf87PfA7wMeOT2R5IytH5sbZ3B+fOK/qIG4Mc/xIAlks4KC2sd48eG0BgBzyZPQw2q7KE9FyBt\nkM66jougZwZ+/H7HTKTIpvMp/O4Lkc6ymgRd7bFM4qsxc5oJ8EtxMhKM9KIkvoaDyKTIozCozIAt\nODyU9moFUvZrDbtDY7daB1YuF5ecjgikpeRjPk/XJJodi+Ol4+hGXbXEFxfR7colvmKeEYnQ7ra1\nGz3SPHkGVXJRHCsew3ZzOyHH5g9yLLePZ55Jx/SmZVBjQxhqUAHaambX31XWoK6vEez6BaUU2bIs\nqb+KKs8okpzPESW+sjxXSj0cNJzhx2MOR0DGzsCxHYQRrSE1SXyFj9PgjZIUEl++zYwUJwRZEJ8S\nRG4uSuAEx3ZgW/YA8MvazPB5SnFCrTZ8WCmwAg+k3YwEJ4T5qwzqczWkNaj9Bry+D9rTSlaDGg4Z\nVBnwS70zIrvo8mUt48eGaNh94NeK4IbJbSI+z4N2UuLL58kkvrEYtQZVciOXSkDDWaHn86CtrO30\nQx+9qEfPZ159PhMSX8AIUGUSXynwYxLfegh3JbliHUh8W9vSGlT0h7h4keYYa64uY1AlTG9CiixI\nZwcM6jPPaKWzV5pXkHfy8gf/cIiZMKhf+vzf4k9+5w9x9oMfxL2EYOPBz+AP3vV/JmRouh6jrL/o\n5z9/FmGo6C+qyZP1HGQP227UBQEZyK1SDDGdkAEVAUiLC2sTMzmz2k4NupS5pC4kzzSAXwOk+XIB\nxRDTCRW1yF6WMKg6ACAxUZ9eniYpMv+7pzAfmvq5zOfluwojMr0zz1NE6ykZv1FrUHW9WoEU5m6u\ni3PN7tDY7RdvwrmeXp44Vm0nQGW+Gjeq68q0DZrSxTeirK/MxVfMk4FoU22ntgZV1maGq0FVSZGP\nOvs4f14u8QXiJRIqBlUr8S33e252OkogzRhUFZBeWwP2gsLw4wn6MwmkdSZJ7NqMrXNYmxn+DVyw\n2s6IRGoGtdLDfjPX/ziR/i78hpSJ6ZV8zbjEV/IAMJkkZbNAzonQbBD68VxPgoLj82e9k2wzI+KE\n2BBMfcGYLkWeRolvsNwAde59UJ9LIdsZoQ14d/rMZAOo3JD4TIxBzcUvOmD4rApDOqfEriuDxLeY\nLSLoBuhF8FwTKAAAIABJREFUPWTsjPRGLpeB+pXKAPh5+UiYKcwSX5ZnagbVAFBVtbINxvTWOnCL\nycuRMagHwQEq+UpM3ijmKZX4mgBqrjjovSXLM+Hi27ThriQnzrQS3/PnBXkvQGc0QoYNLWXAz0nJ\noBYKQKeDIF/FEQVA7fQ6g1YDsugPMROA+q3f8c3YP7gG0eMZWAC63Qz+p3/1Ktx58hsG7zH1GGX9\nRX/u5x7EwYGkv2gK+pPvDSaa+qQcYvIoFIZ99iQHEU2SZPfQ0pgkaWoRUwwxmzxlgD8lkGZ+FnNj\nUDU1vX7Xj+1+i1gnCBIm6tMJAyJaCvOhTIbuLITh0Cq914sZkozqNrw0DOqINaiAvlcrkLJfazEY\n9mt9ya3AZ45p80zTDifxXAaoURLfc1J8uUxZXRVAXe9eQTarZ1DZvCTKe/tD4MqVeJ4Jie+xY8A/\n/EO/4DGpnDpaOEprULvyGlS4Lo5m9uIMqobplTGostrO2BCWNZT56hjU1i780JeW9qwfsbDbKSkl\nvmKeJhdfKfAztJnJ2BmUciXU2jUlg7paJTi43AeoeUJ/fHFt258/q6gazYeUDCpfgyoyqJzEV/YM\nAYBqsYtaw0bXB1ynlyCygOEanJkZmWpQWfeoQTCswBC3Rm0py7NSAert7FJLfK8CVE3I7KNrUWnI\noIYi/RmXZx22ky6+wPB6YuxpwnxIw6BaloViltZNVt2qWuKLPpA+CORST8EkScVMBsGMAapdGTCT\nnqy2s7/4Vcl7WZ6pJL6Sm1hkUEWmd2AE7Hqw6jX4fhGVteQDk5f4vnD9hco8pQDVsoYHWllRAmmd\nFDnWZgZAkKtIF1nsmlbVn7I8gckBKms3wjOTxaKFTsdBcHCAn7/tNrS/bMf6iwKcDI1fD/AytL5s\nrVajMrQLF6Jkf1FDnqy+c81bUwKquTOoQRBbeSwt8JPVdqaQIs+8BnWM2k5ZnkEwVIzMRYosYVAT\nTK/GJGkm5xKQI2HhdxfPJz9HGz4+vWDnM5cbLnw1klRTH9S5AVQBXSY2JmYkmWbmbqnyTMn0jsWg\nHj9OpTqKMAFUu+0PSViTdFbogSrLU8mgPvNM3zlIXoKUy+S07XCOWRfw2DP9qd0EUBUMKsN1LM8E\nkDYA1EENqqJf69rRDPZ4gLqXRJj888jUvkUKUA0SX2Ao8/VDX0qarFQJDoJ+rWy+JzlI/HyqTJJ4\n4JcYQpT4SpjegUlS10/8XgBQLfVw2MjA9gEvG0oBKpvnCSG0X6sESCuVlsBQ5nv0qFJtqauVLZeB\nepBdagb1qsRXE1Jtea+AQQ1qJ3nV8IsL2a4IMLyRlRedBqACyf5GUoBKSkNmspCcWMU2M7LJgK9B\n1Up8U9agagFqo6s2H+r61MHXFfW7/ffoJL4GIC0zSRJlf44DBNkysLmJIFuGV0qyuDGJb1Et8b1w\nQWgxM0iEazWjkCIz4Ddwc3XyyY8zd1ynJF1Y25aNfCavBajsIX2NWKIqtsMxAFRW8yMyk/u7/kCG\nduQbvgX1nYuxMdL0GNX2F03LoPavf9nkPTdmUnM+XcdFu9dGL+oN8lwKIC0yfo7efCjFELPLUyPx\nleXJgz9CFnc++VpZcfebN7CTfHx6IdO+itJuzfk0fHy6eYraQi6kJknzrpXNZofsLiCVYqYBfvz5\n1Bjgjh8ppMj8+Ry7thMAufZa3LO/nzS560d3rws8ANz1S3cp+7Veey3BZz5j7tcq9kBV5Sk1SRrQ\nn/I4WjiKZw6fUdagHsX2RAyqUeIL0DrU7W2qJJCYTq0X9DWoa8cc7HaryhrURJ4GMydpjjxAVUys\nDKCqXHxXVoGDwKUfd8zS2UanIa3t5CW+iSEmlPgCQKVEcNjK0o9nOnIGtb8h1QpbyGVysY18lqey\nBpXlqVFb8hJf2bOuXAZqLecqQH2uhtSdq2/L7PugzYxFF19uF1QFUHkGNQH8DBJfIG4frXTxJdQd\n16+F8AqK2k6O6TXVoGoZ1DQ1qJLGy6US0EAfSLd68FaSEytbVKocfPk8U0l8JUBaV4PK8mxmKsD5\n8wjcqpqRHlfiC8RbuCgAFcszjELYlh2b0MT2Lb5dVC4GC9kCri3qASrzr0i8MAJAVUlSr7nx1kF/\n0er69fieH/6+2HvS9Bg19hc1OAelyXPu5kPCQURjirTmQ3PJUyOdXSqm15RnRp1nu01JOXvaT8kU\n0tlEmxnhd+cXWTMBVGKehKSr7Zy3dBaI/2iqmjSN6VQKcnPyEPvfyvLMmGt658L0irsKmvPJNk9s\ny1YOoQKoZ7a2sLmzo+zXevItJ4GXAZ95wWeU/VoJOYPPfW4T9z+8oQVUItjnhtDneewYhgWk8jhW\nPIbzh+fVDCq5oq1BTQP8WJ6sY15Cbby2Rg0uXFfK9JpcfN1qHlmE2N6escR3f186lwze4q5i399X\nS3zXbOx3+mZO2VAKUPkNlLElvjqTpDQS3wpBzc/Sj9sdLZCW1Z8C8ftImucIhqpKIquVAfGXV+J7\nFaBqQsqghvRh6LcIvPZ+0nzI0GYGGD5PZ8qg9opDZrIoqdvkgLTKxXcuNah9gOq3iNR8iC0q9/10\nEt+xTJL60lmZJHUwhFWiADVXkS6s85k8Or0OrjSujAdQTQxqrqgFVOzjxPNwD4BA0b5l4+kNBB8P\n8N9O/zdt+5ZMRtK+hdV4MepmTICahvGbqMdoCrqObzWThpmcCfsj0rSSg/B1qLJd0BRDTB4zqkFd\ntPmQbNOMX7zMVJJqkEynlSLPNE/+IJ0OlZJkuBZHMhffebdvAYwMahogrSHeZ5NnSgbV5I479Txz\nOcrCRdHwIAZmMg3w4/Mc9Gv9q7/Cvb2esl/rxos21EZ5f/IhnNit4MtfPotO517c/VAVJ371T2P9\nWmPmQ2FS4iur7ZRKfBNGIcJbikfR6XXUNai9y8Mh0jCoGoAqZSYByqBevKjM0+TiC9fFun1Ah3Aj\neg0ID5IYQA3HAKiMQQ1DuuvnJCsMBxJfhRR5ZT2Dg06R3qOZcDYSX8agKiQ0fB/UoCdneisV4DDI\n07nZCrQ1qCalJWCQ+ALSh0BC4iv87vk8YFtAu9VLHHtZ4ipA1UQuE9+mqlSAWpte3UErgmsle3iJ\nJkmq9i2pJL6K1SZjUCMSIeyFyGfyySF69Or2Gz25dJZzx210GtobJJXEVzKZdXoddKPuwEpbBH6l\nEtDoM72BD7irEoDKMag6ie/2NlVRJdQtKUySGDMpk6QOhrBKwLPPIsiWpQDAsix4WQ8X6xe1Lr7P\nPquQ+PIMqgKoMCCtAn7NJnDm05/GJoBnLx8k8tx4egOvvOuV8L/Rx8aLN5TtW5566gwODyXtWywr\njohkANUZMr0LYyZTMr0M+C2r+RAQB39Lw0yK0llZDaqG6SWEspOK9ofTzXNEIC0ykzORpMqQmyid\nNZg5zSVPA00rdfHlFkFiK9WlAaiLqEGV5Wmo7TS1mZkZ05vPD91BDUBaBnhMeQ76tTrO+P1aX/+/\n4RS2USr1+7V2Lbz1h16h7NeqMkkySnxXVuiFrGNQC9RESsmgdgW3YZmZU/8+anbkEl+tdBagDOqz\nzyovXBODCtfFmrVPh3C69CDCOijRZkYjRW40JHmWy/QkNxrKPPkaVGmbmfUMDroMoGqYSa5WdmSJ\nLzNJkmzKAZTU6PQ6CHuhmkFdsXAY5OncDDlAZXmalJaAQeLb7dINJQHwV/IVbR9UACiXIirzXdK4\nClA1IQIVClCpEYNfD+HJXMWFNjMTM6gyiW+fQWV1iGKetL+R15fORvAqSYDKywvKuXJMojN4j5tS\n4ivJ07KsQY9R2UJwMETUb9/StuCuJWdeBnR3/V0tg3rpksIpcAQGVZVnsQg0UaTuuBl5bSdAF8C9\nqCfdlGB5djoaBjVlOxxZnh/8o9NotyP8zenfx70Atr78DN76+p8Yq33LJz5xFr2epH0LEAd/M2RQ\nJ4oRTJIAOQCYW23nCHkuFKBqzIeydhYRiQYbUaY2M+023UyaunR2DImvDkjP5FwCRqZXZCZVec6F\n6Z0A+KUYYvp5jlnbOXNmcsQ8mc+ArrZzbudzCgyqtF9r3yhvrH6tuRysKEKt5tN+rR0bVj6+uTwV\nia9t0we2gUEFIAd+noejnYvsf+VtZhw90zsSg6oA0uuFvotvV90OZx07dIisnJnk589mJ9lmhp+T\nmk3JELZNF7yXLyvP56q7iv1gX8mgrl6Tw363Qq99O5BLfLk+5xNJfBUTq2VZA+ddFSNdXbVR6/TN\nnIivzVNmkCTmmWgzAwyxAstTxAFcKaCqprdS6RslLWlcBagjRD4PwLIQNLoIGj24haR0lp8UdS6+\nQUCBXwKglkp921i1Qwe78FSAigJUt89MRnArSXt0BqT3/X1p/SkwgsRXsYXPZL6q3bBSCWj0+kC6\nY8E7kpx5LctC3snjUv2SFqBevKgAqCOYJOkAaiPqmw/ZBTVAzXpYL6xLwT7LE9DUoE4A/H70dSfh\n5iO0uznavqWXxb9+7Y+Ntit98k6cOvUG2HZ/VzqI8Na33hXblU7kaajtlJkPzRz4jWGStNQMqobp\nXYhJknAQy7JiiyxVnjygmgvwS1EzqctzLjWTvR7dAc8OFwkm8yFgAUyv5F5fGimyAQXL2vbIpLOs\nomGmv3tKBpVtPou1nUZANY2YMUAFptCv1bJwzinhfb/7CmqUd+vncW6nERvDzaR38Y0ize9+7Jj2\ngjhWpAyqVDqbz+NY51n6ehqJr6EGdSoMqkLiuxbt0iEybaN0dqz+ogBdSG5uKics3iRJthZbOZrF\nQVSmzxDo8+z0OrBgJZSQRikyk/hqJgJmlKQEfqsZHHY8OueRpppB7aZjUOt1jcRXpbTkJL4qprdc\nsZYaoC4vt7ukUXFDek00e1I3V3ZzEELGY1AdhyLhZlN5g7DiZ5Vco1wG6p0clfj6ltR8yLEdZOwM\ntlvbWsZvXIkvMASohWxBzaD26ArbD7Nwj8hmNLpIv1i/iG+8/huVeT7xhKT+FKCz+cW+S6zCzIkx\nkyoZRKkENEnffMhSA9RCtiBt1zN4vf98VLr48gyq8GV4KbJs8rYsC/l8F41aFz9/220IH3PGbt/i\n+4r2LexLGID0rr+rzHMuANV1KU0X9fv/LjPTawKo2fQS3ygatoNcVJ6lXMkonZ1pzeSItbLXFK/R\n5jlzIM3meO4eMwEqYE5AWsxTU5PG8lwYkB5Fiiw8Nx2HThNsn8D3FZuIk4aBQfWyHoL6EPjpWHPg\nucugAlPo1wrg7koH+JffBlgW7ihZwGv+lTZPHfBj97pU1XH0qHYngJX0SJlJ28ZqtoFMRFAoWBP3\nQdUC1IsXgeuvl+ZYyBZgWRZ2/V0505vPYz3axt9fJPBua0sPkpD4as6nVOILDAGqRuL75P6Taonv\nNXkckL7bMOTMZEwdKGEmReCnZFA1ExYzSlJKfNcdXOhSMye319LWoPainrbEjhBFnkziq3hQ8RJf\nJZlVsaivDlsrLVksX0ZLHpUCbcAbtAjcUhLf25aNbCaLTq+j3RlR1qACcepesTNiZFD7UuSgbcFd\nlU8GnuPhcuOykUFNJfHVAFStxDfMA5cvI8gUpGZOAH1wX6xdHI9BHVHiK5u8i0WgGdF/D5BXLgo8\nx1MaJLE8gZQM6ojMJAA4mQAvu+c9eNfDD8O97hbsbcZrSydu3yLmqaiVHUhnFaY+Mwd+tk03eTSU\nXRpmcuYMqoymlfzufJ66djjtNs1RYuI4WRhqUIHk+VyIdNbgxMRvHgJqk6S5AmnJQURAJTufcwH8\no9agLoPEdwyTJDaE5qvOPU+ZFJPPEXhuM6hpwmiUx5+QCfPU5UiOHME9585J2+FsPL2B9777vcAn\ngdf/4uulpoO2l8faaoSP/OWvgURRYgdxaiZJGuAHUBZ1s74pZ1BtG2v2AR3CUjCTmXieOvMhqcQX\nSAVQdSZJlfUsGiihWe/BIy25FNkZSmfFHMU8lX1QDw+1EyvrhapqM1NdtXFIKgiaPXg9Gf05VMrU\n2rVEnSzL0/fpufS8RCnsECfoiCxNtw8AqFQs1LNrw5rzJYurAHXEqJYoQPV9Iq3tBIaLtTQMaoKZ\nBMwANTesQVUC1H4D3qCjBqiu42KzvqkEqOwGSeXiK7lBUgPUS5cQZNRtUTzHM0p8U9egShYFYRSi\nF/X0NahdykIHUV4r8R0boE6hVvaa61bwDd/2L2FZFjLZCn7sp18be33i9i3AxFJkJknl5XQzASsj\n5ilO3vzHmdp+3qY+QJz1M9V2zsUsB5CeT16WauqDOtM82cpD4sSUsTNwbAedHt2hCXp6KfJc8lT8\n5mJt51LkOSbwWyaASghJ9O2ca578TWBo3yKeS9Fgd1kZVJHpnQuQVvRBHdRMKmo7efMhVY5najVs\nPvFEoh0OMx184PgDwCuAP6v8mdR0EK4LN/cR/M2Dl3F/fk1rPmTq16plUHs97QWx7q2jR3pyBhXA\neraGXs+izKSiBlUn8eV/d6XEd3VVC1BXvX4NqoJBtTMWyqjjysU+QFUwqEE3kBokyfJU9kHVTKxM\n4qtS3VWqFg4za/DrXbih7CAckFa0mWF5SutPgaHEV0Nk8S6+SqyQXYs/35corgLUEaNSpK5XQWBJ\nazsBeoO0wpbyBknNoKp2RvoMqmpXpFwG6j4FqH7Hgbcun3m9LGVQVbJUz6MTovQmHpFBlU2KpRLQ\n6OSArS0EVkHNTGY9bDW3tC6+W1saia8G+FmWNegxqq1B7eZp+5ZeVjpnbTy9gY3/ZwN/9/6/M7Zv\nKRQkjcknbDOTYggAE7ZvASYGqMwcJwz1eU4cBsou0WZG0g+Tfc0wlJr5TSfHKZokzZWZlEl8UzLS\nc8lT0cRUzHMhzGQaBlWQIusYv5nmqavtNLSZYUMsEzMZdAPkMrmET8DcgbTBJEkG/GQGuzMHfoZa\n2XHazMwkT4kF7yjAT+bgO2iH8w//gHu73UQ7HJPpINA3HtyrYmfvIQTt38Ddne9MGA9OpQZ1fZ3+\n18CgAopaWQBrebpOUgFU0R137BrUS5fGZlABYMWu4dJFAq8nB37sfOokvjyDqpTOaiYCJvFVrW2r\nVaBmVxE0uvBC+UKf5WlSWkrrT/k8FQ8A1t2j3W0r8yyXgdpVgPqVE5UyQa3lwG/LazsBOgHstHZQ\nyBaQsSU9SDkGdSyJbwoGtRHQBrxB14ErMR8C0kl8t7boRJNYnI9ikqSp7Wy0swAh8BV9O1meBETL\noBIynkkSQNlJHdNbLAKf/cKT2ARw2OwmhmA7qVe+/gouveSSsn3LF75wBlEkad8CxNvMKICfrgY1\nxRDTiQkBKj/EzJhJWZ4y6WxKk6SZAwBGJ48pRTZtSkwlT4MUWWyHszDprIFW5EHVQhnpKdR2zoVB\nnQKQ5pX2CzFJ4n9zxabuQmp6NcBPtUCfC5DmT4YEBYv3UMGJv85ANCF0c4+QmAfY9CIFg5rWJEnG\noA7a4eRy0nY4JtNBoG88eISgVOgCsBAgnzAe5O8jWQ2qyPQqGVQgHUBVAL8BQCWyfjvD89mLeuj0\nOto5aZIaVNZmRrZ2AICVTB2bm32AqpD4+qEvBdEsTy2QZj4wu7vKPCs52gtVxfRWKsAhVuA3evA6\nB/Ia1Gx6paWRyJI8ACzLGnT8UJ3PSgWoZ1bjO0pLFFcB6ohRqRAcBjkEHRvuivwGch0XW80t6UUH\nDG9kqYsvkK4GVQNQHQfIOgR+iyDoOXCPyPQB9AbZbKglvp5H55KEvBegN3C3S59AKgY1m0LiG9A6\n3oC4WuksAC1ABcarQQWgbYdz3+nT+Iv3/Ra+/Nf/gHsBtOohfuI7XjZW+5b/+l/PghBF+xYTg5ot\natuiiEMsi3RWB1DDkG58SPp1Tx48cpPJKFMwkzM/l7ZNV26MElEB1JQmSXMBqIpdBZ6ZXKjE13Ay\n+MVgGtfZmZ9PCcrIZXLoRl30ItpAfWmYyWUF0uLJkEk9OZm8CvhphphOjMigyha+hiGWIk82rXU6\nw3M59bp4Pk9CUkmRdcykjEEdtMNpNKTtcEytcAZj5HII2m3c9lWvxwHJJowHp8KgFotUMWKQ+Gbt\nrJQ0AYB1tw9QIznwY3myOlmxvWGqGlQm8VVMBKvuKvb9fWVtJwCsZurYvGLDDWX0J8egtutGia+U\nQQUoBXr5sjLPqlvVSnyrVeAQlb7EV1boGmdQx1ZaaiS+ACWzBkyvSm1pV68yqF8pUalYqPk5Kp1d\nlV8UnuPhSuOKEqCOtDOiKX5WNl0GUC5GqDdt+FEe3jE5QHUdF5uNTaXE13XpPSqtk7WsYUucSUyS\nAjpZBiSnZVDzmbxywmKnyCjxVayQmEOuDPjdefIkvv27vw2dkO6ihsTFT73lF8dq3xJFhvYtmjwL\n2YKxBpUNQQhdHMyFmZwAoM4MALCDaMAKbz6kMnOaOfCTHchkkiSplZ2rJLXTkTYxXTogrTgZJiA9\nF+msgVa0LCshS10IM2mS+HI1aarazmWT+KoY1LkzkyYGNZT3qzSQsNMJ/iZQAD92D8kkvvwQM5Mh\ns4MEAd3pZKhYyHMAULvJPPN5Op1FkTpPXTucNKaDAHCO5PC+f/98PPwHP4L3Pf+zCeNBsQ/qqFJk\nAHQ9trZmZFBVaygAWCvQg6iYSb6202Q+ZGwzo2FQ94N95doBAFayTWxuZah0VpNnvaM3SWK/u/R8\nVqvAlStqiW8+hcSXlBEctuHlelKHXPbM1NWg+r4GRKeQIlfylUE5oEptWbNXlhagXm0zM2JUqhZq\nHRdBNwN3TT7zuo6LK001QE1dgzomgwoA5RJQb2UQkDzcY2ozpyf3nzQyqDfdJH15KJ9NYZKk7IPa\nojdu0Mtqa1BV7CnLExifQWUGRLI8LcuC5/YQtDP4ua+9Dd0v5cdu39Jsatq3GBhU13HR6XWMZk6t\n1rD8bia71lMGqDNZCI6Rp2zXmnWqmSlAZU+h1VV1beeyAT+ZdHbEGtRlkPiq8rx8WTvEdPI00Mns\nfBZzxVSMNCtBm2qItKJM4sv95ktR2+n7iYfqOMBvKZhJg8R3bgzqiDWo/BBzAagKhyN+A0Um8bWs\n4TyvMknStcNJ0woHAO7+qirwzV8HtFq446Z1QDAedB0XQc/MoBJC85SucwA6CegY1MK6ktAAgPVi\nH6B261LUxubORqeRANFAfPrVSnwbDWWerE2ZbC4ZDJFrobGbgdc51LaZ0XnAMHfcQkHRXaVSoQBV\n8QCo5Cs4f3heK509jMrwD6/A9eQLsbQ1qOPiBMCMFcploG6Vr0p8v1KiupbBfruAMMogv67o25lN\nz6BqXXwVixfGoOpkEOUKUNvvIYALt6wAqFlzDerlywqJLzAEqKYaVMVNzABqBAvtXlbJ+HnOFAGq\nZGJkDKrMLAcAmvsXcfSl34lf++zDcBzg0lMjNhVHyvYtKcycWmHLyKDOnPF7LjCoo5okOeL5Hj7I\nZp5nq0WRsOA6K+apAiozlyLztbKK1XuiBnURbWZS0J8Jia+m1+SiGFSWZ4xB1bRvWVRtZz6TR6fX\nQUSixTKTz0XgJ6E/xVpZGfDjb8V2+//nAJWdDMVBTCZJYp5SQGWIVKaDPJA29BeVMaisDCYMNRJf\nAGR1Ffc89JCyHc79v3M/Dj56oDRxXC2FAAj+6LMfAVHk6Xd9NDvJFjPAsLMbA9JKBhVQXriWZWHF\nXdEyvSt5On977QO5O2522GZGZpLELhslMwmYGVS3ih1/B47tSCXTxSLQiRzUD7rwCmqAmqYGNVUp\noCLPcq6Mw+AQYS8cmCbxUakAdZSXlkG9ClBHjMpqBtvhCvJ2CKuqYEgdF1utLa10NvXOiEziywqf\nu74UUAG0Ae9ut4IsQmX/Xc/x0Ol1UHXVLr6dTgqAmkbiK8mTftxC2y4g73SVjJ/neFj15A6+LE9A\nIfGdgknSq3/4e1FeuxHttgXPs/GaX/7l2OtTad+ShunlgbSqHc68AapEkmrq1zo3ia8BSOsYPzbE\nXACq7w/BqXATLIU7LlshdTpqBpUzc1qY+dAIzKQqT5E0XFieKcyc5lLbqUGXTIrc7raV5SZzMR8a\nQYq8cJMkXjqrMZ3SAWk2J0lMqqeX53MBoBrQ5dLlaQCohBBprWyKIQAAZ9ptbP7jPyrb4Xz6pk+j\n/W1tpYljruDAzf4VPvTEEdz/5UsQwyTx5R8T2jYzgPYGW3VXtUzvqtsHqMH+WFJkx6H7wQcHihyB\nIUBV1aDmq7jSuKJUMFoWUHF8bO06cAvyml82L9XaNSmQdhw6zt6eRuJbq2kfAJV8BdutbeSdfKJm\nGOhLfMlVgPoVE5X1LK501+HZbQW6TFeDWq/TNal0Ukzj4ts2SHwrNrZxFK4tVvEPg31W1wcVULC8\nQDqAGurdcRsNoOWuwrLayp2/s390Fl/68y8pd/5clwC4B6urmvYtzNxFkafKJIl9TRPwm3r7FskE\nzjOosgmcfdVFA7+lYVA1eZpMkvgh5gJQdcBv0RLfNHlmzdJZnvGbOaDSnE9dbefcmF4DGmJgpRf1\n0I26yGVyiSHmUtuZhpHu+ko1z9xqelNKkdOaJC28VtYgRZ4LoFIoJky1nWKeMyvjMEh8RWZSl6eu\nD+pU89QA1KAbKE2MdEMM2uE8/jjubbfHb4fz0CV0e59Cs/ce3P2htrIdjgr48Xlqa1DZGxWx4q4o\n17UAsOJRU0E3kDOo7H6vd+QmSUwdtbOjYVArFSof1NR2Xm5c1jK9lWwLlw9deCU5QB3k2ZbXoAI0\nz60tBdRwXWpUWq9rGdSt5pbaq6YM1KPiVYnvV0pU1h1ciY7AhRqgpnHx3dqiF4eUNSyXh9JZRW0n\ns45W3SClsoXtzHXwMmqAyi5ancQXSMmgjlGD6jh0F/jD1irssK7c+Tt36znsvnRXufP3qU+dAbCJ\nj39c0r4lk6HmCUGgZVAXzkyOWCtrkvjOpbZTYeZkchueq0lSt0v/LlgFi21mZNfnXBhUw0FMTC8D\nVJq5vezqAAAgAElEQVT9l+nEhEB6GYAKEGep0rjOztx0ygD42bkUd7/nAvjFkyE5CFu0qkw4Ugwx\n/TyfC1Jkk0mSIc+Z5cgfpNOh86Ywd44CpGdm5MQOwpyYUjCoOmZyXIlv6jxTAFSZvDfNEIN2OKXS\nZO1w/sU1OFL2AVgIura0HQ7v4jvGVzVKfAGYJb5Fuqb1/D1lmxmdSRI7PGuhKI0UEt8rzStaprea\nC3ClWYZXVjCozpBB1ZFZSoBqWRQrbG0pJ9ZyngJUFeCvVIB6j3NaXLK4ClBHjMpKBldwDTzS1DOo\nGpMkz6PXvuLjRgbVdVz0oh5q7ZqaQS0D2861cJ2u8ruwSWBigGqqQVUsXu47fRpRuIe/Cco4Bn/k\nnT/WvuW3fussgHvx5jdL2rcARoRZzOmB39wAqqGhZTFX1NagLgODmsbMiQ0xswUrEKc/FTWTozCo\nM1sM8sBPlqcg8RUfiMxQl3V7mnmeqhpUMc9FMJN8gZ4G+C1cMp2WQe36WqAyc8Yvhe6VLbIWKvE1\nnE/LspDP5LVS5GWslV04g6qgP0ep6Z1bngoGdWnchpkrj6q2M/SlBklphhi0w6nXJ2uHk82h2Q5x\nW+H7cdDqJYwc2aaZjkH1PMMmeRqJr2eQ+BZDOoQTSnvU8UyvTDoLpGBQq1Uqn9VIfHXrb/qeALVu\nAW5Z3B0Y5tnsNKkZnuZ3VwJUgL6gAaiVfEULUMvlqwD1KyoqFWALx+D2WloG1STx1V50pZIWoLIG\nvDutHT1Ata+B6/SU34V9VlcrC0wo8dXUdt558iRW1/JoFm6Ei2DknT/WvqXX07RvAYYIU9Vmps+g\nqoC04ePTCYNJEtBvNaNheudqkqRgJi3LGoCAoLcEbWbGZCZTDDGdYChYU4uoM0lKMcR0gi9+U2ya\n6ZjJudSg8g0YNRsTrN5rYW7DPFAx5KmS88/NzCklI71QIJ0CXbLFtd/VA+mQrn3FjiWzydPQZkYH\n/ObCoKY0H9KZOS3SxTcm8ZW4+KYYYvp5zoBBBabUDicgeN+PZvHw157H+95ya8LIkXfH1Ul8d3c1\n7rieR28uHYOaNzCoJbr20EpnQ1/ZB5Xlub1tkPiyfGUv99f2Womv22d6K2qT0u3WNkq5krQ+lB2e\nqS2lUS7TL6KR+G63ttVmqmWgFnIPkyWLq21mRoxqFQiRg4eWErl5WQ9hFGolvmGoAX6GPqjA8MK7\n9cityiHOW8fg5dUA1XM8FLIFZDOKG2gUie8YAJW2cOmiVq9i14V658/QvuXgQNO+BRgWu2qYyT1/\nTyn15D8+s0WBWCsrsTQuZvsMqgL4zZVB1RwkjdvwXPLUOGHHpMgK4Dc3ptdQ26mTzqYYYj55Oh4u\ndS8p8xSBn3LumzQYItJIUv3QRxiFsC0bju0kPj5zSWoKtD4AfgqZvAj8Fsn06hjUuUmmR8lzUdJZ\nPk8JO+nYDggIulGXMpOaPGda22lAl3y9+dIwvWkkvjNw8U0V7Hw2m8ANNyRf7p9PHYPKDyHLcyrt\ncF72Qprfp5q44395BXDiROx1npnUMX47O5pzaVkg1Sre+eEP4xdf85rEWm3j6Q089P6HcLl+GT/6\n2R/F238+medKJQJA8BthC/+JkGT5Q/98WpY1mcSXfSFJsLW9lkH1KEB1q/L2FCYiix3+2WcNastJ\nJb6d/FUG9SslBhsrlhxEAMPaThUzyR4s40p8AfOFVy4DW+Qo3JzEOIjlkfWU8l4+z6nUoCokGzYa\nuOmHfgrPf/GtY+38Gdu3sDw11OI0TJImDkZ/srqfTHJ3sJAtUEmIprZzLkzvcwGgpgB+zxmTJAPT\nO3eAqpL4jtBmZi6Sac351DGTyyDxjTF+i3KdTSPxXYY8RbSukXuqGFR+X2Mu5kOSm8CyrKFk2tBm\nZi55TsCgzhWgGhjUsBciIhGydnIj/iuFQTXFyO1wNO64qjYzbIjdXQ3wA3DGcbD5iU8oPUe+9IIv\nYf+b95WeIxSgnsEfNL8F99+f9B2ZisTXwKBmM1l4jqeVIlcKfaZ3Vf4Q8RwP+8G+FqB6HrC/n0Li\nq2F6dSZJrgt0SQadhtqrZpFxFaCOGOxC0dV2skWkjkHlx0pEGoDaZ1C1Et9oHVvNXaU77gd++wM4\n+Ii6Lxa95gne//57pGPEpMgSsG6qQQWAr3rh9Vi77uvguhZedccdsRYuU2nfAtAZ/eCAak4kNQsm\nk6S5MGmuS8Fps6k8yFLVoC47QDUcRDRJWpjEN40UeRny5GtQDUBatoGSy1FVeK83B0ZaQ4UNAJVi\nk0ckN2cCqPJ5eq9HkV4y3QfSJgZ1pkB6FBdfgzvuXCTTKRhUk6nPzKWzQaDsEcPyNLWZmbk7rqYw\nM2tnEfZC9KLe4ms7UwBpxp7KZJRzYVDTAlRDDeokAHWkPBUWvGldfHd25AB14Da8v497/dE9RwDq\nO/LK//tDAM6iEZ3G3XcnfUd4d1xdntvbKRhUzU1WdataiW+12Aeoawpw2J/XVTJklidgwArb23qc\n0FTjBMsCyvkO6jU1kbXIuApQR4x8HshaIbys2XxIV4MKGC663d2hA4rsLXl64em05ZfCFUT1K8qd\nqn+65Z/Q+taWcqeKXvNn8MEPbkp3qlAq0TwVD1uTxJcNsbOjXmBN3L4FoDP67q4W+OkAaiZDf/f9\n/RkurC2LPmT39tTAz1miGtRlB6gG+pM5e+rMnObGoGoOkpbpXbjEt1933I26ICAJ6axlzSnPlLWy\nOuDH13bOJE/LohNKu/3cMh9SnE8d4GdD9Hp0g2LmtZ0GY5+FSmdT0LR8Te9C3XE1wG/Q/7bXXg4G\nVYEu2T2kyhFYQK3sghjUkfJsNLTns9FpKPP0PLXEd+A27HkTuQ2/9bu+HiWrDpXvCJ+nCvx5nqEG\n1SDxBahCUivxLdHyOndVPqGYcALLEzDUoLbbWqVlu9fW5llxrwLUr5iwLKCSacLNRcr3TIVBNaCh\ncq6M/WBf6Y777jffhUa0ghdHrbF3qr7hG14N4CyazXulO1UmdMmASitsjQ1QpxImgGpo35JiiPnk\nuQxuw1MGqDNbDBpoRWbmxLfyGHGI6YRJOuvo3XHZEHN1G1YxqBzwk7EVhq86/Tw151MnSZ27FFlj\nPrTQ/qKjuPgazIfYxxVeIJNFGsn0iHnOJFKg4LRAei55GoC0Too815pehT7XsR1EJEKtXVMC1KWS\n+BoYVFYBNNNnUa1GlR0SRdzAbTjUS3xVDOrAbbjXm8ht2M7nYKGF28o/iIMDP+E7ws5nvVPXSnwn\nMUkC6PpeK/EtUYzgrit+UwNOYHny6YyaZxozp7LXxW/+/SNyleSC4ypAHSMqTgueBqCyi3ZsgMom\nMR1A7d94KnfcO37iB+jrY7jjAkOH3GJR45DL0KXi5sjYGbiOi31fDqT5IWYO/DQHKeaKRimyYYjp\nhIlBNQC/qxLf52CeJuksV9tpkqXOxczJ0GZGV28+N6aXrYwV51O3KTEXt2EgvoLXMZOL7C+a75tn\nEGJ28dWYD2kum+lECl12mjyXCvgZpMiLbDPD55mGkV4Ug8qY3j1/zyidnbnEV9NmJp/Jo91rG82H\n9vbouZzJJg87CEOXMjn0hBJfYEpuw/sB3mf9OR7+/qLUd8R1XDQ6DXR6HW3tpS7PVAyqa2BQq4CD\nEM6qgsU14ASA3n62rbmHGMLWSHwBOU5g0YsOcempnYTSchniKkAdIypZX7sgMO2M2DZVxSoBqm3T\nO0fzpGQXnuwGtCwLBY/KC76wkh+/L5ZlwbapQ65spyoNuizlSthp7Sh3cAwYdzphyLOUK2mlsymG\nmE4wBlVxMvhaWdn5nLvEV5EnD/xUeS7afAhIb5iz8BrUvnQWQEI6m2KI6URKBlUFovkh5tYOZ4ya\nSbE8dOagSsP4+V1fK/Gdea0sM2sLQ3Ntp8Z8aG7Aj+mIFeyPKc+ZA+kUJ2OpzqcGXbqOi1bYQrsr\nlw/OHaBq8tzz94wM6iIlvqxP766/q5X4at1xp5WnBrXlMjmEUYhauzY2QH3t3XfjVXfcAcsaz3ME\nAO7+vm/DHVENVqUi9R1xHRfdqGts3xKGeokvAXDPf/kvSg+Xxz/wOD76ex9VerhUyhEs/BqI4mQ4\ntgPbso01qOWyZlOCfQHFZMCILNlcwmqC23vP4H/veQml5TLEVYA6RlTzgfbhkFZbrm21UC4bJb6A\nemfk8MoTAIBv/+HvH3+nyuSQWyppC7QBCv50Zk4phpg80gC/vnRWteNmGGJ6eWoY1FFMkma6sDY4\nRi0FMzkikF6YFHlE6ewYQ0wvT2bwMgYzmWKI6eVpMnPSAGnLMpKb0wl2EE2trO58ipgsJ+8FP908\nNQBVJ0XWfHy6ObIfTMP+6Pq1LpvEdykYVA3wY8oo25KYPc0b+Gny3PV3Fyvx5aXICoTpZT3stna1\nDOru7hwAquYgjJHe9WeXZ2q3YUCJghngV4HoFEMAnoczloXND3xA6eFy4fYLuPiSi0oPl89e+ixC\n7OD+v/+iMk/P8Yw4QUlkAZxrq/xBpWuHw2qCc1YDDZQTSstliKsAVROqnZFyNsD9F+5DFCVlvhtP\nb+Ddv/5u2A/Y+PGf/XHp5wEgnyf48IcV7rgABag6BpXtjCiYyZ/8hdcBAAqFCXaqTA65pZKxVraU\nKxklvjM1HwImNklKMcR0olDQHqSQ1ZsksbV5qzXDPB2H/jk8VOfpUOCna4czN/MhDcrwsh6anSba\n3TbyTpJ1STHE9PJUnIxcJodu1EWj09ACv7ky0hrGTwVUACO5Ob08pwCk5+qKrJJMh+q2KGKOM5P9\nmSTTTjpX5LnJpU3MpKFf61xqJlNKfJcCSC87M8keeApE5DouBX4aZtIwxHTyNADUAfDTmA/NHKAy\nhyNNjxjP8bDT2tH2FzUMMXmwiURJf9LzmcYdVzbEfadP49W3346zloV7m82RPVxOn74PJ068Gu/9\n5LMA3o27f+OxpH8Ll6epBlULUA0SX8/xYFu2UmlpWRYyvQP83nW3JpSWyxBXAaomVDsjG61P4GKr\ngv/jTW+L/3t/Z+WT130S0csj5ecBIIrO4GMfU7jjAhMzqIbrdjruuKUSrU/SPClLuRIIiBagErJg\ngLpMJkk6BjWrZ1CZ2/DBwRyA9AS1snNp25NC91rIFnAQHCCbyUpZgGUwSWJmTvv+vhL4zdV8yFAr\nq6vjnqvEV1eLqDFJYkPMDQQsMzPJDpT2fC4K+LHWYfW68iAxkyRNv9ZFM6hsA0XVZoblOXO34QkB\nKp/nopnepQDSaQHqohlUA7p0HVcLUFMMMXmwC18DUL2spzRIAvQAdeA2XC6P5TbM/FsiAgAWgg6S\n/i0sDwNANTKoBomvZVko58rKZ/KFc+fwNd/1TfjuX3xbQmm5DHEVoOpC2Bn5t3eeRDl/K548PI8I\n78Fv/+aXUc7fin97J71w07rjnjjxahwenkWrpXDHBcwAVWOSBAwniJkClRQHYROZSjrLhpi5dDaF\nSZIJoM7FJMnEoBqAtGGI6eVpAKgsz3wmyUwuQ5sZgF6Te/7e8jCTmjxVjt0ph5g8ePpTIUnV9e2c\nW57PJcm0QYoc9NTMJOsrq2mbPJ1IAVAXLp0F6OD7+1oGVVfTO7dNiTRtZrr6NjOGISaPFOjSy3rL\nBfwmkPg2m7QeUVK6PL08m03aDkRzfZqY3rkA1G5XexBW36nL0zDE5GHU59I8dRJf9jNo3YajaCy3\nYfbew1YXx/AqHBwGUmZy4+kNHJ45xG/++m8q1Zr5PMHmpkZpaZD4AlTmq3rWvfbuu3H7i5+PRiOp\ntFyGuApQTcHtjPz++38Xb3zDDyJj+QAshJGDn77rX+P33/+7AEZzx61UNO64gFniqzFJAqjPUrE4\n40XBCAB14UBag9rymTwiEqHermvzXIY2M62wZXQbXgaAetg+hGM7yNgZ6cfnUoOagkHVAb+5MKjs\nIIaaXp1MPsUQk8dzCfhpqEVe4qtzG2406P/PpG8nkIpBHbSZkcqz6BAaTDad8DzaeoIZJokvZ9P1\na505QHXdoc2p7OUUQHrmwC+fHwIqHZBO4TY8FwbVAKT3g30jQJ0bI61hJk0uvnNxx93boydCcZC0\nDOrMrk12EMAI/ABoGVTDEJPHjCW+wORuw+fOXcBPf3+IH8bH8DOvW034tzC1ZeMlDXzp9i8p1Zbn\nzp3Bs88alJaAsRxQ22amTKf4ZYyrANUU3M6IbduwLBshAdZy34ug58C2Ldg2PY2juON2Ohp3XGBi\nBjXFEJMHmy2XHaCyBqGKg1iWNahD1QG/mbMVKRjUeqeOTq8jZSZTDDG9PA0AVcdMLlObmYXnmYZB\nzZqZ3kVLkVmbGRVQSTHEdIJHGhqmV+c2zIDfTO8hU21ndihJ1f3uM8/TgIIHgCoF8Js5QDXkmaZ9\ny0zzzGTojsfhoRr4ZVwctg+Ry+S05kMzBdIpUDADfiaZ/HOBQZ0L8DPQn0vDoAJGgJqxMsr1x1IB\n1BQS31m4Dd93+jQeuu/dIJ86g98AEH3oT/Cp9/9GzB03bR3rxz52Ft2uWmlJSiXcA4Ao6P+Npzdw\n5f+9gt955++oPXXKBB//uIalXWBcBai6kOyMfOnhJ/CmX3getv2/wJt+4UY8+sUnBq9NzR0X/Qvv\nsceUFtfv+tV3AZ8EXvcLr1MaMZVKBH/5lzO88BhNqwOo2SUBqIB25cF2LnUA1TDE5JGiVnbP30M+\nk1cWsi8Lg7pw4Mc0kI2GFvjpmMm5Ab/nkhRZAaiYZX69o1YhzKUGdQSmVwekNZf3dCJtbaeCSWND\nzJxBTQP8empGem4SX56lUuWpqe2cCzOZMs+0wG/mmzyG2k4T8DMMMZ08TVLk/typYibZvT5z4Fev\nGwFqvVPXnk/DEJOHTvfK3pL1jO1bDENMHmnydLzB2lM1RD4/vkJG5+EyqGHt9aQ1rED6OtZsVq+0\nPHP2LDYBfOyv/iqRI2Npd1+8iy9/3ZeVLO1jj53Bww9rWNoFxlWAqgmZu+39Z/4Yb3/nKdi2jbe/\n8xQ++NHhjsbU3HEBnNncxOYTTygtrj92zceAVwB/WvlTpRFTr3cGn/zkjC88Q7/WUq6EjJVBNiOf\nCeZWgwpoV5zFXNEI/AxDTB4TAr8UQ0wnJsyTX1fMLE/LonlqKKaCQ/NUAZVlYlAXXoOaslY2DZBu\nt2dY72XQlI7CTM5cOquTIjvppMhzyVNzD5lcfDMZ+qdeXyzTy//uCzNJ4vM0tG9JI52dGfBjplO1\nmpbpXXgNKl8ra5D46vLUKMOnE+zCNwBUAFqJr2GIySNlniqWN+UQk8eUGFTNxyeKQQ3rwYG0hhVI\nX8daq8mVlqyH6dl77sG9AB5885sTPUzTsrQf+ICepV1kXAWomhjH3XZSd9zBhfe3f4t7w3Bki2tg\neOFdvnwWQTDjC69UMkp8dYBqrgyqDqBmi9o85wJQi0W6KFCskIq5ImrtmraegA2xzADVtulHDw7m\nsLjWsBVe1sNekI6ZnLk7ruYgntN38V2kdDYtkDYw0gcHFJzas3ryMOpmAjOnuUh8GSUCDAGBmKfB\nFXlueU4g8U0xxHQijUlSqDdJmosUOUWe+4H6Xp87I73M7rh8Ta+O6W0tWOLLfigNamO/t67NjGGI\nySOlxHei/qLTCNcFAXDPb/+2UmH42Acewwd/+4Na86FOZ3bqQl0NK5C+jlWltBywtO32xCxtJmPw\nw1lgJJ+MV2OhcefJk1hfW8ODP/VTwwvvHe/Aq+64A0D/olsXPiQxYlpbW8drXvMgfJ9eeO94x124\n445XTT/h5wJATWnmtPA8DSjYJEPmh5jp4oUBVMVBGEBdL4gXanKImQNpHYOa0nyo251hnmlNklKY\nOc1FOqtZGTO3YRPjN/PaTlO/1r7Ed8Vd0ea5SKASM3PStBeai8Q3hXRWV3tsGGJueer69C6LFNnk\njpvCYHe6eRoA6q3rtyo/zvZfZmY0xuh5gxS53qlraztnLp19rjGoyw5QPQ9nAGzedx/+v/bOP0qO\n6rrznzs/e/QDxA8bkBcQNjbBMibGu7B2Nj/EIrAdnASU3ZyYHG8IhqwPrG3CYiPZeDfINmS0nsgx\nMREx+KeQjzdIGDC4ZUCCcYQcYySIkDAbIwkhDZIQGkkz0sxouu/+8ap6mlbXD011VdeM7uecOtXd\nVe/V66rb1fV99777Vl5ySeXZGMYiDPvO74MO2DKyhbU3rD0iknHduiIDAy66MI3n4mvnz6+8rm6f\njx9teWvPrezYv4OZx81k4Z0L39TG+fOvrbyubWOtl7a8bVuwl7ZapNbLNrzPeWm3bSvbPKhGOBXD\nGx4eV4rr6jpUIxIxNYKJIFBjhvg23YMakXTKf7CKCvENqaIxTJRQ5IjBhHFDUps5ZhLiJUnKJHS2\nAaHIzU4+1NHawWh5lMGR4IRomSYfCjhI9XQjTU/mlCB0NkYVjSGGp3ff8L7AOY/b2tx83CFTqTa2\nnRHZccO80ZklnUroQU09dNY/UKEQGJLh/3bC2gkpt7OtbSxfRwAVgRoipCEfQjpIRMesIhHfX7KE\nyy+8kF6gZ2DgqCMM/ejCpUt7KZebG9aaNNoybS9tHjAPag7xDe/SK69k5fLlR6S4XnvD2rEfoW90\nd9ZPxHTllZeyfPnK1AxPp05lUW8vN6vWnefp21/7Nnt27OHPtvwZC/9q4RE/wo4OaG1Vvv3tRVx8\n8c3piOiJFOIbcpAWaaGrrav57fRddiECNezBOkYVjWHKlNDJa30hPWvGrNA2lssptrNQcMoyZEBu\nV1sX2/dvZ+b0mfW3e6Gz7e0phs5Wj5kMaefeQ3uZdfyswCoyEX4hHlQRiRVG2WzPZPXYzqhkTqm3\nc+fOeJ7JiPN59tkpt3PvXnjb2wLbGRYmn9m0PTE8vW8ceoNTpp4SWDyzZE47dyYWqCefnGIb/QOF\nuGhzIVB948q7B9XPMh2VfGic84s2gkqE4Sc/iezZc9QRhn504Y03PoUf1ppadGHKpO2lzQMmUHNI\nmOHFMTrIzvCK+/bRt349K5cvrxtq8evzfw3vgKUjS+uGWohAZ2eRFSvSC7eI41acCB5UcH+0ufCg\nhhzEfxjIRTsbkG0YUmyn+wE4hRkm/PLgmYwaK+t5UJvqSevqCh3bCfE8vZs3N9cz+aZ5UCPGdp51\ndB3vR4d/kJAkNGFJkqqrSP18btsWHX4eMn4/M0/vli2Rwu+sGfUvqj/sMpMQ39HRUPscLY+G2mZI\n8cYRYVS5EH7+gSIEaqu00tFaO2hwrDhk1M4ch/hWIgxHRuqGtsYNa/WTD+UxrLWR+F7aiYqF+E5A\nkoYGNIJKMqeNG+kZHk6UzGl4uJfBwRTDLVpb3Z0zYpqZqORDkPIf7iQJRc6NQO3qCp28tqu9K3Tu\n2/Z2KJXcg1Zq46j8doZlSo2RfCgzz2SI29v3UjVdqEQcxPf0Nv18RoT4RmUbzkWIb1vOQnwjsuMG\neVBjVNEYYnpQg86lHy0akkuvMfiVB03f4rUvbKxsSPHGUSiEHiQXHlT/QDGy4wYJpawEqnZ20n3f\nfYHJhx7/1uP0fqc3NPkQdHvrdAgLbZ0MYa3GGOZBNcZFJdTi+uuRAwcSJXO67rqn6O+3ZE6TxYPq\nj6OZ6ELan6mmVHKvU2PKFNi9OzTpVFhIqp8L6rTTUmxjg6aZeeMNOPPMFNsZI04zzji/vXvh7W9P\nq5GMqbYTTwxs43BpOHDezuoqmj228+DhgwyPDocK6b6+fITOnnH8GaFV7NqVQTtHR0OF9Gh5NFBQ\n+VUMDGTQTghtJ+RE+AVESkDO2pnjsZ0+RVX6HnwwPCKuIzgi7skni0AfK1akFA1H8gjDvIe1GmOY\nB9UYF5VQi6GhxMmcSqX0kznplCl0r1gR2DNYvKfI8z94PrBncMqU9HsGJ8xY2QZ6UFNL6gNjT3Ah\nggrC29nVlfK59A8yMhLazpHSSKjwCyneuDZGZGLKTZKkKA9qjKRTzfagigidrZ30D/U3f5qZCOHX\nP9RPR2tH3eRDMapoXDtDMhz52VzDomQiqmgM/sUKaScQ6el1uRsa3ro3HwQi2xkk/Nrbxzr4UiXu\n2M5mJh8Cdx4jpplp5vyilYi4gQF6BgfHnXxo8eJeYGInHzLygwlUY9wkDbWA7MItiuUyfT/9KSuX\nL3/T537P4IazN/DGf3yDpdOXMveGuUeI1FWrXM/gypUrU2kfMGk8qBXh1xrezs7ODDyTECmkwx4G\np0zJSKBCaIgvBAvpiOKNoVBwKrijIzATkx/uGebxS3WuVv8gEW7FrrYu+of6m+uZjNNOL7S76WN6\nQ9x1Xe1dDIwMRI7tzMzjl1D4hVTRGCJiX6OEH0RGtTYGXwUHeCej2unnBbIQ36oDJfCgpj0PamVe\nzbe+te68mnHn1Dx8OL9zahoTDxOoxri5dv58Lps3DxHhsnnz+MQtt1S2+aEWVx24ijmb53DVgauO\nCAcBF24xb95liAjz5l3GLbd8oqFtrPQM7t5Nz6FD4+4ZvOMO1zN4220p9gw2aAxqS0to1FNyItrZ\n3tpOe0t7pJBOXfj5Tx0hobMQ7elNPdFHQk9vJgK1pcX1KESM7YQcCOmItMuFtgJlLYd6JlPN3Owf\npFSKbGdJS6HtjKgiORNN+IUI6er1OKpoDBEnwz+PYeezqyuj5EMJhF+MKhpDDM8kBCdJam93nuhM\nxnYWi4ERXN//+vfZvGJzYASXMxvlG9/orltHUmrn1TzaiDh/3/7+DKY2NI4ZbAyqkRp5yCBWGSt7\nzTXI8PC405LfdJNLSz48XOb221MaJxsjE9PU9qmhDy9Tp7rizfRMQjxPb949k34Vqf/HJgyZzkT4\n+QcKicnOhac3xkFy1c4IT2/1ehxVJMc/CUGdUS3tCBL6G4qoojFMFCGdcGynX0W53PCWHXmQiSBQ\nY7YzKrQ77XYW9++n79lnw8d2vjN4bKdL0ldk6dI+5s5NZ3xn0ukNs5ra0Dh2MA+qMamp9AxC/tHT\nppYAABUJSURBVHsGu7pQoHvJksCe1meXPctDSx4K7Gnt6lJKpXR6WStEeCbBPbiEPRRk4pls0FjZ\nTISf35Vfb3OE96e11UXjZeLpbYAHtZmeNKgSfiGhsxFVJCeGGvKnnmhvrZ9COlNBFXAQf17ZKAEQ\nUkVjiCtQJ0k7M/GgRtgmRAv+PHh6O1o7aGsJSaSUokCtRHBt3kzP0NC4Zzt4z3sup6Wll4GB9MZ3\nJo2ISzsazjj2MIFqTHomTFrylhaK7e30/fCHgWNlN797M6++/9XAsbL/8i9FhofdnLKpMVk8qHlK\nkpRA+MWoojFExBZGCenMQnwjDuKfx7DQ2YgqkhPT0xt1zSOqSE4cwd/eFRmSGlFFchrkQW1pSXlK\nqQa1Mw/CD5rvQdXOTrrXrQvs0O25o4fSE6XADl1wU6P80z+l06lbGdt5wgnjGtsJY+M7Z85s7vhO\nSz5kZE1TBKqIdIjIpSLyeRF5QES2i0jZWy5t0DGmi8iXRGSjiAyKyOsi8piIzIsubUwmJkLPYKWn\ntVRKlEXv7rt7UU05i95EEagRqYJz5UFNEJIao4rG0CAPaqrt7OhwMdlxhHQeQmcjvFR59/jBxGjn\n0Qi/VEP6E2bH9avIS+hss9tZ7Ouj7/nnAzt0nzjtCUq/Wwrs0AUYHS3y6KPpdOpWIrj27Us828G+\nfTa+0zi2aJYH9VzgJ8BC4KPAqYB6S2JE5G3Ac8AC4BxgFJgOzAH+r4jc2YjjGJODPPQMVnpaZ8xI\nlEWvXE6/l1W7uujG9V7XY/OWzex4aAd3LborNBR5586UQ5H9MZMBf+STRfjFqKIxJBTSmQhUX5zm\nXUjH8aC25cCDGlegNntsZ0SvQou00NHaEZkkKRPPZMgcMbkK8c2xQK106D7zDD0jI+MOnZ09+3L6\n+3s5eDC9Tt2JNNuBYeSJZob47gUeA24H5gGN7A66H5gFvAx8UFWPxwnUzwJl4JMick0Dj2cYiaj0\ntB4+nGisbBa9rMXVq+kDVj7yyBHb/J7rPe/bw0vvfSmw5/qFF4rs2pVBKHLI03t7Szut0tp8D2rE\nQXLl6c17Uh9wJyIixFcQOlpre3zGilevU2GSCD9w1zs32XEjRFWzPX55F34+WijQvXVrYOjszZ+/\nGVbBjQtuDAydLRSUJ55IOXS2vT1x6OyUKel26k6E2Q4MI480RaCq6nOqepKqXqqqX1DVBxpVt4j8\nIXAhUAKuUNWfe8ccUdWvAn+HE8O3iYhlMTZyQ97HylZ6rRctogd4asGCN/VaQ/xQ5OXLeymVMghF\nDlEZIpKPUOSJEuIbQ/hVr2tpa3OOozwI6UJbIbDzJjfJnNpzJPwirnves/hCPMGfSaKxhMmHsvD0\nFl96ib5XXgkMnX3gxAdgDtw/4/7A0Nn+/iL//M8ph84ODSUOnS2Vmhs6m4cILsPII5MxSZLf/fWY\nqv5rne3/BxdKfCpwcWatMowI8j5WttJrPTJSt9ca4ocii2QQilwo0H3oUGAP/uYtmxl5fIT5X5gf\nMv+csmFDBqHICTyTMapoDBNFSMdoZ9NDZ/3w+GNE+Im4yNbUaNBY2bR/Q9rZGXpP2rJ1Cy1PtvC5\nz38u8J7U2ZnePanSCfmTn9AzOpoodPall3oZHrbQWcMwxsdk9CDOwQnQYr2NqrpDRF4AZuMEaoox\nhobROJo9r2ztZN7lbduO6HGu9FxXP4zWCUUeGHC91tu2ldMLRf7FL+g7cOCIuedgzBMwfNEw6zrW\nsW5kXd3557ZuLbJpk/MCpDL3LUws4dcS3KeZm7GyMabIaHpSn5YWJ1KjQmebnR23QVl8m518CPLh\nQS0++yx9+/eH3pPKHyiH3pNefbXIxo3p3JMq84Z/+tNjnZBHMW84jM0dfv31TzE46Dohv/KVxs8d\nfu38+ZXXtefS79C9tedWduzfwczjZrLwzoV1Q2d9Uru/G4YxLiaVB1VE3sLY7fOFkF034sJ83516\nowxjEhHWaw05C0W+9156VI/wAkD8UOTVq3s5fDjdUGQtFOh+5ZVAj8iu7btgNXzsf3ws1NO7alWT\nPb3tXaHzdsaoojHESJLUdA+qf4DJ4kFttmeyUIhM3Lbrx7tYfMfi0N/Q9u0peybvu4+ecjnRPWnt\n2vTuSZVOyIGBxKGzQ0MWOmsYxviZVAIVOK3q9Y7Avca2nRayj2HkktWrVzft2GFhyJCzUORyOXEo\ncmdn+qHIxU2b6Nu27YjxXuAerK+46Qr4IKw5e01g0qk9e4o8/XS6Sae0UAidc/COL91BeXk5dM7B\nQiG9OQcrxBDSTfdMwsTw9BYKKND9938feN2f+8Fz3P+N+0NDUoeH073mxSefdInbVqyo28a5N8yl\n/4J+Xpz2YuBvaNOmItu3p/MbqtyTSqXcD4+w0Nnm0Mz/dcPII5NNoE6ten0oZL+D3npaim0xjFTI\n+x9Zs3uua0ORa70AkI+syBWvyo9+RE+pFOhVefn8lyO9Khs2pDveC6D46qv0vfBCYOKU4ilFdIaG\nzjk4PFykWExZSHd20r1yZaCguudv72HrA1sDBVVbG7S0KHfdla6o0kKB7mXLAtv56DcfZc1314R6\n/KDbW6dEoUAR6Fu2LPC6b3vPNl654JXA6/7MM0UGB9O55pXf0OLFLnFblGdyC4G/oYceSi9xW+We\nNDiY+J50+HC6nknLOtsc8v6/bhhZE1ugisgXRWRURA6PY1kYfQTDMIzGMBFCkStelba2xF6V445L\nz6tSEQFr1iSec3Dnzl4OHUpZSPf30/eznwUKqjWnr2HgtwZChXR7e5Fly9IV0sXDh+l7+OHAdm44\newO7LtwV2M7HHy8CfTz4YDpt/P6SJVx+3nn0Aj0DA0d93f1r/q1v9aKazjWv/IZGRye0ZxLycU+K\nQ7M7IA3DODY4Gg+qeEvLOJcsGKx6HRb45M8iNpBiWwzDaBITIRS5kZ7e/v70vCoVEdDZmXjOwUyE\n9Isv0jM0lEhIl0q9DA6mI6oq7dyzh56DB8ct/Lq7e4EeFixIR+xXrvu0aeO67v41L5XSu+aN/A0N\nDjbPMwn5uCcZhmHkBUl1LNBRIK77UoEPq+q4uoRF5GRgl1fPh1T1pwH7/QD4r8DDqvoHAfvk48QY\nhmEYhmEYhmE0CVXNNNPZpJpmRlVfF5HXcZl8ZwN1BSoue6/isvkG1ZVtyjnDMAzDMAzDMIxjnMmW\nJAlgFS4UeW69jSIyEydeAR7PqlGGYRiGYRiGYRhGOJNRoN7nrS8VkfPqbL8JJ2D7cGLWMAzDMAzD\nMAzDyAFNE6giMkNETvKWk6s2HVf1+UkickQYsoiUveWLtdtU9UfAz4FW4AERucgr0yEiNwGfxoX3\nflFVR1P5coZhGIZhGIZhGMZR00wP6npgt7fs8j4T4IdVn+8GPhhQPiyJ0R8DLwOzgKdFZD8uY+8i\n7xh3qeq9tYVE5BQR+ZqI/JuIHBKR10TkQRG5+Ki/nWHEQEROF5FPe3a2VUSGRGS/iKwXkdtF5NSI\n8u0i8lkRWSciB0Rkr4isEZFrs/oOxrGDiEwVkW1VnYQfD9nXbNPIBBF5l4h8XUReFJEBEekXkY0i\nco+I/E5AGbNPI1XEcbWI/FREdonIiGdna0VkgYhMCylr9mmMCxGZJiIfFZHbROQREdld9Z/9rhjl\nE9meiPwXEXlCRF4XkUHvXrwwzN7r1tOsLL4i8jJwZsRuClysqk/VlPUz/v61qt4WUP804HPAlTih\neghYhxOny+vs/17gCeBEr+79wDTGRPwCVf2bWF/OMGIgIv8OeMV76/8Q9wNTcREAAuwF5qnq6jrl\np+PC1C/wyh/EJT7r8Mo+BFyhquX0voVxLCEii4FPMWavV6vqd+vsZ7ZpZIKIfAroBtq9jwZwtlbw\n3t+jqtfVlDH7NFJFRLqAh4E5jN0v9wHHMTZt41ZgjqpuqSlr9mmMGxH5Q2CF99a3PfFen6uqL4WU\nTWR7InI38Amv7CgwhNNSgnMc/idVfS3O92iaB1VV366qrRFLW6049cq2eNvrilNvnwFVvVVVZ6vq\nVFU9WVXnBojTAvAgcALwS2C2qp7gvf8q7sR+WUQuadT3NwycCC3jfvB/DJzo2d0U4CO4H/MJwAoR\neWud8t/E3UT2AJer6nSv7J/jbgqXA3+d8ncwjhFE5ALgemAt7p4YhtmmkToi8pfAYty99A7gTFU9\nXlWnAqcBHwfW1Clq9mmkzRdx4rQM3ALMUNUTcR0nf4rrfD4DZ4u1mH0aSdkJ/BhnJ9dF7FvNuG1P\nRD6JE6cl4H8C01T1eOC3gC3AWbgo2Xio6jG/AJ/B3UT2AafW2b7c2/6LZrfVlsmz4HpSzwvZfg6u\n96oE3Fqz7Tc9mywBv1+n7Ke87QPAyc3+rrZM7AUnSH8BjADnV9nex+vsa7ZpS+oLLgJrwLOzvziK\ncmaftqS+eA/kJeDugO3/rcoOj6/63OzTlkQLXnRs1fszq2zqXSHlxm17OA/ra17ZRQF1l4LqrrdM\nxiy+4+FjOHf0Uq3vel7krS8QkXdm1yxjMqOq+1X1X0O2/wrnrQJ4f83mj3nrX6nqj+sUvxvX4dKF\nC3M3jCR8CmeD31DV5yL2Nds0suAzuJ79n2udnBIhmH0aWXCKt14fsP2XVa+nVL02+zQSoZ4iHAdJ\nbO8S4K04LdVTp03rgce8t1fFacwxL1C9sar+w//KgN3W4i4KwH9OvVGGMcYenPeqteZzf1xLXZtV\n1SGg13trSb6McSNu7ujbcL2jX4hRxGzTyII/xdnZsqMsZ/ZpZMEWb/2+gO3/3lu/pqp9VZ+bfRrN\nIontzfHWG2rsuZoi7nk2lt0e8wIVOJex8VQv1NvB6434lff23Vk0yjBEpBUXu6/AhprNv+Gt69qs\nx0acbZvNGkm4E5fk4CZVHYixv9mmkSoi8nZcbz3AOhG5SEQe8rJGHhSRTSLSLSJvqVPc7NPIgn/E\n2dDVIvI5ETkOKhlS/wTnZSrjxupVY/ZpNIsktvdu3LNqVFmAt4jIiVGNMYHqEin47AjZbwfuopwW\nso9hNJIbgFNxf2Lf8T/0/uimem+jbBbMZo1xIiIfBf4IWKWqkZ4qs00jI6qH2swBfoZLLNeGu1++\nC/fgv15EzvV3NPs0MmQxrnNPgNuBfhHZi5tRYhmwCfiD6vuq2afRLBpge6fVbA8rW6/8EZhAHbsg\n4G4cQRz01kc1j49hjAdv2qOv4Hqkvq6qL1ZtNps1UkdEpuAesEZw2XvjYLZpZMGMqtf/C3gRuEhV\nZ6jqNJxY3Ynr4LtfRPxnHbNPIxPUTcNxI66jZBT3X+5PMaPAdMaiAHzMPo1mkdT2/PJxytYrfwQm\nUA0jZ4jIacADuHT0z+BS1BtG1iwETgd6vIRdhpEX/GcXwXlMr1DVZ/yNqloErvG2n4MlkzEyRkRO\nwU1x9FXge7js59Nw3v/5wDuAe0Xky01rpGHkGBOoMFj1uitkPz/LWpwxWIYxLkTkBNwA9VnAS7h5\nqEZqdjObNVJFRH4Tl7l3K06oxsVs08gC324U+Imq/lvtDqr6CO4eCmPJDc0+jaz4Hi4R0j+q6jWq\nukFVD6nqy6razdjclJ+tCkM3+zSaRVLb88vHKVuv/BGYQH1zTPTMkP1m4v4Mg7JTGUYivDEAK4HZ\nuAyAl6jq7tr9VHU/YzeDKJsFs1nj6Pka7v/hC0CLiEytWqpDczq9z7rAbNPIjOr/7TDv/q9wXtTT\nwezTyAZPcF7ivV1cbx9VXYrL0t8CfNT7zOzTaAoNsL0dNdvDytYrfwQmUN3YFX/OoNn1dhARP0wI\nxrJQGUbD8Mb7PYqb8mgHTpxuDymyyVvXtVkPP6ua2axxtJyBe7D/HnCgZtlftd8S77NqGzPbNNJm\nIy60Ny7V8wKafRppc27V680h+73srWdVfWb2aTSLJLbnZ/eNKguwW1XfiGrMMS9QvWkT/LErcwN2\nuwg43nv9eOqNMo4pRKQAPAx8ANiNE6cvh5diFe5mUNdmRaQT+G3vrdmsMR40ZKndp1osmG0aqaKq\nh4CnvbfnhOx6Ds4+t1R9ZvZppE31/fCMkP3O9NYHqj4z+zSaRRLbW+WtZ3vjr+txKe5+HMtuj3mB\n6nEf7qJcFXBib/bWz6jq/8uuWcZkR0TagRXA7wFvAJfWZOwNwk9N/xsi8pE626/Ddaoc8uo3jNio\n6lmq2hq0VO16tffZO6o+M9s0suC7uP/tD4nIO2s3isjv46abAXikapPZp5E2z1W9vrbeDt4UXn4W\n359XbTL7NJpFEtt7HNiF05U31RYUkfMZC3tfGqcxJlAdS3DJQI4DfuwPWBeRaSLSDVyBU/0LmtdE\nY7LhTX2wDLgMFzb5EVV9LryUQ1XXAz/EPaB9R0Q+7NcpIh8H7sDZbI+qvp5G+w2jHmabRkbciwsr\nawNWiMh/ADckR0Q+BHwTZ2dPq+qjfiGzTyNtVHUzLp+EADeKyFdE5C0A3pj9Pwe+5e2+GXiwqqzZ\np5EYETnJX4ATqzbNqN7mDWEEktmel8zzfzNm838lIh1e+Q/gBG0L8DMvgV30d1DV6L2OAbx5Jx8D\nTsKd4P24lOAtuHCN+aq6qHktNCYbIvLbwJPe2yFgX8ju21T1wpry03G9Vu/H2exBoBXoxN1EHgKu\n9OZjM4yGISJlnI1drarfrbPdbNNIHRE5CxdadjrOzg7g7GwKzs5eAC5T1b6acmafRqqIyKm4Z8pz\ncTYGzj6ne68VeA34sKo+X1PW7NNIhPcfHYdZqvpKVblEtici/4CLGhDgMDCM01IK/Br4HVV9LU7D\nzIPq4d0g3gP8He4kdgCv4y7GJSZOjRRoYWwMXycu3CdoOam2sKoeAD6Imyd1Pa4jZQg3Nus6Vf0j\n+wMzUiSwd9Ns08gCz1N1HvBlnBhtxdnaL3G2d1GtOPXKmX0aqeI9hL8f+AyuI3oPbgqOfTj7vA14\nb6049cqafRpJCcshUS93hCuU0PZU9b8DfwI8wViH4SbgS8D74opTMA+qYRiGYRiGYRiGkRPMg2oY\nhmEYhmEYhmHkAhOohmEYhmEYhmEYRi4wgWoYhmEYhmEYhmHkAhOohmEYhmEYhmEYRi4wgWoYhmEY\nhmEYhmHkAhOohmEYhmEYhmEYRi4wgWoYhmEYhmEYhmHkAhOohmEYhmEYhmEYRi4wgWoYhmEYhmEY\nhmHkAhOohmEYhmEYhmEYRi4wgWoYhmEYhmEYhmHkgv8P1W+dtVYA9QkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "n=np.arange(100)\n", "w_hat=2.5\n", "x_n=np.exp(1.0j*w_hat*n)\n", "x_n_1=np.exp(1j*w_hat*(n-1))\n", "x_n_2=np.exp(1j*w_hat*(n-2))\n", "y=(x_n+x_n_1+x_n_2)/3\n", "\n", "plt.figure(figsize=(15,5), dpi=300)\n", "plt.plot(np.real(x_n),'r*-')\n", "plt.plot(np.real(x_n_1),'go-')\n", "plt.plot(np.real(x_n_2),'b*-')\n", "\n", "params = {'backend': 'ps',\n", " 'xtick.labelsize': 24,\n", " 'ytick.labelsize': 24,}\n", "plt.rcParams.update(params)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Amplitude: 0.200762\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAFNCAYAAAANV0IwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJkhbCfwEqeiefTNpwoQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5), dpi=300)\n", "plt.plot(np.real(x_n_2),'r*-')\n", "plt.plot(np.real(y),'b*-')\n", "print(\"Amplitude: %f\" % np.abs(y)[0])\n", "\n", "params = {'backend': 'ps',\n", " 'xtick.labelsize': 24,\n", " 'ytick.labelsize': 24,}\n", "plt.rcParams.update(params)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEVCAYAAADD3MPgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLB6Px+PJlP8Dqk9+mwFGzu0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ii=0\n", "\n", "for w_hat in np.arange(-np.pi*4,np.pi*4,0.1):\n", " x_n=np.exp(1j*w_hat*n)\n", " x_n_1=np.exp(1j*w_hat*(n-1))\n", " x_n_2=np.exp(1j*w_hat*(n-2))\n", " y=(x_n*1/3+x_n_1*1/3+x_n_2*1/3)\n", " #y=(x_n-x_n_1)\n", " if ii==0:\n", " w_hat_all=np.array(w_hat)\n", " y_abs=np.array(np.abs(y)[0])\n", " else:\n", " w_hat_all=np.append(w_hat_all,w_hat)\n", " y_abs=np.append(y_abs,np.abs(y)[0])\n", " \n", " ii+=1\n", " \n", "plt.plot(w_hat_all,y_abs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }