{ "metadata": { "name": "dct-example" }, "nbformat": 2, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": true, "input": [ "from pylab import *", "from scipy.ndimage import filters" ], "language": "python", "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "s = filters.gaussian_filter(randn(1024),2.0)", "plot(s)" ], "language": "python", "outputs": [ { "output_type": "pyout", "prompt_number": 2, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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h4mYZqGLQ0+O0DFQxMJWjoPPIgxiVqAhqGZAYkGVw9KgIZLe1pV4LZRPpYgZk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\nvsFeEBgFft1EPLD5gy2DwSHvxYBmrn5iBox/KAC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} ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "def DCT(N):", " n=arange(N)", " return array([cos(pi/N * (n+0.5) * k) for k in range(N)])", "imshow(DCT(1024))" ], "language": "python", "outputs": [ { "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "output_type": "display_data", "png": 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aBlJf9IZnpQgpeuJIbEV6uWKdKgahGaCD3ij7mlXeu4sFuwQ/yqtfqf4obK3s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R+FBNmYETOn1VtKUaMDpzBJl3NYi0bekzaECzvp8Rc32Gmqsw15OhXksV7ZE69GVU6VSvR1lG\nDZ02kJjmIlKyx7Qsg2HHYWQLNbHWiabWwA3DN3UYLE6iOHsKLiVJtE8fRvTEGHOrJD5rGjPpRisl\n6yW0V8jhWQDpC0bQfjfAoIYVteb1WOSqU2BujJx2MUaplkQ6auKtlY9UvDtRk6SZJq4hJyOA1kV1\neKQJCZYdj8eUaHovTyAmSI+5gjBS739J285qHD418Lb+C+ym3KXjxWQ67YUYacRS8GwHVvMf094t\ng3yyE6aT75LfOBPr0kYUPd5TXrAS9/5X1E1QReqhFw5+d0g3mITjw2EUNieTXDmbjW1vSAzUR/ql\nBkGurznvuoSlz9OwnlfCvcrZ7BU/44O5FTI5QoI8ovm1YTHbehOokxPxrNubHZJ3vGi1Z0xaFufe\nch6UezLNuIamUinK9fSY0V3B8zJrbGZ2Yfq2kSiXiYzXSyOvwBIma+FelsJjy6XMcsmm+a0K8Yum\nsb7uMWHdcxicokrAy/fcWLCDyelPkClR5c3ScSx8eItqzcnUarTiHV5AibUzCiXpqA0YUaE2imlm\nDgOa02jsSsDOUJ3qOhuULWJQF3lTU9qD6dp6BuLHoeEcw9B8GwQn1LHaE02pcCG6YRVYn86n8Htf\nLCfl0Wk1hvRPelhdyObTPT0cM4S0BlXSdEYfG9MhPsu1YvxQg9FpA+Skt/KoLfX/iPNQamUECeQY\ngPwbGovsIKedApdexAcCUBy5zXWlNfBrH6+Xi7kfdAEzvQussz+CukU7MtvLOP5dPT4eJzjmewqP\n3xPo2DHGycKHBKhd5PUPP7A0+holB0y5c0oF5w2veNbyPZV5J0nZGYDJTw2k/ppJeOx6xKP/ErN9\nOi5/5/HseDUfzk9nbekTbk6ZyLjnOQyuktAjlGNTz30ea/vyR+bvtI6TUK+hxzHVU7xQsOek/VU+\nOykw2ijE1LeHxFwNggyqSDCTR6u3F2k7JYoqxphuPUiKxhgmfT0MyqlRVdrJeKEyyTJ9mFbC4JAM\nbVJteKRq82mkA2t9ecRvJXQ79uIRoU6MbBLOhnL0qMfEGwAAIABJREFU7B/AetFDHDPkeTUkjZd6\nG/VxcuivqkVdGsr7dJko30airiHmhtXYNsvzZN4Yi2p7eGbmRMDcBGT/tiF6+wjfpL/j2sgcVh8J\nRvm3mXzeo8ji1tdcZw5+W6/CHzI0mAkZr/+Gas05zJBNQFbfjDHzGizvQNmeBL4qe0Gktjrqs1LQ\nOaZP258JrE58wcu2r7D56jLSxz0p/W4QD+lYXjdvwX36A1pOLaBuWRe+djGED+7CcewJaYNfMChR\nxiS9gj/Nt2MdHkxVymJSDJVQ2Ae/2G/D5EwIVc0bSPOWY/ipCb0GulyIs6JW/BWxBldpGwhAIC8h\nWuREU9sqrJTPcVr5P6jKN5Cm1EmH8hwcFK4QbHIYO/VkUiyU6XMfj5vpFb41uccswUOyHF2Jrf4S\nB4XH/DR2ki/V/6ZFV5PQF2vQn5hCVN0WxstEImvdjei6Ggor6zEr6cTNppWEzbos2p8Kl0X0BEtY\n6VnFGb9xfHEyko4ELZpP1fLthFJOyc1ld/BLCrdqIjhTyI6/s7lS78tOgyvEj9dB79dPmKxq4XWk\nCduqzxE2Tg0Vyw581pSReFaeRYMjRNgVYGvXjcPCBvI/iZlZqEa4WgY6EUJsXcZolq/AP1+TWtr+\na1z/py6JobIGZOWRDFbDoC/SCrGMVSwDxzeMlASAVRnD9YDQAvmRUHorNqBsfJnm9B3IWMbTl6NN\nn7Y6KvlxlMsvxbj0DkX9QSiLP9D0yZMWlyHkT/eROdMJnbuZZJlOR1iaR3mKL4M2JZQd8aM1qJea\nIw7kTTdGmNzAm7b1aGt+5PbDvei7JBPxcDEdXvI0vDXgpvNmrEuy+F7+OF5yH7hZv4VRizGKEj15\nP2sCordKXPxyK5o5Q1x13Y6laQ3vqpfT87UyhRHjKdrrT2emIYlLZyKjIEeITSAeS/oJqVmEzX9k\nSCvyo3WNLaP9Fryf6YabsTo3HMYzfd4Yr7unY7h1kJ68cWSvVMNSYE6MmymOFqpEybih6S2goN8J\nNfch+jptabKSRThiQq6BPPqtaiRqq2LaKEuEoiEWcq1UZtiAfTnGD0x55TTAtFgxj4ZUmdpYRny8\nMZo6BWi8gDL1Wpa9qOFFnhRzqsrIzW7Gta0MhcJC1LOqMG+tYDQxjam11YwURRIUWU+TSQprQj8x\nZFJBYNwl7No6UR96wY6UbCpcsnkQfp0Ku05+L/oHY+Va3BRD2DX4ik6Vdq4Iz1GvOcIDtaMomJex\nsyeaxdOfotk5yLH5f9IrGOWOxxW6nVo5rxiOwfIPrK0uYt3BYBQ7Bri68TZ15mJuOt6jPQB+kX6E\nzYpWZnV8YMdvbxmqkOPuriOkKXlyxfwwDVOs2F71BOf9NVhEdXPwt78o+uzP5clf80prKT80XkK8\nRhrHqHqmLImhOdKQ1e63Kaq0Z6HVE4rFLrg0JjJoqIrKqxaEfr2Ibyig6F9IzRVnrOzCiCpei3VR\nFC9d5qJ0SEz9shES985CxTeB22/2YdAcTYTCFzQFd5Ll58PLYxMZcuzjScgOOuUqSWjaREJlN3XD\niwjO1qFc1YfwnBkkGWtQHreTCMNW6j5/zQvpUXJGVpLRbEasqSelhXMIt1ClKPsbkhXEpPXvJgsp\nusT/3euF/63YYvgK1NSgohKc3VEujabHZSlW/XcpVd+Bv9YpErt/YJ7nTySlHGDWqr8pu7UU999f\n0PudI9rBxaitkqLnwQhuGyvJ+F6LFecSeTzbgcPJL/lHczy/9Lzkz6Zx7FL6xK0Ma5bZlBAbpoz3\n+B7KYgVou0oYrJViWHYMDUVpKipGcHITkZIrw+SAIcJr9Fhi38yTAVvWahVzR8mb+T0lvHZywyar\ng9LFBkheipDZLUXuZRPs1jcTHuKNt1shT8rmMJEE7qmsYHr2W155zcHneRpZs+zQu95Cy2IFxi4p\nIVzWQt9DMxRmljCaYI7EphT5VlO6JBXoqBvQ1lWHgZEm3f0daGvLIR4eQFVllDGBEHW5RkaEuujK\nZdOPM0aKMXQOT8FM7RndDdMxsnzGYMo4NKZEIf3CGdGadNT+NaRrSw1WF2Qo+mKQ8bc6+LhMmSXP\nSnk105jF8eWEeRrgm9dNtokURo2KdCk1MDJgg4qokNJRbyxFeSQN+eEjyuH1oD9zpbO5Jwhg5XAW\ndzT8WN2Qwz0bD4I+F/F4vAOzopqIXqqL8xMpijeOoHLTlKHdpbRfnIju17F8vrkWh6D7xIZ/y/iJ\npwnJ+Yu5FkcIbfyFaSr/kNy+DgfZ19T0eqEkqEYwIEKMHNq9FbQJrTDr/ECVaCJOLQ/Jl12Jx9AN\nsgY24GF0n6zPQbhPCSX75RycNsRT99AJna8rkX0uonuzPE6RpaQu8iYwK5RghyD2is9zZWgTv9v/\nyR/JOzm39iiH/93LT7vPcP74JhYte8bH4BmYe6XSk2VPr2otut0a5LSJcZSTJr5AmgCjAV5/VGeW\nSzPhGXpMsawho8cE++EyqvUs0cwrYmi8Pf1p1ehMMaGoZhAPOznejSkzT6mHEH1zllbV8XiqI/Nf\nVPLyWzemHSkh7p4bPitKyHxkhu3KZkp+E2FwRIaGNc2oPDen0zkHuXxX+mSSke1xp7sxEXk1NzrS\n0lGyc6Aru4KEvkv/F2KLLKj3Q7EZeLcjUzAerY15aP44FZ2zr7HYZY1X+B9oBsmy7PFGRIuU0Tmx\nmuG1Wuh8+w/tViooLemk3WQMFWdQXg90w5TeFNrDwPdQHK3Bmpj+2kXeVR8Gz5gR+7svn4pdKF3T\nT1jVOGxXlBJ6aTyOP6fweYoHcrfz6BPZMjxcjDDXjlH5Era99ER2bjpfX1+A+aHH/PxkJp5+D+ms\n9mOiWjANXR4s076LTLM1Mwxf0VY2SJBjGKpx8Uy2L8P5xhkmmA4zK2o/00Qi4kIlrOga40GtFuss\nWrii707Q3ErOz5nLfJ1CTq9ex4LQuxzd+BNrb1zgnO9RPKJOEq34FYL8YFqHl9JS/JKxoeWIpZ8h\n0zALGZ8GBnLmYTqvivKCBcyYk09a9wI2qiUTbTSNH20iuOTjzyWNMI5MmcQ/be844eTD7oRcrqno\nsjW4lOudUnxzp5KLMgJ2vaznnLkqO0rbOWdpxF75Kg5rO/IftVrOyS7lPzKdvOrZj47yn4RW/YmY\nP3iVf4w6rRNkJO0jXf88zbf2E6t7GvHp/cQZnKT/6g4yzC9T9XonE91OEFd8mp3zdnFb8DfHZ2/k\njMFuLnlt5IrqHDLVHTg75E9NjR6n1e24m36c81qa7Klo5R9pBbYq9nFtUJ2NDm3c6XNg66Rc/qkt\n4eiBEPaGmvD9wRgO/T6LGaubKL+qhOpUES31njSo55AssxzjymvUlG9G6dkNIkv+g3zuM+L1T6IT\n9ZJF4x/hUxeCq1oK6+ouoS1Tww99x5ir8oad/dc5p7CdDZ0RxMg6sDHrIy+m6THxeRyNU9Sxjeig\n2Uges/IB/CTy2Gj0062oh+/SBgZfKDD79GfCDrvgV9PPmzV22BSO8H71LBROFfJgyyz4NofDO+ch\n2POBmDtBiOpz+JDqhSi9ik+qU5AxbOHD0nHo2rYT8/M4fL+sJe+WCuO/lqclUoDXciXET3KwDexD\n/NcTbLcM0rzzHXoJI/T4PUMqHeb9l7j+b8UWxS/Buh8KA3CYG0Zf90TW+5yhTM+Ls4rfEutkzaln\n/5Bi1ceufVFk25Rje6yZFrk6JHVjmNQMUDRDh4BeOe7vWoinkiw/bD2JlqKINVPi6RwbZEtTGClN\nUpzJOsT7CCVC+heQftiIogAl2n/XRm5rDSpPNQncHYpW2QDnN57HoKuYCN9f0VJ9z0nBZbyFt/ll\n9D7Le/5kvmoiywXnMDLuZJbgJd36uph3FvK6czk9Tf38WniCijoZfmw4TGaJBf/wLZGFSwk2/5I3\no8tInjybWI3F5C/wp0zBkfxFAZAjQGKjhFZ0JVImNbj+mYyedQrL999Cw6SaVWH/YKM5xmzp8zho\nq+Ho/JzpNvJI2ZcwxUUGsWoTuo4jSEpHaJ+kgNRLJTodRun7JEAiEVItFiD1zpIWwxqawn1RMUyn\nIHsOLhoJhKsFMLO2nI8ztNie1cGTjTosqOjnzjxvPEXtBAtWoGTbQFLsOkrthil4uoAkHTVas7RI\nKXeiSQjFITMZcSmjKWIiJpOS6Bg0YrZuKn3j2lnRUIfq5mhWvBPgt/k0DoUi9nsfRDgqw5uuzaSo\nqfM8bQ+PVay4/OEMZ3vGs6gxkn9jl6JnVsWzJ+tpnSPH+7xpJE+eRbSiH08nX6TMWpqbZo9ptmzl\n4dhZOoYbiW7fRt3LTgplzen6TkCT0yCjZyXo+uSgHdPNzqm3kGsY49qOvTQMmnJj6U4qR2z53eMY\nDY1m7DS7RVOeIYuNgmmrkmWJTCjlzXr4tVbQ1C+kd8AQQW83YWoL0WorI3RsMeLyNt73zaO+RkzG\n6CKKFMYoU1pIu90gPd5B1KuporzJipQaf2zX1xJ2cwOmK2J4tGk5mk6JxH7pioVyCkXBo0wYTqeq\nd4glGvkMmfewYkEu5rqdmH3Rw1zpWgQruggsb0DgVsbspDS0OnPR6EzF+GoX0j7xWB9SpCMwB+WX\nxrQu7qS905ZqAwsq1dVo6JhMsqUGbfFz+Dj2/r+KLf9b4qGwDUXHGobbvJnueY+iOVPYnPAUYVAt\nLvubmOp7m6jjMqypL+Zsk4h1IjEPVJ2Z9VcbuW/X8DJ1KT1XXVj4dSgyLzM5HHGXhqz3vP70BeLX\nBdQGGKL8XpflXz1izNacEK/DKM+u5nnhzwR4PmRO5GW+zA9HceAxX6enkCmQMG9eNh9DFxHx50Ty\nLy5mx8aLFOaocLT9Eff7tbg3cJLQJlvCZgZR8mQexiuzyU/x55zLN+T2y/E8+ms0DKLY8+kCa6Wf\nMc4qmLsad2gY18utLy7x6fNkXNd9JuX7mURNdyDruxEiO7bx5OMQr8b+IrVTmev7/kT80pXmSGMa\nH3ux5Md3PE+1YEPhZ3Jb85mXVoIwJQkf3xQWv/tM9VopdhNNvN0MpluEUxY/jd4JzQy+FdPUbcPI\ncB55lSuwVInixbKdTIsspOv4KAanFJi/6hnRnwwIKq3gcp+AhVX9vOzSxndJKcOvPEk8YoFZggI/\nLvwZ0+40rsf/wrBuNklxE6F+gBbtUYQFtkzyfEz9HFcOF99GeWslm+9+ZO7cW0iic/mqKpV0stje\nVEW6UIopQWV0PPHnwfkZCK+bsSDoBcppOXyT8ILa0RIe5h+kok6atEne1GVNxzPoA+l6Czmn9Tsl\nHsq8eL4bVYsUFj/4izlln9EavMfeumwqNdo5eDCSkthJiEPV6L3kwdX9WxkMr+Zxyy+8jm8lpvUb\nHjw1IGXeVFJOLMbzSCoxicu4sf83gofcuCn4l3q1eubWp2BdlIOmXS7fpr/gvbsBpy3+5knBasaN\nC+fTuZV8nqpJ2RtpCvrnk93XRoFoM2KVVhK3rUPnrSbal6vov2HO9uUXeRupxeqYVAqa0/CI7USz\n6gO60zrZ1JrD2/3e7DDP5qLrIZw8c3ke8hUlzhJSjqmTUepDTVYxn7K2Yzb8hpAd+wiMSWE0Vh7f\nO32s/fMVdZ972N2dTXpzAhvrqqlLyiJgai5WJ4ZI26uLx8sOTi7eh35rFo9Lv0fc/ff/gZqHZjoG\ncz5QP7iDI/qbyfxpKsvnRDH54H2uHrfip5ZS/m0Hlw1gHqHJ4R/Xs0Exiv23rzMUmEfNLm06jFyQ\nabjLkONWPNpeo3hJiN7fUhzd8RPX3ntwKDSEFCM5ehpGmSI3zAWrSazbUsSlk9vJPOeCyq58Xkr2\noNp4h67RiVAohdf2aEpFyzk0fITOcQp43f6IjkUTVXfb8PHpJyNFCZ1t2nSXqhOzZBHqRTU8KN+P\nolwqOR+1kcMMTeEn6peOY+rHBLwPlNP5vosl6jnUJzZjr1TA4EdVWhyVsDatI75hKdILRGQlWFGt\n5UxRfjcjw3Y0fRhBZvMARGuxcnoUBTZqzMyqwFo9ib7WOuxLlGnpK0Z9mgCFZ4bEbHdBp7WW5NZN\n5Or0IqpSpDrNmaaJNYiqLHDqrmJgewdmD6QI9H/NJ7GAuR/FCDWSqbdTYnloExcXBuDvkErOpfU8\n/9IU59wMUj9spcynEO1ebSoyvXHZ+pC6hBlsVLxBoesYjlfAPeAt4dJm7MivIssVBC5CjO7p8v2a\n5cwvf07Cza8p+6IWo+Jukmu+xn3OST6OHmB+Tgjaq5JpPufOKrN/CdFwJjC5Em2XUt6ZurFv4BPf\njG3F3zCNz2emkbRUE+dP8cQN/4Cd922KVBYi1ajG0gl/8ebzZnbn/kKOpy5KN4cYP7WMFxInfvCJ\n5EnxLLQnDTASMcRlmSCmtb8iMmcxFuPz6BGrkGu3lk2i73jo+x+WnLuG4cQyEu7rs1I1i9AOG5ZN\nT2BsxJEsXT2Wukbyy7UDOLhk8+GKJkrOhsjlplK8dCWTWt6Tsc4f07hGZmp/4HG7FWsfhJFnZseY\nVC7OdhYktOuz68Zzrm3cDntBfDObypQFSMvEUa/tiE2DHG1LOxG6ujA5JJ6EnSa4bv2Impk8H1LL\nmGmlSU6xGlbnaxCGuZC10Azj4SRK9s6jY1kpTQ9bsBNOpNk6BqWvvbA+3Y8wqo3e74fxGm1kw7X/\nbqv2f8t5yO/G2DqDlsnjmBKVS+CKu8QnKRL4tJCmsXaKXYWs1ZLwndZhBm8rU74rgH3ivxgsCqYy\najLiVj1mb/+Xrk2buJx9kMBf7yN7KIW/mq8Qe6MTq3ENmCkpsN/lHIN7Tfnz/mEeKe/kyglFUrUW\n0HlGEa9NyahajXKx/QLr5p/HO/kip3tfYpJ4Db11LThE9nAw4BQV2kqcj/qTEwZ7eNNozWutvWS3\nueIakEVDgxEXGrbgrR7O3E+3OWd2AyWNQr5a9grNIvjHaCfS5Y38cWo/zw3m8arBg9jJ++kZ0mJs\ngw5Nn1VZlXMPWZk0AmJfsVchBYl1Pvv+jEX0WJukzV4MpVVQdHs2KdLqpEoZ8ll9D4py1Ywe1KH1\nvhnOejm0t5WgX9nHxPYyCq0UWLYomYZIe0qn2KJakUhT8SSkK6oYmNpJYf0ClvZG07C+H6lIEb6N\nndxTV8JTsZmRUC/+3eTFNI1kXpz5hfLAQYbzGxktCsBNPRg5n0Esa4b4UvEeoyYduBfEY9YgTdqQ\nLPpT22gPm8Hx2V/Ra93K2z++I0vXhEbFPAZy5+AykoL5d4kYfVLgrWYQ9RY1THr6jnnNOTxQtmTD\npCQycuby/cHjaNQVs/bFe7r6usjpkiZdsogV3S8Z/U0Pz/IkLtlcpL82jxXN1/ANrqFevZvZGzNI\njwzi3uW99NVW8yb7GKFphlSaiHgRvYkAw4+YftGPQoqEUzP/ojS9n6nymWx6fIkoGz+OGv/N2/zl\n3J+xGt3CXB40/UptfQclHm68Kghipd0jkjS8Mf9YzmyFKBryW1lgm4F3VT2Va3RYYJdKQagv8eMM\nqTvZQFPZUj4ODTK0w5zm2kXMWvKGDnMRXV8o4qodT/bJYmabDWLVWErWrVkECj+Q2ruAAi0Roz+n\nk10XhHTaB3pOuDAUZ85X59NJlRHhEd+IRmEHyT1NBMnnI35iRmGSKfYpOVR3bqXIvZieJiVGQicg\n8o2jfY4tpmeH8VqRxI2Q+v8DsUVmP9a2ibRudWPcw3TWaD8iv1TMQFUnC8Twr8FS2m+aI7ivxIHg\nqxRpl0JOHn1sYbXObTYkvaQvSpYPN1bQKZdHWjhsW1jN45q1HHt9i6ZMKb68d5GKIhsaPxTT+LMv\ny5Le8+jwSYwV3rIt6SibipLoyShg6JA6fekmHDEI57TtRB6lTuZJ7RFyCk2Ys+E1bdU6hA1tZZHa\nTVzLX/P7pEt4VBQT5rEEhZFa9n/8jsel/+FVrw03vthJefsM3EfLEVmXMf/qUfa1RzOu/SaTv8hh\nk3cs5WkeZNjY8OxvZd6rLOVa3B6UlgiJXBKIZnoXPoJyqi7kMX16OAfDbtJk4YbDtiRkqzrpyp9N\n0fsacqeZEJb8BS7DLQytHqK8WAWXjjHkMkvpcRMy3iCFljRL2jUNGByuQUp7lLr4hUxwCadrmYCh\nMHnmFuTSrFZJrZU0K7s7CO1ZwbtfbDCJz+fVyZ+oMG1ATyeDZuMgllfFsPHkZerfS1j36TW6ddWk\nKWvjtaeFxKgl3Az4nqQeZd53OVJ5dwkKugUYHi7FIqKHs9L/Yu92A6GkiZ/z39LdK8XZL4LQz2nl\n1LM7XAqYxKhqF2eHriNVL80x/61kF5vxbcxvHNC7S7vqMD+vu4J6iTz/lq+j17SBi1em86rnFE2G\nEpL3jaeqeSLjIz6h7JWKzq8v+Y9ePAGS97R/q0uQbBw5j714r+NCw4NiXvnvJDIviMXL3xGtPoPB\npGbWStIJjtJnXmAUO6pe8LZrFYZzU5Ak1lPevgpTwUfKnCx4KbueRcmv6bGUoihTFj/beqRUTSgz\nN8LSsYisa2YIKhUR1edRu8IAPX03AkdeMbSyn7Lf+1iYWkZao5ChZRKWrBXy8MMmPv3oivhwMvEf\n1yOsrMXGM5/ac2vY9fEC82dkUX05B1+5OLQeK/Pe0gvTkEEiX88kT7KV0KIx4s3N4ZkrDj0lWD3J\nQyesjKMVCajLhiBl3MJaSTbliTZcO7CC6lOP/g+Ih+whnGzjMVo0hvB9K4vfxzM20MlHoS7WR/sZ\ninNnV8NVsrTE9D97z6jiInyauzl3ZiNtVqO4zHzFN02xPK1TJ/GH+bhMl2Xb8X+5rLuRrl/CaHVx\nQsbXlmvCPezZ+ATdk/cJ5Cn2mW3cl/2CtCuruZ3hyeWifwiNmUiLrBi9X8ZY8DSOYJfvWDB8GaOx\nt8xQqUYtfYigBSF86LDg3ufVXB07yWdlDaZZJyEYkPBbzA987XEc3/4PjPcswc6gkcuflnJbfiWv\n304hwn0xqbZbcFBLQEZKBsuY5+xqesBy5wi0jJuYvTuH+OsBJOS7EaLpQoLYk645y5DKkcFsYRqy\nxSUEPEzFw0rMmFkJqltEGKSIKX3iSI2NiMQuTYadPBit08ZCNw9Zwzbq3w5jodmPVt0gmVYeKNk3\n0NfQwUieL3atyaiOyyXN0pHpr5rRGBLx0MgSkXMLNhkCImK3UrZ0GF3ddHqb7JmRWs40p5v06IhR\n6+jEt7qe9FE/3tj50SCvQ2qrO+nvFmKkVoyaRSEizwGC4gr4efA4DbbNdI+0Y1WuSk72Yn5YuYV+\ns07evFxFTcw0fKzOYDs3H4nQhCflexivF86V9574GuQiEajzg+gSeVP8KPk8wp2edRiEdLDR/AkK\nm6XxFYRyXPYWXdcH6VbrwmBeHTGpG7g7/Tw5DSJKNaQp/OCOzud+Tl44SlvzKN7qtezKvkl5vZgc\n2xm4jyXwVP1XbsrOwrCgkDSbKcSn+fNDwHnc5ZKozdIk0PklnoWfCfVahYsgj46GAd6Ub6a8XhmF\nAAmJs+djENWKqySXvqostEWdLPWqQqtplNhfZjDyJJfR5yKKWqfT7NzNhGcDfHg9FZk3IjQk8dTE\nN+C5XQP/9lKG5+tR0K+Cwe7bdDr4kBXjzrRj1bQ4KBP1RJeJ1T1UHGun6kdT3GfmYPhaDQVpLVqS\nXsGiUXoyfbDPGqDrsJi0rBHUxOrIxhtRZiWH0iIxmX9H/Vfi8T/WqlVEdWQIBz5Q6Cgh5ziMN4ZM\noRl7DA9gsjEHqZ1xNLEazbF3HNi2gTorKwq2D3Gk6x7iYVg353s0v1emdmcDx2J+hy4zVtn8yOzy\nfJJPKhB0PpDxZvDosDcRj3eRV5DFm332dNQsR+NBI3+e3sm0ffmI9xWwtioPg3mwc8L3rPv7MeI9\naXwoWQwXPVlhfoaHSwKJrtLmR4W3TBdCWqEXB9WOoS74zJWRI3TXLEOjRopjvV+jPzWXJaHvuJlR\nip0r/Nh9iNDry7n1rT9ZhV4I1MezrP85x/b9jE5ICaoHHvPI9zLV+e7sn/QHvXpSRByt5oX7IVTP\nH+eY/7fIXHrP56MFBGrF4ft2jNNVB0l+LsvIg1Lyc4zIa52BVHksi78Po7lkjM68RubNT0G3fpDo\n1mnkWVki6E+kaNpU6qp3ciz6J6atv88zUzksTXvZb1DF+RcHObj6G0S+LyFbTKXXKpZ8/MixRYco\nFjaT9qs0i7eI6bRy5lrXfj4paZNw9CVjK6yR1+xlfUYOs1zuERp9F2lvOZRcB5A+O4EDvvsY049H\nU1BAg+I4HO8JyDBfQuP8ZsLCVZitMYRivRE7yi+R7GWIXHEIid6zaF2wmON3DjKv+AHhBSK8TT6w\n910hJw8e4Hz1t0jJJvOs15zmKyvxv1TI+JAQ7PR/wuTBadx/UsCiD/b/tYyTzge4sM0S8/XSFAVu\n4NieA5yxuUHUM1kKbax5+M8iHu8M5JjiFWTeZ2MqCWeH329ohPZxTWY//V19BI+osUPnD/z1a9ib\neY5sDVdk5JpJVHelaN4kNl48iVN9FT1dMkRbaKJ3ohv1H2oYcpHng/UqbFSCUX/SSWbqXDa7H+I7\n82yCazToOOXJWttKTq1dSG7XQqTj4pn+TSytJUHor3jJd5JQSr4SkTRpHK7lchQfH+DsiRvI7Jei\n1fgGTnc6GSmW5o/kCHwfDRBaF03CxXnYmcpQ0r+Ml7kbkIzksnLBVRRQ/q9x/d8qmCoMsnbij2y+\nH0HsWRUMz31kQSBUl/rytfxZ0u21EN58hs1uWboWzeabzb+wf+g+dV1w0i2Q2puzGD2by/NTE8Fl\nOr6dmZxdvJshlXo+/dmD2WYdPMbBL3/u475kO9SVMN3rMe7XJAz/VM2qx/cx94K4Hl8uzf4P7QxR\ncqoBzTlWCOxs2Jt6mE1GwWTFyZFs7YzM7y6k/mXM/U9zwF4Nt44kvlgai7SkEY3f32M0UxMlKwE/\nte8lWziVvrAWjKyr8Vnbh8nrZGZK7iOlLqBpK9oYAAAgAElEQVSk1JaSqbPIabIi/JYLmjOGEDiJ\nWd33EH9BFYpvyulU0aJphQ8xOSY815yCaksvaiWDzHCvJqA5HsuKcFr8NBFrScjon0pTnw/vQsah\nodaOz5JEjKXjMZKuQqVOjHb+GIWqc4gaCSBMxhJd93IGpaRx6GlhcXEBi3PDyDXX4M04H2qlFRhB\nnqoyFzpSXJkjTCLA8REGjolkYY+FpIreclsSs9YRNjAXDc8UfO2e0yuQZXhQmS8L43BrauNh5xwe\nu/kxaCPGgCrSh2diG9PGusoY5o5/wVsTUyKUPbERlDGar0x4yz7axoyZM3gJe+cPVBnqMyKWY7sg\nkpJYW+6Vr+NT4GT8lB9jpJBLQb0HGu87+cYzHF3dNv5Jmk+VtR4exinUtLoQobMT29dvWTN4G4s5\nfbyQ+DCiKMSjOI+qOA2eLv4GoZGIuXHnEJiPUdhgjb9KORuWR/D0mi0vigLRnqOAs/A9rSpW5KWa\noJESx5bvk+jAktDnnqhrD6BbVUSJoz+Re9bj+ts1ppQlMxjgRn21InbzWhFm5hH5Up3uvfNxlrSg\n/7aQLpE+Rcky+G9PZdb3xdzd7ExjpiPWFiA70krrVxbkpQygcjcGr0Na9LQ4I3gtQd68i5qPRdTv\nc0FqpxPaX8ZhnCkEoSGtOsNY3G2n+mEteeclOG2zQqNYCUmdNF1W/RS9Kkb/G3mMdupyVOv0/4Uh\nMRnoVMO5rJx2pMkWyBM7yRSD9e0IN6dDxhpGhw6wIm4/37nYEG4jzQ/l5hhds8WguJc7FnK0m/+I\npoGAM7JfMX/JQ969hHeOk1Apduf1uW5WrZuBYNpkvFs+c8ZqNzaiFD5YwYsdm7mcfYKCA42k1nsh\n3etPYHIEkbZHka5sJ/atJtf++JFQi7mUp1TSJu+I8PNUtpWdYEDGl8EqAY/x5rjFX9DaSq3UZNTt\nLBFO8GDXf74juPMAUopCTnYv55jKSaStTfnrqiPWfxognK/Jtr0/s0N0EUUHEd83HuTsjL2c+DCG\nUVU6ThdXIF3ezaq9JzjrKuafhlsc6j1KiNcMbqSMUWRnjlvwtwxdLWXW2Yd8M+sZRe31FBh581nP\nlpJ7zazeXITsemNKfyrAZzCV+R6PkUqEuNwFNNeZo9P2lvm/vEJmgYTrv0jhalzCz45V/HNxN8fT\njqKg2Yyf5j1WH79AbZ0Myb8Isd9Qg8dEab6LXMrz8k3ICwaYW5PNb9teEBevRO6jEZp+0ifTQJ2H\n3/qRE78UxecC1vp+z/NtMwmtUiFFzhjx114MVEqI+2kyoVo/YdAxwHHrQ0zzCyX8jTwfB8ahvV6f\nmtvd+Fw/i8QtAL+REsIqV2OgnktkmAJtX+uiGGbEkaMTSU70Y9RnAsvTIznQnIS4N4YJD57w4OS3\nhJivp+HnQprMXOkfNwPV6HP8bnacve9ec2/Enwsnf0O+pYr2wznkb53Feamj7Oo4whuFHxiNGOOE\n2ipu/vENSpIYpNINqdY4hFjNmI2df7GsOx3FkRF+qvCjo0SbJHlnGhX7sF5nwFDxMH6HXjPVvp3F\ntsr8ELOQO77roCuGiS6fcCrXpvysHvmWCXwzK5YaixaOjPxCmqYZo9viWb8/EpsiS2p2leORf4pJ\ngVLEJS7kluEF2l9IUDodw/7z1SgeFlC6+x0Blq3MyINL7zaSOXyY9Jt9OKuE8MP1a9RXCJB9U4MT\nSgSUwtH/Etf/LechK2Gtxb+c2XiQps9dRL3WIPLct3RaGVG2uxyRjQpK//jiejyENVdP4BcE5UPu\n7I4/Q8qIP7R2cmTqUfZ/eZGkm0LiG+0ouLyeruJREvaMoPOlKepLjJn96xmC6p5hPRGCK5ayr+kc\nHUMKaFSV8Ovqfxhnm0DJ9XYy7Hzp+HcGhX9DwmUNLHcbYKzZzYJHJ5iinYmmNfxVuY9zgh8QlrZh\n15XNnvWP0O8vpPffYvLWzqd642TSf5ShrkwD83VK2PSlsCT5FDYOXQzKq3KqaT8f+ubRnivEVyWb\n1atj0I3PRCqmguQt68i3diXpmjIiIzBeMIZ76RumNQejaSiksc+EJ60byW/3ojjbiPmmiQS5RmD8\nPo3uISmiAteTNmxCyidlrPxbMHbqwq4gDvv+AuwMW6lotCWmfSGZVROoqLRknfYr5qmHYVKXSrae\nHU+nriOvS4mGJvB2KUVdoQfdgkKsFeqYrpdPWo43EcWBpPXMRqpDhvWKd5ikEYGxVCaPTRfw1C6Q\nru4+1Afq/h83fxEWhPY+UKOL7u7uBhFBMFBUFAELFbu7uz3msVvs9thybEFAFCRUQrq7u7vjzu7k\n3tH5vsHv+e/xfvZsrWe9g3eja9FKXweIplQzQSMLD7V0/L66ElA0iz8KUzHvzGIJ17DXjENYuYnr\nUsuJVbVDoqEUfalixCwUaEwTQjGqkPljkjGTauDpKzeCBmaTONyDaUUvmNd2E13jetLF9PGVnkqr\nnBjatYkoqffTZmRKi18rRuXZLFmVQFuJONduuBHnPIfG4RasCDmLy2Aw4rpihGJPlMIIFPorUMrL\nRMpJhSYpPdqfFuJgks7SE4l8f2LAzX+mUL/EDT2xJqYF30dXrZp2VS1+NttQoaWPfGkess0lSM7T\npqZOjM7r8UzcWMr4XZU82DiU4NTxiC0cil1uAqPCAhExlKW5XYVUKQva9eQgNgcZ3SYkjuhS8bYG\ngadxjPUBKWMR3m3So1pxCFrztbB8GYdpdhYoyVPTpESWvQWtEv00fc5GZ30v8juVqNqdgWBeLTbX\nNKjPEeHXVhlkJ5uhZKzIk5Or/g+UhzjQIgm/hDAog0ldAnx/qsNvLS+ozGGx1Gt8Etwo72wjTFCR\nS/anyDAZTmt6IpNM/2WlTx71N4q4vEGcTh9PGowN+bOlkUFTFZxyTdC79gnHGc+wPa1AqaoTK45M\nJ0thNJKrBdjgf5o1hRdRbxEjO2so5xrukxDviICXNLu6T/LGYT3iERDVZs9ejfNsGbAE/xoO2l+n\nbqwief3wo86BK3onKKlRpE0mj5XCEcxtf42LZDH1cqKUG84kq1iTpQnnsBwCVgv6sDrxmhmFF1A7\nrkNEthO7jk5BZuIqTI52M/vVZWa8ewaeunyp8OTSlg3kGziSpLOGdRkXcZYIw1zoPm+6y7lst4Uf\nfUPITxZim2slI1RjGRlznWalqSTt30R5ghBNz5oZ4i2BqIoCSW86qVUVQmxVB5IhMfT255EwT4A2\nNTvsn+eio5rJToeLPPPz5HH0NPIEDXEQzcLjdyBGUlV0mloSlb6ID/mr0VMoYax4BN5Sb1Hrq6ao\n0oaseg9SGmahVxGPtUAJW8XeI9DRSki0Hq9dVrLVYTpGmgEMEQvn8uK7tFUPkvRagJ9OrjBOh8q3\njUhnJ6IyRxnhGkk0n35lzLhuNE7AC98JhKePZnCmDk610RzI2IGaegftJsqcKzlEaOtUJNtq8Rb/\nxFHLj3TGDJL12IAL1ke5Y7Sfdyf+ME//HQ+vPibzuy+BV034uOkg9423oHP1PR4mkVxZe56Ex1LE\nJkpT52ZKv44gzXKQIGlOfftYugZLGCMbjJlOJGJaIgTGGfNKwpPuoVYMi/rGrIib6Nt10KSkyptX\no8jpsaZV1x2TUH86Cj6zoDSP4b29PE8z5kfbRIJqrVju+InFa0NQf/SNn38sCftrN1V1oghODWXJ\n9kI8sjuJ2tZFVJ4qoreGIJMzQNK2nwxuFaL3pS0t25KQzMvEcVMeFbmyfPqiQ2XjKGTCNLArqsOu\npgSDV6WklVhCtxs1yeq0l/X9Z1z/t+QhBkgASSCuBqpTBpFN6oS4HhhhRUuPDRneohi5wsKT/cS8\nKCW8ciis8aarXpw245eMWNOEXKQKew+r8KXABrVThgwv+MYIo+WobVBCMG4Ke/eZk52vzmgfYSbn\n30Fu7ye6tzhx59FZQncI0Z/UzvJ3r9iat5+W7ekkrlnG+MUxlP1Vhk5TLvsXnUcvN4P6yCq+96xn\neHca1WVtGNbncizrKtbliQh11PHiz1bWVL2gIV4I08EMTvheYmfvIwaHtHA3YSe3YzbjKzwVM5UM\n9tw8y0w5X1as+Ydb1Uu58XkZPx0vYahYzJqU47io+bD89UWuxM3h5q9ZJC/ehaXKTKa9vYypykse\nekfzMmQ0AaE23DZYQJyqLSbRH7ESjEZOSp6IDh0y6hWp7DTAtKcB+aYiGsUlye20p6ReBvGaZjwq\nvzKpI4remkoSW8bi820HeVlKSLf2sbrBl2li31DpKiGu15nbBTvIbLREaqCDJeLPmC3xDl2BEn52\nOXOlfQcZQpZI1nbj3fSNKXxEr7SO2F5bgrvnUlDshNhvSYblluPWlcDYwiJSWw342ORKduM42jtN\nGN34AOf6cOx7Osnu1uRLiyO/uwyQHVREqTccr8EHyNtoUVYrx6XMiehbDWLl0orpvy9QrPtE+VwX\nYuqUcHu3gcnOqXhsS2We3wFsq02IWLmA9/Ve+P8zCi/9UKat+YFz6lYKf5nwUn0p72sP8HGjJN4i\nvqwb8g+yEfkUCRtzpXYVsXW2RN1UYF7xQ2Z3BKGa2ktFnR5tpfpUKJvQKW6CmWA4A5WVKC9uR9qo\nm45zyVTqydNyehLRTyUQftiIs08/Esa19G75gJDxEDTy7Mi4KYHPZjFMLhmiaKCOzC5f5A1lsY+V\noeeeKK9NBRk87UbbUhNKNpRjql/L2rAK6h82kGcqQsXGeVTYm/NjbS7D1bO5cDSO1uCflK+UJGas\nN/dsl8Crduxl0zg66TaSxZ10FEj+x++P/9fGFv1B5so8Z2fONtRmNiCzUZpN1+fhV+LAsGtSjMgJ\nQHbbB/K2zid06V6qdpRjn5PItVn/YJmTSW8MXJU8zN+1u8BMFGvzFNb92IylRRpq5zS4/HosL+5Y\nMMWnDXedOAa3R5GtMZqPG85Q9FQMhfAiLjlfY6pAAMLN4Cc4g61xB+i1VcbIo45Zn49h3vIbLg4l\nqMiJ13sNGLe4liUz4pDyiaWoRo0n3qdIKLWA5Ea2az5mXd9tRIRkSRAbxfGwddQrqWO3ooKxEc8x\nD/5C1w57YjVc8L1ijY5+LWvmRaKUEENXXguPR+3ne68ncsX1zBwIZE3zXQaFlcnVd+Je8FyyGvRx\n8CjGufMbziFPqXM3ImWMK2+/m9HWLcC88WHYdkfTmd7OR/UVBAvNwbQ8h/E9scxt/IB0K+TL2/M6\nfz5fisZgPzoZB60YRpU/Qcigi+zRwwkosqesSIopVtEMk0qjPF2WXwLuRIp5Y5KXz4jKFBYLfMGq\nP5e4bgc+i7jztG8aSrqlGJnl4Nr9CuXBQkqtLMlsN6IhfYDhBgU46+aSHq5FbIEzUTpLES/vxT4l\nmvm6gUwz8iO+zogQCSdeK3rTJgqyWi3Y9P9CrSqTHitNmsXV6Y2sx1y8DO8J2WSHKhL83olfk5dQ\nLmGE0fcYpql9Y52rL0VFsmT0qxEmO4EiQXV69SRQFqxAJiIPEXMFOu1t6H+fh1F1GnO3ptNX0oP/\nBQMiJ60gYexMNB8nYN2QyLxx4Uh2N9Da30OOqBnZtZp0WmmgqN5J/6t8upXk6djhSKtfCdJv/rD6\nUgqmWjUE7dYgVX4cWdPnMPClFeHUBlxtM9DtK0RYqZsaYSXSY6Xpm6CEykJh2nzSaCwfoO2iG/UV\ng/Rs+83MTaW4zmkkcb8gtVnq1LhNoDZTjZ40sFPIQaMxF5ER0G0uQrSfCC02Mphdk6HzXhrVN8oQ\n9xlFq7EulVvzMdNrYfz6AdputdD1RYi9XR//D4wtktCmDumF0GguQ6GlJ4mi+piQzcWiz5hGFiAj\nAiceG1B2ThbWKNCwXgDfI48RNRtGeOIJYo+pofQ4HB+JJyzMfM/ASHglP4E5Y2Ygt1mOLRnZ6Ox8\nSlGqBp+m+ZP5axgDK4XYq3iSWQMnUR4P/tbjOLbHGV3TFsKy5yK4r4q2w9JcN7jK0bbP8LYLZ4WP\nHBXZioicIR8s1hIssxDj/BIulf6NY3YyAnI9nGzcgEWqH8rHpfHUC2dJxnpKjRz4rHOFsKaLSHRd\n56LvfjYLX+DAtj58Rcew4y83Ri43Y8/NbxzccZx58e94ZnSG16VHeGx/jPn955j8+TRr/0ojTGc6\nH/7SRlZVmPlHlBjqm4NzUillgwd5LTiSy4tcmdb6CKfwK+guKULWU578neZI5CswQysVa+FoTF3f\nk2HUxdcvxUgv7sRaNxSOlhGfOR3f9tNURWgirtmObFImKtJlGJyQp6yojN8nP+KyNIVDtgF0nu2h\nqN6GS627iNLWo32nGmPyHmL/+j7lh6bySHcvRQeFmUU891TvopVdTaeTCP4lE4nACIvVUYwp+oT8\nyVBejtjMMsU79CRLYdufyaGm/RjbRWO0r5O/XszhTYQDy8blsUn1Ns1P+klu9mJKUCg1aqqI7u1j\nxs+DrCj3p/OFC0HFI7l26iibR0WxTfYjC1MTSFO2ZN/TpYRZjkbzoScT7l1C5fAJ4g7v5lvzOu6c\n6mRGXxzHJQ6yvn8DUjbb2GY+g6h8I0yX6OJUmEvfsXrKDKfxuX0zg8GimAxNw6s9GHOrFISGpfHg\n93DSRYxpLK9FJquahYNVfGlp5+thQRpmGSL+wAaTw+/ozMsjY9sWomMcIKSOLakhbN53j34DQbIW\n6HFwtw7VVrpMzTJBzieZsDHN/Jx+mHgjTwb9hfBQ+8j8jiNor2qmda8VJ7eNoDlykBMPIzEOKKHP\nRID3Klt40XoXAf8WtCcUMpaXKIl1ET50Fd+tNRD6Vg1dH/8Trv9b5eEwyDir50z6vJWubTa83XyG\nzAXiOCXWclXiCGr6sYg/kWXTk0WE3lDFZ28wC0qjEE2G52qebP02DfUdg+zdHITq6hDqE6y5IneV\nRAyRPTqI968DGD19Q9z2g3zuWEf/5z6mKQSzLm0rnSsUiPlrPi9XWKKe2clNRx/0W9IQ9JRlf+xy\nXn82ZeX+LJYLBSIRWMh3iSkcT96MwgiYuiUOy0vPEM8U5JbbRWIbTJHVFWZr2nGGRLymaKcHXwfm\nExWohqtRGJvbLyMkr0SMx3R879rSWibDnqn/MkQkEMQFuJ26lfff3fBYkI6zdhyWkR+JN7DhrMQB\nVFq68NJKw+WLL/Kt9QR4LuKjyDCqZSTYXPcAt/jv5Gt58FtkPAF5Jqha5rHa8A5yvR3EDXgR6udB\nfZU2kyd9x0b7PRqSKfwzuIrwDA88mouY3P0bu64ACm3F8dWaRgnqjO1PwiMhHrOCDgIVJ/PVzIif\nOkZMFfjIDL6SnTKe7FR3gvrdEbbOxcruGxYCSeQMmpOYP4XBdGMmV33H2jIQk5G/+CbsRAxj0Cuv\nY2JaOp7yCdSLiRAga0iaoSGKg7WM6cjCtradwMDJRGgO55eHPcb9YVhKpNBXIE5WmiO5Op5ItTVg\nWBmImXMWTRoSVLaa0tQ7BHu/7wxXTcBjdiKBecZUK0jT0iiNfmElXhPTqSyTJ+yjIVnOwxEzbkO2\nuwWz3lai/TRI1rSlaKkHJn7hyLQXIqY0SGuRJDWeI2nt7cXwuj+jxzchaS1GfQX0Sasg8DUPA6tM\nZhwu48dVM4oT5Bk0UUKgpQvDKR3099Xx/awk3R6jULZWgm+NSMkLUpzcTaWVJOWPp6B1OAL5p7WY\nDhOmpxGEZwtRKiRI65VonNb0oeiiT8tpoFee/qoyOoc14/Cgi7RrA5RcEUdvrCmCZXJg30u9fjM5\nV3KR2GqChrc+rK5BJU+Stv5+WkfUIf5ck9prRbReryagwf8/lYfg/+sW+H9ypKBTEzoE+kjFlsz7\njpAxjBYPeXyV+7mh54RxQy4fAi8gpLuFhI8GXP2jjPv5WyzRfURj73rGvatmwMyfn97ubH92j8QW\nVRa2BPPPEktc5H4QnXqTD9ETsX8Uz5fyaezWXEFBzlS2ip/nsdFoTmcH8kxgHX3bWlgx6zTqh2+j\nk91Pg8xmdvQ+IMTJnjGNV4ltNSHddD4xrVPZqHGLe2Le3JCdwuX+XXQUm1FoOYQqm15WixxAbbAS\n/8x5VFt5MNUygtmRu/moM4xt9VeJYj33pp/nXoQRu0s3oufdj0/XWdLdliCUXcQZfytyDjqySDOC\n8h+z8M6OwOe2Hv9snobkg04Wh19jZ9B3BC6I8EJuHjkvJ2Ik5odH5HvUCkVIb7AjculaBIR7GPn4\nLWZNdVRLChG82o5mS3Fan3Si9Umers9jCbIaS9BxI8Ik+/iR40Lom79ID1jNc7djfFeR55ySAZd0\n1uEftJtOwYl0DMoQ/UQEXxNvnqgtp1lTHgPzPIY9uU8OFvgLnqExdCQaZnkoGt6lWKeWeZMTuB/w\niKo3M9HNKaROLIEVe/9iuH4EZ1+9R+2DEkOfBhNnOQTnJR85LLYVxTpB7j+awiqJe1QvGce/DYuQ\nKFbiVZwXj9Wc8PJPJFhpArEXR7Ph6y9eRHiw7PFTAtc6Ynf+KE0Z5hwIDGGdViA9B1Rwfr+HB6nu\nrHJK4nTzdXZ4/0tUmQrPf2qwziuUH0LbSe+xxM76MxnJLSy09SfA8hCRmZM5JnKEXDEhuofUstP8\nHkdy/sGr/xPx8op8FndGUr4Dj5o4lqonUNwoy9NWKzpHdDOuJ57rMlFYFTTw7xVRmpd2smDvDQ4K\nXGF1VjYYZdOoKM3cglSmqp1lUtl3ku/Y8uOPIxqZkzAVz0Td+zNFZY741Hjz4sVqpGYNUm/yi8aP\no/AbeMYN87Wk3ZJEOPURAoFN5BjcJuLrPj53T0PCKIIG3SAipo/nXdopXjxYTz8iWAjE/Gdc/7fK\nY8oADp6PmHJ4M+mj9/M26SjMrMN74SPctx6nvnIW56oO07OziqN7njBm5VO6ku3ZO7iU6rG9PL3y\nkKHrU+kVkmdTx1xia5W5s8af8Z9SEHSD1UUr+fjImOtTw5iSG0z1ZhX+7l/Bv1ucOGwUzpS2a+Ru\nHsZ1673ErxqCu9YPFuQeomCNLW9tTpN6XRsTqwJWh2+g0VQFP8sLJGdrY+ZRxeoPa5DK6eTZkKtE\niWnh7pXFwp/HMfq3lDNjDhJaa8PipXFMzg3A+FcsD00Xczd4KiuXJDBT4Afq9Qm8U/Dkwq2luE8o\nYI/qC4T1U/nMcm79MxsriSbWWZ9DQr+GHxZb8L80GmHBFpbZnUJrsJaf5ruJfWdBoZEwmzUOYpFc\nQobCciK6HPgzUYFDJYdxeR9DsuoSXlva0WEPGyueMe1ODMHDXLmhMxYliy7Wl4bjGJJK5Gh1Tvd5\no6/ax5LUHIx74iic3sOB7G2oFCixpDwWFbvfFLvIcjF5MxJBxkzr80N+aiTltkYEBS+g8acjo80f\nYmgWRKH+CMreuJIjPBxzpydMbHpCW689OcGepE43xs70BV6ZLxHMseZH5iTyN0gzSiOIGYnfEc41\n5nWZBfWzpHA3DWNceCmISfJPqSW1Q6RwaC/DqawKA48azsRNoFhEE+ucRoZ25KC3pRWfjAlklDgx\nNK0Y3e4oRJbK86F7HOU5E9Gq+4NB9Fd6N2mTXTKUUukRSEuUYvP2Of3jdSiKN6N8og2qNvU4PHuB\nqJwsmSFmlC1Tx96liSF+fmj0i/AjQYZKY3UmeLWjHpqNydAGQmJFyc/UZax7O0qFNVivKyc4UpnU\nx/pYDhFArzIXg7tlhMaOJO2GLsZyIJQfiuY1UVIF3Km7po6CdhVNoaGorFWnRnEGPX5C9Mxto/9l\nILJKKggNjKZpUIS6+/JoHXyJUpgkvZ125I3oRu2ZFDpnw1G7Ik6eng4pyk0MvSaGzdtiZENEiTOQ\n4GdYE/H1b/4vlMcgSrJVKNKHdpIANMXj7PiSc73HWNXXgaZXET0yT9lTe4ld0x6hMk6AB76exEo5\nMiJciXjDMnZaLELZog7fhpvIHRpFxt0yzmUvRnV3Ij9lxxIQ/ZLpRcGkjbRh1rXl9L9vpnDCShZY\nPSQofBOrQy7SvVGTMwOLsFV/zJrTeRwO/UyfiBCnNTxZG7Wb182XuCWyk41zL1OspMWnuDmEiLpy\nS3ohx1W3U1w1gk3DrnNY4BjTDQKYkPqTKy3LSRQ3ZUHKe5ZMjUVaoYmbSusoC9Bn1tvzXHP5Cy8d\nf1Jdt6MoVMWkgNXEtIxiVdBL/HfsQmhpNRvKTlL0aSpuO44wdum/lIww52X1bUJ0FzDSbyuWUhF0\nfdDhh9JKZNcKMb3hGe69wYjfTqFNWgxzmy4mGAZjPzmF+nBBSj67kiEiTuHIDpJGzCP/yQIeiyzl\niZUcfpWTKH65g6iWCZTtbqdKRpDmF64I5wmhZhjOlAnPcCqqR1l/ANXeQsYIfMWTtyj0lfHFYCkD\n6SaYTYjCyDSQ5mxVCu/NoVBVkiWnDnOm/wTu3yWp7JBn0OUToVouvP56GQe3VvzH69Mk2sCxTy+w\nDQ/n7KQjeMu9JFB1A13CQvy+osTiohfY5kfya800JinmYPy8hYdMZ7LvSkaa53On7zkTRkTzcZ4T\nS7avxSxQhJVlF2ld0s2Rla858+gEgw1CTIhYi5BIJ/4WV0hRsWfzlCfcj3BhY/w9mpQlGakeScy2\nJXyvm8IGiYukNGshUgxrrJ6wUOQpYbYu3E05ylNmICteghzNvAtcyD2RlcROGoKTSDKzBksID9Mk\nQFQTabFWxmY1sfRqCe+l9XjQ4UbGqjHwo4HcSHce6s7no7UPP3yHUHX9DzXWqsRUjEM4dh42kqnM\nP3kJ5dZkal8msuFsEVslEtjgfgcc4mgY8pPRfxSwU0xCILCcqlFDKHSwo7RMlyy5n9S7yDFQvoi0\nDkeahzQhkBuHbLosTej8Z1z/t+QhPYA6VegN9iEn2IWI6C+W9T7D8FwnzUfgvqM3bV1rKUy243iO\nFEvSH/Pcez9Wd+vZfmoLG0wa0a5uQf7GMZ5LzuDF4ak03JjBKbezNHjYMqL5J38cKlhd+hz3H8fZ\ncT2RR/L30ZjXzCad7VwxmsbB/DsskS8A4IcAACAASURBVJ7L261HOFH2G3XzIp64DuPVXk8S61y5\nJT6Nv2edIG7Qi24RcYZ3RTOiIADzgUzm9/hyLO4GVuofqexT50fVGqIXTuaVqRM3G8+y/dZ5biiM\nRsGwjut/rnP24gfm6J7mffdW4h9KsvH7MfKGGbJT6SbHH8Vy7PcpPHvf8c1PgAkBQdggw7E5c6h8\nMZujb17zXm4yHS3fqXunhmKPDePGvmLo1QryP4zmr57jFHY1MSQjG12VDtJ7hlKqPxRkG5EYaKIp\n1Yafg9b8slSivtIEuzt1NCyvwNX+NesTa5iqHoHo6Ht4ZYdjtaGGbFdljs1eT0n+KnK0XAhJGeBD\noSfXDnpjbVnC9hGPsXEuodDClqrd/Uyo+cr44oPk64wmsXAP5euE2ee+jzObL1ORbc0+EwscFbO4\n/OcnCaY62Ez2ZfSpEhrKTLC19CVIYAQ+2RcxIZUQTXvynR2xEczkl7IX7sVh7OuaR0evKOvff2TS\nmWT67Go42/2F6Jej8CpeQb6ABrvf+3Pr7TOezrBn32A4dR9k8P6+HlPlZPISLel/PINDmhfInmGC\na8wLAp/o09RhjbRSEmIX7bgZcw0l6VpudI2i/ZYIuo2QryuE3pJGVlZFEC40FivbDyjmCtHXI4qy\nYC0DrQ0UC2iTPmhDd5chUhN66BGuRLZRmIJ1SpTbNvHIcBE9lTOoWj+eMPEWKrOtaTasRcc8DJ/V\nB9miFMeia+V0JycyvD4Fdfu7/O504oT7Pb67zELjmhGVmySJbLRj5QlrrGvKeGz0FZPDQfy+PZO0\nBe5YFycxpHkpMgUixHRdo2VCHyevbubCmUsI9w7wt4gHQh0irB/0/8+4/m9t1bocxl3zCe5+GaTY\naxNXLoJXdQttNfnsW3CRr2d2IHhNlDVS25n3p5t4SXGEhcK5//URDY21zPUJ483Vvei8U8Aj/jRi\n9RZc+mzDmP4A3uWuQMShngO7oonPdMDt1A9mbHtATKcnLo+WMl86h2ud+0nfZ8x+9W80Fmux3XsD\nB/ZuJaJpPusKZrDJ9ifbq335sMSL+dWfKaqxZtfgdjaXnOFL8zx+9Dly3O4ky2pe46e3mFXFFyjW\nHcaK0iu4aMRxvGAz5UJGnCzdgbvyFzLlR/O0fAOikwVZXHERmV5FdrxaRYOVNItCnuBsk0HomBFk\nVc/DRKuMWf3b6U8x4/INLySWFmMflc+wSd28sBtHbc9IVBqqGVl6lcpCe8rihZm4JBKj8hrUlgni\n1+5MY4oNrSKlNBSIUJEwmS7nPHa6vMU+rIPWTTXUZ0uh4adA6chMPrV7kxuyBsE5ySwye4Pydy2q\nbetR7ixmelwa7Ya1vJVYSmKVO0NsQhlXnkwGpnxTHIJ1cjd25t+p0xwkPWQlRSZw0Hw7i97n89tV\nn7c6DpgF6aOgm8Yj8+G8eXueAcUqnsyexbKQaHqmSRAjpMOI+FYkBZO50baCnXlvaDFq5aXzabQr\nCqmaL0P9I1lmtEVgPPiIX2WLuCR/FUWPRHzMntMVIcQn1yH47RiJS0suUjLBpOjMpVDIg0lT33Je\n7jQKfrl8kR/Bq1vD0VQToapLkodeRylotWWJph/rm04yKvMjBc0G1JRJomndStOAPDcsL5BUr4O+\nWi0uId9RMSkgo0wTuT4JzDrj6DPpp6hmFNWDqli6JWAXUkG/gQJ3k3To6XNC9G4WebtVUEsRRHKc\nOpMm+zI2IRm5wX4ePJClR9ieJF8Fsn3cEMsURfSeMbYlwYwMS4a+JJpfV6PTZ0iqfjed9+cz+FCf\n2ldSdNytRO+ZBMViUch0N+NYpEnFilZkdmkie0+W2um9VL5uYiDdhIK6atSHgGyxBME92f9pq/Z/\nqzykBtCmEmMN6LepR6Rbk8pkJT6JGpB1aAyCqn+IHmHDhvgM4jOtecUe2iwXECRUQ1nATCpGRHBk\nlCexk4eROMOFkXaxJG86zKwFvzFUaySu2xJBr3D+KlyJ6f7bbO6JYLPaKlJ/X+XQwEs+hK/i6J27\nGPTmcCLBCvNDAkypOoGIfC1REruI9TTBQb2eewob+D3aioTMofwSt2JO/BsMSWWK+FPOBD9gufLf\nHBE+Q12XEZqehaxMT2D/9Fsckt/OwtZ43L/vJqp0JIdPT8d50gcefdjOsT0vWDbuA9XbvahQUmB8\ncDpfMnWZdecEcpFtvG3XxsZJg7+HH2ZMYh0XfH1Zd+AG6m++cyr8Jt/C8mhMNkbqdy3Cy6vpahjH\nC8vt6FrVsVLgNXI9dbwP9SK2Vx/NyDL05GKQF8tBJU2VbvcC3jlvIPv3AtKPizM+spy5oiH0qTxj\nzENBAt5IcthyKV+u7kZvUwmb9Z+wcXU+pY4SSPXJQkY9kT/1uRI1m77MZs7K+qBrn8g/3q/IUXRg\n2banrL8VTuxwRVb4LsPsujoqkhf40eVN9M+lrL+0h5yi+Vg61zJi9EO2hwSjJZCEk9hn4qPsMBKN\nIqnImoW9T3FsTmO8dgwDFqq8EziP5boIXv+axsj4bLZHmdP1yRCHp0+o3S/PgchvrPsTwTnLPQSY\nX2Vm/z4e/V5Dyj0hfLImYBrajLxCFYELTnB++CnmHo6nKGkISyZeZt8hb26nrSf5ew3N+cMJVHDE\na3kor7vPctTzAL9r3VlW9YJUJVks47polOmnR6wPt5RvWEn/pihUl+DhI9CUrmaCQyGNbgJkiq+m\nSEgWsZYobHd2k5GYzarBO4x4WEJ85ESu1fiQ8uUKBppv8VbPQXyfP3JlidhPvEJIvzPbep/wc+kc\nbuwLZvH0lwzMkCNzvDHNppkM2v9L4rd1XBBVZ59LJjsl/uV7iQufP1wkw16PZfJbmHw1gedituSW\n6DKv6zeZVsqc6Xv4n3H93yqPqX+xTuYi5q0N3NCYTPGPZUiMCUUjv5uSKmUcjd6w5GgqFz0d2fAm\nDAXXUqJGjMNTqp49S1aRFb8LDbsw9KOK+VZlj3hODFcCjhHepcKSqhjqzQfJXbwMPcMyTk99SlqF\nE9tnnGD4gRj2GS/n/hovtshcYljqfXz7z5FgD9GOFxiQ7WDVnFD+/BnD9YWruPluKxekNzLH34dx\nvfHsqDpKlIoHYR0jOWR3HKeuWNb3vuNx43RWSbzjL8md1Cnrcaz7DFYGqRzouk6M5AQOZR5mhuAH\n1pQc5heOvA6bg6ZxOy4Nv5BaIYavjBduZnXM1ztCU+8YNgRtQEShnU17LpA/a5Ci00NQnFKHZls5\nqq7W+OtZo2+mxwShu0jLSBOWqod4XwfiAQUkqViSmzQMxynfmFqaQcMUYbLbRtHYb0qrYg0GD0Vp\nHJfGgi+J9BnVcVdiCaWFM7Fe+Yj9yTnkOPaS02SDUEkPHbrlRD9YQLtJGUsKolBwyCVQeCkZmsOY\nbfwvbnk53DRxJfXGbCxcH7Mt/j5RQg6803ZicqQEtdvSaEidTpNDH9vUL+H+I5M1Q1ez98pnRps+\nIVbAm14hIS47bEAkQxnR0U0UfRtK6VBxZgY+Y47SC16mTeaYyB3EZDP4Zn2eWvMmbtp9oqu6lYVO\nL5G61M+3cbpkrjfCVDsO4agCKpU8ER+azF8jv5OlZsTqaf50ZEhzQ28fMxPuEN9kyqXImRQ0GGKQ\nVoyidTca4u2Mn/ybLmlVTspeIXtQg1kC3xhd9xHZrj78ilwoklNCtzYXbbkeiuoVEJOTQbown0Ej\nIQRCpZCfVUlrvBYCs9Qp75DH2FQPbd1n2DX18uW3CiGDUyg9Iojh+Ei8nn5BcWkDKQ2TqF02HBEp\nUYQXGmPUHo19fSX1pTkk+ozj3wplFDJbcan8gZJHAeLVU8k72cMkwUGqXeUp1NJF5bUwwsO+MX5p\nBZGGohSF6qDc1Uy3bT2CWePpc6vEQzib8Lyw/wPlIT2ALlUwAtIYTu8YOcyU0nCX6qVZNx+JwPFc\nbYKyxxMQ9bvO9V9bSDndi5FsDBEvPMmKUONJ8UMO5v3Dy8G7THtUytyhsYhOV6c5XwqD3lSiNihx\n9Od0pHfHcCJmFDV3hbBL/oqCciW50jPI267H3wPxjLwbx+/BIwQddWFGVhrM6CSxygy95gK0Mr5R\n8NucOw2jkKuClYI7cc3MY7bkPc6F3uGO5Cwic8ew02gPc/68Y9JQPy6yj9IJzvgM28zMyTW4OL4l\nZf4q3gs5c639BVOjTrMh058110cRHTcai0PHsEgp4q9vMxEdqsTu+mPIfVDjWuVDyuPteVtzmXFP\nw7kc8pSAKeM48OYskyR8ufPChZ/hw9GJfo1OaC7p9RL0p4gzIN9Hl6ACssYDDJetRmyKCNl5M0n7\nW5uV6RnMvP6Q/Ljx3HJaRl9BO3MawxHt80fomTlnBuQpvjkP+cEPnP99j4aKPk4KHqB40IKdc88z\nwSiDUOf5NIw0Z7xeJt3ThIgZcEFJrhqPiicMhphwvc0a9dt6iMtcYeCpDR8HpNhU9y96ecm4jfpI\ncNxqEp/q8SnjDFP3P2d5eiwTPaP4oLMNPeMGbgnspkhCA/OkfMKadJEOq2NTygIawyTRvxdAhbgk\nmW8sMF2YzMXQ56Q8GMqBijBsE6v5p/Yype8mcKttCSOHFjP04wN+JU7i72NmuGX/YNvtYdRFD6Xl\nZyFNnZNpl+3g4fy72AwL5fCkULZbXeT+hJNkilsT5ODC+Nhw2pVb2Z97DinZQkqixiIqWYlyvBQv\nhW2QKBbBue4msnFdPMgdhXBzD2Ozg4ic7kB20RRGnQ1hg0Au+RfNCBy8g9DmTh5KX8JYLZX7ydMJ\nuW3LQHA4vbtzEEmJxn7rS4L6XPBJ3cwor3KuOPlg/I8cr4VvkVzgyd6c37gHviT82RQ+6o7F7ORL\nVENruPRKEo1/ZOkcvIvQV3fCDaVZIVGGvnwO/45bSQb2bJvk859x/d8qjwUHOdVwDNExsD3yOkJr\nRLges5vuzcKc/3Ea4SWN7Ih9RfVMUZJjPRhUKkM+VYy8/GbG16dSf+YPDzv3EXyhhyc6hxD8+JOl\nIj9IrxQlf6QbSDcwS7kQ2amNRCpupeiQDcdSXzLt7S8uBl3myePlXDl3jLWHznH01jl2jt3Okf0n\n2We7jON3TrNMbD/+3xeyo2MzZgMN7C/fhKlaE3NrbhFkO5vIDnsOGJ5Bo6+Cha0PGRAX5XXlZAQE\nxZiR/BgZ9V7OZ6yj2U6Pk1W7cHAuYp3EPX46TObN8DWs0H7JpqXvOVt1nK8bFnMjajejZv9m1ZV/\nSHVX4/mapbS4lnN69TE6h2Uz52w4kbaCdH2yRd78E6oJRrw1N8GuVwZr2y/IC9ryw8QcIx1FtFUT\nkBNVoFJZCNkmUYqlxRnIk8VGNgT57DbuCc2mPsWA5SYXGNFQzhnj1RQPTGX1yFN4KpdzwWw2rQJO\njNO5h4agKK96HdBuaMOo+DuJpfbk5MkzquAzkgXtPC92RqJVFIcBX/ow5ru2Pq7yVUibpRIjt4HG\nkT2cUvClxkCQ85W3kDEp4t+atRQKyjMlOhjk6/lV40qbVA8TMhLo0WwmQ82dagVBtgtGIGeSwU2p\nl0SY6ZBesQZz01eMTBvgloE5su+00bZ6heRVOUIt5RDfOIjQ5HQE1wvT4d2B/L1OGpaqUBhjjcP+\nMtxbI0lf58ET2bVMdfvNhVHHCVGczDqLdzjV/+DTyKWk/NZkm/BdBqOr2C96ha7sJvy7vKipFMVO\nIBE5tRryGzRp0lJGqqYYLf0eCsrFQEALic50FLMF+CMmS9ctVZTsfzHkQR6JrqrE3piM+rEc5n0M\npe6FGiEvlyL3VpTZufHIHYPq+nE0eshjqi2MmGQZmkqClOW0UCdsQaZvLSMH8ug6HkDcgDv/npDE\nq+0PommRJJVNp1Kxi+nZaZTNliYn3Q2bXTE4pZXwZe9UilJsWX/oBUMSM7nvuoPUxx//D5SHbA9S\nVRCvbwHJOngPe4Y5g1zU28qg0TCOmx/H6eog5+Qu0e8/lMsSL1AO6iG2+wJCh9vYP6KBgrkiiI1a\nwKBSJkPd5Cmqb0VLQ4CSD62ktRuj+C0H+7DnxIfacWSPC24Fb3EbuZEzZQv5e5gLG1rXMmTbVybn\n76X5piZ/51kj+MGM8UkHmBOTxdTOM7yu30PcoC4+PYdpEpFir+B53AXDWcVtLuSeIVxoJL9TZyAs\n0oL991hM+hLxSx/Fs8RpzCq6z+7APfzdsJslpy/zsHsVt74sx0E2gRWxDxHREeCe0ioqGy3Z6XWF\nSRWZHDl2lZjopXx8t4J9td+w+ZLDu6arCF1r54X9IxIXmHN1ZSBOdpFc3PGRYMHJZE12Z56qL4rm\nPdwTW4uaQA1rnO6QUmTLw6FzmRAYw4jpL/h5ZQX+NnoseRaNomkwSR9nESigyqSMVEzb/YmrcCIo\nwRlLsWg8UuP43a9N0g9vdLpCmJv8ky/NVgTnT2NUeyAT2j7yM3cCfk02eGQko9AdS+b3aXT01zMx\nPIlfAjZEF1gxv+EtYpUp3Is5QodCJs/Cj/JW1ZDlF38xZ9xhEh7NZcaoq6zzf0bMTCsOl55CTrGe\nN0LzaLRVwNYiH9umZDQ9RPA3nkbWzpXsNDzL9c1+LF93m2CTcyT4WHBUOJRWf1XCU7fj/SmYpfnR\nXDz4N/Fp0/lnzkpcBlKYLPiFInkTfhaMokdWHOtrMZj3ZBLta0honSPD7gQyoegNtyoX8U/KNI7X\n7GJhyDNcpfz4+msxZQMqjK1NpUFIipoePewEkhgU6eNPrysSwkW4V6YTVqdEQdIMDAtvMzGwjKtx\neuRdGIJa3UtUdyYRWqlIuC3I1qXRPvob1TmShOyDvp+CqEWEIfqynKgWBzIjBplomk1fYRb1I2ZT\nYNDFhplddMxooEV3N+Knm9guXk7FBwuyBBYx7lcD7soJdBwZR4rBUMYOb0HLvJD6ulG0mIvgWFRJ\nraXEf8b1f0oeotIdiLdABM4gCDu4TrMzvPXbydj9L5j6OQ/3aa/oKtajUlif5LkGzDmewP4XG7n7\n8jrqxwrI6JxAk4MyhVMcGP02l9dXdnOrfAsT1lYQLj6Z+pHmlLk7M0LsDQ/nvWSl+UF2DqsgZ7QS\nCToryB3rwn7lI1y3C2DoMF8uKSXQMqsCX+WDhNq58FR0Gdc176OmXMhu1eeoyVVzU3oHPyrn8ERk\nBbsUDmFXm4mz+Dl0fwvgIzGBoB9e7O04wIr4A6xO/MiooFOUfXfgdoE15eESzCjyYfS9G5yt28uo\nORe5kT+fN0ctMYgJYNo/fnTe/cNpgTWcnDWVvyTmcnPyOrSF/mHt30/IflfPuYY1pCyW57yyJ257\n/BGXieC1/1xILcGj/wMpfgYUtOmiUxpHd6ksqYpKjCgqp6ZPjhRlHUY1ZqO1Joqin6vo3lzEsrZS\nAkY5kjVuDpsF/VC/Xk9s9H6MT4SyWSuf296z6Tw8mYVmAfQfdSROzpvlK8IYuaaSSJWlOB/rZLJG\nLF/+Okfiam0uaX/jzzkN8mLXcsznFCM7ytk8Ngwx93I+tF/n1CJv/H9f4eNf9gyvL8BMOAY7oogr\n92KB6EV2l9/Ar80J1+YgrB5FozxQhm/1SHz95uLds5fruzfgon2TkTN9iSs35FCAJxJ/D7KpdRam\nk9IZrvcA37kW+Nc6YXPzNvaf4nmdYEvQNh1cyt+hsCEA/yJPUm8N4Nz5nNZffdz7ZY5VaD3aKc9I\nS3IhIMQY5+7PWMYW4CtgiWSUMho6b6mv1SK1Rwdj0QLU2vupFdVESKQPFQ1h6tQl0NZWYEBckAYL\nWXRlRZFwS0BWdSr5I3uZbt9Nk6ooGY4TcNLoQndiPOIOXpSrtOM9p5EyzUEy3dzRHd6FoUwprDVF\nNKWfIZcaaA83QMFDAEmtHso77ei4M8j4RzX8uq2DwEUDvOY9Rax9kDtlR1FZmsOBfz9wZ+UUwgMW\nc3LGFowpZFuzD45E/2de/7M8mpqa8Pb2xsLCAktLS2JiYmhoaGDSpEmYmpri5uZGU1PT//f+mTNn\nMDExwdzcnODg4P+/b0pJt0EHhDMGLBoZ+qaAyyoz4fkAFwoO8FRMm2gHN3YYLeSX9wCnrp/ArGEP\njuOS2Fi5mB6PZ6z95y1/X1Ik+6oaw8ue83NPF8nVY2i9nIpxTTo1dfIk+Rky1Csbm6A03k9dRs8o\nEY62PCU22I1vuRv49+DfSEzu5ZDoTw58vsTmvq9M3dHA4Jxefhrs4NCC3bxnM7/GLUBAuZN1zdFM\nGvGULd33udi1j1xRC27U76ZRpo+DHdcYWfubVSq+PGpfTYrRaO6r76F2iAiHPN4xUSWUtTN+cMXQ\nh/zZ2vxYdJMEWyf8T5xnr8ZnhhxO4of9RUwmpnPr9gsy2qeTed+M/TK/qBqpQNTsBQxPqUL8WAO5\n+W50y/RgZpdHy08NCoYpIxLbhnhHG629UhTFDqBb3IxCehIxPWp0/5BBTD6EtiAbngUNx9z4AzZX\n+7lnYIp9aDle6c+4bzaC1hPDGOJ+n6RsRxL+jGaoxjssH9aSLqfEYFkbBjUldNQMklZngHAjuJT6\nU6kKGY9cGKf6AI3kJk5k/42AZxRrLoWxzWoVlUkyXPl9jnv6psScW852s3UkBEnw5OMxXFWPY/a9\niPMN87BL+8CUvAje/7BloB/sOv+QH6FNvr0KshF9KFo20yILtSXDET3WhEN6FRELllAzUo4TckGE\nPBhPZvs0Ah6dom/iIM/tX7Dp3A1cVco5fTgIu+Hp3PH+xvUpa5GwUmH7zC8kiQ+jccpobIdGIi8u\nQKeRGvI9zfTLKiBV00rXgBKpkuo4VKajLlPHz+6xGPRUYjX6O786N9Gv3sdS5x/kCbiQvVqdBTr5\nZHiZkH9yCUP7O+h8IYuIjDNGk0vQ2KSMdpE4Q8JL6K8xQcaxBcuZ5RR8MEZhSjcjA7+SVm1GaZ06\nRteeU1Jnza19pgyrfMXA1VYuXhVnxLNcJD1vcr/ZCiFXIQQq75H1cCjfZotjqPEaRZc+AmTEscrO\nQv9ZAaHqBrQ91ULTOJ1WpP+rAv67PLZt24anpyeZmZmkpKRgbm7O2bNnmTRpEjk5Obi6unL27FkA\nMjIy8PX1JSMjg6CgIDZu3MjAwMD/z5vStEInRDaNwVArBF7Ap7zZqKjfh20qfC0ch3DddUTO2JHQ\nqYCO+gfEcmfTY5PN8G3ZNJofZtqGx7hk6/BC8S6f/VYzykeeJR3fKfGfh4vGb9TyGjiqe5v5fuuZ\nFvsF4WuV7PLRx/f9QtabzmaR8Hykb7cx1uc205zPsePubexE4pjh+S9+KVuxHleNikMV+cJTmGCb\nSrq2CfkKQ3nVuJQrEsvY1ngJ/dISNorvortWlmedu/hqr8stxesEiG1Ddm4h86Y0cVPxIqtOB7NV\nLZxF2v6sXuHHxdw9KMg34CL7nhe3zUnKtEft/ROaAnO4e307Fbu+MLvVh82rb/GrvRc/rTncfniC\n7/NtqDJ2IalxGtEPpnBV5QZ9dvqUrrDGUTQPpRE9dMmL0tAugmF9NUIJDYQJaOAWnM/gn2peWtmw\nJziFWokBnsx3Z396CtGzjfiwewUnMoO5eX8h2RZjuJdygQP715GdacLtjD1ck5vK2xPWrKp4wI8n\najx9Zo9teiKifycTrGCEWLAw3hn/Ev+XEo2Bjjy22E/aNW2iv+8j/4wDhR4yPPnqy70tM2gXbuPO\n6/c4ujxEIyqRkp/jyFPoZzC2leFk8nTAiwQpW2557eOt1FreL19O8NQVBMhu4e6DAwSLriFLaQan\n567i5b+76ZOSZlXTUhasfI19zWfsN6yn4awm+wNnceapLZd+7+XTQy2qRIVw6o7ma7U7JotaGC+S\nwIchR7E7U8cmoQAebvBFcl4ZdwQvsdE6hFaHcn51zcSuL5MeiVJaK+QR7OylXkwAjZ46quRNqVGT\nw31c/P+HuvcKCqLv9i4XOQtITpKDgCAggqggqCgiiooRMQcw55xQH3POWVRUxIgBURAFASVIFImS\nM5JBMszFV3NuzpmpqWempt5vX3b3/3e3VtXuXbub5lY7BMx6mOSZRGOkFUOckhgs+5PMY8PQt39D\nw8UKUk8NRUDwDeH68OeJChmXoog7boD6jyrKQnL5JuOJZ+tbepXE+Hh3HxuUntB/dhIBAdu4OOQp\ndbkbuLp8JqFj31Gy0pxj5u7805pJq3Q2lzvdMLouj3rxXn5XaPBm2TJsFXejX1XEurMX8FC7wOLe\nu/9aHv/qhWlTUxO7du0iICAAAEFBQcTFxVm7di3nzp1DWloaAwMDduzYwZo1a7h16xYWFhY4Ojoi\nJydHaGgohoaGaGpq/lemv78/GsvnsjrmHod79zHq7x0GvUsiIWM6UqLx1PXVMKZOlOB+V9Q2p7DH\nKRWfnFgO3V2Dg0M1Ey7nkn9ajdDfpiycH0Sg9lSCgqV5ct8Duz9pCD56T5qeA9lSLhzo2MXHg8v4\nZjSRWIlF+Ps/J1VClc/diwmQ3c6jUi38yy8jm9KBx7cNzJJ/wb6Pp7GqCmWu40P2ZV5Aty+bfe6H\nmJASjp10PCuUbzCh+C0XxDciNECQjXWn+WNmhr/hAQ6JX2TgmC7WqN3gYMtxDIZVsjlnM3uLtyFT\nVoff2+3MLLiKXWMU814cZIRENtu1D3C8YR/6Q2RZ7HCDCG0vFMcPwU46ipTxQ+htNsUs4zNJo+Qo\nemvKyJsRlFu3cvWdJ44xGUjo1PKwfjSGf7sxUykiXMYaJUshRnTm80reCwvHFCwEcwlq3IW7UwDS\nir+J/LYLL5Xz5Jr00xg6jMlpEXw1FcYwvgiJJwqIDY+F8iYKP85ilv5p4o30Se2bw0GJ0wS7TKbG\nwIDlTW/5YjSJGj1hLDvTGVQoyTlhN1TUU5n1MRWHohAmmJ1i1otveEWFstBzNaKFnbx7v4/x7kfJ\nUtVFvlyXSv2BqLn8ZrRIKQdbr3DDyw8V4RomNGTwTXY0abVyHG3Zy/notcR/lSVFSpUhJ9JQKq8k\nbYwkZVGanNG6zfEpq6mQMiB5twpmRgAAIABJREFU+g7WaZxCzqGBzWqxPC8bi4xpBY0F2miHhpMv\np83378bs/LWd3cKHESmtY5vwAUYYZbHm91VsjNM5qO7P4urH1Gsq0Yc4vRU91CiYMEI+iqjOcajp\ndjJcK4FPf6cxwfUrTVXiNJRrom74i8zYgWhEVhPdqkdPeCyGWe2ElEzBdEAACira5PeOYYx3COU7\nfDBv7EJoZS8piyYw+8tLojUn0tjdjM3Ra4T/non8q2gGxEWQ3uXCkBOJdAxtomGhPoPuCjJwnRDC\n8+sRiTBh2NQe6h2zKfphjkmNKk0qERShhGCiJWoNHym3k6G0ZgzRIV////v1QmFhIUpKSixevJi0\ntDRsbGw4d+4c1dXVqKioAKCiokJ1dTUAFRUV2Nvb/9d5TU1NysvL/1tu481bHPgJ3T+PM8Aqls9I\notKdQ0veKHTM39K2ppee2Ok8qZ6B+aE4hus9Z9aqMIaJfme+ohf3x3UjoDmIgX/raZavYvR+GS7d\n30O8uDAmm78z4GYC6Y+VWKJ4j7+L45nVP4tHqk7EPLHiru948kKGEb95Nh0TJbBwfYPArVzCH+/k\nRvxqRrVuw3Xkdea8yEAvq5Cn60cipS3NtOJ4OvSlcVC/SU2yLf45tyiWMcBX/DDjjKtIE52DfloJ\noea2WFn8wHV/EoU1anyWEGPUBX+29idymMPsrF2F8dweysf4oJxawdSjyWwMP8vyM6+ZahKMcs87\nbt63oEnGnUutm1nquZMje0/wPcIXZf1Kmh6fZPytKF5d3kD9EDkEkz8hm9hJaM8ETrVu5emi47xZ\nuITP9V4sanqA7YQd5JUKIBHdicI7Gb42ymJsd4WPyct50zmde34ilDqNIOrwSaS6m7i22p7qe73E\np3riIhvIs3RZdEzKUeyXQVehgsqJdojQg1fWa1b0VbOzwxORgpe87t6B6FU5XM3PEb1IHpEv6gQ1\nX2P44Y+oRyez9/p7hgonMt5+P0LRKRjKqfM0bw4rh2xhkCssvBdNs70CQxZEIXc/icJYaWZLBSEh\n9p5hnKBeUpbEz/OY4bcA/YxfTNkbS5v4AIJPbmPt/WVcOneSs9IbGRK0kSF2AXiLxjM+K5LbW6Yg\nN16I6ZuP0b59AJby9+gNLoYicRyKPnGPQeTNnkzO50EY5xYRctCRQ317WPIphgJLLaZ37aIoxx6f\n8mJUW1uoMxfitYkT76u3cjjvKo26/thZvWXbpUBWFFxElnjuRSgxWlKVgw03WOu6BanzGgR8PI9G\n5Tsivwzj2zkVkrwHM8fkGnEx7cj0v+Vjz0Qu/FmF97rTVKa7EnZqLjqdhQQsdCTnQhHX444z/8k9\nGs+EU+Zoz89jazjauYvpG6ciOlGR17suoz/zN+NHTkDsUgPhGdtIEYumq+M5feFqBDco/xsFAP+y\nbenp6SE5OZlVq1aRnJyMlJTUf7Uo/2cJCAj8r03Z/4v6n+4ZLPdglQVINGxHp1aDph5xGJpFrYMR\nm2Qq2Pw3mH+OrOKjuhaZJoasO3OX/bXDkey6T6ayJ/7T6zlse5mPpXNpnmTCIr/LhL2yYUPQfMqG\nRKNVmYfMfkk+m87myfZgKq55c1BlCR+EBpMU4M48LT+2NYwjRM+WzOfufNLex+agYJpW9nBH/iBt\nJeZseL+bewIGRJWPZMn7B9ToyWImkolzUzz7BS9zXm8OCRqWxAjt4E+fAdssj5A+VpX5D15T+06V\nowITMQ25jEpBPaFGh7lnuYZGf0OuzHvCz+Jh/Cg2Z3/TItyt/En/IEfASAc8ax6wULeE1TebiF5q\nxZ9pUszIK6J6vhRPopXYozeZ8XseY5LfhdfmOF65uTJkRANDdEVpaFejWrALraoC8t8KktqizLjm\nCDLfO9OsLof5nJd8kpzI4vYWUnsnoe31gaxZYojdV2Hp5ucckJiCufARXr2bwuRGAfJ0bTBaksjA\nffq8q/fldOlOjnQtQCzoB7oP3xAnpE13qjRjGn+TsWcxf5YJ4633muZib16HT2GlsDtP5PXJWz6M\noLdbGTY5mLEzL6PeCzUdqyhUNMbXawvVmur4vXhGubAGRsWf2RC5FrOqFLYIrke/uRxvjWyqHGy5\nNGkptf4W/JN8m+ZT3dhrnGNp1HyGzPnG7rL3rJl2EtGltby6GkyM6l46e7qxsHpOUoQStywsudYx\nEauM78wveca6OakcPXgGj5GfUVfWwanqG5tfe3BCdDzbH51C9kUf3i5nWWZ5jc39d5BtM2egSSUf\ntYcyVziclmpVclSMmaj8msjQifytFEWN56RFqyOTp8BY2QLSF6sj9U4edVld1oa94aD+Mqwaj/NG\nXZaf113wFLjIS+VhzLhTB35eLBwdyj9bLzG4NpWhFjtY83IRPm9PE7nSHiaqopAtgNnEBsrHHEdP\nRxSzLn+W1E/H+mA+M4wes1Pdh0mHA5HplSOraz9TJ35FzrqPdlE3dAXcOEvj/0Dn/7P6V/LQ1NRE\nU1MTW1tbALy8vEhOTkZVVZWqqioAKisrUVb+X1bT0NCgtLT0v86XlZWhoaHx33KlaaVQVAahmiYE\nMlXR+Qu5iiaoHs6lY6MgbUF6+K59wOnoZSj0nyZEVYW5vpWk61wiWcEHyRl1+Gou4oNpJRn/qKNd\nK4C9XhpPdm/mTMYPXNQTUD30mitR3nzaNIioTVrMd3+DaKY+gRPWkDNsKV/LF3Ps8Hj2JQzmgewo\nCosGE1B3mqneTUyf+ZpxWsc407SEvA9DKAgdjFxvNYGTZ9MrCbt7DrGu5BGuLYkMV43AT/YyQ0zT\nmC75kvhccy6+WURcpw0n5fwQNu1nr99TXtstZGfMP0hUlTEj/yTTn3tT2zuAd7NO8lDwMpYTqxjl\nF8Pu/DnYz7+Cc2A2ezKOY235FKuzuYQs28/0hAzEnssSVWXAyPebKSvpJcRsB5tMX5OtbYbSVEF6\n+qD/QRZhJcbMEr3Lk/glzBTPpXCZI9IuGaSo9KCf2oj0WQOqozVgRj5Ja5RwFk3kV8g61mV94KSo\nE4MN7/Jd0YYRojVU59syddBLQuRdGFhTjFp1HnEDh2Ci+RPNOgGedO7GVSmUCr1S3msqYhLdx+Q3\nHZzq8+f4rrm8cjGnIlGbVZdjKf5mTZpSN3LDk1FfJsidrvOU1JhiUfqdhV3+JFyXQl24mETHyewb\n+Q9+Gh85Nvw+2iXRjHq6kbH19xgYKsLvRDcWL01G8pIAJ4y9OJh2CIFbaqxauJx1lSv4MsuRlqkG\nrJNN4ouLP12A1Yc95BUKcSVvNi+zpuKqnMjnE368HTSNRnlhvtVbs/fnNnw+XGOT3BlqTRUIG+DK\nEv1zFDRY01yji2ZXCfoKOdwcsZhV8md5ens+4t9geN1HguV1+TNdjRVrc+gosEOloplqlXZeRnVQ\nt7+IeU0JBA26zDbvG4SlbWCkx0+i1mijeuQrbx45Men0fjKVbdFNG4HTtt8kajoyggqK90tTb/2a\n92KyLF5/hQ9/N7Letp2eWeNpM8sgvTeZAQmlFM0zwyi0icytxkhsr2agWiNd7UZIpsmimv/73ygA\n+JfyUFVVRUtLi9zcXAAiIiIwMzPDw8ODe/fuAXDv3j08PT0BmDJlCkFBQXR1dVFYWEheXh7Dhw//\nb7nStFCCHAJCadRUauIh2kdy50ous5u5Sqew09zD3eeijPiTQbfCFh7LP2GUXA6flhrhU+yJxPyz\n5CVasMKvn4dG18hcZM9Q21icXpyi2CyMggZFRG+Z4bflGUvNknivsYPKg6K4Gyxg4YANxF5xJHeB\nLU8HH+dV1RVSz9oTcEyXcdJX2e2zj14NaW7IHmNV73vcK98i8zGPFGELtiidokNGkr1Su7ik7slL\nFWeKNZ3ZUvSUieXR2FR/waN1F9NE9zF2aAK+Hr/x7wmiJk6NV5UOHE50Y8PzlZTZ2PDjxWbuDN2N\nel01k7KfMHfdaWYdP8cQ+wrOvb+Mm88DGgZIkvpxEsuX3SP2hBlZDsYsDL1HpMsIpCW6MftVQfYJ\nXZQiS5A37KLIeRj6GmUIy/RQIqGApkQKJaKK9BTJo/+8D+XyTsoUxZBwj+eL3yAcbH5T/XIMM4/G\nExkzFmn1t3x37MdgczWV01xZGxPCjq2XmFLwkG8/pegQ62Xo7C6UvRV53+/IvLKdRKTYIbFPiBmx\nSTyYepzp68Npn5zKMU07FL/Us+hMJPuCn/LdxoPFy/YjMCMNA/lYbGtyWfo4ktxmG0zqfnBCfTG5\nghpky5jwRX4i8TMnMUwqi8QMM9bsO430LxGmi4ciOrkJ/9v7uOfiw8oTx7FdlsbsD9H4yZ1j5LIQ\nLN+1kT5yDPInsrDcGMrCbxf5JWTOPwaXmP2yij+W5mh+ieDIW1ce97qgEVrNQ4GDFE5ejqNDKs8a\nDfCQ3cnkwid8rnLnWdEmHLXK+CWjgYJ6OrEi1swY+JInA2djSA51P7vpyRVCsUcaSSU1tLVqKJuu\nAnp5RG0Hs2u/Eawex2TjKsJnzWDBk4c8EBmCuMl9ivxlMFMRpNTUnY3bArny4BYjGsPJHxJJ7DMR\nJIbXoOdWS6rNOm4uS6ApTZ2N041Rab1M2eR+6nWMWSVVRr76RURKJLCO2sphEQv09KLRpIW4zvUc\nF/mKyF9BDvZ5/lt3/Ptpy8WLF/H29sbS0pL09HR2797Njh07CA8Px8jIiMjISHbs2AGAqakps2bN\nwtTUFDc3N65cufI/ti1StFKGLAgXUmYsgMTcLnp7NBn6sJTUXSMxTKpESqqdz9OGszr+OGfcJqN8\n/y6fveWZUF9NvfMhPgz2RzG/lcBue/ZctaMrNgXzRR1I/F7Ad/kJXF+my/z7qzEgnuG6+Vy3e0jp\nol2URA9hyfC57E5YwNE9OzELTmOc8xO8/97B8GUR605dY1lsGGUuHpx0OUusjD6Bkibs7F/PkL4M\nHHrT8W+9yor6l8wS+YipXCmp2hYMz/rAyNpPzO9/SpCQH8Xa1jyauIYpzY8JfDGMb9HDeG+8hcAx\n5/km5E5lgRRTmo4z7McBLA3fMGtTKvdnXsYv7jHxbmakvB/Ocfn9BE9zo/doK+aLYrmS5szobWdQ\nyuomZuQh5uhn0CiiTNZfRUbn3OHgi7lY9ueiuUAJqaEC5DcJodIVQWCXK6vbbxBfMp8Z7R38TvBk\n8vdnBFSPQHPCOxLniSDqXEq35gBUioVpf2zK4OvtKNf2EKNqjbPlMwKGTMdaIY7ePx2U1CnQJC2G\n6YhvhBkPw23QM2prjai6YofPixiy8sehOOgvRmOj2Oi1kFHuV0irkoRv7Ugl6OLZ3cPRnDs0iisx\n7E8oS0Q2EVpjgrx1NzoL5JktFMLwp4/Z8Xspoa3DaRBW5h/TRxyw+sakkjgGrvvAs59mmC+Mpeto\nO0HT3Dkmv5+0D7akT9JnY9xdDnm84fDeB7Rr/GF7piOWf4LILVCjSUSXhQ6ZdJrZ8CxqKjdejMKp\n7h3ZUxw4rngCI4Ua6ho1WNFygSk/73NVeyV7Zc/jIpaCaXUN8Z2emPcWIdzdzTcRXWwEr1MkK0b+\neEcWjEqnPtWCJn9FXF9Hcrl1OW5jH5B434qBR+tpjangp0MF+VHW7JtTQIuTO0JacpgIxnL+sS1j\nfbaSIDeW6XmKVC8ZzaBvLzh/S5dJ9Re4U7eKWZqlmLuNx7JGiIgFiogHPCduohKDYrNonCVMk7Qc\nivEdSBwUpPmGLkNE/lA2TYcW0ybEhLP/tTz+9QeQLS0tSUxM/G/XIyIi/sfnd+3axa5du/5vM6Vp\noRpZEK6jyUoY1vUhkVRFynVxlDMSKVZw5sGMO/hlbiVqsQDjIgPR6oa1VkmoO3VQYyHN+CsHUPh6\niArPDrLfLWW1QCxFF1t4tloay/k1mKcqsTfCm0s33Bj+4AgjDO4jZ9DGK6P99IsI4PH8DmVBmsQ5\nuiE/pJnfR7VY+Wg1gx8dJtDTjLETQtgtcIDIUwNZVbQZZ4ESxotkclxiJUellnJNajHIGVE7Vh3J\n2C6qn0mwru4oGR12pE8Yi0p2HT8rTDCLMsa18T4vndfg7fuZhhYFPC4eY3LyRhYsS2VnRBxRX91x\nuH+DuhphVjnvo3q/DQpvC/kUbIZ9fAzrxANJdXJGVaCWGyoPiAprJuiZE4c9k+nZpEFvuzQEFZER\npkntElmGjaxEoF+S4jgJFDoSCLMexkKvbbQ88CPugQzDRN7yrnEZWYaOnIp4ys3ia9wqnololzVL\nZiagOOgdL7pHcSHcFprD6XXvpHChBxNirlJyt4V0QWWUFrQistaEonsqLLy3l/sCo5EyK0JrSCOp\n7+Zz8eNp3keN42jPYWq9VBjY94fXwg68qbVgvtA2wnwmoe+TxKGwhUQHyJIvMwBDHXEcRpXwNm8C\nCz6sp9DQmteeOygxtUP+cQEvXlvyU9OOTwOP8kdZGbmoOlY3OlCdFcFy+Quk+UzAYk8RuV8vMvvF\nLGarrcB5QRL9joPpvt1A2Y4cjOxesGHeeb7PHoftlRDGPLvP6oyDKF+uoFpfA7muP7zvdST2gRUJ\nivYEz1nJMssg5nCEH3kDEJUuI17YBhfpD8R1GaJHOA16QyhcromawG9SL/Zj9ywK+ZGW5HvsZtqA\nY/iuNKanRJLpQlnsG3iFnJHGGP7N4UzJVDK/ifHVXIlzux6zx/UC7mf/4YNeCZIeiTSdH42HwAcu\nX3DG/dEWMida8mnKCC53+DGoJYWLiQvo3i1P2Jk55Izcj/GIHE6UzKb+YwhbrPcRsXoh4/W/sOSu\nLwqFWXzt/HcO+I/abXFZbkF1Qhc5+QpYuNdQOc4KrcI4MuJbKR0ojMqeLir8DJAqiuLnsyzaxvYi\neEOdNndp2kKTqTyShtwEUQSCxmEqUsBbfwWUH35D10OSposzmZ73EJ/Fi3GtCEZtnSxpPp7MKz/M\npDtbmKQfjPQeMd4PHcvqGl9WVfhhaZCO3oQmXrRP42jmKl4IzKBPSJGxIkncyVjJiew9tErrENK7\ngm3tx9mcdAq/lpuYDP7DXsVznOmfxehv95ms8YwpM6LZpH+Gk21euAVfZKRJClu9P7JH+ggnwmaz\n9dE21LWFOTQjkjsNy1h4dz+fExyoGjyadQ6RhDY4Y/DyPd11Hbx1ms8cuxDeyA5nYH0SqpI/uTPE\nmykjnvJScwxSwr+xavrAU6EZTDYK54PKDIw6f6GRnUVqqy1jtRMIl53OsL/fqcqR4K+AAKYWaYRr\nu6Cr9YOfEgqIDvqNmHkW3231UHRKJ1VZGXHRHPrFaqgzUmSgTRuNQpI0ZnQg3tSCuLY4AjoDkGuu\nJjrdGE3BAoSGCtFiOAA1+XTCuk1R1f5BpX0PzXYdqIyK54e8OqLyRVRJCjHAoh5pmza6BfppSuuh\nrkQSXb16yoyGMrYpmvdJNkhWNqJq2Um0uScbOcGZvGko/01DenQ9T0Z6s3/wZm7+GY9U00/UzQt5\n4ujLNuPThOUMQSi0ADu1X7y0OsA0sS/0xjQS+9iIFfrveGx3DYOGIuw/POdwwnou2h3ips1JqG9g\nQtZlNksd5v4kXy5L+fGnrYPZ/RfYpHWKe4areZbpQXWZAguU3nJdcScbG66THmZAfoE5MyxSiJf0\nQCc/B6HPpcT9HYXXjGSyR9tS96sBtdQXPNMdx7S9X/nto0/292bUgwL5OMyDZWeSyDOypCCwHtW9\n70gdPZ0V94qJrxgB/t9piWym09sat2sNfE42Qf7YA35JqiF/UBTV5VV8zB+AXNpjfjvroHG0jW6V\nPyTkC6Ms+IMKe2MMHCppym4lN1GKgo6C//13W6Roo6lVlh5BcUbzk4v9m3BK/4JUrgQ5wgt49fcg\ne3ecwPJWOfObBHjWE0TYHT/u2q9FLNicf/zqudj0jDMWc0jcpU6nw3j2PfjFjZQFjDPxoeaPGCNy\nNVBbKs25UyZY79nFl/EzCcx9Tr2YPAtc3dn5bS0rdmdy0SuQQUGpuM2+zg/RGcx1asC9NJ9DN04w\n7cknUlVmsbrzC9WJg3jQtpB5nR+5L+zDwz43QuTGc8prI+dZwK4eL7KMZPk2w4pBIzIIrrViu4g3\n3xxs0V2YS2dDAweTlnBFbTsPLfZi3pyE8ZMUfH5846XVMd4V+6J8tp6tEXdZoFrMTZMbRN0aQfwV\nLe6r72Dnok84dceQdqaZ4NKx3PY/RZ6jA3/Tiqj+UkKhtinme3qREW2Buz8pLNZkgmMp7X3mCIQK\nMC4ghej8TcysqUDoigm1lyaxq+QLn7/tweWfWoyftJJVuZSjA9+QGOaKwK02HLryKFg4E4u+QtLu\niVKbKYqMszzmY1po/9VDaoAYw3pyeLDgHGPb01G+UcTHsDkEyV/gUuVj1IME2XIonCvfHvK+9BBf\nLm3l13kvHtRc49DvV1y5v5e+DyIE/t3HY6fDXC5eyYjbt7CUTOXLJl/GaMfzMNoYmcQEFFzBfEcv\nkuVlHDnniFNrDLG+GxgmX4nF9ffsuunPEZ0XROntQ+CVIscv7+JQyU32GX8gP9eNRzen8rBrBpet\nTmEvnYlMXha7itbzj992Sseo0/a3gKFdTwkym4SITzOyptnU/ylCRqYEDdcS0tSNaO7rYlBbMRki\nLthVJdKeIUdm52wmS+SSHWqHwekqHKtrSHXagVNfMXkrxCm6M4CFs7Mp2OdD1ad+CjwTyOw3wSNb\nmKETK3i0TYya80no+ghRkL8N14ZnROkW8+unLjfuhhM5yh+V3SloG8bxqdWf4JXfyXs2lzJ7ExZe\niyKaCxxv/InkLUnCd7mzrTWcNLEVmOZVY5KWxRdcMaGadCHrf83rf5Q8pGmBekF6UMeDn5RfMIIg\nBaaIttBiNormb8KI331NtLkJleWDWDp7E77fh9FuG82RO3uR1K5h39fZiAlJ83D0DX7mjmKSyynk\nGvvwTFQkVtEdB/2VJL5RZe/Fn0RNPYr4wXL0nJOIG7CBUpcdBEQsZNC9DAbYCPDZZTLHGkcyv3Et\nFy6s4N3M0aztn0Ncoyr6UpmkzxyFvFIFZvlfSRIzwUfqFtPFPzBSMpGPZeOxy0/kdPt51gnGkBgx\ngRnn3mBR2sC+aYlcFtqP9eJrjMl7xezlhbxcsJqzn8dhdOkJy6e8wmFLFicyfAhstGbynHuoe+XQ\n3xbGsupFnP9nJzXrLCn91IH0pnTkFFSZ5i2DRIoaRtNjiY13w3KoFAqq4kSlWzL3y3nSFEdjZNqG\naLEASR8cmV75ieyOKWjKtWLQlcC5Bi+GTn5G1ZZ6rtnYMd5iN/Fz+4geO4xzhss4/nYxChXCrNIt\n4F6SP3Nm3kY6vYfOZZMYYtbIz2eidDwrptV0MAfXR1GXqEHjLFHsf1eTNXADnuXfSP6iQa9GG+3O\nvVz0tsbDYjOLrDfgt38teq7hqDQkkyyhx+qeR/T+HczHv7Mwe1qIT8lTKs2HEa44HauocJRycjFW\naCXKeiercgI56rQM2UR5Uv1Os1EslN1blxESOZj4dZ5sO3qJEw2jmNW2iFtes+hY0YZdyV1mpF6i\n8B8rosfM5NYVG05/dcXXJ4SpyysZV/SU0wtHodrfg/UiZcp/jeDPKXX2J18grGEHnX8NWVp2l1Fl\nMSyQeoypVDE3pBayUewgoVX2tEkJMM7zOwmDLNAsiOJVtxL9Pk2IXGrlcpMt9g2nqHAxIMLaiz1P\ntxEW6sqo0dqs0E7jjNVCRHeUM2quFK1XFtL3tgIRvZt8l3dFNGE+3l1v2eE0nxG/spjo0Y5/4wW8\nP+7i+ZAJtNySY7TdHuYnjWGs13neVk2j3raPybfXsynuMEcdgqhrm0XCLTd2BFwgjnlMI/Zf8/of\nJo9WhBugB2MG9bTCbUiq1EBoZxPOvsGs6ZhM94BKTtlfx/lMKiPXZrJYtoHSFev5GSaBxM7T/PXu\nY8LXeAKbhvE2cig/JvvxQW05Y2w2IpVXQUe+H7NHRZEysYOcDybcmX0Du7wMXCNP82ufMZKHhHH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zqHz436uFhVkR8lzUCnBn5buvDladT//qNawb+gQCvS4/5Q+kuNrt6p5Oppolybyv5B2agX\nJxEnK8DJvrekOIKo9w/KVO3pciul9+oAJEvr6D8qjGSVK4FVVigLiWN+Q4N1+6fQNMmeMYYZlI+M\nZtWqz/h8WMeAbV+47vWAI08UCOieR6XXdja9mcLpY8d53H4VmYgsjry6jPg3QcZERzJubThrQ9Zz\nKOMUoqa16L+L5ZOSD/6ifrzv8sQ5u4gxvGCz+E1+RrqiqlfAZt1jhL+dzO6JF/nYZUfK7/H8OjmF\n9GwZMgauY5tZEHPebmSdQQJb8o4xP2AZlybf5J/d7ohJ5pBrOhfB7amM3hDLYD0BnO+FcDXjGMKV\n7fzz+DLrbr/ka5wEz+sPkKNrx8DbFwhRWUtvUhdR8cI4uGUj/joTof5uOkwHE5ZsjKSTAoNq+pkg\ncR/rleV0Plbjktoqnro6ona/nsOD72BicY+/n2V4WneS59lStGoN4HrKbZQTo7CYl8Whazcpytbh\n/QEf5iXfRNlKEE/reL5/MUfSX4KGPAWUAiWQ9u4k/qsss34UUq4/CN2yK1z88wCnL195qatOyWBn\nWh4oYOQZjcrASsruWVC2woozSt6sbn2DkJMagd8d8NcIYCohVL1t45XnUiZF7kb8Wz2+KqHsfWpE\np5EK7xp2cuaTI3pnuol7NBOJmmZ6fhmQfkWPWboZSGzuZOs/PnwZsplOyQo0179h3/iXRN/v52WR\nB88NT5AU1MNWkyAOKEThVXGKuyePUPt7MGPqQ7g1fgtNH1XIGqyHgUEGc999wVf8EVJCZcSUzWd7\nx1niRPVxlsjlyvvpSFlU0PpbE4Xg77CsH6WoWvRTKhCPVKQ6optvrdvp3q1Oxps6ns58i5ZgAf3X\nb3LX8w4/tgnw9qsSV7ZcJGNkOoYafzg/+jqJ+xuQujGSLULBaGWHMbFaguTjtlxv9qHtjjLVbi3s\nlg4gd2YnVk63CRc6hKrcK+7/HMc5zTiyamWZNuQh8Ryk+pcC10cs+Pe8/n/I/v/7agZ5mTZGSkQh\n/AN6ZwhzsGchPUWW9K4Dl6ojHDJsYKjMG2KapHilfJe9F4dQZDWMuz9OInHtJHf9T7LJeAUZYorY\nWxeiOv4hBafmkpMuQ31FH+mhJ/A6soPR/l0clwjCOi2ImIJLWF75TsZ8A+zdahjol8PQ2zkMzfjE\n20uz6ZgjgfnaEKZ0ZxCg5krqTzVSpT252zIOlcZyzgpcxLM9iPghg4gS8SSk2R2LAdfR6u/Cwj8L\nI9OvDOpu5sCDlVgvSSP9ngV/fisSdHEulrff8XnuVpa5nWFfmi/XTibg+24r4dPc6bEcyoNTNpw/\ndxqVoEJ0H8ZivLyEEFNjzjodpHVIMaM3fKFo0hTC4vqoKjdHcaoERqmhqI80RFSmi6/Nwxjp3k1h\nhSJeWi/pNZVCPKqejwO8qNMSoDdQlqmmnzAyCMH0SQ35tsNY37WC0jh35Hc1M/PvfjZJtWFl+pEX\nrTr8NlnFmQwnunXbWSH7GeVjQYybnMG90ImUvhXmteNyph7ZQJmYE5u0D3A8cyzb7VI51+XI8sGH\nqe/YhVljECvW3qYzzpb7XTbMc3nPltAAFhlvZ7BeKZuvX+ec4gK8hV4zOToYeasOGiwVKamQ44Jb\nIPplmWhLFXPI7BMH0n34PnUWJ/+eZEmcF+6TSrjluxg9sxBqrQ1RNf5MxzJZksI0kA6uRuGCFJNO\nniBx8GJ0xlcw4clV9hyvIOa3Hj+nD8JiiSi+AXsYdTGOqF9ODD2bzIgliUx8fJcMydGYWX4i74QZ\nQX3r2C3jQV9JL+Ki4iwdcghByTbGCxXwjgmoNSfwR8oWq5j3/FBWhx4d3u8yZJB3CW4BXzHM+Ybm\nrTrezRtOpeMIjs7fgPHFFKZXiLA5zxdRNTN0DqmxfP8K9IMcSCrXwyP1OgvO5yI86SPl46wIlBxL\nvOEAOjZa43DFG6UYRebaROB7xRkPQ0EOtExlocRhquSPY1N6iU1LTjG6uJ4nPXbsX+yP4a9CfCWu\n/Gtc/7Pk0QoodOLEFwb+7kdwRw/pLwdTa2qLt9hZWiMsKA7XYNrHM6xc086pIa5Yp/eid7EH3/sz\nqN99hJmlGxHu0mewpxDD7u7j4K0MDALuYmDURrraOKIm9fD5nw2IL3tNiepwPFRvE2mvwvp9bxk/\ndSG+6tHsFprLjnNbCXPewqVbSlyROs926Sm4JH/g0sBbTM74hzBdX1Z176ZggCG+PGG9zA5GNabh\n2RXMmP6vXKxaxTOtGSQU6pGjaMAD5nHppzeDhxSxcN8p+i1l2PVjJ/pF8ShYSTDuxGNGrMnELCka\nib46OufrUnRUloi7PvC0lQRJV1TONZF504DtoW/ICFdht95LKlZLMPn9e+LPrkU3LpoA85uIWvwh\nMHIW42ZUEBJuxoHpQYi0tLG84SpioyQwDP7Bs3meZKZrcj15HQmOmghckWascxzGbSFsyAlD1fEz\njVcsSBdz4oSUGUn53iRJKqBZ1cakyiSsNG8xXDoXwZJ62gZIE1U9mrxqA9IkhyJXXEh7vzrKWu+p\nLBvK8D+5pIkPwLfxM5E67WyVvk1OwHgERmayOvYThaWdrBwayIrLj6kc30droyKDi74Tt86Os8FL\nEbOVQPZ7PenVJkxxyWVB1F6UvJRILLNEfnghj0dd5mH0SJxOt3PyxU7a/TrIVJmN5scUMj/MpO9m\nN917pNFVaETxQxGrA14y78xVdPy66Onrxv/jKm7O2cy8nefpHKxPfXUfrwpc8HZ6zf0gN5osVBH4\n0cDwkjiSJKxZEnkCG80ksqqNCdBeSmvf/8HdfX+F/P+B37+3994laUkqVCSiQsguQmbZhGzK3ntm\nh5SVTZEtJNIUbSntvfd+XT9c/8HnOtf3vM/38T/cb+fxw/M8nlKslLzHo66ROPX85kr7aqzbX5Kq\nNBmToif81FxEv5+pnOwZxlDdBoLOyeI39iWSAaXYqIRQqexExdS3hKzazytrAz4qWOLUJwth+VsO\n3XhEz9xIHHSzyFJ05uZFY9IP7eHz0Qa6pg5iIrn0abnLtjPddIZ/xuR8Jy2/hvO+lxYingvIeSZC\ndmwfdKNk0FH7ycARjai+r8Bkyx8Uc8Vo4v+SA8j/Lx4djOALBiK5rDC8jOJTkDlTz49tw8h1M2FQ\nVCKxqY647XxG61JJ0r7Yc27ucsbsSqW6RY7hv36QF2PFKx9jNkQmYTc/BImZJijkVdGW1cyig4VM\nPL6eZ9cfcuKJDUlT5xCHG0dz3ahcspPFL6bz0fc8q+JW8nKmOzu6rnGyYxa7TTPxLNqI69A/TC68\nja3Ubw5KHmNk3Sue9ZnB3YpF5ChYESbvxt92c9ZJ7OWy4l4siwI5oPkQq/CX+OpeZ/OvII5KjeCp\nuh/nbpoT5HKCOfc2skzvHnZZP7EPDmKdWzgzpqzi0sajxB4R4aOWJ/l6cryZ7kr0sgn0m3CbvTNv\nUBmeh+fPDzRYlXFh+WqsF6SRvE2VDZahZJe1sVb0Bnmaqmh9/U2Lvg5maYm0KypiV/YbWflS+hXV\n8HuMJmRLEas+htPMIuvXCm6NGElDhCVdpxuwi3+H18IMVoj649FVzMo1W1GIl8BiZyfXn0xEZM9w\njvz0pttEhwjTRfT+F0fc/o0MeP+a39tnMPJ7Gp88ezOjo4TvtXoEz79E4+8eAs/MxPhjF/OmHSAv\nwwtx8X/MV39ObLoTBpaxlGdYsVTkFFPz3yOr1MWLSmdmmr3jR4ohsoZlbBa/xKk/Y5E1VmbCiquU\nuRmwd8Ue5KyTqMjqz4h3p8hd4sTIsadIWuqMikctEcp2mMtUce+kMd6bPtDk8YOL806h8iKGFXk3\nqDIyIDOkkeDhxzh71Jztco95XKfL++RZmBiWYPX9JScNgrEkkN3KgWjJZaBeVke5tBalLSbElDmR\nr2dIaosBiCjQoStHT0EDskN1iCkVQ7X/WH5VqiKghdLkFuRiY1i6rpqB3w+zwlsEp4ar6HSI0D5l\nADfOGZISeAR//9HUHPDkzT87JLsa6btQDNPNYbh9q6XfmjBMoiqQieug/p8kZpsaqPKQRTeqEeUl\nNUifbUGyQByJ2DYyPfqTsHMIofum8+P+WD5pONHZJsYgEv/nXP9beLQAWt1YZP9FzqicDaLn6SMb\nxWWlXah/icV3xn3EphUzeEMqMZZDqfAQZd+BK9yRVmNxfiInT8mwb9QHTtqL83DxeX4uKyHXZTI6\n737S2dXIONOfSO/+wZRTVWi5hTH0Rw8Sm5MhvBeakSX8Gt6XCdrZ/ErX4uyuUH5fVSPi/gHyw+UJ\nP+9Jfnx/zrkt5nX1Rtbr78Bf8hULek4wRTmJGW0P6CsXz7zmx/RvSeSIsIfRLV85VbYBd71XHEhZ\nzeYRdziV4cEmx2dcbZ7LTo2rhAxYxJXsxVxd409gjAs3joVy9eMIrqx9w70SB9ZpJ/HQchzDktKI\nODkHg8dJpAcvwfziB4o3uqETFw/6Rkib5SCeBR2rxSh/LEL5Ritij2pRM8GW/CdS5Mpa0VbTQ2W+\nImZ69UhHZTJ5QCrG8Q+Zr/IDdc0XrMmKQHlaBCOf5SE7JZeGI5bU2knwOng2P1X7c71uAW9zxnNa\nfQn/cvV5oz0O3W/lJKkMZHB9PAX1+ozQ+EJS9GDsjGO4+W8heobpBOStR681l4ca07C8X0DSYFNm\nn/1O1+Qqjr+9gN6MxzzP34Cp5i1u6h7CKuEmmwY/Rj46Fcs+lfzJ70NymRlPZRcQfNuVV2N88N+9\ngqjVHly97UbdannifjugbJZGjs5YjOKi+Oa7EZtL4by8fhi9p785e3w3hgm1nO3vzUK1PIJKXLi+\nIoIXUX2IPrWH8p8txG2YgHxpDYm2QxAzUiWsbTTtLuZs/eND5ihnhvx6w3m9zfQtzGR141U02+tY\n1HIZ8WZxtstvRaq5mecaq9FoTeWX3EJ0NFMpqByP9oQ//PtmSZ/D5UQ+GojtZQmCLk7AdrMYn9PN\nMdQUo8FJAv3Ifwx4VcPQrTdYmZCIm4cfK07+YtCRm0w1isFILBHxt8WoumoTtlSM5lWu7LFXoniy\nJ1cDevhVNZ+nirLUHulP4WxpFPo3IruhG5UpGZi51SL3IRVb2XxkRbJQ62qgvXcXrWnK/3Ou/y08\nGgEt4BNg3oFeSA1YVTHqexyShr9ZUhuBuNx99mk9RbnhMAFjX2D7y4eAbYnMi5zJ4eAa9kY5s+lK\nC3fyBuHhXUGUhinmxmWUTTSnpaCR2g1jeHlNkaQd69g8bzgPt17BefQMDq5+zdgls5jr8ZOdIaMY\nYZ7Hmz/GDNdIQVKuFTshFo++kVjWx3N9xA50yrP4M2wCHS2NNOgO5KdsL8rFrXigOpEicTP8ZfzI\n0rVgW7sfP0cMJbDCnZTFroSnDSLjogcJT3V5/9CPsqvi7Dz9DJXzhTgs/Yt94Hc6+svg+v0TP8r7\nMk0iklvPh+A77BUHt41gv/ddzs7vR8C+C3zzVSQ44BC5l6V5dmkjjW9kCV6zGdEURbZZB6BYrcRQ\npS/IC6rIt1bSrapAbb4cTRqyFMb3plFegaJX5jT2lqThUR+aR4rT81iThmWiiN6Rp+qqBGo322h6\nIEX/CxlI7xdh8sEXqCxuY+OGE8iNasc/cCfiWu145VxD+NvJSO0v9FxtQ9uxipb1ktTM06N8vwaf\ndk6k7JwOR29tou6aLqvOHqUnWJlF885jGNrAwiHXmPoomvm6Qcx//YJFcsGMTXjPCrXLDC/4zA71\nMwxp+0qI2C7sVKNJrxmPnW0qoumKGK1txORtBkoXVBkbGELn6f4s3ryePH9XFi6aw9vp6xjnv51j\nfQPRDvvEtNpPNJd3YHb/H7lmZuj5F5K50Jmh2z6QcnQOnvsvkHh7BfuvL+bjCV9exAzihfsKygrE\neNXfDaXWPKLFnTGWTiKlaigmSklkVY7EQDaRP8J49Np+UdBnFNKlZVT2s6C0Spkq7b5EdoyiEC2C\nFNeRmSLKSYOzxF+r4/yYS7zzyiNo1g3ujq7ljlcQl+Zo8WDBBa5eNufl1N2EZo3mvZkHbzTnEtPW\nh2j3nfyNaSP6SCiVT9L4fOIFXY9fErXoOvIx54gaeADD+k28EvzoK3eEu5mbUOsdzYXn22ju38r+\ns4fJMjFkd9j+/znX/xYeLYAO8B3aB8rRdV+MMmMr0h+pU6LuzvW4ITRJbWBZ2XLa5LcyvO4qxXpL\n6ZUZy28Td2SfVRPTezial5uI7zHA5fV3UtJlOVh6irxwgRSj8fx+JI/JFGm+vDDAf30Cdz9Zk3Lq\nHDveulKx/jBTr63h8YxbmG85j4/7D+THfcBkQStG7mH8m2mN194TXJrky5VHS5jsHE5akg16pvno\n5deiKf2XJXUvsaj7SKjMQSaW3CTI8Agrsk+w3DycYynrsTQr4MN7V6oNFWh+ocMDqVHoxDawon4L\nNg1/6f/nHk6a2Rjk3mLawByc8w+y1D2HJWnL2LQ9i7PvnZmyq5uvx7RR91OlZk4TlZv6oWqfxq91\nI9CYHsenxZNQOJPKc/f5KHz+w73pK5H8V8mjyUvoLpLigYMrHSVmvDS0prvZls9CPzr0jEmJM6LV\nSYmyK71pX9BDw0p9RJfW0LpaG+3phUjea8HCPg+9nN84m5YyUOodw3WrGaMagZZGI7M0X9Ku0sN6\ntTekSGixWfsFTzOccR3wlRs3vNCbmMelhf7UeItxd64P6XMNiT41mnhHB8rjFPimOwddEoltWo6X\n0WFy68fwaNQ4Kqp1qJnTB9HiGiqWmKD+9TdRyydievY9lzZvwcb9CQt3Pme8QzBq/uCyMIjEnXMY\ndiaEi3teY/XlFv7rU7AouM75sU+xbg7ggdF+hnacIE56KtYtN+mpVKKv5Gucv8dirPuDoy8O0886\nlceRszG1K+ddrhNqNpJ8aLZDwsSQB1JOyMn34ZyaJ6otEuyx3Ih2ZT3eY65jkFnG8DlfMXqZiZp3\nPRYnP9G0qBfWC29T5GXPAM9A6qaOxvLwWbqnuGP3+BAyK1cwMXY7codnMy9hJ/026bM0YRcu08tY\n/W0zs82jWBXvh2/9jK0AACAASURBVHfnc2ZUnWBpyl1GqD1l5ctgjGzyWJVwGk07RbwaD6Nqac8k\n8aMoaC/GqeskgvRyxv87jqBjz6yPF5C2UMTn6UV07SrwTgz5n3P9b+HRDOiIQaIoaeKjefVXhiSR\n1VysN6Zo5EReR5nR/Vmd8v06eKVfQ2NrNh+ueKJ38Ra/pi1AJvwEYc7HUYm5xPBZ7ehE/uT26T3I\nfi1jhE8xDYlNWKvX0BlfzVzRh5jezuOhoiPa3xqR6mml1FoJj9LvRHiP5kBqANusLnGgbhbenR9Y\n0+jJEeEsE/NOkjJ0OI4/X+M18yaWmRmUe+hS3KlIhZIh11Wn8rl9BjPEnjC59RHeFVnkNclyUv8C\nT5+48H6yB+uXH8didBWTD/oRNO4ymx5NIHa9LzdDrClM8iD9qAabv3ym4EAHHUccKD3xky/O2+g5\ndo0QhwBsz+7ihc9qvE9doCqkD3Ne3kX7IAzMjMDBpIm2ykLsKmr5kDmMThEJAjNWUdGqzlW9pXQU\nyZEy2hrp8ioG9y5FRnjOdp2nyHQ8YqP1I3TSvjDKNwrN0BqyA9Wpv67P0Z1biE40IkDmGHeajLj9\n7xgvq9TI7RpCRbk6Nia/aVFUYK7iQ8SMRdjaeJSyzv4M6TpPcfF4eoRY6lX605jaiOixDghWYnHo\nKcQfiPDJfywlaU2k2EwgsrOJx3o7eC0iioVBPVG5Nhxw2s/3P6NQVynle7U9cglt1HaqMCT+M+NL\nczn4bxYbTD6SmybFnAOfGPLqB8bB5ficOkHuGmdWnx3DG+ftrDpnTfTYLcy64E3F8UnMObOfGdF5\neF48z4efO9C4/47wTYeIetLB4fHPWHRgCWqjxBm3/CVPx3sz+eE9ruseYmnZYS6W3+ZXpRmXxHwY\nVfObGGUTlkmEUt8iyv7pe9FOrcJ2RjxaSf+osDNBNTeaHLHhmDQGUSwzjLF1F5AZIcHK9CeM8w1n\nVuVXfEacpo9YDusTb5CnJc3QW0ncE1lAerwqZ9VOc+/naC76HOfWe3eST7pzJ9wFB/dWrr+T46j9\nC24+bOaQywN+nGnG48Qn6rcKlCWq0n1QnJBP62mLLiLccSdCy1tiRDdgUXmBFilDlvwJ+p9z/W/h\n0QJVyupkloiSwlTiO6WoHaiBaCa4zArHubiAP/K9sHH6woVt2+nwlCR7FaTaH2D21XnUBB7Bfd12\nFlbU8mBZX2IivGldEM2nRT6IHY3CZWgmsi0lvBNmobq4mml/bzDdPQe125dZ75rEQK/1DPBr4byj\nG+ERq+kMKOTomniWpK3htPkb3hQN5J3BHL4mOpGnp4VScQt5gg4TSl+g1NGGUUkeqxrDmNFzku8D\np5KVZcSHI7bMeR+C0+REfHNW0SxuRICMBdeE3TxvW8ghveVsMHhJyL+pGDhJEr1TlldzFmPqeZ3Q\n3f7smOXJn8NrOHhvKjr73PH6vgqDFbY0hjTRskhg84mjtGp1MUAiAuUscQ67rkWqsol/YwYh3xpL\nX31oT6jHrn8RjVGlTLCIQTSmnNHj3yKV1Yzc9A7ickxoVxzJsZpp5HUu5dIdL4o99RH1UGSYZwJT\nb27Hz/YLg6rPMXV2Ifp/vvBi3xwqPquydtApkv4acLXYF9mSLn7l96LHsQOluFqK9pgzMOspX919\nGVexnXxTT4KCLFGb28DJVQdxXhxFz/MWpsk3s7hmK04KbRgnJDFsWgJbkw+xcdwxBv14x6mh+7j0\naywLrD8Q+MuNT/orsG++gYtdAp1FIjiMf4NkugLvJM2p0pNC/8Y/XnuPYOytWxyfEcvIqJNc2ZKM\n45WLNB91Z+ys08w4mUjq7GomLv3J9B07UXNUwywphja1ATirPaBPUw2SgipjZLfzSH0tEwtP8dRt\nIeYfkpl49C6Pk6ehoi/Gyp5tNNWb8q5lAlKCCJ0toohKtzCwNIM6HUkso9Ip0LfGIOsHIubjGZV2\nGqNd1gwJvI/xx3ZKnLop2ebI5gXmJDusZdmtsRRNmcTznBEsWHoLddkuzkguwn1wHOuPzsZ6eity\nc5+jE6pEqFd/BlYZsHWTB0fvVuMbPAbfCeXcXDUC87mZtC3RQHpYNY4ibxDNN2LFjNPk5Rix32E/\n57qccZXLYHPpiv851/8WHs1QjiFZiJGnaEJnCwzUiWMqVRzKWo3KtgakbZp4MvoIux+q8m7UPpJ+\nqLFr/2amdKZS/UkW3U11OPQ9SfjGU+z0NKP9yUICj9mQEelF/c9m/smY0iBphMu53VTsciJ2rhQ7\nclM4c3IYJdv3sfulOwcsDvD4zlKM6z+jvq6W7rBOfl+bwfnPzrwYsQeLF0/R6FuN//uT1IvK49Dr\nC3V1mqQOMuWs4iIOV5zAsamUyjoxNhoE8yrFlUXKodxu8iC0wRNfq9u4FF9li8crkoK0iF/twbWb\ntqx0eMn8BH+OSe9jZ9dL9EqSeeKzhbRt2vRZIcI2v6GsGxXFig9ujHb9wbOf61EQqyRt8kjal8HY\nRb+5cNaQDa7RXIsYBcu0+FQ0FBFZ0JKpRuz3X+YMe0fr4zr0Zzbz9PEkatXGcavThe5yQ8aVZqJl\ndZ91jlexjv5N/AkNfuX25WX6fu5Lj6ClWgGtXHlGSj/Euk8+I0u+8N5xFJWlSnxumkRppzF15bLk\nO/bCLu8Hd3qvpTexZPychGFtAYra6ZhWKjOi7D13t45A7H0PDiaJ/NSpIzLDmykVv9mkupHFJr+5\n/G0xTz2WItwrY5xuEr+/yhMu4YFRr1yON6xh8toEAr86kzBuJUPO7OHorLO0LRVB0VWCRlFJfIte\nkDZuMEt/TidxyFIWHnBHa6sMbkeus9zvI7/y9ZjTmcmCmicoxv/gjoUfbs/34LftPptfbODZup38\nKpKnn2UFw5O/UVahzEWZjVimpnDeci8uIg8IUT1IUaEVuvIZ+CntpbVUkSjF4QjiPdgkp1Brro7N\nl/v8svDG9NszCgNHof/sD2NXR5JbI07rc11umK0iLkyC9FUBSJ7+yrhcCexXXmHJme98C+hGpkuW\n4/nbiYi14dXz3dRcyWVTRDGdq+7hezyZTJNa6jbqcSnYm6rSoWSt16Y4vhMP91LiP35nzKQ6Sqw0\naNqgTGxSP3o6R6CgVkltqzxWGpn8/f+Q638LjxYow4gSREEM+nd148U+FNe30b1ejNPmlwholqJY\nzhj3xg5uFg/F5VkVesO/scL3G6fuyZAsOQX7Xt0Ep9th+aw37rZr2HH0Hc9GifJvgD1YSrD7xwYa\nbixg8ZbRBO26xaCBIdS7atNoIo3Txyh2XH7Ikkgnosfu49VMB1SdGihu18Aouxwn+18szNvF994z\nScw1wqJXNhJtXSh3l2Oem8PW1puclZ5OzmxNTLNzkTdqwFjrBzNDnxFschXfqCXEHV9O1UsJxCaJ\nY6v0mbAQJ57P282aQ0sJuPGZS/cdURkny9Scx+Smt/J2z0xC9o9kzqsmtj2ehZb2YJx/xPJPvIyX\nqxaQuUsT26BOjnyZip6OEaoZFRSKdeOvdI3sd70Z4v6H3EoVtI3rkeqqp6yqD5UyKqRpaDM4toBx\n7T/RGRCKtlkBNb/tWFe/lzgHe9RXdeFj/w4tsQvYW+bTkDCMjQ3+/J01hNcbrVjl/QrFh88wse9B\nvKWO0w0rMbSFTdcmMnZBFknrNfm3wAZ1yXRyfk/DzyqEtbWODBjQzIblN3gyfBbaQib8NSFqmD0H\nBwxHrlaGiS8TOSy+EgmZVhpb1PmlYkaEyUxUynKYOPgbZ5/60C6jS6S0EW8KXHirdwjLuPv4X47g\n1Q57es+t53TTUDzjwrmg8wbrD9dJCt+F9oFv9F9fzNH4yZSmqTF6dAb6L1+jdsORJVfX4D0vicCQ\nmXwRtaW3dTmtLzoZdExg9Z9lbLCIIf2hFZ/VLDBTTqc2VYOuCa3MUD/DmM7fdNXKUtmlyP0GTwQl\nScriJNEzgsr8WrqnqqGU28nwls9oO1aRPUGLptHuXHkoR8XVERh9/McJ6w04zEhEziaWNL/V7Fti\nAoHTEPlay6Ux67G3z8Fx2mayj83lygATLB70ITZKgcv6QShJKGDxbi1Fe8fTaV/EzAc5fPmtzqHG\nGJ7JzWWA5Fp6bE3x2hrCgjUPyWiVZX5nAuuazjFS5NH/nOt/C49mEUoxoUEc9DrycNXoRPNhIR89\nJhFap0XKn8HMVmpjfZInEoXqxOzrjUN2Hg024kx4tpntb1oYtOMuhufKiW4x4eKWCey5kcQUv/Xc\n//SQ+th2+oTFM2lxDr/H5yP10hWLd09wU4pjrmEcfRdvxTBYktalLbwwPcKOMX7YpO1m3rQkpnqf\n5/PYGYzXe8jLkmk8sfTFJPYFhUZGfE0dyb8eKxLNB3BQbjMTCr8wpuYHZZ0a+KWd4J+6LSGFI5lj\n9R7TvHRe1sxEyliOwBuOfHNYxcrvW9nifJ4hyvmYBr+lZXVftl0cR9jIzayov0tipR4GG7qYPmYP\n/yZOYoP0JD4YDmC2XTG5S1Sp396XFeHTacWItWbP+JhkhO4KVVpu5NNo2Zvl7UEIea2MWVjI+w9m\nlJo5o/clH23tDLxXnqU2TZJiI3cu5bsiM7CaTdnBTMx7S8IyHS7WTqS+cgLiKRJMHXkcuUG56H1p\n5FuRLwll/RhkmIZSdS1TJF+T1DYE2bJmqvtoU1yrjEfDPwo/WzDaKpQSuwb6Z/3DuEGLfTVemK/8\nSHeOJN9zpqA0sJSr/8bRYziMkJ8eZKzRwV7/NQuigokzWoB3+H52LwzFoDiDagltai0NeXTREmHx\nACIS+5M9cBSyIkqMebGVNL/RfFkyiO0OX/loYMVs6WVkuk5n7MQzTN8WR1SVKQY1NVy0O4vXZS88\nNv1g0K2naCvA6KHfkfiYhbqjLg9CBjK2XwIni3cRmzqYPZYX8C9ajrPBbzySnpHVYsKCmmeoFzRT\nrKrGbrNdtAiaxGQNp7GfGoEpjkzpl0Ra4QDEtWvpmqDJz7UqjJpWxsZURyrsZWkwHY/rqrvMvpPM\noRWaFPYazQ2FHei9i2Tem0a0XK8ht1CfnWG+/P6hg2K0C0O3HsLlkgyJW5SJbjfl1tWVyO+IY8Kr\nvpjcv0KBnQbvSr3JPiKLeJE6fb7fw0BhEEp5bbxvF6N0jiGNdyTRlLXCpD2TcnHZ/71X4T8ygBBr\n2UsYeDdO2CqjKkzae02o2iQjXBaxF0SjW4UtlnaC+/yNgvAVYR5LBQIE4fhcF8HOfK2Qk6YnDCZE\nkHGqFt4eHCaoyWwTnj8YK/QaGCP0lowV/r7vJagq7Bb2HZgryO6oEhzFDgptH6WEgbZHhOWTZwui\nyc3CehF3oeO4hDDU856wutcQwT76ixBkbCNUOsoJ/fcmCtvF1YT5t88IXxfqCxEKhoLco2rhpKKq\nsGb/MqE8TE7YJD1ekAtoEIJt+gkzxy4SfheYCJPEtwtyMxqEuIXmwmAdXyEoarZg3f+GoKJaIuRd\n0xRUxQ8La25vEXqviRLMlQKFusfygpJKiDDLZ5ugHJclTJdfIdScVhIMbD4KC21nCmNzHgvbTcYL\nFdPUhV7z/gjrVG2FLZF+wo3p1kK0qrYgc7JeOC+pIpy+OVn4cq2PcFBpsCB/vFZ4pyYv+C+YIrzK\nthXmyy8Q1LzLhLyRmsLMAQuFgzmrhDEWuwTt3sVCxX4FwVZ9q+AWeVGw9Q4SDJTvCw03pQVFmduC\nw84bQv+wl4KTykah7qy8IKuZKYx33CnMyQ4QFhu7CXmz9QRFp2phrs4c4cRfb2G/q7PwXVNPEN/e\nJuxVthHCPloJtw4PEc7JGAqSJ5qEd8oKwk1fWyHw40RhicJYQWVDidBiJSXssR8tbPy7S5hsulww\nsk0TmrdICgu0FggOf58JTtMPC73VHwhtN8WEQUpHBeNTkYLTlWuCsdQ+oSVEQlBSTRAGudwU1n7c\nK4zVXiBkrdMXJG3bhNGae4WQXHdhhcNk4ZWtmSC6rVPwlpsr/MrSFY5ucBHOq+oLYlfbhAtKg4TI\nXUbC4VvzhK2iRoLqmSKh0ERduOkwSFj5+bSwUN1FMJ8VJzStlhH2qo4TBv+LEqY5LhesbK8JbaGS\ngpu0j6B1668wY9cuoZfyfqE5UlwYoBAqGE+OFHbe8hX0JX2FX+f6CjrGOYKtyk3haexEwbmPl3Bv\nzlBBcWO9MFlkq1CYpy4sdZ8jHBhsK8g9bBS2i40X/p7RFVbu2yRsldcTeof/Ed7rWAgfx/QVZt8L\nEtZJ6gnD974RsmfrCjeU7YUBSXHCCpMRwth5x4SqUDVhBZ6CWliVsGbuLGH4oA1CWbqyMErklKC7\n4K9wYc90QVfOV/hfGfhvbR6tUKaojZI4DOx6Tcs6aWKEPkhcEvCz+INcRBE2pp+pnq+Lyp4rrFz0\nnYq/U3D0eMq58LPIJJ7jXdMAukNWEzTfjL9znOhwkGT7PGeO5mXT/bOaR5eNSLjuy2OP3gQOuESx\n90T2DNWnYPcoyhTlmPAsmKD1H9h1yJtIOQsuPFlFn1dhnOv9lGOdh1nxaCf+Cy6zt24dhzp2MFwx\nm36fUvilMowY6aHsE9+PYXkNgUUr6WuXxZtuLeb2v81ikQ90RHRj4VnFhWZzvKvO8nTDKdTPJ2Nh\nUME+syO4HTnFzsvxyCXU0B5Swdx98Yw4cZzZTu+xtJEidoAiRsvBwugaA1tD0PG349Gq4ci2ifBo\n7XpmRmxFZbsaD/9OpyJAgrz5cxmXHAx9RSjsPYz66wVIjFfBUyyIomYxMo2mUXFDBhOrfKwXXSGs\n0oIK+Rk4nvvJMuEWteNU2ZC5Eqm1kswqfMj8S69J11jFuxQjVq/cTa+BlXTfziHdcSrd1e3Mb7vG\n31Hj6X3rA9395ahb2UH/f+GU95qJ5cUS7v6ez5s1HrhXHeG7mwMy9V1sPhyIipoVZ5jC1Ok7idEd\nSXCQO4vsYvARdmJQnIGKgzjDb1zBy/Ij5joZDHj/mpfLD+N58wqt/yRw8Cvn2INRZO0cg0iXNL9X\nqXLJ/y23ygYwwXEXVWuH8G9kKwuHpLNm+F1GBx9k+P4K3lwz59t3O/yPJnEpeDyChTQ7FAP5dNKU\n7s2OPBEdw/LC2ex3usjoVy8xlOnCwSaKaVl7qTJX4039RIQ6ZeRE2rhdN4dBun9YkXqRVMnR2LfF\nklxkwOAFORi++4JIvRKrzdO59GQknd9EsdD5QPGBdpy29CI4dAKLtQPwOviVVea2pM2fS52JM+tW\nzEc51ILV+xbTmtCES74BI1fuJMTcm/fDvdHweo7685motaTiE2FD162+jF0WSk/+MKxmirDBZygs\nkWGy3T0qwiVw7S3L9TM+aPGL2btDyWxXxEb8//CnT/+/TasIFWiiL9GNZHItl2TX0mQuRt+cYJT9\n60mvm0KmkSWPZxyjp1aUkTcDWRIdgV7Ddb7f16Th1S6kzuZTet2YDzsPc8zPnDDXqcidGUCuzlty\nLEcyKFSMWUsWsXJMLJZqVUh6RHMsIBsnsc9Yr1tF92VT9FuT2f52Hie9X3B46kFEEzpouO3MvM/7\ncJS9weTZn1BJzeVQ+3585O6T8X0Q8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prCsb9eHLE9SrOxC91RzbjNDifQ6ihrvFoJf9Kf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\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ck1zAhIQdVGiP5onJNFbf82V+3zTa1wkoO5NO0oC1jJj+jxHz1nOn73W8N2WhvOgUauZK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\nrkJggg==\n" } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": true, "input": [ "def dct(s):", " return dot(DCT(len(s)),s)" ], "language": "python", "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "gray()", "cs = DCT(1024)", "imshow(dot(cs,cs.T))", "print amin(dot(cs,cs.T)),amax(dot(cs,cs.T))" ], "language": "python", "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "-2.70939609181e-11 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "1024.0" ] }, { "output_type": "display_data", "png": 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REdl5jMu2hUgHZm9h2LYQmZQdx7isPIh0ZNZ/qszKg8jk7PRPlVl5EBnAbHsgrDyILMIO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\n" } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "S = dct(s)", "plot(S)" ], "language": "python", "outputs": [ { "output_type": "pyout", "prompt_number": 6, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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Y2adF3QaQlib9qawEMjPd38NdACgvB66/3vl45SyhREShzucAUFtb63bf008/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\nHHASUHgAAAAASUVORK5CYII=\n" } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": true, "input": [], "language": "python", "outputs": [] } ] } ] }