{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/baart_f/.virtualenvs/main/lib/python3.5/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", " warnings.warn(self.msg_depr % (key, alt_key))\n" ] } ], "source": [ "import skimage.io\n", "import skimage.measure\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "painting_rgb = skimage.io.imread('siciliy.jpg')\n", "painting_luv = skimage.color.rgb2luv(painting_rgb)\n", "painting = np.dstack([painting_rgb, painting_luv])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEaCAYAAAAR0SDgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvMuONdmS5/Uzs7WWu++IvJ6uG9UNQkLiDfoFatIzZkeN\nxBSJAS/CrEbMmLfyCRBSPUGPEQgGqJumq6qrziW/L2Jv93UxY2A7k5KoSoGEshMpbBQR2hGx93J3\nu/wvJhHBR3zER3zER3yE/vt+Ax/xER/xER/xy4iPgvARH/ERH/ERwEdB+IiP+IiP+IhnfBSEj/iI\nj/iIjwA+CsJHfMRHfMRHPOOjIHzER3zER3wEAOXn/oe//vWv/xnw52Qx+u++++67/+bnfg8f8REf\n8REf8X8P+Tl9CL/+9a8V+F+APwP+LfAvgX/+3Xff/c8/25v4iI/4iI/4iL83fm7I6J8C/+t33333\nr7777rsB/AvgP/uZ38NHfMRHfMRH/D3xcxeEPwX+97/z/b95/uwjPuIjPuIj/j3HB6n8ER/xER/x\nEcDPTyr/H8B/+He+/8fPn/298Rd/8Rcfi5Y+4iM+4iP+P44/+7M/k7/v5z93QfiXwH/y61//+j8C\n/hL458B//lO/8N/++Z/TWiPE6b0zp1NKo58Xx2vFgRgTK5XwRZihHrgPQhSGY60Ci8+f3zGUaI3N\nFCuFmBdjLWp7gZhMYJ4nqgpSGD6QVWmb0lphjhOXnZiB2mStxfJOLMcdzIy+ClvNWjY8MIRwI1gI\nhmrHyob7ZE3j6u+oBGsGog3VwRxOUYi6U2QRLixXRIPR76htYGAIHgOisu+Nx+OBFGNNQbUQEbSm\nGJPlCuaIB0QwERiBtWCOICJwCu4QEVQLVggiwhgXEoGWgsSilMbLvvjN7xbXXGybUezIM/dF4Mjq\nLCqijogQ68J0Q4pxXYNWnBWGiADO623nugauhqxJKYU1OqCgC2EjVHCf7GVj+gWRt7Dook8oRcEn\nSwoSeT7ByL+BU7cXxvXgj//JH/Gv/7e/zGsmi7CCXie2N+actP2VNR6s4czptFYIlLUWVvJM8mzz\n//sM1BZFDKmFWgyJwXBDAFVhudCOnXV2PCYQDDeaCiscoiNaAUWrcr2/8/rFl1znSTluyJqEb9Q6\nuPrCdCFaWSuwZogLKo7Ugjro9socD6oayzutHoQpIhWLzmRQyw2hElyU0kAbokE/B02F7gOTgtZG\nPz+xXLHSUBFaU8Ina1ZCFZ2D4YPSNmrJa770YD4+4d7QYswBrdrzXp+MtZBQ3CeIgQ/cJ7UJMRdO\nI9Y7pb2y1iK48j5YgxDDSiBUiiiTTiuCS2OtQP1iTWPbK0E+o0sEDWXMN1xeaa0hdOac7Puer/NG\nzEF3wdeg1sq4lHoURIP75094GOAUNebqjL4ApZRCCJgoYwysNFpbIMb755PjZSfcUFXGfFAscHdE\nDA8jvGN6MGPSquErc8FWhcdwjAtWgdZQCcQOYjlqgAvH6yvvnz9Tty3zT3+n6MYCWll0P/iv/sv/\n4h/Mtz8rZPTdd98t4L8G/gfgfwT+xXffffc//dTvhDXGmqw5qdsLbTPMgrlOamm4B1IOkODlq2+Q\nNZg+QYWYQhTBTMFe+fKrr/nmH33LXpRqk/F4EC6oVuY4mXMhHjSrVIG1FkUKZoNYTr8ugkqxQanQ\nJ4QvlILoRqkNpNGKEwvUshAAqHb2vaF6YtoIH1lM1h13z9ewUD3xMGozruXEDOZwpi8QzwQplTVP\nTDciBGRDZfL+/sjvF2wykRhsZUBciAgiQcGJCEJ3iihUYY2FsDAFVUXVub9/zwohxGE5W9kwM4oq\nJkpE8OmEsMq21efFuhB/EGvS+4lVpdqZSdSyISllstZARHDZcHdqE4qCasF0o8ZCzIg10bYRArfX\nf8TL5igdBfp8MOdk+cViMXxhZSEuEAsZA2USnk1ExEIRfJ4A/OW/+Vu2rWJlUUphVyjHgUhQq8G6\nAyC1sR+BhyEatK1kglSltcaaF+ETq4paQYoS7vThjCVoTGrJz9laYz4u1g/FYAZbNdazYIlWIoR/\n95u/YZ4nZb9xPTqiBe+DMRaUnglzO9BSUQ+KGodAMec4DlopiDjX+X0mVXeuc0JM1tURJu5O0RdE\nC9fo9Av6GHj/zOPzO8f+wmNMfA2Qyvl4pz9OCsF8fOI63xhj0ftkrjvj/ltmZEPkczCn87gPrs/f\nAztrCj4DiRNnMX0xumJRERFK3cAHaFDVUC9Y3VB1rH6BzzshzuiBR0cVgoqvwopsxkR2rin088rr\n7gXXydv9ZE2nOxAlr7Ht/OorReaDuQTVV9YU/uovP6MaeCxUJqowl1CbcvUH51un1ldebg1FeH9/\nJyI4bhuhneUg4TiLqo01zzyHE6wqa3aWj+fzC2OCh7FciViU9gXLHVDmnIQL+77TPUCMNUFawUyY\nKzCCkPzaBcZ1YbWiXLAuVBpjnajma9TWT+bon92H8N133/33wH/6//gX/CSk8v7pe8o+UNW88W+F\ntRaqhTUXaoP5/oZoZd4vtBjXdbJtlVOcXb9nRuPsj6zibGh7Yy4lc5WCWD5sFszYYcaPCWKMgTsU\nAu8XoWAMKAesiyZkBbdgjEX4pMaG94693AgPFsHr6yufPr1lYdEdkXe0bYw1sdaeN6cyxomujlvF\n1J9dptHnpLSNtZRxfkLKTmHSh1PaDZPFWoFrRcQQFSSUc0wsJmGZ9F0mKwJ8o9ZAPIi2MR8T1QIq\ntKL59Vbo989I3VjrOY3NAG20OvEINISxFLxjdWPT7KDDKs0XeKeUxoxK08BLdvrWGgSIOOd5R8Q4\njsZ1ZaK3gFILvd8RDyQKpUB4pRXwuLBSWJHJ1D0TaNFM9n2CxcjJAcWX4ito22K6otKo1VhrgQi1\nvnBdF2YV/EHRSWijyMypQMFXECHIsyO0sgGO1RvzfLDtlRmGFYE1KVXp7Axf+FqIOmVrrHXh68S0\nEitABGGCk928DsJALPA5ae2F8IHrjl/viBZebo0xgyFBsZ3r6sy1UIFta8woWCtUUZbA8Em/n3z7\nzVecb525TmQ5ugRUmbqDdO733xBixIJggQdiG8MHvXfa/iVjXCxXWsmp3edgiFPqQe+O2cJXpfeL\nUjXfSxjhAyQwFtUq55jEkizM+877YzJ9UukYlREOITAv6nbgc7H8gWkFJkUKYkHMC4mBlIPX3fj8\n+R3RRrWLcypKBYHpSozO9bsFUlFzxhwMWfR+Z45fQQhWDNOCWeX9/TNV4T7zNVvJbrrtB3NO+vUA\nrbRNWKugGhgwJad00UkJB9tyIvOO4SwxqjiLkdOQX1mA6kqU4jmVilRazcZ2rUWI56QVTiuBe8XM\nsFqJcecxAwto24bOhvuJtS9Z4/6T6faXTypHI7xT98r+csNi4QFjOn08EI9np228X4P3tzdKq0Qs\nxjKu82T2BzMaaw58KL13rvOO6g6lsiJHurYZasIQ5TxP0Ox2H4835pyYFJZ3hhtzdG63G1sdQOAe\nlKKZNNzQ+sJSsG1HxAgKPpzPn+8IJUfFCCg7imdXK5JdeQza8SW3L79GJD+faI7zZX/JbnMrHLdX\nxjlYq6Na0LiYDhELNC9tn85c90xs5cZCGCMSkiGQ+ASilGPDHKw0TBZ/+KtvWSFY3RDPUVfCaRYY\ng9qCoo67giTMgQhbLZgERIMoFILWGmYVKQlDuXdizOeY2zHJIrjVRqtwdae2nVKyE7eqSCzUNkrd\nMCXPj4WVg9kHPmfCDjgqDbfA9OC1KbeXHSLQqoRKThJSsdUpJTtGa0ZRJxiYCLEebKaEVDaUYtk9\nHVI4DqWqIZr/XxVkOes6sSaERF7T5Rx75X5/R9eF95PawOyF2Wcm7KXcaoDklIg0/vgP/hiVAWGU\n7ZUijdIq/Xww+6KP+/N9G6ODEODBHBfMO5iiIZwDZE0ejwvmxRx5fx7HCz46URTDcIfXrw/GiISF\n+sU4B0VrQic9p9Y5J2oHx8s3CS+uha/BOCdjCUuhdyfmnVI6Y3rCuAHujs7JCoBGf5yEGt1PzISI\nBwDff/89FndMnBhCj4tanRkVsQ088rOXF1w7YoYJ+DxZEfQ1wYP7OXGUCEFrY9NGKUq4YDEp7QaA\nKZg0RB165z/4oz/GEdAd1cI1QbSwHXvCkAysFhaN6Tktmzr7vuezSgEDpGaKr4GZUMuNJQ0Ro+qk\naDaQosrAWJ7vZQ3HNBJpaI21RkJQZviC5cbWHJVCRMPXxZxGMOjj5PPbbxnjokjNyXJOhDsiwW//\n+l9RSv3JdPuLLwhlh7oZpe7EOim7IurU8kqxDbHKVoVSntipCsjFtm3sDazsmCgLQRWsBSKCFmXO\nxLn/4OudiEWfkZ3aHGybse87c13s+wsvL7fEwrXyctvQIrx9fvD+MJBClCDC8oKWvOnUF6wT904t\nIBL4ghAl1smcObrP2FDbWKvQbKHaiNEZo1O3F15fD4gO60EVZ87JGIPz8U4phXlGjrYjC4XVDbwj\nkfjnQjIBxw/dwUQE1rgnBj0nvoIlijDRqpTSaC0ng4gGQGs7pR4E2Y3DxEwo5BSVmLPkw18BKywK\nIcoK4zB5djeKFkFWnrEvkICxJnM5pp6JWyuiyloBsvLhYDBc0WJUe47/7ZXXr35FFaXuG/uh7EUS\nYmM9OzahtZ1mBTNDuNB20DZFy05Vo9YDDTLhhLJI7Hbh1PaC1IMpQaDUw7KAClnIRWkqEJXwgs+F\nlcn9fkdEAfmRl4rIIj9HZMGYzprBmhdznKyY+JJMZtFBBjGF1y+/ojbjqHk9VCHmYi7FQ5Nqqcrj\n82ce/ULmxTWC8Iv7OQlymroed86eePTZYTte+HxOeu+MsVjScJTr0VlRmec7zEGpSm07c06u60Et\nB1srWDMiFtUKqs5clfkYyJrUfUPFaaVS2obaYg1/ci8T2FlrYPYF63rej2qs6YQlDzSnUa1ijGez\nI3z19bcQeS0nhrDwaHzx+g37FmzbgWhQ5GI8FlZnwo3xYEkhMMwqRR0tK+/7veUzMB/0843zWigX\n1/lGsWD2hM/y2mYe8egc+wsrYNtf8ZV8RMz15BcLL7ed2pxWhd4771fHZbHX14Q6MTYxkIbVQqvG\n0ZSYD4pWfCkSjpRJ+MWIHbwT3oloXP2dtQJhstUCsiEimFg+A7IDyq/+8E8oxX4y3/7iC0JVA3nB\n12TcB4JR6wZMhEDoqAiPx0Kj0wrEIieFrQGTl8PQH/RKnsnItNA2o9XCp3dn3xqtCFYa1SSxNE98\nWQPqjxi48ngk8aRFqGWiFpjUhLJeN0ydUoNSBMKIeeWNtiZWn50KO5PONUaSWu70cWeMgq8L18qa\n4LNz9cVyg1CucYIWpDaCZwJvQixHamNdD0wiYQlzmBemFUcpZrCyE3V3SkkowUzpPQuNAmtWfvPb\n37LfNqwWpEZitH4Ck8UiZKOUlvyB3VhRc3IpUI+dokopUGQ9iePg0QXXZ2IMxcW5nw4yqccNLCEY\nABYgzlb3nBK0UWyn2eT1KKwpiEYmpT24f/4dak4JS6gqDIcnLn9SLbje3/jmK6GURqmKFMnPHCfX\nHFlwwrDihDWE8nzoldkHZs+mQsH7hVpQ6gFW2ExhSxhsjgdjzcT81ej9QsTxJVwjWCvhntDBOZTH\npwdrXChOEeXTp98zAsA5zxOPgpfJ+9tviAj67Cx3XKDHAC1PgQK8PwqvL9/gYbxfnaJwvWeRiyk8\nPn2PE1znJ97f39mq8P2n3zGuxMtrrURPXBw5yYlLkFZQKYz791S9kkN7fE+/YK87peqTD3phvx0s\nKTjK/fMnIoTgZF6/RzFqTTycBTEfOZH5wPUluSbXfB/e2Vvhthlqi629osUwV94+/44qO2s8MBOW\n3lA9ebsv+jDe3x8pOLADs8oaDfTG1irFGs7ELKfGcU1ue6Va4S//7b9jUEEL4+oQOVWdD+fYhPDJ\nbbuBPJsiqfQ5KCx675S6Ua0RQFiBUN7vnes86Y/+vJ8LfVrCYqKIwcDx1YlYzHVy9Qef37IxqnUy\nZ04PWoyjToY3FoKUfI63PZs1d6VaoZVC758YM2gGiDH7zCnyJ+IXXxDCnXF9puw7dtuyux53kPhR\nnRIRfPX1Kz6UqAfhhVZ3qgq1CJ0dM2NMYcxJtUaric1FZHft7uABZeFUfqBeam1gylj5uuWTuhmt\nOoSzmdJwrBqBEQ778YLaDqSyKMSwWKxSuN12NDo+O0dNNU2fA8N+7DjUDJ9nJvgIFENlMpYDhdfb\nTnilSmQXtL2y7YWjFmp9joRyEFZT9QOobfRIMlgxxgymG91TXbSeK0wiBhKDNS8en+85CnuqavoS\nhi9UChLXj+qI4ETiot1KQlb9gc+EcUQbajkJhRvM58nKpD86pcBxvIA7VTZ8LawUmCczjLE6PoMV\nxmJx9sbVA5GehBwPeu9P0npjYlzXwn0Sa/Hk65luIMbvvheIQVCoC5qCqBFurDGx4vjQRNxqXhMz\nQ0t+XTTP10rDtoO5TgoJT4xrQSzMlEJguiNulFbRUrHCExcWBEfLQbNOq8r28mViy2bEcmoRkIVp\nYywhurPtL6xYqBghFVkXZdvx8xPXNbjmwMy49wuZE9ODt88ntS0kgukJxcV15UR2Lh73T+zlRswH\nIoFqwSM5EqKhQBEh1sQkUAu6K6YH2/6KVZK0vYRSwefinMEYg6s/qLViJUnxTHZwPb6nloJjz2k2\nOI5Ks6BaYd8Koo6VnRHOWEEpjTEdtZ0xLlQb0jrHceDzpJYN1SNVVqZsW8XnnbUGc92Z643zvPN+\nKX0OWE4fJ76UZo23h9P7TLwfA7VsTtQApTbh9rJhVRkB437+mHvUNqxuVFv4vCPSKRboCta6g6RC\nsFiwYtKKPYvkQM3o13tyGX4BqWY0u7G9VNaCNY3lD+CGMHh7PB8hQFZAFEZPsYH7BA36vBB9pbXK\nuk5KKfg68Z/mlH/5BWFMp9ZKUUlFhQWhByobK/KCzOf4bbVk4qFTa8XXotQb6zqRgFKFbXthjAkL\nqkAgjJkXCp9c75M5B2N0fJ6ZnAjmXPgyTIwq0B1afWGFci1ndGdrT2nvHEQIcy1EC3MpYwobcJ13\nlm1oLWjb0VKpdcOfENO21ZRChiMRNHOu6wLJ8bipA6kgouxYeyXWBZJywbk0C5AZqz/hMRy1SSwy\n0WgqjvLsKhNFYhDzhAhQ5cuv/wCt+lTo5OdRHI1CjE6IMZbg884Wi0lizGb1CRM5paSccPRFUces\ng7bssh2++vLGLoKvC9PnpFArEYEVYSsbIZVlQcw7iOO2IJ4TBorLztlzXvQ4Mc6cwEIwTew5AFGl\nmBByBzHClSWT5cHsi6aBFqEPI8TZqrGVigDb7UBICGD6Qq3SWqHYTjFwF5wFyxEBl+d1iZXch1TC\nFTGFOVLqqIXVB9esSHtFq+JaIIJvf/UtHgVFMjHyQFWZ1z1nwnUhfjHGIOZA6sFmQpXIqZZghlJ0\nPiWVCW25O306KxxpN0Lg6h3RQLQmrq6KakOZeH/gQNlSRrrUOV5euNUN0859TNZwaj3YbhtrCuEn\n3u+8vH7Fbbsx+xvGicsN9Iaw0HJLJY1mAzQRruuizyzIMRdiiqlya9uzSCnt5UCBum+sdWX3rtBn\nKnJUgmDRz4vzSuWWWk71U3KiV1loTFY4SzdmzwRerVDU+Sf/+E+Y8x1bkWrA5fTzE3M4n9+yAbr6\nO6FPSM8MPGE+seQbPITpW8JcpbHVhLEHRrGVhLtCqQcihW2/IeE8rqC2LKaPMTjqhnIRWlLqy0XE\nLa+lFlQ6Uza02FMQURMiPt8ZvSP+u+Q42o3eUw6cCrd/OH7xBUHU80HsF6igAb4msSazT3CBskE4\nxEQ9COxHaZ+vDpoihTEGYzxwJtcc3CcsUrIWS7IT2Qr7bUOt0fZX7u9vTzWT/CjZGitgTkoTDHh9\nfYWSWO4a/uy6F7UUiglfvFaEmd3OKMxBqh98oaUQnrJQaxWZebOkXnzRV6PtW3ZaMaEaYyRUYupU\n3lGBOU8CTZVBCGOM9B+YUKoga6FxsZanvNMqahutjtTq641SN9QqRZKgjrkYY7CiZlIvhVKUUpWi\n0IriqzCCVDDNhfgDKJi+ZLclghXBKdlJlc50WArLlaV5FrfbDacxZsp9F5W6OawTXNB64COvd8jJ\n9MUff1tYY/JSg1hZvMb0VJG40D1Qf0/F0LOTCxp40KenTJSngMUHpkq1+JHcn3OCCKMHgdCqUUyo\ne3orPDqP0YFARXi2yKgPkI47uArteCpABMpRkzN5ThwmwRevG/ORyqb9OGjbC/thDFHG2VMBtYJz\nDpYnT+HueBSuazDmHddCxMqEGAOYRCyOW2MO5/4YzN6JtQBHxqBtgknh/v57zj5ZPpgriVrVhDJe\njo3lnlJGd673Nzow544GbLtxK/NJPBekHKmPFxAzit24PPkJgGIXWb5TBuvuWE3VX20wOixtWEyM\n1OjHeofxYDze2KuwVeM4DhDnvCKbkNkBZ98Ek8Vt9/wvK7DtRo38rGve8xy4YCy2vTHm5Lbl9X6c\n76hVhsLwB2iA3oi1CL//yBmJVmwzwJgrwI01KrihGK0MxM4UU/j6kVuaK7CyUDNUjapAsVT17Rv9\nsVhRKaqc/QJN/lA9kGKoZSNXYuBR2KryxW17enbAvVH2g1JulO3r9GmRE6Ja5bb/tLD0F18QWjHC\nPaV9vugzO0HRSdtbyq40mLODRsq9VNCyw1MvD6SZqe1ASY+AKltJIlTjJGLiARZpMBGcWIPSsuqK\nVkYH94XogeqN1T8TUnh/nBSys21HgWeR0ZIKnPsFYoLYxtZA+zvX+ca9T0wWIqlBRiqhgmjBpLGm\noTx19MsJ3VHZKEUxeyCy49KwsqHaEloZF0qn2g949WJNTxNbadR2wyIltCGGaJrQiMUYK5OqL377\nu09J5gKxLkRTz94fqaQ4R2eMwYz0DwhJXLnsSFxQLE2EtlMFmjVqFbYn3l73jbo59oS0LC728uxy\nJE1k5/2BkAqlHziPrYBRqdvBb38/8Oi4B2o5FRXbidHBFEPY94OIlV1bv9AYyf1YpErENDkKy0Qd\nT2XVD96NOVLqvN++TInvbacP4f6+0tehyXvULeEPqzulbQQz/44E4nn/te3GXiqvX3/D0Sq1KdaS\nhD9edvbbKwL89d/+Ff3stCiUzRDdCIVqGxp3qi6C1MYXc4yNqlcWndJ42Y1tL6jsrKmoLF6/tIRm\nWsoRRyixoB2F2jbG9WCe91RGbUZpO1a/YCJY21KeTUXthvcHVpLfW1O4XyfwVGvFHdVsviKS1JRR\naFbYijHXxpoKFAyhWGP2C5FHTrf+xloPpheuFVxzIGypssMZ42KsYFxXNi4ywDvbtoE0+gXWKvdT\nIVZKVK87i3wWju3gtm/cSkNw3s+UT18zPU9/8zffY7ol2SwHEkppllO3NiQCMaWUVDNVK4Ci5YVg\npFdiZRFX2RN6NE3Zs5IksTummkjE6viVz5mIPCWmRsxUdiWpPnGgsvAISquZA6QwXfh8T7lt3bPB\nE0kfk5UnYrImZb8B8vQ4/MPxiy8Ij8fFHNk11m1PMig22nZjehCiWFEcYY10R9a2YUy07Ni2ZWeN\nsiTwuHJ0V8mkbRDlC2zbUSETpSsmztkDIW/E8EHdGiLpFDYbSL2xvKM+GOc74MxuuDwVRdMxXWxV\nEL2hMVgKUdsTNphp1hHHJCcFLE0pHX9q0uNJQk9qS0jAnh1cxEmEoQr9fBBCjuSkM3X/QWEWQak7\nZpV+vbMAVUe44yuNXIqjMhNHxsFTQZRSTsUlhzEpE58dQ6jVnp4AwZ7O1GqLWjdkvWGWI7xoQeQi\nVsIpIkIJIWho2xAz3q8dJxLnVEOkEnoQMsHPhJwUEGN/aawxcBPUC0s0eQqU5Rf2lL4WTUVFrZVa\nNBsGKTgt8ddYzDkpJpSiaKlpcpsXvoQ5LkIbVkGZLK7ssGOwvdzwMSnSWGJMF7AFtiUfE5U5ndpe\nMTOO247Whm2NujWsFbbjxnG8UI8XaitsbVJqRVHang/zCENLo203zBSxA7RiRZGA/fULSjOsHnik\nIuu6jDk7a56MKxUo728TZ/H5Pbvu1Qcuezrct8JxvNCOr7PTjAoaiD/NedFRX4gVJoHWLwF9uqOD\nJbeEH+cbIjvBxpodZaKlUHZlrcHj+i1qBSS4+mfUYI0BFM5Hp8gE3TEpyfXpwqLCvHLiotBXwWQx\nxyPl3RwoT6NqUzyE654NTN76KTsVCVrbOWfh3gefz5GJWQCpXKNjoggnvgZrVYgzeUoXKFlEFUEx\nIjb2tqXHoiju97zPMUppBIXp2Xit2FkruajlmpNqpFcp/Sw5YavNp9oweRARIUgHtVpOPLgQ5BmI\nLpS39HPUmsbaUlkCTH82w3esFvBETERefjLf/uILwnLheK2U0ni8P9IgU2va+eWpAOhJtNW2IbVh\nJR2m1QRzRWtqjjeyUteSsEGrxuipToqpSNsRzc42tNK2A5UJUlC1TNjPcX0up9/fnyROSwmsJEa5\nl5SauQ96H6ywTEqtYbGyMywNCUOfumDbGtu2Ef1ZBBzkKY0yq+zbFyyfaEkVzRzyJL/0qYwRTDTP\nRBvH/opHdi+lbjk9sCh7w31RTFmehHmRlHhaqSnRksG3f/BtOm0V0Py72ZGlZNBEmf5cg2DGWJHd\nvrZcd1FeKKUhlgY5KxW1542/VSbGuk58dmpx+jrxdae1LwmxVFqNd1p9fTqDG4RSNElIPBLSsWdn\nNRzDUC283g7whVvyS6N35nUh8KMrPCBlx0+SuJ/JEeAD7yBUrL1ixbGnE7bGUx9u2XVrzZUq4okn\nl0g4w8zYbgelCcHCKawJPOG6fA+G1j1NcZ4NRExjBnz7qz9groq0QjOl6mL1d/72r36TBj8NtnZD\n1FhXZ/aRXeRKmCj5mMLywnbbn05wY2uF42aUrSHSkwcpMPxAzBjXZ/qaSFzIcvbjBRNF7asnhGQp\nx50PEGV0ZcbTNGmGlZ1SFu6fqLWytYMxFtc5sE1ox7cJf9jM6SICbOOL4wljqCJizHlSLCWaM6B7\nds5bNUzfn+AYAAAgAElEQVSD6eA4fXWuuVIBFYpfKY1F079ytIOik34KEsGY77inMbVaS4TP4YsX\nQX2hcfInf/ofZ2MVUCSL6Fx3WIXSDFd7+hkGV3eUt5xEllBLYUnmjYg0UQYKK42RR1npqaGnTFQC\nItVtlAO4oZLrRxBjzoVpZcwUhSwHNJI81u2p3rvhCGIHtQgqG34tzvH2JJp35pAfOZbJ4yfz7c/u\nVP5/G7Up6oP380TFCXniwRqsZ4JizTzg564UsUUVZ6z53IHTgMEqDfriWneqNebTcVprKiv8aRW/\n+sV+uzHn+Rzjfuh0f9gbc0vibjlIY2/BeQm+ToSdYgdzdbb9hbIC9cm8PgOLiANMEem532YNRoeb\nDmYEWitOULeCeQNLN+5YTsVQgaWGWIX+gDUxFLbKWA+Oqqx48BhJfhMD4pXQx1PJZMhRERbhkfJB\nqdQKc22Yldx1hNNs0kfQmrGmEr0TxRCH0pQYDt4Znh4FHz1dljpz1A1o5DoCn+SNG06MQbOdoYEE\nXI+TWlvix/KGIcxIQ9tcJy+vjc9vF1IE4uTxNkEUHxOruX8pIhBLWOt+v1NqyhdDklAW1bTvk5PB\nWpO2VWJVxpxYCwgIGiYTl0arRsiW3T8goRidvgQRe+rmncWk3r5gXndCDbX/S81VW8E0WEtz59Qq\nzPlONaWPhClVOuE7j/N7nFyzUbSmezwmtb4yrgd/+Kd/hHjuR7LzjlRDRbEaWfSj/2hw/GJv3Jcx\nrkFpR5oW1kxeix860fQEbHXQLHD9wd+geEweV15X5YRWE8LUILRCpCYe2Qgu5qioOG8j5Z62De5R\nuG07PRbFWirYvGNiTC1E77zcFu+PxV4df/pianGQ9HysflJrSojPuShmiBTa8TWMoDRnLUVM2Mpg\nzQ2zic+czFfc2Eqnz2ANwepOxIXZjqPcWvC3v/mMFeEa6aMwdXL5xJH8HsbyE1031vjMvjfu15ku\nbt2ZqyACV5/U3Tgfn1kjRRL78cL0oFXoI59tfe7VUtXkmVjEShE9mspK8TS84RVi4FPYa2WunlDg\n09yq6vS+OM87tSi93zFriLZsVpfCdtAkWOu5F+wn4hc/IYQrUndCjVp3SgiLSNmmTnTeGT6fxFua\nT6xt9JESPMhqTuSYbDK4HielVJZ3RI37/Q4RmTgMwPH1oFpjs5IrKsJQkcRmSeWPaoXxXI/wtO9v\nu1FLXlRmmnWi7uzHS5Kx1ak6CU/zUakbLy8vLCnszbJT58oH2/rTB5EyOrSxBNa8kPHAWkVV8KIU\nFq0YK5LoMhZq8uwkB0outAsXhgdjeEJWPUllGY8ch31CLH77u9+jemNrf2fBXOO5YHBynfH8zOna\nzSUrTtVOuOHeUZwVMMZKeIdADfaW09TL0dgaHJux5sw9SmMmZ2T2lAXnUsJiO6MHcw1CNgil1o3w\nyoyURF7nszhQ6OP5XntCaMP1KVNWxrynfHHmIjsAj+QaxBfDje1ozNXxtYjzZPkFBmMlGSyREKK2\nhIFmH9T9yLOUAL+oFrB6EvkBghJrMJfRr+zk1Rb9MbnONyZCs53f//7BJJVUEcG9Z+LVp/+klZpu\nZDFEs8jPcTFnR0xgRf7+OtMgqKkMU9lI8X/BXYnrnqtWnvt86vbCrQouyRfUulEk157065EeiDML\nthMEOz7vmFYKD7aSSiVrG4vKWJ0+TmR6krgkpKPiyHwjYvD2foIsVDbOfiES9CsY48EXzdm2Izmc\noumKHovrnIzpuMzcJ2bKCOfyDcHTDR+T8+HMefJ+5sI8D8X7g7UaKzqbwffvztfffMlxbMDFX//1\nX+FzJkogJX07cVEFrv7GCOfeB1ZfsGasANMFMSEGsnqeW1HUjPMazBFcD80zC2cGFNsTskaeWwhS\nequysBBqE7btwCWLdyk78jxftaeAIGqKU1rgns2lPqcjM0ECVBZFk4g2BPz8yXz7iy8IvjqP779n\nexpfcmtfkl7DB9vtG1op1PLs5N053z4x5505OhIkfFFbaunjla0aV5+Y7pnkbcdDcv+PD263G60Y\nVGM60G6JX5cKnnzGcdtwnOOLxnpCBi6NWCfDL0ox7PiSWB18MmMCaV1PMm3n5fVA1sBjUAuMAKEj\nZePlSOUNAGb0+4PwO4SnN+JHPfzBVm+ZLGIk9qiFYhutNDwG0R3VlF+qKo2OamrOxVp2OuULfM68\nkVUTG/YLq4LVlsoIhONIs5qasyasEFRy4Vi1hK9CIyc5Uu0jthFzYU+fRKp7UrqK5pCakjmlHS0V\nKloordBqQll9nOwaBC0hDTx37djChxMhbI18zzbA8xpFgTGTTB4zpahb29E4ER1suyCyntLBSuBs\nejEfnxDPpXx6JPzFclZ/Y66TkC2nALmhHugYqJQnnGCsUPwpaijP83DR5/qFdF1f12BeiyU5yTSF\nPi+CSRHSv6C5XqJuJc/Lk9QMBDV5btdMMnm77cmXPYnyerxw214pcj6hlLxPp0CpkU58VzbbKOYo\nk1Hyc9VbigHcEp8mGnOkemmO3G20Ijv51SM9Kv1Mb4rBWu/gD2Cy1p15Ppj9jsdg9jvVhL1MxB/s\nty+YWjj2L1mRGn2RyvuIVC+5s5bn6gYElYHMK01pJaHDOWCMC/zkfnV8KfO5CyieWn70gbXXJ3SZ\nctUvXhbvnz5DtJxifDIRxEB1Ph3zjfvZETGUSms7Kybz6hxbLu5bM6eAuZQxLvp6dvqh7DvUYijy\nhDuFPu7gyYtWK4RXzkdkwSwVD2H0tywYIayYjJ4T4DXfYS7W+kzvJ2jKnxkXIhtimv6YekOeMHDK\nfQ9K+/+5U1liYVuD+WD6zJE1Mpmd1+C83nFIIrHkIrBqQau5WyS3IztjDGo1tt1wKqYLXxcBuDqC\nI/OCUrFw1oJ5PrCai7BEwPudMQaYMsPYdWfMJ6b43PQY7FznZM5FiU+UCntNB6ppUGoQmhs+RQSt\nFQ0Bgr0Yx8sLL7shDFb3NLaVXENt5Uaskefiuda4ykplRuT4qZprJ4j5lMsacjSQTCDOYkVOHSLp\nprYSrP7Otit9pJLqm2+/zofjaSgiOoiytyPVE0gSmf1Kb4C23M4aQVEwJqYVrUrViSnUEpRiNEtv\nySaSXaXtHMfBF0fLXS2lsu2FreYK31afa85VKJJFZds2fHZipkx0xmQ+1wCMnsqn+xWYp8LLNCGS\nMZ1x7ww2CkEs4NlxFeloFKzekHIjQlgzTYL+nFw8UsKb9wGw3gkZSEuYpa+8ZkgSh9Ze8Pl/Uvfu\nupZtWbrW11q/jTHnWrFj7zpZlzwHIeFw85GwsHHAiwfAxUDC4rwGBg4WWLAfASGEyxNgIFAJoVJW\nZlbWjoi15hyjX1rDaCPiOFQe6QBS1pS2MlPaGZc1x+i9Xf7/+x3kRFkx1rG3OLAlgIffupRFkD9/\n+ukvEClMN3LZqNstTGoS3ye+aG2nlMK5IIlf5kcJh3VoPmHBsJOAgCeEwlyK5liNuiS2WkEW5pk+\nA+PNivcl1NyGzxHo8uRMD+WUiUal7+/Ak+R2eVE6fj7RfAeMaRkk0cdgjgd72xlWOMfi2R2RxPH+\nQG1RSuyARDfMD5YpW6ksGzzOMJGOfvA4DlwSS3I0PEtx6yxTnqdTr+9TLJ4N9/CYtHxDrh5SaKDO\nmBvLhff3ryCVX//6r7B1UuRSuYnQzyeaQ0W4cNYII6QUx/ALcOisGe/d6PFnKHmnbhvmiT6fIYUX\nIyePBXSKLlYkdlKlLFxjVzD7IqdbfI9XMWwWnQteomgiRDFBr+102zA/WXZS02t0JDbp5wwO1uoX\nd+wf/vzJXwiaM2YCeQ/nYEkBM2NR8kaWflUf57VsPfH8yqIBig2L5aw4/TxZ4yDXzFyEFHEcwcsR\npd1fUMKPYFjM8+YzxjIjQGZJS1wQ42B4MNb7MuZa2HpiPi7VSuachWEpWnRf182/466sy80pF5Wy\n1hx7ATSwFZIYGKpOlVg45zQobQ+VznYPNLQKud7iobzdsLlgnuRaovuwhdpk9SdCBzq6ouLKOTOn\noxoqm6rCy72immg5s5VK0qhgcm4kFXo3ahrUMih5XtCtTJYRNnw3cgqp3FoPqvRwVZeCmXAcJz5D\nsnr64nEenMcbn7+88Td/eEc9CJz98c4xEr4ac8Bty4hmkPldileyXzyb+E9QFotpg2lxcS4FG8ry\nSdbwEQS9czLX4hwdZqelHJwhFnOFCibwDeH+XJ5CgpkSJpWWE2qx/HNuaHLUDaGEdF3CtyFExsYY\nFt3lGW7RuUaMMEZHUyy6kyzcE7WEAbMIgXRY76F0QdFUgr6a9TtaJWeFS+qbJKFlR8oGxOGRS6Pt\nsVyuNYMtbq8fIE3MT0yVcR4k8nWR31h9oLmxbRtIdBMANoM8aqOzxjNc9R6jwHH8Eo5iiX1a8ujY\nzjkwuWFy4zEM08TwW3Saeb9AlMIxlD4WSQ+eb19Rc3r/GkTeFKOVJHqNgsPhrgg1w+t9Rz38H88x\n40LScmHKb8jq14EiHMMZdiLTaCXc/qqZeTwYK6i2QS6InRhli2fB5Hq3Q+LtRDdg5tgKrPkYg1yM\nMReenNl7UAEGpFQx68BGyYr5lYswLhS+Kb5W/B1zjW7RA90tfhFlXXE70WQhKlkna05SCh9HKyE2\nGcG6wNaIMVppgOPzH/kO4f7hV4w1vgPBmAPRWMJoqfRzkXNDUgYX2vaC6CIrlNpihn0+UGmByL3Q\nwluLgJmYQy8yFhyglNlqppZGLvdLvzzCPOId8UVtO+Ch8vCJHb8EJ8gclULO8ZIIRs0hE2x5B0+s\n8Y74pGTj5eWOjwe1wV7Cv1Ak/mnlQzxoBqpOawOXQkmLW42llNiTkic+jZKiCym+IEm09ZIomjAP\nrDBeudVMqoa2TBCfw+C01QCapRT46d/98hVyQvPAV48xUimUNJluODesn8ETEkgyL9VKpg8LVo9X\njqEse4Qrt19mQVdyqlGh+7r8AxIubU1oeWFvFZ9vJD1pdZLUETvZt4r5xMVYdnlSvFLEoiPxWIQG\nmfYks5G3HSXa7rkEy/G/uTwqSzN9nUEt1YrNRYYrPOebbtuuriq09b1/5ZyCsJj9CBidJlxAxci6\nWIfx/v4klQh+GX2R6i1EDp445wig3hKQQU6JbU/89m9/hyRhegHJyBh4CtrnWuHi9kvx5PM9hBEa\nnVuqN5DQnrfWKEUo2w9odUprwd2qr/TngegLyJ3cNtoeWR1nnyx7IGXjPAY+nZwK3YSs0V24e4Tx\n5I01YHljzoSyyGuQHJgLyS+YFZBCSQdzdmwKNgMfMldjeMNT8KrGVdQ9e6HUj0yfLC2YhKRYJcaY\nIhJChQXP8wBXjuksCjVVbtuO+EHVQaLjPC7u0Lyc4hFEteTk6IaNGQFQuXC8/yE2cC5ocm61XN6A\n+D19TUTHJfEuF86mX+a4b36CRMmCzxEL6tXJTTiOdyAz+nt0pn4Z79xx2Xh92ZALdrBsXIvhQiKc\n21Bj9CP1u/LOJRhG2GK4BmF2Xd2DAq4XRDMKqdr++Hn7J38hjLEo7QbmtJLjxsYYz3d8nGjeEO3x\ngqyOS0avQ/x4PtjKBgbMkz6jKl4XHMw9vmQQyNE1jMvnryJsxWjtB0pplJxRT2jdQ4rYdtwGrhZS\nSBznAl3lzJqTnFMcDBIVqmA0Fqnu5FrxAR9++FUsU8Vp7RaS1NJY88HrnigpKqCijds2Q+PsK3wM\nIiTdYl8h4DYhZ4oYWzFcPRRNl82/ymTMCzWdFBHj9b5zq0qWQC/YDKxHhAploIbT2BY+TqbHMtnz\nxUhi4XTOKSwbJO2X8utAZSEMci54rZTS2GqMqpzFWBZhLqViLmw5c6uJNTvPtWB2JpfM0IOT9Pb+\njkN4J1IklrnE4WfekbRzjgESnPyUB+sCeokr37Afw3Nc7J6RBU5Ic9065EIuldIatsKvki/wW1zE\n4fpUj1FhyXIt/w+qOssStoSlM3g8x+VLUFj9cY0Z9OoATtJWSfU1FEZB5AMXbjkknSuF4sjmEW75\ndS1TmWjeAaPe7oE30HzRWsPUpfnG2b9gZwnNvzRS3pC0U7dCrhLpevl2cQ/DT8J88v71M1/ev/D5\n/cDOxZf32N3MdZJKp1QhtS08IrXQ9hcGYAv6OpjnEUv5cYQhzRJjHSQJ89RcMMbnOLDGl+DteAc/\nmPZ+fWfR0UyLjlr1Rik7PhPuB5IjPKb3jkoE+pw9RpLnfHDYRD32WOoZF0Eo4caWemU73OIdzML7\newdVSjZy+8BYHh4WTwjx/tWcwgwqfslHA6dSWg0q8yVyWV4wJJIETahJIYVA5hw9GEdrkWuotn75\nHF4mZyDSWCPc4+KgOWGrY+60fWOszrSTki9qrMp3EnJLB9NOzjMKtlwLqy96H9f5+Q9//uQvBLcH\nNVUkgYvSSo7N+r7x8dajNbMaSOP6SrZv3KIUxio/yVXJe2Un4RZuP9cU0tFxRR9aRy9T1VwE11wT\nWXpw8lePtDAfiL5cyx6nulLbjVYSJSn324YSrHuzcP1mhNW/wjK8FNzihRAZpHwZzdIi+4NFYUvO\n3jKlVe63xFYSrTn3+48RItIae2u0ttPaIidBaqVKopVMq+HGvudJlZN9d2peaAbxB0VDK19zjiWX\nTLjMbqqxNP/zn+5YP9l3gVQppaJpw8khnR0rnLiayWVjK3ot/ZzWCvf7ndoymmogyWdn374tRTN6\nkVJbCRFey07yeem/NRa1bYfVMRNSElK6k65FYSopPCFEZxMJZ4pagM/IhdIa5/Co0jSBxB5AdHLf\n4BgdT6FASSlBbqhdSiBSqKREKTnyEABU/Lu00/3geAaN9jwHayVGd8iJvgxmjtHZfDDNSDavZKvw\nRqjGcpj1CETHCgbTP/nVX3IcnWc/CfxKCnbOMmxGcIr4YgLfaJypGiVzYbUNSek6BA6SZFITtJYw\nd66TOQ+eX9+YfdBnpMvly8n/nM5io+4bSCFJpq+Oyro6OomKtK9IKwN8ruAH5YRkIZdw7u4tRSdh\nRi1xwK8Z8aJZn8EDG5OUd8bzCwEHLJQc6qIx38l5IyWh7RutXhwueqSqMTGflznMWLKT82Ksia1C\nyy8X7j4OX2XS50liMuYZggl7XpTfB3/+5z+Sa+PsxJjJeshJc4wEFePtEUvqmOlP3ApoUAVEiAq+\nFrYWzmBbD5IULLX4nt0RN8YZVNlv+A6uS19kR+QJnJeZDXxNkI4v6Mcv2Dqp5cZ5fAlsxnLUBorQ\nLUQFW4n9RfILaV+EMd7+6Hn7J+9DaPXGOL6yPMUPDsXOheUbvxyJ/RYGq+pPnvOAegtjlPXvmOVw\n7C1GqhSdlJxICm/T2JriXiL/tEViUS6JJIt+Gq1GTGetg2nOViJ39bQAsalkPDXWfEdzuC5VlZqM\n3EJZModR80fML7+ETNY4KeqslTiOwYeXnZyczGVyaQU1RXJlzk7yxHk8qUnps8NaFG2YKSr9YvwE\n18V9UOoN88HwiNkbslBqVP4yUDcmDfO4nGIX4qgr9zbpXmhZ8Wn4mMxcwRfZBZNF2faL0hgIgKk7\nJS18VuZILJssM1qpjHEGdGs8yZowF5LGIhSZlAwl39CS8fGgacdyyCk1V3x1bDmSjbehiAvVDyxt\n7K3w3g23THYPzDch82SdpG/Kb+8hPXUYM/IoRGJJTY4DRmziOcM6yAK2NFDXHjGTRmRbCxfuQgs5\nR9e1XDj7EUqncyFLmfLAfJFyhTUZWhAL5tShG7Imwvg+pvKkMBezDyRlUlVIlbzOK0cjkbUyzMlJ\nsGlITuDO+y9fwt3t42IApe+XgvjCicsq6ZcYbyUlE2OgVhqUjM0RcYzjRJ1wSacIc0lZ6KtiK7Ao\nZoksmeUx1iwJWvpGCVYKEmQAu3wVskCCfJtKY/WA5o3ngarTz2AorXOxyomqsp6PyMC2QeIafUwH\nJkVD6WZz8tM98fdfBqrGWCMQ1CLB9hkT1RWpggKiQrEQBbxsjeecWN5ixDKvsdJYaJbIY1iTl63E\neC8ljhnmP0ZIetvljn48O/cdfDouC6WzVpgyTQdiYboca5E1MkJwovAB3AOa+E0YMoaQrh2UIZxn\nQfUg13s4s+d5dRKJrNfFlEsYkseJSGGoUzRjEol/Y77zLYP8H/r8yXcI5/E15sopXWEvTm41KvcU\neACZ7wwRao1Di+tll+vASSXQFjXH9j6lBNbZb99+OIa0LfIHjMA5mJGRIKOm69+zydnfr8D5haQa\nqh5/Zys7xZ0tC4qQU8HHoLhj46DKG1mMDLRSadnCDDee3F5egqZpIUvLSYNsaA/W6LjvLEpEFBr8\n5T/9N+Kh8I6XwkLDg6Dg/o5LI+WF4VSNheuaoWCxlAL8dlWFthzzEYspmWxpkuqdv/3tb+Pl8BmH\njjljdLRqmALnk0wEw6tqUC4XiC5qjg7nvkWVjUT+cCuVlaJz05xpCe5Ned1rzJSPr5znQIqTr3jA\n5cqk4NpJZePPf/rIr/6s8vHjRyQr78NQvySQ6kScQri914rDeK3B9A1fM6TFdMyipe/mnMMRMmue\n8WeTEpfadPyMBW/OmSyZjNBq5A/0JYi26ETnRKV8Z/h8I65+e0Zc4qWP51K46RP392AD+QoE9wzV\nze/+8DvEnoxzcDw+YysBgvvi2d/p70/MNMKI5oOUJ7UE2DAEDk/meqCeIRt9TfrDAru+wtWatYRS\nh9g1+YLn8c6YJ1nLpbAOhMm0cKWvFZkJYwmkzCAWr0kCn768RXWcrvFhale3oBiBTxCt+BpIqlGx\nbxVyw6zgqVK3FI7tPqj7j8zzC+rfnLtH+DlSLKuf56JP5ZdnQuodlcRWMqMfrH5eyX6C5xtOJBkG\nSXVHc0DplIa5BBgy7/z297/HklwejBnPSO+YJ06LXI9v6sVvEEm3zr4V5sjUWi5fSODDwxexsd1+\nRAiO17K43BIbddtxEWpu3/0DvX8hebiZ11qohYhD1qT3X5jDKO31AvrB4xSW1OikinK7vdC2V2pS\nXDO5HIGF8UCx/7HPn3yHMBfhxJWLbqqOaARqzJmighaDMUg6IkAjl1hu9olIZS1jnAPXjZoDIz0o\nZM1YdnwsVC7ypsQ/hrLtmed5ktaJobjuZCKqT9KlPBADNnKaqFRwp+YWB5wkzBYfXktUbKGPDR5P\n26KKnhsi+ZJ1DhxlAckFLXc0OfN4C3dqFhKD3//mfydvt0AmqCNFWXNxK3tgONLATZli6DLIjkyL\nyjoLmY3CyfOcsYj0QbdBqZllwuMZqW3LE9MSJS36tbeYc1BS5CebbhQ5ArjlgmQQble2wiKrUvdM\n6iWqGEosHrdX1ogH/rMXij2x9AGVN0q5wTwRLUgSfLxDqoTk66Q/YxZKSpiFnLO8fKB/Dlld1kRK\n8fNPUun9iIPZjviu7AAL1VfhxKShyXCbaN1i+VY21Be5KKNboNAtWPxuk3NpLFWJkPlgS8WCXCUu\nu+M4Aqo3TuT2Az6fLF2AXKNMBWn0/oiWX07s24xbgRT52GLG8kkig8el4+qhi/fFEzgOobbIWMiS\nOVchAeaP8LyoYD7QVCOnWk7QIL1mPBLBaiFdslHZBqPnUINppqQeoLS5SJIQ6WTZWLOT2sbqjqbA\nox9nJ3HGO5g2zhlo9pSMlqMLjT3Uk+TC8kpJQK3M9cBVIzcCBZ6U7UfWGGiOTARhYGsn1cIaM+i8\nGKVMOgElTHljLSW1Rp/vcYF4o25K784mnXN0Vv7A8oG4It5ZFmeCW2eMyJ9OFTTdAcFWdNYQyXdz\nHSFndlAGKW8RQJMrm8CYB6SK+2T0r2CCpBKeKc+sdZK5wXhnTCfVD4guGhunHfF9po0+TyqLYYv7\n/sqIpVrsglbHo0nkPM9LirxY64mPR+y9VmONztZeIvv5j3z+5DuEOQbjMvK4GHMI5zPmbIkIQslz\nknIAtHwZbuEk/rvf/y3BvMzkCkUHmjJjPlEUFSLmr1w4YUJRIuIgynmhGebs+PrKmk+WX+YiFqiR\nVXB/sCwS3GoTcrOAxJVYQq2pnLPgkhE31Iw1B76uHGYmYnLRFC2kr9OY48HZB1ZeKcWp5YbkOyob\n5fJj+IyM463mIEZe7H0nZGqSEzUJJSvCiDETziKxJac1x3PsIxyh94MlJx9/uJO0kxKXb4ELuRz6\ndSeqxayC22LfFBFIOmnVeL0V6nbDhpFFLsNRuIvH80uMS7LHBqDsVBnkcqNopIypKq8vV7iM6zUK\nWwFX21tUtW4krZxvD+Dk5ZKm+jUuNK7DFYP1CEibz7iTNfwgOTmgeAqJsttAMaZP3C41lyZKvbNY\nbDWz5fS9CsYXy6JS6ysycnvvIQn0FVLB8y3kjCRsLvr5pJ8Hz3NehNkei2jAfPLjT7/CrMeSmShu\nXBfDoouJ3O11Ob+vmX6KndXRw/EdkYoNRy920pUZYBUT5TwG5/tb/LzWuA6KAKm5S4TOXF4HZbH6\nYNnB8EeMQU0jFW1OpMZeRySiK7lcuCJHdBj9F7BOPwNfUrfGWkAu1y5GsOSx+NVMKkquW/z9VC91\nFNczvEcOQF+UtEJ2uaK48fmkbT9dID4uLldF9QU0IjBve+GYRq47Po9QltnJWgORzo8ffoy9jFbK\n1kAK0wJEB+DSrlHsE8np2l8E1E5E0FRjT6AZLRusGQReK9QcogZjXDsyYZzv8aylyhhvrJmYPi+z\np3AcB61UbAU079lPEo0513ekuFtnnQ+2rWJzsGZA8EopJBWOo7McTE7+RXTk//PnT/5C0NpgxbIx\nqKWh8GmtMHHEnMODiRPKG7/yCIS/+Itf0edXip6wKvlSE0i+g8Y+1VNBvFO3eqkQLJAFRrCOJOR+\nxo2XrYQM0Tq+ws7eL/NRaxE67xbGqL5OpAtjnJHJmxcihqSI0ZyLcJReaieTOFhTCnKmknDiC02c\nuDfkCvt4vTfAKMW5tRjHuC9u7ca+FVqOEUTSQc4Xu73EizjsxOQjSkLrj5E+tuZ1mULeXvl420na\nmLdQjAYAACAASURBVCthIxar041l6eKvGFy00+GRjeBlp5RoqcE4r4VmzplSUyhy5uLx9hn3xFzP\nqCxVvwe0t6KxkyjbFZy+QpZZlOnKuJauNp7Y6khp168llNzoBkUnrShzCXM88OWh1PHweeS6xRis\nRNcRmQ0LsURJFblMTYmYpad8Adcs1EXHeAYq2SZcWOacgsi51xagQ1ns9VsweuCz0RyxmzlF5+ON\ntE5UjJLCOdySBkhvEXjkHofQ4+0ZahSdSH7F10C5zOq2Ql44B0IYyCIhKxb8ywt4vOZzhmTYFtSc\n0bIzpxEbhsC8LBeSF0qFwhNZEw01Au1+Z8t3tlLRvMiiTAKZsNYZv1//Et2UcsmMQXMLw2fLJIPR\nD9Qtlt7jgRO7HaHH5eoXrG+u8N5oIFLmES7orOGFcfdgfRmx2OXG2+MzkkJ+nNKgbpkkE7cwgh2H\nsOeKzxW6TAv3u2q+1FYhJtEUo7EiE/FvbucjdgNWYy8k4d8RJ9zjItj4Ap6ZFlRciP1LlvNCaIei\nkJxo7NSkJG3h2ViL0mK8iFzokGKsEXJcR7m1yHnX5FRdDAvlWN7uzPMtSKhZQEdEbGqhbI2cnH6G\nVPaPnrf/n57e/z98vE9ELxew3ilZEJ8c/aJWulzSw6h7zYRW+B5m03Jj0VA5yf4ObmAnKokMJAbT\noM8FyRBPCLGjsNVZEgHiuWxMgtKJOZq3wOEuB5s8zo1hCVfFxUgX5jkCfgZIVF5JttA1M7A1WSIo\nn4GFGEwvlAR1a7QciIAk+VK5KGoP3J/UFOyjqFIa+/0HwJB1ME3ZSmJrEeX5zVDlLiQKaz1QKdcD\nGz/HxUBrI+fCsQp/9/nv2UumFmHTyd4StxpIbcVISVn9Ky0RaqEUgTl722K5SSxNz7F4PIIIKcXY\n93uY6HS7EN5OS8QiWK4/zSUzfJzwPAfHMcIElvaIy9RgIXEM9iJs29XzpAKyGFaASckbqkJNiVIr\npd6jYpQWP79tgxzmJdF5+VeuS00reOZ8nriv71r0lHdqDr/Ct1xmE0g14+O8xAIalXpKkAtmK3YM\nxbA14sLXjmtgIlJKlLwhqZOS8vnrG7ZANTJ8U3UEpY8TZaJycZ9wVF9YA9xPzPU6vIWjW6BcVjhk\nzxHdiuZ0KWqeUXz0kz05BrQaDJ1cYw/SCc/F7DGqsiHhMH4+Lzf/wo4eWeE6rzwJp6qE2CHFoas2\nUVKMNKpHKp4m7PJ4JIJFVfMlpUbCNV4LQszcfTqeFtUvptLsnOeABdu2sVXQNGkpOE1mMIZi5xvT\nBrre0atrM22XogqyHiHNlPCv/Pa3v0XcIpHNOue5GNfY6RsQsJVA5NQU589cB+fxYI4HqewUjcKV\nuUgtBS21vDDNEVu4JcQKc0bWyTfsesqBzsDWd4NpyvGMosLWSnDX7EDtxCSEAUkHrC+sGbnss59x\nZuTM+/FOf/t9DKJXJ/CO//DnT/5CKJtjhESyrxNDcKkooSxJuhA7I+6OCKGwJdhc32eyrAdad8Yi\n2jpbuJ88+xnOyNxYfcRL1zuag9GTkpAuTIaNB2OcpFTRAiUliszI4TQha+i3xxlcdRcu6JqGQ3Ed\noU3uT1SN0raYV443NN3R0ijVEJ+RTHU+L/x0PFCx9nQoidrutOysqcGCaYtzBqKZLNxbhMoIEQhf\nJKL/liWEWPoiC8HYtnq9UHv8TMfJ7G9hnye4Koozzk4uG8dcJIGXrVxcopDznc+DflroqzESJ5Id\nnZ37fY8KykuoamxQqobPo2ZuLXTjz2NcWQvpQnAoYnC7Neq+8XFffNgTpRqtNW4/vOLEbqPmWBqa\n5Di8XVkec3/JVy6yRBxlqbFEXWtFdzQTvioiWyz2tVJ0BGYEZQynZsL74AfQsXV8r9rE/BrbJLKm\nECJIhA2JOWuVK141nk/9HocKmjYsxXKynzMuLO+gIWs8j8HqV/coiuu8JIqL47kQHSDjUrRcKW9a\nESnYDInht0MaH/ianCsuFJsHmhPPHn+/sSyysElsdWMrQpLJ8sBOrP5OzUorFZXYX+VtjxGWhcu7\nbTd+/Vc/gC2ETEkJTyVMgrkyxmL1dcH+EltOLHug4zf042tkElyE4WyDYdHBuRp7Wjyf77it2IfV\n+t3Dc45FX5O/++XvuOXI9VjziEJinmiJ7zvLwPyB+GKvgekQCywG/n4dyPH9sSZJBy0v1AOvEZnY\nUNMMpdCIwvNboqG7BCI7CW3fUTeSfGD1Z9BL9RZxtfYAP3EJTDjXWHSePXwzdiD54kPNhVuPVD3C\nAImEDHaJX0l4gMazs87OtMXsT7IoLuGGdjrq/8idytYH9yI8z0mVDvOk5gi8z1mD+S8lHhy+hUJc\nsi4ZUUmmWxynHixxkoKkyEBNFbdBLSUYO/VKHlsxf0zibDXT7ZoPAqJb0AY1XKZmMWIaayJpcnao\nWqlX6EpA5aCmHLGCHss5T+DpFlKz+c5p8+KuDGq5f99D7K2y5cnW4N5unEdHCFJmbYL6ya5O2W/s\ntVFboCRack6Lw1BQbk2o+2sw7qWFA1pDuaApMM0ph9b9p58+kHGKzpDbbpXWdvYSRNijhxrFiR2F\n+yJvTiIcy9QNXw1tArrRMuypU+vOS+n89NpIqQRbSArDLzRBaZgf+DI0QdsCSREB4mBaULlFTu0c\nMYqZE8V52U6qFF7ulbZlalFKvpQaJGLrfb906Sm6v6yohlLE1aOCf/7hyute1BKh50J0CH0pYxS0\nVtZ8Ui6qLCvcw5Idr4HYUIn9RGmGSqHmQs0VlRMnsqxzcUqulwdmw+3kpx9/jBdYIq7UfIYCboTJ\nKuBvQmlbXGySkNQ4xoVdmHFZ1ZIvgGFwe5CCuNPKjeWRhSw58fJyu7IUnJJKJLLZ11heagYTxjVW\n7MeJ0znOM4yd652aDMkejuHnO//nb35h2mKY43ZSNCSqSQaagucV52qmW1zo+fbrwLHYwNaipPh3\nqnsIJWj0lVl4QOxEYuy4Bs/nk9kPlJ37y0feOmQZqHe6GSrGGE/Uj1CXnc+IwTVDUqNIoMmnGb/6\n879EJfZ4uSSm1wtWKCwWa70jqTHZsd6JfHJB3bjtO24PZo+EvqM/A1HTvxJcwvR9hm/kax+p9P6V\nMU+Ot2vcpQopxqN4hhlBO5T4vVIS+pyM2WF5ZJ8QhRlaqPeCEIiRc8YY2kjYShdk8x/+/MlfCJIa\n/fmZOQepvqJScY+KybGr0lWsH5hlfHnMez3wr4jh2KWFj8PALV5eX6EUwU8M431Y3LwKWm+IGqhy\nnF/joY2AgeCTWAqEsEWY97IDkYJMgmXi70zfGD1cw4YwPDTH08LEo7MjcPFVFDxf7fSO64pZ4Ios\ngmXOXMqjO9RbyPfYyKmxfGcm0P4Mpg2QSuJc8LrDVoKdU9pGWZPaErdmAUXLNzTtjLPjAn1lcq4U\nCRid4cgKM5l4VJbC4vbyMQxmPnDNtOwx662NMQ9kTbJ2bu2GrxOVxkwb5xx8Xnc+vztDhG0Px5d7\nIItbDfQD6lTCwFNK4eV2o7SNLQst9zAz6cDHwdZu5NqYQ+EyZxke+ntftO0eDnBRJI+QkXmn+MBH\nhAPF32+gKty2H1ljxYJTK+7OcUZWRmuNvS7SgAAEQBLFxNlKZGLLWsANk+iI3GIkN3HEr3m2xMHw\njWVjc10033IdpJHE5yglQWkbUvZw/ppeQUkRDtOSsh5/wE0iKjUlShqYxEUTI75yXVgbvp7k1Ei6\nrs5qUEqh5oRaD+VOujN77IJUIacdpGIIfeXr8nA0KzbesN6pGZI2bkkDze6GyWXQHLGjWiRqmlRV\ndn2jquJjco4DN2WlwpZyeERyZpJwbajF6M69XV16DfWPZmqOEdxcTzKRGa0qhKJrMfsjFD7itOK0\nkmiyEJ9BS7U3khvbXtk3ZYmQPL7XW5lsVSk+KQmm3Tif78g8cKKLy6KMc/J4PK7D9+o45oooztSu\nse/6LnvPOQMN609sdEqJ1Du/1EQ2B2t1fA1SjuyEJLBt1/6DdLGaMucCco64X5XAaKwV4EMtCBmx\nRW6Cz3/k+OvanEUN8NfogUwwUAvFhqSoGnLOaBJqc7YUZhczo/cLAnZdDOcZB7jbpFQI/mdBmGy1\nxmKUMBKFlt1ZFsah8TwCf5NqkB7tK4OK02Pzb3ZJTRW4sXxSsnBMx/p7wO00FpRuA5dKkh5SuZKv\nP5chTlQfbDGyyTniOgk37+jGyYYWZ00hp4R6irjQdI8diepFNt0YVG5bQ5ezNHhOj+GUvPN8PxBx\nkiqjQ2EwZ+fvf/mM+WQuZbsJJU3Oc6A+SFI4n19Za2DpHmqH8srjCOftrVX2vdC2neWB+Z3+IFuo\nrkpKFB1BDbXC29d3kimtJeY5yeWFkgzJlZyMeh3y5/NBLjtHH5T9Rmov7PfblXNg7B9euO81XuCU\n2fedkhLq1xhgxc82rZDJopmcJ0k7W1OsD2pWJie1tcCZIKhmWttJJVgyz+5Q4X6/Q2r4NLIaxwh9\nPUBOxm3L11gjkzU8DBPhw0t4ZHIRxgz4h1OYw1BbvH35Qs73a/TjaG5B4KyQS0PS5Xdg4uPJeR5I\niUoyUgSvkZvCmKEsXx5EWB+/xA4nCe6Qc+ZjfXIvT3wNypZ4vh98fZx4ypHby5VClpxSJFzNSbEV\n41EtN15f78EEq4lJJ/ngtm9kiQtl3wv3zUnWOZ4D84Ov1yUYJNs9kipT4TDHl/GYwfcaYzB6p59H\njF4NrB+4HdEFzOBYJQkyQYALjaqGrmeQQC6goRkIg33L5JapF0bkvlXqmvzmb/6GH/YW3UnWOFST\nwIyMlKQdZEXGRY1cimU9sBXtNc6s3C7nvLHmyZxfgjtliaKdSWEcn5H1Rrvt2Io/l/rB8faVqkE2\nXudArgsmqzPHYlmcKVvJZI3Ml3U+yB5j0JQK5zHIuthy+p757S74GCxff/S8/ZP3IYwz7Nu9LwRH\n9MCT4Dlu3TUegVPQ4I2Mta7uIKRccWM7Zp1tCblwZQVn5nK2nIO+2CMYxtWR9R4tXX9H2ytqJ6Qb\nSOY8H5SyhRSNaK+Xt5jtWrpUCydTN5Iow4glq44wPgmkUlnrHdXCmjuaBjUF5sDFsIuUCaEMCTlm\nZ3THWiPNQCZnOejygbneAhQmK5bD3mAQozJx1ggwXlRIEstwN6Q4L/cYf1lR0hgkVX7Vdnp/cmsx\n8zWN6jLLxGyA7vh68HJ7oXe43SqG8dIy4/nOuO347KSsjEPRnFkGpUjgtMmsXJhrQH9ju9/IHgqt\nkoUxI7HM+5NSG8f5TqJQtx2k00qNkd98Q3Kor5KXwDmsQd0/YO+/4BIRl1kjferBldwlkA2WO6V9\nA6tNcotlOOlkdlCbtAxOYQyJhLArdQ6DsoFOp8+EI5SiDDtJMkiasKVEFnO61EzCVi8jlEdWR8oR\nLqSaKPdwDX/+/NsYY7ki1yhAM6zZGSsqcfItEgQRTBdb2/D1OQ6o82Dl8H4kDFJD/cFeX7E5wonM\nYt/unOeTp0V2BhmOHm5eMeIATUryxhrPS579CPftNNBGH8YxJuf4QmsNlcg6FiGwGSlh/UBQRqrI\nekPzD7yPSE5zBsNuNAdbHiykkNmj43Mo/VK9oJGKewtFnEIywbWEV6cbOcfC3ZPG5aAJ9w0RJVns\nFWwu2vYhgmdM2V831vmIYCk/aUVwfw9EDpN7OemnwxXvmS9DnWvjeP+F0l44n1+QXNEZM3vsAST2\nlxfWOC5hyAPXIMvZ8ZWyvYIYq59oyqgoXRJtuyG54uPyC4hhKxSD5pH6NqZR94rbC+6L0u7YeCMn\nBd3I+kTyzhoPlmeyRSZ7H5lc/pHnIahEYHytmeEncwadc83j0lVfCUEaM92qwvKB5sqaJ94fiDi1\n7aw1SNoYM7KR8cFzBPMfn6g/kBXO5Noy++1OTh7YjBUwqlIa/o2b4/27FTxdGQtjTUw2Zh+kHOlm\n08O8xtLIOHAnSUTrkSa2ggM0jWtvsX13CS87UT8DrVHvyHhSaswej1VwUSTdIG8sj9Y+X+1jTutf\nqFhaVIVDEkWiBd2yXn6LiftJrUbZMs958uu/+DNSVrQGZCtJRnJju7/QauG+39hbZmtELrQtTB2p\nGxl4/fACLtzviZYtIhrNkFL51359JxchF6HmxL0VUsmXGquiKUxeWy1kHbQs0c1dmvWcGlsWyhZg\nN3cn1xovbWokTm63MHYVTWwRHU1N4Y6uFsBBVcXXZI1J1XRV1yeynB/ujVo0xmIlk5NF2HlR9r2h\ntTA6iGZKVVrdqWWnqlNSDYWPA0kpotQa3oUxxhUgH9+LMhHN1NpJKZFk8lf/9K9IKbFl49a4nPUB\nZau1horKVwSx9MmtBkFzzsk8HuAaLCyBvRX2ImSJyjjUd4uklb4627bRSsUJ0cN5fhvNLHAL2fF8\nI2t4dUZX5sxRILFwFUoidnTLwWL+n/0kq8ZcG8M1fu3hd4ZbUHhXClDgemPZG8tGiDvsSUnCmkQh\nszpbCiCiI9/dtqZX/vCluTc/4uLQkL2SbuEzWJFfsG23AE1aGDdryfh88hzh/8ALf/lP7hyPd87z\n5OyBq1mWcDGUKDjm6KH0kXL5bDZaHpTENUI2SvuB8/GkH09a3pmr4P3JGovt/k9IpeKjs20vSLmh\nUrnfXsmtgpRLuutkXbTs8Ww6uAlarhGQDET8CmyCtEV3uuZJ1oVf2SFHn6R8i4LqX/L5V+4QPn36\n9M+A/xb4C0It+F///PPP/+WnT59+BP574F8H/hr49PPPP3++/j//HPhPgAn8Zz///PP/8C/7fdxP\npjdsjAjLyRlZTyTfgl6phvuJ2KLUxJgBeEIDVWFU1oiM5dMUn5+R9AI6cd3BnhGVJ04fwlYXfWX6\niE4jWu8R5MLxiAVd2lBzpifQC3S2Ot0LmgOXUXPM40U9dMx5kXDcNtwHgoQCSZylF4fIFso7bnvM\nAU24lxfO82S7JdwfSMkRqu4nwgujf8WJ6D0TgW8+gctUtVzIUhhL+XBTHs9ncIEkcVqmlIn1RGkJ\n90IqMVYbM7op0UJp4Zj0cdJyRqtyTng+g020vLDVzPSrshfleLxjy5haMMmoL/YkaBHOtaKaNOdx\nPnh92QLFnZRjLvb6wlZP1oJ1dX2JRFa76JFKKsrRB3utnD3kmh9/eOEPf//gfH5G64/UujG1Yysz\nCFnpnB2TGxHESjjfpzE1Bjc5h8pl2MI8SLGOwMVy+mb6chXMJmoz0MQ+yCnS0qZBLfdAartCimzg\ntG2XLNoQiTn8tDBBoneKPynth5gr9xXeipVJ8gwwn2xBBLUjAL5L2dIZ8D8S2+1Gf8auIien9wmq\nbCxef3hhzJNpd47jINdOrbHjyjpIBm8LuCpLZ0bkpp9o2TEPEqlojhQ+F1K9sZ5fcRNK7vQZI6qc\nnOSOzweDDZ8RNRn1p8fzMB6I6iUSuPYL9gCvlL0wRyTZpaLY2jmOx5Xx8CR5pd52zq6YLqwfbDm+\nUU2OLYmdY7JYWmeLX+P8Ss13bk1CRbeMWgvmb+QrKc7WC1IMXZ2cDdiZMuh9RCDU7JBzGB5NoiMv\nwStzBmtCrZnj/fch8U3fJhILzUqRD2gpPB9vIIm+OsWF9rrRT2PfP3L2r6wjnPhFCoZyroVTkXWi\nmvF0Rxmca9B751Y3+uML3SINbsyMXmiNFNsr0joC2vlHPv9vOoQJ/Oc///zzvwv8+8B/+unTp38L\n+C+A//Hnn3/+N4H/CfjnAJ8+ffp3gE/Avw38h8B/9enTpz/OYgVUN0o2SkmU/QMujeEJm5GCJFco\nvOUWFagtPBUwp1v6HpRydPB14pcs8TwXyQdJWhgaXakp5vhblsuMsmKpU+6hQy63kJ4K5OS0li90\nRUi7fB0oxuiLaYHbMErwcQhIWuSvpuDKp4CiJQnuvGqOhWFZgeh1eI6BJjCrCHHg3F53cvuApEQq\nlW2rfPhh5+VeSRpKk24LE2UtMBbY4PkYSLrRXl6oeyanQha438MXkFJkOr+8vPC3v/sdq7+TiPwI\nVWXbG8MS5zJSBDsyF4g9r3CfjTkGYhnNhdzCN6JM2r5x+/CBDz+8INYQe/J6X+zbB96+Hrw/TnJS\n7i2TdNLN6LN/Z8u3YqGgaAnBMTsQV8wGuSlukb182xb7fYuFssV3hUxeWlSyrRZanew1UWXE2GI9\nSD5pJb6nrWaywsueqduNtmXSOr93KHg4y2tTck6XBDeeP7SCTeq+Xaqh2G/k7R76+hJId00e+Iia\nYzm5Fq8ff8VtmxyPg7/89Ue21zsfPjZSStxuL5Q0EQ62nCK7dytQb4HcJnJBbq8vvL7eGUfMl0UL\nwzPvjxH7tPkLH7eByk7xQSIyjbtXEh4SbZEgya5+oakD6FZyQ9OI/O4E4/kVTYBI5CXkiuAc/eSU\nirMjk6ALe5B0RRSZD6QUcgnhh7gx10HJOyVFVkFJUG935syILqRsiCRSemFc5s+tGJVJKRsrNfDG\n4xnFThKuxXSle8GKUOpHtq3y/jjpvTOW8fXtYHWh986yzP/x1/8XiZOcjeUblhI2B6+vr2DxjOx5\nR2WFoEUEHyeWrnjM9YbZQS6VlG/cSsGkYdY5jgfH+QvncQQFuO48n0/O8eD59nc8nl/o42A+v9I+\n/Bnt9uF7jnJtO7Vm2g8/whXUtTSxulHTzvQr9yQXNCt9HJwz/EqilSwwpuPjj6uM/pU7hJ9//vk3\nwG+u//726dOn/xX4Z8B/DPwH17/23wD/M3FJ/EfAf/fzzz9P4K8/ffr0vwH/HvC//LHfZ4mSxTmn\nkPVEkyJ6zVZnv2RYBfxE3Jku6PjCkJgNmwdW4RyG6EeGvZNYlxxRcT/RBO4JFYnWzt5xeUGzo6li\n8xk5wL6413sExGjw/NMF0MNDi2xkzJ+ghXmelM2wEQTEkoIyCYk1DkR3RI0+E6Vkaoq0riC0LkSU\n6k+mZYY8STlkiaNn1vOJpEn9v6l7dx7b0ixd6xnfdc65VkTsS2ZVV3V100Lg42Fg9n/YEmoPoWNg\n4oBwMVAbCAmJPwDCSeFgo/LxEELnCHROd1Vl79yX2LHjutaa87tjjJnZLUQnEi1QnTCjKqSdoRVz\nft8Y7/s88Yo+MpdLhZaJ8xu2XHGwz7wrvVasEa4OE3VAy/ogrPsHutsJ0xsd4fxyIU4z3cwsx1+Q\naqKWho8eJwEfO7VVnPO0tOGdw/sDVRrRdYYctCiYM8ZWxC0gmSkM5tipfZC3C2EONCqME6MJ39wc\nyRXS1kA0EeVE9Y5tCM7N2N5YM0zewGhc3xwwPVFFCAfPVrUxbKhMhwlKo5srqOveru500Vitjxax\nByKWJDOj69jK0XDeM0ShZq2pa9hGFfo0BsHMBKcPsyGG3gyDgVjP4gwj3mgMNzgqqrtM+YxRzQvx\n9StkV6HWXGiTYbIDb160wW5gTZnghPW0akt312zKgNIy0xTUedA62xBujp5WK62pM9m7qDRMkqbR\nnNH5efQMGbjeWYfdb3PgnHooEEvbo5pi94SKyYzR6RWiNVR3zWV7wvpAyemncp9itw/Y/sSbN6+5\n/fADxgYNSnjPmjZimPYXZ2OUfcyRO3Hy1KJjpp7PepjJCpi0doaewBl6zngDuWiXwRiDtFUfxjji\nZJVPZAatG4Kt+m9ohTg59XHbQJgMLVmmKBSj6cGUVt1z1a4R5b4xqqMzeHy+MNB+gR0rrQ8Gdmdt\nLdrA7mMH2u1z+pEY4RWlnBiibvCyPQGwXRLGCcaobyRXg6WTzif8fKSnMz7AIFBrx+6t9FZXTViO\nQV4vBH9F54yYibxd6GHBGcMc1PXee+Wbb6+4/fxVpxr8/5Ayevfu3V8A/w7wPwO//O677z7DTy+N\nX+z/tz8F/u4f/NgP+/d+9mvsYwPoWDNjR8OaiKHuS5qJYR2OWU9vLuKmGWcAKUxBaKVCq1Rz4mrS\nstoYBWcqwWv8b+CpoyICbY8FtqFpoDo6pBPSd3H3XvSgNy3aVKE3Q06Xn5zArehYwQ3DvCz7bqNT\nU6e3DfGeXF4UkTFQx/JeetEWr8O6ynALGEutle2yKoOmCS7OWL9wOb+Qt5VWsoow+kbNJ6ZQ6KMS\nbNC4aXTk3KFumv8n4OygDEMwGmmNMlRVyOAv/uxb6uhYJ/gQCFJZlo70jSCWsl4QH3BmILYzu0mr\n/qYivZIbXF8f+fW3jm9fLcxe2HLhcnohtU5NmfNmieHIsiysuVDbhnEFH6zGTa1Kdg5RR3ree3y/\n0I3SNp1Hx3Roh8GTMc5g4yts7/oCLRsdPdW7YPHugA8Oi2DaSu8XQpjwXl/YxgqXtFFKoeaN6C2T\nNyzBM88zc5i5ulpw+++1A0McyzwRJ09wUQtbzvDmuOCCOpmjm4lhYZn9Ps8OQMc5hbPl3Y8Ahm/e\n3DDFI87I/pm0zHFv5C6Rw3Hh6hAwTlgmx81BHxrRCYfFsuw31zfffoOPByWFdkcBttSo48hp7WwJ\nalKRfC5njNX8+o94kpQaxlk8Du8Co76Qu6WnR+03DHTHgsqTWmtIP9Nr5fPnO4ydMDLhvKfVgjM6\nwvA20OpF6atrpRs93NkOfSSNmtamXC8vsO8EjAzc5ClNOB4XhliMAR8D3ap8aVRNrOUi3Bwt0zTx\ni9eRX76NBNtZ4qIWuTEYY6U3p5TZLngHf/qrX+3FuEIuouKn4dXtIUJZobWCM5oK+jG4YR34aSYe\nF5yftBg6hFKGTgzyhZIS4g7UYrBOE0jOAdZhZWBjYJ6umONRU2AE2uhMPiOtKzjReIJ1tKoQzTHO\nYDxD4HB9owmrCq0N6gi0Xvn08QtNAma6wU1vf/Z5+09+Ibx79+4I/A/oTuAE/F/pST9PU/p/+hoJ\nMY3j5BHTKGPs9rGGEb3uml7IQzkt2iTVjHawUZdfRmhEbA+ktCK7ZlJE0x/GwKj6lq2tY4zH9IG3\nUWfWY9DF413DG3WYplR2k1bH+Q6SEXfAGo1tGiO4kQDHtnaGWKRbNR8NZahM8aBtaDFcLp1UXUzS\nnwAAIABJREFUFIlR26oSb6MIDVUWGupwtAE5dexYkaHu1Z8SQLVRsrJnch1MbtHrtgycNwyzc/Hr\nBSda0FmCpQsYqaz7LccZfuIQBWu4PkxcXb9itM50PNDMBO5q7wgEnOsY64nTFfEwYwz8yS+usBSe\nnhOMyhwjr689h+Mbbq6ulQpr9WFkzUCwmAFLDHij4LhhdFxivKG3Fec7y+xw0piMY7SOk4GLi75Q\nUYnL9XHSoo5YjIeb128RN6ltTjT5EvyEuIXD8YopRJz1++7AYkfAjswUoi5YRZlWw4imlGh0Kwzx\nLNFwdXREn3BjYMJE8Fo2TGXThfJ0wxgFExQW54bAsDgbcUaNXPM805u2hmutbOd7zuczLsxAZcu6\nz9qKY5kUoRCscH305B1oV3dZk5XOMhsevz7uY468U4OFOgJpXQnR7IiQrnsQkV2OVNVTYQTvBeln\nclehD0De0m4A7ArAs0aR2jKwe1k0+IloB/SBSGb0H6OORkmfrWGd2gGdLVowbBXnhT52nEewuwhI\noXSYmZYLDD0Y1K4hhdqNorK9pckuaRoVK3rVGgjTBCmv9F61I2Ng7MyqXjPdWFKBkgfCGbGK6xYn\nas4dg1y04DgcepOt6nk3Y2MOgiUyeR1H56Lhl4FjuzxSy1lpB1XdyWIK4q4IYda9Rb4wjFDWrMv3\n9QmM2iGlblwS+5J8xkjAuKNSTP0CdtGDkmhkeVAZZpBqUugdXkdMomiPli4/+7j9J70Q3r1759CX\nwX/33Xff/Y/7tz+/e/ful/v//ifA7f79H4A/+wc//pv9ez/7dX//hPTB2gafb295eLrorcEs3H5+\n4OOnj4DBtJUvd/d8/PK4qwANHz7f8+HDR80rm8znuy98uH3m1VXG9Mb7z3d8uH2iVq3Af/78lbv7\nr4rANp1PHz9x/+UWsQaxns93D7z/eIehgAl8ubvn0+cvjFap3XH7+SNf7h6I4Qpj4NPdmfefPsEo\nlDr49PWOD59usXtb8Q8f7vi7D18wIWJt4Q8fbnn/4YtekTF8/PCRD7dPCu2zR758/sTd1694k3g8\nVX73h/f88P57TSXIxMdP9/zw6TPiBE/m4+fv+fDpFh8cpgk/fLjn+4939BGhNr7/8MDf/O57WjfE\nAHefPvLx9hbnHM8vJ77c3fLw8II01Y/+zfuv/Mu/+UhLK0MMt08v/OHjLa0OrK98+fKBTx++MgVH\nSon/43efub1/Qh3EmX/+v//A3/yr37GdnxBj+OHTV374dIt1nkHjw+evvP/wSVM9Au9/eODT7R2l\nZkI88P79F76/fUEqSFj4cn/i6ZSI3hGk8MPne95/euS0bjgvfPrwgU+f7zi/PGDs4OHxmS93T3hv\naSLcfvnM7//wB8LkmZaZuy93PNzfEaIwTRMPz488PJ2IMeIYfP78wA+fP1OLMMUDd/d3fP76otTP\nZrh9vPDh4wcmH7k63vDh4wP3TydEOtfX13y9u+P29g7rO8Z3br/e8fHrE7U6rAv8/vtbTufEx4+3\nLMHy/Q93fLl7JMYDx2Xm8WXjcnphSx0rRz7dn/n+w6Puaazj4eGB33//PcYY1kvm/umFz3efyakw\nRcPHL0/c3n7ZOwmB2y933D8+6ShEMrdfPvP14RFnGzEs3H75yt3jSggTxhk+3514fH7aewyWL18f\n+OHzHT5oYuvh8Z4Pnx8Ro6jtrw9f+fjlAWMDYg1fvn7i85fP+CCYnvj4+ZEvX78QwwHvPR/3vz8/\nBqYJ73/4yKe7W0U9tI0vd898/HSnQYxS+fr1K3d3Xxg20Hvg4/uPfPxy1pvU4cjd/SPf/90H7p81\nJvr9+0+8//Ceum08PT7z/tMtv//w4+cPfvj8lf/1n3+/Y28ynz9/5uOnTxirjvWHx0fun5+wbmY+\nXnH39SuP540ta1z8+x8+cnv3gPNXhDi4vXvg4fEe4yLGTdzeP/D17tPuol65vX/ky5cvNPFY47n/\n+oEvX+5w4cigcXv7kduHF+K8IH7h7us9t5/fQ7+Q1jOfPvyOh8cH6gDjJt5/vuPrwwsaMRA+/fCR\nh4evHJZA8I0P7z9y//TzxjQZ4//9Af7du3f/LXD33Xff/cf/4Ht/Ddx/9913f/3u3bv/BHj93Xff\n/af7Uvm/B/5ddFT0PwH/9nffffeP/gN++9vfjv/mv/rPFfwlgxgsuTlqy/uJxuwk1B3Fiy5sIRNM\nJ4+4x+cawUy08YyqK60iok1EeqG7CYeWQ8bQa7KIYEfXD9teoBHvsE2F3+n8SFiuAKOqPbPjb03H\n7yhiIxXEYURLLltRgFtuQ4UmPyYbRtml5RGn92acV1qkHR0XAykNrBHqXkUvzQI6emIovsG7ocz+\n/Iy4GWOFki+4uCCtEaKjpqo+BzLGztrkroUQYMuRPgbXofA3H1/401+9QWpnnmdSU1SAa4Me4OWx\n4XZ0hreG0iM/6jftzpYZNOaoi/JeLjQsdShwsPeMjwe2WjlMnvW0aupqnrG2kNYOLeGWhZz2QpsD\nOx1pLeJkw8crhI2SntUqZw/0OrABchmcX05478l5Q/zMqJqOaaVjnGbSh2Rme6CHiV4u5GawoxJC\nJxchRIWg9dpoEjFGP3cvpwduDq8Ro/L6H3sGrTVKOuvYpWW8m6g1IL7/vbClJ8qWyLvfurRK7wo9\npDc+3t7zp7/+ltph9I3RIYSF43Gi1ULuQX+fJYNTLaOxQUF1s+V0FgYN7wVENbHT8UDbTqzZ6Wx6\nl/WwBxV6aUr22G8HrdTd4yv0ltUgNoRW8k/CH7szmazobbl36G5SZ8DotJ7wxrMmLYHW4YjW6dhy\nPrA933O8vtGdwvjxhp1ZNy2Sja4GM7dLjublWtEZY+x/+xeMv1YHQ/AEWznOC6eVXWi04WTQeiGE\nQCsXUio4f0DYuCSju8FeEeNx1vC3f/eBb9++2tNcegOJAS0jdlES6e5olp6I3tJRkoA6zoVzKjgz\nGPKjT3kjrZs+E/yCHV3ZXmSsX2i5EaMll8QcZ0qtBH8EPxhNY929d92FEdQJXgrGC2JmHINhBrV0\n8vqCiROtDUVeYIiTpQ9PSRuv337DX/3Vv89f/uVf/t8Gev4psdN/D/gr4H979+7d/4KOhv4z4K+B\n7969e/cfAH9Ak0V89913/+Ldu3ffAf8CrU39Rz/3MvjxyziNXVnjyW0wWkJR59pQttaxVc1Ze2n0\nauhG6CaossA4nHR6X+lERh94Y4GGGHSJ1TfasJpaUmUuaq2vu69ZFEW9/9HbXgnTrMuqMXaVYN1T\nFpFSNqzrlC47gnrmkrJ+yBCCG6R15eqmk5IgOGWX1At9eMRNOkYxQuuNum0cZ10I15zYmlJFSxOk\npx1FoAUd017I4rB1z5PXSm2nfRQ1KGPC7sIcjMU2CPNM7hEvJ5rxdCP8+Z/9WiUvKXG4clAEWGhO\nSKcHlsPCGB3YcH5hXbPG23plhAOkFcyBJjNIgejxvVDzSu2deXKcXh7BzGxDEKeU2jJW5Sy5AzYI\nViLLqyO9WcqANo7I6OBnWrfY0YmHN1w+f+HNN5bLc6Jtg24d82GhlKLjstYIy0RaL8RDIJXMNEdy\nNUjQSLDxgTipozulRIhHbibhZet057CAdRPzHLFOMeOlFFLSjog3K5SMlYDYhg+LxknDoOUz0zxh\nxoU1wTA6/y5FlZxWOo0LeYO3v/iG0R0tP+F8ILdKudxx4cDLaePN229Iu7BojE6Yl12OMmjDsRyE\nNqLO6cUzTYb15cRytXCMg3S6MF8dqEX9BLQL1Q6sTNTWYKgHWy1vinco3eBxmGjoBR1NIPTecQa8\nt+RWoW40UZqADUrgdVPD9GccXv0L/kDNFTsfKN3Scuabt9d8fUx6QBmiMqhgkW4YfsGlr6SiRTyR\npuU41GPsg8OOxDevv8XbSikJ5wbWBtazCpwupfBmjmzSMECRmTwqUgQXJkqq1Fa4fvWGViq1d5xX\nf8dlTTjTaUYTjSZ4DnNgSxHGI11mWu9ach0N6fpw9pOOPnuziHdIaTip+hD3MPpEr6u6EPKFKc5g\nlKLaRR3cJtzQtmdFjFtPQCm6QyytrBivn6V1fdHRJGddWNMx3tFbJSehS8f7hfX88yOjf9IN4f/r\nr9/+9rfjv/4v/wvmg0br1qKUwTR23WBfMfbAIOHsgVTST2UjK42KZQqRNiq1CNGJco7QeajzB3q5\nMKSquWkXs/QfLWiSYRenIE2ZP6VgjAfT6XXgUTaO2Ys00lfwM70OulQO87TfAswOHhuI6cpMqZY6\nEqNrS1KYdv/uxjD64trwTDueudWdPd8Tkw80IiJFbVdd8QSpnHQGX8GYSh8CxmsRiIATLUZh93KL\n61g7MyRiRgLxiv6Wia0WejoTrKOIVw6/DGpVFr2xjhD0vy+VRoiGUg3OWNac8WTE6S7B2vETidOK\nQs8QR+1Ol66TY15e0cVj3ARGyFsGlKc0qmWanS6KR2E0/Z30cmKKGpc9byed+WLZUmO0DkYYNdFG\nJYgl46hlRWRQkhq31D4VcV5poT5OnJ9OWnyzR23EY4kz5POKs9p1ERGamRRIZhfK5X6nbyaMm0k5\nI1KYo6OuT0Cn98qaPZMT1jzY6sDTsFJZU0Ncp2V2I9yGm95S1hPeGlLvBAOtdkL01DJ01r/3M3Kp\nOGP19G4tJWWaMRhxHA/633nJFesClgIy08pZGTp10KQg9gohk7aqBahR9ZAy9MXnnT4vajM4KzTR\nl5lgMFbUw1Ado77QxSAS1SttOr07LTvK7v2ojt4vTM7oz3vFoXeglUJpgThl0ssL4fCadLpoesx4\nSrqoZ0E8MXrcKEzTxPV14NOnR4x4tuKw9kwtqr2cvCellThZYOLxtGKdtofb0N+bVIDLnoSytDEI\nxv1UpmNUjNVb4xDL6BvWLYx+YQmW0tSvrGQATykrVgQrirRPaUV60rFRH9gBZjpAz7iwKBusi0bN\n7cTohlIvGIlMs8Zt23aiiSFEgzFHyvZA7Q4XLCm/MKqDtlL6j3DNhJEJdahE/tk/+w//0RvCH31T\n2YcDNRdytzgjtO6IwxGD0dRGUNF0LoXgo45vxFHHhOmFlHQJ7HvZrWuG4PfCmW14F4jhiLMT0zTh\n/Y+wtYQMaHnQRU9ApfQdgpaxo+OtCl6bOPow+Oh2/r3ebPwYtB170Xunlg2MclqUW1+JvTNFpW86\nHxm9ECeDNx47vcK2Rs5Jxya+Y83Gsiz44DjMHdn59914JUoOg/ULztqdqa+XQGkXaCttt7UhHuMd\n1l4Rg8X5nfSKIUvkX/3t39LSBRuuaMNg6s5HMoJ4rwwh1GS3poaQKZdMzysld+bJg4vMS0CXojqO\niF4XkGKiAspQh7Odf0mYZqwsGGNp9cIYFfLGfHzN8fpA6VrmSqngYyAEhwuv6eaKlBX3cT3pjpKW\nmSYQaZppD9eAvqysv0HMpD8/LbhpIrgEXci5krJlevUbZQn5V0hYtHzGQpyMZuLdgb5n30tGgwRh\npo+Kn3QM4qxldk7Hcz/ytoxhmZWe6Z3FSiPYRCoQDzP0yJf7R+J8hbcLo2yI9XQEb0QX+7NndBhW\nNaddvLo4hpCHNuvP20qTQLTCMlvWS6YMoRddvI/W6XnF2YXa1WM92YgzG+n8TDw4WjrT28CgkWYb\n1N5mfWDyHWEl7Nj33ho0Q04KjqxyhP3B6R3QC7NtaNYpUNug9QshBFIuGON49fZPyEXwqAdkDop4\nP15/S4gHDq9eEaaZPix2vmI5HLh58yvi/C3L4ZqK4XJecdOEmM6aTtQyGGIpdePrSyf3PfqcNny4\nopu449IL1Mb94w+EKTL5jrceFY3q4UxEux3zLFjX8THw5mai12eEzsu5sLWC9xEw5O0RMwp9JCRG\nLQoC+GttU4+sbet2wqKL94Ia2ux0pZ8ZOuSMdZBPJ1rTZrujcVlXarpXHlR5YVuLwjD7ynBR+xgk\ndZ33lfn6zd4c/8e//uhZRpaVYby2jW1lCKylEWQwuiU1HcNELxgz2IZBxkZ0luMhkPPe8pNGxzLq\nmc6s9NFukZEZdQLZOK91v67OtJ41p00m2oltQ2eAfWOaAmvVyB2tEeOgl0GuMIyC76zpGBf1pG4T\nMQpxQDYzQRotn7laFh5fhIjH4JTBTietiWYCY828ujpySQXp+z7CN1obzLEouEwWagvQC8ZXOoHz\nJSsHfjS9nprCWgxxCUjeTWOtE7z+wZaqlfu1whwjKeX9Q6fa0WahGy3oIJbg+086zV4yg4XRM9hr\n/WP2jbqpXjInPVHGSTDumlw2vLf0obelMF8jpmNtIbeZmh8I4UqRIEMw80w/X0j8fQTZe0+ulVYa\nV4vw+HxicpZgOlvRpI0ZF3rJlOxAErUKwayKH9nz/T5MSM/UXigy461TPIjRW4sYTzo9cP36BmTC\ne0PqR2QI3VqVl/RGtIHaTgR3IPtFeVjuCO2BX70Vnp5fWJ2wNaG1QB8ZL4bcwMWJK99oaFErbwXv\nDX3LGFOxdoE9BivWYBB6E1rr+FihQaoGZ6vGqRv01pWFJYNGJJ1esG6hrE1dxE1vCTVrP2ZUGOgL\no5SKjzM0feBJ6/TdDWJMplVLnL1ild3CeRvMAQ02MLTfMwqeivMKPrRdHRAD9BBQCt3orc7ZQLwy\nGHdFx/Ltr/+CvD6zbh+wvuLMESuZWi/QLKVD8Jbj9cQ0f4PYmVJe6ONIe36k+ytGeWBbf/QYQCsN\nRPdOVgxPJyFETyoZI0o9FizTbKg9UFJjniJuaIlQxgBrsBLp+YzobBPGyrojRXprRNfYkmfrl/22\n5HBxUtx2yszBsBbBlBPJq7Ni9l47KvEI+cJ0WBjuSFkvnE+PmDGYj0fq9ogJCzWtSkFGU5A5n1kO\nbxXjM7RISFcIXu+dIpaw72DX5zuMCT/7vP2jfyGUriTO3gtuMpxX5eoAOG8UcEUhBOXpHOaJnCsh\nCC8nZZHEAAmYTKeaCZGKwzPaHkHrJ0pWGQxj7KWciEMXd7UaBlpAq8ORilF8shk0u9GKZ6AMlV7P\nGLMwekIY+HjFyCe6X0jMBK8U1W4Cjycw1tFGJzro5ZliIovtPPUJ18+sWZARGd7RKiz7tfPSrhEy\n1se9R9B31LPFFL2B9HGDaQnjj/zm2wNPzy+MGACh1UFOz0i45mYOPF8aoPL2V9eW37Qruj1QRlOe\nzdCWafB6Ou10YpxpeFp6IfojrXdqV/LqPAkYGEzYybGuK8dFl+0hTNRasb5Rmy7Xc+m4dgEzq0IS\nC0FoDfKozP5AGQX8YJmPPD8/0qrlvFaC0bJgzqLYB84sDp5XJYiKE85VyBI4TALeE+KseGkbiNFS\nLp3DEaxxeqQVRyqDebYgmWCgFkf0kd7BRgutkGrBxonj1TfU9MhhOvBwf8e8XBOjJ0Q4zkHPmWnj\nnCvg6E4x7GbA7ZPluDRGNSzBcvizP2O9PGPCa3J6whqDmyZ89Lw8n/bAQlcL2RDsztcZWOLk6QRS\nPhNswMlKHhGPzsVNgTBP5MsJ7IGeVe3YakecR5h0btA2fbGYK0bX+KuhUthgWGavi+XX10GLjxZa\nFXLvTPEaO4oSmm2B4TleX3E+rxwOr9hSpvWqHZG6YcIVYrQTEa9f8XoJ+BhJ5wt+ntjOD4xemI8H\ncmmEaSHEK4w77iyvV0ipGJd4PjdimJASOIbCyymRhmDE0JqQRscOlSJZYzF0utlvEc3yq199g/OR\nnDROenN1oHbYLieaU190KYp8l7oSY+SShck6uolIPmOc8sRkDMQ5atoYdWWEG7zTBf7hcM16Sazr\nGecdlGfC4RvqtmJsp+QT3jv6UFr7cnjDVmAKG0ih5k7wneICpSS1gbZCHY0QJ9Ztw9tAsIpXDN5g\n2t9PQP6xrz/6F8L1UXPYvRvEBuYIaxYsahcrBGRYzCiUoW99Ac5rV8GIGwp9G8pxp1emWTiXyqBz\nDI7novPo0TohKhnQS2XUph84M4i2M8yBURPOqtkquMYlORgREYMZCRsWShXMMIgdKlYJM4LlGCqX\nnDDuhtYSVi5Y90rbyqUxTzMQWFNkcgXrJkq1CLrQnA+VVHXJLqPTRUc5xaCIbAK9npVS2iymX5gn\ng7GZbRNl4DQFZPnRGNMNzhnOedAb9LYiZuFlhWYjZmT86Gw20Eol2rrLUdTehVvxptJFOf+CIUQH\nPWuOmiPH2XJeIcyv6bVCKzw9rSxzoInijSt6murN4l3VUqHRBq1QCV6FIdIGpjSe81cGWoxiGJrR\nBm8uHSceA2zjDS4USkqk8ZZWzxyOV9SRkXbGy4ZEjff25ji+CqScsN6ydsOoui+xwSpiGqcHk1E0\nGbJecFNkXq5puw4Rcw1WOF69Jq2Pu/qyM6hAJnjP8yXDgJJ0KXx6fkFkxtkV6yptHAi2EqcbAE7D\nE6MQ/MzpnLh+9RpvM5dNKElx7M5nRjG4YHZsygkboi68R8PJwIQrvGRaPbOezrqArM8MIkMaLiy7\nK0Tb2bmJ8pa6wiHztsHIGoEeyshaXMMY4SQWsQEjhcNQnWjZXpjtghzfMlqlNMGFhW27UErjeH1g\njJneBrUb5uNrrB3YsTHEquDp7bdYcVzNE2u6ICJcvfkGxqDVoWRaGURfWTsgB65vHKeXe6pceD43\nSh0YIztPCMiWcDjAKPigJr6c895dEHq3BGm8/uUCvXF/n3G2c3WcKa1iXGQ7nxijYmIkp8aVd2x5\nBY60MUAqrSjbKid1aos9UPrGKI0QoyJB0j1+pxzH5TU1X6glczgqpmO0DD2TiyfnB1pXtWhcbmiS\ndFfkZ7wpZPGUbJnFcNrWnfMmpC5IL1QC0Vdy/vmR0R/9DoGuwnOdQzZqs4QQOEwLg4ClMrtOLkoG\nNCjfaFoOxGCUo9Kt8vV3Kfa6Dpo4nI28FEPOKmEJIWgiAKUsGj/TRd+yhqJzVDsQ4xmjUZrDMLDm\ngvcZG8AZyzKrJ7WL+fs43jhT2sDIrrG0FRdmJpd1SWhhzZFWB24KhBD0JgEEf8HKRmkdI/q2H90o\nBdNbRS6YQs1K9zRhhnZhiGOTV1zqwlYMXjp1TAxRDhTljDSFvg0aN4cJ1xNuJG4/3zHGoNlIBBbX\nqbXhRuZqsSyzPsTFBhDDMJ5uZlpV/28fky56M5QhbKnRR8HvZZyGo9TBljQe5wyEaHXp7BdOa8X7\nvqOpVR3Ya2G4zlYbvVeWoyHMTtWFTefQLa+In2k7iM97q2OLODF6pQyHkYC4mVyEl7xwznr7Sm3m\nXHWfNB+uEHdku6h7GNDFfG28nG7pxjBKppUT3lV8v9BK4nxa1bAWFrr9FkSLiMv1ayqW4BWF4E2j\nFmFZDCFu3D8PzmlGPPzL95/Jm5763lxfYV3k/v6OaDt9FBgO4w25ZZ1RdxTcVwSh4L3V3YOosMbY\nRl8fsbKPkvqg9TPOLyp2MoaaL2w5sdVB7ZaBcpDoupuJvmL8QsWQq6WXjZfs1cth9t+P1XKYDJiv\nf4WfF/zhhq0JwQjBXfCmME2BVHSW773HWyFtz1gDh8Nb5vgGG24weMIUGVjC/Ibl+JacG266QcRw\nfTTk9ZGvn35P2VaEznxYaNWQk5YlrZv077BVnHP4xalz2C6saXB6OsEwOED64NMPH3h1Ba+vZlzw\nalVk0K2nNs/lvGFkIkwHxdX7GcygDU+6PHE9e6LzeOe0sIffAZkdUxPTpIDCcrlDiITlhuX4J3ir\nTWjrHevlRM4bDS3XWdeJXojR00WR9M40xEwYKucfnSY+0mzm4FU5LK1DX3FWhVG5D8a/7juEPoxi\nhJvW111oMKC2ijAYY+b5fFG3a2rE2bNtWdERQxfRxik5dEsn5jjhpsDB6uzc0AhBxz1lW5kOjlz2\n1I+1LKEpoM5HDs6z5gvdTJjd1rZMMzVfVEZToPfKNCtnRqy6eYc4aovU4REz6DSMCdoz8GBplJGZ\nw4F1eHoTUhsYb5iM/Xu89Kg4lMQp1qvHtnXMrCCv+WCobUKapZkJKxYZYHjBj45zwjxWWhMOk2cb\nusCSXLDGUweISVgKtSnauA1HNZ2UhXl+QxoJUxN9KN5jTUkVijSoqicd1ulizFkoG8EO6uUE8TUl\npz0yaLAhMFridClcuSvUXGFYLwkZhrQpqiAYw+l0QkRHeoufqTVzvmx4FGcszkK+4K+u6aWC85zX\nynJ1pDxpGa3mgZ+PCBvn7MFMRKuWsdIyLl4rW6gNennG2QjRMFqCBHUIw07MYcaMhnjPYNDbxsM5\n4X2nlsKZgBNDTSfe3wfeToHH02DdCiKRwxTJ9YXZFVpzmB6ovoD1nE8FIZK6o1wqZdtwYeKwvCYu\nlrFtWDuYeqUsGh31RpiWyOPjiSAqbJ+DI5dKN54+ImKELa04r9YzcmcdL/gwY4ah7BiFgkfqBdxE\nb5mOZRbtdYRlt/cB1R+5joFUKz5M5C6ktDJfvabLoDfFUo9W6MZjQ2eUKwbPSgLOiVoday2YodFu\ne/gltWbEGo6vf6GN5RGw1/NP6BbjZ9LpCRMipjyQXr4gLuCD9im+3P6AOHh9M/P49KDQxuExAwYO\nbzpmnrAm4d3MaJ5cC14GrVX+rX/jFZMTPt4+kVLCmEpdE3l4grWYKeKMx0rBi2cgpG3Fi6M6y1az\nLu6j15tAAxmOKg0/v4HR9pGfJ4tVUrFXDIVplbo1srMcg6cRoSZabXQ/UfOKtROjdaoJ2Pyilr3e\nyXXQy6qHqzgxmrBuL4qVLw43ixJdTf7Z5+0f/Q3heAz7Em23l9VBtMK5iDpJe+HVzYwdME+G6ITJ\ngJhBsIkpKCxLZHDlI46O88JaqsY/48TidFx0PDrV0tm+Z8MNfVhijNRcSLsjdeQTNZ8ZrbJtG7hZ\n58FYpStuQ9G3u4PbDr2dWFHNZNijgW9uJrqxvLo5Eu2COGGSzLdXBm9Uq9jamZLHLgH3e2piUo9x\nT3Q7SFsjF8fzy0prDT9e9Od7Ay5IF6q5YcuDKUZMiFy4IjhdFIsN1AapCF0ceUT+zd8RcG2FAAAg\nAElEQVS8JjqPGQNjZ+yoOC7MZqOZQIwRoTFNHu89xk6EWbEVjEiYjph6UhwxgyaG7bKS69gF75W6\nZn0hR/399ZFo+azFw1F4/eZAOz9jfSCEzuQrxkZqPmPjEYNQUaTEtlZlvxRHLkJPCjd7OZ+YpoXZ\nW8I8UdtGN4Iz+79bBvSKyJEYLNjOqCcQs/cgNCo7HVTD6e3AmongBRmJsj2RV1WstnzGjjOnp5Xz\n82dGfsbyxFoh5RM/mvpSPlFyIyfPZYXaFMGS1gs+Br55+5rePDkJ02EhuqaBgn1ReVzGfmp3uj+q\nmcvLC9FkwjLz7Zsr1YFKx3R9YevNNkIrzHPEe0uIi/K/pDCFiDGOJRrcPOvN3O5Av9o5LEfymhkV\ngrUc5kATrwa7suGGU6nUesY5XVym0tjOG6NsrEndCDYsytnBUrIiWuLsaCNCXhGrBFljA5oDTWCc\nEkONx6LGstFPrOvuvRidp8d70ulCMEJaN55eVqUKS9UYtxWs6ZSiB51hvSb5jC7Pg/f8+Z8YDpPT\nJN6o+2FKb9xxUoGQ6UMjuLWRhlDbhriD7gF9QMxBT/LNUGtmWSbaOOHEcfP6FaOeqWXDxwPTFKjl\nQj6vvDx/peZB6w5rIqNFStMUX20bOSmSx7QzMaiRT2RQh8GI+pq7dEQOWi6UzuQXDDs1Ng8u5ydq\n6T/7vP2jvyE8Pa0qFTcqSpduWLdCFMF6T6fr2MEYxqhsWyJMWkqDwDCWKTpKFcLidk8u0B1inRIO\nncFaoTbB+q6LnLExCMTJMMoTfn9gSz1jncE6BzYwekZ8Y7LaZnRBxzmjdcYuuLfe4Dv0tqnop3fc\nEC5bojfDORV6Vy5QrZ2nDcQd8L0hPuJ3QmHu+vZnDIZUTaEYQawgUpnnGWmN5g1RHOI7o1l69ETT\n2fqB583ioypDT6vKNjyGZgc1X4hBKFXo4RWt7x9Qe8FPV1TpeGAeJ3I5slaY5gUrZ9oYRLNRJQKV\nMbwC6AR6PTNcYAwITpMs1EZYAtYfKFul1jOjqkwmX54RE7mcM3aJCAW7G/J6T7jjDf3yhEilbFqc\na63jhlGzlOnYcKBtK05gSGcrnjEuRKvzW7GGnhPiwVCpteByIowMwWMM5MsLU6y0bmkcqTXhTFXH\nBRumVQwzdT1zfO0g6b/byqr7F5doW+IkE60JIThaLay5IeKIrtFpRD9BB7dkttwJVnQ0EhzBTLw9\nZn79y5lL6tx/rVy6B+ksU2dtRhemA4QZpLFeKlOM1C0x+0VbtDSGHRhrKHnjcDiwbk0Xl0VprqPr\n6dWKsARLKhkfIq1kUu84I2Aa3sPosJUfP4+O2s7a7BfP+vSECTMtV3U87zFMYzotj53zYzhMFnCk\n85kRMk/3ll/++tfUWmnbSanCY+Bcw1hPCI71fKKWwjzPnJvgXceFThyN1hIlFcQ0WhZivMLaAe2F\nRsB5g5v2ZFwFY1esWMLQaPM0v/DmKvLl/oyzB1x4po4Jhkp7RtOyaM0bpSZCeEWrSQ9//ojUC8M6\nRAK2J4y/JqeVEK4JYeHl6x9ow+D8wuVyxphBjAutd6QJZXSQjkikCRgiyiCu6rAOntGVeNDLBReP\nUDeGjQq/M4YmF1KbsKOT8Vhn9dBKwojuUH/u64/+hTDQP0Bjgm73rScYi5hOrYVpDlwSRJuoLSLW\nYYfiC0AlKsFaXOyUbQCVESMNx+yhNY8PA4ZQe6U1yxQMzdxAPTGGtp5jaNTatc6PU4UgHT8GPXck\nGnwc5KLL4DkKfTRKtbBjen/xJvJ80sz6ISys1WLNmZo62ImemkYee913IZUgWaOUkyeMju2ZURqM\nM5PXuNuYIq04XcrZsi+fVhYjrM0ixiEmISMzTwtwoXadj9I9bhJc1ybv4hOXEfn9Hz7xy1+8QeEG\nFuPUGbHJkW4DpVu+eRW5NAd90RdcC6oSlUErKvLoQMbRhvlpsWdtgfBKF+O9c7w2nC+CNEsZHXE3\n9HGm1qwt49pZzxveKQ6gsSFNuwh+ntXti8FOVxor7h3yE8FHEEcXT5RCadrXsMYhFI5Lxx5fc3o4\nMU0TOd9jRXAj7/PfRh9H7PQKuuCip2bdE7lwoJV7jlbwh0pr91z2PHtO6sWo1VNzpJsGBQ5XbW/O\n6wP8ZTsRw0xngNHPYrCd54fP/PlvfkMZYMqJx1PjVM6krXJcPJMzuNa4DM88b1SuGDXx5tWBx+eV\nMRbsOLOYH/0dujsIgPUTlz1pMwX0xB2tNnuH2sXE7lY638mtMx8Cl1QUgYBoHLegutNthRHobNhw\nQzcDwwA6JsD1zVtOj1/173EoCtu4gbSVPpwu2IyHEWjD8OHvfsfx+kpvu3nFhYgVePvtLyhVkRzW\neL5+/YKxkcAFE+J+6xdG70Q7U22i1o3WLDZcQ2uKbGlg3EKvF95eG5YJyjhgJXO+BG6f3vP27S9x\nQC7XuDIw0dKL4/R0USufiYTpBkNn2LGj72dK1XFMKo0Yj6ScMSbTs3Z/elX8TdrOmLFi7RVldB0x\nhQnTM2JvcCOzrRviDKV0jocZ+kYbhZaqeuXNzJbO9AGuJ0q3zM5jpZHbpj0PcbCuYOxO/AXkX/OR\n0eiBGPT62FpDgFYLpSlG4vm07upKsycFKsMKJVVKKURvFR/dPLgJQtT5/hhsl1WpmM2TquCt2+fb\ng2iLFoNQ8F0Vq67frjN/MYNRE8art7eiN4NoAsF4ZaqPoq3cIUgrrKtwKSrQPreOtY3OFcHDm8N+\ne+mF0R3YwdVUOUzCtzdC206M7aJiDduYQgSZUJVn2DlKlSYexJHHxGBhmnTWn6rBe+WqGAK9AUO9\nvb1u1BEw4cDpnPHi6MYxTQtTdFqmw+O8pm6cU4HMWiZGS4gVigzlt/yf1L1LkyxXll639nm6e0Q+\n7gVQ1dXNVhWrSbZEmTSQmf7/TEMNZUajxEexu54Abt7MCHc/z63BDtYQGkg0g2IIgwGJi0j3c/b+\nvrXayVQTxvR+UqfiNJBCQ8fOlI6Pz8zjTj1+5Hz/PcdembNZU5ZOiANxmd7uAMxR2Z4Xlm1le7ri\nvZ365YFrPlsjpAXGQa2N7M3M1ZuB48JDimTNVhvfOYlo2HDHjyidWX/gEjrL4/CxhcbLS+SaOtnf\ncNOcz/6B1OjtcWJu/4lydPZ7QdQz+8GaI2Mo9TwgKFsebE+JWoMROYN1Ixyr+TgQw2/HwctaOLrj\nHM3GADnx+VmYbdoBo+6UAUeP1PPOWUzuMufk/aaG265v9v9FOzkaunoOT04b+74bZVbtdjokmXwq\nr1yXQNoujGGsnKM742vJAB8elN7Mvdj+rrbJIJitTxNuNlzvJoafHTSwv/8Aj3LkOO1m5kXZtquN\nWJk4b9SBcd5o5+DrD98jU9HRGGdlNvjTH/5I2Q+UhdZuPD1dWHIkxIVaGyE4Ltkgex0hOjPCjSn0\n+k4IEFLG+Qyz8zffPPFyFbakXFLHycGWGrVaIa4P5Tyh0zmPytRs2svR7cVGs5ur2GGv9xt5W3Gz\nEmKiHR94iiFRJFi7eQrRP8qz6hEt6NHxLuEUe4Zoo1Zh+ITzybAaoz8QIZFm+DYLA2ANde8SwQ+L\no0/jFh3lTtCDMU9m77ghNLXx8E99fvYvBGbjPCG7SUoBp5MumU9PidYj8aEtSb4jJM5qTWAfrcTj\nHhHGkKJlo8cEPcmLY7ssBGfjqG11hLiSXUUJ1DKwAOtDwtEGznnWbK6CEBxpMXzxmje2FMg5kvPA\nxY4L5kZ9uUYG5hn4cnRQzxIU10/wieAn23blfa/8+u+f6Q5rzfad2oVzKF9ukZQc103o9QsSVtQH\nlkvEJ2ufBjFPr5MJItboDB78M94pIS6kOAjrC8MNgpv4mHC+UfTJRmbtwC9PtF751//iG2KAEOwF\nE6Lg40KcB0FOlhho7YOYLLMfQqCPk2Vb8WFSj078q9nLI34hb0+4Oc1tnaKNA3xEB+RsaN8lRnQU\nm8dizWT1kd7NS3G/35nDs64XelOcn0TJ9Hqw339EKLTR8G4iJAJ3ZrszeTidddo+qBTOE/YaWRJE\nb/8NUEipMuIrfSwUeaLM1wfC2A4ds934dGlsYSf6hAue3k7aaIwuOG3kaN5rGRVtleAKv/zuyi9e\nVn55afzbX7/wt98Jv3i5EH1/pE+ufBTht3//C/Z74/39hoxGHcZWUll4vydk3kmhsqaM9xd7WUni\nrI37rTGXz9yOk+nMUvbpU+Z6dTjpLCniaaT0akk3F1C/EJfAxwn7KcT1OyQuPF0vyBjcZ0Sw/1+t\nNUvJdMN2L07xQQi+syRLvTEKwcGsB6UUvOuUCio7s3zwdI2AQ1wFNx62Os96cST/8KeXuxnVXEPn\niXjHcX/j/PqHx85pIqNSx8RN+7msS5QQl5F0IW9Xc3GHF5a4EPgg+sIvv4l8vu7oMETLqIPoA5c1\n8a/+1a/5OKCf5WHS82g9uH/5YvDF9ITOk6DK6BCi4FArpe036nTmcac9WsHOEmmzsr68mBs5LuZ8\nkMx2yfT5gNCFFecx+50DYbDFypIvhGS0g81H4pIfmlBHkEAZj9FaNJTGbBPnnxiaUQzr3kXx6in1\n/+cjo5gXY4YEKMeJB7Y8+LiDk0abnqSe2pXWP4zh0gOtF3KO3JtncZ3aOs55ogsojv5YAi9RudeB\nc1C008eCyrS9Qp8055lNMahDpJZulEExsNcQh6NTS2GqR2Oi1El2HXWRj30gJHMNPK7Tbx93lryx\nzK80rtRecE74j//5e3KKzO7xOHJw3PaTIYZ4PgfgVp5y42zCqI7gFLKxadoI+BhwoyPTwTwRX4gx\nW9W9bX81irXZceEFFWc2qijQJi6v5oYIDxFHcLjhCCjOQ5srMQW+fnkD6dTTlKNVM15O6CdOnllf\nI70lqG+MOiwhETZ7wHeLckrcKK0Q1UxYMNlLx6lDpRK3zOgN7dBHIaYr3q+UXjl7px+T7SpMjJWT\nl8CUBa0Htdp4RsS4U8ELwVnc9X7/yudvXpj9pNXJmEpMVyQdrP6gsVk8V9eHzaPjwyRw4kK2MWz/\nC70rH/udnJRlvTKOAVEfN55pTmBZmGKwuPePN9Yt8HEffJSTp03otbOEyK1VSmlsORC88G9+88xU\nTzsPfnhXGI7BSXCF/b6ybp570cft1X6m4CYSrFshy98SHn7ss690gVLfESfo3FivGX9O9rMwqnuM\n7i7UYo3+asBSigraxcaks4OzA0gOdoqWCSAIC0e1cdN0ATcbacn0dlJrJTmLHIecKOeO85Ft2yhn\nZ4iNFX1pJrMC7IY3Lb7pBDfVbuIzW6R6JkY/EHE2ookrQwS6GrsH5Xj/kXW70o4bv7wc1ClcnwLe\n3a1/oZ3gC9Mp0ZmVrpSDWietJ0QKZ9lxkohZQQaBkxETKXlr68/E1BujTTtQEfHbRj+VFBwqK5+v\ng7PcKLtS50EtNm4+jknrgoTA1M5+O8mXZ5iFqpNrWphkzvNgthsxGl15tspAHgwq8OEghgfIMXgI\nyjwro50PyVEiZbVuzf+DnuZnf0PofXIcB6MbJGxZ7MrUpzLxeNc5z0obg+A3O8mIZYaHClJPepk4\nBU9AJXLWZmWj6TirkkLgPExKHfxCVJjDQ3B4nxFvRM4+bXRiv6jA8ERRInDUFfWZ4xQiBgabKNPb\nF++aBj4IbTbW5WIn9PRsSkddH65gQG2xvWyZMQviA69bf2hCHc6d3I5pL5/R6DjEWcpA6QSqPWx9\nJ+aJC5thoZthN2bfiaJG7JwnS1bCYt7fZbUZZMwL//TPf7BbSJxcVkdKBucTNe3j5Wpcm22NdPxD\nmp6YuqB6p97eaPuPDDcZ5c6YiXLY4tFrMxLr6AQG9EK5fU8/v+DFUCA6TkarpqicA58XgxT2kzEb\nbkBc3cO37Aje4cSwIKKO6+t3CJP4OMGJOo5my7lticx60Cd470hxBSec9Znuv+NoNgZMAXq9EVzn\nskZTt4riKWw5c1kGn1+/ZV0vxAQ5dVL0RGe+3RSfaOI5zsmXt0kj0VVAPDk6yt6oU5AElxz47vNK\nToEfvrzZbaTdKKMwh2HGgwewkt73b5XWBud5chyFPib7zYpYvdieqjbPlCsfH4P3j8HQBe+/IW7P\n3HY117Ba9PE4G29f7ry/36jnTp8bZw24+IwTIbpGb4bMCBLQGVG8SWMQnG8474mqrH6gmvFuWO9k\nKLUrMXjcnKzZKKJ2I/2Mj5nVK0hD/MkQYQnmyR4kQ7bXxigVPwvv9/64MVlZ9XK5PKyFpyXDfEe0\nmWeBD375KdKdY1nTg49k0e37Wbjv0AdoWOhT+c//9CPOJdblwRsbk6k2dx9tGM1UT1o/6LWh48A5\nu+HmtKHeQ284r/iYiKHiYqb3ydmKhS3EWXBDA0izcWC1cMMot0dPyayMx36j907vgX4elDYYTLxM\nlmC7Gi9X6xhQkekI4szPLpkUF8PsT09YLpbe+onPz/6FMMbDlTzNBtaaZ2/lwXKftAHiHHN4095N\nJfhGjsLozixM3v/1hNO7FVTyuuDmHXXeHmJOAGvZSnwyVDQLOkwwjlzwYUV8YA4rp+GUIs+cIyJB\nYAjRd5DNUABiOsrlkpH4wnVdHmMJT0gb7VGwmsMWy9MZFXGRw5bmj/FS6dHmvEnt4RMjad0IwRGn\nZ8sJ52CNjhgcDEsljWoy9OQ7mh3r6nFho08bhcW8kJPhEq4pGhU1OXI28J3TSseR0mKNcALeC7Xd\nmJLMz6sDHwMSBk4rIvYCcF5IyxWtE59e8O4kSKf2D7yPFnfVgUsXfDB+veLofbL4RnTQayVwJ0TM\nvjUmpR44P1A3ERep1eOXxboqWrlXYcmKnF94uiTWbSHGaKd1nbRy4FMirlfTVwaT25yHIm7wsQ+c\nt8Vxqx/EGDnv33PfoZ0fuPGOd8JeAyEstA6iJm2KwUY0Lq1kbxa60QrL5YKTQd3fOe+NdUmkKOTk\nuC6e3ie9vNHOd3vpDfj4+KD2wWyey6I4bSCBy/ZKCmbZS9kj3pSc4zFSK33Yd1TtgVLOG7cD2pio\nh1ortU98uDJZubeVoh5xG7Wb4vI4EqPfqKfpWGsbtF6IyQGD+bgdO8R+hnbHK/RW2WvjfgqtH+z7\nzuwDDwQRkrsTpNr3r9sp3tW/MMbgLB/QPSk/M2ZlDCvEWR9kQjCrGyHj5UophXrabWWMDzwHebWd\nmncRZeMsN16eEq/PypoX7qWb0awLWu+GoSjv4AP32zuzN6ZOYrDd5RITadlwkkAU5z3OXYhhI0Uz\nMTKsDDtqYbqIjopz8LQmEko5D358uxnuJlipDFXaUFBbNNd6ohRD7o/5GNMqrY2/6mbnhO69wSDV\n9gat2LNsug7TDmtDAm0Ooxf7CVFIyV5q//VF+FOfn/0LIYQEzlGbp81OHR11K7NWi4l6IQqsOf5V\nbPP13SBPin/IWSoOW8z0Ue2E04U6jJEUo+P50hkMardcjADpcY20nUFAQkZEIazkNdGnmpxekkUZ\nxXDBMEhxI+JY1oB2B9r5OCo5GEOpj4rOxuIrQ42AmUMkx0BpkeA81zTJ0bSEOqpJdBSCFtxsDAYu\ne6QXglRertH8CG5Fxv6I1RZavTGPnWM/yQ9io0xB+43jrBzNgHdZCmjjPD74zd+9Ehfz/dJProv1\nNpyHl+dv2NZIXC4s+cqS7MYRw4KosiRnV9P2hl8Co95sITY9cwbqiLRSUZdxvdP2k6Hgo/Ubbmcy\niVCInEdgqKfWhg/gvOfTRUhqmsI2hPNWaXUgaeNvXzvbJePiZJC5vXeQCAR8eiLkhMdekuv2jPcB\nSZVPn692igoBISI6mC5RR2HbrngOpvNc18p1dRxl2AmawtkmZSilTvwo+NEYQzjOxhom8/iRZY0E\nf2GMwY/vg697QMNKyvZw17Dg4hPfvmT+53/8jjkd31wd4Gmj02fjEu/gDghX0vaCE//wTw/Os1gi\nbzTuty/Exy7m6bIQvI1EjwJThDodX76+UVsBqYxSuZWD3iOTSO1fmc1+/1orpr2cjxuimI1rCvgg\nlArDP1kTtjZkKqOfxOBIPjO14H3A+2JkAddhFs7zzSKU50kOGcGhOk3vGhIpWxoLjcSY0DoJPhkR\neHwlSKBPYbKgaockUcccd1preDn4/DLZwo1y7tRzR8ZubfraqOOCH5VzLtzuxdq/+ZXf/ne/xHlD\nwLc5qLUbIrs3vCo6PlAC9EL0jjo6MoXaK8zOes1sSXGSuZcP+nAwIMaMzMGyLLx88y2eaLrPbh2j\n8egc7GNwVgtmmK3CP56BFoxIKRGWlamNjtDnname6AdIgm4E2xhOvMtsySM+48TGUsFvP/28/W/5\nMP//4jPqjvqN2cERkBhJriASuSbHcU6IRnqUrjggX4z9fdkivXuiD7aoUextPqvhh0VQhPv+xhoM\nPb3lQCcQwkSl47UjHkY5cQ9/cfLKmJ2cNpCGTuXpshFCoJ7PuGjSkMqkl2G5aBWyt8TP9bICAw0v\nNt5wJz4FcrVM8+fXRB2DUSfqMmta6PU0CXdeqMFOaGnb0NHABZKrJGB5fTHtXnoBsXGaA3LOpLjS\n+s7QQOsYBGwam16k4VJA3OQukWX9xJiVOewXeczAnEpKynkWMsrsJo4RhOECMSlOd0oXtE0rIvlO\nzIHzdgf/zJahdjU0h/N0VcL6hHcd75TySHIJgT6bpbj6xIfAIOKkcr9HFIdIQ5wjhkSnk73jx3dP\n3jwxZtpc6K6wuE7wCRdX7vsbOYO6K2X/gUlkWTbLas8PcBeUg16qHQRwj3/vyXfbTpOFMAbBN46j\nMzVwFOhT6MURL7A9BeTeSWMS45UuSm0dorJ64fl5RfvBmhw5C6VPvn3OfP3hxtevk3/594bP3tuk\njMYSE947cJ4UlbeiTD3pzQxwadl4SUI93nE+kbwJ3MVnaldqb6CVvLzgnFgyyHVqUXRGpjT8mKie\nTLcS02C0bsiNNTJVGTOBJGap1EVJKTOGkBdbAO9zRQRcdHgJ5GVjzk69fcG5QLxEghOO0xG8HXLu\n5c4SIuX4anFqP/D+mTkOhntGfUfqbomuZA/QcvyFtL5SPj5wMuhl0vSgxYC2r7j8ius3RuvcprCI\ndS76BJHI249faWOQxDPmYrfUCbjA7//5T6R1gWHYkLOcFjUH8ImO/ewSGtqUnCI1F7w0sgt0Lchc\nOB+ImUkkBc+9NGpRkoM5Bl+/vBHzwnQLKUxq85ytWBBBB7MbU6opuFkNpCcO+uTY7xAS9SiE5Il5\ng1noTLvdbC9mBpSHWW0uQEFcgr4j+acf+T/7G8KUjBAID8DZ7HebCYuACiFlek30JrjZmL3RmxJc\npJQCTMA9JC5GGq2lcS/9kXJxiGx07Yg3dpHQWUMAVfKWSQ8sNbMTg9gIyUXwC304JFzYz4KMTlyE\n2Qe922JxW2x0RBtoP6jdWREl2qkjeMM01HOAN+YJEpgjoER0DFuo5pXkldo+rKHcDhMEyWMmm2zG\n/v2Xd7aUKf3Gt+vJL66Fb1bl+ZpYkpIXT46elwssvpG2SArjgewelO5JIfPv/q//ZG3Xx0MlRQdU\n+lHJwYp009liPgePDIuMpuXK0xrxUlnWRIgL4gbh6TOXpZCTZ02Dy+szKRlzPoc7nkLtjfEQ0M9R\nYBgZUp3gFUa9k/NCJyIxmWdCw4MRpbTjzvb8DCw0eWGMwRqDMXHcjd6+8s1LYslW8PEu471nTiUE\nhzh7iM2unEdFZ0AEaAfPrxGAFCdp9ebUCJ6chCUH1lDIsVJ35djfCXFhzkjvN97fvhAdlhjqym/+\nxvNymcQl8/auyBTu74WQHFMd/9v//l/4/q3zw9fB1EhxFwaRFAL72fl8gfjwEMToGQNUD/p0CJP7\neaeUxn1vHHthTqh1cNbKUdW4YG6h18LsFZ1GArB+fuXYvzK1Gc6lB0afhmDwnvTyC1xYHg4MU0+O\nmYz3JA7nF562C9saWNKFp5dPvHzziTVMcyNPG9vEdCXlzJiCaLcI8PKJox4mtb//hVEOYuwIJ0zF\nSUO7Z+4385LIis5HunA/kPRixat+4Fylj8pH8XzcTyYHr88mw4n5maM0tmy3HnXKud9IKfG73/0O\n9ZNSBmgg52yGe50EP2n9ABwhp0cU1Ii/qg4ZmexgWRZu+wd9ZIY4ukYYnd6H4amjMPqJ9INaKzor\nQRznfqJqf09rBzImdXT23unnwfSKE3tBiwjIZKr9efbaDYdxvjPqB2M6ujaEac+iUZBkRICf+vzs\nbwhCYNaJ37y5WPMTc56PIs9AxBHWgPSJamLxE9WJOMWq3sablKGkfKUNZdlW0hTWqNRpbUfciuq0\n2X5r1HGAc7Q+EL/ggwMVpnpqnwbDUoNKSd9JcaX0gu+WC3frE61ZljwEISRPLbYwFrfgvYDvOBVO\nraxpZYuVodYcnWIPLAmKZ7AGy72fpdElMSfEtBFGYYzCkiKtKs+bpTyek6OIZ0ZPiErSSW07KWSG\nDnw0h6+MwnTmmb6dA9VKiJkw7/T9iY4w8ZzF4eeku0BvE+860Qn1/KCTiWHQ54boxOeFdSouXggU\n7m2hnIWhntUVGgvHGZHZEG9E2TY9MUVmDfgstCZM7Uxni8o2IHorJ+IqQxcyoMnh+uCyOvYG9Txw\neJgD1QBa6C4T3IUlPBarAs4P1i1z7F/RkZizkRYP+6Q049cf+xvXl2eWVVlc5XINvFdvaAPniHkx\nzSgNdYPLc+a4FUQy66YE79kP4ZtvL7x9ufHt5yv/w7+5MBSu1ci9ngXmwfdvHgZIfuH9vPMyNlq/\nMTr4dkcJDDpPl5XSYMkbdVQQoRxfWC+vyLijVMBRa2POZjeAqTgfDcHshft7txGbOJxrjKqEbKRU\nHY4UL7azawMdd3KIBA/1PMl5mHecSesO55UQHX1YHHV0QQRaKcxeWNaNv3ltnO1K2b/gQ6Zpx+Qh\nEfGC95OBMsoXckzU4yQsL4z+wZgRFxK9HDhMdxnyAu2GjMAxGjEHZERSviDjjowPWHoAACAASURB\nVPefQZU0dkqz3+EcO08b5Bj5OO54cXQil81xnjtTJoHGxDNbJyxX2scbymqHr/DMGJXgL8zzpHtv\nZdJZmDSCJgYdHwJf3na8H7RielmnO85lznpY3HqaB3Cq4sOVXu6AENNC8OuDdaRMtRfFxKHSCC4w\ncHaQDAutN2CiXUAHTYu1sCUi/R0h0PphY7v0hADe/TS64md/Q+ijsKyeWs+HIKICgRifHkz4ziwN\n8AZ7k0gIDv+4RYgHXMKFCyJCShknGZHJWe6omuHJTWsi9/5u6kW/MDVx3HeqNuZDQQfdZDyPh7Cg\nLCkjuiOScTGQ0wXnYNk2enuIzFVYN0cchkJ2zuF6Zw5H8gtjNOY0LWabEDCXrZeT8PDblqGoBDt9\nLQkvDbds5DU/TFzC9bpxSYWXbZD85JIrMTriozsBDolC7ceDhwJopbWKjtMWlvUv/OZvvyHnaC8d\nVVwfhBRhHjhp+GxuY+8zLAvDL7R6p6oVAnurRDkZ/kKrJ4lJjoE2E9NnZv/ABYjOyvkpOmoH7/pf\nF4rBKa5XpnbkIYUXHjhwUWr9EZmNlE/OHplzQb2pBGPwrIuDkI0V7zN9ZmJsj78WUB8eqYvJ+vSJ\n6ISpJ3m9EHPi+dmx5c6nb5SX6+T9nMxxZ8sd1yejCzlnlgiXy4W4CE9PF/Jm2e+pFa+NVpVvP19Z\nUmG0yl/+ZHHPUg60fOXr10ibKzV+4nZv/PKbb7jf70hLf30Aixvc3+/czs6YlbM21jXRquKCIZzz\nJdGHUIvi84LIxW48apTWPpx9n0s3p68T2qPkNGYyoZJaD0dZUBLC02M/JhzHAb3iJFG7I3hL7IRo\nXCuHZ9s20A+S24lx5dOyc54Tz8HZrNOTJdMpCBMJk9Yn2hUfVtDOen3FUSwp2E56qcTV02XAmJRj\np1Tl7NYIH0Nw0pG52xPN24vJSyD7gXeD522hNCPB+uQZMnHuxMvg+rSS08pRKt+9Xmndcf+4IUHo\nrdIl2eHFJSvQqXLWSu3DnCdupSmId4x2cn3KlDPik8XUkzc7YoqO2TpOG+Ls92S2GylEJoCHOk/m\nKEw/UALbdrWO0ZIJfjXuVvBMjL6rrVt7OiwmAxr62JVa/6lNw7XL6Oi0MexPfX72NwQngenSo3jl\n8csF4bQZ6fCkbB7T3jvRGy7Ap4U6JltKDAbJBfZ+okPJOYIWcoKpnxERWqmEHJEZoB8sWen9IMWF\n7dM3/J///t8T08Zvf/0te1FmcAQmo34go3JMR942tKuhfv1AZ6c2+/n8PGi6ouKIaWU6QzkzV/An\nopmhsNdOCsaDQQYuBJa4MYagGLfIP8pGaGfdXtB+mJsh24zUboQeHz3aYF3sJlC94HlCZyEHxzlt\nXumDQvcsaRCC/TJftiu9V+ISGe3gjhDDIAQlSKRUwWnn6Wpxuvf7nTGE15eM0jj2js/P3HpAnM3A\nxUdbIEbHFu70lFAf2Heo1a7fOYK6gTzioN5fITSO28Hlapa7OW1uHkUheGat3JowqazrShJ7wDgn\n6Bj4h1LS9UqvjZkutPHBsn3iKAejH/iY4PyKj1di8tR2WIpnySiF121DZqWcH1yfX8D5B6yw0mfi\nH3/7xBYK//yWYE5qndzuJqGvIRDkBAn85leZEJVPnxrnPYJ33EekOkuSeOGRTjOgooiy75Z46r0y\nFGpJ9H7HyYWPjw+jmVajjAqerontapBD4kRGtHSKRoKqzbedjScmhkyOaaWPQYoR5FEYlEfZyVVG\nV/aPG8sC91NJuZJDp3fbp1nOdRKWFW1vhEvgbCc5Vn742vjmCc7pyNHRRqG7xKye6ITjaHj3iBSP\nwBiV8Sh6jaaID6QYKUV5UKeop+2Lqg57PjRTvZaZWJPDjZO0BVIUtmjUgMt6odQb71XZbxDyE/vd\nbnc4z3mc1nlCUAUvpgRVmcjwTCegnT6s95JTYHR7OTDmQ+I1+FoiPjbCMvES+DjvzDqJa8T7C3DH\n++URSLihCtOb6c5NBTF3djw76ekzZz0Y00MX6qiI2Pi79UqKG2M2glOmKnVMMw06i8LjN3rbTTkq\nkaHNnnE/9bz9b/1A/3/7GeqYdae1TquC6IBpWFnnlV47a0p8+2QIaHEGiErO0Y1gRQeeLpG82FhI\nZBDmJFKorRGXbA3TcSetG6MOZnO24/eDv/+Hf+BXf/cL/t3/8R8BkGGWKYkL5qk6GPUOzqT0tYK4\nhSUNvB+IrA/gVqHMhlPAeUidwYqIkMMkpitTTBzuw0L0UEdCvSPGC/hISBmRK+IXPt7fkeBZszl6\ng1RkeqLzdLXoaEOQGHAeSyARUBe5rKYwdA+ch/OJpxUuOfH1Y/AffvfGaDvPz1fWLdPF2z9D4PUq\nXBYhz4Mkg6fVscTAeZ60Ctu2Mr31InpTNC004PUp0dTxcV4pI1G7WIPaDbbFbjD1dme0wqyFs9zs\nz+YSGao4hVkaglo2uxx0piEiZkX6zrl/ReaHaRURI3w6zxz2i3TWBlMp5xe0Dq6v/4JWHH14Sm+M\nZqfOmDzRKd8+Pzg0bFzXwNM6CVEJycQj//hbR46D3/1ZmW2ntxtnNZ7T//Jvv+N//Z9e+btfXfi7\nX0TOqtSaaNWCDr//8+DLuzxm6hvt7MSo/O73v3+UnkCx+T7i0f7gaUlkqMVbmdVGoWehjhNPYbTJ\ncs3kfLGb6HxErr25OI7jwGfTp049jVqunTnjY59g7eExBrMZxiJFT2/K7O/oPABFHywq8Y6XlydG\ns0ZxLZ3gLrgweH1daOKpx8k5Mq3ZaCw4pZSDoZPaDsY47PsywHtP78ngkNo5Pr5Y2g0sNs6ky4Qx\naaMyxOPUQTss+ec8TmE/oBX7Dv74/sFffiiUvTJVOPc7TTxnEUb3hPRCq8If/vxHQrLfEfUBHaAu\n2o1ydsRlg1d2pavtDtocjIkxxPxktG5ucK9sWyZdMviVvML16RWRBU9hvSxWJOuOLB4XDOGdoyfm\nhJs3UrwQl/g4JERqn7Q6GCNQjjuzD3MnzEJgWOpsPBS37W4l1HMgasVc99PCtJ//DQEMyKXuwEV5\nxBNhEcesDu+UwWD6JwI3CAHVjrqMzkFyFXWertlgUXux1MtQiPpACzuWZaF1pdaTLXl6d7ShTB8I\nNIYX/uF//O8BHsmDYoaueLHEkjP2e06rGb/UugAylUlnYnC06C3KmDWQo6fMiYpSNJEe2XyJpvwr\nDbZ1sKTI2XZiCIg6hDtrnMTrCw67jWx+oD5bxBBvfPkY2c9K7R1lIWTFzURyhTkiBEMxb2lhL4PS\nE2ji9WXy++8vNHnh6x2aW1AqXQSddzLgZfJDzyzR4btJVlSFNgPlviNuMxNYVHofxBC4DcMK+2i4\ncVozCqqz0yat4Hygl4MRFmJQG/mNiDih1h0fF2QWxlBycKaQfOS3j8PonOf5gYsBbe9oWGEGfBB8\nMprsmJU1fKa7TjnOh3/YePtDHVsUYloppfB0XfBu8N1rp9Zkoxwf+c2vrrTW+PTk+PP3AeXg2KE1\nRVR4fg1ckuOff9jNXaFKkMYfvnTmCFwWz3nY6a23yJgfdCJuqHk+aLRTEad2QgRqH8RRzO3Rbqh6\nE//ggEmvioilo25vBfSktUFeAjIMgiMEUhZGO4y1NZe/7pR6v+PcSldnC2LXbWEq1cpZIYMIbUyy\nhzEaktKjDHewPT9R9oLkxzy+KZWC5GfUCUEnpIWzVcaIDB8Y5TRL4dho7UZKGzodEgpuTEoFfKD0\njk5PWh4u73qg0z/sahCTMEYnu2plR29Y6LdbJ2+Z/fZIJc1sO45WqF+qYUcGpEVp09F6oLeBOCiH\nBR2cKGfv5ByNHOsTpZ12gOn9gfu2s3WtleESi3PUMfHqiPmCjkI7BykogQN9dIdcXInxifP2Tm8H\nIQdaGXhXGfrCHId9p6by5etJSB7vFqhvzJBhQg5C7Q7GjouJWibL9cm4Xa7g1VKWMp11HX7i87N/\nIVj92+GmKR0nzkpKzpb/6/WZUhr1vCPRI33gZeJ9sIWXE3SaAEXEkwKoGL0zjhvdJXQqsONxxJgo\nc7Cui+X9w/IAWsGY1R7ICpMLOe7UYW1Zhyf6jjqP0BkaEe9QtUz2mmCMjsyGdyZlH90xNRJyslFH\n6/jkWbwnuEHIjrw+sboPPj1nbmekVwPb9TaN8yL5AbUTLjHw+jnzp+/vXBYo7eApB5ouDPWc98Lr\nRSl752jgxWatTW8gmamN5BRc4h9+/ZkxJyElbnsDosXwZOVLKajPaBBubYBuDKKZzWIHUdSZ1al1\ncJKZQfHdgSt0caA7IV0ox0l0QncOya+MdmNJF1I0NlI/bZkokghOmLrb3mdWPnbPkitIJK/B4sXj\njstPpLwhDLoKsx14HCEktHYkWnmn3b5nefqEOoeTYMvJUmmjQp9m41ueOcuNH77e8f6ZIo7f/k0k\nJ6GngKfbS1kH6yqA52//5sp1C7w32HfweXKvnT/9pRITTBz3W6d2GOPEr55yBlKG8yz84vMz5709\nTomDNs8HtXijTaGfJ6UOfHC8v33FpQUfEqMXRpmkHHAp0E+IYaGWHe+tFevyxTooeloREGX0zhjG\niMpLg1mtudtPog+mQ+2dNXlaaQQRQ00E6xFcLy9MKdzfd0RgkDnPRsre9gbnV5yYZtTTqA/2jqr5\nKHRa5h5JVhIsN+bs5PWCE6GOifQDXEabPdzGdJznQVouqDj2+0lYrXG9rp4cAvvXP+LjC+3+Toor\nTiYf993CIS7C7KSU8OLYPz7AbXz77S8ZEhjtoGGRahcCXofdlPKTldlYUCCvV87bScgBFzJjL7gl\nMvrJ8/N3fHz9PbPuZm7zji6TvGTaYc8BpnLcd3ovjCG0+2G+FGf7AqZaFyQn/LRCJ+5AgidGAV1o\nveOjUPpCFmV9eaW303ajzn4WJXDZrB3+U5+f/QthakOLIXItMmUWKBEQlxjn+yMuGElrBGcslKGN\nWSpnqzw/XwFQHaRLZtTB0EncXpG+Iy7SxmTJkdoH1yWhIrgZ0XknpYnohVoPBhOVyZJhzoUlDGBD\n9U6bhknQ3tAwQIW0Jl7WxI9fD7y3iKdXD9ExWmLMTmuFPjo+XXBq8dY21PYFevL67Pjjj4FPz523\nPjn7apGz4XnePHmxuOFxFFpzpLwy9eDp6YnrJXDfB2974/Oz43b7wujT2C2SyIsHIslvNDeoXW1t\nGwMhRs67EVeHVnQ4wlDIG1rno1Tj8D5Q2gdhuSDOrtlBwLmBekdrO/MMxGiJL+8axCutT5AOPuBa\nw0Xz/3rXaMf52Ick6jgIE5xYt0Gcx5NospPyN4iYirFpYNm+4+o++CgnpQ2mBjuVpY19P3E+kBd7\nEc0h1HYQJJEz9P0D7yYpGKZkSRd+9+fCr7/LrGviuH9Q95PaXrgk4f1WLJHTPgghcRwnlzxZU2Tb\nFv7pn9/JKfEff//B6CCSeftoeGcdijFgzkGrj5JXKbYTck/ILPQ2UNeoI6Ptbs6DkjhrB+wkmXPm\nLI1z/0rIz4TsqXPg7tOEKXEwu2M2ZxHI/SBHZY7AHB0pja72nRF3cu5qJ/Z20Ied6q1EaUvlwaDv\nnbx05jxJ6RXHMKyLE0apFp+OUO8d7xpRJt4bTLG1Zi+D6elj0uYgopSyk9LCeX4w/QUnlWM3h7f3\nka6Ocu507610Nx0h2FgHwDmjBU+nnM0xxRPjE3HxvJcNN06mJoK7UsfNboUuU8/j4RWHECwV1Jsy\namNJdptX9RaeCAlpO70P8uYQscSQoxOXC+f9JD89oWNQi/BxVKbbWK4vtH6nH3dyzhzDugEDRz12\n23Gp4KJnVSMyhPhM74M6DpbFpELMGy4I2jwSE6VAiBP/6EddnhL7vRDUbuDL8kqtN+ObcaGXOy49\n/eTz9mf/QghuRX2C/oU6r2zZdgXeB7qrVryolQ6EqQSH0U5lIz2v3L/+gKoyR0Rp1GIZbueF85gE\nnxnaiS7AAKcnOjMSTGwzp+ke0cfYJwRTVnRD2PZ2sGalt8Jy2ejdAHeXzSTnYwgfe7eGrAymW3FB\naLvHe1jDgo82blmCp84D5zNrUmIOTFX++NUhyfO1PE5Z0arsOmGIx0ugtw+2nOjDEfng8nTBB8e9\nWEkpe4sV5nThGAfZK153WlhQFoYbOALRwWid//Bf/sy//u0vCHnhOO6EaLiOOQauDUQF5yrOB3Q2\nBhM3pkXscqBP6HWanjDZCWu0gDBxGom+ELzQ3GZI8dQ4SycvFwBEpiEOtLKkjWkuQpLLNHVMCl4N\nDRw8hLSRw2TuH8TPL2Q/4OMLYx6k9TOtVkJwuKiUR+a8OSHRubx8Zs6dp+vLozmrtPHK4TdkDv5y\nO/hO3khx43IJjNFwznPdIm9fd2JaePaZLUXO44MxPfebLUf/6Q935vyvjeZCCIk5DnQmxDlo7dGL\nr3gXaer40x/+wN/+6lfoLLRTGeNE1YxjpR44zWZZI3Cc1ZzG8Rm0U4tnaiHlBVEbm6LBNKOi5g0o\nQpadMaz3oho4jw9iDqRtRXRQquJco/SE6t0eSFwQaYT0jBNwfuNoB3MH7QNZDfoWlwxzIGHg8fRm\nLK7z3BEirSlns7Kc84lW77iw0aoyhwM9KcNSNHU4cNNGI/nCHDulWf4+h4BORZ1aXLU1RvfEJPii\neDrlVJBJ18SodqAYuiI4gu9IXGgayNmhU/jzn//It998ZgyhH50xHFmULiBtR5xHxThqSodiwMTj\nKIg2jo9GCFdCdoQYKXMjZIfzK8EvTK1IH5Az0ytpLvYCR/AiDN0I2jmPO+Id2+WJty8/PF54Cykn\n9nbghu0nGVfUq6Gwy2C7bpx7BSeI6+ScGS4wzt1uPvXtJ5+3P/ul8rpMomuIOtaktGKph3p8WFRN\n4GG9oDfHGA99ZY74Cdf11RwBORq8zQ2mg8bEZY9zhtvNvuC8sl42axqLM0HKBMGD9v+bunf5kSxN\n87Se737OMTN3j4iMjIzMysq6X7p7RoiRZgQIsWhYMEg9rOIPYImEZjEa0cM/MMCGHSsWjBAS+I4N\nC6CRZo9GDV3VXVVZVV1Veam8xM3dzM7lu70sXqtUI9HZGnoKBpNSivT0cLc0dzvn+97v93sehlGR\nxilaRRyYjTEEjB9xcce2Vry3JOsp66YgtaSHpUnNC0RbkHxPTJ6UhJRWktM+Q6Mw7iZC8uAD3Qbl\n5PtEchYroqKc4LFWGGPDI5w2AbfD+wHTK93vOa2CNw0rK7ud4rdt2iO2EgfFSPj4mBgHOk0jhK0p\nYjxMQGapAczGfufwYYC2EpPDGj1DsG5Q4quNJDcRhgB+pBsIcYcYT0yOJhd8tq36WpaV0gOtaglQ\nmnLdfUzoGsXSpWlfwDSC1eq/mvMgmo6znhgUNifSFE9dKzdX1xi3J3nDNN4ot8oLRhpiPdZ4DrtE\n8JkHjx9j/cB5KZznPaUK3e7ZusX5AXrBes/V2Hl0SF/Mqc+r5bTAMQfu71fmVaj5NbnMDMPE9c6w\nbFbHRc4hIiz5AoIrmTgkep3pZaU5hbiVLJe4rmbK1+WsB65VaCVT1qbzdDqlVdbaNHVCVO7Vuuns\n3TaNb3ZVY9ZasReembEVemEITXWnXrEGLkSMHynZ0MrGMmuhad0KpW5QUHxEnbHW4bywriu9qxUw\nFz0v83RNZrWuiyGEedGL8XHJ5JrIubJuld71nM+FEWsCthfEWsQYlJ6qOw2L7oRpnTqf6KVT6kbb\n5MJlKuS8cjq/pOYZaUd6bXTrmM+F81Io3bBtlW4EN94gRs8/RCxVPEU6gqfXTT9PwMcRQ7ncbJPK\ncC6lMcTRcoa60S1gDfl0j/g94/4BYlZargSrLufTeWPZVMHbbSD3RpdMzULHY81ILYbaFXOxFsWB\nm1ZZzgvTNOB8w5JpJev4y3pc97oIbRmHoeBZTneqDRWr6s1yom8LWEWKxPj/c7iduWxFp2m6IIWN\nzhBbI3nF9pYOY3LaNjZO5/dtVayEv3Bg3KJiFK/yjjEmDqkRx4lHh0CzEz6ArRvRDZSWsSaASxgi\nzisraUiB3jJCI/gdVTzRB2KypJSwDsb9yLAbSINKa6xpOA9jTOxSYtjfqNDFeDA7crE4Vzjc7BQG\n5jvWgmuNlK5oYhmGyhgDMUamJAzDADGSm379XoVuOrUJwWtZaBXP44fTZZZo8E4z68WMxNFjwopN\nA7iKaZX9ZJEiDEn47jffZu83haSJJdARp0A7xSzrBc5ai7t0XVrWcZmXESRjHJfCnbBl7Ru4CM0K\n27bR6x2mX5zGtROsYHpmOb9EOjg2xOoYr7ZFRS+945NKc7pYpFYtXG0Lvd6z1YXj6+c4hGESdleP\nGceRcXDsJ52Rb3XDuYA1dzpmNJ1xchBu8M4BN5i+MoSG3z6nbHe8unvOy8+PlNJJBl7fb8yLloCm\nNPD48WPefusdrq4Tn9+tnOaFjqVJR3pl2TKtbYpzWBq5G0prWiZrhdYu/HzjePrkbYwzrFtVZn/v\nNAuOwnxWFpX3EcNArZnTUgnBcTrNX8RGcy2YHpSSWxopCtKM4ru7XuydFO1CtIrp2xegvxANW6uM\n4+6L94zpQhiiFtx6VZOdNYi3ejYWrfrLTcQ7lVCVecW4/kXfo+aFbhzWCM5Y/ZxNFbmlOuqyXhzc\nFh9H9ZzEwDBEPQwNVsMCLVNkpYrodaE2sILz0CVRcqfWpr0B49jWM4gnb8K6XpJrSUfQ3loG6/HW\n0VrnyZuPyGtBWqaRqOVEme/pXXei1muIoYiwrvXi6dCWd9826rrg0xXB71iXo3oQ0qjCItTD4S+Q\nu1ozQxppLZOCR2qj5BPBui/CIClpu9q6xHnRcZsLBuuCphy3jRACW9V+QQoBFzwhRD3vNBqlRQrW\nB2r7cvz1v/Qjo0a8HFQ5nFSqdQSnspYGuGAZrF6kx6AuXB8NmIogOOfZe50rGlnpZiJELT41Cuuy\nUjaL9xVrxy/mccMwKaYZxTd0CRgTLpjtcEFONwa/0wSGdJW2o+1k6sIwRkxbMX6PM5WURoaUcbIj\nb/OFahjZFuHBjSZ5hiFeROOWYBtrNoypcVom9kMh+j3bdmYMiiLuweNtwJlKcEKIjqubHWNamc8z\nQYQpjNoNMMrPH10mCzjrsXSGmNR3ECJdOs6gs9DeiWJZVyW+7gOsGWrvOGcYPKyiuGG6joJiCHTR\nspD3jrV2psnhux7cSs9YOxDswtoPOAzDsCKtUlpD2NjtRmoTKg2PY+vqg7AOrDWUbQW0jORcxKLw\nNkvFOYNn4rQaiDssmX5eOIwjp7IwpjcQOWOsY1mhFIezOqvtpgOOGAO1NkY3c/1gJoSC8yPTHh6N\njiEmsjiOr+9ISb3bz5/fU22kVuF0zLz5YMAFw7Ju1GqIZJpEsDrCkOVEcJF5C9q9MFUVn63RrBa4\nnO3UKoi1UFaMD4rwEIsQlARsDCk4zqeV/eGaWiqI0PrlPMJNQMWbgS7AWmn9wnbyO4ItINDxNATb\ntQtBLxTj1YMsEWsKVgRnPbmBN3q4LKWAH6klY6eJzorBEacdkhPrcoa+UJpjN0SNlcaRvFV61eef\n/YA3FfGeLAFn9XXoWHLJuE2oRjEzpRrEeG3/h8A839OxlE3PooKtiG2acCor3SpduFTwwYPVyOi2\nVZ0uiMGahHWVMO4peca6iW4crd9hCXrAHa5Y5ju8C5p63GZMTHru14SeV9ygIQBrHc1DWxfEebb5\nlV7M3ITMR/KFj5W3I+f7mWHas2znywh2p57z4DgtF2Chs5CF3e6AtYJ1A8vyWrtKFuhGtaSsdPE4\np83u7hJSM95ZmozUcuKw23/p9fZf+huC9U7drdsKJmCkU1rH2gAi5BIIZiHGiS6FYZyoueBiUmuW\nNYh4xnEA02jbTBwGnLXM58puCprAKB0rhl4NNqqpy8SEyVrWoS+0DrZvdBGGIWHzGXEZEQEjVAFr\nO8FUeprwYaQYr6mhONC6bk2dt4SqukOpmemNRGkjphXwHu86ySkKerQz1zvPXASDZTduWHfNNlek\nFcLFfnbzYMe7j0ecueezV4brXebR9Z5WPTnPHHZnjDnw6pjZjOFgJtZcefp0z+evhVwdUjfGKUAf\n+bOfv8/3vvq2+pyTICVRemW3E5bl6nKW4Yl5peE1ueIrIhZxYKTRsmCd4XRU9K90XQ0rM2pi8NtF\nYVpoGE1oyW/SKBpXbW4jetWgrhV83YjeUy7RWlwnXPjvLRwYdnuG1nn54jXT1YHzWShM9EWwtlHK\nEfLGEh7R2kYaBcxILzPJd2pzBNt553FhHzP3ZyEmoy7n1nn6eOJHP/uctVjW4nh02HjxunM8W119\n+h29j9wfM9UExilqjPOY8ay6gl1nxCW6MfjQ2LZOaxDHAWsKH33ynEcPHlw6IyvSnaKNxWoT24r6\nhn3EhIm2vOZwfUVbF6yzdGNo2enIxQct5LUzIlFdIaVgbaVLoLcNb7Uk512Hpikob9VE2HIjRgGE\nOAyXKLfFhYn1Ip3vHbyJ5LLiY0SkI9tC7qJJuyJEr0XNLVu8bUodthNCRWqltEoBUorUbcalCUel\nAaSkjom1EH3CTxPbsmqhdAxINZjLaE6Vsk0hjk0Ngq0HaGeqeLpESj0RfcIOI6ZlCnJRjnY+e3ni\nwSGTc8dhMT7ik2NZFoIf2KrDtzMu7HHRsd/vePX6xO7BA1rRG6iLO+p6T3WGIRry2qldIXqte51E\n9A0fB64OE/N2UldKiyTfcabp7rFXbUy7oCa1arBhYDm/xtnLDggtczpjWLdOjJFeVEa0zGec9wgQ\ngtAvWJ0ve/y1bwjPnj2zwP8GfHh7e/sHz549ewD898B7wC+AZ7e3t3eXz/1HwH8AVODv397e/k9/\n5TeQRu8WQ2TYu4sqTzHFv4HTeadbZwDjg7KPesOnibKtmrtuOtP3MejsuW6MY8R5bQ1fHUa2kmkS\ncE4jojULXppq/kzDxIAhUatHZAM81gSGuHJsiZFGjAmTRsx6hFaI1oH1vUIH4AAAIABJREFUWFkw\nPjBnC+0VxU4cskdCoG4O8ZnePCk2akvEqeCsYTeqpCMmx3zuVPTwmTFjZeKr73RyU0Lk7mD4/NXE\nVhderF/hK48tSV7Syon1haHlI++9Gfnl84GrtLFg+eDThcNkWFZNaQTvSL5Rc2E1cBhgLYYaILZO\n3QregAtVcQfW03vCBEefM80VMImSFQDY+4qxCSuz3lC9I5rKarXqb0Uw/oApM945lq1gg9MosLWk\nADnPmJ7YDRYTNUYcg9BaRbRGRjOWaGGbXzDGgbR/49JVELrt5HXDtZFyWjB2pC53WLsqfkM2WhiY\n54WU9uR8JvgztXoeXneWWVhl5b0ne168XliXzGkdaZJ5bSKdxnkWvUBLh37G+YH5dK+ipGoxUjDh\nQM/KsOnGa3y2zoAQx52OP0u//C53ail0PDE41qYX0t4by2yhNrLNtItE3fWVXDq7GJSE6aF26Nuq\n6ZtW6SJAoTISQW/OjLpQET0oNUR6OyqmRATrA10M1urIJSW90bRaiG7ifHqp5M5eKMVD17hs6xkn\nhlw9xnpaXyjV6k7AatxaF1JgQ7iMJdWjYA16toT+TGud2ZYVEwZYTzgZgIZLE94Yitkg7PHBksuG\nNfHiOtbrhbMB4yM5V4wpOJtAFjX5WT0vK8sZFyJ5nbHXOuLp4YYiDclK6G0EvF2pfSJaELGc7nSX\nuJ7vCekBtUXqMoNTQq0tZ9IQ2e4awyFS8oI1WpJdS6VKZxzUASG5EkPg/nzC+YRpFZ+uoDYaBms7\ny0k94+oFl0svAUrV3z9MQYis25lp3GkbvzV891pMrb/9pvLfB/70L/z7HwL/y+3t7XeB/xX4RwDP\nnj37HeAZ8H3g3wX+y2fPnn15SwLUhewM7ZIeQgIu7mlFPQKGrOa0NJGmRMsb42QvsTKHDUIIKqYJ\nvhFcRCTQjcUAtjX248C6NUpzhOCQtmhG+eJx3oVGSoZhMAgO7zMxDZo9do3mJ5zxdOvopiMlo32a\nkTEp2rbUwFaUH0MKGGAzDuO8QsqqIY2dMTge7jauxsKjRyM3e8ujNwJvXHmePEpEu1Gl8fBB4slb\nI8FM3Ex6WPuzDzbmDcbhhjLf86uPFpZt4LwFpAeePk28OFvefLxH7Mi2WvajAv68GzAUTOpsLfKv\n/N53iE17Fbtxx35IGpuNiXEItCqaPLG6UvdOwEfGKaoNzutZhrMTzsqFPzTgjH5vbwWkYUn0MoP3\n4CzJNzxdm5XBsNWFcfcQ56GVmWAHxAXEWNwwMOwm0jjgjFUTXBw4zR4vZ3p+jTMdyTPgwMEw7sAn\nPegfDiosL5V6XpGy0mWFthKkk8sduUDD08rK4fCE55+vbO1KV1rWMJ9OHO9OlJI5r468HdUTDeQu\n1DZyXvV1rOsZodINSN+gnTCqQVN4mwVH4+mbj/QsyTlCGsldlIDbUbAgmx7eX5DOvUErG84ZTuei\npj6ptFIpvdFbw4SI89oPGVPRMaf1Su4VlQLRVAIEasUTo5a+3ju16xjLWs96VvrocnyNdWrtwgTW\nArl7lqWwZSFLwphCoSpbCEMXizGeYRjoVuPkXQxYh1ijC4QwUksnb0oF7s0TpoS3Bh9GrBSkqRWu\n9k5KI0Kl5JneA72dtdFbK705clkpG9p5ICqjiAOle3LWIpsuOh0P93t6qbRqsRc0fJOOcxPGCLk4\nMJ2lWkrXfoY0/butrjo2dhn6CnXhnC3rKkzTDZgEQf8/51xw1tO6okRCHPC2s2ZhDBapZ2LaUfKC\nSGU3jvr7EAIxHJSVVTeW0wu23BAxOO/1ebSmsM2LSMzQ1XPtEv63ib9+9uzZV4C/C/xXf+HDfw/4\nJ5c//xPg37/8+Q+A/+729rbe3t7+Angf+Nt/1fcwUjVd0ha1PnnDOBpCnNgNEKIlBMMQLTQtrU1e\nD+JqOepWu56pZcXYUQ/ueoE2420meOhsTLvI9WHEWguS2aV4OXgUHtxE9cNWxxQj3nuW5ZXGBm2i\nd8s06mGcMCiWOE1ghKU59sOITV6l61Kx4jkcDiRfkCqElDBeDzfn3Mml4YcHvHxdeHVv6Gbgg1eN\n50fIciClxP0a+fyF4ZOz8KvnnSIOay3e7zSRMGic7ZNXhpenHY8e7nh51IPn5y+PLMViHNikMp40\nbIw7S88ryJHSOiYqwEzM+eIKsBhvcWnAjwPGQS2NXlfyshLDRRPZLpRNmpahfiOwd4LlRCsnbLB6\noGwLzm1QM85kTIxaHOqV0evqqYvW8oeU6DSiKTjpROeJtnGVKvudYRdnjMAuVZyHIVS8O+LYCObI\nzmfydoL2GucKfStEZ2mtUNtMOlzT8kpynfssuDCRu1Cayo/uz/eM+0Dyr3Xc17qOg8IO6ZUhCc14\nllVYm8OaxPNPP2G5e4ETxV0L+iZtpVwKX5noL4wrUQ1lN0GNft5h+4btmwLmRNWsa/HqyzYGaTPW\nCCYMtCYEc8FJiEY9g+mIBFo+0Rt44y/0zMC6NNbcKC3T86z2O+9pRiFpeT1dRPFA28h5Zdv0+dfa\nLzjmUdHUtmBI5K2ybkqnzdtMxdKrUIrKrUqv1C3TpNMb2ktosK4zuRbEjkjPWhwzajh0wUK2+DDS\nqqInxEVMN9StkpcVqYaQDoho8czZyjh5pilCN8RpR8kGZMEYp+BEsUSvDXBjdIzV0LTPMAxU4+nN\ncT7pdKHKoOyonqjNUfPMslru719j3IS0zNarOpnzqpgUqipfk6O2BWf1YLfVzLLOlGVmOZ8o81EX\nZbayZn2N17Kyv9oxHa4oecVS8TGQyYiMhHEkjdc4mxj2B6SXSzx5oVxuToKGEEprdDdSf8vGtP8C\n+IfwfzE3P7m9vf0U4Pb29hPgzcvH3wE++Auf99HlY1/66BI0uRATY4Th8ozTfkCa0LrR2F4XhtBx\nobPmiHWd5C0xwDjusMbhjOoho++E4IhhIibDFB3RZh4MG4ehMkwH8I5H15W3HoF0x5Orxn5oWLPh\npHNz2BOTZUga1aSpK3iMjRQdNyNM08CbV3pwN5iCt5Z9Mjy4vuEwGcYp6vOIkaudYQqjluDCwPPn\ni+r7xgc8P3sOwWJqxeUz1jmuJoO3K4ey4W2hbAorM7YQxukinVdngBke8fmcuMsPaPaaYb/Dx0uh\npzfomXEfmIZEcHucC/z4pz9Vubi3iECWyDSqWHwrFzBfF9LgiWNiGCLWF7x1+DgSg65MrAXQVebg\ndCWTplFl5M7pPz7gnVC64MsJ5wpDCmAco2sM3jEOERsmfLCYuOfBzchuskzJ0lvhKi0Mw4B1jWmv\nuJPoTsThDT0I9JZTdcTBcLi6phYhJsF5S64NcQPt9Dm9rpy3zj4abg6RB/tBnbnjgU+eLzy8ecj1\n9RVh3AOZrdkv4ojn45GSLb1WXr2cOR7PYByP33mCjbpDQHRV7uNAFUdMqjT1pmLF4p3j9d1LSl7x\nVuFuahoTWlNEhzjPVvRAsYmn5pletZy3lsy2Nmo2bPOZZVnI5YxpijgvpX2RaHK+X84jLHP1UJuS\nZbvOql0Ycd5gbQGJNEZKXmhNEKNR4NY2lRG1xFY3clH1o7OB1pS7U0rTZvilKDjnwrpmMA0Rx5Yr\n9oJ0l97JRYF5eYOctaRJEI5HjeIaLuGRAK1rtNbYjrQFKYVau47uzI6Ko1M4vv4EEyLr0lnPK+fz\nmfn+jlq6ur3dxLwIn/z6Y1zQ3f5ud8XWOtO0p3V9j23Lnd68yoIh0NsR8SPLurIUoRdVl1ZJpGgx\nJMQ4Wl3otTLf39HzxSfSO1xIqKVr56Llou8X1DExHzPn853+HGtUBEftSD3ibNJWvaksd6+oVSgt\nI03VACUrCt34yDBeYQw6LvuSx//jG8KzZ8/+PeDT29vbPwa+bPTz5Tmnv+JhbMMbjWWZeAVW+MrX\n3qNuJ1q9w4jFW4Ol0WLQVYSsKnbZFIJ2PJ8Yh86WK6ZtICpWP1zy+TGAwXKqER93TB72AwSrRbba\nOndn/TEZ2znsPd5UkpdLusjhQieNE8lZdqNlGCdS1EJb68I0BpIpeCckuScvGSEQhkiIui2Nu0it\nKpW53jeG1LGyaazTeA5XI/Hw8HKu0gnBcgwJHw/sbt4gpZHD1YShEGygSyK4RvBQpQOC7YXd4BhG\njZDm1eFTpG5nLff5TDBVV87SEbIyY6quJo2zeGspddWCXXcaGRRIbiAXwXZlxCSXCNaxH5VkulZd\nrdAzjUYYEqbNerYThJ3r9Iv0JUbPkIziNMwGPnAYKqNNXCVN6sSkSRvnI9Ypw9/5zro4etYmMm3V\n/H2+ZzArKTRMX9gNji4jx2XD9AC90dzIkCK75PnkBXz8ueG8Nn2D9U4KjmEQUoTIPTHtSNaTl0xM\n6eLL7nQ0p+9DwHnD8VgwxiF+vIxfNO0VQkbqmeDUDZ670VHJqjiOpXRaUaTJkkVHks7o78TFG6Db\nvEgrZ0rRZIk1AiHoyKfpqGRu2nPo7SJ17yquFzG0bhSRIap0NMZh6j29VMpWyT1SMVCziuF1j0Er\nOipqHWiKku5dOUFb7tRa6Yjyo5pe8Od51ot/FdatUusKWFpfkJ6p7Ugts96wbFVlbYNtU3Q1XTiv\nG8typlchhgmfPGveOB0zdki4qITTdb6n5JVOZFk683kht0qtmbwp4G9eC+dV2MqqP4s0UKruGl+/\nfomzgSyGblSQZONOG+VtY1tn0uER/sKeoq6UbdYwS2/M5wymY7uwrXpz9D6x5I16XvTrdChN6aWt\nNbZaqBfboEhDjCCEy2ugjfi8LjgvnOdPQSx5Vl1u7x3XVK4T/QGxVke7peouIecLmeAvf/x1DpX/\nDeAPnj179neBETg8e/bsvwE+efbs2ZPb29tPnz179hbw2eXzPwLe/Qt//yuXj33p48WLlzx98phm\nLR9+8BG9LTjnSNHyq08brX7It7/5Hr13fvnnv8Aay3vffA/XKx98+iEpPuC9dx/Ru+WTzz/C+863\nv6Ybk5//6hPA8q2vvUnOCx999oLaMr/z7XcJyfOnP/o1GMe3vvaE4BI/ev9DLJWvf+1trnaJn/3q\nI0p1vPvVgXEI/PTPP8Y4w+9+77sQKu//8BfkVvmbv/sdSjnz4Yef0q3jW9/+KsZZfvyTX2Ad/O53\nvoEbBv70z/6cXjd+53feo5L4wZ/8ghAMf+O7XwMj/PDHH+Nc5Xvffhdn4I//7EMQw7/2d74H3fDP\nfvARQ+r8rb/5NUq3/LM//jFdLP/6v/ou0hJ/8oOfYuj83vffZQyRH/7kI3oPfP87T5Fu+cGf/JIu\nhb/1N77J7/zut/k//vh9unV871vvgLO8//6vKM3y/e++TRrgB3/6CTE6vvbuEwyOH/30Q2jwrW+8\njRHLB59/TM6Bb7x3jbWJTz7+NWID33zvTRDD+z/5JT463nnnCfu08sOffwYifOtr72Kk8f7PPyR4\nz9e//hRvPD98/2OsVL713lsYG/jxT98nxIHvf/sJcQj86McfkBn4zte/QfKZH//kFbk+53vffJsw\nTfzkZz/Hh8g33n2XYRj4kx/8mNLgO998m1o9P/rZL7ieKl/9yjvAwP/+w58RU+Tf/Ntf5f7c+bOf\n/oKf/Srx5OE1Uh0/ef/nrNnwe997i5KFP3v/A6oMfOXpA3Jp/OKD5zjTePLGDV0MP/vVZzhjefTg\nGhuEX//6JaUb3nvrLXo+8/zzmVYzD6+uyXnl5d1CrZWrqwcMg+ez58+hdW4eXkE3vDrd0Zqw3z0k\nhIHXd3eUZrnea8jiuJ2QZnk0BLw0Xt29Rkrn5uYRCLy8u4NWefjwETZ4Xj3/FGMdD692lBa5Oz3H\nINw8uCK4K+5Ov6aJ582HB9ZcuT8u9N558423qS3z+asVI5nHb7xFKSc+e3nCSuXhg7dwDj797DkA\nbzyK5Jy5P90hYnnycI8xjrv7M60V9tdvQM28ON7TqvDW218BLB9/8iGC4cmTJxgRPv70M3wceHA1\n0cTxyYtPSDHx9Omb+JD47NPnWGe4vnoD7/X1az3zcLzCD5aPfv0h0jeevvVVWhVe3x8xFm3Ex4GP\nP/6E2itvvPEGtMrru9fkbeatd75GyTOfvXzOeJi52ik59u71PdbNvPX22+TzyuefPcc4w5O3HtOk\n8uLzF6y58OajR2QxnO9f87rAozcf0UvjxfFTcik8fvI2pXZePf81Nk5cXx1wg1XF6v3Kzc0TOsLL\n5x9T5chXnr5NrcLr15+CcTx6+JBWVz797GNCHHnwxtscj3fc3d/z6v7Lm8pGo1p/vcezZ8/+LeAf\nXFJG/znw4vb29j979uzZfww8uL29/cPLofJ/C/wddFT0PwPfvr29/UufwB/90R/J/3D7X9Oyth6V\nXDriXcCiqyEnDqxgWoagxiSkEIeAdxPNdrwNGGuJJmtqomV2sbNlPaUPZsXGB+S8YmgE5wlpwBjB\n9cLW9TC5dkhekFLp1lDlEgG0Vxg54gGf9jg2qgk41+jNMMaI7TNbtSQHGwOOwlZWnAt41yAcSNER\nkmVdzjx9dMOyLJexgkPyCRP3eOvYloyRlRQjYgNdCtfXB8RW9smwrpkQArl58qYrNSedTlNRSjkT\nUmJZG2JHNVG5xryBd5F5XjBmZSuKtX59vxGcZ2uG5Btlq8zVI7YhpSJV9PWoKuYITsXhzjZadwid\nYArr0iAEWlbonR8s22nWxJixmrkWlZCICDEY1lxIww1WdJdju+C9wQVFSOz2I70WfEz4dKXWr/oK\n66+ZT3daQDIDtYCPhbpsLPcvSDdPVShiwJtK7cLrYyXIxlaERw8HHHIp+QRaa3z3vYE1b3z44Uvm\nzeKTZV0tr168JKXEec50M4GxUI864zdgRC6EUkVKS4sX8GFjXStx2JGLcHf/HGuSjixqAWto1UCH\nLStzy1pL61lRDKVCddjkWdcZaUr9nOeuh4dt1d1Tb2r4uqCl17IS7ailyTSS8z3BjNSs75veNlza\nq1ynaIs8jRO9Fhzb5T0EKXpNeXXw3uMsGKfz863Cze4Bp+1I9J5WdZRkBMQ5vDUgG8YOaKck43CK\ndvAHai2X84CLyKg3rBsovULrBG/pVuVW0zTp77gLlBpIsV30up5gFE99ujuS84Z0TxoUR2PNRlk7\nRQzDMNDqCYPG0FurtNbxydFyA6djGJtnbNzhQwLXGWJUTWk5Y+OolkMjIAXc9MXXbE3P76Tbi+nR\n0MtMDLsv7I+lFNWYukTZXoH17A57EPVv9FYv5UXtHuVyxocB59TVbIz6SLyPtJLJZdFzxZAUhugc\nlsAf/if/Eb//+7//fzvV+W00lf9T4N959uzZj4Hfv/w7t7e3fwrcoomk/xH4D7/sZvCbR6+CdY4Y\nB0ycGJKDfoezlZrP1F5U9WdHnD2T4kAIjil6bOyMaSBYg+sLNl4OjY1lLUIYJ7bqWIvB9RUbPDdD\nYXRdfbF9oVuH85EQPI4N48ANI9aMWDpVBNvudKvlPa1vGk9rGURjk95mjJ8IodFiYkyB7gxDHNkd\nbph2D9gHbWGbVtkPlmWtGDcx2IKRGesT4fLGiL5zcxPxoXE1CvvJczUVvGw4IwSr1FJTFqbU2e8M\nfshcTZ0nj/VsI1jFS8cY8WEEs2OMgveVYRr54Y8+Yj/pxfDhwWDjxBiMymdCZAwGK5llrYiL9FaQ\nnjHMOFe43mkmPNiGcZ7zavHB0qrqqIO31GUjxAn8iO0NL6K5eH8hRzYhxkeXeDEMAaadMqaka4Kk\nlEKIezwKZEuD4h+knknRM6+C1CO7qXMI0Jzn8Ve/SQqGw9hJXnj5+sg8r8i2YEPk4dWB3Rgo3eCs\n4lKS8/z5h/d88nzlnB116+xD5XTWA8ClWmrvtNah3pO7IddCzZm1dlrNFwT2RevZNpatgbUcj/fU\nvBEu6ZHPXrzUXoVopDCXhXD53S1Ngws1Fx3peX0Lt9Kx3ugix3emaSJe+jTNR7yxBA9ly0xpAHPh\n6tcNawakr7jYMSZTSiMvq46McseaQiv6/FsTtlK0/FQrJa+AuoZrVaKwMQNTHFm2FSSwzgsVSwgB\nF6xedEwFk6hSEem0bumm081Iq3qAvWavHy+KjSglE6yjoaRU04U4JHVhELVVX45s2wLW0JsuJM0F\nidFx2ADrulDzwjzP5N7pdVFTXOu8ePWKVhd9fqBnQr2znu4gn8jdIMA6LwSjC6haK1v1nI4z5+OZ\nJS8q2xEhpB3gWNY7xZIY7ebUvGDDxFIy86KeDusuDox6JsQ9u2GklcoyH8nrRskV04VaOqUtOOsV\njdIMftypaa1rm3oYNRWofvKCs4BccPJf8vgXUky7vb39p8A/vfz5JfBv/yWf94+Bf/zP87W962y5\nEWioWFIwbqDagcEfaaYSjcOEhgt7upxxxpHxOkcv90QX2TAEZ1hy5io5TudKzhnTN4z3lGZJLlP7\ngWEaCXajZkd2HrrFmMx+N2oPojpCqgw9UGy8NCIj0zjpmyJ6bLdcjZZl2XDOc8oFYxLRCbUsHHaB\nslW8Wekdus3EcEUKelgVgpCXe+x0gyt35JpJQZAYkTmzLokqkXEaGLhnisJ+t2P0luf3nasJ3n0n\nMhfHhx+/BnPg1dwYclbJB5lu9wxBMcLe7ynd0rshL0esHcEO5K2w9YR1jXVZSdHzs199wpMnB0Lc\ncTh0tryoRtEagh+4O89YG7FOb06hN+wUOa8F73Qll5eFNCUGF7g/ncE7vVnQQRquV4wFZ1Y6jVIN\n1g5YkzV1RsP5hMXQ+sYwKk0T8Qz7A2XekF5IbsE0R91Wfn238fh6xNWVwQnL5UKzHxL358bhKuos\nVgp3x8rN1UgrC4ddYikngjMENuiVzQifvATTK6U6jHdId3SzaVHKC60YxESdLxuhNU8Xi/WG3pQt\nJJfzIVzE9gXjDFKVRdPKAnjSbq/SIJzybLrSRI2x5LUh1hCTxZrAyka0lvl0ZBx35Kwtb+1sOMa9\nozdH7Zlht6OVVSVSNeJ8J190mcYqBC6MlVY9LgnORvIKTjq1FlLUq8u2bXRjGYPGYu1v1LVNz4tC\nSJSyqftCBO80ftp7xTkUt+KcorQPO+blHqSBaZiw0yKdsThryNsCvbPRlQJaFXXR2qIMIqfk1m3b\nSM6wdW2ih6i7rt7bJTnVKWVQO2KLlLyShj3m/gjGcff6jpRGohdKnSlrwUwHej1yPFu8FdYaKacT\nhq432wImGFpuLPOGtRaxA7U3hkEb4wZH64KPIyEE6AUTHaUEaus4U7F+B7ZRSsW4iMhCawbnhdoM\nxqpzQ8mz6tu2ecWwYsIVIQTmk47WxTlK2bi+PrCcZ/15f9n19p/n4vz/xaN3Q7DCMOzY8hFIYITg\nMp2JQQo9JkLo1O0lxgaaHai5Mo26K7LeEzlRiyVSKNUQotWkzbYQU8RK43pnKBKwJrNVLQWJCCk0\nmhyQ3vDBkgZLl8QudNYCziRwlt5WDknAGfaD0DIK+xJhNyQMynGpoUHXiJ+zME0Gw47WZg6p8uKo\njHgXBmxbmItVf3OIbEuhdEccBLM1hmHgdKqsJTBGmGvleqdlsl/82sFyBrPD9IV9KLQOEgN97Rgs\npWV8AkuDAr1DivC7338L7wPbsjF4SymZYTxQ8sxXnz7ifl6YUsV7kArOWpZaqGXmwQTWFvU7WI9Q\nuBocOYviAebXpBFomdw3jBWCFWzoWHdgW19ytR9ZN6MFHDzON5xV8F2TTPAD1niMy4QwsWwVk4WU\nYDALzhm6M7h4TS8FaxLvvjORbGVeDNOoN7lXd5bgO4dryxg8uVekdB48OJBCoYeJIZzAWO7vFVn9\n7tMDL+bO80/vWFugS0VW7RF4Etks5A3A0avQBLwxYEWR3+ghcPCRLIpNaW3DGUuWzltvPMLIRjJC\nI9M3uRjfyhftYZymv6yDbT3pwaN0og8XTAOcz2e817ijtzusXdmKQ8jY3pWTRMAjYDdElFXUpeJs\noPcNKlhnMKKR5BT0v+etUlsnpMQUE8dlw087StdVLNXSZUWkYZmQ3uk4vGw0sZfDa71hWgu5ZZxz\nHM8ztTWCEWo1WFHWUbeJdiG8dhECjmXdmCZLKx7Jd4g70IxhXjZsXyhmwPRMs4Z5ydRSyevCOHjC\nmHS3b1VNa12iNHjr6ddZtyNP3rjiOGu01psddvD0VtiKBlEwmfP9jA+CNZ68LYSQiMNIb7rTLNvx\ncnOFECbatqqEp2x4b9T66BNSMqVuOJ+QHsl5JsaouPMO0j1hBEOEtoIb6Q2s1esUthGHgy5IWuZ8\nf48xCawuaEQM57s7TBwYh99Syuj/rYcPQUFwGKyddJRjEsboKif3ovG5prhYZxtjbAQn2OrBRta8\ngI/gGiYM2F7YJ4PJJ2LsjHFkdIVWA4ewkrtlCJEQAuESr4tOCEGwRhRwZYqmMrxhGANjbAwh4tPE\n1eBpdiB7x+B0burthvONLitjNJi+cRgtMXqiGP0+zrCeYO8du7gyDQO96shHxJLXAlLxcSA6z3QY\nuT/NNOc4njq1QM6OrSqsbxhgBWLojJOHsCfsr2hZV+rTfsdhjIxDYCuV4AemIWk933t6y1iXqLUp\nIC9YmtWexZD2YJLaqnyiSmO3H3See3n9hhS5Gg3JB5BKco0k98QYGazRok/OOKlYdFT0+JEwjpG1\nukt0uPHwZmSIDm8L0WtCJ1kP5uKBptOyuqKlO3ADITli8CCW3RQZd2gazXqMZJwd6RKIYWBeKmVu\nGFtpWS4cKRXII4WHbz6l5428CffnyscvNz785R3r1lnXVRWGxmtKpFVAWU9g2Ppl1CKWtXZdzdYN\nbx3SDdI3nHMMQ8R5tNgUIybuIFhiSjTp1J4BQcxBvQOt0Zsl5wtp1Duc7xgRgllpi5bH1lxo1VAp\ndDNcmtngo6OWAmgxKqYdzurqXW8GnRhGTLBYF2mbpsEacmHtj7gQ8MaTaycMntPpnr5s5LIivSoy\no+pU2EcHbSZ3T22X968oNltaZQiD7qTQroSNid2kYEccSKvqPnCZQB9rAAAgAElEQVQwTBfej/OU\nGql5o/aAt0Ybv22lidHRoYG8KpbCSGecAu7SWt62jXUzbE0LcqVVWllI3nHODu8tpnW28z29rJxX\nuZypbGxbUSPhqQGW5AMuJpbjEbkABm3YU7GK648DzXisZBoZbNBSmwiEkXG4whkQK4QwamEu7PjN\nXb/lohFTB75lWp+1E2IhxEl7IeJ0x9k6Wz6zzK8peaGWldwsJa/c3z3/8uvtb+Uq/i/yUU9IiCrp\nEPAxEmkUseySZ6uOZC2FPc4YbF3opRJjwI2Gsmwcdnucc3QMwXSqjLS6kEY9AI6hX7oOlnltxDDT\n7Y7WG7spIHmju0ZF6ZE+qm7SULmKFztY2DHaqkA2kxhcpQPZTjwaq/oVEObV4oLQ0h7fM49uLK/u\nwTjH1eQZ0sgQF06bZpffeLjn7pgZvaM3jaHlqjevLc+Mg2e0jsPeEmJgmQviVQ26zELygXlV37LK\n7pW02cMNITSWcyNNinhem8H0yDiO/PBHv+Tr33iLOHjaZunNcbybGaZINxYbE2U9I/7incVhnMPL\nip8CvWeud5ZdFKQVqttz2J1xRGzNdOsQGkMY8dYyDpa8Lrx8ca+FMy+X17hdooIVZzvnuXLYXxNi\nIK+N80m39sOQWM5H5fmDGqrKyiFpX7HUQKswJmG/Sxwl0CmUXvBmAb/jfIZxcDx6oECzNx/teHzj\n+OkH9yxzY14r/yd1b9Jr6XWm2a3df81pbhPBCJGSUsrMsgtlpFEuzwwYhuuXpX+eBzbKBZQB23JK\nqRQpitHde875mt178B5q5FQODAOsMyMHgcsbPLt59/Os1TB894cbw2hIKWPwNP3jQ6HH6sKeRONa\nihcXRGukVJnCTEo7JjiRKAFWBXJOgEJpjW6F7z+98u7NVxjtyQWccWAbullKj9jgiDGCG9C5oLV8\njVOSSGzOit4MxslDsnYiPeoUMBqaovSGG4+UXYQv8l7jKSVKya0kVL4B0LS07hWVXjLGNBlFTY5S\ndoEd2iM2qHtrulBLxA0jLSe60neZz8S2rliyNM0tdKWhV27byhDO5PULTQ2ktWLUgu4d7Zw8oN8X\nbt13WcCjBBKakhZ1KffQSIfDcWS9ddJyozdLyjcMBu08MYvXJIwNax3GTvT4hcMw8uHjnzieH8XI\naCfichN1aNqlMxNmDGJ467VwPIy0Xqm9oHNCGU3cE6XsGDvT4oIJnnLZMXq4B1NGGW+2SqdgVaG5\nka4crncZGZtOzItY/moFN0AtVDqlbFSl5XBqAr1EWjeMB8+2GpxDMDLdEmwglxuwg53/RafyT/6G\n0Nwk70+tS3+gRZIEMIgVrBvYchcg1LrTVMYNDm2E+32YTzSkOXn2lWka8S7ff6EJy0KMSX65KLzt\nPD8dOYfENAQKga1mqpkZg8JRGOyJyVfOk8e7GWMDk6k0PxAL7D2J0s8FBrXw9ddS1S/N3L8IitNU\nscFS2sTz24F5lEr7su6E8USvE8/Pb0lFE4zBeIM/DHStGeeB5yfFeR44+UgYDKN3dDznUaEVfPj0\nRXAdXuOHTlHneyt1JpvOw6FRS+Px7UzNFtzIftvZlg9yaumWyQdUMzSl6TpQB08rVyITpXaaPUG1\njL5L9C4XYirYnu41esvrpuh6RNUbb88K7wtvzjPnWXOeGvNYGd1OjjvankRpaBX4QFONeQ5Y3fDh\nzOAsz+cTPReuty+YUnEuYKnUHPHHt1g3UXlkjem+qRe0PqPtyHx8w+sO2Z3p5YpSE6onrH+mo3F2\nZpoGhmlidIZprLx8vPDVg+a2NQzycG6t4rpm0n7fBFXEqIzVjZIU7g6J815uqbkoQSCURdIiMSNP\nkxpnhJJrg6erjrLunsdPf94EldFM/igpkdrpLaNNp6arLIB0QRcYI8W/EBiPB/zo5dYWBox30jso\nMsqzSlOznFBjbnfOfxYXecnoqtDuhNIDTjsMWRy91tCaOBRqLMSkBameFnQHY5RY85SlpQVrLWm7\nkNYr12VBA101mnaU0ilJRELTPOPsjg0T3gvKoXRD0YaWC/ZuDau1s+VKqYIwl+6EJrdO7ko2IDTL\nbUPpig4z1oJ3M9ppnDO4YDFG4a2H3livn1F25LYntpTvt6/Ovi70mqQPYO4WQCNvYx1LyRu1ZRoG\nlMMPs7TGlQIsIViUk9Kq2No6tVuUrigDFWnDdx0oRRjyMn66CufXeXKO4GaMdnTsHUM+0luhNgVI\nkc84TVwLqifSHkF5xsFjTZa/CwWoQpge/uJ6+5O/IQQi2ShMhaILW7U4ndDuiG+ZWFbGcZZ5/dGi\nqqUWcEOVxEcWP2yvkZdFcxpeUKrx/Hji+nohHB6Y/J1Zkleqd2KIahPzNFDzhmEUxpG2jIcRYxxz\nkKjiYdh5ucGSOzXK49IxDEwPjTU2JjOS48DTqfHHNXMcO4fDSIwLb08DZrDUEul6Yzo/sGyNZWuM\nk+Z6WXn7BLfLzvnxTC07+/nE9bXgbUMNlVpHhnDCuITWGetG5g4PDwc+f1roTePNSOkrx3Mgxs6b\nxxMxVh7fPJL3jWGC5RZ5eDqjTed2Wflv/u3PaWpg+XSRG01JHJ2iq4N0P5Ohrl/oylC0hbQxjIHi\nGvPgJV5ZEsFN7DEzjjNbbCgN+1bpXaPsyOAc18uO1iOtRkATgkKhCaf7Tc54qtto1VFbZRgh4Ihq\nZMDS1Y5zb3BGUbqh1wXcA36eqbxHmY1aHEkphsMzrUaRq69f6Ap8SNg+Enzh4w8Vb1aeHmZeP14w\nfuTjnyLjdOTLl1dKEx9vMBFsoPUdZQyDNexJYY0UjLTztFYJvuLwoDQx7RgMyrQ7qfKOdzaOnCtk\nWXC/fn5mjRXnPVo3Wo2U0km1UHNkOHh6BOPcXVIT0eYgXCIzyKNjzXQ0nY1mJ2HZWE9vO6VUclNQ\nBFVttSRwbhtYNpQL+KDYbgvDPJBiQXuNqbC3jNegUyEhi1jeK9YHbjcZK4UwYE0npU6nEvcdY8d7\ntFKczz9aAp2XBZYiN1RaJUvTDefu4yYtC6UbArU0GQ112QAomTAFSmyonmlqFKe6lkasaytFDfS+\nY5ShdSvlMWfZU8Y7DWhijHgfeH58Q4zgfGeXVirWCiIbaym5gxN9p1INbRwZi9Wwr1ds8NRlheB5\n/fhBMC8KaDvVzlgveJl0e0UZweOUXDBAqQKCbE0T9xt+PAGV0Stu+4LugYqm5Mb5/MjlsqOMZnAS\nWdV0XBjJMWGsoZZMrJvQmrW03W/X/8xHRkoHelppbiBYg7EWukfnlawhjBM5Z5Ge54x2AectOV5p\nxtFNRaUdE454VShoniaY5sxkB0k35DvFVIt/ueaMcQqlZoaDQq8b3QaCh+AU2gfIG61qXi6Zrhpa\nn7Cm4m0mrpFeFS4YxmPm+w8Zw8Yv3xty8XRreTq9ofWCHx23W8HYI7UkAVcRKXQKnq1Z5rPncICq\nn/j4O5mPno4T+56YBsv5qwEznEjXF3q8klMjbZppOvJ8NrxeNbplLi+Z44PG+jPaZwydZgd0W5gO\nI7fXHT8EpsGwxMK+ZMYAnY52hVytNFRjwqqFh7cTyhz54fNFAGOtMLvOulyZZmkOK1MZhiZQtCwn\ntKAXbpuid8W6ZM5HKK1QUyOYAfSIQzSXzQv6+s0BPnypDGpjmi2fbwee/cbH7UitBwYfQZ9pXfMQ\nMi+LIueM0tD1hKbcBSZf6NrS0opzjoOCfjd09dp582T59Amc7fzyzcyeOmWvlF7xbiCuGzlHgvM0\n7ajbTu8WvCXmxOgCW9wZJ0Nplpx3jIHeJM2Um7pn5jtpuzEMB7arbDxaG9alglYSj4xyKq8FcrrQ\nSkbbMznuVARz3LrCu0dKfKET5D1G33Wxa6ES0UkW1k6lK4OqWYx0WpwCe05Y67CtoRGaac4WHxDP\nhe+0JswhbRyxRCwy2rBO06hscZcNWQ2UXkhbEQkOhaY8Wit63MEEoFPiShg8qhesHWnN4tjpbqSu\nrzRV8WEipcKyrpzOGecDrSZKF3ilbZElZ4j6PloaMEpipsZpSir4yYv4/i6HgsYwzfRmmCZNqQtO\nG7KxlCJbqA+Ksic5aJYNusM5eVR3bqC2VYICTgppqmW2khmspVWR1/QiP4/WmpQ7Sjda3NDKsMaF\n3gzBdOK60NlRar57xAtKOWrTguTAcFkSYHG+Q9Xk1LlepPTXo6YYuT3Ye5pMOy9Jrga9PGLMhtaZ\n1jRWjX9xvf3Jj4xqW7HhgDLgjKZFUeT5ITDYCUvF60rJDesUpSYp1FRHLZo3jw9gDKatOJulqGQ0\ncb1QYuFwUkyuEsaGcxXrOm4+wOO/RXlYXi/oaeZxrlT9zMYIFMI8saXONMsDmbcJXXZ07YTBYZWm\np50ffoDJZ4Ib+OHLxPWKxE1tYRgGek4cvGGYRs4Pz5zOjsP5K3rpnM4jvVfWrPjh1fCH766MhyCY\n32I4PzmWvVL2Qt0vxD0xvPuK8PhMd4+UcuH7T1da/8J48Pzq54bZdQ6zEgS47aAKD/ORaYLHJ8s4\nGLSb+F/+4z8xHAzTYZarqhrwTt4SrDUo/SjqTpU4zh5jMs4PVByH04zzRiRDd2KsbonJSWJpzwpv\nFaPTPByM+Apaw3jHYbRM9sYwikZ0DIEpwOsCT08Dw+N7Dh7Gw8S1z8zzxHycKFkkKJIVn+4qyYC1\nHlt/uFMrC7qsf/Zj59pBV9msaiWXQlpXjkfFh08b163eaZGV1gpLahIZ1EbQ3aai/YgLXuLFztCs\nJUwjpVuMaoRhRnWRpszHI6ptTONAzhXvJ1KqdOPZk2LbEo3Ip9fr/QFcFKFGN4bxIPA9Mlsb6K2g\nVCPoJLpJ7bBGAYV1uZL2TOlRIINFYHU/qliV8XinyaUJPqE0NKDulNocd3q5kmKjqU4v9/6EspQk\nULim5cF23RLrVsm3yLpnaOIWbiiUzmybLLLOyKZU884WC6BpKZJbp+RK3l9JpbLcLnRl0R1yrjg0\nT8+PDMMJkNSe9QKC7M4ynU5Y5wnTDE2RE9Qq/aWuGrkMWDdIl8lp8W9bjbGVbX2FHshYnJJb8J8+\nf6DWTtE/qkszJd5IcaeURtqvtG6xyuI1YvBTjdkgCPEu04amLdoNlHpHVTvH9PCGfr9VWafIFSkZ\nNikchsNJ+idUnDekPZFrwVmP1YKJad0IsFBpugmkau8L/0auCdUhbTspJfK2Mxwc4+mJnAPmjnf5\nS5+f/A3B6AEbOjXJzKwZg7eK4CzXfUdVh6qdMFRq0djeKTlxPsLrovj+w47RBTs5nKrYdsF6w1eP\nR7o2bFFjxhGnKuE4kNvAYbRY/y1ZNw7uQEeMTbO/0t1bSneE9C2HUbNc5QptukKHADSul43jNGJ8\nZ7aGuEdc6DjjOB40Rhu5fbiEmib2beE0jeJ7to4SN+x0kvIdI3nfsEoTxoF9VxgdWLcOxuOC4rZW\nhtqYDkeIGRs7gy3MT+8x9oVaA7oUkpoxs2bPO7MzxNqZDloAYVfL+XFiue50GtMcmJ1jiyvdWEJw\n1LKTTRbbloGuZsECs+HUxvHUaepI3Ha0gab1ncFe6MZwHGderyvWQUoS7Uz7zpPtTPOJHDUxJm4t\noBvsqdK9w03vcMdE1potWpoyFH2gdU9pDkUkTEfQhpQfyU1jVCKYyN/9+oV/+O1CVwtaF64UnNM8\nnQZebzs1Wroq2CbxZG01uRi+eWf4/Nr4q58bzueRrhbW64YKhhQbve5oFWglU5SlK4d3HoXMc3Mu\nDIPmmzeNf/rB4q3hMGwsfiLXgkaRywrqQO0Krxd2ZVCqk7dIPSPlqNrJzaG7HHZ8sCgVyE0TSFwv\nGT91clJ0JeMjay2tG4KzMoM2CutndBcFJ8qSU8ZZjbIBYzXrsv35cGNKwg+yKNeuyFW4VkYpnFOA\niKqU9dguLB43CTiv7BU7Ovl79yO6AVaRClSC8Pt7AVVJKRGUKHKrElWmH0aB72WFoeCnB1pbaT3R\nqkapjPcyL9ddg+riiNj2u1p0pLdKyQaMo6VXWtVooym1CZivbdQmrod9X1HKCPeKJjj20sXNUKWc\n1o3FKCcdAxZonW4qpUAIlljkO+E0smnkjB8fidsr2hrooJvm8uFPkixSELwD3L1Potj2RNq3+xuE\nYVtuTIe3tJ6pdZODgbKUWuimAXcEfUvEWxZXcilU5TBe8OuFjlp3kpINsO7b/dDwz39+8huCDpba\nEABbKYxmoNSVrQyYlCjK4AcZszQyzkq78Xq7MQwnco6MNjCPGm/Aas+/+zcTL7dOUyMQSS1gTGew\nmaoTl80QXyPPTxAz6PZCqTP++eek7YW6/SNtfgPxE3jLIYyU1KhVXruPR4eiY41IR54fz6xxpeSN\nmEfePTqu11fOT5a4Vfx4wk8Kf3hDjZrUbxwnxbpcWNILj8eJ4AvLrhhHYcun2FGqczgaaYNepTmp\nQ6ArSZXcLjem+cTrpRAOEeUcty8rwzgyBEtvCkPndoHJ7VxfV0FEJMN/99/+inWLWNvwWaF1wpjG\n1jqxXTi4Z5w3dBTz0bJdznQzoPvONHhKdeSWcKFjnGHfN/btldOseH11+Hlkj10gaH3g9qnSa2Ie\nR+gNrRvz0FBqZfKR1BSxGJw/EPO92YqUu1qt9KqYB0dJO6V0pmngv/6bhS+fFi7rhvFnTnPjOIyM\nh8L1GvkvfjkwuSMfX250NfHDh51th9YEffCrn0/YIfDrn2d+/yf4ww+JyXhqzgRb2fPKNJzY4ooJ\nAUpmb8gBwcDXz5rXJXA8W26vKx+/VFKp0DqYJosWEYWiNFBkeoc3b4+S4GpKUAYO6r6L8F15Wk94\nKssuGOiUdlpW0k1QAUm+7sQOdIvqlZZ2ihJPQvCKHD3h6Kh7ouXGNAR609AS3ipK7uJd6P6O+lZU\nGoaKMgGtvOBOKnhr6EgBSltPigl7//O0EftXrRVnB4y3qA77lhlHSeise2YcLeVO+jSqMRwmtjXR\nW6Ij8MdGR3dH3SPWB0Fn75GCZhwnAPFNIHbBti1U57BaU9NK7QbvNbV5nCrs+473WgiwpaH0wGEe\nKG2nZoUDzDhAlw7CNBiR7RjPvu/U2tmbPDgnBbruaOXR1lHTRWyAMeG957Zc8W4UeaYNpFRwvlGS\noTYrroZWxDkdPKY1Wr3Qmsd6T4oLpiU5aFVLravcHFxgHIN0NVqj5xUbjsR9RSOE21IWOp7U9ntB\n7p///OQ3hJbkRFDqAGWh2jv+Nt9IbmL0WphBTHgtGIGeC716WsyMQ5CH6TShg2GaHL/7wbHeFowJ\nGComXGUhqjvOTqTREMKAIjINles2c5gSQX8gT4ES3hG8kdKS1yxbpbYV7wep6FPw44yqr+S4UuvI\ncZqIrfDNuyPHR8che66XjPKKh1MArehlu3+hupwE7MTJaYJLKA3eVErWlDJzmq6cH07EbcUYeHr3\niFIZqoV5gMsr8+BAKx78xlY1Y4DHp5HarSReisKEwPGkKNVDCpR14e27Iy8vX0AVvLdY3+lVs60d\n7y1hnKhNOhQdhzWW46zlQTBL3b/EDecruiphzXfPMAb2XZN0ZNABZze8bZQmljalLNsmIxmQB1bP\ngGalZcB+hbKKtHUqnukIrcwo7xnszG37QkNzGhqz/57/8/8+saYRaLScuDZHUJG2KF4unfX2hb/9\nlSUWCPOBeao8nSrj4czjLOPFkldut8q/+cWB2gy/+b8+87P3A9Oo+YffvXK7XUB3bMvkppjmQE1I\nUirMqLwRF8n7d62w2oKGnCC4RK6aVhZSBe8mSrmJ7ztXmpnF3FUa2jk5IZcdlEUBPkDvMy0vEBRW\nV8FbdM3gH7ntG2W/62VrJueED5O0dtsKSeikxhhK7wSD/GxdoWVIjnODEFpFDUUpgJF2ctVdTqkq\noprwjhQVGKWo5TMpK2iNXKVNXaI8ulurqVW4VMM0U+OCDRPGWEqr1GpwoyOXQkkJHTUNcYfkCLoW\ncZ4PB1SX78d2W3GDx2gr4xNtaEWhRoXqgdE5crxS+4/Yk4h3J4kMtw3vNLEpVGkYo0Fr6A2FqCm3\nGDEKcrxgzYgaEIMglnny7LvcQGhipytJoa0m5oJ1D9T8SpiEeOtsY9vEx9FwKKXw3pNLY9SZVQk7\njVaIW6XVgh09KXestSgmYhKF6LbuKCzWNow7sG8b1omjPedILpVhqOwlocx/5huCYqfWgGKj6pFB\nV8EcO89gxTus1YBWDZTCNVC6470iGE3tC358ROmKczPrdcWFG2+eJLfeu2IeTvT8iRDODLPm5cNK\nVYqelXwBlOXTq+bBaWq5EUJgu71gwsgaO1p3urHMxx8TCx3Xd7SbCKHy5quZ2DTPeuBw3NG+iWHs\nVpimd3Q6AitX1K3ig2VQFbW+yMjMOWopaDvxfCz0ntA64J0irZphMujjM9vrBzwrvRVizriDw3tD\nahOHwVJiwmgNrWAPJ/ryQi+K4BuXLwthGtlVZ6wLv/3td/yrv36LbYHLdiWjMaoSJvkz9z2idaDV\njdqUpDSs9EWwMBxHcpbrtNKQ0pWiDA7N81l0kW/Phi+X8z2+Z2T0ECwxbRh7oKDY64bODTP+ipav\nrNeCNwajM604WbzwrCkThplfTB/Y9kBv0to27KjwRGuNFF9YKbAZ9r2RtOU//cOLNJ4v3+Kt4ngO\n/PIbw/5SGQQFw+hGSrxyeV35m7858rMnT1eBz19WuvKgCtoZHqyn9oY7AN3x8rJTmmaPmVw7rSS6\n8eL8VuqOJ87izC2ddd3RRvHtdz/w5vGA7quoNjGiXmwa5zW9i6OX5snphvGOafTUPYmyc1uw2tG7\nmPC0qtTesW4W/LjRNG1IzdBqwXiLa5VcIgon4D0yvWj2tAqby2gSFevlTUJrTVOdYTyQ8oq2hd4U\nNe8YL+8f1gSoUf6OjCFuK/oetdQWvLUyXikVZeXEP0wzPe30srOlhjU/ip+sSGW2FWc1KS5YJ815\n6wwlVxn5aQTCZzQdJXrUqDFBUk7KzoRayb0J0K5WnM50NUDPvHz+yOPjs4xnWkUbi9GKmjbQWpzo\nLaJcwWqLctJJqHXF+CDj0ShYcGc3cgI/Blp6RSnIe0T7gcvlir+X1Xqv2A7WKFIxLFtCU7F2BCeH\nsUIgpoLTXXzPSlM71NtKl8uh3Dxtx/gZRSbdNpQdGcdR3pvCmX8JZvqT3xBCGO8CDI+7x8qCEzl7\nT0ly5w0OPpFKwZiBkqtcM7Un+EAvO8NhRLXIMBXePT3x8cMrbnC4pvnqtKDMgDKaZkbGw0HUiXGj\ndc/kNO6Q2dcN4ywxbsS1MJuFUgdsXzgfJ4w/cD52Shp5//4NuMrnjwvTFLExMXhpVn75NjKdzjy/\nfwOjpUUxnMXbK24cuL5+RPk3aG7E7QVlH1C9Y3VmPBwoZWV50eSaCQcjueTygfEhQD+CrnIjeX1l\nvyVKjfhlw9uRVDTOJ4hXHKAHKF3x/HTk5eUzo51Zrwv7svPmwdNr5uUW8eMjwWahbFaRsTgKanbs\nS2Swhtwah9OR25JkjNEhlSzdj/kRRcINhqYHHqbCZXWgXuhonp461y87bjI03rBvL8zjA6kOdP+e\n1jJ1Dwwu0Vqnt0bvBmMVdS+4wxOtZT7djkQmyJ15iFhluKyRFl+JsdKVI6UVq0Wssy6gLfzV1xP7\nDrdr5+PnnaehyVy+SWP1UgL0hWnyaNX43//xBnZmHC58/fP3lD3iveVPn2+8fFk4PgaCHSE3phNs\n10Im4sPIUgu9VqHHuoF133AGUuFOttQ0JlAVrTvujjnBSCa/94a2QRwg1aC7pcQbYFgXWRz2fcf1\nTOqdGKWxre194+4W70Zu68JgJS+US6eXjLLC1R+dZd0z3hpxJ+SGtZYcKyiDUg3VLft2lYO0MbQu\n3op9SWg6SyyEwUhJMCWMlcJfSSu6OeFrACVtWB/u5bJI3jaUsZKiUYGSGmlfsYNH9U6KFWNGtNcM\nZqDmXfwS00jKFaN3rJc3uV4meq+S/SdRuqEq+f93XfOfBU7jNFCiHOKUMjQWhnCk90wqilaKbHDe\nAZO0touiK4tRnXW7YZyV/9bgSOtCa55pUqTaUCaQtlWQFTkRwoxuiVYbpULTjrRVfHD3MY9DNUi7\ntN7ld3vk9fbK6eBId/e4O7xj+fQtOjgynl4Snk5umW4HFCs1T6CbJL3ufYd/7mP+/u///v/XBf3/\ny+e3v/3t3//jb/4jrRla3/F+ppUsiArj8CEweIm20SDcv+RhGBlcp1SR3hsNmiQkTWfxKrOnJmMI\noxnDJsgA94gxitNppFC5XRLjoGm6MgaP9xanGsF3lDtgVcE7OS0qY0lpo+TKMBpetwutj/R+4PAU\n0L1jBk2p4EfD4ekBpUEFh66R3naUcajWuF4SPV1BKUrxtH4vrBRYrhmtDFrB6WffoJVCm4oaBLvc\n6oLKAeUtNmj86RHvR1rKqGHCtCvGj4BlvxWGyd8XC/DGEULheDD8/OtnaI3jG8EHBJXY9oq2J0qM\nnGaL9YF9u+CMwzlPQwkcrUPvFq0Vyg7yVGc6Pfe7KHwT6XvNKO2JyfJ8UFxfQbuRl1vkzePIrRxI\nVXDl+/JK2S+4OdB6RakjD4cbiiO6J4kbc6UqT83iZh7tQtwL2ipS8bLwRUNpjtaEeGudJRVLbo01\nGSw7b95M6J6wtpJyI+0F01Z+/v6MqgllxbHcMfz6l2euS+JnX3muy8oQZoI37NuOs4pWN1KSB/lp\nHshNAwVrB1JKlJyoVTbl3hKNymmy7LWjOyhlqRRaaXRkPeraCtOodTkZqopxI0oLKt0qoWpa63DW\noFWThb02jDX03uVR2Tu0c/RW6b2BCVjVpeimO700vBNSqBsGlNL0mjEmi72NjvOG99/8FdfLhZI6\nrSms92x7QVuNsV4kMUZhLfdF1GCcJedErwW08L5aSQJnUj8W5aS3oE0nxiSnV2WlDOgMrURQCmWc\n3JZzw6hM7w4olNJpbaPpgncTtdv7OAeht6JRxmKMp6YdFwHknLQAACAASURBVEbOpye2tNGyvGM1\nNUDJlC6gOqMqGLl9Uesdl6MwbqBWsf/VEoVdVBule3KUeLC2lq4bSolSB+dppUAtdHPXecaVzkgp\nCzQYx4FurHQLgGmchHqqLZbOcr1irQM6mEJwjlo1vRdBgLuA0p2UMtN4ZCuZf/8//vf89V//9f/0\n/7bm/uRjp+MogDOjQJUbaCMk0iiv/aUUtBpQPVK7p2sDfacpizUGqsjQQZysRldy0RynyN/8ovPr\nX8gpJczvcc5Qm8alK5bCNMHgGt54tiTpnm4V82Hk6bjxcHCcHwNYR2kWZUeMhU9fMooTr1+uxLSx\n3yrT6UhOd7Z+m7ndKuvauX2KXF9fKHf+ybbtPD49CEysZoxu1BxJKbHdMr13rp9feXktfPz2E9pZ\nlLe0FGn7ikqFanZaXFHhxPW7H8AM2GnChYoOR/R0QtXM8f0TANbsUCVe6d1AmEbms5KiXtSMfqQ0\nx+n8iPMa4xxheqbZAsYKcjgLulcgbgprCp2KMo3ASuwKPQ+CR9YS0SsVqI3nd2+57R5rd1TXPB0N\nX64WuoOUBemr4fz0DnrgOM8Yb8jtzJ6+0N3EmH+LaS/8V9985JvhN/zq/cLp5MnN3hu5jVI1SVVq\nk9tkNxbtTwTXeL001rXzshT++P2F0i23GHBOESaDmzy35Quva+H1UvjbX0z8u/9y5GcPHa87l9dX\njoeJ2/pKUZbBywjoshQUUTaHUrGmM4Tpni4xGONQPYpOkhlrHLEYpmHAGS2baonUFlF9Z4uZFhOq\nV3pT5NboWpPjRq+iZsxd4sG5FdBeFvteCK4xjYFOxQaPNxZKopYmJ94sNzvnLOROaUhLt0HcxfBV\neoJu0dqSc2ddIr//zW9EB0kDBIntvKZ1TWmRkoRXFPdCa4lxsKCMAPaUxqgCSlr8KRVKLMRdwHud\nO33VKFqNqF4xuqMVjMMB7zVGaRr3SOldi+ucI4SAthPh/oirTEFbi/UO7z3zwd//n1c0LV4HZZr4\nzg8n9myxdsAN8x0RcaOWlZZWctzQYabcf3cpVmrLpO1G64643zDWonsnOGhVHB+tNaypaNNQSv65\n65GasmwOSlwvQ5hIXVF7I8dVJh41s1xvlCJI7oxC2472Xgi69+9Kq0nWTOM4PRypReOMZdsX/L+w\n3v7kNwSrHMNQcG5EGcNxLDQzEkIAlQnslP0LWX6XGFUlh9xuBJs4HjuPZ8MwNOaQOQ6K47FyPFkw\nEw/Pbzm+/VsutwiuczzN1OHIMD4wj4HWCqjIwzHgvJAOeylcblLIud0KzhZUqwQraYrT0XF9vUDb\n6GXh46ed3//uM68vnbUdiblyu+6s64/+04m6VqiKaXC0sqC0IAqM0aRs0SimqfD8Zub0eOTtm0lO\nst7R1RFtjuhhQk1vMHpEmwFa5/T+Ddvnb3HzM2p6wD4cUD1jz8/UVLndbrjjV4Ji1mdhqtfM//wf\nvgUDqTRi2mllR9WE15FpVOx7hKrxLjCEiVoU3//+O0abyftKw9CVoe2JVD30jZoEADgNlnk8STql\nruTLZw5Hx8O7B56eO8YfcV5RakZ7T1cOoyeWTdj7MTuO5obVnXF+z1h/S0o3bteV/+0/feL56yd+\n/+3Gb36/8nJbianeEy+emgrXNQtvKEPcVi6vG87chT7IQvn6+sqntfLHDxt//Bz5tGheVs9X789M\nwfKyWr773PntHwvzaNFac10r1hhG2zg/jFhrOc0nnBPsdRgMoy3ovhNTI6eNpixhfMBqQxgK1hmu\nyy5OYNMkSaM6qJl9LxgM3UKrimkUJo9qHWWccG7SLppEIwcUtGIaJrQXPn9NkeBHtIZSBI+RUroD\n7oycdEuRjcsbUrVYUym502mUMlC1JJvGeWAMGu00vcmhS5uA0hbnvShod5Hu9C5FzcFN9FqoZRdM\nvNayOFJQvdNzonaZAHTVUFq4TdY6gcNZL/8uZWJqMloycsPwfsCaBl0a3CVdGAbPtlvpkVxXYupS\nmFOGUhPjNNOUxmp5C/jjd9+iMfc/T+b7MUaMhtqhJPFOy5vUgnOOogLOCJhw8A6nJTqqtaYbRcbS\n+l2S0wWih3Lyu7NHoSEfTnRl0KoSwkhOCUNmW3Z0b9CyoGhGB6ZRYyLtFaNkswMJBxhd0dZwPD3Q\nemK/ic62FOi9CDvqL3x+8hsCSmKMxggjRKnOQ1A4p1FNEfEM44gPgVOoHEbNcYJgDLU2VFM8Pwbm\nyfCLb44cj0esOXI4vsGozpcf/sCnzztrPZLbmdYa295I60WcsAoOB4v3jlZ39uUj275wnirvHjKq\nbdAN2mZU76Ataf/CNEqMzGqDMw3jNKlHPn/3B5bLRrqt7FsipYQbB+p+Iy4fWa+JPckjde1vJM8e\nMkrB+6/fk7cvWHNkPDZePkeoEaVG9i8/QLfUVGhZc/vT74kvO7cfvmN+8w09fwYKFE1ZV7ptYDTz\nwwMfvv0natnxvjHMDjd5Wgkczg/0mjmezhxOJ+w8gymkPRIG5AHyfvKeDopf/+tf8rp2nB/JqeLS\nFyncDBpvHTXfWOMufuy2MLidp+f3eGd5XQe+XL/iy1VT+4VGoKUFrTK27XQsIQS8FunO128XWv4B\n8sY37yacES1jZeB//Q9/4tMVllumZ8MaNcu28+XTZxqWKRhqK9SW2dLGeBxRrWH1yi/eG/a4sKaJ\nuFeUlTTK68vGw0nT9oa2mQ+3zHc/CPzNjZbXm4IWOU2BUjUxCk9rzwllDeNoQGViV2xFRhYoTStX\naltxRmKD27aRY0VpT0piyqpFo9qVjie3KpA2IwayYXBYa2hFRgrGGPbrjcEqPIXJdXAG1eu9T7BT\n9wslJnoTMN4YrPCgCgzeoLsSd7I2Mr+uQuwMIRBsRdcNpxR5TTQEGqlaEjx3lyIdPYO2WCcmtofT\njNWWrjsmyIFuCCNh8HQ8uheRUf1Y+DOSvFG9MXrxVU+HsxTTtOF0fsbpLKytnrD+jFIdq7U4tO9T\ngRIL3mVaFg8HdSUVRaHTmidn2QxlpDNLVDTvpLijW0d1uaHorgnjhDaO2gYwQTYgaylxJdZK2jfW\nXTzVALUkaorU3DG90fsmB6UK+7LewzKZ1jq5dGLq5Ny5bJncKr07jO2YYHDek2u7C3ACdhgxNtBI\n6FYkXVYa9d6E37eM6o11vVG3DaMSXgvJ9i99fvKPyjk3vO8MQVGaSDwYA0MEc1DkpPA+YZQj153B\neSoWz0YwgVYDl0tl8Bbn4eGguLyuXF80j2/fsu4bvSj80Hl92VmsoTRDKZVp9ORUyKmj/IbRhaen\nN1wvCy/rjfUKv/7XT3z/3YVaE6jA8TCQ4ozxjn1r5DEJxoKOt4ZUPVZHtuxxXBgPb4i3nZqu8uWK\n/4jyR9nJmyUXjdWVpi98/23k/c/OlHKlZMvDm8b1+8+Mz43h+ZG6XNHhLZ0XUSiWncPP3rF/+CS6\nypcXhuCwD8/0mkm3LyjVOR6eKOUFYxS6O1AD//5/+DtKuaG6wnhDirukk5plnOTEYtTOljXOanJu\ntHxjGgJLzDjTSdUz2J19Dzh9YwwB72RGrbQhhK95XRaUOZDLjrGJWE7MVk482s/kdMFaD91jFGiV\n+bufvfK7H3ZO3hPM/8GfPgT2eMESKLWDFaBbjJl9izTT2deICSNKdfZc0bWwN5gGx7IvPM/w/u2B\nmCzBDaTWGbmx1xHnB5Z1xS8OyKxrYponfvbQqC2z75peIdaGOQzUemVfIbXE6BLBz3yJHZKn9EZO\nmkrg+DCwXBbSHmlEnDuhdOD9Ow090xT00jAOYBR7oJYioVGQciSVu67UyFtabpauRevYSaQiMUdt\nLSDlrdoUo7PEXChF41RGG4GhbcuGRsqddj6QlxXjZfwS94g2ioqn+0ZvTVJ+WsYm2gTQBmtEGeqt\nIQwHaSHfNZvaKnptoOXnl/KbcI00mawaRg8olSkJ0J1eFMZWaJmuRaxze/3MfD6if7TQ1Z0C5K4B\ni1bQ9IF9v+GDZZ5PaO/Y9/u7haoiWXIz+7rSayX1zMPxgYImDCNtj+TSaVVhfKflCtrIe07v8vNG\nETYNzpHvqPyUC3tV1P2G8zPa7He4oKP3ihtmrNLkWkgZlJbCXQhWxmQtoYNjue6Mk6PUAFpjScSU\n8N5QasVaC3qg6UarUjSkaHJT2LLLmN16Ss50NdJKRff0F9fbn/wNwRqhGXo38HiEtF8pacH4jrWG\nIWz4MHOeIseDZQrwy58FnD2hw8wwJYyzPDzI/H6vjuFwpNuBNVq26GC03NYd1VeWZSXlFbSnUVmv\nN7bLxna5EfyIM5ZpOPDuWTOdAuNBY63GhxPWKG4vBWs9hsj5PKDKTs0bThnipsVDq7zo8qpmvXxm\n33diiWK1sjPaeFo1aL0TrMwZGzO1KNaLXFN7HtGhcXj3DXY8C7xqfofyz0K8PD0THh/Z//i9eFYP\nZ3KsmKd/RcudukWcF24Q1jA9vQc0Ojh63mltxfiZYVRcvryIxxVBe9QiLHfdkXFCc6R1YxgGUlGY\nptAtofIm8WBf6HrkfHBMpzNhesT5kWWP7KnLDLkUWp8Zhk7sZ3ISTWIYhCY7m0+cJvDB8XEV1Wnv\nV/Z+4NPHG009yBdx6yyviZeXGzV1lB+FoOo0Vmm0llN0GA3HeURReH80vH+eGUznwUUmVRjUwp9e\nKzk1Bm+hJVrPgCHWkd98e+VWAi8piAegSV798+fP0lb2FdUUOTc+vUSoksVft0rvC6ptXG/7n8eM\n/w9179IrWZamaT3rui9mds7x4+5xyXt2Vta9uiXU3QgJ6JZ6AhOY+RjxB2BI/wwmjJAQM/AfUEIF\nFBeBikJUUULVVFZkZlRWRMbV3c/NzPbe6/Z9DJZliUllS6CWsmwSkutExLHjx/Za61vv+zzDdI3k\njbx2GU9KpguVgqPKFSqWYG1n1ZhAqQalj2f6CaHRGDA1473trvAw4m3DoV2xaT2pBMQ6zqfSd/6S\n0JYwJlPLyn4esNYRdwd0Tf0WuwlNpXOsqtAk4bzBI/gYMNh+WdxM3xHX3kkxVkjbAj6yHc+sa2Jb\nztS8YUpFa6OKAelmJmNMpxpLomRBjeDswDiOWCplrbR0BmmEYeR0945aM1IbGO1sJgdGUieTRsu8\n83g3IkZZt6c+UjJKiDPqZk5PZ2qtNNXLRbxlPXdMhY8BLQVjfZ9Ht74RUizDFMnNY4NnOOwoTfqc\n3/UofDTK7rBHtHu5UzWYYNC60EqlLit5PbE/BKwzlFSpeKwPOIFaDPMF298b1Asi7eL4EOZ979d4\n2xelkmp/LhhhDr6rM22HGqp1l40AWPPLTwi/8guCNmWeOtZ1DJH9tGcerjBGmYdIjCOjzUBkHieM\nCQxsvP8CXjxTvvetHd/81p4m0NRzfTOQ9EDFs20btWVabtS8URgY5j4X9Rbq1jokLFesMyynzOnh\nkWcfWl48f8Y3/943+OrzBEAtJxyR8TASfcCaCWcLN1d7prgn18J+b0lboVZhjoEQBrQZfv7lVyzn\nfiwvTUjbmeX8yLpVUl1xPnA6tc530ZE3P/8clbfc/9VbpDyBGCQJTQJy/CvSwxHGfddkxhuG5x/y\n6Uefcf2dH6JkCO/hB8ENI2ntF1BVHEpBbK/w/89//DFKZT1ujKPFaeHq5pYhGHx0nO/vyYysqQtn\nbByIVtGW8U7I9cg0d2mMlcYcPa16dMvYeoc2SwyFeeewfmCab7kaj2zHFSlvKfkBY0oX6MgD//T3\nTlzrj7jWjzgfn7g7eR4eA599esduHjGt8OZxu9T2K87AloRlK6RtQ8xIbSt523BGCGHg8bR1CYob\nOS6Jt3eFv36jvH2aqX7k2cFiENZT4vb6AMCSGkpm9qEji/NGu2AjajPEccI6jxTwvhJihHqkNcGa\nhBQwduyaVjxbG/HjjlZWztuZqpYvvn6Hsdp3c9UwTpZc+0V8x1KUPm+2hnEIfeeKwWEQYyjrRpEG\nVjEKITpMPRG9MnqHU2EYA2jh5mpkHneEGLvbQSBGx3JKhKG3in2csK2bzhBBm3TQXbA98296csjY\nSowWkYxxpsc4rXRlpR966MDay51KpuvNhWYcPvQRa1eEBbzrM/Mh9hOy9SMhKFUMVZSaC3Hc9WZ6\nOl0Q053hY9yACQNaGlUiOEvLhejmvtu3kbxVtGXiGPBuxvpA8JGHp0d2U+jdFL8DG3Cmt5nFDYTx\nmnkApI+wU0rk0xM1F0JQnIDz/A2aGlUsro86PYTxCjDwi/uJJeG1u9q9VeqF76TSTzDGDDjt8eLa\nOtuqNSFvCTUW0ZHhsMcPY4/0YlBTLgXBjIsebYJzjv1u6uXVX/L6lR8ZeW+o1TPNkWWrRO8wsjKF\nQC4L/iKqaPaKtmXGaPnqzlLrxjBaPrhKtBp4/8WBx4fMp8eGYWEcIvXCjlGx7MaB6Dxi26XbIPho\nmdqBDz6Ysa7y7u4JLY799Qfcff45Pq94W9DgcZ7OWQn9eOax1DZz/9RwgyGvBhcKPoDiUXrJDRwv\nrmaGKZJywfkdWrd+IVsVTB9heW9oJMp6ppjIcD1jhs6eSXefgHmP4eU1OMd0/Q9BP2V5/AJJD1hz\nQFPh65/8BSXDt379gArk88bVi9suGGlrn3k/vGHYXUFbMHlhdzOy5YazjdPDI7UWbFN2o8GroDGz\nJWWIgeOa+r2N90yxX6q6psxzoNSEDVdohZQd3j/gLhA6yhu2fICgiHH9Q2I8PkSmKXIzWv7FR5+x\nv73l/jSRlieOx9LdAsZyXiutNW5vb7u1rPbS1zAoOUGtAalHfNwTBof1ibRVnl+P5NR4WAPemMt8\nOPH27si37IDHoaaRHJSqPL/xSFaEHTXdM4UJ4zvrR1ImpQ2vhnUrqBRELxa1umdwltO29t6EFGqZ\nqSWBKeQsGDsRQrsoNh1NMgbplMzWH5543wuKTfAOwEET1DiaduGOEYEw4tzlVGMMHtdptFaJw4BZ\nDRojvgguTOB7uCFayNIjn8MQWNKGt4JUUBuwVrHSd5up1p5Asn03OsSEC7FTN73gMGRzGa1Ix3Jj\nBescIqXP7UX6KBjf1wHTbYgxGlo1PSVoFDEwetNFNtrvEUtp1EuLOMQdVQWqA5N6pHg9EfyIYPDe\n0VqgpF4qrWIY54GUbPdwBIvVSM0rOZ1Y4q7zjpp2YGOtyC8ivgTUR2yrWCsYM3eFasnUpr1ZLtrv\nKDYYhtjvM0yjFmg1UcpKnK7Y7wLH04b1Dm8bVYRcW2/qi+LDiGg/oXhNmGjY1t7n6J6MEWkV3TLj\ntCPLwGEeOK8rVrrZseTCOAVabai2C7Ppb3/9yvcQjl/8OZiBGBzWOposWHoWOdeKV4cfOgjL24Yl\nYAzMceNqv2ctAzVZjsd+1FsWoYkQR0daC/vZoiYw7Qau97F7D9QwXJJNPkTe3zWekiHEPSU/YUqh\nasXGiVoMpSRG55mmgS1DWiqFwG5vGEZHlUL0HUmLZsYgNBtoVS5o5EptGWMsiFJyb1+Ltt4INpUt\nC4ihaeehXx0iKgVNhuH2JX43gn0ONoJsGPu7RD4hzHvOb98wjgdc9Lz81i35BG1LGL/D1IxwKa20\njJte0pYn/t4PPgBdSU8nxjlyesxIFsxFxtLUcPfuHa1tODMTvYAa5uFAGMASULsHqahYTLhmCJBa\nwUpDxNOyYYyFJBbnIqIDVbrEyNiR0S3swh3feqlc7c483gdUC+tWGXc3WFtwPnA8LQzjB+S69XGE\nNbQGzgZKPTNNYzd5GcWSqUUxKClX7BB7pt45jqfM07ERgqAyIKbrJ0UL0iq5bGw5kNeVlBr3TyvH\nTWktkrcjRSKmdUBZiNc0nXu/hAx0resQRqw31Ex3hKsnuMiWt8uRXhnj3OfUPnSwYlEsDb24CDqp\nqhvnas4YQ+dS+QGjjeCglgUX587Yqgn8iLEj2jbUet6bM7ipy1SkYaSRmkW1UZr230VVMB4VwZIQ\nHbDWUCX0xrtmfIyApWpAjcFZS62FUrsg3ogyjh5V+rhFOkFW1GCtozRDK6cu/yEy7CLOQZym3meh\n3xGI9t5D1UK5kEf799U9E0YrpTUGN1BywfuBmnuvYTmdESnUJmRxbMuZ0+mB4AK1grSCpfVTx3CF\ns7a3yk3rp2/JOGrfmDnpQp6caOL7w9qFjhxvheV8xlqH1Nrpt6rkLRO86Qui6YvEL5zKxnaRVJNG\nSr29DY4hRgQh0pllwYEScBb2+xnBINo/i9Z2ppWzgSpCtH0hk0v6TKSACRfjpOOf/NN/82/tIfzK\nnxBOq9DaEZEdPgYGO7JVpRZwrlHMRFChGu1qOlux0qmFa2741sjeM7jMFPaE0qhSOD4IwSnHd8o8\nJ7Y1wH5iOlje/8Y3+PLz1uUiGN6WEezC7WTYX33A1RU8PmSGUNhEMES2ukKJjMOeJgmpGw/3jutr\nR6jKOR0ZpgFrQo/VGUOIFounSU/D1FZYpLKfY5/V5u7N3cSBCNUWJgaqG7l7U3nvm8/IK2CuwN2A\n/jlyL2znE8PtR7z5q69Yz0cO189ItXB48YzPP/4SZwvh8ILY7ihuYHA7jOmQLm2PuFj6ztIHhitQ\nKQwBrHq2teCwBH9gt2s8HY+M00JZEma4JZcTXrrtylAJbs80GZblHec69hSLs7x9JwhCPQph2uNM\nwfKGsHuJNQuHEbQGqo5cjYm0OG6uN7AT5+OGJfJ4eqKaaw77K87bghVFGsQIy5YRt8PZCJq5erbj\n/PRI9COpNnJasS6Qz49Ut+N8Sh31YCwlVZjOmFxodofFYLzvo4qqLMlwd1KIM7puNJOwMjDOA3lz\nfR6c75gPA9Z5dLJoNrSa2NrWTy0ldfZPq6xJUemsn3XpM+cmBatdfDL6/rA1dkdej70xa/oDxFhD\nE1Db/c/OOWpzOA/ReUwoiItYO+Jdo7WBaBtv0kRsG1U8zhS29RE37Wli+wNYKpjO5emKzoDURBx2\njN6wpIS1EyqOIhlnepJJtGK9w1ahmU5EPZ7PzDHivKW27iV33tFEcNqxEs4OmMGgWdCg1CRYo4gK\nxRiCH2l17ZHQYBhwffEqjXEcu4THGlIzCIpHetGzFcZxTyVRNoNrG8MQiGag5YVpOrAkg9B6F6FV\nau0iJyOGIitqRgxgjVzGx+HS1l9pJXV6WSuggTFaihT4hWPDToQpUtI9w3RDkzO1eVSgld6YFuux\nAsFXprHLkkorjKETS727IreOV1ccx7Xg6QjxJoYhOrSVi8J0xQ5XbOfeBTEqFDv1RaNs5PTLHZq/\n+ncI6nq+NwglbTycNkrLlJzIOZLzyptT4HQ69wsUNb2BGHd9Jl8tNp+RbJGSMS3jWgMTaeq4eX5D\nK55WO3JWpPJ498B7H+x48TLy7NnUy1RmRzKe0TvevhOM9aTcdzvOSpfRl40YDC0fOS0bW67MNzfE\nuc8bLRZru1Cn1m51cj4yjb1VrNYwx8B2bmxrxoeAMRZjO70ztZHH1bGtZ7Yt8/DmC+4fzqi87bPd\nk7LlB+aXP4T02COtw46UhWEYWO660WreXRPagokzxg2oCz27XSdoe5wd+Z/++x9xurvj9LiRHhOO\njZxPzPOIMx5rCi+uRm6fPQMxhHCNwTGMN6gqwWs/bbnKlhpxeI7zI/cPieNZCKNh9JbgNgbrGeJE\nHD9kjpbD/JwQJ2K07ELj+HTHeTMEk4m+cToWao2MwwHyhpUTwSZyOTHvIiUrkjeenh5oNtJEMTQs\nBecGpjhxmAPXV13Y4ygoEVFH1YqfArVNPCzgvPB0rjw+nPjss0TOGyYU4uDx3qIkoiaUgqWynE+c\nkuAR0nqmCZSlkXLmfC7YFthNE3G6wRmLikdVub2NjNYzT56n+wfmObLb7ToRlJ4uCqH2AIHTjpG2\n2ouJbBhRakuIM0zT1HeybaVpXyRrWTmfU48maiQvR87FdHJwLlR7jYrD4hjH/r6VDskxvrOJxnHs\nl9c5EVwnbSoFZ5Wm/d5G64bvZ86ub26FaYjkslHp0VVjLe3iQVZvyc1fhPPdseBV+/jJWWKYQDes\nbgyjIY6BYOTybOiLS2v9cxTiiEXxxl7uFHpSS6R2DacR1Gg/FeTOWFq3DC333X5rPDzeAYK0XohV\nY7EUpC1YPxBMR1xP08AvEBZFHFSDWofx3QEimsjZUtcj29Mjxo20uoEJ/f5EKyH2sh11I+eGGyPS\nCoph8oqPA7X6Pj5UIW2ZJpmhzwv7z8qB2HipsJvuo95WVFe0VUqTjjgpBdGAtF/uQ/iVXxCaVopY\nzpuipkOukImtRnJp1GbRtDEMA09PmfPW+Msff8nDQ6MUpbbuMFYSX7xdKbVH3EabQCp3b1dqW6lS\nWJfK8X6DWsnnRwAc7y6zV2j5iTUryoDQW9LH4yMln7i6Hrl974YmG598Ufjsy8RffXrPzz76hHdf\nPvLitrG8fct29zUgjEMmjg4XDbU6pEBtvRkqFEJ0vbxUN1qrfH2/oU1I2wOnk4Ap3D84lmXh4ed3\nsP6MH/3Jj5n2L1C/wPCMZhpZHVkH1tR6GgZL3o6Mh0bKKymt/Qie+yVk2u5RndC4Y759wThdMz0f\nMdFz++LAtjx2do0qd48LQSpxcjRAW8KzME9DN2o5y9XcCF4Yh0Q0gguOcegXsm707K6+zXgVmfeO\naTTspoZp9+x3I36AZhxfvYPd4C8lLY/ageXpkSZwuJrx454QCi+fXeO04gNUuyOGgDcV7/uOzMcd\nPgQkf8UwBM6ngrUe1QmnGep6iTAKyF3Pdq8JxLGeVr7/jchyztw/CJ9+fubtV0eq7LHR9f8Ovqs/\nh4GzKn6eaTUjajitgjjTW63nB0peetqL1l3GrZJLJTqPmtwTMzS0CfM4MQ+gYnEUoo2kNTNEi5xX\njHH4YcRI9yKs6xHVoV9EasMHixFlig4tnYCp6ggukddKtMq0758noWFVcLZjL4IzWNE+z9eEt4oY\noZVeLrOm8ouptGC4evby8vckOO2pnaYeP1/h/UxDFM7LPAAAIABJREFUUT8TTE8VedelPT1N0xeJ\nZiKGjDcW0Ub0FmtMH4dqTwjh6CMjC8ZcOEtqLkwnoWpnJkleqdI636xVWsogK8YIWgq1rGhrHV3v\nIwbwYeqJHel2uX4Ei5S0QPQEL5QqmJK6X6GWjhYvmdaErdAdDAYO11eMu84n6uPHjPMjDYOW1CnH\nqjgfSad+Ka66oq7bBMdRMZL6qSp0la/gwY9YLOocDoWa+++Bd91KOF+Dj1jTL9+D701yY/6OC3Jq\nEeadwZiBWnK/wJGNnC2Hq14UOcTE6VgZ4sTTkvjwG++z2xm2rWItnNzIblAUJVWDtdDOnUMyTEOf\nxUkXVVxfB57evuXZe3tamwjjhxxsZtsW1AlNNuLlg1LNzI8++orTsQfDMAltlqaV1gZEDH9+Lry8\nVT55cwQbQDw/HI9cP3fsvv2brHePqO5Qs+BEGeeI1DOtNkJUDtfXfOf73wR3RlLhpx81alPWrTCE\nwDe/9z0++cnH3L29xw4HPvnxp4QQMDikXFHqhrF32OGaYZ6wriEEtpNw+94H3H3xhpI2BMcwCYcP\ndpy+LPwbf/8HbE8dxtayYINyfiwYRppV9pMHrihbYvKNcTQspw3cnlKFeRac2TitQvADtQjaGreH\nEetmpvjA1e17LOcjahreWRrK0/HENO5YTgsYw/Uu0ebvMAxv+MlnO555ZdwfyMuKGNgq5Dritdf7\ncd3vfLU7UNtGKkpbhZKf2O09st4jHHj39on9LrKWhJFCVYiDJ4aMpMIpN9DGyVr2ceX2duQvfnqk\n2ZGnpTsFOmr9BOOMsdodt1ZAE1e7iZIqpThOW2H0mTjsSflMos/yMcrgIjGMtHrCO8s8Ct//9nuU\nrDRRpthYzk/c3N6w5IoxhfPpjHWRVMDt9rR8ZgyVRQYG62gGWi0E35jHHbVY1K1URuwgBD9i3YLI\nHhtOJPHEIgQaIhF8RthhTYFWegHK9AtrYzuF03lFciEVOtI5ragNPD0dcTHgjAdaZwXZitQetyXs\n0Hyi+N4m9m0Da3BeMU2pOKgZP0QcQvSerRmCtdiU+0gsFZxX7HxFWr/G6Ni5WHIpnwFaGzHMffEr\nFw8z0gF6LeGJqO39gSoGzQVxwsv3vo1csvrOGVobwATqthCdpZXOfBq8wajFt4VULTVnYlRyTgQT\nYfBstfZFtlm8zxRjEfFEp+Qi2GGHtEYII9vaLYHeRdY1Y2K8RIEDIv20LdLjpTZYLA1rKiHswXl0\nu9wVXZJlRpU4QW4dQVNKw/mOz/5lr78DC4LheFpBEwa5xBs9+30jtYisjbiz7L1DTL8QXtbEb3/D\n8vOaUbtHWufzD+OEJeDoRy2aMNnMuRTmOFKqcvfmxHsfjozzgePbe9rSePHtiXp7y91X93hjKFlI\npXH/9p7Ho+LdM/JqOK0DRKGtlhgVvCMq/OSvj3iU8WD49jdG7p8ctVSGt3/Jy+9c8953rvn0x4nv\n/9ozyunE+VFR7eTD5y8Dv/8Hf85VDDw8bvzb/87vUO6/ZNztKeeVJg+IFmq5HJFLYZiUWhunkxCG\nirYBoRJKYXfw1GpZ1h3L5+9w4mjqMLGLxTULYQysp8T1yxvWhxOiShxG1q1yWhqWiu4GhlCIfqCW\nhfV44oNvXbGmRm6KFoOPB56FTNrATzvcDrZWOByuEfOMsn4NRnDNkLNgvSOEQydTakNNZF32nNcj\nlff4wXe+4OdvGs8P8Nm2wwDOCC8PFWMPnYv/pFh7y3k54mxgiJXjUyIOnto8T6cz8zwTpj2lbbRS\n0NY4BAtuxlGxc2Vd+omkqKWUiBhB/R5nlOtDRdpISivGwfHxCeuEYB1LFZxvnJfLxWZZcSbirGVZ\nFsI4YmthmA5krTh6AsuHa4Z2okjP9e8PAzUdWeXAIAtPy0YrG7VYjHfcjLAaR8uC4Mmpqyqtcwxh\noE1QkyC59PKSXtrM1lG2py56qeWClh47+HHc0XIit+FSLOwIhiIO5wqCw2imbRmcUpsShoi0hrMD\n0iDE0JMv9Yy1A0b7qMhI3+HWVnGXVm1HWicMkXw+M+yusFr6fUgT1NLvehB06BgOMb0chrWUlPEm\ngu2LiyKICtY6hmnHejx2iX1dqFrADL2kpwEh4Nguo6qGMwHnIioNtFIB7zxGKsYo19cHcq5M874L\n7a2l1YqaHdOYUA0Y6/BuQG0iN4uTTElds6nqUelctUbs47RaUDGkesaHSMuN3YtrhCdKKTSlo7cL\nqI0YmzH0B3rnO3VkONL6XQQebzJVFBtH0nYmhn7xLWmj1Ey8eKD/ttev/MgI2y1MMXRyommF1hpr\nCRjZMMBy3ngwE+esLCeDMvKnHzdOJVJqRTRTjKOuXS5+dXNFY7iwwYXoA7jKi/c/wLuZuPuQ0zGz\nbIn9swM1edb7T3h2K3zw7QFrhMPVFW/edVb9ls40KT13vyp40zWAyXI6JopMGD+hrfDF5wunTbk/\n9lblu3eFtx/9jG//5g9492ZjeHbD9fORD795y+Qaf/g/vGM5Gj77amHLmT/8b/6cZy8nxsmym5SA\n5/2XkZubyOiOzPOJ3X7geKzk5jkvypJPGD2TW6XWiVwC67oiayaVAtp/plICYEnbE//7//UTZNsI\noeBdYXs6dZPVBCFCDIINvbh2dQXXtwce3p5oWUhP91Abx8efgx3wMbKbFdVzN3OVJ+rpS2BPtN0l\nDLYfe9VSqwdmYjiQnGd/c4u1nk/eOezwDZ4/8zy/jux84jBmDpMQ7QrO897La15cw3jBKYsI1vVO\nwvG0EMeBUrpIKTfwLvJsHzhtjlITT0tmOzVyFbAeaZC2hbtHxdiebmnb2ndnThiC7+OKYlmW0EuG\nuaMErBdUAlPstrAshrxmfICGdApmO9Ny5rScu/0sVX728885H88czyu1bH18oco0HrDOYfA8LBvn\nxyOty8YR27PzIo1lWchrxxyYYUZaw7sR5yIYQzN9H2h8xQWL6hnFcjUZhIA1FamVwQeibf1uDod3\n3fbmXB+7Rm8IYSAGiDFiTEJyxkgj+Am1htI6PK9IwYWA7QS5S+Jo6zBKEVy4MJmonRemjVYvHB4z\nYVpB6tYXB9mQkkHK5b0IIrUnlaR7vvOy4FFw/Xts0smmACYErAU/7vsdgfVUB8147k8PCK4/E4z0\ntu+FzjoMgVJXYhzBR8I44bxwXuWSnOtvTcVgpTvefehlVOsEJWCd6yXDOHZsSHA4G/+Ge7Se3hGd\ngDam6LrvffBoXcjLigkHaLV3+ZrinOv4GIXaMil3p3O9pLzSJuQsNOsIwx7l7/gdgnHXrKsBE/tu\npRq2JJcjdWCthqdzpS6VWhJFhaRKU8vLcGI/GmJ96P7T0bCbLCYoL94fuHnvFugzy+vnL3h4OqFx\n4u2XC2++TGzpwBeff03a7rh6/pKSrvns4wVjA8vpjg/fj+z2HmtnXOjpALXuUhA5YMyZbBwYQ66F\nxkTwljdvGm+f4KOPV3728SPNRNA3fPCD56zH0i1lTvnxT59Yll6eU6mkDFojP/qTjzm9W/mLP/+C\nv/6/f8r5qNy+3POt3/oe+bjx7osf8zt//5t4e2YMkUCkSue6HB/vMbb2HaCRvrswBqMFNwWwnsOL\nG8q6cnx6oGSHcwPeKsOg7PdgXCdGXt9O1GJZVuV8KuTazXH7OTBPcHv9jKu9spsd1u2Y5wNGd+x2\nR473R5aHT/BO2V9PhCiIgWG6IsbOpxJNzDFgjPZZcXwPY5X1+MT1tXK4UoYYmQ+C9d2D8Xj3xJIq\n0WXm0Gma03xgGHqrdN0KPoZ+4d2giuPrt2tPjK2VtClb9p2cy8DtswO7/dAlQGumGQtuoLVGrobj\n00ZrhXEc8UGY5l1n1axKTgY/Tiy1ccoQnO8GMe2nDyPKdhaG/Yy3jtb6qUi1o4ylOU7Hwrn1YENV\nw7zf41xjf5h5+a3vY22fv7tgu7FPlXG3Y9jtERTJqSfIZMOajLX9ktdaS3Mj3hrUThhjeFoVTMEQ\nsb5/P1hDjA6n2nsxfiLXhpEeeUxpRZqh5A1HH6NZBzbM+OiIYe4jVj9e3l/Hj3RlpKPlhOol048A\nfRGutaJ+7BynVtF8UccWh3UTQL/Il+5krrVSaqKZDtprdcN49zc/n2keCMYw7ma8NVAr2jpQDy0E\n0/+JNOYxYN2At78gLVdqLZcNpKXmgjeVsq20WpkGj/oRTO0Jswa1bR3rLYZcOpnWWgUxWDq9uNWN\nDToe3MDV5ElZWFKlth5nfzwn1q1Ra8HYQMtHvLOYaHpZzxuscb2PVQuCp2T673dtGNvdCc54nGz/\n0gf+r3wP4dMf/ynWKKAXl2vDxs7+p/UffhyvyWlB1GAcmGbwGM5MOLPxfM4kXjDvIh98uO/IWx8I\nw8D1i5H9s5nWjgzjjrw8kJJwva/sn1lOR8N73/2Ar798YNsKmBEfPIbKv/joRNkWTtlwfEpsKVNk\npFZlGiJVwBshhtA/RCWTq8eNSvCVLVV2LnN8rNxMXds3DgXjD8iW+P53I2+/Vp6OpTc4e1WJ48li\n8iOigZ9+svB4d+R4X7DV8uNPVz7+3PH1Z5/wD//RLd/8zd/l/quPubtrWB+Yx96FQOH4sFwKQBsp\nQV4y5bzgTeDXfvg9jCZMsaj3bOvCMF9xfDwShpmynajp3Ln+yxPWR3yYsK3L2P2wYxhf0Iqi+ovc\ndo8xGoQhOor2HVOzllK7LEaNMB725DXjbMD5gFEHtqMc1ICxjVwMRifCYAjOkLNjS4W7FawqwYPI\nwnoupJaxJvbWrqsMQSnFAIbt/IAbdqh0rMRAolTPs0MlCzw9LJxXgzWNlAVNJ8QoynhJrVhSKgzj\n3M1wYjgcRhqO2gRQgh9otSFqsXagtu4ykJJYChcSqyFtBawyeMduPLDWjI3+cmHdY4bGO6xxVJTl\nfOqW41LxYSCXjjaQZlABGwI27IjR9AtYB6KG233knGo/CejQy24W1FsG77uRr2yot5eUm0E0UNVh\nSTi6m8E5i7Pdala1uyXQgoszxgiIIK0Spj38IumC+ZtylIhircc7i/cDiqWqATU444ghIK2AMdhh\noiqE0MdNUjPW9WSPNINxDq0O45Xoxr5LLgljR7zTnoQiYo1B6Ohpg/Zopol9IbOV3TShF3VmrbVP\nJazB6iXRVVd8DKRt6w8p41EzIOVSzFOh1XrBvDuKGIwqRntZUsUwTjuG6CmVng5UoYnSWneHa8m4\n4PAu0oh4GwiXKLJxM9Y0vIUQ9wyj7bRa03+fre2cJpT+Z3qRhcmG84FSCv/sn/3TfzU9hFevXl0D\n/znwu3QY+n8IfAT818B3gZ8Br16/fv14+fp/fvmaCvxHr1+//oN/2f/j/v6RcRwZp2c4+kO/lYyL\nBzAFbwHNff6IwdQz+4PrMKzWcbzT6GlS+ebLA6lUdrsdcyxkKZzPiRfv7WAI1Ob4zg9/j69/9mlv\nai6J/W5heXxAdcK7QC2Jn3/5wM31nrRV1nKFlsA4Jo7HYy8diXI6ZwyBrAs2KtIczkdElS0VaJZS\nPU+h8q/9RmT/4pbjV3/N7ju/jc9PtMnysx/d8dVD7WUwe6DmhZTOMA785OcRzBPG70ib4fHzzFdv\n3rEQKOXEViL/y//2jn/8D/6MXD3/6F//Fn/yxz/HmwkXMs9u9qxbAgt3DyvrWrm5Vj741ocs5yem\nqz2GgJBoRRh2e9ZzYtgd8D4icewXacPCuk0MIXB/d2S3j5zuK+3pa6a4Is4QjSFcHfBNWVtG6qE3\nSONG1ZlgC3E39cSKUZbTE84oYhrT/iWPxydIitV7BHBqmHzjlBIxjqwrgDDPM3HJ1HrieO6lp0Il\n14GbvWNr+VLqcTQ1GD2z3+95OG74MDP4hTi/QNaFNw+V3c6zv77h6ajEsOCMJRWDx7Kc+nzauA1V\nOD49XRq0HquQlt6krrohLdBo+BCALhrKa8F5ize98CZVwSrbanpP4+Gx447nPZReFmvWUFPqUcoi\nGG1YwNpA3jp8UdoVaitS06WTIGQEj0Wakmrj51+esYPrbXBvcOMVaTljNVDSE+o9bjcRJNJa5/Qb\nV9mNji2PGFMxPvTylmpvSLeG2r5r1dIQY7C+grNsy4qRFbGOVhIh7vvC4Q3Odax0KxtqAlYSJkxU\nPJQFN4y0JKg2kIZWcCTwE1I2mmSCizQK6oDLeMq6RggDw+D7Zkw3ogNRh6EjIKwbydKIjt7YlkZt\nG1IaTRPOWpwb+/KnFqfKhiMaYYyhc7ucoKJU56BVQIjR9/ewrf0eoRR8GLFNEe2nUHsZ3w2Do+bW\nndbzDj1vVHosnQa7GZ5OG/NuwLQRJwWxSvQjTYXl3JjGK07LgqL9M1sy43CRAEnF2hFjJ5wmVIdf\n+rz9/zsy+k+B33/9+vVvAf8A+BHwnwD/3evXr38D+EPgnwO8evXqt4FXwG8B/y7wn7169eqX96iB\nGAxQe8OyCcgKWLblLc41vDVYTVj1WF07atl4TEnsJ7iJjWz3rFvl66+/5jA7vD2R1ozTyocfXLGu\n0Grl6nrm/PCO93/9u2zrV3zzd77Hd3/vBwzOkdbMX/xlj4wez55hUG6vDM7DKa08HHuyKJ8NKZXL\nkXDp8b9tQ3TF+wxGaBnOCx07HB1/+mcPlHxm/+F3ka3h2j3vPv2c//MnK9tZ2NbC6fFIXgVnI6kK\nd6tSZU+ugYcFnrLnzVPm7cPAUx64WyOff1n4b//XE59+0Xe07783cHp8oubA268fwThERrbkCT6z\n2+1wJHIy/MHv/xnLZsi1ASPj1Q3DJFi7YPQBi7A7XDPvr/EOai14LZQUODwf2O/3HG4GhlFQN1JW\nZUkbIhmVxpI2pt01w9AI0x7Vyrr1C7G09RPLehbeffkZmhLGC6lGRK9Z9Bmndk1z150fP1pO2XNe\nMlZOeKDlHtkco+WbNwPRGuZ5JudI3XoKZ9u6X+FqD8Pg8cMV0jK7/Z5xt+s+XJvwdkGkUmrnPvX3\nIKTlnpw9aTOXSz6LaOb89MhWO8r6dNzIl6bocj6xpYZpmXGUfjKIAxd2SE+/ifDZV2/xMeBCpKWN\nUi4gOhsxCPPQR489TVbJZSHaGTU7xnnAaSVeLh37pbG97OmlRzxHjxGDjdBQpHTpewwW4p4Q95gW\ncM5RpNFqn1XLBUDX46bSOVDe9RGMsx3khgEfaNoIccbhiDEy7PaEMOA9WKcYFayJtKp4N2FxDK6X\n6aw3+OCwJnYy6aXdHEK4fB9A28AHvB9wEVzo79v7SBgmQtxj49DJoVpxbg9mwPleGMMP2BgYLBgf\niNbSjOHx8UgcB8IwYI3HB0P0I8MwIEbY7Xp60Lm+waM2nFacbVzfjJgwYWxA0vniJ4gcrm5wphcP\nQ5z66CmveC/k1COsqOF8XPpCoQNSG3E3dD5WsKQMwxiIoyeOO1pTrG7dlmh71NpKxV1kTFsqvR8R\ndvixU35T6ej2X/b6/3xCePXq1RXwb71+/fo/AHj9+nUFHl+9evXvA//k8mX/JfA/0heJfw/4ry5f\n97NXr179GPjHwB//sv/P/uYZtimYgLGWmvvDYZ5nVBzTBLMH75+wfuS09WP7y5tbhphI6ni43/jh\n+3vebQN/+fEjH74w7OeZN2+/Iq3PadWSBg/cs5yF3c3Ms/ffx00BSZlcDLeHkZ+uR3780Qkblb/6\n+IFf++Fz3v3JiXGc0e2OZK+oNmNECdZjUKwRUgsMvhvAtDzRXOD6JmDtxjkFvv+d9/npn35Gs5Hj\nonz/xZGffrrDMKDe06pgWr6IOSypRAyVNHREQ66NbVsYXWAt3Sd7Ln1Oymb49d8Qnt59RdwdGK8m\nHpYTH3/8OT/4te+CLASXmefuE3i4r8yDx48j3hnCeM1pOZM+P2Nk6zNab3BuBjtw98VfMo/XLMvG\n1fP3ybmyLoXDPtLoFNgSQcVDngg7hzOR28OeLR0RBtK2UlJldomhHSlRyXVjCgHrb5n0DQ8p4oCp\nfEKrGR2eUSTx9nRFPX/NuTi2rccKcZHr665JzXKF8Q7dTpQSafWRksF6333dbSWXgNQHqIL6gZwb\nnoKZDI/nrZ+IqmN/PXJ62tg2C8YRdjOtgjGN0hrkQP1FIqR1p20k9oy9FByeWldKM1D6RqdJQ13A\ntD6SiUNjiAPGQSmJON0gPkGA5fiGOB3IabmIZUZqc+x2SpMT/uIxUOcx1mLrGbnsCK0f+11CNRzG\nwnLaMDISfWOrhegDUleMQHCRaj1SE96CxnDxCURcgBCvyXkDaX2Dsj2Bv8bqcrEWRoKBsmyAhZYR\nIp4uubcWsjq0aTfZpdOFI2XAeQY6Y6gB43wZsZW+GNtx7O9FFMkLhkhqDRP3vSTnBNqCagQE3ISy\nknNmHHasZSGO/e/NWkPVhlNHMZYpRB6NwbTMFCM6eqQIOO0hEQy22j46sx7JJ8QE1AZyeeDuTjDW\nUXNGMESfOjVZFOMcWO3SrFapNuKMw5qMUGlVGWKntdrBUmrk6e6eaXSM0wGhEXwjbYo30hWiBqR2\n6ZHWDrDL0vfYWhp4h5FCDDMVR5WBw/CvLnb6feDtq1ev/gv66eD/AP5j4P3Xr19/BfD69esvX716\n9d7l678J/NH/69//7PJnv/RlSgLjiHFkKw4XDzQmqlYmV7kePWu2tAxaMoeh4hHaSXDXkXcnx2EX\n+elXZ6I3iFa+tjOpnKn5GcuSMXXjG999ToieF7vA+vTAu68+59vT+0iw2GnPFK/44ffuyBp5++7M\n/Un5oz/6lNsXVzw9ZVzc0dYEuaLWsabW1XVRsVJZVHBjl20PMXC832jGMI+e9Xji63vh7vjI+y9n\nvnh34Ol+4cu7zoERqexmZWt7UklU06UYx2XsPBu3w/kdixRcULayEGsjziOqjePdic8/e8cH71ve\nfuWQ+JwPv/FttrVhZsealeubAXRjcDuaGfndX39BrZnWDKaZ7qce90wG1pyQcsRZCLsPQSpxt8fY\nih0CLhrcIDhNlFqYw47aFiR0FlERoZ2lN8ols3NHrl5UHp9WUj1Q10fGcGBbvyTOe7bU8M5z3jbO\naiBPsGZMGNm2M+vSaHhQpTJCA3ETOIeTxFYszlr+H+bepNe29Lzv+z1vt9ba3TnnnttU3VssksUi\nKVqkGkOW5MSxkwhBvkFNMk4GCZCBMkhmmQXxB8gXCOBBLhIgCYIgHQFJjq3Isi3BZlEskSoWq7m3\nbnO6vfdq3j6DdxcRBHEFiMGAe1Z1cM497VrrfZ7///frXaVqWG0jz64Wbu8mEjBYQbszztYzvggp\nzWw2G477honYrCpX10I8lsaR2iimJSKyJucjiOU4+paEc7olkyqtMGkthSY+0VKoVUjLscVPdYcS\nWGK7kNRqKBUeXj7EuZ5YjuToEaOo2jEM95jnidXakUqmVEFL4/PU0p5Yw5KRGok4dKnY3pHzHq23\n5AyiJvJS6boO0+0Iy7Fx9GtG2Q21Hlt2X0krZqGoRGy3IeWZkmsrZSkoZoXlpCrME6VISy6xINo0\nIJwppAhKJSRmKO3jiXWU0DAXxjgkJ5R1iBGMal9LWtrN01jaSaQKPoynpfuKmARlWkchzVetBZx1\nK9EZ10YmacH1G8TvW5ktZCoDVrcyoOvWVJWxruk033j0GIBUC1pbcgpQLVpCSwmRsM5Qq8c4i1Ga\nZVno3IpaM+M8opQjzCNGu58vzK3R5JJxSlhMj+REWBqV1HaO7hQmiNFTdEcuke3ZFmebQ5ysAUVO\nM9TaklK6Q0wFayAHNruBm9d3VMJpT6pIoXK4u2qCJgtus/7S6+2/zMjIAH8d+C+ePn3614GRdhL4\nv9+CvvyW9P/yKrpHSktrdF2DVQkLVmkyHa8meGO7YGWmUw0aZ3Qhx5FjbKIMLQnbb9mtOgTLbrem\n1iYOccBaV8rxwOFwQDuN6Tse3H+L5fCS6eaIX2Zef/oj1hvDtodHF5V3v7LiN793zne/s8MaEJlP\nfzyZmOaG+XWK6EeUUgiOeTngfWQ+jQF0zdQY+clfLfzs80QtHZ89T/zgo8TNPLQFbCrkJXE8ZqIv\npGVqmIzaIorEip4PlNpmyxnBuRVFLDlBwfLsZgfmjCeP76O1ximhN5Hgj9Qwsdtt2O/31HLOcX9s\nhSofOOxv8QuIsozTQkxCQsilx3SbFukUQz8otJowxmJMQZUbSloo0lG0IZV2fK6A0EQtRjfzl5bA\nGw83vL5RxKNQloWE43gI3B4c4z5ztW+2s/3+FoJjXIQxCvvjQikFn4WQPD5PTTXYCzmPbQavK6Iq\nKQvj+Bq/BP7qs8w4FbADRgLD2Rln7gWrlaI31+SYePFq5G5ShKrwMYNESpx4+HCH7hzbsw3OGdRp\nrLJarRoqZWlt0xwDWpoGVZVMrRWfBV0V3fqsZfCrImcHpeC9p8SAs0KqkXE5kqTDaLBSfi6Vsd0J\nsZEK+YuTQm45dJVnpDTMhZKMsomUZ/gi/SMZpXt0t0bQJL80DEn1zfeb2++tsQVDxRih1oTtLbVM\naOXQxmI1aAvOtLy7dQ15YYcBtGsy+ZrpO6i5zdQVhVRUi8hKj1XtYl5Ki5ieUKJo1RNjbpgH43C2\nI4tCKUWouSkofUM5KFXRBpq3pv0955wpYqhhQrTCuA4/70H3TYWpNbqElqACfGzIDD/etYhs8fiY\n0LUgMZFLaK1y1Gmv1VJPUsDPgTDNqNza0aBY9WuEwv0HD1DG4oZVKzqf3A6m7xobymo2647dpu0u\nlAIo2M5BLg05rxw5NVmUMYWUGzJfG4PSlkpAWUVaPIrCeNhTVGspW9tjTVOn9p1BuxVD1+OXX1xT\n+VPgk6dPn/7j03//N7Qbwov33nvv0dOnT1+89957bwAvT2//DPjK/+X93zr9vy99ffTxZ/zqt99h\nGW/46aevyLXwK++8Ra2Jn3z0HK0ib/zGE4zJ/PCDjxi6zDe+9Q5meMA/ef8ZRsGvf/sRXdnzB//s\nJVoCv07i4YOBf/rPPyfHid/57mM4Fn74wTW++dKrAAAgAElEQVSr7Z5//W99lVJn/uDvv8Afb/g7\n/8Z3efPr9/mvn34fzRnf+c5XEFX5X/7gIyDx8PwhVwv89MO/JObEu++8y+QTz55/Qk6at7/6mLIU\nPnv+EqUV33znLTbO8Gc/+Eucsnz9na9xPhR++JNnLCHzrXffZh4n/upn16R6xa9+8wnUyI8//ICU\nLd98d43p1/z4xx9jVeXrbz8hxcKPP/wpVhfe+ea7FBTv//BjnM38K3/jG1yeGX74ueNHH93xt39z\nw8trzz97/2e4bsvf/u0nPHrzTf7BH/9jai78zm9/iz/5Jx9jzEDXX/Nbv/aEs7Nz/vif/oiSMn/z\nd79LyMIf/6P30QJ/51/9LrDnj/7hj6nF8zd/66vUkvijf/ABojV/67f/GjHO/O//x0/pbeF3fvt7\n1KL5h3/2Q6RaLrf3sMvCH/3phwQ0v/Gdt0BpfvDBMyqF7717jum2vP+TT6li+fVfuSTEwg/+8jNK\ntXznnQd47/nRhzdodce7X30TlSs/+vAjYsx891tP8Kbw/PVCTZG3Hl3gveeDn71AKc1mbRjLwAef\nvWScKl9/skWVzKefv8ZaxZMH9zAoPr2+4+PXI0/euIBSeXF1R/JHnjx6A+89nz1/hWjNkzcu0SHx\n2cs9AG8/uQ8l8OLVHmri8uIMbYTnn9/hBsflxRlWFa6ur6FaYsk8eXyf55+/IMfCxb0zjHZ8+uwz\nxBguz86psXJ9uKEUxb0Hl6QUuLneg154eHmJrpmXr0dERu6dn1PyzPXNHZXEV558haAUn7+6Rkrm\n4YOHpBx4+fIlSgv3Lh8gIry+egHacGbOyAX2hxtKOHL58E2ompvrlxSE+/fOMKJ4dfUCpTXnF49Q\naF68fE0l88ajr5BS5ebwmlrg4t4b5Fo4jNdQMrvtI0Rnbg931PKaexcXGK14fXNFvlO88cYb1AK3\n168REe5dPiLGyHE8ko63vPXoCSln7vYzooTL1QVFKjdXVyCay4sV1hSur14DinuXD0ACr6+O5Jx5\n+MZDdL/jePuKZy+e8+43vsmSAnd3V5RaeXh5Tqk9L6+fISVxfu8+tcDV9RUbM/Hv/Ju/wtN/dODm\n9pqUPOfbM+7ujsQ0AXfN1qYGrq+eYbsVu6HFwG/u9tRS2G53iBjG4y2Iou/XSFXM0zXeB+7ff4io\nnsPhmpITZxePoGTu9rfkrHjj4QNCCFzfvEIwrPt7bO5d8PLzT8lVePjgDKri6uqa3rkvvd5Ky9b+\nf3u99957fwj8u0+fPv3L99577z8FVqc3XT99+vTvvvfee/8xcPH06dP/5LRU/nvA79BGRf8r8M2n\nT5/+Cz+B73//+/VP/uf/inkZ2azWVK2Iyx1D3xjjtbQ75bZfeDwohi5xO7fGZnfmOPgtl1vPYBWm\nJK5jB7FgbEPK9hJBOTqtWlemOjbnijDNnD1Y8+Cr32Lev4YYONzd4sPAYQ7cv3BonXn5eWRMmff/\ncsZayxQ0h6k2sJbRxMWjrKO3a9IyU6RgVEV3a5xOhGXGDQZThc4Ku60weTgeAsYW5thju4Fajgjp\n9MQpYIU5Fna7HTG0HHwtlqLaSCqf9HpfLNk2Q+GdJ8Lj3cijb3+Tn/zzl1zfHChVsVnv6PpGx8xp\nou9a2e79D57xu7/+FmcPHhATaAkcjyPrzXmT1ccIkqi10m/OmO/uqKi2cBNA6onLYsm5o18JKi+E\nrJvkhYqqiV7t0bXw/NNrlN02efk84yvEYunXK8a7m2Z90ycJSBZihmUJzQxVI6IuiGEkxCNadYRY\nELEEv6frhHFuzdjj5HHOkVNzG4vqyMsdD84Wjotlf5zZrh1XN0dWHSRzTo6ZZS6kImQ6QtijWCO1\nlR6DL6TYIqNUjQjEZFE6o60ip0guGmogF03MlWFYEZf2xKr6FSV5lHJUKTx79pzz8wu6rmtfU7ZI\nKWQyuhaiDy2ZU2gI6dCy+NoMGFmoOSMGJFeWmHCuo5YIum8eYGdJBdIyk8Ug1VPzKWapmwTeqp5U\nPULL31c1kHNjE9XY/MelKmqJaATrKvMClXLyB2cqhsGalpCqBSOeqnrgpPsMFWObUKfvm8RKK9rp\ns3qEHj/vMX2P+AnptuQcMXaAPBFLRfKCNj2S26I4pYKS2JaxrqdIwrkV5EoKga4/CXZiQaHJIjjn\nUFWB8nz6/BWP3/wqKc6nJ3fV4rF2IKYbcukpqTa8Ray8dWnAKZ5fJ8J0oEhPKQVtaLC5Uk7diwS1\nQ1lHjgkkYXXzVgdfQBJaWZbJI1rRGw2m7Wi0VUxjPpUTLcp0FFGE6chqt2uneC2oEhnOd5Tg6fue\nmgMpBbRdIcUTYqSWwu//R/8Bv/d7v/f/GOj5l00Z/YfA33vvvff+nLZH+M+Avwv8W++9994HwO8B\n/znA06dPfwg8BX4I/I/Av/9lN4MvXn45cmFumacjkqemoESjqGiBQUfObSHL0ny9uqMqw3znycUz\n7zOHg8dnuDcUjMr8T//dH/I//Pd/QiyKec4c5okQAksI/OyjPVI0P/7Bp/zVn/85dx8/Z7rZs16v\nubhwPNhEhk7x+tXMfgrkpV10fW4S7M1AGxnV1g6VGEmx2aa0VSTAzxNzaBapWhQ5T6xWAVUXhEws\nmnERVD3pN7VprVFjKNJjKGycIUwjPjRpkNJtnjmohd4pet2SByIjUuHFdeIvPjFsLh7y1V+5ZHN2\nj9VgSPEOLQu77TmmOyNny8XlBb/7W9+i293DmA0pHNHasN3dI8WJEhLONViWdSvS7OlXA/2woet7\njDM4c8DZjk5dsVsHBmeRNJHTRMmREgp5foFfRl6+mqlFERfPdLzD9Ct++ukdHRk/xsaUiQbqzDRN\n+OkWKRFDJuUZpQzCgX41UEPC6DaqMQaGYQ1q4OL8HiLC0BlyUax6x8a0TkYthRe3BqUK/bBmCRlB\nM0fDdHdgHDNdp1kNjuSPrYVbFlIaKbGBFU3fnRy2utE38RjXIXqgcyu0bg8wvQGtW8pHVKEfLLV4\nQBHCgh9n3nj4EONc81OIojMWaxSaVnrUbkUphZQySgniDJImRAWqaBKKlBq/v0hrXFc0xgo1e6Ag\nNYLRxPkIpTagnFhct8b1K5TNdG59+v20SG1JnxwiqNwcATXSda38FUKitwUjDaSntMUYw1JbAa/5\nlFsYIudCjBnXWyotT48IOWeyFPx0R/QzfmpjP60qWRQxepCKX46UBL01uNWWWCpJd8QM2q1J2BOy\nG1IIpJiBClaoONCt0aMdrDqDolLKRMnw+I23UTqD60+9goqPmRJnSjlH0yx1WlUqgY+vE5+9DsTF\ngx2Yxz25gJSG2KiigB5VTbMwxvazjqEyzzMxzFAzy5xaiku3JJK4nuArVRzj0WM7izIKce1m0FlF\n51aI6oFMjQFjM3U+kuNCLoqaJ9zp90iUaW1o9Qs8IfyiX9///vfr//bf/pdszcyytAr/0K9JktFq\nRT8Ig/FY0TjboE65aAaXqSXTu4VUm1t2s27C+hgT6BVWF2L05OooxWJVIYVMzp5hGPjw02d8792L\n5mM+23EY99zbrRhWHZ98es3u3hmvr4589NJyNyYmr0AcKXhCUfjoUdKRs8V0Bh1vCaXHdU2Pp1Qr\n/Wg8Xa/o9IAzhSlKcyvTIF0iFecSg2mO15QVK73H14EQFaazGFmI0VG1YdulltFPlpXVmK5pCgdX\n+dY3Lzl/sOODf/4hfk689fV36AZwWvHi2R26G3A6oTUo7ZB4QJxB19PXYFuPQmXffrmkx3aGPM+o\nbouohWETyUGYnl9z+yqiNwN91548gq/4fEuuzeXsug6rPfPrPaE6VE2kmFE9+BRZrR+w3x+Zjrek\n0gREISSEdiNbommZbzJFbSg+Ms63pAi2WzHu7+jWO5YQSbFibcc03mK6cwDGMVLKAqIIwWNMxxIS\nOcE036Gx2K6nni5CuehmswKmMdENPfvjHZ11+FCbF0A7/JLb94WKbptMam6ugpIiiXVbKpNxLhGm\n3Fr4oggp0inH3dRuujmpJoeJE9V2SC0tclgCU+4RldDKsYQGVjSqYSf0sMGQGI9Li5Patkdw2iGn\nmfwcE5RK128I3kOZiVW3Nq3WhDidiKSrdvISQ6KisiYpT+cGUljQamhP7royx8Z0Kjkj1gGJmoT1\npmt9hKwbSqZURCmMrj8n31rp2klLNNq27w8SELUhhwN22DSEvXbMS2I1WHJse8U0HZFui9RIlopQ\n6PsVKSUudmdM00TOEWVNowpHj7abVrTTtt2kSmrobGWpOVDVCikT03Fsje1+aOmnCkhFtfZfa2DX\nFs01ruNwd0vf9yCNhKpMx7IEnFFNZiSqBQDDSKegmh0ikZIagI6aEd1jTMIZy/4ws9psSTWxWe+a\nujPM9CcukfczynRoBNO1G0RK7SZoJCICiQ2UPSkqfv/3/71f2AnhF/4qpXCIGnErqt6wpIKWDVoC\nmogqEJdIXCpWac4GYWUizgqVFdfTGSJwN/UsqUcp4XA8cnWIHOYVvlqkzIxLYkmZ919o/uKTO371\n228yhzPGw8LzV3vOHn8Dnxy3rxdu9sLHPzuwvyvcjpU5aKq2zKdonI/zKYMcSZLJcSHW4ZThbgpC\nVcGoFglTxbKkxJSabaqU2lq5J9ZSWRZs5+iNZd15ut1DnDWsXcWQ2XSK+2fCg27P5VbR14k3zzLv\nPh75t/+1DY9XmV//tXMeXAY++fEL+r7n/GJAyszx+pYXz26wrmJk4eJyi+tW/OmffYQZLrBmYHV+\nTm9X1LBvy7rTH43uKnEcUc4SwhWGieo9/u7A4RCxrpITzH5hDkLxkaF7yNoIzgb6weG9o7u/w6kR\n12XsqmNzds5qc04MDWEQ88Cq6zFkhn7TjGApce9yy6o7w5rTSEE8nenZrlckf8uw2VKyx2oLcgoR\nuA5o4xHXGYq4lufXK1CmITy0xqp2oxXlkCpotaGEBa018zJhXCblCdW8ldQ8odHtIm9Uu4Apeyrb\ntRY2QFUJo5YmlieRi+J8ozlbZ1QN9Eb4+PPP2XYZlSsrF5E0o7ueWprY3ofEFAUjAWt6jscJyQnr\nWkO3mK7htFNFO0usQq0tH59LBGPxKTZUREmkNCJqAQStMtYKSn2xDBdiOLbRidKo2sarVmlynNGq\nMYvEnEyDxrabiFEoVajFNFfF4lG1hS7qKULeTvtNcDNYAyhsp1rBLu7beCqfYqQYasoUadFzqyKl\nKEJqGPqkNRSPtRZnVu3fJ9EZzXGesLa5u7Veo9CIdjg5ULUlU4lpT02ZV1dXzUUuCWsqRRzGuXbC\nq4Ltt1jVmuaYnlrbiNS4DlGFZZpZ9V3rq+SKmDVOKbQWQhaompyFeR6x2iF20/pIxqDNQMqBIgZt\nWzPdh+ZNyTnjKNQ0Yt3QxokZlOlYr3q0aR2DftVR04I1CY1Cm76Z1rhrAZD+y9fGv/S0U6PBaov3\nHusMK2cIcWK7dtRSOCRhkI6FyJaINRXB4bIipJlSOu4WTYgVrSshGJQZsCrjS+bqlcK6jpqPjNHi\nPQwr4cXrQkgza9OzxfLTH3zC4zcNxynw6lZjOk1Ivl3oMJTFU7PhZj5ibVNhzrlD14VqB4gLxrUY\n25K7dufOjiAtFZJioiHLFamAlqmxShQnI1Tm7LwgaHSaqUyUbk1vC70kJsDYylmfMcMKy5H7b79F\ntQ/49nct268+JPmKlr/i0aP7LH5ing9sVhuWLJTo6XTm1ecvOLt42BjzFCoLxvTElFF2BxLohg4i\nBG9RulKKwoilVsc8JaLvsH2m21wQ/Yzb3ScvM14C1APGwursHlX17clt9qBL48Hg0Kv79OUZukwM\nj+6h1czra8/ZxRNKnPHzTJWh0SMFjHGwScz7gOkMyq6RcSZlT4wwDM28lWJoJSDtqVURYiaHkRAV\nqRikZozrmecZZR2dWRPyTBVLKkubSZfCqnPMPlFrE+yIDAgJpROpWky3pkwBQ0J3luKPxFIB08pi\nJZL8SJVMrAavO9xgkNKwy+SKzz33Np44e7w2uLpH6Kna0OuAuC0pNSjhsO7RtdB1lbtDodaGStau\n2fl2m76lw1JqUcjoEdOjSmiYhlxQdkWqSyuZ5YJPEd31GNGktCBiqDVRtMEaWObmPNaqxYcLrQSY\nsqO0SyydWzGHW4rqcGQWGgaDE156GDr8pNCiqbHidKbqniWMKD0Qk6fqnhRD2zuVgpaK7jqm8aZx\nilRslFejqGi8nzDGIECsEa0TfbdrbB+ppJIotN1XlAF1Qnp37oxUG1PImp55PCJ6JpeGxbCq+bHT\nckCyRhBqbiNolMP1HYfryHrbfqeV0ijVxFhL1icsd2QOLVG03uzIaaHkzDTtQSrWrumUAVXQrMgl\n06mEdBuUrijTt5N58mjlcD3EOCKuI4eKUYU032G0w1iLLx7vA9asTumsRLVfPjL6pb8haDMQs8ea\nDuM0Kc/Nq+sVaIMxPZ6Ey8Ln+4k+rtm5wFyFtTiMRA7TQCoBoeXl0nFPkR01TIzZUYJBx4KyGpFC\nCIHnNz3bXmF0pkwV5+B2b+lFQCee3VRyFIqG2c+kepJT9APRB5QEpCZEKagKnCPmJro2OYDekiRR\nY8VqRanNPxurQtUKKqPxaNGsOqGgcMOA8nfszoXjjSbaSiyOhw8G3n50jdve47OfzGQX+Nq37iHr\nNR/96Ec8+eo7XH34Cce94vxCYR2EpeLcDu+vWLzGmhWpCmcXA+RbfvfX3jpF4VakOWGNEFJBY1km\nOc2EPTk37r1RitEnJAdM36P0PYox7HaR24OndwN2047MyjliaWWnoetw3UwyPcX2hNgWhcVcsB6E\nmMAvhVXvKHFGV8+qXzcJixogGw53t+QcEaMbDyhN5JND1mrflq9IO0YXaWMXX6C2Mg/SMRjPFBJ9\n58hpYhgetJFFaajiHAtJQHIhZ1DGItiWiw8jtnPEMCE1oNSBzrXoZw4AjlwLkhPYAWsSvY2MS2W1\nHkixMh4SOQWSMlxebLDacxgVNTtUnQhxaDz/lBEVkTSiVGmynCWS1YoptaZvkqYCFb1qyGRtUadd\nxxIygUpPQduOmgtVZ0puoMC8BIouCAYlzZdsDOSqIc9oaRpRbTLKbqm5Iie9Y6LiSxuNWDUwHvct\nft0bYqwY46glIUUxrDaEtFBrZQ4LxhjCEii1MFjHkgJGQJlCqgUjDp9mjG6Fs2F13nYKJVOVo4pu\nTC27oSbPdnOBDyOd2xJjYpqOdMOGHI4/p5eqCrZr/Zn5OJJS4q0nj5GqEGdJOeC0olZFrgGFwZgN\n1QT6KmTRpwBFQteO9VlPyplh2CJ1IWZNrQlRp26FNWx3a3zYU4NQVKEkoDqUKuQSMUZh7PrnwYxM\nwSpB1BcL913ba8xHTN9TayKH7uR7EHKAkg8M+gwpkRyh7wtkQ1ENF/9lr1/6G0LwI0p3+FqRMKIt\nYM+IeaI7JWqWkoha2Axvom3gGEITriOIXXO49WBbGgMZkWpRdSa5npI1fac5pg3KzxRdEbVCCCxB\nIcB1gpXS7egsmU+uXSMq1sri50aHlEIK80lbucJ7sP1Z+2Mx7WKRq8bIqi2O44gxCm0dsSioiWxU\nW65KZWPXTR1oDEuCB5tK3O9563HXaKUPKm694fazVxzvKuprO9YPLnE3H/L2936T49Wew2d7zs4f\ncLh5jbEDx8Nn4DvMeEBKYBgKxyhc3NsRQsRpi6qBIgPDqiMXjzqN3o7TkZURPE1YX6lYadjjnDMi\nDpUntAksR4+9uE9dEsejYNUWUYa+i3QuMAYhV0dMmo1b2C87en1FKGuMG/B5QdKBhfMTRvoe5JGU\nAkoKR28pRaFlx3F+gTaZnDRVrVBqD0Wz2SrG69d41hgUo8+omLDrgfk4nhrCjUFvTSLEgpVKTQJ5\ng9QCxZN95BgilMbsUdbRdWum44izEWPWoAI+Zbp+h7XSClOS2qlBHChPOizYTtpSGE3nKinNdOqI\nLx29TCRGDH0TtseEkkypBud6cinEVMmlndgGVzlOkZgFt1qRq5BDQLqeUj1aDa2ZPC/NXUBr3RoK\nXdeIpdSWsy/So1WkBKEofQpteCq5Qepqw0Dn2jAPpIrWHTXNp4+lSUWha2K3Glq5Khyb/rMkpAja\nOpb5gBVLrQlim8V3ztBrQ46RWQm77YZlvKE3QiigxOJ6S4iBzeaclFKTQ+l24c11S/RHSsnszi4J\nqdLbHSlNKOPa55I9Uu3Puwca0yQyIkS/Z7XuGYYO587JaaSSyMQ24hJBOU0JFtGCqaDchpQ9OlXE\nOEoMxBiY55nV2uHD0kpj0gB8BkcsESmZEvcN2GcMahacy5RiG1OeQs2gakI5jZQBo1ZEnxBbcf29\n9kCpKma7JRchVwXFU5XBmkrF4efI7FPztneaJUFJ7Uag9ZfTgn7pdwgxKgoKZTt8aYvUmhIpGWJK\n+FgYveHoYfQTN/uIz47JD7yeevZTJefKNAZiyvzg/c8IyTMmxXEs6JIoy4xVGacTNWqQzHHRzF7j\nvWfd5cYC8ZUqFl07QhEm31CzMQm+CCIWJdJKZ6olYFIOTIfXhOwgV2JaWlwSqDSXLNk3wU3OKCrO\n6OaC1m3ubJgYfeBl6PnwWebzK2GZKjlM7C57jM1cPzvyyfsfUxcLS2S8veKNx1v8MnNxf0esnidf\nfZtHD3dY7dEq41xl5TROZ9aDw/amEUYl8/f/9EdYq8nJoIzm/GIA11FSs1XVvFBYkUJq8cPayl/z\nXUa5Dl37NrLJPTl79nczw2rk1SsHKRLDQk2KQ9gxrDfk7uukIiz+jhwbF18Eak24ruI6Q46ZYzBQ\nA2GCGDyCaZwfq5AyN5ZODcRQUP0GyTOxeNaDZnV+QY0ao1dUTPs5iGGZDvh5YRk9x8MNqJngD7y+\nGYmltoSUE9a7S5ZlYtzfUFHEIqTo8SFQ4kKlSZxKDqeWqybFA6UUNqt1QzNUjzYVqsWoDtQZF2th\nt9tx7/Ix55sVt3dXrFeGNy81m63BWo1Rmd5YdPIoyYSo2e12bAZFCQFSPKV3PKrCuDR/turWLKcl\ntDLSSmNpRJ0Up+gVigK5tO/xF0U6sS19Q9NaKtsw8aqCUq3Jq4xlXhJF7Mk/nBoRFgNiyLWVtYq0\nk1jX7RpawfRgGv4hZU+simI6huGcedqDMhjnkJP9q6SKsQPLshBToesMSfUEP5P8HmPaPN3njNGR\nXI8EfzqRKE3FkaSSSiPPGlmo6UjJMysLVIWxCq0yL1+/ptZKVmCGjhLLyTnQ5vi2c8RlhGTRqhXU\nlHUgiU5Dqg4jhd5krGvNc5GMEcgxsvgJU/UJJe7Q/Tndak2nK511dFahzUCJgtEtneU60PSUtIe0\nUICSFqjt7SE1BEjMHTGmdiIkQ63UkqiljRalFpYxfOn19pf+hpBzZlqaK9Z7zxIyCUMoldFnxlmI\nIqRYOSyFu33hOCbmIKRiW5y0WnIBnxRXL5/j40CMmRITs/fMPhOnPUEa7uAwr4lJM/rA6/GcZ9et\nEf3ZnfAXzzWj9xxmIReAJh4vpScWTc6GOM98+tOPqbmSU0XMFmvAx9o0mnagyIpcmjEpQePPo6k0\nQqGWuUnUKWi7IYdITSNRFPvDTNdbvvcbWzad543LDRjN/urAW7/2jXYTGxy315HNdsvVqwlXM/u7\nK7SCr35bc//hA1y35t7lDq06cgys1orD7Y9Yb67ZXEZ6+5pBRzZnN6RlRorHMmEAaztqGvHhSJhe\n40zm/qMrHr2j2W7vKOETVutzepeJ84SRhZubwuUbkVwMSjKVO2oMpPE1pY5otWC6CeNAdKWmzNod\nSMfPSccbvPeE6cAyyYkMetMuOjIQF0+hUrUhlkCJzR9RRLU8eZ45HEaqOEpNqArrvkPXSFVt0adc\nO3EqJfiw4JyhFtWcx8U0wqlxVAxhOUJVCIGh71n1FtcJSGY1dAx2QTQMvUFCQnKkF89g3Uke05wM\nq0EYOsXQG0qJzX/sNihjuZo65tRY+6IUa5Ow/YZtf1pCxgWNRginnkqLFjrTsRnW5JLa14MlhIhW\nDX0Qi6WSyaEiJTSXg2mOBmIlpYiuCaUMmkSVtmTfDD1VW7SC3nwRgdXoktsCWJqnIJ/SLlpr5HQh\n9t639+t7eieUouitIRWNzpEcm6th1fUY41hCQtDtFN05Sp0otWKdUIms+h5sd+qFeETR1JxZsGbA\nWCH6kbQcyGlh3RlWql0kY3E0RoEipmZlswZizFgtiHIQNPMxgHG8fvEMZStatd1DSoFaDyy+oq3F\nZI8Whe5WbDqhM0Jqa3AUQimNPCraNmCfarhxrVsz35BQOeBOpxZKaR6DEJoSUxuU4rQzKe2GVdtO\no5SG2taSEfENfZ3G9nMoEIumhJmc5CQD+vLr7S/9yCgVTckRLYqYDaIs/jC1eJbYtmTxhVybPjDm\nTM0DA62cs3iLz4IUoRB49xtv8Rcf/ozvfOsdUqg4rZlGj0QwJaCMJTMS9BpSIhIR7VDekcsCtaUA\nKImUM6XOQI9zHpUEZS25aB5/469RY0BUxdhCmgrDylJTIiwjfZ/JXUf0mc4qMJqcPdoYpBScbeW7\nHDNJHwhph5gZXQvaJFCOD35w5PGTe3RD4XANRTr8zWf0/T18FmKcEA3OKVy/xWTf/g1RpNmDy1C3\nUPc8/KYjfPbnvP29v0EZr/mVy/vUYIjxDlmdMSgh+WtuXi8oZrZnZ2gmFGu684y2B+IohFgpobB7\ndI8yvsBHWG0clIT3cPMSlGnu3uIzZuhYphWmd3TOMh4qlUyJmidvTHz4SSH7hVQd3nu61UBaPKFu\n0XYmek+VDbkqyjKR6wolXStVxYLrdozLHavVOXW8IYZ9W1C6hVI0uSp6GwCN9xk9dIRjQ0LknBFy\ni1LazOIL69WA14kUBesEsmviebNjcLUtycUz5Q5rKsuUcSoR8kDvHH2vWZa54YhdIQX/86KeMW38\n9uTBGSWDlEqOE37MIJW+awqZmNvvX+WFIy8AACAASURBVKgK5Ryo3OTwMjfGvl4jtVJSu1CLZPr1\nijQviGRUTWAGdI1kcYSQaNQi2OzWhBzx45FODygMgiXOB5QbMEijmlrB6E07hZCbntGtKLliZSYX\n1y6EWZ86GIEYPRrNEjVKJqI+Y7XqKdXRlRGqIlbF4AwViwj0OuJzRIqhqoKpwuD6U7xVQMF6s2Ke\n/el9DL1OZDLOdixKnU73rUAHDZjnp6VdSJ1tJrayxkjm8v5j5ulITB5o45t+dU7JGimBkjKi2shY\nSytXLn5Gry9QYWEaM25oo6VUpHmplaPGNi4sIuRikRxJRbPqm5wK55hDPJkhMyWPKNfiwEY7rBNK\nVijjSKHtXlo5tyAlUmtHrcLKKSZWpOypWVNFiLGy3VqW2ZPLLw5d8f/LK5V8Yg4phMw0ZYaV4fNP\nnnPv0QUiGms7QJN8GwERhSkJaRZqEEQmlB1IIeLOH/O1B2uWkNDOEGJqbP5+RxZDBFSJFN9YIlog\nzBHnAstcMOuePM8IBjGgck/RzbMcUkV1mlgXalphbM/h9kXL+huNyhBLxTpNJIF3LcIWAjUXREWm\nENkNmlqh+krKkTk4rNywWzvA4boVc+q5e35N7zRDqVx87YKzsxGKtM8DjdWJvhtQ9shme6Se/Srj\nz97n5U9HejMhdc1094KqK9s7T7Jfw8Qdn3/8ghImPvm0YXOP4xXH20IqkZoBe4doz3ar2F5WPv3w\nlntvPebq88x0t+fy8ZpPP9xTQ6GSWOYjDx5eELymG6TJwONI31VIE6vdltu7ZwTWDDay2gSuX3t+\n+tORnBUpa1KYiCE2hk9R5PAan5tgJZbb9tRbK7W0slfMmqoXQhG0GK6vnoNcAB6/ZFIWht5RsqZU\n3dy9UonzCKY5iou0pujQ9ZQ0c75KxFwowWOdQ1MRJYSqWHeqeQKkEhPNBVEF0QGyZ9NbllAoNUGN\nDP2Kvh+ADqNr8zd3PcfbG4zrmebmle6MRdemw/ReMEagVFarnuwz1lVCaFrGREFZQyFTUsKJRrRG\n5QIlYHrFkgeMsUgeKapHK42kRl3VRpNjpHMWszkjnWQ2VgJ2vWt/jz6B6QhhoUpDUXfKtJh3jfSu\nI+cWnwSN0pGaNUi7MBcKKIFiKWEkAHZwxKyxurSyYXFAZt1Z5qU5qaP2DHbN5BdSNUidoTp6myEL\ng65twKVhXhpR/OhnnNHUFLGqw2dhN6yI2Td1ZwB0RtlVcxtIQYsjIcTQklLu9HRuTI9PUHxqaTCp\nKKPx84xyAzl4RNoS19OsglprYhVU9pQ0o8wAkigozDBgYmxsJCk4cWSV20OIyphh27zTqmk4Ywz0\nXSMEG60oZHrdccyWzjlQlRgzo08YW9FqTXWJXAWrB5bQHBGiv7x39ks/MlLaNpRugnriu8cl8+DN\nc2KsvHrxmiXMuL5DiSWLYomGojusak8VoraEUluxK5XT3bnheUtcqEWIySMy05lKwbXjYYwNceHa\nbFSbjjAupJLJtRCXRMGjUqvru05RM6csdhsX9et7pycKxRI8MVdCgZoqUmZqbbNcpVohSLAU5TjO\nhZgby96ZGaVzA2Hlke3mgnB3jdE94XDD9m2H64QoFyQ3QBxJOdCZge58S6cK+7t7HD75jKtPA6vV\nV+jOBqRv6s9H716iLx5ilyMvf/Q+dV74wz/5jGn0PHqz53A9Mu4943FhP02UtGaZm1P2+sqSguXV\nR8+YDjPT6Jknz3L0jAv4JfLg8owqE6tdZZpG6vgxMcPt9RU+wouXE6o6/PE1pSauryoxWkJs7x+j\nx4eRVCqGRI6BXNXPBfCp9hiVEd2esMd5IcQFpxOKI2EaEb2i1pEQwmlvE5iniWk+UIDzizWu01hU\nc+NKwYihs4q4HBp6XHr6HjAapwurTtF3mou1sDILNcPQ93S6OQacG+h6RVQbilhc3+F0Tz9sqflI\nilBC4TjN5FwZTOLevZ5XL1/9fNRg7EDXWXKpTRmpwOmEnyaKyozHhW2vWixRwflaszahiaPyjMRE\nbzydqVRlWRnVaJNKs4wjtXhC8YhpruYqIBWm+UAtTfiS0JAyTrdeg5aIyhUjisF1IAkS5NhGVDkF\nJMzoemyK1l5h3apB6nTXOjquQ7mB7rSE1laR4heL3hFXPTGMrFdbpuhRJZHTzMp2GFE4Zdh2HWFp\ngD6UphTTZvOlFcJ0UdRUqdIR/BeWvpkQEpthhbZf/KwFHyamMfGzTz9iPo4n1HwrSFalOd5eEefM\n4g8kDLEIuRhSaf2E21c3DfHiLKjmcigopCgKptFajWlK0KgJS5vrq+gp5bSTkXKCDArUgjMtEUdq\nLpgYR6iGEAuwYvYBlcF0rSSnZaFzLbIszjSBU81Ac2Ab05/gkv/i1y/9CYGqiegWl4pLwxRIJGaH\n2MLF/QcoMfh5at5d1aNMoWRLoBK9IuRrTLemWoPYUzJpnOg2a3RViJYTGz8wzxmk4FRPIkKxzLk0\nj24KlJSw1hKKAnWKrtm2BF6WhcF1WLvG5xlEkNJoq6ksiFljpJCXTKoJO/TtYyr7f1L3Jr22bWea\n1vONcs65il2c4t5zbmWH7XBUjsgkEjszQamUEA1oICEhAW0atPlDKf4AIqgSsgOhREkCSURG4TB2\nxA37Xl/f8lR7r7VmMWoaY9vQSdMCOXbvSKfQXtpnzjG+732fhyIFb0dIF7wRYut/7rgHi4Jq8TKz\nGMuL1zOTbhz2BSWe+WXm8JsjajlRtkpDgNqRGavjzc8CVT7j6laoAe5+9gmHd/b4YaLWyOd/dsej\n9yzu0WPa3ZlhP5Kaxk0HPvzRhVoqzXpycOR8IoZ7Xm+KebvBq4UYKmIPDDbz6Knjk49OpJo4TBNC\n5bXO5NiweqPpjKhnrHNA62tOd10d+OrVhUdHx7oK4f5Lsj5yOp36eEL7zkwyivOakJZpaFKKbKkx\njYpUGjlufSmqRiqB2vr+oOmeS49RIWVhSzPGH2hV4b3F6sr9OeHUwjBqytywE8Sydqw6jpIEaV2B\n+mhKZLXv4ndR3C+Z/c4xLwHFgqhuZYsxYqzjar9gjWaLBeMSpInc+lmsCVh1xHKHFM3lAiEbHjlH\nUZVaKltcGfcDqgJK2O0n7OWM9o6IIraIFs0waZTzjLrhvVAZEV1JoRN8awwsqXQuUs54BxhHSxbJ\nnYxqdnvi9hr/MLKUajFOiFuiVoNunbqqRo1SjhRjx7Poioim5Zm8BbQ2lNbz9yVVjCt43TP2VQaM\nSp3lXyrG+1+QWysabCWWRtoia2qIGiiykJJQ4oXjtaVUxeVyQmvHq/sL+8NAjAVtekTb+kP3Z0tF\nm/7Qbi3RkmOwqjuJhj3/3u8m/tF/+3/y+L1f7yTWWnvRsDX8MBBzI64RsZYUSl/KixBDxhGALtK5\nfasDFrMoalHEfOmJHtG03LEcoWx9MKcbWpluoht2nfFED6w4r9lyxphban6FHwwhFZzvtFbnNZdz\nxthKkcZoK6oqzLinbRXEMkkjbysooaPPHNZ3xWbN51/6uP2Vdyr/xZ//ObSKdXtSyPAgjW5saDOi\njEY3Ht6sG7UZtPPUlslLX0SlUnoELWSaVGpS1JqQkvnwRz/kydvPMMOElEouGaeFFFsXwuSMGEN4\nyNijDaX0yr0Y15G7VLYQMUYTYkV0YysRozpnSJsGymPcgbRtCAatAtTWF4LKo1pPMmltMCTGqZfa\nSm7kUlEKLsnjXMWbyG4aud47TCrooZLerJQuHCYlSCERUsM5z+HtERi7n1gyaZvZwoI1PUJ5Xu9o\nWJY3mifveZj7D74xhmW+EKuGAiEveDdRGSi50AhcFkFRSVvjfg5cLpkYKw3Nti6kkpjnLsKJQXN/\ndyYshWWOtKoIMZDSijOOZY0YU9hyJmxdZo721DxTZWK+zBjlsMZSiiLFhLaOmCLb6Y6md2g3ki6v\naGJpTXcEh1L8o//8D/nkxczbzx711ElIHA4WwWHcyDr3sdO2JlrreyOdMxWD8yPK7hhM7eIZPbKF\n3mIOa0JpQ4kRpQp+2FFT5Oaoefr0lhozRwfnWdC60Jpn22acqUwDIJVhUlh7YD9GDlPi2e0OI7Ef\nKIzD69iNgERurwzOCNPQGL2w2xm8hasJjruKURByz+eDsK65S1uWjZgyRilSzChroRaMsgwGMvLw\n6/bAx3loJFtDiQn94IXOISJNoGQqrXOm0Bg7oXQhF4ezDj2OXRCldL/9tm5YK0WgLoDuwfrax4Zb\nSLTWsS1WMjWrPllqYExvdGs3UFIlbRspFZbUOnJeSg+JaMc0aXJJD4A/hRhHiwHjRigF7fupORfY\nUuTHXwjj9VO2NSDKcHscCKEhqpJTYxw0SO2N31rJOeCdwdLYikErTYrxAVvSUKrhjIBxCAqtbfdV\nN0OBPurLXQcqaCBh3YhWGu00qiWOx4laMjEnRHm8910XrD2tVbS1lNzLlUo1QoxIveCGA1uY0Uqw\n3kNVUDVihJoz3mma2vHdf/07/984lf//+Pror37CB9/+LUrL1JZppZ8AWjswuqlv2p1H5QtpTahR\n0FmTcv9AlQzkXNDr2pM8waFUo7SGt1d87dt/uxeKVMO0Hp8rVXouu/Y6eQg96tbawHx6gfMTYned\nHWMNSkNrcP/iI1588Qlhyzx59pz3vvFNUq1QhVJXyLr/Z5NAjAbnLFhPaxoRi+ZCzYZqHfP5nt04\noNSKiKYoi1jDulbGSTgeRtp6h9oN5HWguAppxlRHacKzX7uiLCdCvCO8HqgtMewPxHVhenxDpTC/\n/ozjkw94fF3RuuGuEpevCjlV5vvAel9orlMhB5fZsiGn0r8XKirv0KpxXkaUREr9eZa6KxKb8izn\nC9M0sJzO7A57SoZNNaw5sMSNwXvIndm0v35KiREtliQLxijWLTCMmmVesX4HLbCtmZwqwziQKjh7\nwDnHPAspLpjdI2qcO+OoKMq28Z/+J/+QuG49vaIK21ZBT9T0hm25Z3+1Zz5tDDfXxPUETWOnEUvP\n0u9co8XCwQjaGKi2PwRMQ2mYRoMWRUkL++sd58uCtC8pRXOpmqsjpKSZ9hNGNqwRxmEHEjFKEdIL\nSttRs2M/ZUbr+ObxwN39hTXtuqy9gh8GTpeN3eQfoob9c3j9po8eKoXr4w3zFljnrQvey4KxGi+K\nrGBUYxcfeah1RZRhbxVL64RaO06QO1m3mdZvwhJAW4brHXF+hdKey+WCMiPONHLo8nlrEwZPrSvW\nOUoxLOuJwXkUgjfQmgXdMCrQlKMwoL2m5vLgH9akWmklIWqkPRQLW7intkoTi6mCVpAa1Ni9AFY3\nzneVoj3DaCiXgB09SQ1s55ndfiCnvpcTJZT1wmY9MdcHomljXhXSCtqMiA69u1DA6IIa3S8808pP\nsC3UkLCDoeoBI4VcyoMy1aNM37G00ii1a05LWDDKQduozfaDZU0o4yg5UfVALhGjRw5morTaU03V\nkFJEjH/wWBusrggKa3qgJOat3+xobPMFZburImWFHQa2mDDqb/gOwZjIT77/R/BQLGm5PSyRFTFG\nalxZ714TsyDjFa0kYpihli4raYGSBXQHgKUagI3jfs8P/uyfE+Y3/YdtK+Q0442ilMy23jNN+46Q\nkNxTHXFjunqECJ0gqRqiCnlNqLpx9eQp3/7t3+d3v/cPeP613+jslVrJ2aKKx5jSJeJV46cRpQ+0\n2iFe1mlCgsElSt0YrEGJsOUDqXYWz6g2RlMJBWo4M00aYxvHtzxuiPgHGczxiWd985r7z14Sl0Zq\nmhID9XIhR4tUqMtCq5ocTgzWEZbE6a4zXuxY+aPv/5RhcuiqcGSWZaOEFXImbgYKpAjbmtC6sZXC\neT2hVcNOE1Uc3nj2xwO5CBjP6W6ltUJOlhA7zmHdHuBkDV5/9RkhF0KcKbk7ilNKrFvFjhNKKba1\nkEvDjJ6QGqWs1LSxXBasStzuJrYtUMUwz0tfek4jl6U7lL33+GHHYZzQ8Yz3I+N0xXHacXusqHzG\n2l6eUjJg2goPpS47HGmm7zW8bDzywtMry/UYMERs3TiOFmmJySW806CEw84g2vLoxjHojcc3O/zo\nuoe5JlLe8O6A955xMvzok8JWYWfhMHq8bUyDYxhH1pAwzjMMkPPMuq6s64ohU/HkmFjnM2Vd0aKw\npuFsoYaZXKQntnJGW6i5A95C7pFtlH5wPOee9GqJss5QE0q6GCeFjLEjrVQOhwNeNwpgholcBUOh\n1NBZXFVwunDlhx6fVo7WKmYQyAkjI+Og8cYgJGqLWCeEVPuL1niOLlDCDGTaQyyz1ky1PS1UpaLM\nQImFHFeKghwDYZ2pImzriRxOYDRxO3GZe3y55I2b2wOQsSbhbaWkyBdffoEMDmt64aKhEGMJudAS\nxC1wniPrGpDawGpi6tHqlCupPrxIW4MaH8abCeQApaecpM59P0Tfw2hxbFvswqkyQ+ze7s5jar0g\nVyJahLBuD0XQwBrgfF6JIbGtBav6Cz2shaaEnArzGlG6UuOGMorwy5XKv/o3hOfv/A6NSFjXbi0C\nGpFh9IhoanNYW5A605qjlYKymvXcEO0wzRJV6SRBZTFk1lWxzPc8f+/rKGX5iz/63/n9v/N7xPhw\nsl1eY+2OZQ40FNp4lsuKGSoiIygPOSE0UkgY78lr7mgER0dP1EgxrmNpKX2hVhON1hEZdMdqWk/I\ndCSFgDU7crxnt8tsW0bbPd7SnbSlsG6a45B57+lAy41lgW984HGPLR/9z/c0M/DkvYk2R3IAhkdI\nSlw9v+L1z07Mp8RwfMpw8FzeGOx05PzZR8R14vL6jjenzzjurqEsDP25QEyO2C5Ys2eaEiEUnK3E\n4lg2RVOaPRtONcRZQopIOFOlEvFo/SBGj42qGqp5VFvIpccVo0SU7Iixo43nSy+LtVYoAabphlAK\nYVkwVvDTASmFmAVVF5S3hC1j/IFBZTIGS6QycpgOrLHixoHDUMj2Fmd6gCC2SJPK4Pas80KtgdaE\n/fHAMidkKFgFSgQnG9ZqaoZSJvZ7Q6sOTeLqyjMvDaUrKiYiI6iF4kakZb75XCNaiKmA3lNSl8Pb\nNTDuNCXtQAlhyzydRlps7PXG85sb1iWxbmcGe80pJkIMNG2hBGg7Yu6e5LAu1GaBSq0VoxVJN5w2\nsGa8nahjoRRhsA7bOhxQ6R2tbljVqEIvy5lCTopxsFSlydlSa+uzdRrONralg+tyCCQck4N12dBG\nE+uIUw1lCiWm3qSlYU1DtxnlPAoYjgdIMylZ8oONrIlQqsaaRC4eqwr/2X/8Lv/kf/wx/8fPhKxV\nH2kJ5Nbn+NSMsgYtDoztCtd2osiAdYqYNS1VlKzEBFq3hwV05jx3JaiI7WBD0VSJ1BhYY38haDqB\nVOiHGkpitztQ84yynlor4+5ISRdQBidCIyO1EbbC7UGRs+KSEn601NQLfpqKJuPEEdPCtBtorbFc\nAmpU6AJxK6QixNr6mFlbnE/kWEgiaN1oymPcxLK85HQaMK4fQnuCzZFLQlFotdFSxv6/FBF+5XcI\nf/wv/il+d/1Q+W9Ag1YBCyLkFNFGo7XpXJTLgtUaerKbWDJSE199+VNKVdyOuTtsdWffj6Pl7bcf\n4b1F10QDStj4wYefcPPoBtGKWkrnvojFhjuaGWn0RaVIl6KUtuHskZoyymq06SA7rQyogrG7Bw6T\nQ6MerpVdnGFV/zccM7vJsiwZzBFdV7Rz1KaoccFYj1WJPqPqSPDTJZBPF16cFC/nzGnN7EfLzQfX\naCWYR2+hpTE92qOnARFFiRuSCvcvvgLRxLhyej1jxiNCZWvw/K1bYiz9c6wLRmtSFZR0PrwbuvR+\ncI6a+9W6VOn5dwacG8m5UVIj1gKlQEu9fOW63lO1iCjVI7xYrIxs6YLWmm0toPqs9+dz2aYMLUeE\nQM6RlCqlORBB1RlRjZgqw2jQFVpZED2iVSHGwH6cWEImrDPD4Git4LSl5TPOj51ztZ2QmhjNhrSI\nQdiPnlozrST8ODGZ0jPgeWUNhVYhpcrWPJPtQvVpUlxdDSzJkdPKMO7IeaXWBrWyGw1aZoz2WEkM\nVlOKIsbKNGpC0sxpIxVHagXdMtN+ZDunvqeosS90m2aNGmMaufZ2e6M/WEAjSrPGSI0bKa9cucyS\nG7VpJg81R7RWfblrhUL/fmrthTQjgqoNsUK6dD+BCDTlETrm2ihBqd5clpLQtotzGh5nCrWWhxux\nxZLR1pBj6lFrU6k1E0JCSY8MoxTOOoxO/OGfnfnJne1sL+3RVihF0G0mFMHZLiTKpYuTYsqgNaAx\n1sDPSQ1isNPwkLTpJFFKZ4flolB0LPd+vydW+/8oiClSTX3cFGP3lEujiSGHDescTfoYqZVMq42S\nL1hRHTsTCzmlnoJUCmeh1Yw3DqUdWlfu7xeUNIx2aGUJYaGWkVZNhw+2vu/QdFR4Q6PbBlI7SLAG\nhmGiNt1j1OTukCiCsv1gUooCSbSm+N73/ta/cofwKz8yWgPktCI5d8SuMRjt+fBHPySGjuWN8z01\nF7Zl6fJv4Cc//pgvP/+I5fSyc/HHI1oLL+eeBtpOJ8JyIS5nBMf5/kQUzzQYvJae+Y8LkhKEM1YW\ntNZEdQVUSl5IaUUVgXRGo0h5RmtPyYaS6kM1f+37vdRRwEZVQg4MRqGaxVah1YzVKzRDDTPPby2T\nPndkc9yQGijaEkrlvCp+/NPI6VLw3lOa4c3rwmlVFDyXWfjp5zPL2VEypJdnZBoJdy8QLKI25lcn\n5nPAaEvaIoOGmAo5Z2LrEvIa+4nZ68xhOOK16g5opbHWkrcFqSvrckeNvShotcU4i1Ib4bKQUkCk\nYmvP56tqyKURsjzk5Q1SLEIkpzMhXpCUkBRRLSDFdn9FToSSKVuE2jDOo63HDHtUW3A6Y9yEiEa1\nyP2bE62cEetQVmNoeG3QFvxgmfY7Qsocr27ww8DV1TXjbmA/DRwOB6wWcp1oYkii2Uro6G1f8EZY\n84a0xFbHX/QiWgVPpLWG04q9q2xrYXAK5wYaFSVdUvPk6tDnwHnEljO3+8cPo5DGnCLWDqR4pmKI\ntdvvqijytpKlUeNMKgY77im6L/9DcbQmkLsv2FvXby219Aeg8ig18Dp4/o3vTBidmNeEMpYc+zLZ\n2T1eW25vB7Q1WCkd0yGRFivizENsN6FVxHqDHS08wP5KqVgnWNe9EX4Eoxq7vYO4dqmVVTjn+qLW\netLWMGbAGUG7Q98H1IKi4r3HqcrkNJNzjLb7jMmpY6WNopbYb5MtY0xC5bl/tiWQ44KohLEZ4xVW\nSzed0VErVRRaR5yrVNZe8moKLQpjBTMqmjiscp1qLImSK60GvGsY/3D7zTPed+S10gmjp35rUZVh\n3DNdXeGcQol5oJa6zohio4rm9tF1XxzX0vsF45FxJ2hnUGIRbfDOUlvo32tJ5Ob6bUoNpBjIMZBj\nXyiDIWVBq58f4CqiKk0GWgu/9Hn7Kz8y+vDPv8/v/P7voKnY1pisI+fEr33rm4hp1PVMa4WvvviS\nv/zBx6yh8NYTh5jM7XjDX//lpyxz49GTga+/s2OnHP/Tv/icrVa8CO+9c+T9ZyNvXQ/MQXgTMtp4\n3nn/PV7+7COevfMBxvQssOTEzhpy0Qymc0RaLRjluN/A2kqKC0rrDnvDoNCEXEGdMFpT04ozh64Y\nDC+xu6sHjYpibzc+eGK49pG/KpY59NFMv+0USprZChz3ntNF2OLGzeMdKfbfO4yNUcFYNn70xx9z\n8/jIVfqCn764Zzndc/X8wOgtt+/fcvfTl1ijmHynxsrYGfLi9pQt8Ccf3vHd3zZQKrkW0BOD6/q/\nJQa029FKRalEK568hQf2kaAoVD1h2chxwfgByT0Cp9uIChlM72K4nYL4QGMk4XSfM2tlQTRO+ovJ\nKo+MmrAEdNFYE6FuNKOoWHS1xJrxbiTmPlzUzmJw3K/CMI2saWPnLbHBeP3ooSBWiGlAkQm5m6am\nw54cMiF7trzixfdSVckcD0JYIk0N3FxdE+aX5KxwdmCaejLFGENummkIbGGjWUctFmOEnbFoHg4E\nFl6+qlxyQEthXQLz1viXn77mW+8eHzg5ltf3F0oRvNeMpj/8thmS0N0a1mBLoeBJtd9Crc8dRWEH\nXIYta5yL0BT/7E/u0dYw6EaJF7wZefbBI9LymhgVX71eKHicaxx3A+dzwAzqYezZEKe7pnXYUZYz\ndvKUCIOuoAUvjeIcFcFJRSnBec3o+05FKXB7RQ4FdzVSYkHsQCsrlcJhUGwpYsWh9o71Ukh5RRuH\ntwbvhFIMgUxIHdc9DgNCv7U0LNYnlB7IqWJ1Q9uHk7WqNHYYu2CMZl5UH7sYRwgzL158wbOntyCW\npkYyC3ZwhFjxftcLedUABqcVWnKH+LXI4dpAbcSqWZfI4AxI7MIh+oM8No2mUcRilIWyUpXGmh2H\n22vevPgKMZpUDfahh1DjiqqKZqdfINL1A0U5xoxox5Zg8I6YVwZv2EKhChw9hFapJdPa1gkPv+Tr\nV/6FEJvl/PorHr/7Lh9/egetEpZXSP2cNQnvfO3rfPLRTzi9mjmFezSaz77KfPuDPR9+urCshl/7\nnfe4XC58/69XlsuZUBNe+szw/s2Jj0rA6T2vTyeudxaZbjBUDtdPmZeN3WDwk2anQZEIBMZhh1UK\nw0LBkkUo1VGkUkX3WrtpxGVmNx0ZTbdh6VGxlgyldFZOCYxWc71LvDUlfuP9XvUvKjHrJ9y/eUnY\nKkVUZyepxmVdaF6xuzoS10x4iBOqNlHSxponnC6E5cQLu+P86sJuMLz+8ENu33/O7npPM4VUEsMg\nvHnZuDnesJ1OrNvCft84jJqrveVwNLx5lXnrueKzzwPBdf9Dqf2qrpPFjgOtXqgEpOxxrvsTSoVx\n2AOVIoFWQEwEGdAFjNWUbSGVAasjBU/IGadNP4HR2JQQQyGkxEB66IusiCpYowDLtlxAO3SDbX2F\n1/u+eEyKta1MtkdEXWsoSeyma8zRMAAAIABJREFUgUqmpJmwDeQcQYNRFtGF2ixNAoM9sRt2xDSj\n1Y7BZ7b1zGQVqYEsL0GE/QRSFxrXjENBiSGmmUt2WJ2BDrkzg6PEQDGWy7qSTgLiHk6njSyNw5XD\nfJEZJs+yFmyM7HZd62lsb/embEA3qBqjC05rUsqUEtgdb1jWExTV8Qq2INajHhI9IQS0PaLqGaMz\nN8cj12/viJczS9C8eRmQmvBK9fGUtxyvJtYm+JxJLVGK4MQQ1gsoIcfCbrcjhhljBqyK7J1g3Y4W\nZrBCihZrC60KYesmNm2glYzRGmmNogrjboLaGGxmi91/7UeNlz0tb0jLLNuDw7pVduND6kYrjAal\nDTkLMTSGqeKdYl0DRu3QUlDisC6SS6FUgzO+95pyYT8q5tkhMqBaIMWCEo1UhVMdEe7cQMsJEc1+\np7EWDntLTB1Yd5qhhZnRKWqraCqtNmLOFNrDi0HR6kaxFi2WUgSjM3cvXuGc4+eGiW5ONGgz9Rh8\niuRa2NaAGyeMFloKoBRKOXJptOpY5oBShhoDdz+H3clErhs5rL/0efsr/0II68IPfxh4dF+5ut3z\nl3/xY56+s+PVlzPXT65IKbGcN2ppDO6GHE5oP/Hx54lcIt/47W/zlz/8hNFr7k6Xrtij4rRjcAWt\nDdoKn3wWGCdNyhs/+tMPuY8jRnXV5c1e+He/+5j7egSEo7I0UdzsM3GtiMlUNM5HzhYgErKm5Yg/\n9PJXQ/C+k0xVBKuEaegi9ufXhcdTZacNbogM+x2P1cD26UtqSWzVM3pF2RTaJAZjsV4w9cKcPLUK\ng/GsceVm50lSmLPBz42rXUXEsMyRaRo5vfiKwfKLzPcpTQz7lUmt2OtIuMDLtfGtZ095dSes84nd\ndEOtC4M1EBNqnEhV8fJSsNaSWsDLAaMboUW2nPANsrL9JqSEcdJsm+H6qlJ0Iy6NmjKiJ5xptKRx\ntkcTpTRqaVQTKLGgpeL9QEqJXOe+7NU7QrygUNj9iKmG1gK1XJG2Fe+EXEuPJudMU5pp7PPb9iCO\nt3aH04Zl64XH8/meYXSoVMAmxuEJ93evuD0cCdvCflKkS+TUHDn9nF1vuawL3nsscNkWrBZCcVgj\nOO+ZlzuUuYa2EVohz6Ct4xIzKWlMDEzeMFhHUQO//a130ALepb4jqQEHxFS7YtR0CqeRjktHa5pS\n7CaopTKvhv3RIucCxjwA0TQxJwYDSEBpR62F3/72ns/uNevWC2ut9q6J9eCDommgBZwIMzCOI60J\noru8qqyZcdRo1xiMMNr+bynVE3NL8CgczhcGXcAqlFTceOR07uNUpRqiMoaBZYvo4QhkpGm2dMaI\nRelAE00pGWdML7PlAMb2pI425LRgUGRp6GFATN9pwYhokKYprRKL7qf8tmGsJxfFf/D7A3/w/czj\n27epqutGhYSVQKsVa7o+tJUe/dStME7Cb/7aI16fCi9fr5znGWctYVXEUDHeQE39AW8tLQutLDTZ\noZ1GWgQs1lpq67yuFgRR6f8G3JVCrA1rHKfz2vWixiGioQG6x6K7by711JWu5JAY9g7nNaf7gBmE\nwXZJ1C/7+pVfKv93f/DfIM5y9+o1TY8YIq9ernhVQcDaTIqV0/mEVX0ZRhPmsjLYHa9enUj5gjED\nJSysbEzSi2s1NWjCeBiYzxeOhyN/+sM73syJmFNP/ijN/d3GX34ysxuEbXnNo9trtC6IVjQEYx1I\nAAzLWjnsHUa3Xj4aBwZf0GboAh01crUv7HcTrV4YrEOrwpMbz9N3jyzRcl41JSeWtTKYEWsizhQe\n7Q1FDLpl/CAIrQOrmsLq3B8OknpxJXXzmxQh1srgPDkW3nq2Z3cwxBzwx4m8XVDNkOueZY5k0eSQ\nmQ5QU+Dpoz3rspGb4vEzjVqhSEbEkbJlsD0JoVXGqZVxrNQ8oEzEKEFUh6bVqvA+dZ9vSmifudrt\noSXCUtAahEIoARFDKRvajUzDnlITpRaMHjtfp/Z9kbcdw+C1wpiGNt2L6wfPZZ7x9uf/sbf+2dAQ\nN2HEkeuG0rmnW5QwWI9WlRTPODegdd9xDIOn5MY4WeaoqcohBNA7sI2YDXYwXaaeK5AozfL03Yl3\n35uwXrFsBdKFECPO7tAammxomZCamQZHk4xSrbdoq+Ey31HLCC0Ta0ena9PoYYqujWxKYcgYa5Da\nHpbBCSX99qQ1OO0xMqPE47zFGUFJZHe4Zhw9/+G//y5v3lzwWhOicH3QjLuBnQ7sPRwPnsn1sy00\ntHFoFZAY0VLYOTg4g9GR/TQA7UH43rWdqIIfLK3VfpJtuc/Q6QKhnCJ28Ig4vIVYKk13oUwpET+M\n1HxB2R3LtlFy9w3H7YJzHYVfq+sl0vqQqRRFFUHVTKWXR1sz/UUmmlw2lNbkqLpHYbL81rdHfvDj\njYKhlbULalpFqQmoKG0RrfDWIy3y9mPH1bQH6/nixStys2gK93PAuhFMZxQ1NK1FlPJUKjk3rBto\nrYDqaP9YI0IjV0+IK1soNFxPMZUItcdZtdL4QZNiQh5QF0Lr3DOptFpRqlKrUCn9hV3AWHAKYlhw\npvHdv/v3/5VL5V/5F8I//i//e5a4EAhs540l9rd0SoGwJdYlY51lCQFdM6ImUp3JZFT13DyamMYr\n4hzY2gaiUWgmUex2hlSEnS+kCp98EbjEjLMeIxZ3/RatRIahkWPms68C08FzCYkSVp7cPmWcBGs8\n95fMvHl2k+Z6p4nxzNV+TxJLLRlnhNoMqQRK1tR6wtojRifefmK5uhpYq3B/7g/GdaloFYHM+08P\njN7x6Gi5yCN03Sg191JPLcRAbycOHtrGODq+9fWBp9eRq0eOt24873xDcxgdohPW79HWEs5nSp1w\ndsCaiuiR22uNTYH/9Y9/xnd+733u1hmLpqRMXgpo072t24pSgi0CZmaSHon0TjMY8G7B2rEXflRm\nGhuPnhzJaaFkRamKtNWeILKNLBpdPUp1vLQxlnmOiDJoqyFHMkKOfZxhBwNVGPxAjEDrnQbvBkK2\naB44QFaobQRle2uZBkaxtx3cNvoBmkUJGAVGa6zzlHRi2F9jreviepkwsmJtL4npaSLnyvE4Ii2x\n21nG0bK/avz9f/NbfPs77/PZh19Q8j0pgtEHdqPF2oAbHZsSHj96TIwz1lVEG6gQi+YHf/0p79zs\nGUdoOeGVACvSHELnFNlBYwARheQzfhhILWO0eTg9Zna7I4Mt7KYjziqMRFJcOOxGHl813n5+ZMkX\nShp5fNN49PSKPCdavDCOFqU0KS9oWdhNe0YneCkMVri+cux8Dy40XbCmEtcz1uxRNZOq0PJGfijr\npS2h1YoSwWrhP/qHV3z/44hWCm8brRa0FoyzDFZBTRxHC5TOQcoRaxSxFCgR5cCYCe8fQJDSF9s8\nAMG90TQ9did3KhQRFJGWY2cMtYb1ikcTXBJ8/8eFWIRXLz/l+vr64UHqQQpC9xpbMyCqcn2Y+N1f\nv+K8BbbLS25vHlNCAGXZ7zRaArtpgBrQyvTxjbao1tDWIK2Sa3vAkm84Z3uPCkGZAS2ZIg0oNHEg\nuvc9GrRSGfcTtYG1A6IrpXZnQ8sJhaBNTzNZo6A1hPrQ2LcUhL/3d7/7N7epfF/uu9IORZaEa4Ky\njlYM49DnZuv5QksrUR4+VFGMMhHrmcudIanIaAqkgkLhgLkV3r7ekb68kLLmsiq2mBncyPW148tX\nG+rNVxjTa+o0xc5VllV4/eJjfv1bv8bj6zNfvfF4X4jzyvu//pQ3X95D02R2XKJmS5WGRTXNy/OF\n42hIFLwfOM0Xnj0euNobTmthPs1dEm4hJctgasfi1i7dLlqjwwuKFWzt1qfSFNM0cLNPDEPleqd5\n/xvXXD2PtOBBZ7S/4XJqHL/mWF+/QMlKCyPueiR+uRFiZhoV07TyxRcGZ0dWjnz1asPVgTWfmcZr\nLIZqXjGHHYXElRcW+qJ4UA137Ym1wQzm8Jh17gY5aR3c9/KrmcFqtKn4ZshiqEWj9IpF43wiZiHr\nSkuRq8NEDAsiFudGUthQdFjYaCC0zBoao7c0mTqzBo1VGYYrhERpFWsyRvX5qnc7SsvkdWZv+6G+\nLykbSlWs3ZNKZLe/xg+lS5G8Q9eMmQ6UnMnKE7Y3GGl9oW1A9Ma//e/8LZYXZz5/2YjziVN+wXvv\n/z5P3k+cT29QZKbDWzg18E//8DOePYH33t1Tm+X1XSKZDVcqIpFcA3HtJ1vRBas0VQumTdQcUNqy\nZc00gYgnkfBZaKZgmiE3wfLA2le9havFMpk9qICUxuXNmd/6B9/i488MbDM//pOPOZ/P3S1QGmk7\nYYwGfUCURXHBe9Nps7mBqqi2YLSnFKHKQEwLYJASEa+wNdHaBm5A6YnBeLJk/ot/NuNN4uA0S4Ir\nU8hGsbcOq4WUhMva8Koyh8joGmts7Ha7PmpUDa2EpoSrQ8XoPZcl4HzF2ZF5XdBE0L2nUFvuYDdT\nUcbTUmRQmSVpjChwBiuV5TJgrcVaqDlBNTQCVmuMh+/9zi0fvPsWf/r9j3nr8cg8C8ofWD59wbQb\n+PKriLGaFkt/ZrWMsb67OpSgpMeVvTbkmnoA4aEfodkQIzRtMa3QmqXVghLpgMEyg1hqWhiUp9aA\n0ZomEW0MRRvIgZob++OeYWiEIKD2qAZVGebllzeVf+VvCP/VH/wPGMwvxhQQ2dqC0541zmgZWOIZ\nY0ZSzXztm1/j5ZvPaKojYnNJjGJQw0BK5WGm2BhwtJzRVrMlzyVsXavYGmHtmIzRdFPSO086LC4l\nwYwDMQSc3/Pe8x335wVVNXOyvPn8Du0KuSm++OrEOHpamamlxzVH5zGtI4xTDtzsfV/qLoI0zWVr\nOOM4LSuD3pHzhpLGcV+IzTBfVgbTmSSjV0zW8423heEofPM9x/Wt5froMLvO1hEUejqQkyWePma8\n/Trae9KaKes906jRCa7f2qH1hVoHrB2YXxXeezI8uHMVFMfNs0IsGikTYja06hTanA2lBFy1TKPC\n+do5K9GRYsVYQ2kwuJGSuo2tFqGqCS2JkEHXBqKITdCtYCVSjeuQvp9nwVNDSabaEVoBPUAFY2xH\nBOTIsi5oNXB4fIUfLqgmaHNE+R2i+p/vVM0M2oK1SGvkKsRYaJKhCm4A7SreHXj/WzeYAXJM2GFH\nIdPyK6bB8PydPbUlpsPA1997i6vJcZHK//bPv2TTb3j+bMf9y5lvf+ct9oPwg796wdOrkX/yj1/z\n/rfuePGFZn9zInLg6dWAtI3f+/Vv4MaJr3/wHK0dSu3Zjw5tjqAqUht23IEyHKceI4wxYaxjNAaj\nDGItTkFJ5z7vxqAkd46Q6O7c0ApjMvvpwNV+436OvPf+La9PkZoridrHPPYJulX+/t/7Gn/9k3sa\nBm8LCkNpqSfUagcqWtupvqISu2mHp7H3O5RpPJoySJfnTNYySGNyhlgiYc0M08TgQVUh50xOCS39\nBqlVw+mG9wc0GasySvpObnKQtshkEoe9ZVtzN+mJRVpAW9vRF6phXcc6OOlMIWtgHCec62keZy3H\nnUXo5kKtBKsCRTTjMPJvfe+ar72lMcoQS0UNb2PcDa9efMpvfv2Kv/rpiXHo/YdCH+dI7Rj1lnrh\nzVmFaI0xB4wFmuB2A9I6WK8pRYmF1BQoRakZqyrj6DHWPqhcG36waKnUutJYscC7b1uePXuEd2Ae\n/p5ceux32wIh9vDJd7/3d/7m3hBymRncNTEt1Nbbyk5dU/JKoRDSiSKZXC84NfDpRz8DBlLZ+tyv\naqox3N1/SSLjMER6XCwmjVaFJWZyKx0wpTu62iXNFiNGNV7eCW4YeOfZxGdfvuFwUMznl/zk04kw\nN25vd3z5euab79ywpsp6v3J7cyCXwF/96Cd852//a7QcqESUUdRm2Q8D3mRS23M0G/enlcFPhJQo\nbeiJHX0AU5Fi2eLKzlW03RFC4jhYQt0oqvHOLSwnRYoLwwc3XL66oIbGYbIotXK5FPa332H9/Mco\n+5S8RrTW3H9+AnXF+sVCKT2n/eXLe5xN5M0QQmAcb2hqZX6pEZfI2lE2x2hgiRFRws5N5NhtdX6n\nGUbNq69m0Jq8WFKsSEydmV9GtASMCsRkiKEwjp1Am7NCW09oFmc1Wm1UPRJiw7uCNte4lMjKYRUs\nkhido+HRk8UdJp6/M3KeDXubuB+E1gqX84wyA8crz/1dYLjylGQI84Jz4Kpi2hfGcWJ/PPL2sxs+\n/+Ilz99/yk8/esXV7b6TJktD68o3v/EN5ruNYh1PzIoaJnbDmf/lX5747KMvuX1u0TLw1z85sy2a\nT//rN2zba443T/nRZ4rf+L0vMbvHZO4o4Z4oE5+/NLz1/Am1zZwughkyQkHb/4u6N/u1JMnv+z4R\nkXvmWe9+b21d1cv0PsPZSI5ISiRFWiQgAxRcsGdkAzIsA36R4SdLf4Jl+c3wg2HYNE3BZlkgacMS\nLA6bpDjkkNOcaU7P0t3VXXvdusvZz8k9MzLCD6dI8MEztskHS/mYJzPPwcW5ESfi9/t+Ph3WKJSq\nUcZilI+1miRSpKsFtjP4ykUqu1WHWgfZdbiBQNutyrJpFljRxw8kFhdjYDSWfO6zPmEy5uGTAt0W\nLBc1tsgpyjXKS1DeAN0s+KkvvcjvfP0Byg0wXY6xDtJpUZUkcByMamkbg+v6GFuBzhkFCX0lUJ6H\nED7GbFgULkpW1EagjcYNQ8JOEA4jHKm2/4dao4RC+BI6tjgLd4vkCP2WwHNpWklnwXUFjnCwpsEJ\nYoraINVzBLVpsWL7vVKxBBykcLbJad0QhtBZD88BYyyO9NFtjvBDlMMWdmdqHD9BVhV7I58XTxLS\nWrA/0GRVzMNpRbFec+tkwOkkJ4kNg/4uk+mSnu/RtA5FlyM6BzcMtspNYbeaWpuiW7aTVFdvE/Ge\njwpc4qEhLSz9fkJbFkRRQL7OII5YNgXKhMSRi7Eu+zsH7MaaVvmk+RYN7yiL6ypy4RAJRZoZAtfB\n9xWe98OH/H/tVwi/+ev/G61tcOyWahioCCk8WlPQYYmDHnVX0E8Oyes5wgosW8OUtAJlA8LAx1Ex\nlc7oMAxESIcB62G7loot7lagti5YU28pgrZlGATYDly3oygNe/s9Om2Jkm33SttJVm207SpwFZ67\n3WYIY4FQDoeHx1ij8TyLsBLd5PR7LmHkY21HTzVIoen7I6TcykDoLEIYpOqIe9te6q7dOhO0UThq\n++slCQSubVAyRjcNQeTgC0MQtzSVpX9yg2Y9BTRV1ZFtSpp0QbXZ0kn9cEgcNpR1wf7hkFpbmraP\nRfHe9y44OXBQxqFqKmynMJ2HaRS+11IX0ZZfX2u61iJthyGmXLe0xpL0JNYatN5+XikVRvlo0yG8\nGBwfY6G/E+OGEa6CKHCo2xI/COiarZVMIHA98NxtZ4VpN0inxvUC+oOIcGQ4ujrk6utXOBgrRof7\nUGWkjYtyIm69dpPOQJCENJ3i4OohVdbihgmCipdfPWS0n3B0ZPBUxqq2jEYR9z6yzDePmS0u0UXL\nK2+9TGPg9Tdv8myyJIyHeLv7HO15DGTIe3cf01YZqyyjSGuW84zNqqITLS++8CJ3H55TFpameErT\neJRZRZVnbIqWurZ88KffR6uODx+u+eN3Z3zq5RA39LFtzf6NmxghKcolfqB49fUrnFzZp2wVJ1eP\n6O8M0HWNES6qq7ZhMw2+H2CNxRgPP4nASrQ19Psub37uOq986Ut86/f+lGWq6I167PTWzJYGpXOU\nMyJwNKN+yP3HJbZN8R0fRzm4UtCPXSK3ZZgkBL6L5yiioCVUMOz3sabGyD6OrHCspUNuUQsiIvQM\nRnSYRtG5HuiMNK8InS2WQro+tu2IfI10fHTTEIYOVhu0VSBqPAl0W21o3YptA4gX4DiSRjeEToQR\nW/Cg57oEvofjSKI42v7wkxZ0Ba7CUT6+V+L4AU/PLhnHAZ0VGOMQhn0O90JODhz2dvropkEJHyQ8\nvTQMBxGd0fjJIQe7AWlW4zpiOxG3BsdxQLY4GOJkW0xWnouuK4QbIGyLsYor+y4/96WTbS1AGFzl\n4jqCVkuSyCFIIvKiYRB7/P1/+xrTTcvx4ZgbBx6b1qHIDFIqimK7hadUAJ2EruZwFOE4llHPZW83\n4NrNN/7NXSF0VoMFJUOMMdTdtt3PIpG2Ja2XWGtZp2dI4dNhsAKwINjajoyB8f6I4smCFk3ZNYyi\niLJqaKzlefmGyHMwRjEej7mYLnBxyeuWfi9gvdFEYcd8kaMEDG3H+fmaq1cFTaPxe302aYpSlk3W\ngVDEcUznOwRK4skWrx+jOoXWDfm6wHH6CE+yKWpUnNHqDk8YXFmBDRGdwrSaxmoc5RJ4HUFU4cuC\nvFBUVUAY9Z4TUBO6skAMXMIkZnE2Iz2/u3VFVBnaSjwnp6q3ZqVNMyBaVUS7PraN+d53MuZpzNUr\nAhcf3xW40qWTFtcN6I/71LmkaUtWK0EQCxyjoCcQlaRsO5o8xQ8UOpdU0hAnHrr18WMfa/4s3GWw\nrov1NEMVsdk0tEWH8jSeKwjjPjIUjMYJVV7Rti2BoyjyBqFaBrtjlKO5/uoQ2dujXq/xsKzvv4uI\nj9ksznH7O1zfF1gRc/bwGX4QokTG/qgBWeKceCRjj17vbYrNmkaDF0a8885DTm7mfOvbayrrcPGk\nBLMhdTKmvzvFUSEffDIl9sB0NW+/4vFHH13w9MOPGR54XE5LpBNjmjV+GJO3AeuHa/bcD7BGEwSG\nLBcsFzOkK5BOD1dYfG/N8a0+npuyrhRWwHoZ8NabMZOgR1usSAYhjtrHypg4bMg2DVd2fR5Pl5i2\n4PDKDc4ffYSIPLRUmLwALXCFxYvdbUDQjRgFBhU6jPfg2Xt/wtufPeQbfzLBrSdknUMvdjDNMW1n\n0LVH3Rl8tyUJxxS1wJPtFlRnBUJZyibF8WI8VxF6kkpKqrbbpna7imC8S76aY0yHkIqTY4eLSUcU\nDklXExwZUXTghxFFp5HC0DU1Uhma2rB/JeLsmYXOohHYdqs+dXxBnOxSlUt2hj55ZZCixXQOoyTA\nCI1n/a0PGwchOjzXpao2tKZEOQkoy7WDgBeu7zLf1IS+S11m3Ly5x6NHc158dY+f/lyfy+WSzg5x\nPUPWwPv3NswWOdJzqXWCg6IvMx6erfGlzzSr6NoWlGQ88LE6QcmGonHo2gLPUyyrHqHv4KqA/bHD\n4e6ItG5JAg/hOdRZRVq0vHxriOpyilYQei5In0Umefl6j/OFZVVsxURJYMhqy42ru8zmJcv1ithV\ndMowGkgWuYNEM0r+DQ+m+ULRCoG2FTxXv+g2Axyk9BAixJgMg8UVktZ225YuoVDWJ/JcirJk/XSN\ntVuKoyf7uFJS0qJ5rrRzA9I2x7Etl7OKVtQgJK51adtu221gt6nhZJyQVS390GOaeXhujhUO0g8J\nYp92NsMJe+RNi60WqMEuAQqpG6RqKWtDrT1UW3JZG9quQWmFpxwaR28xwV5LGBkcsa1jSLvCd2KG\nYcxibpHGJ4paqDREAXWq0K7l/r2MwcDFOj5ZGxDjsakqhrGl0TvMlxnfvV9w/WUPkfjMLlsiZVmW\nIV6iaYRFRC4/8sVjTC3oBAz7A7J8hYgTzFoxPHRpWoM/VDSliwg7gkIy3HPQ1qVKN3RuSN35HNwU\n5GtDOA6pq46mcQgDg5Q+umoYjn0YG7rOoWk0+7shm02LoEUEFqUkJ7cGpLmD8huy6cccvvRZvv2N\n9xFqQyDmvP6Zl1jbK/RMjEDw7EnKrWsxs8UMRIMSLePDiPyiIOh3uH2YXTQ05TMsBeOjZNtOGWlO\nn7YsMhj7K2bzmlq3W0OY6ejvX+FLPzrmn/+f7+PJmouLJ0jVofoBp6cL8lqhzAV+mNA0S5rS8J/8\n/Gv88r/6hNZGFHmF1RWdaUgGI+rM4ngKv3NZzjTDgYNyOm6+4PD0POdyvSGKNAd7e6yml3zpC8es\npx3f/F5DURs88ZjDnYqL7BiXDDcMCD3BelXQH8XQbrebNBD4DsoTHB3t8tKn9zm4MuTD3/s286nD\nuDdgNplz7dYB5xfneIME0aYY3WHaDs/zyMptujovS5KoR2csnp/wI6/vEDqSDx6VVC04UqDsihde\nPmS51iwuJwx6HsoJcX1NJz2ODi3Lteb6jUM2eYvIAxzV0FQd0lE0VYH0Qiwxq2VO4Eq0bXDaDs+T\n1AYOdnssV9m2S0zWWG0Y7wZM5hkYiSfBUG0774zBUT5pkWONxBXbDMPrb13ns7d2OV0W7O1ILqcV\n/9ZPf4q61rz9yglJGDLfLOn3Ijrt0eqS80nNspL40YCyLFktSnbGEcvCcHwwpClyAuGTtt72O7gs\nOJtbhklMNk0pdUK5TjGdz14/5K//6JjEV0zXlu/f22xtctR85rUT/vTDKXUzp21CHFHz2U8dc3r5\nhGU92nZNlg2LdQ8pSqosJwgC0synKlZ4UjDaiQgdzSKXjPuQ5/D/kEtDWPvDq87/fx7vvPOO/cpX\nvoISHp3dcmJir0fRFvCcfdpZjYtDIzQODjsHLzC9vIcnfKT1sMJsE4Jyi5DtsPTxcIWkNNv0YCc0\nrTWEwtu6jtkKd1wcArnVcoJEmxqJ4OpBTFNbdk8OiPshoXJprcb1eiSxR7NZEvRi6toyjlv6/YRQ\nNThRiKskzyYFgm0wSOsGIxTDRDFIJJErMbZm3AsRFlwvJPQr4iggjjuipE+dF0g3QIoa0ynWq5Jl\n6VA2AteWJMOYwU5M23SMBxptBPced3znI83RkcNm1WwBbn7BzVt7rDeC2NdEvQghQvygQeuKflQj\nnQjHGJAWhE9TW8J+hGkW9JP+FtmrOuYTtY3auy2BqzHeCFvWhMJSiwTlCTqbkecSz89oC0M4jmjz\nBUEc4zbw6GnJzc99hrMHj2mNIHAqom6JcELuPT5nvtgw3N2lzAuGwxWGa5hmyXDs8tLNz1NsVty/\nFDgCAjPnk8cdZZUySCoR4cWaAAAgAElEQVQwHzEY3SDpH7O/u482Do7vkBU5H35wj8Vihe5cLB6O\nG/Dgk7uMRmNEm4MI8UOoGofRbo9OV8znOcZ2NNrFtBV5ZQm9Fs/vU60z/MAhCBWrrGAQR7iRjzEe\nq2WKqzxqXaBky2zTZ3fcgm4ZDIf4SrPJJctFhmUfx/dwA584jOjwWS8e0xtfI3AkkV8j9AO0c50X\njgxHx2PWaYZrO4Kkz+TZJY6KKDY+TRvywg3wfY9bb4+ZPbiP6Dzufu97LOUBg35I3XQc7Awom5ZK\nG6anawCMbUErmirlyvUDDvdDdLHFW7Suw2rV8HASEAYOTdXS8wUvX3cZ7wkO+gHpZM55qaGTzOcN\npY54clERRTE4ObrxkbbGES1SRQgrafJzvGRImadoI7G6oxMurmd4+80btLZiMW/ppMegB7NJxfQy\no5UORZpTVRVKKbBbfLXrKg53fN54dcitayHzvGZ9UXM69zg5hsVUE0cKbSyjUYixlmG05snEIy1C\nPnw8JfFaot6ItPbZ7wVMZysyHaLoGESGKGxIU8PucIRULafzmPXiEdPJkpuf+hQX0w06nXC8H/Ol\nN/pcrAV5kbJ3sMdkmrIpLNNVhZWCYT/gfFLjSklXrDg+iVgst0j+yWQLgHQH1xmHay6mGdr4JL2Q\nfLmkszDYv0JTtgSxz2a5YTepKBtD0zn84r/z9/iZn/kZ8X835v5rX0P49V//TYxtt1F35dJ0DWAY\n9Pdp6/Y5tFCjnk8OnXHodIG1CsR2BYAAx1qM3dIBY+njxx7zdkOHIXEHlCZHCIUygka0GPF8orRg\nbIel22YbrGSZ1XStIfI6XnntCpOFJowjRFfQEWK6hqLsCJKE+TJDeVtUtBe41JWlqqEsUtJNySbf\ntkYaGaO1oaxbXM+n1i5p3eK4DW0jyEtDVbbkjUFbQVZrThcOdaeZry0Xa8u333+MF8KqNjw4FXRC\ncjHvuLjs+OiTCbvjDmPmxElNmpUMhgPOT59hTckH739Cnku0bVmvOx48PmM8GiJMhLEBnl8S+D5x\n0kM6FQZLIDvKKuDpmWb3oM8gKQmVQSY9XNFRNw7uMKSlT11XCCel77fktcuVsWGxSSnrMXfvlrgD\nh9OZJZsVdDplvThjOlsgo4hU7rBcLMAK6vwMVECrfcoy31Im24xessN8Y+iHistpi5sMOX16n4Nr\nr9DgsrPzAvuHt3jp5hVOz1Z87ev3+MxbQ/7w69/j4rJF2I7VeoM0muUqp2kdothBujGDMOGDxzEn\nV1xWiynTeU6nQdc5bd3QNAY/6LE3DNkUkCQ+jh+Tb1KM8JnOCtrWUNeWs7OCtl3jCIe87La0Wy/C\n6JL1ckOWLrhcFBzuD9BmATKkrgqmk0tsV+OHfUQzwdRrimqOH/rYriA1Bzy5d0oShuhOstgYEuXz\n+Nwgg5C8LvnxvzFiVSw5//hdoljxre9c4vQyirRjd3CX0/kNdscTMD02hcH1XI72XDwlGPRDdscB\njdZENPRGfS4na4aDPlovCELJqwcNI3dNHLmsVilnl5pVY2is4Y3Pv8G7703RuuPe4wWXs4Y0D7iY\nFazXDY1WNG3NYp1jlKW13tb2N/AI45C6brh27PPGp3ZxA2jLFcl4SD+CF66PuHESkKUlbSd4+9YA\n6TlcvbLHy7dGjAYBV48dPv1qQhJ5uIHHvQc5L+zFrHXH7kBwttkjbwTPJhPi2GGdGhoz4NlFS2Na\n8s0CFRxRZClhuE9Vt8jAw+YLqtqQm5A8q2ha2FSSftTSi2K03GU0GpKEHuPemLde2aVsBMd7PjfH\nIWebgvuPzqm7hEUmWGcNRTqj1ENabRn6M65eiUjzisQ3OLJlPZ3i9nZRzZonT2b48RDH/bMsQ0ey\nf4s6m2CrOW2j0LgMIo0WQ6pO8anXfnAN4a+0Qrh9+/Y/Av4u0AHfBf4eEAO/BlwHHgG379y5s/4L\n1/+HgAb+0zt37vzWD3v+O++8Y7/85X+XrcRVbCX0woJQ29ZDYEsu3O5ZWgHKKlzpErh9vMCFFjbF\njEiFtG1LpwSuFbjWUGPIRAnIbaLVGhwTYEWDFO5zwZ3Gsc428CElvuMisDStxnUUn377AG+wi5QO\nZV4RBYq6AqSLI3O0dgiCgNCzYCRStYSDAbatmS8zHt1/xK2XX0CajnAwwgsCPLvGcT3WqWDYr1DW\npREJoQ+BE5H0BbZtEI5ltbFMJ0sOjkdYs8KYANO129pBXmDFNvMwnS8ZDrfR/7oyDEYOba0paiir\njN2eojd4mSJfceXaVd7//iN+9LMvkjeWk6GlaDWr5Zwg8IijiLwo0N0IaVKOjnrcfHEXbVJCx7Ja\nVQz9Ea0T4+iGlQ4YjTecP83Iiq3wO0+f0UlDkXWMj3bI1ysUPkrW1LWmqBquHXl8dK9EiYbWxhR5\nQ1tvQAqGsUtaWIajgCrfsH/1i2i9wfcHNJ3BwWe2LEhzwf5QUZYlppjy6ktDFlnLG6/t8r2PP2A2\nb1mvCqRxEG5Hnqc8OI148+UIR7akaUlWQNJ3ydMMYwzrTU7XeiRxDfTp2opF5jHsB+i25vBoxGK2\npK5LsB55I7G2pdWKTiREfkHiW2aZIlAWI3fw1CWKFiFiFpuGk30frTOUM+ByDkoYwsilaxs6I9mJ\nM4R0iXvbfEKnDZsVjEc3qGWIrsFnQWNdkqDhpSs5N66uEHKfV7/wRb7xRwvufXif19/u0bYtTelz\n98PHuP23+YlP+0xLl/7A45vfmnL2tGI0gEGi+dRLO5jG5enFhKyQGOkxGqdIYuo8Zb7MaBkySCpe\nv3mFz/70TZQVPLn7mGQ85Ff/5+9wsQBXRGyKHOElpIsVcWIxuqXXExSlj+trHNvSdQE7gx6dFURJ\njKc2hHHEi8d93nhjSPos548eVNR1x89/aR9ta+bTimkR4XUzHpxpDnZ7RL5httliG155ZZ8/+uN7\nnOz3WdcDVtmMsvK4suvxbLrgYHdInrkYWdKLPB4/a3ADRVU1jIcxSJ+8qKjKjjaf0gqF7/cwbYUT\nHdJULcfHAZPH9wj7u0jR0Y8lvUByucjYZA6h7zGIUy6nFsev2B+tKSqF7hxWmUPou6BLGqFoNXiy\nw3MVbbPBCQ5xVE3bSdbLis4ailQjo136oz167hN6kaKTI+bTmlYmuI6HdDoSteazP/P3f+AK4S89\nIdy+ffs68LvAp+7cudPcvn3714B/AbwGzO/cufOPb9++/Z8Dozt37vzD27dvvwb8U+DzwBXgt4GX\n7ty58wM/wDvvvGP//a/8B3SiwxHRVkNHQkuNgK2DQPgcHrzAs8tHfPpHvsjd977zHDRXIISkFycs\nszmO2LbrecIjQG1j5NagkGwoUCiMAN+6lKLZTjzG4outRMQKhYvClwGOY5COIB6OyFdz3vziG0Se\nYjpdMt7Zo9psUJ4iWy3pjw7JywrbaQ6DFancxQ0clHII3IB0OUcbi+u6DAfedkCtochqTNsx6GVo\n3UdITehLNrVkFDp0EpLAY50bBJr9/QRPQTwc0jQNab6F7kljaeoMT2nadk3dhlS1wXUsSSg4PZfs\n767ZZJKTq7u0bY3v7uCICVGwh5UWRIvvePSHY6o6ZzV9yjrv0ZQrPH9EL3Y5vjLi5OqI04drGuny\nxgsDNhtN0Wg6J0C1GdNJwXJVcHisaE2K56wwTURWrEApXPqsN3PCXp8wSkjXGULEdK3lcnqBJyvU\nc7NYvpniRSOa/ALp79MPAi4n9xnsfgZtYqqqoSo1ZVky7LkM+yEnN0YsF99hMABLxOS8ZLkoEGKD\n6SQ1O4Tdgt64jzUKIS1PHkxIKw/fc0j6FW2lKeqIOi85vDbg4sGMwUFIWcWs1zm7I5BSst5YlKMp\nKo/9XUNTKepm222mrUuWlihHMu6HLNYNCEXoOmwqTT+scB0frTWe59HqiloLTAtWOIwHAcvlknFf\n0VrJcNyjbjYMooDET6jcA7rSUraaQVyhCUncZ/zi3zziO3cLvvDjX+Jrv/t90jYC0SI6jzia4UvN\n+aRHNfuYqy+9yMYe0KYXPLy/oms1YWBxHcXeyRGryQVdWxNECVldc/X6mLa0JEmEEQE3bg749Oev\nUs3naDfg7P6E5aphuTZMJgWL9YSu6/Ho6QVNo5G2Iox69ENJay0GweEuLBcaqxICf4DWmv4gJN/U\njMYWV2mMGXK2spwc+rx2w+fmoU9nApoqZZ5L3r97ypWrPWTXoY2PFj5ZVlA3hpP9gOmqYVMmCJvi\neJLYTzBdyfF+zHc/yHATl14vZr24ZLVYE8TH1NWG0Id1WpGEEau8JnJSwp3XOfv4PbwoxnUt0rhE\nicHxYqos5bU3X+bp07vsH73G2emcusmJQo/At1ycP8WP+pR5ymgAVgwRXYORCkfB6eUamm2rrq4y\noihidz9mvgrx5JL9vWM2+ZJSj3C6C4x16PARtDiOR9O0uI5PL7Z85mf/wQ+cEP4qReUN0ADx7du3\nDRACz4B/BPzU82v+R+D3gH8I/G3gf7lz544GHt2+ffsT4AvAN37YmzhuQKdz7HPWfCOKbT8xFQKB\nRvLs8hFDf8yThw8oRI5rfbTYAsyKSm63kzAEIqCi4rDnk+kAW1TbAq71MAIkBi00ifCpnmNmrYDY\niahNS0OLtUArEY3E6AXH1wbUq5ThUZ/eaExdVvgOVPmasViSrl0u5yll2rJKDL/01zq+fa8AL2Fu\nRtttrs5CBwux3fIyrSFwaqRfYaQiTCqyDRRSUW1yurAPRMwWFVFsQXaUlaXSp8xXKVdv3EIWHZv5\nlDwvGe4d0HQN0ulhW4vXZaR5RrkWjEchxoDnwHJ6RuAGlF2JblOigYvUDYOdMat1y9OLc4SpCZMT\nlJzjOBVZseT8rObiMuXDj2bEgwTT9jk/X+DYNat1RtwboZsJjmoZjyImkxWGnPW0xCqHGwf7PLpI\nCf1Lui4ky9fEPQfdbln786zFNeG2VbFtqbKUH/2JH+Px43Pe+NyLHBwO+bVfeY+jk1fJipRq8YRW\nK3qhpCwy3v7S53n3/SeEs2foGh7NVqTrKcuN5IUbByyygMBtUNohHB9jhMP5s+8hvV38JKLSBuF3\npOuW8d4xQ6fjfOKzXPr093p4gcPldM2VkxGYljyrcFRH1ThYo0nXmiKz9EcJVeuwqUNcR9BZmK81\nuu1QwYhVsSLwXKZzxXDk03WStDR0KEz7HJ/gw3qdQqfIK0NTd0CLKx26MKGWIZ95o8f9u3NePDwk\nkCu+9BPXafSnmJx9zPVrL/D1d36HwyOHKN0gO0lhHcpyRYu7lciP9plt4POfgz/4g4pe36eofTwH\nOhSz6SW9ZI+yStm9ss+wKXGjMZtszdHODgbB268lrB4+4zsf51gFTeOwmGW8+caQthFMp5ainHO4\nEzFbLJA4WEqsUXiOS5AMUME+uycLpPDwnBFZcUEUeewfHbKaXdJ6V2nW32M/DgjFKZfTgMZ8FoGm\nF3mEic9X/tZV3nlvySCO+OjRjP3dMePRLo5Ycb6Aqt5iLAbJDvPpFO237B/u8N775zRNh2+X0PV5\n+PEHOKJhvTIcHvVo6jOGw1v0+iHp5gOWecvF5NtEgz2qfEqeN4wHHllu8Rs4e/IMbM7O0TU6J6Go\nntAPLYvZMwY9y3goCJ2ctRUIGWOaJaX2GA0sVe3gGIMXeawKgy5bNmVH3a5BuYyOr/LwyRm+05HV\nFZEPZaNxWFK3IUrVSEcR9SNW6Q8f1P/SE8KdO3eWt2/f/q+AJ0AB/NadO3d++/bt2wd37ty5fH7N\nxe3bt/ef33IC/NFfeMSz5+d+6FHrHIylYwuu2sowOqQKUQLarkLJiEV9iWq2piwhDEp4WFpufOqz\nnN39NnlXUFJgreXJpsWlw1MOXhiRZxus6NiLE/qh4jOvuvzG789QuFjhkHXVViBiXDwcWguBC3Ev\nYLmSpNmCzSYjcDXFpubxpMYTLZWGJLgAx8EKy/lE89/+75o3XwyZTRb0+zl/9xeO+ZWvtshIsiot\nAz+nP0pYzhoi6dB1HlVZoxxB23TsH48Z7x/RlSXSMxSLZzjhDml2RuiCkgVZqVlMHqCcZMuJ0Sna\nGJS1CF2zSAuKSjEY+ZTrFL9/iFABiBWFdkgCn4/vP+HKtR6eVBRnM5L+kCQSrFdb0Jdx+kRRn8gI\nFE8RVGSbJauVRYoh82VBv7fDOl2yv5vxwoshs4sFy7nGWEWaNjRVRTDY4+OzAqOfKxfbJfHwZS7O\nMn7urx3yzrspjggo6zOOx2N0J3H6uzy4f4nvuHz03SXv/N5D9vYHnF9cMkh8WuDWq1cplxN642OW\n0w23jlvyrKRpHKYzePHlV+hNH9NqTRLFOFLiG0XddqjOYBhsoXN4RIOWVsOqdtGzgsM9FytH+PaC\nIEwoK8vVE0vXwiY1ZJuGw+MBLEs6N6Qtl1g3otGCTV4iREGLg6MEk2mKHwY49ZKo12eVFZxeFhRV\nQ5j0sV3156tXh448MzgqIMs2xLWi308wndz6J4RlNPLZ399hcrbhF37uNcrNhMeP1ywnKY8nAXuD\nDWm3T3sqCAJN081pO598taE/HJEXkoPDXSb1Szx9tkH5RwRmRlVt6Ego65qdnsAfwJVrAY8ezTg4\nPqHarOjFAb2+z9U9+OX/6YNth5ftONiNcT3F/PQRr/57v0SaP2G9GXA2sWjdMAg7hiNLZ/tobRD0\nuXXzmHyzYW98wmB/hKAlLxLGPZfNKqMuJEWTs3f8OnGYkqYhfmJZr79NHN9kUzi8Nm54Mkl4+UWf\ne08aXrhywNNFDFnG5DLlypURTeeQpzWeX+JGLg8enxF6OW2zpm0rAtPj8uy7hAGE0Q0cZbm8TJHC\no5k9oN+LaFoHS0RZL0gayBYXhKoj9a7wsz/5Nl/7w+9yeLLPerXB8x9zenrKwSjh4MoNVosz6tpj\ndxTxbNpS1JZRmHAxXWJdSWtCHLHFXsvOxSMnGO6QZiWLtSIIZpw+bSnSnCiK8MKENKvpJQ3S2cGm\nJQSHuGaCLjL29nd+6Hj7l54Qbt++fRP4z9jWCtbA/3r79u2vsIWy/sXjr9bGZCxIQegNtkYtazAI\nHNNhhMQXMX4Yk5UNndUcHV3l8uKMzmg8EfDxB+9ibIOwEoMBQIuW1lpKI0jzBonBFSHnRUpaxTz9\n/YKr+yOUbHlwUeAgkNYhEALHNWgNRnjkaUHarAikz5mpt7Jx4OTaLRbPnuB7IUppFA1FqYl8RYfH\ne5/kJLHi1lHMf33nGf/gKwf81rs52CGOMJyfLxn1POLEIW8Dygx8HwSK2WwGToivDFYLZplL1Cy4\nces1lpO7KH9MupgSDa9QbFKq0uD1IsoiA8ejzgr85BDHNwSqwYl3aKoMK1O6tmNweMz0coJyRhTr\nCn9nh2AwwLYVz05n9Pt9FrNzTFOSFx1Z3nJ0/SpJ5OKVFX7kk6czjq5eQwjBatHQVuecn46ZLTSD\nYUVZtFTVkKqQ9JsK1+2Yzlv2DhJcRgyiih1luPNOhxAJv/BTId94N6FuLE4YE0kf3WjmucGzJdbM\nKOqtnepssqbMl9TVdYLdQ57e/SZPmiHrVcnJcR8pFSfHVzk/ndNPjsnLFGUL5kVJ1/n0Bx7pJmVn\n/4A8LxFYxknMz37xgN/55iWWgrxw8Z01eVoRRD5N2bKatayzAikl0o2ZrT08aSgbQWuHtI0hLWpa\nrfGciKquGSaKMAxZrGrGuyF5OmeV2S1uwQkxdUmn+ly7PuTjB+dEvkSYjqZpCIIA4UqCZMDbb+9j\nZci1PZ/vfu+U3/ndRzybWfgXf8rk9D5Z06esOt68FfL73wRrW3rBgmFSYoTBlVsD1+TehNE4wZfP\nGLRrvv6vOl594wgh+1TzmL/1EzGTmUCpNX/77/wUjz78iNdf9SnzGdPVAW++dcLvvXOfh5/MON5f\n4ihQXsQ6E9y7p7n6+qf546/d5cbVkI8/cXnxhktZxwhnxGxyxqff+jSTy2ckXoCQgs/92Os8mSyR\n2mxDijrhWx+sONwRxHHMzo5CuZb1OubgcMBO2PHx4z69nqSpSxy/zwcfaoq8QYU++wOH0Mt58LhA\neTs8eHCOcjyaquOs0ug6Y73IeCxzpvMFVWMYj2v2dnaYbla4ck5jXUwnqdqSKAro2pKyEMjuIdL2\nmFdjSsfBCRpGscdkXtDqgPW04hd/8af4zX/2VXqjPo/zObjwH/9Hf5MwDvjqb31C1BiK81MW0ws8\nXxLFAwyWtvVxpEscxviBi2lq+oc+fjTm4YNTDnc0fu8WVqd0xZzBzjV2epKziwv8aAfl5DSFIQwF\no1j90OH2r7Jl9DngD+/cubMAuH379m8APw5c/tkq4fbt24fA5Pn1z4Crf+H+K8/P/dCja0F5krJa\nbQ1QgOeHtN1WamFsR223HUJ1XfPkySMG8QAcl9X6EmstSbhL021om+39vrf18G6dwS2xF0IHjS5Z\nUBJ5PebzBi+qENLFdC0Cy7KpaesWJxAo7VPVWyhb59mtArGxKF+xeHaBNZBmC3IliJyQKHQou4qu\nK/jyTw6ZbCx/cu8cgeW//O8ts4XmxStPUOOrKAmL5ZL7Tztc3+XGC9fp6oLZKqdpGo5OXE7P5pxP\np7iBz5tvvMnk4oLLuYu+fMrVwyPKKufR6TM8V3JFBESh4unpBWVZMhqUeG7Co9MVXX3OG69eI8sW\nzDYdxZO7XD064NqVY+49PiNrN1xpG/xoxGJtWRY5J/sxnp9wtlhwcb4k7MXs79zg+x8+JPDh1q1r\nWCv44JPHKBXy+kuf5/L0LpczzaNHSzwVcXRccTZveHyuORr6qCDm/e+vOTwa0nWaG4cx1fIR+4Hh\n7r1jBr0+3/z+OW3zkE+9+DJ+CHfvn7JJM37klT6nzxasWsVqMuFkEPD0wUd89/4ltoObN/ocnhzz\ndHJBuql45UUPJTq+/q2PSJKAt167sm35SysuZnOOdl1WG8l80aF1wfH+mH/21feYpR5l2bA/9DF4\nnE8bnl6k9Hseioa07rD47HiWqtjwZJ5hZUjiNmAtk01N4ICKazxvh4fnU/KyY9jzmc9rFmmD75SM\newnppuGyyrB2gzUVtA2TZcM6bdgd9aGFsugIxoI6d/n5vx7zT/6774Nd8OlXYC8a8H/81iXpquDW\ntSG9MOd3v7ngcq546UqEtR0Pz1eUlcOLJxF1nTHdWBZ5jud5NF3BLFvwtXcLRmFAGIb8019f0BvE\n/OyPX+NXf/UJdTkl3xR84dM38VXGP/lvfp8iq3n5mktZtpzNSsqy4LWbe4x34A+/8YwsTXn77Rd5\n/dqY+88mLFeW1954g9DVfONPvksYBHzx9R0WZcZXv/Y+0g24stcnr0Leu3tOnm8w9gbX9xTf+v49\nDIqT/UM+mFoePpuxt+vwyktv4Ogl//iX79JoxdXjXWRq+doffBetFUESI7oFy/UC22l8pfFdydmi\nwPcUTlvjJJLVXFMWz1BtiOt43H80RXg9BkFHGI959PApURRjvVcIHThbNezIBUEQEfcSXKfmk8dn\nBCH8xBdf5qMPPmR8tMvf+ckXeeuzB/zL3/mEd797xkHP8q3vnOHHgski5eToBl1ruJjMkLJjNBig\npMfDyw1dmfPm6zdRoc+7734H15WMd64i1ws+enBO13VcNQ95unB5Np3TdBe8cesEIT3mmeHig0te\n+OIPHm//KkXlt4FfZVskroH/AfgT4BqwuHPnzn/xA4rKX2S7VfRV/l8Ulb/85S8jpIe0ms6aP3/N\nEQHaFkgRYGyDlA4C9Rw74aCMpKVhJPoYZSh0s4WxYWls++fPkWyj4hK1lb1b/fyc4Cj2UH7EdJGD\nNGC3wngrDMpIGvlnnU4Gx26l8woJQuCg8EIXjw7PFVSVJelBWQq01USeizGGG1dDPriXESVby1Mc\nKPaOR1jjMBwPyZYThrtHWEBgcIIQbVp0URHHMcv1CkcK4l5CU5ccHfZpK8N8viaJfdrOYeuAbtkU\nBmUqklCSDBKqqkHSsslqeoMEIQRNURD3Y5YrTdel7O7skJca15F0zYq93V3CZICxCtulzM+mmGCM\nkrBer3n5pRvMp+cYJLt7R5w9vY82Dvnycvv3drdaztpsBUVxELFKS6wM6UWKmy9fR64nfPPJDkqf\n8Td+9hW+/a0JzvAadvUJu4cDLp58QFUbTq7d4umjT+gnMb5ykPF11vPvEJBS6H3ivkNTrakbQ9If\nIIWLERE7BzfZnN+lbit0ldNh6LqOznrs7h6QFiuuXjvBNAV5XnJ5fgmE7Ox7PDmt6Lk1wovJsgIv\nDMiyhsEgpGoUad5RZAWjgUOWd1vUt7AEylLXW11iGG4zJutNidYG5fdp2xZT5wRJQpZVuJ4hchxa\nPKJgqwMFSeJug3PDnseP/dgt0vmcyN123g0H55wvNeiQ/lBi9YBvfb/CdyzWdjheAjbFdX3G/SmO\nFxJ7FbhDPvl4zluvR5SVBJuhvB66hmfTHtL1EJ18ztN36B/ewtNzNpsJ/UFI1D9G6wbtDOnqBaaa\n0E8KBiOXvp9zdmYoGh8hx5wthwz2erx60vH0rObt1yKm85o6q3npxi6dtijlsC4Up9Mz4mjIdKOZ\nT2eE4Q5SNlh627ZuL2U8TFA2Iy8FmY7J6y21dKdvcD0oKsFipSlqQX9guThdkhcaR+ZUNYxHCWen\njwjIkapDyz5RBIGEvPEI44AqXRJ6FiEdGu1vV4HSoU4v8HdfYjU9x4tHHOwfU5cLRnELKmJneMCg\nV/LWa4ecTirqRUYpNTd3BC+/tMuDicNv/MsHVNXW7KabDiccUKaXhLLhC5+7xfsfTsjShuHYxXTw\n1ls9br6wzz//7XtUeU2vp5hcNrz1yoj3P5mx01ess44oGdPZhs2q5erJgKjfI19viAZ7vPajv/QD\ni8ry//tUsD3u3LnzPvArwLeA9+H/ou49nmXJ8vu+zznpMyvLX/vuc92vX9uZnu4eeCtCAAhKIAkG\nBQYQYkiMkLSQIjM6kWMAACAASURBVCRFaCX9BVToP9BCK65IYESAChI0woAww/E9rl/3dD//3rVl\ns9Kbc44W+boBbLCDgpObe6uysjLvjarzy9/v6xDA/wn878Av/+Zv/uYPgV8C/vGL198D/ilwj56N\n9N//VcXg080REmk0iD60HsCTPp2p2HdiBDCwRwx0gNI1Qlg42qITLUJ6bETKTuV0okVhuDF0GIqI\nwHj9a7HxrYBA28jecQWkwDU2nTAIUaNfBLdUusEIAUiU7DUNADYBnehFbgjBJLTRQF4WrIqKugbb\nB8+zOTiI+ak7NqukYZG2fPejnIO5R5IKNrmiLA3+ICaO+4Ds8f4hWZojRM0gdNklOTdjge17HBxO\niQKfg6N9hIFh6HJ+XrDeFVQtpHnDOskpmpZtXoPs/dyTSrJNSqTjU7cQDWOE9BEdpKVFnuxYJBm6\ng/WyJA49prM95gc3aBlSNpqL8w2L5Y744ADHllytUg6O9imKAiMsqrwiSVOePS9YrRSj2ZThpE/C\n6roOkKwSi03RYVkW77z3Bn68R55s+e5HW67P1hzNCz7+ZMHtk3MeP3hMLYagW05efp2D/WvskiWD\naIIfTenkFCMydolFqWco4fDk0Zay8JlMY4LY5vDWG3TlhsWzexR1Ly7LG0lZNGS5JBp45HXFOHZR\nZclqnVO1IKyALMvYbjr2Rg5eNEApRTiIqUpFGASslwV5ukOKAEcq6qrj6fOW+88qPnlS8nThsssE\nWvs8Py0pioqm6a2RpWkQXU3oCaqqQtiG/eOX8QZjdNNTJw4nHqPIRw5irt3Y43BqM3IElhVxuhvQ\ntA/ZZC5GT6kaTactpCx45UbK7dsG1zfM4wW3rqXMZzmCGlfkrFYORWFxeDTDWDPKakdZN+ySkq7N\nuX5sUMUV26zk4uwp2fo527Nv0bQ5SEG2O2N5cU66+hCn/Cq2egZoHCujzBYkqaLDYj53cewd771z\nSJ5UjEY2148DoijicDzkpesHeLZDWhnuPV1ytaspK5vOtGS7nDAcoJpzdssM025RyrBYKJ4tfZJc\nkaYlu1WNqdYolfPgyZq6bqFLkGaDHwiSdYrSvdeT5dhI3bC5OqOtt+AOCEKHNN9SVQ1FaxG4qmca\nejHSsrj28l1evXOA5bsYlaBwqXdX+K7L0f4xs0mHMIJKebz1+hG2s+X07Ip/+s+/zr3vfsDXP/wO\n1dUlNC3CmfOv/t0PUUpRlTlVJyidKUUn+Z//2zcZTcZ85bs7ShPxP/yjG6x3ilfuHPP2KzO+871L\nXn/1OlVRstwqlK45u9xRZjUXVxVBdES6y5hM59y8vc+rrx0j3CFuGPHu66O/cr39j16p/Nu//dtY\nwkYaaKXCMv2CbBsLT3rUtBijceyQUqVIBK4TUTYJxpjPiojWvQJZYuEKh//8c5J/+T3dO6AKF1f6\n1KrAdWJsu2NvP2Y0m3P/3lNW9QpjDK5wen8UNJVskabvQhzsFxiFYiRDKtOijektemXfCThCIGyD\n70qmE5/z8xJjOaR1wcD1abTEvGA2feHdOwwC8GSCMjF53hIPfYQ9QFqGxw+es3+4x0svHfPRh/d5\n647P2QL2DkKawiYrE6YjH8eXPDvtepdLpZhOp9StYrnYEHoS05REk5im1nR5gislV3lNmmRs85LZ\nKEQri4Pja2jd4rkds+kcIaGsapRuqMqWMi+o6xYpJbbjkWwLuq6gKhuGYcSuhdDvcN0hyWZL0Rgi\nT1JVHaP9E+qixKLl9o0hz88yvvD2EatNwt94N+af/MGO24dbvvtBx/zaTW6e+NhW3yHef/SU6SCk\nbFosWSGVAQtM3bDYtGzSjMiXdF3LbBrhhT5Z0VsDCJ0znZ6wqzpW56e8cvcGxnKwLMFo4NHUSzxv\nRJK0uI6hrjdklUM4iNiuawahxnYi2q5gmxRsVxWNDvBkh6AgbX2ePKmwERRojNIMQ4u6g64zTMd9\nUL3Rkr09jzztiGcHJItL0ioj8GOEbTEc+MRB7wP1iz9xwvWbc+4/2vH4wnAyaXnw6DlH1wekWcIk\nLGmZE1oZTjCjqhaU+YJ4dEJVe6AVu/SU2XhKV2/prJg81WSlxpU1h4c+0p2yPHvEMLaolWI4HHJx\ntmUwiVhcaE6OQ87OMyYTQzSMKXcFyoSMxwVuMAZVACFC7pBo6kwhbEi3JYviTSzH5dU3buFagstV\nzf/yP73N7//uR1wtcoRpGYQhyjZcXGXUWc1g4iCNZLvdsjcfsUpaVJ6xKiJc0XJ85NEypC3XhEOb\n3c4mK0vQHofThqouudxYmK4GNHmusG0P3y5I85o8TUgbyTSysGXBItVcv3WXycBls836bu/62yRn\n3+Ngb85v/a1r/OG3VpyeFpiuYDwLQdpcLDr+0X/9Rb7/zR/w8P4GY3kkWYNAMx3ZhB4s1iV3b0z4\n6fc+x/k24f6zhI8eZgycFsSILjrkf/sfX+ZrX7vHV74DLx8Y/v4vD+mUw5e/teMn3p3yrR+k/Ow7\nPr/zL5/y4OEFni3Qwsa1INnucJwRlq259cpt3nt9RDgYsdvt2F6uKFXMcG+ANf+FH12l8r/40u/T\nmY4eSrbQRoPRdML0aUCyF6bJrqMVHdooWlX15lqW3+cZC/MZtG0kdEaTJDZ1ZwiF08fcYTi8NmI8\nibhcblkkCYvzLbVu0MKgtSKyQjKTIQS9AhqNFmAMuFiYF1cpjcCTfZFojWIQeahW0QCWlKw2La0C\nz4JXX4k5uyyYDXrlqiUg9gvOFhX37xdUmxWv3/ZZZQ5NkVDUNfNpxOnplmtDwB3w+CxFaQfTKFpl\nM4pdDo+vUZUNpmuJI4/pyEO3LZ5lKPIGSa99WD+65CdeDbh32VE3hkHgcX6VEfoOF4saYWq0Uiyu\nVqzXJUpVdB0sl1vu/eABF8uGNN1xsUhYr0qMhk2ywXUdytImbWt2WYMbHJClW7Z570fVtA11q7Ap\naVTNYDgjDgWTSUXRjamTK043HaqrmEz2ONh3ubgsGI3HVEWGNoaTmSQxB2yuHuEEE7JdQlNlPLnY\n0GkPIxwQUBQSzzdo6VNVOXmhiOMBCBublji2WG/7gJLIl6yeJzjxhGUCZZ7RacPZsxUnJ9fYnwwo\n8g227bE4X7Na56S7GpSmqRuUkHSVQSGoGs1w1EIjmcQCFAxDj7Lu7/pVY7A8myxVtFqjygQcn3g4\nJQwthpOYX//lN/mpL97lvbdm4NhIDR8/LhgOJB9+vGaTl1zfOyce7FNVFV//xpYf/7FrbNOSKHQI\nvBFNC55rMFrQlhnGdGS5ZLcuadqCx08tQq/FdQOydMco7GhFCLrDD6fkaUadawbDECES/MCAHVHn\nCU2tmUwcNpuM5eUWrSy0ybBtjzTroyodxyaIQi6XBoyLZ1ecrwzjSHH/ew9o2oY4DrFthesNyNMl\nTW2o2pLYaVmvr2hrm2S9wXVdus7guR5IB908p647kiRBWCFVtkRpiypP0V1Gnu8o8pwy3WI5FnWd\nkO6uSNKG1brEskzvy2TXCG2xf3iIMAYvcBD1lk41FNsFtmXz2t0D9ocuR17HdObxhR+7ge/Y3DyM\n+Qf/xR0++eAR9354QacikiynayuGkUXTKIZxwK2Jw83xkKKR/NFXP2SxyJAm46ZXUXjXON6v+eVf\nfxurKrm5J/nFn7nFalvw7KKllRFv/+RtLp8t+Cf/7B7JzmK7qWiUh+d4SAGKAGUaBkHAL/zMTaQu\n+Nr7p3zjo5ZFbjEehBQNDGYv/ehGaP7ul34PIzVaCITpQMpeqYzGAK1pUGhaoV48b7ARfUKR6V4o\nnPtqID5rhgxG+3iWR4vEcT2EAD8IWC0z0naHkBKMQhqHjgak6LNPheg1DdpFyZ5n3ltj9J2HJSUN\nmla0tEZjCwdPaTKl8Om9UmrTEXoBYag4PWvoMEyHFknRYAlJGNhcXeQoIIpsHp2WWDpluH/QF4xR\nzCh2KDv4/vsf8cabr2GZhrws6Lqao2uHOO2S73y45Vd/OuZ80WCM5GxVcOPAoTOCPGt488jiwWLF\no4UhSxLOlzs265zhwCerJePYpdUOjiWQUiJQID2apmK1q3BdCDyHvNDUnc14GrHeFuS1YLvTeEFD\n3XrUtWCXJNRVH1CjO0EQRIwGIatMUNcun3v9CNsxBLZLkV0Rj4/IcoOll7TG5eBgzLXrhywXK2p5\njXdf9Xn/+1dM933qsmK3XVBVNQoXR7pkucL34PhoSNN2IC2kMWR5xcncR0rBm6+MWC47mtZwcDhH\nFw26GjG5tUeelsRRhBIhskkYDz1cDy4vNjhWy2q5puv6z5RGMhnHCGkRuhBORuRJiuvYZGXfSfTB\nTBKFwPcMtpQvoj5bXM/FtSwGw4Cjg5ibR4Kb+wG+Y3jj5TmmrcgqzWB0wFffP+VylXH/wRXoHZ+7\nleEHY9aFz3xiEwYutieJooBkeUk0PmBxsURpie4ypvvXKNOS1ba30vACn+dnBcOBgbZDWBZ+NEXK\nAN8fsF5XRIOQvCnwXadP3rL8/vqbFsux0Rpsb0DTKbq2F222TY1qINlBNB7iei5nZzVOuyQ8eItG\n++QZXD+yiSIPL9hnFIdk9RLsmM02oS2WJLnBdVqMEkgBUWSRlw3C8fAcTb1b4Q0iisKmTC9Jd4qm\nMdi24ur5BecrRVdVXCxzkrRk+2L/YmXQliQIXSxho7WH43m8emfI8X7Ms4cPwbYRAmZjl3/wN1/h\naB7x6OmCP/v+I7J6wsNHW54+SZhPJH/w7y64WubcvrXP5eUC32oomo6f/8k3UdsNx44itA1Zp7hM\nchbbHXkusERJoof8zE9M+I2/d4sPv/aImy8dceftu/zwux8T753wwaOSZ880f/CvP6JVNgdzt89f\nbg3GlIxjm12qsW2B9AJ++nMhdRvi+hGPn3fskoLltuVivaNtKk5e+tyPckH4ZwgkwmhAgBD9t9AA\nQoL89FfR78eghYVl2X3ik+nDweHFbileWGMbXj6xODiIUG2DY4EdhhRJRmtaHGPjWR7ReE5b5ez7\nHhPHReDQ6t5QrzZV/2Ey/ehJSVC9PhiNwMXCFhZVz5xFSI1EYgS0bUtZGxxpMfAsVmmHZQSW69Bq\nh3HYfznL2jANO7ChK1uCwQjftfjCuzdZbhp+8vV9VkmB7xpWu5bD2ZDttuJqnVHXgo8eZ2zKhsuV\nJozHPH62xg0iLFHzfA2jyT6bXYLjOgSejW1LxtMRHYqXbxzyyiu38EyGF4+pKsNw6HN+mWKbmsPD\nAy6vKsq6wA8dwuGEumkQMqSqFF4UU5WCtqxwPY8wDhlGDm+8POfR85RMewSey2Q4IVk9Zzr1kdKl\nQ5MkW6RJCaMRdWdhWxYIQ7Is6NIzLhZXHB9aaBlTl5rQ3oKy2T+KUA0IxyMKPUaTgKa2uHE0QJqc\nWwcjXr454e3P3+DZwqMVhtlsymt3I7Q1YHLsc3aa4zhwtD8m3TU4vkG6HkVR4g0mNMrwCz/3Epss\nQGAYj32mMx/LluxSmM5jHDck2e4IA4so0Eync+q6xhISx/dwfR+A/bnLnZcO+Id/+4Df+qUpH591\nLHclQTjkeM8lCkZsG0Feww8fLrj/4IJ0dUpoa26egNGghcA2DX4wYLtriCONEII09xBo/NCmaRS7\nXYYlPRarClvmfRCNkGxTh9DVdErRVg2WKbhcJDiOh+MGZFlCkXlo1ZIXLVpBU0GWNn1qFz7LZUsQ\nOiAURS7RqsMO5li2oSwr6logpGZvf05bnaPNGK07TJ2zyVvu3PF5cpEw8FwePWnotERLSbk9R2uN\nbRuSpMHy+qxtI6DYrWjajrOLEqQkWy3wfY3ras4udjw5VQhq8s5G2jatdmjrjiQ32FIwm/aZ2+PD\na5wc2kwjm0+er9huCibTGX/zb7zDJw+uOJlK0uopN498rvI1VSOYT3d05Ypw6HB28Qgt9kh2l1yc\nV6Rpy8+9d5OxLwm7hrSouXnzNl99tOY00WzyjjyTDHyDNxjy1hsev/5bv8pkBN/8dsI3/vgH/NG/\nf4QXD3jttTFf+eNH2PaSbemiW4u8Nn0uutniRTNiuzdaPH5phiMMf+fvfgG1q7Ha52xam9UqoWoU\n1e4S3Qnufv7H/nq8jP66t08xBACkQGAhXwRqWzh0tBjdEfoxRfWXJXiWM0G1m88ef+p19Gm3ALy4\ny+8X85CAUWizLhqmroWWDq3qebnDCFZ5QdFKDnwbbQSnTc5ERLx9S/KVRyXaGDqhCIyHhaCVLa7x\nkMLGqJZMNnjGJrQcKt2hTIcU/R0XGDr6zFdfurRGM/EFRmmMdNCml+x/7pZgb9bPsZ9mU2x7SJFc\n0rUVlbKYzUecPTll/+CI9XqN1oLDA5fCuESOoGkqLCUIhyN8u0TLmMvLlKbO+dybh2zWDcOhS7pN\nuTw/ZzY+pFESLaDMN5yvM6QVsjeLWGw7gsBib9KHiNvC7jujumI08viTrzzBsjvyrENYLmEg6JTD\nr/3sCQ9Oa55f7RgEIflmwxtvXwetGI0c8qJBm4qq1AghiYIQicINXKRo6XSE60iULjg5OeHpw09I\nEs3NowGB3ZJUNlXnkJQFqnUIAw9Ldhzs+Uzsjg8ebmiNZNsE6K7h+vGEZ8+3hPEcSyiioOF4HqIa\nwyqv8MN9VPaATjv4sYu1zWhaTTi2mY4Ff/TVS26/fIDXVLhxhGpSDm/d5PzpEqNaJtMQyx+QVYp0\nnfL8omAym2I7is2u5Vqcop2YJOnwRIYfuXzyrOTdO2NGkzFp7dB0ivPzjLNljmmukKbhyaXmlZsB\n80GLtATrrcebn9vn6fMd8WiAKVaEkyGrVcNwNKCrKyxLkSYNaZpio9nuDFpX5Cok8g0SRTTwUHWN\nkYpoMEGohKa1qJqexWc7JU0tcNwOo8C3BU8vFfO9IZ5TMZ/P2W6v+kD3thdUFTsYDV20f0S+qdm/\n9Sp1XuIHFpaoMMIjdgu8eIbBoqgVdjhjd/Y+bW0oi5pdWtF0sH80wZiOJs9wbUi2JbZnk1d97nSS\nGaoiZ5PZ+E5HayRxpGg7n6ZVWLZhPApxHI+2M9i2zfXjCVfLBqk2bHfnHM1i/vYvvsnNo5B/8ZWH\nuE6LUg1eZKEqzTbt6FqDZzs0xunFg5bgatHgOiFVndEqw2Q2QqoOzw9BdNSF6qN8y5y/95vvcv70\nikrs8/M/Dsc3XyOeHvD1f/09MnfON//D9xkHOYs0ANsmzTqEbfHyy1NWzysSPYKuQjgBB2PFMKj5\nwi2Hl966wVe+/JjaGD64v2G9XvPoyQrfn7I/3SB0zN/5b/7Xvxbriv9ftk9ZP58yeoToqaWWZYPu\nn6uqrB8H2RKj+79TqxyDxLas3hHTGIQGbUtEq/oRkGwxAgR910Bn8KSD5QrOsx6gjmRMkqQYJA01\nT6ueySSx2Jicrz5wee+VkOWV4tGuQgnFr77l8q9+YFPpFlcYhAUj4+B4gqTpsABfuGgsPMeQNg1a\nghENriVxjU3ZWewPFbuiwXVczhY5gWPxzU9afLHltc97rLSk3ELTwN7Y4cEnz/Fsj4uLKzrp40iL\nJ+eGX/n5fb79wYq2hOVOEG7XvPzSdYQATUHeSO7d37I/jVhtFFmm2W4ydvkpnuehtaRtS+bzOYtN\nxnK1ZTSfE/uSidvybFWSpA2jOGaT7Ghal9demVM0FkW6Yhg47Cqbk6nDdgddpznen5FtFnihjWpK\nLGFYrTSuuKKoYBIPuFxljMYhZW7RFi2DwRDX7X3gpRNwviixZMidV29yefYErW0uFxu6xuKdH7/D\neGzzyScJ0mi++7GFEA0lx9yeplw8WzIdBWyWl+SFRprnDOKY9bbFEpJqd05DjG1dYWERRkPqdIHl\nDRlM4N5HGzotuXsscHWBCBWqvkCLAeVyizA79k5uUxUJV6cPsWwfIwx7swZHP2EwOGAygGuHY4Sw\naMwh+z6IscNLFwZptaSJZrndoZoW3SnaRmBMD/Ie3bnFcruCekeuPfZGgl3eEgQeWkMrA1aPFniD\nKZeXW3y7oyobsAPa1vRdReCiG1BFzi53GM59kk3F9GCPdLPAbzvqWjKduVx+kjMYKqTycN2OulE4\nrs8urwhcQddpjGq4urwkLywmw5r1RjObCSYzh86MWZ+f4g+uky2f9+FVfkyrbYwbU1QtebWksfYR\nuqZeXrIXSVQcc3X/Ai90qHYNSdYiVIsXTcnznFIrsrMEbXkEvoVwJM7AYz9yuTgvCUIwOLhWxWi+\nT+RomlriuoYwGCC7LV2T4/uCkRdwcvwKe6Gg6Cy+e78mij0ePciwLEFYwG6tQZUUxiewa7K6wLIs\n2q5BdZIwkEwGe+y2K9qyJgodBo5hnQksX/Abf/dNgjjk7VvXSO/ewciUZ1cef/zlh7Tl9zh66VX+\n9F99j0qMybaPGMxG/OD7htk05Vf+s3eYTQ75wwdfZ7tY4IYhwfgWya7EFiWryuHbv/eUy8UOmi2X\ny5pJfIHljZiNKoSIMc5fLUz7j35k9Du/+zsIY9BaAwZtFIPRSzRN+ueOp6IHhXujIdOTabVCYF5E\n6vz5yEgYA9IGDHtOTPGC2QMG44Ts2oS29VGixEhodNVnJqDZd0bkNH2fLgyB8aloONs2BFgEbtgb\nsSUWrTLMPQelBbO9mDRv8C0PYQw51Qt8QWJJC617lQHaMI8drs0dtgUMYpcsVVQdvUV2089R/Shg\ns804HjdoDZ1uqesGg0vd1Yxmc5bLNfvHc7I04d7jEqM0rbEQUuC6NnnZIcsNYyfj0dMNn3y8oK4T\nLq4Snj89Y3JwG5yYTAUoBNPpnDSrGAUdpt1x/WiPzgierxXbXYvnS4Tp2N8bsVomtFXB3ZcPKbOU\ng0mI7Bpa5bBrBNFghKUS2q5iOnIZj2wePd3gOr3tQxDv0akG241YL1b4ns1XvvqEk0Ofjz58ju9I\nsiTj1u0DxqOY54/PGE4jRkOfrukYD302i5Q//bMnbFZrfM9jlWrqqqRanrNNW/YGS9arlDTTKBlx\nsB9yua6QGBplY7CxqBkNQowdsKstxr7Ds+WGTaqY+AWjScx8PuLg1g3SZId0JsxmPuPYR8mQx08L\nRmOfySxiuykYRqDrFi1j7tw6wHOXpFsHx41xZceu1FjC5tnzHVlucXm14/6TFZtdzTZvwNgUyqco\nW6q8RCnJdAqRY6F1i7BC7v/wgtGgpWlt0l0Jro2uSoqsReuSQRSyXqW4vku6zpnsDdGNpqhbXKkQ\nQtFUCt8HYzRuOKLOC4LBkNB3yXYlleptloURICRRPKAuU1zPRimDbXfULWjVExc6A77XcbmOKKsC\no1KkE/Yj07ZkvdshpSGr+qB5LX2uTRRp0eB1O16+e5Mg9nFNzXB2RBz3UZ6nFyvKukE7MRjYJppw\n4NAUHb5vMR3ZjEcC7ADb9bl2tEenLXyvwncdTFcznHjcuD7n2lQwnvn8/V+9zefu7vN4odC2Q562\nGFmxSw1pXqG1oRMT/Pl1tpsraDSWG+EIwcmtGb5v4YUSy/ZpcJnNDsjqkmE84POf30dUKTcPj7EH\nHl5Q8f0Pc8r1itl8zIePPb767S0azfIy4ejwKaoRvP1qwmQ649FHP+Ti/oLnVyW+zhjOD2nzLU3e\nTwPu3VvzwScb2rahUxJjQOiUUeRi6HOw46Hh9us//6OLIXzpS1/qF3JL9gu+FDTVhi/+7H/K6ZP7\nL+IyDcPJMU2d9Qf+pSmY+Qw3gB5+EAK0ZSh0C0gQBs+ekLcJUlq0pu5HVAYCMeDtm0O2mcdOF591\nJQCdUHjSQiBRyub2Xs2bN2z2hpKmAWG5fZC2MUQ+PdglAS1RaFxsLM+naisaqXCFT15BpmxM27FJ\naoJhTFIkPU6ibXZ1R1oYTNNhi447ByV3bwe8fdtCG4fauGR5hYXsPdSjmCC02DvYo20M16cQ6pSm\nabFky7Nlgxu6CNkivAlh0CA9mySriYZjinzL27cHHB7v0QmfVrt4gzFto1gsi942ZLelU1AryWqV\nvChOktWmQkqBG0qeX6U02sG4U9aLC4q6o2oMRd5xfpmS7yocxyUrCzplKMocoRS7pC82lu3iBR7z\n6YCySEkSwXp5xeJiSzjusySUkeRFynpb4PkhliixPJ9kVxJYhjyrMVIQRiHjsCSMxpTFjjdeHlPv\nlsynAyoluHkyxLUdlO770lXq45oSJW0CV+N7LsdHU6KBjxf47LKKrHQ4OvZJduC4DWdnOZbV8Oh0\nxyjShL7A8xyG0zmRLzEypJUuVWl48izHsiXannF6XvC17zxECBvXLtnsIHQFq1Sh26JnCC0XSNNx\nMINr+yG7JMFxYFfaPD6rUY1hEFpskozhYErX5JyelQjbxbIs6qJiOvJxXUOWQ11VOLbGoAgin3yX\no3SIG4Ysr64YDiLyRrPewHCoSVJBHHqUeQ3YnF41eG6HbQnSVFHWFpa06bRAK5jEkrpWTMcWgSe5\nXNXssoo0rzCmoi4Nu2RHHPukSYolPZKiRXfQdhBHNu+8c0BaRAy8DlvltDpiPItQjcJxJJOxQ+j3\n1zyM6N2EB2NsK2A4cIiGAa+9FHBjorh1NGM4nPLS7Tmj2MFzPH7yvX1+/K7F//3lKwo94MHzhu2u\nZFkMGe6fkK0uONwbIo1hNHR6jNGHu3fH/Hf/5dvUWvD9j2ryUqCrlHVis+crRmGNrQ1337zDz37x\nLgdxhWV7/PtvPmGx1hzEFmeLlsvljmUqyWqPLEvxzSMcF4TJWS5KhrHL6iKlc+bU9jXapqPuarwu\noVEem9xheXmJkNCJAcKRZLVkNskQZoXvOgTOBtsS3Hz9l350M5WNMf04SDhAgzQORrR840//LQAS\ngbA80m1vU/HZMZbsdQhYGP3puElghAShsbTdR22iwECpV0gcDB3CGIwGKWwqcr71JHtxLuuzWiOE\neHEugaNtDgaCJLPIS8301sscTu+RZAbP8ei6ks3OwrMFlqOZ+TaLHDo0AwoqaWMZC0tCRU1eKGwc\nNIblZoMS0NHhUgAAIABJREFUPXOqNBppSSpVEegBi1TDmcNe3fLly5Y8a5gfHuFZCufoiKFbouUI\nZSRzdUk8W3Dvk5DIV2R1h127DGNJlrYc7cfMDw548Oghnq2wXJdwMOPoYMJVmtE5DVWWsKx9ppNj\ndutn1NrCKVZEoeAf/sqKIrc4W7b9jN1tOV9DGEy4SlqM7dNqias2eHaL1B1KVeRlRVk6hG5FlWui\n4YjVckNe+RyOW5CaMq8Rqubb7+ec7Ek8XzCOFR99kmD5A46zhJNbt3CtjGSbcXJtj+dnG+6+ekJe\nCp48OSVZXyCciOv7Ltv1U05LxXxs88rLJ/2drQbbttkfdZw+vqRoLJAObdcQxzl5a7Fcb7k2l2hV\n0yiXPM1Q2kLJCM9S3H/YkGwLHumcKApp25bVqqG7MWSb7Dg6UFhWS0fLMG5YbDowFjg2p0sXW16R\n7EAIl7RweLLIMdpHFxltk9PQIZVEGY/WaHy3oWosyqpFGUPeLigyl3ZYkBYeo8mYs9MFh3uSwchj\neaVp25Zh6FHokItlgWoy0txiPrVJc4VnC1plY6uCKpfUtct221BULZNpxHoDrm2T7gq0cXE9i2Fk\n4QhFknTYto3pFGVl0baKwaHP+VpgI7l2zeC6DYfa4mxp4VCx2jREXguq4fFjxcHBHFNd0NojoumQ\nfLXm3qOQ508/wo+PuD1Y8qTzsJqUOKyI7xyQLdaUShHZisHEZ5eMOZmkpHXH23dm3JyndJT8m2/m\nLK4avNEJNldw1XG6DpEq4evfS3BcaLqUa3sh/9Wv77Nbtnz5u5cEUU0z83CckOu3RlR1h+ka9mZH\nHB34/PP/94KDSDCxN8yORkyHBZFjsWtt6nLIjds5kV9z8Mohv/+7D4jCLW+/fMC/+bMNP9AbXNvB\ncwWbjWKzeEBVwcH1H+f06mPiKMWVcP+RJltr2s0luyrh9Vse6+2KJ7ndW3FQc3AgUM2aRjV0hWQ2\n0CRLxXxvxK6y8a0jTHPFX7X96IDK8BmFVEi7X/TRaHofoc/A4k9ppn+BbvoXjxcGMAojLXrPa4PA\nwbyglH76/5DS7n1OgjlVtezPJ0RPbRX6s/fe94YkTYnAZuJY5J1k5IPqBCeHJbmekCxyOiXIlcQR\nGsuAEYLaKGoaPONQixYPH2U6hOgtMBQv4j9NX4BiJ8DyXRbpts9oFjZRoIgGLifXj3jy5JzbL+3x\n5puvcXzk8ejhU06XEcXmCstOqJuIycCwTjJODkYId0AUj7i43HJt30dpw/lGsVrljIZTdrsMO/Bw\nkGzTHcpobFvyG+8+4vf+sP/yWo7Nhx8vaYqG2njcvRNzOF4SBB7f+8Dw7KJD4fHeWyG2I8jbCK0M\n6+UC23Zo26YfmSnFwd6Qq8uE4WTIO+8c8a33n+LbNlVVEY8ckm3JfOIjpcRxFN/8SHPjwGZ/7lJV\nDV0nmeztMwhsrs5OmR1OCV2bxbp3gmzKLaqrcIIByXpHXReE8QHzScB621uMFC34lmazqWjdY4bj\niLquUarEcwOmbkOrNVVl6BRooTmaObTKpmxqpJS9DUVb4wYRylgcjVt8V5MkDbZnCPwYxx3TGMV2\nkxMOPGxp4VsdZduxXZdcrXur9co4uMJwcbmg7XLqxiZ2OpKd4ae+6FM3sE0atHQ4nDm8f69GdzUn\nhxZl0TI7nNMUJa3RJMuG0dynLQu6VrPeCnzXIIWHIyosX9B29J9PaXon1a56kSsNAknVSA72HHZ5\nx2jg8PFzQ+AI2qZhHHVYrk2eG4rKEEcKz4cocEkbwSTQuL6D1H0sZ+BZxHHE1aLmPBvR1hXT2QTL\nsjDSYegJCIZU6QbX7unYrxwZtqstm2bMZASlijCmxFEJ1/ctWoZcbCxuH7tcLE95dmlYnm+pSo3U\nNXbgsd0UvPJSzCjWLC5L8qTGHYdUmaazfBQGS4QY6dB1HV2TEsV7hG6FqxN8d0DZCY73NNHhnN26\nJRj2wPjP/NwXeP9b32RvfoMvvnUTdzRneXnFrTevoxr49ncSdsszfnBvgz24yfMnP+Tw2OPpsz6F\nr6oVSVoxHB5jDRy6fMNQ3qcrFVqOSFKJNg137nh88gCkULTaQkmP/aHkcH5JWUaUlWY28yiLc7zB\nNdYXlwRDH8t2+bXf/sc/uqDyp5sQBoyFFooXwzGMNj3d9C8u/C8KhhA2mgKk9Zf2mxd88P45AxoM\nzQsmq+hprMb0ILbQ1PWqP7+0e8zCGBAvCoZRbOsCgYVvCZpW4KH7JK+hxfmVhxAlbiBxtSHbKbSw\nMNKiMBkRDgWGigbH2NSUGMAzPr5rk9YVrmXjILBtl7wpMF3NeDQnTXY4pkMKjyxtWV2u2a47Xvu1\nE6SpeP/7OXXh8sU3LP7kzwyu4yOcCCeOuHPtJVzLJnRTvvadc+bzKdsmIksrXMcmGAguL86wbZui\nqHoRlYAgHGPLgv/j/+p4/XbEN7+1xrIMUSxxA8nPvuuzWAqEHfDooaIsG2wpeeNmzevHLW3XcLn2\nOW+nFKVBWg2+bxMHmuVGcuuGj5GCk+MB3/jGMyQdjWpJMoeuqxBC8u0PSo4PQ84uGnxHMRk4FEUB\nxqPrFHQpde0TD32M8Hh8umQwGBDGQ8o0o2kli/WKySjEiBijSzbLLcIKqKuWp880lmMzGkS4bMlK\nC5UtsL0htWo5Lw2eKFCdwPIC0rRiEApWqx3C9nE8D5RC+HO6KkeoLXI6pqgMwnOxLQtpezi+5NH9\nK1rt0WGTbhOUyolcH2ELjD1g4FZYRccql3RNx8Es5NFZjQ5dBiNJtus5/8ZofNmRpi1CCUaRwfc9\nVpsWsSzpuo69+QB7LsjyirrssBAEnsD2AuqiZFdY6J0gCBT7h0O2iy1FUTGbuqSXipsnI7K6pFh2\nrLYgTElda8Zuy3IXMpuAG7lUacUwMGx3PnogaVtNIRSW6rjMBVHU4UrJeBaRlh221yKsitgPqLwJ\nngXn24y9+SGFDCmuVljSptYhdVdyv6u4fWuGTiXny5ai2eK4MXtDH8dq+MGTiiAI+O4nVzRFw/Jy\n22tBrA4/cinLgpsnAYuk4/mzHCzNKI4Zhg0n+wHaHiPsiMuzS1plOL7tUzUT9uIV54uOvZMb5A3c\nmE0J7JDhdMBrry34w/+gefPNEEtX/NwX32Fy8gX+6MtfISvX3Lrhsf6z53xy/4x3Pr9HNA15v1sw\n8HbE4zEPnxW0tY8vcvKyYTroqLotUWeBvQU9oDYZB9OKl+5MsY1FPN0nTz7h4ROLvZnDal1zVWmu\nTxq0bBGiIk8nGIZ90l8LdWnjOuVfuc7+aGAIgBASeCELlny28L8AEf78IClA6x5kFhYvZj+A8xkI\nbYxCSusvYwtSYLkhRinEZ7XTRrzoQMSLFxrxYoRF/7ND44qgH0sJm5o+zlPYPkppahzqzmKTlyjZ\ncTjyAYUrXLzAJWvrvsuR/bUKIVBCUWtBQ0NN07+n7i/VkzabatNfo9Fs2xKJw2pT8tqbN5iNJfFg\nBGim44LHp/DW6wc8PK1RbUe+3XF0NOB7Hzyjqw2jOKZGUpQ2vkzZ7XJUo1klCbYbEvslv/rukh9+\nXNJZkofff0poGc7WLZajaFpYZ4r3Xg2odMw2KRjHAxZXKWkuCT1YbgSv3Wq42FpUYszxKKVUDnnr\nUDcKOxgiVIlpPVrd8fDhjsnUZ5cZ4mFMW2/JckWHZOhqTheG129oHNfi0Tm9XYSAtm3I85rNJiNJ\nMtarNfPZlNWqZH11zibZMBzFPHpU89YXrtHtVmSVxI9GaGO4uNqitYctNY4lSdOKUBT48YTt1QKt\n+nS67a7BdyTLqyWd6unCdWuYDDSO7WCkREiHqq6Q7gRV59iyQrct211Hktucnm5xHA+rMzTViqP9\nAWne4gQhz07X0FZUtcD1HdbbLXWlqLRHmvbjNtPB3lwi3QDwyfOU2oRkhaYsDK0SHOy7FKXE8QVZ\nVrLLKmbjmNWm4+goIMla2lKxzCxCT9BqQ905rDc1tg1pLpGqpig90qygaxqKxkZYHUXlYfsOrucR\nuFATsVnWRIHAkpqmlbiuwhiLru0oSgsvdGgq6ISL6Rqk0NRVzSodIfwZYRjTdBaj8ZwWG0tplNYg\nJIIWjaEqU6qypq4Fju+w2mS9rYwrkKYh74aMxhFXy4LAMwTxmDBQ+GHAfG9Ig4uQFsPIwXFgOJog\nbYXSHkqGbCqFbRucgYcM5kgv5mBvSC0HvPmmj6Hkp37sNn/rP3mD61OP6ciwXja898Y+x0fXiQYD\nrrYdf/KV+zy/LOiMxypRbDLN6VlOmgvqSlJqm3v3d9hkPD3fMo5cSuOR7nIcN6BThs3VGTeOfa4W\nO6qiYzKO2KxTyvUWfxAznYZYpiQOSl59a8IoNqwTRdtJhGMhhEtnwGAh7YDO9GOvV7/wiz+6oPL/\n86U/QFH3CmWj+7t/beHYIUpVIMESvb/Q/0fdm/1almXnXr855+rX7k8fJyIjMyozy1WuctW1KWPj\n63vh9ggesMQLfx4vPIB1LwIEtoQACWMLbFeVy9VmZUZkdCdOt9vVz5aHdTKzDFweeECuJUXsONLe\nWxH7xFljjjG+7/fF0QQfzHjnlIzFgFFWKtWUwACMmchBScT/ZaQUnAMhxucL+bAncHwxVRNCEHxA\nqvhhv62IGZfLSUhGeWywgKKIHNUQkCJB4LHekoiYZggcdIMm0OoejySIEeMtQ0QgoERMwCGFQhHh\ncFgcBosJdqyBQmGCQYiAd/D4ZMHgHMfHpyAiErEBP2M+Lfjk8wNpqkBYYqE5VB4RZRgvUMLw7ceC\n1UzT9IE4aJKi4ObdDU/KG25ua16+i7i9NbTbA412aCQSQWsDXdA4HPuN4PWbhs12QArPR5eC86Vi\nWXhmJ1Pu94rPXmq6ISWXHfPFKROx4WuPLDJ0/Is/eMZ9F7M/wHI5qkharbm77bDGcbyKOFSSPLNM\nS0ccQXABoSLyXKF7QxRFGGPZ7D1pNLrW/dDw6aueeeGZz5e8eb0HIWiqNW9vHEp5gghEMiGLAn3f\nYLQlUpLYV2xbha7WOBdxfJwSC09XH+gHSxJnOC84OTujqxt8kNgQ01U7Oq2JopREWTqrOFSCtrfo\nXmOcB9cTnGOjBe9drLi+WSNEgbWeV69e8OhiMcqdoxhhG4pZwXbTcrxUbPaWIGO+8Uyy3jpubzZU\nbYyQEbtNR5SleGNx3rE/WJqDoesFWSqpmwEfZRyfFkwmCddrhxAxk2LsjCLpmU0cXS1ZHCcQHGka\nONQBiKhb6JqRidk2gSfvn3F7fU/XSRCGk9OM3WH8uVFxiguKfLFkUmR0g0MGw2IqMcNA1cN8kiOU\nYVcn2OGAMw4Vx2xu78liT55meGuw2rCcZaRxQucyvLX4kHJfG1RS0NUVB05oqwbpKtIsIiqmCAcy\niplPl5R5QzlbEccltZswmZdMZopZGpgenyMjS20cjy+WfOvZEqkkN5s9J3PL2cLR24h/9k//kCJE\n3N71fP8zy1//zRV5mlPOCj55fkPwDsfoh11vHM0gMTbjUO/IMtjuet5cNVzf19hhy34viJXk0HW0\nVc001rz/fs4qv2YyzajXtxzawNnSImSg2nTEhSArZxxqgXUHTh9/wH69R3f3eJmDt2wPnkPlccYT\nnMI6Tz6d0VRrvv27/+rXd6lsGZiWj2j6NTJ4XAggHMYalEzxBHywhBAw9kFlJBQi+C/7hhACuP2D\nLHVEXwvnHzwIauwcxPgoEMRCYr3DSx46kPHyMkYEPYbYS/kwVopxQdPKHoInCyn5bMG7+hoETLKC\nvrdINcHYalQmiRTj3QjfEONjJCKMMEyTUwazxwRNFBKEGDsaL8SoTGXUEdugicbSBcITTVc43/K3\nv7hhNYPvfvMRhxqGzZo//N6ev/5BxDce5wQKpvMjDp1hmSb82V8/5+efd0T5lGboMUPgW5fXuK3i\n6jZnNUt4+66maj2TaUwmAioWRImCOnC6yPjmBxFRtqLatWRFyo9/uub+jUC7iMELkrRikjmGISKL\nKv73H3ri7C0+BJIkI44Nn798weWFYZlIXl9HPDmHj8/gSnRoF7HeO05PY/ZNxuVJzmHfjiTMTc/d\nWnG+grubnsXKsT2kHC8k1sKrdxblHbUuCPWePDXsqoxYBT58PyeEwM29xs9j0qTk9ESghGC9tbyr\ncn7j2Yy319fsO0f3qmI+cWirEErSDxolA/v1mEdcV45yWUK5Ih/ukKLE6QHtFMvljM1tQywdq3nJ\nYbPm3X2F1RV//jYmiSWTaY2xCe8/ueDF6z1lHvP2xUuIYu63FfNS4k3gd757wY9+vuOnn0m8bwnp\nEa3WLNOYOItxxhOXKXXdkMYem06ZZQHdaYpSIXpD8FM+/eWeDx6n3N33nJ0lVPuauks4Plnihi1f\n/+iYX/z0NVYrUBHlIsGLliAVWRajQs/duytOzo95+3pPnEW8fmfIEGgnkZ0mn03Y3u7ojSdPFEfz\nnNuNZVWmZJOMutXY4JmpDW+3CbHs2NWOegh4u2a5MBgv8KYnaM++6Xl0eca2ktS9Ik0kQ71DTVfs\nNlvmkxkyiZkWKaG7pY5zbLLEJiW74QJne/ZdxaTIKIqBJEqZlRF3m4onj45Idh4lNbebOy6OL/md\n33iGSwxPz89ZzlcgLGq64n/6s08RIkOmJ9w0ipffv8G6iMVM0u7vaPQEgaFMFXf7lu/91oq/+tEd\ni9mSN6/fEMcOH3KarmaSGLrGY0zMt78Z0PUtQ11jw0BnBIOL6YZo3OeVMUpa2t6hvSDJp2xu72h6\nge5zjDYjN83HBCHwPjC4hKNZwe3Wk/Jr7kP44V/8r8R24Hiac3EywzSCD559gG8cvdMEzKgKAqTK\nHvhFPIyHxJd8I+ChAHx1SSEgWCQJQgKMqiQfxmW1CilB+l+RrBpAjF0K4sHT8AUu4+G1eBrXEx6K\nS6878BAriVIpQxiwwhGEQgBzVdAHPXYG5CQyRduOIAXeu/GfIL/CbwQCsUiRwSOJEFKigqLeHcjL\nKU5IjB2Rw10Ls6ngl5+0PDlfsmsUn76DT19es95qDi5nWmT87nfPmR2fs91X3Hz+iucvDOv9wH7n\nONSWu9rw+HLG/aZjtQicLz2TXPLRsyOKTHF32/H885qzp2fsti3Wwb7yHJzBeYkUcFcDXpLGMJvD\nphJMygzt4fQk49HjGZ++6JjNMwYzoJxm3wd0yFBB8+Si5Ocv4P1Hil/8siJPBeudoiihGgQDU/Z9\nx7qCRR549kHBs8sprhvYtjHBGcoy53CwlNOIm61gPo/57FUDIVAkEKcpXnj+9sc9oFkuM56/6Wga\nSZJlHC09641hWiqiJGZ91zGZ5Nzf7jh0A+n8GESEGTSxyjEEyvkpethS1x1lFjM9usC5HqXgau1I\nhEDkOdZB048jm201IGUgTwJDO9C1oCJFsB6lPApNEmXcHzxpGmOHDhEpFIK6lyxXGc44PBFBx4gE\ndmuLQfJuDZGQmK4iKyX7gyHPBUolBKEI3uN84PhojDlNYkU6SfHe4YaeOIuRSjF0hqYJdDbifq2x\nOvDoPCOIhMOhH1PEEonRY4dhdMQq19Q6pu8snQnMZxn9oFnNM3b7ChFiBlEyzaGuOspJQfAWM7T0\nJnDoPLodcz3qpsIFh+4cSTrmligUPoyL7zQOuJCjshlVY9B9g3UZUmXEeUFeLIm9pJxExCiWizlu\nMKR5RNcEoqTgyeMLPv7aCZO84Pp64Bef79D1lspFVBUoZbi7XrNvev6zP/omL1433KwdOkQEFUNQ\nzCcZcSxYrzv2Dby7uuH0fEGz12x7jxKW0yNYFAfO5o77tUcpw65yBAcyOPCe0+OSo5NjJouS1qY4\nM9DXFXk2ejsIYRz1SYVMxlz2WFkGn3G0jGlMCy5FuJbv/P6/vUP4e18Q/ov//L/k6Fiy3gWEiJBR\nQrPZ4AMkQhKFBB2Gcb1AGGfrAggC8XDqB75SGPGVZPThq4eMg9G05mX4Umkk5LizuIhn1P6LsRWM\nvwWCFCSkTPMztG0JOByeEPSohMIRpGSWT9EO8CN+A6FJGJVFxnsKUeAQeGFw3jLafhxe+Ic/jeym\nmAQvII9m9KHBi3F044OnyCfUu4Z6XxOswfRjYRyalsXJCdeHwH6/J4oTpFQM2uKdx0vJ1X3L52+2\nNG8+4f6m4+rOcLVuSKKYunVEUtE0hqdngXw2QcUZeR7z6auaaudxwqNtxN3tgcNOs1hl3O0HlFKk\nMmA8nJ1E3FWa616zrwQ2SPo+0A+ON9uat28btI7Jc7BGsm8FdScpJwn3W8v9RvPhBxl/+bOGx6c5\n+32H1oI0EQQrePp41HBfLga6RtJox/W65uqOcSnuFFU9sKsl3vgHgqtmV0M9TBBOMy0C1VZz+XRK\nkDkXF0csJ57TVYpMJpjekMWOu7uGKBJM5ynTTFEZePTkA9KwQUWexSSjGwaMc5wtBnTvSbOU3/3O\nI4TdMxhDkSasTnLe3Wm6wdHsK9JyCXHK/e09q6kgBLi+86yWMUVR4NyADTFJXlJMJV3dsphnlGXg\nzRuNlGF0yxaKQzXggiItAm/vHfN5RJpF6M4SpYyoFRMYrCSOE/Zby2SiMGLCZjOwPJ7z8vOKQzvS\nhXXvuTkI1juP1VDmHhVFzGcRAok1jnoQ+M6Qlhlg8CFCOk8SR/S9px0EQkgenZdstoa2HtAaDoee\nLFZEkUUbwaE2REoggkENWw6NR3cOoSSHw4D2AeMCQ90S5xO8MxjtUdISCYmPZ8xzx97NcT7B2wFr\nR7DgeI/wI6xReSZpwAWBkRNMu+WTF1uiSKKiKWW+QEaSl+8kh0NFkiq2h8CkWLGpBu7uWzoD56uM\n/+UvX7MoJ7x5V1MPGc616EHSDxX7XlFkgkMbsbk/sNlscHbAC8fF4/fodnt2laXTEiUttj0gZMzp\n8TjUmC0nRPEonxeq5LDdIn3HbF5wf1cjUAwmkBcJ8+WUum4ppqPYJMtT/DD6Sg77ChmV/PYf/JNf\n34Lwp//1n7I+OGIlmK/mHLYVQgpkgCwB46BDIxgNZ39XavorprTA31kif3k9FA0lUwLuoZhIlFD4\nYBFC4b2gJKcPHaPE6AtAnsAGg3YtR+U5QqVYMzz8RcaOIQ4R3jqWixl4y4ORnjo08FBCjDBIIfDB\n4YLBC0cIfuxmhBy7ETF2ITEx2g8IFAFDTIzHEcsM5yAvRnne6qgkcgP/6HuKJ6uOf/+DlNU0cLXW\nJMn4XIg5W8UMWiCF4Cc/esltFeiFwdjxROmkQxPIVMzbyrLeDNxtDX4YaHrHoXPMZzHbneHkSHEY\nAq2OMNownyjWvaZnYN+EsZiJeGQ9BUsgoBlQfvSMGCz3e0PTCqrO0HSeoQ70PbRGcr2O0KGlqwN5\nLrFmZOo8erzkaDUl8i2Pn55wfVM9+CsiZnPH7UZyfCy4XgcqN9BYT54k7AbHNC9wpqdpPMvTkt54\n2taTpIHL44Jqt+Vq2+PllH7oOZ4nJLHn0ZP3qJuGrJhwenGEEoasnLGaepQKfPxkxntnOWkUmE4T\nctWyvVtztfbM5zm39w1Vr5gWiqNVQggRwRxww8B6c0BFkt0hIIXkUFsSFTg7TYkySSRiqsaR5Tmf\nv9rT15ZHZzFNbZnNAlU3EliPjiZs1x2RUiTS8W5T44FEpWwPhidPj2nqgel0/H9WdYrBJRQZ7NYH\nilnBMAh67bAuoeoHVvMYkZRMUolTsJxHVLXm6UePePH5nqIIFGlgfwgkagzqqXrwRuCCIHhPUxu0\nBh8UzgIiYINk0AHl+1HxZwIqLdhsDYMV3DcaEeVsd6NbeDrNWBQeGaUEkWD6ZjxseYNMCpyajB4R\n7x4c10dYq5FB4nwgCMFqMSWZHLMqA1JaWi1ZV57Z9BhHQdc37LqY6+sd09WEu+s995Xi+duaSTnl\n+nrLxXnJTz/dIdQMoQJOgLEdN7c9213F+uDpuoib+wOdMZhuTRpHaGPw5OzXd3hviKVmkvpxbK0S\njO4pU8f9VpGlMZ+9OHByUrK531HkHq8rehPh9EDXQdt3CCRd07I8LtlvKtLpittbzWouCKZjsZyw\n7xS/+w//g1/fgvDHf/zHI+vFaupDi/WWZe7pQ8yu74nFg92dUU0kZALCj3wiQIjoV+zJX1SDL0Yw\nkpGWB0G48RUP+IsvBjRSCgyWaZyR+YRemC8d0wr18N6SXtdo3T54FQLKS5SIR9ETllgk9P1ALDJ0\ncJQyxnlHhESIDBEcMTlSQBxNibxCinFPEQVFRIqXozlOBEcQgTjE4yMR3lsiGVA+8E9+Z6Smfvdj\n2N+3fPpqz/M37/izn1oklpOlJS3mPF5tuDi74OJoQxwv+eHfvCJGkoSYIAVGeCwGEcaUOu8tCsnT\nRxnv1p7BeVzwCB84PUmRfkQeHy08R3PFNBdEVvHN9zJkkLx/FnO9MeQyQY86EoKQGKFJRPywEREM\noSciQqPp/Rh7SpDE0qNkTucHfv83S+YTz/lCMTSGJ2cGU9f4vubZBzMi3/PekwXzacRyKXn52uG8\nZBCG0yKle1DfaedwXuAQ7Leay8tj2r4nVin3B4+ziuXyDCElWR7R9IHF0TmGiFJqVKRQ3vHkvRnO\nDKT5HCkC3nmGdk17ODAYQW0SiCc4D4fNPSGe0wdJkma0nSAtC7LY0LUtba+wDlZzT994nBTMJhFb\nXRCM4POrNUmS8u7dlrPzBaZr8UHx3tdOub0dOD5O2GwGpLLUteXyLCGIDOEd88WcvtGkaYTTNXmR\nE8jYN5ZiEtPtGpoeDo1lNREYrzAazh7l7HearvdMU8++gTJXvH7ZEpTks+dbijJmXzmWk4S6gTyD\no4sV9W4gKE/dB1bzgrutxdgRVpxlKYJAmcV455AKYmmZTRNK2VJ1kjyxPHk8Y3M/EMeCrus41AO7\nKhArQSQG8qIcT/F5jgw9XTuMBywvIRjM0JPGIx4aHGmWsVtvQEAsPNe3Ne1gKadLjHO4aIHrDlhK\n7uoZVMKdAAAgAElEQVSIuw2kSc50NmOz2/Duak+jE+qqQ9tAWULTSrwzVPsKjcBZ2FU9TbMjKMn6\nZoNA0jSCu5s9xWJG5Hpk2JEno4FMuJYsLzmatg+8ZIPMM5JIcvWmQqrA3/7ScLpKiRPJ/X3NoC3l\nNKfvHHrosa0hm8xxpqNpxg41jgV13VM1gT/4p//i17cg/Om/+e8JOAZpcThmKqO1CmcswkOP5R88\nLriq9HjTDMN4omZU6gjxAMETv9odPJjMCGPhEF9JPoGRjSQ8UigQESkJlW+4XKb0fcBIjwoxEQkO\nQ0CMUlalyEM8KoAwpMQ4xqQ2Zx0CyeA1IXikGF3JDk+pciKRj6nOMsK6gWlW4qyljHIUOQMNERGF\nysc0NsZTjhCC3/3WkvculxwVhu12lGXu656rG83NtUbbwE2d89Gjnk9ftNxVJZEYqBpF3UtaUyLF\nhjcv12waS+8NVjikAPmQUEcUY/yAB7a1HRVPwo911ka0TSCKYNMIVqWkmGY4L1nMBdpaniw013so\noog4U1SDQQuHx6OCeNjBjMVXyuhL0rkVnlQloyor9HhvSUTE975zzvnpmIJ2+fSM+6t33Kwds+mE\nWdGgsmN2ux1lnvPsg1OubvYsporISlxw5IkkBEVepGjtOF7FCAFxmmBtRJolZFmKViU6ZFg3UChQ\nWGQccXe94X7nqGvDs/cnBK/IQkXb9rw32WOHmk0nePXyljfXHWlWsl7fY41nPs1YLnKG1hHbHfuq\nR5qWrtYYowhIVqcL5rOSQ+tZTeHrv/kR1zd7ZssJsTAkERgXIc1AujzCBUvfdpxfzsmLjDTxbDcO\nnCcqkhF4RkTTNkTA8VnO3dqy2w/ozqG8pu0FWRnRDYE0glZLqsrw5DLhzeuOo0VEUCnGeCQBJQXb\nxrKaZZgHlPu8EARpAM+hEQy1odOOJAqoLGW7Hx4EpIKTZU6772k7waAdqxnMVxOcs0Rh4G4dOF4G\nJJ7drsdbOxo+TxTbWhAD2+2exXxKbwxRpMgXR7R1j3earh2I0ggXIE5KrLFU+yum5RRrBqazGQJB\n1/uxE9s3o9+h6/FeI6KEPC/YHfbcX1+z3lXsa4cZOrpB0gwGEzK22x1N43n63hGffHbLYBRtvaHp\nHL0B2+2oDh1t4+g0LBYxlycpzz95wzc+LJgVjkQ0OK/Z14JDK+hqzXoP01nOmxtF03bMJhE3dxal\nBE2v0E1D7wRHqwneOcrplN3WsFhkBCHoDi1BZmjrmC9LptMCJQz/4A/+5b+1IPx/zlT+/+tywaEQ\nxF4hhOLgHGUZY4NDKcXZtGBReJ7OFzjMl27j8KAm+sKBjA+/KhganyMeFEhf+hMedgfePewbPJkQ\naDEQBHy6r+mDIziPVAnPnj1iliyJwzhG8t7S0DMJMaUo+KM/nBGLBEGEIGYyKUA4pmlOCIokJOOv\nuMBgyWNJ8AaJ4L33j4iE5OJyxdmxIiNlGmdIEciCJJMFU5nw4WnO5y97fvyTe+4awdGp4I/+Y8nX\nPzxit7Pc7R13W8/bq4E//TNNFsOhbmg6jyPF01EkgdBrui6M6XLAoIdR7iocXlhE/PD5CI9BY7Ck\nIeKjkwSlxhS6q62jx/LmFt69rcjZUu970qREC8HjixnGCoIzzGRGFBQeM4YbAU6OYzKHwzEGB0UI\njLdkKKKgiIUkQmCt5K5SaJvz0+//mLhc8PUPlyRpYPn4txj6lmh6zunjMY/27Z3m9bXl2x8pjieB\n73w943jlmc88aRYh8VwcKc7PC773zROM0UipGZoaq/eoAB88O0EWR0g3sFzEfPvrcy4vFcUsRzf3\ndF5xONT84IXh9U1PU9WcPrpkNotodI20B0x7x6yMKPOIedFT1y15pugtyFwSx4LB9oSQ0Pc9k3lK\nOin487/4BWmRExcZxTQjnUzphp7OQVc1aK2REr71jQmSQBTFWO8oZjHr+x5CTFGWBCdYHedE6QSc\n4OOPVpy+N8WiyAuFD4pCWC5OMt6/TDiaS7Y7iQ/Q9I5EBhpt0NozWIEPcHPXYZ3HWsuucVzdwWAV\np+c5s+OMxTzGakVTDcwSSSwjEim5uus42MDHH+UEFNdtxvZ+XJC+vYtYHWe8u3O0HtpBok3AB8N2\nOzBPB3wwZHGM9Z4QSaIk53B7gzMtgzEkRQlBIkVCd7ilH2qkStnULYNxtN2e7XbLZ6/XXN8cCELx\n5vVL4kgiooh9bbjb9VjrmCzPKOePaA47NjvD3f2W26u3vH35nKZq6DvN//in/wfGgnUBNwxY3dBs\n70iiMMqi6ViVmtTVnB5JvvFhRKw8wTpcKGh1RJJI4jjGxTnZdEXTWqZZwNiEz946sjiQxZ77rePt\nOiG4nMGnvLuz3FxvKAqDCYLDQaOyGWUekTDw+mZgfb9nMP/vZIq/9x3C//Bv/gQvISZGyoREOszg\ncN5jMOAj6sFTVZ4OixByDMb5leuLk/8X9WA0tPm/ozgSQn1lSBNfvc4GRwgCGcb3nZDhJGPQyOYa\nyYTBVSAFknFcZVQMDu7uAkFEuDBSLJ0fb/jaahRj9GeQgmwyZxlLprMcawOTvKDMLCenE4osYnfo\nSaIcox1JnJIVGdqM6WrBOao+YL2irw39IPnZzzzv3taURQBSEtURJ4o4Lagqg0pyzpaK+URwdvkY\nTMVnzw+8ebOjdw+xoF/kEz84t50d/Q/uYaQmH1Lr2i6i8uZhga7IQkyWKbDQm4g4S1hvLG9uFUI6\nPng6xVqBdgFtPFGI8GIcPfngH6KF5MO4bGRV2TH/DkGEk4Hf+/aUqeqYyHtyOY4fOj8lTVNSYXnx\ncsPl5TltteeHP75hd3vN5XmKt4G7beB3vveI+WLOxfmM86MFH3+Q8cGjhLLwpH6HDYGL2YEiszya\n1pwvU46yHZ+/vKWcrWiaDTGBwceUecz9eke11wQX0KZHxClVq3E+IkkLuurA0SxBqZgsn9LqgPcD\nn322wbuONM5JJ3P6qqLTET6OmU4T1rcNKs2IZSAvUmTkOZ7GlOXouxhqjTaCIpcMg2DoLSfHp6wP\nowT65roaEQbHcxoTSJXHOY+MYm6uDsxWiusbh+0GlIT3LjIuLwqazrM/BPJUESvHbJ6gtWI6TQi2\nJ0tLqm6gHSyTIkUJGJyjdxYZJHma0vcOnxXUm562s3TBcfnkhNfrDQOeSRlTlgVDr8kjSxARQnfI\nKOXVOzBG0DsB1hP8qN/LImisx4sYdOD4WGIHC87gg8c5yzA4Zss5Co8xA1mZc3tzTd8MDF2PzI8Q\nwWP6AeOmWN0TuQ3rvSEoRdW2eFWMyAofo/s9wQg63VEftlS7Dd553DBQZhHaerxMOey2SClpqhrC\nACrFmZ6+t9xd96SRYegNp8dT5mUgjjtevu5pmx4JtK2lbzTeWA6d5uVrKKOGnz2HvtXM5hLbBdaV\no+k8yXRBV1VkUiODJY0d+ybBDIa6bpikAeMFwTuMk0wmE4z1qHTKv/PrvFT+b//1f0PwHq8kqXSE\nILEClMoI1mKCJ01LZjNB0443EycfRkSMiVBBJqO8VEZ4PzqRhUy+UiABKsoeEMLyi+A1YERUCBTh\nIfzGyNFEFoJFyRLjDw9EJcaFkFDEHqy01NYgnOfDx1OqvcYHwcfvF+wOgkiMTupY5sxyQVlIUAIf\nJJeP53hrKcuMMotYLnPKWYkzhnKeIryhnOXIOONQ9UxnGd4LsliS54rZXLCYWZAJJyuBd544jCqM\nvFScrBTKVtj2ANLTHCzdfsfbe4txFi0MqUwePodx/+KDRzCmRpeyhMBDhrXHCTu6IXlAlDvJzg6c\nHk959a4nSx3lRPL0/Uf84Pt37A4WZ8AGhxEa/9CtRULghcAJjwoREsUophQPfhNDFAQ+Kmgag/EZ\ns/c+xsuCF5+8xgWLC4K6arlf12BaTk9yjleCH/7Ec7RwOB9xe9NgXMygO+bLgtev91S7hnxxwmya\nUjUdbRdBMuG2yvjJp/fUbs7PPm3YHDqyQuFsTlk6cgmL5QRrDTrkyEiw3+5wXhEJiPOMNIbVfIrM\n5qxmAWsDgZQsDThRsj80XMwCdaMhFnz9vQVRMmG/7yBWRHh8ELz37JT/9F9+BOkS5zx5GbE6yskT\nQVkqvvObl2h9IEpKnPXk2bjwreue+SznsK9wIaLMIr7znQsOlebrz44oc0+RCwppuboZiGNFnFm8\nH3h15XF+YDodT5m7wZGKiDRRGAtZEghBUWQJnTHjWk4EWmswvYbgWK5ytAkctjW90AQ8rTFUfY8R\nA5erJVFkeHMfxoV+LOisoygUlYa9HoCUIYy7ORHACKg6T5YkVJUljRyxAO/d+LNleja14/bdjkSC\nk9C0goQttzd3lEcXSCxWCN6+uuNotSBgiVRCphRYiWk29H1PLDpal9PvrkDCofV0/cBm23J32xL0\nHmsCVdOSlQWbmxuMltzf7BDOcnbckcZwusxp6gbdd2y2DW+vBcdnx9zdbjA+YVvD/c6zPF4gdE+n\nJfOZJjhBW1t67REq5XCAiewxTvD4yYxfvBpVU007UPWKfZ2BGpiUk1G6juRQ7Xl3J1jOFd/7w3/+\n62tMC3isCA+5BIrIjUvbiAGjxtzkYRiQQWLFSClNgsIES6QyLAPKWxyMC1oZ44KFoImJMF/O+LvR\nbOY8QqhRcYQELFnI6YRhEJpSzLGiHnMZkpzeCJzdP4yY5EhElZYnx4+5Xt9hnePFm4YylQwyYb0N\nzJclMkAkBuo2opiUGNMQBc9qFaEQfOe3n/A3P3hFUBXf/kbKsvCEbwa6OqLREXk2cLP3VIeENDJ8\n/4WkyANF1PFoFSN1IFcaH3uiOSAL2t7SW0mkWrzKqeoGd3XP6eqYJA2UqafREIUYxAjW8w+S1+PF\ne6z3r0mJMUEzYB6KgiMgCcJjHyS5JvQAfHp1IEagRMxilvBXf3VFOY3xD0A7qyOsD3jhHhwckogU\nS0fAje/9ABVcZCe03R4tHFdXO26F5Lc+LvmL//ln4/cyS/js84G1tkREGN8TVCDzNUoKijSwmCV8\n97un7LcVJydThOiIkpjL8ylpkpKkkr7pmWSGnfH8+V9WTCNP7TNudltiCW3d8fjbp4RqQ68zgtT4\n/TvqdoLKC4RzIBKkEMSxoswlz9+19Cbi0SkMriSKdrTtgfXOUCSSJ49nnJwkNGLGvup5uREUasfq\naMa2HkgmOdMi4nfej5C6Y3dXo4Kn1Z75fErnE/6Tf3bET553vL3SeH1LWR5RFJI0S0jiESdxdnmK\n8gObnUX4jm+dBP7281fkwlL1MfJE8PObDo9jkczZ6Rrw7HeBsA1IlRIT2HQNURAcz0u8aVkbzWU2\nJUExOItGMIkV967jUV6yue/RD4eFEAKJiClUhHOCNnheX/ecnWc8e+J4/rpjkqRgetre0rgOhSKS\ngdoI0iilNTWZSui8ITSeIs3YNBHfupDcVwmNhqHqUXmObns6adhsDV/7zQ9Rbsd7j0p2dcX2/obI\nR+S5QHc7ZDEly3KGbo8fWorZlM26ZX/Xki9TknTGrtmz37ZY7xi0RGqNThVd25JEnu3tDhsylKmY\nFQOPTjKaJsY7w6OnS55/esPFxYQXbw8kytN3Db2NqS3kIrDbSazfowg458hix9sdFJEgCMW08BQp\n1FaRpvCDX2hkMFzdeC7OoDtkKN/hfcaPflrx+CLDe03TRCRK88kb/3+/yf7K9fe+IEgHSkKZTOmH\nijjJMKYBUqSXLOZzuq4jjT1C5EjRk2dHTJOE3eHdaFQTyYjJDjH+YbcAYKSDX/l8BDFC6K/wFUiS\nMGEQPUlIx9c8KGBQM+p+TSKnv4LC9ngMqU/ZrA8PXCRBpCSt9jy6EHgZ09aBi1PP730Eu15Qa83+\n4McsBh9xNG9p7it+48MpKQPBTxi6FhciupBxOtnRypSPnnTk2bjc/sf/KGG+XKHtnjKbkyhD23fc\nvL7D+JhHx6fsW0vrUmZZi+kFjZbUleVp8pbPlhk//CQiMDqge2NRscIDSkjud69ISdHBEI0uPqSU\nRCLD+I4QQHmJjAqsr1BegnBImXC173hzGGNGq31EIRTzUpHqQBAlER06mHHcFnqCCCQIIEEgSKKC\npt/jxEh+JViCyHj1usGoCNMH+nuDRFFmGYehGgPvSVgsBB8+m3CynHK3rfjssy3GGPb9HdPZYlR4\nxAOoCT/50Vu2leX0eM7NzZ5/9zsrpoWhrloWZYJUOXdVz/5+z2HT8vjZBDs4rEu5v96zXOyphpR8\nOmFWpIg44e31wPnZCm08m80WFR9A5DR94Px4gUtKmvrA5zcJfdvR9oG62iBmC6QIrGaC954c8Y1v\nPuKXn7zlal1h2i2/8eExH318yn7b8+2PFL/8bM/9tgXXspjN6azn0HjyPCbLJH1n+I/+vWM+f/4J\nzUTxKFrTe0PfRyxOMjrl+MtXe2CUADd6BC1+MUVNZYYJFh0cj+YzbKVxkePyCM6GGCMCUTlnc1sz\nmYxS6G8WOXULmo7j+QhPlL6kpWNvLROR44Ln1lTsXraUIeV4FuiMQeAYTMRRktHqQD1oChXTmYYE\nRSIC+mGs2GtHXsbsDpagcrI0pTr03L25IZMRERJvPaK7ZttqwmzBbHXCsD8g/Z7tTlDmGSotuN/s\n8Id7nHHU+wNJmtDLnKq6QXjFECLsUDHq7QJBeFzvSJTHa8tsGdM3FfVWsFooGh1Is5imFVy9q9FW\n8KNPWkQI9E6h+4F+sHSNx08lJnhOTia8fNGTJIGdTllkkkYHBieQMvDBZcLbdYQmoHU3onGC59VN\nggo9q6nH+BkiGXhzN/DRs5JkMh52ut1X97//p+vv/cjoT/67PyEK4NHo4DDeEIRklSlaH5jkGSII\nNpUlE6NaoDUDWrdIApko0PQEIR92BF8tVcSDp2DU+QuyMNbHNMR4EVAI8IIYgRGWozzDWk8xWZJY\nC96TFVOMMaSyfMhtGLsaHxxBeBCKZ4/nvHea862nLV5EfHAqWM4dh05wtU04WTkmqaBpGuYTxWbT\n8vu/nbHfNfRdxKcvBt7tp5wtHb1uqfopIYow1QErp9wcFPO859XbHaenKff3Gy7f/xptc8v1dcd8\nCld3mnJWs8gdbStBG9Y7y76f8m4f8fMf37C3OU3zABFzA4nK8MI9eB7GhLcgAh6IiAGwfgwTSohw\nEmzoIAicdGQk4/7h4dM+KUpmacTGGAoFg4E0CQgn6IVFETFRGXEYO7dAIOAZfIsTY7+SiYxZHPHs\nMubRWczRPObpZcnRLPDx1yacnwqeHC94epFwskoZvMQaw+7Qsr7veX3jmM4yEgVvXuyxIkJEKXmZ\n8+h0yuX5FCEMj04y4jDQtZ43d55pbiFdkWYJy2mGiaf85V/f44Ti+VvNtgrc7ASHvWW/77m4XBFs\nGFPXFhkKP9JYo5JIOE5XOTdtRuQ7QpzS1A0qn5JlAo/l8qREqJSToxlKWd67WLGaRrz4/BUitFS9\n4MmjnDyNeP1ux+4Q6Ksbzo49XhVjxrVxPH2c8PS0IM0U1fqa3cGyrgxGrvjfft6zvDimNY71zqGd\nf/DeiLGLfoAwOh72SmEUW3z88Ye8vr1m17e82wW0zLld9wy9pzcDUibM0ojDvkUkCcFLzs9jDnvL\n5WmMCjHCRZjgsVikiMhJ6YSmTDO29YAXkoEe7UYacJamHGyLxZHJlMYPZFmBtj2piHDecXsY8INF\npCn7+zu+8STjzbZHyRTnoekCKhqxI7v1LdfXG1AC01uitMRjMWagSNPRJ9IK+qrmUDdM84j20FFt\nxnCpWMJQN3xwqXi3tjgniaWlrj1xIjm9mHB3Y+kaw/3WUTeBw96wq0F3hroPnC4V23vDoYUsFSgl\nUUXC23cdlyceF1L2baDIPE5lABhtaQeB9wZUytBrijwmkYJq6CBEbHuDMpYoWOI4RgRYrzusC6zm\nkn/4z//DX98dwh//V/8ag0eiMMKN3CICxirAoTs4OZ3j2oFiVmD0SCaVQTAvp/RmIJEJxg980bIC\nX6qRhIdfwZvy5OkzdocNAchlhkVTqoTFtES3lvmsoK1bBqcIwlIkMWk2w1s/Jq09gPEQIAgcTRZc\n39ZcHAdaecnZMsWblrxIaSpDHjuyQlK1gqPTcz7/2TV/87nlp3/TM5/HzI9jPnxWEkcDUSI5OokY\n+p58UnC7j0hkz/N3GYe2QEjJ939QocoTNrf37LY156eBN6889bZmW8Vk2Yrn7wSVdbx8XuHajtfX\njvOl5tWNpTcSJQREEsuI3wjCMxMlloB/QIN7HEE+yHZD+FJeO67/3OiNCKNiiCAI0uKtQDhBnkgq\nPYoCchnReUckYnwwOMCE8bQfxDiWcz7gwhchR5Kvf7DEGc3xKhmX3QhiYakaw9npMetdz/WNpneC\nq7cjPfKw61hvR+371brj7k5zGDxGG37v0T13laI53NO3gVgFnn++58W143oDL64G+tZwe1vBYNAq\n4Qc/WlPZlvvKUhnzlYpNRPgQ+M3fmHN+8Zi26Xn/42fc3GzwakIZK24Ojq63xMrQOo+xcHR2Rrur\nCQIuT0suTlb0XU+nBSclnJwd8eknr1guIi6fPuPtmzvOzlZs1lsOtabvHTc3a7ydst52EDT/6h+d\ncrOWfO+35mw2ls3d/0ndm8RKlqbnec8/nClOzHGnnCsrs0b2xOYoWiQFy6YGGKZtwHdDWTZECeBO\n9kriSvbCC3MjmDbgjQXbAmzYV7ZsCzRN02yAlCmJYLOb1VXFGrsq82bmnWOOE2f8By9OVHVTQHcT\ngg1Qsco8d4gbgRP///3f977PWzJbWs6mkAYV1xtB01ScL5Y0xnIQaMKoh7cC72Vb2Hxm7/+c3wKL\nmw1CdfHeIEVIXTcgQnqRIrcVg7Dlfk1GCdObgqN9zSenGTrQbLeunaH4NtxWC0kYJmQmw+NZ1RV/\n5ke/xCfnz9tyQFg6LgEPJW3edVcnrG1GaSoCEbYFjKsJiHF1jc8zeqlkMW9oHNwew7JUeOuZrRf4\nzDBf5RSmZJUX1EYQRJY4ihGuIqtKbq4XWGfYVBZn4Wa1JhQaZw10B9TbgvGkw+ymAhlgXIm3UBiL\nqWGVGTY2R6iIommQXpKblg7gvSIIA5qsonGKWy+NsGiqRrI3ajOvl5nAonjlC4+YXc0xDsqmxCKx\n1lM3grKs2xacah3naahIYnBWMhp1sEiKus261tqghAIl+Nmf+8vfc0P4Ux+Q80t/5ZeofcP44JCL\n6+cI71pDE+2gKPACISKcN9ztBRS1oDcImSQ5z6eKYgv7E9Ch4MlZg1VqB8MzrdYewVh1WNmKhhrt\nAwKZInGfh52EgWSYKrSUPJ9vUTIkkAGjoWa1qOkeTjDbLV60ssPuICFJU4p1ySqbAQLvDeM0xZaa\nu3cDtqsNRwf7DCYxw15B6DbU6oht3vB7v3fFwVHAT75q8OkjaueJgzlpP2A6V0wGikCvKddrRsM+\nKvQkShBEFXG3z2Q/ZbvNefzSgN/6zSdMZxEqqKnsmKZpuLlacnNpGe8ldDoxd+736Pgt73ww5Xff\ngspbkFD4ssV/7PQ+0rfvufDfYf55b5EorG8/kAhDIzyhD3fvZwvTkkK0RjocNQ4p2l4ybof09jmO\n9neFxK0XwVVtZYolkiHKtSe5KNUMO4bVErx1vPkY5mvL+ZVmvCd4+PCQjz68Iggkee4ZDDXzWcU8\nN7zxsEMvTXj2ouDhoxHZcsFsVlFsYVo1BFKDEFS0A9FQJu3rdIpRVxAlAZsCiqIgVAFHRyH5qmC6\nUTSiwnhD7AK8kPzbf/mLlIVluBeymGak3QFlXrHcrvCiR2McplgT9/t85Qsj3v6jOTpI6MgNKgjp\nDUb8uZ/o8/U/XLHZZgi74d6tIb//9hlSprzx6hGnz6asCss6E1DfEGqDF12EFmhCqsYxXxdUyw3G\nOibdhrLRbEuokn2axZR/92d7/IN/aglESdxN6AwGaC355ONzCrtpIY7f9RBSo7zG4RA4orCPqGsm\nA02tOmxnS3pJAFFCkATcXEzRQjLqByw3DbUX9EKIwwiVdri+mrb3iJQ0zhJEEbYxFC7He08qOi1L\nSVhGwz18kZM3lpyKW4dHXFxPkbYilR0m45jVot55kDyFtTgBfRVhneD+Yc37FxDJgF5HcbbNUQhi\nNUS4glAHbOuchmYnS/+OJD30IZFQrXtJCISEwjsUlpCYrc/o6j6ZyUmjPr6p8d7snEoRoa/ppwFZ\n4ZjsdVgsLEksULZk28i2OAU6gw7bTU5Rt9yzjugQRBohFFZIJgPN9XRDHATUlSXpRpiyoKg9j958\nmemzU9AJ1DVF1eZHIwzjSQ9hG/7Wr/zn3zMg50/9CeHX/uE/wnuHr2qMcCg0HkGvM+bg6ICmsCS0\n/fusdnSUYLWx1EZy7+ERtlhjvcY5eOP1A6qsYF1XKDTCexrhwElGYYj3MWkQ0ViP0gHO1nSiiLyp\nUD4gq2DQCWiMR6IZjFLquqGXtmjucV9gjOZoL6HYlJRZhneeQCmch9LUWGeYrSqcU8wWFf2eovEp\n2zpg0l/R5J7Doy6NaZDpgGVmkXXG9MmaYVcQsKUTNYSmxljNy6/tcTMzrHPLfCZoModQG9bLkHl1\nG7++YJZJjo5GPH+xRGsQBuJ+QtqNcIDJpnzwpECLgMuFR4URZVPS1R2MMyghCQmpRAu+bhcITyJj\nlGgNaxKJFSCJd8QYuzPuGbRQIBQ1VRthiiMQMY23OOHZ0uAwtGlFEiHalltDWwHFhIzHPTpJQxjF\nWFNhSoeSsChrrmcSYzR7e57TC8v8JscYy/07Q5JUsi0atrmndp7N2jKfGq6KjE8vN9wsLNvCM7c5\nXnkq0coMPBYVxOBbRVvYidlkW5Juj3SYsF5smQwCPrlasikNIDEohGva98LD5UXGrbtjnA/ZvzWm\nqQwyCCgbRRJ7FJ5uP2Syd4tOqKmsYdjrcj1fMRkOGfRS3vvgBTfTHO1LRnuHLbxuNKYxhlu3J7Ws\nctUAACAASURBVCSdlJul5/yqdSvXjeNqWuCbnNnNhtoLTp/NiJRiXniWW8Hh2OFR3HmQ0Nu7xceX\nhh/+8TeJhwMO7x6xXq64vMnoJJptlYNzf0yKDR4rJcI3bRXvPP1OB6kjqtLx2qMeZmcE3eQOYT2N\nbZlNoEk7EZu8JO1GJEqgtCDSjqyuEUi0B7zk8OA2dZEjPARxzM//3APuHAVkVUNWeEpT0GxrrHd4\npTEYZtuMwteUriH3hgaL8RaHYuNzLrNWgfj4dsrVPEd7SeMrar+lchWrYgW6xcU4b5AqAO8IRYRS\nUVsAiRDhofA17D4bCI92iijSHI563Ll/2EpbK0eiA0Ih22hLK+n1u0xnK0pXYI1nWxkqa3Be0LiG\nEE9e1xz2I4QJaGhoGkdpLM6UWO+ZjAMQmiwv8MZ9jsvJtpZtvqGuHM460rQtiqWWeFMT9kb82X/1\nX2LZ6f/yP/+vDOKAZdUOcw0GKwyl2VKuc0I0ceSomhZaZWWrca8qSVNklI2mG3uSDrz70Yp+Iqgq\nQZokGOtwtMgKbwM6yrJuGiyG24cHhMISRJ6ybE1jEkEQBty7k3B0b8z+qMPR0YDh3piX7u4x6Go6\n3S4P7yTUMubseooSEidjnK8AcMIjREBjPTWSq6uM0xdb+r0OXg85fdFWtt3ekCenc6piS2fYY3Qg\nqINbDAc5m01A1ShWtssHH1d0whqvOwyHES7usVk4Cptiyw1JIgm0wjjL1Y0gkglWNXS70E8aYlWR\nxF2CUPPukzXrtaBoSvKmIFAa4dvhuhEG69s+PjvoX+MbjN8NqTxIESAlGFfvUN2tO9sLWgQGYteL\n9igPlSyBhFiH1LZEiggpNNa31Zn2evd74HDSodOJMfWWvUGHVx8Msa6ml8Jk0P4JFzPBINEUlQPp\nyUoYjWN++KFGhHB3P2S7apiZitYX7UC0jKUdMQon5Y5BFWJ3vCqwlHUGQtI4z+zmGo9gUZZte0yE\n1KIGb7DCIoRESQlOcu9ulygK2C7mGATd2EFd8vjRPlBz6+AWZWPJsxVJ0qMydSslTjXDbsRmK7BC\nELHFqS7GVEwGAYPRHu+8c8rpVc1itiDwJTiDUoqqLGkaRxCFPDlbYXzLIvK2QaqI6dLzpR8d89GH\nOXfu9pkvSy6fX9CfTLg+P+Pw/storQl8RbkW6CDGecOgs0dtKwJCtBdIFWNdjSJE+ID+KCZbtSa5\nUTdg6zSNVeyNQ6gMoQ5RgcYYj5Ka/jDCI1ksCsajBGkFznis91gcxWZNGkZ88c3bJKHjr/+lLue5\n5voaFtMcKRQhio4IyClIohGYGi8+Q8+wQ8xIrGs4HAzZlhXWe4rMolSAJiAQmkTFeK8xriGOemgn\nMBhCFEf9CYEI8MZxeJgQhgInNIlOePDwkGFPcjTw6P4ecRgyvVmRbXJ+7qfvcTOd0xt2mewnHI4l\neSWYjATCOfqdFv/diRJkktI0JakO8QIUmspJ6sbSjQKsFwQa7h1E/PW/8ipffNzh+aJiOa04HAUo\nFdE0HuVL9sZxO1u1BVJrxkNFGEhUGOKbkp/5C997hvCnXmUUSMWyrElkTOkrLO3Qq0NMg6dxFcui\nZC/sorVimhfUwhCJmBeZ4Qt3RpzdGOpZG5O5XAse3u4wzUMSqyjrHOVDtILaCno6pvGSwSBgVQuS\n0YjGBghbEqiAtB/hZEzoC7brHMI+zWbNedHyRbwakJUVTsQYX4EPMH4BUqFdu2jWlC2V3BtAEEvH\ni+c3PDt1DHshVUfQG2lef6WDCEbMpzPefz9j0K8Z9Ht0Is9mvsaLApkkvPtewSv3Jcu1wwYBAzdH\n6yUNIYusRjuD84oGRzIKCHXKrWDNReFo4j7bwjDuNCzmAUGkcVZzO0nZFEWrfPI1wqvvZFfbtl8u\nfCs3BQcywNNg3GeLq2rzoWU7GvbOY/GEKJz3lLKtqj0lldFoGWFchRCaUMS8cTugG3kG4x7ZfA7h\nGuEso33JtrSooOZgL+DFpaOqLfONoDINxiqiKOLowLDft9S+4f/4f9ZYL3Be8eB+n+mnS0pftNm9\nu5apl6BcjNhtZo2oCOngEBiX4327mW3KFVoFNK5G7tjyzU6qFsgQ5yzSepy0GF+zKDQoi6k0k1Cx\nXGV04pYiGymBiiVpuaQUAZvVmjgJGXRiNrnl7Q9P+aHXHnF9fc1snfJnv3yX9Xq9U0pdsdhIgjgk\n2zR4u0HIDq7IaFxEmnpm04pEx3gkxhuEDzm8N6HMVlxdJ/yZr3q2Zc64nyKIWU6vqLOMi9OnhMrS\njTxf/rE3uL68oa8dHz7NCb1uW3siIlGK3Kak6YB+X7NaNYwORthyw7pWPLh3wM31nNopZByzyTL2\nhz22NQwmHf7av/OYf/gbn3J7/xajUcKnVxX39+Fbb50jw4DXX4r55FnBj7885q0nhltHd3n6f35E\nf9Bh/8hwfTHHSdj6klBIXLHCeIP/DD4pNd6Zts0pAq43rbgEb6mdpxcH+MpQewdOc3eSsFp3SGOP\nSvp4LLNpRWM8B0ddptOczbri0YM+t24NSJXkYlag0Hzz3Yb9257pbI0WAo3n137jY2o8h3HAs9MV\nR3eHHOwVLGYVofKs1pYoijnYj7maFlResrQ1R/0xrqioG8O9g5j9ww6DSR/nHNJPeeudb+OkYJxo\n3vwhRZZLZG55/dUJm/USL2JWWYWSIWms6XfhcmaZjHvU5er7rrc/cIZwfHz894B/A7g6OTn50u7a\nCPifgAfAU+D45ORktfvaLwN/DTDA3zw5OfnN3fWvAv8tEAO/fnJy8h/+oM3ga1/7mv/3fuGvEjpF\nLRsikZKTkZCQjgYETdNK67RjVWVYCZFVIBylMBwFKYORYrOVzDf5LgoTYhWzP6qIDl7j6YefIJ0g\n7XdIh2PyYkO9XjMYpASBZzLSzKuE/cmI+fklJoyJZI1rHEYqklAymgw5O1sx7tmW2Og9b394TYnB\n0RD6toIMRWt+gzaNrc1xtvREQubrFt2L4qWjHjfXa6yDRw/6ZLVg1BMM7zzkG7/7LoNOQ2MUh8M2\nYHtTBXjrkbJCqJg0LNFaU1lPU0nSsMag8DrFYkh6XR70MgwpNZqRWrJ2Xb75h1NWpUTjidIuUUcx\nvZ61Xg3RgrjtDunhvUfuqmmEwrrq85zpz3KrQ6F2i6UjIKLe+RPAEasUaxuckCgkHa/44Tc073zb\n0tSWW4eKR/dSiqKiNoI0kbz1fsXB0LDZSkwtOLwleXHmefTAYbzk4iamlxqibkisGz7+tMWAqAC2\nhWPYkcy3be9Z7bhJ0MpqHR4lQry3JGGHvGlbFWnUp6y2bYbFbl7y2WvwQn7X621NjJJ24zSuoq8S\nHr76EulgSCwaqgIORiBtxa0Hd6jLCtNUrdFuU5M3Huk2TBeWoDNk0LE0xtBLOhR1hTWC/qjDbLbF\n+pDZ1QuSsMU3b7cFzjmMcRgRsTcIkKIiK0ICHD7Q1JWjE1p+6iuHTCYTjHNcnK2ZHAxYrrfEAXzy\nbMbRrQNWNzNGzNAJnF80vP2kZl0JEg2zomxhLJ0QjaYsG+JIkwx6JLFkW3o6nQ7Vao4KNEk6IFAW\nK3S7CddbJqnj8CDk/Y+uONi/zdZK8sUFd27fY7mY0UtgZVI6quGTs4y0oxh1JbWv0KFns+1SVp5P\nTs9391dAIAMa1+yIwbsTqmg3fek1XtqWa6YiAi9IhCbsDShWK7zSHNwas764IekoGmcpcsurbxxQ\nlgIoGaQpYdJHq4Lz51PyumE1F7z+UPDexxVprLh9J+GT5xXWNHRSzcuv3sI0lnLr+MnXPM+eLOl3\nLf/43RoZD0nkmiCwdAdjssWcLzyI+PqThP2B5/79PZyVLJYzVkvLw4cdhj2JDrYURlOuM2p5SBrU\n/JO3lrx8V1Pm7X2MMDjniOKYvXHIcl7hvWBZeP6jv/Mr33OG8Cc5Ifw3wH8B/P3vuva3gd86OTn5\nlePj478F/DLwt4+Pj98EjoE3gLvAbx0fH79ycnLigf8K+MWTk5OvHx8f//rx8fFfODk5+b9+0JMH\nQqJ1hDSSWhSw0/6uZjekUUzjGkztiIMutinpxDGbqiDw7YLZTTyX09a0JqUkpO3Tqc6A1fycB68e\nkG9ylkuoZzOSbkx3NMb5ioM7e9RGMYw9cRqR7vWZX57zZB7Q64dMuo6mqnCMiEJBUVoCHE+uWkqo\n3/UVjWg3BY/BoQg9ePSuz67Zioo4HmGKFVJYnl2umPQCTGEp64J8aTi69YDnH76PkB6hI4SD643A\nWd8y1J0liiUPB1sevNbn/GmGFpLzheF6I4mVofYlznqWN3PqviNvSuYLiUFg/RSEp/YNJYb1vCDN\ne/S6Mdm2YkvNZxxxKVokR5vk1uBdu7Du773E1fVHIBXCCyxt7nSbGS2QXuFkW42VtkARwY7m2k0k\nz88to76iyKCbwNe/sSVJIc/hcN/w4LYi2wRMc8Mggu3Gce82nL4QVFbwxVctH3xiUGuPDDyH+xHz\nacUqN6RhwGzbkIsK7VsuVjsubw2IXrTKqZAAXxvwnkR3KeoCISNC12A9OGkQPsb4Eo9r+9uyhxUN\n3lV4ocFWSBFgrOT56ZQ3X3GsXEgkHbMsoKtrVsu8Jek6cE1BXRZEsuF65biezjjcr7nOA5SE1bqi\n1++QbZZYKtaZxzUFsZZ4KvKsoiyh02lzCAaJ5P6tMVnR8MU3R2xWa1brgsko5vZ+l/PLNYvNCiNj\nFlt48HIHLWq8TEg7W7brFSO/4J0XBiU989wShjDoxEyvCw72hsxv1ojaM2vmdGSXOy8dcfbkio3U\nJElEFEI8THlwb8wmbxhFkiBMWS1zTCfmy48Sfu23n9PrGpalZTWdEWnPtix4cbmhtpqimHN02Fbb\nxcrh6i4i0EwvVyR7Mfv7+9xabamymo2pkA66ScKmMAyCPpUtqXzZOpxFq5xK9BBs2XK6lOcLj/fJ\n8iGrmyvy+YJgoFksGu7dHdBJNnzy8QYtahofcia2xOqSUFvqXYxnpCXzPGL/KOBoBN5X/MgrsLF9\nNtuKs4+f8dWvTPjpfyXl+bOncPdn+P1v/QHWBZiiYlMrXr0bsJiXDHodnq73eP0Lh5j1KaefnHN7\nqOlFGtEzhKLh6fmWNAoY9QV/+B4EwZTJyHBvDIOu4vqmpJsKtpua3mDAzc2MO3sTkl6fIlsQi/r7\nrrc/cEM4OTn53ePj4wf/3OWfB3529+//Dvht2k3i3wT+x5OTEwM8PT4+/hj48ePj41Ogd3Jy8vXd\nz/x94N8CfuCGANC4Bie/kydc+pJh/xabzRWKsFW1NDVHB0MWNxmxiCh9xafTVso47CaUmaHx7bw/\npEMpFVEUgAiJdMUkygmiEJvEpHGDdV2UTmi2M0ItaFYrimVNGgsiMpZXgvWNJAgll9dP8TLi0UsD\nnp4vKUvDa29+mXfe+wZWtiRUI0Ocb0mdLbTN0Yg2Jw3nKMucAIlF4nzDei2osawuQCP5xjef4vAE\nKuRiWpImIabyBAp6PcOff8MR9R2mHnKz6XLrVsn5TcoPvZ4TPjFcLRXCVjgXEoaay5saK9vTlHE7\n1b/zSBEwmRxxdX1Ng2S+zfFCEDiBFQon7I4ibj+nwn4WOu1sW5FJ38aKOrGL+PSaym2RMtwplFq6\nrKUCD2Ew4uDQ8sFpxkEasGkc5QvNT3815iarMT5mOVvy7WeCvaEhQDIvLNtSESwFQWgZxI71ti0A\nS+cxhcF7ydG9Ppyv2ZYO8xlEb5d7Yb3ZeUccOI/DEOqUwtVop8jcuv26Lz9vj3kE7E46wrengsZt\n8KoVKSjAiQQhLLkvMJnjD76V85UvvUwvTZhuKlSS4nTE9OYCGY6w1Zakm2KKFbYqoa6paofwFXF/\ngA4teeFxtmG91jR5xjpr6IawLRsCpehGJdtSc7CXEAeO+XyOCgLefe8p+/s98sphN5rnl9eMuyEy\nTVnOVoxTw9V0w2pds5xfgU7IakF6sIdYVpSra4bjEZvNljp3dAeaZltxaz9l04S8HHSZbz22Khnv\n90GGWFeQ6JD+uItE8uDOPr465fX7I37nGwX9OOWbH+cIWeFdDPWUONaslhU/9VXHh+84kr5h1PEs\n5569iWdeRHSE54uvd/jDoEvgGqoipzeZkOgZfgH9QcRykdOTMVldEtKC7RLhwQfcvzdied3yuho8\ntal455sfESrNtqnodFLyeUUUhlydb5FhiKDGesFerz3haGUJhOYnXxmiI8ePfTHm7Scxk3hKrStO\nzxqmN4As+Is/afjN3wv54CJgcXUJSR+vP+DBowesllvOT294vC9Jg5h5E/LkxZp//Weg7z7mOurg\nx33m9YZ+lJJ0BPNla7JdLgs63YgvvZHy7dNFmzvtI97/YMPdu13OLzIeP75NVdc8uneb06dz9m4H\nPL2WfPFB9/uutf+iM4SDk5OTK4CTk5PL4+Pjg931O8A/+67vO9tdM8CL77r+Ynf9Bz6cF4AhIIAd\nUMJLx3J90c4SpMZbR38QcXm9RHiBkdXnx/lO0GGTNy0YwUtCGfAzX4hYBEdstwWbdUm/0yMeh4h0\ngPINTQPjg32m5xeU2YKsDAgDQSDWBJ07PH5U8/b7a6S0bSVYN0wOEs7OZpS5p7e3z+XV/DvHVRTO\nF4Sig/cGgaMUbVAOgBMaT4EWIc43eCGo/WdtGU/lGxQC7x1amBYf7D1CQjrUTDqS337fcPv2HlEg\ncK6ie3SP0lxyeSlZzxsWm1YK2YsEZVlS29Zk1jiDRKC9wAiHxzCbnaGUYtwNmG8TrMtBCKQXKNmy\naxpqhLMgBW38uuBm9mT3f7cjG+1mDRLwAW0jSWFpUeNKhEgPWzPj42cxGo0INXuxZL02/M5bJZU1\nhNKQBDGxhlE/JBAFiyzgYOxoGgDF86ngKjefE1IDIcm3hg++PePx7YRu2Z5vpuuAtdvinG8jVEV7\ngolESiAkSU9TLysq2RB63aZs+WY3K5GwI+F+NzkXKQh90LaKhMFbQygivBAo4TBYmqqm6u1RFxtK\npSmKGicnZNsS1wiW2xWjYUqocwbjCfW2ojtKWc4XRFEMsqEqHJXNiVRKKGZ4a6hKRRMoBmmPvZ7E\nNDVZEyJlSU9Lbh2m/PCbR3zz3Sk//qUJF9eawk94//0PCHTCWW55cXGKV33iGPxmSelj3l4XLSF1\n7x6390KePofRSIEPWK8zZBgzCmCbN9ydhDivGHQCwiSmyVO63ZCXH4zZrBzPZ4bnTxo+/vhDtk7Q\n7SmefHxOqEti2cX4iDSwrGXI7711QW0hRrPNLUprLq88Dx/GDETGNu9xMA6Zni3Y3CwZ740gGbDX\ncUhb8MajV7l8NsUvtkRJyKDjuLopwDqevbhmrxsTB7AtAoQa0Niaxgsm4zHFtqAfCraNw9mKUMSY\npqEWDW7dIYwEWhhee+WAp3mfv/SFFf/0DxdMs4wP8xSpNJ1eW9B50/DW+V1kL6S5ecp5aDkMPaGo\nObu8oc4EYSC58+oRN5drfuwlj3+UokXNRzce61cY035OsqJEWENRlqhQ4Yzl4mwLyjLsR6wzjTUr\nBn2N8o40cUyn1ygPH85jup2Ys+drHt1JWNfff0Tw/9VQ+f9HM4ND+pAgjlG1pPKKyq1QItz1gVvk\nw81qgxUQi3bhER46UYjxlsdfeoUP3voAJVtb/gc3miSekQ57VBtL2u+hZITyjk3mGCaGxflzIlmR\nHN1l6CRllWPyAFkvmPseg0mPSHmUFni6bApYrR2By7i+OOPg1qRtTXiBFx5FiPEVwim8bAeyhnpX\nUUsEkIuiNeugMQKkUFhrELoNWxPSkzct0bWpHZ1I0o0EVxnEWnH6Isc1hiCE2fWKFzeCVx512BiN\ndTmP7wlcU/PpjcAKjzE17N5DRIOwCrdbwI0w3GyWrRIHMAiQDlwLoWNXHbdO090iTxvzp4Wgwe+c\nrX7nBg/wvsLuVlIPGF/teFJttmxIwNl8C0KgPFihiGSAEZbGebwMePKsxrj2ZPLsQvDgjuaT8xp2\nyXFtx9xROkMgNZHQXFw3dBOJDuBgrJlUXaoGrsuaypVoGXH7zj4qjLh6cUEjLcqH1K5VhgWEGFrG\n/3c/1M6EplBYX7a6dVqZqnOGyAcY4YlFQNoNWcyvyasabM0iButkm1McJtSVoVyvcVJjncGanGq6\nYbbyHHYNH10KXnt1j1hYLmcVeE83bVP+9iYB1kgq4xEiwhrDT/zwq9RNzqMHE772ey+oa8Nv/JMz\nokAwPhrgRExlFMblNEZyf89wPavQccKkG3FxUTDaS+mnATernMYpEg9hKBjeO2S1XpKEEZ3RHi8d\n9biYO7IsY+9gwPz6mqqqeP/jK1RnzPz8lOn1hmhs6Q4Tnr73Id2BRgYhee2gXGGShMO+ZxvexskL\n5osarOLxowGnpyvqouQrXxlx8o8X6LRPIDxIw2p2Q2/U4fxsS+MUl1cfURvLG2++hN1uWecFdx/d\nJlSar77W51vv3WClYnVxjVMQdyfMblYMu54wmpCtlry0pwjDiNPTgvtHYGXCwzsa4Q2vPoAHdxoq\nt+DtTyzXi4xs66mrFYFO6asQER2wLXKm750xPtwnl5BKweUNpDFYI+mNFMZrPj2bEZDzBx95JuOU\ni6ua20cRgbRsNp5hqpgv13QS8DJgPhPsH6St0bOqkSpGuA29Tp+8yDhbRXRDj3WeINAoV2Ncl83W\nYXxDTPZ9V9t/0Q3h6vj4+PDk5OTq+Pj4CLjeXT8D7n3X993dXfte13/gwxoJqsIZyabYEAQBd0cR\nZ+uasm4ASxBELTOoFmzI6YQdLA2bKqc7HNBLE7qdhP5+D2TDII1Z3Cyotjcsmh4TKbh6dkleZSSj\nfcDjnKFOJgQK6vkZLj3go08/pT8ZMkoto0FMbXOmNyv2ewl7cYM2FYsMjDUsFxHbOm8X+KAdNDa1\nQTpDFLXZyK70VLIgDEOEl9R1e3oQYYD2kqIukB4i2UEBWb1FoRiEKVGsma8zVoWnF0VUWnG1XHD/\nTodIhZQNhHHOs/OaVx50eft9Qa0jLi7m9OMes21D1VTUOOIgQCIpTLsARlFMVWZUu1NWEsVoL6mq\nBisMLmir4bIuWuNQPMD5hrJuY8hEKABHXbebhdKSSGuyIkMIRRjqNjKzaXDeokNN5RuKuu3tRmGE\nEIpttaEhJAkjVi4ntFA6y91RF4+k9humm4BIxS1UrfZkftO2/oRhXbc3/714SFM7FtstYahJgwjv\nPYnSiCokTrus11uyzQ3W1DhtCAip612WRgAIQV3VbYsrbLEdRZXv3q+o1ekb1UpugxJLmykx6fdw\njWCxzJjOFiilCHtD5tMVi/WGJJLsT+6gqg1PrzcoKSlWK5ADnucZeW3ZFEPGKXzr3dN2A4oibo0m\nzBYbHA3lVmKVpKxrTGP4qa+8xrfef8423/LekxmOEFNU1Eiy5YzDdcloPOHbT59gjWfU73KTNdSu\nwjew2Eb0hh3KbMp8nfDwcMy2jrhanoF1DLsDwrTDdLPGV55PbUNTW7abNXm5Zji+y+bmgm02Y5U9\np58O0JScX2dM/II0jQjDmFW2oa5KukmXu3td/ujbCxL1lMOeYp4HzMqMdz6q6IURl1PPf/0bU2Qg\nGZuc6azCiYyilMxziJVnWWyw1hIlEU8/PG3nBMaybzY8mUsunjkaF/HaG6/CeMU8K7i82DAaJBTr\nnKvFDaNxyRuPH/P+J1sevuQYjUM264DlBk7PV7z7rMOX7q+5dfcWb314RpYJhI2JOwm3BxnvnDXc\nu98l7vcxOuT9T6+43Xdcz6D2BdsqJJKKlQu5uZ4SR3DrMCUKHbNlCxa0oktdW65na2Zzz6OXxiyX\nhryuaYyFa0tuNUlgaVxBR0uKquRmUTAcTClNQJx0eHG1Iiss/cTQiS1Xs6wlwX6fx590QxB8h3MF\n8I+A/wD4z4B/H/jfv+v6f398fPx3aVtCj4HfPzk58cfHx6vj4+MfB74O/FXgV/8kT9xLOtTNFuMt\no/4QHQR0+pLOOiMM2lOCFK3N24YNqQuwOAayQzjqEvqCi/NnfPknvsRsekmSjLB1w+TWkMvzK7qy\nwi5esD8KWG0HWNMQj8ds3RpTGdbLAt8E5PNLXro3YFsGLOY5dWkJEsWdvSE3lyvCSKNkl5duhVxc\nb5jnc7SWaBm17Rg8nTBsA2d2bus6FsQkCDRSeETY0kW9b/AooijE0mbCWikYBT0IJNY4bvUayirl\n0YOQT58WxMoyjBOUDeh1PXEKP/nal/mLX7jmP/17V7z+yj6nT5dMBn0klgDFcx9+fgM4b+kEMQ2t\nEQ0UYajQPqLxpk1Pi0D5GCfb00AnSInTThsiIwxhGH7eIvNeEoYCKTXWtsqqKGoBgW3QjiIIWqOT\n8x7tBT7QdAipvcEJzyDsUVJRiZqYCK8FEZ6zrMAJhwN6BIy6DVUm8aGl51ImfUVTSVzYKoFuqhzl\nQRMja8W8tkiR4HxNE4JrMoyxHI1uYaynajyb4oowDJEqwtkK7z1RqGkJuC2CuRulNDhG3SHFtqAI\nitakBEiviSLJnYMRy6yFAfa7Md5JpISyqjiMC/bvvML02XsMb99jlee4sma19XzxZcP1MsE6wdV6\ny9RHCK2xokageTa7oKf69PsRTVOhVZdYJQz3E85mc4QT3L37kOvra5y1TI5uM7s6I4pH9AYxm/UC\nX8NoNODpkysePTpAMiDodFFmyzA2jO/e4aOna84uFwglGYYhWxtQu4RYxqRdz6AbMJuvibtdTNlm\nAGRXpygBQgYE1DRFzv7BCFuUdDsdcpdT1zW94QhTNMRacP58yp1Jyvlzw/AoZrvY8uVHXS6mjiiW\nZGvD5GjE9bxB0yAleJvSSwSNB9NIxmkX07iWpOsFgRb0BikOSxoY+t0Rztc8f35GomIev/IySX+f\nmyff4uLFjFceJGxKxc31itujhunKcnPjKcqC2iR85XFK0rU8O7MsrCPu3Gd/T/GvvT7n4fcWXwAA\nIABJREFUGx9kbaBR1ENW1ySU3NzAg3v7FKs1yIq+TglGR+TzF4SuoRMm3L0bMZ1XdNMYypy9YQvG\nTGOBsClpD66uPN3UE/iQYVezWDf04xqlJNKnaOlQqkEFI5zzlEKjnCbWcPfhPutVgU5GjLTDlevv\nv9D/CWSn/wPw54AJcAX8HeB/A/4BbdV/Sis7Xe6+/5eBXwQa/rjs9Ef447LTv/mDNoOvfe1r/pd+\n4W+0/WsBhasYJl1whlVdEcqEyuZ0wy7GuDZXWIG0knFfEyWOpKPJXJ+OyHj8xmPe/6MnLLcBcQyx\namgaS5B06Ue2pYGWNUIGlJuKRVZQUqF9QCwiEBbv4fCgy3D/gLIx4CoELV9I+QYh2h7fB5eXhGhq\nDMLL1iDj2Mks/W6h92jxHcSDE6B2SOnAK5RXWNE6K7VXdGVI5moi0SZOpT1J0dSEwGQvos4d/cMx\nuBqaivsTR7z3gCpb8Wu/c4VzDq2gcZ9xLD2NaDHgxre9bkeLmxZCtf1y0bKJhKcNCZIChWjppLSu\nYyHE562fYTxhUbQHxnaG8hn2oF2chd/14v/YXah2WRKiRZEQYKVpwQjOIFtfOV1ilJbUzhIISSAF\nYWiomx0bSTQEaLRvszCkcGyBvchTO4FpoPaWbq9HJw2pq4Jy24AVzN2G115+laefPiNIOmTF/LO/\nehfJ3UaJeu9RQrYD6T/2+r6LjyUU94c9lAzpxA2rIiLpBGgMp2dtAM+w0+Vw4nHhiLPT611ok6Wo\nSwppPs/qaJ/XIbxu51W+/E4qoICQIQ8OYyb9kMIqVBATR5qLsyvu3epweZ1T2IQ7L9/j9kjwzttP\nSXudtoiyDYKGTz9ZcHS7R9IbEgXtpvv6y0OeTzdc3dRcnC057FtOry1aee69eo9uIqncAGkWKC8I\nujGbTUusrbIMAoGzmno1I0o7TMKKTbUFoQmk4uIyJwocea25eyfmai65P6p4PnNs1rA/BhEEeCLS\nQcjFszlaOLrDVib64EHEh5+61vPjPTGaEkMs23u53413G4mj1w+pa0MUVBjRoSwMB0PFtnTcGRve\n/cTR7woePojACbRzyNBzs/K8fiQQekPjety/0+X8BlTk+dbzHt43mGJLGEo28wwtDN1uBy8V5xcV\nBxPLagOYmiAdYKo1tx8+Yru4oq4siICsMPSihvmyVbsp6UgiKIqGg4MulzclvZ6iKD2m8vR6Fh0m\nxKHlZlbSSSNK0yPVGY2VVHVNEMSkcc4qCwi0Q6uGzUaSxhKvI/6Tv/ur31N2+qeeZfQ3fuEXscJy\nNOnRbC1Z2VD6Go8kFJrGGSoaUhHT7MIXJ0FAUSmiEKoaet022ejnfyLk968muLpherPm1u0he0e3\nWU6vkVFANX2G8THPzjIyckIfkuiIsNslNmt+7Ef6rJY533rXE4QQJB288iilUGGEa2qiMKXc5tzM\nZxS+/PyDG7sQoUIKn7V+BGNAeqzcUSRxO9SD3/2MI/AKgaYjNBJB7TxWGGI0YeCJE0E3ElxM26r7\ntdfHdN0Nz2aK8UGPQSIJkg7vvXfNi2VO6AMO92NOb9YoIgQ11c4noHb6ei1DSl8Qe00pzHc09gja\npNCEwHtq0eCt2SXFtT8bIcn995e1KSKMqPjs5PqZwa3dMNrZz2cbKUAoAhoMgVctdhxoaPO1tdAo\nJ9FSowJN0eRoFxIIqIRCeUMtHHhDjSESAR3dIQk9hxOBcQGrQrFdN+ArjIowTpCbOf/85+KzXAaA\nQHdpTIYS4Y4K2ibiQatcSkSXB/shzlq8DImSuE3j2my5nmXgJbEMkTga1zDuBGRGsDBrnHN0ojFl\ntWo3GxXiXQ1StPA2X2G9o6f6FK5GeEMgUx7cPyDSAqXaMKHVImNvknB2scFZQdpv+UBeRRwOwHWO\nKNdTpLY8O80wdcn+wZBhX/GjbxwyXWZInfD2ky3b3FBvl1Sl56UH+1iZkkQNRVHQi2G2NnRCgdV9\nVosZoi6gak2KSli6PY8l4AuvD5hebzAeinXG2U3Eo8cpzkFZ1Nw6iIjCLh9+usKZmtLBT7ze45sf\nbwniHsKUNPWGoDumnyiePlsSCNhmNeiA0leM4wQXhPi65M7rrzJ/ccrt/YTpzYa6NiTDPtkiYzSO\nqSpLVVts4wiUQUuLxrI/hq+8OuDeHcH1dMs/+zhC6pQ//ya8+0zzyVXFwnTppH365inWSaSruJxJ\nNiVMeg1F1YLytrmjcpJuounEEaOjhO3smrySBCHktaY/GbC4yjDbijCwDPZ6JEFNbjr4co0VMJ07\njvYUlVEEsmK5VYSqJSVXNWQ1DBPBett+/pJIk3YDmlrSVDVCarZlRag0//Gv/pf/8rKMfvf//nX2\nU0HcHXI2W4CXhEqhXYD1HifaxSHQKZXPUV5iraSFUEMcBDTW0esonlx5Ls8XLJYZTVOzWmzpmDV7\nDx5gjaS7d4sXLxb4ssF7RyA1Ek0YarT2HImaXtcig5jDA8f1jefhaw//X+re5OfSND/Tup7pnc/w\njfHFlFNlVtlVtttlN22LdkvQTYsWklnBBrFoCcQOib+KDeq2BJjeoEYgwQaEPLary9mVmTHHN5zx\nnZ+JxXMiqmxhr8tnk5ER8U3nnHiG+3ff183uoaXddLhhwo0dJs8QokDrmmBnvPAsyyXeWWzwRJnQ\nDIGTZVMAiISGkDHVhZ5IoQqFx+EjzNIiokBIyVeflvjZcWglR2f59GlOkIq7reXZ8zV/8Wd7Xr8Z\n+csXe3ajJZkqI9uhR5Banif86TZwcgQRsNFSmDX9eERq+XERDKcFMYlaJ0yy/DAgTr8/n/IIHz4m\nDWFPf0dALgqcnPlFGVOQCKbps6SHPw1vxQdnk1Bo3eCDZRJJ0opCEKJHSEGBZh9atFDMwjGKGRnB\n4bDMHz9fpRpclIzOEihw/YAIgXGW2CCoC0VW59hhPH3MB2T6L/5MSV5DhlNV6ynpfHpepDKE6Nj0\nlnkQGJ0RmdEBHj9ZExz0/YAXhqYw6Czj7bgjeBKTh0g/HFFakplznG/Jxem9Tvj4XBEDGZpJONa6\nJIRIUWimOSLCyDQHxtFytlRkeZFYO9HRdyMxr1Gh57uXB5ZVQlS4kHE4WoRR9Dbj1z+/Irqe9w+e\nbnLkdcGzq5LRZ2haxmlmWZVst3tEDGw2A4e7LVUJx8PMo0cFQRqK5YK5HYlR0HUzlGt2Dy1TVNSr\nEhEVEiiLFKL6tz99YHWeoaRgUed0s2Lqj7Q9qNiS54qirun6QHcYwFsWFTSlZJhzrJtYFIZxmJm6\nDjcO7FtBc3PF/ds9474nAo+vS+o8sCwV58uM86VivVJIAz/6nuAnd4/45m3Gu+5xMqM4x5+/q2kn\nw6Rqwv4tcnyPlzVt69keBP3g0pFOgp093gs6R2pOELCoIroscaKklFAuV9jjgeMhMPQjj5/mTKNA\nCc/9NvD4UvH2dsJawdMbkeZL3QBKsaoDZVNwfl5gtCLPFXb0dIMgN4GsKtjvHPcPM/0I3WBRmUab\njP/wn/2zv7voinnUSG0Y73syYchMRpZ72lZCsGTCIGNGcJZM5ok8EyNaCmqjmG26itk5cn4ukXnF\n9nbg+kywagy5CPzs373k6mzBi1e3VHVG5iJtH5mjozQ13eHI5z+65P984aj3GdgesQFvMn7yZ99w\nfrHAaImsK3Yv3nIYjqANV08fUW6h3e8Zhp6qvsYNdxRKc3AtRqQZQXIWiVPjW5JxECcXS/AoNFY6\nCIJVpslzBbbn7c6wzCOFzNltZqqF5eyq5P/54w1Prw1vHzwrLbmb7CkZHZIWT2QSjjxoBiaSx+nU\nZiwVwQ0EAQZBjIIPGMYYI0ZmSJmh/PhXaKagsH9lYHWShmTCXYgIXriPv05mowDCIKXE+w8SSTx9\nzSTHWBx5zIl2YBITMipmLBkaK8BFxxglBRmjnCH8fIMLIiCjITCRkRFCwMYeEw33uyOZMsx+xIiC\nPNOpQ2C2RGTqwI4py8BJRkOYdFqPCektZE48OZGAZLkNjgiUUZNpxTTMbA+Wmyc5715vmCaJiILg\ne+56/zEtPTOiRZLdIqm1b7Kb0585pFQQFT5OqCiQQEdPLUqcm9kdAlWtECLycJjJRCDISN/XCD9S\nLnOGOTI7hQwT3/7sCALmDmYhqRea/m7g3ds7LhvD1/cr5v3I6/c7FosSN1rqqzPu3h2pdMCGiFyM\nnF2cs79/x/WjM7b7gSnAqjGgV1w9b3DDwOLRmqdXJQbLn/70HUJICq3pdkfKdUWzApEtefldy82j\nGlPkPFjYOY1wnv1RIGLHgxNcXUiW/sBmB6uFYO4jWV5wu5mwwpJrw7v9SClAxMhyoSgLB33HF7/6\nGbfffcuPf+sH3L787tRXPRHDwHJ1xWH2bPzIz+4Fm3YklxrHEdu1+BmC2tINivOlp64EU2xo6gz8\nyOwVV5Vhswvcbke8yFDRsVyfc3HVcHj3mjz3hG7H/t6Sa09he1SWE6eJuoi8e++Q0SFi5Mmjgp99\nM1BUBTeX8OqN5+pCI4Tnyc2S5SrhTdpu4tAF+n3PolHoXOLkgodNT5jS2lI3gXKxRNqBafqF9+v/\nz+OXfkMQWmIH6MYOJSXtPMBMOkELzxQDSghqk9PPjiBgITLGaDm4QBbg8ZWg7Tx3d4agIoUBpSXO\nOawxCKHYvH+Ht5LxOFCXgiYWSU45hZluN4qiDoSpRWU5z7/6lFff3HE4OsZDi3MzlZ9pKsdFVdMN\nGjG3PH7S0J41qKh583ZLQWLtFPOcQG8f2CoiYpDYE5I7BHDCUlEghKZGMRMYbaS1jm2rsHFE6Ix5\nnKjQvLkNfHN3QEfJv7vrEVExeE5fJ/nzc6HZ0lLHkl5MHyUZKXyiWgbFjCPL88SDEaCiQkSJlwGC\n/YigMOR4ERDSIEPqkAIIIsAJ6SBDCqKdLR6z3b9KBUIiIEmnXn3SshEpJBfD6WYgzMcOhPm0QUqh\nidEi0MzRpa6G+GHmIWhiyShmnEgnaNAgHUWskVKi8gV+lFRlxq7f0AdLrWsUgeefLHn9ck+IimVW\nsZ2PJ0loJm1cGTGMpFtDyjjHMH2cI2iZQxQ4MRF9oGNAOomUGT4Gdrc9/Twxyokzs6D3A+flmmPf\nkmuFdZFBBGKwH4fzHx5RpPnNQhqGEIgyIGOOwGFxaJnRZAoVA1M3IL0haokE3t3teHy55N3tgLUR\n6wKEjIt1ic4lx96S1wvevHpNDJKLqxWPLzNUtLzbBy6uCsqi4Vc/W/DizZ6bixxszyRWrBrFqzd3\nFPWKzCjWy4p2GPFqRT9OjPsHbH7F7ftbbm8lnS9YKkFTZ5SZp9Kau0PEesXV+cRqrYjCcLvx3Dy5\n4fV3L4l2wDqJDJFCC8xizaHfsmktKMnq8pJxaBGmpClzRBhQQpw6qK843G0pLp+xf/cdz85W/Or3\n/h5/8icv6I+OvBg4qyWufMKLNlDmFV9eO17cBUwYaV1GZGK3sTx/VrA9BFargdEJ3BRQeuS7by2P\nrjJWFfgoqYuJZnXOsQsIPGLeMdztEfmSECemSbBaRvo58nCQaBkQytAPHiUtIUgmFF+/GGlygxYj\n/SCRWnLsPf/df/VD/vc/Hsgyyd3da7JmQWVH7kZYLWHsUoA3iAwtHHme07cTXTugtcd787eut7/0\nG8Ju2LEoGmKMOJ887k74BLAKoIWiJKO3CbPsomfApsFr1eC7nvst5IVgHh0mWpAaO0cen0fetrBo\nAhfPP+HFt1uKytBvtkQUiyrHzpArRb/fkZlIN0ma6Pn6z75B4bh69Jjj1pIVDU0e2IaGaCqKssEI\nTz8p9nd3BGmY5p6ZmdAJzpuczZC+HycimgwJ6JiwEFrOGFnhfWCmwyFRwnAUqT9aCEWO4niMBASH\nMcG88gCeBJKTp4G2OAXcEIJtbJEIupOO72JCG4eYgmIBnzaCyGnoLdNCp9I8IYg0LP4gIfkwo0JA\nCEP4hUTvh/TyB6b84bj5hTCXTE6lIIhSg08byC8WFbk4pk0AQQhJo/fBIuXPB9kxRkoKBjGRoXEi\n4qNDRkHyioYEBCMRWNU4UBqJMTmFWBLijMxK+mHLu7uZw9jz5fe/YJ4G3CtLkBWj26du55BgfMBf\nGSTH6FMe43RTECiQkuTfinTxkMQwK4lEipBzoMfimIYdRmg677BiJoZ4ArIFRAwn8uuMCcl40IeY\nbmRRoYXEkJEhKTVc39QcHnpcgHnouLop2BxOQbJ+YNYVKnQsq5y7uwlV14T7Pc2yYPNmjxEFQTp+\n44fPuO3ge08v+Z2lZgyBP/43t1wslryIlhg0VzeP+OabB9TlOnG8Xm5A9tghcnHdEMyCYfeOZpHR\nzS1Raw5jZJ0dOR4cU5nx9tajspyqrjgOntIW5MoRyzP+/g8uaLuZ5qsbJnXOdb9P772Hl7zpPZ9e\nrVidQ38cub0/QJ6l9043YSqDUROqWvEXf/HAZ08katxydV5TqR1//CcHuhlk1nB1mfFkPfDyEMmN\n4t3tPRs/Y51gcaEIs8APgfWFZN9JymzGeUVVZeznnt023bo3DwPjJLAuUK9yjJ/JhaXILGK1JlfQ\nth3Hg8VGqOqMoYN+SsYJj6eWGh8lUgmUjqggWdSRohB8+es/5svrPbup4Oas5tjuUUazWGS8fj8x\ndD1VIdnuA1rDxc0V3a6lO2oGq9EKRHRIU5MXf7Xb4q8/fuk3hEI2tIOj0AV7vycTqdfXBIURhkpk\naOWJXtKGjkJUqChYLHP6bmL0M3jorUApQ28t61rz7EahM/jk+QUv7wX3dwdWi8CLn+3xQSNlwESH\nV5rVxZp5dug4UyG4+eSch4dUpjE6y9XjBYfNyNF6pFLMbUsUEyIH73PabsbLjsuzktvtgFZw1zlm\negyaLy+XfPvQEU6WTRstQsAQBgokuTDYGAi4E4RNJfwCCqkNOMcoRkQwiBCQKklQSmWMcSLGdCIn\nOmoKZtypf+AXi24iQSbcsxCKcRrIspMNFUkuM5xzBPlzkJ3/hUX/w60hOZLER6T0z4fSf/WNGH2g\nECU2OkQCHhFDcj7FmFrvSP+XrKkf5h2Rj8NnJQom0sYmpMDE5CyyMQCWBD4WiScfA3PcUU0liBIb\nxyTPjANVecX+2JPLjO9++i1aKZrlBXf796d5R1r0tUgMo/R8eSpVgynwzmFjS8ATo0XJBsecgm1S\noND0sfu5cTtCTo5Cpg1Xgg1pGFiHjK3ds85WWCxLseDARIZJzKQwYKLAxhmvAjoWtJNn+G5DXVfM\nY8Jv395FBtuT1w3lOmfeT4hqzWAtc4g0c89iXXB7N2GyCE7x/NNLKg7kTcWbN+8os5zLVcUXnz9h\nno6sVitMprAiR+UdP/3mPev1OUoLjruZJ8/P2B4HxsM9VaZog2Z/7NBCM1hHc54z+8DVQhNswJQV\neWEw2ciPf+Nzvn274fqi5Ls3G7KsYXuIrBY9TdNw3GwxT77icx+5fvKUNy/fcHWhuNv+G0xW8Xit\nuGwE372dGB382hc551efcnXe8pOvIxfLirvDTLGGc2MRc4sXC35ym9MsFLaXFGqk946nj8+IXnLY\nH1iflYgwMlvPMAturtbsjj2HTeDxE0NVLvHeI41mHkZ2hwFnA1lR8ub9RG72NEVOO0mQGbKo6EeH\nzDVm7phDwCA4+oFCJBz4MEWePF7yz3//czZ3P6PPOt5uoO+O/A/3LUEUdLsH3t5DpgJ5plhdn6N0\ny6sXI36/Jc6W9crgxoFZlMTJM9vAsf3bTR/yb/3TX4KH9RNaBGY3YtAfm4tmXLJKisjWOopcU4T8\nhL/1PBxGBjckwJpUIDwhOH7vBzVxDrx+23HsA3/050e6hzv6ruP1N7eU65qszlGZxnpBURU8bEaG\nw8w4gY+aty/3dMPM4szQbbe8e7Flt2kZe83QzQhgOLYYGSlLRVkYnl/VHDdduuk4D8JTUXCWV3z9\n0PJs3VCfmt+0kCgUWcyZhGI69QM44RFRkmU5CkXHQOsH7Okm4ERC/0oUjphCUuFDbWjCXUzRn24P\niiDTRpDLkkKUiODx3n+8JUgi+oRk8DZgTxLFz0mt6dchBAyJ9JmIn+bkCJIf5ZwPJ+kPw1mhJLOY\nTgRR89FeCSQ98K895Gk1DScXVqp4SbbYD1kGEEjK9PVOMwodTy4lkT6LkoJuvkULxcLUhOjounsI\nkTEODMIx+sDsHVIYtDAocqJ3zL5NwbCQnrc+WLrhntnuQejEsRcZhERGVUKf4H6pM0KI9NookZxj\nDssUHc57zkUNwCwCKkpcTK/1gSG9F0SB810CJMbIIFI2YoiBKDxGKqJ1LFclulywXJV88tkVj24u\n2G9HFqVhPHYIpZASTL1gjAolLIUx3Dyt+M//03/Es5treidYaIMInqtqQgrLm37BcpFzUTjyacej\n63N+8INPUZni6tElP/7xJzTNgpubaxZVSXlxzTCMPDqr+eyzazICUWSsFxof0lyqP+z54VfP+fT5\nY+4O0I6Cu4eZqqjBdazKnEM/Qd/SmEgOnDUFD+9vcXYiK0q+99Uzzi5KVJYzRMmnNxn/4O/f8PkX\nkXb/im9fjJydN9xtZ2x3ILqJtg1MTlCUiquzHBUl9VnOxeUTpDDstj33Dw+42dJtD+is4XiYefL4\njPF0Y33+bE1RXjD0B7phZnt3AOEojcDPnnfvD0zRn3pPFEo6iqpgWU6oPAMUZ4+W+Jg6y0002DgT\npCEzBcOxpe0f+NN/5/itHz3ld39lyd3W8X6jmW3kyc0VRnrOrtc0y5L7zZbDbk4tcZNjcor7h5mJ\nDDcFhNQsytTx/rc9fuldRv/qD/5nLAGN4Kwx9NYxMyMROAJzsGQoDJEhJsJoiHCWawiCXGfYYAFB\npQ3f3U48u9TcHgRDD48e10wuo9seyRclIjn9yIsKh8A5h/QTNkKwkeuLVGN3+eiCn/7lHXVTMY2B\nszODd57Vk0cUyiHKC7wf8ShiCAShQcKzq3Me2hbx4fv3niA8x2lOjiaVoSiZ4ogX7hf06ZjapIRm\nctNHDpATPi1+USKIaDS9GEFItMwgBgKBKOPHjEHAo0SNChF1urI6/Ambm5hPuTJEoWiqc2JQzKRU\nbhZNShOr9F+JQhAIMgXuOA1z00k/0UCTzKSTFymmRb8QGUnlTqXyUqg0TJUaGU4FJx+49h/+7LS5\nfHh4AlKmFr0gOP0cH05ASaLx2NPXOJFapUmbZ0jtDJlM3dESgY2WUmQgNHVd4q2h9xuePfse/eGI\nVAVEx/nqGuEyHGP6GYQmCo+KJxz2ae4UYjjNQzKyaHA4SgpC9Iw4jCiZxIgTPvVVn+Y8pS6oswU+\njJioscIzxRFEeoW9jBTRcFYuWNQVv/r9S5brkvN1jskiZ6uc5SptCgSBzgx3dy1ZJpFKs1xXmKKg\nWRZoIwgigRI/vdK8endPUa4weuDi0VO2h462nblaKgYLD4NiJkcIzThbdJYjo+If/Noz7rdH7DSi\ntCbLFefXn/Dp0zW7fmZ5scLowOLsEVfnOc3qMct1yTR0PL9ecHOmeH9/wHvBNHuiD2RyRookeRgt\n0STs9vu3e7IsZ3/ouVxoTKbJxch62RDRWB/5+ifvuN1pYkyhNudmvEyWZCkc0+zouj1KAs4yTTP9\n0HG1rsibZUrujwP1asE0tVydlaCXRD+zXC1xaoENgt3DASMVVSWJUfD67Uw3BeoyJxcSFwKZjGTV\ngmmc6FpLezySZ7DbdDR1QwwRFx1a5NxcGvp24r/957/Dq3cHVmfwp3/+jqrJeHM7sm9n6mrmYdOz\nWhfMNrLbdbgpsl433G9GQoCylCipkVKxWgosqTtDhMB//Pt/c6fyL/2G8D/9iz8kNxItBOMsWC0q\nclky2KQbK5kW1iLPwJtUEE9gcpFcG44+VUMakZK3v/k9w5g9pR0cX32v5uU7kPMBJ3KaRU69KsBU\nPLpasd/u8A50kXNZO4SU5OslWVUyHvacrQtUmNBGcnZ+ico0b189YEyBxkOYyaQCo6irnCxzfHql\nuN0rvLen9KxBC0UkT+fvMGPxCFLwKS0CDmIqu0/6vEDi0apKf+8UMhPAJCw6JvSFFYkOK0kncwVE\ncWIrhYhEJvYOKm2k+PR7IoBI8DumCYciYFFkBBlQwuCCQ5IBDmSC+GXCEIVIDpwYkaebTlqIUxOa\nEvq0KAuymBDg4YOF9FQDKGT6GKJAS40UihA92ak+FZIsIqQ+3Yx8kpw+lNJCgggKCVKm71MEanWO\nDMnaOQtHFjXVssFPM6OY0GgqkRNwqKxAOo8InuPR8vjpFf1hoCkbxq5n0VRk0TB4S60b5tATSZbg\neKpcTK9dpCRLXLzo8SJiKChQBGakkCdUuKemZBY23X6DBwSlzFFRUMklV01FhkpU2tMzq5Xlt3/9\nKZvDRF1X1GXB+cU5PkREFAyDp1mtkCrghcEOI2VmqJqG9jCDKhAxzaG+/u5IrkfKIufJzSXrYuZh\n56nLyLLMaPuWdbXgy0vP+11AmRwRRrpu5P7hQDvO1JkkxoHm7IboZh4/f8L6/BKhFWG0nK3X5OfP\n8WEg0zkiKyiE435aUDUNYd4zzgGZr+hmxdm6YnIe4S1Rrzl2M9M8o5kJLtINLQ+390hhyKQkCkMM\nA12X2uNyLdjudwjvQQT8fATfMbjI9brm6nKVgIDtiEeTFzVSBca25dHNY0RwaAKrqyd4N2Czx4z9\ngeP+gNIZThrcPNLuJ6axp8gNy0bRT5LJeapM09tAWQq6fU8QhikM9LNjwlPEVCSVZSWfPysYBs/3\nf7CkbR949zDgcRRG8fJu5v5+QspApg3NsubYet6+2rJaSJCBbvDUuWWwOfMcUFpS1A2TFRwPA+Pg\n+c3feM6Pf/f3/u5uCH/4L/9HImCKkt52yBgReFQwp1OfTP55DyMTPvq0QEhBF2YUGh8DUgisD7x5\ncPT7Az/6ouHdqw0PnWKaPM2qQZqK+1cPlLlMxRJPrqhrg+0GnDAok4a5dea4uVA+SiN+AAAgAElE\nQVT0PVQVPDpTjM4zz5aLM8PdtuPz7z/jfgfTMFBlDq0DTRF49TDhnSHYgJYFHQdETGEtd+polRGk\nkAQREDGiMUhSq1fCPqTF3DElq2hMJ3Cf1lM8jiACOqb+4xBTB7KKKXWsyYknN5MXDicCxDR3EKSa\nTzcHinyJjRONSlbVk8KPjvLkKPIIBD466lgyiRlzCqkV5AQJMmZkaIQImHjqXY4RKx1OxCSDnW4u\nH5AWH4bBqVs5noSkeEpKJC/+h+chxpC+axH5RWeOoSCc3EYp9GeSQylrKI1GiQovJeN0YDyd9FWU\nOAIhBsqqYdtvTslxyzwGLq8uyJsV9bIgyzU+SGqTs1gv8a0FIchjxvn6HDul57ygSD8vgYw8DY9F\nQMhU1q6DIciAFwEjUnm9ny25znj6aIUPgvXKcHWZozNNURQoZfjqs5qzs4J/78fPeNhHqhzq9SMK\nIxBhYn+YWa5LVGbwcyTXgrzIWF09omsP7Pc9uBEdekYPTa5pGon3jjCNFFkapNoAvfXcH9JhS5WG\ndgocXcEisww2oyoMTpY8XgkCOTpvEEjOFpr3D5ZPLiLv71puPn3C/u4tWgqkm7BkLApH8fhXyOXA\nfrtnfX6BRKd/B0WGNDXtEMgMZDIw9B2ZCmRy4rDfM3WBECV90Gzv9ohomacOU5wxjBO7+yNKCJYr\nSZh7ykLTLAq++OQRUhuOrcd6T1QVU9dxf/eGen1JVRmGaaZo1ijguG+RQnKcYex7gsqYu57LyyuK\n3CCqNWeXFwg5E7ILVrUEO6CVJVIx9RMxQl4ZFBoXPDerNfM040KkNJq7zcxyVfD9JyW7bkO5qMh0\niSPn1dd7nj5d82+/GWhHyzRatg8juWgJSLQR9L2g7XTCwV8Yxj5iGCnzwJNnV6wvCnRs+e3f+6d/\nd3MICEG9vmD/cIuRGdOsWF+sGTd3pxOtQoq0KEr4yLyvyRijIxcKR2ASEREDBsXkBH/80z0iKL58\nqkFE3u0j+4f3xKh4uO8RSqKmmkJ5ilWBwaFMRb64wtqW9weHzj26qLk7dMx2xpQN8zxxdbbk/u17\n5nZkcoaLtaI79vhCMveCpohIkXPsegw5VnQJzS2WzLRJp0egvCRKSSCgEOiQNHlHTCft+POks4wR\nEf3JvcMpO5AWZ4PGRvfx80YcMiY7Zy4LBJrBHxFCn8pjwMeB6EeQgt6PZKqm8xsMOU4EVAw0umJy\nKeMwykitLhncNs07okUGQFh8VMiYMdAio0JKk/CtEkxQBBFOiV+ZJCtylIrJuSMFTcywMjKF8efz\ngUjKNPw1fER6yyT5J200igTbiFgR0N4SVUG0PSJOSJGkJSEV6jQ0VrKm3e7JhUQIgxITIQTKheZi\nvWK3vyf4RE/NijXd/sDi0Zp519FOPfMwo2Pg8eML7BQIUdBtW0bhqFmiowOhaZmYxUhJjidiSbcW\nIQSfPG3QUZCfGZwNxChY14a8UKyXOfMUOFtUNPWSu/0OqUoClphVNCoj7LbEKDBKQQGCCmNn3r9/\nT64EF0/WlEXD+1ff8p/9k8/4yYsRI2Ymt+R3f3TFECusHWlmx0++bclqDQoe7kdQGt/u+a3fWvN/\n/eXAPPScrS942PUQe5ANi6Yizhtyo/n6/cz67BFaK87Ob5gCNI++oBiP1Ktz2vt3aVZmZ0YbWa5X\n3L74hub6M6I7UuaWfTtzuciplgVYQZmDMIF3r79ByxIVO+Si5DDOPL65YB49Z+tL8keeb755z9CP\naJ1R5oZqccnr9y3O+oRzMTXHtqObLVYscF4S1CU23jI+3DLMAqRn0yqqek8mJ/aHgVlVlA4YerwT\nRG2w5ppaSdrtAzor2e07rG9Z5YpeKIY+WbyvHl1ze3vHWW6wIxyHget1xj/8Nc13r265+eJLfvaX\nr1muIo+u9nREikbx5Erx9OkZL97vybKJcVygpplcSYyKBO1ZrHPmUbBsZvKy4NllymC93cA33w1/\n63L7S39D+Bf/8g8YhpEgLDMzEzNMwEnz/jA8TKlimYJMwjBFd7qKp4FkJjVKGOpMcXQ9DtDSUOjA\nFOBm5dkPhmZtWDQGoqKqNEWucT4gdUnXdUgR6PcH3NSy2xzoupFyfc7b7+6olg3jMKAMVGXJo8uG\nUrfoPHLsRHIpNZom92yOimZd4SfBFHpKfUYfdh9dNSJCkBEVkz7tSTKOj55aFjgiy7xk9inP4ITj\nwylaSIFEppO1SNq0EhIhFSboFBATMpXEkDYSjwOR0r0xBjKdIzGooJjFiIkSRcbMQCEabtYL2n5E\nnADZmpzgHU11DlaglUZBurHJhI+IIiKFThuXSIlsJ9zJXZUkIBk5heccXkZUFJwvr5idwMWR6gTb\n+/kj3Qo+aPUfhszy9LzFGE4mXHGSbGYaU6flN4bkUpKa3CfpKQSXAHIi0jQXhAijH/Fx4nK9pMrS\nHKJZ5IQQMSpSFgUZjmZVcLbIiUFQLxbcXOb0vUUKT8oDSYgWpTKEzKh0coW5E1CwkBV/74eP+N3f\nvGZVZ+i8YL3QuCD4rd/+IZoDmQo0yyuuL5dsWst2yojB482SED37hweWqxXH48DkBHWV0eQ589xj\nnaVeNHz15Q3Hw5Enl4bHz59zv3NoMXPWZGR5hnOB7a7FRcdhNNTra5wTWKEomjW73R1Sw7LyfP1i\nx/n5JW7Ys91ssF6RLxra/YZisUaGhEYZZktdlwzDgBaW60+/xDuBEJ59O5Bliug8g5dYPPcPxyQT\nljU6W1LkBbMHugNelux3W5a1RJeJfPvVZ5ds7t/xK18+4fmjBT4qdl3P5eWaIDVnZ1dMs2f0inkW\nyOhp6gIXMl7eHimySFVWaZY0W2yUDN2EtBP3d3uWqxoVNty+6ahqQd/OXF81PLy5p6wCu03HvrV0\n2wce7veMDs6v1hy2PSorCFIxzTMuzGRaM7Y9CknnHF5nNM2SH30ieHkPTVMihWAeB0Tw/Ce//xlv\nX6T2uuX6jD/6f1/yyefnLBclSM1mO9I0mrIWZMacUCAjy3XNl18s+PwmY9Ma3DSBzvn3/4N/8ndX\nMvrX/8u/ZrIHiOokPSSRKDc5c5ghOIQw1DrnGHqIaSEsYnaidkaIiQ8uSGUzRhRkMidGaLuJi6Vh\n8pJhCkg3kzdLZpcAY01VIITFjS1VmbE/jDRNxps3I3b0HDvH67u3jMHRbw9kpkCGkSZzzMPAel3z\nzYuOMov85g8zfHHFftexvGgwmWHRSLp9eqOUokZIicehZYOMniAV2elmIKRERUFEJgpRCChRYVAn\nnlAkRtCoFOISaYgrUWihThJRxESDEKCDSKdzApnIiB+YdyfZRqOIMpyGwpAJjRA5VVZgHTy6PmPb\nTSkEJgVFXjJNFmM0ploSZo8VjjLW6FMCOcgkAylRnGAakUwUJwHKY2KWkB4EDBln9Tmb4waCxQuP\nF+n70sgkCX18yAQfPGUgokgHho+ziVMhURRgp5EYMywj8SQ7Pbl+wm44EETgZvWYw7RHipwqlxyn\nHTkVD/uei3XB2DumYeT6eolwFq1yFosaO8/UyxW//nlF14+s1kvadgCVkxUZeabI84KyNFgEbh7S\nnEUULMqcf/qPnrJsBO1hZA45uixYVBk/+uqMEAJtN7LdGw6HBxyK49GSlRm6yNls97S7I0pp2iFQ\nxJGoNGE+kFUV/eD58pNzHvqZushZLNcpbEfkYpkThOGw2ycbczCnEqYEVbt79QrBgMoy2q7FzT0q\njOx7w9mypNGWF2/3LFcVmYhkDERT07ZHQgyooqKuG+b9PdaDnTr2m/doGTncviBOE7ZrCa5HxsjY\ndmRVyWwDF5fnbLYH4nhP7jp0Jtl1E/t9y3evel693NLuJt6+2bBaNWAM377pGINiHh2ljmz2luef\nPuLbNwd8ULhp5Ae/+YyXX9+xXksuz9e4aeTyYsFm1zFPgYw5baD5kc++WHF313J9ntLBRiu2G8vs\nPP2h493uyGADtRIcR09Z5YgQ2O86vvik4Lgf8N5hlCYIQQyBkRmk5KopwEeqUvKbX62oFhVCOKT0\n3N7uyUzBT346ITVstyNIicolNzdX3D9suDgv+LXvA6amMAP7FkQQLBeKz55UZFJRFxndseW+9czD\nkd/7j/7mofIvvWTUDi2ZrAnB4iUfOTjeWSqdY12SRQY7k5NhpKKNA1HAwIgm9ecWUSKFZPIeIyJz\nGHEx46w2ZFrwttU8PW/xHubpge99sqaoK7779gEjIuPoefl6x+QE7RBwp5PxxMzF6oabxxcYOdN3\nIw9veqocrlY5h9Hyaz8452cvtrx5cyDaPd7nSO+pjObt7UiRLxmnPSE6alMiLNjYgSyQYSaccgdl\nWODEzBxnlvoSEUe0yhimFifGk5SUp/5YPGlR/TBQLgkMJ7xCWjSd1CjiiZEuiTgqaoII9FOLzSZ0\nLFHRIUWGjYmZUjQZuda8e+hSSEo3NIsS3MSqKShWBdudw+cGMxdYhuT2EaCCJjMLerdBR8PSLIhI\nqixSVpKmNnz74khZrTh2LVWVs20DFk8VCiYZsXJKUuGH3maR2uRiMhKlYW6MxJPdM80jBE5YZBTM\nwkGcTzZQAyLw/m5HKlAT9LPlsrnkcNjzfpoBzUiHEQW744gIkRBgv+u4urlC+Jn7zZbzR1dU4cBh\nUBSlYd91xChoakFVGHZbhzGK4D3WOnRVMA+Oqoz82g+f0NRLUJrWdcT+gIo1fd+x3Sv6vsNkBVpt\n2R8EqpaIImf7+i2qWWGtoW9baMDYlnaSTLNltcyYD5HuOPHte8PUjrz3jql3PHt8hQ0jr+62rFZn\neAdO1XTjAbJzhtkzHLd871eecXe/oVQjqrkgyzLu372nWRZcrgVtN/PVZ0seHkZcFMxeYNsH1uuK\nt9uWlZ/Y379j7FuazCCFZ54d9/4Ni/Mlw26bioN0xrt3IyEmS2hRZBxuH6hqzeQLmtWK+29eYbRH\nK0UWj2Qrw91mYIwF259tuNo4jDFkao8jslEloHn59bc8Piuospn9MfLtX7zDa8n9tmPo92gd2O9g\n6HcEV5Er2Ny2DIsGR8Zht2PqA3bw9Hbk+kJhncVdnGHGkWAd7Sw4P1uybiI/e9lx9fiSv/jmFiUL\nMuGZnCOTEl1XFNOID7BrPS7MXCt4/oML/rf/YyCXA3cPM0+fPU6p/mgQjAwT3DyryNXM7v6OJ4+v\nMVnJ2zcjhZp4vTX8l//Y8d//rxPPnj9js9+TSY+Lit2QYYynucz/1vX2l/6G8K/+4A/TKU9VhDCD\niEk+iTB6S5SB9M9aIKXEekchMqaYHBwShZCRmQ8wsoRAlkKhpSSvat48BJrcUxeSXa95urA87CZe\nvRnIS9hNK7b3O/rZs8gEu/ZIH1qkh+XZDcfDnvuHO+7vjqg8p6gMbx9GRHVGXp/xf//Rz7hsDH/x\nYuL+oLheRn7jyY5nN5I3B4UxHpOf0fZ7lBK4AJUsUdEgSW1rmcoIwSIF5Krg6XVBZhRSBsY5VYzm\noiAKi4gGLQSZqEnNBsmtJCOU2YrgEyY6ElEx0UalzJFCoDBkKsP6QKVLsmyNipJcCVyMSDzrZYYu\nCpa5p21HlIgsFxmrZcY4K1ArDnfvmMKcAmayIJM1SuZoWVEWCiVKcpmR55KLpeKTpwVNk1PmJctG\nk5eCoffo4BgnhxEaqQwTqVVOxA822nStUUKn7IMUH1/nD/IbUpCRpxSzUMm1dbKgIiKrbImNMw6L\niRmzHambht20P6ExTrDE6OhaydgLTBE5v1wztVv6vmd0yQ47u4g0NUN3YB4iN9crytUS33csFjVK\nCaRW5EVO3zu0liyqms+fJ5up9SPv37zjYr3kvgURAtNsqfTMy3cdIUq0kcRowGiMDAyDx9mWbkpt\ndpOD5XrNsW0RQqKVRJuACJ7ziwvKPOe8lhzaQ2IbCTj0CeUe3YzWinEaidOOQzfQ7/d0gyPYEbe/\np8wlTSG5WEnmduJqCe92lqgyovUsSstxMBzalu7YUiqPc4EiBo77Aw/bkf2+JSrYbvaMs2WYInae\nWdWastAIPzMOIyII7h96Zjuyu9sio2d38GyPnsWTG7b3D8nWLSVSpOa83bElOEHZGHqnULlmsoqm\nCCwWFaZSvPz2NX4e0RLevu1YrRa8fnXPu7uWLz+paQ8z0xxRfmCcZpwPfPr8nHGwfPblOZM8J6qC\nvptQMqIXC+Z+ZBp6nI1IlaTDaRpYFJputpTaECMUcuY4hROBPvBoXfPJo4Jxv8U5ibWOs7OG92/v\nkbpmu+uQ2pAVkv0xEpgIIeVJqjrHW5vgjBV8/TpDGygziaZNHe2hpxs8i7LAeclv/8O/WTL6pcdf\n/zf/xX+Njx4vUoBDC0UmIjKvyQUc+z5JBwGQKcG5UCW9S350f4reuThTxQIk5NIwe4cVgYtljZGW\ncYSqzDlbKA7bHY8/WXO3sWAqiqri9csHXD+hygw7eVReMPYHRhw+zkgUy2wJeH7nVypeHTTfvOiQ\nWvD544bXb3ZURUaxLHi478HBZ58tcXbAiZLgEqgqKsNwnFBS4v3E7DxaJG7Ncp0zHCeefrbmeql4\n2By526R2t0NryZSirjUP+xEpT5e/k8PIZDnzNCU2kdJ4J8gKRdNoNg8dVV3jnAPnCdKwWFVE3zOO\nUFQlmZnJsiVazxglCC4yzJHN1nJ5qRknh5KGQxc4HA6nPuhTb4Bc0hSKfhwIDMSgyGXG9YVivVAs\nljVutvgA3313pF7A2TLpzcOckxWRpl7y5tU7oi7Zt5ZMp9e8tSOEFFD8YDsNwVGIkokTeygCQhFO\nt4Isrpjj7pTJiGQiR8YMqQXWjcmhJTQTU2IxSYUMCi/SMB6huFjcIOXM1XnBMGsIA3WZAHqHhx2f\nfXHD3d2RGD153VAoEFlDVBnD7g3l8hxZLAjzxMP7Lcvzhu8/zhj7lidXK95vWqSUvH7fIfICnVc0\nWeA4CHZ3bynKBXPwVFVF3x1p24DzUJeSSBp4Wwe5EAhTkOeGGByrJmfTjpyva+73AzJYbs4qrJ0I\nMmHWTV4QhIGppbeScR4ZXWBdKkoNQWlmb3i6DqyWJZv9jNSRzcOAlIHtwTOMlkUhsC7SHXvyPDJb\nz3bT4rShEIZhnshNoO0UIf5/1L3Xrq3beqb1tPjHnkaeca2dvDa1ceFyEQoom2ALqlRXwQ1wCdwH\nd4Bkl43KgAwSqAAJhEQQCONQO6695ppzjtTTH1vk4B/eZ+Vj76MxDkfovbe/fd/7Pg/4lzRgyJFS\nKJo64SYFLIm762vD1x9nUl5uzLMYWImGbCqqWiHzctjnnFFoLl+tkJhFIORPnPqEkYppHLHG8+b1\nJfM04oTkfJi53BY83DuUCVgjSVLx+BRxLoKEppAceofWBUpAVprZjaiX0mQUEikyZE1VLdTckC1O\nnCmTotKSMSUKoZlSwCqND4HvvNnw1ZcaUcKHDyPeZSYn0NJjqmVc6IPj3etLHh6f6E5nfvCj76Gx\nhBD5+OnAzast68bRnSP94US1uuDY3YO0hHlZqM+jY31xxX/yn/5nv7746//uT/70pUS0vHllzgRh\nmUKHDxElCsgGqzKmMISYcdkhkWiluL3acRhO1FRk4G7b4FzCZ9BS080zblac/UBwYvmg7SF5B1LR\nHSe898wu015seD7sFw6N7/FEIIKAWpScc8ccHV/fB2a/FNUIkd7ByZ2YnGA6xSWm2dS0rSRRYKuC\n7jyy2zYIJNsVFDYjlGXdGnaXBYVK7FrF5aViHuB2Zzh2DmsBIfjqN1YkkeiODm0sVxcFoLjcWqYx\nUhaKHAXKaOq6IAtJWShIcHFRk4RGSsGqVUit2GwryhJsscQKrVkIst97X5KExkooCovwR9p1jUCj\ntKJ/PrK7vmLqTti6YfYZLROjO6JVSYoOJSz/wb/9js0qs16VPO5HpBBMLhIi9KPk6spwfXWNkRO3\n1xUPn8+8frUmzI67KwPSsLvYcnmxwcpMmJfuQ6k25ORIYulKJyKZhBTL21YgyMKjkVT1G3TW5OTR\naIQyVFVD8h7HjFYrUl7opVks8dUsl4NndjPbsiFJA2lGyRLCREwWaS1Pe8/ttQYMz08zujRMXUeM\nM7u7O8bzCT8FcgxIlam0wc0TX7xe85c/P3C5Lfn0cOTzMZKygvmMsQWzS9w/HKjrxefsp4mcIPnE\nFCRKS1aVhJRpDAhbgutIZJrKMEw9q6rECsfsE7VdVIx1XePGEZEDfp44DxOnISJzwImGwmRkdIwu\nIkWmVIIxBOqmRiiNixpJZEwWgccWhqfnA6TENPesSs3+MCAEi4vCR9bbgoenJUGHgE0tcUlSvEik\nRrfQdoWKhCg4nyOlUYS0YFYWDLtkjEdW5Q4nFEiDVpKibTifE93+QLm+pB88WkOOjuMp0awNP/l5\nRz8KUpbI7Pj8GDmPgfOQeeg9fS9Yl5mnEBb0elgos0qWbG42vHpzRdWu6I4ZaSw2e0JSyBSZQo8U\nL9FsVRHxuJS43aw4Tx4jDVJLvDBMo+ff/U3NLz8bJrcc2lIqJidQEm5uDCpnQhL8xc8WttvFbs3z\n05mnIZOl5MO3e37xjcMNE6ZumIaeafbYouZ0FoQoCDHSnUf+4e/941/fpfI/+8M/IWSQOWGExRMJ\nYloihUlSXVwwjAdc9rgYl/m4WJ4KfU703UgpK6zKS0lkiuSUGbOjUpo3l2pRXSaFkJbnY2DwnqYQ\nHEdL3yWOXcft2zs+fPMBITMpxZf8/EIrzSIvX3OkkdcYkzHG4p1H2YLZjdhsSdITmHl1u+V0Hpld\nxlaWbvRsm4xSgsImLtcl4+RZrzWNjVirKUqBUIrHA1ztDJNLJCRvXq/ZVIlx0pA9iZq21ewuaooi\nIbLh7s5giorf/lcvORw8KXm0TFzuAjlEspCsKoPUie400bQFfd+x3a5YNQYrAlUJP3i/4TzEJRFT\nak7Hjndvr4ghI2SiqQTdEJlmz827K4bjwM3dBd3xhBIFRaXQFKgUePVmRfSJadijbLWw+JWkqiIp\nCqJ3/NWP90izsO2HaebbjzNJa8rCUKjE0/NMqUdsU9INEik1zndI3WKlIQnDqrlEBkGlalyaMKKF\n7NF6wVFkP5Clpt3s8GNHUyp80Etyh7C0jl+IupVcoTBUwpAoceOE8hPn04wuIo6CuetRRU1RCE7P\nAyjBNAbcFFlfrhiOJ0gZ22zxLrDe1FRtTVUofvjlmq9/+YFPzz1fvHkPAjQz8xxRVYXIGdcf+fww\nUJQ1c152A0JVxJjZbkpA0dYaWdScupGytCRh8QGQlhR7no4LmmNlDRiDkAJFoCjX/PzbgVdXJU1Z\n8Fe/mCgrsEYxnEbicORwzBxOgVMXmGLL/Ycf8/H+pxz3R2KIVKuG7vmRNBwpVKRSDmM0r1cDc9LY\numB/TJz7TNcFjFTwQvd1IRNzopQJW5WQIyHl5UEGFj1kWhAqKfsXm2CmoeQ4H5mdQ2bJZtfSHXtU\nnCAnauOZZkXwgWHKODcxTgvGZPKRcUqceo/Mkt6N6GpN3W4hRIKukLMHNEpAwC/Y9WHg/v6ZYX9C\nGUX2PTOZIAJSlcgUqdsdgzstJUkMUQqmVOLSjBcVLnne39ZcNT2rUvB8DMzO0Y+J3UXF6Ri42FaE\nMIO02EKyayXvvrzlKn2iT4rKKjZtQZYVRmVyPGGkREiJtBUinHl6dgxDgJzQxvAPf+8//vU9EP6r\nP/pnQEZJuYDQZEYnTWIpak3jGYd/OQTyr0pK8uWFVkjFjMMnCC/qSE/kZmXxPlG1BffPjiwLlFjG\nTEOcOE0CW9TkFBG64PPhM+TE2laMaV6qYnkhWlZiQ0rTS7RxwiVPaRuc61AvbKDNes3F1SXTIOnP\nJ7ZXG0595HDoIUualSWHzOwkH35xzzx63r7d8epyzaf7A7rcgTC0jVrmxnqDpkcpxeEUiFKTZE1Z\nBraXlyR3JgtFUSpiEihjOfeRH3zf8m4bMER+/m1iiobf/OqKkCZub69ZtQUozRc3PT98U6N1Rb1Z\n8+6ywWXNygq+eZqRJJxqOI2O0izMxrqsubm0ICJj57FGom2DVBIRM9IYtuvM7/z9Gw6dx0dBThIf\nYRgEVmY+P0l8TAwztI1k8oLbmwuOvcLNkapQnI4BqSWXu0w3Gral4HAKy62OgqpUBJ+pq8WTkbIm\nZIfKEiXlkp6i4N133rN/foCcKKVmDmmJ6BqDxTCn/kVgpLCiYEw9+gXTt243bK8vIAe0zLSbLUok\nTF0wnnrKUmGqmjANXN1dogzgHUVdMjmY+o6yaTmeJ/ATf+dNSUwDwwSzH/nibstPv+1Yr0qOp25B\nMgxn+ljRts0CLBQJayWmKFA6orUmZU/nIs/Py84isKTrisoi7TJWUaVFZDiNkaaQuOTpZ433Ce86\nTkPmp1/veX1tUFnQPz2QwswcBEM/M5uC5uI1+29+jNGOlAQ+Sna7Nd1hwCfD7Y3hsU90sWHoz/z4\no6AuFvR8WdUIJOvNgiJv6oDSgqqEQmWKSjH2kdImSitom0y9UrgQ2TSCTS0ZJ4HVJWXR4MLMX+94\nfBo5ns6EKbC6WOGj5HD2uNkj3ExKkbrQvLprKEuNQBKywuqCOXoyUJUttZ7JMXKxNWzXJY2O+Fiy\nKSwpwNWrN+x2De12S6kiczBMYSKLSMgjLs9EF2lMxaubKzZtgZ8UjZxY1w1XV5q+S7y5yPz2V1t+\n9hgZXOC771qcd1TVjutLwzAHHp4ntNRLgENmCJ5vjplDB1//8onj8wMpzUthV2bcHJiGnpQycxDk\nAEVpGDxoK/ndX+cD4b/+oz/h8nIFWZH88jS7FNDSC6snorLGohA5ocXC7k8iEqVgFgGTFjfxhFsW\njlkw+oxC4WYW01dcqJ45Z1a6orYakwZUgkJCGzRWarIShKiWXhSCUjVYCTFFknzBLwvJb90m1jbR\nj4qZSAiSw+kZISDkmbGfIQQiE+M8cj4lHvcz33lXs9qW+CA5HY4M3YkxV0glikQAACAASURBVKwK\nw7pelH992nK9Lph9YhoctpQ8PzuuLxt0muj6E7fXW85nR9OUvL7bcbl2fHFX8XgQ/N//wnHoE2/f\nXnI6Oz49z9ze7lBK871bzxQtv/UbX/HtfqCbEt455rC4pueYWDUl50nS2EBKhqpZEUNcDthS4eaR\noi7RpuB8OOJHj7GCuyvNd96UfN479ueIkgJTFCQ34lPgcqPIZKYZVivNdl1gyoaHDmp1pGksMUWu\nriqk1aQAMYalGzL+9VVboJRit7WUpWAOgoSksXB7c8XQOSKR9XbL3J+J0WJMzeQGirIlO0dGELwn\nLRlnJIIroxlTXoQ+OdNIzXw+UTYtyBcmkwtoDe1uhzKaME+InBf3RtK05cuNUjdkIlIZmqKgbRTf\n+c4rfvaLA4WRrLdb/q8/+8BFI9kfez7eBxrrmLzEOUdOjuE80bQVc5bM/cyUJOPkaVYr/PDEOGc2\nK8vN1SUBGM9HhD9T1WsQiaLaouSIUZl31xuez4G5e2JwBiETxtbUeiT5HmSgMA19gJwiOSTWV3dk\nf6BqdzztR2x9gYwzRbNi8opT94xSFqM9pzO8urYoVVKVJS7BxVVL+ZK4chSQYL0pKJoVbnRcXRmq\nIoMqoVixWjdsr26pC8E0ZqIXpJiY4gikXzXeNYYkBVFGDt0z0zShRYF3AyDYri2DM5Rl4P7jQNsq\nhm6iNEC5ZrVaXlvb7Y5xCPTnmYfzzOgN7753w9N+gWaGwfO0f+Z8OuFdpg8dJYqtLchB8P7NDSpq\ntMns9x19N7PdFhy6EynkpX0t4HIj+MtvPPt9Yru2fH7qef2Dv0d/emLoJ2Yf+PDLmX4YIUdKA8fz\nwIfPI58eApXJVHUmOLB6CdmNc+LhsMicUpy5uGy5f5q52BhWleLf/N3/6Nf3QPif/vv/ge4wMLgJ\nLRUB/6KkW6J/IAjSE4QnC4VSmpXWlFpQZAMvYpecM0U2BBl/lcPvmCGCEksb2GVPzEBaal0CwZBg\nDJ4zjp1axPZMYKXmiyvLsQ+c04mVXjFn9yuUwqdjZAo1r+rAs4uk6BHASmpua7BK85vvFE/nhfET\n80LkfHiYOJ0mfvSDDevtmuw1xgqitpy7mXGW/P3vZZ7PiavdinPvKVdXtJVheyG4ubC8f3XN3e3E\ntpr5zevEw6D55j7Sh4ZxdIzdmXZd8unjkbJaOEvffXvN03HAVhuMFHx+PpGzpNAFj8cRoyXBBSKG\nh73D2Mj940hbwzAu+sNjPyCl5tAt6Q2lFFYttCStDG1TUBQFhf5r9ywMo+eLa0NWmsEtALzNSrPe\nbTmPmd1aM/Uz1miQBqRlvdK0pWUcBuZRYArNzZXm0CWUkNzerCE5UgoUpuTtq5razighkVXJ1e0t\n+/vPoCx2tUFEj4+eerUizBGRAy7PtHqNyZKMJmQo7YaNzVxfNFS1QmvLZq0ojEQqQ72qF45T9Lh5\nQmuN0pmmKJjmgDUGqxTWSrQAcsb5gWnKfPlmRy3OzKngeOz56jvXPOw73JxYrSvmbBF+ZJrAaEPb\nZtoqUIpAITPXV2v6/ZFV4enHxFUrKXXgl7/4zMPDiaEP+LT4LqQu6IcemRJl3bI/HpHaMs2RHB1Z\nCHTVUmgFUtNUa84uYqXAlC11LTl9/jnXFzV9zqx3F1RNxTw4gh9I0VHbmtPkEPPAZr2jKIslYWUt\nm7bGe4EgYmu79Gu0oG0agncUa8swQlkIXFJ4d+bzx5HnhwN+nBDCoUtL8oKUMlbapbTJImXSLOks\nWAi0KS2YljmNHKaJEGamUeOzZxwzSWoSBWk+M08O4SOPT3uSnxAKrreG7CBMB+IQWK9KummgMoZV\noXlzWzAcoa5KqrokeMnldrnFnEePBDwRpVtS9IQY+N6bEisyvdMYCbYyfOc6MYYS4kRdKx4eJ/7y\nJyN1IairxGZl+frbkX/0b2z48By53Bp8hBAEu6sd4zzRtBt8SMwu4GZoVw1CSU6HsCynheTf+3W+\nIfzxf/HHhAxRJDwe+fJP9mKp/0fcC1jNEnKgkpbEApZKOXPTSnSSaAyFNIDA4fEiYZNmlBM2L+pC\n+UIDV2LpGCgE+zRi84JXMEVJ3y90US0kbs64nIgvPB+Z81I8YWkWT2nmPEnW1YY5jEihmFMkiZr9\n3PPLQ+SylBy85zdqSxc1RWW5bDLD6DE2sS4nQtI4Lyg3Ddk5Ph8NhYGcR7LI/FvvjxxnuL3eUhaG\nz5+O9H3B5DJ7t8X5gBMlcThSmkzwmeNh4vK65ebugnc3NcPoETITo8D7if15oG5rHo+RkA1SKaS2\nnKdA9kcmp3l9aQhJUVaKj5/PrJqK43GkbkqMNrgkMFLz+s0F49wzTZ4QoJ88959ObFea1xeCh0Fz\nOg+I7KgLzWZbEVJgVRcczzPrWmKsJLhpYVJlxf48sdkUHM8LqlsZgdaZ9dry8dOJ97clTbnQUR8e\njhTGLAkin5nOI0prhDS40wklEmVV0Z32GKXQhVmQdDoQvOPqsmW9btjUkU27JLamMXNxVeKjoLCa\nUnm2G8u6iOxWJc45tq3g7rriaT9hrOHmItF7zdubhrZUTCGjtaBtVuz3w7Lkl/D54QlBQcxQlCXE\ngDYFpxHWVUbrwO2uxvmEMQpdaILzXG4r+n23zOPniU8PEVUohDSsa0kOjhmw1QVlETgdntk/fWI6\nHhjHmcEFirLhuZsZ9ifIgWHWRBLD4REHVIXh9c0GXRTc3l2gc2TsZ1TytHUmZ0PTFFzcXMA8IGSJ\n8wswz9Qb5snjYiJlSEmALhiHmdNoMNoT/ECYPN3JEZNn/+hf3DeJysA4gY+aec40tWHVLOGH5DQy\ngcUsZUsBNlt22zvKsqZsSkIwyGTQIjHnGSkMTiREdAsRLUV8CmhbkeMMusbFmeAUKQeGKSKFoJ9n\nChTK1mQvcS6xWitSyExTQqni5SZYs24slU58cddQ6pmLteBibZEukqzh+lIihUaSuD9GhFhGnv/7\n//EZKWaM1txeF0xTRMpIXVl+8nGm7yIxOkT2tKuW0/OZECTnwxGhBUMvQEmmYUIryCljpMRY+J3f\n+5c7lf/WHwj//H/8X+i748t4KDDnmSgiVS5Q6QWOJgRRvGCQU2TIE0EsI6HgBXPKVFIvjoC8lLXg\nRc0oDY55IYWyYCAKXXBKI+c8o7MkikwrDTJm5pyIOSPES9I1wcSSYV/E7JmCAv1CsZyF50e38NWb\nihigyJLgEu8vNGSN0pYcNffeYaXh1bWhqSKbtkbg0VpzvZn4d3505EevK74+DHQnRTdNzEEzd0c+\nnSxlrdg/HIkxkaLgOEmMLpmy4fl0Jk5L9b1d1RS14fK6oSg0MiWmaUaagvdXz0hq9qfEaXTM3uJC\n5vJyS2M895/3aJmoCsU0DhyOnuvrNTp7Nm2BSxqRAsqUuNGxP3i6PiPxrFcFz4fI998XxCSpa0lb\nGh7OkXGcaHfXrAvo+p5zHymKApEdh+NMzjPS1EgRGceA1YGcFX6eSVLikyYFR9tckOae7W5FDDN9\nP1KVBaWFhbRnWLeasjEIGZdlrcz81t9pcEmgTcF6rSmallVbUq3WrNYF1zc3dKczVgt0tWK1uaVu\nG/7uFw3Rn3l/pZndRGVmhJKIBFkZVJYMY+D777a8ulqRhKIWPZ1TPDzuuby+ZZ4duqzozs+8efee\nGDxff/vA5eWOXbuY6T4/HRj7mX/tqx33e0+7qjj2jqYqiUnh5xE3C6bZg6mQIlIWhrI2rFc1WgjK\nSiOExJQXmGrLaX9P9Bo3jLx5u6XzJRBxTuBPJ+5uK8pCEYFxPFE3G5QQlGXGFBXZz0hlkKrmfDiQ\nlWKYMkPXEeaJoX/m7s177o8elzTF+moZ24SA1obkJRFFnI/kFPmNi5FPe4/V4JxbeEIBYpSowqBj\nWtzAuwumOUBIXN02BB/RRcF6FaiEYLvRHMaERdHUFef+QPAJYyri5Gg2K3RZYnXNuzcbCCCyJhtN\nEAY/TyzBXUXOM0JofJ6IMaGlQmmNUhafPetKoPQCtPwHvxF4niz1y43n09QQTx/Zjz3dNHK1Vgud\nVyqMzjx1mdYmhCywJnO3Mzgk/Rzohp7buxXVqkb6mePJc3llCaIkJiBHUoigFtfK7HhZkoMpS47H\nSKET11cVQmTO+wlTSMYpEFzk9/7JP/n1bSov+slEzBOOiJUGgyGTUC+qwpyXslqRDaOYFkk7C8em\nw7MWDXOOaKAQEp8zQXhSzjRZM2ZPyAvLRwvNIZwW/hEaLZbxUk6SLi9CGCUMY3JIIbhoBWpsSSR6\nPy+H00v3QQrBJrV8+yT5dDbszzM+Jy60JceAyZpGO26vPb/zD1r+8//S8/WHjgXTd6KwGiUcTWv4\n819Y6nqiKDJtJTlPkbqIUF3w8PGJh4eJ3WaDLDRXu8iFlPis+ObDHp0FQmeksjw9nilLyzwvvlVp\nBaezJzLz7fGGcXQ0a0PR3PLwdKBQFX13pM+R9cUOqx3nk6CtE1kIPn96xhZqsWBm0KUERq6uamwV\nmIeRojZcbQQpGsYxM8zLbWp/XsB4ddtQF5LnQ4kQHdu2ZHQTMUauLhuG04Gunxj6BLpkZQpK1UOu\nsKqH2pJpmF1HYjHIlasVgYLCKFzU3F1p/r+/fGSz2XLTFvy0n7jeWUzZcP944Kv3V/zkwwm1vkRO\nPdpIhm6krguMhddfXDOPMA4dp+7IxUqRpQUFH/YQogRvCF5wtRVMEZSGOEV+/OEZKSWFNiQ0Mu+5\nuWpJ8wNXa0t//pqL7S1/9v/8OZ+fAqVt6M4DH7rEuobVuuX9qx1/9bOP1NUiR6oKg/ORqihRssaY\nRUA0jZ4sBLtdyfNx6WSstw0yTFxu1nz49IjMB7K3FI2mae84Bxj7MzE4Xt1YKtMSJJSmQblnCtvi\nI7y52dCdR7r9GT87uvPAel1S2YyRkSMF6Jq2nrl7d8fHjx+421aErBDKU2/WnPuO56cOrZe/73YL\nShb87Jy5WCcOo0CqEmvzUmA0kRw8t+8bzq5F2cS7i7dMk2PYPzMOM91RMMQDWcCuaxaHiLDM04jO\nihhm3OkJYqaSiqQaqiai9YlucJTWYqRk02jy7h0m9Hw+DDTNjnEckVHS1gJdNeSY6LoBhaCfMm3b\n0MQTP/nzTB9KPh6f0LbBTx+ZX0RTAD5LLrctf/4vntFFwePxRNvWrIygLEsuN4n/98dH0IarXYUP\ngv7cYZQiZ093dHz51vDUKxqr+OgG2pXmPGoUiWZbMXcTfecQRUldZsaux7tElgJrJV2XKGv7N37e\n/q2/IfzTP/rjX7H9jVi4+4viJXG9afHuxTMrFqmLSw4rFpCdSJmNWSxkEsWYIrZuECFQlw0hRkpV\nAZK3qwIRawpeVI5CYHLzgl0AIxWeBcXs80whStpK4oNiDB6l1EtbWlErg0VgRIkkM0dFThEpFVeN\nZnCZT+NMFwKFKvjpwfF//kWgrRucqAn+jJCCnAQhRCanCGkpcT2foG1Lop/JquRiXVCUS/qoKiXP\nD0dC1nz8/Mz5OKGLmrsvvkt//IQk0/Uz+2OEFJBWcugifuoQpmD2gnFwnPuZyTnWRnCee5zzSCFZ\nrUt++7uapswc+8TsM9Yu7UsRA00FiRKrFFpGVpVgvSq52Uq+vneUZlHWSKFIQlMZTZKLpe3p6JCy\nQImZ59NMSp7kM0aBlgljJEUheD54Nm3i/iEydh3Nbgc5M7ilLzB6wcVKI3LGB4fImRgSPk7c3qyY\npkQ/eFYXl1xtFMnP/N0fXjJOAmVLjC45HHrqwvLl65rT6YhMEZ0SpizpTidWNYgwcuoDhy7ifOY8\nQ20FU8g8PDuUCnzzYeLqwvJwTBi13LamaTGkpRC5ag1P+zO7laUfEp8fO5zXNKVglhv8eKAfHTlL\n6lIzDo62KSi1o2obVHTEnNisa2KCafZUdUVZ1oyTp20M66Yl6orn47QEH4QmlxU5pMXvsGoYzh1N\nW7DZ7RidoCokOUqCnzFCItVCi52njsPJs2o0fe/ZXu749O0DhW2QTb24IFzP/rTn/uETdX3J+fRE\nmBfGmHcd9/cnpFGUtaEpNGNcIIirZsX9fkY3dwz7B+pGMg4OKQ22cMzs0ApCTMzTyOm5RwiHc0va\nqsgKKwxKG/LLbrEtLFeXGqsMLkBRGIZuYBoc87nnaR/waGRYsPJRGvwUmIVGpYybJsBjlSbEBZej\nrWSOghg8hdJcrBU7MSAKwePJc8gS547L05FaBE9KWA5Hj59guy2orGddF9xdbTkOkUOf+enP94Rs\nqEuYvECmQKED1gicvCLWawyBz/cTzkM/LkrPsUug4elhxBTyBVbT4WLBPM2oqiWrgsMh8P0vV8yT\n4d//R7//6zsy+oM/+gOsapnTSBIZISxeeGpZMk4LKTOKjEiZmCJRLUhlL5ay0YGRmDKXzdLOJQQK\nrVjXgfMkGPMECfbOEclsG0MIcNMYEgKXXvSTCYxQrMuMUTWVCvis8R5mZiJp0SGSSTEzi4zKGUfE\n4Zniwl56nCd8Xtj5iMQxBDKJKD0/ul1uEf/KD17x7fOesqgRWMiC1dZw/3GkLiJCSUqtkNnx8aGn\nLSKz2OFjwM0DKQpctLT18kZ4+viALS54eh4obcG+j+SkeDp6tm3Bem0g9tytn7BGojJ8/NzRtgVv\nrldcryL9KMgIzl3m8TBRikxpEqREPwd++NqgtCbnRF1aLsoFh6B15hdPERUDq92Gn/1yuUWN4wTG\noAUURQ2uh+RBaMYxLMuwvETxfIBvPw8cT4mbrWF0iYuN4TTCm9uWHCZS8HzxxVu67kxZQt02dOee\nqkpoWzFESaMLcvYUZcl0PqCVZdMaug6e9meaImNFYFUlCiV4uN+jTUmIE9ZYsh8YR8/QR97eNPST\n5+aqJEXQpubcz0tiaeyQxZpVI5miful9LL4MrReEdQwes7padgOnjhAhZUndGvzcs6st3RS52hnu\nLrcoAW2jMbZYPrxSYAoJhcK7jPMTd9druvNMTg4yzFPER0/GUKx3FFbik6CtK5Qy1K3CZYORAllY\nkg/M08CutZAcFxvFaYZ1JWnKzDxF2qZhmme0zqjCsGk10xwJIVBYjVGBHBNSNsQ4s962kBWVLfDe\nc3G5Q2RFcJEYe2IQ1JvFeXB12bIuJs7dSAwJJRNSRLJquLy7wRYl3o2IINgfe97e1RQWNJ4cQSuB\nlYmbmxaZBautpWhWbDYGH5aHiu+9L/n8NDPmmZwMlco0hUEbAzkyz2cu1wUax26rqUtJWRjaVqOV\n4uJyhUpLiOLd65a66JlCZtMkTs5wGAaEKtiZFukFWggEEp0ldtWwKhPPTz1NJXk6LMj5OVVs1w1C\nzLRNSWUi9w/hZTeUaOuMTJHzFOlOkeMpkJNAqogSitkFktAM3YwPnnZVc3255vPzwNqMy/uplvTn\ngTd3kn/9d3+Ndwj/7R//6Qt+4QW5SaLOJUOeF/GLXIhmi5Rd0GCX2ru0FEKwMyUkhY/6hYIpmGLE\nTctcZ5IOIQX6Rf+yrQzdHDm6mT5NL3eRRC1qegbOIZB95pRmLJJNK7GUv5pFOjEzy4AVy2I0SFgJ\nixMBk8VCFU1QCkMUmZgSWlgaUdKNEmsk33w+8P33G07PE+W2YretOT736Krk8alHZMH1dUHbGl7d\nNWQkaMub28zNzStyDEw+8M0v9gynPeubO6bJ8epC0409VytFmHqUkmyqgVp5uqcD/+tfRr79dubT\nY8/52HHcT7xunwlJ0PhPZDfy0EV+8KqgNprCwL4XNLXh2EeOXaTvJ3ZryZwEZEndlHgnuH868Ph4\nguyQMpN1wXw+ETBM3YmqbXCuZ3IBpSXTMOCCJEVJTILNyqCVoK2XWfmqMby5zIzTxPW2xseItgVW\nZLQpmaYOIeBhL3DJsCo93STRIpF84HtfbDmePeO4+CWaSjMOAaUyXTejrGIYIzkHQkhMTuKDY5oy\n0kjOw4gEPnye+fBxxhYzqt6iiYzz8gQplEUSSCERouDmdktwjuQio8903YRRS6Fys7ti3WSIgSll\nvBv5zpsL+m7m2I8M/cSr6wZrEodzJGERcWa1apimBQfenR2nbmS9qlFSLN2dyaGYWBtPaRPJnRaD\nXBqYRUn3dE+MCUVi12iquiDppcw2OklR7cgvP09bKkLOrN7/iKm7JweNywWFSUQ3YW3i2Hm2q4oU\ne1II4HrqVnE8dHTeMs89hBElQaoKUzWQPPNwwNia0/6ZlAfcnJeU2/aG7729Y3ex4vH5zPtXF/zF\nL555/7ZF5jNWS6YpIRUvpUaNIIBaGE4+SWIElSNKZPoxUFjJ20uDTxaDoL7cEqcz7ariyxtHDom2\nXfN0zHhZs94qslLIcsXnjx0pJ5p1SdGskGnkadCc5BURy3ieF5R8zAxi8W0IsdgDRUh0Q8ZnQ0yK\nTR04HibKQtHHiotVJLiRoqypSoEQkvPZ0TaB4ALBOepVg4gTPuVlb+QjSiuESNjCEiNMExyOA0pq\nRl1hEWgFtrLs947/8G/YIfytPxD+6R/+IRnQYrnWBQJevkjiEQglFukKS7x0kUsmQs6csyNnhZIS\nFz1T8giWMllGEoQgiYCN+sUfkDg4jxeRtETQkcKScmASM7zEXaNYEkwpS6Yp0scJhWJifkEjSESO\nIAxkzw++3GLxrHdbXEg4D1ZBiSGlRV2psiSR8SFRV5aiKRiHiMxg9Uy1KhkOI7dvNvTPI199Jbm+\nsfz85x39NPH3fhj55lvFz7/eI6Xn9HRgdbXGGsHlpiILw+gnyiLz+7+VgBEbZqZjhxgHLraaT0+G\noxi4sRURw+triZ8TX/9yJhnBjz8ofH9GF4r9uNif9t3INC16xvNsEdowOEXXz3x4GmgrTX/ukEpw\n/ykQYqY0isZmsrAY4SmMpB89p5Nn7OHVbc2+T5yOjrqRWPky+xQC5zJ1mUgpo41lGHomN1NYjRs6\ncpqJMZODQylFaRPBjUzTjIuSuoDzeSbmTE7L8PF8OlEVChc9fs4M44i1JVoEpEzMAa53GoTBjSNK\nS7brlleXis2qxIkFrZKnif3zgNWR2QFyQQasC0kWEq0sPnp0YZnGicrCaT+Q8Rhd8vTcM3QTb15d\nUNUrjscDzXqDSDMxwrEfOfczbjrjncOnEpkktrCM08CqbambAhciq3WLVoKLVrE+fqaLE/3xgLGW\n/eGRPhgqBmxhF/5RdBTWUFrF/AJYQ1qkEZR5ZtVanL3DakmeDpSrd2R/ICmNnx1CB0TWWOk47Pec\nzpG2VTi5oz93uGBI9pJCOqriBc6mFVWhEVlxfdXy+OkjWUBRX6Crlhg9v/WjL1GrWz5/+JrLi5qn\ns4PkcP2Z09kRqcgpUK5qVqs1/eBptzWHY2SYMsELTueIrmv6PlNWhrqteLj32Lbh1XffYjjhg+bp\n8czTUaOMoO9BhYHCZJgHTgfH43OHEZrz2LM/O3Aj45Bws6dMJ1yQzFOkVAVRQItFZcO2qRBSkbKh\nqgStlVgxceoMQRS4CFfVwPMhUNXwzWfQOnE6nCms5unR8dxZhjExnGZ0UZCFWkItUhITlFaCzDSl\nQijFPI/klMhzIitN22iETMxZ8fv/+F+Orvhbv1RuVItP88L81woZB0LOFFkyMNGmhpllzqqyZBAz\nCoUQS2t5Sn4p4lAiZUKS8Dkv36e0PKkgmUQko0jCvSC2EwLzQrtcRPKLtnEpKi3cT08UkizglCd4\nQU6rbClkQY6JXkT+6ucHYg640/2y8EIh4xKBNbJAZU8hNS5mAh7pJMcnz811Sc4CWSje3Ah+ElbY\nOPDqGr7+pWD6qyPTnCg3Dc97jUtn3r6peXwONLsNVkS+eC/5s296fng5sB8DTSv5g//G4dCcz7Cu\nLc4JHr/NWJ2oQ8FH11GJgodnzaFQPLuJ+ZPFecfF3Yqf/OQJs97x8f7M7qohzBmpRlbVwk8aJgCB\nwvLw2GMLxcdvZ+qVpTIDMWeid0ih2N1c0h2eiFNcHA2VWhg2ydCuJE1t0NnhnadQEqkTUlVYW3I6\nPVOVBbNbInnjmFmvCgbnkAjGGbaFQZSOiAEheD46bFUweUlRWVTy7EzFw9MRbSumvgOR6McJP46U\ndU1dLcjzrnNUqxbnIjEGPh8kx/P5hcCZaNYVSEs3eLLItCSCmzm4ZQ8iVgXBC6Sa2bSGw9lR1Q3D\neWDsH9CFBpm5fzhjlGC7qfl8/w1tVdC0mmlKTFNitV5x6gO1NZzHnouy5jx4itKzrTxFeYFNe97e\nRv7n/+2Rw9hgi0jXGXY3lrbMfHw60gFNqbi63jFGwxwUQUqePz8jpebuu3dLbn46cb8XtM0zub6k\nPx0R/gG1voH9Z1a1QJst09hzOAykrLm6VPhp5vI248OKD7/c87r5iKga+sHSNDVWacYgqDUcB8iy\nQsiCJDQXW8vuyzfkHDk/fyKmzDQ6jr0juhkhFKvG8vF+4mJXoW3Np/ueql0xe8H1leAX3zp2RcJj\n+XT/iYtmaft//PbIal1Tr2seP33m8dPTr5wgZakobOboPf0UsTlihKZsFKIWMDpErMkykt1i+jME\nns8WIxwhx2X/lTMjASUl/SAwGG7XS6y7ri1lWdEEmAaHqSxKJ/Ynz2GquWg851Pkzas1v/zgKNoa\n10WkNKx3nsPeYaxC5sztjeT+WWJKydNjv/jjjUSx7FPbSrNZzZw6uFxVpL7/Gz9v/9bfEP75n/4p\nxliCW5SM4oUsOAtHnQscMxkBQjLjKYV6iZwuKSGZl8WOEUvsyyVPVIKZQBaJKASOJTGkZEXC8aJh\nQwpN5EXPmNPSWk2LRB25BAgyGVJaplkAUr4gLARezJS5JIhIFpqIx+YC8fJbKGEo/n/q3iTWli3N\n7/qtJvrdnfZ2773ss6psXBhTGImBZVEgg2UQEtJFMADsmjExEwYFA+YMQLJoBghhgeiuxAAGlmwq\nGSALl8oNXZWzKjPrvftue/rdRrN6Bmvf+zKLcmYJG9mEdHTOjh07jdYK6wAAIABJREFUdpxo1re+\n7/s34lj71JEQM+Q1xEBRFNRthUcx7Dw3D4kZjpc3jsVqyfurkflcsD0IZoVF1ZrdPnKhtzTDmjBF\nZuWEEDCvA7th4iA6fuu3Jq4n2A7Zn2B0BXfeoaVkF0Y8AZ0KjLMUQrOzFoFknxyjsEx9YrCJ3X6k\nN45373bURUTqAhcS+0MkJgNCc7LQGGs4DIKmctmvAEnSgtsbi7eJ7XrDbhtwQWDHrNC5fujROnK2\n6iB6bu4Dw+TY7ixnTy8x/cR6ZxlsPtdKCRSSTy4EP7oJlNUC7wyl1vQuYl0FUuQmm3BUykPUeJ9I\ncaIoK4bJgapoy4hURS4zyESKiX5wGJNLP5OLOGvQUufZflnS1RIT4dMnLTf3BpKgqRLtvGExL9it\nByaTfRmiG1h2c/ZjIljPMDjOL08YBsPp2Rw79ez6iaZpaU8eocLA6tmnGdFSBAYfGCbFn/jDjv7m\nBjUF0vaa26lAINiZktfv75FM9NbiZcMwRlaXZ/QHh91NbHaBxXKGmxKTkySpED5w9W5LihOy1FRt\ng/OWMAVmrWTyQHfK5vaaopnhoyIaS6t87slMFpEsKUpmiwWlLolSstsZjBnoOsHL14ZvfedTvAuE\nlFBFyEQ+VSCS5+TxzyHCgbNFh4yRpxc1gy8QcWAzBJyxmNHRNVl3LGlF11U8eXbO5m7PbL7kMBgW\nq5r3N45ZqegenbJfH6jKkovLOYnEMBpmJycc9hbTT8QgmLU1xoygPDa2bPf7zCVKguQc3kmimT56\nf5cl+CQ5TI4xlIzeUldgXETKihgdiUyOrUSFTpoYIMiGWNT0gyUkjRITyRvevE808wVFXRJ9QPjE\n/R68izgT8TGhlEQmjdae3giKumMYI7PK0fcZhhpFxHt/9EQB4zwqapQU1GXEBMk//Wf+/ww7PYzY\nlOVnhRAQP3jPlhjpUCn3ApKI1KmglQWVlIzRAgIvAl6kzFwlW0mm6FBCZbXSo9tXTIGQ9uhUZSMV\nIQnR/uTBHMs7CJBJkkQkCSiExgsJwtHGioGJLBcWGcWQZ/kyQYKIp6KkFyNgKKJipSqMlbgUMH6i\nqDpWJy3joScKaOvE6YVk/QDLTrOcK4axYLMZqboFh3GLWk+4bc9ffamYbEmnIndh4pNZy5f79dEo\n6AGdFGVSrIVhjADZYzXI4uPNnkTEYNkKqETFlKaP8LmDGGhFg00B4XL57vPbLX9kpil0i1VQSI/z\niYet4LQraCpFCg22trx+55mmCSVLVKnYbBxPn2i+eH/gyWmHnxx7H5Axz6Q362xOXpcFzUzx7s0a\n6yeSFTy6KDlYSddUFE3J+4cDT09r+sOW0ZVoOWCmmmF/oKqhKQWiaChLwTBO1CpPG0YTkEkQ7cgh\nevp9Yr6oMc4iyww17JrA3T6waBsmD4dhQlcC6RyrR2f0X77mB71FCcU4OBQth8NAqitQJd5ZvPc0\nTc2rt/dIrai1ppaOzf2GdtbS73rsEChOLuit4svf+B3qecHKXCHtyFAWDAOcNj3/0687pEs8OXXY\nxbeo3u+5WXvKOHD59IK1EQz7wO52S0gFd+92eOOZUsieEQeDilAXE34MvLmdWK1q7u4NJ6caMzzQ\nLVeYAO3qU+6+/D6P64JkB5wtGa3i/GSGGwxmAqFmwMTsdJFlNYodN/vMh7h8+oyrN2/5pT/2CVdX\nD8QQOD+dAzD6hCvn7LcP1Icf8ObVmq99rSbJhpvfnLA+cPXqjq9/9xNUoSmLSDSGi8sTNrueetkR\nxp6zVcMP3+74zjdP+PLdxC9855IvXl4x7XvqMjGbzbi92SCl5PGnz5iGgWAm6gqICm89jz97ym79\nQH+wHz01FkWJLhV2MjiXaLWg6SLt8hwzTiwvZ9y83VOIkk2fSNWKplSkXtCkhMHhpKMKkrKZM68d\n1o1UdU3JRJANo6tBHlgWW/pBgNI0nSPsAqWSDDYiyX4mQUhKqThdadbrAa0Ch1TgYzjm5OQpspZ0\nRcHu4DBJUAbL5lDRzGY/dbz9mQHh+fPn/xnwZ4DrFy9e/OJx3b8H/HNkd+PfBf7sixcvdsf3fhX4\nc4AH/vyLFy/+ynH9HwP+IlADf+nFixf/5s/67nyAAllXTGYgoFFCM1MlLggiFi0EUYAOklEYmljk\n+jBZBjuIiEwaKSXPLpeQDK9uBkiBs6pjmhy9nIDsxiaTR4hICPErb+MfM1ohJoTUxOiz/noKxywi\nK6xOR5eumZqxTTti9MdAJigpEULQM1JRYZPhZHXOsD9wflpQkOUeojc0WjFbjvzRX1jw3Wfw3/3P\nPf/EL36CCB7ne9Y7SPWCVTXyv/+u49191nKxyTCXJevoCUmw7QWF0JjkKKnomZhkCWSnuQ+lMBVC\nNuQRghHDQs8Z08TE9BPXI6VEz4AQAp2yplORGr7/+Y6njxTzGoJVuWYuJoZQ8fkPbzldNtxtB2LK\n5/Lb31rQNJJvfNry7vbA43nF6bzgzd4yqzWPnp7gXGCx+uDroNnsRobhw3UR3N57Hj1Z8Pb9lsVS\nsFw+4ub2Bp9qZDoQqwbvLSdLyTCCSZLLTPzl9GROP1iEiphDYDAJM0FwgfPzkl1vSEGSDgP1vKI3\nGdbc7z261DRNST2vCMYCNU8/uaSUI93unv9zbNn1Peu9pC32zM8aYpAYIzg7qUgrgdI1Jxcz3r68\nZ3FWc9geiDYwW83YbzdYVTGfyazhryJtKRn3Bi0Dv/27jq6o2DqN9Zp0/57VXFPakSujGfs9+4cD\nfnaKFoHtYaIpSppW4w4BgWDb95g4EhCclx3LRYcZJhCK0O8YbUGhR4KQvHn1msV8jo2SenVBCIHk\nLOvNDiUVMjqct0hVEQ8Di9UJ221ktipoqhIzWJarFX04IVYjVdxy2DtUW9IPhkXjqUQgJMHpo459\nn2hqjzWBcYLlRce0vWaq5rx7e0CrxLv7DV0n6N9uePpIM1rDZ89anHOcrRQ+TZysaobRsThtGfeG\nT7/7rUxcfbjBDiMxKGzKk7r5akGYetxUooVhfnZGgWQaDEoVKA40TYUJkfEAYzJUAkL0lCkwBYfQ\nDc6uCa5mfrpA9HvmaDaT57RTRAI2aPwUOJ8ZrtaBKRbMVhITJnpTkpTMJaiNoK6y90QpISVBSDBa\nj9cKO2WUlxktIkhEkrStQSmNPQisixiXewxm8ixWidEktpufXjKSf4Ax+T8H/tTvWfdXgD/84sWL\nPwr8EPhVgOfPn/8h4DnwC8A/C/zHz58//1BM+U+AX3nx4sV3ge8+f/789+7z912yGXsu94QsMMvo\nR8a0Q6YyQ/CSJ4hASSaZDYzIVIJQqKhxWHyKfH79ns9ver55XlPJEhE8o3TopCgoKVNJI+vMZJbi\n448Q4uPsOTty5d+RTAbKPLicTQghqMQcGycuilX2OhYFUXqssBgMKSUceXu3O9CHkU5EXt9Zrm49\n79bwO19s+c1Xif/h1w78l3/Zc7ks+Fs/2PO9v3bL3/phoPYTb99t+L9+N8/wJ7KF5pnqmEKiTBot\nYQwWk3KQssmQRJYSJwVIWfsFwEuJVYaRIyxUGUpRHP+nbFz/YflwLj64VBAdTgbubiemaULoSAiO\nzd7y2dNL/pE/8pSmc3z6pOXytKXUJU0Jl+cnDMPANz89I6VEoTTf/vYl7azh7npL3ba8fz9wfXNg\ntzsczcNHrIm8H9Z0i4aHjUVKyXanub2+YxwFeEPXlIxj4vREMJhIVUus1dyve5JUTCagxMRua7Bu\notKRrgssT0oOfUApiVCQlMSME4VuKEvoWpBSo4qCzd0aoeD9+xseXt/wxRvD/3FVobWmbhSLZUEM\nis1tzorGwfPlq1uSM6zv19y8veFwmFjf7JHJsdsb6ralqBXnS8VunzDGIcNItBP7beTl+wmTAvsQ\n+canJW92I0Ov+duvR344JKYY2N30pClxf7vmzbrHJeiNp+1qxmS5DWs+O11wqmY8KU8ZrWe7G1mb\ngdEaPt/17KaBhCd4S4g2B367w9uBMFliMnjvGaaem4cth8OBYfKEBJu9xTOCG7Gp4uBLipOvMe3e\n0D/ccTAVotaklEuJb7/4gnfvdqzvBx7WHik8d3cHbm4m9psDh71l2yv6vqdt4fLxnE+edQg8WgXe\nXw8gNATw3lNqwdC7/PwCyQcWc0G/uaFtCqpuRUIzn0VOTjuaCprFjMfnNV0jOFvU1JXGRsHsbA6V\nYnXxBCEDUpI9MJyjnLVYIXFJUpYlJy2s6hmnq5K43WWklGw4W9X4FDFT5j1Y71kP2Xf80VnF4fqe\nVaUQFDhK+lBTFIJuphnHQOxOqFcrYlFjJ4OZfC6hhxFZdZSVQqrIvpfsDplHFZJnpMcnj64bxpCl\nXOTPGPF/Zobw4sWLv/r8+fOv/Z51v/ZjL38d+BePf//zwH/74sULD7x8/vz5D4E//vz58y+B+YsX\nL/76cbv/AvgXgL/8s75/wmVP0QSP5hdsD3smLIKcIcjjYO7xRAKlSsxFS0iBuqzZmUxcUVFAqtFJ\n8rAW1KpAyMR35onXuwIfR0o0LgYWRUUMNedzz5Wt2I2bHFw+NJaJpJh9iGPMkD8pS7pugR8NY9jj\nJYxuQqGZpZqdEESRMkYcOF89YbN9YAwOlOBHDwNOegJ54G6pUUBvPa/fjHxxf4Yc13z6WcepHPhr\nb/aQskXoTJX4mJjSxDqVeJXtEnXUTDJj0ok5iIkEjnzMHwZ5iSKmcOzFQEwRZxyUR79ioIwFVmQH\nsg9BJImIRGFloIiag9hSNY94d+xvpCR49eV7qlpyfrrk+nbHt77xCLTgsNny/voOrSR93/PNb55z\nfbNh1WhWJwXbvaAsEs8uKl6+2XG73SOF5qRp2I0TF/VJhoOOA1prhPLYmLOeolJorVk0Eq01p6ue\nd+8di6UnhBLnDIiIlBLvA9ZayjJPLpwPVJXGWYmWHhs8xkFRjiQCWkHXCXabDUhJv7NsHgZ6k5Ai\nkRCMY09MiUZUhBRp5xXOZbnpSRwo6wprLYd9oi4SpRQkoTg/l9zerjlMPSGe8Oljyfvrifn8nGi3\nTC6SkqAsOwo/8fJVIKTIEBMhBAoxo9SCe9sTE8znSzZ9zzcuFnx+c0u4BiMC8zTji/sNq8WSNI48\nPp0RbGAzgA2Rk+qUrb3n8/cPfPr4KVIoKjFgbAEyIKOjUSXbMbBaLlARdnvH1A/MFy3ruz3z5ZxV\nVxCGOyZXc3d1x2zVZqez4LnfR7TbIlRNiBohJcY7nj0uefXqwKOLmvMTh/cKazzWRR4eAhfLisiM\nMSbU7IK27nG7PXhPUVYsFw2bdc58Tk+fQbFlfnbK/uY1Oibu372EVNDNCqSsCF7RLM6whx030ROK\nhGjm1FVFXUUKHPvJsD+MdOefIA9bhDGoUmP6A4tG0hce5yUpelQ95/K7P095+44YA+s31/hmTlls\nSVJBNJRa4oyhHwxDXZNkxRQDcrAgBFoJTJS8uzJcXnSYItBvB+xgcUSiDxmwkiSBPUHUNAqmo0Ws\nIZePampUWeCnntFViCriTfyp4+0fJEP4WcufA/7S8e9nwOsfe+/tcd0z4M2PrX9zXPczl4hi53tS\nSgz7njopFnJBKWoAvAjHAS6XEmQq8CGbuHjj6XSioGAUjiQig5xwRIx3DMZz32sqCY1oqUuNT4G1\nn0gpcb1XzEi0IstsxxghJqSokFIeORDH40yWQ79mDPssXxGzV7ETgYe4Jib7cXMhEjf7HWWSnK2W\nNKnIfIRUkFJuYtvkMDFDJ1NKLFXPz32r5R/6Zs1vvUqImBveDsshWHzyiCSZ4o6UHA6PEDneKyER\n6idjvxCCdITyhpRtB1saCvTReB5qWX5khiPiEW1VfNzHx8+KLD9ciYJ+H1mtJFKVFNrzcD9mtnCS\npAi3Dz2HXQ+ypK1qDjuPEJKbuwHTR6wJ/O0f3KGl4OpqYAyRR48XzKs5T09aHoaRQrek40C+3Rvu\n1z2HDVjr6WpBiIZhCoyDZ3O/5dALykKw7yXORaxPKFlx/zBQVQV13dJVJU8uC5q6YNZoytIza0se\nP11ydl5hrWfqs83nfu8o65qmKfGAdZGYEiYM7MUASRBIWCHwwrPf9URvKCSsqgVvr7dc7wyjVSQp\n2GwHQpS8ezeikkcATZm4vzWcXZxye7dnt5eMbqBUkuAn5qUAXSCERhUlUhRERtbhgT2GSTrMYaKl\n4fb6gCJ78KoUmUTEJ0e/3RJUQ5idcH/IQVHJhHM9l4//YaLUfHn9hvurNbZss/T2MFIVWW5E47l9\n/w7hB5SIxKOV6WffPOfy8pRUNsQkKec1ZSPYbA5QFSSZ2PcT7WKOj46vPyv5xrNAqbJJ/S98e0ZC\n0puCd7cRhybGyMkM9kZw8/YN+6tbNu+vMJs9XSeYncyRUtOPA0qXFN0522GH1ho3TawunyHbFe1i\nfrx3BU3ToGRkPDygCkmIkhgmku1x/YHt+p7BWIxLzC5OObu8YLZcZMc4YRCqYDSJ2affpr5YMX90\nTtUWXL36AdN+RIiEjYkqWSYjENHiY4FJmu2YuQ2z0xUhZURjN1MolRGSzkN3sqB3JYeHCTtZpjQi\nODaOVcSQJfttHOm9w4uIi4pIRCQPUh/7JGVGPVnBEH9f58yPy99VU/n58+f/DuBevHjx3/zd7Oen\nLdb0qEqj0BSlYXuInLVL/vE/VPJrfzMwpZ66KFEojHXICnpGyqiZjKVwClUoZtQcTI8Vjk25z4Yn\ndqA3gtN2wZBGTG+QSSFqwS5NRJPYTJ5ZNadFsbZbIA+UMUWsc4ikKEqZEUxmJKVAUVR89+f/Mb7/\nm38jY8zLGolgshMpebpyhg8HHqxle7vLYmEEentAixJd1iQRmaxBkmiqBfrskt98+Yo313u2yZNk\nZDK5vFMXLU4GvMk2j6rUlEnj3ciUJuq6JomENbnR3tYtMXqMMQCUZYkQirXZIgQURUFRFBzMiExQ\nlVW+FtaikkeW6uNrgaYoJQHPZB2fXwmenS04vYDP3wgeLSV7E7j9vGf0I9z2fO3rT9jdb1med/zw\n1YavWYNUcL+3BD3x9Wczqkby5etbpJSkUDKaic0+e0IXbYudAu+vH5BIVvWM5UJydb/GGMFnnz7B\nmsjt/S1NWzJrCpSG3W7PECOqOEMXAVnAph/45tNTpsny9mYkhMTTx0+ZpluuHtaQ4GKxpNKJHsd6\nb5jVNVd3AqUnxtHQ6ppSFjyYgeQSsZIUqUSIkRiykZP1gq1dw5RYlh1Cllzd3SGE5NlJx/quJ8iB\nu77ktG05eb/hSxeJ+0DXLHl7s8F5R+8n/tSnmt+4XXAYNwih2E4BLTQ+RqJNlKWiouLe3lOgmTUz\nOmr24xYvEidNxT5oRjMx2olx2FFVDYdgUXjOVjPur36QDZuig6rnd38QKbRntdTUsiFNG0KcKIvA\nvGkZJ4tPDjtOPNwrlqczrt7f4ibDsrLEssW6DcO7axbtDDdabtKByTic63h6XnByanj/9hVugvmy\n4/16QlUQqTC6Zn33gNKBk6aiXWlC3yOqAl3n5+v9w56IoCs1RbFm0xt0U/GofUS/3aCLlqHfsjo5\nwxjD+5srlIDLiyds7u/YHXbUbUnVdszaOZs3XxIGw/zkjPlyzuuXP2IYR07PLhg2PVMcKWTE3txw\ndlpyvx8x/UAhGiSGzXbDYEHtFeiW3bRm3u158skl6/uJbb/n5RevaAqNbgtutj0xQKsrqq5jcib7\neyTBITgmmzXHylKhqJjsiKOgqzpStJRaYaaBRbfAGIObeqKEIs4oC0/f7yja6qeOt/+vA8Lz58//\ndeBPA//kj61+C3z6Y68/Oa77O63/mUtbdRhGRmGowoy2jAzO8L/9ToUo4lHojix3WzaY5OnUigJP\nUbV4DC7rnPK1k5bRSa7tASkEq3KOUop9yCJYoqzQFBRSM7gJX3i0KAh4alHRzC4IdptnzGS/YWIu\nq1SxompbJrdDSs2PfvA3qYoGhGZZt2ynibLMLm6ZzC4oigKJADxJQF125MJURCaYlTNiDEQSt1++\nZN6tMP2OKknGZJmXC2RKGGEQSaLLgEg5ozDSompJE9tjOQjKukCmiphAyJKqglwCCqQUKMuvZv9S\navTxZYFmwFIUBRUVhhxIqryDjz2Vqso2jw/bHcNYU1Jwe2vxdwMloFPBkALbXeQweFYx8E/9yZ/n\n5m7L7e3Ao0uJM5JpsoTocUZxflJxsx5RQtFWMzSR6KBpWy4LRfICFw3vN1vmZcdyWXIYJooIWmYT\nFjcFZrOaspQMY+T9+y2ffjLj8vyEaTjw8vWBb319Tt10DJPhfpN1ZR5fLjgcEhZYns5Ja8HQRx6m\nQNtUWFvTVrnUIRMsyo4oEjIqqhKQNXdxQy06fAo8WpwQnWcTB06Linl3isIzOM2sSczlKSiJHHr+\nl8lSioLDdqRKCSkEjW6pZOR/vc5ZW1EXyCiZoiEKS5SSrlxgxICPnotqhRWBPlnKlFCVJglHjILz\nsuEqWZSAxbzOGcYhMeC42hxISVBXHXWs8WkgCEu0mlW74vb6wBQhhYgVDYd7KGVNN8//xxgl241l\nsTxhbTZ4YZBhpJ11uMHiElA0LFqYtS2H3vL9H2yp6o5gJaia1EdOVksQlrJaYKZEXVckN/HoosPb\nwLMnp9zdrVl0K2wSPD4rsS6iCom3mraGtgBvBpKsEMGznJ2w297jRsPp6Sld1/Hm9Q2rZc0Kz+zk\nEX4ceff+movzC4RuWNQT9w87WhG4OC0w056TU0tkBsJT6Io3VwfGw8Bq2XLoDUKVKDk/mlqNJDcx\nq2fgA2byrNdrurYl6YQQkrE/oEXBZ590TFFzfzuwvFyxueshjnRli5IVkUSMnhpFWyrKssD5hNQF\nSRS085JCRZxNzBdLnE0s5gGkxoclTfnTS0Z/0IAgjj8APH/+/J8B/i3gT7x48cL82Hb/I/BfPX/+\n/D8gl4S+DfzGixcv0vPnz7fPnz//48BfB/5V4C/8Qb5YIVjKOfs44UPEilxHtTbLSlRyhvF7pMwd\nf6RABEtdKXwULOuOYB27YEl1QyEsF3GB0xV7s0b6XHZKJFzynDUtg4FKFpy0Jww2UOlAPwWC3dGo\nOVMySEoEEkQEWWDilDVcEMe+QiTICZFgYwaUaIgISDab+Ry5DknkxrlMkSQkITlUUkf53YhGkKJF\nioJ+2HC5qunXQ/5c8syLFhMHiI5EYiY6DgwZHXWEziEFMmTZjihyM1mQ8jHI3A/58aYxwDQNlGWJ\nFGVuNJP1uqywHyGoH3oJAMREjWZg4l/60xf8+l8fsClRFYqrh5YYHbKQMG25vd9QCEk/Sm7utrx5\nNfG1b54w9Ae08gRRsX7wPPl0hk4FK2/Y9opCCr75nXPubvb0Q3Yn002NOkQePz7jzbs9N/cDJ4uS\nstPE4HBeMF903Fw/EIPAO8mzR3NwsNsNbNaB+VxytzWkNBGcJ6oKHz37fUDpiJ0czGrqrqAcEv14\nYD4vuLsbiSGikETpkLLChBGdEjub3fsy+iyn9qMZqaWkTSVEx243YbDUNJipYNYICANj8Hz7ySW/\nffWeOpZMckLR5JKP0ExxADKvI4l0ZM0LlJDs2CJQCOF5dPGY7d0NKpKPA8WJyvLY13aDEoquWNKb\nhPA9hVTUqcX5kVpq1mFNRcVSVZnUF3veXWsWs5JWKhaziputpakk1k54G5ioMG7i9PEp69sNSUhc\naBj2E/Nlg0oDo1NU2uFsYj/pLNfdlDQNiFpjvEDVDVqrTJq8uefs4gRRViybkjCMlHXJvp9YrFb4\nGBhHQ1nMCAKSi3gsITiCXDIdJup5zRc/est83iELjTUBKQc2+x2lVhw2B4QQXL95yfnFGVWRG7Ba\nRUw/MBcTv3im+O+/P6J0oj1UIHuij1SF+dinc4Pj8rzh6tqgk2V5XnEwJyTjcEnizMDbVxPzpqFu\nCkoZMhckVXg/sR5gGCdU07C9HxBizK5xBDQJEy1aNjSN5jA5Di5Qi0hRVIyTBy2YXL7WxhiWZ6cc\n+oFx6il0gws/vUsgfuKh/n2W58+f/9fAnwTOgGvg3wX+baAE7o+b/fqLFy/+jeP2vwr8CuD4Sdjp\nP8pPwk7//E/9YuB73/te+pV/+c+ipcaQdWVEyjhcKRR9mgjJI4SiQOaOutBUoiAmCMcmcBI5k/Ap\nsGznDOOemDRK5hMcBHSixaUsnrbeWKQUnJ7UXN/3qKPKKsA+9T+BOBIpn3wQcDyWkCyFnGcdpDSS\nyDLdTiRKJDblGKoRBCFREYIEkSIh5aCiEQihUEFRqRIhEugK4ScEkk3o8SL3Gz4M5iklajomeqTU\nH7OXSPrYm/gAnf34G8mH/suP3wvWOcqiAOTRUe6r79KpwAqLCF+hrqTUSFLGQx8hqbmPIQDJ49NP\nuHp49XH/dSz57MkMYwRVFTgcJKPTNMVEEjUpDDSzjlILjPOYIc9yqiJRN4GT01O+//1rZBJcPOow\no2EKMOw9Z6eAKKhKibEeQeTZ01NevtxgbKRqKwiRw96wOG3Y7yxtrajrIxnRS+pWYE1CKgdBYoIn\nyQ5CzzgEqjqy2UYSEqEkkxvpZJl9vpOlTAVjcsyLBkJgSB5EpAglg5xoY43HURZznO/xwtPIGTF6\nQvScdFUu4x0GejF+vMZztWDnt1mGPUFJhREenRQKkTkwKV+ngpKoKggDZSoohMSJPElwyRFEPPpL\ngxeJs3LO1gzZOCb2LKsF3noqpZm8w6kaDSzagrp0zBYn3N9taeYdEJlspFQFkNjsRibrKJREFZJh\nyI6HIiZEWYI3PHnaMo6JfjsyP18Sp4G6LXHGIesZWkRIJSE6ZjNJtCOPHl0Skub11R2Vkuh6Dni8\n9yQhWS5OSG5iPxhCBD+NWB+zXHgEM470Q0bXBRtQpeJyJUk+IYuS64cNTx9fMDlPkgULeaBZnPHF\nj66YNQlZ1uyNAmsRKmHGQD2vOBw8s5Ml52czgu0JUeKHATc5SDAwAAAgAElEQVQOlF3F5m5isarY\nHBwqeox1CFnyzU9K3t4KVHScXSQOQ4GbHC5lZ9b5ouH2ts/gDT/mZ1Y3mBTopMLF7DMuU2JyLns2\nFBqhCrwdOV3VbK3Cjpa6zPv+j/7iX+CXf/mXf99mws8MCH8/l+9973vpV/6Vfw0pjtJzSjGFibma\nMfoxM41JyCTxwn38nKSgpcCmDPUs0AQE9REepgQ8mB6dFF1RYUPAp4BCMB73U5GlJUSMzGczzGgY\n4nT0Qks5EyChhP7YnF3NHrPr71ApIuScECd0tDx++nO8vvodSlqMGEgp5AxAQBdLPI5JZIlunTSI\ncNRvmiFioBSRoqkxo8eliVlZc+d3tLE+DhbqK74DGSaaUg4CleiIKZfNROIr2OyHoPDxpH0IEBzl\nOn7sPaGyUx2elBxSZk31mNJReDBnbVoWOXBIQQqRjNvMgUQeuRvfenzJq6sHlJScdB0kTdvAfuRo\n+tGiwh4XFW0rOV1qjAVnbLahbDvUEbo7jQkfQWuNHR1CZ0MZQWDRVTifz8l6Y3n6tAUlmbUF67ue\n3S5w8Shr5x/2gZOzkpdf7CgrDUKxWGhi0ESfUUz1rGLYGfwx6bKjY/Qj4ujHMYqJRnSk6AhCIFNi\nTLns0xwnA6OY0KnIJcekOK9LdiYwXy5Y76eM3umWmfcyDpycLFiv10wxoFXNIexYqBYbHGOakFKz\nPDoEHvx4dJPzFJQgIhqd1XyBgjJDnUUkodFJMJc1h+O9UaCxSiJDoiGDK7LTj2Rezji4nsvHFxzW\nA8sOZKlJIXH3MHCxSPSuZfIlZtrSlhXdyZLdwxqtSqQKTFMerAbrSNLT6JJnn54QvETK3NAedwPW\nToyu4vJRw35rcYCOEYlh9ugbnDWWdzc9ZakZx5GTTjHFFhcNBIkqCzbrHd18xuWjBfc3B3brDZNN\niORoKkkh8yTk3Y2grRNSZz8PFyS6SJyeVAy9QWtNsoa6rtgeAk0Z0XXD5Au2t/eEKBF4VFXjjUUJ\njXETn373O1y9ect81aCGHameMe5GTpeR+02ePJXzmmk7UBaSejGnUOBEgdtvmAbL088e8ebLG/CO\npoPDIPHRUVUN3sHkD5SiIIlIFDWEAaEa2qpk1glG0TI93OJjoutqkhQgSqQb+Pf/0//w7xgQ/oFn\nKgey+Y1Eoo9iZNuwpZQ14EkIXLJAFpJDZEOJSVYE4XJzlUQkMghHcpF51VAIyelqidtPEAWFrDmk\nLYI8s7Ipm7ckFXHjIUNaRUE8yup90DUKJESKKCrGcUSl7M1ciYBPE0lFXl/9Dr/0tRmrpcL5mq7W\nXN1NrA+aEAtGW+P73REllXLHQwRsXNOkCqlKpjHzDUok1idEkke2Mx+hrx9m6iJJKllhwgErHCrm\nY0VpRMqU+q+CQWZci/jVxOBjMPgQJNJR7C9FNDUu2pwRHEsWIimSJPMyUMQYUKI8Zm/pI8GvQPP6\nek2pZhAt+73ha592DMOAnSKaxGw2cf+gUDLSdkXWHlI56J6ddUw+4X1NiIJ+3DJr4GQ549VhoBJQ\nyFx6K2uNHRJtHVgsZpjBAY7b3YBSivOLJQ8bg4oTScDLVwNFURGTpNIlIjn2m4EkFLqE+80BITLS\nrCkVe++Y6xoXA+bIQeEof+45mi0hMWQXtRgjOkpqSpz0OBJDUBhGwmaNFgoBLE4adjf3uKTZDRNl\npemHSHQ9QmqUUnS6QliJTZ5NGKnQICIu5UlKPHr3FcfXWhbZzy8mSAktKhqZPSMCAUVFwFMGqITG\nJkcSUKaCAcPB79FJ8/79e6IA61actIaiLHl8PmO/G0l4ZlXg2eUFMRmaRiB8x2YzIJxnPtfcrQcE\nBZqWRVcQnM8+IkXNsD0whUhixtkyMhg4f7TCDCP3u4iInt3NNfL0hEJnwlgIirtNgNIigmVymnK0\nlHVNnCZef37AuMh+s2W1aFjWkYdBMltoRhN5di4xIeKjYNHCYcxudD4WJBlpmhlrV+JDolq1xOnA\nZhdZnCiarmUYBuazBu811lpC6GnbOfvrl5xUmQ/jRIn0gdm8oDeBtgOkotSSQQqkFiACThaQwOuG\n9kSx2x24+Pon7N++IqGRpUQaQQguj1G64eTxgtt3t2gZCAF8GHLJszjlcHWDrjRVlMQoctlrASap\nnzre/r2Anf5/ungyAUoLSdM0iJQHPiciItWUoswRF5nTaARRgk8HRIJSFOikjs1b0FKxNpkx228H\nElk7P6b8UJ/WZwDHhypQxiYPfCngMGiaj+9JISiOvYBIxIcBZIMSWZo4zw47fuFrK/ZTzZvbxG/9\ntmQyeZa23Sfut45hMHzr6Zxf+vmWT85rlNCIBB01hSizLWZKCNFgSezigJf5PMRjQf+rslEg4jBp\nJApJipYgv5qtp//HJfdI8RXyQKoCpMBal0tCxwa6QhFEdprLZaiAlJKSEqRCJ8WT2RmtKFmqORGH\nFiVSNIik+VCWEkLhYs/ZouXiouN+faBbzDlbVTiRuLsbuDjPjO5pDNjRI6VlnGAyEW8s02GPOQyE\nGFn3gVdv13kgFBm/fTCW3bZnGj3LVcvV+5H1IXC/9lgn8UGy2Q0kPzKFgskIlFD4mLB+wIeJ9Tqi\ndSb3SZH49LMFGsFy2WBc5MlpQ+88yIZAIiIwyWGFRR1jqxeBjpoYXP7/UYwYVMxMWucndNJIdD4v\nCN6+fs3msEcomX0OfEWlNLPZjLkqcT6yMwfGZBBEqlQep0U5OyvQRJHv373IjPIy5uysSRWSApEs\n+7TngQMqSQKGkDw6SWxyFKnImWpKFELik8SJDGVWaB49zZLr42i433r60QOK9dYS3ITtPff3I+8f\neoQMeFnSj5lcWumCWnu8zI3n6CFEx5QqjNW0nUKUmmVXM40uq+rqgPM1CMXN7T7DfcPE/KSjWXXI\naNnsM6HNuQhSYhJU0lKWBYXuCFFSVxKdJh7uRg67xNo13B0UlhJfztFC8vnLe3b3Jrvj9QeCn8B5\nurohFEvqTjKYSCwUiIpUlFAoqqbl7NHjnF3LknoxI8ZI22nqRtKsOprTE6YxIAvNZjty+njF/NET\nkiwyzCRZpDNIrXAhMZ8rRKExHoSSSDzOOdAKmxzXb++IMdA1FVmaU+FiZH2d0XkiCoyzDJOlms/p\np4So2p863v4DHxCEEGiyj+uu39FQHeUrFpRIdIIVNZ2q6FjQiZYzMWOuZpSiotINtWioY0FBeeQH\nKAoqfAr00bPrd3il0LLifrwDkUsNZSqJIgeKUlToVOIZaVJNLWpEVLRqzoqOJkm+/fVvUCaPForV\nfEFNHtjfvva8uz3w+loQy4q/8dtQNjV1XZLQTMnw+r3ht3+UcKLIszqRscMuWSwgRIFPPYUqScIj\njnhi8XsavOljCSfnVkrkwearbeJP8CdAkuJXuIDoPug3JZLMEhQfPrfQp4gEK71ARiiChKQQCeZF\nx/1+TxQaqQuWYpF1k0JiVZ0eB54srWGF53q7Z7sxJFGglGC0jnmtaZqG/XokRcc0WXRZsn7Igl2v\nb7a8fxgAyb07UBYFTdNQSAVJYKyl1gFBCUem8fX1kGfxzjJFh7GwPow45zgYh3EDMQJCIFKkUSUh\nFRQq5bq0hFnTMB0MUSqsSYSkuN8ICiXZ+3vaosotW6GpqHAilx9TSlg8QXy4lyWlUFgmJIohTUiy\nCGJRdqBmFKJGK0WjM5jhYDcEbzk/qyirijEOCKnJd3OZyXJJo1LMPQPBR16JSJl0OIpcNppEJBII\nJArKo5x8OtrCSrzweASDtAyM9HLCJU8U/iPb3THy8s3bLLtMgfQenyAgmDU1UiT2Q+DmYUIDxmXS\n3OCyfHzVaZyNTLsDzieurzYc9jCMGXpcFgpnA2/f7xmCYDmfsd5YnBA8bA1t6Xi479FFRTQ9m3WP\njYLFsiECNiZapSlS5NX1ge3dms9OPY9Xkv0uy2t0ywZdSJ6cRloVOVkt0GXDzaFAlRU7m+gPE7c3\nO+q6olnMsjyO1vQ7R11A13V0c83i5ILziyUigdKCxdmSy7MWM1q8DfhpJDpPcECIXH7jE1SMqOLI\n8fEHpC7wMTFbnbA4O6Gol1Rdx/vXt0yhwsdIf9gQ0djkmUxPhcRjiCTMMNI2K5Rucw+TrCwQg6Tr\nOgohEcEfxZj/3qCM/r4tnWgxaWScDllwWkArZqQwsugUhyFxSI5OddTK433CpECIEmLEiYzPlV7R\nqBpPoE4QkmBIHoehFC21UPzf7b1JjKVrmt/1e8dvOFNEZMa9t+6tqtvdtKonyTKN6I2FZDZgEKKR\nhY7sBQZhLC9sySxpNt6aBQgkZIvB8iBjmeMF2AuEACEhIRb0AizbqO1yl6v6TjlGxDnnG9+Rxftl\n3rxFVUG5m7pZVecvpfLEyRORX7zf8Dzv8/z//6dPEy3F1sKFCYQhZoEmsm01SUiIge2V5qOnDpUC\nPnRsqophlvyjb/9jJNBqg652iCGQc2C9EiRR8eLYYX2Frmr+4ceCqZvwMhSPIwQPcWB46blq17wc\nCme8lJFikeYnmOKEERonwmu2TyntiGWXULJwmTU5TyQRF1V1QV7cX19lMiw3+qv+wasykbV2YSOB\nUIaUM2d/hxCCYyyN9UgEUYYSjW7GCIOSGTfN1JXGeIOjTNOyYoPHkQm0as2QO+7DmXdFzXe+/cA5\ndggsKyEY0szabEguoteBLmZC9LSmYg6R+2kk5sDLcGQdK6bs0bJCpcwUDLdXkqqpmcaevhPErKiM\nIOciuMMtnjCLFblnQgSLkJHkBZWZcSJhtcIHOPU9/TSwXW/LjF1R3GknX5qyczDoHDHC4LLHylJW\ne4VaKMLC+AoErkxFFyUqRYQSiKTo5hOIxG69RshVcbn0js36GqaB7n7Aec2j1ZZ+mBmzx4tlsod0\nWLnChQ6VX5XoChEg5s/LiSz9MStMMSyk7CRELmr0LGIRHr7RS5JCk97IG4VQ1KLlyenIrrllVJIU\nE/04I7LHOc0YA3W1ZvYOQfELqoSmbiwplnJlEAY/RYyE0/FIvV6jpcdUlskrkvQ8f3pmt/FUtUJW\nFr1quH94YLfJpFjzcpho1yuEPzM5w9oaHvoz83gPAT5894YPdp7OK150kUe3K7zL3PeJzZVhHCLv\nPpL0Y8/LFycebxTjbIg5cnujmYLknXcfc/9w4vj8iLaG3XWNUprj8xestytOdy/Z7Sre/cp2EXEq\nBkBYgQgDKMV6XdF1A/0YeHhZxHJKJvqj4zw9IFc3hHHm9PyBdx+XeSJj53j8/g13T79TkiZZMSe3\nkAksCY3Oira5JnlHFWd8LIWAyhQ/t+RGQmiIKRGSoWkFqx+8QXj7A0Kfh6KyzBEpNDlL6loxTplh\nSpxyz5V5hHeeBGSZ6PPMrW2YfEWlYfYeoQx99CgiylRYrUmzZGs2NLXCh5l1XuMCKBFZbR9zvO9R\nMmOsJYnih7+qDZ89ieysYciCLDKDF1RSlIldpkHgWTcT40kVqlhQnKYTBs0cIww9iIqmabiq4eXD\nSMgTkmLcN8/zksSLQiGkjOlUomS/PvULCfjVjfqqtPOqmRyWh/1yU6uq7BhSeF06EkpSxrx9zjr6\nbqYRlB2aKC9A2NezImTWZXuSK4QRJF9KVd6DFZbRvXogRnKcEWhaFF32kCNrs6Lz8Pz8gBCCrWqx\nTcU8TAQRaVt4chpI0w5tMsErujCV3zPDB+trPunu6dPMipqBiUfVBpETQma6+xP1boN7GBASlLFM\nw8SMJAjHWuzwaUbbFbhAZQQRRbuyHKdEKyX97FES5jlRmYahL5lpjJ4UNVZFXFBcbWuenI7UskEv\nFiI1hoFYkouFKqjJdGliCoZHG0t39iQEWSRsltRVS3SZmB1WJkxTHsZn72jbHbtVse2epEfmBskE\nshRD5ziwqd/FT3dLVs/nCQNv9IWAKU/l/KdcCBEpI0QmJQGMpeQpJSlEkkrkWILKWjS4nImiqOBP\n0z1kyeOrLcNpRNoV5EBOgdF17K4fYRSMDxPSKoQo/aokFSkkdFWhpMA2kuNpojGgN77sKlxgGI9s\nWkltAg8PD2xubkgoPIbgHd15xvWOq9trmHrmnPCqQiQQOrFtPN/6dCbXhuND5q4rg39WtqaxiaEf\neT5r2nVPStANkTA7hKo4+w0hBF48v6OVHb5qiC4wnQYQRxCFnKKNpF1tcC5AjoynjigTTaVpbIMR\nkfOxY/Rw7MuY03p7RXc6cv/0AUjE4RlZZnQ2fPxJz5w1mZnutx+KFXsaUanGIqm0grrCRYWaM42c\n8FYSQ0Yr8MqSZseqMTwgCWPEWEE3zcRcMc5fNKv8brz1JSODxiSJzhWeRJaFc2xUpmoK26WqBIGZ\nzc6SYqa1N4Dk5nbN7EszWZBYVZZaGVIWpBg45zOEyMOxYxgF90NAC8nkJSoPPNpJNq0g+kiKBq0U\nPpXSUpQaJcugcKM0TVMzu0jyA1omXryYSClw9olu6PiVX/46TkSEKo1BK4onSXeakBR+ucqZIGUR\nmsgSqz2uNPhM2Q4GPEZWyw2eeFXjF/lVuahoGyKfUxVjmksw0FUJBgslVWE/3xkAb14OzpdsMueF\n554ckNBSF4fXJSBFMeH8hJAVWhg0gpBcMdvLRaYrteR2K9ltKzZ2jbaKHBM72VIrSxUlk3cM554s\nMoZqybYs9/PdYongMElSqxqDoR8913pDLWp6JkxW3M1nRhd5eQf9JHjxbKQ1icePLNtGY5uWta1L\n/Tuflv5SIorIFBLH0PHydC6OsrFkz3MqO845LqwqQMgaZWDynkrXvDi+KGLANBFy0aAY+Yr+HKhl\ny+31FSklKrGCrHg4O6JagnFKBDLj5Nhta4QJBGFom0zXDVw/ukbXkpcPM8dxJGXFzARZFUKEqDG5\nIk/3r1leWsj/h7bkC0ilpJRjGcteNCli0cdIciyEANLnfaQRz665oVWWkD0xFxr1i7sj2kgmlwi+\nUDo1LTo5Qu9JydH3M5JAdomqMuVnpshpeM7xrlssQBT3TyZInqHvuN5tOHaJLFtScOy2GmMEp4dQ\n7CQ2Fatthaks223L+ez5+a9o2ioxDp6Pn2fmbLm/i2xWllpF3rndYlvJFAyjt6xXNXW9o103EBPK\nCkxdypiVTdR6Zo5rcgSrHbtdw3plqCpT7nUFLgb87JA46s01RhqEWVFXLS/vBz5+2SGk4mq7IZL5\n+KPn9J3j9maFzolt3VJTYQQos8ISWak1m3ZHLTVbVSMI1JVhDBI3F1M+rRTnEeraIlIxrNya4jQw\npnIv20rhIxipiUKg1I95U7nMNMggIhYJiXIyssB5WJsNz7uX5AzjVGqnYT7zwg88fX7PKfe45HiI\nZ5QUCK24vjb80q98dWHPJMTiRvr4yhQWRcqMs+U8FH8WIQQ+CqSUeDdRNQGQtCtDFBoXZobR0Zri\n2XN/BuJMyoJVY7h9tOGjb31KIy3WWq4ebUmyZIZKSdarGpnLDNUQXPHXyaVZ/qh5jEoCNU+oJIre\nQsTXNWKgZHry8xMtMpA+dzIVmcXldGk8LxTVuDiuvhbJvQooi4hJyNIMthgUK3JKuFhEcTHNvApI\nWlhgwuUJKRRRpsUMz9HohtrWPD8LXp4GnB+ZZ8+6hSmCDGUexSRnBjGRE2xswzRn6gw/8/gdpuQL\nsUBrpjiRc6LPgmN0r436HMVrqWMgyokooG0EZwfPnw1Mc5H89+5MnRU1ligiQxwJeEKeil5DFh+q\nKYyFWiwctWpRORBlpvNn5uCLp5XUWCmQUlNLS8zFYdNQobRm216zu3qPKCSyMTiRUCgqnVmtGnLy\nZQeXYVVZbh+3PL+f6M8DImUeHsr6KjHz8nkHOaJSYZpYoNYtQkjmNFJrw5DL7krk0lA0VJ9fIwu0\nNMu5LoQEoSRVc1V2CjGVZrbwS99Jv54YWEtLIvJyesa9PyKwaCkXZllknBxWCipTU2HYNZnzQ48P\ncLVbc/toTUiSZGpkZbBKk1xPRqJlxPsTSkuqBur1Cl1Xi4FwYsoSu9nxO99+SUqS9Vbx7u0VRtdo\nqSA4Bpe4uVa8uCtznU1lyTny+KpYswxTpN7sENER5sC2FtzctvTDSH86smqK/czsIkTouoFVa4lZ\nY1pLVRtikkThkdpg20J6WG2KdflwOrK++ZA4dbQmYuTMJ0/uednnMkNjcszDzItnZ1oZaXVgOA7F\nbjyWmS1T8CAztl6zWmsIHiEyarOmspbZF9q8IRC9ZwozScDxYeCYMmMO3A8ejGCee6y1eO9RpkYu\niWvp5Xx/vPUBQcmK1mqk0jgyTiZc8IxpwM8TK6n52tUNSlY4XxR7QRRGh5cKuZQ5MpLn05E73/Gt\nZ8/43/6P3wIoN3f2oCu6LvFy6kh55sX4gKk0662iXSkak/ijf6gU4GJUZAKzi2hiGeZNYPCJzk18\n5YMtLihcmhh6x+/cvaAfM2OYmcbAPJUHx+An+hB50T9g2x0GCUmUcoQWNLImuoksBU54Qo4YIUuz\n9pVF9/eF/MK/S6HLFKflBgfQubCLxCtF83I5CBLGFPdGpMLlCURhFQmpXwufQk4kMn0eivEfRbgX\nMuRF7xCFpB8cIfZlhyMFUxx46DyoWDz0kVyZDY/XjwCJC566Ndxcb3nx4PnK1z7EUjNFx+OmRqs1\nMZX5yTkXiuurLBZgiJ5z7nk29jRWUCnFsfNkN6OQSAHaLjuwpQFr5Q6DpVJrKpmZiIxiwlBhLCXI\nCctKboiMJCJX22J6p7NGUyFRyGxIKdL5iWkY8X1PpTQvPr3j/cePqCvD9uYRVW253l0hpWTdrllv\nKmROSJFpdUOMkclnKm0Ic+LDX/g6VVUxRYfR5TyFOLKqa967vkabilauy/FmsyQ6JZmpeNO/Ri6l\nwdJrImW68cXrcwogU35NJHg1RtbnReSZS5lJ5VScc8VMFkU46cJMN50RJM5TAJFRMnHqPN57xnEk\nDHe4ITJ5x0TAZsMcPBqDlJLz0fHZt58UnywrqeoWJSTj4NB1zeaqYRod95894Tw6ui5wfDijgGkK\nOD+QpWLVam7e/wr3gy1sn6ahlWOpFLSKWK9wMdGsFdePt2QkTSt5dL3DqMDGJoSoEYCxNZurW0zT\n4sbMnDSnFwPVZsN8f48gsdmt+ebf/TtM08QUEh9/3BMzXNcakcr/mVNgVVlsZfDZIqWg2azRWpLi\nTNtuiZNDxGJm10dNsC0Pp5EgJHbT0oeANBUPL89IQNqa6mpHK6DSLVYrcpQIbfDeI5QmhREpMm46\nk4PnB+GtDwgh9Yw+MqUBLSUmC+bkEVmy3lTczQPdmCDNhJS4uRK8t9lhI6gUkKlkvQrBL76/o04V\nNRt0LlTJmYQxmmk+Lk0wWXYkUjJPift7MCJD9vyt/6Vn3SpCSHgvGOeR4zBjbMOmsmip2TU15/tC\nnWyMwWpY5QYrK5CZiOd4PDJN/WuaoMrgxxMTI5VVfONnYPfY0qwqQkxYYXi0uwKZCbEM5MmyQWAQ\n0pYH4qKbAD4PBG+Wg+Irm+5lwlyOeIqdtdLFbE2IXB5qUr/xcChlu5gdOpVJcfD5w2Oda7SwzCLg\nFEUHIkLh3wuBiIGEJynBnMqULiUlKRtCAntzhUyCaZ45n04kqZjTzJP7e37n+JRKBj756FtEAo92\na3oPWgU2ckUlGyrdcnv9DkY2pelPmXG9okYlyYObeUg9WcCz8YwUlpwNIghaVWOoQChC7in9iQhk\nrFC0rIoQMTlUNsRYVNiVrOjdyMPRExZ2Uc4RI2oaDY+3V7SiwpqWzU4iyawqePH8ntN85vjQkWPx\nr8ro0uNQin62KJm4edSQyDzaGVZrTfDwrd/6FiEFFAYhJbVo+Mp7LU1dskBjBVoK/qlf+EWScGWG\n9yIinJepePAGA0nkL5QYS6AoAe3N85uXgU8GvVw7JRBIKYmxOAekPDPlGZcn1rsts0gMacCROE8d\nPoz0nWPOZ1wSeFdEpa1ek4Ujywat6+JZLMpAKlNVnI93dPfPuXvypBxTjJyO0+c9r+iwOmI1TFNJ\nDkTKiBTpTyM4R1MrqpWm2lZMrAhRoA1oMpbE451Cyswwp9fllMe3V1xdN6ADwq5ROjOcnyFiQDUN\naRrZ7DYYHam3G1SciT5h65amVXRjpqphu4J2o9Ftw2ZdU92sqK6vGMPyO25XNNuW9tENX/vwmt1N\ng1USu9tC06IJ5LGjVZLkIsl3XNcNKYKtm9JsjiMuZKKqMKsVLmViTuicubm9om1rGm1RCOZYWGc/\nCG99QJBJohBU1K8zFIFGa83D2ZGF4jz1BJGJBD55MfL0XCyoUwroul0ySPjHH3VEAbfXFoRmpdfL\n7FHB7WpNYxoaDBuzgpSIwaFy4uUxk1RNN0iGWWJrw24FtdTFYjpHrNaApB8nptHx8i7QzxOzz3gh\niMnzTrtFiUxT12xXG9Zmw2Zd08iaTdvy3tU1dVvxzY8FT5/NdKeBD96vsbZm1zr+2V9e42TRQOic\n0WQ20tJi+H23N/zCzYavr3b88tWGx9UWWG5sWayuix9RXkZ/SrTcAYmURza5ZMyFdQJhKsyd4rUE\nrdwQl8zQUGEolstOBCIRSXn4KynJebGzyEsZJQnmNKFNi1rM9xAzv3I9cXzxKV46RjEziJEu3OOy\n51//Y/8GIsNLdyalhGfm0+M9Y5gY/ITSurC5IgwPJ0J2kD1KlEv6nAZm5uIbJSSmWmGFZUodAYdL\nHh8DMXtqVoSiBmCKI46EJ+BFRtNgbItflMFDmMgxUMmKuq6xWpKywErLZmXZXq1wMVI1NTCjrWaz\ngWbX8DM/e8v7u4aqgb7PrFrLaqO5vanQIpLCQF1XfOvTp4QQ6IeAdxByplKazarl5p2Wr3/Qslop\nzkdBcJFExW4rOOeR3/4Hf59NvaMR60VB7xcjMkMtmu95jwkhyhRAIkLmN7QqbwT/rKhThc1lNzam\nAS89fmnif/XDb2AwDMeOWmj0oqVJJKY4EdNMLbdIyryt3DcAABBHSURBVANLCMHojiA0gokQHJaA\nyIkcE/US/KJMRCkJKdB3d6QQiElxHBLCNJjG0HWOEBIZiw8alxRVlXl5PHM6j9QK5v5MGF7QNAJd\nr5C2pVlXTHGFFILd1YY5KO5PR6YEwraECabugfMQadorNlc7UiqBo6oNSimGOdPUMPT3mFrz0bPA\nw3HCjxMPd57TaSa6iBeGpt6SpxMrm5C6JidJtdmRkZzPcP+iR60teZpQKVG3DXVdI7VH6IqkKrqQ\nIHvc7LEa1psGNXWlhKkFRmoaHditJCImTF0xecc8+/K8uPox1yFEEck54YhUQlEJRcqeOZYauUqS\n9c1XinEcGStr6mrHKDxKGMI0LaMrFV4aMpF5ylhdMS514hACs3M8hBODcNjG8qhZo7UmqYq2gpyK\nqlEpQfJF7N9nQWM1zkdETlgDTdWQcqBVpdknRan193ieD46YFTGkZQxn4u58ZIpw33c8e3CMQWJU\n5npXo43gk09G+nnis6eJv/MPYCOboqRmohIr4mL491vPBh4mzbPB8dt3M/duopHlASByaVpnioXE\n1t6isiLGI7W0tLki5ITJikaUQBJlySANFpVTGcCSK6TQxbMpi3JzY1AoFE15cKSIsSUAC6UJOdOL\nQlPt/T0n2eFz4MON5P+6W3ycKJn3RmwW3YTgb/61v15KOaIuPRMBShS+e9KGsxs4+pmRzJSGRSBY\nxiHaZV7F++9/o9TKUyAhGBkBhRMzAyPzQqt1jNgl0cg5MWYHssJEGDlx7DqkqJjySJZlXKqPjqo2\n1LXFGsUQR+ZZcHooSuivflDRrFvGASYXGLsRLSBTcXwojK/nn70kTRMpRsZJUjUV4xColS2aiCri\npgEiSKMJwjAOnmcvHFpo5nlme2XQdcX5nGmXZrzMHkSkFk2xU1ctGc8sS99HCUnNatEf2BKk8QgU\nMXqkeKV4L2W4RMbJsmZZFBsMJcpOrF1dESQ8+fQpAc/AXOaZpwxZkYVFCkHOiSlPRAIRj88TSq4J\nORJyQEpNNxTiglSJoxuJBCSRSmqaDALFFDwherQUqOmB832PC54UPCInQvLEkJjnTKUEWRl0VbOt\nLXXb0DvwLjN3dwgs0c0c7yeyyHz1534OKRVaWeZhpGkj28fvY5hIIuGcK0OQjGHyDmlrtF3x5F4Q\n5JonTx/wbkLXNWOWTD4sm87A4BStEbSNYr2psCogK0N//5LkRxJwc7tGSolaVfiYSPMZ01pSMJha\n0TaG7AO5WtGuGpQ09EPxYcg54k5nVrXAmIphVMzDTPf8BbauyNmTcaVc/QPw1tNOEYKY5DJXNCOl\nRIdEEosfUHacX35a7F0JiDSSpw4jN9gUOctISDNWaATFHvpuKtSrlapRGnwy1DohpWbyEGZHSqCl\noJ8d6wbcVPoFsw80WtL3mlpV1Dox+0zKxQStXluQ0DvPZl0zdCOtkfho0EZwmkaMWXE+H0EbVrZl\nDBTPIlORpgmfE8Ep5iiwRi3ZjyFHj5eWbS05zw7HTBIahSDImYd+JgiBIJaatrLYmAk5EHNAUQGR\nfr7DCInJFS4nHDNaWIqpRSkj1FVDyrE0tbLBK4eiIuQZKRSJGZMVYrnFjZAkWRHjBGEpMcSI5xVb\nKSL0BuKEEIJvnpYLczFbyznjjaDymlHE4vAqNX7hXhcKpSThIcCq2tJNL2nlmkhLrRWncCaTkDFz\ne/0Bz598ghK6jBOcHkCApzhTJlF49ykHBHERBBZdgFYVPgx0ElpKUB3yiZYanzOb3Yr+3HN6ODLi\n0YAUDZPveef9HdPR8fSzE7tri1lt+M43e6QWPH9+x0MX0dKC8PiY8F6hHmYe+hNK16Q4s16tEdlR\naYVcNwxjR20VyMxD51ita5L32Kbl9DAjpafryiCiICKj80zZsdMrzn4iJ48VNTEVXbvMoCVYe01M\njskPbJuv0Q9PEMIQ8aQUsKom5FLakgiErPF5XkgICSE007ionVNXrDVe2agICIzI5boKpEJJzRIt\nDDORKCZkSiQhifGMRhOTQmpDrQ3edSQyMXpCzkURn0SxRk8jUW6wKpCwuCRIsQSMWkaCqUguYSVE\noXgYPUYkTN0icSilCarh6kZydoocZubhnq9+7etU0jMbS1YtjRjJQjL1AyEJhK6Qcw85MM+avj9B\n8PQRrJa4ILDWkELkK7eR2L5H0xoenj9FVO8QpprjKZBHT7XKYCzTqaeuBA8vO5TOCAEqRuqrK6IP\nNBvL7CLDKAgSpDHMXY+UME3T6yFaRsAUIt6BVJl5zuy2FacxsWorhtGwvfneu8RXePsDwmIxPeeM\nSqBlsTWQSRYaaFaIXPxuTJLFFZUEcWAWYplvYAl5JJMxgM0SUxt6N1KlmhgDwbTkccaIhJsTSkrC\nUoqPQbPaSPq+cLPP3mOFIubAOWmUFDgs7eMN/bmjqQQpQEqJrBIORVtn7oeIEQ3rXcsYBSKHwhiR\nFVFWTD4U1YFSCJnKg2nuUEIwp4RMCY2nm8pgnsIc8kRpkFmTRCjOpJmyE4pDWTMUSmhIiVpUOBJ5\nyf48M2t7S+efI7MliKIoJZXsudJXhHxiZ9b0rqdOFU66pTEJUhpiyqRUdLOImtZURK+KmD6BzwnL\nCnyiV8V51on0miprskUJxRx6jCiW2yUCaCID5DKUyGeo2BAYOc/3GLXBCYELR6YglnKiYBQz8/EZ\neSl/wbILyYDIr0taYvF+SikUxpUsgSel4hmV0SjTMPkOKONc1/U13flMyhBEwiaFx6PkQCTz0WfP\nuFE1fRQIOVEH8CEV/ydhyi7XJo6TQyIxEnpXCAAu91xvrgl+wnvDMYZiSJfAhJEPPnyP6GYmJ4mx\nGNHppsFosFWxLK+oGSlU0sHPrFbXdMNzqtTg5IRfyjghJ5w7YbNBCMF5+Ki4BmcFS0+kqTWnKSxW\n6p+bJ76mOgMy5jJND0WVDUkqlDXEyeFEsaTXGQSy+ELphjkWq2mRMkm8UtUbgsgYMrVStFdruk6T\nhp6RESMqsqgQacbkhK13rK5qdPBMczmPSicQmqpukTKi22LVrfSaXkZETKxXipTKAN4YHQ6N8vcI\nWRUjudbiXERXhq470QVP29YkUaoLdSXoQpnnfH8a2dYaYVuuKsv9ceCmNYzjzMokPAqdHePgEFEw\ndR0xODY6MrYWZRTjPCFkZpgzWkuauiQrTgnODyN1WzG4ci9qBm52DcM4Ucmya37/Zz/g9PxIiI5p\nljy6tnRxxiuDwuNCcTQOIbBrBf3xc8Hk98JbHxCssGi13MASUhYIpYgpIbVAOY82LTFm5lxG4VT1\nNWKaibKYnSkyIhTF6ma7BhGZ+sDWbLE20I2SODuUEkShSSJTGcl5dMgU0PWKYzeyXlXIyWOiRpCp\nq6bwf0UZv9ffHbGVKba7QhEnR12VUZ/KZt5rTfHOGR2Ptpa23eLTxP2LASMic9K8996WoT8yz0uJ\nxxTqoIqeqBRJmOVGErTNhn68K7MUMkghySkvO4GEWVxgM4pIoNDeM1lmRMx45UsTOY6L5UJApSIe\nci7SVDUhnBBR4JyDbMgadFpRZ4HHYZuG1EeEmElZklFIMmiDFFCJis4JaiPpZ1DJghCLe6rDyIpt\n3TJOM40qtiRCQXCRdmVwzqJNTdedqJstwo9MPhYLiBSwwiDECisFLgYaU+YVlyJRixWJkIoteiLj\nFs+qIrYrfj0Z2DUrhMg8TJEVklJo1IhYPH6MWGEkaFnmOowus1Iau6oYJ0WjJXUjOD14bG2YR8fk\n6qLg1pLbR1ec7qcyC17A1bbG2Jbx3BGjR2sJyhKmidPQsdvuQFSYNDNmyWmC8bc+JWW/+A0mbG3w\noydlwRRGGm1YParoB8h+pmkNx2PHRqyYxQg5UlHEYFEYdsJwihMqa1jEn16UuRmShmHoUcgyfElo\nHMWyPUtLjGWHF4RHYTBmTcqBEAOTG8tITQwm1wQ5FY+xXESRNTUhJdoK+kmDzMhsSomHUhI+HzuE\nyNjtijwaZIqoOiNocC5QN5J4Goi2RluPrQyn+54EWFts6DebFfPYI+dnWK3QTY22hpAEwU2I0JFC\nQmpFStC0gpQHbFVx7nrqtqJqHjP3JwgJYxtIgU3lkAJWzQa7qjgej8xOc7VdUetMToFqW6GMpe9m\nmtpib1cMJ0fwGWElIpWHdWMVZlMRQ8Y7RxSaR7ePePnyjuA8WWTevW1QKhODwSBpm4QSNf0kqPKR\n3ToidMPX38l857OMXLWsZCRRY2RmV8H9WWLamux+sDDtrQ8I//lf+8++7EO44IILLvipwFs9D+GC\nCy644IIfHd56ltEFF1xwwQU/GlwCwgUXXHDBBcAlIFxwwQUXXLDgEhAuuOCCCy4A3lKW0X6//0PA\nf0wJWH/xcDj8B1/yIf3EYb/ffxs4Ukjl/nA4/Np+v78G/mvgQ+DbwP5wOByXz/8G8G8DAfgzh8Ph\nf/gyjvvHEfv9/i8C/wrw9HA4/L7lvR96rff7/a8Cfxmogf/ucDj8uz/a3+THE99n/f8s8CeAZ8vH\n/v3D4fDfL//2U7v+b90OYb/fS+A/Bf5F4FeAP7rf73/xyz2qn0gk4A8eDod/+nA4/Nry3r8H/E+H\nw+EXgP8Z+A2A/X7/y8Ae+CXgXwL+/H6//0FWqxd8EX+Jcj2/iX+Stf4LwB8/HA7fAL6x3++/+2de\n8L3xvdYf4D86HA6/uvx5FQx+iZ/i9X/rAgLwa8A3D4fDdw6Hgwf+BvDrX/Ix/SSiTEL5In4d+CvL\n678C/GvL638V+BuHwyEcDodvA9+knKcL/j/gcDj8r8D9d739Q631fr9/D9gcDoffXD73V9/4ngt+\nAL7P+sOiT/wu/Do/xev/NgaED4CP3vj64+W9C35vkYH/cb/f/+Z+v/93lvfePRwOTwEOh8MT4J3l\n/e8+J59wOSe/W7zzQ671B5R74RUu98XvHn96v9//n/v9/r/c7/e75b2f6vV/GwPCBT8a/IHD4fCr\nwL8M/Kn9fv/P8YUpvPA9vr7g/z9c1vpHiz8P/NzhcPj9wBPgP/ySj+etwNsYED4Bvv7G119d3rvg\n9xCHw+Gz5e/nwH9LKQE93e/37wIsW+RXDbdPgK+98e2Xc/K7xw+71pdz8HuIw+Hw/HA4vArC/wWf\nl0B/qtf/bQwIvwn8/H6//3C/31vgjwB/+0s+pp8o7Pf7dr/fr5fXK+BfAP4uZZ3/reVj/ybwt5bX\nfxv4I/v93u73+58Ffh7433+kB/3jD8EXa9Y/1FovZaXjfr//taXJ+cfe+J4L/t/xhfVfgvAr/GHg\n7y2vf6rX/630Mlpop/8Jn9NO/9yXfEg/UVgu9P+GVx7T8F8dDoc/t9/vb4ADJRP6DoUK+bB8z28A\nfxzwXGinPxT2+/1fB/4g8Ah4CvxZyq7sb/JDrPV+v/9n+CLt8c/8SH+RH1N8n/X/54HfT2HbfRv4\nk696Oj/N6/9WBoQLLrjgggt+9HgbS0YXXHDBBRd8CbgEhAsuuOCCC4BLQLjgggsuuGDBJSBccMEF\nF1wAXALCBRdccMEFCy4B4YILLrjgAuASEC644IILLlhwCQgXXHDBBRcA8H8DUbepYugbL+8AAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skimage.io.imshow(painting_rgb)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "histograms = {}\n", "for i, color in enumerate('rgbluv'):\n", " histograms[color] = skimage.exposure.histogram(painting[...,i])\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAECCAYAAAA7JjqHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for color in histograms:\n", " values, bins = histograms[color]\n", " plt.plot(bins, values, label=color)\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [], "source": [ "painting_luv_flat = painting_luv.reshape(np.prod(painting_luv.shape[:2]), painting_luv.shape[2])" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [], "source": [ "result = np.histogramdd(painting_luv_flat, bins=100)\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [], "source": [ "values, bins = result\n", "values/=np.prod(painting_rgb.shape[:2])" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAECCAYAAADw0Rw8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plt.pcolormesh(\n", " bins[0],\n", " bins[2],\n", " values.sum(axis=1), \n", " cmap='viridis',\n", " vmax=0.001\n", ")\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(bins)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" }, "widgets": { "state": {}, "version": "1.1.1" } }, "nbformat": 4, "nbformat_minor": 0 }