{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to pysptk\n", "\n", "- windowing\n", "- mel-generalized cepstrum analysis\n", "- visualize spectral envelope estimates\n", "\n", "## Extra requires\n", "\n", "- matplotlib\n", "- scipy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib\n", "matplotlib.style .use(\"ggplot\")\n", "\n", "rcParams['figure.figsize'] = 16, 7" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "from scipy.io import wavfile\n", "import pysptk" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fs, x = wavfile.read(\"test16k.wav\")\n", "assert fs == 16000" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9ca7cf1210>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EyOOPPx75+fl4+eWXUVpaii+++AI33ngjOnToEBL+bbfdhjlz5mDu3Lns7SUisptdNxcT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AmHkxJDUsHXG2Xua/XreyIW8O90bV0oRdArOQec+lyUs6KhZ18eSrleidmok5IyQAhivOLN8jLq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\n91jJFi9CIfF1mSm5VpowxZmde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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca7d05a90>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x)\n", "xlim(0, len(x))\n", "title(\"raw waveform of test16k.wav\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Windowing" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.text.Text at 0x7f9ca7bf4650>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KW0fuf+37puada0JILKCYJYSQasIeZsyc2coz5iPMOBsizHhIy5ft7LaWM5mc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KSjkiZBOc0448UEH1LNrAaZVVTGeUyvU5bLeceg1ky2rlblpHMfC2Qi3i1lln7Pk5KGKXSs2FWy\n4Jbk5ClkbzMGIKeuB0OgTk+J21nUfqrsmzStgMbI8+k4AfByMsmXINXixiuzmavZWWDlGuD4kfDH\n/EXf0ijYq25J/VasNAJceiXwyAPivlf/fPfCJS0sFGBtxhYW3QBV9qanwN0G+FHDtjxNMMbAzt8h\n7qA/NmeinoUSRGLpo5NfpttnlrF4q3FUqm3SuGSCzaNsxnTyNJqgKAwk12B1LHAoiDibq44NkqKg\nQKZM0ozT2lyD55Mqme2kbZCSqqA6bJxmrGYz5pxrpRkb1czOJywg9SmEQHUkAEqnZrYzAVC0ty4r\nJpBZyWYc0x6MQqU2lJBZHrAZSyUuExm0QFHZNym+a4xcd/n0VPQTdWtmqWMhLlgKyF7NzgDs6uvk\nO0h/2dZzfu4X1Ii9Apy3vrtlN2bX3giWIgzTwqITsGTWwqILYIWiUONcF/zUFHDogHh8jT6ZBQB2\n9Yvb7ywUI+tcOoooIkEJp06SpY+4Ngqmqq+KMrugQcIDZJa2Jmqha2nGcTWzpuqUSmueLtXMKiuz\nMcSjkyo53f+uTDw52Sat1kiqCjbt35rPJ6uDRsp4QtmAStuTuAUJUySmGZuSWQ3CT+tywxRpAjms\nTNHiXU628jNJmZXVO07awmWSRNthMiupx5mSWXVltpfqZX2wndeI73a+APaKN8hPWLcJbPeN2b3f\n4DBy7/4gnP/xD2C/9E6rylr0HCyZtbDoFshKuHv8MPgBEdbENm03G/OiK9rq4tilV6YLqzJFVKBJ\n2olrXN2s6dgqZDbGTtmGfEEQg0Y9fGLXCzWzpomuKgFQi5TMqikClNBx1TTjxZh6S6lmNsFm7COp\nfY0ucuRnNbj/M2nNE7Of5uTPlTjpjFPxo7CQoKomhbYBHQqAiumv7LqBtjkdSpLWsRlHlWXEQeoz\nm6zM4uRxeWGNkNluKbN8NoUjZYyUd8TYjKVrtcK1h5HfTJ4UAEV7zJ7ptjxNsL4+OG9/P3DBDrBf\n/E2wXbvBXvF678FcHs5tvyaV42T2vln1hLawyBhn3i9hYXGWgK3dAN5MG27s3ws0e8MCkHrGao1Z\nKMB582/A/dSfe3cMDoPd8ta0m2oGqQaMTM4oiUuyPYYhxrbITSfFEZZoCSrJoU0wxjxFwLesLc63\n16R2qzVPXB2kTh9MisCkNTTYp9IlZXY+LgBKzWbMCeljSSFJupCUWVd+LIua2Tg79rxG+BNgVDMr\nEdEwpwU99hE2Y55kVTZBbPCZfN7H9owOQofwU/KeZDOmx1+5ZlYhZG14xLtmVsre/p+bBfxU4Mms\nyazC+ZNKmZUDoLjbCM+WoA6AKJJPodq/Fl0sD9EEu2QXcqRdIHv9W8B37Qb6+sFWrz+DW2Zh0X1Y\nZdbColsgdS3VB78rJoWDw3Kze02wK3bDefv7wV7wEji/8yEw3VTkjMCKtA7Vm5zxSllMNHJ5s56S\nce0+6KRYZ2xNmzEGFCbcktU4QLorZfE++YJ6TakJ4hQqMqlnGsosc5xkG+eiQZ9ZE5vrYswChmob\nFSkkKSMy5cOJUVFrpjWzivtJJSCIwqBmlie5IVR6zXa6NU/Q3m1aLwuouRJ8aNiMZSdLss2Y12ri\nnM7lIxejGGPy78nkMTEGSWjPwmYsOSs6UTObLwjiyV1gJqI9j6YyK7kxkmzGp3vPZhwFtmm7JbIW\nZyUsmbWw6BLYBqG+Nn76iHhg8/bU1h2261o4v/IesE1mCm8mCLPNSSFKY2afM9DuQ0IWymwImeWu\nq1+HRZ9TDoRABeplO2rVirUZU4UqxaQ+ZOIqpRmrkvXMW/MoJsR21GYcTapkZVbDGBU4pqE12YCe\nNR5Ivf9DVVWVXrOm/aFjQPsr8yAxpyRTx5EQHDdpH2mlGWvajKWAtYH4awglsycFmc3cZpyweMRr\nNXG+MEfNLRAEbedzur1ulteqYiEmhuRL0AmAktry9IbN2MLCQoYlsxYW3cKGLaF3s4su7/KGdAhh\nNuMZjUTgCND6Xx60LUqT4gwDoCplTwkAPNuWCvGgisBCoNdst+plgXi1rWZYMwsk18eVDZRZozTj\nGPWRbmOjDh4kkz50erHqogN9fpmT88gA4CWrBu3LTXCJaGoqs1ksJiDwfe2RAKhUyqxi72IAejbj\ngqbNWEN1Z4TM8iaZ5fWaWFxkTK5HNUWSaj1LSytG9NvPAckhUIsaJN/H4LC3DwBgcT76OgHIv2Gd\nvnZbWFgYwZJZC4sugQ0OAes2td9/xe4zsDUdgEQQm5OzLCxacYEy0sTaVJkNmUjGEaYoDMT0mu1m\nIiadMAZJj2nNLJDc67SsHwCV1uYaJGyMsUDdbERP3AVDe7oKnBgya1ozC6iFQOmetyatebTSjNuV\nWc55523GQXt9GjKroV5zogAzHZtxUrAUEAhYS1gsWr5S3PaV2RPHRIuZiRXZtJhJ2jd0Ec/wuseI\nMstDlFmZzKpdq1kuJ57LubwoGoBUM2uVWQuLnoQlsxYWXQS76bXyHededMZqXDNHSPgOnXwwQ2U2\nKlCGuw19W6WPgIrcZttc1G/5Q621tLcuAHAyqWOdDH8C4m2uNcM+s0CyCiORWcU0bSkASrE9SdIC\nhmR9jFC8qLWwk8psnM1Yp2YWCBCHCCVJd2JvEgA1n0BE+xICoKrEFpovSLX2qRC3fyTFVPO8V03I\nBsxtxlF1+xQplVkcJ216Vq5Jfj8VJKnWMxm0wBolCnKYMmviCAFkxTeMJLceI8psj9fMWlicrbBk\n1sKii2AvuA7YfoH3x7pNcH75XWd2g7JEMcRmTJXZ0QyUWUqYAiqUjoWN5fNi8svd9om8RpJxC/3R\nAVBdSzIGAspsXKprmprZEOKjY7H0kaO2YEWbcdIChkqicSdrZruhzEYRT83zVqseFCG15GHvkdRn\nthMWYyD2vE9nM9YIatKyGaslb7dQ1qjhX0ZrZo8DAPjxw627WFZkNqmOfl4sGjGTJHsAGKOkM6Q9\nj4mLBgDGCUmeOhn9vJkMfsMsLCw6Ctuax8Kii2BODs7vfAhDs6cwP7bcrIaoV1EIse7SeqMRQ4tW\nlG1xQV89ldDXByw0J/DViqwypLYZBwKgJLtdp5XZmD6nnbQZU8Kg2udYtX8qRRJhU0mf7YWa2TT7\nP2pf6ToKdG3G5UVSSz4Q3ssyqc8sXUjIymIMaPRXTkNmExRUnTRjMi5XILN8QVxTEgPWAmnG3HUB\nQmaxcm3i+ykhaYFL6nts9j1joxPwfTM8VJklCyYaKfFsfLkYd+okwipteb0mzlfmmLWWs7Cw6Dis\nMmth0WWwQhG5TdufX0QWCLSa8CZ1nKykszFDMhs1Oab9Rk0UHqnXrDzp1g7SAQKteQIBUGesZjZI\npjQm20EkBUDRfag6tlEAEe1zGmYzjle8uOt2JE23BVWbty6ZVbAZS+etysRed/8vKASuxfSFbh8j\nSzIb05KKnJtMd7/rKLMaNmOpNZZKAFRZocesP/bAoCCP9Towcwr8WCeU2YQFLt2+x2FICICiJR3K\nKeoAQFsTnYpQZiWbtGGAlYWFRcdhyayFhUU2CA2AykCZjarBm0+56h+XaGxSixtjM5ZrZrtIZhsZ\nBkAVolUY7rpm6pdmzaaSzbWYYN9cXJDVRV27bxJibMZSn1/tmlkFFTtp37SNmYLMRqmq5HsQmmbc\nifAnICHNmNaKp1Bmk0gnVWazthnrtgoLtuehNbOrlo4yK6Uuh9mMF82UWYwrkNnZpdNj1sLibIYl\nsxYWFpmAKh48y9Y8/bQ1j1A+eFqbsSqZDVP/wqBqMz5DAVDcdQMBRBm25gkojsoKhm5rnvKiSGSN\nsrkmkYROhj8B8QqqZDPWVcYViOeC5nmrGwClkB7OEvrM8vmEPrWmiCPm1RQBUFLqcBKZpe+jbjPu\nDJkVicb84D5g0qudRS4PrFid/HoVJLk1MlFmCYmcmW5vo0Ov1aop6vBsxj54VM2sDX+ysFgSsGTW\nwsIiGwQUMe42srHXSgFQ1Gacsr1KHJmVJu1qEyQ5zThAZs+UzZiSqUC9plI/Roq4iauJxRjQr5lV\nWcDQ6X3ZgWPBSM0ybyOzlPSnSTOOUmY1HQW6NbMq+78vIQBKclRkSWaja8V5xaCe20deox9sVeN7\nkOQgCEKTzEqJxg9/XzywdkN2boRCvM2Yk2PNDIPWWL4galW5K1t/gUAwlsaipoLNmJJcSn4tLCx6\nC5bMWlhYZIMgOZybFX1OB4f1bZU+omzGae2KcWTWpGeqVDMrJljcbQTUwM6GiEhkiqoYtF5WV5UF\n4kmiSZIxIKcZayuDERPXJMVrlhyLTqjkqmnSugphXMCRD8lRkH3NLKcLSJE244jFJx9pHRVRiFPE\nqxqKaRD0+TGkkzca4hwO9jsOg459GdCqmQUALCfq608fad1kG7cmv1YVOjbjNC4I0mu2rY2ORPI1\nWvNIZHayvT0bAEwdJ89/nrTQs7B4HsKSWQsLi2wQTDOmFq00zeYjA6BSKjzKZFZxgtQfEQA1Nyus\nsUMlry1QJyGRKVIzW01BpCDXePKgCmOSZAzoK7MqymNC70tOlNmO9PylpKpTAVAhxIFzrp/CLbVG\nysZmnNhnVgqAytDmHVczWzYns9J5H6egBhZ0Ep0PmjZj6vZgCseWbdgS/sCGDMlswC3A3UCNftpc\nAx9SCFSgbla3t3ITrH9QnMO1quye8TFJFNvnSz94C4vnISyZtbCwyAZB21xWZDaqBi/lpJiRSS0P\nkFkaXMNUyaxUM0sm8d20GAPRk/o0RAqIJ1OGrU8osVfpc6pUs5nU8mSmw22SOtUaKclmXK2IxYtC\nUc0JodK7loLu/6g046Q+s/MKhNgEcWnGqVrzqCmzWhZjIGXNrMI1aeNWeZ80wTIks4yxeHU/I2WW\nEWWWn56UHpNIvkbNLACprhgnj7U9zKdOiLGtMmth0bOwZNbCwiIbBJROTsKfWCplNnxyrGR5jEOs\nMkstfQZklk48uxn+BETbXGspJvRAIM04rmZWQ5nVrNmkoV+R6pSkzCYFQHXYZhxbM5umz2/IvjJx\nE6SpmY0KmJJq3NvJLF8gdZTd6jOrE8wUhGpta1nzO6BdM6unurNC0SO0FMMlYOt5ye+lg4jyA16v\nCWXecfTqWYOg4YHB9jxlzWAsClpXHEJmQcisVWYtLHoXlsxaWFhkA6pGVBYzVGZVWvNkTGYXDWpm\n++U0Y78Gi8902NYahBOhDKZRBYH4npIVQ6Ks0DtVglLNbIKSJinlS8hmnFTfmpbMZmXz7usXBKdW\nbW/PM6/Qq9YEin1mtclsUqCYD127a7AsIwkGx5cFiCu7fHf2ZQ75CKt6oC2PduAchVQzG2cz1iOz\nLNi+iIA3GsA0UYFtAJSFRc/CklkLC4tsQCdwi4vZ9JgFvEm/PxGqVkWokUr9XhziyGzFYOKYzwu1\nhfZdne2wrTWIiNY8qcKHgEBYkzyp57oWy9aYun1OFY55Ys1sh3v+Ri0mBLcnVWukBDLbp0hmNWtm\nVez3jDHZTj8bSJ+VrMoZ1szG9fcl32+mc34C8dcJikXNYKt8XlzXGvX2ljNt42uGewFg194o9jFz\nwF58k9LrtEDJMT2/58hxTxl6x4gyy4PK7HyKIMBlxGY8eVx+bHpK2PZHxqTyBQsLi95Ch5NILCws\nzhrkCx45adS9yRld6U6hzDLH8RJyfYJZqXiTubThIpTQZREABXjqrK+yLM57KlW3a2YjA6BSphkX\nYiypRPliWmnG8a092kD7FkfV4CWmGXfY9h3XO1eyeusdA5bLw89b5fU62nQugwUY7ZpZ1e9FaVRY\nNGem5b6maVPIoxC1iAOksxkn2dZ96LbOYcwb279e1GpAX3h/Zs65kVuErd8M5yN/Azz+MDC+AmzT\ndqXXaSGqZZdUm57yukd/P4LK7IK5Q4ctXyW+U0Gb8dHnxO2s+vJaWFh0BFaZtbCwyASMMXkSd+yQ\neCyNzRgIhEA1J3ULKe2Kca0x0pBZH/7kUyJP3SCzKjZjg5rZ2D6zhmnGccSPgEMG19kAACAASURB\nVB8/DPf+u8EPP9u6L7LvY4Iy23Ey64QnNHPXlQmjbq/POJs3EDhnFY+Brs1YtTaakheymMM5lxeh\nOhQAFQwTk/rM6iy2AAHbevSCCyeKM1NtOaRqNa6UvR6rAFAsalmFWf8g2OXXgG05R/k1Woi4LmRa\nXjG2TNwmyiyvVsR+y+f1ewgvIzbjgDLLDz3Tus3WbtQb18LCoquwyqyFhUV2GBgUATtHBZlNVTML\nBEJlyl5KrT+JyeXUbZUUVBmjk7B6XSgwzNFTcgbkulkgaGs9czZjTlRBZmQzjiFTxjbjZGWQT0/C\n/dP/S168AOQ+kRR0kaIuEwReXhRkljlAqQM9f6OUcbrP8gX9GsIEMitZgJVtxvJiAuc8frsUF3nY\nyJhQvGamhYpcWRT7pKiYuKwIlsu13rPNZkxV61TKbJzNWLMtEhBwEcSMXTZrP9MVRNnfs1w0GpUX\nR7jbAHNygfprg7pcmmY8eUKMCwCEzGLdZu1NtrCw6B6sMmthYZEdoux1WZLZSrmtTsooXCQfYTMO\n2DW1xh4I6TV7Jm3GdFJvEmpFUYip2Qz02FSGgjLI/+kz7UQWiA5kycco7s8dED1/V68D01VHVaDS\nGslkMSEqaMcHPQaqdd6M6dUtqzoWaG046esrt+XJsF4WiA8TS9OaR0odVg2AUvx+JbkIwsY2+e52\nElEp57PZXfdYviDqbrkrLMzzJJncQOVnff2CaDfqsupLldn1m7THtrCw6B4smbWwsMgOYROtfD69\nnbAvkGgsrcgbjh3VGsPUYgwEyGxznE6n5wYRpQymaWEBdMZmnECkeKMB/qPvhb8uSu2JaXnCn93X\nus2CbUuyQi7cZpy6z69OAJTOeavTnkeyGceR2XCbsVwakKHFGIje7wjYjHWtqIHFET+lvA0qSdtB\nUGIdq/qm/O52ElGOjayve1KicZN00t8B0z62UqKxZzXmjQZw5KC4f60lsxYWvQxLZi0sLLJD2ERr\nZDxdWwYgUDNbDkyKDScxpF6NV7Mhs4yQee4rs92umc1F1MymnRDHkZ5M0oxDambLC+EEa2zCCwYL\nQ5zadVCQ2bYenFkhMoArJZlNUlBN0oyBWBJIwTnXCIAS5zmtnZTrZTO2y8b1ma2aB0CxfF7UoXM3\nurY7rc04rma2l8lshDLLZzJODafunulmCFTaEEDI7XlaIVB7HxPHY2IFWCfKESwsLDKDJbMWFhaZ\ngYVN4tJajAFJTeHlxUxCZFiUgidZ+jSVWao2zc95/S19i2O+oD+eCZyIVNe0VsVYZTYDm3EYaaXb\nTBGjrtEWGjxYM7t/j3jehi4os1JrpBRteYDoFig+TBdhcorKbLUqQogKRbBcePIu4NXMtkAXczqV\nZAzE95ktp0gzBpITsgFwcq6yrG3GaV0VnYTUhzeiZjaD8gpGlFl+2uv/ykkvW2a6qBnSnoc//H0x\n7o4rzca1sLDoGiyZtbCwyA4DIZPoLCYydHJeXgQn9jJmaleMmqCmsRmXArWCgXrZ1Aq1CqLIVKY2\n4wBZMO3jqaM2UtAJaBD58BpHfuRZEeqSLwCbO5TuGmkzTtkaKbFm1tRmnGBfbo2vschD+0pPnWzd\nlL63mZPZcGWW1+tifzFHXhRQhQKZlWzGysqsms1YSkrutZpZqe49wmacRfAd6TUrlNkMHDqSzfiY\nV9rww3tbd7HLXmA2roWFRddgyayFhUV2CJnE0Yb3xpBqZsvZKDxRE1RTUgDIk7aZ09lP6FQgBUAJ\nm6uRckRA24HwoIpkGrCTpMyWA8psczGA7bgqesyIvqD8ge+I+3dcabQPlJAL3/+yMmsQPJW4r6jN\nONsQLm98xbY8ALBytUccAWDyuKhZpYTPlHxEQSV4q6/PbEFJhcwumtTMKtqM6bHtMWWWhqj51wXO\neebKbHjNLAmAMlzUZCuIzfj4YeDHDwLTnvKL0ihw7sVG41pYWHQPtjWPhYVFdghTDUYzmMgE04zp\nhDKLAChCxiTSp6mCSC1J5mbA/EkRIE/GOglaMxtpMzawO8cpg6YW2rg6R0CexF+4E86rb/MWMi6+\nInrMCOLBn/hJ67Zz5YvUt1EXEX1m5TRjA6trgh1Yas1jajOOJbPqizysUARWrfHac3EOHH0W2LQ9\nUOOYdc1sxOeopLQYA4pkVr99DisUxfWiVkUkzZbqcXuLzIYuspw+JfbTwKB+6FYI2OiE2FfTGQZA\nrSE9ZA8dhHv3v4n3vPZGrZ6+FhYWZwZWmbWwsMgOYRMt2pjeFBKZXeysMpuVzXhmGpxYLFlUX9Ss\noZJmbBK+E1cza5rUm6MEOaR36mKgTdK288Eu2RWvroUos5xz4DDpG7nlPPVt1EVkzSzZRyYtgRL6\nzJq05gGg1OsXgP73Yq0gCa02Jx2tmY1YGEnTlscHPaeiFFQjm7ECSQbktlo9R2ZDrgvHSI/xVeuy\nKa+g2QunPZsxn8+gZnZsQlwPF+eBnz7SHNABu+4VZmNaWFh0FZbMWlhYZIeQiRZNizQGVUgXF7Kp\nlSpE9I/MrGb2tFQvGNkXNWt0LAAqJoCoalgPGiAgbW1PytQarXgspDrE5nZOTwmyMTAEjC9T30Zd\nRNqM0/aZ1agv7kjNrIbNGACj7UwONducSO1ruhQAlQWZlVrotJNOL+nZoCY9po2UBKrM9lzNbPv5\nwwmZZavXZfM+Y+Q76zteaBnHsFkZB2MsvPXOpbvA4mrzLSwsegaWzFpYWGSG0DrELMgstSTOz4Ev\nZBwARSe8GZJZfuqE+LtbZDZKoZJskCltxm3KLPlbg6gxxyFtT7isJAOBY2GSENskCIdJz8h1Gzsb\nxMXIzyp3wZufibZ/Yqn7zCakGeu05okK8AmAa34v2DqizDb3vxzc1qWa2WqKHrM+IuqwW1icF+du\n/4C6NVWxNQ8v61uYu4Ywx8BRWZnNBKPj4rs1M+3V554ii4UpnC9sfTuZdV7yM8bjWVhYdBeWzFpY\nWGSH4AQ1lwPG09eK0okvX5iTlVlThSdKFUmT+tvXL8atVaVJHTvTymzaCXGcgmdqMwbia0FNCFqI\n4t6yuQJgxP7aCTDGwq3G9RT7CEhuoWNsM07o9euDquQq468jBOFwmM24kzWz5HNkUTNLX1cNSR2e\nI0FEwxo9SZVtxgYOhW4hZJGFd4DMsnxeOCo4B04e8xwXPtJkEmzYIv+9+RzgwsvMx7OwsOgqLJm1\nsLDIDhu3yX83GmBOdD9KZQzK/VuzsRlHWAdNFS40iUyJBF4REpVGOdACDYBq2lx5rSoIUC6ffc1m\nGjIbZ58tG6jJYSrascPivjUb9LbPBGFW42o6Miulxia25tFQIFVrZiua34sVawTBnDrptZeRAqA6\nWTNLbcYpg7cAqXdyK5mZYrZ7ZLb3lNn4mtnMbMYAsFzYfvn+J4UaXho1czs0wXa9CDjvEu+PQhHO\nLbd3p42ahYVFJrAxbRYWFpmBFQqeKhTVH9QUdOK7MCcrPKapqPm81+qFc69es9EAy+XMU2F9lEaB\nyePt9491sE6TIszmuiirzUYTNdUAKN160CgSAphZvumktqmG8llRW8c6WS/roy3RuC/b1jzBmmUA\noCSrqNOaR7Fmtqyn/LJ8Hli9TizoHD6YjaMiChHKLJdqZs0ID+vrbyXpSqTexxwh6TpkVrU1T9p6\n906iIJ8/vF7zVFMfK9dm9lZs2UpwPOb98dRPxQMpv9NscAjOe/8EOH4EyBfAlq1INZ6FhUV3YZVZ\nCwuLTOHc/q7Wbfby12YzKJ34zp4OTIrNlFnGWLiKl7anI03d9FEa9Yh+F9Buc3XTWad9RJAezrk8\nEc/rktmYlj8mk/hA8mxbz0vDoBgtUGLl24wl9dpAIYxpjcTrNXGf48jENwk5tZpZk4UFRqzGfP8e\nsQiVz+uRPhVEtaSqChLOdEg+hZSm3q7McmIzZqbKbD2GzGbx/e0UgotcJ44JxXRiOVifoRoeBpKM\nz/c+Lu7PoISDMQa2aq0lshYWSxBWmbWwsMgWO18I9obbgVMnwV7++mzGpGSWEpzhkXR9AAt9gojV\nqu2qsoEyy1atAw/e2eE6zTY4OaFOuY30PWaBaJtxowHw5uTVcfSPR1ifyiZMVHLm5DyC5pO7eh2Y\nIWR2pAtk1qFW7zAym9bmHSD9FTnkSEd5Z/m86N/ZaET3OpVsxoqkkLbneeQBcf/ECi/8K0uopBmb\nEqtga7AgsqiZVVVme47MBq4Lx54Tf2cV/uSD2IxxVLxPV9wWFhYWPQtLZi0sLDIFYyw7RdYfM58P\nty+HqaA6CJtMpiSzWLO+7S6qUHUFwRAoTYtoKKJsxmkVx6gUWsBckSoUBKGpVWRlttQNZTbkM6Vt\nzRNF1oBAyJGm+hhHkikMziG2YYtY2HnyJ+KBTrQ86WSf2QRlVlb+NZwiCjWz3G2I48uYeSJzp0Cv\nC7WaFP6Uab0sfJtxCLpVwmFhYdGTsDZjCwuLpYGwGru0ZFZKNG5OUlMEQAEACwsYWr9Ze5xUCIZA\n1WgfWMMJfSGitlIa20BxjEvpXTRcWKDHbX5O9Ol0nOxrNcOQZDPWtWID8aSzSnvAah5fKQBKrTWP\nci35pu2hd3eifydzch7ZAwDOPRIIBGqJu6DMltSVWUa2h0cFQAW+A5kr2mkRtL9LScbtC3upsDYi\nvG3lmmzfx8LCYkmhx66KFhYWFhEIST9lIxkqs36oTtr6tNUhymy3yWxQmc1CncrJdkLOmxqJYY/Z\n0HHbFEeDPrOATD5oGE1ptDtkIMlmbLKf4gK4TMOfgPiaZek99Bd52Oh4eMuUTtUlhqmz1RSqtQ+a\nDh3Smse8Zlau7w5FL9fLAu3KLPm+sYxJJhsZD02FZ1vPy/R9LCwslhYsmbWwsFgaCFVmx9rv04Fk\nM654yb/Usmlg6WNDw8BIYLu6XTMbmNRzMlFmpomujhOePJwm/AlIaM1DCZQGCSfKIT9xRNzfDYsx\nEK7MpmzNE18zm0KZVbYZG6rkYeosCfLJFGELI1ks5FASHJbUblwzS9uDhdiXAeEqAHovyRiQauR5\nvSaH83WiPn3zufLfI2PAhA1tsrA4m2HJrIWFxdJAWD/ZtMpsMVCzFiCypioeu+al3o18Huz1bwHr\ndp1bJ5RZIDzROHUtaExrHqpA6tijqZJ2QlZmu4IQhZCTz2KUbJ2LCOACAjZjTWu8tJjQiH6eIZkN\nU806lhgbqsxm0JqHnE88RJntaGuexZTp6p1G0DGw0MH2SwDY5nPkO7aeZ3vCWlic5bABUBYWFksC\nbGi4PfwjywCoWjV9+FMT7HW/BLb7ZcDoONiZmIAGba61lKpgEyxfAPcJf70GYCD92HF9TquGRJkS\nuhNHWzdZt8hsYppxtq155DTjztTMGqUZA2BXvRj8zs/Kd27cpvx6LYQqs/Qc6pAyOyP6GGstmBRi\nrOOt9+t1m3FA2e80mb30Su98aiaos8uuzvw9LCwslhYsmbWwsFgaCKuVCtp5dSHZ/KryxDGFpY8x\nBmSc5KmFYJ9ZU1IYRNjkmypVJmRWIlOkf63bkElbXl3NZP0Dot0MIbO9YzM2ac0TTfo5IZraLgDV\nmllTZXb5KuC8S1ppxuy1v6geIKUL6khoeGSHE7eFsUOiL7pmllcrwgqcy4U7SKJArz9hii8AviBs\nxmxgSH3sbkGq+60E+nRnf5zZuo1wfvcj4D99GFi5FmzXtZm/h4WFxdKCJbMWFhZLAmz9lnZldryd\n4GqNWSwK0lOtgGWkzJ5xdMNm7Ac/1bMMgCI2VxosVSjqWQnpsTt5JshsiHU6tTIbYzNOEwClUDPL\nOZct+JrfDecXfxPu334MbNU6sBtfo7d9Ogit6c44zTiozJ4+JW6PjOuVJii05snKLdIx0H16ekrc\nHhjyEqY7ALbtfLBt53dkbAsLi6UHS2YtLCyWBjZslf8ujQKr1qYbsxhQRnp94qiKYO1gFq150LQZ\nt8YNsXEaKbOUzEb1r9Ucl5IPomy1BXN1Ck6gNRIQ+DwmymyHWvOo1MzWa+KxfB5MQyUHALZqLXLv\n/4jedpkgsWY2i9Y8ZfkxSmZ1yx6KIWnqQdAAqF5UZuk+PUXI7GAPbquFhcXzEjYAysLCYmkgaDNe\ntTZ98IekuJSBRWozXsJklpKpLJXZEJsxJ0SZGZBZKQ2Vkqk0JDni2HWtZjapz2wGQVmt1khAugTu\nuNZIPlL2Xu4awj4L3Tem5z49n6oZklkFm7EcANWD+57u02YdK4DQVmoWFhYWnYAlsxYWFksCjDFg\nVPSsZJdemX5QqRauDE5qZnuyPk0VwdrBjGpmpRTemm+fle3A2ohSHNOQvyhC17UAqASbsUELI+bk\nxCIF514ttI9UfWZj7Ms+lopjIUmZNa2ZLQYWvQj4jCCzzESZ9RfkalWvTjyIpaTMUvTitlpYWDwv\nYcmshYXFkoHz5nd4E8C1G8Fe8qr0A9KJWKUiK7O9qIKoIheomc0ozVhO1PUDoDrUmieVzTji2J2R\nmlnfZpyythiIDoHKymYc1We2slTIbKfSjAnprNdkB8G0uTLLGGsvdQgio1C6jiFqn1pl1sLCokuw\nNbMWFhZLBuyyq+F89HNAUTMQKArBWjiJzC5hZcGRFSraG5OlsBmz0ACotDWzEQQtDZmNIlwjvRIA\nZUpm84Lw1GuCuHbVZtzlnsk66FDNrEc6+wWpr5RFTeiMHACljWKfOH6VShth5YvULdKDZDbiXGYd\naMtjYWFhEQarzFpYWCwpsL6+bIgs0GYzlmtme3DiqIqgMtuR1jxZBUCFEBAgFfkLbcFSKHav3pMu\nJnDXq29NGwAFRIZlcakuNEWacVQAVNk8ybirCFVmM6iZBYD+wLWiCU5qZtmYIZn1EQyXAgILbL13\nTWpTl31YMmthYdElWDJrYWFx9iJoMy4/T2zGnQqACrMZ11L2mc1HpBmn6csaRrhKo9ktgiSAEYLO\nG81+uX5gUy5v3rIkH1KzDEgkiGnajBkhgDyqZnbJ2IwDjoR6XRB0x5HPNV1EteeZOiFujy1LN24w\nXAroeTILIILMLmFni4WFxZKCtRlbWFictWB9/aLPbKUsk52lbDMO1mym7XHaBLUZ81odDEgfABXV\nZ7aeotYxTJntVr0sELKYkIEqG3wtJZ6VFCFHKn1mCXkLVb17BUGVP7CIk2oxg14Pmu2eOOfAyePi\n/uWr9MeVSh2WYM0sYJVZCwuLMwpLZi0sLM5eSKpIRWp3wnp14qgCJ2gzppP6rGzGGQVARZApTsbV\nbvkTduy6SmYDiwlp64p95CPIbDWFzVi3ZranldnAwkhWFmMAGCqJ2/Nz3v9zs0K17huQn6OKpAAo\nq8xaWFhYxMKSWQsLi7MXwXo1Opnv1YmjCpx4hcoULIxMSTZjg7GV0ox1bcbthI6NG1hATRGrzGZE\nZun+SVPTqlQzu1TIbOBcyspeD4ANDQsXx/ys50o4eUw8YflKM+U3GEIXxFIgsyFqvQ2AsrCw6BYs\nmbWwsDh7QSfmlTJQIySkVyeOKsgFyFQnWvPUw/rMGlholdKMNYlImEV8xRq9MdIgaHfNoi0PEG0z\nzqw1j0LNbLdCtEwQqFVmWS0iAOHK7CQlswYWY4SUOpDHeK0mjkkul/4zdAph57RVZi0sLLoEGwBl\nYWFx9iKozC4FFUQBNGCItymz2ZIpTkgny7LPbIo6UzY4BIyMyfetXK2/baYIpBlL6nU+K2WW1sxS\nMqtJNnMKfWaXiDLLgpbpWgY9Zn3QvqnzswAATpRZZkhmY23GZfl61K0AM22E7VvbZ9bCwqJLsGTW\nwsLi7EVca54lTGbl1jxuZpP6UJtxNSVRy0fUbNZS1uKu3yL/vaKLZLZjyix5rb+YwLlsM9ZVZpVq\nZpdKa57gfu+QMrvQVGYDNmMjxNmMF+fF7V6u4bcBUBYWFmcQlsxaWFicvZDabZSXRnKoCqgyWKuI\nWkjmyORFF0k24wwDoNImMLN1G+U7umkzDtbMdsLm7Y9Zr3nqLwDk8/KCg9KYCmnGlaWSZkw+i9tI\nb4GnGAxRZg8dbN3FVq0zGzeuz+wiUcR7eHGN2QAoCwuLMwhLZi0sLM5eBJUuP8242Cf1Cl1yoNtO\nLaIp25OwsJrNtG1/olrzpAmAAoDhEelP1k0yQMlsW2skczJL9z/3iVo5RZIxEK2MUywRm3GbZb2W\nbQCUDz4/5ynihw6IJwSdAKroi7EZU2W2h8ls274t9ukvqlhYWFgYwpJZCwuLsxbMccInuUu5xyzg\nKbA+qLqTxuIKhAcQpSWdUTWbaZXZy68Rf1y4U3+70iDYGol+ljST/DBlnIYzhaQ4J0LFZlxZIjbj\nQIo3J8psanIVtBlPHhdlCUMlYGzCbNxijM1Yqpnt4WtS8BpqLcYWFhZdhE0ztrCwOLvR19+uiAz0\n8IRdBVHKbMq6QRZGPNPWtkaRqRQBUADAVq8D+6V3Ak/+BOxVt+hvVxrkYkhVGrtrIcRmXCHnrknS\nsG4AVE+nGQfOpUzTjAM24+cOiL/XbzZ3PAR6XVPwBUFmWS8vIgTJrA1/srCw6CIsmbWwsDi7EZrE\nWWq/bymBTuqpupM20TUkgEgmDAYKaj4vWpNIAVDpQ5OcF90EvOgmo9emQjDNmH6ufIqf3bD9X5Ft\n5NpQqJldmjbjRvqFFopAax5OyCxbv9l8XGozrsSlGS8hZbaXt9XCwuJ5B2sztrCwOLsRFmgTqLdc\ncqD9NmndXZY241pWNuMAAWmCk3pH1qv9NaMg1cw2ZJKYymZMiKe//9NagPMRNcsUS4bMBpTZeobK\nbCAAij+7X/ydgswyYjPm1WAAFCWzPbzfrTJrYWFxBmHJrIWFxdmNEDLLnk/K7GJ2yiwLCwtKGwAl\nKYNEjZWSaJcYmc0Fambp50qjzIa1RqLKrEnScI6M2aiFP6eyVMhsYGEkQ5sxKxREQq/rAo8/JB7b\nYBj+BCS05lmayiyzScYWFhZdhCWzFhYWZzfCiOvwEiez+Qgym5YUkj6yvF7zEl2zDICKTDNeYmQ2\nmGZMldlcmppZsh+a+4cTa6pR2xxKAOt175gS8HpNbL/jpFOWO422NOMMW/MAcnsnX61mDrBmg/mY\nsWnGS6RVWDB4zAZAWVhYdBGWzFpYWJzVYGGW4ueRzThTZTZoMw4ojswx+EmJCoBKS5LPJIJpxnQ/\nFXpLmWWO026LpghYjNO0duo4JOeAK7fmyWBBhK1a237nqrXhfVZVQdOM6b4GAjWzvUtm2fmXyouC\npj13LSwsLAxgA6AsLCzOboQR1+eTzZhMiFNNuoH2nqQpw5/axqQKZv35YjPOUpkNqVmmfWZNlFnA\nOwb+sWzU5WOyVNryAO3KLFWZsziHVraT2VQWY0BYlwG5rywAThaiutonWRNsbBmcP/o4+De+5P19\nzQ1neIssLCzOJnSEzN5xxx341re+hZERb5J42223YedOr8/fnXfeibvvvhuO4+D222/Hjh07AAD7\n9u3DJz7xCdRqNezcuRO33357JzbNwsLCQkapncyypW4zjlJmM7QZo17LJi02Upmlqu8SI7NBZTar\nNOMwZZaGBpm2zckVABAyS7FU2vIAbX1mpc+SBZkNU2bPuTDdmIGUZAmLS0OZBQA2NgF2i523WVhY\ndB8dIbOMMdx88824+eabpfufe+453HvvvfjoRz+KqakpfOhDH8LHPvYxMMbwN3/zN3jHO96B7du3\n48Mf/jAefvhhXHbZZZ3YPAsLCwuB56XNOEJZy9pmTMmsaS2lkjK7xExEbWnGlJhnVDNbD1NmDY9v\noG5WwlJJMgbaF0Yyrrtmq9aCB++7YEe6QfsHvPPFdYFKGbxeA/PPEarU9nLNrIWFhcUZRMdqZoMh\nEgDw4IMPYvfu3cjn81i5ciVWr16NvXv34tSpUyiXy9i+fTsA4MUvfjEeeOCBTm2ahYWFRQuhNbND\nS53M5sLvT9uaJ5g8TG3GpkQ5aA31UcuIAJ4JtKUZZ6/Mcp+oVTJQZuN6zUqEqtfJrKzM8qxDxNZu\nlM/F8eWp60MZY3Jg0gJRZ+lCQo8rsxYWFhZnCh0js1/72tfwvve9D5/85CcxP+/9GJ46dQrLli1r\nPWfZsmWYmprCqVOnMDEx0bp/YmICU1NTndo0CwsLC4FQZXaJ24yjCFPq9iRUGcyoj6fUGoYqs8/X\nNGNzMssKIaRTqmk1rJmNsnoD4AuCzLJeT6kNfg6y2MIyCBFjff1wfuMPWsSSvfjl2QRiST1sCZml\nCwmWzFpYWFiEwvhX9UMf+hCmp6fb7r/ttttw00034Q1veAMA4B//8R/xd3/3d3jHO95hvpVNPPbY\nY3jsscdaf996660olZb4pNPirESxWLTnbo+gsXoNZgP3lVavEVa/JYjq0DAWQu7vK42gP8V551TE\nqI7bwGA+D3/qnevvNzqn3XoVM83bzHVbY0wTAlgaG19SvSvp/s87DIy1KlLRXyqhz/AY1EZG4dOb\nvOtiuFTCfKMOX8MeGBtH0WDsmWIf3Obtob4+5MgYFbcBXx8sjI5hsIevW9Vhst8ZA+cu/LNoYHQM\nhSy2/ZrrwXdeBffEUTgbtmRCZmdHRtE4fhgAMMhd5EslcM5xelEos6UVq+Q+zxZnBexcwWIpolPn\n7R133NG6fdFFF+Giiy4CkILMfuADH1B63g033IA///M/B+AprpOTk63HJicnsWzZsjYldnJyUlJq\nwzbcx+xscBpqYdH7KJVK9tztEXAWuAyOL8fcYhlAOfT5SwGcWnQJKpyjluK8GyLlI261ioXTp1p/\nN3J5o3Oak5pPXquJMchnmC1XwBpu8KU9C04UwVq1CuaK/Vau1VE1PAa8Jgh+vbKI2dlZNObFWGWX\no2IwtkuU5PmZ02AjYgx36mTrdq1Q7OnrFq+Kc6ZWKUs23cVaHeUst318BTA3l/w8BTSIfXvhxHGw\ntbPg5UWAN8/5YhFzi4sRr7Z4PsPOFSyWIjpx3pZKJdx6662hj3XEZnzqiJ6GLwAAGShJREFUlJjg\nPPDAA9i4cSMAYNeuXfje976Her2O48eP4+jRo9i+fTvGxsYwMDCAvXv3gnOOe+65B1dddVUnNs3C\nwsJCxpCs+LFLd52hDckQUVbWtK15ggFEWdS1hlhcuetmlwB8JhBIM+YkACqV3TUf0pqnkkFrnqi6\nZQAgNmP0vM040BKpmkHadhfABoWCwf2aWVo7O9Dj+93CwsLiDKIjM4TPfe5zOHDgABhjWLFiBX7t\n134NALB+/Xq88IUvxHve8x7kcjn8yq/8Ssui87a3vQ2f+MQnUK1WsXPnTptkbGFh0RUwRw5LYpdd\nfYa2JENEBUCZ9oL1IbWGqUsKpDFZCAsfCqT/ZlKX2E0EW8TQQMQUNbOhfWazCIDKKQZA9brVu8Np\nxh0DXVDzlfbZ0+K+kdHubo+FhYXFEkJHyOw73/nOyMde97rX4XWve13b/Vu3bsVf/uVfdmJzLCws\nLGLBXv468Lv+BTjvEuDC58FCWgRhYinVKRZMM67RgJ0s0owbYmwfGQT3dB05YnpyG94/H5n1mQ1L\nMzY8BnFpxjSQaCkps8GWSL18HtFes74iO0PIbGmsu9tjYWFhsYSwxLxbFhYWFtnDecMvg7/0Z4HR\ncTCnYyHv3UMUYcrUZhxUvszIAnNyAHO8+kDugjcaS7stDyCnGbuu989HVn1ms1Rm8xGJ0gD4Ik0z\n7nVlNmCXps6BtK6ETmKoPc2Yz4qAzf/T3t3GRnXdeRz/nRlDbIPBjHl+UpxAk4ZtgA2EZpEgS7St\nFJRumxfshu2uIMlWKU3T0GUVFKmqtF017a5I21CniVqpqZq+aaWaKuq7bSlFpBUPcpQuaVJHkArS\nNRb2AOHB9ox99gWx5947dwD73vG95/L9vOnMNb45Y07x/Ob/P+cYKrMAUFMG3rUBQHRmVls2gqx0\njTbjiJXZ/IfBU7oaPr3nYEYJysEjZ1ypqNUSbDP2tU3HVZkNOZpnwmtmax/N41sz2+RSmB2O5cOW\nSRF2zqy3zbiFMAsAtWTknRsAYEytdZlxrBv0hjHvJjVRwqwvpMW0sVSScoGNiHznzEapzHrXzA7J\nWhv/BlDBNmPv3/G0tLcZBz4UcWTNrPGEVVv88MQH2owB4IYQZgEga2pVZie6ptLLGy7rFWbLboSQ\nmvL+3Yz9lea4KrOlq220o5tLNUy5Wjmf0H0rY7JVYdalDaACbcauVGbnLaw87jl99X8vVNqM2QAK\nAGojzAJA1tSszMYQZr2h4KLnHLlIYTa4sZT3WJ4Uh5Bagm3Gw3FVZr1rZoekQU+bd+MEq7KSjHdM\nw5Xgba3172ac9iNivPPeW7HON1TtWp4qs+dV5vn5ouyli/41s7QZA0BNhFkAyJpaFbqoG0BJvlZW\ne/FC6PVxC56fGtca06QEdzMuxfN6TD5fCWzWVo5xkSa++VNwTMOenZcHByrPp06NdkbuZPDOe2+Y\nTfEZs9KHm6DNX1S58H+nAmtmaTMGgFoIswCQNbUqs3G8qfcGYu8b7ljXzDreZhzczXg4xkqz90MD\nbytqlJ9/rTWz3jbytFdlpZqVWeNAdd8sWDL22P7fKf+aWdqMAaAmwiwAZE09N4DyhiZPm7GJsh43\neDRMOUMbQA0P+wNi1EqztzLuDbONMVVmvWP9wFN5b5kx8ftPllqV2bRXlCXJE2Z1vEu6UKw8p80Y\nAGoizAJA1jTU52geSYEwG1Nldso12oxdCCJBVbsZxxjOvZXZ88Xw6+NVY82sr/LrQqCqsS7WOFDd\nN391z9hje+xQ5WziwmyZOJYHAEBGEWYBIGvCKrNTp8oYE/3e3jfW3vWVkdpc/RtAWc8aUxdaRKtU\n7WZcn8qsL2xGWrMcvmbWtwnRDAfWbdbsSEj/HDLty6U7767+wvzFkz8YAHAIYRYAsiZsA6iYqjs1\nq0RxbQBVDm4Alf4gUuWauxnXJ8yauMKsN3j7KrMuhNkaldmG9FdmJcnc97fV1+YtCvmTAIBRhFkA\nyJqwwBTHsTxS7VAcV5txueTf/deBFtEq3t2MS56zYPN5mVzEX7u11sxGajOusQGUd4Mvpyuzbswh\ns3xF9cUFVGYB4FoIswCQNWEVqrje0NcKTTGdM2tLZans3c3Yxcqs51fr0GDlcdSqrAKVcV+YjbAB\n1I2smXVhR91alVlX5tDsedKs2b5LVGYB4NoIswCQMSaXl0zgn/e4NpGpWZmdeGXQty52uCSVYlxj\nmgRvm7E3zMbxWho9P+cPvGE2ng8TvJVZ6zkexriwAVSt85UdCbPGGJlV6yoXmqZJty5PbkAA4AAH\n3yUAAK4rn5fKI5XncZwxK9Wnzdgbpqp2M3ajRdSnxq66saz/nVpjN+O4jubxburlq8ymv83YGHN1\n3ntfg+TUumvz8D9LbXOkwQGZezfKNE9LekgAkGqEWQDIonyDPxTWvTIbIXT6NoAqX11nGvY1V9Sq\nEMZdmfWGtubpE7+nd7zDNdbMurABlBQaZ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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca7c61750>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pick a short segment\n", "pos = 3000\n", "frame_length = 1024\n", "\n", "xw = x[pos:pos+frame_length] * pysptk.blackman(frame_length)\n", "\n", "plot(xw, linewidth=3.0)\n", "xlim(0, frame_length)\n", "title(\"a windowed time frame\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# plotting utility\n", "def pplot(sp, envelope, title=\"no title\"):\n", " plot(sp, \"b-\", linewidth=2.0, label=\"Original log spectrum 20log|X(w)|\")\n", " plot(20.0/np.log(10)*envelope, \"r-\", linewidth=3.0, label=title)\n", " xlim(0, len(sp))\n", " xlabel(\"frequency bin\")\n", " ylabel(\"log amplitude\")\n", " legend(prop={'size': 20})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Compute spectrum 20log|X(w)| for a windowed signal\n", "sp = 20*np.log10(np.abs(np.fft.rfft(xw)))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cXBz+/v4kJCTw9ddf61i2mjVrho+PD3PnzqVZs2Z4enpSuXJlEhMTCQsLIzg4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\nKpXOT4FA8GbzfgrcjAzM16+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m5iri49ViW1sIP3mifttaurRhgStlZo54Xoqo9esp3aUL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aRECLjQVkEzZ6ah6xqnnOLi++8d1NRYqKrSaGyUIeXiGB0OSEvz09hooaFBCxK48tqL3Fpxrswh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s1dREP82KFHABoKBA67CiaQ614QOiZDg2B9xUVnCB2IOmlixxhbRPJ7uqyjW4JBkD3fg6SLbw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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca797a590>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mgc = pysptk.mgcep(xw, 20, 0.0, 0.0)\n", "pplot(sp, pysptk.mgc2sp(mgc, 0.0, 0.0, frame_length).real, title=\"Lineaer frequency cepstrum based envelope\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WrC/uOhVcL5PJyM7OZuDAgRw5cgRfX1/69u3L7du3GTduHMeOHWPcuHGsX7+eVq1aMXjw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\n3bsX+1dfBZZpyclMSR5BCieya+MILDt74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qxkZycxfXpD5xWCRY3ExJiZbt38FBRYWbvW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\nivzZeCK3iUmkrTcRNhswZYoIINZJu5Fkha8/LcqxAm4iA7NUFcjJ0cIu3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msFV3w9sQqu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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca7b78790>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mgc = pysptk.mcep(xw, 20, 0.41)\n", "pplot(sp, pysptk.mgc2sp(mgc, 0.41, 0.0, frame_length).real, title=\"Mel-cepstrum based envelope\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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j5uZGhw4dSnTf+/fvz4oVK1i6dClXrlyhVq1a3Lhxg2PHjuHr68vevXtLdJz8\nnvY5BPW8stLowdLnuX//fq1tZDIZU6ZM0Vo2f/58evbsyRdffMHJkyepWbMm586d4/Tp07i6ujJ9\n+vRiz21ubo6/vz+jRo2iT58+dO3alWrVqnH58mWCg4OpUqWKTgZ1/vz59OrVCz8/P44ePUrdunW5\nc+cO+/bto1OnThw4cKDEo1j/8MMPnDt3jnfeeYeuXbtqrTMzM2Px4sX07t2byZMnc+jQISpUqACo\nX8jVqFFDk0nW9/xLGdvY2FjatGmj6Rctrdu8ebPWdvqEh4cjl8uLnUv4WRIBbi6pD66NjSrf6MOl\ny+BeupT3Bk+hkBETI6daNWURezwFlQrrOXOQ5Q7+sBdfEms2AvJKcfQOMpUrs00bTYBrcuQoF+6r\ng3MPjyxiY9W/YM8rCy0IgiAILyuZTMbMmTPp0aMHa9euJSwsjJMnT2JoaIiTkxOjR49mxIgRegcF\nkslkT1TSW6lSJXbu3MnXX3/N0aNHOX/+PDVr1mTBggWYmZlpgj595yvttRU0bdo07Ozs+P333/n1\n11+xtrbmzTffZNq0aSxcuPCZDSzTuHFj9uzZw+LFizl58iSHDh3Czs6O3r17M2nSJJ1+k096jwqq\nXr06U6dO5fTp05w6dYr4+HhsbW1xcXHhs88+0ztVj42NDb/++itz585l8+bNpKSkULt2bUaPHq13\n+7Fjx+Lp6cmaNWsIDw/n4MGDWFlZUbVqVd577z169+6ttb27uzsHDx5k2bJlBAUFERERgYWFBa+/\n/jqffPKJ1raTJk0iKSmJQ4cOER4ejlKppG/fviUOcO3s7Ni2bRtz584lLCyM0NBQGjZsyMaNG7l9\n+zb79u3T2ae4Z6Cw9aX5fXj48KFmapy9e/fqDbT1Bbg1atRg7969LFy4kGPHjnH06FGqVKnCiBEj\nmDJlis4AU4W1qWPHjgQGBrJkyRKOHz9OcnIylStXZsiQIUyaNElnAKpatWqxc+dOvvnmG0JCQggJ\nCaF+/fqsWbOGf/75hwMHDpToebx06RI//PADjo6OfPXVV3q3adKkCR999BFLlixhzpw5fPvtt5p1\nAwYM0LRBXwDq5uZGxYoViY+P1+ljK/0sk8kK7X+blpbG4cOHadmyJQ4ODsVez7MiU5XFa5QXTMHy\njOKoVFCjxmsoFDJu3brH3r2mjB1bkW7d0lm5suTlNoMHV+To0bw5ZHfufETTptmlaktJmRw8iN0H\nHwCgkBmZKIuCAAAgAElEQVTgrrrICP9q9O+frtkmKsoAL68qVKuWQ3h4gXn30tN5rUEDZLklK69z\nE2o4curUQ44dM2HQIDtatsxk06bHz6T9gi5LS0vNSHuC8LIQz+1/l/jsX0xff/01S5cu5bfffqNV\nq1bl3ZwX0rO8R46Ojvj4+LBly5YyPa7w6ho3bhyBgYEEBwdrvag5deoU/fr1IyAgQGee6if16NEj\nvL296dGjBwEBAWVyzPy2bt3KpEmTWLVqFb6+vjrrvby8qF69epG/HyX9f0tR84+LPrhAaqoMhUKG\nubkSIyOwsip9BlelyitRdnNTB7VPUuKrUkFaWjFvvpKTsf7iC83Pe5xGcAU3TeZZkpfB1fMx504X\nJOnCXurWVbe7WjXFE7dfEARBEIRnTxrIJb+rV6/y008/YWtrW679314U4h4JLwqVSqUZRTu/EydO\nsGvXLurUqVPs6M1lwd7envfff5+dO3eWOiFYHJVKxY8//oi7u7ve4PZ5EiXK5B9gSh0gSoFhafrg\n3rtnwOPHBtjaKvD2ziQy0oj790sfIE6caMPhw6bs2hVLzZr65wGzmj0bw9zR+ZQ2Nqys+gXcQTP6\nsyT/IFMqFRSssMg/XVAvAtlWYwiQF+Dev2+gdz9BEARBEMpXly5dcHZ2pnbt2pibm3Pz5k2OHDkC\nwHfffacz8NF/kbhHwosiMzMTT09PWrRogaurKwYGBvzzzz8EBwdjYmJSaLnxszBhwgQ2bdrE0qVL\nmT9/fpkdd8+ePfz9999s2rSpzI75pESACyQkSHPgqgNEKYNbmlGUpWyni4tCEyA+SR/WiAhjEhPl\nLFhgyZo1uuXRpvv2UWHjxry2z59P1I/qofqlQaUkhoZgaqokI0NOeroMc3Pt9emdOmkywW0I4k/7\nR4AJFhYqbGyUJCTIiYuTY2f3jPoRC4IgCILwRAYPHsz+/fvZtWsXKSkpWFtb06ZNG0aPHi0yk7nE\nPRJeFMbGxgwZMoSQkBDOnz9Peno6dnZ29OjRg48++khr6qhnzdrausTzLpdGt27d6NatW5kf90mI\nABftKYKg8PljiyKVM1taKp+qxFcazXn/fjPCw1Px9MzSrDO8cgWbCRM0P6f17ElGz54kfyfPPbdu\nd2pLSxUZGer2FQxwlQ4OZDVujPH58xiRg0/sXkA9kEG1agoSEuRERxuIAFcQBEEQXjCTJ09m8uTJ\n5d2MF1p53CN9898KglwuZ+7cuaXe71kN2lZentf1iD646Aa4UgY3KankH4KU7bWwUOHg8GQZXIUi\nbzRngG++yRtNTX7/PhU/+AB57rxzOdWrk5hbzpA/uC6ouBGhM7p00fy9zp+7NH8X/XAFQRAEQRAE\noXw0b96cu3fvltkAUy+C0NDQ5zIAmwhwyQsqpT64FSqokMlUpKXJUShKdozUVPWttLB48gxuYqIc\nlUqGqak6UD13zhiVCuTR0VTq0yev362FBXFr16KytQXyBpHSl8GVstFS+3TO2T4vwLUNP44sJQVA\nE6SLAFcQBEEQBEEQhJeFCHDJKwuWMrhyefGZz4KkDG6FCioqV1ZiaKji8WMDcmfhKZG4OPUxqlZV\nYmqqIjNThvLsZSr16oXhrVsAqIyMiF+xgpw6dQDIyoKMDBkGBirMzPQFuEVfx015TS7QEABZViam\nBw4APHEWWhAEQRAEQRAEobyIAJe8EmUbm7wSX6nct6T9cPOXKBsYQNWqeSMRl1R8vPpctrZKbK1z\n+JCVOPTvhWHuMN4qIyPi/vc/Mtu2zXfevOytvrJ26Tr0ThUE3LxpwCb6a342274dEBlcQRAEQRAE\nQRBePiLARXeaICj9XLh5gaY6oHySkZSlANfb4Aw7k9uxktHIM9UpYKWlJXFr15LZsaPWPkX1v4Xi\nM7i3bxvyK4M0P5sEByOPiRF9cAVBEARBEARBeOmIABdITZXKi/OCxLzAsHQZ3AoV1PtJwXJhmVMd\nmZlUPL6Xvfiy/OybeKad0KzKrlWLR7t3k9m6tc5uUuAqtbcgabl0jQXdvm3AXapzs0ZLAGRKJWaB\ngaJEWRAEQRAEQRCEl46YJgggPQNX7uFy5wpm2+9gcP8+Mx7Eo+QhzWbGUck0GVlqKmRng4GBupOu\nXI7S0hKllRUqa2v6nauMC5VpHmGCmaUFLVIcicMB+W1D5HGGqORy9b4qFfK4OOSPHmEQG4vhP/9g\nfP48xiEh9MgdIVmSgwGXOo2j6rLxYGamt+lSAG5lpT+DW1yp9a1b6kcgqnVfnH85CYD5tm1UGT4K\nmUzFw4dycnLUc+oKgiAIgiAIgiC8yF7JsEUWF4csK0v9JykJg7g4dVD5+LH6z6NHGDx4gMH9+xjc\nv8+WhAT1jovyjvG29JcSzoPcI/cPW9V/ZqH+w5zcP6V0usY7DLs9lyFvvcZQs7RCtytpBlfKMBd0\n+7Y6Q6vo3QXVpunIMjIwiozE7MolrKyqkpgoJzlZhq2t/uMLgiAIgiAIgiC8KF7JAPe1N94o7yY8\nkRgLZ1alvIvdx324kuHKX0stiY9PKnKfp8ngqlQQFaV+BBzqVyC9a1fMt20DwHzDBqys2pOYKCcx\nUY6tbQnnSxIEQRAEQRAEQSgnr2SAW1o5MkOiVdWoULsKFWpXQfHaa+yPdGbrKWc69Tem+wA5SnNz\nMDYGpRKUSmQ5OciSk5EnJiJLSmL1d9lkPkhmSNdo7OWPuXshmdS7CbxuGYu1QYp6P4UCVCqUtrYo\n7e1R2tmhcHIiy92dLE9Phn/twZ49Zix3icP2vjowlaYwKszTZHCTkmRkZsqoUEFJhQoqUgcP1gS4\nZjt24FAjgLvY5w7CJQJcQRAEQRAEQRBebK9kgKu0sUFlZITK2BiVhQXKihVR2tlp/quoVAnla6+h\neO01FFWr0mNEXcIjTAn8NhZPzywAziyyYNMpK+ztk+nULLnYcy5fUplbGPLW9BgMXRX8ssyC+fOt\nGPNeCp9/XnQWVpJ/mqCMDJnWssIUl8EtKsCNjVXva2+v3je7aVOy69bF6K+/kKel0Sfzd0KZQGJi\nyUaSFgRBEARBEEru7t27+Pj40LdvXwICAsq7OWXO0dERb29vtm7dWt5NeW769OlDaGgoUVFR5d2U\n/6xXMsB9EBlZqu0zstSBnrGxvmmCSjYKsjRKsRRQSiMyFzZ6sT5SMFuxYmkC3OIyuIWXKMfGqvvf\n2tnlBscyGamDB2Pz2WcA9ItZzieM00yjJAiCIAiCNkdHR4ASfZn18vIiOjpa87NMJsPS0pJatWrR\nu3dvBg8ejIGB7uwF0dHR/PLLLwQHB3Pnzh3S0tKwtramXr16dOjQgX79+mFpaVl2F/WCedWDQFA/\nC6+qV/naCvNfvOYXySsZ4JZWVpb6Icwf4EoBalpayR7QgoGmuXnR0/Pok5fBVZGWptJaVvh5i+uD\nW5IMbl75cfo772C1YAHylBScUv+mC3tJSmpZ4msQBEEQhP+a0n6ZHTFiBNbW1igUCm7fvs3evXuJ\niIggJCSEVatWaW3722+/8fnnn5OVlYWbmxu9e/fG2tqahIQEwsPDmTVrFosWLeLy5ctleUkvFOn+\niqBBEISSEAEukJmp/gfTxCQvwDU2Vv83K6v4/XNyICNDjkym0gS20ny4JQ2QIa+/ra2tUrNfcX1w\npfVSxrkgKYOrbz7eR4/UyzQZXEBlaUnaoEFYrFwJwMcs5HBiqxJfgyAIgiAIhZPJZIwcORIHBwfN\nsvHjx9OlSxf27dtHaGgo3t7eAGzfvp1p06ZhY2PD6tWradu2rc7xzp07x2e5lVevKpVKpfVfQRCE\noojaU/KCWBOTvGVSsCsFv0XJX54svVyUAtySZnDT02VkZMgwMVFhZqbC1lYddMbHF72/FKTmz8Lm\nV1Qf3MePDXL31c7+pgwfjip34tvWHMf6n3MlugZBEARBEEqvdu3a+Pj4AHDhwgUAUlJS+OKLL5DJ\nZCxfvlxvcAvQpEkTdu7cWeJzpaens2zZMnx9falTpw61a9emdevWzJw5k9jYWJ1tlyxZQocOHahV\nqxa1a9emR48ees936tQpHB0d8ff35+zZs/Tv35969epRp04dBg0axKVLl3T2SUlJISAggLZt21K3\nbl3q1KlDixYtGDNmjCYj/f3332vuzZYtW3B0dNT82bx5s865z58/z+DBg3Fzc8PR0VFTEu7o6Eif\nPn303pNJkyZpbQvqsmhHR0cmT57MrVu3GDlyJG5ubtSpU4eBAwfy119/AfD48WM+/vhjGjdujKur\nK126dOHUqVMl/jzyu3btGsOGDcPNzU1Tth4cHKyzXXJyMitWrKBv3754eHjg7OyMu7s7H3zwARER\nEXqPHRYWxtChQ/Hw8MDFxYXGjRvTvXt3vSXfpfncAbKysggICKB58+a4uLjg4+PDt99+S2Zm5hPd\nh3PnzjFy5EgaNWqEs7Mznp6eTJ8+nZiYGJ1t+/Tpg6OjIwqFgh9++IEWLVrg4uKCp6cn8+fPJzs7\nW7Pt/fv3cXJyolOnToWe+7333sPR0ZF//vnnidtUGKVSybp16+jSpQu1a9emVq1adO3alXXr1ul9\neSM9sw8ePGD8+PG4u7vj6uqKr68vgYGBhZ7n2LFjDB48mAYNGuDi4kKLFi2YN28eSUklGxPoVSAy\nuOQFsflLlKW/S+XLRZGCRymozf/31NSSvUOIi1Mfw9ZWiUwGNjbqoDMxUY5SCfJCDhMTow5Sq1Qp\nukRZKqHOr7DgWOngQHqPHphv3w5Au9MLgf+V6DpUKvj+e0tSU2WMGpVC1ar62/VCUioxPn0alZUV\n2W+8wYoVFVixwoJ16+Jo1Ci7+P0FQRAE4QlJX3ClMtw9e/aQmJiIh4cHrVoVXUllLJWdFSMhIYG+\nffty9epVatasyYABAzA2NubWrVts3ryZLl26UKlSJQASExPp168fkZGRuLu7M3DgQJRKJUFBQXz0\n0Uf8/fffTJs2Tecc58+fZ+nSpbz55pu8//773Lx5U5OZ/v3332nWrJnmegcNGkRERARNmzaldevW\nGBoacu/ePU6fPo2XlxdvvPEGzZs3JykpiTVr1uDm5kbnzp0152rQoIHWuSMiIli6dCnNmjVj4MCB\nxMXFYWRkpFlfVIlzYevu3r1L9+7dqV27NgMGDODOnTvs37+fPn36EBgYyODBg7G2tqZnz57Ex8ez\na9cuBg8eTHBwsFaWvjh37tyhZ8+e1KtXj8GDBxMTE8OuXbt47733WLp0KT169NBs+88///Dtt9/i\n7e1Nhw4dsLa2Jjo6moMHDxIUFMTatWtp3bq1ZvugoCCGDBmClZUVHTt2pGrVqiQkJPDvv/+ybt06\nJk+erNm2tJ+7SqVi9OjRHDx4kNdff50PPviArKwsNm3axNWrV0t8/ZKNGzcybdo0TE1N6dixI9Wq\nVePGjRv8/vvvHD58mF27dum9r2PHjiU8PJy2bdtiYWHBkSNHWL58ObGxsfj7+wPw2muv0apVK44f\nP85ff/1F3bp1tY4RExNDcHAwDRs2pHbt2k/dpoImTJhAYGAgDg4OvPvuu8hkMvbt24efnx/h4eEs\nWbJEZ5/ExER69eqFtbU1AwcOJCEhgd27dzNu3DgePHjA6NGjtbb39/fH398fW1tbOnToQKVKlbhy\n5Qo//vgjR48eZdeuXVhYWJTos3iZiQCXvCA2f4my9HdpsKeiSOW/UjkwgLl56frw5h9BGcDQUD2H\nbXKynKQkGTY2+styisvgmpurkMlUpKfLyclRH1ci9cHNX6KsuaaxYzUBbpOoPTy6fJnsEswvHBVl\nQECAeqCLdesqsHJlHO3bP9kbvOdJFheH7cSJmB49CsDFNqP4OmgJORiwbJkFq1bFl3MLBUEQXn7V\nSvGFv6zdy5edK28FszV///03p0+fRiaT0aRJEwDOnDkDQMuWZTcOxmeffcbVq1cZMmQI8+fP11qX\nnp5OTk6O5udZs2YRGRnJ559/rvUlOjMzk+HDh7NkyRK6du2Km5ub1nGCgoKYN28e77//vmbZwYMH\nGTZsGFOmTOHEiRPIZDL++usvIiIi8PX11el3DOov9gA+Pj44OTlpAtz8wVhBx48f55tvvmHQoEGl\nui9QePlzaGgo06dPZ/z48ZplixYtYuHChXTv3p1evXqxYMECzbpWrVoxceJEVq1axezZs0t8/tDQ\nUMaMGaNVbv7BBx/Qo0cPZsyYoQncQJ3xP3fuHLa2tlrHuH//Pt26dWP27NkcO3ZMs/y3335DpVKx\ndetW6tWrp7VPfLz295vSfu6BgYEcPHgQDw8PtmzZonnZMnXqVLp27Vri6we4fv06n376KdWrV2fb\ntm1UqVJFs+7kyZO8++67zJo1i9WrV+vse/fuXYKCgrC2tgZg+vTptG/fnq1btzJjxgzs7e0B6Nev\nH8ePH2fLli188cUXWsfYvn07SqWSvn37lkmb8gsMDCQwMJA33niD7du3Y2ZmBsC0adN455132LFj\nB+3ataNXr15a+129epXu3buzYsUKzbJx48bRuXNnvvnmG7p06UL16tUBCAkJwd/fn6ZNm7J+/Xqt\ngec2b97MlClTWLhwYamey5eVKFFG/yBTUrlyaTK4UrYUSl+iLPWllTK3QL4yZf0fU3q6jORkOcbG\nqkIDYJms8IGmCk4TlF9OvXrcbtZT87Pl99+X6DquXVNH0AYGKjIyZKxe/eK/JZLHxmLfpYsmuAVo\nGLSSP+iOHAUHDphy/774VREEQRCenkqlYtWqVXz//fd8++23mv63mZmZdO7cGU9PTwAePnwIqLNO\nZSE2NpZdu3ZRpUoVnS/2AGZmZpovxHFxcWzfvp1GjRrpZIhMTEyYMWMGKpVKb5mks7OzVnAL0LFj\nR7y9vbl16xZhYWE6x9NHClSg5H1vGzRo8ETBbVGqV6/OuHHjtJZJAZBCodC5l71798bQ0JArV66U\n6jzW1tY6wbu7uzu9e/cmMTGRffv2aZZbWlrqBLegfla6dOnCtWvXuHfvns56ffc6/3Ge5HPftGkT\nAJ9++qlWJYGNjQ0TJ04s7rK1rFu3jpycHL788kutQBLUL3o6dOjAoUOHSEtL09nXz89P65kxMzPj\n7bffRqlUapXHd+rUCSsrK3bs2IFSqf39VwrQe/bM+/77NG3Kb+PGjQDMmDFDE9xK7fTz8wPULyIK\nMjQ01Olj7+TkxPDhw8nOzmbbtm2a5T/99BMA3333nc6o6v369aN+/frs2LGjyHa+Kv7zGVyVKn+J\nct7yvD64xR9DKkPOX6IsDTb1pBlc6e937qjXOTvrZmgfPszL3hY1sKC5uYqkJHWwnT8QfvRIXd5c\nqZL+MuIbg6fidGYXclSYHjqEUUQE2R4eRV6HFOB6e2cREmLCzZu60x28aKzmz8fw7l2d5Z05wJwm\nW/ji3AA2bjRn8uSUcmidIAiC8KpZs2YNoC6LtbCwwM3NjbfffpshQ4Y8s3NeuHABlUqFt7e31hds\nfS5evKj58v+9nhfcUr/Gf//9V2edl5eX3mP6+PgQGhpKZGQk3t7e1KlTBzc3NwIDA4mKiqJTp054\nenrSsGFDrbLi0mjUqNET7VcUNzc3nfJlKdBxcXHB3Nxca51cLsfOzo779++X6jwNGjTQORaAt7c3\nW7ZsITIyUiuzGB4ezurVq4mIiCAuLo6sAqOiPnjwgGrVqgHw9ttvs2/fPrp370737t3x8fHB09NT\ns17yJJ/75cuXMTAw0JSe59e8efOSXj6Apv/w6dOnOX/+vM762NhYFAoF169f5418VYUymYyGDRvq\nbC+9HJKqAQBMTU3p1q0bv/32G8eOHdP0bb906RL//PMPvr6+WkH/k7apIOk+6bsn3t7eyOVyIvVM\nc+rg4KCZiiw/qV96/n0iIiIwMjLijz/+0PtSKDs7m8ePH5OQkICNjU2hbX0V/OcDXOnfAyMjlVY/\n1yfpg5u/RLm0GdzCAtz86wqSAtzKlYvu56qe8siA9HQ5kLft48fq/StV0l/ebOBeh030ZyDqt07W\nc+YQu3MnRUXT16+rH6m2bTMIDTUmOtqA9HQo5v+l5cbowgXMc98+ArzLr7SWHedDlbrP8ZikhXxB\nfzZsqMD48SlaJd6CIAhC6bxIZcLlRSaTERoaWmyfvcqVKwOUOlAqjDTATNWqVYvdVipbvXDhgmbQ\nq4JkMpnerJXUh7cgqURUaodcLmfz5s0EBASwZ88evvrqKwAsLCzo27cvM2bM0BvwFUW6Z2VJ3/zC\nhrlfBgqbe9jQ0FCr3LskpPtTkHRNycnJmmX79u3jww8/xMzMjFatWlGjRg3Mzc2Ry+WEhIQQGhqq\nFfD6+vryyy+/sHLlSjZt2sSGDRsAdYb4008/1fTxfpLPPTk5GVtbW73zNxf2LBRGOn/+ctzizi/R\n91lIbVIotL/n9uvXj99++40tW7ZoAtwtW7YAaL1EeNo25SfdJ0M9XyQNDQ2pWLEicXFxOutK+vsk\ntVWhUGj6HBfW1tTUVBHgvur09b/N/3NJRlHWN8iUmZn67+npchQK0PN7r0VfgCuVKxc2VZCUgS2s\n/61EX7CdkaGeQ9fISIW1tf7SHysrJe/zFe+wDWOyMY6IwHT3bjK6dy/0XFKAW6dODk5OCm7dMuT2\nbUPq1i3dP/TPhUqF9cyZmh93y7vzu/JdOs5vjGrWWmRZWdhdi+Ad+2Nse9CGK1eMcHcXg00JgiAI\nz16zZs3YtGkTJ0+e5JNPPnnq40nlmw8ePCh2WylY+PDDD5mZ7/+TJVFwJGbJo0ePALCystJq0+zZ\ns5k9eza3bt0iNDSUDRs28PPPP5OYmMgPP/xQqnMXN09uwUBH8iKMLivdn4KkUvX8Adx3332HiYkJ\ne/fupWbNmlrb379/n9DQUJ3jtGvXjnbt2pGens65c+c4fPgw69at4/333+fAgQPUqlXriT53S0tL\nEhISUCgUOkFuYddUGCsrK03/7AoVKpRq39Jo2rQpzs7OHDx4kOTkZExNTQkMDMTOzo527do9kzYV\ndZ9ycnKIi4vTG6QX9vskPRf5f5+k/f/8888nbuer4j/fsVDfCMqQ1we3ZAGu+jbm74Mrl+cNNJWe\nXvwxnmUGVyqXzh/gSlME2dkpC03IWlsruYkLy2R5fU+svvoKWXp6oeeSAlxX1xxcXNRB7Y0bL+Z7\nFJMjRzDOLT3JkhkzSenPwIGpdBxiTVq+N3jT5d8B8OefT1YyJQiCIAil1a1bN2xsbIiIiODEiRNF\nbluwPFWfxo0ba7LH6UX8fxzUUw/J5XKd/rIlERYWprc88vTp04DuyMeS119/nQEDBrB161bMzc05\ndOiQZp08t8SusAC1JKytrfX2S1UoFERGRhYbHD9rf/75J6mpqTrL9d23W7duUbt2bZ3gVqlUEh4e\nXuR5zMzMaNGiBbNmzWL8+PFkZWVxNHcMksaNG5f6c3d3d0ehUOjdp7TTJXl4eKBSqfQG6GWtb9++\nZGZmsnPnTo4cOUJ8fDy9evXSCT7Lqk1vvPEGCoVC83nmFxoailKp1Pu7ER0dTVRUlM5y6Tj5B3nz\n8PAgISFBZ4qj/6IXJsDdsWMHU6ZMYerUqSxevJjs7GxSUlKYO3cuEydOZN68eXp/8Z+W1Me24Aj7\npemDq69EGUpXpqw/wFVprSvo4UP1L+GTBLjFjb4M6iDf1FTJl6ovUNio+yMY3r2LRSFvVJOTZcTE\nGGBqqsLBQaEJcG/efP4B7q1bBoSFGRf+ckGlwjJfCcePqlHcMXJl1iz1W9yUUaM06zweHqAyMVy+\nLAJcQRAE4fmoUKECc+fOBWDMmDEcP35c73Znz56lW7duxR6vYsWK9OrVi5iYGL788kudIDQ1NVVT\nBmtnZ0fv3r25ePEiixYt0hmMB9RB1l0941fcvHmTX375RWvZgQMHCA0NxdnZWdNH9+7du9y+fVtn\n/4SEBLKysjA1NdUsk8opo5+ixL1JkyZERUXpzCu7ePHipzpuWUlMTNSZk/bixYvs2LEDa2trfH19\nNcudnJy4ceOG1hysKpWK77//nn///VcnWA8NDdX7ckDKsEql4JUqVSr1596/f38AvvnmG615b+Pj\n40udgX///fcxMjJi9uzZ3LhxQ2d9VlbWE7100adPnz7I5XK2bt3K1q1bAXXp8rNq04ABAwD4+uuv\ntV4wpaena0bhHjhwoM5+OTk5fPXVV1q/r3fu3OGnn37CyMiId955R7N85MiRAHzyySd65+dNS0vj\n3Llzxbb1VfBCpNYePnzIkSNHCAgIwMjIiICAAEJCQoiKisLd3Z2ePXtqhtcu69HxpBJlU1Ptf+hL\n0wdXChzzlyhLPz969DQBbtEZ3JIEqfnblX/AK2nfwgaYklhbq4jJsOXuR5/x+lcfA2CxYgXpb79N\nTq1aWttKmVpn5xwMDMiXwX2+A01lZkLXrvYkJKhLsKdNS2bsWO0BokyOHMH44kUAcoxMWZA9g8aN\nszRZeIWrK5leXpiEhSFXKenLFk5d/vC5XocgCILwclCpVEyaNEnvOplMxvz58zUDO5V0RGBQj8ib\nkZHB559/zqBBg3Bzc8PDwwNra2vi4+OJiIjg6tWr2NnZleh48+bN46+//mL9+vWcPn2aVq1aYWxs\nzJ07dwgODmbt2rV4e3sD8NVXX3Hz5k0WLlzItm3b8PT0xN7engcPHnDt2jUuXrzI8uXLcXJy0jpH\nmzZt+PLLLzl69Cj16tXj1q1b7Nu3D1NTU62+gZGRkYwYMYJGjRpRs2ZNqlSpQlxcHAcOHEChUDB2\n7FjNthUqVKBJkyaEhYUxfvx4nJ2dkcvldOrUSWfam8KMGjWKY8eOaabesba25uzZs0RFReHj46M3\ns/Y8eXt78/vvv3P+/HmaNm1KTEwMf/zxB6AOivKXx44cOZJPP/2UTp064evri5GREeHh4fz777+a\nUX3z++KLL4iJicHT0xMHBweMjY25dOkSp06dwsnJSWvU4NJ+7r169WLXrl0cPHiQtm3b0rFjR3Jy\nclFbVdkAACAASURBVNi7dy+NGjXS+xKjMDVr1uT7779n6tSptG3bltatW+Ps7ExOTg7R0dGEhYVh\nb2+vNQUSlO53SlKtWjWaN2/OyZMnMTQ0pF69ejpTXpVlm3r16sWBAwf4448/NPdJJpNx4MAB7t69\nS8+ePXWmCAKoV68e58+fp3PnzrRq1YrExER2795NcnIyn332mWaKIFCP6uzn58eCBQto2bIlbdu2\nxcnJidTUVKKioggLC8PLy4v169eX+n69bF6IANfc3BwDAwMyMzORy+VkZmZSsWJFAgMDNXM1tW7d\nmtmzZ5d5gFt4iXJp+uBK8+BqH6M0IynnBbh5x5D64BaXwa1SpSSDTEFaWt5x8gaYKi7AVRITY8CN\n1oOodmAjxmfPIsvOxubjj4ndvl2rc7E0grIU2JZXifKVK0aa4DY7W8bSpRYMG5aC5mVwgeztsdrD\neBD5GgOaJ2sdJ71nT0xy38oN5HfWXP1IZy5hQRAEQZDJZJosUP5lKpUKmUzGl19+qVlW2lLYgQMH\n8tZbb7F27VqCg4MJDAwkLS0Na2tr6tSpw5w5czTZoeJYW1uza9cuVq1axa5du/jtt98wMDDAwcGB\nAQMGUCvfi2sLCwu2bdvGr7/+yo4dO9i3bx+ZmZnY29vj7OzMnDlzePPNN3XO0aRJEyZNmsR3332n\nyeS++eabTJ8+HXd3d812DRs2ZNy4cYSGhnL8+HESExOxs7OjYcOGDB8+nNatW2sd94cffmD27NkE\nBQVppqlxcHAocYDbsmVL1qxZw6JFi9i1axfm5ua0atWKlStXsnDhwjItUX6SY1WvXp2vv/6a+fPn\ns2HDBrKysnB3d2fy5MmaQaAk7733HsbGxqxevZqtW7diZmaGl5cXixYtYs+ePRw+fFhr+wkTJrB/\n/34uXrzIiRMnkMvlODo6MmHCBEaMGKHVj/NJPveVK1eydOlStmzZwi+//EKVKlXo378/kyZNwsXF\npVT34e2336Z+/fqsXLmSU6dOERwcjLm5OVWrVqV79+706NFDZ5/C7ndxv2/9+vXj5MmTKBQKncGl\nnkWbli9fjre3N5s2beLXX39FJpNRq1YtRo8ezdChQ/We28bGhl9//ZW5c+eyefNmUlJSqF27NqNH\nj9Z6MSEZO3Ysnp6erFmzhvDwcA4ePIiVlRVVq1blvffeo3fv3oVe56tEpnqS1x7PgNTZ3djYmIYN\nGzJ+/Hg++OADfv75Z0D9JmTYsGGan4uir49FYS5dMsLX154GDbI4cCCvI7dKBY6O6uHT7969pzXC\nckETJtiwbZs5/v7x9O+fV3bQs2clzp41ZseOWJo1K7p/TMuWlbl505Djxx9Ss6Y6MDx82IShQ+1o\n2zaD9et1R1bz9a3EpUvG/PHHI5o0KXzwoy++sOKnnyyYMyeRESPUZd5Llljw9ddWjB2bzGefJRe6\nr3QN27fH0sLqIvadOyPLHRkw8fPPSR0zRrPtt99asnixJRMmJDN9ejLR0XKaNatKpUoKLl7ULZV4\nVn7+2ZzPP7ehX780IiONiIw0YuXKOLp1ywDA5PBh7HL/IVGZmtLa6W+C/63O5s2xtGiR9znJHz+m\nSuPGyHLLempwi7VHzahT59kMmGVpaak1SqIgvAzEc/vfJT57Ib9Tp07Rr18/pk6dqjOfqyAIpefo\n6IiPj49mhOf/ipL+v6XgNFf5vRC5qAcPHrBnzx6WLVuGubk5/v7+On0kCnsDExkZqTUHVL9+/Qod\ntl0fQ0N15GpubqCzn4mJisxMGcbGlkVOc5OZqe6bWbmyKZaWebfUykp9bKXSHEtL/ROZSxIT1ds6\nOZlrymTt7dXZ0YwMw0JGVpNKgs2wtDTVWS+xtVW3LyfHFEtL9XmSktTtcXAwKvJ+2dmpt8/ONses\nWTOypk3DZP589fV9+y2G3bqhrF8fgDt31G1o0EDd3tq11aXfsbEGKBSWPK8Ryf/8U90Ob285jRsr\nmDHDiB07rBg40AhUKswXLdJsmzxwGME/V8fEREXr1iaYmub7nCwtUbRpg2Hum9ABbOTffyfQtOmz\nCXCNjY1L9ez+n73zjpOivv//c2Z37/Z64Y6u0kSaAiIKdrEEO/q1+yNKNGpEjahJFNO+tmhsSVAT\n4xc1qDG22BtWRAQLIkivUu+43m/vtszvj7nPzOze1ruTdu/n48Hj7nZnPlN2ZpnX5/UugrAnINdt\n9yVaWxBBEARB6AwuV3tNFosXX3zR+n3kyJFWmPkeIXA3btzIQQcdZB3MEUccwdq1a8nPz7eaEVdX\nV1sl7p04D0aRyoxyVVUakIXLFWi3XlpaFi0tGpWVDTFb6QDU1JgVqlyuJurr7QR7r9cNuKmo8FFf\n74u5figENTXZbWPUoXZD0zxAJnV1oXb7FgpBWZm5TmamvU403O5sIJ3q6lZrnB07XEAaOTnN1NfH\nrqaYleUC3JSUtJjLXXUVRW+9RdqyZWitraRNnUrFO+9gZGaydq0pLPv2baC+3nSUBw70smqVh++/\n9zFmzK5psfP11+Z+DB9eT9++QX7721588IGLjRsb6f/d++S0Neo2vF7eGD4dgHHjWvH76/FH7GLg\njDMoaBO4F/M8j349nTPO+HEcC3FDhL0RuW67LzKxIQiCIHQ1wWAwqeeKnJycqIXBYA+poty3b1/W\nrVtHa2srhmGwbNky+vfvz7hx46yk7Xnz5jF+/Pgu33asPrjO1xLl4dpFpsLzWaNVL45Gba1GKKSR\nmxsKy+9UbYYaG9t/TNXVOoGARn5+yGppFItoRaaqqswxCwsT5+Ca+9i2Dx4PNX/9K6G2hFbPunXk\nzZwJhmEVrurVyy56NXBgxyopf/JJOj//eYE1ZrLU1mps2OAhPd1g2DA/RUUhTjihhWBQ4+3X3eS2\nNZIHaLz0Uj5dYybnH3lk9HLZvsmTMdqOdQxLafhqfUr7IwiCIAiCIAjCrmOPcHAHDBjAsccey623\n3oqmaQwcOJCTTjoJn8/Hww8/zCeffEJxcfGPktOhBG5kkSnna4kqKdfXqzZB7asoQ+IiU9EqKDvH\ni7a+6oGbqIIyOIW2LRbr6szflYCNhXKu6+rsfQgMHUrt3XdTcPPN5vgvvUTL6DFUVt4GhBeu6mih\nqQcfzGHJkjR69w5y553JN2BfutQMxx450m+1fpo82ceHH3rJe/E5POvWARDKzqbh+utZda25/MEH\nR3eXjZwcfCeeSMbbbwNw6JqXgWujLisIgiAI3ZUjjzwyar9OQRA6htxPHWePELgAZ599drtqYNnZ\n2fzud7/7UberWnZFc0HVa77Y0cWAs4pyZB/c2A6sk1gCVwlk1WfXSXl5cj1wwekE2+PU1CQncHNz\nQ2HLK5ovvJD0hQvJbKsamf+H33NscALf5h0f1lO4I62C6us1li0zhee//53JjTc20KNH4uMEWLLE\n3PjYsXaxqMMPbyGfai5ceZf1WsP11xMqLmbtWvMWGDYsdl5t85QplsA9p+U/VFddS0Fh0ocjCIIg\nCIIgCMIuYo8IUd6dxGoTBHaIciIHVwnHWG2CEoUoxxK4zjZDkb227T62iR3caE5yba35e7zcYrBb\nFSnH10LTqLn3XlpHjzb/DAZ5hf9hYs6ysMU64uB++WUawaC5fz6fzuzZWQnWsPnuO1MYO/N9Bw0K\n8kj6zRQZZpXsQP/+NFx5JZWVOhUVLrKyQvTrF/s8+iZNItSWazaEDVTNXZ70/giCIAiCIAiCsOvo\n9gK3szm4oZDtsHa0D24sgetyQUZGCMPQ8PnCx1BjRm4zGpEC1zCSD1HOzTXXVYI4jIwMqmbPJtir\nl7n/1PCvnafjcoRUDBpkCseNG90k25BqwQLTOj/qKNNef/rpLMtpj4dh2A7umDG2g5s+/zMubbHb\nS9X98Y/g9bJmjSm6hw4NELdlndeLb/Jk68/sN19L7kAEQRAEQRAEQdiliMCNI3CTycFtatIwDI3M\nzBCRHRM6m4PrHCMyTLm52fw7IyOxaox0khsbNYJBc589nvjrKgHczsFtI9SnD5Vz5tDqNSs69/Tv\noMf55+Pavh0wi1jl5YVoaNCTLhj1xRemSL3++noGDAhQW6snVaRqxw6d8nIXeXkhBg40hbVWU0P+\nr35lLbOo/zn4Tj0VwBK4w4Ylru7cPGWK9fugr1+DYGLnXBAEQRAEQRCEXUu3F7jKGXTmjSpUDm48\n91AVmFJOpxMlTjsaohxvDCWakxG49hjmdpQbG22fI1EOcbQ8YEVg1ChevPg5WjBPonvLFnqcdx6u\nzZvRNDtMORmRWl2tsWKFh7Q0g8MOa2XwYHPdDRsSr/vdd7Z7q2lAKETBjTfibnOUqyjgem2Wtfya\nNaa6Hzo0cV/blqOPpim7CIC8xhLSvvwy4TqCIAiCIAiCIOxaRODGycFVr8ULUa6vj15gCpIvMqUK\nOKUicFNzcM1xlShWLX9Ufm081DGoQlqxWJx3Av/DKwRctsgtOvts3MuXW62CksnDXbQoHcPQGDeu\nlYwMUhS44fm32bNm4f3gA+v9X6T9H99s7WdVoLYd3MQCF7ebncecaf2Z8ZqEKQuCIAiCIAjCnsYe\nU0V5dxEvRNnrTRyirBzcnJz266daZCo/P5oLHF0kK4GrthGPyFBpFW6sKiTHIxkHF6CiQudtzuCV\nS+ZwwYuXobW04Covp+jccznzpH/yXy5JqpLyt9+aIvXww80c2iFDTPG5fn3iS9VZQTnjhRfI/fOf\nrfcarr6adV+dAUtg82Y3xcWtrF2rHNzEIcoAwQvOhnfNXN6Mt96m9q67olv/giAI3YSctgJ8exsu\nl4ugpJoIexly3Qp7I7vjuu32Ale5s9HaBCXj4CpnMycntvvaFTm4kSJZFZ1KNQfXMGwHN1EFZbCF\nezICF6D26JOpnPJvCqdNQ6+rQ29s5PLXL2UbK1m4/jcJt7dsmSkYR482RadycBO5v8EgVmuh43e+\nTP5MO++25cgjqbvtNnIvs9sl7dypU1Ojk58folev5FoQZZw4ji3a/uxvbEGvrSF93jxaTj45qXUF\nQRD2Nerr63f3LnSYnJycvXr/he6JXLfC3sjuuG67fYhya1ux3ehtgsKXiUZdXexqxl2RgxvLBU4l\nRNnjMY8vGNRoaYGaGpWDm1jYZWQY6LqBz6cTiBPJW1FhurNFRSFaJ0yg4tVXCey/v/X+b7mbOz87\nBdeGDTHHMAxYvtwUqQcfbJ50Z4hyvCrM69e7aWzUmZk/i/1v/QVa20yRf8QIqmbPBo8nrGCX6n87\ndKg/fgVlB5pL58Me51t/Z7z+enIrCoIgCIIgCIKwS+j2AjeZHNzIFj1ObAc3nsCNf5qrq83xowlc\nJZwjXeBUikyBs2WRboUoJ5ODq2mxKzk7UQ6u6ssbGDaM8rffxnfssdYyh/oW0fPkk8n+y1+gubnd\nGFu2uKip0SkuDtKnT6htvBC5uSHq6nRrG9H4/qsA/8cV3F1zA1qbEvYPHUrls89i5OaGnYPGRo2q\nKlOQ9+6dnHurWDbyPOt37/vvo0U5DkEQBEEQBEEQdg8icFti5+Cq15LJwY1WZCojw3xNua2xiB+i\nHL3IUyoOLtiFphobNStEOZkqymCL7HhCvbJSCVz7GIzCQqqefZa6227D3xYNr7W0kHv//fQ89lgy\nn38+zB5XIcYHH2y7qpqWuNBU2mefccGfjuMKnrReax07lopXXiHU1qM38jjs3sWpCVxGj2AVwwDQ\nm5pInzs3tfUFQRAEQRAEQfjR6PYC1y4y1f49JXDj5+B2rk2QzwfNzToej2Etn8wYqRSZco7T1KRZ\nYdWqx20ilAiM5eD6fGY1abfbaJ/X63LRcN11XDhgAd8wznrZvWMH+bfcQq+JE8l++GFc27fz/fem\nwD3kkPCiT1EFbihE2oIFFF5yCUUXX0zv2vXWW03nnkvliy9iFBZGnANb5NsCN7nzp9j/gCDPc7H1\nt1RTFgRBEARBEIQ9h25fZCq5HNzYAlWF+0ZzAtPSwOUy8Ps1/H4zFzYSp3sbLRe0K9oERY6j2hIl\nL3DNdZVbHUllpZ1/Gyuf9YeCMUz4YRHfXv0gI1++H1dlJQCu0lJyH3iA3AceYHr2OHozmSNCI3Ft\nHkCwb1/weBg8OICLADXfbsFbtJi0hQvxvvce7q1bw7ZRSy47f/UHsn95IdF2xHkO3O6OCdzcXIO/\nczF38AcAvB99hF5aSqh375TGEQRBEARBEASh6+n2AjdeiLJdRTn2+soJjJaDq2nmGM3NGq2tGh5P\n+2Xi9cCFrhO4zvxTJcqTqaIMiUOUVW5sjx6xBXNGhkEQNyuPv4LiGVPImjOHrCeewFVebi0zvGEx\nv2Ux/A3zHxDyerkzpHMvTfAfzH8RGLrOnND/43bXvSyYbkAMke08ly6Xei21EOWcnBDrOZBvc4/h\n0Lr5aMEgmc8/T8OMGSmNIwiCIAiCIAhC19PtQ5TjFZlKJkS5vj52myBzjPDtRBIv/xZi98HtTJGp\n2tquDVFWAre4OHaPK7X95mYdIyeHhunT2bloEVWPPYbvuOMIuaLPteg+H57WpqjvhfLzafzpT/ni\nyS+4nH+RfkBxVJdc4Sz6FW9iIh5q+Rfyr7LHfe454paYFgRBEARBEARhl9DtHdx4ObjJ9MFVYbux\nhJItkqOvX1W1axxcJZSbmpxFppITuImqKCfj4NoC2zGG14vv7LPxnX02//mHn4V3fsWlA+dzas+v\ncG/ejKu0NGyMMldv8sYPwD92LC0TJ9Jy9NGQns73b3gBGDIkPHe3/XHYQl3XO1ZkSk1kvKadwz09\neuCqrMRVUkL6xx/TcsopKY0lCIIgCIIgCELXIgI3Tg6u15tMFeXYObjOcWONoaoPFxZ2TOCmWmTK\nWUU5WQdXibrISs4KZw5uLFQV58h2R4r3v+zJXM5nwvSTqby4zbENhdB8PspKYewxg+hRYLD0lZ3t\n1lXFpwYPju0gQ3ihLUWqObhqIqOq0UvTRReR8+ij5jhPPpmSwL377hyCQY3f/74upe0LgiAIgiAI\nghAbCVGOm4Orlom9fqJQ10QCVzm4qQjcUAh8Pj3mfkfDmYNrhyinJo5jObjl5e1bBMXafrSWSa2t\nsGCBaaEfd5zPfkPXMTIzyeiZhYEeUxwrgZvIwVVitqGh41WU1edcX6/TNHUqht72Ocyfj3vlyqTG\nKC3VeeyxHB5/PDtub2FBEARBEARBEFJDBG4SObjJVFGOlYObSCQrgRsrvDdaDq7PZ+6P1xtCT/IT\nVAKztlanuVnH5YreligaTmEYDTtEOXEObjSRunhxGo2NOkOH+unbN1o/YVsch6KcpuQdXPtcKjc6\n1SJTXq+B223Q0qLR1HM/fKedZr2X/cQTSY2xaJEdD68cfEEQBEEQBEEQOk+3f7pWIcrxcnCVoIxG\nIgdXhTnHyuNNLHDbC8NU82+d45SUmOHEubmxW/pEkjhEWRWZil9FGaIL3E8/NU/+8cdHnwVwuUwx\nbxhau8/CMJwCN76D6xTZHS0ypWnhVaUbrrKLTWW8+ir6zvYh1JF88UWa9bv6/AVBEARBEARB6Dzd\n/uk6XohyIgc3FMLhBHYsRFnlryYKUXa6px0TuOb4SuAmG54cax+cVFQkk4MbW+DOmxdf4MZbv7RU\np7FRp6AgSGFh/GPqihBlsItz1dVp+MeNo3XcOAA0v5/sf/4z4foLF4qDKwiCIAiCIAg/Bt3+6VoJ\nz+ghyubPWOHFKi82Oztk9VWNRIUoJyoylcjBdebgplpgyrnsjh3m9vLzkw/NtR3LRMeQTJug8DGa\nmjRWrPDgchkcfnhrwvUjBe769Sr/NnGbHue5VBMTqVZRNtcJF/wN06fb+zlnDnpVVcx1S0t1Nm60\na7uJwBUEQRAEQRCErqPbP13HF7jx3de6usQuYLJtgmI5uBkZBppm0NysE2zTjx1xcJVAdIYoJ4sS\ngapitJNQqBNtgoDvv/cQCmkMH+6PezyxqknbBaYSC1znufT7NTweI2poeiJsB9c8bt8pp+AfPhwA\nvamJrDgurjP/FiREWRAEQRAEQRC6km79dG0YzhDl9u/b4jS6wFUuYKwCUxC/l65hJBa4ut5eHKqf\nHcnBbWpSLYKSXzeeg1tbqxEIaOTkhPB6Y48RS+B+950HgDFjks+fdWLn3yYWuM5zCbHDyhPhdHB3\n7tRZv8FN/S9/aY/71FNoUVzc7dtdPPtsJgCFheZshQhcQRAEQRAEQeg6uvXTtSow5fEYUasRxxOn\nAPX1yTu40VzgxkaN1laNjIxQSu5lZ4pMKVJzcGPn4CbTAxecRabCT/R335kx3GPHxg5PDl8/eohy\nMgIXws9DvImJeKj16up0LrmkB5MnF1N61Bn4DzwQAL2hweqPq1i0KI1jjunJwoXpeL0hLrrI7PWr\nzp8gCIIgCIIgCJ2nmwvc2OHJgOVIxgovViG78cSi3SYomjhMHNoLsQVuKjm4kfs4YUJ8QelEhShH\nq6KswpOLiuK36Enk4I4eHd/BjXSgFak4uM5xoGMFpsCuvFxbq7NunZvmZp1ly9Op//Wv7e089RT6\njh3W319+mUZLi8b48S188EE5hx1mHq/k4AqCIAiCIAhC19Gtn67j9cB1vh4rBzc1B7f9e8kL3PBe\nuB1xcIcNC3DLLXXcfHMdCxbs5Nxzm5NeN56DawvcRA6u+b6zyFRlpc6WLW4yM0MMHRpfoGZmmus7\nBXJTk8b27W48HoP9948vsBXOvrcdKTAFtoO7ebOLYNDcn5UrPfhOPZXWMWMA0FpayHnwQWsdda0d\nd1wLgwYFrZB0EbiCIAiCIAiC0HV066dr5czGKjT0Y+fgJsq/VXRFiLKmwYwZDdx0UwMDBiQnBttv\nXycUsavJFJiC6A7u0qWme3vIIf6YVajjrb9xo7nSAQcE8HgSHEQbzsmIzjq4yj0GWLHCA5pG3W23\n2fv8wgu4ly8H7M9f9UVWObjV1d36FhQEQRAEQRCELqVbP10rZzZaD1xI3sFVgica8XJwlXuXqsBV\nIk+JpR8bXXe6yOHHkUwPXIjeJijZAlPO9Z3bT6WCcuQ40PEiU2pCQ+X/QpvABVqPPhrfpEkAaIZB\n3u9/D4bRbjJFTQiIgysIgiAIgiAIXUe3frpOlINr98HVMKIsonJw4wtce4xIlHu3KxzczhIrTFk5\nuMXFqefgKoE6fHjyAjfa+snm30JXFZkyx9i2zRa469e7aW6L+q79wx8w3OZ76V9+ScbrrzuqdZvr\n5uYauFwG9fV6zBxvQRAEQRAEQRBSo1sL3EjREYmmOV3c9u/bObiJQ5R/jBzcVIpMdRZnmLKTZI/B\nKVDVZIHqI1tQkFhoqu07HeBUKyhD+GfVWQfXSTCosWaN6eIGhwyhcdo0673c3/8ed63ZNkhda7pu\nT2xIqyBBEARBEARB6Bq69ZO1cs5UpeNoxMvDVW5mPAc3Xg6uahGzdzi45j4qUa9ItsiU222ei1BI\ns857bW3iKtSKaCHK69ebgrKjIcrxPrd4RK6naebfKkwZoP6mmwj27g2Aq7KSn35n5uY6J1PUpIAS\nuD4flJZ261tyl1BernPkkT15+OHs3b0rgiAIgiAIQhfTrZ+mE+XgQvw8XBWiHM/BjZeDq4RNIvcz\nsgfsnhSiXF6eXA4utA8zrqszf+blJT4Oe13znLW2woYN5rZTc3CdRaY6V0VZceihZoj18uW2wDVy\nc6n505+sv0/c/hw/4b2wa00518oFv+IKLxMn9mLtWjv0Weh65s1LZ/NmN488kk1NTfT8ekEQBEEQ\nBGHvpFsL3ERtgqDzDm68HNyOhPfC7nVwY4coJ67MrPa3udlcR4UoJ+fghhe5WrQoDZ9PZ/hwP/n5\nyZ8HZ1hyR0OUI6svT5rkA+Crr9LCqky3nHIKTVOmWH8/ztVkG/XW37aD62LDBhdvvumhtVXjzTcz\nOrRfQnKoCQSfT+eVVzJ3894IgiAIgiAIXUm3FrjJObjmz2iFgJTYiyeU4uXgKge3oCC5Ak1K2O5O\nB9cZotzSYopUt9tISmRG9rKtre2Ig2uu89FHXgBOPNGX7CEA4X1wOxqinJsbvt6pp/ooKgqyerWH\n2bOzwt6ru+MOggUFABzAFsa+dJf1nrOS8jPP2Ot9+GE6hgGffJJOWVm3vkV/FFavtp32Z57JZO7c\ndF54ISNqITlBEARBEARh76JbPz0nk4OrWvFEc2CVm+gUTZEk0we3ow7uriwypQSuMwfW6UDrSVxJ\nzlDrlhbTQfN4jKTaHUWKfFvgplaCONzB7ViIcmRo84ABAe6/vwaAe+/NDWsfFOrRg7o77rD+Hvzu\nbNI/+ACwc6+3b3fx0kumk+hyGSxblsasWdn8v//Xg2nTCkV4dTHKwfV6Q6xb52HatB7cdFMBX3wR\n54tAEARBEARB2Cvo1gJX5XPGc0Lj5eDaAjf1EGe/33Q/dd1I6GDuCSHKKu9UFYYCu0hWIoGucB6H\nyl/OzQ2hJZEG6Sy0tWGDi02b3OTnhzj00CjWeBLjQPtQ42RJS7MnPvLzQ6SnwymntHDeeU34fBr/\n+ld42GvzOefwcdbp1t8FN96Ia/t2K6z7hRcyqanROfTQIJMmmYL9vvtyAfjuuzTmzvV2aD+F9jQ2\namzd6sbjMbjuugYA3G7zs5w/P3137pogCIIgCILQBXRrgauKHMXLAU0mBzeeUFI5uJECWYnj7Gwj\nofsZWWBpdwjcgQNNMbZqlR3eWVKiKignzr+FcIGrwpMjw32TWVe5tyec4MOdYj0m52fV0T645jjm\nur1728d+yilmuPTWrRE7pWncXDibrfQHQK+poeAXv6AozxSzNTXmebzpplZOPtkOuVYO83335fCn\nP+Xwv/+bSzC5Uy3EYN06u7XUjTc2MHduGU88YbZwWrBABG5H+PBDF7fckmd9nwqCIAiCIOxOurXA\nVS5i/DY/5s9oObhKcHYkB1cJ3GTCjDMywnNX1c9dKXDHjDEPYOlSW+B+8YUpCA45xJ/UGM4we/Dd\nuQAAIABJREFUY1VgKi8vdfdXCRHldqaCygOGjheZAvua6dnTVpx9+pi/R2v1U+ov4kJewHCZrnfa\n4sUc/6GZj6tpBg88UMNZZwXCcoqffbaKvn0DrFnj4ZFHcvjnP7P58ksJo+0Ma9aYAnfo0ACaBiNH\nBjjyyFbcboOlSz3t2mAJibn//jSefz6LRx+VtkuCIAiCIOx+urnAVVWQU3dwAwHw+TR0PX4OaawQ\nZ1VJOBmBuyfk4B54YICMjBBbtrit3NtPPjGF5gknJCc0nTm4qVRQBmeBKp2tW02ROHRocsLaiVPU\ndrTIlLmuuT+9etn7r9zc0lJXu+VbWmAhR7Lzhtus1w56/RGeOPU55syp4uKLm9rGCDFrVjWPPlrN\n4Ye3cscddfTqFbTGdub3CqmzZo05QXPQQfa1k51tMGaMn2BQkwmEDrB5s3kvz56dZfXFFgRBEARB\n2F1066cROw80cQ5trBDjrCwjbg6pWt/ni7V+8v1jd2cVZbcbDj7YFAVLl3rYutXF+vUecnJCjBuX\nXB5sV4Uob9tmCsh+/VKP13WGKHe0yJRznF697H3o2TOErhtUVOjtHHs1QVJ/9TX4Jk2yXv/ZJ1fy\nk8Ivw5Y999xmpkxpBswKzd9+u5Np0xoB2LBBBG5nUAWmDjoovHfyUUeZkzQSppwaLS1QUqK+l3Qe\ne0xcXEEQBEEQdi/dXOAmdnBjVUFW+beJwlztHNzw15Ubm0yY7J5QZApgzBhb4Cr39phjWvB44q1l\n05kQ5fR0s8Jwa6tGY6NOZmYopf63CnW+XS4DbydqNynn2engut1QXBzCMDTKysJdXHX9pGdoVP/1\nrwQGDABA9/kovPxyXNu2xd3ekCGmIBOB2zlUi6BI918J3M8/F4GbCtu3uzAMzYqwmDMnU/LEBUEQ\nBEHYrXRrgWuHySbOwW0vUFX+bXyBFitEOZUcXKfANQw7vDmZ9jpdicrDXbIkjU8/NYXA8ccnnwfr\nLJaVzLl3omnh56pfv2BS1Zcjyc8PMXZsK5MmtXRofcWoUX40zWD06PALQ+XhqgJcYIazB4MaLpeB\n2w1GYSGVzzxDKD8fAFd5OYU//SnU1sbcnhK4EqLccYJBKClxoWkGAwaEq7Bx41rJygqxcqXHytMV\nEqMKqo0Z4ycnJ0Rzs25N/gmCIAiCIOwOurXATcXBjRSoyVRQhsQhzqkKXBXq7PUmrr7c1SgH98sv\n05g3TwlcX7xVwogeopx8mHCkwO0Iug5vvlnBU09VdWh9xY03NrBsWSnjxoU7gdHycC33Nt3e/+Cg\nQVQ9+SRG2wyKZ80aMi69FJqbo27vgAMCuN0G27a5Yi0iJMB577gi0qS9XjM0HOCZZzIjVxVioPLh\n99svaH0XNjTYX0zmhJwIXkEQBEEQdh3dWuAm4yJ2VqDGCnFWD33JhCirUOTmZs1RQbnj+aMdZf/9\ngxQUBGlo0PH5dKZMaaJfv1QEql0NOtUiU+b6nRe4YLrBnXFv1RiFhe0/u969zeNJJHABWo84gpoH\nH7T+dn/2GYVXXAG+9pMGHo8pcg1DY9MmcRg7glPgRmPqVDPP+eWXM637G0yR9sADOTz7rAjfSGyB\nG7AmCp0O7syZeYwd24tNm9oXXhMEQRAEQfgx6NYCNzkH1/zZvs2PeeoSO7jmz8g2Q2p9Z9uaWLhc\n5kO5YWhWBeNdWUFZoWkwebIPrzfEHXfUMmtWTUrrh1dRNs99Xl7yx+E85r5998xEv2gOrtKr0XJ+\nm889l7qZM62/vfPmUfjzn0ftSzV4sIQpdwZfQ5B+bGO4e52Z8xxxjkeODDBuXCv19TqvvZZhvf7l\nl2k8/HAOM2fmUVbWrb8y2xHNwXW2WvrqqzTq63VefTUj6vqCIAiCIAhdTbd+WkumirLHk6iKcudy\ncJPtxaoc25IS84EyFWHYldx/fy3Ll5dyxRWNKYdId6ZNEIRPBuypAjdaDq5yDiMdXEXD9OnU3XKL\n9bf3448pvOqqdgJMCk2lSEsL6XPnkvfrX1N8/PEcdvT+bGM/FpQPp9cRR9BnyBB6HnUU+TNm4H39\ndbTmZi67zHRx//a3bCta4vnnTec2GNT4739FqDlRObimwFUOrn3tl5ebv7/9tpw3QRAEQRB2Dd1W\n4La0mKGjbnf8PraxQpSTraLsdoOuGwSDGgFHZxI71Di1NjlKOCVbfbir0TTI6OCzqrOKcm1t6gLX\nea47E6L8YxIvBzfeddYwYwYtv/619bf3ww/pcemlaHV11mtSaCo6oRCsXu22qve6tmwh949/pPfY\nsfSYNo2s557Ds24dWij8WtNCIdw//EDmiy9SeO219Bo7lsu/upGTDlzPtm1uHnooh7o6jbfesq33\nl17KxNg9c0t7JM4Q5UgHNxiEqirzPl+92sOGDRKmLAiCIAjCj0+3FbjKvc3JCcXNx4xdRTk5gatp\n0V3cVNoEgVPgmg+J+fm7R+B2hvA2QZ0LUd4bBW4sB1fRevvt1F93nfV3+sKFFJ17LnpJCWCHKHdH\nB7emRuMf/8hi+/b2X1mvvZbBiSf25KX7ysm/8UZ6Hn002U88gR6lKnUpvdiaPohg794YETe+Xl9P\nzrNzeH/TCP7ONbzzeBXXX1+Az6dz+OEtFBYGWb3aw/ffJ9kXax+nuRnKy114PAa9eoXIyTGvbxWd\nUl2tYxj2OX7nHXFxBUEQBEH48em2AlcJrERtamL3wU0uBxei5+F2VuDuLge3MzirKHckRNnpdqtQ\n4D2NPn3sIlPK6UtW4KJp1N96K3W33mq95Fm1iqKzzsK9ejWDBpkCt7sVmaqq0rjggiLuvDOP227L\nb/f+Vx/7uZuZXP/3w8l86SU0RyPWwP77U3/ddVS8/DIv/2szfSjlonEr2bl4MSXr1lH++uvU33QT\ngYEDrXX0gJ9reJw1oQM5+cPfk0UDU6c2cc45ZpXll1/uXkKtokKP6lpv22Zeh/37m1WpVYiymjxU\n4cmKd97pRONpQRAEQRCEJOm2Atfp4Majszm4ED3M2S4y1VGBu/fFSUZrE5TKcajJgJ49g9akwZ5G\nVpZBbm6IlhaN5cs9bNzocgjcJAbQNBquv57qv/wFw20KCPeOHRSddRZ9FryBx2PQ0KB3SaugPSHU\ndu1aN598EvvEtLbCRRcVsWKF6Zp+9JGXjRvb3HHDIOO11/jzm4cykz/hCdlhFi1HHUXlM89QtmAB\n9bfdRuvEiTQaWYAjVDwjA/9hh1F/882UzZ9PxfPP0zJ+vDVGOq38mvvZnDmMC/SXOPoos1pYd5pg\neP99L6NH9+Zvf8tu954KTx4wwPwOtNsEmdd7RRkMYxXXDXqds3mNvGWLMOoadtGeC4IgCILQXem2\nAlc5uCqsLhZKlPjD252mVCQqmgtstxlKzsFU7uXe7OAqh6eszIXPpyfMf45ECeQ9NTxZocKUJ08u\nZvLkYkvMJ3RwHTSffz5Vc+YQyjJFmd7YSI9rruFvnptw46eqqnP5jIYBU6cWctJJxe2u7V3JtdcW\nMHVqYcw2Ml9/ncaKFR769g0webKp6p96Kgv3ihX0OO88CqZPp3dgu7V869ixVPz3v1S++CItkybh\nrIQWt02QptF67LFUvvoqlc8/T+vYsdZbPZq203P61Zw26wIGsYHq6j3na3Pu3HRuvz2PqqqO970K\nBuHVVzOsfFknqjXSo49mU10dvg0lcPff37yvc3JCaITYb+XH5F93HVN+NoRVjGDWxim8xjl8xnH0\nHTGMHuedh/fddyG4Z9/HgiAIgiDsnew5T2q7mGQd3FhVkJMtMmWOQbsxVIhyxx3cvU/g9ukTYv/9\nA2Hhyan0o1Vu+Z5aQVnhDJ9ubNStzywVgQvQctxxVLz+OoEBA6zXrmn6Cx9xIo0rt8deMQk+/TSd\nTz7xsmqVh7Ky3VP8x+83HVzDMN3uaHz1lXnznHqqj5tvrqeAKg6f8xuKJ08mfdEia7lSejGz7/9R\n8cYbtB5xRNSxEvXBBUDTaDn2WCrefJPqv/yFYFGR9VbPJZ+wnFFcuOmB9jNeu4mHHsrh6aezOPPM\nYtau7Ziz/PzzmVx3XQEPPpgT9npNjcb8+eYMX2OjzuzZ4S5uebl53fTubUAoxOHrXuB7DuaGd84h\n89VXSffVt9uWZhikL1xI4ZVXUnTmmbjXrOnQPguCIAiCIMSiGwvc5BzcWDm4dh/c5EOUuyIHt6bG\n3G5+/h4QX5oimgannOKz/k6U/xxJUZF5rgcODCRYcvcydWoTRx3VQo8eptBVuYipuNWKwPDhlL/z\nDs2nnGK9dizzOeqa48j4z386HGf86KO2WFHRBLuarVtdBIPmttets8XZ8uVuZs7Mo7paswTu4eOa\nOezr2Wx0D+XqwGNWReSg7uZBbuIg1jBHu4x4vauUwE2qcrmm0Xz++ZR99hmNl1+O0TZuBj5+U3M7\nxaeeimfxYlpa4Mwzi7j99rwOnYPOolzXH35wc9VVBR0a46OPTBG7alW4QH7/fS9+v0bfvub9Nnt2\nlhX5AnYUzPC6Lyk66yzOfOFqRrIybIxSerH2gBP4NOd0lnGwdR4B0pYupXjyZDKfeaZD+y0IgiAI\nghCNbixwkytyFM19BWeIcTJFpqLl4HZM4CpSKc60JzF5si1wU3WhzzuvmQcfrObqq/fsPL5TT/Xx\n4ouVDBxoClzlkHZE4AIYeXlUz55N3a23Emy7ZT2+BgpuvpnCn/7UqrKcLEuWeFi40M57VdEIuxpn\nLuuaNbaDe889ufzrX1nMmpXD4sVpHMs8pj58PPkzZ5IfqLSWaznmGG484Utu4UHqyLNaT8UiKQc3\nAiMvj9q776bizTdpHTnSet2zahVFZ5+Nfv1vWf9t827rj6smvMBsHxVK8WvB74cFC8xr4YcfwgXu\nW2+Zx3TDDQ1MnNhCXZ3Of/6TaS9QWsaTTOOyvx9H2pIl1suNrhwarrySWycvpA8lvHbtf/nd6FcY\nzTJe/9tS6qdPx2j7YtVaW8m/9VZy77iDlHdeEARBEAQhCt1Y4Kbm4MbKwU2minI0Fzj1EOXwh7+9\nMUQZYPz4VgoKTOGXqoObmWlw0UXNFBbuHe61moRQDm6qIcph6DoN11/PfWfMZS0HWi97P/6Ynsce\nS/ajj4aHCETg89mtrp58Mivsvd0lcJ2CSjm4zc0aixaZguvD2RU82XgR8ziejHW2M7iJATx24rNU\nPv88b288xHq9oUEP6zUdSUcErsI/ZgwV77zD7zL+TCOmyNMMgwPefoqVjODkuv/SuIvnXfx+M5JE\n1w0yM0MYhpbyZ7l4cZoVjbJzp8v6XqutNcOTdd3gtNN8/PznjQDMmZNFyNdK1j/+wV/fG8M0nrbG\nCrrTuIfbOHv0Wur+939ZHBgDaBQXh6y2ZiV6X+pnzqT8/fdpHTXKWjf78cfJu/VWEbmCIAiCIHSa\nfVLglpToVmhjLJJtU5OoTVDHc3BVFeXkHugihfDeKnDdbjj5ZFOI7a0udLLYAlfl4HZ+zLqR4xnD\nd3xyyDXWa3pTE7n33EPPSZNInzu3Xdhyfb3G+PG9mDq1Bz4fzJ1rtmsZNsyctVECZ1fjLCy1caMb\nvx+++CKN3JZyHuQmlgeGcQEvWcuEMjL46qyZjGAlb6efS22dzqZNbtLTDSuXXt3X0eiMwAXA7eY/\n/W5kJCuoPOIk6+V+7OBlzqfo4gtxr1rVsbE7gHKs8/JCVjXyeMcfjXnzwi/KH34wPxPz89AYPjxA\njx4hTjzRR9++AYZs+picY04h7847yQraObbNP/kJXzwxn9u5hxJfDwAqK8196dEjaAlcVaArMHQo\nla++SvNPfmKNkfXcc+T97nd7RnlvQRAEQRD2WvYYgdvY2MiDDz7IjBkzmDFjBuvWraOhoYE777yT\nX/7yl9x11100NjYmNdaNNxZwzjlFvP567L6LqTq4kSHKdg7trsnBjcwb3BtzcBWXXNKEx2Mwfnxr\n4oX3YpRDXVbWBQ5uGz16hGgmk8eHP0jFyy/jP+gg6z33Dz/QY9o0is46i/RPP7WEwpo1bqqqXHz+\neTp/+UsODQ06I0f6GTFCCdzdH6Ls92ts+66Wggf+xCYGchMP48W+YZrOOYeyzz6j5Gc34iODHTtc\nVljzsGF+evQw78OamtjH0tysBG7H97mgIMRmBjDvV/+m6u9/pyqtp/3et59TfMop5N16K3pFRdJj\nlpdH7zObCGc+vprwUhW7k+Wzz0yBqyYIlKuucnuLi81oC++mdXzoPZ25/IS8Heus9VdzECsfeo3q\nJ5/ENfQAwI4IUJELRUW2g+sMIzcyM6n4xxN80OcS67Wsp58m+5FHUjoGQRAEQRAEJ3uMwH3qqacY\nO3YsDz/8MA888AD9+vXjtdde45BDDuGvf/0ro0aN4rXXXktqrDVrzIe0mTPzLXERiXI6EldRNn+2\nRmixVKooR+bgtraav7tchjV+IvYVBxfMMOXVq0ussMd9FeXgKierKwSuKrRVWanTOnEi5e+/T+0d\ndxDKzbWWSfv2W3pceilFZ52F9913Kdlqb/eRR8ziUqef3mxdu7s7B/f4vit5jF9wxPmHcsayB8mi\nyVrmSw5n6aNvUPPII4T69rUqaJeUuKx+uIMHB6z7oaZGp7ZWi9ryptMOLlBY2OZE1rjwnXUWk/qs\nYBbXEcDcFy0UIuuZZ+g5cSI5996LVl0dd7x33/UyZkxvnnsuM+5y0VBiPj8/ZF1rqTi4tbUaS5d6\n8HgMzjrLbMEUKXAHZO0k97e/pfjEExm+ca61bigrmz/m/JlDWIY2+UTAniysr9cwDKioUCLZFrjO\nnGGAFau9TC6Zw7+52Hot99578b7+etLHIQiCIAiC4GSPELhNTU2sXr2aSZMmAeByucjMzOSbb77h\nuOOOA+D444/n66+/Tmo8FRJaU6PHrG6qHNxEeaB2Dq4tAgyjc31wne5tsm1ynAI3MzOEJ3pXlb2G\nzrhoewvq2jKM1PvgxqKw0BR4SjTj8dB4xRWUff45DdOmWcV7wBS6hVdeyYUzx3Eb91BMmbUvp5/u\ns/LHd0eIcmtDK4dueZM3OJOPdoziF/wDt98uQNY6fDiLbnuGJY+9Q/GUcdbrvXqF0HWDsjLdcnAH\nDQo4HEyd008vZvz4njz/fGaYM5pSFeUYFBSY26mq0mltheXbenADsxjNUtYOOMFaTm9qImfWLHpN\nnEjOAw+gV1ZGHe/dd80b4ZNPUo9ftx3ckHWtpSJwt293YRgaAwcGGDnSdPNV2Hjzlir+xK38/f2R\nZD/1FFpbz9oQGk8yjcXPf8GfAzfjJ80Kj1YV5RsadJqaNHw+Ha83RGamYS0TWQhs4cI0Qri4nKf5\nGPv8FcyYQVqS3/eCIAiCIAhO9giBW1ZWRm5uLo899hi/+c1v+Mc//oHP56O2tpb8/HwA8vLyqK2t\nTXpM5RjMneslGKVtaqp9cJ05uM3NGoah4fUauJNoPRnpAqdaYCpyWfWwKOzZROYYd1WIMjgEbhuh\nHj2ou+sudi5Y0E7o5tdt4x5uZwd9eZfJ/KbXbA7sWWWF1yfr4DY0aCxZ4rGu35QJBvF8/TW5f/wj\nfY84jP8a53Imb6Fjn5dvGcv94+dQMXcu+183ibPODi+c5XZDz55mQaVFi8xjHDgwaN0T27a52LTJ\njc+nc8st+cyaZbdD8rXp5y5xcKvN/F/V5mglI7nn2DeofPpp/MOHW8vr9fXkPPwwvQ4/nLxf/xr3\n+vVh4y1ebB7DqlWpz1g5c3BtBzf5z0a5tIWFIavit2/1NnLvvJMZs0ZzK/fhDdhRFi0TJ3LJ0EVc\nwZNsae1Dc7OOy2WQ3XaK09PN70u/X2P7dlMoFxWZva5tBzd8/9RnOG6Cwf/wCpszzZB7raWFgmnT\n+NmxtZx0UjEvv5wRt4BYczMsXryXz/oJgiAIgtAlJCHPfnyCwSCbNm3iZz/7GUOGDOHpp59uF46s\nxbA6V6xYwYoVK6y/L7jgAgCGDw+xbp0ZJtfcnEufPuEPtQ0N5gNYnz6ZcUVuQYG53UBAJycnB7Bz\n+bKzDeu1eOTkuNuOIYOcHDeapnroakmtD9Cjh12Qp7CQpNcTdh+9eoXfXvn56eTkuGIsDWlpaQk/\n1wEDzJ9VVa7oyx50EMZf/0rjb36D5//+D8/TT1v5oG6CTOZ9Ju98H2N0GtP7H4mLn5C343hysobH\n7SELcOONXl56yYPbbXDBBQH+8Q9f3OUBtJISXIsW4frwQ9zvvYdeXh51ubc5jQe4hZKhx/Dqv3zk\nxJnE6d8fSkvh++9NQTNyZBqLF5vndd268FDfuXOzuP12dQ+byxcUeK17MlV69zYFWUODl23bzPHc\nboNAQKOiMp20c8/FN2UKgVdfJe2ee3CtM/NVNZ+PrOeeI+u55wgccwz+Sy+l7JgpVkjw5s1uIIdU\nbuvmZnP7xcX2sbS0ZFjHtnmzRkmJzoQJUWb4AJ/PXK5XMRxRt4DXmM0ZS97CtST8+zA4ciStv/0t\ngdNOo/bCTFgLO3aYqjY/3yA9PQ1NM3c8O9ugqkpj507z/V69zO+4vn3Nz6e+3mNdt6EQfPWV6WDf\ndFOQCy4o4Gc93+SDhiPRKypwVVfzUPX/MJGF/PKXBWzenMkf/9g+bz8YhIsuymD+fDcvvtjE5MnR\nj1cQnCTzfSsIexpy3Qp7Iz/mdfviiy9av48cOZKRbS0d9wiB26NHDwoLCxkyZAgAEyZM4NVXXyU/\nP5+amhry8/Oprq4mL699uLHzYJz07t1Kfb2bioo01q1rJjs7vM9Pba35IKzr9dTXxxa4fr8OZOPz\nGdTXm1VDS0tdQDaZmSHrtfhoQBq1tS3U1zdSVuYBssjICCS5PmhaGrS1J8nJSX49YfeRlpYOOPuj\n+qivb465fE5OTsLPVdPA48mmoUGjrKyejFjtV3NyYMYMuPZaZh07j9O3/R9Hs8Aep7WVARs/5V4+\nhZch9F42vuGjCI0ehX/UKIIDBhDo359Qr16W8J0/37z+AgGNf//bw+9/X2EXaWtuxrV9O57163Gv\nW4d7zRrSvvkG99atMY9lK/1ZMuoixv71bGbOOJyiohD/nVVOXp5BvNNgThxkWOHWvXrVkZmZDaSx\ndKlaJtjW9sa+RxsaPIAHw2iivj52S6V4ZGVlAOns3Blg2bIAkMG4ca18+WU6W7fa3xGccgpMmkTG\nW2+R9fjjpC1bZo3hnj8f9/z59PHewtOcy+uczVxO4ZtvfBx2mD/qdqOxc2cO4CUrq6Wtu04a5eWt\n1Neb/Youv7yIxYvTeOONcsaNixjXMAgtWs2DvM3lH75A4Zs7GBgx/lIOofwXNzFi5onmNdDQQH6+\nC3CzYoVpp+bkhGhtbbWOOzs7g6oqnZUrze0VFPipr6/H43EDmVRV2edoxQo3NTU59OsXYPToWiCT\nL0oHU/HiUxRfcD6az8cIVvEcl3I2r/PFF0S9Px59NJv5883/yl55BY46Sr4bhcQk830rCHsact0K\neyM/1nWbk5NjGZuR7BECNz8/n6KiInbs2EHfvn1ZtmwZ++23H/vttx+ffvopU6ZMYd68eYwfPz7p\nMfv1C9LYqLF8uVmQZuzY8Ac8FcrXkRzcVPJvoX2RqY6FKNsifG8uMNWdiIwM6IoQZU0zw5RLS11U\nVbno1y+BW5Wezj+bpnIvl/P9W1+z36I3yHjtNdKWLw9bTG9oIPPrRfD1orDXjbQ0QoWF+DNzeLW0\nEJ+eSYbHT7AlSJ+zm8n0VaNXVKAnWeE8WFyM7+ST+Wfl+dzy/pncfk4Dhw1r5N13k6863KePfcxF\nRUFycw0rBHbVKvMrbdCgADt3uqy8W+iaIlMFBea6VVU6fr+5rWOOaeHLL9PbJr4cuN00T5lC89ln\nk/bll2Q9/jjeDz9Ea+v1muZr4DLmcBlz8JHOjl8dTfb5E2gZPx7/IYck7CulKibn5YWs9rEqbNkw\nYPVqc/9mz85i3Lga9NJS0hcsIP3zz0mfP5/LS0rMlSLmXCrHHc/dddfzl3VTePmkKtBt11QVOduw\nwRxbnXeFyutWznRRUTBsOWeRKdXveMKEVrKzzc+wpkan9IDD8DzwAAXXXQfAGbzN3dzOwxvvbncO\n1q518+c/27PCn36ajmEQVtugqkpj+XIPxxzTmnTNA0EQBEEQ9l72CIELMG3aNGbNmkUgEKBXr15c\ne+21hEIhHn74YT755BOKi4uZMWNG0uP16RO08mx37Ah/8PT7wefT0XUjochUz5jOFj+qKE/yAtf8\nqXJwUxXIEF4YR3Jw9w4iP6euELhgC9yKCj2hwG1u1qiqcuHxGOSP7kfj2F/Q+ItfoJeUsOHxRWx6\nYiGnpn1Ej9bSqOtrra24SktxUcoEgBBY3XvWJN7XkNeLf+xYWg8/HN+JJ+IfOxZ0nQU35BPCZRVt\nSgVVSRlMIQv2uVb35pAhARYuTLfSCaCLqyhX65SUmN8rRx7Ziq4blJfr+P20LwCnabROmEDrhAno\npaVkvvIKGS+8gGfDBmsRLy0MWvsR3P0RAIbXi3/4cAIHHoh/6FACgwcT6t2bYM+ehIqKwO22esrm\n54cIBDTAoLmqBdcPP+BbV8K5jY0cxBrGvvEdRV98S1p59M8YIFhQwBtZF3Hrtl/yq2uKeePeHAx0\n63gVKgd840bzv47IyTY1qaPeV4JYtTVz5uCq/NsjjzQvqH79gtTU6Gzb5qLonHMonbuG4W/MAuBW\n7mNZ2SHU158Q1trt88/TCQQ0zjqrma++SqO01MWKFW5GjbITdv/whzz++99MXn65gokT9+3WZIIg\nCIIg7EECd8CAAfzpT39q9/rvfve7Do3Xr1+QhgbzAbCkxEVLCyxf7uHQQ/2OFkGJqxh7PO374CqB\nqqqGJiJWFeWOF5kSB3dv4McoMgXKFfO0KzQVjR07zGX69g2GpdiG+vRh5+QLmfrEdA4f7eOYwVtY\n+5/VHMq3XDnhW3o2b8G1dSuuqqqk9snweAj27Elg8GACBx5IYPBg/AcfjH/UKKL1wlI0DQfcAAAg\nAElEQVT3gHL8UsHp4KriSJH3xODBpsDpegfX3M6OHS7Ky81JspEj/RQXh9i500VZWXxXPdS7Nw3T\np1N79bVcetA2Tva9xTV9X6V4x4qw5TSfj7QlS0hbsqTdGIamYXi9POX38ihp5P4vuH1N3EgT7leC\n8Iq53BxrBSBK6nOjJ48X/eeQf9VpHDHzcN6+swdrZ2ezZUstlZWmeFeCVqEE65Yt5vuRETBq0u67\n70yVP3Cg+TlkZhp4PAY+n05zM2RkwJIl5nVx2GGm6OzfP8CKFR62bXMxZoyfr87+LRve2MgZvA3A\nbK5gyXuvk3P+KGt7SjAPHBggMzPEf/6TxSefeBk1qsFaRuVqr17tFoErCIIgCN2APUbgdjX9+gUt\nIbtjh4tHH83mwQdzefjhaushTbk/8XC7QdMMgkGNYBBcLrvqbLICVQRu9+THCFGG2JWUo6Gq2Tpd\nT4XV1qXRxabW/rzJUN7kLFbu18Rf/lLDU09l8qffupk0ppRhfauZ/06A6ZeXU16dxsuv53DJ1BbO\nu9JNqLgYIzeXVOI/OxLFoHAKXNvBDT/XQ4aYr/9YDq5yb4cP95OdbdCnj5nzu2NHYlcdYOMmD/N9\nR7Cx3zjOeHM6hx/azOneD7nvzA9I//pr3D/8EHNdzTDQmpvJpZlcgJrk9l256S1HH03LMcdwyUMn\n8OGn2Tx9ZCV4Wth/f3O/N250U1uroWlGu/OqvjtNxzi2g6smF0eNMlNDVCXl8nIXtbWmyC0pcZGZ\nGWLQIHO7/fubP7dtM89tQ7OH6/k3K7KPYL+G1WTg45A/XE7DsW+bueGEt0oaMcLfJnDTuf56U+AG\ng6qAF2zdus/+dycIgiAIgoN99n/8fv2CVj5aSYlOWZkZJ/zWWxkMHWo+/B51VOJCM5pmhhj7fGaI\ncUZG6u5TZA6uHeKcvFB1CtzIvDdhz8TrNSc31OfeGWHlRIms5Bzc2AJXicvGRs0KdwV4+20v2dm5\nPPWUWQn3ze+G8FVJkJ24uOWMCupXePji9TwO1Bs5Z0jyrbucpBrm78R5LMohjLwnDjgggK6b1Y0D\nAXOiqisEbl5eCE0zrAJX48aZjmDv3uY+mXm4flpazCrBsYqAVVSYx9+vX5CePUPUFe7Po1U/57Jf\nnUm/fiH08nLca9bgXrcOz9q1uDZvxlVWhl5WhitGT10AP270PsWUePbj8y0DyRzRj9d/GMeCpkN5\nbl4Offrbgr+ixnRQ1fW0//7mufz+ew+GoZGfH2rXBq1Hj/DrKFYOLpjVpQ880J5EzMuzBW5ZmXn8\nI0YErMgCNTGgJmWamjTqyeWh41/grg+OI6ulhuzaEtKuuIKKl18GrzdM4B5zTAsul8E336TR1KSR\nmWmwY4fLuv+2bo1dwVwQBEEQhH2HPaIPbleTlRUiN9ewnJ7t212sWGGGqS1YkMYnn5hi96ijkgtX\nUw5spEBN1oGNzMHtiIPr8djh0pKDu3egaeFhyglqBiWNctGiCdxAAF59NYPycvO97dtNhRLNVVRi\nxClw8/NDNDXplrgdMMAUKDt3muJg2DC/Q8x1/OvDdnBTn6zp1SuErpv7rgRu5D3Rt2/QyltXwla5\nuZ0RuC5X+LaUwFXfNcrZveyyHhx9dK+YPYPr6+0id5oGw4ebx6H64YaKi2k9+miapk1j06/u4+3r\nX6bkvQ/ZuWwZOzZvpmTtWoYW7qQv21nx3mIWvrOaNFo48IBmdn7zDfed9SEX8x8+P/0PrD30f1jD\nML5f6Q3bB/WZq7DrAw4wj2HlSnMfIsUs2NeeIjJE2Zkfe+CBgbBr3s7D1a3v45Ej7eJ/kQ6uukbq\new3i/WmzCbb9d5W2ZAn5v/41GEaYwM3LM+jZM0QwaF/PmzbZCl0EriAIgiB0D/ZJgduvXxBNs12V\nHTvcVsEpn09n9WoPHo/B+PHJCdzIPFz1oJzsw3lkiLJ6cEtF4DqXj8ztFPZcnAKgq0OUKyraP7C/\n956X664r4L77zMqyzhzcSJR72tCgUVVlLvfII9XccksdN91Uz9NPV/LAA3b8a58+QQoKjAi3smN0\nJkTZ7YbDD2+lb9+AlWvrDJUtKgri9dpCVt2vXeHgAmGFsQ49VDm45mulpS4aGzU+/9wseLRxY/Rz\npKJL1L08bJgp9JTAdXLttQWcd14Rxx7bkzfe8ILbTSgzi011xZTQl8yhvcnun4efNKs6vHJB+/UL\ncsgh5j4uXRqeC60+c9vBNT9XFX4cWWAK2ufkRoYoO+sSqPBkhbOScnyBa4pS50Sg57RjuImHrGUz\nX3mFrMcft86jEs/qO1mt6zz/EqIsCIIgCN2DffJ/fOVWeb2mC6EKpjgZO7Y1rDJxPFSNnEiBm/z6\n0XNwU324z8gwqK2VHNy9iXAHt2sErhJYzoq0CiWQVBuXeA5uRoaBrpuFfyrauvSMHdvKCSfYofuh\nkFn8Z9s2N8OHm2KkTx9bzHWUzghcgBdeqCQQsF3xnBwDl8vMlVfH6nRwg0EcoeId3m3AFH6bNpmC\nbfBgc1v77WcK7Q0b3Kxa5bZCmLdvD6/oq1ATbmoCZMQI89yq1j6K0lKdzz83v4A2b3Zz440FnHFG\nCU1NGoGARkZGiPR00DTzM6mr0zGMcIGrrrtly2zx7Peb++ByGdY+ZGQY9OwZpKzMZR1nJG43FBQE\nqa42lzG/i+zrwBmi7BSv9rLmdatc4mgC1xmiDOY1MmhQgL9xA4e6l3JZ4Cnz3N19N4f0Gs83nGmN\n7Qy7h3AHt6ZGp75eC3OZBUEQBEHY99gnHVynW+UsSDNxov3gfuSRyVfTVA+IqlVQqgJXOUad6YML\nUFxsHosSGMKej1PgdlUOrnKpVKi8E9WeRYmEeEWmNM0WBE1NZkXgyJBTXYcLLjAbpSq3smfPIJpm\ntsUJJK7TFpWO5KE7cbvDhaozHNye4LIdXDW55PWGOt0LVU0wHHqo3Vd19GhTqC1Z4rHcSbDPfySq\nh60qyhQZoqx4550MDEPj5JN95OaGaGnRqKnR2jmXaWmQkWGG5zY1aREOrrlvZm6tOa4zJN1ZXVu5\nuNDerVU4w5QjQ8OdhdUiBa5ycHfudLFunRtdNzjoIHuZwsIQXm+I2lpTiDq/JwsKDAoKQlwV+DsN\no81+6FooxMOl/48RrLDGVt+p0QQuSJiyIAiCIHQH9nmB6/x96tRG60FI9V5MBuXA+v0dy+WzHWDz\nZ0cL7Dz8cA2zZ1dZToew5/NjhCirh/ho+Z0qJLO01EVrq53P6BQuTpzXYEFBuNhR3HBDPf/8ZxXX\nXNMImPngRUUhQiHNKhaUCn6/Gc2g60an3VQnSmype17dnz6f5ghP7vx2lPBT+bdg5q8WFprRInPn\n2huJJXCVg6ucx6FDA2iawfr17rCe22++aY41ZUqztd2qKhfV1ebxOIs8qWutqkqntNSFppnh5Acc\nELQKPKm8aSVwI11aVWgq2nuKcIEbu8hULIH71VdpBIMaQ4YEwopwaVp4Hm7kJMjgwUFaSeeT654m\n2KePecxGHe8xmcKmbW3LhgtcNeGjJjrV/SAIgiAIwr7LPilwDz3UfrByup0HH+zn/vtruOGG+pT6\nIXraTJWOhiir5dQDm+1MpOZeDR8eYPJkX0rrCLsXpwDoqiJTtusaLnANw36gDwY1lixJo7VVo1ev\nYMxoAaeD6swtdeLxwOmn+8Kud5WHu3Wrm7ff9tLcnPz+O0NPO+umOlECKjJEublZs/avK1z0n/2s\ngXPPbWLq1CbrNU2DsWPN75158+wPOpagUrmyKlw2I8Ng4MAgwaDGunXmZ1hSovP112mkpxucdJIv\nrHq2s7iSQjnY69e7CQY1iotV+LKdD6t6wqr828jP3DkREut6cDq7sQTufvsF2rm7ym1etMic8YsU\nwBAucNV1oj5HlW+9vLwvlU8/TSgry9wW2+h75VS02lrH5I8ZXaAc22OOMWcNJA9XEARBEPZ99kmB\ne+yxtgWi3Jzs7BADBgQ57TQfv/lNfVSnKhZ2Dq35d6oCV7kHquBPR4tMCXsfSsCkp3edmIvl4O7c\nqdPUZF/YCxaYQkJVQo6G03GLJWiioYoq3XRTPlddVchzz2Ulva7qI93R/NtYKAHozMGHSAe389sc\nNSrArFk17UJ4VQi3yr+F2A6u6tHtDGFXOc6rV5si9I03zPDkE07wkZ1tWFWNq6p0K0TZKTCVg6vy\neJ1516NHhxeaSsbBTSZEObLg3ahRfnr1CjJlSvsZDyXGm5vNbR92WPtJRrXPO3a42tUqGDrUPD9r\n13oIjBrFunufxN9WRsKzejWFV1xBntfcbmOjxtatLgIBjb59A1a7oi1bxMEVBEEQhH2dfVLgOlHi\ncsQIf0qi1klkH9uOCFxdN6ywUdVyJbLlhrDvoQRAV4UnQ/swTIVybxULFphOomr/Em8siB2SGg3l\n4P7wg7lN5TomgxLhHc2/jcU11zRwySWNTJpkzkRlZChBZQvcZO/ZjuCMHFGft+pDHImzTZBCCdxV\nqzwEAvDUU+akwXnnmaJNCc5YDq4Su6qAkzM9Qzm4y5fHd3Cd10rsEGV7mcic7aKiEIsX7+TWW+vb\nrderl7merhtceWUDl17a1G4Ztc3qar1drYKDDjJF6po15rW25aDj+RlPWuumL1zIL7+ahosAjY2a\nlX87cGCQ/v3NdSVEWRAEQRD2ffb5eK1TTvFx2mnNXHxx+4epZImVg5vsw7LHYwqCHTvcbN3qssLm\nDjiggxV6hL0GJTq6UuDGcnAjC+osXpzYwY3MwU0WJXAVqv9rMnS2gnIsjjqqNay39Y/l4MZizJhW\nNM3AMDQmTGjh88/T2bnTRUtL+/D06A6uKjRlhn1v3epm4MAAp5xipiU4Ba5Km1Bhv86xVKEqp4M7\ncqQ5tnJ3O5ODq/YjOzuEO8r/ILEiFSZMaOWhh6oZNcpv7U8kzlZCkdeJKki1erUbwzCXeZapTNhv\nC9O3/haAcT+8wRx+ynf1j7J5s3lNDhgQYL/97JB6QRAEQRD2bfZ5Bzcnx+CJJ6otV6cjqIfJjoYo\nA9YD1ldfpeP3a/TuHQwrsCLsmyiHqysFrtdroGlme5+gQ2cqB7dnT/NFNSETP0TZmYOb/D46q5PD\nniFwI7HbBHVdD9x45OYaDBlinuuDD/ZbkwDRzo0tcNs7uN99l8aDD5p9jK++ugFX2+pqAqKyUrcc\n2GhFppSbrr5zwLwGvF6Dbdvc1NVpMR3c3r1D1oRerBDl4mLz9VTblblccOGFzTHFrXN/amraO7h9\n+oTIyQlRXe2iosIO035rxAwarrrKGuMSnuecd66npsr8u6goZOUWSxVlQRAEQdj32ecFblcQGaLc\nkXBHVTxF9bSMJzqEfQfVNqUrBa6uhxdQUqgKykcfHT6ZM3Bg14coq+tZCSxVnTcZdpXAdbYJ2hUC\nF7Am0o46qsVyUKPl4aoiU04Hd7/9gvTsGaS2VmfDBg89egQ57zw78sSuoqxbYzonGtRYgYCGphmW\n8wtmWyWVw7p6tSemg6vrcPHFTUyc2BK1dzLYIcpO97irUGOaDq65j6oYn6aFhylbYdoFBnW//z2N\nl11mjTNx9XOc8c7NaITIzQ21tSAyqKvTrRxwQRAEQRD2TUTgJoFyNDqagwu2m/L552asogjc7oGq\nJNtVFZQV0fJwlYOrKsYq4oXCd7TI1MSJrcycWcczz1TidhtUVbnwJVngu7M9cJPFdnC1lFt7dZTf\n/KaOjz8u49hjW61JgGgCV7UJcvaN1XV4880K7rqrhksuaeRvf6sJi/JwClyVS+psGeZ0g48/vqVd\nOzEVAr1ypTumgwtwzz21vPxypeUcRzJ2rJ8LL2xi+vT2ebadRbnCtbX2Z+YsxqfClNes8VgCNy/P\nAE2j9q67+P6I/2cte9zqJ5nNFeRl+cP6JKv8Z0EQBEEQ9k0kISkJVB9bf1sNmY4IXPWwWVGh8sKk\nl213YORIPyNG+DnttBT66CRBZB5uIACbN5u381FH2QK3oCDYrl2LE6fITMXB1XWYPr0BMEOid+xw\ns3OnK25BK8XudHB/zCJTYE5kKJdRFXl6660MHn00mxkzGpgypRmfz+wDnJbWvg9w//5Bpk2LXi/A\nmYNbXh5N4NqfX7SaA8OG2UWslIObyqSGwu2Ghx6qSXm9ZIiXgwvhDq7adytMW9dZdPlDfPclTOVZ\nAKbxNJteqIAL/kZ2tkFZGTQ06IAU+BMEQRCEfRURuEng8ag2QR13cFUVT4UUmOoeZGUZfPBBeZeP\nqwSuEgHbtrnw+zX69AnSt2+IzMwQTU16womUjhaZctKnT4gdO8xc03gC9557cujZM0QgEH4MPxZK\n4O6qIlORqBDfjz4yVewtt+RxyCGtVuuonJxQSq2j1AREaamLigoXLpcRVuxLCdyioiAnn9zeTlc5\nvt9/77HyglOZ1NgVKLFaVma2+HG7DWuCEZyFpjyWYHfmAmfm6PyUpyns7eb00qcBGLjkLXzT6inO\nfJWNFER1cCsrdebMyeSttzK46KImfv7zRuu9WbOySUszuPrqxnbrCYIgCIKw5yEhyknQ2TZBEF7w\nBeLnRQpCIpQ4VD1FVXjyoEEBNM0WVwMHxp9I6WiIshOVB1paGruAT3W1xqOP5nDvvTlWiLJz2z8G\nzjzl3SFwne6qx2PQ3Kxz/fUFVnhwZIudRCgHV0WB9O4dDKtifPTRrYwZ08rtt9eFiULFiBHmtbB0\naRplZS4GD/bvcZEkSqyq8ONIl3/YMPMY1q51R22VlJVlEMLF//b/O88U3WC97p03j6d+OJnelLTL\nwd2yxcWJJxbzwAO5rF7t4aGHcqxw++ZmjXvvzeWOO/IoKZH/LgVBEARhb0D+x04C9bDY2qrh9/9/\n9s47Pooy/+Pvma0pm94ooYMUqYoFC4J6opzIqYeKvZ+Kct6p5+l5etj1PAsHwqEHenZFASv8VEQs\nKCV0QpFiAqSXTdlNsjvz+2N4tiSbZBNSFnjerxcvtszOPNmd2X0+z+dbjOq0JpPuq64cDl27elEU\n/2RNOriSw0GEFgsHN1Dggl9cNSdgAqsot9bN81cLbvzrRPS+dblU8vNDi5e2prMdXJFnHx2tsXhx\nEd26eVi/3sqiRUZibWBIcThER+vY7f7X1M+xTU7W+PTTIqZMCR0On5ys+SpsA9x7b0WjebadRVRU\n8GdUfxExJUUjOdlLRYXKxo3GF3Bg9W9RkKqq2sTfY/7J3/mH77lBlWv5iZOxbtvqe8zpVLj22iQK\nC02MGlVLnz4enE6Vr782XPfAVlxLl9aLJ5dIJBKJRBKRSIEbBv4iU8EVlFsSXmi1Qnq6MflKSvK2\n2L2RSAKpn4MreuAKgTtkiBG+OXx4bYhXN9wPtLzti0A4uE21Cgqu9mw+dOyOKTIV7OC26yGD6NPH\ny8yZpbz3XjHDh9cxcaJhC65ZY6yYteY7ILB1T2NVjptChCkPHVrrG0+kEezINjxHTj3VOKdFT9vA\n81YsmlRXK5Q7VR7l7+Q++BT6ISXfgxx++/REbF9+CcATT8SxY4eF/v3rePPNYq66yghD/vBDYxFC\nnDcAn30m+7pJJBKJRHIkIAVuGARWUW5NeLIgM9MQH+EU4pFImqJ+Dq5oESRCkv/85wq++qqAs89u\nuv+zCBOOj9eCwl1bQmsFbnuHKHe2gwtw8cUuRo40RKX4bDZtMpzHwArK4RLostd3cMPhootcJCd7\nmTHDiRqh3/71Q47rUz+/OHB7cV1UViq+StV1N15NyWuv4bIYvYWtNZUkXXcdjueeI3uLsc2jj5YT\nF6dz0UUuFEXnq6/slJYquALM8FWrrL7w8paSnW3m0UfjZAVniUQikUg6gAid4kQWgSHKhydww8uL\nlEiao76DWz9E2Wo18hWbizIQIrO1+bdgFJmCpgVuoBOWn29s194hyoFtgkROZUcL3EDEdS+EV0tD\nlCHYwW2NwL3sMhcbN+Zz0klNO/udSVDRqBCFyMaPd6Oq/sdDCeLSUhWPR8Fu17DZoGbcOJ6/9P/Y\nS08AFF3H8a9/8Xz2haRSQEqKsY+MDI3TT6+ltlZh6VJ70Hnr9Sr83/+1rt/XzJmxzJkTy5Il0gWW\nSCQSiaS9CVvgOp1OVqxYweLFiwEoKSmhqKio3QYWSQSGKB+OwBXio39/KXAlh0dgKKbLZfRaNZl0\nevRomegZOLCO8ePdXHdd6yvEihzcpopMBTq4gs5oE9SZArdPn+DPpjUhyofr4B4JhHJkA0lK0jnx\nREOgK4ruq0oN/u9lr9f4vAPf48pegziJn8nuNtb32GnVX5HFSLpuX+l7bPRofwh0oMAFf0XsUOi6\n0WP422+t7NoVHA6xd69x/5dfZOMCiUQikUjam7AE7tatW7n77rv57rvvWLhwIQAHDx7klVdeadfB\nRQptFaJ8/fVVPPVUGddeK9tNSA4Pv4Orsm+fGV1X6NHD26LCZwAWC/zvfyVBbVFaSnq6IbQKClRf\nC6D6hBa4HZOD25khyoF06eINOv7hOrjduh2dC2UJCYFFo0J/Xueea4Tex8frQaHWJhNERfnfo8D3\nODZWo5A0nhi7hIrp032Pd+MAg+64lPgHH0SprvblhgcujJjNxjgKCkL/ZNbVwS23JHLuuWlccUUK\n55yTSnGxf9tffzUWf0SkhUQikUgkkvYjLIE7f/58pk+fzoMPPojpULGO/v37s2vXrnYdXKTQViHK\nCQk6V19dTXy8LDAlOTwCqyjXD0/uaGw2SE724vUqFBaG/kpxh6hn1JEOrrhuO1Pgqqq/sjIcvoPb\nmiJTRwLN5eACnHeeC5NJD3o/Q70m0N0VtyuqzVTcdx+Fr79BEcn+1y1YQOo55zAg7zsg+LwR1afL\nyxue314vTJuWyGefRREbqxETo1FXp5Cba/xWVlUplJQIgRthZaslEolEIjkKCUvgFhUVMWzYsKDH\nzGYzmta+Dkyk0FYhyhJJWyHOv+rqzhe4YLTBAti8ObSF3JkhypHi4EJw/n1rikwJBzclxUvUUZrO\nGZyDG/o96tvXy4cfFjF7dmmD5wLPq8B9ife7stL42Ss9eTxD2cRn6kTfNuZ9+7j6ld/yOldjK8nz\nnTeiAr7T2fAn85tvbHzySRQOh8Y77xT7iooJMSzcW4B9+8yNRjlIJBKJRCJpG8ISuN26dWP9+vVB\nj23atIkePXq0y6AiDSFwa2oiwwmSSMQkPhIcXMDXcuapp+LYutXM1KlJfPyxP1+xMwRuYJsgUdip\nvSs3N0egwG1NJIcQuEdr/i2E5+ACnHhiXciK9IFhzYEuufjsKyuNc7GiQiGPLtyQsojS559Hi4vz\nbXs1b/DC5yMY/NlMrNT48szLyhqexyKv9tJLqxk5ss4XFi22zcnxC1yPRwm6L5FIJBKJpO0JS+Be\nc801zJw5k3//+9/U1tYyd+5cZs2axVVXXdXe44sIbLa2ycGVSNoKMfF3uRT27DEmzJ0pcG++uZLM\nTA/Z2RbOPz+VFSvsvPlmjO/5+sV6oP1zcAMd3Px846tO5At3Fr17+4/fGgf3pJNqGTq0lssuq27L\nYUUUgQK3Nd+zwSHKgQ7uoRDlQ4sdvkUPh45ryhQKvvoK1wUX+LaP9lZyxpJH2El/Li2eR5SpBrdb\npaZe560DB4zrr2tXLWj8wu399dfgvFuZhyuRSCQSSfsSlsAdMGAAzz77LN27d2fcuHGkp6fz5JNP\n0q9fv/YeX0QgCvfU1ckQZUlkENgHV0ygO7O/st0Of/+7EzBcKvA7ZdDQwTWbdV9ue3sRGMYtWhN1\nvsANzMFtXR/cL74o4pprjmaB6/9ubY3LH7hwEhiiHBsrQpT9Di74XV6ta1dK583jm78tZAuDfa/r\nQQ43/DydbP04/sDLVOQFJ5T7Ba730DGN/dUPUTaZjMc7QuC6XMGh0RKJRCKRHEuE/UublJTE5MmT\n23MsEUtbVVGWSNoKMfGvqFApKFBRFL3Txdv557u5/34nubkm3ngjpkmBGxOjN9uj93CxWo02MkJw\nJyRonZ63Gixw5XdIKJprE9QczRaZqhALMKHD1itOOoNzWc/j3WZyW+lTOKoLAeih7eNlbsdzbhzu\nqZdRdd11eHv18vV/7tLFuP7EwkV5eXCI8qhRtaxebWt3gVtSonLxxcns3m3m228L6NXr6A1nl0gk\nEokkFI3+0s6cOTPovnJoNqrruu82wLRp09ppaJFDqBxcKXAlnYlohbJnjxlNU0hL87a7I9ocigJ3\n3lkZIHD9ASL1Q5TbOzxZjCcqSqe6WhQK6vyJfnq6RkKCRkWFQmLisVGkr6WEm4PbGME5uIH7Ci4y\nJYRu/VDxqCgdDxYWxN1J8eSpeGe9wSNRTxHrKgbAXOUkdt48YufNo2b0aM7beRX7mULXrsb+hGss\nHNycHONnduzYGlavtrVrL9zSUoWrrkpi504j7GjNGiu9erna7XgSiUQikUQijYYop6enk5GRQUZG\nBjExMaxevRpN00hOTkbTNFavXk10dHRHjrXTsNmM/2UVZUmkICb+ZWXGJSzco0ggsIWRIJSD2xEE\nFoOLBIGrKDBnTgmzZpUGuYsSP8EObssXAQIFbmAhL7vdCI2vrVWoqaHRwmOBxcmc3lie4x7+NW0j\n/+73LDsJTsuxrV7NExXT2U83ht/xWxzPPsuggpVYqaG8XEXX/aHC48YZybuhHFxdh88+s/PRR60L\nMdA0mDMnhtNOS2fDBv9K17ZtLWyMLZFIJBLJUUCjS8lTpkzx3X7ssce4//77GTRokO+x7OxsPvjg\ng/YdXYRgsRgTnro66eBKIoP6oZuiymskEFitVtcNUSeum4QEjbIytcMEbuB1mpERGY7pGWfUdvYQ\nIhqHQ0dRdHRdaYMQZf9nrijGuVlWplBZqTbp4IJxzorIAzUuhi+H3M5du/7Eoj98wG92zMW2YgWK\n17juTGiY1q7BvnYNk3kBJ1b2LR9M9O0DuKXqZA7aezHKY6OXeRgHD6ZSXQXRh8tmtsgAACAASURB\nVGqwVVUp3P+XOD75yEwMVfQzHWRkn2LUykoUpxO1ogKlosL4v7ISFAU9OhpvWhrezEzqhg7lpy0p\nPPpoPABjxtRw7rlu/vGPeLKz/T/xpaUKH30UzRVXVHV6qL5EIpFIJO1JWLFSO3fupH///kGP9evX\njx07drTLoCKNwBBlMeGRAlfSmdQXiF26RIZ4A6Mom92u43YbC0LR0brvuunZ00NZmbVVwqU1RJqD\nK2keVTWc17Ky1grcwCJTwa93OIwFlooKxZcjXt9JDyxOFrigGR+vo6OyqftvOPGh01GLi8mf/QUl\ncz5jLCtQ8e/HRi0DKtfDkvX8i/fADVwEe8QGA0C32dAtFjwuDwu9AYWrbmvZ36srCmd0OZ6/cjn5\nZ1/CjNcc7N1rOiRw/Q7uY4/F8c47MSiKzvXXH71FyiQSiUQiCauKcq9evXjrrbeorTWch5qaGt5+\n+2169+7droOLFGSIsiTSqH/+RVKIMgTmOxrXi7huevTwHnq+MxzcyHqPJI2TnCwKNrVdDi4ERxeI\nEOWmHVzjMbtd9+XWirQALTmZH4bdyHiWc+U5+yiZM4eqq67C1S2830Wlpga1shKr1938xk3tR9dJ\nO7CJJ3iQ/3w9hMS7/0gfZQ9RURp5eSZKSxW8Xli61OhLLfJzJRKJRCI5WgnLwb3jjjt48cUXufba\na4mJiaGqqoo+ffowffr09h5fRCCrKEsiDZMJ7HYNtzvycnDBcMWKiw0hkZbmF7gTJrjZs8fERRd1\nTOEbu91/O1JClCXN88ADFaxfb6Fv35b3dm4sRDnwfmWl6lt8qZ+Da7EYLX08Hr8IDhS4or8t4Kug\nHNMzEfeFF+K+8EKKilTGDrdxWmwWt522htylv3BK5j4Gxe+nYnshjroSrNQ1GLdmtlBjiqagJh6X\nNY7ug6IwJzvQHHG8tyydUk8c196pYDbpKFVVmPLysGzfjjk72x8qrXuJfv997B9/zJNJD/Fn131k\nZ1tQVSgtNcbaVPugZcuMKs+33lrV7lXOJRKJRCJpL8ISuGlpaTz++OMUFRVRUlJCYmIiqamp7T22\niEHm4EoiESP017gdaQJXiAyjYq3XF6Lcq5eHpUuLOmwcMkT5yGTCBDcTJrTO2QwUuPVDlIWYrahQ\nfEK1vggW1bcrKxVKSwMFbnB/W2jYA9c4pkYZiXzhGkdG95N4lVgeuq6cP/yhihtvTOSLL6KYN7eI\nC84uR6mrY9QpmeSXR7F+bQF2u86FF6awY4eFzBIPC+cVEx+vcf3iLgCcODmfvn2Dz2OlspJXLvqB\n07NfYxzfAKC63Uw/8CDDWcb61XPZXt7Nt31jAresTOH22xNxuVROP72G449v+eKCRCKRSCSRQFgh\nypqmoWkaSUlJ9OvXz1dJWdOODUdEhCjX1MgQZUnkEDiRjzSBGxsbOkS5o6+bwONJgXtsIMLjTSa9\nQQ5vKAc3VDVrcd4EC9zg/rZAgx64YDjA0dEaXq/Crl3moOd9vXirTBAVRW1UHHnlMSiq0TYqNlZn\n4cIiRoyoJSfHzPz5MRQW+n+m9+8PUYE5NpbXPVcynuWseX4JdYMH+547ixVc89I4fl2S7XssJ8dM\nqJ/ut9+OxuUyjrVuXSf3HJNIJBKJ5DAIy8G94oorGn3u3XffbbPBRCoyRFkSiQRO3iMtvzQw1xE6\nT+AKB1dRdFJTj40FuWMdcV0Y1ZiDnwt0cP05uI0LXJFvGyxwG4Yod+0afG7FxelUV/vb9IjnRU6w\n2EdRkfF/crKG6ZCxmpSkc/PNVdxxh5XcXBOFhX7HNTe3ofuq634nOXbCiRT+7jNi//1vHM89h6Lr\nJLkO8pbrbKbGLmKV9UxKSkzk5alBY/Z4YP78GN/9rCwr11wjC1FJJBKJ5MgkLIE7c+bMoPtlZWUs\nWrSIE044oV0GFWmYzaCqOprmnxRJgSvpbMREPjHRG3FtP/wOrnG9iBDlwJDhjkBcp6mpGhZZW+eY\nQEQ2CEEaiBCzwTm4DbcT541wa+123ZeqIkQvhA5RBqMdVl6eiYKC4OdFmLP4HSkqMp6vv/giog3y\n89UgBzcnp6HALS9XqK5WiY3VDhXlslB5992U9D+B+FtvI5Ey4nHykesCpnVZwrySc8nJMdO1q79d\n1Rdf2Nm/30xMjEZVlUpWlrxYJBKJRHLkElaIclpaWtC/AQMGMG3aNJYsWdLe44sYrIcitpxO6eBK\nIgMhcCOpRZAg0hxcGZ587NCzpxe7XWPw4IaFnISYNRzcxkOUxbWl636BKyo6i9+A2looKFBRFJ20\ntODzK1Bcq6ruO/9EiLQQzgUFxk9wamrw68X+8vNNQQI3lIO7f39okW397Zl8cf/HlMdkGPe9bl7c\n/TtO5Qf27Qvej6iwPH16JVarzq5dZt/fKZFIJBLJkUZYAjcU1dXVOJ3OthxLRCPClEVomRS4ks5G\n5BpGWv4t+AVuVZWCrvsFbmc5uOnpkbcIIGkfkpI01qzJZ86c0gbPhdMmCBqep6FClMvKVHRdISmp\nYXRAYHujtDQN86FYqfqVmEWIckpKfQfXuJ+fb/K5vOAXs4E05iIDjL2zD+5lC/FmGCI3ylvFx1yI\na8OeoO127jQGeNJJNQwZUoeuK2zYIF1ciSRcdB3qGq6pSSSSTqJVIco1NTVs27aN008/vV0GFYnE\nxWk4nSoej3RwJZGB38GNRIErnDKVujrQNAWzWe/wMGEhVCItR1nSviQmhv5+FmLW6Wy8TRA0/H63\n2/VDOb06lZUqHo+xeNPY6wMd3EDh6Ssydcg9Fvm19UOUY2N1X7jwL7/4f6ZDhSg3JXABvL16Ufzu\nuyRfcgmmoiKSKeG696eg/HkRWlISmoavGFa/fh5GjqwlK8tKVpaVM86oDblPiUTix+uFO+5I5Ntv\nbSxfXiAXVCWSCCAsBzc9PZ2MjAzS09NJT09nwIABTJ8+nRtvvLG9xxcxnH56TdD9jnaiJJL6iFzD\nSBS4/jZBnVuYrV8/o9XJ0KFyaV3iF6MFBYb7Gh3tL+4USCiBq6r+HFqnU6W62jiv61dqhmCBG3h9\n1i8yJcKP64cog9/F3bTJvyqUl2dq4BI1J3ABPP36UfL663isRrJ+l6pfSLzxRqip4eBBEy6XSkqK\nl8REnREjjAPIPFyJJDyeftrBxx9HUV6uysgHiSRCCMvBHTFiBAMGDGjw+K5du+jXr1+bDyoSOffc\nGt55x6gyabPpISdFEklHcvrpNXz+uZ0zz6xpfuMORjhVVVWdK3B/9zsXJ59c2+TkX3LsIM5LUf04\nVP4thBK4xv/x8RplZaqvsBM0JnD9jwWeeyJ0WTi4IkQ5VIXv9HQvu3eb2bvX/2OjaQp5eSYyM/37\nDEfgAtQNH86eR2fR9y83oqJj+/lnEu65hxWXzAX8i0EjRxqubVaWFV2nQSVqiUTi55tvbMya5fDd\nD6x6LpFIOo+wHNzHH3+8RY8fjQSKiJoa+Ysv6XwmTXKzcWM+o0ZFnjsp8oMrKtROq6AMxuS8Wzev\nnKRLAKO6MRi9YCF0/i0EC1y7XfOdP4EOrAhRFud6II2FKIvXixxcUWW5MYEL/kJXKSnG/fqFpsIV\nuAD2K87jfvVp3/3oDz8kdcFswC9we/f2kpCgUVho8u1bIpGE5scfjQqkJpPxnRFYFE4ikXQeTV6J\nmqahaRq6rvtui38HDx7EdAzZmNHROoMGRZ6QkBzbRKpwCywyJXtHSyKFwYPriI/XfIsu4Ti4wr0F\nvzMbLHDDz8H1V2KuX2Sq8RBlgQgdrp+H2xKBazLB+5l/ZC63+B4b/+U/OIvlPoGrKDBihOHirlsn\nwy0lkqYQrfBEVIV0cCWSyKDJEOUrrrgi5G0ARVG4+OKL22dUEcppp9WwbZv8wZdImsNfrVaVAlcS\nMVgsMH68m48+igZCF4iC+gLXf1sI17IyxRfJ01wObnCRKeHgGtXFhduTltbQwQ1sPWS3awwcWMeX\nX9qDKinruj/cumvX8ArbdM/UuHPfTC7uv57UnT+j6hrvchnfJ30FJAMwcmQd33xjJyvLyoUXusPa\nr0RyLCKK1fXu7WHvXrOv9ZdEIulcmhS4onryww8/zIwZM9B144dcURTi4uKw2WztP8II4tZbK3n3\n3WjOOUf+4EskTSGqKFdVKZ0aoiyR1Ofcc/0CN7wQZf9tEeJcXq6iHXppaAfX/1hgkSmLBaKiNFwu\nI4+3tNSEquokJjYcR0aG/7HUVI1u3RqGKLtcCnV1Cna7FvYCUvfuHr4jhvenLODW/4zFVFhIGoWc\n+5/rcV74AVitvjzc9evlgq5E0hQikqNPHw/Ll8sQZYkkUmhS4KalpQHw8ssvd8hgIp2uXTXWr8/j\nGNP1EkmLEc5YRYUMUZZEFuPG1WA263g8SlghyoG3A0OM1UPz2KZClM1mvYE7Gx+v43LBnj3Gz29y\ncuhKziIHFwyBK0Igc3P9P9uiWFVjf0cohFDOdnYn59k5dL9uCma8xG5eCzNm4HzsMV849MaNFjwe\nfH18JRJJMCJEuXdvI8RfhihLJJFBoz9bc+bM4Q9/+APQsA+uQFEUpk2b1j4ji1AC87EkEkloZIiy\nJFKJi9M59dRaVq60+SIN6tOYgysc34oKxSf6oqNDua9eLBadvn09DcRrXJxGXp7J1982JSX0GAJD\nlFNTvb5WQsXFfodIhEeGEtmNIQTu/v0mNp5zBjN5mue4B4DY+fOpGzWK5IsvpmdPD/v2mcnONnP8\n8Z6w9y+RHEuIa7BXL+O6kiHKEklk0KjAFe4tGH1wFUXxhSgLlEitcCORSDqVwBBlIXBliLIkUpg6\ntYqVK20MHx66cGBjAjewCrLNZjweKgc3IUFnyZIikpIailfhtgqBGyhkAwksMpWSogW4x/7f3aoq\nYzLdmFAPhcgJPnDAxM6dFv7Fn7ik6/eMOfARAPH33kvdwIGMHJnAvn1msrKsUuBKJI0gQpS7dPFi\nt+tUVxsF6Fqy6CSRSNqeRgVuYAGpKVOmdMhgJBLJ0YHNBhaLTl2dQnm5MQmXDq4kUpg0yc2ZZx4M\nypUNpHEH1x967z2kSxubyA4bFlo8i/Dl5hzc2FidmBiNqiqV1FTN9zpRgRn87lFjxbJC0b2738HN\nzjYDCksvm8nojzdh2bUL1e0m6eabOeXyb1hET376ycrVV1eHvX+J5FiiokIsMumkpnrJyTFTWKgS\nEyN7r0sknUmjAnfz5s1h7eD4449vs8FIJJKjh5gYnbIyxVd0Qzq4kkgiIaHx8zEcBxeM2y11akSY\n89q1Rv/Mnj0bnwinp2vs3q2SmurF4dBRFJ2KChWv12j505oQZVH06uBBE1u3GkWk+gy3U3rRK6RM\nnIhaVYV5715uXnkLf+Vzli2z43IpcoFKIglBYD/s1FSNnBwjD1eELEskks6hUYEbbmGpWbNmtdlg\nJBLJ0YPDoVFWpvp6fcoJsuRIoXGB63dwTaaWi8vAfeTlGcm5Q4fWNrpterqX3bvNpKRoqKrhIDud\nCk6nQmKi3qoQZbvdyOktLDSxZo0hsgcO9ODJ7E/Zc8+RdKj2RtL3y3ipy+PcefAhli2zcdFFsnuA\nRBKIrgdHUYh0gyM9D3f/fhMpKV5ZUFVyRNOowJXCVSKRHA4ibFJUlZQOruRIobEqyv4+tiqWQx10\nQhWZagrhAgsaC2UGuP76KqKidM44owYwwpudThWnUyUx0duqEGUwwpQLC03U1irExPhbELkvvJDK\nrCxi584F4I68h1nCySxadIYUuBJJPdxuBU1TsNl0LBaj2jkcfqugBQuiee45B++8U8yQIR2b/75l\ni5kJE1L5/e9d/OtfZR16bImkLQn7KtQ0jezsbH788Ueys7PRtJb9qEskkmML4WxJB1dypBFYOCqU\ng+t0KlRXKw22DQexDzAKTAX2u63PxIlu/ve/El+ucGCbIggMj2zZGEShKYDjjvP4Wh4BOB94gJpT\nTwVA0XXeYiq/fJ1PaaksKimRBOJfYDKuYb+D2/pWQbm5Jh59NJ6SEhNLlkS16LWaBp7D1MOrVtnQ\nNIXFi+2+ApGSzkHXjcWOpUtl+5bWEFZ3u3379vHss89SV1dHUlISJSUlWCwW7rnnHnr16tVmg9E0\njfvvv5+kpCTuv/9+Kisref755ykqKiI1NZW7776bmJiYNjueRCJpP4TbJVazpcCVHCk03yZI9bmm\nrc3BBRg6tHH3NhTC/S0rMyaeogdnSx1c4dgCDBxYbwxmM6WzZ5M6YQKm/HxSKOZtz+/56tMlXHpV\niw4jkRzV1I+gEAXjDsfB/cc/4nC7jf2KFILmqK2FV1+N4bXXYsjPN/HllwX07du6HODt2w1Z4Har\nrFhhY8IEGbnRWWzebOHBBxNITPRy3nnyc2gpYV2Fs2fP5rzzzmPOnDk8+eSTvPzyy0yYMCHsPN1w\n+eyzz+jevbuv/dCiRYsYNmwYL774IscffzyLFi1q0+NJJJL2w+/gyhBlyZFFsMD1Py6qKFdWKr7q\nqS0VuIGVm5sKTw5FQkJwJeWKCn+Bm5YQLHAbWj5aWhqlc+eiH2r2O5o1HDf7by06hkRyJLJ/v8rC\nhVG+KulNUT+ColtsGRP4nGHr3yHqww+xrF1rqM8wWbfOwmefRWG3G9fz+vXWsF6+cGE0jz0WT06O\nmdpahVWrWp88m51t8d3+/HPpHHYmH39svP+lpSbfuSYJn7AEbl5eHhMnTvQJT1VVOf/888nLy2uz\ngRQXF5OVlcX48eN9/XbXrFnD2LFjATjrrLNYvXp1mx1PIpG0LyJsq7bW+N6QDq7kSKExB9dkMsSk\nriu+0PvDcXCHDQt/8guNhyi3JgdXcNxxoUV27ejROB9+2Hf/vH3/xf7WOy06jkRypPHYY/HcdVci\ns2bFNrutWOQ6Rf+BpKlTuWp6Xz7nAv6y9SYS77yT1EmTyBg0iITbb8e6apURc9oEGzca4nLyZBf9\n+tXhdits3mxp8jUAeXnGOFTV2H9OTutCpHUdduzwB3Z++aWdupatwUnaCF2HTz7xh6gfPHhkFy7r\nDMJ6x0aOHNlAXK5du5aRI0e22UBee+01rrrqKtSAZKDy8nISEhIAiI+Pp7y8vM2OJ5FI2pf6PUal\nwJUcKdhsoQUu+F3cujqRg9v6IlOtDVEuLw8OUQ4UzeHQnIMrqLr+eqon/853P/6BB7Bs3NiiY0kk\nRxI7dxoC78UXY8nNbVoo1hRW8iZTeXXbWdhXrEAJUZtGdbuJXryYlEsuIfnSSw1XtxFEZfXu3b2M\nHm0sfoUTpiwWvAYMMK7l5sbdGAcOqFRUqCQne+nfv46yMpUffwwvTFrStmzebGHfPv9iw4EDrc/r\nPlYJKwfX6/Xywgsv0LdvX5KSkiguLmb37t2MHj2amTNnAqAoCtOmTWvVINauXUtcXBy9e/dmy5Yt\nIbcR7nF9tmzZEvSaKVOm4HA4WjUOiaQzsVqtR9W5O3Wqwrx5OppmXLtJSVE4HPLH8mjjaDtvBVFR\nOi6XQkKCDYfDv/CakAAieMlk0klJcdDIz1NIMjONjdPTNfr3j2nRa1NTDTfH5bLjcKi43cb9lBQ7\nDkfzTo9gyBDR1kSnd++m61p4X55Nzjc7yCzbgqmuhuQbb6R6+XL0Ll3CH3gEcrSet5LWo+uQk+PP\nQX300STeeit07qOanc3ER6YSzy7/6xWFdfpIshlIcmwNY+PWEXVgj+9526pVpE6aRO2111IzYwYk\nJgbts7TUCEnt0cNK7946b78N69dHB33/hDpv3W7jd3XYMMjOhgMHbK06t3/91RBRgwfrDB+us3Mn\nbN3qYOLElkWaSA6fpUuD50plZTE4HEdu36b2/L597733fLeHDBnCkCFDgDAFbmZmJpmZmb773bt3\nZ/jw4T7Rqet6owI0HLZv387atWvJysqirq4Ol8vFzJkziY+Pp6ysjISEBEpLS4mPj2/w2sA/RlBR\nUdHqsUgknYXD4Tiqzt1+/eCWW3TmzDFCvTStiooKGe90tHG0nbcCuz0al8sEuKiocPkej4mxAaZD\nt3UqK1v2t6enw1136Rx/fB2VlS0rHBIVFQPYKCryUFFRQXm5FTBjMlVTURH+JFRVYdEiFzExOhUV\nzScbrvzjfM5/5DckUoZ64ADWKVMoXrgQPaplVV4jiaP1vJW0npISlcpKB1FRRhrCJ59Y2LOn2Fc8\nSmDevJnkyy/HVFrqe6x68mQq7rmHlasH889/Oti/38wJx9Xy2YIVxCxYQPR776EcKnFsfe01TJ9+\nSvmMGbgnTUKscuXmWgALcXFV9O7tBaL48UcVp7PCtxAW6rwtLjam8gMGVAPx7NvXunnwhg3GYle/\nfu5DFaGt5OR4jtnrZP9+o5hg/Wi0jmDZslQARo6sJSvLyu7ddVRUVHb4ONqK9vq+dTgcTJkyJeRz\nYQncxl7cVkydOpWpU6cCsHXrVpYsWcKdd97JG2+8wTfffMPkyZNZsWIFo0ePbtdxSCSStuWeeyp8\nAjewNYlEEulERemUljYMUQ4MMW5piyAw5rJ/+UvrfugbC1EW+e4tYdCg8PuJDLskk8seeZfPuAAz\nXqwbNpBw992UvvwyLbKgJZIIRjiYvXt7sdl0srKs7NhhJiXFv3hk2bSJ5ClTUJ1OACqJ4e1xM5k4\n6zwApvR2cd55boYMyWDTJgtV/YbgefZZKm+/nbjHHiPqiy8AMBUVkXT77bjff5/yJ5/Em5lJfr5x\n/IwMjb59PSQkaBQUmMjLU+nSpfFrXBSb69/fg8mkk5dnwu0OLpAXDqLA1HHHeUhMNI6Xn39s5n7m\n5amMHZvG8OF1LFxY3OHHF23ZTj21hqwsKwcPyhDllhL2mVtYWMiaNWv47rvvgv61B8INnjx5Mps2\nbWL69Ols3ryZyZMnt8vxJBJJ+xAVpbN580GWLSugWzfZO1ty5CByxhvLwYXWCdzDwS9wD68PbktJ\nStLY1n08d/GS77Gojz8m9vnn2/W4EklHIgRujx4eXz6ryMkFMO3dS9JVV/nEbbUtgXEsZ9uIS4P2\nEx+v07+/h9paf5Eob+/elL76KiWvvoo3I8O3rX35clLHjSPmP/+hON/fT1dR/IvCohNBY4hiV4mJ\nmu81+/e3XBCJFkEDB3pITxcC99gUVj//bMXlUlm1ytYpIl8sXvbvb5yHUuC2nLAc3EWLFvHBBx/Q\nvXt3rNbguPDTTz+9TQc0ePBgBg8eDEBsbCwPPfRQm+5fIpF0LImJOomJh9l9XiLpYBoTuIEObkvb\n8xwuCQnBVZTr9+FsTxwOnZe5nfsnraXHkv8CEPfcc3j69sV90UXtfnyJpL0R+beZmV7S0w2huGuX\n8ZhSWkrylVdiKioCQIuP57mzP2XNh6M5P7ZhAdQTTqhlxw4La9daOeEEf2qOe8IEak47DcczzxAz\nfz6KrqO6XMT/4x98yifcoswjJSUdMBaWwAidbgqx4BUXp5OZ6SUnx0xurrlFvXA1zS/mBwyo8+2z\nsxzczz+3062bt8Wt1NqKTZv8NQ1WrrRx6aWuJrZuWzQt2JUHWWSqNYQlcJcsWcJTTz1F9+7d23s8\nEolEIpF0Oscd52H7dgu9ewcvzgQL3M5xcJ1OY/JTVSVClDtC4BrHXnvV46SX7sS2ciUAiX/6E0U9\nelDXhl0VJJLOQDi4PXt6fK20duywgNdL4rRpmPfuBUC32yl57TWy3xsOhP4eGDWqjrffhrVrrUBV\n0HO6w4Hz0UdxTZ5Mwn33YcnOBuBE1vKzPhr34zdRMX06SUlGEarS0qZFphBDDodGZqYx7pa2Ciop\nUXG5VBITvcTH69hsxn4KCkzoesdmIqxaZeWmm5JQFJ2bbqrigQecWDu4PuWGDf4Dfvttxwrc6moF\nXVeIjvZ/ntLBbTlhLc04HA5SUlLaeywSiUQikUQEzz9fxrp1+XTtGuzSRkqIcl0duN0Kqqo3cJnb\nAyGindUWSubMoa5vXwAUt5uka6/FtHt3s/v48ksbQ4ZksGzZkVsNVHL0IkRhZqbXF6K8a5cZxzPP\nYP/mG992pS+9RO3o0QE58A2vvxNOMPJ2DYEbmroTTqDw889x3ncfXotxTZjxEjt3Lmmnncbv82Zh\nobZZB1eEKMfH62Rmenx/y8aNFgoLw3NgCwqM7URost0OCQkadXVKswK7rfnySyN5WNcV5s2L5fXX\nm6703tboerCD++23tuZaGLcp/gULnaQkDatVp6xMxeWS9Q5aQlhn7bXXXst//vMfdu3aRVFRUdA/\niUQikUiONkwmf4hgIJ3p4IpqnuXlSlB4cke4K+LvrqxU0RMSKFmwAO1Qn3pTcTHJV16JWlDQ5D7+\n9S8HZWUqTz4ZR4iWoRJJp/Lrr0ZQY48eXrp392K365yW9xGOf//bt03FXXfhnjgR8KcIhEpV6N/f\nQ1ycxsGDJg4caGKqbbVSOX06Hz3yLd8w1vewqbSUq36+ly0Moe/Kt6A2dJX02lpjoctsNha6hPO8\naFEU55+fyllnpfHTT83bnwUFhrhPTfX/LUYlZaPgUkfyzTeG2J8wwXBNt2wJvwVaW7B3rwmnUyUt\nzUtGhpfCQhPbtoUV8NomBBYPVFXIyBAu7rFZ8Ku1hPVueTweNmzYwIMPPsgdd9wR9E8ikUgkkmOF\nQAe3o3Nwo6N1zGYdt1v1uSodJbJ9Du6h8Ghvnz4UL1iAdqhUq/nXX0m+8kqUQwV46rN+vcUX9rdj\nh4Xly6WLK4kcvF7IzfU7uCYTnNt1Awu4zreNe9w4Ku65x3dfFHkL5eCqqtHiBZp2cQU7lQGMYzkz\nT1uAJ6AtZ392ccWy20k/9VRi5s6Feq1WhHvrcGgoCr6Q1txcQ5CVlalcfnkyq1c3LRKFg5ua6s/b\nFW6uEL/N4XQqh+105uWpbNtmISpK47LLqoHWFcw6HDZuNN6rYcPqOPPMGsBwcTuKQAcXoEsXGabc\nGsISuK+++ipTp05lwYIFvPXWW0H/JBKJRCI5VhC5qNDxIcqK4ndSRdGRMrROIQAAIABJREFU1rQI\nag1isiXcBYC60aMpfflldJMxFsvWrSTdcAO4G/b3FWGGwo0Q7cMkkkggL0+lrk4hNdVLVJSOUl7O\nnPxLiT2UP+vp2ZPSf//bCO04hLgWAhe9AjnlFEPgLlnSfL9oo1qxwt6TL6ZgxQrKH3oId1S873lT\nXh7xM2YQ278/CdOnY/3hB9A034JTXJwxBiFwwcglnjTJRW2twscfNz0GIWKFqAW/gxtOoanVqy0M\nHpzBSy8d3nW9YoUhJMeMqT3UC7gzBK6xIDF8eC2jRhmfoSg21hHUD30XArclhaZqaznsxYYFC6K5\n5JJkX8uiI42wBK7X62XcuHFERUVhMpmC/kkkEolEcqwgJpLQ8QI38Phi0tcRBabAL+yFuyCo+c1v\nKHv2Wd99248/knjXXYYldoiyMoXFi40J9vz5JcTGavzwgy2oBYtE0pkEVlBG00i88066Vv0CQI05\nmpJXX0U/FJIv8LfpCr3IdNll1ZjNOl98YW9WpAkHNS3NCzYbVX/4A5+8tI77eZJiS7pvO6W6mugP\nPiDl978n7dRT6fbM3ziXZSTFGOG8GRleLBbjO+Fvf3Ny1lnGYlNzebShHFyxGBVOq6A1a6zousKq\nVYdXDUoI3LPOqvG1PDp40NShKQ3CwR06tI6EhODWbB2B+I4Vi5mB70M4lJUpnHBCOnfemdD8xk3w\n+usxrFpl49NPm1+giUTC+sQmTZrERx99hN6RWdYSiUQikUQYgQ5uR+fgAr4Jl9/B7SiBaxynokJF\n12H3bpNPw7ouuwznX//q2zbq00+Jf/BBn4WwcaMVt1vhhBNqGTasjpNOMlyRvXvlIrkkMgjsgev4\n17+wf/WV77lnBs3FM2hQg9c016YrPV3jwgtdaJrCa69FN3l8ISJFeyIAR6aDp7mfc/vtpOzpp6k7\n7rig15hzc+m15BWWcR7fZXch6YorSHj+n/zvyoX8/Y69nH++m8RE4/uirKw5gWscPy0t0MENvxeu\nCIkWecytQdfhu+8MgTt2rJuYGJ2EBI2aGoXi4o4TmKIf8JAhdb66B6I1W0dQ/7zq0sX4HMIVuGvX\nWikpMfHjj60Pq9Z12LfPON6Rmk4S1pn42WefUV5ezkcffYTD4Qh67uWXX26XgUkkEolEEmkEOrid\nIXDFqr6Y7HRciLLfwV22zM4NNyRx331Opk+vBKDyjjtQCwqIffVVAGL+9z90mw3nI4/4itT06GFU\neBUivaOrs0okjSEKGV3EYhzPP+97/Bnu5W3PZdxIYYPXNFVFWXDDDVV89FE0b74Zw913VxDViBnm\nF7j+61mI07yyaKqvuorqK68kftcumD+fqEWLUMv9/XejtSr49lvs337LZRjj976bwm8zjmMWw/Bs\n60bUBw686eloXbrgzchAj/WHE4tqyyIs2RiLaBXU/HUqKlDn5hoLX60J8CwrUyguNhETo9Gnj3Hs\nbt28lJWpHDhgCiqA1V7U1UFxsQlV1UlP1ygoCG7N1hEE5lUDJCcb70Vz1bQF27YZ53JBgdrqz6Kw\nUMXtNo63cqWN2lo6vFXT4RKWwL3zzjvbexwSiUQikUQ8wQ5ux5cCrh+i3FEi2+/gKr6KoqtXB8x4\nFAXnI4+glpQQ/dFHAMS+8gq61UpB3BOAf/IuJu5S4EoihawsKwPYzpVLb/E9Vj76TB5Y/QQZIeqm\neTz+Nl1RUY1fg6NG1TFoUB3btlnYuNHKySeHroYcFKJ8CFHFvbRUPdSLVkEbNYqK/v0pf+QRrD/9\nxK+zv8Hx7Zf0Z1eDfZqKikgpKuJ2voeDwPTg53WrFS0uDj0ujpf3J5NPIiNfthOz2IEWH8/pzkRu\noifx2QlYfzKjJSejJSWhxcc3UE3i+8jjUTh40OSr5twSRJh4jx5eX2X4bt08bNliYf9+E8OH17V4\nny1FCP2UFA2TKbD3eMeHKIuFk0N1/KipCU9kb91qvI+aplBUpAYtmoSLcG/B6Lf+889WTj899Lkb\nqYQlcIcMGdLe45BIJBKJJOLpzD64APHxnROiLJziigrV5yQ0yKFVVcqefx6lpoaozz4DwDF7NqeO\ncABP+SbvQuCG60hIJO1JbS3s3eTmW36HxWVEJHi6dyf/xdl4x5hxOhsKBH+LoObbdPXv72HbNgu5\nuSZOPrnh8x4PFBWpKIoe5FJGRRmtf9xuBZdLCf6+sVqpPeMMPs6ewCPfxnPflC3cP3YFlrVrsa5d\ni2X7dpQQxd4CUWprMRUVQVERIzjUx3q5//khwDyA3cDF/sd1VaU6KglT3+7ovXrg6dGD8buH0oV+\nbGEIv/7aOoEbGCYu6NatYwtN+UO1jeMmJPhbs3UU/uJloiexMQa3O7wxCAcXjL+nNQK3fqj58uX2\no1PgAuzZs4dt27ZRWVkZlIt72WWXtcvAJBKJRCKJNEwmQ+xVVqqdEqIsBK6/yFTHuMjCOa6s9OfD\n5eaaqapSgt6HGs3CddY3mcq1XMQSAC5c/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fqBycSG9RYWvZHK0LRaoiv8bYjMZvB6jffT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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca7accc50>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mgc = pysptk.mgcep(xw, 20, 0.0, -1.0)\n", "pplot(sp, pysptk.mgc2sp(mgc, 0.0, -1.0, frame_length).real, title=\"LPC cepstrum based envelope\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1a9c4ePAg3t7e7Ny5s0Tb0fSk1yGonysrjR4sfZ5BQUFayygUCnx9fbWmzZo1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f7Za7m12rUytxgyR4G3bWsI3FC3VpCbGzAJ3NAQZWObUIErHNwDB6xs3apVoO7c2VgnOztAcnKA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UnKAMwNjPsbNTRSRO552uj10F1zqoBQCKisTtRVdwxbFnu4Lb3CyO49xzg7jhBj8AsS4ynRhw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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca7967810>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mgc = pysptk.mgcep(xw, 20, 0.41, -1.0)\n", "pplot(sp, pysptk.mgc2sp(mgc, 0.41, -1.0, frame_length).real, title=\"Warped LPC cepstrum based envelope\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9+vTBz8+PI0eOULduXW7dusXevXvp2rUr+/fvL/Mo1itXruTChQv0798fb29v\njXmmpqasWLGCvn37MnnyZA4ePIi5uTmgfCBXs2ZNVSZZ1/0vZWwfPHhAhw4dVP2ipXlbt27VWE6X\ns2fPoqenV+q7hIWyEQHuQ1IfXCsrhSrzWd4+uJGRhU8jCwpkxMXp4eAgL2GNstGLi8Nm+HCM1Pqa\nZA4YQPLixWBiompn0ffgWlhIg2UVHkdOp04k/vCDMsjNz8cwKgrLCZOI+Ev5RLNp01wePFD+sngi\nWWhBEAThpSeTyZg9ezY+Pj6sW7eO06dPExYWhoGBAc7OzowdO5ZRo0bpHBRIJpM9UklvtWrVCAoK\nYtGiRRw5coS//voLNzc3Fi5ciKmpqSro07W/8h5bUdOmTcPW1pbff/+dTZs2YWlpyZtvvsm0adNY\nunTpExtYpkmTJuzevZsVK1YQFhbGwYMHsbW1pW/fvkyaNEmr3+SjnqOiXFxcmDJlCidPnuTEiRMk\nJSVhbW1N7dq1mTlzps5X9VhZWbFp0ybmzZvH1q1bSU9P57XXXmPs2LE6lx83bhzNmzfn559/5uzZ\nsxw4cICqVavyyiuv8O6779K3b1+N5T08PDhw4AABAQGEhIRw/vx5LCwsePXVV/n00081lp00aRKp\nqakcPHiQs2fPIpfLefvtt8sc4Nra2rJjxw7mzZvH6dOnOXXqFI0aNWLz5s3cvHmTvXv3aq1T2j1Q\n3PzyfB7u37+vejXOnj17dAbaugLcmjVrsmfPHpYuXUpoaChHjhzB3t6eUaNG4evrqzXAVHFt6tKl\nC4GBgXz77bccPXqUtLQ0qlevzvDhw5k0aZLWAFR16tQhKCiIxYsXEx4eTnh4OPXr1+fnn3/mn3/+\nYf/+/WW6HyMjI1m5ciVOTk589dVXOpd54403+Pjjj/n222+ZO3cuX3/9tWre4MGDVW3QFYC6u7tj\nY2NDUlKSVh9b6WeZTFZs/9vMzEwOHTqEl5cXjo6OpR6PUDqZoiIeCT1jipaalEahgJo1a1BQIOPG\njbvs2WPCuHE29OyZxQ8/lL10aNgwG44cKXyHbFBQPM2aFTO0cRkZ/PsvNu++i4Fav5S0SZNImzoV\nHv7ymDTJim3bzFi2LIlBg7JUy8XG6uPpaY+DQz5nz2q+Q9Ds99+xmjpV9bMfX/FbzWmcOHGf0FBj\nhg61xcsrhy1bEh6r/ULZValSRTVqoCA8L8R9Wz7ifD2bFi1axHfffcdvv/1G27ZtK7s5z6QneY6c\nnJxo1arBFl7IAAAgAElEQVQV27Ztq9DtCi+uTz75hMDAQI4dO6bxoObEiRMMHDgQf39/rfdUP6r4\n+HhatmyJj48P/v7+FbJNddu3b2fSpEn89NNPdO/eXWu+p6cnLi4uL83no6z/T5b0LnXRBxfIyJBR\nUCDDzEyOoSFUrVr+DK5CUVii7O6uDGofpcRXoYDMzIcvSD91imq9e6uCW4W+PslLlpD26aeq4Fa9\nncVncLUvc+aQIaSPHKn6+Utm09de+T4xB4eCR26/IAiCIDyrpIFc1F25coW1a9dibW0t+r8hzpHw\n7FAoFKpRtNUdP36cXbt28frrr5c6enNFsLOz4/333ycoKKjcSbTSKBQKVq9ejYeHh87gVng0okQZ\n9QGmlAGiFBiWpw/u3bv6JCToY21dQMuWOVy+bMh//5U/QJw40YpDh0w4OWkNdReOR/bwvXhyMzOS\nfviBnI4dtdZJS1O2Uxr9WSIFvOnpMhQKjZgYgNTZszGKiMDo3DkMKGBm1Pvkpe7HwUHZAf6///R1\nricIgiAIz6MePXpQq1YtXnvtNczMzLh+/TqHDx8GYMmSJVoDH72MxDkSnhU5OTk0b96cNm3a4Orq\nir6+Pv/88w/Hjh3D2Ni42HLjJ2HChAls2bKF7777jgULFlTYdnfv3s3Vq1fZsmVLhW1TEAEuAMnJ\n0jtwlQGilMEtzyjKUrazdu0CVQb0Ufqwnj9nyNiUr6k3d4ZqWoGdHYm//kpeMSPdSRlcaVApiYEB\nmJjIyc7WIytLhplZkWp0AwOSAgKw8OqKeV4y1dJvkTF/Poqvv8bKSk5ysh6JiXrY2j5+P2JBEARB\nqGzDhg1j37597Nq1i/T0dCwtLenQoQNjx44VmcmHxDkSnhVGRkYMHz6c8PBw/vrrL7KysrC1tcXH\nx4ePP/5Y49VRT5qlpWWZ37tcHj179qRnz54Vvt2XnQhw0XxFEBRmcKXMaFkUBpnyRy/xzc3ly//G\nMIxfVJPy3NxI3LiRAmfnEvYtZXC1u1NXqaIgO1vZPq0AFyhwcmLRq98y799hAJhv2kRWr144OPQj\nOVmPO3f0RYArCIIgvBAmT57M5MmTK7sZz7TKOEe63n8rCHp6esybN6/c6z2pQdsqy4t2PE+DCHDR\nDnClDG5qatlvKCnba2GhwNGx/BlcWXIy1qNHMyy38FUBf1Xx4pXA1SisrUtcVz24LsrCQkF8vHIZ\ne3vd669NH0QTdtKPPwCwmjaN2rXfIiqqGnfu6OPh8XgDZQmCIAiCIAjCk9a6dWtu375d2c2oUKdO\nnarsJjx3xCBTFL4iSOqDa26uQCZTkJmpR0FB2baRkaE8lRYW5c/gGl66hJ23NyZq78Fbx3u0zTmE\n3Krk4BYKB5HSlcGVstFS+4rKyYH/7hkwQe87CiytADC4dYvxcbPLdQyCIAiCIAiCIAiVTQS4QHKy\nZgZXT49yvwtXyuCamyuoXl2OgYGChAR9srNLWEmhwOyXX6jm44PBjRuqyV9bzecj47Wk5xqTlVXy\n/nNzITtbhr6+AlNTXQFuycdx+7YBCoUMA+fqpM6do5re6cpq2hAm3oUrCIIgCIIgCMJzQwS4FJYo\nW1kVlvhK5b5l7YerXqKsrw+vvKLM4hY3krJeQgLWH36I1axZqpGS80wtGMA2Ntf6FCtrZWCalFTy\n/tWzt7pK9KXj0PWqIIDr15Xtq1kzn6wBA8ju0EHZPhT8yIfE3S5jClsQBEEQBEEQBKGSiQAX7dcE\nQfnfhVsYaCoDymJHUpbLMdu4kept22K6Z49qcm6DBuz64gg7GIC1tRxra+V2kpJK3n9J/W+h9Azu\nzZvKbtg1axaATEby4sXIzc0BqM8V3vprZYn7FwRBEARBEARBeFa8kINM2XXpgtzMDIWZGXIbGwoc\nHSlwcqLA2Zm8unWR29trvNw1I0MqLy4MEgsDw/JlcM3NletJwbJ65tQwIgLLWbMwunBBY92M998n\n5fPPuRWk7G9rbS1XlSaXlsGVAlepvUVJ06VjLOrmTWUA/uqr+QDIHR1J+/RTLOfMAWDkfwtIvdmJ\ngpo1S2yHIAiCIAiCIAhCZXshA1zDy5dLnF9QrRp5DRoo/7i7Y5P0JlAfExP1DK4y2C3rSMpSACkF\nlFKwnJEORqdPY7FqFSYHD2qsk+/iQspXX5HTsSNQGMyWL8DV02hvUaWVWt+4oZbBlY7lgw8w3bYd\no8t/Y0o2zJhJ0qYN6KyBFgRBEARBEARBeEa8kAFuafQfPEA/NBST0FAAfgAWYENWQGOq/ONBbqNG\nOBm2A2oV23e1KGk5adTiV+XXmMpeBi5YR7V7URrLKgwNSR83jrTx48HUVDX90QLcsmVwpQxzUUUz\nuAAYGJCyeBG2PXuhhwLToyFkBQeT3atXiW0RBEEQBEEQBEGoTC9kgBu/bx+yzExkGRnoxcdjEBuL\nfmwsBteuYXDlCnoZGVrr2JIIl48o/wDrgXk4k7fydapefJX82rUpcHZGbmmJ3NISRdWqkJeHXlYW\nsqwsPG5nUZ+btF93gupzz+AvjYp8T3M/Wb16kTp1KgVublptkEZzfloZXIUCYmOVt4CLi+ZgUnlN\nmvCrxVjeT18FgOUXX5DTrp3yuAVBEARBEARBEJ5BL2SAm9ewYfEz5XL0b9zA8O+/Mbx8GcNLl8gN\nj6RqfpLWoi7chn9uwz+l7/Mb6R9HdezSxISs/v3JGDmS/NdfL3YbUjBrZVUY4EpBb3EeJ4Obmioj\nJ0eGublc1XdY3Q/Oc+l65Q9qcA/9uDiqLFlC6rx5JbZHEARBEARBEAShsrx8oyjr6VFQuzbZPj6k\nzZhB4m+/8Vaj/3DjX85NXk36qFHkNmtGnoHJY+0m19CMYLxZ32E1cRcvkvL11yUGt6BZolw4ivLj\nZXBLCnAfPFCua2ene119m6pMxl/1s/m6dRhGRJTYHkEQBEEQHt+WLVtwcnJi69atGtM9PT1p2bJl\nJbVK04kTJ3BycmLZsmWV3RThMTxL91RFGzBgAE5OTpXdjKfqm2++wcnJiVOnTlV2UyrNC5nBLa+c\nXBkxuBHf2RKHRsp+put+MuL3Of8xpn0kw1v+jUFMDHpxceilpKCXkoIsNRWMjFCYmqIwM+PkP9W5\nmudK9ynOmLzZiJ8jWjL9C3uGO2fQuUpKmdohBbM2NnKysyuqD27xJcoPHij739ra6g5wLS3lbGEQ\nS+r/iHNUCDK5HMvp03kQHAz6ut/vKwiCIAhlFRMTw4YNGzh58iSxsbFkZGRgbm5OrVq18PT0pE+f\nPjQsqSrrJSArMsCjTCbTmlbZnrX2PAmenp7IZLIXNmh4ka/hi3xsgm4iwAVyc5U3vpFRYZBoWlWf\nv2nIMTtX+o3vUOo2urq+QnaeHv+M+Q89cwXG142A4l/Po0thBldBZqZCY1pxSu+DW5YMboHWPFAG\nuCBjX8+ljIppjSwnB6PISMzXrydjxIjSD0gQBEEQirFs2TL8/f1RKBR4eHjQu3dvrKysSE9PJyoq\nil9++YUffviB+fPn8/7771d2c58ZRTO6wtMjAiVBeD6IABfIyVH+wjI2LgxwjZTxKbm5pa+fnw/Z\n2XrIZArMzKTXBCn/zsws+y9D9UGmpPVK64Mrza9ateQMrq7RoOPjldOKy+BK27xp6EbahAlUXbIE\ngCqLF5PVvTvyGjVKbJsgCIIg6LJs2TKWLVuGo6MjAQEBNGvWTGuZhIQEfvrpJ9LT0yuhhc8uFxeX\nym6CIAjCM+3l64OrgxTEGhsXTpOCXSn4LYn6O3Clh3tSgFvWDG5WlozsbBnGxgpMTRVqfXBLXl8K\nUovLwpbUBzchQf/husWXKAOkpMhI/+gj8lxdAdBLT8dyzpxSjkgQBEEQtN28eZMVK1ZgbGzMxo0b\ndQa3ALa2tkyfPp2PPvpIa15WVhbffvstnTt3pk6dOrz22mv4+PgQFBSktax6P9G///6bYcOGUa9e\nPdzc3BgwYADnzp3Tuf/8/HzWrVtHz549ef3113Fzc6Nr166sW7cOhULzofLt27dxcnJi8uTJxMTE\nMHbsWDw8PHB2dubkyZMAREZGMnv2bDp16oS7uzuurq54eXnx5ZdfkpJStq5MoN1fUtp3SX+KZn3v\n3r3LzJkzadWqFbVr16ZBgwZ88MEHRBQzzkZ8fDxTpkyhUaNGuLq60qVLF7Zt21bmNhcVFBTEwIED\nVeehZcuWfPzxx0RGRmotGxgYyIABA6hXrx6urq60b9+eFStWkKsjA+Hk5MSAAQO4d+8e48ePx8PD\nA1dXV7p3705gYKDOtmzduhUfHx8aNmyIq6srzZs3Z+jQoezatQsovH/u3Lmjda4nT56ste/4+Him\nTp1K06ZNcXFxUZ2nkvqCltbfOjMzky+++IJmzZrh6upK586d2bdvH6C8T5cvX06bNm1wdXWlTZs2\nrFu3rvSLoENaWhozZ86kadOmuLq60qFDB9auXVtsm0ePHk2rVq1wdXWlbt269OnTh507d+pc/ubN\nm0ybNk3VTnd3dzp16sT06dNJStIe6LU81x2U91S3bt1wdXWlUaNGTJgwgXv37ulctjTl+XxI/V1P\nnjxJcHAw3t7euLm54e7uzrhx47Ta0LZtW2rVqkViYqLOfQcEBODk5KR1Dcv7mS3O8ePHGTp0KO7u\n7tSuXZs333yThQsXkpaWprWsdM/m5uayePFiWrZsSe3atWnTpg3+/v7k5eXp3Ed0dDSTJk2iWbNm\n1KpVi8aNG/PJJ58QExNTrrY+DpHBpTCIVS9Rlv4tlS+XRAoe1UciLgxwy/YMITFRuQ1razkymXIk\nZYCUFD3kctArZjNxccog1d6+5BJlqa+uutKC48IAVw+MjUlZtIhqb78NgGlwMJlHjpDTsaPGOgoF\nfPNNFTIyZIwZk84rr+hu1/Ng1SpzVq2y4NdfE2ncWPeHWBAEQSifLVu2UFBQgI+PD3Xq1Cl1ef0i\nYz6kpKQwcOBALl++jIeHB0OGDEEulxMSEsLHH3/M1atXmTZtmtZ2IiIi+P7772nWrBlDhw4lNjaW\nPXv2MGjQIA4cOIDrw4e4AHl5ebz//vscPXoUNzc3+vXrh7GxMeHh4cyaNYsLFy6wcuVKrX3cvHkT\nHx8fateuTf/+/cnOzqZKlSoAbNq0if3799OqVSvatWuHXC4nMjKSH3/8kZCQEIKDgzE3Ny/TOVQv\nlbW0tMTX11erfFahUPDLL7+QnJyMmZmZavqlS5cYMmQIKSkptG/fHm9vbxISEti/fz99+/ZlzZo1\ndFT7vz0xMZHevXtz69YtPD09ad68OXFxcUyfPp22bduWqb3qbZo8eTLbt2/H1tYWb29vbGxsuHv3\nLidPnsTNzQ0PDw/V8r6+vmzduhUHBwd69uxJ1apVOX/+PEuWLCEsLIzNmzfrvD/69OmDpaUlQ4YM\nITk5meDgYD755BPu3bvH2LFjVcsuXLiQgIAAatasSe/evalSpQpxcXFERESwe/dufHx8cHFxwdfX\nlzVr1gAwevRo1fru7u4a+05OTqZXr15YWFjg7e2NTCbDzs5O53XTRVd/67y8PAYPHkxKSgrdu3cn\nJyeHoKAgPvzwQzZu3Mi6deuIjIykY8eOGBsb8+effzJr1ixsbGzw8fEp45WB3NxcBg0aRFpaGn36\n9CE3N5c9e/Ywe/ZsYmJi+OqrrzSW9/Pzo27durRq1Yrq1auTmJjIkSNHmDBhAjExMXz66aeqZePi\n4ujRowcZGRm89dZb9OzZk+zsbG7dusXOnTsZMWIE1tbWquXLe91//PFHvvzySywtLXn77bextLQk\nJCSEPn36qD5/ZVXez4dk/fr1HDx4kC5dutC6dWsuXLjArl27iIqK4sCBAxg9LA0dOHAgixYtIigo\niA8++EBrO9u2bcPY2Ji+ffs+dpuK2rBhAzNmzMDCwoKePXtia2vLiRMnCAgI4ODBgwQGBlJVx+tA\nx4wZQ2RkJN7e3hgaGrJv3z6++eYbIiIitALxkJAQRo0ahVwup1OnTtSqVYu7d++yd+9eDh8+zLZt\n22jQoEGpbX1cIsClMIhVL1GW/i0N9lQSqfxXKgcGMDNT/rusJcrqIygDGBgo32GblqZHaqoMKyvd\nJcilBalmZgpkMgVZWXrk5yu3K5H64BY/yJRynykpyuVyW7cmc8AAzLZvV86fOZP4I0dQmJqq1omN\n1cffX/nL5Ndfzfnhh0Q6dcop/QQ8YwIDTZk/3xKAgAALfvpJ++miIAjC0+Dg6Fhp+757506Fb/Ps\n2bMAeHl5PdL6X3zxBZcvX2bWrFkawUpOTg4jR47k22+/xdvbWyv4OHz4MP7+/rz98EEtwMaNG5k+\nfTo///wzCxYsUE1fuXIlR48eZcSIEcydO1cVeMjlcqZNm8bmzZvp2bMnXbp00djHmTNnGD9+PJ99\n9plWuydMmMCiRYu0gpjNmzczdepU1q9fz7hx48p9PqpWrYqvr6/W9KVLl5KUlESPHj3o2bMnoMz2\njR07lqysLLZv346np6dqeSkImTp1KqdOnVJ9IV+0aBG3bt1i9OjRfPHFF6rlP/jgg3IFUKAM8rdv\n307jxo3ZvHkzFhYWqnlyuZwHDx6oft6yZQtbt26le/fufPfddxirldlJJe7r1q1j5MiRGvu4cuUK\nvXr1YtWqVappn3zyCd26dWPx4sX06NFDVea9ceNGatSoweHDhzEx0Xx7hpRhc3JywtfXly1btqCn\np6eRtS3qf//7HwMGDGDZsmXoFZeZKAeFQkFcXBweHh7s2LEDQ0NDQJlZ69evH2PGjMHV1ZWQkBBV\nIDd69GjatWtHQEBAua5PXFwcNWvWJCgoSLWfKVOm4O3tzfr16/Hx8dG4X0JCQrTK5fPy8nj33XcJ\nCAhg2LBhvPLKKwDs3r2blJQUvvzyS0YUGcMlKytL4zNR3ut++/ZtFixYgJWVFfv378fx4e/L6dOn\n8+GHH7J3794y951+lM+H5OjRo+zZs4fX1d6Y8sknnxAYGMj+/fvp1Us5iG3//v35+uuv2bZtm1aA\ne/HiRaKjo+nRoweWlpaP3SZ1sbGxzJ49mypVqhAcHKzxQM/Pz49ff/2V+fPn8/XXX2utGxMTQ0hI\niCr4nTZtGm+//TaHDh1ix44d9O/fH1A+4Pn4448xNzdn586duLm5qbZx9epVevXqxdSpU1XVB0+S\nKFFG9yBT0uepPBlcKVsK5S9RlvrSSplboNRXBWVlyUhL08PISFFsACyTFT/QVGmvCZIyuKmpheul\nfv45cisrAAxu3aJKkQ9CdLQygtbXV5CdLWPNGgueN8HBJvj6Wql+3r/fhP/+Ex8VQRCEihAfHw+g\n+vKr7vbt23zzzTcaf6TMGSiDjp07d9K4cWON4BbA2NiYGTNmoFAodJajtmjRQiO4BRg8eDD6+voa\nZX5yuZy1a9dib2/PnDlzNL4c6+np8fnnnyOTyXSWYlavXl1nsAng6Oio84v2oEGDsLCw4OjRozrX\nexTbtm1j+fLlNGnShG+//VY1/fDhw9y8eZMRI0ZofFEGsLe356OPPuL+/fuEhYUByoBl586dVKlS\nhSlTpmgs7+HhoZFlKotffvkFmUzG4sWLNYJbUJ7b6tWrq37++eefMTQ0ZNmyZRpBDsDEiROxtrbm\njz/+0NqHgYEBM2fO1Jjm7OzMyJEjycvLY8eOHarpMpkMQ0NDncGojY1NuY4NlPfg7NmzKyS4lchk\nMubOnasKOkF5Lzs7O5Oeno6fn59GltLFxYWmTZvyzz//aJXSl2bGjBka+7GysmLixImAMvBUp6sv\nuKGhIe+99x75+fmqe0g6BkDrOgKYmppqPFwo73XfuXMn+fn5jBgxQhXcSvuUPqtlVd7Ph7oRI0Zo\nBLcA77zzDoDG75caNWrg5eVFZGQk//zzj8byUjm7+u+px2mTuh07dqgqU9SDW4DPPvtMFZTqKgGf\nNGmSRmZX+l0Lygd0ku3bt5OamsqUKVM0gluA119/nSFDhvD333/z77//ltjWivDSZ3AVCvUS5cLp\nhX1wS9+GVIasXqIsDTb1qBlc6d+3binn1aqlnaG9f78we1vS59fMTEFqqjLYVg+E4+OV5R3VqhU3\nyJRaifJD8mrVSJ01C6upUwEw/+knsrt1I/fhh04KcFu2zCU83Jjr15+f1wkpFDB/flVWr1b+p/vB\nB+nExemzZ48pmzebMXmyGOhEEAThSbp9+zb+/v4a05ycnBg1ahSg/KIolyv/b/rmm2+01pf6hOn6\nAqVe+ioxMDCgWrVqJCcnq6Zdu3aNlJQUbGxstNoiMTY2Jjo6Wmt6/fr1NQKEom3buHEjQUFB/Pvv\nv6SlpamOBXjk/oJFhYeH8+mnn1KzZk3Wr1+vESScP38eKHyQUNT169cB5fnr2LEj0dHRZGdn07hx\nY62AFKBly5Zl7oubmZnJ1atXqV69ulZ2vaisrCyioqKwtbXlxx9/1LmMkZGRzuvs6Oios69rq1at\nALh8+bJqWr9+/Vi7di0dOnSgZ8+etGrVijfeeENnmWZZODk5PVJgXJKqVavqDCbt7e2JjY3VeV/X\nqFGDvLw87t+/j729fZn2Y2hoqLM/fOvWrQHN8wZw584dAgICCAsL4+7du2RnZ2vMj4uLU/27S5cu\nLFq0iJkzZxIaGkq7du1o0aIFr732msY6j3Ld//77bwCd7/F1cXHBwcGBu3fvlnToKuX9fKhr1KiR\n1vI1Hg7GWrSP/cCBAzl27Bjbtm1TPYzJzc0lMDAQOzs73nrrrQppkzrpPLVp00ZrnqWlJQ0aNOD0\n6dNER0dTv359jfm6zm3z5s3R09MjKipKq62XL1/W2dZr166p2lqW7imP46UPcKUHFYaGCo1+ro/S\nB1e9RLm8GdziAlz1eUVJAW716iX3czU3lwP6ZGXpAYXLJiQo169WTXd5sxQMqwe4AJmDB2MSHIxJ\naCgyhQKryZOJP3gQhbk5MTHKW6pjx2xOnTLizh19srJArYr5mfXrr2asXm2BgYGC2bNTGTEig7Aw\nI/bsMWXjRnPGj0/XKPEWBEF4Gp5EmXBlsrOzIzo6WmdA17p1a2JjYwEoKCigZs2aGhkYaTCaixcv\ncvHiRZ3bl8lkZGZmak2XSv6KMjAw0Ag0pX1cv3692AC3uH2o97cs6qOPPmLfvn3UrFmTbt26YWdn\nh7GxMQqFgjVr1hQ7eE55/Pvvv4wePRpzc3PWr1+vFWxJxxYcHFzsNtSPTRp4plq1ajqXVc+4lkb6\nkq8rc1+U9MAhISGh2GsgtbWo4toqXZvU1FTVtDlz5uDi4sKWLVsICAggICAAAwMDOnbsyOzZs3n1\n1VdLbauufVSk4oJtg4dfSHQ9eJD6p+bn55d5PzY2NiWeT/VBiG7evIm3tzepqal4enrSvn17qlat\nir6+Prdu3WLbtm0a97OjoyO7d+/mm2++ITQ0lL179wLg4ODA2LFjVWXLj3LdpetZ3Lm3s7Mrc4Bb\n3s+HOl3XSbpGBQWa37O7detGlSpV2LlzJzNmzEBPT49Dhw6RkpLC6NGjNSoAHqdN6qTzVNwDD+mz\nXHSwqaL9yNWPzcbGRmOwLKmtv/3222O1tSK89F/XdfW/Vf+5LKMo6xpkytRU+e+sLD0KCkC/lESm\nrgBXKlcu7lVBUga2uP63El3Bdna28h26hoYKVV/bogozuEXOgUxG8pIlVH/rLfRSUzG4eZOqX31F\nyoIFqgD39dfzcXYu4MYNA27eNKBu3bL/kq0MUVEGzJ2r/PKzcmUSvXsrn0S2aZOLs3M+t28bEBVl\niIeHGGxKEAThcbRo0YKTJ08SFhbGoEGDil1OV3mlVIr54YcfMnv27CfSPmkf3bt356effirXusWV\nQ0ZERLBv3z7atm3Lxo0bNb7AKhQKAgICHr3BDz148IBhw4aRk5PDpk2btEoEofDYfvnlFzp37lzq\nNqXl1fvGqrt//36Z2yc9YChLploKFho2bKgKhsqqtLaqByJ6enqMGjWKUaNGkZCQwJkzZwgKCiI4\nOJirV68SEhJSYr/Gokoqh1Xvx120hFk96K4siYmJKBQKrWOQuhSol0H/+OOPJCcna/VpB+Xox7qy\n+m5ubqxatYqCggKioqI4fvw4a9euZfbs2ZiZmTF48OBHuu7SOvHx8TqzglL7y6K8n49HZWJiQq9e\nvfjtt984duwY7du311meXJFtks5TXFyczvMkfT6KDsqlUCiIj4/HwcFBY3p+fj6JiYkay0v/PnTo\nEHXr1n3ktlaEl75joa4RlKGwD27ZAlzlaVTvg6unVzjQVFZW6dt4khlcqVxaPcCVXhFkaysvtrxZ\nfRTlot8z5A4OpMybp/rZfP16jI4dUwW4rq751K6tDGqvXXv2n6PMmmVJTo6MIUMyVMEtKK9j06bK\np5B//6277EwQBEEou4EDB2JgYMDu3bt1lvmW5I033kBPT4/Tp08/odZBnTp1sLS05MKFC+XKgJXk\nxo0bgLJUs2hwc+HCBXLK0h+qBFlZWbz//vvcuXOHr7/+WmdJIUDTpk0Bynz+6tSpg4mJCZcvX9b5\nGhHpFUhlYWZmRt26dbl//76qXLI45ubmvP7661y9elWjfLws7ty5o6oC0NXW4sqjbW1t6d69O6tX\nr6Z169bcvHlTo4+kvr6+ViauPKysrFAoFNzRUZGh6/VIT1teXp5qADh1J06cANAY+fbGjRvIZDK8\nvb21li/tntDX16dhw4aMGzeO77//HoD9+/cDj3bdGzZsWOx+b968WebsLZT/8/E4pEB227ZtJCYm\nEhISQv369bXKgyuqTdL103WeUlJSuHz5MiYmJjqDX13rnDlzBrlcrvF5ktp66tSpx2prRXhmAtw/\n/vgDX19fpkyZwooVK8jLyyM9PZ158+YxceJE5s+fT0ZGRoXvV/o/pegDuvL0wdVVogzlK1PWHeAq\nNOYVdf++Mkh9lAC3tNGXQRnkm5jIyc+X6QzSs/r3J6tbN9XPlpN8KYhLxMREgaNjgSrAvX796Qe4\nNx5PIQwAACAASURBVG7oc/q0UZkeLqSmyjh71ghDQwVffKH9FLVhQ2XW9tIlEeAKgiA8rpo1azJx\n4kRyc3N59913i30Pra6slq2tLX379iUiIoLly5drlBZLbty4we3btx+5ffr6+nzwwQfExcXx+eef\na/UtBGUWpDwDpTg7OwPK/rHqHjx4oDUgUnnJ5XImTJjAxYsX8fX1VY1oqkvXrl2pWbMm69at48iR\nIzqXOXfuHFlZWYCyDLFfv36kpaVp9amLiIjQOchTSaRS1OnTp2sFzHK5XCMj/OGHH5Kbm8uUKVN0\n3gvJyck6A+X8/Hy++uorjQqAW7dusXbtWgwNDVXnJzc3V2dAl5eXR3JyMjKZTGPwI2traxISEnTe\nD2XRpEkTQDmStLrjx48X+47ep23hwoUapcVJSUmsXLkSmUymUW3h7OyMQqHQup9DQ0P5/ffftbZ7\n6dIlnddQut6mav3Yynvd+/Xrh6GhIWvXrtV4sCGXy5k/f365Btoq7+fjcTRv3pxatWqxf/9+1q9f\nT35+PgMHDnxiberfvz+Ghob88ssvqgdukiVLlpCenq46l0UtX75cox9xdnY2CxcuBNC4LwYNGoSl\npSX+/v46u5DI5XLVA5Mn7ZlIrd2/f181fL+hoSH+/v6Eh4erOs/37t2bwMBAAgMDGTp0aIXuWypR\nNjHR/ACUpw+uFDiqlyhLP8fHP06AW3IGtyxBqnq71Ae8ktYtboApiaWlguxsSE6WqQJlFZmMlEWL\nMDpzBv3ERAzj/mMj7zLl1SD09VHL4D7dgaZycsDb247kZGUJ9rRpaYwbV/wAUadOGSGXy2jWLEcj\nCy9p0EAEuIIgCBVp8uTJKBQKli9fTp8+ffDw8KBRo0ZYWVmRmprK7du3CQsLQyaTaY0c+tVXX3H9\n+nWWLl3Kjh07aN68OXZ2dty7d4/o6GjV+26loPJRTJo0iaioKDZs2MDBgwdp3bo1NWrU4MGDB1y/\nfp1z584xffr0Mg+U0rhxY5o3b87evXvp3bs3zZs3Jz4+ntDQUNzc3LC3ty/3iLeS4OBg9u7di7W1\nNQqFQufgLt26dcPd3R0DAwPWrFnD0KFDGT58OM2aNaN+/fqYmppy9+5dIiIiuHXrFhcvXlQFHdOn\nTyc8PJw1a9YQGRmpeg/un3/+yVtvvcWBAwfK3NZ33nmH06dPs2PHDry8vOjSpQs2NjbExcVx4sQJ\nhgwZonoNz6BBg4iMjGT9+vW0bt2a9u3b4+DgQHJyMrdu3eLMmTMMGjRI9UVbUq9ePf766y+6detG\n27ZtSUlJITg4mLS0NGbOnKkasCkrK4u+ffvy6quv0rBhQ5ycnMjJyeHYsWNER0fTtWtXjTJvLy8v\nIiIiePfdd2nRogVGRka4u7uXuWx00KBBrFq1iu+++46oqCjq1KnDtWvXCA0NpXv37uzZs6fM51Hy\nqPeMLvb29uTm5tKxY0e6dOlCXl4eu3fv5v79+7z//vu0aNFCtex7773H1q1bGTt2LD169MDe3p6r\nV68SGhpKr1692LVrl8a2t23bxqZNm2jRogUuLi5YWVlx48YNDh06hLGxsWoQOSj/dXdycmLGjBl8\n+eWXdO3alV69elGlShVCQ0NJT0+nXr16XLlypUzn4FE+H49jwIABLFmyhBUrVmBoaEi/fv2eWJuc\nnJyYM2cOM2fOpFu3bvTq1QsbGxtOnjzJhQsXqFOnTrEP21577TU6duyIt7c3+vr6HDhwgJs3b9Kp\nUyeNB2rW1tb88MMPjBo1il69euHl5UWdOnWQyWTcvXuXCxcukJycTExMzGOfu9I8EwGumZkZ+vr6\n5OTkoKenR05ODjY2NgQGBjJnzhwA2rdvz5w5cyo8wC2+RLk8fXCl9+BqbqM8IykXBriF25D64JaW\nwbW3L8sgU5CZWbidwgGmSgtw5cTF6ZOaqoeDg/aycjs7kleswHbYMAC6coB4+QJgbKWVKEdFGaqC\n27w8Gd99Z8GIEekUecWdSni4sh69dWvdA3xIAe6VK4Za7xIWBEEQHo2vry+9e/dmw4YNnDhxgqCg\nIDIzM7GwsODVV1/lvffeo3///hqlkaAcVGfHjh1s2rSJP/74g71795KTk4OdnR21atVi7ty5vPnm\nm2Vuh65+kwYGBqxdu5YdO3awdetWDh8+TGZmJra2tri4uPB/9s47Poo6///P2ZK+aSSE3gURlCZ2\nT0FUsCKHWDg8RT09FcuJXxXb2U4UwVNEUX+IvWDBhp6AggUEAaVKB+klIb1ssmV+f3zymZndbE2C\ngPk8Hw8eSWZnPlN2dpnX5/Uu//d//xdXixybzcb06dN56qmn+Pbbb5k+fTotWrTgyiuv5NZbb2XA\ngAF1jkPTtJDHFrxMOorFxcVMmjQp5Prt2rUzQgm7d+/OnDlzePnll5k7dy4zZszAZrORl5fHscce\ny1133UVWVpaxvXweGz9+PHPmzGHFihV06dKF8ePH06ZNm7gELsCzzz7LmWeeydtvv80XX3xBTU0N\neXl5nHjiiXXE4uOPP86AAQN48803+eGHHygtLSUrK4tWrVrxz3/+M6QgyMzM5O233+bRRx9lxowZ\nlJeX07VrV2688UYuvvhiY73U1FTuu+8+Fi5cyLJly5g9ezZpaWm0b9+e8ePHc/nllweMe/vtt1Na\nWsqcOXNYsmQJfr+fSy+9NGaB26xZMz766CMeffRRFi9ezKJFi+jVqxfvvfce27ZtC5lzGq3FTbjX\nw907kcZJSEjg/fff54knnuDTTz+lqKiI9u3bM2bMmDr9Wrt3786MGTOM+9nr9dKjRw+mTZuGy+Wq\nI3AvueQSPB4PS5cuZeXKlbjdblq2bMnQoUO54YYb6lRTjvd9/8c//kFeXh4vvvgiH3zwAWlpaZxx\nxhncf//93HTTTXFdi3g/H/FeayvDhw9n4sSJ+Hw+Bg0aFLYCd2Md09///nc6duzI1KlT+fLLL6mq\nqqJVq1bcdNNNjBkzpk7+rRxr6tSpPPPMM8ycOZN9+/bRsmVL7rzzTm655ZY665922mnMnTuXqVOn\nMn/+fH7++WcSEhLIy8vjtNNOCxnWfjDQ9Mac/mkAc+fO5Y033iAhIYFevXoZH6jp06cDYpZq9OjR\nxt+RiCfefuVKJ0OG5NKzZw1ff20WJtB1aNNGJFTv2LGbSC3Nbr01k48+SmHSpCIuu8wMEbj44hyW\nLk1g5swCTjghcnXE005rztatDr77bj9dughhOHduIn//ezMGDnTz5puFdbYZMiSHlSsT+PzzfPr2\nDV/86IEH0nn11TQefriE664TYd6TJ6cxfnw6N91Uxn331c2rCT6Hjz8u4MQTw5+Da/x4XLW99vxo\nFL73Lls7ncEJJ7QgJ8fHihX7wm7b2EyfnsL992cyYkQla9Y4WbPGyUsvFXLBBaHDis4+O5fffnMy\nY0YBp54a+hxPPrk527c7+Pbb/XTrdnAKZrlcrpA5TgrF4Yy6b+NDXS+F4uDRpk0bTj755JhbFykU\nivAMHz6cxYsXNyjloz7E+v9kcOErK4eFF7V3715mzZrFlClTSElJYdKkSXz//fcB64SbHVmzZk1A\nb64RI0aEnIEIh8MhlGtKir3OdomJOtXVGgkJrohtbqqrRehq8+ZJuFzmJU1PF2P7/Sm4XHWbW1uR\nrXjatk0xwmRzc4VD63Y7Qp5TQYHYV8eOybhcYexJICtLHJ/Xm4TLJfZTWiqOp3VrZ8Tr1ayZWN/j\niXIODz/M6ndX0LPge2zoZI8ZQ8L870lKyqOgwI7P5yIzM/zmjcnq1eJanHSSjT59fNx7r5OZM9O5\n4oq6IcYHDmj89puTxESdM89MJCkp9Dn27q2zfTts3Oji+OMPjsBNSEiI695VKA4H1H0bH/ZoJfUV\nCoVCoWjC2O11NVk4ZsyYYfzeo0cPI1LlsBC4W7ZsoVu3bsbJnHjiiWzYsIHMzEyKi4vJzMykqKgo\nZA8768lI4pkdLyxMAFKx2711tktISKW6WuPAgfKwrXQAiotFhSq7vZKyMrMqVVKSA3BQUOCmrCx8\nUQK/H4qL02rHKEUehqY5gRRKS/0hijHA/v1im5QUc5tQOBxpQCJFRTXGOLt324EEXK4qysrCJ6an\nptoBB3v2VEdcD+CW7Dd5v6A/eezHlp9P8vBhHNvue5ZsyGHVKje9e/8xLXaWLBECt3v3Mlq18nH/\n/XnMmWNny5YKcnMDw6znzBHr9utXg7doD97Zs0lYsgTH2rXYykXerrdTJ24oP4GlXMuSJRlccMHB\ncV+Us6M4ElH3bXyoyQCFQqFQHCkcikBfn88X03OFy+UKWZgLDpMqyq1atWLjxo3U1NSg6zorV66k\nTZs29OvXj/nz5wPw3Xff0b9//0bfd7g+uNZl0fJwzSJTgeIpVPXiUJSUaPj9Gunp/oD8TtlmqKKi\n7ttUVGTD69XIzPQbLY3CEarIVGGhGDM7O3oOrjjG6LfK2uLWXM57+O3iJJxr1/LygRE4qYm7kvK8\neYlcf32WUQwrVkpKNDZvFo7s0Ud7yMnxM2BANT6fxhdf1HW5Fy9O4BjW8GzxNeT16kXWmDGkvvEG\niUuW4Fy7FufatSTPmsV53z3ENtpz2cfXYAtR4l+hUCgUCoVCofgzUd/84kPNYSFwO3TowF/+8hfu\nuecexo4dC8CgQYMYOnQoq1at4rbbbmP16tUMHTq00fctBW5wkSnrsmiVlMvKZJugulWUIXqRqVAV\nlK3jhdpe9sCNVkEZrELbfLtLS8XvUsCGQzrXpaWRz8HvF4Wr5jOAA09OMJb3PjCPV7ieLZvjC8ub\nONHFl18m89xzaXFtt2KFCEPu0cNjtH4aPFi45wsXBs4E2Hfs4PJPRrOGnhz/27vYopT+d+BjUOGH\nNB84kOT33ovruBQKhUKhUBxcdu7cqfJvFYpG4sMPP/zD828bi8MiRBng4osvDqhuB6JS4gMPPHBQ\n9yv73IZyQeWyaC3PzCrKwX1wwzuwVsIJXCmQZZ9dK/n5sfXABasTbI5TXBybwE1P9wesH47iYg2f\nTyMjw4/nihGU7t1F+tNPA/B33uDjL3Lgzn9BDDNBZWUaK1cKofrOOyncfns5zZpFP0+AX38VqrZP\nH7NY1AkniDf5558T0HXQaqpJmzIF1/PPMyio0bGne3eqzj8fT58++HJz0WpqcP72G8mffEJibe8u\nW3k5WXfeiWPzZsruvZeIFcgUCoVCoVAoFArFH0aTfzIP1yYIzBDlaA6uFI7h2gRFC1EOJ3CtbYaC\ne9mbfWyjO7ihnOSSEvF7pNxiMFsVScc3HAcOCMEthWj57bdTceWVxuvDNk7CNX68KE8dhcWLE/D5\nxPG53TamTUuNuo1k+XIhjK35vp06+cjJ8VFQYKfg02Xknnsu6RMnolnEbdXZZ5P/+efkz51L+R13\nUH3mmXh79MDTpw+VI0dy4IMPGNVhHuvoZmzjeuEFMu66K6ZzUigUCoVCoVAoFAefJi9wG5qD6/eb\nDmt9++CGE7h2OyQn+9F1Dbc7cAw5ZvA+QxEscHU99hDl9HSxrRTE4agjuDWNkieeoPSMc4x1XM8/\nT/oDD4AvsiiXfWlPPVUI0NdeSyXIaA2JrpsObu/epoOraXBmn3ymcBO9br4I58aNxms/05+rj5pP\n0Wuv4enbN+L4xT1PpC+/sKXnYGNZ6nvvCeGuUCgUCoVCoVAoDjlK4EYQuLHk4FZWaui6RkqKn+Du\nDw3NwbWOERymXFUl/k5Oji5wg53kigoRTpyS4sdZt3NOAFIAR3NwCwqkwLWcg8NB2atT+cpxgbEo\nbfp0sm68Ea2yMuxYCxcKkTpmTBkdOngpKbHFVKRq924b+fl2MjL8dOxYK6J1naSvvmLaor7cxIvG\nuv7UVL6+4ElO5idqjj8+6tgAHTt6qSKFKWe9S+WllxrLXc8/T8qbb8Y0hkKhUCgUCoVCoTh4NHmB\nK51BWZDIiszBjeQeygJT0um0IsVpfUOUI40hRXMsAtccQ+xHurGhjjkY6RCHygO2cuBACIELaEmJ\nPNTjXd7jMmNZ8pdfknPhhdi3bKkzTlGRxpo1ThISdI4/vobOnUXP2c2bowvc5ctN91bTwP7772Rf\ndRXZ111HetkeYz33oEHsnzePt7Nuxo+drl1j62vbsaNYb8u2BIqffhr32Wcbr2U8+CDOlStjGkeh\nUCgUCoVCoVAcHJTAjZCDK5dFClEuKwtdYApiLzIlCzjFI3Djc3DFuFIUy5Y/Mr82EvIcZCGtcBQU\nCPs6WOACtO1s40reYelfbjaWOdetI/fcc0l5662AHNZFixLRdY1+/WpITiZOgSvs6BOOKSJt0iSa\nDxxI0rffGq/vpzkjeJ91T72Bv3Vr1q8XYx59dGwCt1Mn4Qpv3eoAh4OiF1/EU9uDWaupIesf/0Ar\nKYlpLIVCoVAoFAqFQtH4HDZVlA8VkUKUk5KihyhLB9flqrt9vEWmMjNDucChRbIUuHIfkQgOlZbh\nxrJCciRidXBliHKzZnXzazt18qJjY3rPJ+g8tDOZ996LVl2NrbKSzLvvJnnmTEoefhhvz5788kut\nSD1B5NB26SLE56ZN0W/VdUtr+D+e5OE3nyKpvNBYrmsalX/7GyOWP8V3q1owcnsBuc1r2LBB7Ktr\nV0+4IQPo0EEcy9atDqHJk5MpfOklcocMwVZWhmPHDjL+/W+Kn3kmpvEUCkXTxOVyHepDaPLY7XZ8\nUepBKBSHG+q+VRyJHIr7tskLXOnOhmoTFIuDK51Nlyu8+9oYObjBIlkWnYo3B1fXTQc3WgVlMIV7\nrAI3lIPbqVNtaO8WB1X3XYb3mGPIvOUWnJs2AZC4aBG5gwfjHjIE7657gNPo1UuITungbtkS/la1\n79pF0jvv8f7Pb5BDAZSbr9X06kXJf/6Dp3dvuDITENdh3z4bxcU2MjP95OXF1oIoJ8dPWpqf0lIb\nhYU2mjXz4+vYkeIJE8i+8UYAUmbMoOq886i2hC8rFAqFpKys7FAfggIxyaDeC8WRhrpvFUcih+K+\nbfIhyjW1xXZDtwkKXCcUpaXhqxk3Rg5uOBc4nhBlp1Ocn8+nUV0tetZCbA5ucrKOzabjdtvwRojk\njRSiLEN7pUj1HHss+f/7H+U33ojuEMs0XSf5yy95acVfWEMPBv/wMAk//EDX7H2ACFGWkcxacTEJ\nixaR9txz5Fx0Ec1PPJGM/04S4rYWb9u2FE2cSMHnnwtxS2DBrg0bxH67dvXE0ppX7Fcz83C3bjUr\nirkvvJBKSw/nzLvvRlP/ASkUCoVCoVAoFH84ysGNIQc3uEWPFdPBjSRwI88jFBWJ8UMJXCmcg13g\neIpMgRDKNTUalZU2I0Q5lhxcTRPnUVamUV6uhQyjBquDWzcEQYrC33934POJ9kckJ1P6wANUXnEF\n6Y89RtKcOcb6x7AWpq+F6c+RA5Tgorg0k9x+PhyVZdgiiMd9ye1IfGQMlcOH16kcZp0s8HqFQG3R\nIjb31jwXH6tWiTDl4483Q5tLHnuMxJ9+wr5/P/Z9+3A98wylDz4Y19gKhUKhUCgUCoWiYTR5B9cM\nUQ7fBzeWHNxQRaaSk8Uy6baGI3KIcugiT/E4uGAWmqqo0IwQ5ViqKIMpsiMJ9XBVlOX2zZv7qKnR\n2LMnsJeSt0sXCl97jf1z5rD+5CsoJ7XO9umU0Y4dJOzbHVLc6nY7q1ufxaXM4Pkxy6i88sqQZbGt\n52H2Lo5X4Jp5uAHHkJ1N6UMPGX+nTpuGw9JvV6FQKBQKhUKhUBx8mrzANYtM1X1NCtzIObgNaxPk\ndkNVlQ2nUzfWj2WMeIpMWceprNSMsGrZ4zYaUgSGy8N1u0U1aYdDD5vXm50t++mGHsN7zDFM7vsS\neezj1QveouKqq6g59lj8ycl11vUnJeHp3p2KK6+k6L//Ze/y5dza9Qs+5FI6dgt/S5sFuzSLwI3t\n+knatRMCd9cue53Xqi6+mOqTTgJA83rJeOCBgArRCoVCoVAoFAqF4uDS5EOUY8vBDS9QZbhvKCcw\nIQHsdh2PR8PjEbmwwVjd21C5oI3RJih4HNmWKHaBK7aVbnUwBw6Y+bfh8lnlcUYquLViRQKVJKIN\nG0LJuQPEQr+fV572Mf1ZncuvrOL2e334s7II3pGssiyrLofCeg0cjvoJXDmREfJaaBoljz5K7rnn\novn9JP7wA0lffon7/PPj2odCoVAoFAqFQqGoH03ewY0UomxWUQ6/vXQCQ+Xgapo5RjiRHKkHLjSe\nwLXmn0pRHksVZYgeomy2CAovmKMJXF2H1avFDMCxx1qqetlstOrhYhsdWLqvI/7s7DritqoKdu60\n43DotG8fm8CV75t0dWNFVsuW/Y+D8R5zDBV//7vxd/rDD6NVVcW1D4VCoVAoFAqFQlE/lMCNUGQq\nlhBlKXRCtQkSYwTuJ5hI+bcQvg9ufYpMie1slJQ0boiyFLi5ueF7XMn9V1WFvuV+/91OcbGNnBwf\nLVsGHpcUrbt31w0LBtmXVqNdO19Il1xiLfoVaWIiErG0TSobOxZfdjYAjl27SH3xxbj2oVAoFAqF\nQqFQKOpHkxe4kXJwY+mDK0NVwwklUySH3r6w8I9xcKVQrqy0FpmKTeBa2+uEIhYH1xTYocf4/nvx\nBpx0Uk2dMOdo/YTN8GRPyNfNcUyhLot2xVtkSk5kSBc8FHpmJmX33mv8nTZ1KraCgrDrKxQKhUKh\nUCgUisZBCdwIObhJSbFUUY4slKKFKMvqw7IIUzCNXWTKWkU5VgdXirrgSs4Saw5uOGQV53Aidf58\nIXDPPLPuTEC4XsCSzZuFwO3cObyDDIFCub5FpmJxcAEqL7sMT9euANgqKkh77rmA1x9/3MUjj6TH\ntW+FQqFQKBQKhUIRmSYvcCPn4Mp1wm8fLdQ1msCVDm48AtfvB7fbFva4Q2EViWaIcnziOJyoy88P\n3yIoeP+hWibV1MCCBULgnnGGO+z+w4ljKXCjObhSzAoHt2ECN1wOroHdTtk99xh/pr7xBvbt2wHY\nu9fGCy+4eOmltKhCWaFQKBQKhUKhUMSOErgx5ODGUkU5XA5uNJEsBW648N5QObhutziepCQ/thjf\nQSkwS0psVFXZsNtDtyUKhVUYhsIMUY6egxtKpC5blkBFhY2uXT20ahWqn7Apjv0hLlPsDq55LaUb\nHW+RqaQkHYdDp7paizjxAeA+5xxqjj8eAM3jwTVhAgCLFpnx8NLBVygUCoVCoVAoFA2nyT9dyxDl\nSDm4UlCGIpqDK8Ocw+XxRhe4dYVhvPm31nH27BHhxOnp4Vv6BBM9RFkWmapfFeVI4ckAdrsQ87qu\n1XkvdN0qcCM7uFaRXd8iU5oWvaq0deXSceOMP5NnzsTx228sXJhgLJPvv0KhUCgUCoVCoWg4Tf7p\nOlKIcjQH1+/H4gTWL0RZ5q9GC1G2uqf1E7hifClwYw1PDncMVgoKYsnBDS9wv/sussCNtP3evTYq\nKmxkZfnIzo58To0Rogxmca7S0ugzBDUnnoj7rLMA0HSd9PHj+ekn5eAqFAqFQqFQKBQHgyb/dC2F\nZ+gQZfEzXCiqzItNS/NjD93BxghRjlZkKpqDa83BjbfAlHXd3bvF/jIzYw/NNR3LaOcQS5ugwDEq\nKzXWrHFit+uccEJNqE0Dtg8WuGYF5fD9byWBfXDrV0VZbBNboSlJ6b33otfa5UnffEOrLT8ZrymB\nq1AoFAqFQqFQNB5N/uk6ssCN7L5KBy+SCxhrm6BwDm5yso6m6VRV2fDV6sf6OLhSIFpDlGNFisBQ\nhZX8/oa1CVq1yonfr9G9uyfi+YSrJm0WmIoucK3X0uPRcDr1kKHp0TAd3Ng+Pt7u3akaNsz4+0nu\nBsT5qBBlhUKhUCgUCoWi8WjST9e6bg1Rrvu6KU5DC1zpAoYrMAWRe+nqenSBa7PVFYfyZ31ycCsr\nZYug2LeN5OCWlGh4vRoul5+kpPBjhBO4y5c7AejdO/b8WStm/m10gWu9lhA+rDwaVgd33z4bmzaF\nse8tlN11F36nsPNP4SdGpn0CKIGrUCgUCoVCoVA0Jk366VoWmHI69ZDViCOJU4Cystgd3FAucEWF\nRk2NRnKyPy73siFFpiTxObjhQ3Jj6YEL1iJTgRd6+XIh+vr0CR+eHLh96BDlWAQuBF6HSBMTkZDb\nlZbauPLKZgwenEtxceRw5QW7OjPFf6Px9wTnOGz4jOunUCgUCoVCoVAoGk4TF7jhw5MBw5EMF14s\nQ3YjiUWzTVAocRg9tBfCC9x4cnCDj/GkkyILSisyRDlUFWUZnpyTE7lFTzQHt1evyA5usAMticfB\ntY4D9SswBWbl5ZISGxs3OqiqsrFypTPiNosXJ/CI734qbGkAtCxax994S+XgKhQKhUKhUCgUjUiT\nfrqO1APXujxcDm58Dm7d12IXuIG9cOvj4B59tJexY0u5885SFizYx7BhVTFvG8nBNQVuNAdXvG4t\nMnXggI3t2x2kpPjp2jWyQE1JEdtbBXJlpcauXQ6cTp127SILbIm17219CkyB6eBu22bH5xPH89tv\nkQVudbVGAbksOGmMsexhHqI0P7KwVygUCoVCoVAoFLHjONQHcCiRzmy4QkMHOwc3Wv6tpDFClDUN\n7rijPOb1Q+/fht9PQDh3LAWmILSDu2KFEIXHHecJW4U60vZbtoiN2rf34oysLw2skxENdXClewyw\nZk10gQuw+NSbOGvdS9gLC+nANs7b8f+Ay+p1HAqFQqFQKBQKhSKQJu3gSmc2VA9ciN3BlYInFJFy\ncKWDG6/AlSIvKal+Ai1ebDarixx4HrH0wIXQbYJiLTBl3d66/3gqKAePA/UvMiUnNGT+L8QicMVP\nLd1F+a23GstvKnoCrbx+Ew8KhUKhUCgUCoUiECVwCR+ibPbB1dBDrCJzcCMLXHOMYIqK/jgHt6GE\nC1OWDm5ubvw5uFKgdu8eu8ANtX2s+bfQWEWmxBg7d5oCd9MmB1URor7Nat06FaNG4W3dGoBcDp+M\n8wAAIABJREFUPZ+kqa/U6zgUCoVCoVAoFApFIE1a4FpFRyg0zeri1n3dzMGNHqJ8MHJw4yky1VCs\nYcpWYj0Hq0CVkwWyj2xWVnShKfdvdYDjraAMge9VQx1cKz6fxvr14V1ct9tyryUlUXbnncZr6S9P\nxVZYWK9jUSgUCoVCoVAoFCZNXOCKn7LScSgi5eFKNzOSgxspB1e2iDkyHFxxjFLUS2ItMuVwiGvh\n92vGdS8piV6FWhIqRHnTJiEo6xuiHOl9i0Twdpom/o4Uphw8mVI1fDibEo4GwF5RTtrkybjdsHdv\nk/5I/iHk59s45ZTmPPNM2qE+FIVCoVAoFApFI9Okn6aj5eBC5DxcGaIcycGNlIMri0xFcz+De8Ae\nTiHK+fmx5eBC3TDj0lLxMyMj+nmY24prVlMDmzeLfcfn4FqLTDWsirKkb18RYr16dewCF7ud/9fh\nYeP11Ndf5+4r8zn55Dw2bGjStd8OOt99l8i2bQ6efz4tav9ihUKhUCgUCsWRRZMWuNHaBEHDHdxI\nObj1Ce+FQ+vghg9Rjt6mRx5vVZXYRoYox+bgBha5WrQoAbfbRvfuHjIzY78O1rDk+oYoB1dfHjjQ\nDcDPPyfgD3Mq8v2XvZUB1hx1AYs5AQCtuppT5z5OTY3G558n1+u4FLEhJxDcbhsffZRyiI9GoVAo\nFAqFQtGYNGmBG5uDK37KsForUuxFEkqRcnClg5uVFVuBJilsD6WDaw1Rrq4WItXh0GMSmcG9bEtK\n6uPgim2++UYoxbPOcsd6CkBgH9z6hiinpwduN2SIm5wcH+vWOZk2LTXkNmZLKnPbZjk69zDe+Ptq\nXqMHq5k7NxFdh3nzEtm/v0l/RA8K69aZTvubb6Ywe3Yi77+fHLKQnEKhUCgUCoXiyKJJPz3HkoMr\nW/GEcmClm2gVTcHE0ge3vg7uH1lkSgpcaw6s1YG2xXAnWUOtq6uFg+Z06jG1OwoW+abADTHzEIFA\nB7d+IcrBoc0dOniZMKEYgPHj0wPaB0kCikzVkp3tZz4DWNNmEAB2/ExkLCtXJjB5chp/+1szrrkm\nWwmvRkY6uElJfjZudHLNNc3417+yWLgwwheBQqFQKBQKheKIoEkLXJnPGckJjZSDawrc+EOcPR7h\nftpselQH83AIUZZ5p7IwFJhFsqIJdIn1PGT+cnq6Hy2GNEhroa3Nm+1s3eogM9NP374hrPEYxoG6\nocaxkpBgTnxkZvpJTIRzzqlm+PBK3G6N11+vG/ZqhihbHNzasO5/lDyNr/ajeC5fcy7/48kn0wFY\nvjyB2bOTUDQOFRUaO3Y4cDp1brlF9B92OMR78sMPiYfy0BQKhUKhUCgUjUCTFriyyFGkHNBYcnAj\nCSWZgxsskKU4TkvTo7qfwQWWDoXA7dhRiLG1a83wzj17ZAXl6Pm3EChwZXhycLhvLNtK93bAADeO\nOOsxWd+r+vbBFeOIbVu0MM/9nHNEuPSOHXUPKlRLKlk9e2FZL6ZxrbH8acZix2s4zE8+6eKJJ1w8\n/HA6vtgutSIMGzearaVuv72c2bP388orokXTggVK4NaHuXPtjB2bYXyfKhQKhUKhUBxKmrTAlS5i\n5DY/4meoHFwpOOuTgysFbixhxsnJgbmr8ucfKXB79xYnsGKFKXAXLhSC4LjjPDGNYQ0zlgWmMjLi\nd3+lEBk4ML7wZDFOw/vggnnPNG9uKs6WLcXvoVr9hApRbt5cHIum6fgevBM9TbSt6ckaRvMqb71V\nSKtWXtavd/L88y5efjmNxYtVGG1DWL9eCNyuXb1oGvTo4eWUU2pwOHRWrHDWaYOliM6ECQm8+24q\nU6aotksKhUKhUCgOPU1c4MoqyPE7uF6vEC02W+Qc0nAhzrKScCwC93DIwT3qKC/JyX62b3cYubfz\n5gmhOWBAbELTmoMbTwVlsBaosrFjhwiN7to1NmFtxSpq61tkSmwrjicvzzx+6ebu3Wuvs76cILFW\nUT7hhBrGjCnjjTcKufgGFzV33GG89l/X/ZzY/QCPPFJKXp7PGDtUfq8idtavFxM03bqZ905amk7v\n3h58Pk1NINSDbdvEZ3natFSjL7ZCoVAoFArFoaJJP42YeaDRc2jDhRinpuoRc0jl9tLBq7t97P1j\nD2UVZYcDjj1WiIIVK5zs2GFn0yYnLpeffv1iy4NtrBDlnTuFgGzdOv54XWuIcn2LTFnHycszj6F5\ncz82m05Bga2OYx8qRNluh3vuKTOc6Jqbb8bXsiUAKWX5uJ59liFD3Pzyyz6uuaYCgM2blcBtCLLA\nVLdugb2TTz1VvAcqTDk+qqthzx75vWTjhReUi6tQKBQKheLQ0sQFbnQHN1wVZJl/Gy3M1czBDVwu\n3dhYwmQPhyJTAL17mwJXurenn16N0xlpK5OGhCgnJoLdrlNTo1FRYSMlxR9X/1uJvN52ux7gpsaL\ndJ6tDq7DAbm5fnRdY//+QBc3lMCtQ0oKpePGmcf6yis4NmwAoEsXIciUwG0YskVQsPsvBe6PPyqB\nGw+7dtnRdc2IsHjjjRSVJ65QKBQKheKQ0qQFrhkmGz0Ht65Alfm3kQVauBDleHJwrQJX183w5lja\n6zQmMg/3118TmD9fCIEzz4w9D9ZaLCuWa29F0wKvVevWvpiqLweTmemnT58aBg6srtf2kp49PWia\nTq9egTeGzMOVBbhAhLP7fBp2ux61KFbVJZdQfeKJAGheLxnjxoGuGwJXhSjXH58P9uyxo2k6HToE\nqrB+/WpITfXz229OI09XER1ZUK13bw8ul5+qKpsx+adQKBQKhUJxKGjSAjceBzdYoMZSQRmihzjH\nK3BlqHNSUvTqy42NdHAXL07gu++kwHXHvH3oEOXYw4SDBW59sNng888LmD69sF7bS26/vZyVK/fS\nr1+gExgqDzcm91aiaZQ8/ji6XWyf+NNPJH/6Ke3be3E4dHbutFNV1aBDb7JYPzv2oDTppCQYNkxc\n2DffrNvmSREamQ/ftq3P+C4sLze/mMSEnBK8CoVCoVAo/jiatMCNxUVsqEANF+IsH/piCVGWochV\nVZqlgnL980frS7t2PrKyfJSX23C7bQwdWknr1vEIVLMadLxFpsT2DRe4INzghri3cozs7LrvXYsW\n4nzqLXABb/fuVIwebfyd/sgjJLjLaN/ei65rbN2qHMaY0HUc69aR8tZbuB5/nGZ33cGrXMMk/x2k\nvvoqzqVLhb1ey6hRIs/5ww9TjM937TA8/bSLt95SwjcYU+B6jYlCq4M7blwGffrksXVr3cJrCoVC\noVAoFAeDJv2kHJuDK37WbfMjBFp0B1f8DG4zJLe3tq0Jh90uXCe3WzMqGP+RFZQlmgaDB7uZOTOZ\ncePKjMJHsWKtoix1RUZG7OdhPedWrQ7PRL9QDq671uSOJ+e37M47Sf7sM+z79mHftw/X00/TufNz\nbN7sZNMmB8cc440+SBPF/vvvpLzzDikffYR9796A164BqAYeEH/709NxDxlCxciR9Ojbl379ali2\nLIFPPklm5MhKQEQsPPOMC7td55xz3EZ7J0VoB9faaunnnxMoK7Mxc2Yy//pX+SE5RoVCoVAoFE2L\nJu3gxlJF2emMVkW5YTm4sfZilY7tnj3igTIeYdiYTJhQwurVe7n22oq4Q6Qb0iYIAicDDleBGyoH\nN1QP3GjoLhelDz5o/J366qsMcv0EqEJT4bBv20bmrbfS/PTTcU2ZUkfchsJWWkrK+++Te9FFNBs+\nnHtPmQ3Ac8+lGdES774rnFufT+Pjj5MP3gkcgcgcXCFwpYNr3vv5+eL3WbPUdVMoFAqFQvHH0GQF\nbnW1CB11OCL3sQ0XohxrFWWHA2w2HZ9Ps0ZDWkKN42uTI4VTrNWHGxtNg+R6PqtaqyiXlMQvcK3X\nuiEhygeTSDm48RYFq7r4YqpPPx0Aze9n9I//JBG3KjQVhL/SjXvcf2k+YAApH32E5jfvKX9mJlXn\nnUfp2LGsuX0io5nGxNzHqRw+3GjJJElctIi/Tr6Qr9OHoe3czaRJLkpLNb74wrTeP/ggBf3QzC0d\nllhDlIMdXJ8PCgvF53zdOiebN6swZYVCoVAoFAefJitwpXvrcvkj5mOGr6Icm8DVtNAubjxtgsAq\ncMVDYmbmkRcmGdgmSJx/fUOUj0SBG4+DC4CmUTxhAv4U4SA227eBB3mkSTq4xcUaU6emsmtX4FeW\nY/Vqkk8/j06vT0Cz5AG4zziDA9Ons3fFCopeeYXyO+5g05mjmM5o3mk7luJnn2XfkiXkf/YZlSNG\noFvKW59TOpPV9KR86kzGjMnC7bZxwgnVZGf7WLfOyapVMfbF+pNTVQX5+XacTp28PD8ul7i/ZXRK\nUZENXTe/8778Urm4CoVCoVAoDj5NVuBKgRWtTU34Prix5eBC6DzchgrcQ+XgNgRrFeX6hChb3W4Z\nCny40bKlWWRKOn31FriAr21bSu+7z/j7bp4ka9OvDT/QI4jCQo0RI3J49NEM7r03UyzUdVJee43c\nCy6g2d71xro1vXtT8MknFL7zDtXnnIO1L5O1ijIAmoanXz+Kn3mG/T/+SOWwYca66ZTxhn4VV8+9\nlnRKGDWqkksuEVWWP/ywaQm1ggJbSNd6505xbdu0EVWpZYiynDyU4cmSL79sQONphUKhUCgUihhp\nsgLX6uBGoqE5uBA6zNksMlVfgXvkxUmGahMUz3nIyYDmzX3GpMHhRmqqTnq6n+pqjdWrnWzZYrcI\n3PqNWXnVVVSffDIAdvxMqbqWquLY+w+H43AItd2wwcG8eeEvTE0NXH55DmvWCNf0m2+S2LrOS8Zd\nd5F5331oHtGmqYIUXjhmEgWffUZN//4hx6ojcC342ralePJkCj7+GG+HDsbykbzDptTjGNZmIaed\nJq55U6pi/fXXSfTq1YLnnkur85oMT+7QQXwHisk+HU9hOVp5OQf2i+vcp48If1m1yon/yJuXUygU\nCoVCcYTRZAWudHBlWF04pCjxBLY7jatIVCgX2GwzFNsTn3Qvj2QHVzo8+/fbcbttUfOfg5EC+XAN\nT5bIMOXBg3MZPDjXEPP1cXABsNkonjgRf23yc0/WkPr4kw06Rl2HUaOyGTQot869/Udy001ZjBqV\nHbaNzJIlCaxZ46RVKy+DB1fRil20uPyvpL77rrHOL/ShD7/yduZN1GlwayGSwJXUnHgi+bNnU3H5\n5cay3IrttLz8rxy38n1AhN4eLsyench992VQWFj/vlc+H8ycmWzky1qRrZGmTEmjqChwHzt22Mkh\nn5HVr5I5Zgz3vXU8laTw2HNtaNmtG5eObMlmOvHi7ksYm/QcbfXtxveuQqFQKBQKxcHi8HlS+4OJ\n1cENVwU51iJTYgzqjCFDlOvv4B55ArdlSz/t2nkDwpPj6Ucr3fLDtYKyxBo+XVFhM96zegtcwNe+\nfUCocot3XiJx9ux6jzd/fiLz5iWxdq2T/fsPTfEfj0c4uLou3O5Q/Pyz+PAMGeLmoaGLWEJ/Oucv\nNV7ffsYITmUBG+lKcXHkr7NYBC6AnppKycSJFE6dij8jAwCtupq+z9zMeO6m+MBhYH3XMmmSi9de\nS+XCC3PZsKF+zvK776Zwyy1ZTJzoClheXKzxww9ihq+iwsa0abUurt9P4pw5XPzKZeylBdcuvIGU\njz8m98AGknEb22u6Tie2cuK+L5ngvo1tdKDltSNJnD//8AgfUCgUCoVC8aekCQvc2BzccDm4Zh/c\n2EOUGyMHVz7EZ2YeeQ+ImgbnnGM+AEfLfw4mJ0dc644dD+8esKNGVXLqqdU0ayaErsxFjLeKcjCV\nV1/NwuzzjL+z7rgD265d9RpryhQz5FRGE/zR7Nhhx+cT+9640RRnq1c7GDcug6IizRC4Q11zOGHs\nRbRiDwB+m52Shx/m1TNewo1wtqVTHg4pcGOtXO6+8ELyZ83Cc9RRxrK7eYoXd1+CVloKiM/0hRfm\ncN99GTGN2dhI1/X33x384x9Z9Rrjm2+EiF27NlAgf/11Eh6PRqtW4vM27f+l4Pv8W3IHD6bZ1Vdz\nzNbZ2Kn7/VdtSzKiDYLJWjSPZiNH0uzSS3GuWlWv41UoFAqFQqGIRBMWuLEVOQr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2VLvyFwg13adu28Rk/kUA4uCIG7sdZsDo4mieTgSoH7888J+HwaXbt6Am4PTRMu7qZNNnbutNeZ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FSWa2K7iPPpoPTVNw2WVtxsf27k3vajlWcEmybslF6SUruHI7IPlvOSMAEO9V5eXi/YstykRE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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca78af450>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mgc = pysptk.gcep(xw, 20, -0.35)\n", "pplot(sp, pysptk.mgc2sp(mgc, 0.0, -0.35, frame_length).real, title=\"Generalized cepstrum based envelope\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yhHfeeYdu3bpRr149Ll++zLZt26hUqZKekC3tMSrKzZs36d69O+7u7jRq1Iia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\ncxw6dCjbwyI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"text/plain": [ "<matplotlib.figure.Figure at 0x7f9ca77c0410>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mgc = pysptk.mgcep(xw, 20, 0.41, -0.35)\n", "pplot(sp, pysptk.mgc2sp(mgc, 0.41, -0.35, frame_length).real, title=\"Mel-generalized cepstrum based envelope\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }