{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "import random as pyrand\n", "from itertools import *\n", "matplotlib.rc(\"image\",cmap=\"gray\")\n", "matplotlib.rc(\"image\",interpolation=\"nearest\")\n", "import tables\n", "hdf = tables.openFile(\"1k.h5\",\"r\")\n", "images = hdf.root.icons\n", "def crop_black(image):\n", " gray = image\n", " if gray.ndim==3: gray = sum(image,axis=2)\n", " yr = find(sum(gray,axis=1)>0)\n", " y0 = yr[0]\n", " y1 = yr[-1]\n", " xr = find(sum(gray,axis=0)>0)\n", " x0 = xr[0]\n", " x1 = xr[-1]\n", " if image.ndim==3: return image[y0:y1,x0:x1,:]\n", " else: return image[y0:y1,x0:x1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Images and Patches" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0 1.0\n" ] }, { "data": { "image/png": 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xqMfxpYxs2fBjt6/TKEjqjGsWJDuF58OPbBNoMSwLrI6Y2OXkcsE1h3JSFbg0\n3uOKYwlNowhNJDUeGqhri/SeydTDLKWfaCZDiW4Snn66IRUJaNjdnbEzaNjYbhjNoBcNtx5YpJEz\nagp8TFjvKJIYMLkAEwmhRaxmCJkwayyb4wmmMMhQ0k9KXN3iYG5pejW9tE+vjtR2zGS63++Rhkgi\nHNImPOdEm7qqabwgryUtIymagiZ6DApjBUVjCQKms4K6rqmso55ZbNUwm84oak9lLdW4wTpBX0Am\nJY/vBU7XlgvjkjrWWOuoa8f2rGKnGbHTOM6Pp8yKGcI5Kl8xnpRoa1FaYLxnFApqKWlmFlUbZlPH\nuVnNjouMK4cIksZbWkrjnMM901tR+0hFgwueaB02QCFKplVFWU8IUdFYiwSkliQBZs6yU1bMSost\nLXuzmtJFFIpqZunHnI6XaB/QQWJjxPmKaVFRu0hVNTRW4LxHx4ivauSsxtlAaQWzaUNdFMzqKdOp\nJVTub1SjX7dwOBp32NhsqJIT+Mk5fm/Q5rl7R/kPz7mN356dIz3/ICvXVojeVXQ7nuTgRU5/+kXM\nzraJH/tV3veOH6SJE4rhlB+/roO7Y4/ppZrffOFLef0bX0I9cSxmHifAS0NXJ7zUrKNWarCGZd3i\nsJL8+x85SFSRL20O6dkWZ4YBUVpevhQ5LCL3DyLVVKEyGJQNX9grSELgW65VnK4LdieCtYXIqk0o\nZcWwTnFTzVq3jaTmo+cHNLFLt1fyySdhKYc/2plyRmyxsui5VrdQ2nJmOGVUl5S+TzktWWn1SbKU\naxYSdqdd/uqBIXtNQigMTz46wjWBVreLVIYQAqnS6OgwuWZqAqe39vBKUrsSb2teeLJP7nNi0LTy\nnCVl6OWway2fOn0RkkBP91jSnt2xwwuDaUFlJeNmRjQOi0MqjQsGiaeKjsI2NE4wGEy58KTmic0h\nIwQP7RpCqyHptFlMMlTL0M4mfPyhCWUdUUpQy5pLkwE9lXNQpawmFSt9RfSO4BydvIVGEULEOk+e\nt9BakWiNJBKlo6kclQ2U02Z/dqIkJgq6JmdlISNTEZkKEhsJTYMKUDQR6yKzosI5z06M7MxKRDQk\nPkeVkSp6Sl+TCYUAbGOpnKXxnto6dssZvnmm2KIH70mVQWqBThOkMgghkGH/8Y1rUEIRYsR5j4wB\nFxxCSow0iBAQLhCFxM1KZnhOTXdxjadlFBIBShKDoKod3jV4HD7a/ed0jhgCWimklES/f70QPhKt\nhxAJNvxt5ug8AAAgAElEQVSNavRvFQ7Hjx/nlltu4fbbb+eOO+4AYDAY8KpXvYprr72WO++8k729\nvcs+9n2/8xhmOuPR//Jn+JUFupXkH/7XL3P14is5c1eGuvp5PPWIYjD5PD/851t84uwqdz9YcPE/\n30q92uLe+89ASOlkS7zlNVfze/c+zrd/9zKfqDeovvSn/MxP38gv/dTNiHVFv2OIuuCX/+038bI3\n1qzdcJgkbfj0j7+QU+dm3D0ak1YJPqRkDpSS2MThUs+KrDi8NOHsdMLWxPOiK3u0osaXOeWex6SO\nJ/YCpyYjDtGiJwXXLCh6XjIOGcpZkJbRdovnHk95cFzw/u+5iXtmnl8//QT3LjdYLxgPI49MJQcS\nzyfPj6h9oJspTNxDecdLrtCkrSkL7QyjFe2eZza0+AqKpsJ7RRl7TGcBGkmeaHLjGLuU6DSffHAX\nZ/botQxRNPQO56wurNLYCp0YCqfZLiZMvWBQNqwsaI5IwfWHGlpJwoF0CdukNG4P7AyhNC2pSVpd\nkizSW8t43T9UsJhR2BlVLClLSe4jF5ohmxsjLo5BWgEiMrQlW7bACcOlasbFxvLgoObx7Qm1tzTR\nMZiOqEODlBIhBLPZDO89dVPjiQQfsNR4CaUOjG3FuJgRlWRalpzbHDE1ilWZEkiIMqEikCpJBKKU\nKCnpa1hfzAhhxlhMGdUzNIJukMhMI4V4ZrFb4GVEZQYXI0JKiJFOnpEmBmSkmFZUVUXTVEQb8G7/\ngkApBYKA8w5beWpq8nZCxOOdJxqJiwFCACWRQdEJGbsucGk6oQwW31iik6go8M4ToicSCcETYyQC\nTd3gG0sIgeAcIYSvvE6h/d+ovv9Waw5XXnkld999N0tLS1/53tve9jZWVlZ429vextvf/naGwyG/\n/Mu//NcHFYLpv/pu1j/0NOPfeBV7Gwf5T3ef43uuuIqDLzjJez74AX7o9hNMduBf3P8RPnO/45/f\ncTP/8oN38elffzNmeJp/+R//lPvWl/jcx3f5ju9b5gPv3qAMbeRoQvWBE/ynewJvfec5brp1kde+\noscDp6dMbUOv63hz6xjH8wWGFZR2wic3BhzRCzwwusCKXGCbKSbv8PiwZNVAq+MZDmHoI5SS248b\nTg0qdqc1h3ptpK041MrZqCUmDdx/pgCt+MEja5ypd1GNgcWEL56ZcriX4Fq72OWM60aHePDcBivH\nIsnRJR6+a8S5oeXEcsZTA8lrrtB8+OwIWxuuudLwhYeH5O2MWdmgZSDrGYZ7BR3TYRprEuVpppAa\nhVQCothfKNMGWVk6ix2sm1EWMw4eXGZ7ew+T7Pd5yBgpGgEyYrREIyg9NNGz0tHkNpD2JM5l1E3N\neFjQ6y2h9JTbnrvEauZ5z/+zTfcoRKHJomBvz3PtkYxTuxGNw1IBGkNAegVCE6VERIeWkqopkSYB\nv1+ERglC2G+PlzLBe7u/AMf++lIMASU1rgkYqXCiQcRI1mpTliVSCJx0tFEUwqPZX8SLUSAAKQUx\nBmKQKCOpG4+S+9f0ZHG/89Z5j5fgo8Bbh9EKHx2JMFTBorQm1A1JklOEmnaSIUSksg1GaEL0+014\nXiGUA2PwpcOHhqgEMkKIEYmEKEAIvLMgFRAwNmC1RjhL3C8eECAFJO0MZz3+mZkBUhDZf8cPIQD7\n/T/7fUACfIDpo//r1hz+54H++I//mDe96U0AvOlNb+IDH/jAZR/3GztrnLziAK/4zg9QJnu85RUv\noOpMUMXT3HpVzlve+xEOvPga7tms+Pnrb+BjD3yJX3nl9cR+yhNf/Ct+5uf/D7748Qd5+avaTEeO\ngytdHvr1F/HnH38BH7l7l/c9MuUvfuUOrjyo+d0/2eGzn97i/of2uG17iS+erpGNovQVf3J2lytM\nh7tGOxxJ15nJyJrusFtOWckFaU9wxHiizMhFyjff0OKxccWk8awu5khRMnQpd202bM0Ed59puGnp\nIEcSzW8+tcuHH5rwXVemPHy2YfmaPf7k9C5npm3yJ1t8Xp1j9UbPX04d2+MN1Eyic8WaPMTLDkc+\ncqEkc4K1Hnz54W2WWgtUVUGiFQLF3lCx1M6ZFGNyachChskExIBBYGvJ2BWUdcXMSbY3R+wOpnS6\nfZ5+eheT5FRls38aLwi0FighECrFmRqpIfMOX0dGVrIx9GyOSg51eiwvG/LEca4s2Gka3vuHF3jr\nP16jlbfo+R47ruSn/8mNPHxhyhUHWggZMTEh1xkIhZMQRADhiAKaEFBmf2dXRoIUuBBRIRAj+Lh/\nalVrg0CghSQxGgEoJDaxSGkQKqUuLUokKB9RNqH0Cun0M7UiyRJDkgiUkHgjiMLjAG2ACJGAjVC5\n/a+ESLQNRgmcb0gzQ9QRpRR4B0ZTu5I0Krx1FLMKYdP9q4RDjdSBJk6wXtJUjigcoBAepFQkSYrw\nGvlM0UupIAREFESjIQaikvDfNyEJSIIDZ91+wElBDPszj6+ECBIR938mEUBnyd+otv9WM4errrqK\nfr+PUoo3v/nN/MiP/AiLi4sMh0NgPziWlpa+cvsrgwrBqU/8Eie7JwDBez76O7zuxlv4mY98mn/z\nhts48/Ez5D/6j6k/+1kuXTrLB848wfHDlkf+LOV33v2zTD/1bnpXvZDv/L8/yS3H2zzx0U3+0c/e\nwsa9l9jYSbhvY5fXvqjFz/23Af/77Uu0+4a/s9bju9/+KD942xIn2xmXfMNdWxNe3j/AE3XFxNVM\nVUnuIosZfGqn5igpR9e6fHk4omsVq13BzNVUpcSg6S9KxtMaFxOci9z1dMl6W5B0FdNLkl963SG+\nMNnjZJGx0kr5kbuf5nphaKeaJ8sRHZWwLltMFwoO6i73Pan4qW87wJd3n+RdH61YbnnG9f51JGNb\nc/OBLk8UNdoLdncGpL0EYTVRSKxrQCnylqcuFa2uoBxY0rYkIMiConaBJmhcMSHv5DTWo4RCyoCQ\nCuccUiiOXJmyMj7Gf/knb8DOhrzx197HRrWFT2umO57X3H6Yv3hoE7VsmF2wYGfQX4Jij7wrcM6w\nmq2yU+1y88sWOHu/Y1JNwUMMEiEDIAhRoPZnvMTwP/aNED06NdRFud8VK+X+9FgIZBAEH0DuF/FC\nzxBDwNlA7SBIgZBxf8rtDRGBIuKi359luBqlNR6JDhIjBaWCzHuaJhKNQwW9fwEfIIj7hSrZL0LA\nx/3ZhcoUJngKW9FqtbGTGS4qMB5iAyJFInBW0OsZRqMKJQ3RKbwvkdIQQyR4B8IjSBFi/zDA+8D+\nFCkipdz/mQVA3H8tHgj7hzYx7s8aCM/8Ep85jNjvHnYkWYp3HmTA73z1M4e/VThsbGywvr7O9vY2\nr3rVq3jHO97B6173ur8WBktLSwwGg/9POPyD77yJycaYUSvltc+7iVfelnPr9a/ih3/9V7npOeu8\npnsj/+Lhj/KlP5bc9kL4sRdexy1HjrF64PW8+FffxG/8vW/maOdqvKp582d/l2/rL+LdAo9PS/7s\nc7uoRPPG267lPfef4luuWucTj8746W87wdVPgvM19+wUiDJnZbnknq2S1b5iWjl2YsLuuCJxlhtW\nNO/f2OGq1iLXLsCul3zx/Ig3HD/AqdoSQ8TahkmA83sRIRWHlhrObqf81Ik+DyxofuvBh7hxtsiN\ny2t84uIWt+Ut7jjW4z88/gStosetz+vRw3GdOcgTaofPPbJNt5VRXRKcLaasmBY73oPcbxsPFqKP\nNN6TZpKmfuZ4MwYSleKdRZqUJtZIp+i0UyofqN2EtsowXmF8ZCoDAQhi/3QYPpImCUZpnt8/wsd+\n/59SbW2TbFTIxUOwfZZ77v8sf77d5ud/6yP4lTZL6zWzGayYlO09S+M8eTujvLBNfn2bY8ttTj9a\nImMK0uOcY7+qA0qqZ3YG9gtBiP1T3D4Qxf6Or5XECo+UChni/k4t9i+yA0BJmqJCyoxX3tziU49M\niCoSlEAoibQBHyxCgAmG5pnuQh8EwkIj2S/iIMEr8n4LWzqUrghS7bfkR8F+kHmUlPuFjAIiSBB+\nPzyktFgMWhmM1sgMqmKGbwKSBN9UmHYb7yoEAYHC2QBBIKUiBJAigFdEFf9HAccIwT9T8PsLjCjx\nlcLfT4y4HyRSISUoLbHOI9j/Bzc0s/17SQXV9v/6Podf+IVfoNPp8K53vYu//Mu/5ODBg2xsbPCK\nV7yCU6dO/fVBheDJf/c99F/0Bn70k/8n+dk+r719mT88f54Le8e5IZxHdNZ4/pUNQ5HypUccr+73\nMWuBj5wdc0w1nOtaLg7bTJs9FsYZ1621uP3IAp+pZ5w9NeCHn9Pn1vU1vJb8wl88wQtPHmbwYctN\nJ1I+83jDz37zQd7xhcc4ubJItzZ8zJ7lvtOShVyjUoVqPC84krA7zAmy5JRVrLoRN1+xysXtwKFV\ny2OnGzat58Fty3MPZ2zPGsI5+LdvOsoPfOgpitUWr2st89HHnuZ1z2vz+UclT1wac3TB8vIjR3nP\npy+RLiRUQCMjz2kJhMro/L/UvVefpWd55vt/88p51VqVQ1d1VeegzlJLagklJBACjAAZDBhsjG0c\ntg2GbQMO2NgDOAxgYwtsxkSBhBLKasVutTqH6lg5r5zTm+eAfbbnwHMwG/bzHe7rd4X7vh7RZbGp\nU2k5LD+yi1y5hi7pRNoeKh2BWDxOQGxSUXVkx6DjCWLVsxgu2MVRmtQolyqEE/0sNap43ASTVzJU\n9BrX7Rrg9RcKvHJ5ls3rfEzP/txf8Xr80DZ57Et/gVnII5SytDQVpbSAd+IAyDbXXnqRCyuLXG6W\nqZaKdKsbWElf41uvqBzaFGVpscAdYypfeiaHJyVwUO3jYrlFu1rH7gBSEkGv0XF0FFHCRcaVDFxD\nwtBqiG0VRxWQLBfLL6BpDWQ3xsHuBBtvbrB3bCPDSQnbrqAXLexknhv3jEIlQs04TdDbRcvtp6kH\nuLjyPA2zg9fy0MYi7ZVYbLrc27ONS52LlFsBYg6IkRYdQ6LHl2auPkukE+JCs0m/V6Iv4OOKlSPq\nxEn12HhEh0hIY2YNEv4ODV1neOy9rM6eIUEJHQ/ZTotAWGfJAaXsIkQkXn65wTu3pnDSLeolPzG/\nj5pQIm3LXJvusHXPXgTTx+zSRZriOfSZXg5P5TlwQxdRR+axZ8osrFp89PogH/n3a/zlHw2j6j4u\nz9VpF2UqTouRqI+hm2VSSZlvPVzhszdoHDNtNsc9OJJNI6UTq2psPvT/wcl2q9XCtm2CwSDNZpPb\nb7+dz3/+87zwwgvE43E+/elP86UvfYlKpfK/NCRHPnAdn90VYSpfoVQKUtAtGvECxrko//cHdvGP\n//46I7vhZmmIof27aDcu8bVzUyyft6hEYSQR5VKlgtevMd6RmZupM7pjALu5wFTBJj4YY3KhxPdv\nuZ0xNUR8IsDFZ6d4ZKbI/X1h3rTqDDkBXlpboSK6RHwGU6sSTtuLJmfYPd7Fdy6VeVciwIlaG02I\norkWstSm4TMoFjVu6A3x7NIStSZsTg4gVNp87tc38NTLi1wsF3ihquPtmKwLxZA2NXjp3+tcvzPF\nnpbGGc1hz00y//aDIgYS1yfCzOpFDo4mefRMgaZe5ekv3MBYd4OaXyAhy1Tadaq6SC5fRdJE4h2B\n4U09VJoVcu06GjppcYRmpcpVu0Zq0KKS9eJRq8S1CLregya38Ck2Qt2lLhYp6iItu8N650MM9G9A\nMIsIioOpVHFbARxavPDYE+zfeychr8bC1BSSvchzZ/L0xeD+nywyenMEY8qA4SaNlkFa7ubM5Tpb\n0lU+9q4kv/GezyJrUdyFOoJVhWg3zKzibl9P5YWXiW7o5o3HX2ZbVOOrJ6/y65vSPHOhxrZdab54\n5DRPnO7wzW8HGOpICEGRATGMaTrUmxZiVCZEk1hwFKvd4MjiDJtTo/i0BoLp8GS+giLJxPwO7aJA\nwifTr4W5ONNCTfnY4HeJqgFOdirIVoEBfx+ztTKmZbNUhXuH+lFbJk/pa6SwackSI9EgD1/N8eGN\n63nlzDQ9aZGIO8aaneXGvgRPt2fZQ4qCUEZpRCkpLqvmCkklTcNuULVbdIsRAraHhqDgU3SWjCq6\n0MZpd7FnQOfZxTa/t36IX//mJd69v4ulZpuALbBuOEFSafBiSSe/3OClKza3b4SAz8Ou8RARR2Gu\n3QJLJORV6QhwINbHi5evUs04fOTPX/k/Dw5zc3Pcd999AFiWxQMPPMBnPvMZSqUS73nPe1hcXGRo\naIiHHnqISCTy/wIH+VASWfDz2sfey1t+9BrPfHgrf3D4GMM1gQ/dsIdG0+CuiV7+5vQCRxaucOla\nmZHuAA/duIW+Tx9FGfDS06NSb7QJ9HkZlG1kRyJbl5i/aNM/LrC+K8KQX+I9tw6ivGayJhvEWxqh\niRALk2ucN3XmayY+R2BWr+CxNPYPupxYclhqCuwJygSiKueWa1wtKvzmrhCLrSI4fhBUkNrMN+GB\n/hjfOZ/h9gMJlq46LJcrvLxg4fYK+GseXMmia7DG5at+hsMOXX6RF0+X6R70Y1UkiqbE3SMOFVNB\nEVyuZdrcsS/Jb91vcW7KYme/iC/swWMHcASBnJOh0uqmx25CWPp5N6Zos0obTZLwaA6mGaBVa5Hw\n+7ms19FUm0iri9RImyszdTYnByjXeunvO4Dkj8CF0wi1NTrJIIIis3bxCrHgBpSAD1/a5tyROdZv\nSPOVnz7MeHCYoZDBnKjw1y/Mc2GmzsAmP27dYK3cwZJFEkGJeKzDkBzk7t29pKUyb/HfTtUTJO6X\n8fRtQJDAcVf5228+yD3jI/zTqWv8xnVJzi7ZTHUa/MPRNe4Z76Vve5U9213uiAxwtNFgfVrl6qLB\nQMyPa+p4tR6q9mXylkSwnYB0jlbdT2FG5oZhjUyhweBYiJ4eP088sUrOMkj2N3ln/xb+2+nL3Jxe\nj9MxmXMbnM7m2RYKcnrZITZocEesmzdrOfo7XkZjMQpCG9lnUF0RySsN3jE8wI9OLLJjQ5TSQgk5\n7Kdq2yzLLfYGPERkP15J5fHyAhvQGRm4jjcyc3T5JQalGN/84RIfeH+UZcVByyi09RaEDF450eJD\nNw6wYq0w2ogx4NP40dosO7uGqWgilctNltJZRv39XFjOEvZICP4gVqnDS+Uyd+zoQWo5jMoiTy+3\nwSuwUQrz3o//9Jd/fTq0fYRaXuVX9yb5zHsO8rVjV/mTG7fyFyfOsaVH498eW2DbeJCN41GkSp1P\n7LuVrx+/wO9d18OPV5f5wy9PsjHmZ8Zs4PWEWRQbjOgSgTGNXf4As3Wdu7dH0GyVxKTM+vUqP7hQ\n4mN3jTFzdoGLJZ2iouN1JQpNk8m2hMeqgaoyLgbZ2Gvy6LUq20MhckqHpqlwZqGFpIp4BYm+uM6T\nb3bo6dG4PeXhlhsnOHK6xvNTM2xPhKjWW2T9KlevtRiZMAkpMv1GlNcWqxidn0d29Y5Kb1xmU8zg\nYlnE6zgkVRVVkfm93zf595k6bw8G2T6QxA7oCHWR0cG3s7jwLAlfNyuFKpGUQaftcnytyI5giCmx\niZuHDYNBvH6bI0t5dvd2s1ZeI6p7iIX2E+u/BcUvgVXEddI416ZwVibRNuxj8fCr9CV7+ezJx7mx\nv4vN2/bw0GPH+cidezk2eYYfnF/khnQIx1U5nquTEuOcz89yzvLQKugYsoVt6iieIN6Qj63jDoEZ\nm298IYmYX8fquQab9u5FGhnn2KMPMhie4PlTp3lqYY3f3Bfhr08XWJYc5hfqvOudUZ57o87fPpCg\nYLXwigo9Hh8n3DUOJGI0ZhVWJIFUV4WedoTZK17Gh0Tm3CI9gx6yRoGuQg/BQIhOIcSm2BpWr8Zr\nF5d453WbOfxqgZGIwJF8Hk8f/ErfPs7MXmUt7KNyMse+9WF61w1zqnOMMydCxHvatCI6O5Qeniws\n0ieGuKtriMHNNY6eybMptpeTa2+i+f28dqrKB25NcTrbZG45x32Do4iaj/NZHU9gkbg+wEJgmULZ\npV6WOZYtcc9wGtGnszMZ49RcjflFk937LMSqg+WPURbKFOouoZKPVJ+CUWmieFPsiHp5dCVDWe8Q\n8ngZCfrQ2xbnWg0urZTY2t2Dr+3FlYr84af/f1D2Et07ylgyjj4i4q6q3NgfYrFtMDQa5p9+eJFt\n60PMLVYIx/z0pSW2OBrlkMiTp/K8+L79fOnVRW6JhdjcazOxXeXA1+bILgsYKx38KQFJ9fFbu3u4\nLgjXpXr5yekF7l6XZrHWYK3jkqMFtovRKHOi6NKwFCRPi+slH2qXxqVSnZGAxlxFQxUcMi2dtmHS\n8cvENC+NXANTkNig+Zk2CxQKAXYMqai2QtGyuFgskbFh1BGZb9vEwn4ku0K1LZL0a+hBm+yVNnsP\neMguqSQMhznR4VdGEnzjzDLr7tN5R1Ll0OZuxuQkDf88RyctDk7EEfJJxJCOLAd4/OR57t83QUlY\nRBWCnJhuIwUA3WVrd5K1NYueAZFsMciBbR/HVQ2sZhvFadIsZpELHZyuDbgzz0B4nGuFM2zd+XZm\nX34FX9ca9eU4C60c1ZJAsd4i5+mgFQUuVqvcOJgmHjb5xKNzZEo2oj+Mz60RioiUCjKO2sCo2fzt\nA13s2+/yxorOJ8Z34I9+mPz8U8hVl6uLC5wKL/Mfj5Xoj4fJVCS2D3n4YanIaMrCLBvcuDNAo+bl\n+rEAvTGLEU+aw4szDPZDMSvQ4xvj9MoUm9apWJUukkGd1VaVnnQCj6/GTL7Oel8CXdDpT92M2TyC\nXhcwovDs7CIH+0dxSyK9cQWzIbKsr4IMp+dcEsMuR08YvHVCJZCU2CKu5+HXrrFle5pxDT53+hwf\n2p5kpQTD4ihXuISpSjiyxpWLZVJdGuODPnymH4cabSkAnQrdQohHFtfY1Z2i6BYI22EmwgIPzZa4\nf99WlPwUZ1oesi50Vgy6Y2GKQonmah3dE8MI14maLr6QQI/rp0eOMGd0ONXJ0bkW4OBmiUtrYNZa\ndO+I4z9d4u2bh4l8+L/eISl94Qtf+ML/UST4X7w///M/R4mtI7daodjy89W3reebU0Vul/0czzfQ\nz7eYqVjoLYP6jEvWgAeuH6dUKvPxg5t56JVpHn8qy603itz0lnUM3XmESkXgL94XJ73BT28xyk8e\n+DC375og1qyyqrsILmQ6ZVbMJoorY1oWIVWkYMlcXtLZFpHwhQLkOyJtq4UoqjRdGQOX89UyAVuk\nIks0LUgaLhv6vFgdkXmryVzDZVvw57cLj67mMEyLuwcCRDUZdb2XqUyDEY+LN+lQt0xScpCSpTCc\n9FL2VAjUBYSAjGZ40C0DAXjiw+9j/aDJT98sEEuJyGWRdsMhnrQJeRReXW0T99bpj/h5duUKw9oQ\nAb+Iv9lmk7SH/m6TWruIpZUZFt/JYOw2pEib//HFP2Nc8YPSg2SbuIaBmL/A8cl5LlbLXL06x18+\n+jC+cB5dqNLoGAQcjYxoMhoO8OT0MuV6k1XRw9/d0s0fPLHIeCpCyWzSJYsENnjJrbgMxJt4Y934\n1/l4+1CAvpTL5/+lhk/uZv7KM1CSmC/keSa/wtt2JxmVIvx4LkssqjJdr/H2oRTJrjADAx4uX3W4\nZbPGuB0ja9Y5PGdyY4+HjXGH/ngc02sRUm1Wli0G+k0kQcYbsFH8BaL4SHti1NwCpu0h5hTIWzmu\nCh2W2h3eGthGut/PkasZGsESi2IJWwkhCS12DiXIZkUSww26zAQtQ2K1bJONrJESU7xyQeQjO/up\nV2vE02kOX5imJZiIusTFeonrNgYoim12SCkm8zWkgE3MSBDWNJ5eKOH3qpQ6NTbEPaj1GFPtMrcP\ndvPY2XlOiDoETN4XGcWpOMzpWbwBhVhPCFd12SlqzJYcZEPm2VyOHb0+ii2HjZLKcaOOFXDYOTCE\nZ6CJkPcw5a9wal7hpSNX+a+O/C8MHL79m7v5vY8f4B/vTHBktUP5wgrX39Pg+fMu8pCKNNTiuRt3\n86EPTPDa5CpPvX6V4Ugv7xrvY3Okj3veHqfbG+PqUzm+/MkH+OJNm0lYcd7VtZXNPQqq26S6cJZl\nA/71jWkSGjSaFj5VodCs4xdU8kaVF7NNtvQoNFSBmCVgYxFWAnRHVTyWQ8NuEHZ9GJpJIihj5VwK\nssBMocw9I92cLur82nCcw4UyG4MuPdE4eqGBT4rx2LUM6S4Bc15BGzApYxEthVl1DaKSgN1lEJgL\nMrolyGBvhJVigbqtMh/poAkrLFfKTAwH+PJrUwQjceabbRaKKoMJg2LZZn3Qw/lWje9NmqzMe7ll\n0++gtOIER3bjU/fQJexnIHorhqoh2U3aiyV2jW1CCnZB4yKPP/kEHtem2ayQ7vXTrOo8crrKu7b2\n8703S/R1OdQrQzy9MsXenj5mSzlUReDJKzrrR0U+/9NlZJ+ArLtcysKeTR4mT9QwfB1++g/b+c7h\nZfr8Il/+xyF6PQKhNQ1F01kq1zi6UqPVknlkMsc797f5hytNOqsGphBgbEebk4UW5XaFYZ/Bge1+\nUv4wM40avh6LjmHiU9pYTS/PnKlzTc8jekX6NBVfOk653KSW04l3j3B5qUpurU5A9IOgMzlZQwt4\nKGsuwdIKVcWlUHRYzGe5fuj3GSgWeXFtjYgYZ2PSR8dtMRRUef1iiKdOLLJ7r0J20WIsqbFjW5q/\n/tl57pjwM623iWjQ0ytx72AY15VYqrj4dAs70CHuiTC5skJOrDARSrJUXGbQk8RAZ0s8yT88OsmA\nMMaZWomUpvL8TIWRFvxkZpHkqMvr50oItkgk7dA0BH58uYoWFri+L8S2vjDbuxQ2J6J871iZu/eo\nFCsiS7UiiZqX80aDSqZFv1flmVdm/8vg8AuTFZF917Fua4jfSA7w4CtzXK22sKomhsfGLv28Eajf\nCFBONpFzAT5+fzf3egc5Z8DlqbN8/o/+mD/4my/zge0HaVgtfD6bLsVH7+gmvvbo02welijkawS8\nKslccncAACAASURBVKaoErIMSqLGdLFKy2lgSDBVlej2tHGcICFbxuur4ZFCpFWLFX+b2TmDYCTM\n9oSHp09WWbFttkdFNiWCfOVKgUHZ4n3r1/H4dB7JA4qjkq/WmSnobE1HqBYaDKzzk9PqZK0YteUs\nO7aKXDom8jc39vD4QoElXSRfcBiMCdRbApdpEAwI5PMtfAE/t07Eea2UpUcLkB5q41b8zMzbCP42\ne0dEJs/bXPzUJ8nMniSojaBu2IOrF3CqTeRoCtvOce3Kk5yeFri5K4kt12kum5R9dX77zSx/t7eb\n2YaIgcvz02VE2aTPK/PSapnbNiRZWDUpuHWsmo/5Wod9A3GcRpXP/sl63JzGH391krOFOiFPiEaz\ngi0KhOLQskLs7odwt5+llRJfvGOQD3/9Td5/zwEWc1VWa3kOHVzPfftbbI7F+OTfXSEUjdKbUPjY\nRwwe/m6J3tgoL11YQg+LvH+bzMiOnXzlqZe4LTJMqOPyplGlWwVT0zgxV2XvkJ9d63s5cXmJsiGj\naW2ikRAeSSflG8FfWiSbNJgsV1gwXHp0P+lgEJQKXlOiLnqxGnXqksRNkT66NBkj3OJfLlzm/mg3\nk4aK1WyR8slcEAtspIez9RVuFwZ42lMlbHm5fyKO4hF46uoC+UyImze4FFydjekAC7NlqqKXZFMh\n4+qcKZT51Lu6KSw7/OxCg43dEnPRFmomgBOx+c7JVd7tSfK2G7fz07VjBAM+2lmTbKVN3utjarrF\ndes1VNthtebSr4t0UgKlrMOqq/OhsU08dOEqGxNxZlcNbK/Bv3z+jV9+WWG0fawe6XCuVue6m6JU\nO3BzNEzS4+Fj8SG+9v7b+NN3HeTrTxzjB3ftIFOvsrQoEHNySOvSrNPbvP+GPawG11htFVjItLio\nL/NPz7/Ch3fHmSta9AZUNEFhy6DMSrWFKbfotB1sQaFh2AQCNq7rQ6l3kII6IVsgGNYp2QJLFYlO\nR2JzWMSwHbK+Nr+STJGROsybDSKGjBgIsLT28+hvPOwjEm9x7HKLQ4MhGmKHoN/B7tZ47fUKwwGL\nlmmSaCYxjCo/mSljCmGSHpeO0kSxIdd0sBURWfBycGMMQVBYsZokVz1sSHdxbREqi016tSB7/X7c\nFS8//OTHKC6fwTQ1JKkHPCaKJ4Ac9WARobrwMtl8nTsnbqHdlaEaKfDcZZPTeZF7RxJ862KOM7Md\nzuQzTHhiuKJFruYwGIiiWC2OrRroZTiwLsZyoU5I9ZJrVNm+zeJ7j1wk05GpdRwUQaUhC/zVB6Jk\nSxY5y2J6rkxdkLk2V+Vj20M8ZlrE9DJZy0QOi3S6SvRJAoU1nffu6aFZ8uH1rHD2okW6X2Vbt4DY\nGyaouqyLmSyuLHHiaS9bxkVqZZNOX5WW2MFvyWwcEbjUAstq4ZcThPw1xoKDnKnOkA6FydlrCK6M\nW/IR1DyMz0bo3gnzUzU0WcbnV6hlBHSfwXWqn6W2zpKeYWUhwa5omNdyLWKxBhGPxPpghGm9xb6e\n9eSaOh6/xdRqlX7VwasYLBcrdMkhRga92Pkka9UVNEugZiYpakUGzB7m7ALxsA+jIDI759II+3jq\neZtr/gY+NP7xcIWP7E/Q3xY4tbBI0YV/+/sG016XatXHUCHGaFpGaSXYJqcIYpLruNQMlayc558O\nfYQHHzrNPYc2EHJNzhhrHBoJ8NNHFn75mYOY6Ca5cYAnD1xHSIH1I70cvbDIlp0TvHl1huMLRX7r\n5r1EvV4a6NimzHdOnSFpttkZH6AZjXNqpsrudb2EEiLVlQax3m7OH3uBElUSjsRAXOPh/AoTYhrZ\n0+D8msOC02IhZzMeVKh4LTZ7NWpGh5FkH436CssVH8NBGcljcbxgYCkw4fFyfM1ie9jhuWqVX+8a\n5l+W59mfDNArqXz/XBtH0ik0W7iOwjpvgKJYY3apzWBPGEk1qJRVAgGLcl1ma49Mp2biqDIVvYUo\niKj+KDWrQb7TxuP3IVsWvSmBTLnOHVsHePKFRf7kHbtQG1Vq7RZzCyJf/ezvYC0dIZbaRrNRRwsa\nqJENtGaeR+7fjOZCZeENXltt41pZCplx2mPXmDtuM9OyaDcckqpL09PkVzYnefCZBgO9MoGQRdDW\neehik7YoIbkay5kM+zaNcWl+mf29SUYTOkXd5ZlLDjXD4i1jGs+d7pB7ZoCeD1a4exSKaptOWyOW\nEOkXfDycyXBrPMxTp0rcd1uUu4cVdGx29SRJdjc4WemgZLtYqWe5afsIz2ausMEOc5QmNwgKsR6F\nsNHPQ/OTbBVdskGVtKrgBvxETJ1wWOF4RkfSW6TkCCW3ik0ANdRk0CMyv2gwK3sZjBaQ/TH0ikMl\n0MJbT9ATq5Ovy2TzOqmoRtBwWHQFolGJaqXBTFEjiEVTlrizV6BH3Mz358+ySfJzrlhnf38YuydB\n8mqOZsTF1WX6BsI8s3SZjcoIN/eO8OC5F+mIaZAswraIkXfYMxSl5bg8ebHAJw528+xMhaLU4faR\nbs7PtukP1HjsmkGPraAN+5A7LToRl0jQpnVSYM+eHp6cW+SuzT5+9maLrj4fO7rDPHViCcsHDY+M\n1JLYGLcwqiqf+eJ/fc/hF8YcLvzue7m5K0044EXzJ/nuuWsIkTjZhSz7N27h5o17eWNhirCSYq5e\nY2X6IsfXXO7du42pVoG58jQf2ZPmR+dO8MMj0xT0PIffOMrtm1IMan66436OZfLEHYUZp85axabp\niCzmYTBhUTNMxj1eMkYLXVepVhu4viget0YoqHIqV6dQd+j2K2CJHFto8u6NKs2al56uJtmMSEs0\nuTLTYH0a8h0d05b5tTEvP7lWQFUV3rUnzuVKDcsQUaIWUdePa1W4XHTYsCnAFb2F7PWAYVGwWyi6\nhieuIFoWnoiIjUwPEdZqInduSECzwLlLNW7sG+ZPf+d3sa0a/lCcjmvi3zyOosZYfPN7XKhN4cmv\noojd2BR57cIKtY6PRnCJ5ydbdHm9pHtEzs42aYsqY11Jnjw3w3BK4chKm2dfXuZ9Hx/iocMlmnWL\nT71nA96ATC1f5+P7JnhuaoG5gsn+TSHOTLfYEw8yEPHQE3P5z+MtlnNVNo572OhL4ovJtLIdfKqA\nGNS5eNEkPQgtGUpKi82+bl5bLPPmhRqy5OPsVIn4Oi+rrTXWxxLEdJv5dpWpZpsNcoqftS8zIXnx\ne2JsmPDxXKnKylSb67rCnM90iKgi9aZMS2qTkSwWO3XGozYL0yoXijqJUIuAGeUHR1uEvBJDmocR\nTzczJ0WWpzuslwJ4fDLbhDDlsoW/qlJ+weSmmyWKloxVsOkJ+Th+oUK7YzGiuEwEUzQtgVcXltkY\nSKPKXs5nDb51eob7NvfyenaNmXyO3v4t2KUCmZzL7nU7kT1FHLfIK0cdRkcDqO0CqtxNK9sgFYlw\nrDzDvmgPvcMym5sanWKDa4JF1NR46XIbrV9F7QicWCvj70QpCz+X5X/376v0DUe5Id6HUdQ5d77D\nbNFGEzwcPzn3X2YOv7CylxMrOh2PyM+uZXl6epYD3jR39Ee5INR4+cw5/vHwY0QFnYenXuRfXnmV\nP3xzhlGpzMVrJzGrWS4udNj1jZcxKzLDMYFnzqzw2du2kc17ELQaj0xfwXZEdM1gICDTNBxOlUv0\nhdpkOhKDAQ9TjTaipdAbEjhV0ik3a0R8QWYqNSqmS9XWeXamRKVSYWdC4vMn8uz2+zmR0dnW7eGu\nvTfwwFujHM61mDWhLkg8sgbb1ofwCPDC+QpyQ8Yn2ZhlmZzZ4YaDY9x6S5y8RyBcN4hgU3dkRC94\nk37Kqw06hktE1ahVOyzrdVpCldv6ooRlP1rY4b0f/h2ccAclFsaJ9OBTkwitEnZDoJkz8Xs9rDVt\nLjZPcmzyClO1Nv2CxSsn2+REl/N6lVenChwc9EO8zDOFVVbWbHKOTLHj8vh/jvOe9Qr37/OwfmOC\nH59bpqtP4JZ3w4niFVR/lKlZqDouJdPl+sEw54o2V2UISAVkSeZEzcvd+/q5mi+yfyLI8Vqd3eNd\niGGLUNPL7eleuio9eByDcFBhrCfMw6ea1KM+nn6uwZNXFd44p/BoPs/+oV7uGgtTdUAr9fJq1SbW\n8fCRb89g11tk8jpqj83hmQZXzrXwOzJXywL5GZW//O8tTMVLQTUQeiQChRii202/18O5eonqoofP\nP7nCJXkNuavDW25+N/XLHb4xX+X4QodMyWSpV2Z2cpzCnIikB3ntlIMdVFjI2hzLBjlXblMt6Hx4\n683MNxqcWarSG3C5IR3l0/9RpHTJx9t234s4v8pH3t7Dxu4A0eIKlRNeDm3aj9xfoFiuEtwW52Ix\nx4atSZ4/n+UtXbt5brXD5AmX/8zVmfWrzOZd3rxqMVyXWOdV0aQw46EY4abMjf1pYjmLu2+KI5sd\nTpxd4uIlk0hKQGmGmC63/7dm9BfGHL77mc9S1vwEq3X2rhsnHA9wMlfirsEDTK9lqZoNHvjhKaaX\n2nQHPJTKBh7FQFAcVmnyxmSDrXGZo9kym6MJPnfzMM26iB3JMd+AbMcioLr4PCInFlxertZImxEU\nv0O/Y5N3bcZ8HhwULtVM7uoKUSrbDHSLfP9qA8kUKdUkGl44Pu2QtTrYRYeBEYc0GkdWykzOzbKy\nolK3RUZE8Hhk7LbFYrGDIYgIHh+2YuJT/Rh6Fbwyy60GpVWHjQMqvniU+YyOv8+lJxbHpInccdAC\nGqLX5oPbNhBJKKxcNRnt9mC6Ah8/sJfoxjSOYeM0lmnNXkEZXYcsqlQzpxD9DcbfojMnd/jnbyww\nlvLjVTz82asz/OFt/Rwp1Fk2qnxi5yBrvgqj/b0cEmVeX7HZGBIp9hmkzTg7dgkYawbeVpKn1+ao\nr7Z55imRQCyO3Iabb4KlqsjHe2L860qGXZLMwACMRSMUKlWq9Z//EbE0V6ftkzl2dI0LRYffPTDA\nni0GGyfapLrabAymuVI0mV+ROTDoJeI30Ls8vDR5ja5eiQcPV7grEWL3rQNEJQ+f/I8zLDUbrPcE\nMUwdRUqwo8+l19Z4cqbDoJagaDuYTodyzeZPd6YJGSq5jsjCksuo4uGNSplcQ8SqeSktlhCUGt2q\nyn27rudzP3qMwa0+ZEtgdLeEmNEIaT6WwgtUqxLdfo3eAYfgqoYpWfh8AYxmFSkS5LlzZ3n75l4u\nlx0O7nVYXbbZ3CXRM5zgu4ePMRDz0F5rMbbeZb5oc1KtEqy1qElJBoc0fvpch53BAFfrbYY3yjx1\ndoYHxtaxoLT4jesivLzU5lfH+oj164xtCrE/FmB5aYGcFGSxmCVbFFB8LkZd4K2HXPanY1xLKGxL\newkYDW4ODfLYiclf/igzkfJTWpzig3/0GdamZhnbs5t18RFEj8bEjRP86PXDVAoeBKNNoVxjl89D\nOOLnySsVsrkgVavNjOGSshQ+vXcMr2CxaGTotmQuZsv4PSaGYXIh5zBdN7AMm7AHvKrKRFAhpgl0\nJOj3CKiWSAGb68f9fPNUnm7Nx0rJAI/JfQk/63oUJFklHHN44WKbtr9NSXLBkHmzWCUm2czWNSzd\nRFYdAqqHTsskqTiMbYzh9zoIksbqik2nbjCc8LG4YNHOtWkFLQozNskk1B2L7mAc2/Pzlp9XFtfo\ndyTeOhYlpYi8Lb2OsYnrETSVzuLr2NkyWlc/7uocnbxBOO3D28yQnW6zJbSO5eU8w/F1PHFpjf/r\n1jE+9dgSdX8HpRPi8clpeqL9GJUOT5gZRtVu0qEQV5crFLMmwlyb72Z8zAWW+NstgxjVKKeXa4yM\nRejtlfnTe5M8+VKRrCYTaEgMrpMwWmE++KsxNk108cPjTa5Uq3x4R5KzmSZmwOVLYynOChYXdJM9\nvjC79/Xx948s0S+7DO6Ikzm7yPmGQClX48e//Q7eMdLmHQcnSPiDPPHkFbJLVZLBEP1yhHhK4nzV\n5e51beq6h+WiwErZYSTtJegtc+aqwjs2+lktq5ya7/DpT47y0lNVhD6Hrz5epKcH7h+NkEgNs9Ky\nUUX43GOXeMf1UZ44b/PiaoGbw1Hy+RBWokXmuMwdcT9Wf4O4HeWVa3l6+4aZzqyRDseZr9TolEWK\nZYnZgs17bwmyOxLn5KUYFzMFEoMCrY7IfEbmrlskesZjXH6tzlRRp161OXppjbAssyRXKFdEFFPh\nUx9NcWm5hD3f4EjOYTFTZUbVmV4xKbUbxNUOP7tgopgCS4LEoFfks58IcHufj5knXU5ka2TbBiun\nRf7tYobJrials6u//Iak+z++Tcvr574ffg+hbhKPByjm2uxKh7hjJI5MmOevTnFzl59SXy9qZoFy\nPEiyLbDgwJvHZvjK2zdycbVC2KehaDa+tsnL9SK2KXA81+ZkpokselHVBv2al4YtsD0h0jYkTFfB\nMgwOdPu5Umrg8Yr8bLFMWvTS8sNSxSVbMqFmUANu35bg6OUaNafN7v4IXsnGEAWm19q8f30/D51d\nYDQlMF/++eJUTHCZNcHRO3hELzhgI1LXdaJRiYAskBEcFM3FLQjE+hWWl03cYIN1/XGKJZ09wRCC\npvKe+E4+9Lk7MM7PIAwOIy/MgTqMHhDpmC8RsRyWCxIvnznN999Y4z37Ivy3F8rctjHF94+WmOjy\ncbFVZigs0VJk5nSHD20L8fDkCgPdATYHEhw5XWfvZpHDcw3edUOabx1d5P6dIxyfWSSa1/nMn47w\nq/+wzE3pFGmlxe60jHe7yA1JD0Ksm1t/+yTvvTVMJqPRNSwxd9piyW8yGNDZkg7w6qrJrUGTCyEF\nT01lzGszogV4NLPMTZsUHnva5ab9PqScySd+v4cv/NlVNm1IMluS0KwmdwwMoRgOjxs5DvokFvMB\nnlws89kPe+lMK3z3QpVIosVUQeS2oW52Ji0ev6qj+zus2BKfSLmcWozxamWVv/7gEG9kC2TPyDyV\nq5OumnT3hDhwU5B1TZ0fHNHZMQ5rDZkXLzQpyx18jo9DPRod00OQFvfc1MN/vFzhKycz/O5bHU5f\ndvnar/UzdarKjTcm+NbTLdolizPFPP/5ufU8+O0sqs/LarbOgS1hTl5wESSTLfE4k9ICPtXHtSsW\njyy22RCX+OBWD9t7B3n21SX+6HMJrh5u8vfP1ZmZa3HnQZXdCZHFepATVxpsHZG5iouacxE6KvWY\nzkjaz5W5KkEjQCSs4LfbKLbAJ77z7C9/+7Twqa9y3z//K1LF4dRcjVPXClRabUINm6++eZ5HJ6eZ\nCEj8VWGVf37hGKlmBK2kcqZa5euvTvHFO7YzubKCLxhitlaglK1wtF5iIKTw6nKZoysVVFehatRo\ndDyU2hZbNBm3JZCUvGwJSJRMg29eqpAzXa4UIFMOsFITSVQ08tkmHseDP+pnXcDHMydzbE378WsC\nZ5aaHL5S4uQlHc3wcDRbojsVRrN8bA75sW2bqiaxQ1GQBJG2JVJxOlh6m5GUF72hki2L+FSFRG8U\nQ7Nx2jrRmEp/NMFiuQKGw2uzOpHmMB/63ZvRz9aQw8O402cpVnIY1Tk8/peR4tf4+osnqE8uIdU1\n3lgxWRRl5opNDLfKaMLh4KE4g6LGUH8CBJN/vn2AH53IEA75GPDF+O7RefbsslmTHTIrVaRWh5jm\n4cRcGcsT4a8+2sfTr1a4fryLjmEz3eqgKT7+7L8voHb5+OGTK/Su83KpZOCLdVBaBd56l8TWpAMD\nDsWiTSlcpdUj4lBjPOJBdQXcoM5tW2Ls8HhYv8vL8Wtt5IDIQ9/oMDHRwysrDQStwQ2pcQ7nV3l6\noYhZs+nrlWiFc/zxDWkOnyniRaWqWHT0IJu6gqzZRf7y1ArtDmyNxQlWbHbc0MsJq4A3HODxxzOM\n1RQ6hsW+VIB9EynSKQ13tczE9WG2TGhcv0fiUMRh17hDKqnxl4dSXDrXYCBtockSFy/ksJabfGYi\nRa8dQbjsQW22GN0dZHGpglcxGeiWIORy4o0CqYgPj+awb0sUqeHg2CZnl5rgzfJWf5jyZYstPoVT\nb+njy3vjZMwWP3nlNL0RL7X5MrMNnXSXyt13qtzxFi/1PpVU0CS6zk+1pZHyCngDHbZvl5hIglvU\nyVyTqAfLiBE4ZoAV/t8b91+YrNiaHObo5SK2qhANQMrv4ba4Rk1SmbU6PHxymYJmMztrMFuuEg24\nbI0KvLFc57dG4pwqLBL3x/GJNXS9w4It0rZMnrlmcL7kkIr5UIUOFVtgKGjRF47TsqvIsp+xgMzX\n57M4rorH1GhTY3Khyq1Dfl6u5HAFHx/dI3E636ZRb/0/FVt+ruQKOLpKULJxRA99MYf1aYn5Uo3u\ngMaAIvNGPk/bkjAaMnrAQRAkol6BTtMklY6Ttcr0JjwkowJNTDpCk6AvQNARaOHQNg2clsqo08ef\n3XMTf/5bhzAEH0qfjFhpk798meSOdyCmfZx44kcImQ7xsJ/zVxqIUoNUPIbV0Tky2eTWG4fwujYL\nrSqi5eJLGmzpifOnP7jE335oC5cP57DcBlK/j1PzFlXdobs7xuzkCvMLDuGEn1qtxVc+4cNo+Xjm\nagVXddjR7WW5XeXX79zD4skl2s0iv3nHNj56b5oHT6/yiTs2c2jY5vUrDm1PmxFPCN3SmbPqhNAw\nPR1myxZ70nDvx3YwO1XCbpnE+wwGCymuqk16vW3uGUmiKwYLuklKjNDRdKxlib5BH4GowGCkRX9X\nkOWaSZfo5dpak3cMpFg2q2xKJPheoUDa5/DCZJudErxR0pmIm9wS7eXlskUmZ+LTOtStJgnBQyqu\ncPJcjZNLJk4FfrJSYv+GIR4+k8Evqmzc6uGV2Qpbk2ESPoWTcglXaaJIEsmNJtNLAoGiTVeiyXJH\noUtWaCfgsTM21yc0LjQqhJQQTU8bKRJmPOLnpkMhUtfZvOUWL0ee61CNKHSCbQ71JJhaU9nUHeX0\nlTYxxUu10cEJ+LHzLl1JgdU1hZlOGY8jMj4s087IvNLucPOojycW6xwY9POzcy3GtjToJYLZ0Hjh\nzOVffs/h3nv28tYDEzzx+gVMUaZYNVi0JH56epItWpxfu6GL77yRwa+C5lUp120uFeq8qydGPOXB\ndsHndXl5boVjFZFSw2KyAa7TIu6RKes2q4020YCXLtWDIEDCo7Ij6mfBtTAbIDoybX+H2YLD2GCU\nn1ys85U7d/Dg2Ssst4P4BB+3JFVaokCxXkUQFEI+lYhfYd+Ih0FZZHckxKphMuBVeS5TZV0iQqtq\nEe7yoTRsyp0Ga2WdiM+DRQvR50VUm5g+k3gwSGG1jCfoo2yaDKe8rGZaRFSNB3/lA9xyaBRt0Ici\nOtTOLtCYO4oajKI6S+QuvUxA9qCFVb7xbJUfTudJR2VWKipdo03OTCmUZQMpDFdXOzywc4jVqo7P\n38EW/Pzg5Sy37Y9zatHGyUIt2yDlSnRLNgsuPPyRexHmZzmYTjPklXi1tMJLGZPR/iB3d8n0hpN8\n4Cuv89n3DbI4B5Zb56mXV9mw3seLL+U4uCPGt080yJsWVdvGdrz0CRIvVRq8vW+AesPA8mucPDGF\nJpv8LNemu6mhaSaXDYPd0RArls3116XRlloQVzg1XyU1oBDxSdRyBuGwn+miS7gV5oV2lnv64/xs\nrcr96yOs75Y5f9UlW25x01CIsKWSV0UulQxagsvDl4uMJ2HO8HH7gMqCpJNyJV5frDOnqAzLEvfK\nffx0bYWQrHFoSOTbVxocGA/wzrf2MrbLIbTsoRSE6VYbWe5QLgpsH9cor8q8UdSZKbW43GjQrSmo\nkkzegqxpEFYtFElmxVPDzYdo5VpcPNuigsRNdwQIVxQCPQJ7Qn7OZguU2wGOz9VJjEmodpn9Pf1k\n5qHqOLgem96QC66PdeEgdsugXxfpRqGvozKyNUncb3DnUDdPzs5x+vzyL3+UuTpX40evXUYSvRgF\ni3pTZ2atxvr4EJPVFoGmgN6x6IkGoKOgWQ6fvmUHq9iczxUx1A6PXFxlraORqRqcLZicW1zjscs2\np1YbuKJNRPSxKQRpDwxEDDYGgpyvtcDp4HZM5nWDTtmkajucnitz9zqFrx65yAMjXUR0F8db5MfT\nFpKlYLgq/RE/AcVlY9LHqNfD9h4v31wtM+T382ZVJySJLK/ZWKqHYtXCE1JQHR/d4Qi4CqIhYOVU\nUsEYddfL+Ws5RtYPEvMKVBaqfGCDj0TEj7HmZ9ftUXwDGtVXn+Olx36C5lrkWhJLSwUqmWlm5wSK\neovTkyU+etDPpw5sotiU6Eh1Aj0ud27xkQzYHOwPcfVsge+tLPDuG7z81W+EuHNMRvEpJCWDPzkU\noOFps26jn75NfrZt6eEPd6zn8cOncD0h8rrLQy+1ua0zQlgTySy3UYUAJ4sVfuc962iXdQ6Nx3lw\nOYNHlDg5X+Zo0+Dy6TUcoYzYMSnoBlFV5LhQZaMQ5EguS1lxeGI+w7jHz/FFL29L9eML+OjvjtFu\n6pxfNTl4i0S1vcqWuyK8cOoat4eTbNWc/0ndez9rdpZnutfK68t55xw6B3VSzkgCCQnJFgIDxhiX\n7TH24DFjiikz9jkep2Njjzn2gH18TLQAGbBEkBAgoSx1q9WtVre6e+/eoXdOX07rW9/K6/zAP2Cq\nThWe93+4r7rfJ9wPShecmI2ZtBjr9VnpNHDbEUKvwe68T1CS+OFJg4PDAkO6ytRoEjUrcmGti2c5\nZGWVXxzPMI5Gum5xZqXKByfj9IYW75pO8YGcQuDpnDa3+NFqBUtxOLvgsEdUaBsCjz+7w9pzDbbQ\n2JuKUrQU0uk4D9w1xYvLMh0xwCREi6g0PBXPgcu+j59L0Gx0mGwmebKyzbCcYOZqGTvwaAQKI70p\nXv1+maFrPOavVLi0s8WaLdD26tx6bZQxOcKH70tiZNaZF1385E/T1F/sNml1LNbcJuJYSCvp0phI\nUO130aSAR26MMX27RW9E/pk0+nNzDh+8dooVX8LseMRVjUxS4rp0jDuHouybyNJF5LdvmKZSAgR0\nAAAAIABJREFUbfA/7t7Hw9ePsbC4iKOHZMQ0p7bKPLNm8sr5JlIArhMlHgvIFRSaps1EUmIyE8OX\nBIajOjIeW7aN24XXtk3mTej1BG4Zz/PCRo1OCHt7UsRVmZMbPpv+Dr1CP57fwQh/Ok04ORShNxVD\ncE2agcezSx7DeZXTjSatKuiaihlIeE4NDIXeXIxKECLKLprmsVm1OTSk8siJHBnX5tcP9TK/1WKp\nYhJPpxhNSTQ3Eiy8+ddInQDjlZdpdDJovosgJsj2xJCbLf761DwNw2LvbglRsbB6yrz/70u4goMl\niWyUBaZ7Mlx3MM9/eUjg+XkXU2rz9R936e14/MELFiemFYrNNp//7C7+6FMX+Pbv7OXMepMz8232\n6gJjEyKXN1xs22G+GnDLAYlwPcE796Y5V26DrnBCjtPoBJRbIi1JYzSpkw9lzlZMfv1QD/90tcFW\nvcZYTuKZKyaZjk5ddXDxcHWbSbGPaxMCl6sS3766QUyM0W13ieckkjGftCGw70iGmVMd0j0xZpoG\nG6HN3t4ErUrI+maLbiARSGm+trWJHpWoqCE7SpsaHnrb5+Bkmq/NlTjgC4SRCGEh5KX1Br8y3ENV\nDzhxWGFfTuQ78z63HZikY4d8+fIG6YRMp+2ixFP0JDQsy8IrKOiOg2MJaKHI2fU2y6FJj2JRaujs\n7rSZb5Tpj2YZj+UoBy22yhqFlENTDNGrNkpcYjSisOVL2HYVL+0TdaKkPYsbbkpwzm/ir3VpdyK8\ngc9IRuYt2hyRBjivb9PrKLyyrbFXFFmwOuzWYzywO0sqInB8MsfhtMrVhs4hR+CluRa1hM+5hsGr\nLzaZPKDxnaf+/UNQPxtK/n98P2iJvH2uiRg3sYME9xYi3HtwgK8Xi7TrMrcNwkK9THcbsppDwrAx\nBIWVpk3Y3cDzRI73qQi9KW7tjRHIIU/sdMB0ieUUeqIRtsQOuyQFO3RYbijYFjiBSTSQ+OBkCjUm\nMqr7eB0NSZF48twmfkxkKqYi2GMsGXVu6I1zvlLm/Udy6G6EEJsrWsBKKaA3H9JpW8RbXfpyAxQb\nDeqCgOhrJDIyy/UaQUvCS/kEisD4rj4q0QZfnN+AUOGJhSKWY/IH1wzwr7N1bkj/In/z9etx57aR\nKw7Vdgch6JCW4pjF1zGbOSaG8txTTREIAhfWTFplhb1CD3983MXPhDzb7pArpHn08hI9qwGrV2No\nsYBopI89fS4zdYOb+iL8wp4hprNd3vfbp6g+8Q7+cW6F372jh9Nnbc5vOJxcrfGp3ZNUWwGG4PPG\nWpueXJpMpMuVHZtrAw1lxGW747Jb8Xn8bJlP3DHBXy6Y3J6KcXrZZnbeZljt4ZRmcv9tBepzOlV1\nh3brpzc2i1KRRq1AJAiYTGT44vI6P37XHhZqbbJRj8R4jB881cA0BNbKFrW+OAM1HceQ2VZCFDOO\nF3aYKTrcNyRQlqDdbLPiJ/jlsSRCV2KhVeFED0iKzoGEyzMlgdsHU5wzGtx3Zw5nMeBK6FPtdMln\nLL7/eokb9AE2HZtCRGEq4dF0PHxJJespDLpZftyoMBWNM5ZMcH2fgBjReHvO5kdXygwNFxhTZb5w\naZXYaIqhvR2seZhWPebkKIEfsl5vMyHHOKV4DGxqWMclfuFwlEtXipxpGdwWPYCstbDrLkVph14t\nzVXbxgvgqxcCOopAILfRNRt1OEoiA+V1k8K14zz2vdcIwnF+UqtyZFpkMVSYaMRpD1lcvvizNSZ/\nfs5h5AAHxhWevP84txwZ4G+u7FApt5gWNRZaba5N57hzMk4mInLZcXj6agUvbFB0odoRWOuKiHS4\nUGryhbdKvHjVpNUSGBqUGItE0MSArqpz+mKH3zuUo95RGNJNtmsiN/XH+eCxQV5Y3yKlRzncI3Fw\nQkGOq+xNxEjraartNvcNxLl5ROPZksBrM106SZuXr5hcP5nCDWVivsR2J8CwJcyOSlc1yWoy99w4\nhJIyoVdmc9YmFnfoGYgx2C+zfKXDUD5Jpazxn/aJGFfjfOUP/4zfec+N7NqVwG63EWJRVl/5JpId\n8nZxjWq1w4/XW8xVG6x3thkQIuwZzXJNf45Ve4dYGMMKdCrtOk80m8zV2kRSFvPLCkfGY3TaEr2p\nLrcO9fAX395m13iWC5t11LbPnXuT3Pr3C3x4/yBC1+XURp0dQ8TxovSMWnz3So1f291Dow3veTjN\nbi3kgfxxnlmf43TR4gNjeS4smPyv/3YjIzcoPP+8w+4RhU2nSjct01rt4CgSC4sWfr5GT7Ofi5s1\nUAQ+lpbZf/dx+rUS7aLDdck4M3WXvaJKMxTpbcv8YMfhtokc284CU0YP1mgXpdPgyQWVrlThcN8Q\nT5dbzFMjJ0fIhhHsqkQ5aGCmHEwrzr3RFHXDYyvUGdYDfvOuCY4fi3Lq+TotucNOxeXGeD/z5RJu\nAk7X21yvxGgOdemWXLx4ArFtMB/KHBtMsLa6RVwVmUdkX7bK2JDNX71tcOyAxGf/rcHHjqdpCBIp\nX+ILpysMjubJ6CKtUGW/2MVXBM52LLyuQNPySPoguipnz3eYvyQxUVBp+gJ1o0avlqKhVLg+GCAe\nbHLtjUkKnZAZS0Bv61huSNeDH14yePLcNj35NJGIzrde3uGc5HFtVuP55S3u2J1jZTnOK+f+/QXJ\nn1vN4Xt2ncuCx9+dXeaTz8xwVyFNyYfnija/2p/lxvE4P1k32cDh3GqZ+XaXH63IrNcCLrVaaJEW\nS0aAIcso0ZC+TJThtM6ZTYtnzQbfmO9wlCT7syKWGuehayJ8+WqJ6/bKHBhT+Pzb64yoaeYaHU5t\ndLhw1WGn3GVA7vCuEZt3D4Z8eaXC3180qRQtClmFuzMqhyYyOBsGb+3UabZFDNkh1GX6h322yxb1\njsC//GiB1bMhtfMGqbROzYmg76i8dmqH4UyCuOvzrv48n77vY5z8nx/GdIv4boDoJogh89VHP8Wb\n1SqvVzssbQU01BDVlTlRyFOpBFhyiFQweeqNLRBsPvP0Ag8eSfOu+0bwuw5RO0bYjFIYhTfOmHz7\nI8N41TiPvrwCDZOLs0XeMZbnuUqdLV3hi/eP8bmZbQ4XEjSzErlxGcPfZn6uS7PmMXkkQm8soDhj\n0VgcpFEp8n/tP8E9+RhFr4ySj/O5f3iVz//ZBb62vs5bqxZDYj/DToiWUziaHubv7znBrliaS91V\n9vZlSMfh0PAkE4MV5m2HM50604koa65AKylQFmy+tNWkNwj59AuX2PKyzKo29xwTmB6L8Me/FKU3\n2cPCeosjfpT5osariwZz5YCBjIlspMn5MTJayOlWhQueQWO9xHfXK0hOnWeeK3PiRIqzix5XHI0l\n16buR2jUokiSz6lIG/NyGl+UuVStM5Eu8OGDWR5bvMKX/vAE+3YlubK2xuH7dqN00lyf1Hhgd5wX\nPjvIly+U6EvKzJot/vueYWqNOn2ZCBfWtjAEiQ1DYrEc4tRtPnA8Q14OOHO1wWhPgjcsh9VWBTGE\nJ1e7ZGyf87MxmrESFyQ4Npzhtgd13h3x0eU4BwZkLq+b7JpOckcuycGwn/cfuZODBwI+MjTEyasy\n+4QcJ7tw7Hb3Z9Loz805HJ7aS2NToWLWOHwkz+xGmz0efOXhYwyNxljcbrDcatHsyrxdapCLx5CU\nEMu3GFejVKSAyWSEdw6nGe1VWZYNoppLNynyoUQPBQ96kybvGM7zg80i333TwAgCDiUSnFmqIckC\nKS3gfKVGTMny9nKFZBT2JrO8smOx1DYo6CnmjSZDeAzHFdLjCmdnLVZFnagQsmyVsMwM/fmQjeWQ\neFLDdSWyWoKIKrMnUFgTOkyldEzPpeT7xJyQ77z7Fh6840ZIjqFEe9ClFI4VIAarWEtL7Crkiddj\niF6ddcMm7uQpZDwm8gnGUjI7lsxnFs5yR2+Gi1WBbkLjZLnKWF/Ivz3TwerroKZlersyRc+ibHus\nbVu8VXLYfTzCypzNXXdmWFwR+PRDCWJ7VL5wxuK/9sX52nKZ05smH9md4cCUijwV0Jv3Uf06Q3Ia\nIha9Y70EocrRnnHe2thmRPQYVTWyuQRjhR7ars/cukErbjFAAdeoMaILPDvfptXxeejafv60J8YX\nl1rsSgp4jSbXRVNEtQwH8JksRFntOKh1m1Y8Sy60SeXiPFdsIMwmQRf51xeKWIpM3Td5zmwQ1FTi\nMuhJm1U3wVrYpU8WuHM8hmimOW84pAejtNomE36SJ2YqvLDa4eapAumgwWgOZi/KLGXqtAOHcl1k\nXyGKLfhEohEGFYVKt8Ytu8d542SN8yWX/ozJ3KzN4683mYxplFsyQ0Ga59d8Vs0GD42O8sTSFreP\n5nhrZYcgEaHXi/ChG5M8/vw6T32mn1ZV4O5jPVQ3QzwhhqKGnF4KuKVX581im4zgEw89qq5ORYri\nb1T4xssGl5oquivRr3l0LYubeoaxZR8j7PD5+R9x7UQ/jurjt1rkpkTqTROlrfPU8/P/8VuZseEp\nMlGHWDpF8WqZpx55iMMHoizu1KlZHi/UywzJMq8ZFveP5Pn+ahFBkdgbiyIoMqJoUbcCzI6EFZq4\nosxgkOXqlkWPGnA4H6eqdnh2tsumI6C7EjcOZvj2Qo2PXTfGY+srPDPrs9EOmNluE8aStEOT5abC\n22Ydx8hitF2irszu/hRn6m1qJYirDgkZHtk1StvxcX2BqAfrbYtOO0AWBfpzEqHi0Ix5fGh6hI/u\nOUpfqkLG6ue1rSqf+tj70ToB6mgUKR9F1DwaJ1+lWKlQKi2SfrgKS2nKfhxV0zncL+L5GpX2Dgvt\nDrv6FW6Yhka9y0ghwgE5zluGzfuvEfj6psfe3hRzyzZ7R6J8+p2jKE0PNaGi9jpsLersuVGg2wox\nnQ4ds4souzxspXml5nDe7eKXZAbEJH0TEju1gPv3jaI4Ik9f6qCKIpOohFGBWrOMrHWwmxJ33bCH\nFxfXEaV+Xphb4/99cASnJiLlPB6dX0P2EwyMSnRaElnVYzIactG2uC+doxJPM3rA459f2mFTAdMM\nuWR30WydTNzEUHSeXq1xk99P0a9zX2+MK0HIbMPhYzcP0V7vMlKIc192kL50nNevNDikCogdhfFd\nAuN5jacXt1kyOtwg5LhS28Q1ZDKqwEBXoVp1qakiphrSF5eZ9HqJ69CTDjlf9pjSRLq+DHKUl2fq\nXDueQpFLFMsRyrpEv21zx5Em+V6Rp0+7ZA5F6NmK49tdpodDLm01KZuQEjXyUsgrWxVGCjke3yyj\nN2T2RrtUOzGKNYOaaqKg0p8K6bgSD5xIsF6PoAoGfipCjDRlo8oFE6YKGpG0xJuNgMmoyMWySe2y\nxJ7DfVxZ9nCyLkOiyqWax00To2jROt9+8t9fkPy5weGXTtzKG2sVvvPQgzx8dy9XtpY5v73FUtvh\nTLlB0I0Q1yQqLYfleoe8EuXmgSSh1CaTipH1YTwfI/RNuq6P7wWcWTX4xOE4ihgSojMWj7FZN7lx\nMMO81UKJe8w2LL5xtogvxNFiIbYpc3hAYXfapy24XC2Z4MT48P48q40ae0Y0LtV8UnaIknHYCaDc\nELm4UmfN6BJPBNiWzMFCFMvx8WIQuCKWC6W6xB+/653YcoOPPvQ+3v/AQX7x1gKPfvsKt95+LUZ5\nBfHcq5irqyyXFxlQNfqvj2G8IKAN3Eqns0DYcNiyu6zZHWzHZ1gXcByHG39vmvVSBn2nyud2Ghze\nlWB8KsrfPr+DjEC9YXPtpEYmaONU4c1AYvG8xf7jSdgKGHQ8tsdlhHaam/ckec1xWWoaTEgyK6rF\nh26K0/JC+uIid9/sMf3OIS4+XcXUJc4t71Bz2qy1G1yWmuzeM8jVhUW0XAZfkLh9tENP7wgHevq5\nWZ3gwdweynObHE0McasS0lUcVnWNMS+k6wm8srbK+naLpzc1/mBfDwtFiyCIcHxa4YVLHr9+g8BC\nzSaSEMjEBEYSOR5frXFDPkNcrPGx9+7j04+vcueeLN9c2OCRXILpTAqh5nHqwgbPv+3S7RORYiH5\nuE03I7BvUCTlxKmZDTY6IXv6E3y3vEku0NmXTfCaVeLpmRYP7B5lu1tkrhPSK6uMDYQYpZC3TIOe\nSAy/CB9/WEXwp3jsqXXWA5u222K3Cp9bs8gKDl4iZCAlURIlOrqCis1EoHKh6vN71/by2gWXwBa5\n2u1ytRFgFWAqkWc2soPWSXCgEGVGFehtKmSyMv+8VOHe8RS1dkBoOEgJgZrTZv9Ihk6PyfGMiJTs\nIhtxQjPkaBZWWnUcV+SpZ/83WNm+Xa6y9H88zELlNM+fnGe93GWx1qTVCUgIDuNxi4vtFtm4znAG\nbpmME1cDykYSz2gh6AHFikcsmmFfOkqtHfDJO/p4sRySlxOcqVTYqXUZHEnydrXGTrVLUk9itiUG\nMinM0KLdcHhoVOV4Ls5kzCKjpEgl0xwsSDyzvI4kSSzs+PTpEnccStJGpVeI05N0YVxDT2o0KiL5\ntIweF1CiEr2egNNtMNKbRLEEqkaRe+88yPbKWxBG2KsP8Wu3ZbE3/4nOzBusZg9z9sIFPDeOPn4c\nwdqL4Weo7rzMhXUDNRbh5fgMraqDgEdAkjvek6J60ubVy8/xaNPi0V+N01xweeWCSbceEktJ/M9D\nI1yctfE9nT/bKPHwbpnMtEpMFrmUaFIaFTguK/zm0QT9uRDR9YlqET5xfJBbhgs8fFs/v3SnxuUd\nkVMnu/zxH85xOWFSKbepKQGX/A4/ahURN1VyUpt5K8lL58uc2pnjnocy9B5r8eiFWdpKieP7xrju\nhMqD04MIOZ2mkqRccpgu5FlpwzPLCtfqo5y7WuXJq2WeqHXwafHCeov7bpA5ecnk9+/OMNPtcv8o\nPPFmHSnjMGM0UJ0+Hn1phX98ZJyzpS32RxwqisKplQZhWsPb3ceJSYVuaKHuxLg4H5KvaRzrS9Oq\ndmhKcT5wdJQXS1Vu6EuS7gr8r9fnGdFV9oxEOKBrzLe7fOxggpVomadWPBarTZaNGGYQcvteGT0X\nZ2Bqh//6G/s4NphAk1V+XOty23gbz1AY02K8bhh0ug6aJTDblnitt0XCsfAMiUpbIOGplGUNsl0e\nzGbI1wXCao6wa7FiGFiuS5iOkKzDkUye0PXJ6zJF2WOu3WFfLMcfnV4lDOC/z5V4+mrIirBNxbO4\n6z0RPnx0Hw0n9TNp9OcGh4N7pthcXWSu0cUJYNFvQyD+tD0Tj7FpqcR8FVUOiQYaTaNNKAqcGANH\nSiEbEa4dDsn5NQqKzn39CU6tWAh1i++sVLlvKk5TCLm42EQIArIJnRderxPQZXJQ5oSe4IFdOnWz\nS1ZsUWxHObXUZkqSWTRaLBsypXaXwwWd2VWDpypleuIajiTjqhFidQe9G6AJsN42uXy1SdfushWK\n+JLKwtU6n7l9mntvmqa5VEUMTfzVt6jMGQxm97B0QSKX7qGvEzLad4L08DjrSxdwaiqeZPKaP8P+\neJxvXdogUkpwzeE2u6Z6KYsCu/72IsbVVT53Mco1+iBbawH/emWF+ZrDi380wduvrnHOaTEbOGSU\nKD1CnJOX2oRtge0tm7FWjrHeKOW2SmY/PHm+zEK5QTHsYhkix/sl/uW5DR79sYca7zDlyThBQNWB\nRkYiFffpiaT4UasDEZkP/niFJF0euXkaM4zzz99u8ep3V7imP8mwn+Mrr32P23PHaKsel4MWHx+P\ncmc8w7m3a5xe2OAjiTQ/KbqkfIVcOsaAFGO3nOXmvTrBakBvXufPf2zSViE90sMvPiDT9XSORwok\nbqhzW0+LfeMgBxJGIs3kcAd/yCcIO2w7BpODPVxTGOaeMZ3EuMxt10a4utbh0IlJUl2b8zObXDTa\nZCMCs10TfyDGSC7JhZUOH33tFBHS3Hijgjyr8BtTecb6kvzF7VmuFUW+u2CxtRxSKis4cyVetruM\nOAl2JIuioSP0+Ag4ZN0MA4JPTegQiypMSwXuGO/hn17Y4KYTEYwehWqngdrR+fJMmWS/yKpj4GUS\nVNo2HctjcbZFOqlyONRIBBquY1OVLGabPj+Z6fLwsQLtVZelqkx/VKFbTfPed2v82z/UaDUu0hMI\nP5NGf27fiuvHBtgxAzaaTSzBoy/UqQouXVtCCGyUIKAbuvRoUUZ1lVW3BY7Eds3lUsWj5Hc5X7N4\ns+5xbqNO0RVZNH3KVsid0ymWqzaOGRDP6VhtlzVPYqHaJJKIsW05HIwIuGJATJSZ3fb5Sd1CthI0\nnJDA6bI7JjLYn+SFtQ5DBY0PZDO8utIAzyfUQmK2QiPqo3g2NVcii0o8FcFrB6RkkVZX4L/cs5+v\nnTyN0ayhehYDUwdIjCZYXHibutGhZsm89+tP8MRcieXGCtVKDbO+yXcvrvCOvTK73rGXoWaDX/hg\nP9khhz/6lxV+WG0QDeLsHtAZbDr896eWuPNwwNNLLbIRGduOcOdIlq/utPmFHpUvb9SYnk7x7W8u\n0NQCUkMOvZkUkunzjr0xRNNmf28KvRRS0yQkKWQwkeC5t7scjIdYzQhCVOJSu84d0X7KWoeKrvLK\n2jZ/fnyYubqFpGj4DY+ZoM1bWw6FmMBoJsd2x+PxlTnWvShuwSSrdvnhwjpnxA63ZPP0OSmOX7eP\nXDvGaFzg3FWT3XmNL53bpH8owUeui9L1qiwWNZ4+bfC70V5eLZlsrbSwfRG1GXLH9Um++orGLt3g\n8cstZFci4Ug4lkbeU9h228hagZK3SbsZZTTm8WrLpGNE2aur7Jg17v7Pe0l2LKaTKe7a1aW5KPKJ\n19d4qE9HjkYZDTT+84/XkdoezUTI+fk6v/vrGdK+QXfbZzha4PKCw+U1jcvbNr35OH/6SJSVTZ3N\nxS6PGg0ORuOcLRns6kmwtmUj2V2Waw7vPTzAhbkuV0yTtbJPvE9mZ7ONjsByt4nclrEaIR03iqR3\nmXUs7k7rnPUN9DDK3KbDVESlLyVg+wFfvlTkY7t6aFoOqifwlTcMrj84wql6wKDT4bEXVv7jfytm\nPZfTxSoLnk2lEmLLXfpVicN9MSaiSRpOwLAuU3EMXm22aHciPLcdMNNssT8jkRRFBDWKFeoYsQhy\nIDGoeNw5lsTzHPamYriqi9G2WPUlmp6Dpkex2g4TlsJUQeNquUO1o7LshcRciQcnRVKKz28fijCh\nxum0q/zWgT7W1CaNmMSe4QRSNkFckTD8gIQXwTJFbpjKsfu6GGXLwFMFCukYH715iDdmr5BU0gTA\nyZrF333rGf70H76FFY0yZ1T40vmLHBxKkUl7bFQ9tpIhp4pVlDQ4Upx//dFpSpkuEX2JbL9KWpTQ\nBZczb2wRtGwuCz4P39PP0ewEXi7LgqlgrzV4rdUgnfFJZWMgCDzzVo3Sqbu5vzBMY0vFixhco0pM\nNh2KlQqa0kaLCfieSCcrozcEDhaSPFtuko1K9HezpPIJvrQzT1MJqXUsKl7ANxY6NNttRhGIpgIW\nmwKHxjxWtkM6LZlXtiu8tOHTbBVZW3VYqRTxnCjnln1muy0aAyV6uwpepMaNe2/jf7zjKMtbAb8/\nmOOV+RYYET7zusTyqs07jqdo5E3+7vIO14z08OJSm3I85Nm3mxzqMTh7JaCnHyRJY6cjcddQhIPT\neTZdjcOxInZTJ/BtnmuUCUsa92aifOH8Jkt2ms996RS1sx6uW0VoFXit2UKt6nRkgS3X4oWmy+iI\nxv7pNN+ZXeeBPTFef0nEi0bY5SX4yFeWsBptWqbBxwf6yA84pNQ88YLBm5sdetpxWr7Mr+4ucLAa\nwQ0DDulxhgSN8pZLnZBlw6eCRCNQODqUY2lB4KGRaZ7ebnKpaDGx12QkHycwHaxEgup2wE2FkOxw\nlFYg8VS5TXMn4KM35qivebxUbFFqhAxHRaqlCsa2RHy48DNp9OfmHPp7x7DkgCOJJN1oSNoVQYxR\n91zWu11EW6QpeIiBSNENEVWHkUhAse5zZFjkXNfAaIJrNzk6mGe93GEkG2HbNXEcm1JHwHAk1uoG\n1WaIYXoYXZ+eVATP8VlqCvzkl4/xtyeX2ZcXWGzDXCPg2t6ATUslmxWYM6LYQoceCQ6oKe7Pimzb\nFotbHrbg0enUyWTTXF2rsb5ookR1oiHcO5RgPOlzfkfi3vEoL2+ZNB2PtU6bZ4tVXjx5lXgkwlOr\nDda3Q0yg7rYRYhJVz2cgGefuewMyUyN8/esrXFoTWJ7zeb0TY89YjL+88ygLzQaOHrBLl/joj5ZQ\nuzqDSZWevMmhZp57+2KcKjmkJJXf36ezvmmhjLS5sdDDjVmZl9QOnapIPqfx+TNl7t99hMcubNNn\nx+jXXR5f28KPaszPOzRpcNkP6dFEbikkuVwzGOqNUyw5nG+G/MqwzmNzDlXdZthLc91e6HQE5ioO\njxzM81K9zO4+lRcbHlsdh/mmzSN9OZ7brhINPPom4/RFp4hEbO4a7OcbzS7/sG+SyS+9zGMfmWS7\n5NCouCgJCcELOLvU5v7pNLnBGN98qcL941HcUGW94RGXHLarNplokr++tMX14yK1okAnIWGaXXSx\nl5bgE29CrUdkZruC3qcjlj0qboKsZ3NStLBKAXuSCbasEMf3UGSZp2ZbfHSglwN9KVQVon6TwugI\nL7ZsZv0mu2O9LLYbDCRD/uRfyhyc0Bi0dLxRiX+9tMJ1CZUvL69xYyGF347yqlpiSuklrWs8t1nm\ngyNZLpQ7HIipxEdzzM+UONgb50PX9LG5odHnhNSa0Gz7eJrC/rxKvwy1WkjbCnmHVmCxEhAb9nBr\nETZ8n46uEkfEVXzsiscPXl38j+8chpIQFR2Wmia9AjSCgK1OlXrLJuuLOLqN6XhcaHXomBaB6zIa\n1fjEDT3YTgyzoTCihXzwmh5KxRqDo1FKFpQaPputLM+utHhtzQEpRj6qMh6XUHXYrNssN1wyuskj\n3zjPdFombCooosJNMY/hlIKs+Jyv2wynPPwwpBlG+MzldT7+Wo1XF5sMJHQOjycIiBPKwZe6AAAg\nAElEQVS0fDRF4shIAj0I+c59N/H+u6Y457vUnTYX/ZCa3WGm2qFh+vToaXI9OdZ9GylMosZkOqGF\nnIygFgzOlRw2aXP5JxrfeXKGfD5Pz6DA5XWBsX4XlS5XI+ucn2nya9flyaTTvGu8wNREHEuTENVe\nXqq32CJATSmkUx65uMjJZZ+5osqOX2XH1RlrJZAljdnFJmok5P8+c4FbkvBKdIW2bdIf1dmtyySn\n6rhWSEJTaWghz7eK7Mn3ck0iwYG+NO89lqBIhP5xi6wsYsptAilgx9jhfLhDrWyx1o3wVqmL2nTY\nUKvctivKtuLhJiO0gyR7YtMYaZdUpkB8MM97bJV/2jT5k2PjfPY7ZV4olpGSIvO2z47qshIJSak6\niysm6WGRZ9YCXMnFEiUqwPEBjX+7skk7NJiORjiY7eHkWwbLXYtsj8WZ5QoTAwJ/cOcuzA2L0WYS\nLZ5HlGqsl2Wy7QhiTOOuw3n+5L489w2qHCukOdajMy4rhLLH135SY6YhIzTrtNebnIjpvM0cF3Yq\npESFxrJB2k0xXHBxOh7v25VncVVgJaUwHhHopg0SzTQF2cORu2SDgJWGTb6r0q+IHE16nNgfsssO\n+Ju5BR67ssqs20SSVQy1yZJW4dHLbb48bzOiSzxyQOTHbFMpdPnLN5aRewxuNjQSos2IpFPd9CmY\nsZ9Joz83ODRjHp4RIa37NFoW+ZSGpkQpOg6XDJNS02axG5CQ4Vg2xmheZ6Ht8f25OqLnc8OoQCQv\n8eqKxXg2RrVk0XBckl2JjXYdXZE4nI+zU2xyY3+cgqgjCDK7dIkvPrSbA/t6yUdErkunSPRI3JOT\nmRrSKESylGoy41mRiWwEPyaiCAojhRTpAZX+oTgXNhq8cbFKJqHRkGystsDLMy3GkPhmfZbqRpXH\nni/x7LKJ1WzyS3t62ZNQUGSNjVaHNbtF2wQtZtNyTRwEkk6E0+WAaJ+FFYPZUpESCtEBgZ2mxDmn\nTM2qEM3LjFkp/uYvJnlpsc2Du0S+t1qn0jUZ10S6YYe7p+IYzYCDgyG/2RPjx3UfWzEYCgMODfXz\nXLlIU2uRULosCgIGCfZG47z7TpXe9Rh1y+NKHU4VW9yg9dBIKMztNGh5Ipoh8a35ZeQr2+zMVPDX\nVTa9Bqtdj6wXYOvwo1mb7KhIhB7+cmGLuw5FONtwOTIR5denjnF1y+BcuUR5w+PmPo/HXjvN5ZPP\noXQqLC9c4D0PXsvvjCWoLXW5a38SKZ5kb75ArCYhygq3jvz0aO8lp0bMl9GDEN0W0M0QsaWy3Azo\n9gZIrscDx5K4QpXDRwMWN0yMdZd3TvYxOOZzYXaBz/7hURaaHba6TVJClpnNNtfnZW4bz1Ha6tA4\nbfLXf7aPv/+XFRKxCE9Vq+z4HYq+gaLk+ds3K+zNavzeI9Oc0If4Pz+0GzNUeP+vTeI0bF5eCTBx\nqBVtdu1S+Eh0lK4Y5Zlymb1jsFk1yeka4yMx4mkFNdamEgpcLTm81PVYU7rcv67z/SN9aNUIh6Yl\n3HTIgTDLLHWuOyDiiSE/OB9yoK+PaAV+dWiM+4MhljIuexyd993nY+cDaunmz6TRnxscvHWFa0cE\nbBccUaZY8ZHkNtmEhCzFiaR0JjL+T7McxC6uF5LWRcKEwvlmm3Itgl1TmUhr/Gizy55UlEKg4MQF\njqciHMmqCH6bDx/sZViDpiRzc8SjNy2ysFNn8VKDaxJR1JyP1oJ5t8uJ0QI7tTqjUxDTo3xnsUiz\nKLK+1cYXRQpRGUXU0JHQVImoCmlJpdO0qf4/n+L7v389P1ioUIqm+fhNI4wnJaYLGbZMgx3PYCIl\ncl1eYacjYhoQL4hcP5Ti+ozMwR6LraqJonuIUpcNH6oNgemciNcR+Kt7jvAHd2VZboe8bi7zN59f\nYzjv88ij6/zxu0apmyaTiky/rvOxT/Zz1uwg1gOuRjymUzpXBJdAVqja2+yJplkvBmwpIr1yjN0Z\nhd1pm0hEouwYnNqAaxIyhZ4YZ6sBV8MWo1GBo6iIsZCCluYHTYVaNmTGbnN6y0EQZbyYwma9SaWh\ncHq9w6AYoz8e4eqKxTWxKHce1RjJN2h0JKySiqbAc5cMXvFMrGadxrpPEAR06wbDh4f54/e9j/jV\nJDckIsh06E2GTCcjnG64eIMBXhfUSpy1bpV2INC0ujgph/OmjerAF/7TBJfXS9wwFeeGQpITh3tB\n1rixq7GzLWGqMjOvb3JzIktUc9iflnEnRZLxFF95Zp4XF0psJFWEm18kMR4Q8QQsJYVvxNmMdvnS\nDy/T9GweOqwhFww0TUIacJjZKPP41TW2Ox5v+ybHlSjFnMa314vIBZNkj8INPcNIfpTDk1FCRI6T\nwfd8kkEWIe0jSzaf0DI8cGiUX/2N+ygc2McV0+Rbq3WiFqwWDYZjfVQWWsSUOAf2RnhxdpN4b4SZ\niMcpu84tCYffeo/Ei8/rjEkqHfN/k8WrB27ZQxtwXJEH9/cRjYXkiFO0u4hCyGLTYWNHoS8h0huL\nstAO2DHbiC2fvYU0U5GQW4eiDGs+B7M5rk1GaLoNhuUopiORVWTiUYlI4LLYMjEFn6KjMx4XyUc1\nCH0u+y5KA6ykS6sBe/qS/LDZYbnU5aXVNlOpFJe2a8gqBIFFte5juw4t20Z0o0R1Ebtl8cKn3sGz\nZ09yqSiwLzOG2p0jJce4Zc8gO5USa3WX6UySa/t0WoKEooTM7bQZjSg08HmrbrBjxbi1V6KkOUxJ\nSbZbIs3A4wf1CrdF0xy6KWC5KjOzXuJyVeLgSIbNesDhdJbXui30tsCJyQ49UYW//MYS904O4g37\nJDWdnbbDuB5jWMlyYq9EPB7njWKDsaTCxlUbTQtpWRJvlV3uPdTDs80mAzGVa4KAc57N0lKbFafN\nRU/g2rjIG0tdyuUuU5M5hjoCRSkgE43w0tUVDmQSyFaEiUia54p1jqTjOFpIJqoQCS22ZJmNjslR\nqZ+VTZN52+R2P+T2E4cp/KJC6bLN8OhRXj73CgMT4+zf00dG8VC8gCoel7oy+YRHXzrGsysVPrBP\n5JtzNocLcbymwo7aYMf2qao29w9r3HEwjlWV+OzlHVBcLl8M+OV7cszWu3zvnMF6R+C3fkXhuv40\n5+ZszjRdEk6Md+xJUtAkdoo2+2Ii6lCaV+erfGgyzUtXNtmdTnFgKMd2pcNGDbx6le0gwl09Gpfn\nbAwpwJED+hsiDEe51CjzsbFh3ip26JFlXqo02SOITKVTvFFu4UcdFn2HXRmT3d0kkZrPd40Ohtzh\n+986y8l6meO7FHZUm4Iu0LZjDPUZLBgh2Y7DihOyXZNwA5/hloyo+9wlFFiwBZ4ttTks6fyg1OTK\n+X9/2MvPDQ6DE5P0hfD1NzfYqAt8480tZusml5e63DeRZrbhcfeEQI+mEIo2m4ZHvSGQlBWWzS7b\nhsfZmsds3eC7swZffWuHU0WBlm/xzkGZiVSCjtvB8kBSFDbaIXVLpGXbzNRdWq7P9RmFVTvAcVV+\nbU+OPz27RsfoMhSTuFr36M0EmLZGaIc4TRc8DY0Qy5NxbJv9Q3l2OgZvlZpEE3H6g4CpUYvz2w4l\nv8VXzxf5b/fs5+JOE3yPI30prtrblKwWi4CpuRiag+/BXft9Lho2mZxCn6Gx6vvUbZtbInEe265y\nMCrwVzMNokoMSYKW12JPNEMrlWIiB7cNm4z7BXrTER5vBDyxXGdXKLN0vsMLUpuu5NJY95gIurzS\naHO63SDSjHPabtIWFQZknYemozy30ODtusdAXubJTZP0SIR+HaLZLDlDpeQbjOZzXJPXSEcj6JqL\nkfERbJn9fSpPLjQYnYZAcvnryTGMlEdfLMnMG02ODCT4/qtFOmKcC0WHDxyNU99q8sl77qASpIj6\nw0RNFTU7wezWm7w4N893jQusz8k48QoxX+Z8u8qRTIqGaXGdNkjdVLjgbHGkP0nEszmzHDA+mABb\n4NX5DrltjdKWwnmvzu9PHuILy2dYroUcLkjIssSnr+nljQWffzyzRTwm8UYpQFAg6TZJZXX2xBW+\nPiMxftQi6im8dzTPi5s13pz1SRQgV49w+2CG5w2Ddw8N8sVXakzLOeTeDq0tkRmly6FsnJXA4gP5\nAkoQ5dVOjSMplZykEGlpfPyPBFSzxT49YLkSpyJ3+J7X5sDeLDfHZdZtiQNDAkuOjudZrDghxcDj\nkBfhWKBxutMmGZURNIHBaAqxz+ZD43ncvIUaU7g4b1BNQXO9ycxs8T8+HHbt66Pa8onrES60KhwY\nzHOhHJBNqbxdNrgm6nC5Dabj0nFsdkVTxHWHVUtEdST0aEAGDwWBo71JMimXoYTMjb0RzlQFsrLM\n2YpMRXC5UvGJyD5yPCALqJJPUpKZNRzeNZ5GlANOdl1s16chRYkQ8q7pPsodFctpY1oBriOQyP00\ncl6QAiQ5xEAiI8uYtoDRMnml1OL8jEVUi3EwnyEpRtiubXCh6nNi7yjzq6tcqXlMZSfoGRA4u9bi\n2JiOnBNZqbcpxERqhsgBR2BeCbBUi0pX5Hg+QuB1eX6xS0+oAyL9ispGuUv5apVC0uCBd47Sk3J4\n3w83yKgBVk2mI3cYDCLM+gG+6BNtCQhxlXrNZa0sc/uoxuYMbPptnv7HKeIxePCdSZ74SZNX1rq8\n77phVuYrRJUU+ZzBdDrBa7WQE70eiUQE13BxtYC5moUck9iT7Scw4Eg+ygMjCUIpzqols7Jt88OV\nEnflBLbiEpfXunyiN8GfXyzy6ic/iaBCb/84QXudYmUOq7SCPnqYpl3j23NzHMllaVkKowmRXG+a\np1pNrktEeHvD5daoQH3QZmu7w95cnp26zasVk6OiynAsgZ4OCNsh9+/u44Z/fpa94+N86pYky2cr\njOSTLFgmdt1kzM0jpSQk1eVyUaKVqHIinWLLhZrpUo7a6HKE9o7Fe/b08aWXrzJ6s8tHRyb4zNxV\n3jmeYHsVkqHHjmEykkmyYTh08jC32kSKhbTMAEnWeHa9yZ1jIpIf561OhVfOCgQVjw1UyuUuA44O\nfpwf77SJJBw2OyF2IFJuNbHDCBfaBr+Ql3lFNagrcXL9LV4vKhwe1AiFKtORODftkXlro03Gs6iq\nEeZKDTw3xpVLa//x4ZAsDLNsBizVmwypKm9vC9w64lFuKlwulrncUolnJLquSKsi8PR2mXJbY1AX\ncSXICRqB4vL/Ufeewbac1Z33r9Pu7p3j2SeHe9LNSdK9V1lCEpaEEBIIIRlhAbYxAoxnDGMYjMMY\nY3Asj8dmwDYwMgzJAiSBkJB0lXWlm6Sbwznnnpz2Pjunzt3zwfW63qnCZfstT43f9fH/PPXvD13r\nV09Xr7WetBxB9BzaosZqG4qGwo0jUZbFgDeqG2Ao+KLEUtvm5nScdsjjUkNmzXLZ1hfnS6eWSQoB\n4VhAzQ2oOx0ER6RhtHl9uoUgSEhKwHBXjpYlYjkdbDeE7ZhoSpTd3WGEoMNbRgeIyzbfm1rlt67d\nzFSpxvXdSWr47B6I8cr5VR667DbeqK3y/dlL5LMi1T6TKyIxXq4ViKoCy57K/ZEkVUGiE5HpsSSe\nLbb57s2D/PnJIld0p0ioOjPVOjHPIxKJ8v3A4Y6uPjrFJIvzVWZbARd9gd1CiGPFKqOJBMsVgWrE\nYrEOSc1nRbCZN1z8ZZVizuK9k8PUThewQg5+3WSjFqMn5tF0TfaM5ujUHTYrKV6tr7B7OEZ5Hla9\nBntzKS40Ag4MZzhRKpDxFYZzCvdtT5JLRXhzo02ptEGzILB/u06/EuZcWaU/KbJnE/z5nW9FKDWp\nVzpYOLz6+gnCroeCwuulOUqFEjeGe6n1VejxFU4Q5YfnFoh3OtzU38slr0M+rPDUhRZZtYuQXOZ0\nDEJ1jxO+S09Ipy/mcbGU5OVLS9T6dWJ1nbdv0rj3/b3EK0WWXInnWwa5ZI3CfJjTWPR3VRlOx9iY\n1+lIHgPbwhw/4rNtJGA4oqCKAe1ugUQpTivdoREHwxVx2x6vly1uyUZJJBQec+psDSWwXZ9GJyAd\nDfH0agPP7BCIKlviIebaHayOxj07oyRbKs9XLFbaGieECr26iOwrzJot1KaCaskYQof+ZojXPB8d\nGCw4zEY1sqsytmDTa6UYFMIMbDPoSQQ8crzF27eLZCJp7JrLa8f/DYugPvjBD5LP59mxY8c/apVK\nhVtuuYWJiQne+ta3UqvV/nHtC1/4AuPj42zevJmnn376n/SVTUi6Au1qnKNLBu3KGo+8WeXsygae\np9IlSrRLLlMbNi/VO+yMJLksI2GEJLpVl1mvRt0UeK5q8uy6zdGlDpbi4GsOXz6zilURuDqSYyyn\nsDcT8LtX9PKN+Q2Sgc59WyPcsymCH3TY2R3jxWWbbx9pEXc1Eh2JatPjYimELjhYToDXVKiUmzj1\nMp4lIwgGgRnhyiGVQsNmZyrBN88sMLGpi09cOcojC2UGZJ+rd/cQeCIvX6hzvFrmhbljtDsmg6rG\n4VaZ7o7Ew2erxJoqkXCE69QwZ2yfiSQ8fX6OpqxwRTLEU8sFklGFF+pFUqrFNal+zq36rFguX+xO\ncHi5gl6d55UlkwVHZMyALjlMvSNQaLbA3yDph7lJ0nl+qUVfI4pctpltNRHK8PVLM+RFn4PHLR78\nuwY/PVlgXbZYLHU4fqlFJCFymjJjA3Fml5qMaDJGK0FfvsWG0eS5uSKNjoQqqliizotTJca3hTi3\n1mZ3sp+N7jLv6YvTF9M5evQMN3ft4BuH13jg0W/TTK1wbq7GyrHDdCVN6qLNHx8+i1NpMdSXxBIa\nzM6FOGIWOXb6NDd1h6jIIn909gIpAg4tNmlGm8ixOlY1hHXaZ0LKsSsNT5yvsSXSy8fu6vAXn9vC\n3WeytItN/uvLFnf+0QwX5nqYHI1yS2SYh2s2GUklFxNYckXmzwbMiQ2ui0dw2pCJGzx1tklEkqi2\nQ8zXHEa74xyeqlMtiVwVjvOyUWP/Fo9lz+PLUxskpRCFTodEuEbcVjjt1OgKe9w6lGZEUbEqHktu\nQKTb4sOvL/NCtc20U2UjVMU1HUzNRxJgNKTxerVJSMwg1SKc6ZFZ1+v0BWGOWSGqQZPYeJKoC2MD\nGn81v84nf3CJwmKYlqdx+pyHQI0D46F/ERT+xXD4wAc+wFNPPfW/aV/84he55ZZbmJqa4qabbuKL\nX/wiAOfOneO73/0u586d46mnnuIjH/kIvu//TF9bcliUA7Z1+8QiEkEiRi4SJ5YIMRQTaIQC/MBl\nWzzEA5MZ4gmFhuCTFqFsCAxLUQb0BLuikApLOK5ErWTTqNtMxiLMijWm2zU00UWXwzy62uKqgQhb\n+kRMyeTR5TJKw+a6SJJPX9HDQwfSPP7mPLGwhyEGDHWFICTjeCBq0Ncbww+rqJKD7OoM9oZ5/nwb\nR7BJpgXePT7EZVrAOwYjRGjw1282ePPsCtt7h9na5/HEz93BQCZgZ1eIfi2Fu6SzvGoTtCoYokZg\nuyQ1gY1GkwUH9vbGOD69zvUDYRbWA+4YCvPBSBcH50qcW5uiO+GRrDQ4ed7mtpEoPynWCGSftYUq\nr8+ZxBIe4/EoP1qukw5FoRFg2Ca1usXv3tHNgBSmpHrcsTtGrxHhSEPkb0832T8KO3YlcQ2dfDSC\nbbZQqho4HvWKz3A0znFL4Lfu7GKpqDKci6K3FHpRmAt16LQNNqci/PLvn6fRgB+cXqSrksVI+Tx5\ndpXlX/sl3ntgK7dP9PLQ5n2EFI1Ue42dd76LwbEraVpt7tmTpZQ1eKWyjBERqIbWmTfD5MajVJD4\nhU19BKpMsS2g5WH/ahpMjZSkoes6T1fXqNgmdbfGZZtkHn3KoVERODZZ5txSnVjDJ69HWSp7/LeD\nK5S9CulqhpbYYqZq0G51uK4/y7GVFofqDfyWwGA24FeHeji0HnB8qcjtXb1EHYHfuPMWpHaLXkPl\n5okIz1+UCPkiQ4gUBJHZWkBTimP216ms6wz3KEg9But1B1uSScVSHFxpclWii06pgRaJ4odCpP04\nM2tlNMNm0bXZH47xaHmVY5LLylwNxRRpWAEXWhWifpRpc4FVbBbaLloSYlI3l1Yc3rsvyoN3Z1me\ntlHi/8ZwuPbaa0mlUv+b9vjjj/Pggw8C8OCDD/Loo48C8Nhjj3H//fejKArDw8OMjY1x5MiRn+lr\nWZBpOZQcj5weIxx4WKKLLAR4kkpKDrGlO4phiKxabeKeRb+ukA05hFMSY2mVkl2nL57krmGdz14Z\n50Pberh3TGfXSJgDWY2bBiK0hTCrhkNG91B1maPrdVbaAm8dGmR8Is1fvHmJ76+UeWF5g719m1hd\nb4HtYwkWckxCtgQsT+X0bA3X9QnEEJbmUmkYXDeq4AkST57r8GfPnuJSzeWDzywRDaLsmwzxkUML\nZIQW/bFxzjUX+LNTaxyelXhhdQ0n3KJkiviSTiRmcpWSY93xkRMKFdchZiS59fLdTK1V6Q/H0E2f\nvzzVYX8iRkhK8Ou7hqjFfCaSEZx5k+1dIeQKKHXYko/y96slxtMx9EqUSsdEbHncMtnFvYNJole1\nGMk5DKFTCZkkoyaS7/KuPWmCBpxYqrPeWmZvqotcOMRGpIks6kiOSBBvIkgNvn9kgXzcYnrNZUNp\nMV0xmZppMZR1kQw4J0pouswHrxjk/ZM6vR2fT919I0+cOk6kbdAvCAxnq5j1MgNv2cG5J58kmxvm\nTLXDSkHGrweYssg32yv0yAOsUcNyQpS9KlOzDfbnw9x3ucxsoc1dk30U52DED1NXOty6rYdWKcLV\nl8U5dLjNFbsV9v/WcY5Pdxi7zeGYqfLxTSmCjMtl6RTrZZlVo4JblNCWRNwgzJzbIZNS0ZUoJaOE\np+Y4ZaywOeKz4ltM5gIOlar8xUvPsC/SzbfWikzXXRJmh7osMy2IaMk2Z5otllptXBPMmshKrcli\nFUoJj5LtsOJYyJ7PD5ZL9GSjZAMXJ+RidwJyep4gHqZHd/l6s4MeNXCXOtTMGrOzHURDQ+1SqZU9\npPUIDT3gYm0JQ6oSM6oMdimIxSYrlyp86hPD5LKtf1s4/KwoFArk83kA8vk8hUIBgNXVVfr7+/9x\nX39/PysrKz/TYyQeozudwtcFDN8jGYF0OkQyptIbk9iWFpmtmsQTPhOxOP2ZMJmojyqFGVAlwlGX\nkayG7lt0goDFdgtbaGErCquVDnMll9NNgzQWnh9QKQe8sVglr0UZTupcKlRICzLDwzorrkJlNc0b\nqxW+cvVufnRbL6LgEZZDOK7JFQMyquQhiwLttsOQriKrPnNlkfmySbXU5nsf2MLBxQa/vKOPhlkj\nq6V4a1rjr9+8xJ7uOL99dIqZep3TxQJ+QqRjyAR6gFKT2WbHeNGpcK7c5oZMnlwmRH/Up8tY4xf2\nj3LbfpOff1+OsGiwSwnz+NEK/3l9numFJhP7ZKy4yGuLPjv74+iZBFfHfeZXTEQ/oOltcLEdUKwY\nvGoaPHq6zh0fKvCr12zmzsEo868KvH8kx5E1j7nlNkZCpyeikehO8eLSPFI4QwMX0dJ4obRCzZBZ\nDgvUHZmBRJa4mUAQXEKiQMhU2B6O82dT64Qlh2WrQVP0ufqy/aQSgwiJFd72C1cxu1qlKyPQqerM\nFUsIfR0Ka0W++82/YDjVhR5q4Hk+m2SFK9Q8ZlDhlkSU04sdIgMaluCysyfJRx5ZpKtL5U/LC2zP\nBhgRgZJt8vJMnU1KiHu7ellQDLRwnD0JkY/cPcHay1H2Tjb4pS8vs2SJ7N6WoyOZ7MvkKSdV7h7t\noXYJhqUI64UKsmUzlExyhdwmnIxRtEy60gEr1RY3DSj0yHkivT4lJeDZ5VW6g4CcL3OytcrUhTqJ\nWkA4GWG+LqBHOhRNnYW2w345zUxZIGXa2B2B64ckrrZCVBSXqRM212yViZsmH9ptszulsH3FQNUk\nnKhHUu9lj56lZdl02k129icx0zabVRU7iKAKcQIxQ7Ps8Sdna7x00eP3v7CMG2r/n4fD/zsEQUAQ\n/ulW0H9q7ccnz/Da+XN4K2tc3mUzNpDnbSNxLh/UkaIyVVHi9uEYw7E0ScUlkMLkVZWtWZWhuMTW\nuMhbR9JEMx59cYmIKvDausWzsxaXJVQm0xGuzee4dTTJL26PcvkmmZ/fkiGm2FSqcNlAjFMFgy2x\nLDekQmRyFj+3K8xNj83xC88UsSsSzUoZVI2yG9A2PFwHbt3bT7naQMdgqlInIymEEwJ/82aBkWiS\nn8wUOFOyCcc9ni41eHlZ4b3fOci2kRBmTaRnpIuV2Qb6gEy24ZHojXE6qFGpwEBU4vVGmW8W1nnT\nX2dNkNBDTb7xWoW3faXEzRMRnghXuPt9PUxWZe65aoCXptbIDDQ5MmPTkn0+MJLgxYLHdVuyvHJm\nnWQ4xjXbdQzH5NJ5n0/tG2RzRuTpaYt8SuC269MseT7vvDZF2ggzt2bglTp8rncTlzWz3JRLMnVk\niamaRViKs9B0WDlvEdNk/uLQBhfsdTZMiclojLsH4Nd+dJFYtZsP29v43qfexzv33cNL33uOVrGF\nt6hjrKd4o9ImO7CVve8EcVlCPFVhaEIn9XPXc9Zs8KzvonsSz5gtNqLrDObjVDpdFGkhnBN4uWPx\nty8W+YO35BkURUIJma8Vl5ldarE1nMGQq5T1OkfnO7wj1stPf1rhoZvGOPjEDPWvvY+xdgotr7A/\nleLMaYcJPU51usGFaonP/fQSHRVmOg3SkTjzrskmScBRZQ54CldmeslEEoTDIWYrAfmxOt6UQ1/e\n5/bsKGO9cRbKHT5fHkZYCLhjLEulYNAfzdETiUDIxfdEOm4bM9lgWuhQ0QI8K8yJmMxMxUNUfIai\nDr0JB7VrgvsvS3DsyH5wRLQ1sJZLTOYTFAITzYzxrbNLdGY1Xp6v8up5AXHNIJ5I8kRhHXdD4RsH\n13j8zSV+/y83/lW5/f8JDvl8nvX1dQDW1tbo6uoCoK+vj6WlpX/ct7y8TF9f39b1YZAAACAASURB\nVM/0uHrrVvZP9LFjzw5aQhLfdTlfMeg4DjvDOrtjPkldYGvWpeVKXKqXeGrR4HyhTctUeG7ZZ2ax\nTi4UJmQHXNXdxYf2DPHxfUmEiI4udli0Wjy2WOHv56qUTAHdDWihEZEcVlsmFddnWz7GXEsiF4/g\nonDtqM/FcpOlpsddB4bAc5lbb5NLRfAsh5cvrpJPp1HDKbYPaASuwB27k7y23uKRsysUkzWW+m1e\nnKqwXm6zqafDDfksP3yuwXypzbHzy+zZkmdESVDQJPb3aKxYAWlNJtYK0NQWaS9JKJYi4RokGgLP\nVj3qK2WysRjZahinEOKhfdvYG0jEBItXz9h09UnMTTm8cH6R8b4M1bbH1hsHaJQt7tmeYveASidU\nJBJKkQrnmW5OoWZ16p06Cx2HZtsiEhOouh6Rnii//8wGhxs2f3/+PDfsy1FoVDHKDk7b4PqBNNnA\nY7bksTWisn1J4e2bEsQ8hd7lNF+7fwd9kwqi+Sa2cZ7RA0NMbBsmkd/Mj3/411xzoJ+cL/KtPy3h\nj8DBlfNEJZ2nTz+Hkk9QjBksL5oIkknCyHForc3Tl85znZ7C1h2u6wpz4twGF0Ia+XiSZtlkLBVm\nyfX5yFAKa9UkkgnTFzd4UlhlQzK4cW+Dj/98LzMXX+D7R8t88u1b+cnKm2yKBMw2G9y+J0NBttix\nX+f6oST37Bkino6Qi0HT9di/ReJvL/kYqQqD0RA1JMq+zxXNbl6LBkxPtSgWPAZ7YjiBy1cjVQ79\nyQ2cnFnnh7+9lVBRZHPKJZdSGQ4yZKUwIStOuuFxYyLPq/UOficgpjkcSKu8XqnxwC4Jt3CaaDTP\nlqvP09VxGbhRI9avsj4rctk2l6VihW19Om6PTayjk0ubvNg0UK0mz6w73HWgnx07s7z/vjH+9pf3\n/p+Hw5133snDDz8MwMMPP8xdd931j/p3vvMdbNtmbm6O6elp9u3b9zM9whEohTyaZpkBySWlObiq\nQsKWiMc9AsXltWqHZduk4VhkQhJdcZF0RCEXFtieFOiJ6+QVqER8Di5vcKhQ5dWlJq8V2qy2AqJE\nwJeY3vBZaTucNFwqjslc3aLiQ6AKVNs1LsuH2N0rsTPlsWxYvOdAlsuHVB55cwkkkH2IJSVGumVE\nT2Cu1qTa8FlYtdgIPExZ4P4tPTQxMcUAP3CYznTIjcRYX3NpBU2UlMCNE0PsyuUQaiYzaxskmzrH\nOiXCts6YIPO86XFiXiKWaTCqKKRFh1NNh9fnfJRwF1tVk6MthfOFAs8WVsh2yezv6WU1mkQOJbkQ\nsThYbFOX60wGDotnNvj5B/pJrIXo8jy27Y/yeGkeLdSmb2grT5yb5+hah0jgkBQ18r06EVtlyWzT\niLRZ2tRive4xXu9Cl8KIpo7qpziy1MA1ddr1FhXb5aohjZNHbc4sJ3nhw3cyP62RafgUnqgxt25z\nsCIiVpOY5ixLiSwHj73Oi7MFdt09xNSyye7eNN+31rnUlplpzjK/JjA8pHO+5HLCtDlTbZBK5Xhy\nfZ3DrYBXlh329kX4/Hu7+NqpNUxT4T49y15R5nSzyn17xmnWTWKtCO2qz1gqxa/8cZFJFx47q7GW\n73DiaIPfHNzJ5w+dpe2KHF8zWCgG5OU4+7oFHj2ySlqBS6JBRAoT9nQ+enmJJ9c69CV8HllYo1H3\nsMoBu8thdD/KpBZlZrWCGhUQBZHP/8/jXDke5rNf3CAZqnFS9Tg502CEEPONNm5Q5PW1AN03GXVE\nzioN/NIA3/viKAfyYzx8ROH3fuoTnGkxNuDxxA8rNEvw9j0TDO5oM+4LXDfQxQ2CRnzdwE4FNNY9\n7sjkEVsqTtFjyfbYqoT4/uE29337xL8tHO6//36uuuoqLl68yMDAAF//+tf59Kc/zTPPPMPExATP\nPfccn/70pwHYunUr9957L1u3buW2227jS1/60j/5WWFYAUNhnS4hjhbTuDkb4/4eiR0jMo4t47sC\nvZqGG8Byy8F2ZXqUMAUBDlcrfHmqxZ+cbfCHpyscW7BpuhEEwSerqLx/LIqmaXiyy3CXxq0jCQZj\nAaoWx7FdxmNRtkVV9sWj2IFEKiZj2BLRmEa2u5cfnWxxZMVgU38E2REJAoGRVJJyQ0fUNfLJOJNJ\nlUDQMJ0ql/eorDSbbB5PgBdie6ebynGTaFPk5HSRTdEE7xtJkRhuUHcbFDs6GwWbbcM6W3vbbM/E\nCcJhsDo0InX01SzNdoClSPyXI6vccM0/vOj/ftajZS8z7MBkKMVLKy4/nCnim01kt0ha9PnGQzeT\n1g1eKXYYGg8zWfc5KrSxhCitUgw377Iu2ixdWGMkk2RCT3JcVfnOjMHRszUWJYdWSWZnIknSD6hG\nOhzsqZJvikRSkGmEePdWnWKtQ02Os1mQIR7lhq15/svtOzB1idHNo6zIFkK/zobf4YP7D3CidZyZ\n1QKvl1bBNyhFy/z9t+eZjbR4bsng3psSBKZHl5thoivNGdGiO6FhdVqkXAWTBnftHSRomNSqDa7c\nHeb6hw7zB5kY33vPOD39Kk87ZYRwkkuOx95klkONJl84XmZIavGxK0c5OOcyV7D4/nuuRdFFvlAu\nEYQ1fni0RLHlcu+VEpqp0jZ6SGWr9LYFwu0Id92VJZ9TeM/PDTPsWTjTEvf4GT6+P8wPj2zwjlsT\njKaTLFpNTvg+CT2MuKyjh0Dv05hbqFFO+9jNBq5sUbbqtDoet2eHOJCO80atzcx8i/0hjXKrxpaP\nPk+5tMHeMY35eY+TTYPbRlLcdl8fV/QN8v4tAn/0nu382jtGWJ1pMR5xeP9kGkmLsya1uHJTirWK\ny1+9fZC5pRZVSWNc13Bj/7q/Ff/sjVff/va3f6b+7LPP/kz9M5/5DJ/5zGf+2QdfnpZZ92wuH9SY\nKbU4WpLQNRdcAVOwMXExah6y7rBKjLVWA7lmkNRFNEXn8rxMQnHp0uLULItM0iGGRlOz8X2ZByeh\nagp0BAG/S2CtA4O+wmh6iJrgcGnNRtIj5BUoEzAY16m36/zO1iTfkV2+fWwFeThLONnAc0IcfGOW\n2y8f4enTy9RaIn4uRixi0aio+C2H86ZAUClQbmk8214hrCa4sFzlwIE4X7+whuxIqHtixCMuK04J\noS5Sp0mllGeL6vKj08vs7u/j+PQaF7tK3NuX44dL61SrIvUFDfRlNKcbM1AY7UowHaxill0Oyyab\n5QTrIZkgbvOl0yfpyynktitECy2K8RSlmszHHuzjpy+4nI7YzK5HSQ3K/HSjxt2hNIsbKxyQRnk+\nUWFINsm7aWYv2ezZkWB2VqYgtjjvh5kwXZZLBe7bNsnnzhcYHoXuTpq7BtO8Pge96STnjhwmY6ZZ\nkxI0L11kUF/lk89dYnS4xolGiFu2jfC64bByqsWVw0nq5SZKaIMfP9mmP+YTcSV6HY/1DYcdYZnr\ntRzPOCayZxOuqmwakVHkMI+/0uD+ZJSPLKzxq5ck3jCqXDUY4+Ragzf8Ne6Vu3gt4bLD0DjeClOe\nKvGxUZVvVhWWHBlJbBKPK4S6U7wtEefpY7PsGdDpHw4YUE1eWpNZSZhcs54g7ts8d7HEV480mBhK\nsOCZiDuhUYlxZbfGM7MNHp2fIx6L8ovxHGM7RK7xZSYHhnhmvcg5ycBbtWh5Ojm5w4274vzOqxXG\nc23aQQe/lsZK1XitVaZWdRHGurlze4Rnj7WphRtMl5OQVjGXZL5zfIHv/X2b8WumODkTZebpMf7q\ns0U+8KEcz/3mPJ+/YzeVxRaPLm7wqu1Td1wyyhATKZnd0UGOcuGfzc3/J/6vVUi+besoZSXgXNnk\nYrWJG/jYqoUlKcgybFFUNnclEEJwZ14jpVpEYzpd6Rii2cLTFGqei+R4dIUiGHgoosRi1efkeomX\nCg5uO0TNcaFlkPRlUFQWym2Ordq0hRC1qkkopNA2BM4bPifrHS7YJifLTW6ZSPPysSLdKR3DCyAA\nWY3Qsh1CkkrLcvHaNkJIQAjblOoq5aqAp8joskzdrLC5N0ep43LDyCQnG/OIss3yssJG1SC/X2Sq\n0aDTNLDTUQYcnYboUz1vUbUNplSXoFohocQoIDDSnea80UDvBLSiMpok4zkiTy+16QgCWV0gobpM\neGnqmsVV0QQvLJbZt0Xh858Y4PbfPYtpCwwn46waLZKESIo+j0/b5DIRbN1hICrSpaexsNkIRNbC\nIlZDpx7poLsCubTOULab3k1t5qebxFsKv7GtG81R2H3ddbzw4x9TkDssOQ5v79KwcDlZdHjg6gme\nXFrj/p1Zfv0na6Rlm//6rjQ/nm5hWDI792UYksPcujnLb54sUfLrLIsuad8nOqLx2d/r5d5PT7OR\nt1C1gPVWi/1GhuRbVCadEI9+o0F6d8DWcJKfTjcIKwKjqowWizHQEFkSBBJhgVVDY3da4KmzBaaW\nO8wnbB7MhDi/1kLs1hkdUImuiETCPhuWSVwP8LrznDt9iVQ1wkq/wpxsstxUmFvpcOysRc9giIvF\nIpdNDjA0LnH2RINbr2/yN9/2CUVkzjhlujdpnHihwk16HjkAQRO4JpXlnLzBiB2nHq4T6VfZ6aQ5\n6htkEy5NJ0RC0sgaUTL9aVbnajz85DK/9At5YmKED+/tIu2J3PPrp9l7Z5ytosznHl1EViT+08tz\npMdcNkIy1YrLR0cH+e5ak9i0wMszs//+h7385YUOCwXISTIDyRDDSYH+kEqvILNu1nm12eJwbYOm\n5fNXGyWOtyWmWwXeLBTxRIVh1WG77KOoAbZrUN8wMSoeGcdgTyLL27IpDLlFwYATbYHzlsHTiw06\noshKwyaNQyzusuwZjGZgqwKG6DMg61zbl+Pde/PYWgRTUdjSr5JIZCi0ygi2jKe4dCGQSCURPIG3\n9QyiKD5i2ELERfBUrurupVYP0WxrFJpL3Lalj0DS0PtBzod5f3KciU6ed2zeQsoUebO2QaFaZuxA\nlr0HukmJUeIDWQbzcXZGZC4tNBgfhP5N3dyWTeBXLRq6zoEdSdI6pHSBjqkwE1QYUcJE3Ao37J/k\nuO3wnk+d58PXp9jZqzG3XKEmtVkq1TnRMbhxskzGVvHcKD94scmZQoMNT6UhdajN17C1DnkklLpA\n0RT5nevTnD9b5+M37eP8+Q6pnVdRSEF79iJDvXEO7NqOr9Yp+j693XE29Uf40LNT5EM9nJ1rgmtQ\nd30OH3W5Ipmgz5F49dAUVTHCX58ocOihbcwXa1wRUfnofTlaS0Vuf+AwH78zh9IJkXNibCml+NZa\ni8emmzhDImtbXOaXROwVAWWTwbtiWc6ZEpNinj+/tMqkAoHj89grRQo5jZNzZYy9Hvf3jXEwvE7B\nrdN0bIJpi0Z3mGO1AtG6jlhTiW2sYBkx+vJRwk2H5ZkIu3pCpOIOI1vC9KGwPB1itlakL1zl7746\nyY+fDPFi19o/9M2sixQ7NbZvSrKsVxiZyBE0Y3yp+Sbv6csyLErMrAUIvk3/mIxZrbFN6+Z0dR07\nIrHUbHF8o0oirnHDu3rwTssUuhoovkwu3eRt126ldsLlvY8v8tUPXslj0zVuuSNOZSOJtxYQSnn8\n3nOnWRJL9A/8/2TA7L1XXMErxXnOty2kDrS1EPMNCySZtukynNK5WDHpdBTWiw4rBYdWR4KKRqHh\n4Do6lzY8TjYM/HaIVVvhjapH1ZNRCDjTdliqWlieguvYnKqpEFj0RKFogWfI2HKI2VqHkyWTVCTK\nRFghHw5QcDlRsKkHJvOXamTCESKKTafqEVYCvJCKFhZwmiZaRmMybrBeczjbNlFTYC23KYgyB8YU\nKk6B2TWJJaOGnk4itzvEUyJHl5pIu23OTtsUzA6xTJKuhE9L85kulnGPBFQGOygRD6+kc8d2ifKa\nwrpbpODG6Kgy5VaT2RULOSpQXBRJRSXM9j/cn9FA5bkL89zcN0mBInagc2qqxOU9Oa5ohHikXGGL\nm+SUEEKQYLDHoSusE7HC2FGfHjtHcb7AQCrHGbNNEBG5SoRf+WyUI094DHQZ9MUSfPLF5/gfP6pi\n923wtVcqTGaj/LA+w5m2z0VrnWXB4onVZX5tfAe+75BR4ajcxjNVnp5pE3RvkBpMcHK+zp2jKv/t\ntRkUO81dOxROTps8cN02mjEBLWaxeDFgIqwTy8pcc1mcL96Q4TInIJKN8+2XFnH6w1wXyKw5Adsj\n8HSpzORoiExS4w49QW1zlJdnyvzWdVmeXasyEo9iHlPY1BdGMz3GNZ2zC2USSY3NqsiZNQtkmVkz\n4CVlmeFwGiUDsys17usd4MlijcJsQHHA5NfuEtlUyvHJr57lP94ySaLhcvCiyd1KiiPrHp/Yk+fZ\njSYDiksyJOO1AqYqDt0diXOJDu/c3k1sXuWLt1zOt6aXKc43uG7HIDMLDj1bHfI1mfcnU3xlpYNU\nNghsmYcv1nl9vcK7dqX4zhsNfnB0iStGs7x40mRz2GLlosIDd/UQHu5i9uw6P9VLGKdq//4br3wt\nwm9PjrNgBKw1DNqWRLMR4Ikea07AuXWHQskj6sjYGhjNANsRkAS4cTDC9qzLWEyjP6VjWg7dKZVo\n4BFYAW3Ro22Y5GNxWr5HHYGYDKom0hWR0HyNdDxgU0Thjt5+hvIaVw1lcBoWkVgC34qRSUrsyUW5\ncrKfmCzxymwbJQyOC6bZJKmFcUUJ3XXRoy49sS5WV9aoFMLsGkwSj8PSep3FJdhzIM5czaVwqYw8\nIrA67zHaL5PSFSpmB6shsCWXZapSg7DH5lyUSG8bKS6wfEwisVXlofQ4L64aRNMh1ppVzLLFqY7L\nHV1Zyr6FozRQzBTjfRYbhsyFdo3ergyvFzcYIcAqCMwToSS0+bERcK+ZphhrslioY6g+/2lvmq9P\ntxgSwxxabTOuuOwczXOkOMsN3X3E7A6b4ln+5sVlvIaJJEn89NU6/WqI/Tu62L9X4kuHl1jrEnjx\nXJNRWWRLJkuxCO8b3MTRqVleDllcH8vyk1KZiCvQappcVCBpCRQ0GaUhoscUnji3wud/5VqybY+Y\n7vD4xToZL8YZocEBL8es1yERcfndx1aZV300f5DLcyFmrA5DfojLlTAvNwKkoYC8kqJUqLOMypWm\nx7V9PgcvGdhuhIpR4yXLJGk5jPTVObjs0r3TR2qLyKsy6zGVklbirTt3IhktZssePa7GJkXnbxZL\nfGG4m6NLbQbyGgd2hxnSfU6eVqg2DOY6Goeqq0TlCO/eofDR06t03A5jqRzVhkG8H24aijJbCxgf\nj/LkxQo7ByO8+1vH2dJl8B+Gd7BUrPPNSpvnn63wzk05nlEkpIiM0l+ldExlYofGvkg3h2fXmV9x\nCQ/INFcDbhxWeXq+wfjWCE98a46lNYOG7GC2Xfy5xr9/OFSlXgzTpq3K1FUHGRdP0Fgrm5SKAVFP\nJxmWcSQbhxDYAXpYplsNsTOmcrTpYTg+dCQMxWciBpIYYjAtE1agJxLB83xcbFAiZBSZlO+gRzQc\nWyWsBUzVApa9Bp2GwHSpyEQmR82w6HhVLswG7OwLM6y7vKU3x1vGe7h7zyS7BgS2RLMUGzYLLYtt\n8Qhvv2qcb79RYKku47tt1EDl/dfuYN9AhBdosHB+FSWiMTkRpyAESEEAUY2GIyFHZEy5g9MWETSJ\nTscn0CykapyW3mIykWWlWWKTL3HPaJ4/fGEOXQ9z3bBOe7rNykCTK40UzVCEjCrTrMnUZY8eT8K2\nfexwmV5y/zDOv2ERjQr0RMJsGmqzzejl1XNFwtvTXJ7PE6qsc8mKUHI6rOAgRlQaQZvzrTbXD/Tz\nbLVMEPHJtjXu357if760xKtn6oxdJjJXbrEvmefVyizX7uxjpu1z2tvgLaEYf7B6nlwyzYlSg7Gw\nwBnbwgnblDoiO7MCR2oeD8S6WVRb5BpRPnn3Lpy14/T29bOyWiSdTvCts3UeGNNwZYFAUliwavzy\nNXkaTZ83Vso8N1dn+6jK5QmdL2/UeMtQikuGiSc75Lsj7O/RuaQ2+GqhQY/t8uGxAb65VuJeIc3h\nls2JyAbXTnTx+jRcP5Bmqt1mV0JB0Dy+cnSObHcUu2qgaDKzsz4v+x3MqkM0b3OmItI66bMhW6RT\nKRarNoutFn965QE+emqGl5oNfr0/y0+O1+ntiRKVVHpH4akjAVf3R/jusXV2j0Rpbpg4W6Kcq2nU\nwyZXxdN8qCvKD9ZW6UlofO/oGisrJf74sm18dXqV02cszmcabFNjyOMu43oPWzY8jlsS1XKDq7fE\nGe1LMltxIVBRZjXsZvHfPxyu3DPCJUMkpDoUN2xk06NtCgieRSadpum08JyAsBKw1rARQj5ZMUR3\nTEBVJMYzOroiUAocMrpGnxolrBuonoJOiGRExMbjLd05hsM2+XiUDcPHMh3OWD50HKr4dFoimYRE\nRFN4dXGDmbUWWizC3gEfx4mTjOYomTUM16Qbm6ygc83WJO/cN8IdI1k2dwvg25xZr/LxvX385xv7\nmIgqfOyOLB/42mkOf/CtvH13H9eksnxzrkQyFMGKtgkZApV2m5FIlHqnguWECWkdIppOs+Ww2GmS\nlaOsrrj0JiM8NlXhYGudP3/Hdt6tZvmjk8uYok9vJsvxagur5RMLCRxszSP5KXTNw8ZHNaLE6PBG\nyeaWnd2cOl9lVWkTUjWOVAS2J0OIsssntvl84FNX89Ufn2LxTJmEGkZNQq1hcvf2Ic6sL7PQEjFl\nk7FEhkYDnrRq3HpPH8ULNls3GfxoxePq/h5eOlHiupEM15WyiN0BB+seSitOt+aTkHSWixVMP46u\nGCyZNkOpGGW3wbimMpRQWW9fQkvo/PhQiduuSfDcqyJWp8GuSYH6tEQrItIVTvBcpcGkrLHodNjV\nF+OiW2bLYoTaMKw2LRRXI2TKbI7LbI9keHh+HcWxuCzXh14WOLXRYKMngpsqEFYjjBVbaN0eZ82A\nIiaUBGbXTT60v5fFTo1d0U20m21+MrfBL14joUoKRxYl5B6Pu3J9eHqThYtVxkfgR3MOJ2fW6N3e\n4fLMBILZ4q5rcthVg5AfYmnN5eO7ktSEgHRDZyglkmxoKOcNcqMup5+vcGBLjk8dW2arEeGGMR29\nK4Iv2rz4vM+q4lNZKHHtnl5eKlVZ23C5bkDl2WMtFtQ2v3vbON9/tM281UFsC8gVm8FtKsXZ9X//\ncGiJAxRqdTRLJKyGaXsOmhYmFQlhuxaJQGfnSJS3DKapdnziAqQSESaTESajCrLgIvgqt+TjXNub\nZHwgzlUDvaSzISTXJCQHTCbiLDZtTtdcOm2fpB4ikEWuUDXyXQneNZzlmoEwumITdByObJhkNZV8\nUuR0MUTNrzCoWOzbvImJVB5BCTE42EunZVIpbyB5IpM5BSVwuH+iD1P0mVuT+er5Fa6f2ME1eRWH\nEEJCYceOvext1/n4zp3cnspwf28PdsxiSyj8D6XTmkRJClE1mgwkk2y0PdSUjZaRudbvwUjL9IVU\nOqbIJ39ylvhAmscf/Dm+8pOjbI2nmWrUceIKX1YH2ZfymK46zNkdNiW6maON53UYjsVxUj7KjEQ7\n18E3HE7NOuR7fCw/xBf+do6qJ/PkZ9/Llx6ZRU8YxLQ0YqjNsUsuWp+N4mmogcBlaOiuxDcfmeeh\nB3pIWSkWNkyW5DoZT2UkrPANp0K3EfC802Hc91j2bWK+gBmkmK2sMr1mcVOul5tjYzxyaY06BiBz\nbCGGYScZSFZ5+YJNU3Y5W7LItnXcgRBPHO8wn9oAV6NuG8wZFleEkrzbzPFm0iJjpHhiY4UbIml+\nUF7kZm2EKbHOe6Q8u/wc6xWXZyOr3JxP0uoE5HSRc40C33ngC3zkhy9zed5kaCaLkHLplnWi3SLP\nLTR5sCvLK20Pd6hJaRb2hLt5xFxm0A1xvlLj2riI2d2F1tEYGRSw8iq1soJltHjF6vCBbp1H5jpY\nUYlKbIN4K0HZ8GmbUI1q5CIKXzl1kWtTQzzXrvPOTTG+85NlkDXiXRLfP1zkL+/bzOe+d5JsKMQv\nvm+MQ6+tIDRFRtshNmToUsLs3hviiacrDI5EueOKHt48VWPshgxnTjQJaqV/MRyEIAj+dVMn/w1C\nEAT03r0ErkAmH6JpQUh28ToCgiohuQHDCZk9AzFigkcBC8FWsU2b4VSEPt0m7MUZzjqElS425QMW\nGx7FhoPp+Sy0DbDD6FGHMdXDk+MMpHzCpCkbdSKqyFS9gteOQ8hCcgX0cAjPbFOxHQxRIOT6SJ5G\nKg9+w2coH0byZdZbDWRZZtfoKMVah/HJ3Rw69BKDYQ3Dk2l6NoFr887vvcFXbt7GG0aHpdUCs3WP\nA5PDdMwWvh/Q9jSuH0hyoVynW9M5VVqnN5JFkA0cw0JURF6xavSpcTqmSVuGqKxxWt8g7Uf5jave\ninnoKX7TNhBrPs2YTKdu8LHdPVyYadDfHeY754uMTKS40Krx3sEeDl2qEs3HWduoEolrqA2P/s0S\nq1WDd8eiHKw7mIpKrNJgecZh89XdrNkBIafOqZqLb3nsnZRZWUyzq7uFvgFf/rst3HrHYe57Z44/\n/WmV9UsmOy+P0FN3OWNH+MP9vTx04iK9eoZLtToTdpRf3TvMNeEs3dFumu0qLQV6hBBFSWProW/w\nvvAAc2mfj2Q8ZtsikSDKB84t8VAuxjnHY2uvwpmNENf0iDxn1YjUHG7aGqOno3OwaJO14CXqbJgy\nn9iV4rLkJo4eneLpuMOtfTJPHbPR4xZjUYV7B/r59SOX2KqDWXeohRK8YRW4qpEmdKWNWIkiVRyO\ntA0+v3OE/3B4FTvawlIT1Bbr/Mfru6ksCDy6sMyDN6S5J5VlspPntVaT32meJqmrVBbDfOE2nUuL\nPiNbFT79/AZxT+aKjsjVuTDPF8AN++ghix9T4i1OGDeWZo8m8KOzLaIjLreb3axrLs8ca/LL13bx\n9FKZ5dcNXBleUwxu6tFolSSqKQmt7HLGqjEeTXCqYTHkBSwslrn81kGOTygieAAAIABJREFUffd1\n/qUp/3/t5EC8G5SAwPTIKCKKHyKacOgNa6SSEoYgUjVcHF+i6UuooogX9ZCdEAuGTMXu0JcIs24a\nPPu/qHuvb8uu+lr3m3nOlfPOuXblrFJJKkkoBySQFQgCY6J9bGwOGGOcTjO2THC4BmMb+xgwGISx\nSBKykAAJ5ZJKUkmV467au3ZOK8e5Zp7ngft+7Yfb4IzWxp/Qv9bHGH3030yVrh/SNDukFAMCj1wq\nJE+M19ZtOr6NY0c4WpwjHVHAD8mpcURDZjCmIgYOoqzS9CKUuyauK5GLJyiFJrIpYokOS02Pmh9S\ncxSsNnT8RU4m1jn17CKabJLqGyAXiqSSWartGucrNc51fJ5bKFPuymhphRsG0vzw7BpuIGIRMler\n0HICknLAjUMZhgtJBnWVyd4+0obKtYOTTBgh18bTjEWzNMoW/7hrN38/O89brTZ/qBQJ6zLFSEDG\nFMnpKqfWq0S1LqalYaqg6hqNtQ7dqMh81SOnCwRCyJZChuen1wnXRUTdxWvBmWZAR+sit2L8yT1X\n8M2lczRXHLIDGuvTJq5t4LgBWxIGfrdFr9iDeXyBe24aY2muxHEvwOo1SFRjLKYi7E+nmZSiHEjl\n+V+j2/nUNZfzgdwIqahKausuoItZLbG+vIYZiXBmdpovbdjEim7xkzMNzhs+d6azPLlSIh1Cl4De\nUZ1AilGuNECRaNkO2XSMl2dqnKzUaAk6+3pdXllr8KZMglLd5vRClRXHolJ3eb3TxgtchvwIR+Uq\nc0twruZx2YDCr+zM0SkH3LYpysYdKt9/w2WgI1HrhrypkKVrqzzUukRzymJXj8/tuwaprgV8b26N\nTAGcFYnUVp3T020qmsWhWpu8GHBofY6txigbt0ZIGiLtQw6uA24PxNQYVcfjUtjGNH1cugQjLjlH\nwQglNk0kOVVyaXgW92TjHE91eej0Ai0twXzXZUkxydY13qjZGP46A9Es1ZxDrSvQqrUYVg32xfJM\nu1Vu3dHLsTf+61O2f2HOITW+GzEi0ZeKgOXRCEICVyAiBziKxHZVIp6Q6dMUFkKTfjGCIwVkA5l2\n6DHrdNmvR0gqGRIJj7l1k4gRJWq4XJFKU1Q9ys2QYr1GTk9QC7q0LR9ckXxEZbHdxdBtpjoBBwox\n1iyTYsmnPxYnGoNGIyRrRCiGPqrkUTc9BmMqbTvg2qEoc34ZJ9Kl38pjGAWcZoOeRBoMhW2pDE63\nxlxljRdOLvPdokfLFFgr2zQcm9GkxFTV5YN7JnnPFTpikKPqzHJ13zY+8MhhPEfiqfMLXDmaJhMz\nuOetN/LRL/6YB+6dYFCWmG43yWoJJnSFqtPg1eUu/aMT3F6Q+faRRayIzCbV5kTTp98P6QQub906\nysRYP6Vai7m1i/xgwWGgIPPiyirxcY1zc2Xensry7fNlRjf0kpY8ZENjR38PVw4OMq4NEtUkwmaH\nfG8BwTBQi7NovZsIuzW8ro+n6pBdRlDacMHG8grgr5OKjUFKIay1KDfWEH1IbdhNZ3EdvzzHarFJ\nJZTo69EpSCo/mlrk8JrL4E6butKkPBPQNaL4EZtTlklSTXK6skZOi9FviEgO/OP7e9k2EefJZ1qc\nXmnxlRMNtg5FaZg+exSNk7U2czGHZCXG4LjLxoLNt14RuC6T4S7FQN1T5IevRtjfq3OyXiVbcMmE\nEV47LnLl/ggPv1Dmplwvj1DizliCR8otrs5EWDcU3jhTJBeBuKswkpO5O5fnb+rLbDNTnBLr3NYb\n5cKFDn/+zh4+970Sy3GB/EaRpx9v8bFrB7BdjxOWT0/C4tSMyUgmxaWIze2SypraxQskPty3lVdm\nVznjuXz/O5f48mf38rmHLtEpK2RTDnuiWS52OpxomvQO1+nrRNjZ10u1LLEuz3HfzRt54NtTNE/M\n/Zedwy8MDr1bdhBPxOjYIVEUrkl7HPcV/BBcy0TRE/TEO8SFGKYHimOTTscxnJDhuM5U0Ka9EmBK\nIY4UYvout/QlCAWBqCQgqDJ5McFyp04+qVKvu/RkZM5XuihiQMtvsynWg2t1aSJi+DL9KYmFWkgJ\nl1EtTsty6LQ99o1HUG2ZJclj2BOxIxbpIYPr3mbzxA+72OcUFC1JSguYLtbZ2ZfBi6YYFNqct2W+\ndXiVT+3fyXGrxp6UwhwuRrfDN44s8+Wj82RlnT+9aSuPnVlm33AfmYjP+MAwhVSEaGWWtpaiWVvG\na2tc0EOOz7TpScQ5X16nakJGjXCitMqG3gxCq82RxSaxZJJduSixqM6vDOewnDazssSlU2u877fu\n4fCPn+FLJxb4qzu38z9uuhxiKXB02H0ldB2QW4TrHbzAw1NNBFvB9bu4no9mh4S2jb9+Cm3TAXQp\n+/Pev8w5wuoCVnKeeUsj/EESL1Ei0TFI5fOIuoDvSwRpC8PqJQhlOsUlXlqco2oLjMZyLDfKNLwA\nV/T5aqPI727P8YLlczNtHlp1qPVLbCbKGc+j7pYZ7Ca5bUjm4/dmMcsNGuksDz/R4mLV4mWzzpio\nMKgnGM7LnHHqVGtd7hzKMtrT5WfTXR493uV3C8Okx3T+8vhZPjW+lfpGm812BUO/mj/54UEmCnFG\n+gSCroAe9PKkcIpNQi83jsR490+mKLg+2xPD7EqG9CGSlZJ8z2qRNmy+8/o89785xURK4ZpulMfK\nAc+bHlKmyfKKwF+kBpiLdThYsXhTT4TT7YBja1XkSIy/Gu3nb0tz/NnmQf7h1WVuSed5cb3J0FaN\nS+dcUmnonArp2Rnl9Zc6KIJLx/95bmi6r8aV8SHaVHnL3l7kS13mCmke/Oef/vLDoW/PNbQ7FpfH\nBEb7kzxf6aKKDrohYzclfMVE9mRUVWYyJnCp47NRi3GhHuJGOgy7GpquEpVk4kkYUWXWbZHAsdiR\njfLYehkpDLkqHSURldEUlarTwfA1FpwAyXdAsjDkJEnBRw0lzro+v7l5gHOlJl27w9GGy2RM5kjt\n5y1UQUdltF8lGbHI521UMcPltzZ54aFxZKfL+bLHB6/t43vHF9mUVMlvmKBx6RJjqQEkI8Kx+hLb\n9SxzXZXHThzBkQQ2RrN87fjrPHMe/uSGEWoY5JIdzq6EXDPRz/DmjTzwL//J+w5s5u0HBvj4l59n\nIBtnz2SGs0WLnKaSjDroQZR6t0zb1pgYiNGqFtFicTYpGp5s0NQkRkLQxnJ89bkzjMey3H3jfnRB\npNQuo2UNCqHNarmMvLhAz9V3IMeT2L5EIGrgNZCFNJKoYYsOkgJibYXW1EkOXZyn2XDQLYH9fxDF\nfL3JRXmB68I38/rMRUb1DPF0HjXqEd++g5v+40/5trafVxodipbE5t40x5bKHKua9Gpw2rcQfZm4\nGHJi2OZT+TSCbfLJmRKpeJSLTR/Fb9GXjfPA1h6ePuvyV78fZXHeR641ULcYrC4p/NFjK7hewP3p\nfr7w6hz+1g6RUzk++p4C1eUiGwbzfLuzwms/crnpOp1rhUGM1TaJq9NsTk6y96Y5nn1Y5MFTC8y1\nWxywslyxZydfDw5yYy3N/z69zDvTmzgotTjbXcct2bxrIscBIcvXWGLAiXFSDbmpx+RAPsmUJXP6\ncJVV3eBMvMZvhn0EeR+hrfDQ+TY3b5Z5ZqbFjtEsNmWuieV4utulWtTxkw3u1kX2xwb50MF5+mWb\nffk4uVQe9/WAU0NrCL7H1nwPP5lpsn+7wovP1xGGFLZsNHj1Zw0i/TGWn/6v3zn8wuBQ2HkFsVjI\nhKiSjeo8V6zS7HbIGAa2HjIWizGs65xYbzCW1Sh2NVaLa9wy0s9F28NxXTbHZU63XHYkVBzR4Mas\njCA6uFqMUt0hkEwUS0SPhriSyPmixM1DCnFF4IVLDaSIwoACmqgR0TUCLF5aarM1GycVF1go1fBD\nhW47iq+41JsdBrI99Bs2b9rY4aSZJpBa6EWZh6csbhtIMpKMYgsdLnZFSsUSd+wc4lzFZUjVmBzt\n54dHZ+m2PfpTCmOCyJPNNf7oln18/elp7KzGKyfPMqb38Rfvv4rjZ9c5+MYR9l21HaHk8u25In9z\n/SQtKUqlKzAs+5wpN6j7HSYyKZxQo9hsU6xV2D40wBsL6/QZBhvHh/nPw4fpzw6zKyOyf8MkxWaV\nxkqFZMTF11yikQzdRshceY19e65iuTpPTJFJHrgZKaXh2zLl6eN4Jw4z17FYq4YYhoiRHiKtqQTN\nNr6sMjlcoyPWEAe6NM5tYDBn4LYdDLLUqZAXTD7bOsnZZ+Pc2h/lGxerbOuLMRAVScgKqy2Zb59Z\nJ5PucHbBYuzmOF7b4rObNzBfafPXzRoxq05uKMY+JcdMq8bz011efvsYtm8z3hvnu2+0OHhhiWlP\nZiST4I3lNqOaz+tdkY/syrI5IvE7/2szt9z/Gq+cXCfslXjn3jHWShUe+fQo9WYTrdGl3TV49xca\n/OmHR/n80wv8fn6Eg7USTwcmJdEhsq4RUyzmPJHaeoehXIH78irrdRELk7FMnEePL/AffznON75V\nZMuWHA89WWIhI+PrLrfIIqOxYTrU+OFqi7tzEX66ZFHrNemXE7wvleKFUpMzapfbcr0U2wGJ6iop\nYwBtk8PyaZ/p16rc96djdI94ZLfpfO2xOc5fDFgT21y+2cBbNmkHOnen8ny5vkjzpQu//HDQxncR\nkUMK/R6XReOcbNjEUwYZJJYrJm1VQXYgVDWGpBAMATGQOFFvMygJ9GditGsOE2mdrbkopZZPUgmw\nHY2lbp3RfJwJRWM+6DAkq9QCk6WajxRR+e4zVT730TthaZ6Z8jxJQ2ZTROMPX1hhQu3lk/uiKL06\nmh+QjKosdQK8rkx6qIeLnToH8jrfP3mId98+ytEna4iJPC+vVlgzXZZbLVJSlpwKV8dkTElDN9oI\ngsGmZIFMOsOxlWkms1HO1mzWl9e4Yf8VvHLmOOfWYty2Qeb1+Q7V6ipHTAFRkdlVyDDTtdmUlPn2\n6XV+dXM/8aCB4+j0ZnNU5S4/PV7BkUJkH24YyZNPq/QlJC4sd8jqIlYY47rhXvI9cb5/6BU2DafY\nODaJ6jUwHYWG2WFheYG2FSGuebxe8+lTVC7NrqAbMqgiB7ZvJycLpDI6nVaTlAaGESeayaMmM1Tn\nLyKJs/i6gqb2YCtnSbhvprW6SHl9mqVuhB80LvBb9/Tw79+yiDghFzsBG3NJMgkVM1bDkyWyqsZT\n50v0uBEOiUWMoSjvzmtskRL8QXmJpVWTfCzB2ycjfOWMyft2xXjiuRL/dlsfZ70mBTXBJ166xG17\nR5l+rcxFtc1XbxvlD5/pcPipRaziHdz1O0d58u8ug7bHZ752iZarYmpVMscN/ANtNlpR+gsa33qq\nTqcQMJmOI85GKW+oIZQFnqus05+U8awYh480CDIqe3sNshWN/ZtyfOfEOf5ge4FPHFxCGIbT//Mm\nPvSPh4gYMZ732/ToUcKOz119BkuSwLzgojhJlptltvZHeGmxzmc3T/LXR89RjiToVhr8xfVbELxl\nZosplqLL1J9Mot8ncFmY5Nl/XYVr48yftuiPKxRLVYzdAW5NZjRmkOvmmHZbnH7hlV9+OGy/fj8b\nchqlapdNWQE9GqNrB9TwaNTiLK/WiWc0hjWBlu1hxBWKNY+daRnLjrKpV+TlFYeJhMfh5S5yIFMO\nBLbEfd6zbYDT5VUkKc5yt4XsCAxmRKpegB7oWA2NK1IedtJgd0Fhvu0RBi5TZZtWqDK1ZrIp6ZLQ\nYqAFVHyJoaTPxUWPywaHeMvOkFdmi1wq6UR1m1Y7xJZttqd7Waq2GS5EeWFqjYFNKltjOfQ6LBpR\nMmGbU6srjGkJap6AEDhs7kny+eeX2TXaQ+B12JKLcGzZ4uGpBdbaAfFQIKPrtASbmqfT7Lo4VQd0\nk7++dx/7JzTe8+VTfOSyEUp2jU0Dvfze41N02goE1s+3K6Pm8/RFTKqlkHwO9ozHyZsG7779Wkby\nNYrTTeqejdZ16IYC8WwUp+uhKh5LNZ+y5WMpIcNaSKnmsWMwR9TweOPiOm/b0Y+Wi9EMIwTucV4t\nuVy5Jc5yvc5l7+vlqd9p8InXGuRjHn/+wRwXy1W+/lDInbfL3HO3wOo0/PmDMm+/XSapiDgDbbIp\njYhdo7WU44vP1bljR5biWpPXxShTq5d428Ak1VSJ87MyG5Ih5TWF+8ZTpBMd5AT89oNL3DCS57rR\nCLMZi7cN5Xj84jp9PXned2+IaslMvW7yly93WK+2uVRs8rl7t/ODF1fYMJDj/VsVphtlXli18GWZ\n8YhPojnKT3MXmXpdZ3LI4aWLFl+6P89XXwp58VCFD92aZGsY5ZIpcEnxkRsdHn7wrXzpbw8z2/K5\nI18l3nsVb/3Sc1hZD2ER3vamJEIn5Kfr61ymxZgaEBl0Y7SXLX69P0moyTx8vsXT3TLf2ZelExni\n0dIUh+dtrptMM28H3JkR8d00j5xd53zDYUDwmOhPcLLV5l37ChiLOuGSzz8fv0B9bfa/DIf/zz6H\n/7/WtSMJvGqbakZlsR2wNZRZly1eX7ZIui6rboDuQjemEooCF1YtdC3CSzMe49EunXQW023z4pzD\nr27O8+xSg6Apcalm8y/H5xlKJInoPkN6hHnR53xdIqoLzCy6vPdq+MapFpXz6wwYCud8hxN1gT2i\nw/BImmLdpCEaNEtt1BAGoxYXKinuGBNpuAs8cMJjl5NADRxO1i1+fLLDW3ZkWbGXGdWSPHR+mWty\nWeZKVfKuiRz3GXcVXlmucMkMWe+aDEYUenyd1xYW+Is3j/Ovr63yo6kaMgmy2HhWlK/dnuevDpfJ\npJJsU2SSUYHrMirBpMUHvjjFpx+7SOHmNluuz/L5F+sE1JDOwf6+PqIRm3Qyz65ChmviUWK9MLfs\nMTzapufWOl/7O5O9e6NsHl7ntScXGB/dyulLJ3E7Indct5dDr53G9V0SRpz+HoNYy6dj2UQMjdGg\nRstv4XouW26Ncnx5htzyKGJosdaJMxFRaKd88oUsxSmLBctFSUpsGRGZ3NjkqltV8lsHKf+kykf+\nH4ejZ5b4zG+OsXQh4LsLVUJP4cRCizfvSvHosRmCQYkP7Mzw9WqdQjxCOtbDZC7OWt7m2WeWiF3V\nS2/EZcms8nxX5cO6wK9dkYNkiobrEEmGXDa4zuS113PZux7CXtnEs+fnuHufzGAqxitzGt5WhT85\neJ73jI1Q9Iv0ZCb52omQlCSRnjQ4s+ShOIssrEXQUlXanQSJiRgnjntUxTa6DFfH8qxSp3wugbel\nxfUHojB9ksHsAv5anG237ESPpxlKSBxbdEkGUbqeQqLu897kGFU9YNoMmPUbvGO0hwlfZbpd40tX\npaj2xvmnw2v8y0c1Lv1TgnddluB3z6zwgZ0Gvj3AkWNnGRoa4thzJ8jeP8Hh76yQfYfBFz6zSG5n\nyG/v3kT3zH9P7r+wnEP/3j4WHZcRZNIpHcu08HwZIwhIxXNgd6nVIlxYq3HhlE9Mk7hjZ5pLK0UO\nV7v0GTLnWiZ1Fx5daFG1AxK6TEtpMOhKiIbHqKdwxZYUn31ujoWqhxFp8/vb+rl1XONd359moC+O\nEEpMrzbIiiKqHiOhRLhsg0FMMHjv3iQ/Xlrjd7cPI4sOWwtROmHATQmdqZqLhkRMl2h4PpuSNv0R\nnWSiyaa8TFePsdL2+clUleHAYLXtszWW47KsxnBaZliP0FIFbh3sJZJwuWvvMKfHqkQbIhMjScSo\nhGmBgExvzKUtO/iNkAtWBSkUeMtbdPKGxH0701w7ZPHsbAJN7HLjeJLxgkchKdEihuuaPLswz7El\nn1PVEl88WOGRR0wm9kZwV7scO1lkzBjgjYU5/uP1eRK9Gucudag1KvQMZFFVFy1waXYczNBjV8qg\n7NqIksih6SpWx8RQksheiOO6rJsmdjLk2NMN6rUGP3vZ5OrxOAcvtHhqtsXM0R4GCy43bIpw+KTC\n9ZNRnj86z8lShFfnm9zZk+es2CD0JU6cLXHtsMoNg30cnmryesfm+rzIotvlcl3maNsjrkY5tDTF\nV3ZvpCNKPPL8LFOBxq1DGkfm61Q1nzeealOzA555pok1IXKuVWHXhlHeOuCy7guELYNkBe4vxHFd\nj4KUROi0aeZCuo0GH725l7fsLPBn35zlf+2L8ZVn1+id6GHYh8eW15iIpbkJjefqXW6QdV71LWxT\n5NETazz/nzbKHo29qSgvnSxy+sUyjzRW6RuJUel2mUxFeKFUZa7iEeQMTte7PH/TCI+9WCepVjgT\nFTm71mV7LMFVWoEvnq4wHjFZu2Bim1E+fu0kw94C1wyPMt1osG94hFrO5PeuuBxxSqYiNKlVBN66\nP8GrZ8p0m7Vf/vj09k2bcJw2w4U+ul2HvohB1AsYSWQpN00a3RA7NElGo9TsKtt74vz4tINW0BFE\ni0ZHJir5XDGYol/0iUdF+pMayZiLGs8QAm0EOrUOv78jzzm3wdF5jyMdi9/4l9N86I4hXin//NJp\nQyGBJIYUkThyYZXDZz1eXyxz3IwguB6Pra+xa7yXBUHh8akVHjzdYrok89PZIuVawHt2pjEcnZgk\nE6BTcOPUmi2iqsJgSmJRcjhRNSEdcLxUIxroLFRNKqbP07NFTi6FHJwu87P2OvcP9pBw8kwvVLlh\nc4qxhMB6p0VEj1OxBCQEfvf+LFfuFYg6Nk1P57FjZa5NpLmmJ0bVd8h7CnO2Sr/n0LBclrsCEVGh\nYzep+SbrnshmOYsS6NTtNj+cquGLCpIe5Vilie55zJFgg5Hi4MIiixWbcgfONy0WWxYnih2yaopQ\ntygkdaan4dh0m5MrbUxDYDxpUGlDt6uyKStxulzj/KrN7vQgXq/J/7zrFt736VM8sbDAB68e47sn\nW6xUbMSOTKEfKlWBq4bT7Nuaom8CjizZXKhbdK0uY8MxxssRlsIua77HaBwsP89lqsSKYmG1DTYM\nJVhstRnzfdrtCGLO5/3XZamGZfqEPFM1n9dm19gQTxPriHynsY7XDmBApllvsL9/iFetVcYNlY/v\ny/CN50z2GwJ9QyGrq/28YDXI62myqseo38tspsM+wcBtmcxlJJopny156BkIUeUM/3Z4jd1KmhXf\nRU8laKw4zHRNYpLI1Qmd/nWF8UkDwVJZlWp8/p8W+M67N/DQrMhNPQnqUY9vvmHzlTeW+OrHJ/jq\nqVWuGIsgrwWwqjBbCvlxG148soS7zeLSdxo89Nw5aqrEwkydT15fYHc2znvTOb5x+uIvPxz6JvpI\nhwZ2J6RTgaeWy9QCkWcvNXBlKK61CHWVer1NMpHGT7i0WhaCq6EILk1LJAhFZhpVLBn6oxJTxQ5C\nKGP7IUvNJtMtH98W+eGKw5DqkYsrNJoeN+7J82q7RWvRZKUTUrcDIqqGG4r0FuIM5CCii3REKLc7\nvGWkh5XuOjHfJUKS/aqMnFSQIwJ+JMqj56sEnk9CUXECjZfrNsORDClVoVyvcctIP0HYQOyobE7I\nbE5EuXqjxmo35B9OrPLwiTorVpsrt7rUVrM0O01u2ZTl2Eqd9UDlyt4MV/X3MpTqkNBSLK6tcexo\nlHQjwp6bfd518wa+9uNlVhyQNQlfFNgQFYioGpbkcNlAgsF4nB4tZG8hy/akxLPrLaS2SyTqoCh5\nPFHC9UU+fP0gW3uGWCgvc3CxTrnl8WLHpekrrHS7WLWAlcBnzbdYWBMoJdv0xULmWjLJeIgvCUgx\nh/miy+WiQDcncGbFQvO7/N0X9/PKTxt8++Ab2IrOSwerKL0CyzM12p7G3Tt13mjadOpVzmpNelQF\nu2BR85PMnCxz165eTgchGQMaYoxGWCNoSywv1dm9cYSCqHDkYoWBXJIBzWW/YfBow2Yl1WVnS2Ox\nJvGj1SafKGzkTLvKT+dqJCSRgidxwusyLOlE0iLrnZC1UkhvXOafXm3y/r05npiv89CRAKtmcmip\nRroqU8PnxfUqkujzjskYe6JpxlNZHj/T5lgtoJWQaTQ7/MNNOhdKBuMxi17R4PmLDpVEh/ZCwJ7J\nOJf3xTg97fOqu0ZeSJLZmqNVdPjtt/Rz8kiT837AlN9CHwqwFtv83lUjnFg0uWuzirmeZk4vs8vQ\neCVlU37R5nvv38UfveNt9FXmmBxOkwhNdqZzrDfafO/s/wUJyc37r0IKdcrtDt3Aw2q77OnTmFoJ\n6boBoa6iGR6SJaBHNLpeE1VRMZ0AVRZRJZdEWmC14tMtBSQTSRI9IouNDn7ZQTHSJDQTRw5pVQM2\np6NMVdtEtBTXbpQ4WfTx7CaOF0eRuiQSMbqhSKvu0mrWMVIimzZo7BVTnGxVuHG8h7mqSeCG9EVk\nTjc7BF0DI26RisZZLQdoUZmnTs/yjs2DGLLKmGJgax7phI9oClwKmqS9NHuyAYttlwoCVV+mJ2+z\nIy/jRxxKUyoXKwKxmMygFmF+pc0Lyw1Wgw52M0VP1uRv3jeJ16gRGbPJVToYW9N43VG+9OApqo5G\nRxXIOl08P8JPLjQwEhGGZZ+yF9KwHaKqyrYoeL7CuyYS/GDa5OaxKNMOnGiWSaQF3CWDut3lnVv7\nuXF3SCzWy6WpMl84ssyaKXDV5jhrc02u3+fx3RdDOmZAIpHk/NoK77oyw0uXLH69N8kbMYEdYyph\naPPiSyZvrIXs2y1SGBC4dEShL93h0WN1VDWJbQpcfqPJq+dtZFsikZWIFUL6ibO02uWea3K8WHIR\n1y3auouotjizJNOpWXz2pjF2G3nu/Nwhbr8rwr17JplrrXPuok8yI/H2rRpTbod5U+eVn4isXltl\n6SWPJ+4d566jU+RChbuHhliprjMeTfCPSwt8bFsv3cUkp/pW+dBQHm1O49NzK0x2Yoz0J3CHFvnP\n8w5STOLT/ePMhC7CqsLApg7PrZo8/bpCI1nj5nyKz99Q4HOH1rlB03ngVJ1WpkM8qvCRgV5embPY\nKyUJZYVvtEssXWjw5/dt4MGXZvjMrkE+d7yMJYj8zfskbrx6gMocEsZqAAAgAElEQVTxWQobNiPa\nHo8+afGlhSpzsyW2l3N8+PIh/KjDk8I6zbLFR/UJjjct+noCjGqXW/7j2V/+vxVjkxsIIyFqpk3E\n8ehICplQJjQMLMkiGgFJ9Ni3Lc5wPuR8y0HzfDK9HkpcYrXoYnkSPTmZaK9OuiATWPCBLVk8DYZ0\ncGwH2/Toi6m03RBPDNkxKtGvG6QSGrIa8KE9w6w0JW7YVqBcWyMXsRnuy/H2jQNEXY0nFi5x41Af\nptvGiAY0qyIJVUAQ42R0j6pv41sqH9qnMRbC1++b4De/co7fuLyfXFJjtu5TaavYIhRbGmXf5lzN\n5dbxAluyGlOlNn//0zku70nyeqPNqapNqSoQdQPSusbRVgfdhztHBtk27JGTkqh+h0fOWdy+MUt8\nYoB//36b1ZerZJIS/bkYP3xtkUCJEDeSKE6bXek4tttB1TVE1Ue3Az5+xRgdy2Sp0eaCZZMQYix3\nqnzqSg2aBkndYt9QlrZr8ppbIljtcqLRYFc0wsRwhJfPmFw0Q24dkpFcFUvQWA0cfuvaTUyvVZAE\nFUFzkKLwN99epb/H4qmZkIXzy0yM9FEwA85bPu/dM8GDL68wPqyy2qriNTL0ZhTodoj2pNk+lGCx\n6GFkPTJBjM6ZDmraoeyK3LmhQFNz2SUIFGURowBaMkvoOmiiyBY/wq2FEb52usz7L4/xZ6dMumds\nXss2uZM+JD/khW4DuSjQTQfcn+7lskKcVxtNljsia22bnnjA0lzAcCbKpiDgX6c6JAjp7hWoRC1m\nzsUQRJ9uo8EWRefQJZ+50SUuNlJs0WJs3eExrvsEDY0D/XFmOyavCyGZsow5aHJ/7ySvlmz6PFix\nOjx7Ypn339HLqJXgP55e4rqbB/m1jWmefXyGLzxdwXcs7ntrCnlZ54Hvz5JC5FTR57qePLnBGN9b\nXuHrq1XeEQ6TKzucWAswhS4ZPcZT5ywOr/xf4By277+CKl0MK0ImFePEaolcCOnxBPW5OvG+JIbq\nI/s6odrG8aPUmjZlu41VtBkYiWDLMn7TBUcjMEManSKiqCPIKoGhkA1CQi1KxJBZrK2iWxG6QYcD\nu1McOtFgNNMDRpOlSgsCFUGMYxCSS8eo06EXjbMrXXZPqhw/V2VUMxA0FSPlMrfiEjdUQqeDqMao\nWU18UcU3AyJJHQIfw/O5b884vamQkb4MT5xdZ3q+TMkJaNki10y4GOkYezf28Ct3Wvzr90MuuyLO\n2Z94HCsvMhAaxFIJhuQYx9s1pIhLVJB5an6Gt/TmsHpiHDq8xt5sin9fXEHp/nzU+rZshpRq88HL\nR6i0y6y3BDqWxHfOrrNnQmFzaPDIuSrDA1EcP8poVuZEqclwXGKx7WNILsOhxmI3ZCwJG0c01pQu\nZy9IxBMqb7s6pFTUOHm8zb37Nf752Spiop+nL6zQsAI2JkW+eG+ebx5aY3A0y9eeXGN3PsGmPTK/\nccd13PLrD/GuN2eoCXF+46ZrefOffYN9Q72EYUBvVmNOrnL7lVmeeNJk926DWjfG/NwK9/ZleS7T\nYJeeZv/QVTzwzUfZe0uBsTkT2YlyYLPEwVebrMbjPNic5r17CrzwhM2HP6Dj1UMOzXugOzw/KxHL\nmKxecrijN8rNY3G+OlfmnvExBrImn3l4HuNAikvPrZGPRrl/3wjRdJONXpyHl1ySQYdHZRvda3Pb\nFRFmXlV4e88okmRysmPzsrSC3dXolGSS0QTJ9DK/nd1KrN3BzMt8+vQyciBwzZ4c3pSPUHJYQmFT\nKkU5KHJ5apCvHa/jDobE2w3uGctydK3BeUfkrv4cd+YVTip1XjjR5inBYJtY5YGtV3P/S69zSyHD\nVbbEYrFDYCTZkFI4Mb9MfiyJ1/H42ycP/pedwy+sYHZl0aZPMVA1n4VqiQ25LIMDCXK+iNErk4pp\nLKxLnL7YYuaix4XTdSQENqf72b6jH92Po9saMUWjYbapu000vQcjoRKmRUTTpNbtUndMVkprSKjY\nPT4HNvaAGWPLeIaG0EQxVTxPReyEGBRpWw6l1Ro9ahpRtRnulfjglVmuHE/SM6JjqiHFdkAYNfAS\nMk1HR5JDhpN5ULrEkjIxSWU4o6HpAt94Y5oHnjnOh//5Zdxandt3x/nY5ix/ureXG0fz0HT40H09\n/PHHVrlrq0SjFfCDw9OcvBjh7JpAZbnJs9OzRCyXyprOkmnxzsmdrLoiUTfK393by7m2TH+rB80V\nuHIixeX9ChPxON87X+HFWYcLRYc3lhd534EM4brKw/NdGiE0bId5c42pbpHTrVWem6oz02mwLLnI\nYx4LcpNGDyw0HY6sByRsj9PJKt962OW7R9fYOJThdFHkV68Z4bWFJeKKyz0bIkSCkNWSy8NH2kwW\nVJxQ5qXFVX706hqf/OIzmOkEgS4gqwpf/c/HkUIdMa5yruHy2PEik2MRHjtZ4/qr+lmRPFJ6QCwr\n4Ex08dsq890Gf/D4I8iFNuuY+FmRv68ucMzSOHeZz7+du0DSC7mlnWbrDoODs13OrATcPCBScmJ0\nJQG1CG/aO84rtkVfXMbqV+gLHebPhdz6jiztmshVW2JoyDy+UCfnp1g3XA6M+OhygrTgExGTvDDv\nENleJ+rCiuDyVDlEbiQJy3Hef+0o62GFwf5enlwu0rs9hy9YLCGxpz9KWBfxUjbj3R7uHoqyNLOG\nnIpwvFHlwuoapeMVmmbIzduTXFqq8Wub+/j8z06Q3xwQtQ1u2pTntoTLfRs3MD+8xi2kybVlzpds\nHpsxWfRMyl6HyZ4ESVVBE5T/lkZ/YceKgX0bCDyBqilRWvdo0aTT9alKPq1OwPKlLq2SheiHuKGA\nr1lYLZVmaZ2FYojnmewcjpI2dFoRj0QygpaTiIgCN/SlqYsKw31x9vcqlAWFd0zkKFsusysdSvUO\n2byMZnpc15Pg1GoLORHH8XS0iIQjqxhSgwsrIb92zQCPnCwxvdChNyIzpCh86pN5qqseneWQrSNR\nZrouY3GPq4YKaJJCU3Fo2hJBX4fmugKKQT4eYyXS5dC0iaXE+Pe5FZaKMp//5818/q+PcKItMz3T\n5Cc/Wmf3kMa6GuJ3QZc1ni9XMcUYe0dtxJbPnbstZmfg4bU6f/2hjeSlDq+WFPpGC5TdDhFJoCW3\neXaugaMJnG9a6AF85ViVx39/L//4/EWKTRHR7NIfjbMYegwmJaSsh+0FLNXALkv0+wJPXWhy4DaZ\nwz9tM19wWJ8PiF/fpnYqxU8vLfKBN00wVbaY7lq4gsyxxS6i1eF/fz3HQ4/XuemqHM+cK9MNFBxH\nZ6FRo79H5rnXQ/q2tZCbMi1fIL3F5+rNERbLDvv2iaxUJaalKtqsira5TSwZpzztEKRdYtEo7ZpN\nT3+UjapIsw7LosJdkxo/uFRja1+ej48k+YJZZSyUSaoaV/QIRIUUNRqcmKkQSHF2jq2RE3RGC2n8\nuMWmjMaDJ02SMZ0Tj69TmrCYHOujs1DlNVxujOT5xKvTbN9ocG9ymGdnixR9i/8R34DQ9blodXFC\nCVtu87GrN/OF46dJrHUYVRNct13htdMVCkqGmZbH1fEEj9WqTNoxEqrGktKhFEZopSV2x2TKYwK9\ncZmrd01g1Vs8MVXnqNTh4V+9nhfm18gm4asvrbOoyExValxTEPHnJYIRn0yfRqIjsxGJ2SDkgT++\nm4e/OweGwyszc7/81fSzp9c5t1SltFoG0cMvBtTqDpS61C916XY7RIcSxIcl1KhC4IOPSbQvhhaR\nUPISL7y8xHNna7g1qM63kGyPUNQomy4xyWXroMfLqyaS7fLIawtUVk2sho9py7imyLoZYcVq4yXT\nGAmPaK+N1mszPCSDnuCubQlenK+xXNZpehJDhoGp+nzkq+ch6VNVQw6dXKNP0iih8ZOZNkdXTcpr\nXaxmi+a8wZ4NCqpjU/cC6kWJTkfk6HqXcT1GKNq8449PcHotxh/8msoLCwGF3hHSEwnGJn3evllF\nTTV450gfql0nn8xxsGnzgR+5qBsiTCoKb/nLKT721AJv6jVZKs7hWgGLtQ7Hiia3bIZ2EKAmfYKM\nQcrQmPj4a6iuRm8kihKJcWshxrio85lbJnFcA6UdJxUoFH2Pn5VavC2d5JWVFvm+ONeOpBlRFVqL\nMkPZLjsy/czMrPHqdIl9fTrtjkdfRmRd03jrJ4ps2JXg9BseoxtVskqCd1zXgxMYXLMjxaZBl6Mv\nBaQ3R+nZqLB8yabeFXnvr4wwjUAYc3jr5hhBQsRQVdrNCvXFMkkL0hWNO7fGkBDIRVRuSOQY22Ji\nmSIFVCayHoejPpO9Aos67HmTSSo1wkG7zYypsH9HnD26z29u7OGqPVlWAp/suRhZuQAbHE5XSlx9\nawHlYoyy1SW/J8b8YoeS0ub6wUGeXO3Q8Ww+vDvKr5obWG8KVAQXkLh0vomRiXCqVqK+6lIQFZ4P\n1zC7GjeNZ3ikvsgHJ5IsVy1WKw3G5DTLusU2N8J2tcuImuCg7mAsBPT1SbCyjhGJoaRyjCDxGz94\nnf5uhHMuXKaEyK5PuWUSSSawOg7NiM9sqsa7bu1Dm9TYowYcuP9BbrjR576N8f+WRn9hcIircQxJ\nJ1RVREkk7FNQRQVb15ATAqIRQRQadDpdsj06xGR8AjodAd/zsNfBT0Xpi6lsKfRgpFViQoTVBYeZ\nVgM/DHjlnIhtB+TScZyoiG3D/R/MEXoSetLGUy2OhT6XbbPIRCGoJuiWoVxyaDV8hJjNzFSHjrnK\n/duiPLHeYDIj0pyKofdqWI0mrqIyX1zj0qUGzUoD23HxAgFBlBAsn/WoTmo4jqLa9BdiKJjUimUW\n6zqrng1Zl/NLJl95ySMt+ixqdeYv2QyHBjVV4e6+DPmowDu3DzC3ssaN/++T5MG5Mp2yRXXZZryT\n4ZsXbcJWmkIocbxkU+76HJ0NODddoXI+5NR0mbG0xN5B6B8KmBxzGCu4HLgyT7sGnzx4mquGQvyc\nj6S61I06eqvNF780QbMYcPMtAV8e2kF7os3yksfRnjanKyW+HS6yayTCYEQi2udgWyFXTmQZS8pc\n2yvQGIITRywaYoe24CIqGj94toHoeqQjOoIn8pEbbkUaEFltu7xqT9PjO/QbIjPLFrsyLpLdpF+P\nc89lm3h6OuDlzAJPHXY51m2RKzv8gzvN21qDiIJPOh3y1FSH2dBGNeGE3EJrjvDc4gzpdThb9yjk\nMpySLQ5fCPjze4d565vSVMoNTpyv0uNrlD2FsuKy/5YsqxcsVsoiSrLN0ZrAsfNVUm2Dn7Vq/OBE\ngJNzCNoej5ddWh2X4R0iWQweObvMO/onmGnrpC7GkW2X7007RMoJhIrGTiPJlRQoWnXMmElg6xR6\nU0zXlik4AQfyEqtdnXp/hEqpyw0TKlFkCr0h2zfrjKkG2sZeGpUS3//gHmZfrvO2j8YorjoEnkC5\n3GR0i8xtB3I8/skcK2sQuMF/S6O/MDhsLBh4kkcsrVHoj5JNiQhJj1xeZuOGKFdfkcAIRNIRCSkI\n2JhQ6IlpGKmAgbyKr4sYGZk2XY4vL6LFVNpOCTUeIAVRqk2PpaUyfhnOnFjA7Lh4mocWWmzd4YCb\nxqy0qS+FHDkmMbfcxfI8ZD+CWTa5bsLgiUM2puAiiREeXQ9w0jJxR8Hpg+Pnm4yOxxnM6oSyiBTR\nUHUNAhdBCVHjOvqoSibqUy82aDddRMMjEY+Tzeg0qrM06iYLy/APHylgL5a5Y/sYYz0hV/cnuaYQ\n57KETlTW2TueZ8Gq46565FWJINQ4+VSVMBZjoSkwFXZQmiFmp8Ubi200M8AuBqx7PnpEw4rVQRdZ\nrTicbHU5NWVSqtSZr1n8yuNnOSXXGZAizFUcCrrH9b15xklz57YBDh69wPX9EVYrTX577hWSEZXa\nArRn/P9D3XsG63ZWB5rPzvvbX44nhxvODefqJuUsXWUhk9qArQYMCDAYG9uAccK0mYYG7MHGbrmx\nrXHjBhsjwCAJwSghoSzdIN0czz05fd/5cto59A+qmJoaXFNMucue/eut9a699q/11FrrXe/apLcE\nyEqKVF7kWM2m1wmpWF1e61c53/Bp+RJPPVtl5BKVPaMKKc1hfMJifMzjho+k0cYChNUe7/vcA7xp\nepIoYVMgwaM/tnjLoEa5EmNh1GK5kuKbK6tctsnk2rjP3W6WzBaRS/MS1VgMWQ9ZiyxivkTzTI9b\nbtSpN0TOr7gMxVxeWlokLWQYKerYs2Wapkt0tsdv3Kdjzm5w5f46n7h7GqmgcWLRJKXGEOICJ480\nSY2E9CKfaDbO9HiB9mqfy8cFbhkw+M6bJ2h5IZmMwPp6lRu3y0TNGL2ay0grS0kUef8tY/Sn4dmw\nwZWDMoPDEKYCYprEkKUyY4fsUwxOtaukkDn3ss9qZLFixfnAeIFGxef7ziovPb3OXddPEag6z5fb\nmLbH8qka+3enkcw4d9+gMV+V+ObHJhjTEqxEEd9erlMtG5wJdPJFBScn/Vw++m9Wcyhn0gj9Pm43\npNMOCHohETLDKZGaG7Bk2zTOeHTrLgORiDGqMde3yEUSkSExmIoxnJRYWO+xPV4gqQkUYyLxgshq\n06Rft8nmkzhaRKj6SJ6AoqZYPttjqeLSND1C28cYl3C7DkEEqUzIVlVitd9jeDBOJQgYT8bYmlPY\nks+xut7BCWT6koBZ69NzfTQsbE/HD9uIikAsFfsJcl0XL7DYvDvP0lkbSRQgHtJcj/B9jzAK0dWI\neDzDpdMhv/X+zXzpO6togYpbimjaEkZd5NZL0jxwYY192Thv3z/BnTsGaWU63LVvhB+cLePUbSJH\nIpEU2KrHWLe72L5PR7SI2jKxhEzfkZHCgH7fYXxI5YpCloQSJx7XcO0Oga+TzYlodoxROc2Dz9aR\n4z5Hl8o8dLHLgWGZv3g5pD/f5oMH4pyZD/iNX5zg8YNdioWIJ59oIKbjxIwu3SWdt96aILOeYksq\nwfmaydychyMLIAaM7jSYPWKxpaCyeVuG9IhCLhVDMULqnoQjd8n4Gn07JBQMXpztIemQlzVqGwKP\nFzzimoKf6bPFTvPC4iqxtMEjlT53JXIUZgS8UZNK26ekJTE9BVN1MfsWj3db7BspsXiiwdDuQX5h\nV4HMQJO3fGqDaV/mjx6aI5At+msmsVSCbktBGnfwZm3So3nGtzjUKjL7x2J876LFU7MNxlMx1EAl\nMZnl+/4qO400R1dshMUqjVGFHfEkoSdwYyJLoudx5nzIJZsKLGy0eLJVwy2IjPZ09GSMutCgn0uw\nkQyxxD6hEdHV6twRjPHLO8b4g68cxd4v8qbUGGc2WkxvjjNnhHzynR5RTGO+uo7RjfinQw6tvMtO\nSUfa8Gn5AcW4z5akwf3PnPn33yE5vbdAeU4lmTYIxQghphKTDcoVh3wswmzJ3DaZpKrH2DmS5LXz\nTca1OEgCSU3Da1rossJUzuB8q4svi9TLDkgx6EXs2JlmqdxDlgS8SCBVTOI0N+j6ArltOp4dIWlJ\nYqpKNoiRTIoMFHTOtiLedtMEjx4q47Y9otBhU2mUp46sE4tblDyZjchiMBmnttYnjBIUkh3aUhqw\ncdt9tJiOFfnEVY12yic0HdxIwTAyqKKPIIkUEimcfkA7VefSVA670SM/5fPgV+usaBbv2T7E5lGD\n2w+dIKgJ9JMC9wzm+NTJGZ443+R7h5aJeglScR1bhvFShrFURCQrhArEYxqu4xG6IqbnEhIwns3z\n9rESJ+t9bp0c4ZEzTdbWFGRZZ0J22D9Z4m9eOI9otfAcnb1XFxjSRb69IvPr1wzxG79RYNOmIf7+\nifMQD9k9qDAvwYAo8ZZrUriewIrqIIs6dcVkSxGGpi1KpRSpkYCDp2qMT8XYdlmK17outXWTSmih\nCmmUhM+G3WY9cLm6NMSxqoOR9Fgry0xtkgh6EVJfoC9W2JJKYG8EvD2Z4sGlLsMDMnrZYMtExIQc\ncDrwUedUqoMSw8WQ6hrsyKRYea1LYjBF7UyNZFbk9//LeTxJZ0RL85wZsVpTyaZCappP5bkWb7x7\nlPUnuiibSigxk42Gz1umhzh8rEa2kOauXSmSiszfvrrAG0fjrLR6GAMKaiXgd2+9iu+eWGZJikjH\nIy50m9h2grEBmf4QqMvgZLJs7kcs+X0qksdEPMlyvY4Vs7lQMTFfVtALEU+xzrGLAebOHgk/QeQ6\nJPMqVuTw+IbN0RcEgmaX59Y0/uREjysilSFN49WmhZPWuFBoUxPavLLe5+Brq//+C5LvLYS84T+q\nmF4fITAR6i2avSaiZFN34PYtCR6/WKbXaDOz2iUKYL7Zpr/hsbTSpmJ6FHMRr552SRUlxF6AV9RZ\nbXSph52fvONFBEHEcC5Gv19FGFQo7UjSsX1ESUDJOygxjw3HprYBp2d8VD/i0EydgZTO264Y5y17\ntrMotUnnVCIxjqioyJLMzLpJJj9ApPtMF3fyt9dN8L7paT73lh0IWkBo9nGECN/zKGzOMlnSGEw7\njKkicmCjRxE9q48SL6LnNB6bj0i6MSavl8imE5ya6/LbD58mG49I5FTqa3Dgn48y0kmiejJ6kMYo\nRgwMq2wb1JkSQ2bbCp4nogcJbE9iIp3k2nSC8USWcbWIZwd87uUFliz4xtmLTBQEtERI3PN47KDJ\n4fUNrkqPc/31OxjIahx+oUZup0YgdvjALTFefa7Gp/5mkS99eA9S0+aWLQZWAIOTeVodn6JocNvN\neV4/vMZpr8egpvHB6z9IS7RANhmMZZnKJujUHbwLPrquU7UUVtQax5p9JEHHWo7jBRKlTQH1Zkgh\nGWB2TQwvwJp1KBQmuPhql0HdwDQUUg68eNbB2dZCDuN8ya9RjsXoxyKOPL/MvGvTcV0WenWkqSQn\nyzXKPZVjZZfP/NouFusak6kYh080+cx7xqlaCQYGdDbtK7HodinsMHB7EWHZRjc8EjmX4/M9XNvi\n8DGTcujyKzeNc0yOKFs5hDmR6Vvgvd94hVv3FfjF0TQ9K8JOpdibU9AEl5fXmqQuk6i3TIq6Qioj\nUnXbpKKQOdli+axK6InsvBPWA9gcLxHbZsBTIT2a3Dudwm8HDEoaxbgDssKW4UG2aD6JUOElrU8q\npnFXPsFLZoN13+e3M5cg8f+To8wfKQkGmjpDmsFSTyCTyhFqEROZNLbfY94OKQYxRAQ2mgG+EKF5\nMm3PIQhUbhoWWbMqvO/mBOcOdxAOjNI6uIFrWqB4xEoJvE6AZ5s4kkgqmyQuqdhdkYHRLM01h1RW\np+CKrK/0CXWV2/fGuHihTrur0K2ZDO9KstLpsdw00TWJxlKLzaMJLt+d4P13yZyer9GqxVgMyzz0\nep110+XHXp9MwcdeTTM6rlJu+zirIsGgSvWihbjdp7RHY/5wk/RQAqUoUYjB710/QWxQ5uXZHued\nOgcPmbTtHvp4nHI7IlVyObVicnqtzaLtMTkpcdmmkP/69jzHq0usrmkMJkXSAXxw+wih2OOF822S\n+TglySYmiRSyEamsSLvv8odvzLN7WmLT0BD90Ga95vJLNw3x0EaV2XM93nAgzexqhG14BOsa31nv\nsdgRePslEnoGvvSpy3jz7x9iPJ2GtMszp1rcnEpxynfZPp5nzagRDw1mThzH1/Ocr3TYuSvLc/Nr\n3DQ+jKZpLHTa6IMdes0YeS0GkcmiG9AuBxwya7ynOM5MvI1lGcirAeOjSWbKbX7nyn0cXt3g1Hqf\nCwc9SrkE2WmfK6M8z841qbS6bAlTJPdIXJoY5Mh8hzuGY1wwPdSRFKHf4sBNBW69XOWzD8xwXWmY\n5+o9FCnk1RdnGb10kosPtfjwuwx+9HydhA3CsEg6J2OYDu+8YgeHeysUJgTmXYtcK84r55rkcxlm\nmmXkTpbtB1RmVk3Oyjb9Uw7rNYsjpoesCPSFGF87WeEdGZ1HJYtJVaay7vJSxkZyJC6fEKmVYdmH\nyBe5bETkNy/bzpc/ehUjszH+88IFNDmJuxbi5hzm7B6a7aELGjcVJTrNiKVlm/kQ4imbHYkBvnau\nzAIWS8fW//1HDhN+muP9AH+TSDKm0bErpCKNfrfLbq1Ir9Wjaof4UoSU8JAVCUvyKeRjeLLHY0sO\nx56+h4FSxNkXphg6t8rY9hSxgThyzCCm6vi+gypkSWTiNJdsNmo2UiDgtn1iShzfjnCaOsmcg6SB\noaQJkxqRa4MicnixSi8b4psqkhIgJyS25WMMDVl84xWLndNb2bc1hI6AGHeomhZ6TWHtpMK2N0lU\nmwJDehpjJKJTreKPeriWxNrxAC0vkx2TuXtkmHuuGWb/DWW++WiZ7396J29ODZLbGUfPlIgsjbFB\nnUMnLOgE3PzmQXZuijN7pMufvX0P1/zZST561xb+4I48G+tdAiPJh5+7wMFZgfdeNcy6baHIGnVZ\n5sSKx3AQY1se2oHK8UqXdnOducUNAhGeXesyGdfQswJPLbtY1SrxnkxRkKhX+kwlEnz+zAZfe9xB\nmHyS1R++BSnmseZJuEKMZcFkpK1QFcs0jocUJZWltkxGcMjoCcZjIGUlDl5soY751Co+51/xsRM9\n1noBoqhSuCAwoSZ4ozxK2Q/BUVg82MDNuxxNNXmnnuLd332aAVXm3SMDlPYnWFEaLDznsW52mbVt\nHEnDnBAYyyV4+PkFdEvi/6z4pDUFa7bN+LYsiwfLvOPKFJ95w1aeL1epCm3W1CYfOLCTltMkjBqc\nkC2kbRqNKMJZFCgqSU7LEVIvQErp+Esp9vTSPBXUWFgwefOdNnElRt4O6Hk9TE3jJlPFL8k0Qgsz\nsEjIAguLHS6LizwrNtnWUlktNEnFc7Q3ZJRMRD3u05pzqDtdPnvTDrrLSe547FV+cOYU9y/OUcim\n2WaIiGl4aaFHUwvw4hkyssQXTrU407XYPCnyw2MNSGeZ7LRpGzaJQP25fPTfLHJw5QL9mku7Z+NH\nTdyeThj0aNsSc6sb/NadOzg0X0ewVQIjRLEE/DDCtEPiuhMdOt8AACAASURBVMFf35Lid/7uCGfO\nKXz6H+rs2ydjdvKUey20ZIKYpmCu2chJgaADqh4RhgqS4BOYAVHaJTBd1l2B4bECzcUVVtsVAjeD\nIpoIjodYlJANne5Gh1AKMHt9SpMSX/+7RW64cRPZtTn6Oix2XaJMDNkXyU0ptOe7BLpOc6VL2O+h\nmALZbQEdC67wY1QiEz/9k461F+dm+NBlCd76BwscuHKAZ5/rcCLwqc1YpBOQ3pTg4our7Ng+SHvJ\n59yqQ8f3KE77/NX/aPLkl3bwho9VOVbpc8W1WcJmh4ao4boW5xounmNTdXoEbYnxKYlXK02+/Nad\nPF2Z588/VuSXbk7hZOK8vNDnlm15XjjZIpkz2Fxx2P/WMY4cqXLghgQHMgm+c6HDpeNJ5qQ+Rkkg\na3v8w0WbFH2uMZK48YiJbJIfnWjwR/uGCQsev5zIMRiIrMUEnjjfYio1wPFKlZQrMzmeIm6GXJx1\nSKRtRmWFhKSy6q9zbM5lQJOwR5uIUYbdisZ602VtSGMkl2LAD6ktRjxbmePuA4O0zxnsz8WYkR22\nBQbigMhLR1YxXYfrCjoXgjitfpcD20tM+T5X78yxYyjBXbeWeO7HFpdfV+RUuU04kuXM8zWCnkx6\nb4fB8TyzB13arsP4NgVBkRnS2yTCNKmuwbPxKvMbPn/0rlG+8WyfxVc7VDc5WKKPXFPpxALsSMAP\nFGrzDoMDcaqey5gfJyhY1HyBZq/LpJMg2u9TabaRgwzJmMRHdu/h0R8tsKK3UQyPHy9XqKoCa6GL\n31PRbJmjsQ5ZU2bBDCm3AgaTgJ5E91weuHaAJ1ptflPP8GLD41zdpDlT+fcfOdh2gIxG2k+jK0l0\nXcQPZKQgwNAijnQ3wBfoBT20vIGUiRMBGhJ26PHnLwe8eFzj0X/azOd/tYhY05l97SLZTSlMz8aT\nIuSMjGf5mA2TQiGH3O5itnv0agJTO7PIHRVR7NDwugwXtmA2EvhSG8uU0XYbCH6WxqqLqqmECZl0\naYhqX+FX7x3nwS/JvO7FePaEgL0qk4jHCUZkxiUDORunccFk7540PSukPyjQPC/ju3Hm2j0GYgV6\nYY+lXhfiWb7yfIC0Lcdc1Ubo2bx85RR+QcWxYsyfrSKWEpx4scx1b84TRBb+RofmsTh9G+757CqF\neB85keGbT/cIXZ1f3h5gmi5hO+CW0RJDWpJrrzEwl3pcIad499++xoiY5MXvO/zmX6/wzX+e57Yh\nkUrdQuhZ2F2X3dcOcbZTIaXLfHtpnb98dIGrtw5zzcgAW4MEI5HIbCVkKhMyW/Vox2XObvQ5vtZm\nQs/x3XSbF05GNNYbtCKP682Q16/YQnK9yy+nJ0gVBRrpNhNFkWxHZFTMYjohjXyPj27ZzG3ZBLqS\n5LWnLRITIVenRYbLAkdnWmzv+RxVbB6P2fznHZdQX/QwxTbJYQmv7xMrqsy9XiY5niXeSHAhEEmm\nXbR4kpfMNYLBJPtKIvG0idVwuOnaBK4dcOYbHY6dWebAjTnGb4aZlwzWlxz27QuY+e1bWV8NmCwp\nPLQIj8y1+MfmBQquym3bUvz35+tU600GsgOkpgKabRU7ACEKCGshsqlw75tjTDgy1zgqTwQtXq5V\n+cjIOLOOSkjI4kaHfjdOy2+zx8vwpaPHOGP4bFgx4o5GH4UcoEYhd48IpLMRV3dL9COfdk9jWy5i\nMIjhKRZfW2pzz/IqlF3uq7QIZB2r4P5cPvpvBodIUBDiMuuNFv2KixwqqPE4oR4RxpJULmggiwxn\nM0SuT3dpnWw2jRuDpB2Qz8qIO9Mkd85y9rTHQLbAFfcUCOY81HUZPaEQdVqIoUE2E6NdtknkcwQ1\nn0js0+5ouElIpaFQyLO+sESoKiAKiEKEe6aD17KJNlpEhkxGFIkPhTRbIY2qwLXvmKeYVdEjIPCI\nJWSk1YiLDZtA7GPEAy60uwzGY8hKhGlFKNS48rKdnH69SiaTgsCDtke122QqUCjJcf78TJ8fzK/j\nLnTJ7peQFRHRFIgHPodPLJMcUWBQJfAjioZA0A5Z3IBACnjTJoOD1R6nNlW58aoEQymPV3o1Srti\nVC847B5Ko0Y+24eK/O9Pl+kmNcbjaU5dlHm05nNgi8TEDXmCbsCr51exqhaJnUkoS2zdW2KxVebP\nX1pgPXR5174i1xo6+0tpvnDzKFKgM9/XmJZFBgoRlAU0LSSe0HmyYvHfmnW2lWc50Wtw91DIjkBj\n86zMvclhPvXWHXw0P8R/2LOZm9Q0V+CjdV3u0h3+bnofH+smebQe8IrYJ15R+eazTb44MM3IosXr\n3Q6vez1qts0LL9bJDKc5dLjKPZfkaUUhQszBzGvEbYvN23vcf804D3z3DPe/3uPYKRnTrvNfXl5j\nTLe45j+k0RsRF882+Owvb2fHpiS/YoxTS3o8dnSZy7ckOHTc5bZSgjdMxJB8nWXH48JGk5GhJH5M\nIMh7NKsKRrOPgcetuTHWLdiyx+bJxSorfpUTgsi9Ow28wwqW3sOqmKwlTXxLZiiZY8DO8MJqGykp\nMKBoZNM+5aqM3ewy55qIUsT9ZyxiksDFVpv2egy3YnJwTiI/JCO0QbB9rswP8WxUw49k1twmmQs/\nX0Hy/xUO9913HwMDA+zevfunss985jOMjo6yf/9+9u/fz2OPPfbTvS984QtMTU2xY8cOnnzyyX/R\nrmr5hP0OsiQhCSrdwCcybZJaCl9UkXwPBJW1jkOsI0NWod3qk2xBX5V4/UIPr+mxdV+MP3moSa9t\nsSOX5/KSTpiVkEwoXbYJzzVpmR6tRgutlENKqgQ9aDRNVCNGNq2zOlMjNpAhKiSIrJBNbyjhyiop\nWcEalpFSCrWVCFcSaGNxpCty545BjnTbGPkYkhRx/UgMbUKm0a5y2WWT9JdCojYo16TJFQcJog5e\nW+ZbPzhOfEoi8mVKUwpyImRrsQChR+DaXL0V3vbNRfKJLCsVE1WUcFs+u989hNxKkHRjeMc9XLeH\nG3cZL8W5443TqKLHp28p8q59Pxk6srHY4rLbRynPuyzO1hDCCNELkRIqQccmNayz0TTIG8NsvbSP\nPuvxyLzPxokeN10VpxnGSBWHWNxo8Y4DY6z0PdZXPd40Mcp2Af5qtsyTTsRLSw2qoceJ2VUM3eS8\nJ9Fesyg3XJIDcb5rutw1kGFazPL7xTztvsR7n69wrzHARcnhT8V5Ds5t8N75s/zmV1/l6bUN6mKa\nI26cr0UNWm6T87UOv6Nl2Xldipv3GOy9JMv9h+b5ke+znpHpHPGJlwpkLlfZY4RM3yXwX79d5hYj\nSTgkc7sqoyRFhNMij/Rdpi8dpTCW5btPtPny13XeutNA8Q1uGEmx61KNRkvnH89XyKRCZvU2QUPi\nhNLiMbvCQKrH8dAkY8tIGZFLigk8Q8JtWwQNhartUT/cRJzQuehZfO70AgUtonshRcOXKDhF3pcZ\nYHPeIDOa4fm+D3aSpC/TbtUJww6XZuJkDIm9HZ1Eqs3ckoMhyOxLj6JaIHQUFENiYkgnigLcRg23\nBXXT57UzfQTJZ8/ONC+cr5Hvj1NjkUSocfuE968Lh/e97308/vjj/zeZIAh8/OMf5+jRoxw9epS7\n774bgDNnzvCtb32LM2fO8Pjjj/ORj3yEMPzZLZtKKsb2wSKRLOPLEgIRiaRKo9zE73c4s7jG4A4F\nIfSx8NEGDVRBI9hkEPYCrIzHQCKBa8QojMd4oLxA75zFnu0qgdBDjIt4VZvCPgNRiZBUiByHpBKH\nyEWxJXTdwwviOBe6DF6jo0cRdEO6JxsM3jBASQ8w9BK9ZpeRcZX+aodmuYkjtXGkJM2jPu3pOvmr\n4jx1skP/VIgSJTk2t8z0VSkiQaZn9WmcW0MsplG6KYQxgX4YEMtF1M4L+H0byQqREgZBFHB2JUQR\nY4SDEsmch70iYyRcXn+2yuCeUaq1JoUrDG6+b4x0RmbtjM2xlSV65SU+dHiDdFJiWIj4+z+9gm/8\nw3G0tIzjSZwL+vyg3qPSEqkVVTrnPb70w0Weee08n7l0D74AWzyR9FUhj/XbXL07ouvUyXo63/7x\nGuoWDymI8cjiPM/0TRB1zKbPp+/Zh7La5bduzFM+3qa6bpLbU6AwluHJ4wucTbdYPNmmFMHxWp87\nbxlh/9YEH1qfI14W+Up8klJMJO95gMqH1RIVbC7ZrPPr5gBHIpcXKxbvri8hmCpPLPeY6hmcS/ns\nT2Xp10QKehJb63P+gkBhU4azr9ukr9R4fbbBpmSBdc/BjNuIkyminsWF9RaPHV0goeWouzbRjEMy\n4bFrJM3nby/y9uvTXFjs8OqJBt97vIGxM8Y6PpkljYru0lmTOTrvsHs0yY9eaeF2ZbqBhadHkCoz\nmsxSX7S4Qk/zxmmH/sZPRhCiQVz2+PPlCzxwpsb7xoq8dqTKFZkkfSWOGhbwWgHfWW9hXBvx0oUO\nsUSGT147xHtuT/DCxSpuXERCwoo1aTfA6aa4fO9mXN1jqdciOy2Rs5KocsTmmEBmZ4dKoGAMOAyV\n9H9dONxwww1ks9n/h/xn3Ql/5JFHuPfee1EUhcnJSbZu3cqhQ4d+pl2z2+dMpc2AaDA4pRGPEth9\nGUyfm2+dJL27wOKZHqlSkuyogdM2GRyXULouw1eHDOck4smQzJiK7RsU0yO84Fd47VQfOZXgqvEi\nTasH65CfzKOWdNSJEC/pIKWy2H6LeqODbkiMjCeYLXew59dYfWY/j/3eFDskSO+S+I87I1JjGjML\nPSTfRw00LFI89voil+zUSCyk6Ms2vX6ItjPE0jyC4yZ9XSNIBoRVC2EsQ2ZTDC9TRjwnIoQRm8Q8\nqakIRS3xQr1Fq29RFlTyTo+pd6sogx71WZGxXEgzrxCILvOVi1x2Yw7OW7z2xAJSNk8vYTEgyeS2\npmhEMh/740uJYnkeP3SBL358N/f/b0PUGiq3jxT57Lu2c+3bY6iiRi4usjbX4vvrMp99eoWJqQKH\nmi3mvu8xJuV5rmVRPWwyeV0B5A5OHXKTLgYqfbfPZjVJs9/j8/+8iDI8wMxCH//kHg6uruNutLlR\n1UnWZRbKJok9GiekJrepA5w4vUh7S5elF21qkcyHFlf4YaVJraUzODnAfOTyuw8v8vLKMg9HXZS0\nxqX70iQ0mWOn2ohdD2siYq+Y4/XXlijmffZcrdK/ENBcaTDiZrn60klu2WdQb5g0Gy6pMZ+WFdGJ\nOrTo4D0lMpxP8sP2HKVSi38eMnm+ZfNXM2ucuiiya1hj1+4U9ZUIIYKliw6pbpwBQ2fbxgiLSyZr\nVosLT1lkFJVwxmX2Yp07d+XZv3WAbkKkOJqkqoS8MN/FT9iE1Sa5Zh6pJNDMt8n1Fb5ysskmzeBi\ns4cTjwhWdDZsEa/bZmWxydQ2g0oL/v70KqdfcnjvNbsQfIWhlM7qQY9/LC+TqjY4sd7Ely2kjMKr\nMzaDUx7TgcKJcxYbh/pcpY8QhTqra//KacW/9Nx///3s3buX97///bRaLQDW1tYYHR39qc7o6Cir\nq6s/+8OqgiQprNo+a8dbGFMqAT7yYJIXnu+wcyCOqoi0mzXstsi27SOsrzboCQEbkcC2RIHuasC5\nZytIRQ9HCphpQ3cwgdqI+Kdnj3Pd1WPU+g1qr68jqDqK4rN5zySB0sNzFaRIY/5wnU3XDrBlvECq\nkGb0t2e57D3PMLZNIRRU5uf6hGYf1WnjNlxsJ0LOiowXS/QnJBrVADVmkC15pAtxskkNQZXpeuCf\nrdB+0aTfbNKutsllYhh7faKySddt48ZFCmKArwSc8dqYdkhjQqJyQqVaMxFWeiS2ZxGWexy4IU86\nYXC83sfbFdGL5REskaEDGmpRoZnPs75wAUNbZGvR5OP3ZPnkhwQ++Cady3cKHLhrkudPLtFatjFr\nLqEYEpM15ETAh3eUmMz71NcipIkcQcWi1Q1J5g3OPbVAQhlmLAErDZsd27Kw7jNcshmXY9x+aY8/\n+mDAfR/ah3zNHOqwwdt3jvFXD81T7bj4gcrDMz/5LZ3mWyxaMVpnY2TiIf18wNEf18kIKSInotUI\nWHU6VJsO9obETcMqz52sYYQRvtrnK3v3sF0T+NFr8yxrTeSkyNNzi/QWY6BFFONF/tOnn2Oj7lNv\n6ZR2hdx4o8HJGR+j7ZNN27R+lKLwCwoLK33GBI1iSWTuQo+y4FJMJnmo2SKpyjz54Brbdyncvdlg\nz3CMZxoL+KLL8/0m0rjMvC7gjvrEJn38XJyYZzBXtTFnJAxLoHbKwUsLBIshJUXmwfdvZSqV5EcL\nIUOtEmW/jZxToJjA6YlcPLVGWrWIizKBHBK5CbqpkFavhtOW+fGrVb7+8BLZeMCxlSaS5DKm5diw\nbTyvR6mgke3GqdYD0g2JISFGGAVohsCLKzbNlsJcIf6/Hg6/9mu/xvz8PMeOHWNoaIhPfOIT/6Ku\nIAg/U+5bFQJrDaxFJDli40QNbTqF37NQDI8LJzzo24wWczSsNS4cblC4NE52SCXC4xWpgbOgMjKd\nJNEWsRabxPMCx9YqpCYyKFk4ecpkcFeSbfuKpESVhVmbWtihNJIhrSdR0jKyKyHlA5y2hxtFvGlv\niYH9Wzh0pEurVuWEHSEJWYJtGRjTSGwS8c53OWTWGSoXefvNgyi+SDgs0V5romkaomLRLDdIXb4J\nZTpJdKzHUCZNV5EIYgHU46ysWyQqMlfuTBOXZYpoEDoo3QRWZKGuu+w4MMhrDy+w654BnjviEDZ7\n9MtV2mWdt11RZM1ooVcVVt0ahuyxtzTMwaMV3nSdyycebvPpr/U4MStSr3bp6FUe+OPdfPELJeoL\nNf5k1xZ+YyRHKq7yuSMWK0s9rt+e5OZr+tRnmkSnZNiZQtitYmst6hsiYpTg9cPrfOym/RxdFjnW\n2yAxDx/5yx6f+NJB/urD29CigNNnWqR3xXjbhyf5wL4h1iKBTckU3wv7/HEpiVrwGN6XJK2pjFyV\nYbXZxjBk7KUmv7hniKmRFLdOZvji7By/sm8I3SlwpTbGh799lPO2wO2/sJXluS5CIkBxMhwKFrn+\ntiJZQWD0jjjHn6wgOCL92WFc3WdjLaKHQmcmQLjEIbKTjBYTKCWF2Q2ZwQQcPV3DjPc5smDzt2sz\nPPGrb2DUK3E6LjNzKkAr6bQFcEyZ9U6NwPa4TFFYO2piBS5WL6TjBFz6hhjDWzUmM0k61Sa9tWGG\ntYhfPTWP4JqEBZub0hJ/UC3xi4kks+sdzLpFQ3SZ3JciSkiMFkbRogSNYwEbfR1HixAHZRiGeGjg\nzbqIiTjHvFVy+TxizWPpaIuVdgUxFVITfBAlCkWNYMVmuFJj8cR5jrx07ufy8/9PcCiVSgiCgCAI\nfOADH/hp6jAyMsLy8vJP9VZWVhgZGfmZNtTUCEImR3JsAkHLgh0wLISkt41g18u0PRsx5bM2WyEl\npZEKMsmwSFD3KAzG0FSBVmaDQl2mfLqOKCqkxBJqWmJKlvAudOkbHoWhIucWalixLqFp0Vs0yY4Y\ntObXcNY6JHcrnH2+iSi7CFqCSsei14bEQJF6W6HpdZmQI4LjXbIo9BYt7HgPuyWy0rPItwTieoHe\neRt5SMFrWXiTBcKVCDGhEa66BIMyK0cbZLYFaANxMttiuM0O1YU2l44mOedYnO05DCV1HEMkZSjc\nsWsHJ0+cI3aFwOwRiaDWRw5iqFqaL713Nw/9cIVdm9JMbs/TWlNYaEU0ExGfuT/i2Ctpkl0Zo9fl\n+z/oUNFDDoz4fO/RBR77RoO7ryvgNANqu4cwj1cJUj6bp+IsVC326AUyeov3vNOgUa4Sj8Xwozi+\nJjGsAbJAI9XCa8Y4v6rylys97syLeFKHY60VuhcsHDEkoQq8/GKdb9Vcqsd67J00eHRlieu357k7\nrXFsxSI0PYYHdMrnXMY3pyDm8oNXPWZcnygrkSbH6qk2Bl2u1kuo2x0cr8HpVysMF3SKe8ZonfYo\nBDov/miBqBCRm9e44y6Dg/UmqUEb2wu4aU+eWKTyxuuSvDJrgdJnSJZZ9dt0Fh36fR1xWePgTA9l\nxaMVJPnwM6/x5muzhI2Qu/MJBp0Md1Qz/HouwfuMIQ5oec6tdkmWdPItk/FMgoGYy23H05hyhcZG\nHVmJ2FxS8CYlOtVV/jQ2TlSP8eyayaeG+sh9l73bJaSMRs5XqFUc8rLGwqlV1KTAyHCJhKQRuSKF\nOyL0vksYxrlxsIQyG7BeDRjebCBoMdiskR1PMqVkeX7dYkBJ0w576NkCQ1fu4NKdo9x5/cD/ejis\nr6//dP3QQw/99CTjTW96Ew8++CCu6zI/P8/MzAxXXnnlz7Thui50FbprPTyvDYZMIIi0z6/DWJED\n+we58dqtSIrBxL4S8XEJOeyjGyG1Yw6tZYf9B0p8cluBoOSQ7uiIis3WboIdm1sUB4e4OmkQnrMY\nmAwRikkCNSQ3nmHxdIU9b9uE72gUNyeoN3pcvW2QcGWNhaUmpubRCVbZaAQY6Lw210DQU6DnIB8n\nTpZrcwYRJifcKuXFJd63fYR7pTTv2Z7lMkFjICvyq9uyRJGJ4AbQFWi+kECXk4QFMC2RWwuDFFZC\n/GYXNZDwZQGz7+A6fSriIgP7p4k6IT5VokzIRsOkmBni8y8us39PCmPe5Mn7z/LR28fpdW3WNnwe\n/3GFX/9vNf7y0TobikbMMhnpSXzyOwt8/fU6X3hC4OUOPLtD53vfm8UcTNLqmmhBhkuSAj2/x3/6\nlX0Ivs6vbdnNewdzDKoJuvNdksUM04UE54+3uGe/wVUFC9tWeXzB4W/umeAqNc5vvWuAWijjhxKL\n9Q7XKSbv/JURnjrVIt5Q+R/dVYLTFb74lkuY+fEyGxsSe28ZQnddrrxsK0/OV3jXLw7wwx8ukJuW\nWLlFRBAEHnl1hXfu24avJjGRGNufYkqG/JUJdozk2JMapaKY6FdrHGt7XBvlGBgwWFjzudhwyCgK\nDzxjsjWu4PVk2gmNsYLEL+3bTFFOMXWVhNNTyO/TGZ23+bvr9vI3f3+R7akeG2mFnmFzf3WVh0sO\nX++ssT7QZ82CrWmNbkpnPeix1Aj5w8hkvaVgVg2G1w0WjBWuSSl8YGMHb7UWqPf7zBkWKc3lmFlh\nrKoQ1AJGrxin1QiYP90gUCISrsby4hpiZGP1u9h1C1dSqPVrNHdLCEWVSSHG0TNV3LWIlGBgRhbH\ny1U2Tcr8cHGVN+aKWIbGzNl59lw+wpMX/5VrDvfeey/XXnst58+fZ2xsjK9+9av83u/9Hnv27GHv\n3r0899xzfPnLXwZgenqad7zjHUxPT3P33Xfzla985V9MK8TQRdE0xIxAJETgSEhBhLIrjnze45n5\nZZwll+QNGU6vXER0ZOqhwkY2IKyE5AYk1mvrvPf8eX736k1IaZtQ96kNxCmxiUzW4r4rhjmTsEmX\nSmTaDqm6RuPlBun9KeaeqvxkBkSvS2JzipPnIH1pjnLdJVNKsbgEqiji93WEroOsN+hFdfKlPLbu\ncKIe4UeQmcjwvn2T/N2JMo8GEQ8KDkfaDrt1GSGpEI07CO0IbBu/32ZjpU1qi0LCS/K02OUbfp1P\nZrcjNgRMJ8QoyrRWOlxoKwj1GkYyjq6l2b9pGkl0yA+ItDZMpncP8uopl/RtKt9f65APZCypiZSo\nc91tU5jVgL/5W5uXVmymb8hyXarEmKSzeyxO9WiF371iGx3LRJAjhGaH40KDlwvwYLfL7z8wy7ky\n/B/fOsUXnzqL2G9wzfAE25NgywpHyjFOnm9i5WSGR1U2wg6n3Cx3XF5iMFviA+8x+NyNeW68Veeb\nZ1pUUgGv6w6Xby5ybD7gui0yh46uoezOcEk6zobc5Xi1hVXtk9wa48j5Na747CgvPGRimgHzXZ13\n3TTMcqPHeFwhrUo88Q8N+oMiaa1LO5LwrTYriyGLnRaqn6CbFFha9WmYDr4j4IgyUxMZfM/htqth\ntdLhVNXmdLPPVOCQtlMMGHDyQofERIk7/v5lFnIaN4wVmSoGnHm2hpiIs3yiQWqzSiKXRk0Z+L6F\nUHDxlhIE+QC1ZuGc1vERuSM3wi9s16nMFPjrc6uETYeMK0Ivot4xiaZGeHVpjc9el6XUbnBfwiBI\n+wwRYXoR2wpp0o6B1BdwUCDRRdIl2hs2A1fFKWoFLt1bZGSrgqxFCJbMLVN5nnlig7V4yJE5C1/1\nSQ8P8eozi/zxW6/614XDN7/5TdbW1nBdl+XlZe677z6+/vWvc+LECY4fP87DDz/MwMD/Fa784R/+\nIRcvXuTcuXPceeed/6Ld+KYkSnedeMLHSObAbVOudoltmGx/5wRyV2KGFs1lkxE9S6tRod6tkY+y\n4IYM+CHdhRKFbsR5M052KEI0I35he4bjtTZL5wLe/Rcv89Z4hlpjnW7cQzUUvDEBYd6jVq0xscdg\n+XwHNS4w9/oCI6MK1B26PRO/LEHMQxM6JAtJ7rxjiv75Bu3qBrlYHDktsSUdY0vV5xsv1MkmBAaT\nGtUNh9SEwuwWmflX6si1OEJORYploBeQdBRq7Q5B2KMUj1GuO/xFWOaNuQHuKcbpzfio2TSO79ET\nBTapQxQkgbnwLLGxNEuzJiEhX3v8KDe/IcYISdS2TcO2USoa4Y4BuusrCBkZIyHy/eU+bTeHE8LW\nyYDtVsDmcYmD5TXUqQS91TZSVmHh+TqDXgxLCdl6xyTl9QUS2xK8Y3wLYkziRLnJIy8ssnSkT9Lo\n8cmrtjIbSdSOubxyMmKi12U44bB9QqF8uIod+hx6NcTSFM4tOzywv4gh2jz0+7fQHdvOf/9sjt6z\nFfpKheZMBL0kWj3g9j1Jzh1vcctshpvuTHD4XJUo5XHszDJrlS62ZrDcjgijgH7gM7R3lLPPlYkX\nY1y2K0M8KmLVLFpBD4ceq+0+u7YIVJYjZNtk1+1FDi+IXDkIyysdrHrIy5kE+rTG+qqFbBjUXBcl\n7dJf73JKr5Evixz8wlVkQoebN8fp1yL8nEcmAadT1OwZmQAAIABJREFUNu6qgKKFBEJIuwt2NmDP\nDomnmn0CaYBNUz7auIhqOKyqIkkxhozGfK3GnKZzMXLZWA+Yabr82a5hdkzkkfMB0R6XquDgJjXc\nEz6TWxRC2cAyfTYu2Bw+cRZX95GHA8LQRegGXL07TUwTuKNosCMBsqfQtHuc8Hv85le/83PB4d/u\nboWqEko5ol7ADe8ZpxFW8a04XVuisd5iaG+M0c0yblemHnaJBSJGOkHQCkltE6lJAoO2xB2XpXlm\nbYUhV+Vs3yZodVntamxLaxSzCfYN6NyQGmVutcHAjjjxZpyV0CQ9YZAsJDF74LdcxIEIJe/gmwF+\nEOOjd+U4XKnTX8oweanI/IUavVWNd7x5gFNP9zFGIwqk6RRdaqpJq6HQCPu4FZG921OUJiTO11ym\nNw+wrDXIJLLE8yLmcQc7HiLn40yIElXbwVg0ODm8zNuGx3hssY8a+rRn6mTySVZbVWpCH83O0V7u\nofZM8ntjEPqc7QVMjBqsRT7xKKKnBlySS3HJjiEOzTQRYhFDU3FcR+JHi21iRoJ+JHHPDSO81uxz\n5USMN1yzHX+gRS41yGrbZGdKJiGoLGYUpmMSLz63SG0yYls6TlLM0pA36Hs6e1MxfjxfJTAFXMXk\ntz4yxcc/f4Z37hQYTGWo1To89kqD0f9J3Xu4S3ZXZ7rvzntXTqfq5Hw6B6lbaqmVEwiwEQYkDEaW\nseEabJwZxsZmLmOuPZ6xmQs4YuMwmCRssAwIDEhCOXarc+7TJ4c6p3Ltqp3D/A08d+7g+f6Hdz1r\nfb/1+9Z4nqtnt7jaUGmpHp2GQHW5zcceb1PtBrSCLOOaRbVp4SohDyhF3nlnkr85DUtrLh+9aZTv\nXjXZO52l5BtMGwpXul2sKzaeoNOsbTF6fYW1033EvRJDmxqnL3ZIpjW0VJLmyQ7NXJqZKY3nnzHR\n1ZDVNY/Ilpk206gpkXtLOk9dqxE7aXrnu1i9DJEmM15Q+cqvTnDkYJoPf2ORP//ZcYRawPkopGdC\nRlfYfLLDHQ+lUDtJ+lEfsw+Jrsfe7ADnCjY1q8fZhsuBikzzcsjHD1f41sU1EsM5gn5MvGLRy6qk\n1yVekByeWDdZOW2iNn1WNhukxQripEmIQfVcjFyOMbsC02ZMVw4Z3a9DW2d0d5JJq4xJm0s/DJn3\ne/zK7iGu2DHbrs/UeETtBY3Ybfz7/1uhGTkMzSZ9zyBP/OlZYnmQMGvxU28uMpVS2bymcGYxICuH\nqJaKPlAgCkKGYh2n7SFZLv5EzBNrfXpNjbONgLtHpllte5RLHsaEwLkV+IuzqzzaaDA3V2ZEFHFy\nLSaVIgO6wcaCSSBHJItZimWF2gUwwwDR7fPXL1QRNzpo+5KUzQrNawo7f6LAD77fYGSfhN5Nk1A6\nrHRFDCtLtmziWS4jKZlzF3pcu+ZhFHJYro0ggHW+QedSB+VQESOUsBseqq7Sz6bojmyRXBvk5fUa\nOwWXA5ks4+kCQl0kmdYxvAyGJJImIHddGmlTwi2HGG5MXRAILQiNJHOqxsVGDSnyOXxTGiWtsb7l\ncmFzk1/eM4pnRjw/v80/HTNJZAyefrHPhU6XAdcgmWgjGh7lERVJDOics3BzKm983wwjqQoNoU/T\nsYldwDNxEwnaroHfd8gkc9z58AUeunma//JaxMWTDtd0g9kDE4SuRNIeQKkETAtZNldbjI+WeOuk\nxHg5ze6NiMWewMPvH0FWfc5s+vzV2ia73C12lQX++pVN9uoSlzerDJcVnm1u8vNHSzz8B1kENaJx\nPqKclpncn2DjhMVS2kJNRJhVCzFwEcQc//2OPMuXu4yUVBIJn1hIEgQp7hxWOL4VM5tIYP7QZ6gY\nEysusWPjhzZOUUJwRKRCndsm82SNmMp2kZmKwNprJloXJgY0XnrJ5OH9w3R7EvJmE9vO8Z0nt9HK\nAUcimZ4kMFAaoFfO8NvzlyiNZ5AxKRQMfCkmmcnx0FwaPUwwel0eX0niFLMI3SKdYAt3RUJJxYgZ\nBdUP0A2J+WsB2g06LUem0QmpmAUuWE2e7tukd4cElsgXLY9eymZy3GU7EAgL/xueMv9XKJ2IyR0Z\noP1qC2NPgWI/gyPDY8eW6FZtRveoJDwPBJXAEGnFHq7pUJsI6GyFJCoxddvDd2JsPaBntumtb5LL\nZFjptSg3BfbfYCNEBvPrG1wMHV7b6DEnjzJvr1LKagiaS7jksr3lEqEQz3f53K/fgO/LKIkU++/d\niezVee71CyiuR7sqU7pbJ6fnCKwWXlfmplIJXxPReiUm0ga21yVUobndZ1cRLvl9ir7C8NExUvuS\n9DcbRKHN7I4iatrFqdkIhkq1XkPwk3z0yATnt5usNF1ahkfRVrE2XKovXsI4nEGWLNqrPdROxOhk\niV7LIqHKSGHM6cU6SjHP19obLHRDzIUWcctm7+gA8y2Xp453eOSuGSp5G93sMF1y+NcnNjj+Sp9u\nxeBAAhZ+YLNjR4Z3vjHPiZebXO560HfIjZao5GAgn4R1natOnVk9QtsbsX66R2Y6weOXbCYzg7yy\nbRIvB9RWWjQudjEO+XRXXV7xenxzpcU/v7yM2g25brZAaZ/On920k+V/7nD/vnGO1RoMihUO/8Qg\no3uyNMQei1mPZ7ZaeGMhc2KRrXzM1x5tI3d8SKg8f3yRqcIgwbaMH4RMJrO0L/VZajoMTCg8/Nun\nmCpq/Mp9Y/hrY+TsHu1SkxVdITMo8AcXrvHAjTs5OJklkRwgysmEZkRCkzh5ts/H/9zn1EafKTng\nU2fPkzGT4PXZvOSSf/MQsa3z6e9dRgxFCNNE5grxQBevbiELWWjrvLx5jV7UoaAmyXdVsok05rrD\ngTunWHx1m1Ip4qEdIhOuAmkLSg5i0kdLJRnYk8Rt2ERWQNAzyHky8b6AXMqguQW+oHLtWpPOikPa\nMsjtTRPnNZIlieslnUuvgGZEKM3/QwJmhYqOeNxFPaSgjSap00LVVUQxRW0yZuvMOkktzSQCd4gK\n9/oKh9Mau7tw254KG69ZOHGImewzM15g544C9+4eJ/Q9Nk74eCmFtdhg4m4IezHbbhO9bLCt1BnP\nZ9gQfSr9BMEW6MkWUk/nM5++j38812RIjxkYdCipSXpXWsj1kPJBB/wqjQ0d0+2w42CZ728uY663\nqNsmnUSMHxiM7Csg6QKyIvDUK6u4VgtJl/FrDUblApWpPHEqzdbVbRzXoDykUvQ1fvJwEbkY8fxi\nl/pGl9JckltTgxxNFrhvOsWbrt9H2dNYX5eo7MvSX47ZfL2G246oTPpMiAaf+aWjaFIbR3I5MmZQ\nKGS5Z88gbd9hblBg161JakHEiJylGRiMHk4RXtxk4uY85jMmL+tQqpT56lOLfOtLK+gyzB+zmN2f\n5NLFOrtuUGk2I2amBHJhnqvrXdL2OAduGWJ+bY2LQpe//+o5tocG+bdXt5nek8OSAjxXYVnSSAoK\nci/knO5zMtDIlmIef9Xko09e4YbdeQ6nIyYm8/zg9BZfWd8k7Lu864ZdrNcC8tlxBkUZ5aDK9lpI\nPsowc0Dl/Tv2MZEu85rV5uabMyR0kSv1BofnBilrBjuHdBIDSRZp87Fvvoa2YtJNewhdgchROHOx\nzg3FAU6cXCFOWdw2MEB3cQOvK6MlFO779GUutAPumwz5sy/4JPfnyScU7i9PYpZlNmpthA0HfSAi\n0YtxuzbvPjiHNFag+UqfESWg4VW5LT+CL0H9Qpp796VZPGfhRxILjU0qN+j85WsW/7DSQhx32H94\nGFER8W3YMytS3WrhoSKmJSLJwXJ0xEoXbzmFovjYVyzCpEYuE1CttSgLAfvmNC6danK8IZDKi6zN\ni4ze8r9pQ/L/q1oLAdLuDIkOqJ5I1+vjXQ7RXZkoEBgrpXEtk1dMk+87Li/ETc52VF7qtjjRt/hP\nhw8xoMsoXpKVs1tYGPzjC+vk/CSEPbpti0oqZOOCz5veM4MhR/S6MFZOUElpyK7Buw4lYFpGLRvU\nzC4f+NAJPrBvjHAuRbSape9aTNxdJMqnWUEkMZait9FlRffIiT3eft1hnEEJJwpJ6wrVWovaesBI\nRUFekrD9kLtHpvHKCpPZLEu1LWTDZnIuTSKUsR2V2kIbp2hQ0AxeW2xxeslm7sAoc1qBi9YKxxN1\nGrWQi5KFqoi8O5NjPWiTqIgUJ9JghVgtmYba41NfPENSgbcPFnhhc5k33DbEM8+sQ0LgvZMpKokc\nX3nsdZ7bqPPYsytsdg0e/uAOrp4yeffPF/jAgQJnmmtkrihkbx/j0KEMb9iTwV/qogsxz111ueEt\nKbY9AdQYb9Nju92i1oO/eN91jClJPvIrE/zDo2f48/ce4eGswJsTIne4MgPzfUqyQV3oM5xPczSn\n0+74PPQumcJIjh90OyxchPfdkuUTO4e50SpwrmHz5ccvgSixcxf83jOrPHdti50lgTCwGRiMqdvb\npHsGxnmLHUmZYligcq/BpahL4G/z0msmxd0VhCDBx/ffzAu5TZxthdqWSa0v0NQizrQ73P/mKS78\nUKARmURaHjXlILoBdEOeeblJbVFkvhzygdkMX31tBX1OI07UyZo5xnfmUPek0asye0bHeGxhHWFE\n5rp9AziSStorcHi8hHRGIBwx+fxLbW6by6G5faRMklI2w7n1Ooas0elZnD1eQ3Zlpu8f4pUv12Db\nJ6lqyIJNuBIg7e4jrySRGiGOpzFzj8rla9t4dsDYWJ6GJ7PccyENb6joOIqIBiyu134kRn9shqRU\nSRE1fWRPo6P3ifo2UUIjajnckM5zwfOx1h2GKzqqKJFJGGzVthgdHaA53+Rsq89kUWLBcRHMgHI6\nxYGSgt+A8L4s1asWPqAYGp2uSycOkDybgaEc0pkWYzkZs+Lw3luzvHTRR5BEXLFNd1NETgdc7vQR\nB03S6TTtM03yKR1xPMYKPCI3ZG5A48WrJgd3ppkdSXLxvEdlOs32+TpSMWB8/whrz1Spjgq8eabC\n4985RUUfo58L6C3ArUdLnD2/xoHry6zUXApKSEEyCGoh98yk+PZ6FZckXs9nQkpxqlrlwMAQz2w1\n8VQZTRHY2vC49eAAdamL1w6Z2TfG6fNNprJZ4pJKX+qSK44xaQj0e+AVBTQ7xen1BjNxEmoeq0HA\nJ95UoLfWRksG3HF4nGM9mJIimlWLl57aRr2xzK3TJRaO1TCmFZKqwdaGxU+8cZzsmMjq5QYkbV5c\n3kbwNPqJmK8+ucEbbprAHo65Zz7irrdcx4ubHWwCRElmoqzTa/bpeBJKUuKBgTxrmz6feOYcv/Dw\nIb73w20emMlzqdenFUQMFtLsGBdQtYDvd+pcNzNJEPucbrfZvNbHHAl57ntV/DmfQ8kC86ZDJCYJ\nBQVFsfnd68f43W+cQCRJGMFdc0XaHZfUUIm9SRWr32VzIUadlAlXXH7vwVGajsvgVI5I0zhbb7Oj\nmGDB0qmv2DQ3XLQZlQeGx5i3A+Zf3eS3Dg/SEPrUUj637UugtUXalxyWihYDlooyJ1HfNvG3YibG\nNa4lNIJzFo1uFzmTxVzsk96t0+2BrMHm8zVK11dwNj2ykwm6DRsll6N/9RrTdw+ycMLHlUxGsnk2\nGi5D4xoLGxa+GDKbl9jyBTrpPrV1GSV0EHIQLrT+/RuSRilBrElEwz5BzSGZK5BJyYwWUxwL+wzm\nFPThJPUN2Go2Wd1wEUcSrG1uYuxI4MU+51d6lPyI9L4CiwtN5mWbi3qX+vEaykGRuZRBzw1YP91j\nNpWmI4Bix9RUhZfDDpeqLl++0KQXeXQXXNRMkguRzftv3sHcfpnecRnBckjfnGJwsIC5DjeMJBEK\nAs1IRU+rfO2FZb7/+AaHbpFYXuxz/RtmiaQUiufySz+zl6Jg8NR8m//0+/dQEqG55mFpJjga4o4E\nO0oZhJbHbDrPkCbzxNV1JkZ0YjScsAtJhR/KdWSlxIsL27j9HlrKQ4gjjEGBk9e2sSyFe2eL6Jk+\nO0eLNF2f+Q2HWlUmU/L46N3jTE/keenVKj95fwFx2WWsbHDHwRIzyQQf+9oWclhA9wr85v0KrtLl\nUrvJpWqAmkvinOjw7WNrXFcYwt4UmEgm0CORE/4WWxdsPvHgNG+anOTP3noznZqCX45I3qPwpfNL\nHB6d41he5ujQEFHTZiJbwl3oozR9ZjI5Ik9Abnc51uwg7hZ536E9/Pdvn+KRt47w3FqPGxNp3jIj\nM5qDYy83ma3ITLeHOPVsHUnPsmkG2JpEPhSp3FzBaGV5ar7D7TsrjGUV8iMhnUsOH/+7BdJjQyBE\nSPWQrizw+okOkdrjlfU6U1NZwtEWC6sW9/58gu+eqXPiNQFFcFm7sk151yhPn2rTbrnsOZpn95Eh\ngg2dr7y2yurzq+hkSV4vc/K8xxtmd3Duy21umtU5dqCHYGuIGY9iSWVqJoeWijjVDqhoEY4EIjnk\nMYmoGrB60SK0QvTZmEgt4jc2iXWB4qDCTXeM4FOH7gCxoCH3PVRJZf7YBnfcK7Hw7CaiJBJuBJz3\nBFp1m8X5PoePhlD1mdyd+pEY/fGFvdRC/HGd+nwLSdYI2iYEDuuZCFUQsD2Rn0oaOGID7ATqpkyi\nnSJagHG9CEU4ev0kKVVGb3QIEi6xrCCmdAbHM2yedGnqAlMJjcyIytJ5AUnXeeb8NWrTEC7bCFWB\nR46U+dt3ZUmPKGhFAbe6xkc+/ypXvucyfCCFKKcoDqR4w45BMAQ2bRlNTCFYIfWoxbtu3okyLOOu\n9Tm4W+bS/BqGHBCaHTZij2QqxGg4/D+ffZ3hOxVu3J3grj1TfP/yZUaiJG23j7sdYqQF/vTSCrd/\nYC/Pnu7h2i6ZTAoMg4wToLW7JBWBPUdm6LdthvbnyDUNwkkRf0vnuN9CfF2kqGSwHBF6DrMD8PJr\n64RdjUfPr/PZBw/zyU+8TuQnOemaNGKbxOsi5mKb/+shne12kw//VY1fnC6hijLpQGXqjgKJowEH\n/STnpz3WTpg4qsXP3jLKDWGZ734iyQfuL3P/IYebD/h89pEKpeoY1453ueRFfPblExzZV+JNj32J\ns//xvZz9hbeSC0T+6tVNSr6AtRHRLGvsHNO5etHE2K0xNDjM0wsNTjZtuqrKsqsx2dHIlYZQ6nmy\n4xKK6lNv9BiZHmD3hEagaNROONy6t8Cbdsq8eK5KbzPCarp8dNc0blrE3+xhCDmGiwa91wSkAwqr\nFzYwHY/QDGkGAc2FOqNX4GJDpLpS5x0HR/jE+7O4FxyuVh1u2d3BWdLY3nY5MJTghpE8w7sKKJMO\nT51t0xlp8L3NFUbvy/Lk0xFqWsV+vcOG5PHExSpiWWHXLWkOz8EOQya61iZ5JGL7e3VyD6ZxzBgp\njBAQ0G5oYa0EqLMiF55pc/LZdRJmgsmjFbZO9yByCUSF1G6V5/++x9BDE2SGA8J2yJ4DPsMpA6Uo\n89qVANmQ6Hk/2lGbH58hOZjDXumRrwzi2Q6GqNK1HLRkiBSLWC2T79smo7unkVIeUdpEk/roNyaI\nl3uIesQrq4s0ZA9NVMFXUHs9gqxISjOYnktRO2mzHrlkS0XiSg+x6xAaaay2B5kUX/q/xzl3rcED\nRxMMFXvsGk7hTA6TT2sMTIlMZ2WEQOWBySG2PRsNhZVNj7uNJN01D9Ns0Ow0uXm2zLkLNtVVn9uH\n84R9Cz0/yImGj1rU2HdoDHI6bgKKWynSvsPOSoYMBs+eafLAG8Y51ehz+3WjLNQbLDQt1KJIJdun\nteZTntDxDZWtpsPiUoub9hQxqx4bC+tIFyKaQZ3Lm21CKcbq2RzrtBhwdK62YfSQxrHLS5yqdnjH\nR57iPQ/u4xd+bYbP3j7FymiT9EMqP/PILv7o6zUevDfBQC1m3tlGs0QsoYZttiltDSO/MUZ5bht9\nJsW6VSU9NM1vZBJ89bMxn31smY983ebmz5xmfcslEaxSmcgxkEwxk8vwmtnhT9/4JpzmOks/eJor\nv/8ebhzRWO457BzJUbJCHr1WJ13QmO92GYzhVL3OA3tTDM4aDBdCntpqU+kFNPseK6f77Lw5T1qV\naZ9eIbM/Qyvos3fSoy6ucnFTQNASRNken79uD18QllBDC8+KCSOPfTMZ5rs1pLrAnpkR7r1+jGKc\no2n5IKf5etzhDx8uMjaR5/TFGvfdMEnQrHLfvbv44+/WOTDrQKvOc8e6SHqfhU1IeAmqvsqLH72F\n8HyNYTnNyVMrGIHAbW/NIPZFBgoqtRostwJOLARsiSY3vmUEsS8j5lT62wFSOiYxJOP1YXQwQZQf\nY2KqwP57U+jFLE5XJDZa9JwYZUcCsRbTFQW0YpL+k31IS6Ruk7n4goewp42/JhAt9YhnJDYXqj8S\noz82z8EYHua+bAlp0sBSQAttwkhF70Fi3MNqyDjFGM/vkqwo9JsKeCKqISDnBOKUjOQl6NViCikF\nKVbYWhbwMh021h0GNQN5b8CINkgnaDOTTdNs+uzoeaysmoi+zOJWnyN6gl99ssff/Mdhjl81qPc7\nSAmFiXKaD+4b4lvzNX5wZZUrtTqVksjbdszw9EKTd0zlWF+PySVSzHds3nRjhhCFF+YXSOWKhF2L\nTN1Gi12WTzq8/y3DLJ43QdIRNZHXN7cx1Bx33ZJk9cU6H7xxEte0ea1vsiRYJBMQCj7eBrQ7Psk9\nEbNBCk9XsR2bhqAxUcwwns2wakXszMi8XxhmY6zHti/SW/d4+OYJthsme3J5mpHMQ+8aYXcmyfPn\nWzzq1mg8b1M42GMLkfWzEh//kkNYCnhocoSXWl2OCDp936HZ6HP5RZm3fbTAq+c3eOaut/Pqc8+S\nI0SNsghyh21bRlwLeMWRcS5bbORj6rUaZ9ohKy0fudkitdJhpB2yceoCv7l3D/+2UeUjN40QRg57\nbZGzts98z6O/5VBM5PjOiXU8yWZyYoTnFzvcOxWxqIskI52zz6+S35WjsWLTF32EzSSH3pbhe99w\nyI66jA0b3EuJj724RHJcQ4h0YtVAtjzGZvMsqTF7AofFOpiXu2QHdY6f6zB2ncyMnuHr11p8+pE8\nv/O+O5h92wu8/90p/vObMzy2WWTLrbJveorTl6tcMQW++sgcr5/t0C84fPdijU/+7D62r9qcafvc\nMqZxe0rngcQANyXzPJAweOyVLdSpJJ1lHXerS37WoO+F2OcE0Ex8QSU1ENBdC5m5TaZ2uUto6Zh+\nxOyBJNuLEVLaIzA1Yt9CScpoOyy6Vxx0krihxWClhNePsGs6+CLiWILA9ojn2//+L14JoxWu0mCt\n3eSAluaqFxK0uri+QBCouJ7FuJOn3rCQyxphw8Z3I5w1Hy+TgZqEXuoxVBa4fKqD6oMlR4zlU/ix\nT8O3aXQSWFaTnK6SdxIkRgUurtnsOqpwZHyYj73J4U8XNN41LvEzdyl86p/W0csGNxfy7JrK8cNj\nC4TpEPoi+wckWhR5avsCvaUed0yUed5z6SV7VOcDlKTGuBNSc2RWnZjSdILT7TrSQII12WFUTSOW\n06QzIU9sL7F7aJqCIHK81+bOXQUeffEi36l2eWSmwr5smtfaPZLLLj1UlKRPaXCCa5urhEMhrWYC\nPWWzYbfIpbLcsdenVU3zvY0qMyNF1r0IsRzx9Kt9SmgMqQnefl0ZoZPgK0+usipvsfZNH03PUFA0\ntEKTRpQi2PZYb9vsTgrcOlFCn/XIk+HlJz1uelua3gWXNx/cyW1dk8FylhVX57ZdA7R7Ge7YAZ98\nfo1WziGWI8aLSRJDKkVNZvlKg0AzmDu0i3c99wqHRYXaRpMpL2TpTJU1U+GdwyOsmh0iSWV6V4qq\nGDJFktmjOa4t9NlYbTNQKpEOZK6GW1SMHHouycCYjh7orFysUZkpMK5A17ARQhVzwsfa7mEYEt66\nRM9uUhhMIA8KTMYCx57osP9tU5xvNmm7PgeLAzSjDqdfcZjZIzBdCLj43Ut86r8dpb5S4/R5H1GR\nONMIMOpd2h0XN/R4fLXPIxODrMw1ELsBW4HD7wxUOHQwjbEi8w3TYym0+ePtbb7+0hZfeddBntxa\np7vq4q7HBLtE7GZAYtgCSyXOOSjjKeLlgLVzLcRSltZqk1AA1RDwbYuOraBudylpGcSkRc+VKIwl\nSM/EdC5F1LY79PIhbr9LvBGTnJPxexDN/x+wITmZjPGCkDvn8oRixHUVjb33zJIbUFEKMlQlpuQY\nNTSIVz2SMzniLqTHDXR8+oZJYGWorcT81AM7MBQR33NYWOuhVAy0RIpBU+S6yRkurDa5gk1Qi8nu\nSLJwps+3zm2wmJ3h+d9V+OMLNeT7NtFyOXTVYkQNOLti8t3HHVY6CpIicnzTQ3MajMU5UgNp/qHe\n4L8OjdEWBN5/7zBXbZPHV7c4PFtCUn2yNty+b5ym28NwY5baDs1tk8v2NrfqRa4v6fSHbcoJjZeW\nusRGmrfftJvHzWWu+hJvTItEFR2p73Ln3klaK5tM7p9lTB7AF7dIhQp7SyOcO7/FY1+2WLjWIS3C\numkh9E38boy41mL3LgUxK/OJH1zhi+evsOeuQebyFf7kdyf484f2sljtc/abIedPLOOlQt4+Oc0n\nv17j8xtbbPYynJ63+eZn9nDs2xvEIzLfeXGRc36SnUaCH5jLyEGLe2fSrK8k8QsJUtckpHyCpW0b\nz1FobLskVI1GqPLBf3qJ/3LfzVwaSyMOZAmRqUoRUsPkK3HAPaHO7XmDp1qbuJ0GR/aXeP47DUI/\nREkIzMcum5bP1jdcgh1JTr6+xEq1w5lWjXd/aBI9YXEu8mhsekxpCucutklNZ4kDkevvFvnNh3ew\nd2iI45+7yOW1Nqm7VaLVJoQ+H5qd4rDeo7GgocUxp/7N4aYdaV4Kiqwev8R7b/a5+55xvvyFk4wa\nWc7LDuP70gROgv7ZOi9sbvCIfZS7BovsEDwOffoSv/gvq/yJuUlppIdlyOwtJRjbnebXnp/nYDDI\nwFSG/F0qU2FEvBrSvWYwfChBVHNJ1FXaaxGw1VsVAAAgAElEQVTqQYVevwdagpuOJGhckbFVBaUn\nYV3TsW8IaCVtUCNSJVg+LyJ7AUJSJppXIKei7khitVz0vvEjMfpj6xzqooyWLrHwQofkPriw6dO5\nGNBfbJHJ5hk9orJyqYU0ksRtOdjdNun9w/ROreE4Akk7xBkU6MUmRi5B7CgU9uXozLfwajblnRkC\ndC4uLTMVVVBLIa7sYHVFvEbE4Ajc3Ap5y9/1uXEMrvX6OJFMSEzTVum6EW87orIQ2hwZ1TGjkOHU\nMGuqS76kk/AFRnWP48ctzvddNCNGL2e5vLJKMlCQMjJj+T6tdZ3xwTTrtQY3ugpHRwqsuxLH3FVS\nKKyvxuyb8JkyymRSAs9tXebwQJlcqJAcNNiZSLKq1dgKI4gtdgwnGEkn2HRCtus1St0sqVjA9Psc\nuqvM+XobRJEQlf07Zfo1Ca8TELU0Xj6/yk1vzrJ6wSM2E1wStnnkjsOo+RybQx3GWxnedH+BfMLh\n+W+tM3t7gsa1kPfft5dTqyErhSZqR6Za6PGT6Qn0WEI2Q17p9nmq3SatlVh3q2SlBLbooQYqmxc6\n3HnrMOfWLZR8h0vrXR6Y3cVTJ1ZpBnC+HlJRJVbPNunckCeKVF4/5yCVZNpdeMdIiVdjmfGsRzqQ\nMRWRqBowfJ3KiJDk0nGXjzwwyee/dpX8pED1TJK5XQrHL/mUhzU0VaZc0qlf0fi3K00sqUeYSqCV\nRFxRJBPmca2AsODxxWcbqF5AQEi6rLN0zkVMmhxTMvzypzz+9Ill5KEsvfUmjqHx7vEJ7LTNnYUs\ny25MQ95iq+Pz1ltLXF0P+bUPVHjiW+uMZPNspiSunbNIqipGKYkb9lja9hjSDK7aHqHiMzyUZPl0\ni9yRQTrVgFgQGJiVsLYEtGYHR0wzMQdm1SFY0SDvkBwLsFdBsDz0iUHC+jKekSX2NBQ1RlJ76MkM\ngezgrArE27V//53DjW/cRy5skb11gPlntknrGiM3dlB2D+Os1VlrRlhzMpofMb4zCakU5vENcrdM\no0oefRI46w1EIcvlyzWu+hvYps+t795Fulxg81yfnlAlWcwhJrtMyxqSplAYC3jLG0ZZPW7yX8/Z\n2I7LD1YshuMhuu0+XmCzsrDOaq/P35yrolpt/uXjef7ogzosO5R9m71ekewG/MzQENrsAKWkzHYc\nILUdUqUMZiwhBS6v1lxqy9tcayd4sJjiJ0dlTjotSq5BayHg8kYbQvB6aa4s+qy1W3zwhrv44fPr\n7OkZrPshL1ZalAtDRNsCQUvm3NkOWVVgpyRzuzSEvitF/tYMDz0wzvEfbpJV0jTqdQ7PGRw/C6rk\n8fXNFp1MyNsenOPS51yOvdagmXH54UKDz734OlJgUsyOcvzsBp8/ewZzNMFN94/x8kKX375/DgeH\nmmzSWxMxhiNuVtP80hPPstaxcAjYVRRp19sk1IhMZRBRjTEQqFgy6qjAixcbHJnQUKppLMXnpcUt\nXspErIlpXgk81FClt0Ng65k248ked+4vYK0Y1Jt9vvBqlXdkJK72JVJhjrgG7ZaHdcZCHJHZe3eZ\nv/6nFf7yo0fpWwajao/1oEck63Reb7JXz+DLEZcWlhGuWcjtGMcOMds25UUXccDBatlcnK8xaGTQ\nDNhzb4HufMBz50O+9JEZ/uCwwIfudWErJJtWiFYiPjyY4i8evcB/vnOaf73U5MJ8E3ezz5d+a45v\nPldDyTj81vVbvPDpO5CzGiu1LgffJNMWIwZdB9+WGEzIXFmpI0shYi/Neq1PZmcCth3cThvZUBF7\nEqHQQ02mqTV71Jb6REqLVNlB6Oq0Oj6qnkTpS+jb22izBYJWjCFHSBWbRKQzvSRwv1Qktv4Xp0//\n/6Wlp2sUJyq0LzcYHsswlhJZ24wYLifojSaQ3AT9Sz2+fucBlk73iRSfOBvTX1ohqHuEXoPiSJ5o\n1SHclpHkNBuXPea/u8Z7bsxzy01JnnzH+zh+62GeuOMtfPz6g+wyR4nWc1xai3nyj96Kndbpfm0H\nN1Y06t0WSilGaOTYSsu8+6Yd6OMa5arAX/9Zg8vPuDzrLtLPiLxcq7Owq8PDZ9d4ZEjilhEFfVGi\nutHloZkhpiopwrJHb1Xl3TtGUdQ+/9Bx+bMrIa9JJrcrFl/ZMUYQqOwflrCtEGnAoSyX+OfjS5gZ\ni9VcyPJTJu2vuSRbJmM7E+zYnWJXscip0+ucazjsvj3Hh28Z48I3l5hIZ+gYIctmgzfcOMNL310h\nGIho2z0GRYV0UuWbj66xHvV5972T+NsOc2YJsSeT9wTO/80lpn5uCPMlAVu3eemEywP7d/Dh4+d4\n+coawqhCsqrS6gdsb2lcymp8sddiO61xrh/zjswIv9zv8/KeMb45Pca3dk5xvu6hzKbxHIsXr5r4\n3ZD9XoFv1vtk8gn+7txFjtw5wO9rPU5ekvjXRo8nr9jcbCe5YUeSxXqbws4y3273eOsBAzPr4ioC\ndz88w+yhApWGxGq1RojIJ7+9iLYhM/O2FJ15g/uuF6md6/CqYFJ3RUQ/pDI5RLVnMeAlSaUN2gcM\nzHUDX1ZYOudy4z0FvIzLldMmcsKg58b87RMh1/+Hec6uJHnXrQbf+Lkix/52Ci8jYY0JPHk55L65\nLO+8f4RPfdCgNOpRDlX27M3w588OM3e7hdIKGdHTLB0Lsfpd8rFMS7LZXO2TrBRxlwUcvc/IbTK+\nINFai4kbKdTZDmuvNhH6CcTZNHorQZQ20JN5+mpAMNIkI2vEQYg6W2J5K8Toa6QFlfxSjPuUSsfV\nuFKJ+e7SCkePzPxIjP7YxgpnMkOypZDWRTZ9gbZYJTAVHCdiaFol8nym0wm+ur5Bt94hOzGAY3rQ\nEBDzGtqggpuOUWMNe9tCUAQwmgSuwtkNl1VHQLNX+NVXVjmalThRrbLk1OnIHmbS4ysvnick5Pf/\ntstS16FUUel5JlZVRU3aHFuqkpAkdpWKvGd2lL+u9mlfCkhMazT6HfYVK+TsLIrSo5F0iMYi7syP\noKcj3IpFr+6gJWNOVR0aHQfPcTl8Y4YT59cRc0NsXoOX61sM3RMyEGps9GXO1U125rOEocRUELGd\nyJCqJDh7qc2hOZGqk6egyrgZkdlsilQlyac+8Tw3HxomNz7Eqxsr7DTGuXJikclMhaO7smyrHv1X\netx3dJi7jwxTLoVcG3AJDYnXrjm8c7fIpx7bYvLOCvpqn14FklWB66YTPL2yzoHpSep9lzNBk3YD\niuMhJ8/6yMUsGS1kIKlx5WyHk7WAhuqwN5D5PX8drZrg8z81w2BT5kxnm5HxMvX1Prqk0DA3uPC6\nxy1vmeK7j12BUIBKjrEpha2axdVan7dcn6GYyLC4VsfXA2xLJDZDbDvGz3R57uIWVpwhuekgjWhs\nuSaiIpPW4NpLHa6s2rz5FydZv+aRNjxEV6eS0ZkeLnCh10OotsnsTtLcDlGMiIKQ4Xd3THFKtZB2\nWZhXQqIo4PEXVzj9uwfZROdfrtTphR4p26E0NcPjJ9u8/M0rTL11lD8spRk/m+cnv1gjClS+/BtJ\nfvtfHJ5/qc7TWz382McIJTpVk42ChCga9LY6iIZOGAUYhYjx4QTrp7qIugKLbcb3TCMOJxkY9jFP\nCOh5D2/NhWSIYwUkKyWEUERIOIRbMr7oUklIRKLOdkMk8ny0QoxRNBC7AUv1gHij+u9/rECLqCQz\ndJWYMV2i7A6ALCIk+zQ7XVpeH0VW2apZZIpZUh6MT5Qp3JMjHtRRbB3ZNEilJNSEhuYpZIaHsbZM\nYjXgTqlAWjNoba7z4fnX+Uy4QbmbItUGz7FxkwZRYCKXLHLjWbxaQNDNEMotJFFHcCR6fY27pyT+\n32qNV9YC2GXQabnogsG5lT5aMmYpkul1JH5mZB/ZyTRnL7RYrTvk8wPICQNlRoKezZG7Ba4t+Rwd\n2k3Nr/O57XlKcxEnXhZpr4msmJsEYx6BFrMVd7EaIsvmJsODAm+YHmIllyDvdRko9lg/1iOdSyKF\nAcJNFY6f72GLLrQSXKqt8a637eIXH5njfN2luuQwffsg/+NrVzBEl8vNkM0vt3n98ho/99ODfPax\nJSKlxy27VDpJF68c8vp2jXnRY1oc5MTFK+SVgGbVojClsOQYfGhMY0Pqc1035ofnt3nKa6EEPsd6\nAW3HRmp4XNMd/tvLDT6/0WIuP8ZvuCn+8r4R2paI2cmyb0eOV/51iQ/91FESgU6n3qbmxKRjCW1W\n5nMvbzHoikwPSKhans5CQE/1UFMRbVNhX6HEYKGHu0PDWbVY/80H6boCS30HRLj1jgS1vkZOV6g7\nAtVqwMVTLc4sblLyLTKBQcLPUSlI2KcstgZ9PrZxDWMQtv9NYGA6Qsz4qFmFh3+wRYTJn+wb5nMP\nzvDUpsyJCwv4VoQyLnDihRrfqQe8tbbMfzgg8dV/neMb3+9yT7bHLw9pqKGCYBg8eHSCm5I6pWQS\nNRtQkRPEkoJgOYhlBasuE5kiibEeif1lts+b1F9fInB0YjEgUZZpyxGNcz7qNKhaQFIMcS8KSIpM\n1kuwLsRsb22QvllGC0NCX6VnW4RxEakg/0iI/tiKQ9JRyeZszG6EJSisbXfJSDJuO0m/FfDooVsw\nRZtAVDFNi+1aD3O5i7suEJkxwohI5Jm0zBA/42DHXbqLmxgHC9iKzbzf55N/f5bZ3SOs2wabjzd4\nPF3ltNug8VwDP3JJFMpMl0tEjYDMrgT5jIccRXiKguH2GByDz1zosHY1ZCArIvoS2YJK2FWQxD5P\nzS8xH/rkB3z+0z+d5dFzK4iFBE3LJdkTqXU9HNclM5ak46ksig1MzWZlyyd3OCZWhwiikFCx2Jss\n41st4tgjijV2XZ/hHTdOMlAKcWf6bFl1zjRs1iUZZxJWrB5vnBggOF8ldUOZC9uLpMWQe24fxG6l\n+ORjJyjpAUGg4vsOWkrhbLfJ808vs2LI9Psqy69W+ekPHGTySIKvP1bnvj3j3D+Q5G1vnsDG5Ohu\nkX/cN0vbURmsGGB6pEWXpV7MPWgMDBs8GzTYFpKETptfLw/xl0KSX8pN8ErV4p+rl2lsO1wO4Av1\nLt0tuPm2EkMlkXOnmsRlka24iVaEhGXQWGxzRVe5+mLI9M4iT8UegwMabzRSUAoJA4FIiVB1hbor\n8faJXciLffbemOWn/+o7FA0dIYrBjigUslx6bInxvRKDkcZ1+TRewcINfIJCBi+vcrDkMTRqYMyJ\n7JvR6K/0OPacjSSrONkEs3eU0cmRVHyiay7mjjJv+R+L3FTQmNUFDk4qFDMD1I67/N1KjS//7F4K\n8SzTd51nREiSzZZ4ScugbJj0LJGk1GJ/oUzTsxBaBsWjArpj4dsi1lYb2/MgchE1gdIeEWkAikdL\nbJzsEAwHbFkSseMiZ5LErkjfCoiyObxOgDZiYgYhrhUTa2n61/qE+3JEdgRdF9fpocXOj8Toj604\nDGQSHA96iFmTWqeGaMv0UJDSHsKCzPfPX2ZlTUQo28hDBpqkIocS3UWHwqRBt6ZQnCiyq6BDyuD2\n/ZMUCsOkUyEDbo6llolc0Ln8XIN7B9NQkGleC5BFA/GGNAnVoLrdol53ECWVuhcRSjKeYKAKMoI6\niO9pGFGatxzWqW76ZHSNtQWbylhAz5QIdJvr5RShovHhN6W5oaixgckNZHji+FU6ax3SUsTB6VHC\n5TIjooFt2gwOFrhbrNBeqaM7XQ5lipysWshWRFJMMZST+fpGm++f3OSpY1U2eyluFCf5wwcPo7Rd\n9mazuFaT33n1HNl9JUbnYnaWRzATLimziF7oURyQaEs+o80kC7Umoq2wyyxw78MZfvY9Q9w4qyLl\nVR59YZ03XjfMr79vgrjvU84nWa71+bXrrmd2tMJn3ZAfLlVJp2TstkKmq3K2G3BN7SIlZN4fjRPS\n5QexzFPpgC+cPkc6Unl6rYesZjBtlcnVPi+8ssHphk216TMwnCF1sEgmn+U7pzfJlTMYmQ74Ir3L\nFrP3VHjltTUkJ+ZfntzgfK3F9cYAjilSykV0ax6Z0OPpZYveoMTlTg2nE3DreJJ0N012WmNjI+K9\n75zm9ILPVtvi0vkmhpHGOSewM6/RFSK+/niDE9eW6Pc1rq85mHmNe4wCibKP85JF0/Iw0y7HXuxR\nujPNr75NYUbL0pE83vDmfaxtN0gnbG57XxLnqskfPbOAKfZIZXy+faHPeydg/eI2+VERLYRT7QTq\ngA9uQJAK2ToJ/cBGG0qBmcT2VAZ3jhJmDMwtgebJOom+AKYNnodsOmgkSO3IMNRScDYaOAs2Nx4Y\nokCZVKQT9z3K/5O69/zW6yzPfX+zvfPtvazel7TUJVsNyzLItowNtjF4A8EBDCSwCSGBJISEQNpO\nDmUDgcAm2UAS2AkQTGwwbtjGXZYtyypWW5JW72u9vb+zz7k/MMb5lHNGGGOfQc4f8NzPp+sa130/\n13PdIxJexcMrVnDbLrT9iJJDq6X9Uhj9lc0cwrkcu1IJpi+YxDdLKF0qql7BMSKIfphs1DEbLjES\nDNqwrTfE1UILQXfxRBmzXcaqezi7fXwuNM63VlZxtAaaZNBxFaKShB7zkMIyM8ttAkIA4h2MvAV5\nBV/Uxa7qaJaEZ9bZ1B1j6XyT9A4Xo+rQml8lEe3jt6+N8cClZdYdBbPaIhm1scMxjLpBKK4QdU0+\ncX0XX35hjRZQMTvoJZ2GFmTEiGH3hClXyhRXWnRiJk1BwG7Z3OZG8Ecc0gqsmAHCERu3buLE4zTb\nBu/sHWJR7JBJhFl1W6gRgWPLS8TLSe7cN4wvLNFpmdww0cPp2Q62ZNF4qoO7y2V1qs54d5yGo9MZ\nhD++eZSVzes8ekrj010T/OmLp2muS7wtkiBjpznTMDDKFq4kIq67fPW6PXx3bprGYp1wH1xYq6O7\nCnfuTTDsqPxMLvO2SD9nV9v0BxWeKlfJ9Qc4d6HOpqTKZ/MbJFJBmq021ZJAZ8hltCvFjf1x2q0O\nTc+gsFRFTSdgoU3LbuH5ogT9NSLb+rh6dprxfRnq6yZyVxwxFcCXb3HHWB/n3Cb1doujPTkURyEW\nDaFspFj3GeQtm8XpErv3DmKYDk89XMM/YNKsdBi/K0JM8RO8xuLqKQ2vDmFPpBMXoOhy3tchVHK5\nY98Ap/MtArcEKT+hg6cQkl2aUR/T58qoYfijP+hj9ucL+KUsqwUNN2YxZ0tMqC5/cO0tPL++wFBc\n5rRWpz2oEp6JMiU1SFVb6L4ApZZA1eyQzXZTnikytlWiUpdwQwqansfvT2AVgQHo8WcpSgbevIPr\nCoRiEeRSiR2D/Rw53E1GSXKutcjyjIFOmYg/RsdWodlBjvhxLB0p4sMybHBNWG/85585HB70MzNd\n5VAmi5E3aMzUaJ8O448Yv1gOWvUYvC6FTItcT4THj+Xx9csEtvm4NheAoIAk+bAKLf7UXWDIljF8\nErm+HG69Q2WxhZL3cPItpLqO7AtgLv1iUQ62TcsQ8TIOqAKurHL2VJnYDpXWrE5Xb4ZAJse2jM3L\n6zVyqRRyw0QwQ7R8AkbNIpYIMKgm+cLd/fzL0jKf3T3M1FyLW4Ih8j4fO7dmaXga/RsadV3B9ZvE\nwwpuVadWd/mnaYtTIRVVSdDSalys6GiRGIZTxUNgxqixZzyAoGj4OxH69DauLLFti5//tXCah04s\nUq1F8cwOO/s8rHM6/R9NsC8QR+4VKK5DoyCTuBTm6y8v8coPNbZsl3n/w2eZ6A3SqrT557KO3xPY\ntlLnuk0qr61UeGKpyPuOXaFeCvLzVpsT0wbJRBLVEHhqpsb9J0tcI4YYCjsY8TD/5la5rpJgqdxg\nYGuMyUaTWDtKyHHQSz7kWotOSeJoOspXT25wplRjqhogsjmAGjKwh2w+unsLtw5kqddjBLw6+zIJ\n5s5XyOyI0RMWmJotcD5s8Xy+gFMWoZ7gJ+fWmPa1GRJN5pwNrIBL3PORyqW5/Nw6ruEQUhrUdY1A\nPM7ivE5B0yneZ2DPNnFEk75tUcDg9nu64bRFzVNoyB0qQRPz2TaubCHHarimSrnaoezGmDy7xkf+\ndI6fXPI4vlhmYEuQN4yGcTSDf25twM3X8AYvwxcva5SsGOlJBWXIRZIk3pCJsB5QKNREVMHDQ0MJ\nhGnqDrGAhdiu0zWeo1Gq06m08AddDo0ZbI91I7ZcAmqI2/cnUHxRnpld5aHn6jz49Bm0YJDuYYmB\nToqWKuKtG+R2pNCXDYQIOBjIHQeh88vtyvyVKYfUtgEGdJXjpSU8M0h0JIcV0xE2fIzFAgxlgizO\nt+gEfKxTIRQP4NUdOogYPQ72hox71Ud8v0rjWJmOKxPNeXQMg9u7u5mNugxHopQsiWDU4Z1HQtx4\nfZDpqp82Jpl2kLCgMTiUptgyiMgWzaKPof1drF5ZoTuRw7hU5zdu8/HzfIv1WptAQKJ10UboCjIq\nxNmXtDEH2qTWonzoHp0fvKhyZqGF0bC4bSTAoq/FSrWFK5sYhoNekDFMkV8fGOSq2yIhukQUFUkU\nqNQMXM9h9YzBprEu1rQG1bKM0CVSu1KmFQ1SWrE5trzBTbk+qrUA/rTMsWMVrt8c5+RGmZAQJu+0\nSclJBMVmfCLAqD/E/mgEJRzi9Mw6d/QNc3Kxwwfv6sOWNKpCnc1dYUaMCA97BW7ZmSOUNDm70uCL\n1+ziVXudyTMau0sR7LTJB8bGuG9qjkrYo90BzScyV65jOn7UkEt8JcTKQoVATzfBDvzgCyN8/8EC\nXbrDrNWiiIqzUKCnL83GWhOnGeC5xRWuVOv07EixdCJPZGuMj9+6hQtX1im3dGRiZDJ+ZgyLZMzg\nur4059YkYoaB3BC4vFghlcuyfn6JtucRS9u0l02kcRVVE1F9AWJdCrWXZCL7Fa69Jc2ueIg7NmVo\n2h5X1/LkxjN0InUun6hzeHMfl89X+eCHNnH2kk6sO0i00GLe6hBwEgyqOS4GPG5Wwlx/U4SG3uC5\n7xV4145x4vYifr3Di26bU/MtLmsud2+OsRs/97U76IqOZOqoDR9qj0c749FeiNC1Q6Z8VcYyTfQZ\nl/S+KBR9lPxNvnTUx9YekZecDiefLNLXn0RDp243ib7OR+uCQOt0kbolkxmN0rhUoVNwEbolgk4c\nY6mOujOEs6ThNer/+ZVDcbWNXmojKFFcxaV1ps7RVBfvfF+SmVWP1xZa+KQmkabE0UYviaREo2wQ\nTik0VywCPhd50GF9po3fD8PdMSrTMq15mZ+sLpP1GVyZK3P4QJx4RuTExTwf2jdIKgt7nDSbM34C\n4Sz2qouj2UTTcZxOm+lHygTGYszPz/DDL09w4zVZ7k6GcDyb0SE/qk9EXmhy+uoq3/yLLI3LDrcc\nDXO+6mfq2CxeSMBomzy8YaFGUgRDMbbKUYbiASzBJasG+cH6PKNDAuuGRlOv02jW2X84gRgIERgw\nWFyvYbRklHiTRCOJ0C0R8bmEoh63ZYfob6aYu7zIqCJyy+EMG1UfHTQCHR8RWWVrRkKKC1Sumjwj\nrtMRGvT2u7xjfJzBAZUvXb+F1gULbd1ibC7DKx14oFQmhcfpqRq1OZXyrMljFxcYjHZDqcIr6Sr/\nY3wzmUGFI9cMsviCxeVCicqlPP1bw7xvX4xYwMbu0UjmRPTOMjffYfO7919hIGbTFQ+w+fU5ejIh\ntGiAxbUm3QNxhNU8UTeOXZcI1Dr4RtO879rN/MVDF5iZsxjYqTCWsFg8NYXVhNKKylS+yu17gmhN\ngXVFAD3I2qlFzFSY9iUIj6t4bgvcANFeP5XLVRqnZT7+XwdJxvwUqmWOTdn88RfPYNejUA8QjaeI\nvCYhHoxT7JT47fcMEZjpsGMsittwKY0mSHgyE8Ekkd4GL/78HN86u8FKtcBH9/Xypfd28fqJKDf/\n2fOcqTWhaFFp+bity+TxhRov1ir4bZGCZ+Ab0qksN+ggcjCRxTCblOp1UhMqlmSRHutixNP421uD\nNAtJDFfi6N5R6udc/GmTUqtKo9bAc2U8SUFVNK5541Z8KYvSYp2R1/djh2ycahPL0pH7/egv1fF5\nv1zA7K8uCao/zqomYvhcTNdix6FuTl1dZFMuzNm5Ej5HoOMPolXq5NM+lKpEdnOQVF2hFNVxRYH2\niki03+GAHKekNJGCJm3dJRgWsKMyqk/AXNZZrrr82V1ZLubb/HypwJyvjD8Xpm26rFkaAcVlOJll\nY9oAxcCrB/G2SGSXZIyZELe9TubFJZnFBYfQgIrfJ9O1yeVnPyjw5b8Yo/BYmdu/uo6phNEklYCp\nY7oy9dl16sEIqViSpOHjri1xIkEflwomy5cM5KbGjduGuRxtohYMSiE/1sYv7K4Nw2TnQISTU3l2\nbumnItRRtTDjGZVYl0Cl0eJkocnleg0jovNrm3bwuk1hfno8z/liE6OqszzvovT4WPWaFC8E+L23\nxPjmc4uELIezMw47B2PUJJfdYzJXqxq/vX87jy8uER8QeeOOBPdfXuLN/gh9gRE+uiXIV5fWOVYo\ns6aXkas+TENkuCvHhmdx4gfrbAhROk4VraYgRkTmpg32jMrEQiFeWGwwIKs00x611Q7+ho/1UyVG\n3jjMxvQaUjBMqFumfrHDkyev4AuGsFoWFb3G+qpAfzDOpj0x1kpN7toZ5/RUi81jEfJei8KxDa69\no5eVExpe2CCQjdCOtqk1XMLpIKJuEYr6WahZlDoabtIlMCISsWKEh0WW6zpLr+YZ25/FlgLcmfRx\nsu3j+XyR5moZ37Cf1VdaxLs9xjMKX36wwuiWPtQuuPBih0+8RaF3e5xf/4s5bnxLlKFZj1YsxM3D\nWZp98PK0wXUBldONJoGIQqkEVgkQwZ+Q0HWXtt1mKNZLtenSrC3w3gM53nd4gvPnGjx8osbDFhTP\nW/QOhVkrlZD7FYJCCAtIRiIsvlJnZ2+agiRQm1qlb6Afo2xjVKt4+KEj4tuXwJpe/c+vHHak+yiF\na79oFxyF5qLB79/dT7elEBBb2MkIgVpJFIcAACAASURBVJCCILq07A5rVYPSfIOKVaWrKDHiU4nv\nMjDEMK96oAtRYl0D3LWtH7ks49UglxWRd4W5o1tm1zUKyUaIU3+9hYmeQQKGTiVgIHYEGnmPy4sl\nvC4Df0blpk0iOzo5PnZjD+20xedPuOhyAG1jA00QKK9ZTF3o8M7rejj8nkmyuQhWFv77gQGuF4Jk\nFIF2sc1b3jDKbtPhsNLhWlGlMS0wvVymO6Lg3yHywZuGKa6blOoizZZJ47TNDXv6cK01HK/N4ydW\nSQ37iBo27UYY1efit6J86fgsVga8oMPfHrmWe7oynFou88OLr/D6A0lu3ZnkSDZGw2+wb05mDYfM\nLoPvXl7k1t1x3tHfQ6pL4p1jY7z9ni6udByiIyH+633HmdjIUZ71OHGlwz0HdnBi2eC2vQpfmG/R\ncPzUWkEyoSzR7T5iuQAp0yIwCZEjMdJOE2sNQuNBUnKEzb4Qg36Fz96TYK3h8cSMTnvJYtf1PYhd\nHrlDEabOF9l9xzacZBuEAOP7YyjZDIInskmN05lU2f7mLNOFJi8/sUytZXL/iy0mwirPLq3QacBb\nP7aJ5WoVSYFs2qVxoo1aS+N6Blv9AaykgBKwaK/8AuyiGWD5UhW9XeX0lTXMuoF/NE2+3MK8sIx/\nV4htnkEqptDOhMnFI6BBY8FkwbWIySKNeombe6L87gcD1Ottzp2UuefoAP1VmVZfiHOOS7FaYocd\n4k2DCpfMDk5JwK8kQQM16KDgUly16B9JIFRk2v4qkRGbO/fs5TuP1HDbRX5UX+Po7hjDUyUCfgOz\n45FN9aI4MZq1DrLm4qZbmLLFaa2KWzCQMlGqhUW64wq+UBy1W0XakURY+OVeK35l5GCVa2xN9lCe\nbZAe9JGSXAbDHvce9fH0/7qOULOEYRu4GT9ypYNFg+C2OGZApnc0ghYRGJOS9MomXqnD8osFVs7X\nUXvTtGQBvSywNAVSUWfn9iSHt8XI7JD4rU9dommbLC45HIrGsLocYkM+OlWNvbEsdlHjtZLDa8/m\nefiEzrLVYmqjwWA2SFuNYtQMPLENJGm2DPZsTvF3kyaNlyy+bDQ5K1a4Z2yID+3fROO0y5lgg2+U\n61w2NX5Q7vDOHd10pQyu704zX1W4GlwhpKjUOkl6J9pUGkWa1TDWeoOgnGR92uVsucm+jIcoCJxY\nX2XLiIop+TiSifKJR4/zhftmIdphdFOIbk/kX59Y4Qm7zrW9MhcTDTIrAWTFz42pGIlReHa+wI5t\nEX7j/Iv8/vfO0onanP9xgZt39XKJMrfti3DtkMq5K2VO1kw+/uRFZp+c4vKTa4TdBvPH2+ht2Hh6\nlXm3TWanQPN0g0rdI5pJI9QF9LDBz7+/h6QX5N1/eJW7JmKk6w7pvMP8VIMP3JIj2wcZwaVwKs+O\n0e0sL1YY9wcQvApWS2NFamA3QHqtxJuOjtETkTm4JUfptRqHr42yM50jklV49Pwie8Z7UeMKud2j\ntAQJf1Yglsrw9EuLONUIU08UmD1XQor5qLUsRqwM4TfGCRYEiHhIDR0xE6ITzfLwi1eIhTrILY+x\nRIIzz5Xo2iSixqJczJvs3ZqhpAUYirfZsZIl1tXPd04uMl0oUFF9SCJUXyhw3IA/e3mNd4z2Ytsy\n2B6S4WKvCOQ2h7lei7JbAt3VSfbGKF110S94PDx1hbzuUvW3eHR3mhOWSc+2OHdODLJa0qgGm7gF\ni+E3hLGDNrh+dsSiyHlw2jo73QjWgk41I2HGLIyVBuJGi7bd+KUw+isjh1Lax56gn+SuBLoW5v1v\njvCud/j42L+U2azVGd2ZRGja+P0Ct2wd5tm7X0fpVJGqbXJypUKkIVNamWNmpsrr9/dx5639HO2B\n+x54BX9dwx8zSSf8ZNohvnHe4vsPlrlzqIVsd6GtOLx/VzfPVivsUCPYpkxwTOHc1RJv2dfP5hE/\nfXtVnr20yC5fkrGgxpn5eYa2daEVOgSzaZRmgVdrIpMLTWKWRvZgL8JGB+tig+dTCt967TRPb2yQ\nKAjEdY3XihX2J/J8/4VFgnKGp65O8dILSywviTQ3PEbHJLKBNH958xb++gNp7O4QjUaLPxvPUjMa\nGESZXpK4eH6V5obE0vESgxPjWHmTG7aN4/MprJVFHlgok+1KMIrCTEcilYjTpQaotzS2jaQ4/5rM\nb35kiFNFjXcNd+NP+Xn2Up7DO0P8/JUyb9g9yKWzcPylCrrg8aUjKXI67N69iZ63hNGSCgm/y3ql\nTv+RHAdiYd6bikCzQwSRTaNRtKKGULG47qMv81/fHOW/fep1/Pmnhimtl5isOxwwo3z5gTzdmV62\n3pZhdJPL0uIFbr15mJfWW/jTGUxPYNSv8/Hf3sH6pE1Nslhb1VmYrZLaG6XUhJPPz2F4ArfvGOLU\nIzVI20irFq7QYnwgSavRJtUdoX52lcydYUbfEKNVU6mdaFPutll6sgI9CrZt4QZcmlKT9pV1FpZM\nto+muHV3hvlyg2s2J4ilEky9WEKyRdZiGnrR4jM/afHrTy7w6GMbPHbW4XAuwgOPlJnUqnzixgyt\nDYttuSTvenqGg91pPr93BMm2GUgqBJoCz4V1LlQd0loAUfajJ5pgefgDMvKUzL3fbvGVMw5X1+Gl\n51o8vr6KvzuAgoiRVFj6UR2/EiLZlLlQa2EFDARBotKpY6Sz1E9VSXUnkDQXYbufoBL5pTD6qxtI\nnm/w8lKRXMlC7MnzzAsWketneeh3YvzjZI314w0M20Fdl/iDWJwLlQaPHLyGu7qTpBJRdkZFhroG\nGTyY5KGn5zk2W+OJFYNDqkpblNFWfOTn25xstBCkNvKKyJYvthGsGtmozN/PFLktmuFctUzIB41J\nk6NvirHY1OhMmryxr5t/ndNZqDVYlSOsn2uibcyxd18OoWYwtinL/TNl/uHXRzm9pNMwCwTTFr6d\nSYzL60R9MXLb/QRDEWoFiZor8Y6RUQRR4uzqEnu6B2gmPXa2A9hli0sFmdOT6wyJNXZEwsh5mw9s\n7SPSBLsMx55a5ciEgJxUWVkv8YEPXcs//OmDhEMhXtWnmV4wOTvtkA76qGtNzqxoFCbrSBWblmih\ndwym53Ru6nX455ev8sRHdrBWbnPrpiC3T6SZDSr0b0uSybjknRp96RjXB/387c8qrLsBimGT1ac0\nCs80aPVJhAjiKX6erTSRNYVDt2xn9FA/F8+X8NoyrRX49G1p3v/3K9QXRfYceYif/fA6zI0GR+8R\nCAkSTz42xVpR4aovzM0HtjJfKLF1s8KWiMhNr+9h6ip89fOX2NyVBL1BaHuEjgy1WY1vvjrLkT0j\nCA2Nhy6X6b8mzG3buig1mtx6WzcL823kskZvrgd2KaTzEYpLIdzVFr6shFls4ptQcSQP2QzSNyDi\nvuLxqU9s5em/Osxqo4qhhtCuwkKjgrPSZNd7+iGgUZtvsLk/hFMxsZCZnAuwPZHk6y/V+PuPjfFq\nSWI2JXHPVom1PATCJo9Mr3NKsdntyOhSjN/KDpLDxJNM1nSDVrWEtBBHVIJ4oo25HU6VmwxuU8nG\nHE41qyTjQQKiiHbVZkyNIGRVBFNh6lKd7pgPmiKKJLNYshAVi7FkiuqxdeyggvlyEcL/P8lzeMfO\ncY7RQnZCHAzGea7Q4JY9Af7iQZPmpEA9EqErHCA+HOL7Fza4IxfnjNfg5XIHsakRFaNMxg3WL2iI\niQ5W0cGutCh2Bbl2IESvoPDn+/s5v1aiZHf48bzFP97YzQMVnZuaw1R6q7zeCrJ8xSI44aPWdLj6\nVI1wX4D3bkngH5DYLPlodPK84jn4QhncdY0d4RyWYGMOOkQvqWzo8NPjJkKmSVSJk1iM0Bk12de1\nhXBLoSF7bK53yERtnve1mL4gwKjKZr9DJ1Dndw/t5NVCmcKVCm+d6KHUNpnoD/PEvM0rrRL93Rmu\nrFbp6AbVpIOaltE2HKK+OM2UhZeSsa+YmLEggt8lFHE41BVjqdBi2940xakWxqY24XaYXCBOPG7z\n2FSbk6+2uS9vUPJXuDLjUFopQEJkbdllb1+E87Umj03WCTWgVF8nmumhdqHMnntGmf3hGl7F4Zph\nkfUZgSdni2gdlUSPzcrLNRzHJLU9yT99OsBKReK/P50n/9wWPvelq2R6Utx7c5ZHHl9FCrooqzLl\nWo3zkzWGkiIrop92R0ErifRujzDcH+TlUpmNQp3rhrqoxSVsuUp7USY0AvNlj0imw+wzeWLpLF7A\nwx/yc+5UBUOD/Mw6kWicqmjTKdgEbYPN0V5iWRlXNLEWDZKbQpSuOGSzFg9/dpwfvzjP27bv4Pe/\n/Ty7UmnqeOhR6POFWFtUiXRLWCGH+ppHdbnKOgrTHZ2De8P8/b+UMUoClqOx4Uqks3Aw282k6WI4\nHfpiUapOi+tEP9/TK3xQiPKzapm3hXr4rXGFyZDE2lIZ1juMDaR5pmxys6LQv6uL5XqL4qUmsi2h\nxU1i8QD6ZRvlGom6WiPpBTBED/IGTkCkIZt4WRfviomSCOEkZdyl9f/8MXHWYBeSpbDW7DA1U+Xz\nt27n4/19vHckyrDt50Lb5GqzyabxKFeMOofI8YRd5ZVnKmhRhesH/Tzz8jSS7ccK+RGWRQZ6wgyN\nhFjLB5BjOk9Ha/RIAfp2RmkstzHTMebaBlfjJaJykhnToutakTeEsvzaqMJv3bYV1dEprjo4mo/n\nCy1SvhhNQeRKdY7v7DjCoyszJMbiWFWTy6t1miEodjT2D49RFvKs1aq4RYlmdJlDSZUrBZlv7xrk\nJU2lJxnh1pv7eX9XD7MJjbvUrfzBT14mtUMlkVN43WCCF1dNzs80mC5bjEYjPDKzAli4dRATCtcG\n01TTRRaurDK2P0KzAPHrwzgbFq7uUBQMpLkIbTmEHtDZck2S5YsNQlKK7aMFtGYMxdB5ahmsSIkR\npYeblDhzbYOa4/DhzT0sV01ibZHrRn2IlsBGQ6U0VWbk9TkW5lbw3AAHb+/j2R+voTUs7nnHGKdP\nrJJMRtmo24xd38viixvML5t85m6d3b4Q9XqUh55vEB0QiYZ93PdEnu3DQ6zlKsT9flpVP8VGB3NJ\np2zUGdhjowsOU2da3HkwTgWZ9ZbFP9+hsij7SOdMriyZvH1/FMkKsmlrlpkTJYa3xHn+0XnedKSX\n6XYBz4qilzp4LVB1Hc0vUglpdPICFUPj//rgER58bZFwVmN90iKNzGxDxL5a4uO/PcFKQ2BpzqEp\nGUxv6AxPJGjrNTaKMqZuMpSOMKu3MAsm0ViA99/dz3NPrKJHVUR/ggNRlyNbw5w5u0QzDLYmsqsr\nSDWv8fJyi+5uP0UhQA2P7x4v8rnXT3Bqo8nIgT4uTdcQM2VGvRydaoDzrxURwi5dE2kGBoLIYhSx\n18KpmFDO0jhbxMUHvRZe3cHVGuSuG0Spi3SCDj69gV38jzskBc/zvP8vieDfvVQQGL5lD5FykL5h\nie2ZCANFm7rr8IZ0gG/MrnOhrpLdpvL0vy6x/aYMibrOSwsmN7wuwanJAhNjcXK6QMVx6coF8Qs2\nbcFlrtGmlRfI9YU5JVeRyipgs9X02Nfdw7dWZ5C9BNsTEnf2hpHCET77/AV8iSTmXIObbxgjmNDp\nTItc3xvhL89eYXxrDsVyOXN2CSHqZ1iV2JqOcaqssS8Yp9Ur88LJFXxhlUN7Qlw+q3NNNMqz3jwf\njmZpV4M83bvKvvle7q+t0ndtgtJDFu+8O8tDL17GCsUwNItMOsnBCZdRJcZfP7nK4LYQTVtDcv14\nHRkhWsanZNjkuWiCwyszBeSMiKNAyh+mvGHT2+9gCCFGDRWv12R+0sAXk/ErHiOSzXt2DvC5R1dp\nVFT8QzL7t8YoLbdxXImq3uQ1ReNP9m/lm4+f467UIGdnS1RiAXyqn+UzBULb/BzORrj/JxWG9jn4\n6wpXLra44e1xXvi3Kok9ftJ2kKV8HV/S4E9u7eexc1Xycy1+9uA1jPQ2ePdvNfno7wxy+5+cJ+dl\nWNZqNHWLPgHqLR/f/ewgH/rrBdq2zbY3+3CaCrV6gOUnVoiNxvCaJrmhIEp3EEl2WdiokYqKbOQd\nIprC9Qf6eG22yN5UD4/OTdOuGPQeilM736C5ZuKLB1FCEfT1Iu6QR1BTEGMezVM63vwuDty7hBT5\nxZ+EZ/88x+gH52mUg4hqB69qsOmdQyycWKV0WWL7NT6mZgwsQSeyL0TjGZPvfGyQ331sA9FyUOIq\ntU6Rv7pxJ8vlOt+eqTIWgKOj3Tz6TJPunTpWI8YiDTbyHfp7/PxRqpePHptG6LKQo37CgTjXTZSZ\nyI8x67o8+OxVsiMZyp02mVSMtlCm+VIboSeBMF3HjSjICjiGixdRkFbaSJks0i4L7eeX+I9C/lem\nHLqvHefS3BqbQyqb1DDrTZuJgI9cSOUfdIvZS+u04g4DsogQ8+geyeBJHTaaPvqiIKzZnKq3aTht\ntKiNHU1QLHlISxZbhiRs0+AtVoaj/SofGE8z1h9m76BKft7jy7dlODZj8fRci5Nz62zfn2H+9AYH\n9+aQWjbPLW+Qbxsc7VZ5saLh9ze4+PAiIaELJeLSsxmmFuskkgEWPBvbcNCLNo5jMHPVYGu3n8Ku\nCsHlLkIdj1fiGotXfZxLlNnWl2H64QZ//clNfO7yRWQphquZOAkRvdRh2hZQDJ337x3ix989S3ai\nC2ImXdEgtZpGtaMhBMPMT3ewTA+500YWMoQjAl3pMOu6jVC10LIqiulSaldp2zYhJcSRXBzTcMgN\nSqwJElpT59jSCrOTFtv3iIym43R7UR69uMpQn8RD31+hTZR8tY3VcRjukhlQAjz1YgF/XKaot3n7\njaPMLtVo1D1cxWHrzl6qyx3alRKfftMg7YifoT6Z504L/Ph4h9//4zn+6HdTjBYbfPG7Jm3FQpsu\nE3SDlDtg1hrMqz5ufnOA+tUml583wRdnuxqme3s3v3Z4K4GkwIic4ZmHV9ky4ceckZl9pU0opyJE\nFS4vrqE3bA5sSlFdNwmM+imda2Hisv+NY6yfm0boEnCmPNSdIbTKLyzxyojKn/39Gs98+xo+EvT4\nzCmNT399g/F0lI14g/YyjOyNkQjDlcseu/dFqddsKm0H0RFRczGshsaLKy7xHpV82SCZC9DnC/C4\n0eTDySzdUZcn6222+0LcNBTkpWmDA5EQlZzLRHc/004Va73BQMDHhqtjTcPIUJCKAppp0bEs8hWd\njq7ij1lYYQN3WsYxHKQNC1f2IRktvFAEry2gZERcU8JxDZSshLVQ+s/vc+iUWpD3uKWrm5WKztaI\nAKJFWhG4fLHAnQM9pKsRFq0A++JhZpbXaIYlKoU6l5Zszqy3kHEpzTtM3l/hzPECNbtJOSny41N1\nGrLI8i4ff7O+xnv+5TKfmazx04sGM3qZT15tUZdt4r0yvqSKT5JIKUHOLDUpWBVs3eO6ngzP5De4\n84Yhrr4GSn8MPdlGNmGpoKEOpKlNtjlop1AGdGxEpLrKJ2+I82opz8VHqwwmZB6Yb1CONdAvlXB/\nZjPoV7FlnY3zFjcObaFmWEQ3B+nM2zRjBu/d1sPCmszxq+scevtuiorN2kkDp+UgWxECUYHyagM5\nZOP3qbhaBFGqsXbVYs3uoMo2tVc6KMEWFwoakUwWyQvRvSDR6LTIkOLMRpPxcIBFrULAH4OITNqK\n89CFAi8cyxMPCThthT/6/c3YnklU8sgOeFzqdDh2doOurgDtYh3FDvCdH81y77u2ojdN9twyyvoz\ned4/HiUai7F1XMKtFWhddrn5oEoiD+/7L8Mc6Qmx+aMVxDA46y5qOobuusi6BWEf539e5PyUjhWM\nMHG4n7UXlphZ1Dn26Dxfe+Alnj47z/ceu8LwTWEGHZGlfAcEA2uhQb8JCS+DlFb52flZduyPsfzQ\nIqIUJDvSxZkfnmbXnQfwNSR2XxdCq7uIbR25INKbSRKNKGz+2CS/+XKDd4+r3HBbmrGBAJGIjy23\np4gNCPRGQvgiLrGAQ/egwgfe1ctb35SjO+qQc8BbKTMekXjbNSlKdp3JU0X8dYkvlVc4v+rw1Z2j\nfPv8KgtXOxy5Nkamx6XWdnn1voukylGO6z62Z30oVYfMcJIBwc8nOl1cu5qgXa/yuVv3cmg4QEdx\n0aYV2oZLwPOR2hlm8+vDOEqCzLDMe39nCKftIEgew7f0Eu355Zba/MraisjWbXzw9gGeOb7AH3WP\nM+MajIt+zmoVmlaQQMpHx3K4cK7IaJ/EgxsNundGmXpyg+Ebell6pYGXc3E1ja0HelgurdIT6aOw\nXMdRXIyggrfosHVbmKtOhb1dSW4UJb61rBHTFDZMjbt2+/in/7nMrneMs/zqKgNbA8xWPI4e6OJm\nS+GRpSZXjQ5LUxWUcBzb1BlKxZmL1RhxFDZUC2PVISSL9A1KvGN4jH/48RzLE3DjQJgXrlTZYopc\nbDaJqAP0bLFYocPdkwkeKOeprwvseUuGuapNf7JNUQyytaJy7LVlRDmMFfQTTrZpVnW27+7n4uwa\nB1+X4dTLFtmOSXMc/HmJimNy6GiaTMPh6QsGEdNPp3eFVkFCQUYUHHRNZdu4yGGznx9VF2kuiwQH\nXRpzAoc3xZn1+ym08ximgHfKxgkK3H19N5W5Km0zwORqG78iYSYtPF+LqBqhaJl8+I4hvvY/pth3\nqI/5JxaRkxECyQQ3bWlgh02ahQiDfTqPPybyh+/t5YeX8tzeH+NT3ysh+Uw6dZ14KkfF3qAnpaKY\nPharItE+nYnxBBePW7RtA7Vp4oZVhnYl2SjapAcbrDzh8BvvHeTvfrCIpMo4js3e3WFOvdwmt9lP\nqdVkx2CcrqEUTz83h2zUCGyOoy2b3Lp/AHdB5nlnFUFz8WclWidl3L0a/lSYWKnF7kyOn72ygt0I\n4N8k4dddLFukI7ns2hRDaFu8+kwZRbBx4gmc/CpK1M9IREQ/nCExJ3DVpyHVRLySR+T1CknDT3G5\nyhfetoU/e2CB0ICP/U0PMeMjYQl8N9SkdtLGFzf4wVgPdSXG/aV1zkYFfGWPd8kSC1mBR1+p0jvu\nZ6IvQDnpQ3vE4PypEhYaihrHCuhIQwrOnIkgi6C6xPaEqT12/j/cVvzKlMOmUZm/+ZtL/E62iyue\nS06CBa2BY4iMSy16cdgqusR2RFnd6NDVJRIvy/TfHMV1JPxeEa/RRlIDVC+VUaIePWWZ7f4k/rBH\nV1hi9740tYUi7VUfvxdMsjPczWg0ynSphScqPLFsETsY5tzP1hi6Jcd8xaKDw9y5Mg4iT50t0B3L\nICMhFmp4eZm8oJHwRMo1Ef9VlXRIICSnGe2N81ffPIv/hijdjsWy4XBXtIdySEBqBNFPl2g1Jdo/\n2ODk9gbtsMyn/ssgrHkcSlmM0c0fD6Q4s97g+lv6kYdtFE8n3C+RDseZXSsgzevMVCEWVojvSBNr\nu9QKGomITLlS5fhkmxsmFGqBMo22DC0F2TBRIyHs6QprKw76sElt0SM+JtCy4cb9PTx1ZRZRKKE9\nlyfbknCMCD4hymKjSeaaNKWqRjQaRo3DjZE40mKM4opDtCXz+D+tkM2EEdZaNGM9DIaizE+vce1E\nL9/8yB7+25sVPrwpxxsORvneIw160jH+7sElNFvHK7foP5BjW67OATFDpRhiru4SUEWizRh9fUHM\nqoBn2liKiGk7zE0ukuvuMP+oAt0Kz5xaoUe2iHp1fLLA3LpJZEjEiIBXFLlwZZ1n719kaF+MwNgA\nsUwQWQ0wc6LO8WoJVxIx0hbZwQTyhIk3J6EVHQLxOKtanc0BgS13Z2heqdOV8SN3B8nxi9iAi6UO\nXXeksUwVR7TwRcIEbgtytSlgrUBk1KG746PVsLAiJqG2n7xcp3trgvtfKvMHb+xHKOv4YlF+bG7w\n1ZdWuGEjwLcPbOFQJslsUUabNXh8ZoNiu0OzamAOZNinqbx6qJ93iREe+onJyftK5PdZTHwmAwhY\nUgehqZMeS0ILMoqf0KCP2uIvh9H/V3JYXl7myJEjbNu2je3bt/O1r30NgEqlwtGjR9m0aRO33HIL\ntVrt/z7zuc99jvHxcSYmJnjyySf/H2tvjfoR+mNcXJd5ubqOqmiEfVCow/d1l6+v5PlRtUZgxaCR\n9rCCfs406mw8r+PooHdidHUPoFY9zKJHGw91SOTYbBFdlaiuwCuPL1MqS9zWleHdMxvcv7TOXLVD\nX8hCF01Wr7ooqh8xF2LcjtGpeKiazluHsnx1aYNtb4py8swUh24aRIjE+ODHuqhPebgbAp1whPC4\nRD4WI18p8LMLyyRuT1E4scTauorUlHjoaoHlZ1vsyarc/ZYkalOAazMET3ts2g4FXaQl+bi84bHQ\n9vjLKxtMbA/TsXWMNZPkiJ+NDZtmxsEp+PDtC3DQU8mJBksba3SqMvHNYUpnTBZfs9i43MIWJN50\nsJd37B9k+/VhDh/O0pyXUMdTeIbE48c3+M039hD3qUSbEhcKFfr3bEJ1AzDcQ6MIgWAL9BoXT3d4\n/myJalNiOCag2AqDAZXerMpIJMSWTDepbj9pSWWpYHPLmJ8jO2P85PcO0Csn0Orz/HzO5PBXFpgq\nGOx7ncylk2v89N0HcX0Jwjsz5NoO7x4fYCUpovgNsMASXPa+LsbDD5SJX18jGe7CDooEgh6bgr3U\nFkyivTIZIcDVssOffqyfr/x5FrPYpql7qH6Z5myNUK8PwYngSiLTj9aoX2wz/0CHXT0ZRu/JUQ/W\nSfUH2JbOIZtw7bYB9u5OYNRsruouh3d0M42PpR+3GEt1YSgmF183wlu39KCbDh3bojbXJnFXFqFU\nx+2J4xoKuA5KKMArSxJzky0++c4xnGKY4loT6n7KDR8vVjb4xvE53jEQ4ZHzBT49vI2/feMAD00X\n+UTtIksV+JtmjY+W1zm2dx9iNUz1ZIfHvDkM188frtY4PqsjLDcwCw71RZcLX1tAHokgyCLxsS6i\nsx2SrwtT3KGh5yD+5v+D5KAormGKvgAAIABJREFUCl/5yle4dOkSJ06c4Bvf+AaXL1/m85//PEeP\nHmVqaoqbbrqJz3/+8wBMTk5y3333MTk5yeOPP85HPvIRXNf9d2s/M7nGoW0qdlJF1FSeLslcyIdo\n9rvU/W0OWQHuCAbZP+ZD7omxeHyWhCjgC0sEhA43HuphdX6Z3CYf4yNZkqEcjz2wiDtm4Cy49Iey\nqGMBOq5Nt+ISCJo8ubxBuV7A9UW5JutnPO1nNJJgx0CHp4+twJBFKh1lplRDzpk0z/iIbhF4aTaP\nNGIwWdNIbHPJjPfglsuslTv8y/4BpHyIN+wYQfhpnq9/ZAtu2yJU0TBlmbvv6Oa6bJRbt6r8YKgf\n60/u4Ttv2sTNXh9DKZHRmMHwWJqwsUrMCFNu1rhSaqH0qjRcA6llY5Tb3HlXBF8+hp7YoGKWsFoi\nhk/GCBsAWM0O8f4Ys4rJ/c/P8oPvLMIVlZMXdYKOTazjIftEcBW6HQ+fYlIXRLJhjYMphZWFKkpN\npFVxsRwJGxmhJdC2ZUy5TbsNdsfgofk2bUVjrgo1o8JeXxdR2wN8nJwu848nm/zbqxt85kdzfOIL\nHqFIhEhPmITgss1UuHt0Mwf+51XiQYu67tCpCXzySpVioU0gJPHWsSxvvyHIj//5VWSzxScPj7I1\nXuC942E+ePcwgXSZvk0qY8MGptAgptnc9+IK9x5V6evR+bevp+hLGHxoVxeRgIDreHg0EVUPxbIh\n4vLK6SIPfvE19vbkeO/AOCVVQJsxuDRZYD3ooWgig5bJQLWD1LAZORLh927s4pAZZu+Fy/QIIgcj\nYQ7s7MZMhZCbFdSdA8ilNrsDIeS2RSSjIRgd5IzHt55e5bZDEdqWS7PdQler9PWlGUxGKGgWSsbH\n0ollXrE1JFemaevMLtTx9QXo3dbF5yYv8IfJIJIi8J7aAH93bJ5qVmDnoW4OjIVQvQqeaZHZmiUQ\nUPEnRBK7/MxfEqjkK/jaIYbGFOp/a/yfI4euri52794NQDgcZsuWLayurvLQQw9x7733AnDvvffy\n4IMPAvDTn/6Ud73rXSiKwtDQEGNjY5w8efLfre3vyRK0BS40WiwKfqYFnW8FpsmXOmQ7ClqXxOW2\nwJcuVbh0soYX78VyBZp6mYWZGlZMRKoo5As+jGGZ9ooJPo3wRhdW06FSLWPOu/TvUvnhiSIfznax\nuT/O4JYky0aHy+fquHmNAwdU7L44vfvidHdn+eyuYS50XJrFNqv/m7r3DLbsqu59fyuvtXM4OZ/T\np/t0zkHqIKEMEggJgcCACBY2PGOCQ9mY64D9bN9rrm0eXMAGkYQFCITIQqlRK7bUanXOfXLeZ5+d\n9157r7zuB1653quyq0yVq/BdH+eqMean+avxnzXHf4wtMJjpIqgGKFMK+aBEJhOlOldBr3v87NAY\nv/HYGVKbJJ6ZmuOWj43yV89W2XowQiVUaJNNBoQIW8dSTCyGbBtWOPb8eTZm2/l5dY7PvzbDay/l\nUCyZmUaErqxFw4nSzDk4Ykg0IxBNJLl+Z5offbqCp5f56Tv7+ejBAQIzxGwtIi4rRLMhTl6gXQ0w\nlwP8BZ/4IY1c08SrRrETTYpWE0GMc9u6AFExODPXAjvkjUOj/ORshWs7++gf0di+N0usy0PywO8A\nuebQp8dpui6KKDHd8AhMmW/eNcBWLcGThSJLSpQ97Qb7+trZ1hcgFiTe844eRFFgec7ht9ar3L93\nPV8/6vKpE0vcvS7DbRsSCCs2yqDGLX3w8bu6+dpHr+e++/pYb3SyZ9821qZ6ePSJOscqIT9fCPjs\ng7O89rJKPS8jab0MCjHedm0/dw528NnP+Fx89Ga+/vAKd1/TR9jXQHZk0mmHd1+XRRAVvH6B7oMG\nXfuixDraOflimf/7gZNULthU5ytku7PMPlVHiyuYjszDjkjvriTWcosPPz/D1w9P89m+AT5trtLv\n+UxNFNm+VSIvgazXuL6vnWkU0m/uYGopxPVCpPYs7qrNomATkS0yXQrFSoNOL6DoF9nWlSS8XOOb\nRYElJ+Adr+9FzEVRoj6NpkNpcZnHrohsU0TetrcblQbb9yU4+WrIxHSJq8My60dHadRsUtkM9ZpF\na7ZBsr8Nz2kg+gn8gTJL50N67k//58Hh//vNzMxw6tQp9u3bx8rKCp2dnQB0dnaysrICwNLSEn19\nff8a09fXx+Li4r+d79QSx0/McWLxHG5jgUK5wVA9yqoksDeV5Ba5g2nDYag/hjOkQtFFGRDYoHfy\n+nuGOVctktmepj1lM7tco7Zo0r6ni1jMZHB/hNSwQPdWl9mch9MV8M+Hl9iTyWIWQwKhRtARpbbN\n4V+OL7ByqYwqeQyWIlxdcFmwi5QdkVQuyXxuhtFBgTve3Ue9asK8yAd29rAmCPmGDuvXKJQ8j6GO\nCD87WmZvv0MpV6K9LyDlGxy16nzqlRUakYDPzuX43NE8b/nWGUqNGCtmwMCbe3jpF3MsFHLMLPjk\nLzZ584Eu2hIakmSyYU2K4ydNgs0i17cbvO/vZvnIXRlOfG0XozEBXQuR+iIkAw13m0Bvf5J1N/QT\nyYsUsy6CksM9LaO5IAoNHr/YYGapznfeuh9LLfPcuTqBX+fJY0VK5SLNkoloyWy+PkFS0dACiSuL\nDap+iVvWxHnbmjY0V+IdPzzHe9Z2MGzovCkjg6wiKk32Zw323SpTOtxieDCO5kdJuCGPvzTPJCYf\nubaNrWMeu3eJfOYjG/iNwQyNXIQHj9apvXaZ/bM2PYHLLRGPbW+2aCkmh67RiEhpUimd+IhEoLeY\nXJlhRvJ49LUCP5tqcXB3B3/45Uu8cWsMXWzRrST5n+8fZl2bzwliDO/UGaSN3Is+uRN1Yi0ZWfZQ\nRiWsoIp5UxJzZpZNt2RIp3xyKwHz5SJmKUJRsckqFsbYAJ++lGNDKPJobJWe9UnOf3GZlBGhe73O\nk8tFnIKL54gYqsfQnhhB08FqaYzPW7zzhn7yZ22ScYmbYiIb/Qx/cXWGeodA764oc89XEGdNtmc7\n8SWP/qKL2Ctx3w1beSEwuasnyV9XVjmyVCMohrw2JXBTImQoK6ClI1y3xwBHhRszDIkC4jYRsVZF\nu1rCmSmQ/8X0fz4cGo0G99xzD5/97GeJx///zRuCICAIwr8b++/984UU5UwHXel2hA6BYiOglhYY\nP5XnyabN1y8t4Ey0WLus0KpWefsd3QyXNMQujfrxCts72lG6BXoSUZpSQEKKYholDvbFmHqmgNAW\nIxdabBnqwXBDylGJSaFMKOkYXTq6bFI5b6PlDaqzEvNFj+vSKj8uTCO3xbEaHk0a5M/p+LEIj70y\nx+1SG9dkfD79wCViNw7w0NcukSxleP+OLu4qdvDhfcMc3JTkwdt3E/gN3vkWkdGRDL3rXOqGxl+9\nVsY0NJ4+U8UrWmwY0DlzxMLqbzGk9zAUS3Dz9iRPn/WIRX12KH288uoMYkvk+kyGHruDb/5lkj/9\nbI4t9QbOYjvVko9Tq+IpErIZ58SVRfL1KqEuolVlBtYMce3HOukcTDB/xOfWa/rxVJm3//WT7IiM\ncLS5wDfuOATBCm2pDlqLPo4psvyySqgGyEMtPn5DP1YzxQtzLU7Xctzzxgw3DGSIiCKBIjLXEMiV\nPRxJ4lLE5rvP2PwsV+aJMy6FpslI9whPLRaZXa0SH8uwaayLR59x+OOvzvE3T83hRgLe0KXxQilE\njgg0Kk3yAzF2DSn87nu6OWHZLBTnsUOHLsOnXpBBSeGaDUqVJtVlhz2fH+eNNyQYFDUcz+DUTMDF\niSL9mTTvX5/BW7R55x4NURRIOgYr1RqREYPbbl+LRAx/WsQfilFtNfDDNpJtJqlkEne5yspVk86D\nfQT1AqteiBlVuFbXmaiUueNNfVROm8xO1sm+s4/myTxNV0QTDHIXaujZkFuuyeIkizzw8hyfeusm\nPpcY4lPLeUQR8nZAcyDgys8nKHfEObCtF0G3aOuJcLZlM6wrPHR4njPpkO8qLj/fuIsuVeeutWnu\nGU1RXpW5UPLwApOaKnD99jjdNYNg1SJMSviDItG9g3St7eKa27b8Cmj4D8DBdV3uuece7rvvPu66\n6y7gl9VCLpcDYHl5mY6ODgB6e3uZn5//19iFhQV6e3v/zbx9e1Moyw3GaybWeY1tcZW2uoMSS5BX\nfK4UTFo9Aq2My02jHfzicolXl+pcWCqzaEZpy7XYpAWMdUKzZqFnWzTzIuNeQDgc5fzFKbS4zoUT\nszSFCD8eTBGuCNy8xqA1ruLGo8R3S0gVD2XQoFmt0QxdPrg5C4qNXFOJe3F6DmRZmG7QqUd49KrF\nE5EW/oCKKdUR+gQUIeRLVya52OXQ3itRnYagM+CtI518YH8frXqV08cSPPTUHKEWQkrC2OQSJF3m\nXnYIpBKpRIxEt87qvMlTZxZpXm3wvrWbePzUPMlIkmhT4uRigS036nzm81VOlx2+cr5EXvNxGiah\nHKXZr7J8ZpFNnQlGEhHu3bMeL3SoLeSRlnSu2d2B4Jf52heW2bBGZe/tbVy4NIPgRHnX10+wJ7GG\nO4U29u5I05GO0j/YokeUyR9VebS4wKEbNLrSMls7ozzwk2WEZow/e3qBp2fm+cvr29g5oFOz6zz3\nisu+IZGerIDb9DlddCj5Jm+/N87HblzPA989hzNVw2+66BGRP3xdP/MVeLbi8siFJXYemeVPJvI8\n8L15LkzZPHpiAuuySioloEou866LYrjInaBuSKGhMK84iLLHyaUcLxUFPvHhLCm5yXXpLK+dN+nv\ngd++qZ/+NSneuCtK35jGrutGcese+uU6jeU6vlNl/nCd3HyIHzOpTiioSDiShhEomDmb4V39eCWB\nyTmTx6cERmspmI6wLRllgx8heb6OfihJb17GDE2ago2/IPPMRAPSCToG4vz5I1M8smox0pbipVYR\nwxURApXE7QKxrTZPnK0gxQLesaaX7Xs7WJ112H2jR/cUDJsl3v7aJXQ1YNNoG6u5Mvs62vjL9W0I\nsQxbL7mkNyfR13fj1BuIUybRrT6NaR+jJ0Ii/E8chxeGIffffz8bN27k4x//+L+u33n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CXAa6EENYKdlbgnZsn6glS0OhRygpHjKbylHJ+6sYtXXx4hP5HnU5+Jof42RSqX\nQzjXwJeg6j7tonVrBVvCBvd8aRWnB930GWmi3SG8RQtwUN02ak0VxoSOrRWg4MLExC4Y2FEv3nSO\nG7o8NIdM/vngKFgOiqGx6uYKrJzJ6bkSGwwLpULgqvHgToewwwInm6Ep7CcUFlwcGsPqsKmORlGz\nbiwjj7A96KNz3NFcw4HJGUIeG950iIQEhYYKsD1kIiYYBnfvbKM5XOTPK6P8ZWMlR38xzI3b2lhp\n+fn5wCSPnT3Dz5wkdc0Kff01eOcivBov8JOzaQKKw+f+7nUOHnRTitSSmM4wPJnFWCHIhmdxPF5U\n4eXIuQy1UQ0j4+bw8+OEw1AoGoR8DkZEZ+SYheKzcHIadRGN7EyQr9wawO+3qVtrs+36WsJ+i0JD\nmtj6Ku5Z08ToWIl2j8LhN3MUpjWmNUFVk8WakId8l81/HND52l2tRG+I8qPfznPInSIXcPPgU2No\njV7+za9TUud4ejBPjbCZmcthphVcYYc3zs6z7/GL3N7q4RtdUYxcio6gG2suy/lRk+khk7uPjxOr\nF6yMhDg7l8SoiDIzCB1hHy7FhabaOMImm86iZ11MJ2bRalTsYYHbEfgCKo5joWge0gE3yZEkD28M\n8czvEnws2sC0KGLMzeK4AwjNZpXP4ZuN3bw9nyTn1ygYJoUpk1IkxIS4gKdCp6mmGj2fZGIiDxTR\nDBsrb9AZrsUu6ChNIeYv2Pg8KmoWxscMZlImNgaiAeykgxL0EqlxodmgaR7QSth+k2yqyKpehVI2\nQPbcHKvvqKQ0L3BNpRD1AYyIG2Wdw9irQZ79VJSqzUNc/zOYVHOcWFHi0e+MsWKjglZpUnfbGqpq\nQlx66RKTPh/OmElNRkO1i1Rsi+CqDvHL/zzPyuvqabqni98MXyQdcdBuCP5Rz9ElO3PQlWY+3uHH\nanaTfzPLy69MMvpEB/vO5ShkXFipIo5bJVBRpKBHqA77CEZDGGYJxxF48VLEZvySRWdbHTNkMeeK\neD0Q/3WScKWKr1FjMK2yMqSirHdhny9hxOe5q6cGT7Ubj8fP5LQLw53B0Nx0dzXwie4OCo6JUdKY\nnMvy7JbNDCsmH19bQXvU4KURnbqWSjKJLAGfn8nJAg5+3ELlHz/fx0tvJJisVPDg4ndvT+Huqsbn\ndlEqaUxNzBKp85HOqigVBp9d38iJYWgPO5jDBWzhxe2xaM65MYIRulYFmXN0+u0I02GdSxMWTR43\nRqhEpSK4YBk0VUeZzyqsXRNidDaPkdIo2ll2KjGeO5PlkmVRF9X47a9yfHxrLS+9OUNuzMGudnNT\nT4iOVi/Xr1WpSNgoY15eeqfA2IUCKafAjR+royeR5u/vWIkrbVN04PqAl/hrKhElwzttBu1+L+sc\nPxnHRdwq0TirccRJU6V6eH3WptJtUwz4uTCTZ8L20FIpaHMgUfBR3x5gsJSnOG8RyMDaukqKxRJ+\nfwg7YBOpimJkLOYLGWpr6phNzuINutFCGuS8pPU0WpWKMWWS8gb55VCCjZ+s49Koie61KIyYTLt1\ntgRqyScF21o8nJ62yIdL5Oa9VKsaBUsnEIug1boIzrgYSxQI1IQRRYOgCsmsgxrV0EMm9lk3IiYw\n4yb2Cjef6ankzHCS1u5K5s5m0GyVUqoA/mrsQgFPTQDbMBGam1C1l/RFF66KPNYwzM5mqVzvwRUB\nO13CKQlEUwG3S+XoiTx/0VXPgKIyMZ4iUBsiEbJJTjlE2ltRPGOURgqENwdQ3lJQKyEV1Qj6vGTf\nmMduEFSva8EwdczzOk4hh10dppgp4cQvLf8L6UqStDSW/RWvJEla3mQ4SJJUlgwHSZLKkuEgSVJZ\nMhwkSSpLhoMkSWXJcJAkqSwZDpIklSXDQZKksmQ4SJJUlgwHSZLKkuEgSVJZMhwkSSpLhoMkSWXJ\ncJAkqSwZDpIklSXDQZKksmQ4SJJU1hXDYXx8nFtuuYV169axfv16HnvsMQB2795NLBajv7+f/v5+\nDh06tLDPo48+SmdnJ11dXRw5cuTqTi9J0tUjrmB6eloMDAwIIYTIZrNi9erV4uzZs2L37t3ie9/7\n3vsef+bMGdHb2ytM0xTDw8Oio6ND2Lb9vscB8iZv8rZEtw/rimcODQ0N9PX1ARAKhVi7di2Tk5Pw\n+yO87/EvvPACXz9oPaIAAARRSURBVP7yl9E0jba2NlatWsXJkyevdAhJkpapD/2ew8jICAMDA2ze\nvBmAxx9/nN7eXnbt2sX8/DwAU1NTxGKxhX1isdhCmEiSdG35UOGQy+X44he/yL59+wiFQnz9619n\neHiYU6dO0djYyEMPPXTZfeW/oZeka9MHhkOpVGLHjh189atf5a677gKgrq4Ol8uFy+XigQceWHjp\n0NzczPj4+MK+ExMTNDc3X6XRJUm6mq4YDkIIdu3aRXd3N9/61rcWtk9PTy/8/Nxzz9HT0wPA9u3b\nOXDgAKZpMjw8zNDQENddd91VGl2SpKtJvdKdx44d48c//jEbNmygv78fgD179vD0009z6tQpXC4X\n7e3t/PCHPwSgu7ube+65h+7ublRV5Qc/+IF8WSFJ1yh5OTxJ+n9GXg5PkqQ/yRVfVlwtS3CyIknS\nH0meOUiSVJYMB0mSylr0cDh8+DBdXV10dnayd+/exT78B2pra1v4dObdj2GTySRbt25l9erVbNu2\nbeEboUvh/vvvp76+fuHj4w+abymLcOVmXc6lvcsVDZfj+i5KKfJDtzA+ApZliY6ODjE8PCxM0xS9\nvb3i7NmziznCB2praxNzc3Pv2fbtb39b7N27VwghxHe/+13x8MMPL8VoQgghXn75ZfH666+L9evX\nL2y73Hwftgi3mLP+qaW9q+lyRcPluL5XqxT5fy3qmcPJkydZtWoVbW1taJrGzp07eeGFFxZzhA9F\n/MEbpi+++CL33XcfAPfddx/PP//8UowFwE033URVVdV7tl1uvqUuwpWbFZZvae9yRcPluL6LUYpc\n1HCYnJykpaVl4fflWMxyuVzcdtttbNy4kSeeeAKARCJBfX09APX19SQSiaUc8X0uN99yLcJdC6W9\nd4uGmzZtWvbre7VKkYsaDtfCl5+OHTvGwMAAhw4d4vvf/z5Hjx59z/3vdkqWqw+ab6lnvxZKe7lc\njh07drBv3z7C4fD7ZlpO63s1S5GLGg5/WMwaHx9/T5otB42NjQDU1tbyhS98gZMnT1JfX088Hgd+\n3yupq6tbyhHf53LzLcci3HIv7b1bNLz33nsXiobLdX2vdilyUcNh48aNDA0NMTIygmmaPPPMM2zf\nvn0xR7giXdfJZrMA5PN5jhw5Qk9PD9u3b2f//v0A7N+/f+EPsVxcbr7lWIRbzqU9cZmi4XJc38vN\n+pGu70f9LuoHOXjwoFi9erXo6OgQe/bsWezDX9HFixdFb2+v6O3tFevWrVuYb25uTmzZskV0dnaK\nrVu3ilQqtWQz7ty5UzQ2NgpN00QsFhNPPfXUFed75JFHREdHh1izZo04fPjwks765JNPinvvvVf0\n9PSIDRs2iDvvvFPE4/FlMasQQhw9elS4XC7R29sr+vr6RF9fnzh06NCyXN9ysx48ePAjXd8lKV5J\nkrT8yW9ISpJUlgwHSZLKkuEgSVJZMhwkSSpLhoMkSWXJcJAkqaz/BbiR+LaEZf4rAAAAAElFTkSu\nQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(images[0])\n", "print amin(images[0]),amax(images[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Patches:\n", "\n", "- small, equal-sized subregions of the image\n", "- usually square\n", "- can be preprocessed / normalized in various ways\n", "- may be extracted uniformly across the image, or at \"interest points\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "r = 8\n", "\n", "def pnorm(p):\n", " p = mean(p,axis=2)\n", " #p -= mean(p)\n", " #p = clip(p/clip(var(p),0.1,10),-2,2)\n", " #p /= max(1.0,amax(abs(p)))\n", " return p\n", "\n", "def patches(image,r=r):\n", " image = crop_black(image)\n", " h,w,d = image.shape\n", " if amax(image)>2.0: image = image/255.0\n", " assert d==3\n", " for y in range(0,h-r,r//2):\n", " for x in range(0,w-r,r//2):\n", " patch = pnorm(image[y:y+r,x:x+r].copy())\n", " yield patch" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 8) float32 0.129036 0.512177\n" ] }, { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example patch\n", "sample_patch = list(islice(patches(images[0]),100,101))[0]\n", "print sample_patch.shape,sample_patch.dtype,amin(sample_patch),amax(sample_patch)\n", "imshow(sample_patch+0.5)\n", "pshape = list(sample_patch.shape)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# extract patches across the whole image\n", "data = zeros([70000]+pshape,'f')\n", "i = 0\n", "l = list(images)\n", "shuffle(l)\n", "for image in l:\n", " for patch in patches(image,r):\n", " if i>=len(data): break\n", " data[i] = patch\n", " i += 1" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example patches displayed\n", "for i,patch in enumerate(pyrand.sample(data,36)):\n", " subplot(6,6,i+1); axis(\"off\"); imshow(clip(patch,0,1))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/pymodules/python2.7/sklearn/cluster/k_means_.py:1180: RuntimeWarning: init_size=300 should be larger than k=1024. Setting it to 3*k\n", " init_size=init_size)\n" ] }, { "data": { "text/plain": [ "MiniBatchKMeans(batch_size=100, compute_labels=True, init='k-means++',\n", " init_size=None, k=None, max_iter=100, max_no_improvement=10,\n", " n_clusters=1024, n_init=3, random_state=None,\n", " reassignment_ratio=0.01, tol=0.0, verbose=0)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# perform k-means clustering to create a shape inventory\n", "from sklearn.cluster import MiniBatchKMeans\n", "km = MiniBatchKMeans(1024)\n", "km.fit(data.reshape(len(data),-1))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0 1.0\n" ] }, { "data": { "image/png": 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OnV3zexVH+bDoTps2bVzHUQspYMEezjEWICr6ORtT8vkXNbaM0c5WCCEyoMVWCCEyUNqN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\nmrs0rWmKmYXRCOzUW0U0Amu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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "print amin(km.cluster_centers_),amax(km.cluster_centers_)\n", "for i,image in enumerate(km.cluster_centers_[:64]):\n", " subplot(8,8,i+1); axis(\"off\"); imshow(image.reshape(*pshape)/max(amax(image),1.0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# VQ Compression" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def patchcode(image,r=r):\n", " image = crop_black(image)\n", " if amax(image)>2.0: image = image/255.0\n", " h,w,d = image.shape\n", " if len(pshape)==2: result = zeros(image.shape[:2])\n", " else: result = zeros(list(image.shape[:2])+[3])\n", " for y in range(0,h-r,r):\n", " for x in range(0,w-r,r):\n", " if i>=len(data): break\n", " patch = image[y:y+r,x:x+r]\n", " patch = pnorm(patch)\n", " code = km.predict(patch.reshape(1,-1))[0]\n", " result[y:y+r,x:x+r] = km.cluster_centers_[code].reshape(*pshape)\n", " return result" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2TIzj84SskbZOKpfHDwSGDrQGtFTub1/HMhTkqp3F705jpARO930Nra2gtx0F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\nZ1VM+O988N2YfpPtKyIevbm1XikbtV2f4Px5dg4FZJsMhtQlK1jNyBia4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s0LEpUg4pkRQpMQQsigABcAAxEY1uoBvdr4fXb6zx3rrzkB9nn4tThWqAsIA0oLz9p+t1Vd17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0cjX4JFsLOX64jyDpwC85guOHQTDtjMylXMAjohO3fF0JF5CVJiZCtXB9DlGXpeDBi6iBsq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\nsIsl31mr1SYkK9/4xjcC5wlBOqK58cYbJ3KL+oWsVba0M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mQ+GWFYT9GnoQnS8+AJioAD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TAdQWkzQe1EqK8mWatasUGoKGwyIHE5SxD/eQhjFywxiCh3FNjMdIQenEGw1azNoaRABG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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(8,8)\n", "subplot(121); imshow(crop_black(images[1]))\n", "subplot(122); imshow(patchcode(images[1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# VQ Code Histograms as Image Descriptors" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 2., 5., 10., ..., 0., 0., 0.])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from collections import Counter\n", "def patchhist(image):\n", " data = array([patch for patch in patches(image)])\n", " codes = km.predict(data.reshape(len(data),-1))\n", " result = zeros(len(km.cluster_centers_))\n", " for k,v in Counter(codes).items(): result[k] = v\n", " return result\n", "patchhist(images[0])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "phs = [patchhist(image) for image in images]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from scipy.spatial.distance import cdist\n", "dists = cdist(phs,phs,metric='cosine')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from scipy.cluster.hierarchy import *\n", "lm = linkage(dists,method='average')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "figsize(12,8)\n", "_=dendrogram(lm)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clusters = fcluster(lm,6,criterion='maxclust')\n", "Counter(clusters)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for cl in range(6):\n", " l = [i for i,c in enumerate(clusters) if c==cl+1]\n", " shuffle(l)\n", " for j,im in enumerate(l[:6]):\n", " subplot(6,6,6*cl+j+1); axis(\"off\"); imshow(images[im])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }