{ "metadata": { "name": "Audio Features IIIb-Pitch" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "rcParams['figure.figsize'] = (16, 4) #wide graphs by default" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Audio Features-Pitch extraction" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Pitch" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import essentia.standard\n", "\n", "loader = essentia.standard.MonoLoader(filename = 'sources/180451__iluppai__alto-saxophone-solo.wav')\n", "sax = loader()\n", "sax_sr = 44100" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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g8suNazeS18yur6tS7vdBzURQTqDk8z1tGtC5szyJn1rnzgGVK3seu1xAq1bA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\n" } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "import essentia.standard\n", "\n", "loader = essentia.standard.MonoLoader(filename = 'sources/109193__juskiddink__leq-acappella.wav')\n", "voice = loader()\n", "voice_sr = 44100" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "import essentia.standard\n", "\n", "loader = essentia.standard.MonoLoader(filename = 'sources/32804__johnwally__solo-man.wav')\n", "guitar = loader()\n", "guitar_sr = 44100" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Pitch tracking (F0 estimation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Good overview of methods in:\n", "\n", "Camacho, A., & Harris, J. G. (2007, September). A sawtooth waveform inspired pitch estimator for speech and music. The Journal of the Acoustical Society of America. University of FloridA.\n", "\n", "Rabiner, L., Cheng, M., Rosenberg, a., & McGonegal, C. (1976). A comparative performance study of several pitch detection algorithms. IEEE Transactions on Acoustics, Speech, and Signal Processing, 24(5), 399\u2013418. doi:10.1109/TASSP.1976.1162846" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Time domain zero crossing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def windowed_zcr(sig_in, winsize, hop, sr = 1.0):\n", " l = len(sig_in)\n", " win_start = arange(0, l - winsize, hop)\n", " zcr = zeros((len(win_start)))\n", " for i, start in enumerate(win_start):\n", " sl = sig_in[start: start + winsize].astype(float)\n", " zcr[i] = (sr/float(winsize)) * sum(sl[:-1]*sl[1:] < 0)\n", "\n", " times = win_start + winsize/2\n", " return times/float(sr), zcr" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(linspace(0, 1, 44100), sax[:44100])\n", "ylim((-1,1))\n", "twinx()\n", "plot(*windowed_zcr(sax[:44100], 1024, 128, sax_sr), color='k', lw=2);\n", "ylabel('frequency (Hz)')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Z8Pnnn+PUqVMYNWqU156QTp06weVyYfPmzUhJScHKlSsBFKJHo5DIXNFCQRQ1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\n0f8BefV3irepr8kAAAAASUVORK5CYII=\n" } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(linspace(0, 1, 44100), voice[:44100])\n", "ylim((-1,1))\n", "twinx()\n", "plot(*windowed_zcr(voice[:44100], 1024, 128, voice_sr), color='k', lw=2);\n", "ylabel('frequency (Hz)')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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WeAEwxjZt2sQ6d+7M6taty06dOsUYY+zkyZPsjjvuYIwxNn78eDZ+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\nZemAMzFRTJjYvr3421ywQAzpqF1buayjt7fYd6gbUPKTttLfM/9d166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MWiKKVuPm5oZT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\nBCjWAAAAAABEgGINAAAAAEAE/gPgde05rY/i2gAAAABJRU5ErkJggg==\n" } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(linspace(0, 1, 44100), guitar[:44100])\n", "ylim((-1,1))\n", "twinx()\n", "plot(*windowed_zcr(guitar[:44100], 1024, 128, guitar_sr), color='k', lw=2);\n", "ylabel('frequency (Hz)')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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o4UJeG0t069atceLECcs1qiLabGZ9wNQfY8eORbt27TBu3DjMnDkTnTp1gqZp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\nKjk1ox2pxgV56dChAxQKBf7991/kF5bPyUaOHTuGa9euITAwEFOnTi1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oNGYDZlMUCgV+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\nIUz0f/XJCIZzdq78AAAAAElFTkSuQmCC\n" } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(linspace(0, 1, 44100), guitar[:44100])\n", "ylim((-0.2,0.2))\n", "\n", "hlines(0, 0.55, 0.6)\n", "twinx()\n", "plot(*windowed_zcr(guitar[:44100], 1024, 128, guitar_sr), color='k', marker='o',lw=2);\n", "ylabel('frequency (Hz)')\n", "grid()\n", "xlim((0.55, 0.6))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "(0.55, 0.6)" ] }, { "output_type": "display_data", "png": 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ERo8Wy+bqanJixMaK9z7GxQH9+onT94narsvLgcREKa4BKa4lF8nx42JVQpVI9FJWBgQH\ni7U2FRDzfayrA0aNEkuE1NXRxLiuTpxICECR65QUcSaYANk8diy1j+5us63RR10dievwcKClxWxr\n9NPYKK64HjxYLBHS0EBZJCK166oqEqlRUWJlNzQ0kKMrJkacMbKpCYiMFC8jo7kZiIiQ4hq4xMR1\nSQl1WCINaABw//3A55+bbYV3pKcDWVlmW/HfhWhb6IjK5s30ddMmc+3wlrIy+ipS/1dfL6a4jouj\nCrSiPOvz54ELFyiqIJK4ZlGn/v3FsbuujqJ74eHi2AyQ8Bg2jGwWRfA1NZHYEy2a2tBAwmnAAHGc\nGSxyHRFBIkoU6utJWMfEiDPOiBq5ZuJaNKdAILikxPWaNbRVwAcfmG2JfkpKgL//HXjpJbMt0U9b\nGw2+BQXiTC5Fp7SU0ppEi6a++aZt2xFR+PZbIClJrP1eGxrovUxKEmtQEzFyzSZrUVHiTIwrKoCE\nBJr4iNRnsyhwWJg4+72qI9eiievYWBJ8ooinxkaK8EVGimMzYC+eROmv2fr28HCxnjWLXEdHixO5\nVmdkiNI+AJu4Fi27IRBcEuJaUYDPPgN27QJuuAHYt89si/RTUECeeZH2sjt+nCLXEydSESVR+Otf\naeIgWgR461bg2Wfp+08+MdcWbyguBhYvBu66y2xLvOPoUWDGDEqDE4WTJynlV6TJGttGh0XLRIGJ\nJ5HEdXk5FccRTfCx9csDBlD0XQREFtfR0WK1axa5Fi2ayp61SP11YyPZHBEhVruur7elhYvixGVp\n4aJFrs+do/YRGSnF9SUhro8dA2bOJHG9dKlYgu+774B58yjiLkoRpaIiYMQIYMoU4MABs63Rz3vv\nUfQjP1+ctZL/+Ae1j9dfJ8eRSHuQ7t8PzJlDnezZs2Zbo5+jR4HrrxdLXFutFAEWyTvf0gIEBdEE\nQsRoqkgipLycIteiCb66OpoUS3EdeJjgE2lizCLXooprkSJ8TPCJGLmOiRFrbBQ5ch0eTu+jKO06\nUFwS4lodqR43TiwB8s03VHk2NlYcu4uKgMsuE09cHz0KPPQQcM01wKxZZlujj23bSGDX1wP33CNO\nGwGAL7+ktj18uDh7Hp48SZkNkyaJJa4PH6atXcLCxBEhLJoaFiaWCBFRXFdUyMi1UdTWiieuu7rI\nwRURIVYhNiZCRJvMM7vDwsR51kxcixS5ZtlR0dFitWu1I6OzU5wlMSwtXCQHXaC4JMT1iRPA735H\ng29CAk3aRIlM5ufTputJSbaCRLxTVESCacoUsl8EmptpQHjxReDuu2kZgQht5JtvKP0+OpqKEZWU\nmG2RPjo6gPXrgdtvF6vYzPLlwGOPiVd99uBBYPJksSZrZWXA0KFiTXoAMcW1iGnh7e1URyAigsS1\nKG1ExMh1UxM956Ag8ewWLS2ciaXwcLH6axGzBNraAIuFCiKKZDdzvlgsYs2fpLi2cUmIazZxYC8Q\nIMZL9O239NJMnEiTTNHE9eTJNEjs3Wu2RZ45cwZITqb0oHfeoQ5LhMhkcTE9a0CcFKGaGqBvX9pT\nd+JEcdaVtbfTmvYHHxRL8CmKTVyLFOErL6d+T7TINStoJtKzZgXNRBJOLOJksYj1rGtqaHwRKcLH\n0pQBsfo+EQWfWjiJJK6ZI0OktHDWhwBi9X0scg2I48RVFHq+4eFSXAN+ENc5OTlIS0tDamoqVqxY\n4XT9u+++w5VXXonQ0FC8/PLLXn1WL0xcA9RhDRkiRhrq6tWUphwSIpa4PnuWBF9wMPD441QojHfK\nyig7gDF8OP/VoFtaSPCxwUGUfRoPHACuuw7Yvp2ORRHXn38OjBljE3wtLWJkN5SXU1pnUpJYk7XD\nh2nrRJEm852dNIGIihJL8IkYuWYp4YBYz7q6moqUivSsHcW1KHaLGLlm4hoQq79mgq9fPzoWoTAs\nW28NiNWu1W1ElHX5589T2wgOluIa8FFcd3V1YdmyZcjJyUFBQQHeffddHDt2zO6e2NhYrFq1Cr/4\nxS+8/qxe1OIaoO8rKi7qRxlGSwulzT74IB0PGwacOmWuTXphkWsAyMigtHzeYZEbhgjiurKSbLZY\n6FiUghxHjlDEmtkdGyuGuP7oI+DWW+n74GCgTx/aG5h3tm4lZ4ZIkZBvvwVeeQW47z5xbAZI8EVF\nUfqsSIJPxMg1K2YGiPWsq6ooy0ikZy2quBYxcq1+1iL1fepoqijRa3XkWqQ2on7WoghVlhIOiFX7\nJVD4JK7z8/ORkpKC5ORkhISEYMGCBdi4caPdPYMHD0ZGRgZCQkK8/qxeqqrIU8wQIXJ99CilKScm\n0vHMmUBOjqkm6WLtWprEM6GalESpy7zDCvowhg3jf/0yq/DLCA+nNPzOTvNs0kNhIVWuZoiwB2lT\nE7BhA7Bgge2cKBOfd98F7ryTvhdFhGzdCixaBIwdK1ZaeHGxLQNGlGcNyMi1kYgeuRbpfVQXNON9\njGE0NIgduQbEWfJwKUSuRRTXItXICBTBvny4tLQUw4YN6z1OSkpCXl6e3z+7fPny3u+zsrKQlZVl\nd109CANiiOtTp2hfWsbUqdQRsP1qeeXZZ4FlyyhyA9Czrq2lFKG+fc21zR0VFbZoO0DthfcocHEx\nOQEYFott/U1srHl2eaK8HLj2WtuxCJO1ggLaXi452XaOpSvz/Kxra4GvvwY2b6bjsDD++z6A6jQw\nRwbzciuKLduBV9RZOwMGUHSVd7q6KHMkLo6yMVpbge5uWx/OKyJGrjs7qX8eONC2hEAERI1cs7Tw\n/v3peXd00DI7nmH7RQPU9/Hu5Gc4imsRnBmOa65FsBmwZWQAYonr8HD6XpT+OpD4JK4tPsyEvPms\nWlw7cuECdagDBtjOsYrhPHPqlH10LyiIUju//JJvcX3uHK0TZ/TpQ+KjutoWhecRqxVQ+2Sio4HT\np00zRxfqiTwjOpoGDJ4Fn+MyDRG8846ZDYAYToFPP6U9ufv3p2MRBjVFAb74Ali1io779CHHXGur\nfT/OI47iWoSt8aqrSaQy0dG/P7URNhHiFfVSHhHaNUBOjJgYatNBQeTE4N3xDNhHU8PDxalOzESI\nxWITT+pAC4+ImBauKGKmhasj16JE2wGb0wgQS1yzyHVICLUZEZxdgcIn33ViYiKKVTnBxcXFSFJX\njQrQZ9Wwyq1qrS5CcbDycmcxOnQorbPlldZWGggGDbI/HxHB/wBx4ABtHcYQYf1yYaF9JBUgu3mv\nHFlWJqa4VqfgA2LYvWULMG+e7VgEm61WIDTUPitDBLufeQb405+Aq6+mYyZSeUedyg7QsxZhYlxS\nIl4KPksJB2yCj/d2DYgZue7qshUXBMSJpoqYFn7hArVnVsxMFKHq6DQSwWbAOXLN+5wPoGfLxDWr\n/yJCnx0ofBLXGRkZsFqtKCwsRHt7OzZs2IDs7GzNexWHsrvefNYdas8UIzGRf3FdU+MsUuPj+RbX\nTDQ5Jh3w7sWsqSHHgHoyHxXFv7jWilzzPkAoinMUWIQJhKvINe925+UB11xjO+7fn9o6z3zxBfC9\n79mf471dA8C2bcDChcBtt9GxKILvzBla8sAYMID/NgKQuGZ9tijPmhUzY4jQrgExxXVjI03m+/Sh\nY1HEtWNaOO9jDGAv9gD+53wMx3Ytgs2AfeRaFAedOnINiNNnBwqf0sKDg4Px6quvYvbs2ejq6sLi\nxYsxduxYrFmzBgCwZMkSVFRUYNq0aWhqakJQUBBWrlyJgoIChIeHa37WW1jkWk1iIv/peq7E9dGj\n5tijh5oa+4kDg3cv5rFjVDhJ7RQQNXLNe6pyQwN5t9XpvSJMICoqqMK5Gt6fdXe3/T7ogBji+tgx\nYPx4+3MitJGyMmDpUluKrwiTh9Ongb/8xd6ZIYLdAPV/okWuHYuriiJURdznWr0mHxBHXDc02MZ1\nEfo9wF7sAfzP+RiNjUBqKn0vis2dnTSGh4XRsSh9n5a4FqFtBwqfxDUAzJ07F3PnzrU7t2TJkt7v\nExIS7NK/PX3WW9QFCxhDh5K45rlAjoiRay1HBsD/BOK770hcq2Frl3lFUVxHrnnusBxTwgExJhAV\nFcDs2fbn+vcH2trMsUcPVVUUTVA7MkJD+bYZINHEtjxj8N6uu7oo5Ve9dECESc9PfgIcPAisWGE7\nJ0Lk+vx56rcnTKBjEZ414CyueXfQMdRClffxnOFYyFYkcS1aWrh6vTUgzrNWV90WpV0zkcoKToqS\nXh2oyHVbWxuuu+46XLhwAe3t7bjlllvwwgsvoK6uDj/60Y9QVFSE5ORkvPfee4juEYMvvPAC3nzz\nTfTp0wevvPIKbrzxRgDA/v37sWjRIrS1tWHevHlYuXKl7wa6gPN6oZ7REnysE+D55a+pcS5KFRvL\nd/VZd+Ka52d97BiQlmZ/jvd14jU1FAFWD2gA/wNEeTk5t9TwLpwA523PAP6jwGfP2i91APh3CABi\nZmRUV5NDTl2cRQTBV1IC7NtnX71fhLXiX38NXH65zXEkwrMGqFDpyJG2Y1EmxmVlthowvI8xDMf5\niCiRSRHTwh3FNe9zPoZaXLNn7bBClTscU/BFiQAHSlyHhoZi586dOHToEA4fPoydO3diz549ePHF\nF3HDDTfgxIkTmDlzJl588UUAQEFBATZs2ICCggLk5OTg4Ycf7l2WvHTpUqxduxZWqxVWqxU5Adz/\n+JIU1xYL/6nhWnbHxPAdTVWnjqnhfTDWilzzPsEsKnIWIAD/z9qxUjggxgRCq6AZ71HgsjL7QlUA\n2cyzQwCwL1TF4L2NaDmNRBB8tbXOTlwR7N67V8xU9hMngNGjbceiiOuSEvHEdW2tfeSa9z6EIWK1\ncK3ItQhtRC2u+/Sh8ZH399ExBV+Uvs9RXPuz7xvQ42Vtb29HV1cXYmJisGnTJixcuBAAsHDhQnz0\n0UcAgI0bN+LOO+9ESEgIkpOTkZKSgry8PJSXl6O5uRmZmZkAgPvuu6/3M4HA57RwI8jNze3d2zo3\nNxcAeo8PHMhFezsA2F9PTMxCaSlQWWl/v+PnzTju7AQuXMhCWJj99ehooKoqF7m5fNnLjuvrgeZm\nZ/saG4Fz58y3z9XxwYNAWpr99UmTsnD+PB/2aR3X1GRh+HDn67W1uT0dFl/2suM9e6h9q+1rawPO\nn+fDPq1jKsKWhYQE++v9+wOHD/P7PlLRRnv7vv02t2cbHfPt0zreuTO3p+iT/fXw8CycO2e+fa6O\nW1qyMHSoc/uoreW3fSgK2fftt8CQIbbrLS1Aa6v59rk73rs3C/ffbzseMIDv/jorKwudnUBeXi4W\nLQLY+9fSkov8fGDuXPPtc3Xc0QHU12chLo6Oy8r4Hs/ZcWUl0Nlpe//Cwmg+OGwYH/a5Oi4pAaKi\n6PjQodye2i/82Kd13NSUhchI+/66upof+1wdl5fn4sQJ4Kqr6Lhv31xs2wbcdhsf9mkdHz5sax+5\nuWQ/z/MndtzcDHR12d7HAQOoPwwKcv/5Q4cOoaGnAFJhYSG06O7uxpQpU3Dq1CksXboU48aNQ2Vl\nJeLj4wEA8fHxqOxZU1tWVoYrrrii97NJSUkoLS1FSEiI3Y5UiYmJKA1kBFbhHE8mPv64ovzpT87n\n775bUf7xjwAZ5SO1tYoSHe18vr1dUfr0UZSuLuNt0sMvfqEoK1Y4n3/mGUX5/e+Nt0cPLS2KEhqq\nKB0d9ufb2hQlJMQcm/Tw0kuK8thjzuf/8AdF+fWvjbdHL48+qih//rP9ua4uRbFYFKW72xybPFFX\npyhRUc7nXbV3XnjmGUX53e/sz508qSgjRphjjx4aGhQlPNz5/OLFivL668bbo5fXX1eU+++3P1dY\nqCiXXWaOPXqor1eUiAjn83fdpSjr1hlvj16+/FJRAEUpK7Od+/prRZk61Tyb9PDnPyvKNdfYn7v3\nXkV56y1z7NHLgQOKMmaM7bi8XFHi4syzRy+/+pWiPP+87djVXJA3RoxQlFOn6Hs2P+GdV19VlKVL\nbcdvvOHcH/LIkCGKUlxsOx45UlGsVvPs0cPHHyvK3Lm246++UpTp082zRy933mk/rtxxh6KsX+/9\nz3Gn+RoaGpTp06crn332mRLtIKJiYmIURVGUZcuWKe+8807v+cWLFyvvv/++sm/fPmXWrFm953ft\n2qV8//sLrO/2AAAgAElEQVTf995AnQQFTrYbg6tU5YQEKi7CI44pNoyQEEpX5nUti7u0cF5tPnGC\n1sAFO+Ro9O1LRYooysofhYXOxcwA/tcva6WFBwVR275wwRybPKGVEg7wv+ZaK1WZ9zXXrnYc4D31\nTcS0cK2UcID/gmbr1gF33WXfj/C+7lBRgJUrgVWr7M+LkPa7fTswa5btWJS0cMd+m/exkaGeR/Xv\nT+NiV5e5NnlC1K241GnhgBjp7I428973MYzYiisqKgo33XQT9u/fj/j4eFRUVAAAysvLEddTSTIx\nMdGuiHZJSQmSkpKQmJiIkpISu/OJbC1MABBeXDtux8CIixNPXAN8r7sWsVp4VZWz2ANoXT7Pk0xX\na64HDOD3WQPa4hrge/2yK3HNs80Arbl2FHy8r7murnbeJQHg35GhVQVfBHHt6lnzbHd+PvDTn9qf\n432CWVZGz5RVN2fw3kYA2r+9p5guANu42N1tnk16KC+nHVYYIjgyurrs539sHsJ7G9Haiot3cd3R\nQY6L8HDbORGcAloFzXhvH0DgxHVNTU1v2nhrayu2b9+OyZMnIzs7G2+99RYA4K233sKtPVuQZGdn\nY/369Whvb8eZM2dgtVqRmZmJhIQEREZGIi8vD4qiYN26db2fCQRCrLl2h+PWF4y4OH73jHYnriMj\n+X35XYlrnr2Bjl5ANWySqe4QeEFrGy6A/8iklggBbOJJK/PBbNxFrnl10AGuxTXP7aO6Wjtyzbu4\nLi8H5syxP8ds5nXLR60dKQD+J2s1Nc7vI+/C6exZYMQI53bAu1Pg/HkgLw/oWQIJgDKNWBtRCxPe\nOHkSGDXKdhwWRn8HnqmrozFQnUnHIu48zkMYTU32O1PwPOdjsHm2+p3kORDEuFQKmvnL7vLycixc\nuBDd3d3o7u7Gvffei5kzZ2Ly5MmYP38+1q5d27sVFwCkp6dj/vz5SE9PR3BwMFavXg1LTyNYvXo1\nFi1ahNbWVsybNw9zHAd1P3JJiGu195IhauSa55dfa09xgG9voDtxzXOnVVHhXqTyiKK4jlzzbLfW\nNlwA/0LVnbjmVfC5E9dUiI1PtJ51UBBtl9fWRvbzhqhp4Vp9Nu/iuqgIuOwy5/NhYegpWMUnu3cD\nkye73vKRV3F94QLtBuO47RnPbQQAKiud56s8z/kYIqaFa/UjIjgFHJ+1CO0aoH5OHXzzV7Xw8ePH\n48CBA07nBw4ciB07dmh+5umnn8bTTz/tdH7q1Kk4cuSI70bpQPi0cK3OCqAJXHW18fboQVRx7fjy\nMHi22dELqIbXSaaiuHZk8CxSm5tJcGh54HmOuIu45rq9nd5Hx7TfoCCqJ8Dr+nZXa655T1V2lZHB\ns4NOxLRwRdEeH/v3pzbP69rU4mJtcc175NoxJZzB85gOAE8+SSn46n3nw8L4thmg+apjpiXvzxqg\nubTablFEquPcTwSnQF2dvVOU9de878/tqA947/sCjdDi+vx5WlehJVR57rBEFdcirrl29AKq4XWS\n2dpq25PREZ4FX2mpc3SPwfNaYFdZAjxHrtm7GKTRg/PcRlytuebV0QWQoKuuFs8BI2JaeEsLZQOo\nRRNgW5vK62TNldOI932u9+4Frr3W+TzPY3pZGfDaa8C//21/XoQIn1YwSESngAgi1ZW45v1Z19TY\nj5EhITTOd3SYZ5MnFEW7EBvPfV+gEVpcs45KK/2R58qRIorr7m7XUWCevZgipoW7qsoO8C1Si4vt\n12Wp4VmEiBi5duXoAvh2Coi45rq6mt5HR8EH8NuHAK7Twnl+1u6coTyLp9paYOBA5/M8t4/ubqpL\n41iEDeB3HgJQwbsbbwRUW9YC4Lt9MPLzgcsvtz/H87NmONY2EqGgmdYYyfNcleEorgH+nXTnztG4\noq4lwHPfZwRCr7nWSrFh8NxhiSium5rItj59nK/x7MX0VNCMx0mmO3HNc3r1pSaueRapdXXak3mA\n7zYiorjW2oaLwfMEwlVaOM82u+uveRZPjqmcDJ6j7SUlJDZc1VHhcR4C0DaVKSnO53kOqADA6dPA\n228De/bYn+fd7u5u58yMAQNsW4hpzQl5QKvYMc9zVYZWFgzrR3gsCAtoz1l5HmeMQOjItatiZoAt\n1YbHdQoiimt3kTKeJz3unjWvL78ncc2rCPEkrnkVfO4i17za7ClyzWsbcbfmmlebXa23BvjtQwD3\naeG8Pmt3NTJ4HmdcRa55jjhVVWn3ewC/8xDAddFMntsHQPu333svkJ5uf57nZw1QdkNSEtXyYFgs\n/KezazlyeX/WgHa/zfM4A2jXCOK57zMCocW1q2JmAHUEFgsVQeGNS01c8zwx9pQWzqPdrgrHAXw/\na3fimlfB19FBbVsrwserzYDn95FXp4C7fa55HYhdOQQAvic97tLCebVZRq6Nw1275lk4iSqu168H\nFixwPs/rnA+gOiqLFwN33OF8jfcUa63INe82t7XR/M/Rbp7HGUA7i5h3mwPNJSuuAX7TbdyJa14H\nNU/RVF6rGerZ55o3XFUKB8QV17zaXVVFYk8rtY1nkeouLZxnp4CrtHBeHV2A+/eR5wmETAs3DhHX\nXGut7WTwOncCxBTXDQ2Uhn/FFc7XeBbX69fTXPW555yv8Z5i7SpyzbPNZ87QrgOO8xGe2zagrcV4\ndiwagdDi2l11YoBfodrUpL1dEcDvhN5dpIznaoaetuLiceIj08KNw1WlcIBvkSpiQbO2Nsok0nIs\n8tyuPWUJ8NiHKIrrtHCen7WI4lpRXEeuebUZ8CyueZw7AWS3Vq0dXud7gG1s1Cq+y7PdX30F/PjH\n2sUceS9qdvo0MHy4/Tme2zUAnDwJjBrlfJ7XuSrDlbjm2WZ3HDhwAL/85S8xffp0xMfHIyEhAdOn\nT8cvf/lLHDx4UNfPELqgWWmp9h6NDF5fJFfRG4DfiY+7CSZge5HU63J4wNNWXDw+az3VwhVFe6A2\nk7Iy184uXp+1q/XWAL8OAYAm88nJ2td4fdZsMq/Vbnm1GaC+b+RI7Wu8TiDOn7dtX+UIrzYDYlYL\nZ8+6f3/nazw/a1fOF4DfuRPgOmunXz8qsNXRoS0GzaSkxLXjOTycxDePVFYCiYna13hNsVYUcr7U\n1ADjxtlf490hcOqUdrE+nvsR4NIS1/PmzUNMTAyys7Px8MMPY8iQIVAUBeXl5cjPz8dLL72EhoYG\nfPLJJ25/jvDi2nE7BjW8egQ9Teh5nGR6EtfMbt6qGYq6FZcr50twMKUMdXTw5cjo7KR3zdWz5jUK\n7O5d5NVmgN7HKVO0r/EauRbRqQi47/t4TWd3lRIO8NvvAWIWNHMVtQb4LurT2AikpmpfCw8Hzp41\n1h69uErBZ0W2eKyqXFLieq7Kcwq+uz6b1xTrsjIS1lde6dwOeHYaASSuRYxcnzkDTJ5sf47nvs8d\nf//73xGvsd545MiRGDlyJBYsWICqqiqPP0f4tHBXXjWAz4lPV5frtCaA34mxu2gqwOfL395OIlQr\negPw2T4Az8+aRyHC6ggEuehReLQZEDdyLWKBQVfFzAB+06sB9wUGeez3APdRSV7bByBmWrgrsQfw\nve6wuVl/YdWuLuDIEWPscseFC/QvPFz7Oq9C1VVxQYBvweeu6B2vkeuDB4HZs4EvvnC+xvOzBgCr\nVVtc89r3Mb791nn/dl7HRk8wYf373/8exQ4pJa+//joAIM6VgFPhs7jOyclBWloaUlNTsWLFCs17\nHnnkEaSmpmLixIl2+erJycmYMGECJk+ejMzMTK/+3/Z28hi7K2jG4ySipoaEk6u0JR5tBvSlhfNm\nNxN8rtKneZ3Qiyiu9djMo1DVE7nmsVCfp4JmPD5rd1EQHvsPhqfItboPqa0FHnuMMjnMxN1knudJ\nj4ji2t27yMb5CxeMs0cv3uxasm0bMGEC7XlsJvX19Kxdjem8tpHGRtfjI6+Cr6uLxnV3TgEeI9fl\n5e5T2Xm0GQByc4FPP9Uueueqz66uNn/cbGqiZQ1jxtifd+VYfOIJwIVU5IpVq1Zh9uzZ+Oyzz3rP\n/fWvf9X9eZ/EdVdXF5YtW4acnBwUFBTg3XffxbFjx+zu2bJlC06ePAmr1YrXX38dS5cu7b1msViQ\nm5uLgwcPIj8/36v/u7ycor/uNrDncRKhVWRBDY/CCdCXFs7bs3Y3UQP4bB+A/hR8nvAkrnlNsXYn\nrvv0oTR8Hgv1uYuWabWPBQuAnTsDb5c73EVB+vWj59zVZTtXXQ3s2mWMbe7wplr4u+8CK1dSISAz\ncZcWzhxdaqfRO+8A//mPMba5wxtx3dxMUSqzcSecLBb6fRobbec+/1w7qmY03ojr8nL6evhw4O1y\nhztHBuDcRtav52PccdeueRXXDQ0kRl3NsXkVqu7GGVcOgRdfBG64wdyx/kc/om3PXO2m4ThXvXCB\nNJBWJXcj+ewzSsF3XKbYt6+tBgKjshL4y1+A5cv5rTPASExMxNatW/HUU0/hj3/8o9ef90lc5+fn\nIyUlBcnJyQgJCcGCBQuwceNGu3s2bdqEhQsXAgCmT5+OhoYGVFZW9l5XLjIs5CklHOBThBw86Lw2\nQQ2vUSc9aeG8PWtRxfWlGrnmzWaAJo2uxDWg7RRQC0AzUBQamFyt4XN81ufOARs2AB9/bIx9rnAX\nubZYnPu+P/0JuO46Erdm4k218NJS+sqDI8NVxCkoiCY+6md9773ArFnG2OYOb8T1E09Q3YEDB4yx\nzRXuRCpA/aJaXM+bB3zve4G3yxPeiOsTJ+jrmTOBt8sdesQ1s/ubb4A77wT27jXGNnd4I65/+1tg\nzx5ap221GmOfFp7GdFdp4SdPmjuH9VTb48IF+zG8o4PE9aFDFD02g9ZWet5/+5v2da31y9u301ez\nHYyffkpp+I6wgprquciRIzSm33QTH45zTwwfPhy7du1CQUEBfvjDH6LVi0msT+K6tLQUw1QlEJOS\nklDKZhc67rFYLJg1axYyMjLwN1etCsDy5ct7/+X2tP7ycvfbcAF8iqdjx5wrGKrhVYSIGLl2VxwH\n4NMhAHgfBVYU4PjxwNvlDm/FdX09TTBPngy8be5wtxUX4JzOXlJC0Wwz2019PaWbejsxNrtAUVWV\n61oTgHMb+fxz+lpYGFCzPOJNWnhZGTB3rvmCz11aOGBvd00Nie1+/Wi5lZl4U9Ds8GHgjjuAVauM\nsc0Vzc2ut9YE6PdpaKDv2XZ0Fov5Y48nca1+1idOUCaEw/TOcLyJXLOxhfV/ZqLXadTZCTz7LEUj\nb74ZGD3avGVJnoITWlHg48epSN6vfhVY29zhTlwHBTn32bt303NeutQ8wcdsdrXcQSvF+oMPgEcf\nNbcWQmcnsHkzOQy1cMxuYGuzr7wS+PJLY2y8WKZOnQoACA0NxT/+8Q9cf/31aPdigPRJXFt07gXk\nKjq9Z88eHDx4EFu3bsVrr72G3bt3a96nFtdZWVkAPE/UAD6Fqp7JPG82A9ql9tXwKFTdbesC8OkQ\nALxfv7xzJ5CWZm5Kk7vUSMDZ5rw8So389NPA2+aOigr37drRkfHBB/TVzIHh7FngsstcX3cU16dO\n0f1mRkEAfeKavY/d3cDRo8C11wJFRcbYp0VbG0U53BVF1BLXZqfPuksLB+zHmRMngEmTgBEjzHfS\nebMVV3ExsHCh+ZM0byLXx4/TRD4tzfz30V1BM8edVk6cAGbMIOfihQvmCT5vxDVLkDx2jH6XiorA\n2+cKd0I1IoLaEEB9XWgojY1WK33m66+Ns1ONJ3Gtjlw/9BCwZAnw8svAD34AbNlijI1auNu/HbBv\nI0ePAo88Qo6MMWPMeyfdOQQA53Gmo4NE7WOP0bhq1tz7q6/I7vR07evR0faZZ0eOAOPHk7jmYWmM\nO9544w2745/+9Kc4ffq07s/7JK4TExPtqqkVFxcjySFX0fGekpISJPbkcw/tCT0PHjwYt912m1fr\nrj01RoDPyHVlpec0VMeUmrIyc4WTolCmgCenAG/P+mLSwt9805ZuYwaKQuLand2ODhjWSe3bF1jb\n3OFttL2oiKKvZq7zbGuj98pd1MnRKbBnD0UxzRRPxcWu90wFnMX16dPAzJmU0mlmcTY9EwjWRs6e\npfY0fry54ppFrd1FFNTtuqKCJg6lpeZGgb2JXFutFG0aNYraipm467PVa5fb22kSPXMmZTaY6dj1\nJK7VkeujRylzLS2ND0eGq75P3Yd0d5ODbsYMm/hjTkaj8UZcV1QA06cD331H4u8nPzHGRi3cteuY\nGJsAOXkSuPpqcmC0tACLFpkXTfUmcv3ee8DrrwMbN1ImSUWFrc0bjaeMRda2q6tpnfWoURQBHj3a\nvCwHb8X1xo1kb3Iy/Tt1KtAWanPkCNAT4NUkJsbWDrq6aN50+eW0nOf4cT6LD44fP77334QJE5yO\n9eKTuM7IyIDVakVhYSHa29uxYcMGZGdn292TnZ2Nt99+GwDw1VdfITo6GvHx8Th//jyae97MlpYW\nbNu2DePHj9f9f1dXX1zk2uzKv54iwI42t7XR2nIzU9/q62lA7d/f9T2Ok0yr1XzPlLdp4efPU0GJ\nxx8PvG2uaGmh9Ex3e1g7tpGjR+mrWR0s4H1aeGEheYx37DDPKeNJOAH2TgFFoTZ9993mihBPkWvH\ntXBnzwITJ9L3Zq5f9iYtvLSUfschQ2zFlMzAXeE4QLtaeEICOT/MbCPu1lwD9n1fcTEV2Rw5km9x\nrRYhlZUUnQoNJbvNXF7iTeT6229JXI8ZQ6LPLDo7aW7hbksr1ofU1JBonTrVFpE0y7noSVyr09kr\nK2l9544d9O/zz81NsXZXLfzCBXL0sgKb//oXsHUrORfNetaestFYym93Nz3zwkKa9w0ZQu+kWct5\nPC3TYA6YTZsoM2rjRnp/hw83b+mUp/5a7TT68ktg2TJbIbPUVPP6v4IC98tcWZ/d2UmZUfv2kbAO\nDaW2bVZWhjs2b97c+6+rqwsff/xx7/GmTZt0/xyfxHVwcDBeffVVzJ49G+np6fjRj36EsWPHYs2a\nNVizZg0AYN68eRg5ciRSUlKwZMkSrF69GgBQUVGBa665BpMmTcL06dPx/e9/HzfeeKPu//tiItf/\n/jet0TITT2mojiKEvexmFVoAPEetAefI9QMP0JraQ4cCa5s7ams9bx+mtjkvD8jIMLcgh7vKxAzH\nNmK1krfbzPVw3qayl5ZS5zpxIkWDzcBTHQHA3u6zZ2kiMWOGuYV9zp71LnJdWkrFz0aMMNduT+Ja\n/T6yQnPx8bb0TjOoqvK8HIbZrCg0+Y+NpQmPmWm/etLC1WuuBw+mCbGZDjr2noWGal9XR0Hq6my/\nX1qauULVXXo1oB25HjPG3Mh1UxMJEFeORXUfworHjh1r+9y33xpnqxpP46NjWjjb4XX+fPpaVxdY\n+1zhLhvNYrGlz7J38eabgTlz6Jmb1bb1poU3NNBzHz7c9h4kJdESAjNgbdQVbMnD7t00ljMGDaLP\nmrFtXnOzvizL7m4q0rd6NXD99XTNzLGGOcFdwdr1p5/S862ttQXpJk0yrx9xR3Jycu+/vn37Yvjw\n4Xbn9BLsqyFz587F3Llz7c4tWbLE7vjVV191+tzIkSNxyAflVVXlWVw7ipCCAlqn4KnTCBStrTSB\n8JQ+y7ZJsVhoMpySYm7Kb2Gh++3DAPtISFcXVTB86inqBHr2XTec6mrqeFzhKK6PHSOvWnMzCezL\nLw+8jY54EqmAfbtWFLL1Zz8zbzADvI9cM+dYZiY5YLzwq/kNPeJaHbk+dIjax2WXmbuNRGmpe2+x\nY6GZkhJ7ce0ujStQtLXRc3TX7zqmdDJxXVVljI1aeLNO/Px56rP79zc3xRDwLi28upqcigkJ5IA2\nC08Oc/X6PXUE0+wosKfJvDpyffYsOTHa24HXXqNoZXCw++yZQOBpDsQyp9rbbeI6LIx2HKivB155\nxRg7HfGUjeYorocMoXchPJy2DCovd/9eBILubhJz7tpITAy1acd3ICnJvMwdTzVr2Dij9d4mJZk3\nRnqKXLPshuPHKVORERRky5TyQkP5hXPnXGeRAPR3aGigSG94OHD77bZrKSnmBbE8jY/MIbpxIxWM\nU2edmD2PCjQ+Ra7N5GIi14WF1NGZtSUNSwl3N5AGB9NLztZYFxUB11xDnUFtrTF2OnLqFK1LcYdj\nJKRfPyAry/zUSG/WsVit1FGZOTFuaPBO8NXUUHuaOJFvce245pp1ygkJ5oknveKaRdROn6b3IC6O\n+h+z8BSV5DFyzZbxuOv7XIlrMyPXego5sj6ERa0B8yPXntIM1f11dTW1p8mTafsis7aa8zSmsxRD\ndYYAYH7k2ps11yxzbcwYcpj37UsTT6PxVNcDsPUjzDkH0BY6WVnmZUl5etaRkTZHBnvWAwfSczZr\niUlzM/VtrvaLBshGFrlW9+0JCdQHdXcH3k5H9EauXYlrs+YjetPCT5yguZ6aoUPNaduexPXgwfSc\njxwBpk2zv2bmWOMps2vQINIw27bZskcYvIrr/fv348CBA9i/fz9aW1t7vz9w4AAOeLENiM+Ra7O4\nmDXXRUXAVVeZl4rgqZgZg9ndty/9ngkJVI3v2DFK/zUaPeJ6wACbSGICccQIc7fR8TRZc0xlP32a\nHBmnT1MROTPQG7lmgu/kSXIIDBvGt7h2FbmOizNvTZnetHBmNxPXbKBj2SVGo2fdIRPXHR0kxuPj\nKfvErLVZepyhjuI6M5P6PjPXXHuTyq6OFo8ebV7Rp/Z2Sm30JPhYhWLmhIyNpTby9dfAFVcYY6sa\nT9looaEkUFpb7dfCT5wIPP+8MTZqoXfNdVcXPeu4OCrmmJhIE3kzCvbpyd5j/QiLXDMSEuh97uig\n38NIPD3r2FgSIIri7BgzS1zredaxsdQ2HPvJvn2p/VRXuxcxgaCx0Vl8qnEXuR42jHYxMRqW0t2v\nn+t7wsKoHbS2OvftQ4eaM/c7d8790ks25zh+nBxzasxcc11Z6X58HD4cePJJctw6vgPDhpm/PagW\nP//5z3t3wkpISMDPf/5zu+s7dTZsIcV1d7fn6A3gHJmsqSHxZJbX1VMUhMGiZVFRZPOwYZSmUlRk\nnrhWr03RQi1UmWhhBSK6uykabzR6xLU6BZ954YYMMW/bDm/TwpngS0oSZ821otgm0mam/XobuS4p\noagNK+6nJ8sgEHiyW13QrLycBr/gYJogs72jjUbP1omO4nrIELK5pob+Bq7W4gaSqirnSIEa9RhT\nXGwTIWZGE5jwdOf4YZN5wF7U3ngjFX8yQ1zrcZiz6LXawTRhAh2vWUPbARmN3jXXNTXURzJBWlIC\nrFhhTvRGr7hubqZx5aqrbOeDg+nvwIr3GYkecV1bS/1fUJB9NHDIEHOEk55nzYQ/yyJRwwSfGeLa\nU+Sat7RwT1FrgN7BggLqqx37SDPFtbvIdUwM3XPkiHMfN2wY/Q3On3e9ZWQgaG+n/9NdGxkxgmz7\n2c+cr7GsDN7I9VOBKyHTwuvrqSF68po6Rsvq62mtollRST3rxAF7u1maUHKyeVHgkyf1Ra7V4jo6\nmryH4eHmVSguKbH3uDsSFEQ2MvHEHDZmRsu8FdcsGyIhgdqKWVu2eRO5PneOJmgDBtBk2ixx7SkC\nDNjbrY5Mmpka7k3kWh11MjNVT6+4ZnaztPA+fSh9zKztuDx55gcMsDkEzp611aYYNoz6PTP6Pk8p\n4YBNhHR326f2XXONeQUGPT1rwLbuWi1CgoJo+8Sf/9wWjTcSvZFr1qbVDBvGr7hmjgzHyDVgi6QZ\njV5xrVU4lufIdWIizUu1lrKZJfj0bMXV0kLvLS9p4XrE9eDBtEZZa27I/g5G40lcBwXRmL9nDy2D\nUdOnD4lYo4tRsmftzok7dix9XbDA+ZreuV9xcTGuv/56jBs3Dpdffjle6Sn4sHz5ciQlJWHy5MmY\nPHkytm7d2vuZF154AampqUhLS8O2bdt6z+/fvx/jx49HamoqHn30Uc3/73MdEQg90WshxbUeDzfg\nHLluaDBXXOuJtgPa4nr4cHMmmN3dJOpHjnR/n9pmdUQvPt6cKHBjI3nWvMluYJNSMyPX3lYLZ6Kl\nTx+y2yzx5M2aa7WnOy7OPO+lt5FrR3FthlOgu9tzxJyJVEWxXy/J0lDN4GIi10yIpKSYV1lZT1p4\nVxe1kaIiW+XUPn0o28eM+h56xhlWuZU5qlka5dVX01YvZqy7VrdVVzDB57jEatIkSg/fvz+wNmqh\np6BZfb22uI6PN0ek6hF8AweSI0/r7zJokC3zwUg8iWtml1aWIM/imq311YoCmyWuPRWP69OH+r/T\np/lJr/aURQLQ8/3mG21xbdaa65YW9+IaoLGlpUU70GVGargeR0ZcHM1DtAoLR0fbijy7IyQkBH/5\ny19w9OhRfPXVV3jttddw7NgxWCwWPPHEEzh48CAOHjzYW1i7oKAAGzZsQEFBAXJycvDwww9D6dmD\nb+nSpVi7di2sViusVitycnKc/r/NmzcjMzMTTz/9NP7973/jyy+/xN69e/HBBx/g17/+NaZNm2Yn\n5F0hrLj2NgLc1UWNYexY8yaYeiIKgP2EXi2uzYhcNzaSPZ7STRwj12zyb1bqR1ERRfs9rYlldnd2\n0mASE0M2myWu9YgQLXENmLdPbVcXdfruOlqWZdLZaZ/BwSLAZhRs8TVybYa4bm6mNhvsZkFPSAhd\nb2uzjzqxtZKdncbYqsabNdddXfbR1IwM8/bD9FSwxWKxRcuKiux3VVi0yJydEjxVCgdsaeGOgi82\nloTUN98E1kYt9IrrhgbtyGRamvHRm85OWufpbnxkgk9LXEdH24qdGYnedcC1tdq7hZglrj2Jp8GD\n6Z3VEtdDh/ItrouKyCnq6KQ2K5qq1+5vvnHu2yMibPMCI9EbuT53jqK9jpiZFh4W5v4eNpdllfzV\nmJHZ6qkCvicsFn3zqISEBEyaNAkAEB4ejrFjx6K0R8QpGhvXb9y4EXfeeSdCQkKQnJyMlJQU5OXl\noXE+vM0AACAASURBVLy8HM3Nzcjs2Z/vvvvuw0cffeT0+Zdeegn/+c9/kJ6eju3bt+P3v/89nnvu\nOezYsQOXX345du7ciT/+8Y8efz8h1lzn5uYiKyur9/tdu4DBg23HAOyus+MBA4Camlzk5gITJ2Yh\nIgI4fDgXbW3AuXNZCA93/3l/H9fWAhYL2ePu/o4OoLWVjsvKcnHiBDB1ahaKioy1FwC2bMnt2ZfO\n/f39+2ehtZWODxyw/X0sllx89hkwY4Yx9rLjpqYsJCd7vh+gv8ecOVmIigJ2785FdTVQXm6svez4\nyJHcnomx6/uLimzt47vvcns8mVkYORLYujUXffoYZ29ubm7PgJaFoCD39/fvD2zblotDh4C4OLr+\nxRe5CA0F6uuzEBtr7POurwdKSty/j5WVuairAxQlC3V1wNGj9D4OHpyFqipz3keayLu/PyIiC+fO\nAV9+mdszWctCSAgQEZGLDz8E7rjDGHvZcVVVFsaMcX9/eDiwb18u/v1vYNCgLPTtS9fDwoDPPjPW\nXnZcVpaL48eBUaNc3x8aCtTWUv9cV2drT3PmAHfemYsdO4BZs4yz/4svgNhY9/ez9vvpp7k9UWvb\n9VGjgN27szBlirHPu6QEqKpy/z62t9PvV1mZhYQE++uxscDXX+ciJcX48dFicX1/eztQXZ2F8nKg\no8P+9zt+PLfHkWuMvey4sTELgwa5vz82Fti+PRdBQUBkpP31QYOyUFNjbPvo6AAuXMhFXh5w/fXa\n93/zTS66uoCCgizEx9tfHzIEOH3affsKxHF+PhAd7f7+oUOzcPgwEB5O81v19aYm23hv5PNubKTx\nrqrK9f0DBtB4rjUfj4sDNm3KxZAhxj3vPXtye5bGub6fdFkWRo92vl5SktsTATbGXnasR4+8+y7w\n+efa7XfQINIXRraP5magu9u396l//1ysXHkIERHkYSz04CEoLCzEwYMHccUVV2Dv3r1YtWoV3n77\nbWRkZODll19GdHQ0ysrKcIWqaEhSUhJKS0sREhKCJJX3NjExsVekOxIREYF77rkH99xzj1t73KJw\njpaJf/2rojz0kOfPnj6tKMOH0/enTilKcjJ9P2qUohw/7j8b9ZKdrSgffuj5vuuvV5QdO+j7QYMU\npbJSUc6dU5TQUEXp6gqsjY7k5SlKRobn+3bvVpSrrqLvf/ELRVmxgr5/9FFF+fOfA2efK1auVJSf\n/tTzfZMmKcqBA4py7JiipKbSuQsXFCU4WFE6OwNroxZXX60oubnu71m3TlHuvJO+z8xUlC++oO9/\n9ztFeeaZwNqnhfo9c8fgwdSW165VlEWLbOfHjFGUgoKAmeeSK69UlD173N/z/POK8uSTitLUpChh\nYbbzzzxDz9to9u9XlMmTPd+XnEx/lwULFOWdd2znMzIU5auvAmefK+bNU5RNm9zfw9rF3r3UrhlV\nVYoSFWV833funKL0768o3d3u77v2WkX57DNFSUhQlOJi+2spKca37eeeU5SnnnJ/z/HjNA7+85/U\nRtT83/8pys03B84+V1x2GbVZdyxbpij/+7+KMnAg9SVqVqygscdIvv1WUdLSPN8XGakoCxcqyksv\n2Z+vqaHfxWgefJDmUe547jlFmTFDu7955hlFefbZwNjmitpaRYmJ8Xzf1KmKMmECzQHUNDUpyoAB\nnt9nf/P884ryq1+5v6e8XFEAst2Rf/1LUW6/PTC2uSMsjJ6ZO+66i+z+7jvna9OmGT/WbNigKD/8\noft7GhvJ5rw852sNDYoSEREY29wxbpyiHD588Z9/9VVF+clP/GePHj79VFFmzfLtZ1x/vaJs325/\nzpUsbW5uVqZOnap82COiKisrle7ubqW7u1t55plnlPvvv19RFEVZtmyZ8o5q0rN48WLl/fffV/bt\n26fMUhm8a9cu5fvf/75vv4Abgi5elpuH3rRwdaqyek2oWWk23qaFK4otNScsjNZkGJ2Kqt7yxB3q\n9Fn1umGz1lwXFlKqjCeY3ep1in37kv1mpL1ppQ46oq68rU4LN2tNmZ40VMC27rqszP53NCvFWs+a\na1aMyPF3jI8351nX1emrUK7eRkedajtsmDnLS/T02Wxt6tmztrXLAH1u0CDj9zJmBbY8LS2JjaW2\nUFfnvJ3K2LHG263nfWRb9zm+iwAwZw7w2WfGLx/Q00YGD6a1he3tzveyNGYj0UqZ1iIujva1Vrdr\nwLYvs0Z2Y0DRm/L72WfAlCnO18xIC/e03poxbhxt73jNNfbnWfGl5ubA2OcKPc+ateWhQ7WvGb0u\nv7OT5hh61gED2jV5zKinoictPDKSdEFPdrDTNbaE1Eg8FTTzBKuPYCS+2gzot7ujowM/+MEPcM89\n9+DWW28FAMTFxcFiscBiseCBBx5Afn4+AIpIF6uqRJaUlCApKQmJiYkoURUlKikpQaK7isc+ckmL\na0fBxyal6qIFn3zyCWbPno2srCzMnj0bn3zySWCMhn4Rwuxua7NVtAZs23EZSV2dPpsdHRlmr7k+\nc0afuGZ2Ozo+zNgiqrtbuzKrI67WXJtViI3VBfAEs9vxdzSrqJmeNddsTaSjkyk9HTh6NLD2aaHH\nZsAmrh0r5l93HaAqnmkYevpsVqzKUVwDtDXUV18Fzj4t9NQ/AKiPy8+ncaVPH/trI0ZQX2Qkep51\n//40kTx82HltakwMOXONnNCfP08C09O6w2HDaDu5UaOcnR5miGvHdfauGDKE+gvHdh0SQk5HViXf\nKPQIvgkT6Kt6Gy4Gz+J68WLge9+jIneOmOGA1vOsWb+htduHGTtTsCJ9nhyLt9xCX7V27jHDaa5H\nXAPoWerojMVizrprX4WqGX2f3mftDjbmu0NRFCxevBjp6el47LHHes+Xq17kDz/8EOPHjwcAZGdn\nY/369Whvb8eZM2dgtVqRmZmJhIQEREZGIi8vD4qiYN26db1CPRAIsebakaoqfftwsr2XFUU7cv3J\nJ5/g0UcfxSlVFRT2/U033eR3u70R1+fPO3fKrKjZ9Ol+N80lFxu5NrtaeGGhdsEKR5i4dqywO2iQ\n8QNaRQV1Vp46WfasW1pIkLP7zdpCTK+4VkdTZ8+2nTfDkaEo+iPXTFyr392JE0mYsD3SjUKPzQBN\nQhsaqJ9Ti+tbbgGee468845CMJBobTHjyMCB9PsVF1OFcDWZmVTU7P77A2ejI56KmTGSk4F339UW\nWSNHGr/ftVaxLy3S02kLq+uvd77G+hLHSHygYFtreXqXhg2jvV7nz3e+xrO4HjMG2L1b+16WHePr\nRNUb9PTZ48bR/OOOO5yv8Syur73W9XZyrFjpmDH+tc0desQ1QHMWrT6ZFWkzEk+VwhlXXOE668KM\ncd0fgo/pAyPbyH+ruNYTud67dy/eeecdTJgwAZMnTwYAPP/883j33Xdx6NAhWCwWjBgxAmvWrAEA\npKenY/78+UhPT0dwcDBWr14NS8/Asnr1aixatAitra2YN28e5syZ4/L/nTp1Ku6//37cddddiNEz\n6XJAUHHdhQEDmnH2bBOam5vR1GT7qv6+ubkZitKEu+5qRkFBE6qqmjBlCn3u/PlmtLVVO1WbO3Xq\nFB5//HH07dsX06ZNQ7SnfZF00t1NE0c9QjUsTFtcs1Q+I7nYyDV7bGZFrvWmhbuKXJuRinXqlOf9\nxAGbuGZb0rEJqVlp4XozSSIiqEPmIXLd0kLedpYV4gpX4nrQIHpPWVV6o9AbuR40iLavCguz99In\nJ9Oz/+IL57TJQNHWRmm8ngZideTaUfBlZABvvx04G7VQV7V3R3Iy7Zt6333O1y67jFJrjcRxmypX\nTJ1KUeD0dOdrRmfB6O1DmDi97jrna1FRxu9zXVQEZGd7vo+N41pOD9bHeKqU7k/0ZGX06+e6kjnP\n4todZozresW1KyfNwIH0u3d2ut8lwp80Nvr+rOPijF+C1NSkrx9xh9GR685OylgIDb34n2GGuPZH\nWnhMjGdxffXVV6NbYzsZtvWWFk8//TSefvppp/NTp07FkSNHdNm2fv16/P3vf8e0adOQkZGBH//4\nx7jxxht7hbonhBDXGRkZdqL5/Pnz0LGHdy/r19u+1zNhsFqtuPHGGwEAY8aMQWZmZu+/iRMnop+n\nGbkGDQ3UELXSZxxhET7HTjmQA8OJE8Do0c7na2udo0ha8BS5bmigDkuPCHEVuTZjEP7uO+2/gSMs\ns8Fx8h8XRxMeM6KSeiLXrsR1fDxw4EDg7NNCbwSYTXy1nEyTJtE2JEaK65oafdHEQYNI8GlN2G++\nGdi61ThxzYSTpzGJDbTffEPbKqmZOJHSao1s23rTwseNo69TpzpfMyM1Um/kesEC4M9/BnqCAXYY\nnQWjV1ynpgKbNmm33chI48W13jXXv/898Mgj2u9AVJSx23Epiv627QqzxLWvkTKexbUrgoKob6yt\n1fde+wNfbQbI1p5lsIbR0KBvDuUOo/e6Zntc+5IBZ8aaa39Fro3ePlEvqampeP755/GHP/wBH3/8\nMe6//34EBQXh/vvvx6OPPoqBHgSGEOJ6//79DmcsiIiIQGRkBCIjI3u+j7T7nn197rlIPP98BD7/\nnM799KeROH48Ev/7vxGIjLwH//nPf5z+v+HDh2Po0KE4cOAAjh8/juPHj2PdunUAgL59+2LSpEm9\nYnv69OlISUlBUJD75et6U8IB236vWuI6UPsYjxlDAsdxoqU3cq1OwVcLl0AKvo4O6pAcvbl697gG\nSFy3tpKNaieCGWnhhw5prxNzJDKSOjbHCVJICD336mp9kSt/UVGhb5lGRAS1p7o6+0lCcjLw/vsB\nM08TvRHg6Gi6lxW3UjNxIv3N2LozI6itBS6/3PN9gwdTVFJr/f7o0cCWLf63zRUs5dcT4eG2LJKx\nY+2vhYXRzzh7Vt9yD39QXU3ZQp4YNw645x7gttucr8XHG5uV0dVF7VWPUJ02jcaZvn2dr8XGGjtZ\n07NsgHHzzdrnzRDXetPC+/d3Xm/NMHqv6+ZmGivc7c3ticGDjRfX/hB8Zojrhgb/2S2SuDYjI02d\nNXmxGO048kcEOCKCssMuXPCcjecvmpt9c9AB+iLXZvLNN9/g73//O7Zu3Yof/OAHuOuuu7Bnzx7M\nmDEDhw4dcvtZIcR1fn6+nWgePDgMlZVBLosSqFmzBpg7FygooEnQ1Kk2AfLb3z6OwsJCuzXXo0aN\nwsqVK3HTTTehvb0dR44cQX5+fu+/Y8eO9X7PiI6OxrRp05CZmYlRo6ajqCgTy5fb94LeiuvaWucO\nLlAvPSuiodXI9a65Dg6mf21t9ut1QkLo+9pa319ER9LTqdjKW2/Zn9ebEg7QBKOlxTlyPXw4sGuX\nvyzVx9Gj2hN0R1gEmKWFq2HpnEaK65ISfSIkIoIyJOLi7B0t48fTOkoj0Ru5jo+nNn3oEOBY+2Li\nRGDDhsDY5wq9/cigQRQB1qqIOnSosVFJvcLJYqEUalde/DFjKNXdKHFdVaVdKVmLHt+rE0ZHrqur\nqV3rTR91JbCiomj8MQq9Dhh3RETQ2GNUHYS2Nu0K8d7C1lwbha9Ra4DaTXc3OcN8Eene4M0cyhWs\n2ryRiOgU8Ffk2uisHfVONRdLbKyxdTLOnfNcyNETFgvN02trtSvOBwJ/VQv3VNDMLKZOnYqoqCg8\n8MADWLFiRW/GMttj2xNCiOtp06b1ft/RQSm/etcnsMik2qPF1qbOm0dFy1atWoW2tjaEhobiZz/7\nWW8xs759+2Lq1KmYOnUqli5dCgBobGzE/v37ewV2Xl4eysrKsH37dmzfvr33//3b3y7DVVdRZDsz\nMxNVVVMwaJC+lhgeThEao9LC2c/UmnDrjVwD9KwrK8l+tXhi0Rt/i+uTJ7WjAXpT9QCbUHUcuMeO\nJceMkRQWam9p4QibRGo9U9a29UTA/YVjRWpXRESQk8sxVXnoUBocTp/W9/v7A72R66Agqpq7eTOl\ndaqZMgX45S8DY58r9Kbgswm/Vlr4kCHGrinTm/ILaBfXYiQlGW+3r31WRARFk1tafJ9A6UHvemtP\nREYGLktKC2/aiCtYDYXz54151sXF1O/5mpFldOTaH+LaYrE5+11F5P2NP4TD4MHAl1/6xx69+CsK\nbKS41lvQzB1mLIlR71RzsRi9ftkf69sBW2q4UeLaX9XCeY1c/+tf/8JIFxPSDz/80OPnhRDXapqb\nqSHq9UyzdGV1pKp/f1t0+KabbvKqMnhUVBRmzJiBGTNm9J4rLS3tFdpvvpmP6uqvUVZ2Fu+/fxbv\n9+S7WixBiIoahwcfnN6bUj5u3DgEa4QYwsK011wHKnLNOkDV1nC96I1cA/RcS0udOzdWobOnUr5f\nYPUNtLIXvJkUs0mkY0GztDRaAx2IKIhWinxHB4liPRHgfv1I9GmlyBq9VlJRqN3oKcYTEQHs3w9k\nZdmft1iAm24CPv7YWcAGCr2Ra4DWd+7d65wNkZJC0aviYn1/N3+gN3rD3jUetqPxh3ACjE+x1lvQ\nzB0Wi22SaUTEXe96a0+YEbn2x/NhqeFGiGu9KeGeMHrNtT/ENWC8uK6p8X0OYXQEmDnW/LFW3Eih\n6g/BN2gQjbNGFmLzV+TaSHHtD4cAYLzd/lpzzWvk+o033sCTTz7ZW9S6vr4eL7/8Mv7whz/o+rxw\n+1x7WzGSFaxyXIvhz4qAiYmJuO222/Diiy9i4sTPEBragJUrj+LNN9/ET37yE0yZMgUWSxAaGo7g\njTfewEMPPYRJkyYhKioK1157LX7xi1/gvffeQ2FhIRRFcbvmOhADA+u0XaWF641cR0SQ0HDs3AIx\nKWb7gmqJBG88xWwS6ZgWPnAgCXd/R8q2btUeaMrKaMKjp+AdQO9AQYGzqDO6ym9xMWUq6BkcoqIo\nyu1YrAoAZsygNcJGoTdyDQAPPwy89ppzYT+LhcSrkftd630fmVDJyHC+FhVlq+BtBHqj7Z4weucB\nf0SuAWMjOP6KXBstrr1Zc+0OI9ddV1X551kbXYyostI/Dhij65L4Ky3cSJsbGmhe5Gt2g4hp4X36\n0LzAyPXL/lhzbbRI9YdDANC3Z7Q/MapauFls2bLFbreomJgYfPLJJ7o/L0TkWh3p89ZbwqpYO0aq\nWEXACRP8a2tDA5CS0gcDBqTjxz9Ox49//GMAwJNPtqK+/iDGjbOlk58+fRq7d+/G7t27ez8fFxeH\n5ORM1NVloqsrExkZmQDI8JgY+v397Qlkk6jmZvvznZ10zhuhWljoOnLtT5jNvoprth+wlthKSwOO\nHdOX8qyXbdvoa3u7fSEhb9LvAXoHjhxxjpwMGWLseqGDB/WnoLMqnloFua64Avj1r/1nlye8iVwP\nG0YCW4sRI4xLn+3qIuGgx26LxfX+o+r1WUbsY1xb65+slfh4IC/P95+jB0URM+IucuTaHw6YyEjj\n7PbGQeeOwYOBw4d9/zl68Vfk2uhUZX+0EaNFalWVf97HwYONdeI2NvonI4G1ESNqwCiKf5wCZohr\nf0SujRbX/ohcR0aSPuvo0B9YMoru7u7e5cIA0NrainYvIhI+R65zcnKQlpaG1NRUrFixQvOeRx55\nBKmpqZg4cSIOHjzo1WcBe0+0vyLXbKN4f9PQQHsVO76cjY39MWXKVXjsscfwf//3fzh16hSqq6ux\nZcsW/Pa3v8XcuXMRGxuLqqoq5Od/jJMn/wcffTQH/+//DcTo0aNxzz334NVXX0F4eB5KS9v8avP5\n85Rm7CiumUdNr9c1KorWQTtOSAOxHVdjIwmb2lpnEeGtuGbRV8eXOzXV/8KJOQOOH7c/720HGxlJ\nkzvHVOVApYX/61/A1187nz94UHsrHy2YI+uqq5yvDR9OE5E2/zZtl9TW+mdAGznSOHFdX09/d39U\n3TdyAuGPiBNg7GS+sZEcs/6ovCoj157xlyPDyL2u/SmujRR8JSX+WZdptN2nTvlek4OlsrtyPPob\nf2UJiBi5BoytvN3cTH22ryKN7ZRgVBvxV1q4GeLa18i1xUIag8fU8LvvvhszZ87E2rVr8cYbb2DW\nrFm47777dH/ep/hnV1cXli1bhh07diAxMRHTpk1DdnY2xqr2UdmyZQtOnjwJq9WKvLw8LF26FF99\n9ZWuzzIaG22Nz1txrbXmGgjcXnaNjZQ+6tihaE0wBw0ahLlz5/Zuhq4oCs6cOYP338/DihX5UJR8\ntLQcgNVqhdVqxT//+U8AQEpKCCZNmti7FVhmZiZGjx6NoKAgfPLJJ3jllVdw4cIF9OvXD4888ojH\nNeUtLTQhcxTX3k4eoqOpGrRjNsBll9FaW3/S0EBRt8pK2z6BDG+KcbA111qT/2HDtNeh+wJLgSkp\nsY/meZsaxNaaOw7cw4fTWkB/oijA/PnA7bcDH3xgf+3QIeDuu/X9nMREYOdO7Ul0cDC1kzNnnLdh\nCgSnTztX/74YLrvMuD26/SVSAePFtT9EiJHrs/yx3pph5HrJigr/FDOUaeGeqavzz5pro4WT1Qr8\n8Ie+/xwjnUa1tZRJ52vEvV8/Wo/vL0HjCX9Fro3OEvBXqrKRbdsfKeEAZRSGhvqnqJseRE4L9zVy\nDdjGdX8XPPaVX/3qV5gwYQJ27NgBi8WC//mf/8Hs2bN1f94ncZ2fn4+UlBQk94TPFixYgI0bN9oJ\n5E2bNmHhwoUAgOnTp6OhoQEVFRU4c+aMx88yNm/ORXIyKb89e4aguXkoNm/Wp9ZqaiZg165mKMpY\nbN++RXU+GWfPRmDzZv/tAUR7PN+ExsYClJSE2/3sEyeuxIkTVmze7NmNFxcXC0V5AQkJ53HPPUcw\nYMBBnDhxAlarFbt3F6O9/QT27duHffv2YfXq1QCA/8/ee8dHUa3/4+8NSUgPKSQhCSSkIFUIoYgF\ngzQRRcF7EfCDqKigV9FrRSzXq9feLs12RQVULCBgQCPNUASC1EBo6T0hjYT0suf3x5OTnZ2d2WyS\ns9md78/368WL7Mzs7NmzZ57zvJ/q5uaGgIAAlJSUoKampu1eycnJePDBB40qrsvx55+RcHEJRlZW\nM+LjDaU0z53zgYPDEMTHH7Do+1dWDseZMwHo2zcL8fGG2OTCQm8cPToc8fHielv9+WcAGhrC4ebm\nie++O4jAwLq2czk5N+DUqWTU1LSvHebleeDy5QkICKgw+Z5lZX2RkuKH+Hjz/ew6goyMG9C3bw8k\nJKSjudnA3BMT+6G62gfx8acsus/ly9cB8MX27fGy4864cGEC4uN/Ezbm4mJXAJOQnl6C+PjDRudO\nnrwRcXEnEB9vuUYbH6983MNjLL7/PgOxsWJ24/R0Lxw5EoS5cy+anDtxYhIKCv5AfHydwjstR1aW\nL1JSBiI+/mCX7iPF999HY+LEXPj7G7vxz53zQY8egxEf334biPbQ1DQKCQl5qKqyfoJ+VtZ4pKSc\nQn1919hacbEr8vOvRXz8bkEjU8fZsz5wchIz10VFUUhLc0J8/DkBIzOPlJRrMHBgmkX7jDlcvuyM\nkpI4xMfvEDQydTQ361BZeQsOHNgOhy7G0lVWjsC+faVwcsoTMzgzSE4eAaAU8fFd+6ziYlfk5HTP\nugaA5ORJyMnpuuwrLOyH8+ct37O6gvPnfRAQMATbtlmmi5iDm9sEfPfdEYSG1rR/cRexe3c4ams9\nEB9/pkv3ycnxQEbGKMTHJ4oZWDtITb0BFy4kQ6/vmsyuqRmGPXuuwNU1S8zAzCAz0ws9esQgPr7r\nxVvc3Cbihx8OISioVsDIzOPkyasRGVmJ+PiueUXy8/ujoMC9y2vNUlRW3oL9+39Dz54tXbqPTnc9\nfv45BQMHVrSFYNsLpM7PjqJL5Do/Px99JRWVQkNDkSRLilO6Jj8/HwUFBe2+l+Odd16Emxsp3M3N\nU9DUdBs+++wzi8aYlnY/UlN1cHAINnpPYeG1yM+/0eL7WIKWFmfo9VNx9OhvKCkZaXTvrKyh2LFj\nA5KSMi24jxMuX56AxsZa7NjxHTw9afN2cXFBQMByeHqehpfXJly+fLntX21tLbKyskzuVVRUhDfe\neAO9e/eGi4uL4r+MjPm4cqUWZWXeRmMuLh6NigoXi+coPX0hKiruwOnTu1FVldB2vKnJDTk5a/Hp\np58Jq7ydnz8excUNaGwMwdq129Crl6FXeVHRKMTHfw139/bjoxsb3QFMQEVFusn3LCkZgfT0O4Wu\nkYKC0ejVKw07dqQjI2Nj2/H09JloaPDBZ599YdF9XF3Po1+/oSZjYwyorR2PVas2wNn5isq7O4aS\nkhFwcYlBWlqjyecVFV2P7du/gItL16tSlJS4YcuW0zh2TIySeerUo8jNvQoVFS/A0bGh7XhNTRCu\nXBmPzZtXQKfrWuxXdXUwMjP/JWyN1NT0we+/f4bk5F0ICzM2kOTnj0dlJYR8Vn5+T2zffhFnzogz\nwqihoOAaxMd/1SbDO4umJleUl18r9HlUQ2HhNaiocBTyWdnZN6OyMgKNjdYfd0bG1di161scOZLV\npfu0tDiiuvomoTJbDXV1vnByuhaff971+cnIeAjFxYVIT1ex4AlESspLqK5OQHq6Qr5MB9Dc7IKy\nshu6ZV03N/dERcUUIbKvqGgscnMnd8u4c3MnorbWdP/pDOrrI/H11wnw9bW+sevcuQVwdKzFZ5/9\n2KX7NDR4o7h4ZLfMNQDk54/DL798CVfXrhnp0tLmIT1dj/z87wSNTB1lZUNx5Yq/kDlqaBiEdeu2\no1cv6xewOX36WZSWHkRubtcMR3l5E0x4h7Wg1zugsfEWfPXVx13eHyoq+mDjxl0ICDgGP1GheQKw\nadMmLF26FMXFxWCtOQI6nQ5VloZGsS5g48aN7IEHHmh7vX79evboo48aXXPrrbeyAwcOtL2eOHEi\nO3r0qEXvZfSNWHy84fX77zP2z39aPsb//IexGTMYGzTI+PgffzA2bpzl97EEly4x5ufH2E8/MXbH\nHcbn+vRhLDfX8nu5uTHm4sJYcbHx8bffZuzJJ02vz8vLY0OGDGEAOvzP2dmLeXsPYm5uk9iCLQVS\nWgAAIABJREFUBQvYsmXL2OrVq9mSJVvYtGlHWWFhIWtpaWl3zP/+N2MAY1u3mp4LDGQsL8/y798e\n1qxh7L77GJs0ibGEBONzfn70W1gCvZ7GPHeu6bmzZxkbMKDrY5XC05Oxf/2LsSVLjI8vW8bYa6+J\n+Yx77xV3L8YY++Ybxm69lTFXV5ovjpYWxhwdGWtsFPM5zz7L2JtvirkXY4zddBP9tklJxsf/+1/G\nHnpIzGdUVdGzKp2XrmDHDhrz88+bnvvXvxh74QUxn/Pss4y98YaYe7UHNzeap65Crxe73szhk08Y\nk2xPXcKGDYzNni3mXu3B3990z+gsevZkrLZWzL3M4dAhxkaPFnOvF19k7NVXxdyrPYwbx5hEtek0\n9Hra66uru36v9nDyJGODB4u518GDjI0dK+Ze7WHpUnF72u23M7Zpk5h7tYd58xhbt67r92luJtnX\n3Nz1e7UHvZ4xJyfG6uq6fq8VKxj7xz+6fh9LsGULY7fdJuZekycz9uuvYu7VHiZNYuy337p+n/h4\nxqZN6/p9LEFFBWNeXmLuNXcuY+vXG153kZYKQ0REBDt79myn398lz3VISAhyJUmpubm5CJU1vJVf\nk5eXh9DQUDQ1NbX7Xg6poaCjFer8/KjIljynwRqFn+rqDD20easogLyJHc2X9PGhnHB5rmJ0NCAp\nLt6GkJAQhISEIEWhpOTYsWPx1FNPIT8/X/FffX0VGhurAJzD2rWm9+7TB3B0dESfPn3aPof/Cw0N\nbfs7MjIEgCuGDDG9R3Q05WOLqrxdX095MfLc0Y5WjORWN6U1xXOuRfW6bmmhdTFgALBli/G5igox\nRWYAYMEC4OmngRdfFHO/sjJD4TRpfnt5OeU4iqryGBhIvbtFITUVGDuW1t2YMYbjhYViciUBWjcU\nLSCmt25uLskQecE7gI7dckvXPwOg50ZkvuSZM1Rw6PbbjY/X11Ml0K4WPgHoGeR5ZdbOzxJVYAug\nvac7+hg3NdHniDL+87xrXt+hq1i2jGo2yNd2Xh6gsvV3GF5e3VeZXVRBM53OkJtq7f7cqam0F4tA\nd+Zci6qRAXRv/nJurpi13aMHPY/l5eLkkhouX6ZnXkSErr8/8EfXM2ssQkmJNmuSaDHnWkSlcA57\n7XUdFBSkmKZsKbpErkeNGoXU1FRkZWUhODgY33//PTZs2GB0zYwZM7Bq1SrMmTMHhw8fRq9evRAY\nGAg/P79238shLaxSVdUxEuLnR0rfxInGx3l7KFHECTCQaw8PIiEcNTUkHDuipPD3y1tuDRig3mpp\nyZIlSE9PR3q6IUQ6MjISL730kmpRM8YY5s2rQL9+eVixIh8rVxpI9++/56O6Oh/NzfkoLS1Fbm6u\nkUFEGT644w5T4u3qGoJdu0IwdGgI/P39obNw0tUKtNXXU3ESf39jIVhXR3MmbXPVHubPB+6/3/S4\nhwd9RkfbZKmBGwSCg02rp4sSsAD1Nk5JEbe2S0vp+/fuTX9zoiSqpQtHUJByRfLOorwcuPVW06J0\nxcWGtmAiwDc1UeR64kRlcn3xIvDPf3b9MwD6Pc8JjIq85x6qHK/XG685/uyIkrG8L6aodXflCpCQ\nQAWepGO8dKnrlYk5rEGuU1Kow4N07+etikRUkwcM5FpUG539+2kNy+WSKAIC0FwrPTudxfnzNMeN\njaZGRFHkGjCQa3n3h87i6FFqeSgnSDk54gyL3Umus7K0Oe7cXDLSiwBfI9Ym1xkZ1IlFBLqzoJmo\nTglA95JrLVYLF1EpnMNee12PGjUKd911F+644w44txIKnU6HWbNmWfT+LpFrR0dHrFq1ClOnTkVL\nSwsWLlyIQYMG4dNPPwUALFq0CLfccgt++eUXREVFwd3dHV9++aXZ9ypBTq4HDrR8jH5+QEODKXFx\ncyMCJrIioNRzLSXXnJx0BJMmKVfYjoykjUap1zUn0CtXrmzrz/bYY4+ZrRau0+nQ0uKLESN80dh4\nNe6/H21FZR55BBg8GHj0UaC+vh4FBQWq3u+8vDwUFBSgqakCZ85U4MwZ06IKO3cCb7wBODs7m3jA\n5f+Cg4Oxa9cuPP7440bGAv53ff10uLiQp0Jamb0zLSTWrVM/FxlJCtZ113Xsnkrg60Op77eoXocA\nCb0ePUgAdqSyvhpKS0nBlCuAosm1yLYdzc1kzBg40FTZFtUehcPXlzYHEQShpITW2q5dFOnAiRJj\nRExEGQVEKw+8/eOpU8bVqkVVCufgcy0Kn38OPPkkVb0fPtxwvKSEoh5EQDS5Lisj4nTrrcbFAUX1\nuOYQ3TOai3F5ZfC0NOCqq8R8huh1zTuHHjgATJhgOE7FS8XJbNEkZPRo4B//AFatMj6eny8ueszD\ng+RsbS3pU9ZEdrY4ct27t2EtWhN6PbV7FWU44kaBwYPF3E8NFy6Iex67sxVXcTHpayLQ3Z5rrZFr\nUZXCAdrTRXe4EYHKykq4urpixw7jop7dQq4B5WpqixYtMnq9Si7hzbxXCV0JC+fKf1SU6TkeGm4p\nGSsrI0+mmsVGLSy8rIyETEfwzTe0ccnh4kKbY1qaspFh+vTp7bbekqOmhubU1dXwN2DwhNDnuiAi\nIgIRZtw5er0epaWlisT71Kl8XLiQDyenfFy+fBmZmZnIzDRf3M3JyQlNTU1Gx9LT07Fy5UqMHUvk\n2tfXmDyJ6s/Icd11pFhpiVwDpGQXF4sh15wgyTfK4mKx5NrXV9yGVlVF67hvXyKqUogm1yI3tcpK\nCmHv25dCrTnhS0+ndS0qukG08pCfD9x3H/VDl5NrkTVKRJLroiLg5ZdpTnNzjcm1SMORt7dYch0f\nT2u7TlbsWaTnBhDbjquxkWTH0KEUBi4l1xcvArfdJuZz/PzEKvM8uiM11Zhc8566HYmQMoegIHHh\n7HzLVFJYCwqAkSPFfI5OZwixFkF8z5+ndSJv5Vlfb2i9KQIBAcChQ+1f11VcukTPkKgCyN3lBT5/\nvmMOLHPoTs91URFw7bVi7uXnR3LJ2mhuFufg43qIyGhcNVy+LE7P9vExGDHtCV999VWX3t9lct0d\nkHuuO0KuuTNcidxykmOpIAkLA2JilHOeAfWw8M4omM7O6hv31VcDycmWjZsxUhz79VO/pqaGLM+e\nnsbGi46SEAcHBwQEBCAgIAAxMTFG59LTgcmTKeSopqbGyAuel5dnQsgLCgpNiDXH4cOHUV39bwwb\nNgn9+49BaakhXk80uR4zBti6Vcy9eFi4tzcJVelcW4NcFxWJya+rq6P1ERBgrACK6uHJIZLw8XWg\n1KtctIdPZFhTVRUZRCZMABITDYRv506KZhEFkXNdW0tr5KGHgAceAF5/3XAuP986UQIi8OuvlMPu\n5UWkQ4qSEnHkulcvsR7gI0eorsLPPxsfF72uRZLr4mJStENDaa6l20NamrLxuzMQbTTKzqZokbQ0\n4+PFxR03mJtDcDA9KyKQ19oZTCmDq6BAXG0PwOBNFUGuFy4EDh4knUWKnBxaN11t08bRXX3nRaY7\nAN1HVC9cMK2d0Vlwg3x3EL7cXHFRGd3luc7NJaORiLo1Li4UzSqti2MtiDSa22vO9YULF/DII4+g\nqKgIKSkpSE5Oxs8//4wXLSxmJEhcWRdSz3VHSUiPHsAnnwBz5pie69PH8qJm1dW0aE+baYutFhYu\n2nszZIjl+ZJbt9LGZ+578mJMnFxziPSEhISQ8qDXA+7u7oiOjkZcXBzuvvtuPPfcc1ixYgU2bdqE\nw4cPY9OmXOj1DRg+/EbFe1VWVuKPP17BJ59cj8WLfbF7923473//izNnzqCiggkl18OHU6irCPD1\nodOZkj6ROdcAKdmiFAg+7n79jAuOiQ4LF02uvbxonvMkbWj1erHECej45iBXHqXgVuzRo43TQs6f\nN/asdhUi55or7KNGUcqKlJDt2QPccIOYzwE6Rq4LC817MdPTyZMaHGxKri9dEpfb6OJCv3l9ffvX\nWoILF4CpU+n7SdeSNTzXlnYdaQ+FhbTfymtkiA6dFa0Ul5SQgVXe5TIrS1x+NKC8BjuL3FwyvGdm\nmsoa0Tm7IgkfTx+RR2SIDAkHxOdcf/ABEBdnenzvXpKJotCdnmtRYeE9e5L8EyVH1KDXU6TXsGFi\n7tdd5Do9XVwoOyBW7zMHUXWIAPvNuX7wwQfxxhtvtOVbDxs2TLUumBI0Qa6lhK8zRHXRIuUNRSk8\nVw3JySQodTr1xctJiJsbkWu+sUnDq0UgMtLynKGE1nbTR4+qX1NTo0yuRXpCuMfWks2BSEUPjBnz\nDCJlkqd///548cUXMWTIowgKGoi6umqUlm7DP//5TwwbNgxz5gQjPf3/8NVXX1lQfK19DBhA3vaW\nFvPXNTe3/9245xowJqp6PZEzkQaYjoYqV1WRkUUJfNzh4cZKpmhFzdOTwgIbGtq/tj1wz3Xv3vTd\nuMLGC4/17Nn1z+DoyFzv2UPWZaWUD8BgFBgxwtiok51tPvqko/D1pdAuvd6y6zdvBnartB8vLSX5\n5uhIyg0fd2EhVcX/29/EjBnoGLmeOdP8+iwqoj1ATmx4GKqota3TWZ53XVJCRevMGWAKCqjYmpub\n8T1t6bm+4QaSk2rg5Fqe+lFSQutdVOisnx/NiUrQU4dx6RJFisn1hKwscUWfAIPxWQTKymjfYsx0\nzYk29Iskqny7ltfIEE2uO+JUsQTvvENEWr7mdu4EOpihZxYiyXVhoXIVb71ebA0EoHuMAunptK7t\nNW1KDefPi6veDxgiFq0NkbVU+vc3FLq0J9TW1mKspPCKTqeDUwdCDDRBrqVWL5GbQ0fI9YkTFMo2\nZAhw9qzyNbW1RK579CBlgSv0onM8LSXXjAG//ELh2OauVyLX9fU0fpGhyqGhyqFqcpw/T8pBc/N0\nLF++HFOnTsWNN96IqVOnYuXKlXjttdcQG7sSb711DocO5cHXdy3mz5+PPn36oLKyCJmZ3+C+++5D\nv379cNVVV+Ef//gHNm/ejIpOxJ44O5Py155Cv2kTKRrm5pkbXwBjci26pRXQcXLt7U0F7JTAxx0W\nZpzHJ1pR0+k6Rp4WLwZ++kn5HA+vdnAg7zUft+hnEejYmOPjSYE5flz5PB83L1zIIbLKL0Brzd3d\nMvLEGDBrFvDcc8rnufwAyADD1/WFCwbPsCh0ZK6lxeCUwNeCPCT33DlSeEQ+j5aS6717gf/+17wx\nND+fxiwnNtnZ4ioTA5aT66oqqkuxebP6NdyrLldaRRbYAkheh4SQ17Y9pKerd97gKCkhg5FcT0hL\nE0uuRXquuVepf3/jeWBMrMcJEEuuCwupU4K8Y4Rocu3vT5GIIiJJyspI7wsLM977GSOdMTa265/B\nIbKF2OefA9dfbypLc3NJdxAZViyyqFltrbJB+MQJ41ofXUV3keuDB4FrrhF3P5G1G8xBpBwJCSHD\nvL0VNevduzfSJPlAGzduRJ8OFH7QBLnmhK+lhTZ7UYSvI72uT56khzcsTJ0gSsmTNDRcdG5qRIR5\nLwHHmTO0aKdPN80Zk0Kecw0YilWJzJMJDTUO0VXDhQvA7Nk059OnT0dCQgISExORkJDQVqyNt+Ia\nOjQEdXX3YN26dcjPz8esWSmYPXs5ZsyYAU9PT1y8eBEfffQRZs2aBX9/f4wdOxbLli3Dnj17UG/h\n7mqJAsEVo/feU79G6rnu08egsIkOrwYsJ9cHDhiKScirz3PwdS33XItsRcNh6aZWXQ18+imwZo3y\neWnf6UGDDGkU1iDXHTFkJCXRb6/WLoh73Hv1Ii8+lyE5OWI914Dlc83XtlorQelc9+tnkI+ZmWJD\nZ4GOheBzo6waGeeeXjmxSU42LarUVVhKrjnZU1M0qqsp6sHb21QunTsntpKwpeT65En6//Bh9Wu4\njJOvubw8seQaIK+bJe24pk9vv/o+J9dyPUFeXb6rCAmxnFxnZKhHvgDq5LqqivYfUUXYALGEr6qK\n0vd+/NH4uMg2XADpNH36iDFmnD5N62PgQGNyXVJCnmyRa1tkrjg3Ju7bZ3xcZEg4hyjPdUsLkX4l\nJwB3folCR8n1Qw8BK1d2/HMOHBCbNtURTtMVZGeL06N0OqoxIyvKbXOsWrUKixYtwvnz5xEcHIwP\nP/wQH3/8scXv1xS5rqggEiiqj+eAAZZXqUtKoiqbISHqBFFOrnnFcNEKfXAwKWrSvG4l/P47ea15\nERk1cOVYKlBE5+8BysWllJCaCtx5Jwl6tfC+hgZSFNzdSejW1lLYRnX1YCxYsARbt25FeXk5Dh48\niFdffRXjx49Hjx49cOTIEbz55puYOHEifHx8MGXKFLzzzjs4fvw49CoxsrzytjkUFFCv7C1bDG2J\n5JCuD2lujOgcYIAIX3vKPGMk2KdOpddqijQ3CvD8ZR4iL9pzDVheMTw5mX778+eVz0vbwwwebIg2\nsaXnWq8nZeyuu9SVf94/Uqej57ywkJ7zmhrx/U0tVSCOHycDhVpUBjfOAbRGuOc6M1Osdw/omOea\ne/vViCpfv/ZErtPS6FlT22M4SeWVmrkMaWggEiIyxNDSKucFBTRf5rztauQ6P19s0SeA9nVLKv1y\nQ6daZENDA5HY4GCSeXw/515Jkco83w/MkWaAiHVkpHELNjl4yKbcGGoNeW0p4duwwXxh0MZG+u7z\n55OMlEYUiPZcA5ZHCrQXqsr7oEdGGjsw8vJozCKdEyLDq9PSKE/899+Njycni8tb5ujouDdtUn4O\nioro91Ba+ydPin0evbxI71HT5eT43/+A9es79hnZ2SRjRBVzBEj+q+lEcvz6K8kIcymPjJlGCmRl\nUbHVm2/u5CAVMGOGaYFOWyMyMhK7d+9GaWkpLly4gD/++APhHfAWaIpcz5xJXltRuOYaCldpL4Ts\n3DkSxKNHkyKglhslJU/SiuGiPZMODqS0tue9Tk0lwW8u/F2vN1SDlgpBa5AQSzzXjY00v0OGkBdM\nTVBwwqfT0X25Qi+tjO7o6Ihx48bhpZdewt69e1FRUYFff/0VTz31FIYPH476+nrs3LkTzz33HGJj\nY9G7d2/8/e9/x6effor09HSw1p1VXiVbCYWFtFnFxJARRh7aJh2z/J4iiydxWOJN5Z9fUkJzprZG\n+Lp2cSHljCsltvBcMwa8+y5tpnfeSetJaQOUPov24rk+cYLW6ogRyoRPr6fvwsfdpw89C9xrLbra\nqqXk+sABCgsvKVEOyZN6rqUGNNFFnwDLyXVlJa0V3vpJCbW1JKcDAuie3JB34oR1yLUlXuDCQtpn\n1PYYaTielFynptJci/ZKWkKciospxLSgQL1eAt8D5Z4V0WHhgOWea76O1NYHr3+g0xnvofy3ETlu\nJyf6Xdub76Qk+t+cIYPLZbnnmtcYEAlL18i8ecBjj6mfv3KF5rpnT5KP0n3fGnLEkkiBjRtJ1zIn\nb9LSyJgTFWVsfLRGRIZIcl1UBNx9t2kdDR6hKRIdCQsvL6caHXLSD9CcxsaSjJE6aaxh7NLpaNyW\npI1yQ4CaLnT0KO1Dt99u/Ptxr7XIfT02Vln3VMJnn5EewmWKHBUVNKcDBxqnUHz8MXnqRep+06ZR\nSpSoop8i8O9//xuvvvoq3nvvPXz44Yd49dVX8eqrr1r8fk2Q66oqWsCHDpnfVDoKBwdaPMnJ5q/7\n17+ApUvJY26OIEqVTGlYuDUUerlVWgkZGWSMMEeu6+poQ3NwMN4oRRfHASzzXGdm0hw7OZHx48kn\nla+TEtVBg2gz5m3H1PIO3d3dcfPNN+O9997DyZMnUVxcjA0bNmDhwoUICwtDeXk5Nm7ciMWLFyMq\nKgoRERF48MEHUV7+HXJyzGsQBQVEhn74gcj1d9+ZXtOdnutevdonfOfPGzbSO+5QNyBIxy016ojO\n3wPaJ3zl5cCzzwIffUQkpG9fZSOTdMz24rnes8cQSaIkQ+rqDAYjwGCFzskRm0vLYSm53r8fuOkm\n9RxtqedaWkvAlp5rXgDOnELKc8V79KDnr6iI7n3sGJFFkbDUc11URIUz1ch1RYVBqZHK67NnxYaE\nA8apK+ZQXEzXcmOQEji5lhunbRUW3tJC3238eCAlRfkaaf9Z6VycOEEyXrSxyxLCxwurSjsJyHH5\nMq03Obm2hiHDEnLNDXLFxeoFFHmtCYDkHvdcNzTQ+0TLP0s817/+Sv+bKxDMI/yioow919aIyPD3\np+e/veKqv/xCcqyx0bi7hxSXL1Nrx+JiY0OvNaJ2OmIUOHCA/lcqtpaXR+vgpptItvOWuOfO0b4p\ner5jYizjG3z9q/GCf/2Lol4aGshDy7F/v/h9ZuxY0hksico4eZJ0bDUH1osvAuPGkb4kNcLs32+I\ndhQFb2967nmKkRS5ubmYMGEChgwZgqFDh2LFihUAgPLyckyePBkDBgzAlClTcFmywb755puIjo7G\nwIEDsUMSb37s2DEMGzYM0dHRePzxx82Oyd3dHe7u7vDw8ICDgwN++eUXZLVHuiTQBLmuqaEF7Oen\nnhfaWQwbRrnJatDrScguWECv2wsL50omDwtnzDoKvSUb8dmzZFUNDDRt28IhNQhIN0pbea5TUw2h\njR99RFY1JcEsJ9fnzpHir9NZ3uc6ICAAc+bMweeff47MzEykpaXhk08+wd/+9jf4+voiKysLn3/+\nOXbvnoulSwMxYsQIPP3000hISECNLCaftyPy8KD8ESXSIs+55r+frXKuU1NpA0lJoWJVakRLOm5u\noW9ooM2brx1RaI/w8fWZkkKGgb59lZ8DaVj4oEGkbOv1tvVcJycbxqz0HEjHDJAV+tgxWv+ixwxY\nRq7r6mjc11xDyp3Ss6jmubYGuba0bQf39qspdowZzzdXtr/8ErjtNkP/eVGwNMS6sJDIk5qclEaL\nSOX1rl2kWImEpQU/+TNlznjKZRzft/helJoqthUNYL4uinQ8Pj6UN61WoFRK+KQe9+PHiVyLhiW9\nrnNyKGLn2DH1kGVuFBg+nHqi82gCa5BrS6oT8x7nffqo135RI9dZWbSuROt9lsx1cjLwj39Q1e/X\nX1dOIeQdMyIjjVMR8vLEkz1HR5LB5nJqc3KolsCaNcC996qH01dU0L1uuQXYto2ONTbS7zNokNhx\nW+K5TkwkhwRP91K6nq/fd98lT+fGjXR83z4i3KKNXXFxwPbt7V/HHStqBoTCQgp137qVuAbfB0Tn\nWwPkUFiwgNarOdTU0HM7fboyudbrga+/Bl56icK/9+yh47W11A1EZBE2jrFjSV7J4eTkhA8//BAp\nKSk4fPgwVq9ejXPnzuGtt97C5MmTcfHiRUycOBFvvfUWAODs2bP4/vvvcfbsWSQkJOCRRx5pi0J9\n+OGHsWbNGqSmpiI1NRUJvJ2SAp5++mk89dRTeOqpp/Diiy9i7969SLe0TRM0Qq49POihF01AAArX\nMNe7+tIlWrA8bNdcWLhUWeNh4ZyDiSYh7bXuyMyk8Vx1FY3Fw0PZMymt9BsYaCAq1si5tqRauLQ1\ngZsbGT+UenorkWtzXuv2oNPpEBkZiUWLFuHHH39ESUkJjh07hrfffhtRUZPh6OiCU6dO4f3338e0\nadPg4+ODG2+8Ea+99hoOHTqEgoJm8EKCfn7KBEDqTeUKYEuL+JZWgGWEjxOQwYPp2aqsNPUs8P68\nfK55bhlX8q0RqmyOPJWU0LoICiKrqtrGLZ1rT08aa3a2dda1Jd7UxkaSM0OGqBvopGMG6NlNT6fv\nJzpCALCMXJ8+Tc8jTxtRmmup59rPj5T5sjL6rUQr8zy8ur0WYpy0qRVcqq+n6Bhev4OT68OHgVtv\nFTtmPu72yHVLC81bTIz5sHBe0JOT6/p6Ut7uvlvsmPn92/OU8YKdlpBrV1faby5dMtQgEO0p47+l\nuXxZrqgPGWLec80Jn5SMiQ5B5bDEYM7T0xwd1b2SnFyHhdHcbt1Kz8yuXeKfx+BgWpPm6r/wfWbU\nKPWQVTVyzXPMRcOSuc7KojauW7eSF08p15ev66uuIrLy2mt03BrkGjCODFIbM0AOIe7ZlT8HjY0G\nw/hddwGPPgqsXk3GgbAw9cKVnYUlnuvp04G5c4m4jR+vvJ+WldF+HxYGPPOMYS0lJ4stLshx//1k\neFAifByM0ToaOpTGrCRzOPnu2ZNI6b59dG1OjnXGvWwZ8M03hhoRSuDrs39/ZZmdlUXPY3AwOQQ4\nRzp4kGSK1AkgCmPGKIeoBwUFYURriKWHhwcGDRqE/Px8/Pzzz1jQ6vVcsGABtmzZAgDYunUr5s6d\nCycnJ4SHhyMqKgpJSUkoLCzElStXMGbMGADAPffc0/YeS1BTU4P8DvRLFGwPtA7c3BJx7lwcAgKA\nxMREAEBcXByArr9uaEhsrXKqfH7r1sRWTyi9vnAhESUlQGNjHJydja+vrQVychKRmAi4u8ehpgb4\n+Wd6v04nZrz8dUhIHJKS1M//9lscZs8G9u6l14MGxeHcOeD8eeXrgTiMHg0cPJiInTuB4uI4XHed\n2Pkmz3Ui9uwBbrpJ+frvvktsDZ2h105ONJ7x442vb2iIQ8+e9LquDjh3Lg45OYC7O82/iPGOHDkS\nVVVVKCoag8rKa3D33QexZs0aHDt2DKmpqdi3bx/27duHl19+GYAX7r03DmFhYfD0HInS0gUAdEb3\nq68HLl0yjM/fH9i4MREpKcCNN3Z9vNLXgwbF4fJl89fn5gIBAYbxuLsDv/ySCA8Pw/W7diXCwQHo\n0YNe9+iRiF27gHnz4uDnJ/55LC1NbFV2lc///nsiYmOBffvodWNjIg4eBGbPNr6+ro7ml78ePDgO\nZ88CaWmJrcRWzHgTExOh1wNVVXHQ64F9+0zPMwZMmhTXel0ijhwB9Po41NUBSUmG66nPuOH3CAoC\nMjIScfw4EBUlbrz8tZ8fsGOH+eflxx8TW42acejdm+a/sdH4+gsXgFGj6PXevYnw8wP++IOe9/37\nxY0XAA4cSISLC1BZGQcfH/Xrz56NQ2wskJ2d2KoYGJ8fOpTWO38dHByHggLg9OlE3HQNdWPOAAAg\nAElEQVST6fVdHX+vXvS8mbs+Px/w9k5EdjaQnx8Hxgzym19/7Fhia4vHOAQG0n70zjvA8OE03yLX\nh7MzEByciDVrgIceUr8+NRUIDKTP37s3EaGhps9HRYVBXoSGAocPx+HYMcDXNxHJyeLWB3/t6hqH\nsjLgzBnl81VVcQgOJvmhtv9XVgJNTfR8DB8eh19+ofk4dgx44w2x442Lo/EcOpSIQYPUr09NTUR+\nPj1vx44BmZmm9ysoALy86PWYMYlYtQrYsSMO27cDM2eK2x8Ber6DgoDU1DiMGKF8/d69QL9+cZg2\nDfj440SEhJjer6YmDl5e9Lq8HDh5Mg6TJ9P6IMOu2Pnmz7va+Wuvpd+/pCSxNYIjrrWQk/H1eXmJ\nSEsDYmPj8PXXwOzZibjqKiAvT/zzCAAuLolISKDxKZ3fsSMR48YBv/9Or729E/Hjj8b7Y0UFySOd\nDnB1TcSECXS9ry8QGCh2fSQmJqK0FLhwQVmecfnAWBz69CF96Nln6feX348IN40vNjYOp06RfnLg\nAPC3v4kbL3/t7w/cf38iHn4YOHbM9DyR/UTMmQNERsbh0CHSn9zdDffbvZu+f0AAvQ4LS8T69cQH\nrrmG9jNR45W+joggfae21vR8RgYQHk7rs6gosTWFxvj9V67EYehQek3eavr9Vq1KxNChptd3Zbwn\nT57E5cuXUVwMbN+eBXPIysrCiRMnMHbsWBQXFyOwNaQvMDAQxa3ew4KCAlwjca2HhoYiPz8fTk5O\nCJVYvEJCQsyS5WGSyn56vR6XLl1q1fUtBLNzAGAjRzL2xBOMzZ0r/v7V1Yy5uDCm1yuf/+knxm67\nzfhYSAhjWVmm1/7974x9/z39vWgRY++8w9jHHzM2YYLYMTPGWHw8Y7fconxOr2csMpKxEycMxxYt\nYmz5ctNrjxxhLDbW8Do2lrF9+xgbP56xPXvEjpkxxnx9Gbt0SflcRQVjnp70m3A88QRj775rem14\nOGMZGfR3eTljHh6MffQRYw8+KH7M337L2F13GR8rLy9nP/30E3vkkUdYePgABsDon6NjHzZ//ny2\ndu1alpeXxxhj7KWXGJs3bxubMmUKu/HGG5m//xS2aNE2Nm4czblINDQw5uSkvq4Zo3W5Y4fhdXg4\nY+npxtdUVDDm5WV4XVpKr3fvZuz668WOmTF63m6/Xf386tW0ljlefJGxf//b9LqHHqJnj+Pxx2kd\n9e2r/Ox2FV5etA6VkJPDmLMzYwcPGo4FBjKWn2983bFjjI0YYXh96RJjfn6MLV5M31s0NmxgbPZs\n89c8+KBBbtxzD2NffGF6jXx8Eycy9uSTjN10k7ixStG/P2NpaeaviY1lbP9+xrZvZ2zqVNPz2dm0\nFjhee42xZctovouKxI6XMca++cZUhsixbx9j115Lf/v4MFZSYnrNk08a5OHFi4xFRDA2Zw5jn34q\ndrwcTzzB2H/+Y/6afv0Yy8xkbMUKxh5+2PT8pUuM+fsb3zM4mLHRoxk7elTocNswZAhjp06pn//4\nY5IRZWX07CrJyXXrGLv7bvr74kXGyC9F/+rrxY/5f/9j7L771M/r9Yy5uzNWWcnYK68w9vzzyteF\nhpLMYYyxvDxa0wMHMrZxo/gxM8bYrFkGvUcJ779P8reqijFvb2O9hOPbb2kdM8ZYc7PxXCvt/13F\nuXOMDRigfj47m/Q8Pp5ffyWdSA43N8auXDG8njmTnvWoKMbOnhU7ZsYYe+EF0iPU9vU332Ts6acZ\ne+wxkhWxsaTjSXHhAo2P4/RpxqKjaT298or4MUt/z4oK0/MZGbRmk5JIXiclMTZqlOl18+Yxtn69\n4fXAgbSWvL3VdcquoqiIZLHSfH/8seF7ffABY2FhpvpTURFjvXsbXh86xNjw4fT7vPGGdcbMGM3V\nV1+ZHr90icZ7772M/d//MZacTLJSDqmepdfTXnnuHGNBQbR+rIGaGuJiarT0ypUrbOTIkWzz5s2M\nMcZ69epldN7Hx4cxxtijjz7Kvv7667bjCxcuZBs3bmRHjx5lkyZNaju+b98+duutt6qOJzMzs+1f\nbm4ua2xs7ND3cbCchtsOvr4U9muNsHB3dwoP5D1R5VBqA6EWGl5bawipCQgA/v1v4OGHKXdSNMz1\nlywspBBEacjJ+PHKFRilYeEAFbnYuZPCykWHkAEUHqOWM5SYCFx7rfF41MK3pKHKPj70no0bxecL\nAcohnT4+Ppg5cyZWr16NDz64gIkTs/HFF1/g7rvvRu/egWhuLsT69euxYMEChIaGYtCgQfjmm1vx\n888PYMeOHdi7dy9KS3dgzZrHkZS0XXj7C2dnWtfmwvXkYfRKPYTlocp+fhSatnu3dUKV22vFJS/+\n5ufXflg4QKHvKSnWybkGzPdfLiigZ3HcOMMxpVZpSnNdWUnPiy3CwvPyqLXc5Mn0Wu07ynPF+/Wj\n0DfR+dYc7YXh5+dT6sLYsepyUi73goMpL7+21jr7TP/+6vmmHNJ+vmppP9Kca15AjLdctAamTQPM\npKUZ1RRRqyUgT2uYNImeiWeesc7eCLSfNpWfT7+5ry+tXaVxy0OVGxvpOdbpKMTTGmM2F6rMdRRP\nTwqxViu2JB13SAiF9Z8/T9WKrYH2CsjxsHBPT2D5clqrFKWjPOYePaiA7PLl9HriRPFj5utDLXWA\nh/Ly8fTrZ1q4TdpphePWWyknuLhYbFs8jjFjgK++olB5JZ2V7+krVgDvv6+cNlVRYUgtAagadEEB\nFRETrYcANH87d5JuptRuKT+f5nfMGMoBV9MBpMUcAUqP2LiR9EDRaXUcgYGkRynJksOHqRAsQLWN\nlFLapEURAZJ3mZn0G1oj/YhD2iFFCi7nvvqK9iS1Tji8hhBA8m7SJAo3Dwig72oNuLmRrq2EpqYm\n3HnnnZg/fz7uaJ30wMBAFLUWfCgsLERA68YdEhKCXEmse15eHkJDQxESEoI8iaDPy8tDiBmS4+Xl\n1fbPzc0NV65cQXl5edu/9qAJcu3nZz1yDZi2B6mpMZTXv3CBNg8p1ApzSZXMgAC6zyuvUFEA0TBX\npZMXTpLmw15zjXKFUSVy/dprlNNljc3BHLlOTjbNZVPr1ywl1wD9Rnv2APfcI26sHO3lSyYnAyNH\n9sN9992Hr7/+GtnZhXByOo0PP/wQ06dPh4eHB86fP4+MjO2orjau/tLcnA5Hx+WqQqUrMJd3zZih\n+iaHEmmRzzMAxMUB69ZZZ0OzpKCZ9HMtybkGiFzv3Uu1B+TfRwTMFdriirz8evlvIyepDg4kmw4f\nto6hq725fvJJ4MEHDQYrtfUklyF9+5Libyty/cYb1CrEyUm9D680TxxAa0gudWEQXUcAIFJ2+rT5\nto8pKYa5VsvLl5JrDw/Kb6+uFt+qiGPMGKrgqkZCKivJkOfqSp0ppP2JOa5cMS4QN3kyFVy6807r\njBlov2BVQYHhmVLLu5YSPoDW07Zt7RfC6izaq2DNx6zT0X5+8iStWSn0eloPHh6GYwsXUj6r6KJg\nHAMGEHmvq1NeJ5xcA1RsKSDAdJ3IScibbwJLlpDib438dk9P+j2zs5W7rkjXB6AsK3l3BweJFn3v\nvbS+77zTOvM9YQIR6KIiyn+VQ24wV9ofeTV5DkdHItX79lmHXAOkV953n3JRuMJC4zooam0L5a0/\nx42jwl2c4FoLAwYoG0ZPnSIj0Lp1pBMprZGqKmPZ5+REOctXrqA1vNo6UCPXUtk1dKh6BXqpcQkA\nHngA2LzZUNjZWlCqr8AYw8KFCzF48GA88cQTbcdnzJiBtWvXAgDWrl3bRrpnzJiB7777Do2NjcjM\nzERqairGjBmDoKAgeHl5ISkpCYwxrF+/vu09Shg5ciT8/f0RHR2N6Oho+Pv7Y+TIkYiNjcWoUaPa\n/S6aIdc5OdYj13LCFxQEPP44bVTHj5taatQUH6lyzAnArbcab9CiwJVGpc1MqZ1Cv360Ucn7kMoV\n+uuvpwIX8fHWUTLNketTp0yFu5eXsoVWTvq+/54qMVrDw2euR21DA/D559SbkcPFRQdgKB5++Als\n27YN5eXlOHDgADw8whXv0dy826hFmL69ak0WwlyVztJS+t2lpEiJIMpJKkCbWV6e+DYSQPuET+65\nVvuO8nU9aBARG7mhTBTkBjoppFZgDkvINUAbYHGxdYiqublmjKITHn3UcEyNXMvHzZU7axE+f391\nw6JeT8W9Fi2i17yYjlxOyg0C4eH0O1lrzG5uwAsvmDf+nThhaI2nFh0lVzDd3cnzZA1ZDZDs8/BQ\nr14ujewaNIhey6NlqquNFUxnZyoW5GBF7aM9L7DU4DVkiHJR08pK084ToaHGSqdIcL3CnDeVj9nP\nD3j7beA//zG+hhuNeKE+AHjvPeDbb60zZoD2gd276Td+5hnT81JyDSh7uuWGDA5r6XwAcN11JFeV\nZKtcZnPZJ/1t5DIEoDX9zjvUdcAa8PSkPfmxx5SdJZaQa7nnGiB997rrqBuItXD11aTjyVFYaPxM\neXgQ+ZSDcsUNrx94gNqkvfOO+LFKIW+zxpGbS2tn/nxaB0r7Ke/fLsVPPxHxtZbMBsyT6/nzSa6N\nHk1ywsPDVMeW/ybXXkvGvHa6V3UZERGmx/744w98/fXX+P333xETE4OYmBgkJCRg6dKl2LlzJwYM\nGIA9e/Zg6dKlAIDBgwdj9uzZGDx4MKZNm4aPPvoIutbJ/uijj/DAAw8gOjoaUVFRuPnmm1XHMnny\nZGzbtg1lZWUoKyvD9u3bMWXKFGRmZiJDqf+rDJooaMatGdYI5wSMe1gyRsrAvn0UEtnQYFouX23j\nliqZzs70P1eWRMPdnQR5TQ09HOvX08MycCCR60mTjK93dCShm5lJ13DINwgXF2DlSuuMGaDfUCkM\nhTGqbvnBB8bHlcg1Y/S7SEPzgoLEV4HmMNdGZ+NGUs5aCxACMLQDq6oi5d7JyQnXXXcdPD0HoLo6\ny+Qeer0ev/32G3777TcAgL+/P2666SZMmjQJkyZNQv9OMitz0Q1ZWcYKD6DsEVQi1zfdRMqaNcKa\neGgVY8qbj5LnWokgKoVYA9ap4ArQXKpVSpZ7QQDlPuRKcz10KIXlWkOh54qX0lxnZpIsk35uRzzX\ngPi+y9L7q5G9w4dp3fM9w82NZJ+c4MnHzKN0rLU+AAqre/ttU89iYyN5586epXY0gGVh4QCtuaYm\n640ZoP3iwgXlTgxZWQaDhJMT/ebJycYpEPLv2x0IDTXfo1b6TI4eTV4ZOaqqrNNfXg1+fqTsFhaa\nGuMA01ZaMTHAhx8aX6NGUq2JqCj67VtayCj/3nvG53NyjOcxIsLUW1xVZZ2q4Obw8MNUQb2hwTT9\nT06unZ1JN5KSJSVy3R1wcaG5okJ8xpCTa6VK3Urkes4c+mdNXH01yQb5flNUZLzP9OyprOMpRZJY\ne8yAoUOKFPX1NB5/f8MxpXB2uecaoN/EWmHsHFFR9NzJ57CggAwCUn3W25sMidI1cfmy8T4DWKey\nuRxK5Pr6669XdTjt2rVL8fiyZcuwbNkyk+OxsbE4ba49lASHDh3C//73v7bX06ZNwzNK1kMVaMJz\nza1p1sinBYy9TnzRXb5MfZafe85U4VUL35Lm30yfTiX8pRZk0eDe68ZG8ojcfjtZBk+eVA7v6dfP\nVCnt7g1CrS3D0aNEOOT57Z6epuS6qYkEqzU9H1KYCwvftUs5l03JKNC//xIEBhprEJGRkVi3bh2+\n+eYb3Hfffejbty9KS0vxww8/4KGHHkJERERbi7AffvgBpe01jJRALSQWIGVZamQBlHNqlcLCdToK\nMxTdCxgwKDFqNRCKioyNbJaGhQO0xuTGG1Ew14aoK57rl18mQ4Y11rq7O/1TMnZlZpp6MSz1XHNb\nkLUMi/36kTKs1CJl82bTMEGl50DamxsgOf3PfwJPPy1+vByOjgbyef31htY+Z8+SfElJMSg4atFR\ncu+Nj491vXsA/Z7Z2aRgSiOfVq6kuZZ6+2NiTEM/bUGuhwyhSKaLF5V71Uo91xMmUMqI3GPc3URV\np6P5O36c9nCemsYhlyNK6Wm2INcAhec+/zyNR9oCqLaWxiSV2Wrhs9097unTaZ+47TZTQ4ySzJYb\nn+UypDsRGUltGqWoraW5lxI3pag7eVh4dyEoiPYxeYSXPCxcpyPdQt5KSp5e0l2IijKdax42Ld2X\n1TzXthizszPJZXn6hVKveyX91lZypLsNbOYQHByM//znP8jKykJmZiZef/11sznacmiCXN9wA1n9\nrRWyIg1VLiigMPC8PCoUM2uW6fVqXgW553r0aOuMl4N7JnNySDhdvEgKbUqKspVJidjKcw+tDfkY\nqqtp3n76CZg92/R6Ly/TEKH6eusUlFGDqytZ5eUh9YxRnveECabv8fIy3dR8fKZj0aLlmDp1Km68\n8UZMnToVy5cvx/z58zFv3jx88cUXyM7OxsWLF/HRRx9h1qxZ6NWrFzIyMvDZZ5/hrrvuQu/evTFy\n5Eg8++yz2LFjB2rllWEkMFf07tw5U3JtaVi4tcG91+XlRJa40ss9DFI5YGlYOEDFRKzpuc7JoXUi\n36jUcq7l1ymN2dOTDBnWwqBB1C80IMA4H1ipkKOlnusBA9QjD0Sgb1/q4zl2LP320udy505SmqVQ\neg6U5N4HH1ivWAtHTAzwyy9UPOiXX+gY7+0q9fSrhYXLPfDdgbAw2luio6lIJ0Dh988/T39LjRkj\nRxI5lMIWCuawYTSOKVMowobLtU2biLhWVxu8TiEhZPiQz7ctFMwJE4jsxcSQcV8KuWLs50cyQ7oF\n2EopvuceqnUQFUVrhSMtjbxRchKiVPjJFiSEGzROnjQ+bgm5tpXnGlAm13l5tD6kc63knFDyXHcH\ndDrl0HB5CDJgGhrOi8fZYr6VwsKVotEsDQvvLiiFhivpItxzLYWt5Mj//V/3f6YaNmzYgEuXLmHm\nzJmYNWsWLl26hA0bNlj8fk2Qax8fsoxaC9Kw8IICgwKu1yuTuODg9nOuuwOcXF+6RFYqvZ6KlyxZ\nolxMQ4lcd7f1VTqG5mYS/osWUWGW8eNNr1fyACt5U60Jnc5gAW5uBqZOJc9vZiZ50ZXyeHlYuBR1\ndcANN0xHQkICEhMTkZCQgOkyJqDT6RAdHY2HH34YmzZtQmlpKY4cOYI333wTEydORM+ePXHixAm8\n++67mDp1Knx8fDBhwgS8/vrrSEpKQrPE3aEWFv6//wGffUY5VlJYGhZubfBN6r//JeMWV3zOn6d1\nLn0m3d3pN6HevwZ097i55/rLL2l9SGGp59oWcz1iBMmLkhJg7VrK5du1S51cKxUS6265N2aMwaux\naRPJgr176Vm8eNG03oSaUdEWilpMDFXy9fQkzypA61tetCk01DQSgrHun2uAPNfr1tHfO3bQ/xcv\nkjeytta4mrO9eK579QK+/ppqBkyeTJ0oAKqNERNDa1tq/Bk2jCIKpFDKubY2HngAWL2a0gO2bDEc\nZ8xUjuh0pjLeVkoxR1gYyQ4uk1NTTQ1WSvuMLcfN0x6kUJLZcl3EluS6b18yLEr3PXlIOKDsnLCV\n5xowhIZLIQ8LB0g+SsddXU1yr7uiFaWIjiZyXVNDaxtQ9gDbk9EIMJDrefPICQTYv+famnnoHYWf\nnx9WrFiBAwcO4MSJE1i+fDl85bHyZtDppVpeXo7JkydjwIABmDJlCi6rxM0mJCRg4MCBiI6Oxttv\nv912/JVXXkFoaKhRgrqtIA0L50J1507gxx+Vrw8Pp0Xa2Gh83FbkmrdC0emouBZvYaF2vRS2DAvf\nvp3mfvNmyh+S5i1z2AO5BkjJqqggxXHHDlKCdu8mT4OSQFDyXHdm3D169MDo0aOxdOlS7Nq1CxUV\nFdi5cyeee+45xMbGoqmpCYmJiXjxxRdxzTXXwN/fv61FWHPzeRQXk9u3qYmMLwBVUr71VlOPu6XV\nwq0NXrBq+3baIA4eJO/qZ5+Z1j/gho/22lpZG337kud6/34KV167lowYmzd3LSzc2vjb3yj/cdky\napOyahVVRE5LMw3RstRzbW3wgpOLF1PbG4DGnJpKv4P8d7cncj11KimNzzxj8DydPGkaQh8VBWRk\nGIcGNzWRcunk1H3jBSiEvaiIDC8XLtCzdvo0Kcryub76aoqckqbI2YJcAxQJ9fTTRK737KH547VQ\n5AZRJaXfFgpm797AI48AN99MMq+pieSegwN54uUGL3nYr7zqdncjPJwIyLvvkiw7ccK064iah88W\nawQg8n/xIq3rXbuUDRmAMrnubnnNwduDZWaS0bmmxriVH4eS/mQrzzVgeM4++8yQFiMPCwdMw8Jt\nFV4N0PMUGUmRReHhtM8reYDtKSwcoPGuXElF377+mo7J6x8ApjKE152y1fNoLzh48CAGDx6Mga0h\nnqdOncIjjzxi8fs7Ta7feustTJ48GRcvXsTEiRPx1ltvmVzT0tKCRx99FAkJCTh79iw2bNiAc61x\nCjqdDk8++SROnDiBEydOmK3aZm1Iw8J5MZFJk4wrQEvRsyd5FqQF45qbjTfv7kBAACk9ly5Zlndn\nb2HhX35JLTeio0nZUbKmciErVdYaGrqf8HHBmZRExLqlhUjqbbcpX69mFOgq4XN1dcWkSZPw1ltv\n4ejRoygtLcXGjRuxePFiREVFobKyElu2bMGjjz6Kl18ehO++64t7770XMTFfo2/fQuTk0Ni++MK0\nHoBSQQ5beFMHDaIcuHPnyPO0di0VSProI4rMkMPSEGtrIjSUZMf+/cATT1BLloceonZWdXWmxUGU\nCprZglyPH09GwiVLDB7HrCwiqnKlWKliLmCbcf/3v0RU09PJUHT0KBE+pfYmXE5KYStyHRFBBHXZ\nMlqz1dVEruVpPLyYnHSPsZUyHxFBValfeIGew337yOuuNNdubqSMSo24tiROABVgTEwkg1FYGO0/\n3BPPoRSuaktvqrc3KfLJydSTFqDnUr5O5IpxZaVtPddRUSS3Dxyg16+/bjm5thUJGTCA5N0rr5Ah\n5oMP6FmTdx6Rh1jb0nMN0Jr97jvaL+fNo/Utn2ulsPDLl21HrocPB379laIV586lZ7GqylR/lYeF\n2zK8GiB5PWQIjfmHH9Q91/YUFj5rFo33gw8oMvTyZdJb5etaXrC3pob0a2u17tMKnnjiCSQkJMC/\nNX9o+PDh2Lt3r8Xv7zS5/vnnn7GgtenZggULsEUaw9SKI0eOICoqCuHh4XBycsKcOXOwdevWtvNM\nredEN0MeFq5UqVMOeZEDXsysO8MaeCiqpeRaycNnq7BwxsgjOWkSefqUejYCRABdXY3bu9TWdj/h\n41XOL14kIbt3L0UJ/P3vyterhYWLNgr4+vrizjvvxMcff4zU1FRkZmbi888/x9y5c+Hj0xv19flY\nu3YtUlLmo6AgGAMGDIWb2xPYti0eVbIBKoU12cJzPWIE8K9/UfuHiRPJg/Ptt7QGxo41vd4ePNc9\ne5JhLTMTeP99g3U4K4vki1wu2EtYOECe0MBAame3aRPJNSVyzb+j9FnkuXC2IH2TJ5NH4dlnSaFX\nI3yDBhlCsDlsWYxowACSa9HRwG+/0W+u1AlDnjNnCyMGxwsv0BgnTCAvsNpcA6bF2GyRJy7F0KG0\npk+coDn19zclF1FRyhWsbanQDxtGnQIuXiTv5FtvmaapyRVjW4ahAhTlsG8fKfNffEHH5HLE29s0\nVNmW5NrTk8b044/AJ58AL71EqQNymS0PsbalDAHoWXztNSrEuHcvRf/Jo42UwsLlRRG7E4MG0eff\nfTcZ6lavp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lCtjFuLYeFKnmstzLW3t8HQrxXPNWAw0vXurR3DorXRFWIN/EWuOw03N1Ig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\nNwAAAABJRU5ErkJggg==\n" } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(linspace(0, 1, 44100), sax[:44100])\n", "ylim((-0.02,0.02))\n", "\n", "hlines(0, 0.8, 0.85)\n", "twinx()\n", "plot(*windowed_zcr(sax[:44100], 1024, 128, sax_sr), color='k', marker='o',lw=2);\n", "ylabel('frequency (Hz)')\n", "grid()\n", "xlim((0.0, 0.05))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "(0.0, 0.05)" ] }, { "output_type": "display_data", "png": 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S10OHDmHZsmXIzs5W/vbd7LmPi4vDkiVLrOZ8GIZhGOvFWjQfi26GYRimVRFzurUZNmwY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\nQTcRERERERGRl/w/lZ0pRIAuC8EAAAAASUVORK5CYII=\n" } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Very low level signals are not distinguishable from high level ones (This is generally a problem of most pitch detection methods!)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def windowed_rms(input_sig, win_size, hop=None, sr=1.0):\n", " if not hop:\n", " hop = winsize/2\n", " rms = []\n", " window_start = arange(0, len(input_sig) - win_size, hop)\n", " \n", " for start in window_start:\n", " w = input_sig[start: start+win_size].astype(float)\n", " rms_inst = sqrt(mean(w**2))\n", " rms.append(rms_inst)\n", " times = (window_start + win_size/2)/float(sr)\n", " return times, rms" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "rms = windowed_rms(sax[:44100], 1024, 128, sax_sr)\n", "zcr = windowed_zcr(sax[:44100], 1024, 128, sax_sr)\n", "plot(*rms)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 13, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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X33vPKo8jR/qvT+wbVtets/A9cKD/2NeNG6VHHy0bVn1Dpu9xjh61IHDnnd43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\nbVtx99aRI8supzJmjE3Y5hs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zqyLcjBwp/fnPFlDvu0967DG3WwQA4SMlRVq3zqqqjuHD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\ncc5j1A2cy6grOJdRX1UYVuPi4pSXl3f+fl5enuL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} ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "rms_th = where(array(rms[1]) > 0.02, 1.0, 0.0)\n", "plot(zcr[0], zcr[1]*rms_th)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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7IX36actCjhlj21xrnV5+uZ1YX3FF8Mdcnqtc2J/A9Y03bOwRERZMvPtu4Mfj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\nY7gCAAAAABztOz4mmMHCEs6KAAAAAElFTkSuQmCC\n" } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now must approximate to \"valid\" pitches." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def midi2Hz(midinote, tuning=440.0):\n", " return tuning * (2**((midinote - 69)/12.0))\n", "\n", "midi2Hz(69), midi2Hz(60), midi2Hz(24)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 15, "text": [ "(440.0, 261.6255653005986, 32.70319566257483)" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "num_freqs = 8*12 # eight octaves from C0\n", "\n", "quant_freqs = [midi2Hz(i + 24) for i in range(num_freqs)]\n", "array(quant_freqs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "array([ 32.70319566, 34.64782887, 36.70809599, 38.89087297,\n", " 41.20344461, 43.65352893, 46.24930284, 48.9994295 ,\n", " 51.9130872 , 55. , 58.27047019, 61.73541266,\n", " 65.40639133, 69.29565774, 73.41619198, 77.78174593,\n", " 82.40688923, 87.30705786, 92.49860568, 97.998859 ,\n", " 103.82617439, 110. , 116.54094038, 123.47082531,\n", " 130.81278265, 138.59131549, 146.83238396, 155.56349186,\n", " 164.81377846, 174.61411572, 184.99721136, 195.99771799,\n", " 207.65234879, 220. , 233.08188076, 246.94165063,\n", " 261.6255653 , 277.18263098, 293.66476792, 311.12698372,\n", " 329.62755691, 349.22823143, 369.99442271, 391.99543598,\n", " 415.30469758, 440. , 466.16376152, 493.88330126,\n", " 523.2511306 , 554.36526195, 587.32953583, 622.25396744,\n", " 659.25511383, 698.45646287, 739.98884542, 783.99087196,\n", " 830.60939516, 880. , 932.32752304, 987.76660251,\n", " 1046.5022612 , 1108.73052391, 1174.65907167, 1244.50793489,\n", " 1318.51022765, 1396.91292573, 1479.97769085, 1567.98174393,\n", " 1661.21879032, 1760. , 1864.65504607, 1975.53320502,\n", " 2093.0045224 , 2217.46104781, 2349.31814334, 2489.01586978,\n", " 2637.0204553 , 2793.82585146, 2959.95538169, 3135.96348785,\n", " 3322.43758064, 3520. , 3729.31009214, 3951.06641005,\n", " 4186.00904481, 4434.92209563, 4698.63628668, 4978.03173955,\n", " 5274.04091061, 5587.65170293, 5919.91076339, 6271.92697571,\n", " 6644.87516128, 7040. , 7458.62018429, 7902.1328201 ])" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "def quantize_freq(freq_list, quant_freqs, quant_offset=24):\n", " quantized = zeros_like(freq_list)\n", " for i in range(len(freq_list)):\n", " arg = argwhere(quant_freqs > freq_list[i])\n", " if arg.size == 0 or arg[0] == 0:\n", " quantized[i] = 0\n", " elif quant_freqs[arg[0]] - freq_list[i] > freq_list[i] - quant_freqs[arg[0] - 1]:\n", " quantized[i] = arg[0] - 1\n", " else:\n", " quantized[i] = arg[0]\n", " return quantized + quant_offset" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "rms_th = where(array(rms[1]) > 0.02, 1.0, 0.0)\n", "quantized = quantize_freq(zcr[1], quant_freqs)\n", "plot(zcr[0], quantized*rms_th)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 18, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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nJBezysuz7YVSUspXMJXsOB0yxCrKH37o/ddx4f6Jo0ZZpbpPH7dHBACIhIyM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\nAACA6winAAAAAADXEU4BAAAAAK77f1ZgRjsCCRXGAAAAAElFTkSuQmCC\n" } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(zcr[0], quantized*rms_th)\n", "#ylim((50, 75))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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gK/b5bZ/FL7+0fVYDAfv+Fy2SXnlF6tYt1CPzvg8+kAYNktq1K6gKnsiXX1oP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\n9wPwSAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To improve presicion, zero-crossings must also try to compensate for multiple crossings within the same period." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Auto-correlation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maximum lags determines the lowest frequency we can detect" ] }, { "cell_type": "code", "collapsed": false, "input": [ "44100.0/512" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 20, "text": [ "86.1328125" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "def windowed_acorr(input_sig, win_size, hop=None, sr=1.0, maxlags=None):\n", " if not hop:\n", " hop = win_size/2\n", " if not maxlags:\n", " maxlags = win_size/4\n", " window_start = arange(0, len(input_sig) - win_size, hop)\n", " acorrfs = []\n", " for start in window_start:\n", " w = input_sig[start: start+win_size]\n", " lags, acorr_inst, lines, line = acorr(w, maxlags=maxlags)\n", " acorrfs.append(acorr_inst)\n", " \n", " times = (window_start + win_size/2)/float(sr)\n", " clf()\n", " return times, lags, acorrfs" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "times, lags, acorrfs = windowed_acorr(sax[:44100], 2048, 512, sax_sr)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(acorrfs).T, aspect='auto')\n", "yticks(linspace(0, 1024, 5), linspace(-512, 512, 5).astype(int));" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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TbloAtcaVHD5SXlqrq4G70xzdGFb8NMOdYpjGNV5muvw0qzKLQuQ8xzOoITiEBS9pvFHN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pV4T9z6RnvPPEoD9tt7b1lr84FFuwbwhgrPbdr5+oL3nN/B+66+iPed/xHvv/oi3nf1Au+f\nX0QavcD7/Qu8Dy9wFe5wHe5wxTG+Dne4WqVvcRUuOPMFCADNAKVFSQoRp9SeCm71nVr/lvW3F+v6\nfRVcl6eTJdid3zXPV4Na29L0VrpnTMrxQ80F1v0sHNjWTYs/6u3vvQv6yWpN+jOp4eX5lXZKxrut\njI0IWIk0JJrL6r6s0iL/CFj/t8p6ZMxsjZ09bWpvPO5JtyyM9LhiyTeo0HrfqRMej0D6HoNmVdoR\nBkhXfMZrXlJHlZZgDeCS1uvNLgukLeE4B81M1faA+J131nRLA6rxnJZCWtGM8sL8lwZnvURlYxcT\nokDqokA6+ej5dmTg4lIZ/HKUiu4INZrc3ynxSdBykVp7ZKWm1Pq21rEQWSDt+QacyjsANDOSTWnM\nyA6KshflIRSHBLHKCLNzYDdEnBwm8vAYNgJoa53K8lAbgrM91yoHM8wqLeLVubcZHw2a5fCjhbeE\nUC2Q9tR/b3/Rk9reJHMkf08YlfjR57UmtJ50jXbf+q1d32KQ9UTYa5LfuzDlUV9sshzC9bbZI3NT\nz4S9twhRw+/TLl8F73mXV4Xe8qTxdWXBcqrQxvS/5AsC2Z1F0Z4iCqjvAc5XI948vYOvOf0DPnD6\nW3zg9Hl84PQ3+Prh8/iA+zw+QJ/HB/B5fN38d6AvMdw7iPGXGPQlwL3DKS3oL7Ed16yxbrMIvIMD\nNjNppV8X1BZnNF6b3y08Q28dtMC69khfOQKtZ2W8d7zo4Qn1FoK9BU95usFeTEh7IeNzSH4/3bb0\neDpVaNai3wwUy7Ea31xrW3qxQ797C/9Kw0OPtbU5WNcbsB0jWvgDw+MRSK2SHFnd22uUGZ+x7gBW\nB8mxZnpbacukU4c8UVqMtEUj2AIWsN07yZ3lbe2fNPdUcho0WJjr5gGCU8fgSgFqL0dA8EuYPTDm\nMESz3YGTl1m8ukAqhdJcDMtM2WJASeA9x770LKAAcYN43lscGOBolFI8350YdA7AmYuXXCbCTB7B\nubUDI+a4go60t8PyNKvSHFx0ApadBMxLutBSuru91vYsWws/rXu0mLG9kJtjT6yhNcgfmSDuKwjs\npXvfizto9ym3le65Jo/TTuRLRqEn9C7MaaG0pSXL40seu/U4qUOr7WuafE+LoZS4rKMevCf/SBur\n0f6p4ci79tzLEkYNnJ4z6M0Aeo8KbwY4RXsTX8B7whfwXv4i3hte4L3hH/E+fgfvC1/G++/exftu\nbvB+vsX75zvgSwDeQYwlrmkvsT+uyTnkCMP4lWbEe8ZgPRbs4a9Sjj3aEWjVocWr1hYFMm6ND7Ux\n2+KBtNDeI7xoHlryynlMm7As3Jyw+NagRpxxoH2qg+a5anO/prXGVJ2W84cuK4z00bHzdcCr9kn9\n/715qDUnt2jW82p9oQMej0D6jQYtH4nhBJ49YjkRrzqV9faJlmUmfdTHChfp2pljGs/CTms1tpxP\nin7GB9gKV5qhynjAstKb35NhC9t7Z49uTHV5HWYG5pBWrhhRuydHjtoLpcAO4AEIQ9KODvG+eQ/p\nQIB321W+PaG05v1Wh4Ctp2DLPPlVBVJLGM3M6iD+VwZeWoR8MUDMc9xDKc/ak2dkbs7UlPssZZ6k\nrRZmaP/dZiOu0fYWRPSkAmwHRj1I1oCw3ktuMQI5buXhAN4qS++EdVRgPBrv0TLe+14a76nLHrD6\n9kOEllmvpsly6DLpd2q105qw2SPo98Je+2wxA715PfdtlesotOr9PmlgWWiw5gI1L/hhxul0h/P5\ngvPpLobzHc6nmD4J/L30JbwfX8T78QLvxz/i/XiBN/ECJ3wZARfcAfgSzgC/AXfLcHcc4xx0+pZB\nY2dj6G3fNRPX1nc9Igy9TthjZo+2sz2BQqePPH+vn9wnvwdac6ZFP6Kl7tlzXQtUobWEnxoNletk\nvoZaHaaysCqbTsNty0JGGcgqR8+8e/S9XqWv6bo4+vw9fulV54PfsMmPRyD9+rsNiYpLZBaH9PJC\nF+cqLu71eXGrTACBF5w4HgNz8Qh3DnyJIdz5GF8c+G6hVfcVaVrWkFqmnDo4dZ9R3EsLQ4w6M6Un\nHzmw5P9robMlXFtCdhZG55ACAyHEwCmsJK09STsHH4XR+RTDyPG5AwGDA1xAcctdE0j15EyV+q5p\nquXRLi1Nqf5erQBRFTvavXgQNMBzNldWZchH0MjjeTcDNq3z8qeoPVfSax6UrbbSavtaIO3REOfy\n6+9nmWfluDUpWnnW5Nhi2nra2VHhZY8JAfoYwZ6JRAtBR6GHYeqtr7373Yd5y3DfOqnhuf107ptq\ntlFtItcDPYyMhh6m9kgdHw2b+3H7m+1Bmq8XT9O80CDy0hyez1dena1c4uXscu/meMYypXOVRboE\nN+OEcRPOuJj0K9zhGre4wh08Zlxwxj/ifbjDFV7gq0reFd2BnjHcM+nF1MaLZUvkVrC4RlnT2k5h\n9B3doeFg6xXAovHq2oy3aPL+Fi7TljOVJX2fhrV9hnW35fn6me10L8j/tWtGX2WVl9NQs/WSrGn7\n8dqDxBGQjob0QXHrA2Z0uv4/6VSxFve0A33Nft9ZaMfbdq3Vbr8wqTfSvX193/7+U6+HBbZtqd4q\nlzfab433h//NpD4agfS9X/NilWbQ6qDqUPapRTPCuRxg7cq55vKMKCSTxmWyS/kB8ZywkYDZASNF\nBytMABEwpGaT1fe9E7fnaILpOTEwMZ0PJkamE8dnp8AjLV5mVzSyGfwWk5+FIsZag6X3S7bs+Fcm\nq5y0obwWRotAOiehNAdLTWbQ2AHMQoYlLE6NfKk31BjfGu2IQCq1o3q/rKyDowJpj0mfFsjiyonN\n8GaojUGSLhcjagspcrFC10HtnNmWWbteSKmNVZpeM62sWQHk+nBoajtMAUPTLCGWsBVeH0JwrcWE\nY8JITbDq+W+LJstVw3W5JX4fwcYS3CyBRrcZNoJlvlUbiqxhqdY2am0oOx9bHRGCZXxPljuUzjAk\nJUxJWj7XbXW+a/mWiT0QlhGFNSh1JZgUdfYciflve67ddgF3WdhdykZuTS/zKbYMVDmrrso41Xa0\n15k0m3Gzjy2xYunFtobLsD4ZMZhxhgvOuKxWC7eMWvSjux9m+A2DvBfy82osc2Su23Ut49YRMfqY\nkPVTdFuoPcNiuh+GtZWg72g9a0tri4R9gqh1FVfvYX0VS+jf1rNehthrKdv+su4r9xMdsSlJPSzH\ntuRTTJ3qWfnUU78psV16Z9aj/VVkX1njVk1v7ybHs/uCJSLbebR53nFB9J8HPHKB9Et/+9VrAgOL\nt00SzAQl5p7WaWz5LfPzaWalhbf2nygNKGUHND6AhgA3hFU64yDEvXmjDBRjTZfvvbd/KWDLZMuK\nkMyadS+t8ZV4EUoDEOZFGK1qRfcq2C9lkcLo4AEfsDpg+z4Cad4PJs1mNbNuCVNWuI9A2mOSncub\ny8qpYIRFyMoOBOT3A7A+/9L4vlngtLwmZzw7b9JOnG4NesvZi67HljZfxvIdW7HE8/c8pXeXgp0W\n8mU/sPYR1jSuNcFUt7uWdqwlrEHhPQLofaBXwD1S1l4BUh40ng+Xr6SzUBaFo0zLaSFQAeV4n80Z\nsZIWxPwwYZkn8nFahZ7wvfrNfRZIbYZS+6H1woZqU1zec4lZWPUUOu0UQNRHrmOq4DFa15msQ5kn\n82MIcFL4TDTStBUbl76TEj56V/Z7BVZ57Zo1rQtPDgEnjBvxz6LVj1aJQbLv8RToqD+dkt50q0s9\nx/hyxnjJsQwLbRrPmMbBXmzJ47ke/4/A3gJazeqqNSaWRX+BlzlbxcC6jau2vM0X315cu1qEyVtV\nys+6H7OwHKL8n9W4AjO9LALFfy54Sqv6b/dLdU9531pZV30t911etP+rRaPUB9UYKfMyvfQZEi3Z\noNcWZTTuk6iYa6kVABRhUwqeLdrMa7zkCTywW+qPsfKTYfvQIHH+OMTZ5ijnlT8mIKtPlEW/Bf+K\ngnG+OUs8980D8GgEUvzpaUvb2+ivN/3XBnFJqwljVloyszsxnxx4cPtMdhZwrP13NfPHWoDALfPK\n2n69Q5D/2CN0tmgi5iEKtdl7mhRKnV9MdsGRAawxzDq0hBkZM7ZnkOr9pK9bIJ2A4hwqjpQoAmne\nH+05aXQXxnv5/qlCdF7+ZPkZI7Yaz5oQWguW4G6ls8apJbBpgXTeibPAfoK9L1e2aQI2fV4u1mSv\nqi2BtEdLShWaDqjgljD3lQRLqJT40XJmjX/uu9W2EIW0rE3k7Lxrkw6qDuMHzgZeG8iC6UxASAt7\nQdIonm0rF616catezJgAosIvy3y26rVVxzpv7/977VK3x5qQsdo2sdCKprSiAX6dzJLLJrkuOoBz\nFGNySaB2Ac4xHM04YcJAY4wx4UTjOsZYzgeN1bGv77nwGZdwxl24woVjfBeuIo2vlrxwBr/rgHcJ\n/C4B77oYvyRwxnN8m15Oz+tWDKjv1gh71h16ga1ncY6w9O8NbgTsxEa7t1rPfVuU7GubfveqY3HP\nuLlec1nHGu/9ljD+v9deetqK46hY8aE4XCxWf0Moln40BDgK0QTezQV3Lqj0DEccPfbDIXAShzkt\nHXFaVkr5HBzC5MCzj/HkEKZ0hFxOzz45W6T1HF/DsyXyXj19JeS7f+r5vzaP7MFDdsgdeDwC6acN\nWo2Z0yHLS5b20ML39vhluh6QW+nsMnsQ+Mmgy6NH9rSfvFMHkpaFgprHWGkqCmw7rZY1Vx51w6Id\nnWcgTEvgFA4JqAHRgU/ysDt5wA/AGARDk4S0rOmtvXdOOyxe4CZR51KYkfVqOXayPMHJoyH2gpTb\nW1UQAAwczxotdSyFUl6E0eFAz58AnChpbxKjkGfirBnK/tlz25VCeq5Xqb28Eu+n30vjss/sxQ5b\njeUePih6/vb525LApfbKVdK9wnOLqasxYejAj+TfB3r+f6QMNUZKT+p7dVlosZ2y+D6LownefC9y\nIQWOi1ZJEKG0gFXyskAkV3BTelVkJmCitIXDRf8Co4u0kYDJLfFE+/OGtThqLR5agkcPtMY/K93T\nVo8KGetq3JwZaMIeI27VkYUjDmP7GjyAPMOd5iUM8ybtE04ua0iBlXaHpDAa88LsMV8GzOOAefQx\nLukULpFeFjxvsF4A1emLUX+1vmh9OysGlvGYKunavXYF0so9aunW++g84OGZ3drzjozVGj8CvULp\nkXnGWpytxb3v6wnsCJwdSjaCOwXQaYY7hdiHUuwGRR9C0+v/SsMZaOXdnyeJp3F6Tuxm5md7lVW5\nnmvjsf4mvdAztr1OOLrgsYfr++zh+r+v2F8ej0BqgTUgWgNlFgQ0k5w7b2aW5X0Ja0cVshMP4nr5\nETIzYn3w2t43r9Ik7tMSRuVqfA/jXBMSLJo2vaw5P5qA4kk3JIE0TEAYkyA6xmA+qCGV8RA5mXwO\n6eyBaQLcgHQ6OIpA2jvxZeFKCtZSqybTDNu7rnXmIBt1+RACqaXFtpjZDMVsIxM4Ml4CBygKpDMV\n80YJXMwNEU2Bn1U+nfVetQnQmvx6GeEerWRLeOwRenom+Z7y1tofjLxeODpx9TIWR5irI/lHBNJW\n/UrI5rt537jcfy/245NnOD/Du5DiGc4HeB9X4r2PdOfi6n1tD9R6H1XAHAZM84BpPmGaB4zzCVNY\n0lNJD1jOz1XxRApHnTnSeUcFUl2/e+kjbbzn3jUG7oiAuZeuPYdh93GDxo4w+wHzMIh2JAMv8zMB\n2mx0g1MqQG4DYyXO/ink/JrnlFz+qxSfEc83zYtpPeNL7d1rQmlvn7/PuKnL9irpVL3NWOMSamNv\nqz41fhRa5drr11Z+b71pQcwab2ZxrfWcWpnyvXV/z/fMi4QsFmuSxYLzadylAKKkIfVh9YD1o1nV\nISEEh3n2CHM6F73gC41mn7ZmUHrfFLNBC/Qw44+FQ9E17SHzH+JevdAzDvcIulZ6Bx6PQPpcpQn9\n3g+BrWBnxXs0jedy7E0Oex9BprPQIjt6Lr/WVMq+nP9bA8sstGYyWtsDaNEZiA6IAsre0ZCWqbKG\ntPyhJYwqKY990pAOSRjNgmhAcXgkB8a9ySQLpDVhUZ4zmAXSnrNIPbb1qgVHCbLea2XJwvGZgAsv\nTq0mXhjdGUlrSspztNhHstpbEoATgQcHPhP42kWtz0jRm/ToQAWn4wOV9R1knPE9pkXT7xPX8BIL\nJtJsPyqfsOxlJKAI+IRlf5GEVxx0TTjC0OyON1xiUmkAy/4Utd9otV+x1MlSVyt9I+WIV+nl/mIf\nVKKt9zfGdusRogdUSruGqJLGZqfRCrec0FjBq/TsPCY3YDoNWIw7K85n0h6mmf0WF+nA6RzfEBmo\n7Igv4zHPIxiLRk0QYwDEGCD34kpnSuY+UGs/Wi9wZCnlcVOrvVgpb+WkKf9v47hpieM4uv7f8p8l\nP9aB2Hcs68JyIgXVvpHbN9Z9I5l4c0hmhdmBYj6vOZl7M6fV77w9Qs/ZZYznOJ5nAfSMON5fo65B\n7xFEcrpTKO8eL3ufe6SMR9MZHprBPvJerWdZZXkVqN2nZ66TvKNeHLYWi/U9as/NbadmTSStVYa0\nSDikBcJhhvdTtDzwM9wwxUVDzLD2ZkthNlsgRB2FA3vhYomVSyVp7iscngYxxobUZ0Maa+ON8wOo\nnbaELyveo9X+20s7+oyea3tB87a19GuAxyOQ/pcqTTgmkOpOaantpWaqV+MFcX9U0kcaRS5L1sqS\nuEZOcFqruwd75pQtLWktnhGFQ04tkBnLcS9JKM2a0qb0pWg8A+yiQBqGKJSO6VrOAimvFwVkbNEI\nceKvaR3l/7hRXB0C7KNx7rD13pvbV6ve8z0nSgIorcs8UzLhpaUOKMT5wi1Mft43VY46cGlQP4WF\nUczMlZF2af+HdzMGFycTL2jeTfBJE7Xn5EAKAevJB5XJaBFkaq5MXiUP4v7WFWvHLLYjBovWC+uy\n6dIcvZsst7yjxtfvVY/X9d8qnYXrOqrRWrhMb4XIxdVFq23tpfsOxggbMbfpgIMSU0S6pG5zvSxB\nK7bqpFZ/OljOeEW8nvEAABHjSURBVGoOelptvhf0Py2azDty3wWPpbTyZPlr7yLz7e8oPX3GOC84\niJ2lkO6PVgsVlxPmy4DpLpnq3p1s/DLIQu/jNbCuOSIoHoGHFDR7BCtNex3CYGUftBlDCiSiYBa+\nKR/tl7kH74FcnMz/9ggie3VPSFsguGyFKCdElO0RKc8nKxSnAs1pb3co/wdQxjk9Zmxogk8JhW9x\nhWcJkp9JAigXPwFuOZVjdkDCEZxt2VWLdf21vllPndb+e+Q5Pfk91/bCQ5blYBnuJZB+8zd/M977\n3vfCe4/T6YRPfepT+PVf/3X8wi/8Av7sz/4Mn/rUp/CRj3wEAPC7v/u7+Lmf+zlcLhecz2f88i//\nMj72sY9tb/pfq/QffBL46H8X8dqgLEFXVm21Q2sIW9rB2r5Ca99hr/BM4v6TwnUa4n9u574T7GM7\ngKXDZQc3RwTSZiVL+CMA34XtcrFV0XMaKJKGtGxYnKJAGkIUyrLZCXbiHORKjjXYyD2k0pGRdexL\nLr5D/fvoV+RKflVDimi+pff63secD4Bzc3TSQTHWeE7f/Nt/h695+zvTwQUxXOHOxPN5fAtbVoul\nx8q2q3mH9krLHkNbY6KlkGZd1xKwaoyuvnbvfkfeo5Uv8/7ok+/gX739nt1n1t6vP2/LJrSu37IU\n9XLUykic2kktBsNxKE/gpOJiopI2YxVqZ8+1YftNbVFpwT/1yVt839vXHbW3/EuzZwSGrtdSalaC\npzCdc7wIo+DKExlmafqGGvWlyWoxdFwQAlK5ZNsApDvScnfO8kN6R071w7yiMwgjDZjohJEGjG7A\nRAPGnKaY/ne/d4MPvv11uMUz3OAZbnCd4meCltPXuKHnMbhnuPHPcTM8x214hht+HgOe4YaeY3bD\nVkBrCXAWr2LR9P9a6UMf4EBsBrbLcagM3MaJgd//t8B/k/hCy7pA0aLmfNlbXs6zT4u5UrtetPfK\nA6t5BJOMU3uDlafLJK0ArDJvGPmKoEspQUZa5+V3lpYVBUexsogOwpJTMCFoaho5OX9vv0Fksz1u\nPvkpnN/+/qixTMJkCIuQGbJgKQRQFKEUBS8eclfe1UmY5pIy2ZV5os4kfyiL7lSsv0ON1tMHJV+q\ny2CFo2C1DYtWS0vapz8JfPjtYwJp7Z4tegPuJZASET75yU/iq796Oarlu7/7u/GJT3wCP/uzPwui\npZF+3dd9HX7zN38T3/AN34A/+ZM/wY/8yI/gc5/73Pamz2/X6T/+X4G3vx9rdXoOIh06Rj3ZSBjb\nxmM1DClXyX2WOWhzT+3ECFhMZ7yg5/QI27QmPz/3eb0H1dqjOqT7Qfw3l90ZNEuLqE1Ry810BdXs\nlP4IwAdRl94Ezg7R9HcCZlGQbBrsOQqkWSiX9WPhuQ6zQyOpKdVxFnK1MFoz2z3i1ChrSK0jZbSg\nf1bP0t9Ezsdpwpfa0GWiiN7vyAWcaMQzusE1RVbqmm5X+DO6wTVu8Sef/Df46NtfxjVuqyGyZhE/\nhRHnecS5xBNOq/SI0zziNE9dW4hX71hjvKxBvJXXM1haeT33PgJHnt8Jv/MJ4L/97IH7HKk363/W\nM45MfK96rfU/gn2msB4b5fpWLcj8vEDZs0intz4YtP/pfwb+hz/Feri0Yom/Sr311OVe3n2gNibL\n9JHyPET/lmmPuEf+GaKp7LVKp/h3/kfg7a/+S7wcnuPd0zO8PD3Hu8NzvHt6jpfDNv0O3ivCewr+\nJbwXHgEMwpjPJz0yfhwZiwj7e4Ilc20JiBrvEW6bgjDZ+UfabHamtbo3r9P/x/8OfOS/V/+vCG1A\nOmrJQR+9lNOrI5jUUVLpBgBjaz5e3kULpxVBtAd6x8VcL7L8Imja5ugmHcQ1jkIJ1TQC5uARgsec\n9nzGtMMcFnz8N/8X8MGfSGMdFcdF0lSWVdoEybfLepChZgqv++BDjrdWX5N0GazytTS0rwusKs60\nf/9J4F+9fby+auO97v8dcG+TXVaHMn3wgx80r/vwhz9c8A996EO4ubnBOI44ndQxL39zvU5/eQD+\nw9X2g7UmeOzgwFrA1BpPjVv7TbWmzSNquTSTlLWaWvCVcW7M0uwC6j+ywWfzUSls5vys/dSaP60B\n1AKp3FdpTqCy4rXmU0rnE9ZnhDRU0ByidhQDwCcgnIB5AtyUzEPC1qsfVKxp2bFTzVxbv1+tPmqa\nST2Q6D260ry3phiWAunIMUxIe0U5deJlsszONzit5rJbChYYoLTCSGBQIJxcPMbgGd3gPfROCe+l\nL+E9iX16D72Dv8fn8WH+NJ7xLa75Fs/4JuHr+Bnf4JpvQXcA3TLoFiWg4FzSh7XvVp9u9XVr4mnt\n592D1vUPmadptf/X6P83lqMh9uDIZPIYwJq8Lbpc1MvhXKGdEYWOq464diavxi0rCmve+H8A/C9o\n+y1oWUHUhLsjdXWQD+56bi9uPXuvvR1ps73vPwB4A9E3RY4t/CWAfwBwZtAVgDNAVww6p8BJl54d\nthRrj5C0snHsjsM2Fwfx5ljWCq131vVX2y+q8Vw3PXEvdAmnxn33GP7aM3Ii074E4K9pe78a35c9\neec6Uc7wWNZZS6DRc8wRwWXvfTX09DHtoVyEFW2juZZpXu5HKKa2+Ugl8mFlgisXv3mMfilCiiPu\nV/TwhRPw58/rvkwsHnTvv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} ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax[:44100])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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g9Otn5mHi8fjoo0BE2/zzn6ajbw+y4rznUil8LdD2cddn69bRuYTYPhwE6NDB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\ndpRTHMQoFIJo0XvsEewLHmMcFKPX789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djKqv59eVd4lau07u3Nn7wFlT77kn/J1bYnDP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bcK11g+/zzw0UfRaWbMSF4OkaO2Nt41O4y49+H99wuvH34Y+POfo9N85SuF15/7HPCzn0WXHdQ/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\nOQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "array(acorrfs).shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 26, "text": [ "(83, 1025)" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Need to not count central peak (e.g. by determining highest frequency)\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fmax = 4000.0\n", "L = 44100.0/fmax\n", "L" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 27, "text": [ "11.025" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "apeaks = argmax(array(acorrfs)[:,:512 - round(L)], axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(acorrfs).T, aspect='auto')\n", "plot(apeaks, color='w', lw=3)\n", "xlim((0, 83))\n", "ylim((0, 520))\n", "\n", "yticks(linspace(512, 0, 5), linspace(0, -512, 5).astype(int));" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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HpfzgrHlhSXuao0TPTb8kL6+GUrosD/rEKKS/lXaFNHe83fsNFbv8sen88eBQ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\nhXgGHNpFgVa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jmgnJSM9G5RzTGAkhuApIyzmkr9tD2osDkpVdUVkuFnbljNWdkrVF+cY8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\n00wzzTTTRaH/H121u0kxwfKiAAAAAElFTkSuQmCC\n" } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now convert sample delays into frequency:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(lags, acorrfs[30])\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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ykFhhzHzdunUYOHAgAKCwsBCLFi1CXFwc+vfvr+XSUS0m5ux0YQau5ARac58A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\nSRNzcv70qE+7dwPjxwOjRwP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P/j59KS6WvXCnT8cfW0dJwH3zzfqXZ9w4Wa/CV+ATrLIy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\nnEGrsXr3lrSdEydCe99XX3GacKTjrYaCcued8gQ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} ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(44100.0/(512 - apeaks))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 31, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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YCK1jXFWVtGKF5HDYPZKx66qrJLdb+t3vzm2jPBgAAACIDELrGEdpcHTccov0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\nIGYRWgEAAAAAMev/A5ic1Ydtj4GAAAAAAElFTkSuQmCC\n" } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "times, sax_rms = windowed_rms(sax[:44100], 2048, 512, sax_sr)\n", "plot(times, sax_rms)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 33, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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e7amnpJwcaeFCqyuBp1q82ASKDz80k3TVx/z50rPPmpaAbt0apDx4ga++Mq1b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\nAAAAAAC38383a3X1pcLzvAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "sax_rms_th = where(array(sax_rms) > 0.02, 1.0, 0.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "sax_freqs = sax_rms_th * 44100.0/(512 - apeaks)\n", "plot(sax_freqs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 35, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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T0/xpCACAEchVeaHGHTiQnHmmUAoAAG/y1hiqzDReAADoSzCFKnOrGAAA6EswhSpzqxgA\nAOhLMIUqM5UXAAD6EkyhygRTAADoSzCFKrPGFAAA+hJMocqsMQUAgL4EU6gyU3kBAKAvwRSqTDAF\nAIC+BFOoMmtMAQCgL8EUqswaUwAA6EswhSozlRcAAPoSTKHKBFMAAOhLMIUqs8YUAAD6Ekyhyqwx\nBQCAvgRTqDJTeQEAoC/BFKpMMAUAgL4EU6iiohBMAQDgrQRTqKJXXknq6ro3AACgm2AKVWS0FAAA\n+hNMoYoEUwAA6E8whSrav989TAEA4K0EU6giI6YAANCfYApVJJgCAEB/gilUUVeXqbwAAPBWgilU\n0f79RkwBAOCtBFOoIlN5AQCgP8EUqkgwBQCA/gRTqCJrTAEAoD/BFKrIGlMAAOhPMIUqMpUXAAD6\nE0yhigRTAADoTzCFKrLGFAAA+hNMoYqsMQUAgP4EU6giU3kBAKA/wRSqSDAFAID+BFOoImtMAQCg\nP8EUquTw4eTIkeT008uuBAAAaotgClXy5jTeSqXsSgAAoLYIplAl1pcCAMDAxr6TgxsbG3POOedk\nzJgxqaurS1tbW/bs2ZPf/M3fzE9/+tM0Njbm3nvvzXnnnTdU9cIpy/pSAAAY2DsaMa1UKmltbU17\ne3va2tqSJKtWrUpLS0s2b96c+fPnZ9WqVUNSKJzq3MMUAAAG9o6n8hZF0efr+++/P8uXL0+SLF++\nPOvXr3+np4ARwVReAAAY2DuaylupVHL11VdnzJgx+cxnPpNPf/rT6ezsTH19fZKkvr4+nZ2dAx57\n880393w+b968zJs3752UAjVPMAUAYKRqbW1Na2vrSR9fKd465HkCdu7cmYkTJ+ZnP/tZWlpacvvt\nt2fhwoXZu3dvz3Pe+973Zs+ePX1PWqn0G2mFke7rX08ee6z7IwAAjGQnmvne0VTeiRMnJknGjx+f\nxYsXp62tLfX19dm1a1eS7uA6YcKEd3IKGDGsMQUAgIGddDA9dOhQurq6kiQHDx7Mxo0bM3PmzCxc\nuDBr165NkqxduzaLFi0amkrhFGcqLwAADOyk15h2dnZm8eLFSZI33ngjv/Vbv5UFCxZkzpw5WbJk\nSdasWdNzuxigO5hecEHZVQAAQO15R2tMT/qk1pgyCv3u7yazZiWf/WzZlQAAwPCq6hpT4O0zlRcA\nAAYmmEKVCKYAADAwwRSqpKsrOeecsqsAAIDaI5hClbhdDAAADEwwhSoxlRcAAAYmmEKVCKYAADAw\nwRSqxBpTAAAYmPuYQhUcOZK8613JG28klUrZ1QAAwPByH1OoQQcOJGedJZQCAMBABFOoAutLAQDg\n2ARTqALrSwEA4NgEU6gC9zAFAIBjE0yhCkzlBQCAYxNMoQoEUwAAODbBFKrAGlMAADg2wRSqwBpT\nAAA4NsEUqsBUXgAAODbBFKpAMAUAgGMTTKEKrDEFAIBjE0yhCqwxBQCAYxNMoQpM5QUAgGMTTKEK\nTOUFAIBjE0yhCoyYAgDAsQmmUAXWmAIAwLEJplAFRkwBAODYBFOoAmtMAQDg2CpFURRVP2mlkhJO\nC6UoimTs2OS117o/AgDASHeimc+IKQyzQ4eS008XSgEA4FgEUxhm1pcCAMDgBFMYZtaXAgDA4ART\nGGZuFQMAAIMTTGGYmcoLAACDE0xhmAmmAAAwOMEUhpk1pgAAMDjBFIaZNaYAADA4wRSGmam8AAAw\nOMEUhplgCgAAgxNMYZhZYwoAAIMTTGGYWWMKAACDE0xhmJnKCwAAgxNMYZgJpgAAMDjBFIaZNaYA\nADA4wRSGmTWmAAAwOMEUhpmpvAAAMDjBFIaZqbwAADA4wRSGmRFTAAAY3LAE0w0bNmTatGmZMmVK\nbr311uE4BUOktbW17BJGtNdeS4oiOf304z9XL2qHXtQW/agdelE79KJ26EXt0ItT25AH0yNHjuRz\nn/tcNmzYkE2bNuWb3/xmnnvuuaE+DUPEC3h4nchoqV7UDr2oLfpRO/SiduhF7dCL2qEXp7YhD6Zt\nbW25+OKL09jYmLq6unzyk5/MfffdN9SngVOC9aUAAHB8Y4f6G27fvj2TJ0/u+bqhoSGPP/54v+dd\ne+1Qn5mTsXlz8uSTZVcxcgmmAABwfJWiKIqh/Ibf+ta3smHDhnzta19Lktx99915/PHHc/vtt/ee\ntFIZylMCAABQY04kag75iOmkSZPS0dHR83VHR0caGhr6PGeIszAAAACnsCFfYzpnzpy88MIL2bp1\naw4fPpx77rknCxcuHOrTAAAAMEIM+Yjp2LFjc8cdd+TDH/5wjhw5khtvvDGXXnrpUJ8GAACAEWJY\n7mN6zTXX5Pnnn89PfvKT/PEf/3HPfvc3LdcNN9yQ+vr6zJw5s2ffnj170tLSkqlTp2bBggXZt29f\niRWOHh0dHbnqqqsyffr0zJgxI7fddlsS/SjDq6++mssvvzyzZ89OU1NTz/9ZelGeI0eOpLm5Odf+\n/1Xy9KIcjY2Nueyyy9Lc3Jy5c+cm0Yuy7Nu3L5/4xCdy6aWXpqmpKY8//rhelOT5559Pc3Nzz3bu\nuefmtttu04+SrFy5MtOnT8/MmTOzbNmyvPbaa3pRktWrV2fmzJmZMWNGVq9eneTEf2cMSzAdiPub\nlm/FihXZsGFDn32rVq1KS0tLNm/enPnz52fVqlUlVTe61NXV5W/+5m/yX//1X/nBD36QO++8M889\n95x+lOCMM87Iww8/nKeffjrPPPNMHn744Tz22GN6UaLVq1enqamp50J5elGOSqWS1tbWtLe3p62t\nLYlelOUP/uAP8uu//ut57rnn8swzz2TatGl6UZJLLrkk7e3taW9vz5NPPpkzzzwzixcv1o8SbN26\nNV/72tfy1FNP5T//8z9z5MiRrFu3Ti9K8Oyzz+bv/u7v8sQTT+RHP/pRHnjggbz44osn3ouiSr7/\n/e8XH/7wh3u+XrlyZbFy5cpqnZ7/t2XLlmLGjBk9X19yySXFrl27iqIoip07dxaXXHJJWaWNah/7\n2MeK73znO/pRsoMHDxZz5swpnn32Wb0oSUdHRzF//vzioYceKj760Y8WReH/qbI0NjYWu3fv7rNP\nL6pv3759xUUXXdRvv16U79/+7d+KX/3VXy2KQj/K8PLLLxdTp04t9uzZU7z++uvFRz/60WLjxo16\nUYJ/+qd/Km688caer//iL/6iuPXWW0+4F1UbMR3o/qbbt2+v1uk5hs7OztTX1ydJ6uvr09nZWXJF\no8/WrVvT3t6eyy+/XD9KcvTo0cyePTv19fU9U6z1ohx/+Id/mL/6q7/Kaaf1/nrSi3JUKpVcffXV\nmTNnTs8t4PSi+rZs2ZLx48dnxYoV+eAHP5hPf/rTOXjwoF7UgHXr1mXp0qVJvDbK8N73vjdf/OIX\n8wu/8At53/vel/POOy8tLS16UYIZM2bk0UcfzZ49e3Lo0KF8+9vfzrZt2064F1ULpu5dWvsqlYo+\nVdmBAwdy3XXXZfXq1Tn77LP7PKYf1XPaaafl6aefzrZt2/Lv//7vefjhh/s8rhfV8cADD2TChAlp\nbm4+5m3F9KJ6vve976W9vT0PPvhg7rzzzjz66KN9HteL6njjjTfy1FNP5aabbspTTz2Vs846q990\nOL2ovsOHD+df//Vf8xu/8Rv9HtOP6njxxRfzt3/7t9m6dWt27NiRAwcO5O677+7zHL2ojmnTpuVL\nX/pSFixYkGuuuSazZ8/OmDFj+jzn7fSiasH07dzflOqrr6/Prl27kiQ7d+7MhAkTSq5o9Hj99ddz\n3XXX5frrr8+iRYuS6EfZzj333HzkIx/Jk08+qRcl+P73v5/7778/F110UZYuXZqHHnoo119/vV6U\nZOLEiUmS8ePHZ/HixWlra9OLEjQ0NKShoSG/9Eu/lCT5xCc+kaeeeioXXnihXpTowQcfzIc+9KGM\nHz8+id/fZfjhD3+YX/mVX8n555+fsWPH5uMf/3j+4z/+w2ujJDfccEN++MMf5pFHHsm4ceMyderU\nE35dVC2Yur9pbVq4cGHWrl2bJFm7dm1PQGJ4FUWRG2+8MU1NTfn85z/fs18/qm/37t09V4l75ZVX\n8p3vfCfNzc16UYKvfOUr6ejoyJYtW7Ju3br82q/9Wv7hH/5BL0pw6NChdHV1JUkOHjyYjRs3ZubM\nmXpRggsvvDCTJ0/O5s2bkyTf/e53M3369Fx77bV6UaJvfvObPdN4E7+/yzBt2rT84Ac/yCuvvJKi\nKPLd7343TU1NXhsleemll5Ik//M//5N//ud/zrJly078dTF8y2D7+/a3v11MnTq1+MAHPlB85Stf\nqeapKYrik5/8ZDFx4sSirq6uaGhoKL7+9a8XL7/8cjF//vxiypQpRUtLS7F3796yyxwVHn300aJS\nqRSzZs0qZs+eXcyePbt48MEH9aMEzzzzTNHc3FzMmjWrmDlzZvGXf/mXRVEUelGy1tbW4tprry2K\nQi/K8N///d/FrFmzilmzZhXTp0/v+Z2tF+V4+umnizlz5hSXXXZZsXjx4mLfvn16UaIDBw4U559/\nfrF///6effpRjltvvbVoamoqZsyYUfzO7/xOcfjwYb0oyZVXXlk0NTUVs2bNKh566KGiKE78dVEp\nimMs5AEAAIAqqNpUXgAAABiIYAoAAECpBFMAAABKJZgCAABQKsEUAACAUgmmAAAAlOr/AIfQZrAc\nKyvHAAAAAElFTkSuQmCC\n" } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "quantized = quantize_freq(sax_freqs, quant_freqs)\n", "plot(sax_freqs)\n", "plot(440 * 2**((quantized - 69)/12.0))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 36, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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jGrmGEVMAAABAIpgCVhjXqKmaYAoAAABIUoztAoBIZFyj1lNM5QUAAAAkgingu7aONjW2\nNkoNiYqLs10NAAAAYB/BFPBZjVuj5GEpUlKUHMd2NQAAAIB9BFPAZ8Y1SooNSKwvBQAAACQRTAHf\nGdcoMSagKNaXAgAAAJIIpoDvjGs0wgloGCOmAAAAgKRLuFzMqlWrFAwGlZWV1bWvqqpKubm5mjJl\nihYtWiRjTNdt69at0+TJkzVt2jTt2rUrNFUDg5hxjeLEpWIAAACAMy4aTFeuXKnCwsJz9q1fv165\nubk6fPiwFixYoPXr10uSDh48qBdeeEEHDx5UYWGh1qxZo46OjtBUDgxSxjUa7hFMAQAAgDMuGkxv\nuOEGpaamnrNvx44dWrFihSRpxYoV2rZtmyRp+/btys/PV2xsrDIyMjRp0iQVFxeHoGxg8DKuUWw7\n1zAFAAAAzujXGtPKykoFg0FJUjAYVGVlpSTpxIkTuu6667qOS09PV1lZWY+PsXbt2q7v58+fr/nz\n5/enFGDQMc1G0a2pjJgCAABgyCgqKlJRUVG/73/FH37kOI6cPi7G2Ntt3YMpEEmMaxTVPIVgCgAA\ngCHj/MHGhx9++LLuf9GpvD0JBoOqqKiQJJWXl2vs2LGSpLS0NJWWlnYdd/z4caWlpfXnFMCQZVwj\nuawxBQAAAM7oVzDNy8tTQUGBJKmgoECLFy/u2r9lyxa1tLTo6NGjOnLkiObOnTtw1QJDgHGNOhpZ\nYwoAAACccdGpvPn5+Xr99dd18uRJTZgwQT/+8Y/14IMPatmyZdq8ebMyMjK0detWSVJmZqaWLVum\nzMxMxcTEaNOmTX1O8wUikXGNRtQzYgoAAACc4Xie5/l+UseRhdMCYSHr11kaXfR/9Z38LJ2ebAAA\nAAAMKZeb+fo1lRdA/xnXqLmWEVMAAADgDIIp4DPjGrnVrDEFAAAAziCYAj5q62hTU2uT6qsTGTEF\nAAAATiOYAj6qcWuUEpei+jqHYAoAAACcRjAFfGRco0BcQHV1IpgCAAAApxFMAR8Z1ygwPKDGRikx\n0XY1AAAAQHggmAI+Mq5RUmxA8fFSFK8+AAAAQBLBFPBVtVut+GguFQMAAAB0RzAFfGRco3iHS8UA\nAAAA3RFMAR8Z12i4x4gpAAAA0B3BFPCRcY2GdRBMAQAAgO4IpoCPjGsU00YwBQAAALojmAI+Mq5R\ndCtrTAEAAIDuCKaAj4xrJJcRUwAAAKA7gingI+MaeQRTAAAA4BwEU8BHxjXqaCSYAgAAAN0RTAEf\nGdeorZ41pgAAAEB3BFPAR8Y1aqlhxBQAAADojmAK+KS1vVVum6um2kSCKQAAANANwRTwSU1zjVLi\nUlRf5xBMAQAAgG4IpoBPjGsUiAuork6sMQUAAAC6IZgCPjkTTGtrxYgpAAAA0A3BFPBJ9xFTgikA\nAABwFsEU8IlxjVLjUgmmAAAAwHkIpoBPGDEFAAAAekYwBXxiXKPEmIBiY6XYWNvVAAAAAOGDYAr4\nxLhGcQowWgoAAACch2AK+MS4RsM9gikAAABwPoIp4BPjGsW2B7iGKQAAAHAegingE+MaxbQxYgoA\nAACcL8Z2AUCkMK5RVBTBFAAAADgfwRTwiXGNFMVUXgAAAOB8BFPAJ8Y16uBTeQEAAIALEEwBnxjX\nqL2dYAoAAACcj2AK+KC1vVXN7c1qbk4gmAIAAADn4VN5AR/UNNcoZXiK6usc1pgCAAAA5yGYAj6o\nbqpWIC6g2loxYgoAAACch2AK+MC4RoG4gOrqCKYAAADA+QimgA8IpgAAAEDvCKaAD7oHU9aYAgAA\nAOcimAI+OBNMWWMKAAAAXIhgCviAqbwAAABA7wimgA9MM8EUAAAA6A3BFPABa0wBAACA3hFMAR8Y\n1ygxJqD2dmn4cNvVAAAAAOGFYAr4wLhGwzoCSkqSHMd2NQAAAEB4IZgCPjCuUWx7gPWlAAAAQA9i\nruTOGRkZSk5OVnR0tGJjY1VcXKyqqip97Wtf0z//+U9lZGRo69atCgQCA1UvMCgZ1yi6NcD6UgAA\nAKAHVzRi6jiOioqKVFJSouLiYknS+vXrlZubq8OHD2vBggVav379gBQKDGbGNXKaGTEFAAAAenLF\nU3k9zzvn5x07dmjFihWSpBUrVmjbtm1Xegpg0DOukVyCKQAAANCTK5rK6ziOFi5cqOjoaH3zm9/U\nPffco8rKSgWDQUlSMBhUZWVlj/ddu3Zt1/fz58/X/Pnzr6QUIGy1tLeoua1ZrQ0JBFMAAAAMSUVF\nRSoqKur3/R3v/CHPy1BeXq7x48fr008/VW5urh577DHl5eWpurq665iRI0eqqqrq3JM6zgUjrcBQ\n9WnDp5r++HT9dPRJvfmm9MwztisCAAAAQutyM98VTeUdP368JGnMmDFasmSJiouLFQwGVVFRIakz\nuI4dO/ZKTgEMesY1Sh2RqtpaMWIKAAAA9KDfwbSxsVF1dXWSpIaGBu3atUtZWVnKy8tTQUGBJKmg\noECLFy8emEqBQcq4RoG4gOrqCKYAAABAT/q9xrSyslJLliyRJLW1tenrX/+6Fi1apDlz5mjZsmXa\nvHlz1+VigEjWPZiOHm27GgAAACD89DuYTpw4UQcOHLhg/8iRI7V79+4rKgoYSs4E09paaeJE29UA\nAAAA4eeKLxcDoG9M5QUAAAD6RjAFQoxgCgAAAPSNYAqEmGk2CgzvDKbJybarAQAAAMIPwRQIse5r\nTBkxBQAAAC5EMAVCjKm8AAAAQN8IpkCIEUwBAACAvhFMgRDrHkxZYwoAAABciGAKhJhxjZKGBdTU\nJCUk2K4GAAAACD8EUyDEjGsU2x5QQoLkOLarAQAAAMIPwRQIseqmakW3BFhfCgAAAPSCYAqEUHNb\ns1o7WtXWFM/6UgAAAKAXBFMghGqaa05/8JHDiCkAAADQixhbJ95fvt/WqQHflNaUcqkYAAAA4CKs\nBdNv7PiGrVMDvlp01SKCKQAAANAHeyOm32TEFJHj2We5hikAAADQG9aYAj6orWXEFAAAAOgNwRTw\nAVN5AQAAgN4RTAEfEEwBAACA3hFMAR/U1bHGFAAAAOgNwRTwAWtMAQAAgN4RTAEfMJUXAAAA6B3B\nFPABU3kBAACA3hFMAR8wYgoAAAD0jmAK+IA1pgAAAEDvCKaADxgxBQAAAHpHMAV8wBpTAAAAoHeO\n53me7yd1HFk4LWCF50kxMVJzc+dXAAAAYKi73MzHiCkQYo2N0vDhhFIAAACgNwRTIMRYXwoAAAD0\njWAKhBjrSwEAAIC+EUyBEONSMQAAAEDfCKZAiDGVFwAAAOgbwRQIMYIpAAAA0DeCKRBirDEFAAAA\n+kYwBUKMNaYAAABA3wimQIgxlRcAAADoG8EUCDGCKQAAANA3gikQYqwxBQAAAPpGMAVCjDWmAAAA\nQN8IpkCIMZUXAAAA6BvBFAgxgikAAADQN4IpEGKsMQUAAAD6RjAFQow1pgAAAEDfCKZAiDGVFwAA\nAOgbwRQIMabyAgAAAH0jmAIhxogpAAAA0LeQBNPCwkJNmzZNkydP1oYNG0JxCgyQoqIi2yUMac3N\nkudJw4df/Fh6ET7oRXihH+GDXoQPehE+6EX4oBeD24AH0/b2dn37299WYWGhDh48qOeff16HDh0a\n6NNggPACDq3LGS2lF+GDXoQX+hE+6EX4oBfhg16ED3oxuA14MC0uLtakSZOUkZGh2NhY3Xnnndq+\nfftAnwYYFFhfCgAAAFxczEA/YFlZmSZMmND1c3p6uvbu3XvBcbfdNtBnRn8cPiy9957tKoYugikA\nAABwcY7ned5APuDvf/97FRYW6qmnnpIkPffcc9q7d68ee+yxsyd1nIE8JQAAAAAgzFxO1BzwEdO0\ntDSVlpZ2/VxaWqr09PRzjhngLAwAAAAAGMQGfI3pnDlzdOTIER07dkwtLS164YUXlJeXN9CnAQAA\nAAAMEQM+YhoTE6Nf/epXuummm9Te3q7Vq1dr+vTpA30aAAAAAMAQEZLrmN5888368MMP9Y9//EPf\n//73u/ZzfVO7Vq1apWAwqKysrK59VVVVys3N1ZQpU7Ro0SIZYyxWGDlKS0t14403asaMGZo5c6Ye\nffRRSfTDBtd1NW/ePGVnZyszM7Pr3yx6YU97e7tycnJ02+lPyaMXdmRkZGjWrFnKycnR3LlzJdEL\nW4wxuuOOOzR9+nRlZmZq79699MKSDz/8UDk5OV1bSkqKHn30Ufphybp16zRjxgxlZWVp+fLlam5u\npheWbNy4UVlZWZo5c6Y2btwo6fL/ZoQkmPaE65vat3LlShUWFp6zb/369crNzdXhw4e1YMECrV+/\n3lJ1kSU2Nla/+MUv9Le//U3vvPOOHn/8cR06dIh+WBAXF6c9e/bowIEDev/997Vnzx69+eab9MKi\njRs3KjMzs+uD8uiFHY7jqKioSCUlJSouLpZEL2z5zne+o1tuuUWHDh3S+++/r2nTptELS6ZOnaqS\nkhKVlJTovffeU3x8vJYsWUI/LDh27Jieeuop7d+/X3/961/V3t6uLVu20AsLPvjgAz399NPat2+f\n/vKXv+jll1/WRx99dPm98Hzy9ttvezfddFPXz+vWrfPWrVvn1+lx2tGjR72ZM2d2/Tx16lSvoqLC\n8zzPKy8v96ZOnWqrtIj2la98xXv11Vfph2UNDQ3enDlzvA8++IBeWFJaWuotWLDAe+2117xbb73V\n8zz+nbIlIyPDO3ny5Dn76IX/jDHexIkTL9hPL+z74x//6F1//fWe59EPG06dOuVNmTLFq6qq8lpb\nW71bb73V27VrF72w4He/+523evXqrp9/8pOfeBs2bLjsXvg2YtrT9U3Lysr8Oj16UVlZqWAwKEkK\nBoOqrKy0XFHkOXb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} ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax_freqs)\n", "plot(440 * 2**((quantized - 69)/12.0))\n", "ylim((150, 200))\n", "legend(['measured', 'quantized'], loc='best')\n", "ylabel('Freq (Hz)')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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vvqhq1aqpXbt2at++vbZv365WrVrJsqyr+h7r16/X888/rw0bNqhmzZqaOXOm+vTpo169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\nEQoLC5Mk1alTR1FRUerSpYu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} ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "quantized[30], quantized[60]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 38, "text": [ "(53.0, 55.0)" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "53 = E$\\flat$, 55 = F" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantized, 'g')\n", "grid()\n", "ylim((50, 60))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 39, "text": [ "(50, 60)" ] }, { "output_type": "display_data", "png": 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COz/60Y+0bNkyJSR8/mOIHt7g/b5tqKurU0pKimbPnq0rrrhCc+fOVWtrKy08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\n" } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "win_size = 2048\n", "hop = 512\n", "times, lags, acorrfs = windowed_acorr(guitar[:44100], win_size, hop, guitar_sr)\n", "\n", "fmax = 3000.0\n", "L = 44100.0/fmax\n", "apeaks = argmax(array(acorrfs)[:,:hop - round(L)], axis=1)\n", "\n", "times, rms = windowed_rms(guitar[:44100], win_size, hop, guitar_sr)\n", "\n", "rms_th = where(array(rms) > 0.02, 1.0, 0.0)\n", "detected_freqs = rms_th * 44100.0/(hop - apeaks)\n", "quantized = quantize_freq(detected_freqs, quant_freqs)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(acorrfs).T, aspect='auto')\n", "plot(apeaks, color='w', lw=3)\n", "xlim((0, 83))\n", "ylim((0, 520))\n", "\n", "yticks(linspace(512, 0, 5), linspace(0, -512, 5).astype(int));" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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OCTanR9i/2KJ/qYJ9Ubn+lW7Nzdk5gHlBt601uuPGgdJjC3VsgaNgGyc7ssCx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} ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(detected_freqs)\n", "plot(440 * 2**((quantized - 69)/12.0))\n", "ylim((250, 450))\n", "legend(['measured', 'quantized'], loc='best')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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w1FEHfi3Lshh+wnAe/fjRnChMxSyZOsdUHVPJZXvZd09yhT5RMovyYQ7lwnm2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\n/emnUFYGJ3YKMqjFHdxRckeGfiSzfbP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TWmMq6UkmtSuvSCaoMM1xmodvlprmIxSCZDRM\neUyFabZobNS+WDKGlQztVpgqF+bwWi5C/jBRl8488Vou3My2bazmdZ0OQ76nseFeKkxFXMjnA18y\nQpnO3xMPSXVMdy9MRbIl7A9rSYRkiDqmIulSYZrjNA/fLAeSDz8RdlSoY5otGhu1b29TeZULc3gt\nF2F/mFjSnYWp13LhZknbxl69w+kw5HsaG+6138J05cqVnHnmmRxzzDEce+yxPPzwwwDceeedFBQU\nUFxcTHFxMTNmzKh6ztixY2nbti3t2rVj1qxZ2Yte0lZaWup0CLKLA8lHgDD/v707DYmq++MA/h1z\n/vW00IaN5RRK5XJ1nJmyhSiIbIwWLdtIW6CsN1G0vYiiXgUu9aIsCqIF7Ak0gnbSFrSy1coZrbQs\nc0jN9F8mNVqNjef/oqf7ZAs9/nm8x+X7AcF774zzky/H67nn3HvqP7Fj2lrYNrTX6GkEPD+OmDKL\ntqOjZdHV+z9obGqf95h2tCzasyYhgP+2zwscHRHbRvvl/bsX6PV67Ny5ExaLBS6XCyNHjoTNZoNO\np8P69euxfv36Zq8vKirCsWPHUFRUhMrKSkyePBklJSXw8uLgbFtUV1cnuwT6Rkvy0Ou6ocHN/FoL\n24b23B438JMRU2bRdnS0LLp6d4W7nT6Vt6Nl0Z41NQnoPjXJLoP+wrbRfv22t+jr6wuLxQIA6Nmz\nJ0JCQlBZWQngy83e3zt9+jTi4uKg1+vh7++PYcOGIS8v718um4i+dEw5YkodR2PTz0dMiVpLN337\nncpLbcfP/h8mopZr0TCm0+mE3W7H2LFjAQB79uyB2WxGQkKCenXi5cuXMBqN6nuMRqPakaW2x+l0\nyi6BvtGSPPS6bnwqbyti29Ce2+MGPD+OmDKLtqOjZfGHvisaRfvsmHa0LNo78b5Rdgn0F7aN9ksn\n/uFlHpfLhYkTJ2LLli2YNWsWampq4OPjAwDYunUrqqqqcOjQIaxevRpjx47FwoULAQDLly/HtGnT\nMHv27L8/VMcnlxEREREREXVkLZlR8Nt7TAGgsbERc+bMwaJFizBr1iwAwIABA9Tjy5cvR3R0NADA\nz88P5eXl6rGKigr4+fn93wUSERERERFRx/bbqbxCCCQkJEBRFKxdu1bdX1VVpX5/8uRJmEwmAEBM\nTAwyMjLgdrtRVlaGp0+fYvTo0a1QOhEREREREXUEvx0xvXHjBo4ePYrw8HBYrVYAQGJiItLT0+Fw\nOKDT6RAQEID9+/cDABRFwfz586EoCry9vbFv3z5O3SUiIiIiIqJf+u2I6fjx49HU1ASHwwG73Q67\n3Y6pU6fiyJEjKCwsREFBAU6dOgWDwaC+Z/PmzXj27BkeP36MKVOmNPt5WVlZCA4OxvDhw5GSkvLv\n/0b0S8uWLYPBYFBHtwGgtrYWNpsNgYGBiIqK4iO2NfKr9YGZh/Y+fvyIMWPGwGKxQFEUbNq0CQCz\nkMnj8cBqtaq3iDALefz9/dUL019nPzEPOerq6jB37lyEhIRAURTcuXOHWUjw5MkTWK1W9at3797Y\nvXs3s5AkKSkJoaGhMJlMiI+Px6dPn5iFJKmpqTCZTAgLC0NqaiqAlp8vNF1c1OPxYNWqVcjKykJR\nURHS09NRXFysZQmd2tKlS5GVldVsX3JyMmw2G0pKShAZGYnk5GRJ1XUuX9cHfvToEW7fvo29e/ei\nuLiYeUjQrVs35OTkwOFwoLCwEDk5Obh+/TqzkCg1NRWKoqizbZiFPDqdDleuXIHdbleXfmMecqxZ\nswbTpk1DcXExCgsLERwczCwkCAoKUgdq7t+/j+7duyM2NpZZSOB0OnHgwAHk5+fjwYMH8Hg8yMjI\nYBYSPHz4EAcPHsTdu3dRUFCAc+fOobS0tOVZCA3dvHlTTJkyRd1OSkoSSUlJWpbQ6ZWVlYmwsDB1\nOygoSLx69UoIIURVVZUICgqSVVqnNnPmTHHp0iXmIVl9fb2IiIgQDx8+ZBaSlJeXi8jISJGdnS1m\nzJghhODfKZn8/f3F69evm+1jHtqrq6sTAQEBP+xnFnJduHBBjB8/XgjBLGR48+aNCAwMFLW1taKx\nsVHMmDFDXLx4kVlIcPz4cZGQkKBub9u2TaSkpLQ4C01HTCsrKzF48GB1m2ucylddXa1OwzYYDKiu\nrpZcUefzdX3gMWPGMA9JmpqaYLFYYDAY1CnWzEKOdevWYceOHfDy+vv0xCzk0el0mDx5MiIiInDg\nwAEAzEOGsrIy+Pj4YOnSpRgxYgRWrFiB+vp6ZiFZRkYG4uLiALBdyNCvXz9s2LABQ4YMwaBBg9Cn\nTx/YbDZmIUFYWBhyc3NRW1uLhoYGnD9/HhUVFS3OQtOOKR+C1LbpdDpmpDGXy4U5c+YgNTUVvXr1\nanaMeWjHy8sLDocDFRUVuHbtGnJycpodZxbaOHfuHAYMGACr1frLZcWYhbZu3LgBu92OzMxM7N27\nF7m5uc2OMw9tfP78Gfn5+Vi5ciXy8/PRo0ePH6bEMQttud1unD17FvPmzfvhGLPQRmlpKXbt2gWn\n04mXL1/C5XLh6NGjzV7DLLQRHByMjRs3IioqClOnToXFYkGXLl2aveafZKFpx/T7NU7Ly8thNBq1\nLIG+YzAY8OrVKwBflgD6dn1aal1f1wdevHixuj4w85Crd+/emD59Ou7fv88sJLh58ybOnDmDgIAA\nxMXFITs7G4sXL2YWEg0cOBAA4OPjg9jYWOTl5TEPCYxGI4xGI0aNGgUAmDt3LvLz8+Hr68ssJMnM\nzMTIkSPh4+MDgOdvGe7du4dx48ahf//+8Pb2xuzZs3Hr1i22C0mWLVuGe/fu4erVq+jbty8CAwNb\n3C407ZhGRETg6dOncDqdcLvdOHbsGGJiYrQsgb4TExODtLQ0AEBaWpraQaLWJX6xPjDz0N7r16/V\np8R9+PABly5dgtVqZRYSJCYmory8HGVlZcjIyMCkSZPw559/MgtJGhoa8P79ewBAfX09Ll68CJPJ\nxDwk8PX1xeDBg1FSUgIAuHz5MkJDQxEdHc0sJElPT1en8QI8f8sQHByM27dv48OHDxBC4PLly1AU\nhe1CkpqaGgDAixcvcOLECcTHx7e8XbTebbA/d/78eREYGCiGDh0qEhMTtf74Tm3BggVi4MCBQq/X\nC6PRKA4fPizevHkjIiMjxfDhw4XNZhNv376VXWankJubK3Q6nTCbzcJisQiLxSIyMzOZhwSFhYXC\narUKs9ksTCaT2L59uxBCMAvJrly5IqKjo4UQzEKW58+fC7PZLMxmswgNDVXP2cxDDofDISIiIkR4\neLiIjY0VdXV1zEISl8sl+vfvL969e6fuYxZypKSkCEVRRFhYmFiyZIlwu93MQpIJEyYIRVGE2WwW\n2dnZQoiWtwudEL+4kYeIiIiIiIhIA5pO5SUiIiIiIiL6HjumREREREREJBU7pkRERERERCQVO6ZE\nREREREQkFTumREREREREJBU7pkRERERERCTV/wCsQijMBMPLywAAAABJRU5ErkJggg==\n" } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantized)\n", "ylim((55, 70))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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KoHAFFEFrbOQKKOAHaRMR1MrbozOxyMjw3jxxBTRY5IV5re8DCnu4EA9XFqAu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\nBQAAAACkxf8HdPCBTjZg5oEAAAAASUVORK5CYII=\n" } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "win_size = 2048\n", "hop = 512\n", "times, lags, acorrfs = windowed_acorr(voice[:44100], win_size, hop, voice_sr)\n", "\n", "fmax = 3000.0\n", "L = 44100.0/fmax\n", "apeaks = argmax(array(acorrfs)[:,:hop - round(L)], axis=1)\n", "\n", "times, rms = windowed_rms(voice[:44100], win_size, hop, voice_sr)\n", "\n", "rms_th = where(array(rms) > 0.02, 1.0, 0.0)\n", "detected_freqs = rms_th * 44100.0/(hop - apeaks)\n", "quantized = quantize_freq(detected_freqs, quant_freqs)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(acorrfs).T, aspect='auto')\n", "plot(apeaks, color='w', lw=3)\n", "xlim((0, 83))\n", "ylim((0, 520))\n", "\n", "yticks(linspace(512, 0, 5), linspace(0, -512, 5).astype(int));" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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AJzpG0i39Gr42KaJxfQsIuhuVlqTrFqE9+eZ787yFa+7va+7wa/eS/WrvoiIXOq0sr239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HgevPUIc5dHnPs9oUoDwzNrxDSAnO9zMCQSz5/gc59qN++e4oJ7TWZc4Ru4g/EIyZbE7i+rKJ8J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/9ND/q0Elv4pR0Prgc4/uR55/aV+/BGyOxqssLzks7DAqHs1iJu9Hv4Pv5jjSH1JpekJLq3ba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pQAgzCjXvbNmi4Z0vrWszMx+pBTwV2ug8SN+DPESH/8xWt9joFbZ65QM7bPXK9rXYaNMe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\nu+665XkdQrr22mu9cenTn/4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} ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(detected_freqs)\n", "plot(440 * 2**((quantized - 69)/12.0))\n", "ylim((150, 450))\n", "legend(['measured', 'quantized'], loc='best')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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mzZpl2e1269NPP7V8fHysKVOmWLt27bJq1KhhJSQkWHl5edbvf/97y2azWXv37rUsy7KC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\nE1JioqMA/eknx7Zzp+P2Nm2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} ], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantized)\n", "ylim((50, 65))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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QAAAAAHBXpyO4qampCgQCCgQC2rx5s6ZPny5Jevfdd/XBBx+ooqJCFRUVPar5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\ndEz7nFBDKwAAAABJRU5ErkJggg==\n" } ], "prompt_number": 47 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Frequency domain" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Pxx, times, freqs, line = specgram(sax[:44100], NFFT=2048, noverlap=512+1024, Fs=sax_sr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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pOqfJUuJxUpVrYLWHkxGKbciO0inxbxVOQMpLMSAa4mpjXEMLxdW1ZptQxpBL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\nvJ7bGSrzr92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85St44YUXAAAvvPACvvKVrwAA/u7v/g7vec970v+9+OKLePnllzHPM158\n8cWEf+c734mXX34ZAPDyyy/ju7/7u/lhpglPnjzB1772Nbz5zW9ufvfpv3578/T0nAc98Vw/FwAF\n53uBg/5QAJmQ3U+NEohVu1h61Jm40brDZx8OsTYIE1UBgKKghICJVj6TSwumWHN7xWQ4mNQMzs6p\nF8Go9sHguF7htO5xXPc4LVdcr3sc1wluneFjO8CwrBXPcWAHhL0IcBTz0TqO8EyZ7ZO5mwVHVTvi\nFDqOXXWds2wNXQAcCPgq+N1XcFniPQWHFYxb+P9o72FulIB8owTlmygk33gO5qTHRtzAxU1c1cFq\nzWlPS5dZbEDL1j2lB+NDPIPtq0BPNS53IPdlsuwmOCAEwK98HuYUhWVHnNvxRGwBkdQUOzrFFBRl\nIKgFD3FDkAi7Hg76TN/W2T6Pk9/jqXseD+sNnq5vwtP1Cb7huH5lfR7fWJ/HU/c8nq7P48be4dH0\nKhf7LMPTMzyyr6a2NWJlMHCYcEIWnI+FHvH8xiDkHMCm1lGzMpexbaFiXLfsyDuUTEUWqHsbMw/z\ntra1Zl5rRl3DYvlsFQUt7vzmWW6kl2ina2GuZVnzVjdiautyifVrUvMYaBkxYSqFdm6LqOW49d9X\nfGpy34yEixq/zdLrPmqVDhWrn4qeC2Vpo4rmb9fUqlXjCEOWlU8rrnDsCvRt/41Cd2m38wDAxh5o\nhcigaMGIKTaIXk1BzXUFTyGvhymsySKV519ecQlPhAOuUvTeZ7jFM3qEuxi59xke4Rmxn8sDrhrF\nW73mbnFX4Er3aI3LSryWje3NAJ9Uf22In13h61D34bjU7qzj9GyyNnvMcm35dtDePW2YIoFXiLu1\nch+nnnrgVK333iwOECtd++mWbj/gRu0bPbG3tFbV78mZBe6GfbAFs+2zPVaTr3JPcOpT2npan0uv\nhfmt0GWX7EMaPkfDZATqPaJXhD5ve8tkz6KWFvfb7RP16WmhENmA9dyRPu5Fxj5hhx1OTbwS8Z7T\nsUxqfn4Lbq2qo/3LnOVpev+XV3bew2VspZ9q2lBbfzVvI9f34O3AN0Ggfb3XPzoPLRGBiM7/4z/B\n9fx/+m8SfPXe/wZX/90PsRXSRVdTZ+HcVOK8xfpgEeIZzACxqsWFIIJHjIgMUBRsfRT0QiMAJ9wp\nAEcAR4COAI4hwwdu0xEg7zFfL5huFq6vF8w3sb5eMN2cEt6YUi+lhRLdBgHTvACzB2fuesB1weBn\nWPLouhBZoGAYDi0cPKnIvCZG463w3sDMDtY6WMNnlo2RtqqNi+9zYfAAnNNkIX9SIgpHeA0zTqHF\n84hm4RwYW4pHTHONk0Ba2r25hNmlGwE8Z0zg9FEx/21qm8CpoowHkYclAx/TgYCQlC0WDpYcprAm\n13RhHa6KyMb38YztXTxDO+5BXa7NA27MPd4y/0NlQ83iUm2NqDWYwtY/xWN8HU9gEAYsWMmaScAh\nEcg9AhymLrMHoPnNHiyCAM+U/B9ZGMkseAAhO/73g2r0AmJtadzr5+y5M8uT9K2iFj0rqYxffgd9\nqkdohEuUQrPN/VKKECMGohQ+WwZf4wmh+109wbFPB8pxR9ygpV96FmTNoPSEzlpZMoHzm46spzVc\nMxk95lgLAyMGTMNjlqUsQGZ2ZP2dK+UzlQzJCjnnXEZ37imYLHIQo0yb+xSyFka31sel7xFA2eMK\nyuOqmicGvhIgauY5w8zA5eeWGMxvxVfTO9b7kJ6RJcy/LutdrBtxW6ku2XN6O0u70witKEeojXor\ngo0WaHpWQrHYjBQTHqVyrq+4qal/GR1Ws8tCF67x0PSdhwGnJbpq8NL/PQpVz7FaMNOXgW+CI9Zi\ncQ9X0uTSe+WAKzzDo9TW9GSr3qItNa7uTwCxz3NO117h85o7HGIv6Xst/1jykhnnO+IU90Q9E9s1\nkqm5xnlYnKIF8FU86qh+siJii+9D8T4+KUZqpVGtzpBPaWXv+WvrvySnbzkTy72N6yN2RS+Xc73F\n9daS7O15foRKDTM+sNLzI+rBPLo9tUO739Y9s8fpgv48f33uc5/D5z73uX/097wugVZcjd/+9rfj\ny1/+Mt72trcBYMvr3/7t36b/+9KXvoQXX3wR73znO/GlL32pwctnvvjFL+K7vuu7sK4rnj592rXO\nAsBLv/xjRduHf8/5TMMcy4QliAvwnNx/F8carZQ70FCKGuZJ4aMgYUx0BdVCmQhtxsf7riIbLQOu\nia7eNKQ+YsID9gV5a/Rn4s6qmxFT68gSoaKsyeedAAAgAElEQVSSaLE5MOIDB0IygRCwpqT2vkh1\nRJxCR9fR8phq5WGLAAQPwBuOwEdzeuwQwGl3YingtcKLpROULJ66DRWMCaYtZACYUOID2HIc6yBt\nD34BH9vgz5KJCov0XYEF4Pi9ZCJDpCNDhkyM5MWD9EuIhm2JMhkL+bJ9mBzstKbUUFbac9nemyOe\n0FM8h1eK8gRP8Rwx7CLTurWh6jbPhLHGXrfHDE7tCOkweRbCp1DVnuE54gqnUHECSLg86wPYer2S\n5eiPRmBT4ik+Z4jPExzn5xRciM8az78HdUY7gDpthmtWvRabBDcOQNEP7JBXfN4uergRA6z/q90Y\n5X9buGYQtwSS8kn6V4AwhOdsrlx6v18HIDHICo9LBLiSSesr0GrhdkusEiGo/o5eWwut55QZvSAh\nWgQ5YgdR7Ehvci5PrWYp64I5DuNUIqRdubSuLygg0rGCWaPOTIk4oHSJ59zuHXEl7kE98aKImAsk\nIUKf29VtgRfM2AdWkklO3vSJCjYU4nNTeva0thXOk0HP2ld6bOSAYCUr61XP9ea4nt8lDRVYrPhj\nNaswpeeDCImwrS/N5Nd4PZbnnKjztCGUtKfF9ZQ7pSDQdzPVHJa2MzEPlV0iS7jM2gxgwLK3qsRW\nmC8F+Ss8VHtdr+6n7WHRNAtvub/yO2lBuqemWCPb3l8V+tgRtzWN6nna1PSsnaMtrl7Bo7H3oEoo\nqns8v+OITtcwoNPiZYduwT3DowTnOd2+s+55D4Nj2KfCsWj2Be4YdjiGfQommvhs0iWk2DJEvumh\nkVjZm2etuYD7f4nroN3j2tVzbrzl0r/ESgPmVmwcQfmd+pr/iQTa9773vXjve9+b2h/96Edf1/e8\nLoH2J3/yJ/HpT38aH/nIR/DpT38aP/3TP53wH/jAB/BLv/RLePnll/GFL3wBL730EogIzz33HP7g\nD/4AL730En7rt34LH/rQh4rves973oPf+Z3fwY/8yI8Mf/ff3f+3JSIgCUZQQhLnLeVahCYJBBRi\nMKDgYy05VAUGIUwApgBMiDCAGWV74gdgg22A8RH2gc+GaBiBXZ6th7EZTmVivJl4EQChSF9DsQ1p\nx9Q1+gyoW3fcLs6MMszBlYhDw+sw8RonqWeigEc+w/Bo28jvn0hbEdI+ZGZJ5Dy5KDNRBKh0N0H4\nqChExMitSeGAHPxAhESp4g+wwMpjGsB9RTaWWVtMGSdCLMkzBkWoK6FVCLUhVnIkZUcBZ6UHIahc\ntZRckb3KPys5aWda+Yw1xcBQZsFMJ+xowWwijhbsKZ+f1SceCGz5uMMtHCzucd0Qx1ZQcWmzVeHJ\nOna3XHoM/4iVIpNJZFa49Depcak3ocuubTYsk3/ZTOvzmL3zmvpzPWarfOp8te008yu7UisI6rOM\nlzlGn4rRHtVaCBkz2xk3YttaNs4oCjBieEba6JLVkJEnBLS2xv78Gwm0da3Hf2SpknavB3s9wNYI\nbTPYVyMzJzfRkaNk7b46YT07PvU9C3XsovOcoP6ZrdG4tsx1W9f919b8NAHUcTXtz2mLFT2BUAp/\n7gACcMAeD7jCN/BkM8oAIbuoZwq3Nriy3/si2DUecIu7jZXW9nBLjzLMM4HiGtKqPLn6im0DtlCL\nx4v+7VpxOaZKNU729FaFlvd5pD2uQ+AaWCsSDXxULio41iAkTyUpo3bulfN7w4gG1XXak0IpYAmu\nbhfUK7QwgEJREkClckjheqPS71pSlKCk6/VOX+9Lo34QhcER+7PKyKySG6WtWtMa0s+A2L9yblX2\nK6HzLa3WKyULVS017KvWLdyQq8lrPbqFE5BT60gvhy5cz6neRQBMcI0SPSvYYx08RDnV41H028tz\nSDDaxFupQGMmcJ0eQj+55sUpv4PXynyYvN4ETvfK993hBwDzPw374Ft9nQ0K9XM/93P4/Oc/j69+\n9at44YUX8Cu/8iv4qZ/6KfzMz/wMvvjFLzZpe371V38Vn/rUpzBNEz7+8Y/jx3/8xwHktD0PDw94\n//vfj0984hMAOG3Pz//8z+NP/uRP8Ja3vAWf+cxn8O53v7t9UCL8J+H/KZGBVK7Z7ZK/SA0vSRWK\ne0VkX8owkYcx+f722cRcgie4dYJbyrLWuHUC2cCBg2YPM7tYPGjiWtpAiLleuTgFp/IwwR0sWyot\nWAi3qkw1PoCmwIL3lIVt0nAUyJOAplySGzgKbdDWUG0VraynbIXkSMJ2Wjmy8LSmtp1XTNMareMt\ng6GFJCnnRyeWmNNYIkD7YHO0ZG+Ktvw/18jtkIVtWfhs8VWCtLiuJ8svC90zLTEC9prgGflstcbN\nDSOcYc0Q95neFgeIi2y7KdabZha7ylM+bQzFvqDL37QmZkv/Qm8TKxnK0F1zPdfqEWNd4/RZtZ6D\ntIZ1r7SseslA1ptzr23gFas7FpXqDV8zmL0yWg91O0C057WAoi2G/LZtQC8dEzY7qPN8qllgzXKe\nE2bLjVxgPcNK8aMU/ltFTD+3MlBabFq7Qcb3BZuxJeGSetumlkvAtnW6J5CfE1aBXmTc11bquSQ0\npFyp/fr892eGrDcfem3533NXzcz3vkOK7teRB4sDHwWo6Z1ua3i0Xnu4lm62bZP6qV1ntY/HNi0s\nRfCyP0frua8UGs3LTLPap9T1imljh8uwtuqNRlTu9dWzo+BA5eg59Fz3p2Je9+a6wACavXkUbkze\nvQ5GVcMOVimCtkJXsZKj95Rj+rV9X/NV7VrKo6zXastb1MI4Kw7HvZ1hi8s8huo138J5LgOjdJl9\nZWj73i0dkX2rpxzv1fU+3MNJP12yx7yW/XVLWalHo+7z/wxP8Bv4VxeNw2u5vqlRjv85XESEd4a/\navApEI9yUfXaXTVayEq3AJfTzlAkt5JmJgbm0blqtdCj2wXzQ53AAJTvb7NvJSN+jiFxsHBuwvIw\n4/Swx/IwY7mP9cMOp4cdlocdlnuug6FCcA2WWmF2AmgKsDsHM69c71igtrsVZueKe8mCfEGBsqBS\ncrMNZRtx86Fc81llQCzWiNbpEIyKJD1jcROcn6oI0zNWP/HZVHXG11gHaypctK42hC8oGANYTMro\nMBVBb/2oLNixjhrwmRbenCiGIYhWjD2VuKt0braXuKSsL2VOA6hLZHvw2DqWN520JsLKQV2aUuKz\nNwMizF4PEqNM4ECE1VisxrK7saoTbC2cOee8U563TXOvO8r9domI96n+/5bdzszXtva3fp6xs1Rb\n6hNgeUxKkTVtzqF9UqF13Tmvnqqxj1DJ1OReaO/lsShVLbUS5Yh9kZjqbpCw6h43RbC0rbLD6SKB\nNtPumgXgmhkIDXsYsTohJFg05+m+5znNdYDxiHWJT/QxRpcvSo279GKz3nZNQDCANwbOGHhDvK6M\niThS9wy7655lkbn30jEAJUqxBaNsA0juwAGUjwl12pfum/1R7AsjOuyLTg1VF4sVtyr/dy53Rfs6\nuqrWpXveOATO/R4CjI8WmAjzvZDmESLNhKKd8CUOkcZ2547EgoyfU4tZg8XVEyZa+/Fru6hu6O2V\nSnxqR48zkKrF20zhylx7Z56wtHckXqW+n+agsmAB1B5fQVRGVtZb/o0S3+2MHkyQUDAx4OcAJqSj\nOCsmrMTFwTJc4S4t7BFQhuTa4dgI6DNWkK/mc8jzWe6Z4HmO6vkaC7yCYy37SZ4jca8Rq2NsO2My\nbyDHlIyp+Ac+dmA9W1JtcCUcPKyPdWgDfOldvMXH/VpbSknviVDzI/I6yLURb8+IAwBv8hzz6Qgl\nEuzTvYoeU6WuSPe1shxqLvZw5bXDD+Ad+N8b/D/2+pZGOf52Xf8l/rTBFQRloyx+xuJ2WPwOy8rw\nye+wuD2Obpfuu2Bh7YopBjuydoU1Kya7KvyKyThYyhr8kTVKJoHWRY0tVzkIx7Y+nBfk6WaH49Ue\npyc7HP0eJ8/vdAwC73H0O/b5F6tyx/IseCKoIFEmBZMS+BQsvJ/hH0ymHAhqRQs1KZd4CoakIkqb\nKkiSIZ/y0UqOWu9si4swu5ebdAY3JNdyk+DgKFmUpTaTZyu0WJ4FRmA39cUgLMSu6qM6bZx58xT3\nbSiXbhhEd2efXJzJ+OwCbfK9K3PANT3gmh5wZSZ4MiAKmAxH8DTEbjp7OhQsfc5J+2qRg/YRnsEG\nx0yyMD/FBpLhAMJKExaasJg5wauZsFBsR5hHvBV2eriFZv6Mslin+4op4GimUQDGEmsWeqdYz1jT\n+1AAjF+xDwuMC6AlKAGYhYKCARKwxhHgyOJkZpxo5trsYi243B7lQa0ZX48yUmbPnijt2t4+qg18\nI5Rd4QE3sc64A8a22/I8bxoLQjN2Na78jrHLdc8KVJ/kFLGltnb2KJ38gv4tgk/zXbOCWphvT6Vq\nuLWWAfkckQQAk3ut8qYs7PzH08rDYiXlnk79gEK19rsX2mOtNOJbShZ5zrHCKePKMdXqld58KUdF\n7029uVA+WWaB9L3MXKnv6ZzPNfDds8K9qLsjUdqCU6JJ28FWNrJenN0y2mnv6IGBL4LOAIiWM4MH\nXOMbeNIolupRHvtGsPuj9ImzYxE4oH82tPakYcUMOuONYuxljGoL7ha8ZZXlt5UQdrXSDqhFSxmn\nqVkZdaAlttRpSlFTEk1d8izMb18rFqWu/2Or9K8e6z9WYNZwPSq9EQNQzJ5MN2o6UlvV+kKX/F7t\n19JTcYubfwAl+3DvqRNs+vtIu7/o3hjVfF16AEb2jvpde99JRj+NwNtzpd059f3evpv337of6v2o\n1w6gC/wMypRr2QY+huV/89P1LdT19QTfi3c02G/f9YYSaL+Kt1SYkhQArbYkTQUTCzwmnGCxYI/7\n7gLT23Q72Hkrbzen1lJ1CYNRMkdhOLE17MngRDtmuCt3lJ57imZE6q1fiL4LBi6whVPq1QMuuhdT\nsAieraHFMlYybTIWhDw2EiUalGGJNKzbwVM668znnDOszz2bELWuMWhTIPAZ5x3SeVxETSXiedpU\nPICHEL/TIjiAj+0E2NnBRjdvOznY22iRrvA6SFaRnim1CcGb1AfZ2qW2KPmOlds35oAbusOtuceN\nucOteYYbc4/bwPWNucMt3eE6avpFhLqOJ8VEGbJgxgOuEcDpmIJtBU+5BNZuTudKnbpi5IY6JYVO\nVJ5UM1BHL4X0R3ymEIAjJhwxFXjjAwu+zmFaHaZ1xbQ6zGvGzesKs7pyQo7qAFjjsZ9OmO2Cm8nA\nW4KfDPxE8JbrEOGj2eNIOxxoj2MqZftAewSqvDcKz42S6WwZsb4CywTPaUtU2SlLt75XBLXaqEVr\n3ztFWDuSj05W120AFYXb1vKnVhjTSEJORVBa40Qwyvda5qMPE4KyjERlT8Jn+o8QcCLlek5qPVB0\n+os4zRDKeqhZDbEMZ0JJGa7b6alNcYbQgxBiMEM53+SpFTAWsBKm3qHOM5SZdp9XDjDM416qbUfW\nUXHtPCe0CAO3zQTLmdNSIDHgc2kGoap9jAp/p8ZcW9q5jQAsJCk7KjsU7Ysz0vL7W6wtb0hZ6TAK\nwScwj51Q+rEfzoqpsALfKquwwBb32CFHINcl1OupEAD56YVWafIJ9a56bfa9LWwa90RlQk9dwPSs\nN771HPAwyQonVyFEEhXtjg18WM5d8qul8qmcvRqfvzPvviOBqPYXqEV1xa1hisqakUJDnkQUCyN/\nHYE9zCavWtPk7T5SMyWIdTFkK6R4q4WME28WOVeazljrc6fx7CjiPsY1chvS5j2O9+QYaYSuYonB\nwyiXBeJ9NhaQhbJ152KnXffFqJarR+t6pWcOy0+YS5+zaHHy2z0lZQ+nr3fixW+Cw/Hrv95QAq1B\nvYgunQJlBMqzxcfzlNEyyYF7TNkO8TwhLWUwH1owmxjMR4L6kORskxD7SthDFpyBPuHtB9CfcAq7\nWGYsYY9TmBNuSfd28SwrUkAnOdcaiui/xEQmWhR3ZsHeHmGiFdFM0bob7wfPfRK8gXcmw7EdxJoa\nCEHc0oxo55kh8yZq5qP7WlgMfAxyFU4W/hTrxcCfLMLJwJ9YUGQ3aHZ/tntxkV4TLPeTK0rQZETj\nKkFPWRMdgDXMQDxzB4CtuGLEolCuoEoRGhzBnyz8UZ6d4Vxn3NXuAde7e1zv73G9e4j1fVPfTMyo\nSOFsihl2mBJDJ6KRXida8yZvP8cALBMkmUIppmpxVfR/c3QnytrcqvgV1nlMq4NdHabVw7pYrw6T\nc7Ar36+W9PAKRFgnAzdZuMlw2VmsNwZHO2fcZJs1M4pIrHH1GdZan9l3MeV+3EUW8/lCPNDCVBZP\nPPLZmmLuVbD8cgBFiw2lUEGEKzWupTb/0ktvjv3ENZdZaTTOwDfBfmYsKuhPdk2jKGQwcyoRkm21\nhfrYX/rEGdc9a3Y9v3vnrtOIkmLcqG/vmODSs0zBYY5eEen5xPMBpZVXBMxiPpHBIVrwk6eKWqc1\nrPeucgb1ZlV9HrpkXiesiXk18IX6oq/S4FqEe6OYTGlTCugTx1EFvvFk4Iq29AFlRUJynS3bAmsX\nW3GvNcoN14rrdggFQ1syt5leixvemqKjR7fDWB9jxPTVTHDGFH1MCElFfIu7hJerpzAp+ROktb+d\n1Ij3doDSmnkOr3YZZ8H11uUDrlO0V7lXMqNjOpF5JU0P+rWFG+wBa4Hj+SfRu21XAcN4prOjxFO1\noCXPe47O9Rj0mlkXwbPeEc5buEqRvoZ7ioQRX5fpQM2xlm0gBxTMQinXB1wV+PpdpOxxwjUeCtwU\nPaUmrBVc3svrKfZt8pREhonNPifasbdTov7tSeITdmo9bauG8spr53A9E3rjuMMxuv+Xltw8JvXe\nVvIM8l3nnLQJknKur8aqVQa9uPQhrWvGB3DKN512rhVt8+/31IE1bQIul43q6y1orbbfzusNJdDW\noeeBKlVAU2dCQOr/mUkE9PQvmEqj9bbjUrPHekoCnCT7FBmNemqMptBlE8vCBYuj23Px+wSf3B6H\nWB/dFY5+x5bRGIjIaPfX2bPAKm6wAVGINPAPWqiMuKMWKmNn9XIQa5QBaPLAHIA5gKayxuRBco9V\ndvz5fQBdAUB0uUW8Hw9QhNUAjuAcYV1nwO0QnhHw1BQpgcgGDqQVXYzN7LLr8ew5AJe4JEt+2nR2\nl/tN3kk0g2rSlFeoYAPMVwvMVRxzyptTmgMRt8excmDVuvmyyHmssrS4HoPcqwNM147Ya+uThjov\nn9b2rpgQTMznPLfuM5mQMr7n/NcLoDGFNTGxwuDa4DGHFXu/wKwe9hTP4wAIajxlDIOCgQBHNrlG\nn2jGEjffBbPC75K7dR7mLSYqlGPcYUik7y8RGJkZrUU1LU6XrsRbGvtsVVvVN/Iz1+odzaS3Ylef\n5dJiobZY3OMar6q54iIzfC52rjBP26xDDjojHiklo9e2teCtI+z24MQMUYelJx1FFqjFmACCXm/s\nJkmdIGRtYSYPScA8ZyXvrS1ZX1vrT66s2c/WI6fP2W3MKkIOjKTdQtvwIr5Ik7PlysyeI5kSjNzx\nV0zNjBhZmLKC4FzBYJb1v7O1t2jeIrcv++V2hYsSojeGI5GqZs61INayziX/0meF27kt3j3ZVTsr\nne5wm4SVFZVXVzVL83ejmQ2X8E39kj8r/TSaa/W826IfmoZoejqmtx7laqspbcl/XjJH9GzrCfQa\nd3l/RR6F8pzL87D0UKxX9wh2sN1n6sGjuVm3gZ4w3x8FqubP8L0v7HNCDjjZowjlnk2D72hXUm0/\nn7FE/4vSB0B+f6ucsIeHGfy2zPSWhui79ZqQur4WNb7/HK43lEArk1kuZhDGm5fGr5hifqnokhvh\nI/bJknnEHi5YDuYkAZ0S7GArfL0JiQaWGbs8oQwCyrMsvM3Uy2/GCqDMPzci/o4slmnGaRolgFAb\n/mnGepixHieuDzPWY66XiPOLLd3fdFFBJCgA9mqFuXKw1yvs1cr1tVPwCnsVA0ttCFOa4KxPZ6xf\nm7F8fcb6dQ3vMvw1fk56kwO9ycPEQs87rmMxLzjQ8x7h3sC/YhBesbE2cK/sEuxfsQivGBaQHwXg\nFlw/AnArdYkzk495iX0KNJVyFSs8KMAFgyVMKWiZjy7KEshMLP5XdMANPeDa3OOaHnBj+DzttbmP\n+AdcE8MPuE5Cqwi3N7jCEfc44iq6wu0vJtRChEWn7mCTjl1gqYHMeOT5KIm/OTMjwJtTaU8b19n1\ns7eZ51/kc78hW3Wqs8AaT4q7LAznFT6Qg6MAb1Y4c+AgN6SD3xg4sGXHOA+7BljnWXh2XsEBdvUw\nzqdALfHRxzCyuxQ6QXkgwU1yFo/kTpVgxDaJlyolNy7+vTGcekHctnpw/M7V5kAaHHhLYJOCca2G\nhaEcTMNhSvBatV0KRpKLbXFmKrbgdjsWPHdaj/bX+8OENW787VENfWTjHjdYMOMqHHDtD7gKB1z5\nI67CAbuw4kpw4Yhrf6j2p5Cqmt0MINyba9zTDR7MNe6J4XtzjQe6xr25wT0xTBQahZY+cqBTd51j\nhWUfqXdKrWTQjKFXyhHOgVsz6pnREqFBvfnwSikmYnCYtLYrSy2i1V4svj6uw5Asv/k87khE0JQq\n1/UO2zKZIqz1Mv5qm7bQxD5rWTrgagaysDyFEpfpYMtSlvsmW8a7s4KusUS/EXFPDhhFmG6Tn4hn\nxS7uJjNO2IdT4jAEZ9BTELSCL1u5tYAk413hZPaQnkdafKtHc3w+0Re/rz+t+j5N2lIJNA4Xpmrt\nReDz/mRiHAepERADqlmspAMSmZhPPQYuIsNK1MG5SO01tcKmp21nfTmrawVYPv5QHouwcGjHsl/K\nEag5gn57NFp6zfV6u8cx6kuPbw1PwWHyS85779cYrLKEbXBdwtVYggPgxKtDgkxV3h4MTwhAZx/s\n741iq0n7ReSztY1HeJcQHyzQJXDpqaLbyTVbLYQAKmEoPqNaRwBg8IPbuv1v8fWGinL8C+GTBY7l\nrFJnrrUkteayXiR6i9BM0SX6ToPaQcA3OF0D2hVpBIcL/4vShtsPeVKyGz6YlIomwyalqeGUNPFs\nlYqalgIeaRxnlW7Wfr1p1LgQV1pQeH0+EkDhtly4NKea2B05nleFyos7rA2AmG8WFgix1jjYSDGC\neiahCikdj8Ao0zoVxVWBttSIkX7T3JaRvaKDEk7Z4ppqysLrDR5w65/hNtzjNtzhkb/DbVDF3+FR\nhCVQUiKOUTGhowXCs6vgYmac7BTrGYuZYl3i84bfYyNUIB3vMS0rpiWecV1cbi8rn3eNuDT1a8Gv\nKquxOMxXOM57HOY9Drs9DvMVw6lwexeihS3Ek27h2K0NXGaYKTLJRsHqXl8AKMUlEQQ214G6TEU3\nRu5r6RdCK47YUDozpU0RIRunNdMczy+JNWIR4RFKkIzwEusthZkuATRUMPaUjT3Bs64BDPq+xUkf\n98WU3CaIEua8Y+WIna7bWilUZjksnfOdsijqsDlTg/NJWDzXn+n7gkQJzvNH5zwUprWYYWE889Ke\ngMq9sMJfxgZzP/XCzdT1As553Y8KUVrQJyxp/6tTOdUli4tpNRSwXqOlEDyuy/7UYqEp+jOAKp6h\nx0eUcBnep18utTzW1qSeHUzstLUtNAza50Zc8y01tl6ZeR+5cK7Dp1bf1pyL7E9961xpqes5//O7\nljgU7zR+89eyfkfj1ldDXBYaqf+c7eiJEro+/98ePloiT1u+Z29MNY9ej9PWMZcenZcSQBf3KYq5\nhkGdFVjtnp53I3kuocu9/UwXQqjUfrUasEzHUwrzNUeV59yl8ajPGZI03Nvbyn2ux+ED1/iX+D78\ndufOP+76jkjb8/3h323/D/qvMmK8taZTa47qaySsafIiE6hXeHL37rVENpPX+pyfrWBbOZ/1GagV\nMwuBjl1xfYoMbGI04NheDXyIwmqM3pvrCFuK0XspRhQGB2uSwE2rggXvKyvTRuEow8TPtURYog4v\njAtLVEHNgYNAzSEGhIp13ebBinUo0gShEJgCyAHkAqc3cLkNx4IhucBlF0A7H+sI73Ud4amvlgC1\nTFGbDKLncszhQCTCbXYvPnQi4B4iM9xu79phhol+GMzGtpQdWivn9Npp7Qnlast1nyFoBWbrfQ4C\nJUGhFoe5DhC1urNzTYo3BGej1dGaWEfL41ThOwxDrdLSG7K4aPeZbNayt6dBS1gs2QCGmnvNfqyY\nlZgpn++1RSOfR3HE2Ms83d5qM2NQ98WolAJM3xq2RLex83GgubbV3N7a6OUda8VaYscCw9Z7WO/5\n3KaUILiQcEC0xESlSLb2x3aMF+AoWmbAZwYdLONgMx75f0aMbc38botyuaRvKFIKlRRAzs6usNHt\nODJiVDJ5a3xGVPvh2GW0zRE9Uie8NkfAPBvHFKQUp/LMLmu5Rvt7b6/fsitpcWjyKybvMPkVs4/n\nEr1LuMmzJYk4mXlBWoOCa5Kr6bD2Qinaer/zZ+DedQ5f1zVOHvKS+rXA8jNFJ3QeNyn3qudSlrAu\nbzC4xylyFJ9EUNkOqnZ8Jtn/++8cxX59BrVKC5SLSfd0XeL4f2Q/2goIJUJVO6/HXEGPrjY4SdET\nPatIWbILOETeSngwhxJeIw+2BummPl9ZtSXjRO43NOlu2HrZ4fyL+VXuhdmbJI5p7WEClGv43HyL\nbG3ytqIOzvBziBWY9w6T2o7irhdjARBCI0X0aJrs2wCauDIBiIaovnQ1mR/E80/+j86df9z1HZG2\n57vxxaJd6v+2t7kUtTdwftLFz1jDhNXPOEXc6jkk/54O2Jsj9nTE3lQwHbltOM9nraXqtYE6Mlk/\nImVO01BPKoZlwxR35R1Oxf12444LIDLpfSZTa2W1zm77zQq2NrTkLwRKNVYC1iiwrqjaGcfRiglh\nzxsBzLhOGwAhRVAet5F2dX2PoL4nEPzCrsd+NfCrZXjhdlgN3DrBr4Zz2cbzt3w+FzCxbeN5XWui\noDhIO1TDV3SIbsUPuDYHnMwOC+2xmnKnk6cAACAASURBVJkLTRw4i3I6iwADA46sKmdrJWXPLe5S\nPjWJFsjnT12KFiiMORAj3kZ3KCGI2Z1G4Rty2D+v1V+Fej5nfAo2EdYUfMIGnxk+wXsH4/idkrtv\nrPk9XWIYciovsHu3/F5AySA4wMS0PyJmFhtWfFITQox8zCVYgp+Q2+qeN6YUBEjZWVIOQGYuJFfv\nFFbM2h0q5uuV97fBl54CsUZ8JyjPAtlojYosKbAJSO+G/LF2E0W1sUI2fgUXtfSrYh4SEwamDZoh\nS09Q1Z1AbR5sSXZJ+FNafIV7wE3z2dHvsJY9fosKCFVYh2PQqJOZoUWVkUhvfGBBxXHQs8lFoWVZ\nsXMOsz9hcism56IXyQWFgBBzh3MNhIliPvHqHkzyLBjBnlSwIyIAFoGs6CYz06LnhWpb8rDEp3sD\nxT8yJ6p1rfteejgguysCknImXzXb1KMjbVi7kStttmUJDIioXbLqpdKAd9mR8ugB10XbIAfZ2rLN\nT1hBxqYx9eCtzwaCBWECwcLABsN0C9l67oOy+gocWOhPEeMpx2lIKfIUHEAF/a4V5rrdC3nTsxPX\n41lfrXqsVivUXAaaT9SfLr+/p9JoVRlOjaf2Aqhxa4clrn9TrhEv17cqtordgl+K82+PY/doQQ3n\nc/G1pbV24fadXul5J/ajO4/46cIyGTr0M6ypdwKIhcdoMHHyu4GqJ4/zTyn5REBLvGu8Vx4P0eEG\nS48hC7ehBq6DW/b8G1tYguPpoxM6z67UQMVr1Ptf1a5VYrxnjgwC47GUIn5+vaLvLZjT+0/FSmjb\ntZrobXg3fqY7c7491xtKoH3+7tUWmdK+ZBiG2xT9LIk4zU0t1LWaYiHQ5dTyCDhG/f8dbtL0aU/U\nlLBMEl7UtS63p8du77UnTTNcP3u5fZe4ns6N31WiR0fBJhgEcUcO8btjPtqEC5ajgsYyYcWOTgzT\nWuBhWFhy04Q1WDg/YQ0TXLA5PVCwcGE6L/g5FjCDpO2pBdYOToJe1Tl3Uy7eGAQB5IEZ8AagibWD\nQVL+eMT0PiwABRPg4/cEG9iN2QR11jFE196Q+gI2M/88b8t6Uq49EojGA/GMVsAKgxNmHLBHTguQ\nBUe5tLjJBJgZdx+4TKD4MizkhKAZCyXIEcOGeP5TYNwEF1dEjjBZCg1RYPAhWlGz9ZRT66zRoprx\n6FgK8lnPXBxZHKY9jvMOx2mfymHifMwZv0v9WMRRpDbrpIHDQoRAtkiBUiQmj3BpMx1H3RVN92ib\n0vVEC2aKtMLWvhWLoiE5UEvf8pR/sRrRioXMJVuSe5bSkjWvz1vVb108a4hPk6LgRkqWUjE4UAjt\n5i6MD0TwymtGmKO5ee+WRS7FooyT+YqiJ8YWNQq5PWbtclloxp29xWG6whH7Tjg3LkfsusHeemdj\nZyzJklrUFS5F+o2LR2zlJvaf1NLX9d6Q2lU+WLlGTL2+39tverhyPGo4/1amY1mcqp39pV0z9P1w\naaFoZWGkjanLEXmvYlK0/Qa8h4UbCiDXOACRVzDwcDBYyZZPSPoJMz2vZ3NNaaXuzcWSNl9e6rPo\nUkRpWuP179S/Wd/rcTG9MDQO5iK3dA+jnmUkhvNoluu7Xu+5rZ+5FSBKuHfkolfETXXki1DDusjc\n7nFxwnGehl5AXKQPthz8s/dGj5Pst6mOeg6faD8HZmRDgRVrbLLKIltoPdI9VMo86in4YpiCWpkH\no3H53koWi5mxEh+jkkCPi5kYl2DuiSP23AOU6YOHKYTqiTi7SSkYtwKzTQ+raFwhD1LmbdJvKCUJ\nRd47CfIsD5znALhYrLjFM9zgrtrlSk5E8wFb603yDevrhP3mvvCtvt5QAu333v5Vg+sLbf2NNJO9\nPllh1ykopq3n1JfxMhl6pQ6bX+rH+ro6zufnis0AQOMShzilS7JnEkNSkqTz2sNUwoSTn+HdBOcs\nFr/Dyc9Y3A4nN2PxOyxuxsnvknBorYMxDlbD1sfaRQUD4vPzs2eY22zDXkHewAQTz78awBtQMCBf\nFiCfY7VUnls1FPHxPKtfLdwywS0W/jTBrRZ+mXES3MK4EAh2kpyzK+y8YppW2PnIuGvG2cnFQ/cd\nkhIyO+zA3+mdZUHcGYa9ghX+kXmGx/YVPLav4toecWsfYptxXF7BI3rG52b9PW79PR75e9yq9q27\nT/fZdRp5I9C1hgEEuyJMvBFgEktQrhHrIiVHVTQuGELYcVnB+XEDdhgJBttiH9fGeczLit1pwbys\nmE8rHp1ewZvvVszLgvm0YresmE9LqUis3X4U7KzBaZ5x2hm43Q7LbsZpUGrm+jEdS011vBdgCkff\n7OyrxetrSBqkOrJzrifsYLGLgbZGjrZ1VuDsezGOFFlTvissnJszUZQeVW1P1jV4cb2S4F1RsVO6\nm0V3rOhWBgfQirKtazap8nl3s10WM2GJZ765nop6jTWAZA03KWDVoizkudAany/WtMbn0u2VSVux\nZqbY1utqOr+ONN6RTVG3c6ThUp8upZ5DPbXLjIXf1bvsChjHIzOXSPf02tEudHWgsWDYfd9bVkqw\npwIzlZyWjeAtOPq5nOdOR0AiFZDfiPf0fpZc7Io2wwtlC3pJN1qRKQuupbtljXOwxZre44gb3HUE\n7LVZD+M1kgmQZgxrJjEgR8auBcBWIAzFd/RFXsZLoDNtnXlIVpscpeGE3UXHX+RYS22/remOCGWX\nOMRno0L5VgY+hjo8Qqvmepxfj26x4NcTOMuT2Q62UefponFyfvsaD9UIteL6thqhVFYE1Sr/o1QQ\nXMVMBj3BWNdjrrPcYxHAHiUuegs5x7VfMbvoDu+4TQTOGECILr1IMCgkXFIMk8E6mRxwsUPvOHOB\nLzzIuA45J63np5dgWsndNgXYsvlIh+mfH95FdaPGeRi0ImlNObnMYcE+xHP94ZjidexDbOOEfWDe\nYBSbIsFRmC6vTCmYfoh1lOWdA65wX63Ih46KVCskR3RGfm3rTLDAvPZKC+0eR/xzut5QZ2h/M/x8\ngauZ4a3zerX2dVz3wlC32ukAuujbRDt4qVApWsZzpF9/p96E6/aKCQd/hXt3gwfP5d5dM+yuce9v\n8OBucO+vsYQdJrvCmjXXxsHaFZNZVZ19788VoIyq2QrZavvzFs5x8S7DNS6AYKPAbOPz2PicBWwc\nuw8vE/xiowBrWag9Wfh1gjtZ+JX9v6bdgmleYx3heYHdrZjnBTbiDPUZjRqWd6/Hp4fjWVayIz34\nCge8Bf8f3oyv4c34WoJ7uMk5jrboPIwLvDFE2PgYrddxpMwUqVaKRLNV8Gptsbq2tN5AP01CD5cC\nRqlAUU0QqcXBxHOKcX9Hchmva3Y74M3VxrqCRasLQmER1pbhhIvKZmcNvDVwlhTM7QTHTbsnDvb6\nQTMJs5yrE4Yiuq/OfoUJvnQP1nWFG1OtEifMhpzx5HOflHJG85lPhlngqNZ36MEoZq3Qyl4tD5Q3\nyZA8HPLYludyW3tGqaS00aVe3O35rKtLLvcCi7UgF5TtkHHyaLnjqk6VNqGYfyM4EOFg9ziYKzwY\nrg92jwdzhYPZ42D2eLAMEwXFeotDXU74kyLOhhPMEjrFc33KuKQk8GfqgOjaTHnNWABiFZH1ZOM4\nFsNYCb8IeW1BfX9d6ntFd9N4GJJXTi4kP67uOTkbP1msc6w7sLM2ud6LIDGymfYmQ9+eHTBSvzc4\ncWksordXOAQgxNRKZFOdzjkrnCNbeAjVjClVvZyPq6j1VKwll9KjeUPpvGY6w2l026SznKVhoV/b\n4NkmlJRKGU7HM7DCJqUMolIGai2X7VLgisKWASDRXqMA5olwMjFvKu24mDnnUlU4C485LFxwivWS\n6l2sp7DmPg7IMymomRTPXSIqddLzh/Jd8r7ESiMnkfiFflvd5n2qxxP2YM3T1q62dRuolSetAkXW\nhuSZNuLxIq66Nc5xIdeBVySYQhSYtTXWINElfW+hGUcZM9ormMsRXLdC5WgNZy+4Ld5vxB9v8c19\nrqH11awVHqXInvu+9pHoqUhqOjCiD6Nrwn+Ft+HfXvS/r+X6jjhD+//ihS5eM0Qty8RwL/pgLfgC\npWawFc5afJ6gknvWJgasnqSi5RhbUFy0sog7E7MuD3icYGFr2BW17IX8xiUuBSkAwWLBYyx4FJO1\n1wQpqP7YKmuIDtaBzyIviHWYC7yHiS7hsa/S2R458xMSLG4xoAAymcgLY0IEjhwcAmAZhg1lbQCK\nEYzJBtbYTRbuamKB2Vt2e4614HwwAMlx3gmEKXFohAAsgS0yD6FMl6K7vsIHACFGbJYozcHHsyMJ\nT/De4Nbe4dY+wyPzDLf2Do/sM9yaZ1zH8sg8wyO6w+P1GR6vz/DIcf3Y3aX2o/UOjyO+sNCOrLPx\nnJ6dV5jZYd4BYQbCTAgR9jMxbofIFMV5IJZqwem2B8wqm5EUn2GFH3KpGo5WLUntwud7o6YzwTZp\nPMX1nWs+J6lxAjuyeLDXnEYllZhORZUHc72pBW+tnvWm1N+wrGEFTB2oS+iBtnDUqgSmOtSsWb0B\njjZGA5+0vT3tbl2ucMA1PXAKGwk8Rgdch+hmSYyfYkAbZlJ8k4qFgASLJt2roBY54IWyxKl3Owc7\n0z9KUuMM8rnHZHUJ/dBUbbooZGuzCBe+v++MYE8E0IorctiZBzxSjL8niim9CC6YKJyULOU9rvEK\nHvPZd/BZ4t18wjxHRjoy2QLvhNEOpygIyfqixCBnopW1I54Qg6eQsri0uEAdFUai35mOBuQcvEfq\n5N9VOAAY5/iUcGtiJc1rp4RLnEM+S9kLwyb1iqljCy/Plsk9EU70GXeAmrPtCKjcxiNDH3Q7pPN3\nSvSBq+lhuiidNRQ3SR/Xj4dFIAMiA0orP/aKuDLqCNdBeCTK0dRThGy1ktK9C1yOVUCZmjeT/5r4\nLQBwLmcPgicbj9jE5yRTrGFPFgFIPIM43c60YrILJlviAXVGU4pWPAbuC4BgV3UONDhc44jH4U71\nCc8/HuC+1UuPj6yxTPtEWBXamGliCjSlhOyQ2pSCTHkyOJo9DrSP9RWvnQK377qJ5oWen1BwW7F2\nNbfcU8aMvHpq/qgnLBECaK5/q6cKZgX8EqLHYJgjrzljCbm9+B0Wz9bUK3/E3kcLqj/iyh/xJNwx\nLpY5LIlK5d4p4SxlxKdT86d4YjKxl1Du1DR2YJe+CaAMk1opaZA03JlzSsldKr983qvknK/sy5Eu\nJwWeqptYGdW4mekBeGsznN+26w0l0NYLQdwE+qe5SleBbH7X30LdiUvVFB4JzHNyWDmq+ogZrsKd\nkINEbB9QR4eMlCSG6xVTOqel6xGuTn7Qw8l5i5Ix7+tRZ4o5RElrfVqBX55VBN0kCEcBWAvGhBDP\nuAIUD1AQQg50EQVfIG6UKZcrIQSbcY4QVoIPhvuWFuzpyOce7IJ5YpwuhnQKgNKK3GuXJLYP+2Dg\n3ITVTXDRjVvgNTAr5sIE7wxW7HDADQIMTrTDA13jFXoOV+GAfSxXOOAWd3iT+QbeNH0Dz5tv4E32\nG3hT+AYWPyN4gvUO1/6A4MGWGBFeR7C4HE/EgY1UKdqW4tk7xQiIe7swGwlv4S2x5WZjg5CrZoba\nlca18R7zuhZlWlfMyxE36x3jjoxPDHttcarwkwmYd8/waL6Dmwl+NvA7go+wm4nbRqfJYuGibJfR\nIvvKsL5CzATFGIQ810Vjrz+VTA0Ra+R1Qj5ju2LCkRT7T0oEoPycIKBm2m9whyd4GvNt58yb6Ymp\nUutFy8sz3OIZHnFwLQnsheieGRlAybs3hRUm5EjUfCxBUpshMrVZVA00CnvSllqtN5pxiSkLStUp\nwkZi5CNuCSCxcJ4AcwogbfU88f1koaSqdHBuMnCzgY91as+UYJoMyARM5NntnICcN7Dalarf0rsc\nC5G8HwI3uXu0RRRQwheS9UgHj7OO61lbv6MwFkDKlS4qnZq8wqygEEq6h8MNXoXB08p/hUuO+srv\nFGT6NzjKc12VE3bKTZtns147eV0iqQqu8dDMqlKNlHdnWWseJr/vkD7wL/QtWiWM+Dw9B9n61OaM\nJQ4gh5QU/7LevHcwSfzLq7suOTjlAsIJEwLm4Xq7LDY+s/qXXpm68OemeGCl7jEfDO7XW9ytt7hf\n34z79Qb36y3uneBuEs4ah+vpAVfTAVdS24cMR/zeHovf2CqaL9hKrORhCi4iK0Fbvqo2cNRKzqzg\n9NAiEcFhjwfMOOC2Eptqw0mtLE045bkiRxFGbdmX0oiEai5L4EJk4R3p+Em/Tt5TKasGVBRpRI8Q\ntkoX1nKxnpsdjsq6boldyO+wx//P3vvEWrdk90G/VbX3Offe73vvtbsNTdOtuAOWnYgIKzJpLCGQ\nEe0oGCSGVoxkW0LGQkIZepxZOsxsMiVMGHnkREhMkNIWMsg2LYGEPMAIJYM2agxtvz/fvfecXVWL\nwVqralXt2ufe52536ylsqb5atfZ3z9ln79pV6+9vfYSHw+fjZbqZYWbkHX3KGLYb3JwfjQqz8cxA\nO6q+gHmIb793NDk/IvZ4I/dMhn+NN/ceX8JPvPrN/os/PlMK7W/jP+rGhB6YydO2bD/gCSs+2j3k\nueWpeVlnYaEj77X1oAilKt9ZFdGZmhpQ6tWPmbtpsCgnLPUvX1Kw7EoAwHJ+Vmw7Za2goRPP6A0r\nCp/AKkabd5U8PfDsEAsPI5Js9Wdc3PYkfd4WpKu0vK1CbwvytdHpuoKZsKwJ8ZSwnJKEAp807/WU\n2rk1qQAuTzipdX5cKLonwYONkJ0nX8+1+Vd/Hcgx6ouvQiFUQV9jxspXVO+FCY7MONNV0LVJEbUV\naftu4D3QI94LH+M9+hjvh4/xlj/CHX+CFY8gvqBwwpUZT0wSipWhJYc8zZWHooupla5ZpERNWmIr\nV7O0MjbjUm93UN69xs+IuPAZz6xGFb7DhRVQhXWs9H1+xkN6xEN6kpafcJ+eGi8Lfy3beONHA3kd\nl7VXzsuiyuqotBM1T0pVdqnvN4CuhIUExOlEqQrTMCum1zU7g+nefObpbrPktpU0qPx2XeLF6S2v\n3lO4z19lFz5b2v9XHsCtFJcL3ZqFcE0PmgxGD4TRZc9PBPU2EBAUbVeRtZMrXs9W55TMxzQoGG7N\nCR34CHcCWdB7EOq12CbNvffYNm/lpaDXsyy4nGIbh6WF54d2neMznvUSpVAkFSAVjVjQ/lqwpIKQ\nk4TY7cKjGRh5+k7DwqS9QWvkeUX2JdrnLt/oOQIxJpxikrxZRQKftTonvYeb9zxylyFTazRXONrC\nuj0KvoWXhkansOAST1X47ehwwjWuuIQzUog45SvOpW8zXih5B2BjNb7b/UczrlnjA3o2vsUb5czd\nzRmOgzWzo4+MMbPx0efOeKMRZUYfGIGm1zD77NmxM964/oj30tiuY7yeGe+179xsPDY77+b4tNm5\nCClhuNzueSHBGYgS6XStKUgLtpP0KUZsYZGwcM2rXXx+bdbyU9qHzOp0UAM/B3VAhMorej5c25oY\ntIJByMWtldKoZDzwBvDjy/f0tb1vf56SVreOcV7comfjIx7+HNfz0v+fnb/1N1/4APgPP+U1/AUe\nnymF9t/B/7DjHVs2JuFonULjwwV6BdBbZMdmHo1eCSZVMiWEb/zEMLHizLIYFqQdt/UjHdUDa4iL\nIwpj89L2d8v1rnzHaNEXpuMS9ecw2JY90Ad6OtDcGhmQESlVCyKvBF4J5eF2WKHzo+z6DSdk3KP6\nmDfJl83XRfJmr1EBogQkSs5JiZ6p93LWrwxoDVqM7ez4Eahhy/W2saPlPAF4CO/wXpCwYgoFp/CM\nJSTchScJNQ6f4C19ggc84o4kxPOsAVkZAkJWEHDBGZ/gLe7wI4eGmyNPwzjvZrwW9NjC7kZeREPF\n/Bz+rM0vcvOEWJR5Cy9fAIoMWuGQEJsixAXYyqKC40R4VwuwnbOwZmzYb/COLiEIaNCshUan2JbK\nW0rLSNsz98dOLFcHm76Uw/+RzxNb6pFdv+/HkNkjmnXdGkGlxnDMDeswG/bNr23tHjQL74ye3T85\nX7CgYMEVdzAFvlSltIZqKliIKK6lhWr6Qpx2Twlut2sIy0UNEr6+Yx9KS04xzwiccAZw540Huc3r\ng0e+O+r3WcmnoaxDIUImqhE0zzXi5s7RjXfFSf/XZRKr0+8OER54cPYU2tMas3f3MUnCI/Bk1uxj\npRakIXB4PqNsPt96v3z/krfEe03GtXDFM054wvvD2khRmn2Hb1cQNpzwTqO/XmPatv2rnybzce9d\nmaPNjh6ZsY18rmtICxLd56LLtb6E3GvPf0HqZuO5k0gaz8rMtHvZ/3p/bsN68Il91NmGteWQTyGe\nWrPf72eOmrAcLVF/eyC/dRhLk3m3R9+e+Wv362D7dn8F4146y2VdkFqOc+ZWvk4xMmIuDiOjVK+n\ngbRxgIK3KV+NliU0uSorwn8GaTkv0eiISL+/tEoXoRV9DKTGwyBpGGFhlCAgnggFFAikIHEUUMch\nCCLx1bml9skFfQTUkQTv3wkvO466gefZO7d/Y/frh4FT7UCrdGy1yQlSXaXUOuQKjld5jb6VAuFh\n/XLdxMaVY7+KHDltxjGAg3m8n8/j8R7+Kv764XX84I/PlEL7f+FL3Vg2o154O9VXotV+M0TifuHu\nF3IvFM7EtTGDRjy0qS7W0o/jq4Ygb25qzQKJ2+YzbvARGQkLAhYEMBLMNEc44wpiC09KOPOliRDc\nxIku4IDct5ELOqDe+2h32I5RzK5Xb/VmyY/dL8wB5RrB16BKpBtf+jGtBeGUEU4Z8dTocMoI50ZT\nbPVdmQNKocMxVYWSQXcMumcQbVgsXJpQ83ojmZI9b4EyIhUFr5JQ4lQ0hNh6RzOj5fQECXdeYprS\nvSDwvDNTGKLkKMj4hWcHG2/hlNzCWT1t5xhUQ/M20jmuYYIduiot9T3xEQKtbyIUgJbD+oKweaRs\nE7iBRkCVlsSIW9+HrSBazwxKxU/aY1oV6jUkLJRxDld5Dyw/UIFNLF/Q1hwCTw03XX3XQWQ76vtQ\nLN6NUQFCuLMSW9iX8fz55jFuClIdWz6W8mpTBb/WaXbKv+Wmm2CEI8ThCBFKgoCmXMJpoCUUzOhz\nvoiXy7xete/5UcOTmwe8v3bvGb8E2fgl9Ey/m04V6MVC0pgUAIXd3OQewTaWjAVl0E31Cdt3uzUx\nZClVFWtZqoyYM5ZN+1TqeVgYXa2vbfeRHA2U8KRgXU4wikIbEEyld3mGbbxhxYXOnRDj1de2uvf0\naMh9i086QdwbNdtaMNvhqCoCkeWz7vlJdjkD/0Hro9aU9ukNhfxeZb+PkMnXjPUC4N44A+BwHRrH\nt0wwnm9h9O23yPiOLx1atuScyoTlGt6hn9XxzKDMun+VltpjpQjResoAJW5ROJmHHhWrgF0kyhiZ\nUs+1qd7y+CZeR7tcegF5vK4l4/cYjeEcLgA+6a7DDnn33DUFt14FaAk9/72s7xG1usymUNicqgBW\noRqwAlrOoV/bPYiRzcGqAFqddu1zzWXu90Z278eoYNj+BzQ8FpM9/f4YqCBExWBYncLFg1LGue7j\ntdGQQ24o6qosdmvIQTvhinu+4L484T5fcJefca/N0zEXhARwYoRM4MRAAjgzOBGgPScCcQb4Wg2I\nLdqHe1q9zlJ9gWpVBmg1BizUxjVKg7rIDctJbuf9fml75ZyHOoaWpYSEQS+x5T3rFK0o/w5BPhSI\nwluAwAlUgEJXXevJrefU1nzjU8SIYz+mXW5YccFJ0ZefJXcYDY35xNeOF1DaHCE3R6ifLxfyzjE5\nzv9/2Z4///EF/L/duLf4NSukKZykN5vg8x32dhgPI1FAnVCzwNdf660YbYnaJ3kbbYtSb1FqS1xR\nmiGeYVFXrf5YqYrKuKAktaJeyFnMqanSi/YBGUXf2r1d+3VC96zPRZW3vNaec0DWcS7SM5PU14xX\nrPGC5c2G9X1T6K7ay9hb4ecODrOikoAAhEXBAKQ3UKpNc3M3XuU+13qzxw2M5sG9RKTrGZdrbDxH\nM5qiwKIFdOOmRBAuCliFYIoBgyKkt803Mk7xinO84DQ04V0rfR8e8QH+DB/gI3yAD/EBPsT7+BCf\n055QcIcnnHXOhgHy3jxa1ZrIAgEZg+wNgYAYGFEV/BgKEmWkIJ6V3qI8tzbbxh+LWJGtXwwhc+Db\nw/bCDYN6PrcNpIbIrgDOQA5ADgQOsaKx5skbmxCRqY+NYFAVUgQkoRc/BKGxqDFJ/l56NTx5RFFE\nRUvkXepD85Bu3bkabtmFDtsm6EIx9Z1ocwz9fHPnvKIyekA8r4bjGxCR0Wb4cnRMBUsuiClLLmUq\nrs+IFzl/whX34bmWb2FfvmXk+fdmkbxlG1+JcKEzmO50g94DCHlvjXmMHvIT7sszHooLXc9P+KC8\nw0N5kvD28oSlDHnWQD92/BwiUgjIMQqCaO2DgM7FgBSiKtqMshK2ZcGGqGAwKpCheXJvoSl4tAUA\n3Z4TSWdykdI7MtbZzKqEc8JJ0WClRE+qSlfUGtRZ53APoTTuh5L7FzX3+VYLalAhvY8eNbzS9m4P\nCpEZCGpvE1QjYmqJJNd3PO84OLbJAoSGBKupFDnGinycFdU9LwElBjVkFilBp7R4pNw4ZBRSg2BY\nsFVgOlkLtnCHJ+XlEFQZad4fQ8yPlOu5KleYkUoWwUpTvddys3IklHPo32Ea32Vn1Hbm0JmywjjO\nE2yzI8NC/3tl/5geofS84uR5/Rr2snf+qPd0U9RGp4b3UodqnJf5OZd/9ryjb20TcB8x4MuieJ4Z\nm5030F91BekqLjSXxaBrdA3bFZpxcUpYM2h2ihpE6atzNywtrSLEjp9DlJDjoiXOtF8pYQnqXw0J\nMRaYzaR6JBXYqtLUaJ9/P8N+8Eb10aB21OwZzWRYTxPY4T7oemlrqvb2DC1lJ1qqh09j6VJ64BCn\nZc9IIQhuwoBO7WfPXq8pWKrMv0dv4AAAIABJREFUBRRccFvrEHoj9fCSGPc+wRt8Fz+yizTwhoyX\n2nh8CX8J/+aO+8M7PlNle/4T/i973u7BzxoAzBL4x2LqwmOQ88l6f2muPH9+hAuabQC26Jun9DiT\nt/dTjRbukZZftn+FR/XC/+Z9gOA+tPQ2HIHyOThApjDvFdG3rWpQSzSk1qy3EBeSOrLR6spmBK1n\nK/zGIzAyR5QidV09XUrUsdAyQaokIHeoSl06h5S/hCw5vuqRXULqPLQ2Bo4XxvGZFG4IktYX6DW7\n/i0+wfv0Ed6D5sfiI9cL/336CG/LO9xfnnG3XXB/fcb99Rl32vt2d73UcFyo5672A201Y8uJwGfp\ny2nkBaE7JeqgV5RW6AIPbt9XS3c4vlcaaaJcEkqn+LUSK9bvefCegZm3oHrASGtmtvI7Vu6ghCCl\nEZRXBRoHeNHy+qgCY2CYBbJ+7d9OELcRtTnTaIjgMXn/b60NorzkisrZwJiaAiI1r7l5FFzdU6sL\naABgmeKL65f3/I1GO998oJcZNWr41q7PGrpld1Tvc5Ur7R41ugcgaopFcnSmCAKkHIgJY663MiHG\nY/e+sHuXKt9ooJWOCY6mng/vAVCPeUUNDuM5qp7IqqTU+o29wmL3K2YFcqotd+MaHu13flsila6n\nvNNwoLuccXu/XWoGzfqCWjKrL/1DLncbNQTS6kkaoJQ1y7G2eRtLcQp9bgo/970sSn6tQk+7c7We\npfO42Xd6GnDoxVXpOKBdPreUTxt4GjbKpGtRpOad92uS9hyovgny7I5VSv8mNkVSe+rHDHIIxbrP\nD/zSVjKd5G4P9Kiofm17xVoWUFqMGveSi28B5TB8vQfoWurn+362lrFbv8ZYvpHnv3WdXJ+/TtsR\n/M4w482e0YwGQ2qyb1vXr9vW81Lq92AvC0yMd6BXNr9+jAbBkR6MSt8Xnt/XCfu9XukUY00Z2iwf\nOC7YFkfHBSVQ9Wh773ZU44HnVQ+yy5Xve25GPLFiahOaHC17g6QUGcq9Nyzz0FcgTluPbtCy9/eR\nL2M0TBeNckOmA9o77Y8FP43P45/s+N/r8c9F2Z6/hv/t5nlvEWu8/UO49f/tb15jcdwLaS+1XsCj\nCW9UHMegKONZnomU3OgLLFsZDuuzRwDumtugWEJtWmmTDQtlnOhSy5y0EiipCrp+Y5w1u0/NDjpu\npY3uJax2jE+IQSrUDEYJHrxxdXMejAe039yAZkW9FYpmuYeFnTLh6LbZB3dfVWnjDC5F+bl7Fm/o\nCQ/hGfd0wR1dcQobTrSpkl0QgwksahhIAK4ALgA9A3QB8Czj2vvSPDcaBQadGOEE4IW2xQVpsU1B\nNolNx2lZKs0EAYfgJIARWlc1Vp61LOFyG0AJAsCUIGMrlaRjJByjNY/0bLOd9IFNjJmEKc/Gr9l8\naULPBIKj8Ywer/3TCBHjdfrxa9sr7+fuu271n+YzB4Vw2gIAQwN+zTXMrnvC94A+HdjPaCgCjg0p\ng7BFmXWucpuzs3Z0X0faf/dLxpwIV1O2H/PizgXUOeVrzAYe+OyuN73QZ4D0O2iBCxPkyofyI2es\nJe8Brkaa27Xb53H93J6GhqGSloGze7QzPgRUpVF6DfuzutOh9QxyioE+FIsqYQAV/EY/G9xKzZmQ\nqzfTzofMrn5wQbgy1i0jXFNfWzjxXqAf35NqRIGLJEKNIjLa+KY850XD27XPS9zxyaJ9cm6GFO1D\nHefqwaqe5m4O9TwO1BD2I4S2XHPfBwLnAM4E5EbLONRqB5xDCxk2VdyBv3lD6qdp8nzVeFvg9nN5\n/pUuGsZswHzVo8ctCscMTdyvN14JJUfX9//G87b+3fKAj9b38PHpPXy0vo+P17cyXt/HR8vbyruG\nE97PH+H99AneTx9J+b/8Md5Pwnsvf4T308d4L3+CiIZS/+Ie9woZxG+/Tck3nhuTyufBN2hI8cgn\nYOMaqnxiKWnW0nnQaILiGaAB2Gnock9HUVhdjVwqDFJAv45XUA1urcUJL9T5ESySrhQs1QC2VT4x\ndzqI3Z+ZgQRoBrvKs/cdBGBBoRVlZtywZWV8Z4cjvCHgX9/zf1jHZ0qh/V/wU92Y0eD6vd+0jZtH\nMmAPHNECD304TVvYgKbGznizYK3ev2ljrpOoTb75p75WNbYr77Gd++DGDEGljZTUQwT46dy+fX9F\nTv2r/0fujnyXP+yqpITA3ohwdD/Hc/K3wvWfM/YFYQjoHPI/vdW2em7Ve1tpFTL0PDM0lEw8wVYf\nNFJuYz13Y/mov0lvzH4bJKfwuvFZ7bgGXXZWk8RbfKxhxR/hc/gzvKF3OC9XnHnDia44xyvO6xXn\nuytOD1csmwg82PjlDcQ2R1nbJIR3IUE89OiHK1WaqGClKxa64t68GuaxygCuKtMxNLcLorBaqGBy\nSqrmfbmJ0tMk34lTnWhV4JYyQ37seNF76lw+8IRnRpej5sWco5iG3hCSqq9hPPY856F9Rbv1Tvje\nv7u1535MEI/NDj6F5iAwZ9Z8bs29sV7KSjXeglQVHZHN2QdI6EapwmAX/tbGvgfJM2jGszFMtqfX\nrKibOVekzdVoxw9c5gruRPnNnafeKzS9wtMLD+1DhlWh0rPVY3yekgJYanrAvLEaQ0Ofx+fKaFmt\n0kwBgVnQSUvzZNbGuTvXEJ2tV29pxxeDYA0mZRe0zHngl4nngXojI7V8wq6Wov5W4wVuCoKAq2jp\nMPNi13GoY65vm93l/dptdC1j4r+7SFmqkFhKN5XSIhr0vpjnNlGUEGYnxPZwNL1B2xu4i6515V40\n0aO8QgC17mwtqTYIzT6Xc++ZnJvlewnmuJ5DoII1SCm8vlDiGESfDmWLmYy1X4f3OacMquXmZuv1\nfA3tv2nkA+NqvP9mu/bbR5OCRE6dRQX2xnfxqhWMaSnWd3gxJSFupbVrT4etIG4ZcSt4g0e8oUd8\nKX9HFqMEMXgPBi8OhLRE8WQuC9ISke4U6ViN199ZPsC34+cF/EmjfkLnzdTVuEYDlS6XmxIjDLne\nIYt8ADUmNQ+mtX7MGlllaSwStQBpAR1t+8Ztqb8HoJuv1q0/kmZn6/i8/gjv3vdxph3RDA9au487\nkPkptN3/41SRUj3O+/UyTunxOOGED154E36Qx2dKof0/8a/ueLfCMvwCbQrXPiSk51mIMDCKI0L3\nxn3a+RtnvV8oMXzOTgna/Y/92P7i2Nc5+EIdiFHOQucSu/qoOS8oHECxaC1YBgWjCyhyo4PkpRK4\nKcqkL9SulI/90P731XvrfmYpATm70OEs116GnrcAXAh8IeBCwLP2Slf+hRpk/bSxKEsrgAhsgRXg\ngnWRZ811VVoBJkLUcGgLj/ZjFxodArf6bGZeLPoszRoNEVjekYGgSG70M93hY3oPH+IDvKF3eAtB\nOb4Lz1jOCfH8MhriOBu9+O8zysmJeeNGP274r1l07dP3aH2nHW/DuoNyWeHxJffnbtdz3oacc4IF\n/ItQ1eelj+vEyPNxGBfcdXd7bzxreblViD9YGez8a49xPbjF641peg20Rw+YCWUGL/EG7zq+5eNs\ntOJDfDBFQr6q5WGeDZp2z+4olHA/j4s+vwKo0Wz++wlbWLGt8i1PuNNvHSt+v2zIaPPeQIS8CNQM\nGj6Co7+fvUjUXTPDhaDfNpoWCrsQyv4KGu/ojfTKg83muVi3B3Dr34d9vuOY+zj2/tuN99r5PKp+\n+9Y+s58zfVqQn1e3FCnfGIQP6QN8GD/AR3i/ohX0yAVy7pwv+NH8XXw+fRdfuH4XX0h/KnT6Lr6Q\npf8X0p/ig/ShTN+XWtJ2ZIgcI29ee9wy3Mx4M2/bjPbTfkbPer4x/jTX/JrvH+mXxn+ez5sd+yk+\nv8ezc7N7PY4dGJ9XTKe8V5TeosBYKWENCaALVDQZPL4kdI2G4hZ5cRRlclQtYuwPPIUww7sZRBmI\nfsLwgL77mmfz0rHfWubHS/Pq0x7fy3w7Ol7zrtcHOPk/R2MA+OJ3gV/8Hq7t+3x8phTafxl/vOMd\nW9L6bNRjn8ZeqXzNhte2am9xGTPKShVaj20zXswI0+vpefJpDOoEtBlt9rwGaG/NwKM8j5A4AMkg\n4MQAnLvNiFvYiyp4ZL0qe54HVXzF25kkfFbpGLKOU/WGgsQqDQ3bBUNDeJWnNFs+j+X41NDpoLk+\njVdSRN6ClO9JEWWLyMmPg5TtKaFaKdtm0HgekRQxAzGDYgbHDI5Be9Jz0M+QpwwqNcSN0O6br91r\nyMYnXFzeTcv9vuIkJaG44JQ3vMlPeFMe8Ta/q+1NeYe3+bHSNXdmFh7pNgomkjCyRfqyBORVQ8ts\nbOecANtb/X22UQSBNWfT8jZUgK68Br4QdqicrDV0uVl2rc6mP2aL/JFAdSRc+TDll5oJAK8QDnYC\nxoHA0aFshoG2c0HehZgYVOvycV+71IGCdAKQF0gm41bMvqfHnlTI9mHhYzg4WVjp0ZwbeUdC28Ar\nMSCtUdopIq8RaV0aT1teo86rjBNnPOBREWfVz6TnFhZvkReQpkLUrfmRDviz3zqjj46ZgOT/9qXP\nfU2ze/ua3rYDQ8euY+j8UQFXr4MKd/myjebG88dLQtNrr/MlpctoCz02o+YNOlvd6jUgr6TrItV6\n1vV8VA/9ae+LKQjYQPhj/Ai+jc93eew139fntmsPoMkGLqqnTCJ8uugLTaHwvGB5tYQGEGWgb4r2\na6Wiat+ZRrwkNfeCNqkJw7gZhmZGeU/3U/9Ig2j/fy77ld1VehlsvFYM1wi4fOgXen+ZIjLJu8AA\naplDku89jiLs43wADDNolBy5XsOSMtYtSZ8SlpQmvLwvKTY7yMsBQ1uj1Kd3PCsLFC3U3EADraUW\nai7ztD1jC22H8lnvW9ubuO1Rlg4Q2K05cFEX1DyJE3ov1WPgtXMzT+4+WiG6W+bl8zYzx3P9zG//\nz/+NN/r7slGXoVwUg3Zl2GZFO8+4fCrj3eh4OHJEjL/kC/hx/Acvz64f2PGZUmgfBq8Bc0DiBaks\nSOWMVFallx1NxBVgyDyPFXzI86jsHtrsYJDzS4xeJM+7qqU71r/zNvLRd2PHrVfPDvs7QBZBU4RG\nD5Qg1i0iBGKRezYJ2c1ooEUMukkTOfh427rVa1t5VIaX/nhhrQqphgNzDi5U2I8lHxiBB8WB+9wv\nRRbmVEAJCAmgrYBSRkgBvBE4BW2qMCwJcckCg2/0knScEZRuirRumwaQZTQERKNuuq7Ugg/99iKA\nzZUFrdyU+WC8N9U2M2JRbihJSA8sfDepFWJm4T/KqSWAFkZcAVoZZSkIKxBXBi9FBDgV5Hwe1r6G\np87vQBoWVzQ0sIXstTqijMAE4igpGiZsRnu3Zcb4KWOfbaV0TPljr/zpuIk0B6Fq7u6PYs68Hesh\ns/XipffX+tEfOXrdjGZQPwcmZoTWXmeQA5zQ7O7VjGe50IszUNRcaG780AlP+23ek1eSMj4brUKH\ntdKVRytA6JIp2qrVTHhv8Cge+AqwozlrRRV/BQ/jwsgF8rvqnDGB3uZPz+vDN2c8/f9ulvQBKW6G\nDArlKOybcGdjL5T7mIMZDa+cAy5PzHhcUZfbE9b5QqXn6R+Z4cpAgyooCQ30waw74u/flFHh2d+X\nnm53B0B9F+pOymXgyb4oc34CuDjBVfDCbKN9nIPQARkn3rCy7vmsBTX4qrwNK1+xcpLc141bHuzQ\naBMjlazLBCYDbEG3xsLGQAPEy2h1uWdAeXKjxEJ4kNttdF1HDZWW0MaqCHMgt0aNcRX9OlYQFGhN\n7pMg4251bOcW3ipidpvH7r0ZDDPd3mPAal3qAu3vm80jmrxznYKl84zc/yWClClYquIlsqVcKLkc\nbTsHApgLgGtD7Ne9javzwCyM9s5qLycbz+6HrWu6/4ckzQyepEZP8jnWtzy41sywsxBoIdAStCeE\nJYCXAF6igppBDakqX2WWGjY1b54AzSsVYDiee249Unm/NOzpqngT0gJgCShLBJYIjhFliYJYvkSk\nJUpodGdqH0G+WhnDajivJbC45cS68ZH8UybzbbfyKdp96MaMLay1xN01nNy48a5hRaEgex675MIZ\nbUZbzExFvbK9I2enD4SfcPfTwL8yP/fDOD5TCu3X8AfdWJAIJW9lZknxG9Hcg9l7Mo0+Qqsby8Dv\nwvrQh3X6sELRL2QaW6HoNPlumewzwaVZ6QJE6Z5ZUma8nVBBx4KGRzIjcBUCRmGDS5Aaszlgy4vQ\nJTbFU3tWNGNZmNuzo+FFIUBDdTNiHPolIZyvdUxg5C2iXBfkLSJftLTOtig/Cn9bJIT6VLTGbUFc\nM8K6gd4UhLXxEVFBHQzBeUPAhc/N85tFCSb1uAYNsw4kAmEgFsOIjgEGsyIZG/pzCVXxbUjRAW/p\nE3xAHwIkZaNAT1hpwwM94X36qLY39A6n9SoNV0RckVHwjADGSSv4rTjhoT2r+jT7JW5U424pN0Y3\nYfgFhckQ/Nw3WemSUVytlt5UsJjFV3lLanSwDfEICMqPbVK91AeAV0geluYO80oSKbD2557oHo90\nj0d6EBr3ynuo557oAQxIzilLYZk7fsad5qDe8QVnfq60lE3awLw1gBEmsIKMWGRCzXEzRcopEqJY\nLEg6DqG0+ahlqUiNdXWsQtdMzZZZIU8butYEKloOKcCSNwLWYcYYGnXpjRhcnHGjVD7AiJzUeMGI\nOWNFwhlb57kg5qowGwpxo7V0hLZaDkKRqS3XaltDRbSugq/NQm6zsbsfmgwe8oZTEuExZutLK5Gh\n/Aou0glfbq5V742gb+YoeaiV1hIyKbgxeYXh5IKEe6i6jNjWpak66XFccevN7e5DnxvX+qW4Meeu\nTmqoC75b6M0DA+wCzI/GYhCc+Tz3tISQn9pvcx4h33t1NGqEiHnvzRAcYQi6HptCTSm0IEHeG38l\niSKg71OGlNXbyxIZ5dyvoKPRbYzYupVWZP3xk+7XdIJfj5uJYMbr9we7h3vjwvj+z2QXG7/22O9N\ncHT7bgDdd9xqdt39fZrf9z6NYq1RbqPcaH/hlaQZTeDddx71C9IEwcDapaXiKEK7ASsavZZcAReF\nJ9/do3MHzYvseUwkIF5D7uVaEu6Md82Il2IW5/bAnDHaP+oC6te5ECQn1697Sn+a+b7bdw76W898\nTIfYm8D2KnBGnJyZXa3s2EeS0qeFIPNv6Sx2YiaXje9UbyFoh08Pmyd8HXtov4Iv4z979Zv9F398\nphTaf4J/d8d7aYF4yWcxngPgNrxJLtrQmlgxEzWEx4XwtD3gabvH0/YGT9s9HrV/2h7wdH3A4/aA\np+0Ba9xwXp9xd3qSfn12/ZP0p2csMcG8S3ZtAspkY1Pdr9Mlfg8KIYpXLtJSWW7248TevSpq8SNw\n5wlvJXgaLyq/FKoe2VQiSlmbcryZgixKYAt1BuiOQfeqRFkob2AQXbsn3UTWtsESAGwESqK8E+mM\n0L4pATpbqF8kzbJfeS4kDACIUlXsjrdnxhkX3OMJd3hW7zrhgjM+xlskLHjEPT7EBw7H+qgpEJga\nVoLWiDQrpCgd+tu4GUdajdVlqAPX6sJZ+ZZxke6X1ZYnt/u9xNP7IJ7wjHga3jPu3z37m/quOsQ+\nGb9GUO8bMYsSXVSZLrnrl5wFcKNk3POGe97wBXw0WC7N6t7GzdNH1dPHXbifKKJjyC8HBte6xajn\nFzSvY6wlPuY0GDXcnFg9Nr5n8eqA2IXTQ8umUAs3jnZN+nZ7t2P3wjsFxnkEDa2TPF15EuHCEISS\ncdOG6wsFV7dPkVYp4DHcVZ7V86slimrtVR3njGWzWqxJPtdAMIY+hwDWvlBonovp4QyA7ELBa1kW\n5yHOpY4pM+jKOJWMc87qxeC+z81TxWjRClWWrOkYrbXyEe1vK2pqBRbyc7d/jK8ez/QTOmi3zt1q\n/rsOPHSVfu1nGmppBOBQTFGRkRtvs8imEJWOU56By9nKdcUZT3iYGtcJXL3kAFePDTna1m9vQI9I\nONO1U/kjMhbSMiLokXsrrSHIgo7qhONJKR1rGQFP9CAGO6jBruvv8Qgx4hG4qni3QKG868C3PW+D\nKNS3dktSI1+QWtQkEIqPeKjVHnyd6mfcgcCdI2Kft9/kN3+sata4xxN6s/7eyH+L9gqG/1Vjv1e1\nhM6IeMY9rjjLnomMEzac+YpzueKUrziXDSVfgXxFyAQUMRISCpZQWrktSxtQuvF8pFNrVwqChjug\n8pLJEFZ2j7mV2nNGSwaBicFqcZY9nbAyCQq1/tLgo2vqWlk0vNn2OVnXKkifoo57WvoggFFDWtTR\nWBTFYycSVflJ08BoFr3Ru7QYI4jSftFs2+axcWvUT7wyPeonnjfTYmZOP4IAkUVknPHsZl9/R/Zq\nMvAFXHa/6Yd5fKbq0P4U/087/n5Bngu1ljXaL3X72HMRssYlxui9sEUdpz87LlivOTzAyi0wnQRf\nDNm/hu1V9Mo8Du5P56HLAeV5QX6OyE8LynMU+nkR/pPREeGUEe8SlruEaO0+Nd59QrzbENYyLM9z\nQ0JB6D27OSD7UOPszjHBl16oIb0uN7WG/VwJfAmtXQmo43YOhfo8qls9cJyX6nt5+Hto/Ul/Hx/x\nsLzT9oiH+In0yzs8xHftXHi8qdDe4RkPeMQdnnfvyBEtCrMKK0M/8h7whAe8wxvXHvC4o+/wPA1J\nnbXjMLE9rw8g7PvRmuv8MFNTlPxfGt728f2dv8vHK4R/32eizf7/zjLT9m/MuCr1n0m77xtH8ysa\nrd9H/a3Vw/NmwuJRI9XGKoIruCG4AhXBNiO20GQFpvL0ldR7Qusu7mUfB2NCc1+Xc2+Zb+21x+15\n1yOatmcxn1H+We3n4fgGj/feRxI1w6oH2WrfdNzGmXWrze7hbC5lRDzioVtTfPO8gFLXtL5v9D2e\nccazU1R64/JoaM6Iih1hEoH5vs5dn7B0OWrz1nLVvj9Hv3K8dC+9ID5fEfv+1hoyzsKZsL4X3pvx\n8vt5zAT1mVMBwE5l3ntSRc0OKFMF2o8NqG62/s7WY4vSqPgF2kfDODB8A8M1kBvsH/dAcysL9lLJ\nPXZ/N372wEtLxLYoWN6y9P261HM5hi7uY3yP/PvVH17C7Xe5gr3H255LP15hTpnT4f92iNm13JHv\nS1cSqZWK6o2rYvDr+WBgN5W75zP8wplRbaAZzXhWnKGshD2fFDMkuPSB4NIIQm7/ZzofJvOFAcF9\nOTDusT+nv5EO5lCdn8MtwulvAF/+/ZH7PR//XNSh/ffw33djAg9iwiwQa45AeXTIs+vVxLmtYvDU\nTfqZ99eOI2HTb2D9BtIv7RnLYWDK2JoBe6+qdxtZBPgNgR+GpZv34xpiZp9Fg4BPjX71pmd5HGgL\nYrs3/VPaGxn2v8zf5z6skJrXQ88xaG+13o3DTgE6FjShoFqxtbKnC0ckjrinJ9zTE+7oEefwhDM9\n4kxPONEjTuEZK12wkgWBXFSge+yUSBMLRbl8HDbhEdqjNdt0jsJMRoNKb1xZ8SHex/+DH+22nwJC\npIwY9/bLZiuU8UN6wpv0iIf0hIf0iDfaP2yN/zY9Yk1bQwD1aKC+Gf+VHqCyBKRz1LYgnSK289KN\nk45jMe+fhlxyX/okcsFSUg093R2zDXPciKZjEq+cAvPU+pF1U+r5CFy9ruhQu+H4pjS2F6xu8t7j\nZy+f2/TaPeTW6+/havUnZ4zQsXoGxBMQa34rVZArdD1ZjpiGZVdBoQoN1AsQDPGwGZCbhhdDPc/C\nk/toYDhlyL+e8era35U+ciu9ecgKay4ZWh6W5pa1slUyrnVf1QsO7zk0fgRSiK2c0qzpuY1WMAyH\ngXTfWCqSglfRARrewLnaUBAOvGh7nu293Z4wrI9NWbqldnllLdxY3z3d9s2k++JMGSxo1Q6snXHB\nW3wy9SZaeHy0MHnkPU/LPxXdH/pculBBnGo+9qGq0Ess9utmgcmLCv4WPm5r8QV3O8O3X69NqXvN\ns3ytQut/x61WEHbco0/2z7O1vbGJQU7JmSGpJ5zxhLf4CHF8Z13PEAWe3d7eH3MJhiKDIgOnuXHP\nq3Z701Kc8poRq3337nshwFUnvuKcr9VLey5XnEqjrQUqONEFS7jiLmjJG1LFynKkWapMdAYBWvGE\n+zaHqJ17rUxHYMklR8sxP7Gg6I9557KckyvlpbOeGq+QpNohqCE09Pe7i1IA7983Gu477efpa4y7\ne8/oXlo32XcMbZ72MQrIXLde7Y31NkeP1le/Ou5X8/Ga+8i3caY3ev5WAMBb/FX89VfNhB/M8ZlS\naP8Q/9qO9xprmo3blnncwNCw2kUApfLSAUzlyltAxIixofTGkIex0K126Tyi3l/v0YYwWvsTL9jK\nCdd8wpZPuJaDPp+kzE7UPDotNUOx1NBfsvIzQa+Dhusax/VFtScwa6qg54j0tCA/rkhPK9LTgvS0\nIjs6Pa1Ij4vUOT0z4Bqdi6O1XwU5eYm5Q0kW5GQdRxlLDmuQerMcUFj6PIwL954YrtI8Bn6bed1b\nzrT7j6JflJrL6OklFqyUa07jHZ7xQM37Wml6Qg3+UtrGe99G89JWlLsaAuSWz4EuICw4YaGEBSs2\nEi/WhhUriTi00YoVJycC31ZSveLna1sumuMT3bkW6qTtrg/ZLYHwEZ2QSQS2RCq2kMuJN1r70fzj\nr9PzA3ivxA195Iwl5aqMbXHFdVmbwcMUN6UTLb0vh86dB8jGF5xfCL9rPB+LUbdGbnS/thwbL8bY\niHGnMk+pn+wEIGqu1uJ6CcvuxxLaaIJ8UL08uKsJVfivwp9Zf2vPIC2rZTx4pGZDwqx0axdV9C44\nV4XvQnrv3ZjgQiXZm2Ka8LXyhhNvchuYUFgFTrZ3nxx4GQGWIwwGLQUhylpVQ/G40VUE4369ZJlA\nGooHGN7CRmsnaGYsKLSCsQCICERYuQgYIV+l4eqEyGs9FzlXoJZqVKieAfVsmDfA5sFLbb9AHh+j\nR+NWbxPQ9zPegcFq5HGGw8ZjAAAgAElEQVQklJUqarGA3VFFM5a+IbpnilJPFid0dX6dmBhKkdzF\nnLAmzV3MUv/4riSsWUCQlpz39+0InfolROsZYv1Ln3l0v2bj8X6Px/j/bn2W0eNzP6L9ez3r/Tvv\nj3HujfNyvBe35vLRtc36W8fRNc3emZe+e7xHhtht/QFdtE520bQNq6Fd6VpHW4x3JxTc8RMC3jXZ\n2Aw6ahgg2x9x0Jv4ZEjnR5UDjtDibzULiPg0a8ituWHHbA0ZKwTM5jYmvNe8Z7PPmR0zQ/it/tP+\nn9ces3v2hoC/9ik/5y/w+EwptCuuA4eQFXRHmigorVflhSMiZay0qdC+YaWEhfb9QgkxFqxRMmFu\nVXj1Kp0cM5uGrD69pWdvmTYxu/0yqbu4YHO8dhQKSHHBFufZKlXQhyjjVofWas+mtCBfFlxcfVrm\ngCVuWGLCEhNiTFhCG1PcEGPGElvISW+LJMfTuxAJ5W1AeWsC7jG8R3fwgV20bswzT4ATiuu4IBr6\n4O5K23NiJqS0IuV10i/Y3Lh+J7Xv6Mfyq46O2e96E98hxY9R4gqKAUssOMUExGeEyFjjhrv4jPvw\nVPNo7zTcrgXO+ac/hhb6+0cCSgUGsXkXqCrhgQsWynXGiTHIZupeOQJ8Lrvk+wQUZErIIck7CkIm\nIAdG5iBgFVzALIia2QEcjeix5jljEEBQ847lNaGLDrD+2AvkPQunarUVS+3e2+A9EF6hvBXBEVUN\nOeGKN3h36EEQeJkZTnHvjbC7jjp75VeCHO35B9xx9hWQ5k372JY+y8z/9nnL3VVH9OHlK6ty7sYn\n5dnzdNOy8urqSW0OdgeNv0uOFQBRRsSGk5kFyAXckgEOcSsdhVTpBZJja+V9zGPE+s7UmU+ifLLl\n0DswPcXykrePgq5JoRMqjvaB0Sovf+mTSK64V2PV2Ih535tXWfvCRee8fldFMI41L8yjF/czZn/Y\nOf989vtiT+8jjmZmp/bbb/vpmsDtvabxoLdrblFHbkVjAhfSVBTz1umbR4wFZizKAK51r6nglAi4\nLGc84r4iQ2ddxzIZiNtLq0cDvRnvyv4Omcd93Htn+7FHJF6qfDCjM6Jb44+N73XvHDjtGnre/lfO\ne/Oyz+GQWsuINXXMp5HNUsn8/PPzeZzbdp9ueZqN9vf66HPt/4yJAGNCgLUzLjeM1o13x88tUqhk\nLLl00UJLtnOlVvigUEBqII7mqQ3iqZUyN5La8WglHdUw2NEkofoL0iRQ/1JlEetXCNihQgJ3QIcy\nMRpPPLChVS2oe3/DoCgkAGzt287u23xCgIztXYKbkW09ak8poHRvgxiTbxibeUIPvIhsi99+Da37\nnhBmjO9BYs2AOfLa1TVZf8+z9XN8b0d6nPM755kbj8dX8GX85zvuD+/4TCm0/xb+x27MoJpPtUel\n6ycFcFzfq0/+bg/6OGBY3kW/uYzioKftc8djxrMFbutep9mmEzBuG/120toWVlzCGdf1NLz8Vp9W\nFoeM2AXD9L+pD5Axgez24h+ReOm8xjlHNz533mQQ1xJKROoxDtwQWvVcpIxIWY0TSXrXInKlx/nS\n9/IUABEwU9BFgRaksIrBwEpAqVc+ldXV1dV6ujG5cZL6ujGBiFEUvMLKHnW060+kVcfoAiBhQ8A7\nukMC4Ynu8CHew5naBm3t3tFji8hdCaUmFI4hiK0E1DwopdF7kWk+jlQk0I3U2xUk1MiHHiUWnFwp\nMwDElLGmLOGaWtc0WOjmxsdW3qOasd6i79vIP7LAjm0MCT6i2f0NbnyeTcKZx2XGO7IMYzh3VPt2\nbEDvzXkpL/y1bXYc8Y8sxiP9ijx0EPB8IlxOC55PEfl0Ql5PuJ7OeD6dcDmdcVGaiHHOV9yVS+1D\nviAU4JQz7krBuWw4Z2dEHSz+fMDf0Uc882SM9983VY5hoGGOBqEBepGrzQhnEKr0Wmm5pbbPSWga\n1XDhUT15xaHGx5m6ORprGAERqV8zaLaGoAquNfWBTrjirvrRzQOfscjaSJrXqutk410QNGWDqNSw\ncvbGMleP1UKHoTncpF71BoTj+ZJDGa9FSu9YvxXEq/ThqvzE/Tsy8wr68cyOMPPWvNZT9Wne35fm\n7ngN47p2tN7dOma/7RZtn/tCCaJurbX+1n2flbWZlLnpAf2opVtYakV9T8lF8KiU1o1bX8uM1XIx\nXOuO08Cve8RRzq3xIhBXAAu7sjzY0xEAP/bP4MCzWUGlCA7rAtUYWccM0CYNV6Wt37jjTfebW3vQ\n7Di43t2znp0bj6P372jejf1s7sxq1Ufs5/QterzmA5oj1RzdslAbL8YnlAiAyEXqjD268e64/xvA\nT/6n09v3wzg+Uwrtv4j/e8cb49t7T2jj7a19Z0ffO6vfovaOEdzE8/rzt0tlJxCAy86iNLMqnRGR\nd/7W0T5jFscemqIvs+z5W1mlZemT9p635RUFcUAizg6RWMOUleYtIF8jymVBuUaUS9Rx4+VrBGcC\nLQxaC7AwaCmgtYAWBpYCWoWH5SKorlq/jYlr6QVigXytSK3EtfRIrX3rLVHUxp01vutDHVvNWBGu\nIDVsF+fh0oUkUMIJrb6XlPyTIg+Ek/w9y99QATiT3JdnvT+XRfsogFtu/N7pI3xw/jOEuw9xf/4Q\nb+6u+OD8IT64+zO8f/dhpd/Gj3HPT7jnZ9wX7flpSpOBIhT0KLPKJwMPIEEJlBaldMgwtmbenhn6\nX+cpKgV0BcKVQVvr6coI1l91UzMhvW4EtNscmDQ08J4k12SRkMFsYYNLQHZhgwIUUVqpmI7mlv+G\nVozdUG075FvHP/JSjIawjGVS5ty/k82X4MNc92D5jQ4onfntiDZPSJisis3D1ef46IzF3remqgVL\naaUlZcTkyynJeElZSislsUjnReeQ9nmJMp/cOMeAuBXETT9D+7hlLJt8VtzkswHU0NDswkKtNnIL\nGfWmx6uutP1h50PRAGhFzoypVMExJAN2KUCC5t2qgBrJIUKj0nX+mjXeCXd2SeyEksandk7vef07\nqEfCzIo09IjVw14QKwjbWtQzXhJWRXy+46uOkwgmlnOu+b5weejkQwGPBDJHc8REAKVOGOVdyCw1\n8JJdSC31oHq2BmujnbLUhHvqvgOilPqxXfcYojnpi6EgL4SyyLPnRYFcFj2vygCdUdfU0K2vLFEo\nJaAwujBPocnRDWXb6v5mNV6/5DW8HTshTQKn97A8HnDnBEFSPjpG035dB2cIy7Ymaoi9T7UYPYCW\ninHFCQTeecVGgDdrexPMvAWUznPmPWp+TOA+vB/rwVj89f1K2RuC/HjvEhnvohwiN2pZMnNjcJNB\nV/cb6utRtUz/ie1oaTnL/vdQ61sU0myH6ceRNZ5Ja5JbP/I8KnCxOV0NbbGjAxepNsDiWY6KSxFL\nxsJtTMxS/idIZFVSpPuk742NpZznfoeWX9Ho0Zz20jHGlliK1T6liQdJgdx3u0beQ3qck550zs3f\n9n3zEWZjRIDnja67W208voAfx7//4h37wR2fKYX2q/in3bhNkCpKO7F6L/D5v3kNPS5RI2/mm7Xl\n9xl3VeVlUF2AT9jwgKduUfaLtHzuKHp6OqgSFfVvr7jD8zTs2FoJYoHmhbp7tn/RwoueYWvhlLGc\nMpa3/ZkWrNjCXi1H1byR7D2UjgbgEIrlSYgAoyu1IRcDk+Vo3hIv2HjdtSufKl14ReGASJLvHEk8\nm+YJjmh9IJG0CkIDL9gtmnIvEYF42rC+5zcYu/52EBj3eNohBZ/xDhFXMBgbIh5xLwA5hUCZEDNj\nzQWlJCBvoBwQc8CaCSeri/ka7x8x4iJGhrhklIVwMiFuoSq4lYVueA3apswqiIcIlJURiFECEBaA\nVoATgxJpj6q0UlVgeWf9pACUACAErTEqSlKt2aljAX2IYjWOYibuZgTbtVIFCovUV5oL5H1NUhoj\nYBtm1qjWts0qsCBgPuRnvJ8fZSPOBYvV2y2t3m4FStLyOV0ZBVXkq2dO73XdWKjdbz82T5w9h7ou\ndjTV/1fXzx1NtbxQWIq03So7tFJEMXVtSQnnS1GlsfF3c5Ihz2fimQ4bIwRgiVnmw5Glu71i/TGz\n3L/k2TAlyW6vV67c/YZXrqLO3/H6hr56cDxYVueFJfW6SnRFpoxl9L5aPWJ9npIvIJckgQoRF0SA\nT/AvbkHo13Vapmt+RuwNLNyQR0f4uMCKE2GeS8DRuhaxPMx3pCsdPeAdvdXeeNIe6UH3zT6Rpjf0\n7ne7W6VjTrjWVYrdw/MrsqdrneHqNTPjByNc1EiWSzMAmBEgHYwLEGOpAGCo4F808KR25xYVjTYu\nA70iKZ1DwDrUZF7LVnmtl9QlAzyrYZ2uZweENobXHtF1vpALfaQm0dgcKwjDs/DPpqVmrNicUjVX\nAzxWgCg+pSo+jdYwcz3PRFpiKaryI8pUChEpnPBM98ghYqNFsbMlzmlGW78g1bSfOxc55cdnPOOE\nq863JkfujIbKt2SJZ7oXxYNjB2SUIWWiwMBduuA+PXf9XR03OpQNKE/zvX/0fkZU4LzOYKVrl4Hs\nFWfk9q2EiC3e4TmKsbnWts1mDC04l4yYk/ByqeerfW/wTPLA4yBrS+SsoFCkcqfM32xRcejV8VtN\n1sozXhPqfuYLHvgJD+VRen5sdHnEiZ/wwBesvIlibXV/g0tDCBFZwRFtryagytB+jfK9GYhMiTY6\nsMZEOt6xet7zC0I1bFxJ304f+Uq66tNp90nv4YPpN/ywjs9U2Z7/mn+h4zFoh+jn0Ve9DbJa6AYP\n6sg7mkwz3twius9/m+Xw3doobvGst8n9sorKDV13qCVr48wLUolgpg5gSZS7ghiS1otNWjM2d9c4\nXvPI71CSWe8f92MpxWO6kSmwTgwzRdYY3J6MlfmoPNbtglHzWYPLd633qdaclf+buN2PXBYku2es\n90zHQUOgQ8i1F2W4IGgfFQRqbyiRHzbS592G2G+Svs3K5czK5/hv2L1PjjcKuLd6r8qNvacjZxGA\niwPYqYKWHwtyMW0ANoiC63tFLaYNzcMyemg+DXDDrD8KQRr7o++YXAdP+DNe/0z2R8e7FSrleEUR\nfg1ki4OEFnVjVaDrzNQXZxwD+g45bztdAdp53pWX0YQjOHrWvFcsTsbmKYskXt1FIwcW7+1VT/Ai\nAlVAqXWXSess+zrMHkxrvMHde+L5SdGLk6e5hcTb+Cht/jU77JFjYOf5xKFAyqC+zBWgyNd2jqph\npBoGFYug5f/Ll3bKe0Wq9jRV4wuIGvI0N7rlyTna3Y96v7nRHSiZ3ZebjarnvHpNoxnhyHlUhZfI\n5WfSKLw2ILGEZVozQKSKiwBsKS9AH7zbk/zz6+ZVvQfUxuN9YSUP1jG/jjBI9iVTflhFYtax0okj\neu9UM+rNPFXkI6B8bXblGx1dSTaJCpiXaItcuuiXPU5CqMq0yAxq/AZVI7iniy6oYZCMjlwB9de5\nur/ovMpN3RxfRnkWE16d63of3fxvuaJOhvQf4Z6pKXIMtCdUgTjbE/OKfAUzLGo4KgPNqBFaFhJd\nDO092h4x8Gn4LAOHcxEHxgMNn1ENstLbPqMVFuVaWd6RRrfe1ogWcaAyM3v5WWmOTfHCQfUFPb8g\n4WTVIehaQS5PtGElfa9pQ6DsjLmDsVeNu4ItENx+otgEFqHGjRdQAJZ3s7p5/PvY9VH1k30m68gj\ncJvV7GY4u1nPDY3ZrsX2v+r6q7TMqS4lrmsuIZMNMaUd7y1/FT/9+f8K3+/jn4uyPc+468aMlmxv\nCt6iCmmAJHmbFXE8JIxHtiT/iW1Zs2XPN+x4dh23eP6v7PVcah7Ry238NIKEsIw26l0yuSoiIajF\nJl53v8RfW0EQjybEc5kg3s1nnMWbCckl3fKKvEWULWofhL7ueczAuiYspw3LKWHpaO1PG5ZVck73\n1nJ/pe25W86JeUpHtb6+qipI1b70fd2UICuvhLNpHxgUBTl5pYv8FzqaCXseGEAmCVvMAYqKBM4k\nKKZG5wCOBRSviJGwRsY5JtzFKx6WJ6lRG59wH6UO7Rt+lFqwrGV6+N3Qy/kwqe8pP89t4CwKrZQB\nWXEJvixIxpVWUBDBtlDA4rcRnpmOpF9yFoF/Y9CmYcZJ+42VD4QElxdINYyzBIDvCXiD5rnURlUh\n5Om4l0f2c8keDYAK3tLCl6TP3pqvvbeM3uqBmZe0bZDsNky/Xvh1Y+TND/+2+F/sBbVb6wp2dO1p\nuKIAhBOrQMO11p/QqHyAOqE1a76igOJQF8ot39DeUy9kw0Q4fW/tu6iGkbIokdfGC4WxMBBKwcKS\nORCLGFfEY9NC2JgIaYlIUT38caCXRmdE5DUgn5Q2i7sCARmoGKGIwYYTFrbwQDXiOHrh5JCP2dVM\ndGMNmW8PuCmjUGXVHnwFpDKjiUrJVWdSxc+E5lE4NVRjU5b9OYt+qCF+FglhXq4ghgUmGgTvJpTb\nvmd03cW4zUCY4M9tFta53/0W91trr39n4coK7lT7BPBGEtkCA4ApOGNAch1aexeGHs4goNdYhV4T\n/nyz993efQd2U8ewsXpIyQnCuxDzpXrqCkLDkphESFm7w8UpmGOoaM8LVfmM1aPUzXc4mCpqIGJP\nuLtpgB+jO47our8PEVBtj2+SUI9/4nf/nj5SD3tawhte59Mr9bf1FVq9Qd/SAbzqEG5+/zzYdBbO\nmjFIOt199O9dwtLnou9iLKTPCIPn/LjFokpRaWkboRSJpHE8cuckD9P93+z+NhdVrqn1apTlHQ/N\nkOXpKkfoOhHM6TQGTo+OKJGlO6MJJBWNEcDFjCw659gAEF3wLrcnvpAqn8StLFBFS4/1vUqOHp9i\nRkDCiiecbs7PfsXZsHS/tn9jjsYMdPMXWMCIYCywwj6+fro/tgnvh3l8phTafwP/czeWR7hO7ajX\nzoZ6cmLb7YNgKKqTOPmh2XEkInoVdMy64wMedp8ypwvC7ndvu/twu57orl4dr8g5ouQoZW0U/bjy\nckQpwgsGhhQT1lNCvL8KKnJFR05awijtNpmwW2Z04S1Lze/1fdIcX+MVjqCogFG1ZyAUrQ3nztU8\n25fR3ia2wCnvtUYHEKpnyc8m2wg9PcJ1nXHBgitIN+MNCwLuEJix5oxz3sD5ipADlkw4Z8ZdLniT\nE97LV7yXL6JgjOGUXX4ZNIe24LxmlOW5y03MlW65inAztAqV3PgMUk8HIwTWOrTyDEJkaWtxxejh\n8ntVAU9A0Pwzu0bSXN+iwAZSioCkHIHxHC2CcHsyTQnQp+QEf6jCToGVZkH3Dlf57sBAYS3Z0Tag\njVaX6xbr5mXhUIu2WPpehMcNC2d31/QOOqG58onbG0T9ZtyHCcv/mQtgQ0YdaxiehrMlamGDiVxT\nwXnRKIQYs+ZPJZdH5dbFXMRrmxjxmrFeUzVghGrIEKCTziN7ozcPQNdWnQO1pqz0diXPFOFt3kWF\nbxsH5ppv2vcb7soT1pSxXIXvHgf0cbSDVfVieQ2qQGbNj2M7b6tGQnPBsW7Ho3Fj+qw7nqxgfVml\nrL+nIZ4aj4CmTAUCh4AcSUOcW/ipIZ+3367hnO1l19rP8t6akaOW/am0Gj7UMJF2BoTgxkYHh8Dd\nYqoa3foCCWc9xVamqAtBdjxTbvzePdIZhMwk4cVaxihYXwVxrgI5vRRq7HOSZ4A3M7pNt7bOdrQz\nYxkuglvTRwOFfWadbjPvr2uZGCUUFBJk+lLHATnkarAyvATLfwyuReUbZoF57NAZLwk+9B6BUPOe\nazkp1L2sGrUyt/dw/B0zHn+K9tJhn+uf2y1AI75xXTN6/J6Rfmk80keARL43mtzf3KIjjiNrPA8A\nrtoujp7wiEWN2j3LGf3KVqNJyM0zagpvF7XCqO+R905X2cTNw+55H8hV9Z3jV/Szez3j2f//tG38\nOwy0P16aa/744jPwH984/wM+PlMK7X83pB8z6FBxG3lilX3Z8uQBn45TqoU+gqLq+d5C+HK74rQL\nMr10QahCG2x91pCFWaiv8autkryNpvECioZeXLEsSdrEyuvbaIE9oqVe7oprPuGpnGrt3KvytiIo\nx1Ivt4g32cCnYpG8PQ9OFTcsdNkpmkcC/PG72L/JzAFbWfGU7yZ1iN24LFhowyluWIO1K9a44WR0\n2LDGDYFKn/tyIJAlLDuI/gIJGVmx1f4Oz7inJ6zLFbRkJADPiCCckHGPC4BHRHyEE+5x35ewUCWm\nhsW4MQBVYJpHINEiAqXl75BFOnhxW3uycTO6BOJqrTRR1NrKYn8MzFi4NIFPw4t3tIUfMyMGRggk\nGq8D5jHBqNuYq/fWFFbPZ/l/Yp5swuas5p3RgyJzs3cepKr8Dxt1Dcc6mJ+mKO0OGv/nnulND/4U\nDf+JQwLo0gmXtScRPOt9Mo+/Kia20cPzZtc8uW/t3mAnXI+gPxQYMTLiK4SobN5DrbOYY6ygO5W2\nmoskawzF5s0pKEgsFvKABaQWaALPn7+jvdIs74+jzUqPRSIdUsKastQtTUnHaRhnhFJeZZTqFJbh\nGe/GAYiR9wLocE85Eq5hxTWufR9WXJdTxyNiSS2w5ISKaF4habCyZFbKXCkAFyys8Do2hyy9wM01\nbzQ4rBctf9Im1kxoU8GxhkrrusBuXWDXm1FnowVpHQw9JPmWiZZuX+0a7Xl7QyimvOb9u71/eK+e\n9522cWtzv+B+DFi1Be951NSb4RoCJJWrZs06b7HHBjFP4WtSW/w9OTJAmwTzWo9m7z7Y33N/71/j\nELDIvlvSXH+9o/F7/re96dt7ZMciV0efPZ9P4zHjE0ONzJo7npvhOSpYnuWSU0YzohTIeGPQBc3A\nYnvmqLifgRpsOShusodT29ttLbKcXguPdmHNZToWT67V8U40zsg+17sgdPKtj3QYUxRDGb3Q3uDl\n+GwKNRoCttHDuEVDqCeXYpW/8s6zu3Sy9lHzjpq9n7r3WePGPL41l+7xl/CT0xn2wzm+J4X2q1/9\nKt5//33EGLGuK37/938f3/3ud/ELv/AL+Gf/7J/hq1/9Kn7rt34Ln/vc5wAAf+/v/T38w3/4DxFj\nxG/+5m/ib/7NvwkA+Na3voVf+ZVfwfPzM37+538ev/EbvzH9vp/A/96NGbdrho0K3mvaFWdV10pd\nNI7+92zhPqL95+w3kfY9R1NpXKYKgnsx26voVW7jt/yCHo5h9ND60OyJ2lLPWS4lgbvfNy6oOmiA\nF6/47KOjE9BvfMZLnzm+lP46SwwS3jK51+PYK+17k0aEgapYHeRKmwHC87RO8omu8l0qbEdI7eQz\nLrijZzyQ5Mia8nuv9WjveRgrHatnhF1ooXpKLGy0SE4GQkAJC7ZwwhZOuNBJwo+D9BflnfKGc7ri\nnK9df8pX3Gl/ThJy3Cmkt5pZfMPQVsjm5yzMvACILL22kccLeuss/Ng2lKC0vH1SsqN5OX3dOxsL\neIV6HwzMQj02/pwoeSJUMwCfV+jzrsAGdIXeku7olqdoAvwg6LNXKKVvGya530xVUDde0VIl+xDh\nkab6rhBMcR1XJXnrGoCOF4DUG1/5Mq7vNXNH88CvJztrNU0s8TKvl5KwHAO1vnD06wZDAVDUi1mC\nA0EJBoQi5wBUIJq1JJz5Wr1UcfBikRpKau+MJx0PaIqmnw8aamf3w/JIzSvcIhg8T6MYJorWkUiz\nP8ww9YyH4a4RFc1PLoJZwNLbnsegqtDXIFELw3cil+2U8rl96HJt5K8czQTNE/MrN3E0sBq22Ty3\nLcff81dOiDlhSZuUDds1rvShQWw29hNrRtvYDG1l0s/AzLz35WiMSX9E0402nv80x9HnTL6Thzne\neMPfDYYO4bl1EuO5F3j+NynNE14X+l89fbTbd+QfHtbvsdd11d7t2X44ttn9G3uCRLOcAvLZ+oBy\nIu0D8olQzgEc0dbnrUhETSq1DJXva9kgW6+6ecp1Devm6EsAfPU5cmeoguPt5qcZoeqY9vOjHm2i\n05519F/345mX+4g3votHTUtM8sG+5lNG+veEJv8XNuXc/esbjbyj+3PzJgH44HPAv318+gd9fE+g\nUH/5L/9lfOtb38LnP//5yvv1X/91/OiP/ih+/dd/HX//7/99/Omf/im+8Y1v4A//8A/xi7/4i/iD\nP/gDfPvb38bXv/51/NEf/RGICF/72tfwD/7BP8DXvvY1/PzP/zz+zt/5O/hbf+tv9RdKhD/kr+6u\nYW5v2NsigF7JGR+dHx8FpY5q6N4jvA91vkLq//UVX33fQk1PuNbrvKVMmSJ/FD488kaFfnZ/Svdb\n93bDkTezYVU7Frcxg+r/jJCwxb3NWWh0v3P+vbP7csvefFs1bU+ZQQ0gS8E1sus9QFQFXbHaczZ2\nNIhAVLq7NDZ/bqwvezS+V1S9N0XR9fgRb8pjzyuSR1vDY1SoIS/8uHA0JkJWYTfHoL0fU+WbImwW\nSao5Mb2VkjT8EKxP1fJ2K3AXtzzemaB2q8bra8L2DJ1xZuH1fAWQaS3UMjBsYz0nMZnQPD3tdUxu\nLL9rfLO8qN54MOv2xPvWlRsBqscHw5zrwqhrCaaItARXdmnsBfn8WJUZWmFngZ6EX/rnXo0o++Zz\nb6vw1ilpaF53z7PfDfu9c76ERFo48oSuNUg1p2+WY8z9OnEMNdMbs7w3dnzbzbLuPVtHxtKRPxpD\n+77Nq6VILlcNPeasodQK1KNhxwHlZYXKOksn0Bs+5XHbRZuRQ9/x9lfaE65xwea8u1tcqre38aVu\nWvMRtn1i5AWUzpg4+ra839J2+KNcy3HX36v92PFmz9uKrsza7Wgd+XWEmfcxTXhjLuVx7/2tNW0A\nQ69oqWbEa3PeNRf6/lqN1t/tmRHY0/KGNa9YL2k4WQJ5kAOO70BErqkRi//9Ay+giHHfnAQeAVzL\n3hhvnAttHd3z929wT/vr7GfLNplRLXS+oIFk9b87oLCloHBFwQ0uWit2vXjwu7q4B3QhqmHkccyh\nLaxGOxmDodgUFqhgVYYAACAASURBVPnl6aVhV9Aiz51zbYthHlRaGoHbZ4T2OfWzK20FXrmbpfYe\ne5rACl6WXa9vZr0e4VNpxixvfKSCquhTFjmglXejRsdmgIQaKa/qMLjSScpb0QlX7f04Ub933Nob\njn7rjL7t5msrwHic8VP4Mfy3r1oDPs3xQwOFGr/0H//jf4zf+Z3fAQD88i//Mn72Z38W3/jGN/CP\n/tE/wt/+238b67riq1/9Kn78x38cv/d7v4cf+7Efw8cff4yvfe1rAIBf+qVfwm//9m/vFFoA+F/x\nUzvebc9s2+D6pabfev02ZUe/Cc/7/jXZH6ak2iKzYcEFZ3zoFu9RWLLJ9ZJPmcCdOjiqh0fhSrNN\n1OhR8bdf2uh2B/Z29YI7PKPmS8LyVjEV50UpF4ghvxC/ypvOQer6lah9ADu6lIiShUYmcIb2BGQo\nEBO6cwC08DhLDdqFZbwAWLkbL0Hht2iTECvasFLSsdALNliY12yDG3nesOE3b3KLCIOw0YqP6S0e\nwz0iPjfMch9uVnYmlgYB4XnXJsAczDT/7CyE2GrjrbrQE2UEklm0IvWL34FVslbyUATZm17cTeZR\nXhYB89GWz22cK78JG/OjvbmBWco9POuG5fJdV86I5YqlyIaGmWVz9ruo5XRyVahkvIWly7H0ZU1m\nvUfkJR7eQi7oDNF6PlBEoIBY6/xJXwFcXKmA+oTZbYbsNkfjJ81/TWLBtzxYGmmfJ/hSP/NOB0ho\nuOcvAJ0YOEGbp/vmvfCoiv/Ik2vYIWsrcFlF17ZzwMueEOhvmnnnJp66LppAy2NxHHn68c4T0mju\njCE0GkQYeyPJjPdS856RWw2uPzpEG8YZG8687f9u9Cj449ZWe+Dhm/J9aPWsuXN8IvBJPFx8IvCq\nvFX4RgPs8u7kHQiOrvl3zF0JtFrfdqVdiTQURdDeFFjPAPY8sJ4ibFf0cgqOph1Nuf1dA+sr7X22\nHPfMx/dnbN4TdPjM9ZjlBw6N1av1Ks83oyJY2/vT0K2pqyMMQl1LzahqAGzGM+mHQ+pKG7G7h77P\nVRmLLr1gDB0NKCQlFk98bVIXN+mrKdapXhPM+Ot6jOOJUlXXiex4/h2YvS+e95rnaOPx3T9YF0JM\nWGPSElUAIlWjcteXo9/A7bdmgAshkauzSgUGsJSQq2ExISLEIlU7YlZMF6NzRwcqVTbs55wYqbnO\nPQKpV5QsdcnRpIZzWrlOeVv36vy92j1rlsNzeMZ74VkM7/oe1DrnHVgmNVRwClr6J7h6vqGOATQQ\nvfqYqHveXofpdaF9b29I/3l73g/z+J4UWiLC17/+dcQY8Wu/9mv41V/9VXznO9/BF7/4RQDAF7/4\nRXznO98BAPzxH/8xfuZnfqb+7Ve+8hV8+9vfxrqu+MpXvlL5X/7yl/Htb397+n3/zd/9p5X+iZ/9\nl/CTP/vFnVXCh/f63h8zRbQpca0U0EstInc4cbfo6BevCW0L3d5WPLfbJyx4qjXRWrCp5xUEXHBC\nhi+ebBZqi2JrXkTxRLZcUckbXevYn4sk6L9do63SMSQB1qHsVKK+xpxXhveA4MeH1RgV8J+538L6\nsXRBC/lVpV55zEEUcVKVWssShEo3vp8r1o+8pKjTwOuMI2adPeGKiIwzLl1OrZXiuccTznyRhstN\numK6kPs2o21BI9K5dI8nusMTHnQOPdS59EQ2tx7wkJ/wsD3ijWsP25OjH/Hm+ohTKsfgKEpXJXYG\nBmT0CuDexoS8Bmzrgm1ZcV1XbOuK66L9ulZ+rVPp8/qwKfpsy5cPYEUcbZtBQUCigCdaUehcw5Fb\nDnKpFmrfosH4ZxE8oQLnklL9reSUd7riU4QkYR/aNGsRyAsjLAV5AUJk5KWAloCwZOSFEBYtfRPM\n57N2fhDvcTLavBdm4e/ystFb+pedlV0EuA5EinMF0yGbC9pXASZhriBbewbwOPCq97155EkFJloA\njiTjKigQ+A7ge6r5wpWvlnWRLgFfTqzRes6UmqzKh5XyyXAlftp5/ZPaiyXEFjjXkyq7J9RwNA6Q\nOakhmZaP1eTTwVNqY9K1JlDnqa/ljwZeiUHC69VLYnQwxGgLo+bSAN00QmHXMypo0R4USpvmOdsY\n5BE9b+ElaKqOoWMPZeI8zx/Ubr6O+z0ow+WvjX5SDzBWGGvesOaENScB48oJi47XvGHJ4iGvc6ui\ntOq1ZblWTnKeGCgaycBgUGCp6b0wSkUbl8uvdWrjghTXbux5gYvkaOv1GC29trRhKbnNc7tDVfFx\n95A8SwX7gefz4T34077Mi6N9vWWEziNcKHbnes/3PgbK6KUk3OUrzuWKU77grlxxzhdJmTG6XLGW\nDZwGmwq3dwiQ1GtZajYQXWVprmWvWh/s9zOLoT1rKzShT9jyWf4usOKJMEIoA609mdKLqvxieM+6\nkGt/vF7UOv5bU85e2OOZCekckU4R+bQgnaIbR6TTUscBqnySeGaXte0V0e8bQKuTSgs2OsluXnmt\nxaJ5+lanWfslaV+26nkNpM/N9ytriarG6w1GzojUARTKjPGGhSMFXRRmW7NUfnXltGq8iC7yFB34\naSwIkbHEAooJFLniQlSFXJ+J1Mum4dmJwt7JEHRAT3TXsHwX+ML3MJ/0+OY3v4lvfvOb3/PnfE8K\n7e/+7u/iS1/6Ev7kT/4EP/dzP4e/8lf+SneeSK0Z36fjv/i7H7nRRyj4Pw4T9keeLUejMnHE8yHA\ns/976/Abpw8x8xtznGzUFkLTt73H0jbSUcGW72GsSCA8ISLjDs/OGzzWyB0+W/MK50aX/nePr9sR\nhLz3SPZ3Z/QD8+7MTPWz83slv32rV5c3EvTmjVjzJUV5TfX+naREES8oOYCTendzBGtfckBJAay0\nLCIFYVGwqpg7mhblhd5reiuGICNU8DLxXkdccMIT7vEJ3uCM9yXkuDzj7fUd3lwftb0Dro9Yr4Sw\nFZyuVzxcC95cty7PpbM6jj0ALB/f9FbU1h7DscX3Dk0ieI23zm+C1q7DOAMhFSkeny8vI4oeeWhG\n701VBPNtJMjZgn+r9/flJfo1zY4blnCjIwkS7UpOMP3/2Ht7n1ua407sV90zc87z3HtfkZIpSqZW\nawiLxS5tbCQRBpwQFqxAMGgxIQwpUeBYBhRYgBNB/geMhWE6UkAo8B9gR7JhOLADCXDiwIngYFcU\n9IFdieL73uc5Z2a6a4Ou6q7u6Zk59yWX5IXdQN+qrrnPnPno6a7v2ntXvfvr0R6Nh7ZeSb2l/2g7\n2Fta2+e79z4cwBdCvEis6JAsa/FCiAolfowAUI4LY7iZTSbmkCxWQts8654SQu+7J5S291YJ3ied\nICWKkDT6PRf7Pbf7nWPJi0bUbb3vpMUfae39HeDDkKwilxz/jmQRbWAWhPR6YMYNrWbujcLA0vUa\nHukfYsXWb2ZPKWdgEEHMhnhoDeVolAmtZaXXkpcG4JeY+2W94fk1VjS3MPwSKw+P6vl1aPpeWPMW\naAjHwMXSNiCX4ori9VFqyzZKQqrL66n7am/sYkyZudeAIUT4EDCFgCEsGEKAD0Fg3N9XWlpvDenh\nWVl18KxkXqZkc0n5MnufcU1Kp3gkKqXDYjBd3GnjnMdq1d+1uM5FCNrt7XE0t7OHE4pXwlRwrvAE\nKUK8c1DqcIuHiyZ2I/HaGYNkiw934D2A72ObfDFgu//sQB6AaVoRx1ta1yeSOGGLO/BEgJZA0x77\nYzCDNW8GklC6kvCUNFQu1zkJlIZdLSzliGJN14SJ9jn3nj2XOXXWNTdG9iCQjPnJazEJwlEqlNg8\nKeqd4JxwypSUZC4mulqEU4kkGOswsqs0u+2CQe5zJ6uo2te//nV8/etfz+M/+IM/+Fzn+YEE2p//\n+Z8HAHzpS1/CN7/5Tfzpn/4pvvzlL+Ov/uqv8HM/93P4y7/8S/zsz/4sgGR5/fM///P8t9/97nfx\nC7/wC/jKV76C7373uxX9K1/5Svf3/iV+sRpbEaqnt3WIOTHTIy64ASnGxsYuJpun4jdczbhyqzxo\nalEtERBjZzzihqf8N1aUU9tJK95Vm0EjPtq+YDyI3C1wxVAJoh0dURYbrZBcxLY6M+P2vo/SZg1Y\nlxHrPCDMI8I8YM3Q4iMQCeM0Y5xmDNPSxXUMQpWEJC1QRRDWOTJiAQ21SNzOLv0rdemtBdPtGEDn\nPou98C7PfMGYrbDaAUaKK75ni+0bvJe42ZQI6sqvuMQ7pjhjiAv8usKtUayDOBdkFepGPiAlYboA\nfCl47ld0tbLZPczSe4u0bkotfUESYJcGh5xH3MvgATzvXNfU4D3tcW/8AZtJxXRXCanqMTtC0MRK\nDWxpmljKm4RBittjqcYrKgF2mwjF4I8I1e086HU9psIvzHscsZ1PZ0LWIxbp9v84+a0RtfCgtKFA\nGgEaGW4MoJEQR4BGghvFdVSstKn0T7LE2z2D81gYcnYY5gA/x9zbsZ8DhjmWuOCKOd7pPaZ07tDa\n94sGt7A3v/fm/NE5W/yR1puDezhkKpKZki2v1FNGHY175+md0yOtDzp3DvA4krgZWzzNKXU7jiMl\n5v2F4V4SpFfAvTDopaHfkJPJna7Lui4d3ZfCM2VLRz47ayTfWXb/3+vMAAcghmP39g+dTx9y74+s\nKejAI/yB5pHW5gnLD+2c3bWit5acvRfbbVjGZQeXua/uzA4A7py8YPQ+7POzZXfuqEvwWNqC/ns4\nWBseekRSEuyh9/7wieNjz16v2bZH3v/Z/Dta2wRPIPHlp+0D1uSsBAQfXHPnN38xAv/V+aX8qNrn\nFmhfXl4QQsC7d+/w/v17/PEf/zF+//d/H9/4xjfwne98B7/3e7+H73znO/iN3/gNAMA3vvEN/OZv\n/iZ+93d/F3/xF3+BP/uzP8PXvvY1EBE++eQT/Mmf/Am+9rWv4Y/+6I/wO7/zO93f/AK+V41V1Ogl\n7VC7Zy8mcxsCXQQcBlV/BbBYPx1uuMLhXf4FK0jvh2gnc2cjumWx5gmveIdPs9ijdwZs92N758mC\nl1IFpVI+fbwIsMcp6FXIziIc1/bX5AZRxN10fZzd2NLbKK5uIJb1oAh6qfTMHb06vw4B65BcSZen\nEQuX2ripm3EYERePMA8Is0dYPMJ9wP3TJ7ws7xJtHhAWD/jkNoKhgSMDQ8y48xGTmzG4BRMtGNyC\n0UV4l2JjS4meBdHMsRUDZly6Yq2+d/vur7jlsYWXrDC5Vfimuxuu4x1Xd0/wesc1JqvlJcwYwpo0\n1wFVWng41KniDYzkquQMmmihSubg0niYA4Z7wHBfMd4l+cwaMC5rRXfrA0ybQmUmbX/q0Hy57nxf\n5t4s7T5NmN0lZ2fOuLukxAuCB1IpzX5z9YquzPfA4qaEPShxuCHAL7XQMy4Rfl7hLH0xCrE9hl6b\nxggcla1RK5BJ7FVbfurEX4skOXmkVvU13vEUb7gGmW/xVmgy/67xltwVz2LfPhRXofZIMFzk/0wM\nGikzaG4CYmAgpEQmGrftPINMXHSJU8MmcZm6isO6yQvvo8I2kblWy2TvCfOWKaVynpbOapWQBGZq\nHavp6ViplYji7pvH5VgkSvWxNUnY4CpcXY+jFzd73Q/VvRyhcTkPxYoksM3ebK1N6q6djZACs8sv\nqb5Ffo1lXWUde0NPvbjgMeAYNJha5J7Lca5jwQuOHCfuVgaFZMUAy9xaOTHpPeueNAaKQPyONqtI\nBFKCOfEeiF6SzmliOl+OEVCS7eR6vjHjmR4YCLzJQ5Dma0O3SsUzb5Tqpk7wEyYcAJgouUC7Aav3\nWNxgxoMZexBx5VO2URqT4ByyRYxyNnU2tGIxW2jEzV1w97IP+Et3HMjjEu7JPTnovirrm8EvYYZD\nrErFWasWDM6OkmXepURFKfY2jXMcrlh7XWD4NVmn/RprfCl4Lp1jurqywn574qRT9k3q7ptZ8WUE\nnAoXQSd75atnwkXmu1VgWFzefa792iTPtGET8JDvtEAMXNFSNQOHm7/gNlxwHybc/AV3g9+GCffh\ngpsXF+6K2289JHU9C5jW5HI/hjXjk7jhj+uKSdzzTz3f1I0Y1mrsCj65ihYmgotI37daVUMNbXkg\n66mT3Ms5r/Xp2XPZMzWMJn/jVJc3NFnxtbxdjVNFb8M2Jvw76Jsffzztcwu0f/3Xf41vfvObAIB1\nXfFbv/Vb+LVf+zX88i//Mr71rW/hD//wD3PZHgD46le/im9961v46le/imEY8O1vfzu7I3/729/G\nb//2b+P19RW//uu/3k0IBQD/N/5ZNU6iVhE+e2Jssm4GEEppmb5NE3m8dYpto5ESTAzfNndxa/kM\ncJvcx3u93MPxRwgAqVZizH93xT1bSa1gdcdkhN0i6N4aAThlZJa/o7x95CcaqOAf0lTwL+MBjJjP\npfeX4mI8QEmpoDG+A1ZMmKs3a63VW8fkAuv5YNUbhWafafq7+upbWt9+u4+3SpVXiW+29Ge84C0+\nw1t8hjd4n/FVnrXHiguEMQ0MmpOrCy0MLAzMCebxUjafjWJkIzxFsI9gv+TMv72kDeyBXKQcAC4E\nvpRNCiAs5DHTkBhcYRZzApNF3ZHsmM81zMpUhpoJruqVwuAEDGHGmzifu2P1LGJ7456mtidkMfY3\n+N54j9YeP7JUmGPeR3gXMR65EVsmtsV7xyzztO7gZ+P2mNWAH0H1HGgtCx2axtb3u8s4gTeZmwki\nJOQMzUhWAE0a1XGxprZ2cutl0MP3Ek31NPIqZCvjsisk877bcvNuHRgurhiP5pv29lvcsw7BXNOJ\nNSC/o4HyWlNw6QOlWq82rIbaPBYpdi5gwBRSybBJSoml8YIpzBjXGRfBnYv7CY5Gg3v0524PKnPZ\nvA/qvCe/MLDGUmd7Dx5ZHdtj7bPv0XS8ryXvHztTtGnbterInzELD7Tgg1rHKPTQsaZ5zLhiBvDp\nh/3+yf3nITeHuB6MWcLE9ptvae3Je7Te77TPXaHkD4AKiEchReODfUGxxLaW2Yae470jb/ff1rNn\n754MToh4xiue6fV0/dy0R+bM3hy39AfmZfKuZKSKbqH/f9t3+0j/kGvOi+7e+OBaTs8N4Jf+FfAH\nB8d/xO0HKtvzo2xEhP+F/6OKxqCqPE5bLseW0EkCUrGM7uG9zLRWpG1db+vETm2ip6JZbAWgPWjd\ng/tFfgpuN/deIitNScXNl1BeOG3Gveq4Lc6gQxHR4gCq53IE9wT5nj29jtJtI3gL3ncxVzVHKYQQ\nM7e2FWG3Im09D1qFCMxV7QnRLXwjAm1yOf5MBNr3De09nsIrptuK8bZgvK2YBI63BdO9pm+EpRZa\nQcluVkcbm30UZ5tvj/nqjFOJGV9biAafYTBJYryUJfEcc/Zhm5k4ZyS2G0Br3WusvFqCKYqwrtDi\nkUQIYplt3azEgOOYMmCSz5rNjLfQuZTIhkVBkGvXUoMnhnCI5h47UPFUI9VXZXrWipboOelK1ftZ\nxts1Zg93HJNLfJT6yIIX2i3jqpBJGVZRlB+GToswQ3vzrRnbhE4x44SSgEY01EgCiJaXsploleZk\nvJnfe0zomdDXKmn2volHBRlLA4rFL2fLNdY/W34qK4O4QDRjkg9YBTUVrFV4buiAKPqkjrPWcGZY\nSFL/Wbj/BlI15mLtDUgJ1oKOWWhlnK2qEnKh9TRJayELTg4pPGBEqWVtcHssmu80Om+sFz7D4Fxd\nPksUe8UihaIAJJTvfQeC0//xHMUjJBTPkBbHCsexCPvqcUFWATCkMY2ZX6kDn2wAVPEkKtNa3k3+\n0LgoFaFlXoqLft6XqYE66a0EWLVyzNYnton6WNYrrRfOIGwNGbWPXj4Wo1jBrLWrGcueWNZo36zZ\nSdG/Cq4eCl7Ky7icwEjxKEmM4rbMn+I2QZg82FyeDaghlTEY2ZvALRHeeBzk2rEr972ADmD3Gje4\nvi7OpfdKSb4aT+uSq0r/aT3vQkvKRq7u2F42b6ZLMMnBItx2DFcSiHX503qvA4DJ1KbOOEtyV8FH\nnsVyipL0L2zXJgrpmlmTRuk9a+IoKZunx2ydeIU247GFGgOs1QjIxAnnCgXM5tmU7yiYb0qrHSQv\nQ5UtbIHRgqvc0bYv4Zfwn+G/2dB/0PZjK9vzo2yapMk2dePcFxXSkla+2T0hBBkWAa6NHjXut3JG\n61hULfrmGoulsHVG3o7t5DpyE14w5jMQGCmTcooH7YlP/bI9tWDHcNVfjsbe2y4J9T3u4fXzOT4G\nLDxi5gkzJ6fbhE+ZpniEw0R3XGhOEAlONOMi8Eo3XGgGwNX706to8cAe93DFPVwSjAWflS60wa0Y\n/YzRz5j8jNElfPBLRSNiLGHEEibM4YIlTljChFVoSxgz7Y37DO/89/HOf4q3/lO8cwlvaW/pPZ6G\nVzxfXvHkXvE8vuL5esPz8oqn5RXPyytoecW4rKUObc8KaHB2lIurh8ltirCHySFeCGFyVe05X9Wd\nkzFzdpWrtK/qethqZQMQBpdqT/oJ8zDi7ifMwyQw0e9+QvSUMiBSSrOfcc2MSCFlo6bQRMBr9Htx\n5FY8wFehAEc9q4q4VR0lWnYjj8nt20vikmGN8CFiCnehl2OVMK3MTQcPpG5AicFaB4/ZTclVjQo9\nOin9xWZt2eApK2vOWHv0PmXcuquzheZY3ihRw0A+MTPk8R4XfJ+ejQtrRA4E4e26mN2BIzLTX1vD\nKI9bJQOqshwhJwMBo2QDNd8IcQeXe7TuerbgfVXQXte1xmJTsacRWPxY3Cx38QHqrXIcr5/W5bZW\nbFbEcVl5mY9WYP1bZAZSsxg7DgYXhj0qHrNLs37jFtdnSWa92SgZvKVTtvrWpUtUkJZ37JJwRY4T\nJ7OnuGuUAZkXsDevlti7jFmI4paeH1QHD85h9YPJ3jw0UHBXck3E6s1Zr6qEeyTh1YaslPXGZm1f\ncxIaH2aM4Y636qYoLrfJbTHWFmN7L20nFEFDlCJrdpMWQUTpVIJnNBdIvkIqeLXO8tE6m56AWrdK\n1QqrVi8cWF/tnSz7Njtyy3PlCgb2r0hqg6/224ggVkWA+T7yb0uuEPKImccyojR5RBG8de0t61tH\ndWjX36B7abM2S+3301h5pQEPx9vSyKARUsIQteeCKrW9nLf1Pul5qERIAk3A+1DyTPQSwakCy2S/\nV6UVhE42BKX1POrgds/Mil63hayJu1gSd2kei5bG6YHmfQCo9oOoY5+3qrT8sCwlsdrGMq6TyupL\niya37B+ZlyVChElWhaLk0ePtmtLLd2MNT0WmIUxYMSGA8Voda9u74QJ8qXvox9I+KoH2F/EvqjGD\nNsthm3BpNUvRY7aIuPPr29bTCdoJY3WHqRUGQq2HyaW0niwEFifgWyVs226tJnvCr42NtSU4toJt\nSeK0tYYePaOsw62uvm2PiL4MwkgL3tD7gyee/oK7TwXVEwIIC2z94T0VRjoWSOJ6yGNxHgtT6hFY\nmFOPEQtHRJJSL84j0ICFgNE5DDRgdAPuNGGgNZX4EesIg5Aq797hMWPEq2zR6dizsdD2XI+1bM81\nvOIab7isd1yWGdN9wXBf4O8r/Bzg7gyaOTFmZ7GrghMxhoGBMe5vYor3X8u2WUH2pE/rgmldgPV9\ncbmzbpztBm3Pu4e3Fq0OY5vxNBXOG38gfABPwg/Dt/9n7+8eaa0VsTd+9JjgEv5U/02vuyhdxrq8\n9RioPbfnBvKA5N4+7XRzLAs7jWCrFvSc/OKMIbM9M1mcma3MPEqcYp5zDz5nFU4eagfCVIVvJeh9\nWmtJ3qN9SHvw3rVe60bJ1lO6tX2Pru3ou9FndOTebnFZ93gEMFK1LnJeFwnkkPIsYNnEBW/ihR+9\nJ/td9LImt7h+Kw7AhbbfkE97Hh3Nn/zMbPaP0J8HlMi8eQ+Fi+eGnl3/x9r9v8QQO7FWbX+uXGLi\nm/QRu5DqiI9xFSG+KFTLWC6GUbwKcrw755NryHQcSr6BjA8O0SPHOAfvknAaUx4Jq+hVpa4XyEwp\nXpdSnO6NLri5Z9zcJPhV4AUjr7jEGdd4xyVqvoI54xdOxwZec3xjzMpOV2g5DpKSpVZyNgxzSNmv\nZWxhznuxICWD2suFoLRHFEhAdnHOrs47PUhM6To5hCejXNc+pnEclAu005ENjny89srzpVyj8alU\nHr7Og9MasAocecbEMy4CE36v4MQzxrimOO4IDCaHQC97db2PUsa5R6++ioOWY7g7ODV045VWPNO2\n9LYNP2Ei5E/W1Zy0/xX/STUmcNeKYsdX3DHgfTXhe9oG1fSl8x43PZfVeuxlTQ4iVG2vr5/r14pf\n5fe2V37kBrjnDrh1Sd4/dsOlQy+VdWubteKtY3IvRVY02sqavrlL6r8vFQRLoqoiejMcIhc8C+SN\nRtZ3aBeXlAjOf8/cn4qc5d6KmN8rqVR+oWfF3xs/4dVkOX7Bs8l4rMLsG7xPdWglHmxaFlzuM6bb\njMttwXSbMd4WuFsEbnwu0NrF9MzluBVoe4xjS9sTIG0npMzFEgvJJuMiGjwMHnc3YXajJHqacHdj\nTvI05wRQ48advVQl1C9Uvzd0NPzlHdpj/Tnf7/ktV69avmwu4zyTqbN1kvk+uGjs1cqb8cjVuHJb\n0o3RobIuMkFq5vlkXVD3OrX2Uu1ux6CqNl4Z17hjzm6RPq4YeYXnNdcBHDhknG4AXgG6AfQKQGBL\npxXAewZ9yvXc6c2ns7JT2unkPCoMTObVnQn+PYF8j9YTKHpd32Gui1vjtnbu4gdJrGe6HwvNJ0jE\nGHlNnga8YpRajHkscOA1l1+p3e9lhmaaA2dea8tYtmNbSqJKeGKSHaWs3pTK25CTuerKOJeLSdfg\nZoabI/ycXDD3xqRrzlnXloWgeu4Vd2suShdPVQZ0DAQeKM85zpZNlxO2teV6dExsLXViLVIoVjrF\nrQIgexsEzhYytY5bjw+tpakukdkrRHCQWsDTCUjcwBMtnZCIjedCywC3uLESdWr7WlqaK3bvrfmL\nvAZzsqqWddsTXQAAIABJREFUHuBd2pUHLuPkFlA++boVKuXvmeFlPVb5HIHBEbmkHBNKEkVRht9o\nwDoorSRXjOTybqI7yhM+xZvG9OGFsyAnq2wurRKzUs5JOAQHhnsFvF03W1zXUja32lEw5a75Cnpx\ntU8NTZUWamKMsq8ZgTYpNCh5UBjFEWWck1VYxt5FeALGIF4RK8A3bBShGoNfuTB7hzBQ9S1FTwiU\nDBu1F8GQeVrFGZS4YZ5xwSs0Qn/iGRVnzYvUoU/KlLxuqft6pgHMLnmZuRH3YcJ8GROf4ifc/YjZ\nTZh98kjL/Ao31ZS5mKOUnyHjVpy/kQbfGuZkjvOWBphvFZT5A9aX9UAJsZ+U9lEJtK+mrA2QhDqb\nyVfxHk0Zw70YC4WagKiNyN3SlkrPY8+jSZosvW5lAWW47Keu97THUFsXl2Idrl0I7LJZj+uelMBB\neLuYBesZkxEE9AwqHhZmPl3/MVPf03Fl0ZOK+40y9a01tbao1l1tso7SHdrrASEft/G1deEdk9G5\ngf2t1FXXp7/X4j3aI+0tPpPEXGnpDHD5PnWxu+COQAOCjwiDR5xS3WL2LpWRuBD4CSWlfmvp2MNV\noLVlK3qlLEZkLXAUV1fVBCvTqTgAuFWEMMnKqNkZleaD0QrnTI1I2uH32GiFBw4Y3CveaDKI1sJi\n8MqlkQyusUoWr95qaZv3Z+ovarKswsyWYxqX0npGrFy2Jd2iUvxiYhwp49LZ0IlLttahfFM9a2TO\nSMvFxVhdQxX3GguMFOOOWJJWFAsJZ4YuqrBbuRFrfE4RfClyzsSZYMBQ4QHDyvBaa1gtpHMztq5l\nw/G7rvAzgVZpysc+8H3EUZilMVkHFIbBVTRA4tZydlWB+h3IfHeRsY4pbnwdUw/NWHEiTnU3o7ip\nR6nBGaVGZwxCj8ntnRdcJCaTg/S7jLOGQ5mejoKmossc2LPSAYXeCuI9mtAX45I7D+qaK7RLcdUl\npLjxQaxgQwwYQlKOjDFgjPccP155nWhXhYQmFQvm2rCDW9h6iOzhum5JmEUJq2iUigwMFM6t4kdz\nvXesN+7Q9P0CgO/dr8WtwNODihMAx9I792Npe2EvLbTntnhPiXSUZMiOsfOM2ueEznX2vAcikHxI\nQ/389uZ/285oR3NT25HXi+022Vmb/MzSCH3X5XuHpiFEAUl5kr8B1Ps283Y+7Iy1LBZn5TZ16uCm\n/0sLQDPDzyv8glSfd2ahFxzA9h33vi19vj0F555XyMk3RMx4koCn3Xfa/u5Rt/zakSKuo5Tb4C2t\n/a5xMLbt370B/8XB8R9x+6gFWodUA+wZLx0n47rXbrRb92MreG0tbn3nZGuPSWIhIYgUUIt8ivdo\nVoDTubgVBm1PmjxgkezFtrDLHRe84qmC+ku9+7d4trSYrh+RboTWpU9jGVPcYsxxjZmGxIy3LhsR\nDmsWk4uwuKdoaLWYAHet461lPAv8Wu7B4BEul3+IcLlMUdJQ9QXZ3AOBoysMY8YdOBYamDH4AO9X\n+AwTPjS0AVeZp2Wu6sNnkCgoHBYeccUdV75j5Rti9OBIQEgawyEExNUBKyGnbz+yksYk6EVP4Ejy\nfDSm05WEBoNDnCi7cdESs3vXEIIkSiiuXrmEQJvZdo/WW8A/lG56EgwBFcrkI9jCvY3qqD+y4eVg\nvJPW2xR7UK/3kf7oeT/k3hA+7FofaY9kV1YB1FrtW2WLpdnr1pjIvfs6Yx7kHEkQBRDCebbbB9tA\nSWG4YURa2L6HI2HgEQasx2DvvbczBvsRvENLkZYrQDvfSMtAPXJ9R27EFrZKjh5zb5UfRyWyrijz\n9EwoVXj2vdn3c8Ss2v5AZmtoTMMeQ753DXv/T8d6bz1BylrVHHKCuuAcosFz8jrBK/6MG+7LjBOv\nZhNIGcU1OXNMrfr6/0qyMh1HuLzvV1yeJnnqcIW5vBcMZH1NhcNTPmJjnTaVJBLdwYeYSuBJKbxx\nNWXx1jQelwC/hK0isFUKWvxMQaHvsfWOugB4a8ZynEXJmKsfiFu70rKCl1BKeOneHNjgAiPSO7Ol\nY9qxwCgeIenaqShgN2MC50RzqdcuvJzHRK27uCiAOzQwMi9Y3r6aUAxN2Gf7/bLB8/UAydoaWCJ2\ntl4rOXkZczdpZcJR5eSwJqGsOK+uNCnKGbRfSsokQwtuW93kgi/jH26oP772UQm0/xT/TzW2wl8t\n+NViyJ71T4Uge+xI5C2CbIJ2WluRB9Vvq1BSHFfTNWytga1b455AaxdJa8UbseT/Ya3Fe1ZF3ZnK\nPkvycUd4XuVo+iVNUmFjkvP1UX2dLe3RIj/F6pyufsGwI+LW72HvPUW4ZGEmE0lBKdi9J/o+YsH3\nCEn4O5wbW4tueQd9ZYamMCppjF5xwYxUcorleUy4U4TzDD9FeBcwDgHrNCBeV4TVIa4OvFJhsHe1\nywYngMTqSAODBoLzQBwYaQ1LwjEtMBYcwOWkLHJnhuHJrmgan+GOx9ntjWBc4GCSJaVz6qKuWf3q\nDH9K08yfU87wuYXJEs5EyC7IVNyRs6symSzcNpPg5ndjHgOUMwtmxsVkFQwo+JGCqVK0MUpG1Chw\nZ5y+v9QVd1Q8I0hokXxy0SYpMUaXMibJpk4TZppg/T36viHBfJl2Ret9GWnsXyL8a4B/jYLHGhdI\nC2+FALWStUJBW7u41zWxyYMCOmuJmQGlvIxmEtaSMwPld5wT/ewwrxFOLNUrhkWgMKqDMLCDMLAu\ncv/aWhzIghZbS7RJvKK0xQ+4u1KH8yY1mdvx7KYUDwYTMyZueJY+IbnhqUK02rGsm7okqiqJpfpd\na9wCjCpTsK4pbVZhwibDKAWUbKQ282gUxV0DW5yZqgy4lqEs9KTAyzGHtnRJW8ZEhYueQq9XHuhD\nlUOPtjPry5E15gf4HQKST4paNIHzOf3InD/4zR/oXo7+tnfsjHaklOgd/5DradvOulApc3r4kVKx\ngaSlzKocBLxNCmVLUB3BiKywGI6UKT28hY/Oq96z+kHaD3vO7Bxz1U1+wPl2cX0Jn+Pa/vHPAf9t\nh/5jah+VQPu/4VersWX+CjNVO+XWx1qRdNsBbPzst7kFE+5g0+CfdxvPt0fvi87b5EwAGs/6+kzW\nYqk1Z60Vt4cvEiSZtEpp9jqk+nGMtZrQNcPSdGGuVzu9zPdHG1oR7TylO1DtUYKGRSJVGrTCeX+8\n8oDAyd0z4d7gA1YeceNUF9Zl904RyHfwWiStr6VHs+IsRKWh91v+JooA/4w7LvgMb9CLyr64O96N\nn+Ld+Cne8md4x5/iLRIsOCNillIWDbOXS10gW1FJ3IIcMdhRSmaV08gLBCXvqsriwFnLmIRPmTcy\nd0r9OUjm05jKs2StbDne7XuW2INNUfFr5iBN29u8jpgKC21WxlZYsLFzoiHKAn4seAu7v9vBc4kH\nZ3AV/o2SgJ35NkHG2yApjFby1XGN9U7ZRW9S7/kFrV2ip1TrKdw0I6cXd9jBZnU2dB9i/Y5tohF1\nE33G1l3wzHVt7/21NBWKrStdDw9Ibr+Npr98A83vtm1vzrWMZMtk6jPYuSdGh94kcVH3fWroF15x\n4RWfwCTga6/ziOnrHIueEEaX3bAVD2PpqXSQQySPouaUlVDXjnx/lMITFskSviQ3dr9IUhtLW+O5\nxV27Y9DIcG3iO/vMZRya2NZZrIoxWxbTWMtA2XdRvR9zqI1/3cTHCiRm2Uchyqp0hmoslqLsPVXt\nJ+n43l55yui2c/2gZ6UDzNi80+zoZbK5q9IyGqVlhhtup8+1WcV9az3t1Zjfrlj9koQ948cefkSz\nx7aKy1bpJ6vxqnM7SjmeaOZ76W41wmNbA7sdW3fkM0v+3nrU4mcCtuUVzVpp8zugxdNDLHPXCKZ5\n30TioFY3pCSe0vPY17SSD9u+E/suEyQwpigVDKKU6ImrQC3Zk/INMFFJwqUJuTS+P+Oq0KxDjFqO\nX7k7FeYrb0Q2Jh4uoXVFfbytVmI5xqlKXnVvoCSwwoyBV5TSYvq9Uv6WLb1tDiPenkyFH2X7qATa\nt/hsQ3vUskbgSqzQxqgFrwCPT/EO79lWA32DT/ldXSGU3+AZL/gp+nt8Ad/DF/C9jP8U/h7PeMEX\nKNHf4H2zjO7nUnvBMz7DW3yKdxVsaQvGxtl4vwc4aDr9KB/vgAUXeX4jZlzxatLuD9Ci9UWAr4X7\n/Cwp8zSomJP8fMUixa0bcON+wymtv2aL3OBY8tgh7qgjtnahqo5dZ6NsLd17jLrt221oey5L6yXP\nafGfwt/ji/i7PGe+iBd8kf4u0fA9fIG+hy/i7/A2foZpXlJfFkzzjGlecFkSbVwWXOYF0xyOLbSW\nBoAGls2Kj7W4jzI6jH3rQwsfsSKrAHgWVyYbdMqM6FPGxMkjTA6rQDsGIcUohgi/BimzE0p5nVWF\nsrDJFsjejA0ORorfWROkFeC1prHQd5mIRmtOLikAsvVG3cmt1VLxXubeuYOrscSe52x85M56omTY\n0IBjBYJCjaPtuIdySzMCLh3FlfWYeHW5m5rjN9TWttsOvprn1YPtszzqcefvZUzN+IPOvSesHgmx\nJ01rbo+fxwL3A/52niOPMOzWnVJdKnes+B7JWrx7fQp7ipkerRdjuDcGUgImhxKf2ipwrBtze117\nc3BPeLW0vd6LQQVMOSX9be7PuSNllKXZdeIoRpZxvFdZXPcjuxdFA5XWXme7dthxVl7UfOWGH4JZ\niyRBElX3zmW96r2XHozor0G9MTrPeq+3rvVNnojczbwl+1w7oUT56VCzbrXzbm/faMYOjMkvmPzS\n/+ZbN/sfVstCdyoppfHTqmTKuDDFDOS63nCKw9TbNviRddzihP1n3fa9d9x+e8rDc/l8072IMGvg\npv0MAb/+uZ7mv5X2UQm0/yn+52qswmiv75XvOesMSsmfaMaX8Vf4ByrC0TYvcBGW9/WJqv/b0wK2\n9g7Fr7jhghlfxN91hSWG1pnq2aUTvmDEXbIV72U+tniAhxU7n/EKh/eoRdHUe9ffq9kb4FIqLbJp\ntcQdNOeSS9dhbZsAMGd6oaUPzmGNHiEMCGEoeBywBi+0ASF4TG7B5G+4uDsu/o6Lu2Pydzz514o2\nuOXBNyNWX/hs8Q0sWjcesJoxM0k8cSwZlWnbPYWqbM+brDopWY4n3NM8YpfifcXVlKPE7a4EFs0s\nq8BkrV5HVgtCif0dCBxlPFC2EqjwXZgaNtkKkTZlfUuULIfBe6xXjcfwOR5jbaBfJEZoSa6W4ywu\nl5mWjrsYj4VZc4xGhh8CaIzw4woepVzEQAZHyhKbszdT4XsI0F1EGZRSyL5AWhnu1tB0R2iZPxXK\nnutrzYJw0y0tZw0FKqtrTUtQY5ScwNoF09CAKnkWnBn7epwzytri8IpToREjJUEyPY8DV+OukH0k\neHf2U4LMYTXI24RmDtskZ7aW4qOM+17cd9vZvBvRcmcrlb4jwZNRi8XjA/l7sjTqWYV3BAt2hLuf\ncB8m3IYL7sOE+3DB3U+4KS7HiLjjf1SrM7W2sls5W4QUujXCy3xXGolrdFPmNrce3a7r7btloHjC\nmfg7yNzNuFnDusqudo04UyDYfvbelanXb/uMGRXBILmsCy6u7C0N4FzPVz1ZKpwLrutDmQsCW5p+\nz75887n+r4HR+RT4Qqm/0lOBuOLV0Mew4Hm94Sm84nkt/Wl9xfN6w3NI+DXck3XbFUuWWrrTXlGO\nkTD65VsoifFy9t8sQev3ZnZrsjB9h8o9pE9KZp4m0gNQ6lWjylZbcFRZbSmwkVwtDmNZNDPcKBaq\n0kkttAqOM1wTOWk8916pO1XktF4JLe725/pGaGXUQuOeooR2frsHYe5Nv78evwJskjOyEbrtsaqW\n7YqkRBZY0dQTyL6PnRbHuoxQmFyhZZwQfKplsvCIhUesLDhGoSUPwYVHjLzgylKqiaVME99xYSnb\nJMdGrOLdAPFqQJX4MpowrgCXDEdiMMr2Xi65ZQI8wFSS7nHo4zFg4E6Zuad5S/sxNmLmk9f3k9GI\nCP8T/+qWnpes4kDQH2urttHmPMiC4H5JnCKE6d+1Ftdi3SuCrS3XM27EbrVCrqgtg/tiMIBD52Y7\nttme55wFetqMF0xGKLbi+VlSrL5Nc/t/+ndU3EKs2Go2noZmf7En6tv3EOHqpFAyzvfHSS3BoGqz\nzJ22eE/khZl1lQU2lIRRsUocZZJKBYcn/4pn94Inn/qz6U/+JR97gxe8Wd/j7foeb9YXgWn8dq2P\nkdWUH1nWCDkOsGKyGlocJLkFiwsNl8WxguyBAAzzivEeMNxXDPOK4R4ECl3wh5tH36LS0HgqgkVs\n5lhFI0oa3yCC6REM5lmigS2tLCrbzb3B2WxA+6Uv6hXM/lZFVzlaBSKIq3wjJNk1RBUV0SSCi1zm\nbxSFRmHKLAOYaFQuJgnKK0BLDWHHSjuyhLQaZfvs0OC9Y207OnbW9mojt1lvz+IjrWXI3nMPKt67\n9z3YzsWz8RFU/ESzX+HatpvrFrcCeTs+e1ftd2bXuDOPFMJjCZR6wi86NEb/3e39xp4Spae0aGMb\n9+IdWyvvnuWXhPH3VBh/I2Rnmtw7qfDFXIVKlASRkHU0KbuCJFvSnAFa8kkT16i1ilQZavBcFkiV\nOpDcBNV+zzkRU44jjNi6YZtxphGArLTbwT0AMnsFu4pf0TKBeR9hJ3HXAnfGYCnbKOFUXhLC9Wik\nda3P6rFrjPbNwNsOrf2m95pDKs9zNfDaGT+hFr6PIONxKzrtXF/ve9/zNmv70TfeWqFNPxojfxcw\nXgllj6xyieQyWO3eXo8pcCr9s7LsoSwhYmnsVuVBKGXcH1zJtD+4TAtCj4PLyj+yuQSygrvgDDE+\nSOb5gvuED0Met+0N/gP8+/gfu9PpB2lEhM8jmn5UFtrW5biIrtu4CC2U3DKzhdXr9wBfOey+ppyy\neMUTbjneNOEjVqGUXMN2fMGSxcWe3bitmTtiQYQzEZP79W33rNE9fM89V2PjJswYsGLFjBtfceMr\nFkwZv+GKO18yfuMrHImQTilxTg+fKJ0Xh0+89MJm944iv7sQPZZ5wjxPp9APAX5aMUxrhsO0VLRx\nWpM1z8yoR2fMkWsyEUtcZU9Mt8II4ZKTQt1ktlm8wKfwiqf1hqd76s+314xf7jeMd6lDq6n2H9l0\nALiRgYG3WtNGk7qMA+YRoNGBJ4cwpti5ZRwwTwOWccQ8jgAB47piWhaMq8O0OIzrAl4AiJXHLVS7\nHffc9ZrrbF1Os4ZY3ccgmld5tKlucOJZjPyOSAwCIZDH3U9YrgNmN2Lxo8ThJHzO+IAxrhjDijGu\nGEKKsSm0JUPHEchaVECTX6EZM0E2K9m4tOuGtiJtZGIBS5aZJFhT5MJoRi6MZ9QZVVZJayHYyAqE\nVOuQACY2jGctUCsjW12D/H6GrRu01c5fDF0ZkDbm64atq7TU0nxYEHiEcVJrWvMcDsfqjqdwz3Jg\n4pxhrN/Ve3fIz5HkWVCsn2F+zvrbDwj+JT7LY2Wb/d3GcqUPps4eK+E53Pj4cESxXJl3ncecx4WR\n45LpNTN69njn2faed3vfR52a93DkpmoZYDsX7Zycm//DnXH7t4+ss3Ye73iWZHj2bHr0M/5Pzk0u\n5UognYsOycPGURUfmeefOa/qSEkgmOE4wMn2YZ8Ltc/rwW+4KPiwWYciuUzT927XpfQ9Jeia9aor\n2LUQ2CgT22vQvBIwVnNkK3oNlV7Nk97c2Ztje13f555CyHYruPVcipWmyhH9jRek8nm93+9dc+/e\n7PPlztjiPaXW3j09emzvtzrXQfot6De4hx/tFZtvMu3Tm9/u3fvZmiBKoCEyYOtP73Ru9h/1zkCm\nFb6E5FrzOg+7twsP3BMwf/4J+O0t+cfVPiqB9rMm/Dh9Mzb8v5jVW/dbOyoZOauoTngEEKL5+21E\nrj0ngEOBxloK22y6NlGBXqtmD9b/Z0WeIg4lnEEm0LxNCmUDxodcwmcrHl1zTl1NCuUpwFPAG7zH\nJ/h+dd2ty3EvLrU3tm9sb2/WZ+maJ98bk2PEqwNf91IrFGiF/1YRYMcM2ryjvSzIx3iZSwB2nt62\nX3HDM17whFc846XCk3D7gmd5WxeeMcVF+owpLLisC6Z1xrQs8EtImWHbzVInkF0wWcYXJO3rpeB8\nMWOhDXHFwCsQX4vL34wkjJxt3HtQN1N1e9qxWAXncXdSkNxNpWi5jC0+hQVTmDGFGZcgzyiP07O6\nhhkO91SWSEsXSdH2KIXZbXdmgc96ekqZoMkxyHPJSisCYoIyzvQCc+094yYXKw2uy0lWbLNCavtt\nOaPVdWJhdo3F2a0ieHg2TC6KpSK7KKbxTBfc3ZSyH2fc0FzKjMxEGDnNkVQXNXmeDLxikMQa6dgK\nd4/w9wh/DwJtLzRa+XTzzv2IIQGK4uOMQbJjG5vbCpR2TCjWJwCmhsc+E+bKfGgZmeymm4WHpjc0\nhxUTy83tMewtT6ICp2nE9fFDoa69nkcbmcvpMYS6NnX6RlCy77+XGMfivevcE7A7iaI2rpqD+ftH\nBKYjgcL2g/vf3PueVbal68Ounjfl22Wi/LMl3s9CzsouxeNICBMhToQ4OcSL4s14pGpvbrulH+XH\nCPDV/x/jKnWJVwwcspJxiGmN0WN2jrc8VdtKgipsE1ZZOtkzkZnTlH9I8XN1fup+SWvfYNfAOWLI\n62E65uZYZ8++H0C96XZ9Y1TWezhIDVhKuQlGhQCPJDDRcywwyfqxmSMoIRPtOtnDDxR1m3CcIwGy\naauENqWkUQmuBi4CGQ6eTc1rlqSGxv3Wi+utWk6RFdEAGpjDIux+Kq7+eq9s713eR74dxVu3dUIW\nQu2z6dECEWIuuaMleEy1BTmWlNgt55xglmOkaknbPK74wvEr+JG2j0qgfcZLNe4tfj1X2ZC5mdJS\ndGsSZmxL7sHJvpkslza/cbGqjjiOuUSFF8Em+7E3eEAqU9NmMKszl5VjulC2Ns0ezSHigjscUhmf\nN3hv7qLYh1V7X2yS27Ppcd1YWiGxF8u8YMTMJVZ24QSzS7eMPQImsqmoSiIoi6uw+Ehbmze4h6u1\numd1bcePCrnZ5bkjaLfwDd7nGNq3kgashz/TC56GO66XG67ujutwR7jcwc83YAHcwhiWAF6oWMxa\nAbPFCV1LFonrWWYEFzwuWCyoE1P0urpGtQzYTu1aHwOeEfB8Vqj8A5sHw/cY/h5T2tP07tEe7bad\njR9tR1pkM7aychHEtv9vpDveKHe0x1BkiRpbBqoV2PZovbEKFr0kPu3YzpkZfQb/gblWjdu2x0Tp\ntbbW4J6luHe63nk1hs26G7YZmXWcWzNp2jlkn+dZeaMzV1brWnj0nm03axCdrU29cY/+aLMKjlbh\n0VpDjn7bHmvfzZ6bqE0atrduAPX7OvvWPvB42c31H+7+vwz3lDEyVj+41B7flw/b0dp1IsA81I7W\n2EfW2w+9hqP3/Mi4hwPHgqGF1tPqKJZW93wSq7IqElekfdqe85FvUteKveSE7bjdD+3UbOkPzv8R\nAWPeDE7ao3t7729avHtZXCsLe7//wNyobvPg94cPXhw/R/snN+B/+Lf7Ex/SPiqB9l/jZ6oxg7qp\nLXp9zO6/N1xwl4I1ZXwRN+HkeqvCZLJuvuBNceUylr0Bq0lptNiUR5sEUuriNXKKk3Xq3mUhxyah\ngVpq0i4Sm2NHLsl2rJmTV7yVkjBvu/2OS8cmXQtrNrW4rTXrEHHFLeOWnpIhGfUDxe7/2SonfHe8\nYsCd5a3xJbtE6/iO5B5950tyfcaMkdK7eaYXTCSR0DTnY63VeU9z3FMkWGh1spAjaI6Uo+V/Wrf1\nq7GdD7LSBzjcMQGOsVwGvF4u6OWgrkR1E9A/Wm1jCKK5TsfSvEPtViVMHVedmvchSiPa0oAkgPoY\npZRLD0+w3hRph5GUxB6a8TO7ykE2Wq4zR+rfK9NsxhXU1jJtHbzShqr1sqV5ZIGeNLPxkmDG10Lb\n00pvtdTFUswDNdZjV1mXNebXBYYLUSA39LQ7qhtS9PobKDSHnECGAiRBCvI5Wpomnzpl6u0xtTD0\nEkPZpFABwKv0I4ayF4fa4uqR8IhQN+FcySEwJSYpNWsTjhyLnnGPHE/sMmSZIwaXOKrMzPTc+2zf\ncbFu69KC6r/LDGOPgbKMacu8Gho7ibHP9085lquie0oJ1GYGLTHhts+SWG2JiOSwjgPW0UsfsA4G\nF3pwHsPLiuF9kG7wlxWjoatlZZd5te+6FQCuhmaO8UhgtUKOBB6dwZXuZMzG6iXvRvGREy7viKwL\n4AHOCwGr9AVSh5yAhUpN8oUkji6m71cTxOVvOZqkcbwv2LV0qxA4URbEC6X8BhMhXlDwCWA5FidJ\nCrVxwS9jG/6QL2OHsVd6JFknTTK74OpxdC65YrMosK17fQ/aZFGhrJE2XtGJpY4lcR5rTLHFJdle\nTugnnjW0xuxlo3iBvL+udpQoxYJHdRmd6j1R8dgxa2bCGfCy53oUhdpZrG9ESXgmexcMrmsmPKU9\nnJC8nXJm4IST4Lr/R/nG4pg8AYLihh5GJ95IMSds9Aa3Ce5sornTfiTEtsqoTpxud29ibMKsqF13\nA/rf5c63Wq8v8g42607a86OWICKfcS1JZPG2TfgZfKX/8z+W9lEJtP8Q/6IaWwutdQnujdOodsat\n7aBJ/FOX49o5ue+IqjbOiWfYtFETG+GWkw1UNyCNMSoLs6ExZwG2uB12cJfue6ERAMu34MEEpKzC\nItpQKb1DInB6BDzhBV/A9zpid4m/3XPVDeQxY6qFVezXziVobOxegqj62CPWTABZKB5oxSf4fnUt\n1kK6teK3V17mS7FLlytSMdQKrlzdbev2XLtEwfxtr+mxNb+nNE7XlGbYnNUtc461TY7iyA7mFxPp\nrZDApSysbgoQect5rNHnBbooSkypITaKFekuxJyl1oWIcY1w6wIXQqb5NW433CPBprLs8I7baBFk\nsbeVvKMTAAAgAElEQVQpGFxjRKKJFcljT/VxMy7ZPrfHndSJdJEFxlxT0s2pBusQEpeV3Jgd1ish\nvhGmyRcYBIc8ZzAE0hYiCfO5DrKL6X1SlM3fQIrJSykCgYEQXckWq+uN4pVwKnDZCr8UOGXIHa94\nGSfcxwn3STLnyvg2TriPF1BkXO6z9Dsu9xnXWz3Wvqu1b+mqkX/E4tu6b+6NG6EuC2+vSLFjlt5j\n2lvo9BKsxar7wQMAODP0SInMLgS+AvwJsIqwzZOsH7YElHYRerOyZFWlChlFi8HzN1HmAXFi4koc\noOJAjsvW++65XRsLEYHhWTwdWoFbrTT2WCsgQ853QY65TnVZZ1w0pGEv1r5VovTWm4CtdfzMugkU\nZtEqVVAfp6jfCmrLdc/6/4h1T+fyA+tcVt6hgT2aKtwsc51pibFN56Qmsy1nnMwzpwCjaHNF0Tao\ngk2UGbp+MsNxqrHrWHZhZgwc5Vg6Xr3XeABj84x6z0e6AwMxbL/3Hn7kYWCOZcbfifumExfPLCQn\nIYCJUny6dB8LPnDIx7ze+57Sqv2m9uZ7O/fJCqhc8M2z4sdibY2LbFex1lxzjiduhcZ2DTgSDpvm\nfYR/wDpdEpM5lERlHqsq4eU4g9I70XcTuRp7M+4KtHuwaXsW2ljVtfV5HFyZX5GSwqXmSZUzQ4VT\ncyF9UwqqcxEYQ1rQQAiF62sSSVbty98D/vP+Pf042kcl0P5z/JfVmMCSn3fOXcctvZeAqZ8fOGRh\npCdQ6dRxiFkI+Yze1kIO1QIPADRFaypocW28mXI1HuGyjbnX68zGNltzydK8HQ9GkO9HHOu4FRJb\nAbHkIEajWijqhtY5vCfkbiv1ps+vJ1JacVVpjwrK3Pmdva7/q43z3e+temX7DJ5ww1OOl301MbSv\nFe0a7pjuMy7zjOm+JOFgnhPtvphj87Fl0m6SLmntMCFbDzLeQBJBg+YaYgbobmh7hd7XzrEzt1DL\n3DzolqiL8FaniH2m8hH6g5aL5MYcMfaOf8DGXR0/Y4b1eMvQ/hDwC8+4YD7fwD8E7gmlbVdmqpeo\nrMV7br4dqyUYx7V62zl61tUd/4i5M13Dy3KzCTeO5kM7B8w4K0f1HMzltPb3984lNMLO/6ED2t75\nTq55c86z8+3R9hQNrTKirUO7lzFdSzs1gnuXebYMf2/eWXj27ffezxl89JtT5aYqIapnw9VzUsUe\nxEsjikKw1NumnNwMa7Lw0gIMASWOUGIMsaJK1NeFe7Re1+PGMyYL5hba9yRCoLV6UQt1/3jQayYl\nUYzAQKARoIFAY4QbXIo/HQhuTMJ8UnpEUGRwYHBkcIzgwIiRwQFg9XZQBWekOmNzLDhC2m/pBtCd\nE67wpuOEw6PMadunBneoBeVwAM/2LG2u87t71/Do+kIwSjrFqfKSyu9+BWiJoDViqLykuPac6nmg\n7PQ4pJI9qXSPr8r42DE7EqWceKSFBhcFuRcvuZSED/0OlD3TWFgxGJ6twWc3YnEjZhpxz/hU0WeX\nynVab67kdWU9u2JWbrcv/mn6B/hHD06FH0X7qATa38E/r8YMlwW3uRJfa9p7vAGASgA5wo+L4Kgg\nHCqxqBV7LB3oJwe64YL3eK4ERXsNJWJ2iwM2q6W1PuqzSf8SYtO5wjfB32AwAoYToQ4oWiCrvWnx\n8q6o+YsEyzFs7ObtXbM8pwgCgRC5xL2WmnINbjsxPNZ0JU05Hr2Outs7svfOzZVvobYVHtGUQ+qL\ntB7v8Ck+wfczVFy9CybckSzSKYO0dwHep+zMTlx51VUqb/xnjLVeqmpwB4AsU2YtWcqQEEqSKKBb\na3uz1xkC9f7Dg0IAE7IVgH1xYczQI+O5fmBAbXHM1pQED2Naeu0DmEft3DJiDXOWniEZvPxfq8xK\nghBngcgKRza77Kt7wou/4tU94dU/4dVd8SLw1T/hxT3h1V8BAp74FU/8iiun1HAJfxW6WPv5Vizd\npFZv11jAE04RJRmVus+u0bh4lWOVNaEHFd9z8+rRzoTcHbfbw96zAvU60Fe2tDRGv9zC2JZfcAAz\nvLrG5Rq+ZrzIOFj/S4P2GEIHcQFEqeXYQBaLLEliGeoorapjymz1lBSuxrlygaPiBle5xSWmvi3/\nZK3TVVmoudOXDk0f09EcUtgKsR/S9TzK/Kug1FsH7Fj+NgweyzBgHQcs4mq9jEOhCQzeYwgrxnXN\ncAxrl0bg3XuqEu8QxAKbvlGnIYgrby3Q9rrbc0xIbtqtd8PJOCdfItTJmHTtoXI8J8DLCe9QEuKJ\nK6lbGcG5XH4kDB7rRUqTaEmSIY2jd4VDo16mk0KvM8AGDFyEyEST9RqUEhORx0pDSm6Yx4mm1+BC\nTCFBq9QBDWvCheZDwLCu8EssWYjfo+A9qHP+TDHiUATMM7i3fqIzPnrnbd9TGLUeIdXeB+T0221/\ncE2qPFBOOlHEQBFe93d5hhqalfd8vT5Czp5M7bXbva23FjU4o3hEBGfc6HUMhxgJcXXZE4I44olf\n8YZTKcdkfS7eEjo/gyTQCuSxOgOdzE9n3VtSI/9Dipv/IbWPqg7t/8X/tKK11rc9PMJVwqC1xra4\ndVM9O391fWbW9fC+kFQLesxJhboVB7cCYBKIe1mLt7C93j38Q8bH4m7peq293sb87j3P8+dcC5Lt\n06r/vm31HW5F7u3b6P1lK9Juz7y9EjtuvQusjb3Q7rjEGU/hhut6w9N6x9N6wzXcEpRxOn5PWshW\nu9rTuDIe22QcCuOde4pVaekgZKa7dDZMeen5xRxp461gfaY9Xs3foYPbcW+Tazc7wV/Ha+rDE17H\nK17GJ7wOQhuFNjyBPSQO+p4LfanT+KWi3/FoS2tF7YOwhQn3q2iC9RkHC0PGXeCtZvpo/Ai+JzC0\nDA9wnNzJ9gG5FE4Vv0w1zg6gzwB6nzre93F6j6Kg6THiD3wHm7EVaM88CBi7ZbE2NOA8KZP2k/lb\n4cD+99F+K2cMK4uAfCHwBSVWMo+RYyR5oqrMimOY+Ejk0BwXuZRyMp1uWxrueHwO6/3tKZgs/cx9\nuE2KZfuetX5P0dLSVSg+E0LQ3Guv6zW2wmdvzXPNudttrx335naPpn/XPve9e3sU760z7XV+3mNn\n7exd/zB7+xvA8fvrCXEwf7cHH1XY9GJoe7i15h7tBe38aNsPSj8aW4H+6Jm2z/OR3pkb3Hunzflp\n731ie74u7fNKdR/y3ADg3/sV4L/+08/5YweX8f+FOrQ/w/+qGkc4E1GYogpf6VoJdIp7xCZi1MS8\nmoROtm6qwp5wo2yk2tqyOykXrZ66mZLspBtrkBmTjqlj7SNsrgFE2CaqErGcastmnSCrdTcutDZm\nthU8taatjamtK+tue4Qth7ONSi7OzGv3OZfnU2iqWKgdlrcW0J7D6ZHiobaw96zu0cyHoooo49qO\nG1EnLdPc2U0eZ5O0rPUz2PYnesUn9Ck+cZ/inf8Mn+BTvKNP8Ql9infuM7D3GELEdbiXzUVcb/Jm\nZDXr6UPaMrvtoivH/GsSjsY2Pu3RBBW9/uimDtSby5m2vyestjR0fmdno3jCDU90A/A9nTR2Ym1p\nvdY7/ghzd7Z5PbrJ7f0f7MCzPWVP+OnFgrW0s980TA55VIlKuhbSRxkPj2Tphw1OcIhRxqGOt3ei\nhCGtn5yTtSg9jTUO9YOY/Eff0SOw184YvkfhSSMge7r4R7ip3vn35v4jjGbPhbHn3rhnbe3RH33u\ne/OxdUd2MPUfCTa2X70fFM9NPTL093hLrxMnFWVBro3KMjfbZ9Z7jkffDnZoaPBe07l/pJzRsT3n\n2TUcZRI3x6JzWHOsqxPLk5QxcT4fi0RiCU3Kv6FSDgYMRinYrcu5M/XZE9hDvIvKmMXbSHFaOXk/\nLD0ongkCd8N42m7f7dH89wBr6T5Ttq9L82SSW3VwGYPT9ZZEcJL4TZO/mWMPr3mE/fW/oeWEdF69\nX+pEdUHivUGU1nP1JFpSsijFle6XeB7brRDoKiqpp7xkHCvidPwB+z17Kgm4PACThKs9VucZQU4G\nqXQNOWjbgKf/v2zP521/T9tH5xBxxR3PeAXhbztiTWJLVPhqxVhbPuY93kDL+Bw7kyYRxmaXzdGo\ntsyMioy8YJAkMj7IohiSG4mPycXECw3iulcymKLKcKrHAiVRWYXNGVPyj++4YKtQr6mErPX2NQv/\nT5hNIIMV9Wwr908V07dhDgW3wqC6a6to1+Lp/NvY2WIdJ9ikS4/0x/7XuRu6xfeq1FoFQBS2ziMl\n43qD95VQ30Yo7zvMq4VWcJ5xWZcUJzvPuCwpZvYyL9UYukHUL67G7Uag2VBHg0tnu/jq3/cW0XZs\nY5SaeCWEgveSn1k3s9yB5EKTGTfuj/fcj3p9b3PsbZb22Z1suNl6KIxXzhrdQtLvSa4FZNyODR5R\nxaUp3sarkSor9HxHzKBr3nOLe4MfWoEo45SZq5rpIsN4ZfqHCHVHzS5RDwohBCm/9YhAd2ZNs8/N\nZPSsGIaBciIe9prNFCnhjr4/cfHUY6QW9B7D1EuQ01Pq9MZHscX23XvkWpbUuu7emzE3v3eE91rv\nPffmwp419Cj5nNI+M8+p19p51P59CxXXvz26d4EaDnN478362WVwLb73XFp677fatvcezv7PkYKi\nxR9pH6Jo6X3jDc1xCvwBr7v/Z3NfP6x7gXJMaf+q2iPPtvd/jhR2rVJiL+yis46ROQe157LzeWVg\n4fOEfhoy0hPQ2rkNPP7e9xQvDd0Rw2X3j87/x855jo6dvbNH9qwfpPV4uQ488i78XL/Va//4Ffjv\nPv/pf9jtoxJo27I9VvzpJwgquNZ53Ren0jhAMyJvhZl+cp9apANSLCgjWef0HCOnAt9jkL6uCAIR\nCLSu8CFp/VK06HFjIizDHYuX+BqBq5f4Gp9icBY/YKWtRbDXrYX2KJ61sgY3ztutRZdB1XO0wlwN\ng7zRWoFgP0ulZ2b0gV5myp6CIsEIh1lUFLNRVdxxyaoJTSVmZ5t1+2xd0glcPeG+fRbQzNpWmRLE\nsj5jgk1iNrG4HC93PN1vWG83xNsA3G6gG8PfI8bXFbhTiXmy7nI9HKjjZxu86ntxjo/AHRp5BnmG\nO7O+6Sbc1tDrjY82/HZzUsbvzF20TMMab2ByfyUDjbazodWn2u4eOvutkucskVkuVRDEkhg0K7Wh\nS/IHMs+iqkPbYxR2Oxdc25GiQ8c9S03PanNm0bTn71lEGf1323NX77mXtlYgTRjUicvN2ey19Mme\nsHEkVFrYCoFH8+8sqZr2E4bYzokcL9/rE4A3AH4aiJPDOvnTHkaPYQklLnBZBVpagojJy4W5zvoQ\nuc4GwZFArwz3ynAvDHqNcC9pTK+S2GRNdLIM9lFn1NbeK4B36McTHsVqtwqPAclSooldhMYD5WQv\nLBbFrV+T0KjQI5NYEsMxXEJR9AHnQuDe99TiZ0oU09M91/cJEzcNeQ4phIDqMnJZsZlwUJobkTwC\nCSexAwNpBQO7U29XUgfhv4Im8CnJe6pxCClRTkQ3g/yGpt97ayFtaFrO6+E9thdK1AktiiMhXhzi\nxSFcHOKkuKFPDuwJ/hbh7qkXnAt+i/D3+LjQ5gC+ptADvgqult6MC9R9sSlZ2RvnUktaDsmWYJJY\n6+icMRjJ2qKGJDEs6djFWK01zIQoFQYqGqhWpBvcRVRjkFiItZTXQKmskMKRMu6YJReKniuaTMvm\n2Ie44T6yzvUUXkd7dtvePH45P4r2UQm0f4Mv7R47Ywj7FrmIC+54wmsWVnslF6xAtXd+qwXRZVL/\n2tGQEn34tHCsTFiZMIKwclF2jWBTX84wRwbXBDAMIDoGOwbn+lzpP5CLICI4F+EpYEWp32ojM201\nXhXcakfbrbU03WvSdhLm6n/3uj6PnjrAjsPmzfQSKCU6gF0B1ibQ2hOS6zdG8s3WwqlalzWuesKc\n32tb7ih0HNnTs3S719Um+nrGC97gfdUd3uOKG57xgme84C0+w5VuuAwLpsuC0c+4TAvGpwWXZcG0\nLhiXBX4JoIXrBWmPsZZpa11O4DpjEcDoFcArg14AeikwJYwxY2u5UGiSSW0Y80fdhPUz0037FdsF\n90j46fUjIchCuSZbxy+PLQ1o3P1QbSDV+EGNdHZHNIlRshW7oW823Nhuvum3Wc9rzlEJ3PmYvZT2\n67E0ue+QNna1wmuNv1ynNphncvZOhBlMTJEwRi28UmKOJkiZKlkHBSeg1DPU4wHFyrgHtVuNfWxo\n7XvfE7R7gveeAsXS9cH2vod2fPDbvPecz/pRI4tGjIgYedn+v955Hpn3jCq+1keAI3JZqgoPBbLA\ntaGp8s6RPDISXDvqcVfgxw69d7yDkwdy6RSrvHPcCDsR8OtjniOPKC1bRUb7rFv8zMreWtyPnpGS\n5H3W85y330DbWtbLjs/CC468AvZazyrZGwOP7R2Efqx8A2nENjZ1TzHcc9Xe8d5wjuGGAAxhq4iz\nY4f+esQd/NF1jgAaOd3bCEBqLW8U0Pbej7pmk++5y/dg+y4O7sdxWii9vZdeP5pnzbxP1Q6Qbq7H\np6A5J/rnqfBH1+7ete3hR9dmYdt+CcA/2zn2Y2gflUD7j/D/VuMAj0/xDt9PkYRV/36Ff4IJM97g\nvQgOL3jGe7wRIeLZwAvu6Ovvtsmh1HJWLHD1WLtDTJnsaMB7PCHgXbZsrhiwcrFojrykEhl8x4Xv\nuMaET3zHVenxjgEBgZK/eySASQXbCJADEUutVpL5Wlv9brkYTOkzptN3YIXDcyfenjVprzs8IqB6\npPpYbazuHZf8DG0vWu5NrsKNnXhPJG9pe+K+FYkHee9bET3k/1OeY7+gT2j+Iqh1YiXEO4FvhHhL\nkG8AS5IUvlGp23hkAVOcALowaAIwcZ2g59JAZ+AFwFvsb7gfsvDuuTa1tN7CukfrLcot7jv3uAMT\nU0yJeVYYm7FavF3LvLIUpWdhWNN48SNmP2AZRsx+xOIHzH7EPBR88QPYUVpjuJnheZx8LDwvoBng\nmcVNlMEzQDOLgFYgMUCOzTVhP8vkmXCjLaLv7tnrR9loLS0ifV+ahMBu8gEpk6fWBz2yKNr3iZ3f\navEFCG8cwrNDfOMQnkmgQ3jjEJ8pHX+TrEBuThYMP4tlY1Y8QX9PMVkPW/X0mT4StwX05zhQLEXa\njoSPRhDRMiJgOQUDuXyIjjcKG26UN0aJgfr8uzjD1ELFdv2y/SiG0PZWSbD3DDyAJwDPpj/t4Gfu\nVLY9woRby2bzTXLnG41GGVWyAsPENiZ62V/MvsdbfylmwhDFmhWDwdcNvbIYHa3NBBNGRbm+d2w6\ne8qCr5Os9DkzveBKp8jlN07W+pTlOHmw2azGGQoenJe9HMglsJqx7t1+ifBzwHAP8p0XfJgD/D1B\nt8Zj4acVLPYsaXsuu0d/owL1I5m6CY+tM+03fKTMceh7NfRo7d6xt4+IQMuimdKa2wUHoIpYyaCe\nIBu8hiAkI8AMiVM2MMcuJxrUW2wvZlvw1Q948U9475/x3j/jxT0L/tSMn7PsUJf1TOaRiQ2Nl+Lt\nGReBNT7FxBcQuGReBqoMzC0NrK9N/jXfMvVKWWhz7idKiPxJupbT9r/j69XYIVbVV7+Mv8Yv4l+a\njKL3jAPFUtgKXNZJWQWWniOptd8RuHJhGMLajAvNx/gY82A1MAr3FmoCJopgt2QLmlqLciZQwVca\nsLgRC41YDvCV6qzDR7118ra9pVllwBF8pM9SAqcnpFrLeI53jR5rHHAPF9zjBbPAe7zgHqZEixcw\nE67+hqu74epecfU3PLnXNG7wD4nLTa9VxWI0kPNxG938ZKKbn6so51dckJQZA6XuKWBw0n3qfgjZ\nBTJvUra1wiRQkjOtSMKwamxbi0Bvc+1tenqeNhtpj7YXG9bie1rgHt7Tova+wQdc5bS372+3HV1f\nM9YY+yyRHWlGzYaUcKrupdqc7O9FICeRaa9j7zn1ntvRvdpx2/fo+dpOaHtKhx7+0pyjZ1VQxqkV\noO/oCtepvEEEMzCoYNfpRwy9floSwZfKN1CCcDI2NO3dZ9/SHt03LGz3nANIjvM8KHF1hQbXuUb7\nW0dtb2618+/MyvCAUJPPe2bxVAFVy/y8IuWBG5r/O3T+bk8hZM97tP8rrox+o1ykljYAXl28zmp/\nqyBi30tvnXlg3cpjZe57jH07bkJEeJRTEXLt0DgkocHdkZS0rwnSK8qeobQZRSgRV2Y9LwyNJemO\nCuGngmBAqVebvUv0GJdjO0qHDa4hMI9Yyuw6pPvl3XQ7trGqLbR4u4fs4fptHM1zxYH9Nd2ut1Te\nf35PQ0tDNT9oI/yKhfcJxbrLylep8GUWWm16LXekb/gRxcADvEW8EOKVEK+uKGOuDvFKCNeCYwBc\nYFzDZ3gOn4K0tussyaa03qsNDas6JcNuk0CTR5JnR9llH6YMWhwc7uMlJRJbVFDnnGDM5QRjad0g\nhqkqwBnnDm2zXg89l4ofX/uoyvb8zd/0Y2izAMFFhGqdVqPxuw+k/vaEkH3uxRcflPzVA8MHznhK\n6MTmWEwZ8rzH6l2qb+YSrrQ09mCXzuljKqLsFeeYcSd0AmdeodIIygdMAIgZkRxml6w6s0t9UdzQ\nZj9i6wRcWxzTk0wW3KN6vrbzZmb324cIq2TfZVY59GlWsdCzkGrvWV171tg9C+6eMH8knNt7XtjY\n0yp8TBZ6Trq5L+Dv8NP0t/hppP4z9K8rmPC/xRv+rMSF5MLcMq9yse6iRMnxm1Q0mIUG0eI7BNZr\n8QhsvAYqmscwB4zziuG+YryvBW9obonngq+xED+02e9pRHt9Lx6y54YH8xtH/SjG13bGzgbVoZ8J\n3Hv9QMsfvJO6dAKlR+fKMU8AQ5LR2ThbiRXLpX0SZI0FGghRYt3iQLKBFjqAqv5vqg3JpvYvcu3I\nQwutPRabezyy5j96jPF4/PcZw6r4gH6W3ckw2doN07dVPpj+aFysZbCPlDRnCoq29ZQBPVxbO487\nNBs7qvGUJb4UOb6S5P5p3Yek35MKPC1saaq427sXhUCKm93rFyQG+yLP9REliipn2nfSoa3DgPsw\nYR4m3IcRs1fc0IYJq/eYeMElzph4xhRnXHgx+IyJF0xxBlGswghqq24ZMylPYF9iwmtmUUswlfJL\nNkmfyzDxLHWdTspjmyAvOQMQmGQnF8uyxlFGkr2W1NwA5Yq6e73SXYx1OTPNVhxqGsUoGXHN2mlw\nDR2L3oFCynrrVvHCsHBJ3S2JX4y53nKCeaxrqByjhVMt2zvD3RLU2rZO6HQT75u9Pa4d2/VpT0BV\nBfaekrGdx2drkV6DnfN7yqMzWtsHeX6TPM8JiBNlnEdCFEgrg25I2ZQF5ud7LzitzbfYi3U+urZW\nCaBCv1Us7WWl1t9+xGNH3xHMO7G4HT/CR3zIXtBrX/wV4D/+ySnb81EJtN97/1zTwCVGTBdUu5ga\nnCm5vOS01JItmNVlx8nxvHAW+2w7VpEJTE2cK5I2zzAplatXb6NHjRfrCxvc0M3/OY53Lb2435Yk\nTvW49F72ZyvI6thm960z/tpxuqZtAigrPhbaWfZg7UAv0VQf9re5WpTVrc9u4Hv47vzE9jNSJUGv\nBFI71ljZ4gD+gmeDP6m1lm818xIV3nGJiZG5xHtiYERoquBSxpnG2Geu2sV8zy207VZYPFt4W7fQ\n65bGl/T71AqFYQe2loceZBHwtXSCpLNnjySk2ZIKg3zr8q6J9YtDzlyqdHKQbLYwboLUoZXrqNcL\n3tBYElRoogpNUmFpOWkFgOIuJ3Oz0mgbtVZWlFm3OnufCaa4YaoLx/fGALI7qoVAdl1VSDPD2ZIU\n0p26ealW2brT4gQ/EiYs7Al7R654rQJhj3akmECDP9ra/783dqjq9FoIb3D7Z2xOZ/Dscrbz3fSO\nWTc2BpBrquex8FmtYBqQa2ZXx3pKpA7OhMTgq+WqjYe2uDJ6ZwoQh/26yL06yYaRZbm2Hs1a/8go\n96rs72L0YHM9e1nSQeUZqjBBoU8L5BDU5Va6HSdF/IDgHBzFHLZ0CEUxXxLXRFHe12PHb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} ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "peaks = argmax(Pxx, axis=0)\n", "peaks.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 49, "text": [ "(83,)" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(peaks)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 50, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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31NZmdyUAYsFpLbgEUABwDgIoEAICaHD695eys6WaGrsrARALTmvBZQ0oADgHARQIAQE0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\n" } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "Pxx, times, freqs, line = specgram(sax[:44100], NFFT=4096, noverlap=2048, Fs=sax_sr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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s0ksIt9hyus023d4bjKfpluD82Y/ML8KEzKc+3yH0SDmpV8UzyVlaHMhM2wXz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\ndmgZDAaDwWAwGAwGgzEl8f89bsHT7zWZkgAAAABJRU5ErkJggg==\n" } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "peaks = argmax(Pxx, axis=0)\n", "plot(sax_sr* peaks/4096.0)\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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XX+a73/0uBxxwAOnp6QwcOJAXXniBli1bsnr1agBWrVpFixYtAMjKymL58uW1z1+xYgVZ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\nRbRu3Zrc3Fzmzp3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} ], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "peaks = argsort(Pxx, axis=0)\n", "peaks.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 53, "text": [ "(2049, 20)" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(peaks[-4:].T);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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oUa0jAdq3B/79FzhzJtenhcTFsY1XZabjYyJv39F86FFOPvpIDkFatUrrSHL3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\n5HI56/1jH+Zx/le2/dNP2ao2O9mPPwodFamrBacWsKG/DK3z/e958XP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} ], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "hist(peaks[-4:].flat, bins=100);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 57, "text": [ "(array([ 7, 4, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 7, 6, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 1, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 1, 7, 8, 0, 0, 0, 0, 11, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 4, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2]),\n", " array([ 1. , 2.15, 3.3 , 4.45, 5.6 , 6.75, 7.9 ,\n", " 9.05, 10.2 , 11.35, 12.5 , 13.65, 14.8 , 15.95,\n", " 17.1 , 18.25, 19.4 , 20.55, 21.7 , 22.85, 24. ,\n", " 25.15, 26.3 , 27.45, 28.6 , 29.75, 30.9 , 32.05,\n", " 33.2 , 34.35, 35.5 , 36.65, 37.8 , 38.95, 40.1 ,\n", " 41.25, 42.4 , 43.55, 44.7 , 45.85, 47. , 48.15,\n", " 49.3 , 50.45, 51.6 , 52.75, 53.9 , 55.05, 56.2 ,\n", " 57.35, 58.5 , 59.65, 60.8 , 61.95, 63.1 , 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} ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax_sr* peaks[-4:].T/4096.0);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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6kswNGgQcPiwL3NoUSxVbSq97d1l5xsTiSyy2pBznPHnwdblyGBASkuVerJkz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\nooSVEEIIIYQQQohG+j9FuC74WN2vAgAAAABJRU5ErkJggg==\n" } ], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax_sr* peaks[-6:].T/4096.0);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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q6lTrzcJZLD+6nH71+uUYklehZAW+6vwVAzcONP9FuLxkZKhlqKNHQ8OG2tVR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\nYbFmOvLHvqRP+fOYJR2GjoY5w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la+HaeaU0jfzsDdcgY8G92kdVNTdT1Vs7Jg7VqIimrN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\nAABLAbSiwa5ys58ZAAAAAElFTkSuQmCC\n" } ], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax_sr* peaks[-6:].T/4096.0);\n", "ylim((150, 300))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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x2iNoYUp6CfR5va09wHtMOXZZ28JUUZDQ9ViU8vIeU+cUKEWfqEKod4PI9eCF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\nbBZrw4U/UjpXWrU2bi7hQpTqSMFf44cv5E4jjkikEd3dPwIwNjLmrrt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jAAAQ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\n" } ], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "midi2Hz(53), midi2Hz(55)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 62, "text": [ "(174.61411571650194, 195.99771799087463)" ] } ], "prompt_number": 62 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(sax_sr* peaks[-6:].T/4096.0);\n", "ylim((150, 200))\n", "grid()\n", "hlines((midi2Hz(53), midi2Hz(55)), 0, 20)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 63, "text": [ "" ] }, { "output_type": "display_data", "png": 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yXEx4+JELOHaQMWWP6aCk9NrkZ0xdY2CMgZ3kwLSIMqZJGxcDdB9+BASBaWMj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\n" } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The frequency spectrum technique would need further refinements, in particular better resolution for the low frequencies, with interpolation or zero-padding, and some heuristics to select peaks." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Average Magnitude Difference Function (AMDF)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like Autocorrelation, but uses subtraction instead of multiplication which can be faster.\n", "\n", "$$ AMDF(m) = \\sum\\limits_{n=0}^{N-1}{ |x(n) - x(n + m)|^k}$$\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def windowed_amdf(input_sig, win_size, hop=None, sr=1.0, maxlags=None, k = 1):\n", " if not hop:\n", " hop = win_size/2\n", " if not maxlags:\n", " maxlags = win_size/4\n", " window_start = arange(0, len(input_sig) - win_size - maxlags, hop)\n", " amdfs = []\n", " for start in window_start:\n", " amdfsn = []\n", " w = input_sig[start: start+win_size].astype(float)\n", " for lag in range(maxlags):\n", " wm = input_sig[start + lag: start+win_size + lag].astype(float)\n", " amdfsn.append(sum(abs(w - wm)**k))\n", " amdfs.append(amdfsn)\n", " \n", " times = (window_start + win_size/2)/float(sr)\n", " return times, amdfs" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "times, amdfs = windowed_amdf(sax[:44100], win_size=2048, hop=1024, sr=44100, maxlags=1024, k=1)\n", "imshow(array(amdfs).T, aspect='auto')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 65, "text": [ "" ] }, { "output_type": "display_data", "png": 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BzNJy6jFR1EsAz5Ex5fYIxgIwEYhGMpzZCFgSK2H6R2KFjBzBLHML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\nb7wR29vb3qyzjN1Ch51++7d/G3/4h38IITpVvIzby0tHAgRdaj/hhQpdLiK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} ], "prompt_number": 65 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we look for minima:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(amdfs[20][:])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 66, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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zh4jOYcBKRPjqK6lYWpVRoyStbOdO/dowYYKU9X/kEf3u4Y6//1329d5xh+wF08Py5bJv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\n" } ], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "minima_at = argmin(array(amdfs)[:,70:], axis=1) + 70\n", "plot(minima_at)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 71, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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s8Yrw5GnmY5gAwAC9/771xszfoVTiOlPY01/+IkVFSQkJ1v+nTLE+0KmuNlsXvLdjh3U+\nCaU9u/ZaaeRIazV1AH0jmALAAJWWSpmZgTnWPfdIH3xgfRIP2IW7jdc9O+pwWGOGD1nsizbe/uE6\nU6D/CKYAMEAXXzvnb0OHWouNbN8emOMBvtDdGGH2375cLoJpf02eTDAF+otgCgADcOKEdY3VPfcE\n7pjMNMFOTp+W3nlHmjPn0u+np0tvvSV99ZWZuuC9PXusD8ku29Ye3WDGFOg/gikADMDWrdbWF0OG\nBO6YWVnW9jSAHezYYe3ve/mWItddJyUnSzt3mqkL3nPPlrJwVd+SkqT9+01XAdgDwRQABiCQbbxu\nN99szUJ9+mlgjwt4o7cxwocs9kQbb/8xYwr0H8EUALzkcllvqgMdTN0Lx/CGHnbQVzClLd1eDhyQ\njh2TZs40XYk9xMZal3ywYB3QN4IpAHiputra8sLEdVa8oYcd1NVJn38u3X579/enpkqHD0tNTYGt\nC94rKpKys9mXs78iIqwFkGjnBfrGnxUA8NLlW2AEUnq6VF5ubXIPBKvSUikjo+cQExlpLYrE7L99\n0MbrOdp5gf4hmAKAl0xcX+o2ZowUHy+9+66Z4wP9UVLS9xhh9t8+PvvMWoX88hWW0TuCKdA/BFMA\n8MJXX1lbXaSnm6uB60wRzNrbrVWrMzN7f1xWlrR5s9TZGZi64L2NG63zOXiw6UrshWAK9A/BFAC8\nsHOnNHWqNGqUuRqYaUIwq6yUJk6Uxo3r/XE33GBtHbN3b2DqgvcKC6WHHzZdhf0QTIH+IZgCgBfK\nyvqeCfK3O++0FtQ4dsxsHUB3PGl150OW4NfaKlVUSA88YLoS+0lIkA4etLoIAPSMYAoAXjB5fanb\nVVdJ995rtUsCwaa0VLr//v49NjOTYBrsysqkWbOkkSNNV2I/V18tjR0r1daargQIbgRTAPBQU5N0\n5Ii11YVpvKFHMGppkaqqpLvu6t/j09Kk3bulkyf9WhYGgNV4B4Z2XqBvBFMA8FBZmbUqZWSk6Uqs\nWduyMsnlMl0JcMGWLdLs2f1fJOeaa6wPerZv929d8E57u7Rpk7V/KbyTlMRepkBfCKYA4KFgaON1\ni4+3WnqrqkxXAlzgzRjhOtPg9dZb0o03SrGxpiuxL2ZMgb4RTAHAA52d1tYWphc+cnM42DYGwcXl\n6t/+pZdzz/4j+BQVSfPmma7C3gimQN8IpgDggb17ra0tbrjBdCUXMNOEYPKXv1iz+AkJnj3v1lut\na0wPHvRPXfCOy8X1pb5AMAX6RjAFAA8EUxuv25w50ttvS2fPmq4EuDBGHA7Pnuee/edDluDy4YfW\n9fRTp5quxN6io6WODrb3AnpDMAUADwRjMB0xwppteust05UAAxsjzP4HH3cbr6cfNOBSDgezpkBf\nCKYA0E8nT1pbWtx7r+lKrsRME4LB6dPSO+9Ys/jeyMiQysulc+d8WhYGgDZe3yGYAr0jmAJAP23f\nLs2caW1tEWxYOAbBYMcOKSXFmsX3RnS0dNNNVriFeYcOSQ0N0te+ZrqS0EAwBXrXr2Da0dGhlJQU\nPfTQQ5KklpYWZWRkKDExUZmZmTpx4kTXY5cvX66EhAQlJSWpjHdJAEJIaWnwrMZ7uTvusN5AHj1q\nuhKEM1+0uvMhS/AoLpa+8Q1p0CDTlYQGginQu34F05UrVyo5OVmO8xcY5OfnKyMjQ9XV1Zo7d67y\n8/MlSVVVVVq/fr2qqqpUUlKiRYsWqbOz03/VA0AAlZUF3/WlboMGSXPnWlvZAKb4KpjSlh4caOP1\nrcmTCaZAb/oMpvX19frjH/+oZ555Ri6XS5JUXFysvLw8SVJeXp4KCwslSUVFRcrNzVVUVJTi4uIU\nHx+vyspKP5YPAIFx8KDU2motMhSseEMPk44ckT7/XLr99oG9zp13StXVrF5qWkuLdU19RobpSkLH\nTTdJ9fXSV1+ZrgQITpF9PeC5557TCy+8oC+//LLre83NzXI6nZIkp9Op5uZmSdLRo0c1a9asrsfF\nxsaqoaGh29ddsmRJ19dpaWlKS0vzpn4ACAh3G28wr0yZmSk9/7zU2SlFsIIAAqy01AoxA/3du+oq\na4GxzZul3Fzf1AbPbdpkLWJ19dWmKwkdUVFSXJx04ADb7yA0lZeXq7y83Ovn9xpM//CHPyg6Olop\nKSk9HsThcHS1+PZ0f3cuDqYAEOxKS6WcHNNV9G7CBGnMGOmDD6Tp001Xg3BTWiqdX4piwNyz/wRT\nc2jj9Q/3daYEU4Siyycbly5d6tHze/1c8+2331ZxcbEmTZqk3Nxcbdu2TQsXLpTT6VRTU5MkqbGx\nUdHR0ZKkmJgY1dXVdT2/vr5eMTExHhUEAMHm3DlrCws7tLRlZrJwDAKvvV3autV3i4O5F0A6fwUR\nAuzMGWnLFmvhI/gWCyABPes1mC5btkx1dXWqra3VunXrNGfOHL366qvKzs5WQUGBJKmgoEDzz3+k\nlp2drXXr1qmtrU21tbWqqalRamqq/38KAPCjd96xrg0aM8Z0JX3jOlOYUFkpTZwojRvnm9eLj7da\nSP/8Z9+8Hjyzdau17c/115uuJPQQTIGeeXQliLst9/nnn9fmzZuVmJiobdu26fnnn5ckJScnKycn\nR8nJyXrggQe0evXqXtt8AcAOgnk13svNnm0tWHLypOlKEE58sRrv5fiQxRzaeP2HYAr0zOFyBb5R\nxuFwyMBhAcArM2ZIP/+5tSCLHaSnS9/7nu+u9wP6MmuW9O//bm1Z5CuFhdJLL7EFUqB1dEjjx0vv\nvitNmmS6mtBz/LjVXfDll8G9mB7gC55mPtZtBIBeHDtmbV1x552mK+m/zExmmhA4LS1SVZV0992+\nfd05c6xwdPq0b18XvXv3XWnsWEKpv4waJV1zjXT0qOlKgOBDMAWAXmzeLKWlWVtY2IV74RggELZs\nsVrIBw/27etee611nWNFhW9fF72jjdf/aOcFukcwBYBeuPcvtZNbbrHaxGprTVeCcOCP60vduM40\nsFwuK5jOm2e6ktBGMAW6RzAFgB64XPZa+MgtIoJtYxAYLpdUUuLfYMrvceB8/LH01VfWTDX8h2AK\ndI9gCgA9+POfrS0r4uNNV+I5ZpoQCH/5i9XmnpDgn9e//Xbp88+li7ZIhx+523hZlMe/Jk8mmALd\nIZgCQA/82aLobxkZ0vbtUnu76UoQytxjxF9BJiLCWmWaD1kCo6iINt5ASEqS9u83XQUQfAimANAD\nOwfT6GhrVc333jNdCUJZIMYIs/+B0dAgHThgLWQF/5o40VrxvbXVdCVAcCGYAkA3Tp+2tk247z7T\nlXiP60zhT6dPS++8Y23r4k+ZmdLWrcz++1txsfTgg1JUlOlKQt+gQVb7e3W16UqA4EIwBYBuVFRY\nC4Bce63pSrzHTBP8accOado0acQI/x5n/HgpNlbatcu/xwl3tPEGFgsgAVcimAJAN+zcxuv2ta9J\nVVVSS4vpShCKSkul++8PzLFYnde/vvhCevtt+//NsxOCKXAlgikAdMOO28RcbvBg63qxrVtNV4JQ\nFMgPbzIzmf33pzfftP5WDB9uupLwQTAFrkQwBYDL1NVZW1TcfrvpSgaON/TwhyNHAjtG7rlH2rdP\nOn48MMcLN7TxBh7BFLgSwRQALlNaam23EhECfyHdLZAul+lKEEoCPUaGDJHuvpvZf3/46iuppER6\n6CHTlYSXxESppkbq6DBdCRA8QuBtFwD4VmmpNdMYChITrfDAJ/PwJRPXYLOYl3+Ul0vJydLYsaYr\nCS/XXGNt63X4sOlKgOBBMAWAi7S3W7MyoRJMHQ62jYFvmRoj7mDK7L9v0cZrDu28wKUIpgBwkV27\nrK0pxo83XYnvMNMEX6qslCZOlMaNC+xxk5Ksf/fvD+xxQ1lnpxVM5883XUl4mjyZYApcjGAKABcJ\nhdV4LzdnjrRzp3UtGTBQprZScs/+8yGL77z/vrVXc2Ki6UrCEzOmwKUIpgBwkVDYv/Ryo0ZJN99s\nhVNgoEyOEWb/fYvZUrOSkugAAC5GMAWA844fl/78Z2v1z1DDTBN8oaVFqqoyN0bS060PWM6eNXP8\nUFNYSDA1iRlT4FIEUwA4b+tW6a67rK0pQo172xhgILZskWbPlgYPNnP8UaOkqVOZ/feFmhrrw7gZ\nM0xXEr7GjZPOnLE+8AFAMAWALqHYxus2Y4Z05IjU1GS6EthZMIwRPmTxjaIiKTs7NPZrtiuHg3Ze\n4GL8OQIAWVtQBMObbn+JjLQWQdq82XQlsCuXSyopMT9GuM7UN2jjDQ608wIXEEwBQBc+sXZvSRGK\neEOPgfjLX6SrrpISEszW4Z79b2w0W4edNTdb19Pfd5/pSkAwBS7oNZiePXtWM2fO1LRp05ScnKwf\n/ehHkqSWlhZlZGQoMTFRmZmZOnHiRNdzli9froSEBCUlJamMXhsANuGeLXU4TFfiP5mZ1oxpZ6fp\nSmBHwTJGIiOluXNp5x2IP/zBOpemrhXGBQRT4IJeg+mQIUO0fft27d27Vx999JG2b9+unTt3Kj8/\nXxkZGaqurtbcuXOVn58vSaqqqtL69etVVVWlkpISLVq0SJ28AwJgA6WlVnALZTfcYC0e8+GHpiuB\nHQVTqzuz/wNDG2/wIJgCF/TZyjt06FBJUltbmzo6OjRq1CgVFxcrLy9PkpSXl6fCwkJJUlFRkXJz\ncxUVFaW4uDjFx8ersrLSj+UDwMCdPWut8pmebroS/8vMZKYJnjt9WnrnHes65WCQlcXsv7daW6WK\nCumBB0xXAkm66Sbp8GGprc10JYB5kX09oLOzU7fffrs+/fRTfec739HUqVPV3Nwsp9MpSXI6nWpu\nbpYkHT16VLNmzep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} ], "prompt_number": 71 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In Hz:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "freqs = sax_sr/minima_at" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(freqs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 73, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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iIpgyWgoncblYZwoAAABniYhgymgpnIZ1pgAAAHASxwdTRkvhRARTAAAAOInjgymjpXAi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\nJA0caHU1oXXnndL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} ], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(freqs)\n", "ylim((50, 250))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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02mtDdc010X9+P1T3mU6ebDsS/7kw9jZsoDA9Gxfyh+ihMAXiRKtW0uHDtqNA0Bw/LpWX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\nxaSjewAAAABJRU5ErkJggg==\n" } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantize_freq(freqs, quant_freqs))\n", "ylim((30, 60))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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67DHpJz+RLrkk+Nd+8sn0wz6Y/4RlixdLr7zC/Ge+ue466ZxzpIULXVfi3pe+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\nxx/xe6w/vx08eFBXX321Vqx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} ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "times, amdfs = windowed_amdf(voice[:44100], win_size=2048, hop=1024, sr=44100, maxlags=1024, k=1)\n", "imshow(array(amdfs).T, aspect='auto')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 76, "text": [ "" ] }, { "output_type": "display_data", "png": 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ThXEWxjoYa+Gt0GwVYAlkAbIMtiQbtdzio/fxFs8rwJLBREGJCbilLsCgvEScwhikMRN1\nu/kgqa/njtSb43pr3OK1xuT5MNf0PLeIAOwvT/vy/BpLRSe+bglrxU/DoqNJ+qpfba1bdBhhYMUL\nAy6gqugcqgbfkkrfPbrgAcxpM/NtRUfoFkrQ01qnLHozoVOTQC85P72f0IWecFvwyQPKe2BkUMzx\niWFuzyoY8Y0x1qfuXEX7kCtU8zK+8/KZDKU8n4jn+T+GyhyherwOtiNmwPsAGeAKL2CFe/80pWeh\nBAHQWhQcfQL0XegnQFV0xGf+STrdAX4guF7D9h3Gvse5P+Gxv8Njf8K5P+Ghv8Njf4dzPwS+yB77\nEx7NHR7VCRcMGP2A0aVCB+M0SMGDDI898qapg5s0/KTA04oX51qYG+li4xX8CB1bVHL0irz1+jzE\nbU8J2uJrefhieHXsTis4HQwi2kBrA607aO0w6Q5KOxDJtlg23DZADYOU/RnxusBK3WNw8fLWiNEk\n3qa1m0kZt5zHqeDJFesFf23uL/H8CtPcn66mfG1tqGvR22WMZD3MP3Prqup3r68QQKHM1FeyV1wp\n4nGdr+/r0ueT8Di+dV9b7bc2pS9ue1GVjRfwuvacZltugWvdBVuK00GFKGbdxoIHUfFRlJQdTaXy\nM0OUCkz8t0BpDavjpHNFJoxjC7FGGUiSaqfAnuE5eH7ib50ADh+DPaA8gZmgmEDEYUKJOSOpuIBE\nj0tg3KMsuwh2yBKnEV03wRiLbsj8I5w2r0doBpWTDMWJJ0xOlJSOWhYt87FOzrIQQhlIthVAFq07\nR/Jglvk0SSa3vl3jruYt6WQr2ioScJQnj1fbrV9+pvrd8yurw962LV1NqxcIMQyzzltq03XOU/K3\nEYX/Ti0L5jov51vozcyq/SyspRLUXs5a3qCy9WqUHn5bMVR1v47YNP8m9eSgHhgUupohhPeMoR4D\n7xmDZhygx8TTE6As0NvgNYo9eo8O8AGADCSUMEDoJY/CXLjG07UXvOUZX+PlcPsL2v5y4jJw1+in\nFX4ti7ghCbtVmRdSazhlxNOoBU6qx6h7jEr6RQ+4qAFndcKFB4zUY1I9Jt1j4h4j90lBVwZWa8l9\n7DS8DYqPVVL0IK+udjQxfq1n68wCtnjPA/fGaGQxixm+wqMY22iSjAyD1QimCawsvHLw5OEUwxKg\nFUEpBSINUgZQHkweXoUoQSUhVz1MMZ+lupfxcuOc5LO5GEgztZd5rqkerdX4bMvW62se79cbznJl\nIPWlmrFWpzXJs5UfBk5CqgHJBQ17HQlPPgqDizsWWFqDoKYMGQ1G8X8lOrp6T7+8hnrMVvsvtsUv\nbLt5gg63aUe+pqB8vfhRoyBxPVCY/aCCghTHcRrHQSHKF4w4edcx0SG2Hz0kubn2Fs00wfdKwi16\ngh8I1CmoQYN6D9V7UO9BTnINiD0Uedk0mjTJdsGfE2GfZbfERNq+yHoZw8ZrnCd4DQnTKTbhlFty\n3GKjXvpMXOGeLguArofs1UWi9/rW/8r/586cdKhFBeZI2Fpt6aotY3EpqhWc3I64NU4es+dfCOvQ\ngj28xYvXdU0431qIX1rsl/ieXEGqw11T+a81xmWm6mTZiz9yZJuE/MlY4vnvr/wtbtMFriaYzokX\nVlnJZTg5mH9lYS4W3cVKYZJLoAvcwlyEFi8tlpW7rum5Jb9O9Nnj5Xi9mV7zam/x96b5A3JWBNcp\nuE6UC9cp2ACFDt0o2K7iGzXDkaLKmuAxfAgqrzyvXgUlR6UCL94rKWDgCezVXM0t5vywR8r/yded\nFn1kTO4mW7v3R/FW2zaQL4eHfD7qvOTKGgaZhMP4kEdbyqPyQ52H0mFdpKmAChZEXm5B8CADPOPx\ne43hbflvcw3muIVBHzxEoQjzbDTi+cYTZN8dvUAyql4D6vX29Zr7gdqjdJyOc11udgMQ1n2C5MIa\nHDHNzQYwvVTBSrq8onqs8qEctg+lsn0ofe0rnD30PNYFyCD2i5DjAt/i1QaHt2B7AZUNAC/kdR3x\nBL0oSlBwq3A240clh6nsPhtDBEQPbu7piW+BTNbyBo1IStAFQAf4nkC9AnoJr0DPoI6BXjr1HF6T\n0wx0DAp8rZ1M8jShI1vgM0/V8hTOZEhimvc2orUfpSUTD1TcZEZlpVtVclyDZ9nAWw3n9AI6q+Fz\nGGXWLPgAlgv11qarwVPkobWVUEE1wWgrtLIwekknPNABPxr+FmPIl6EF256gdjW4tkfII4Vu5CpX\nvlC6Bi9X1+RWbS9eW7JIrz9rxxQigng/18JRWvya56Ar66cs7duW03ZvKX1m/jW0ZTXs9ITT/RnD\nXSpuUhQ64ZIeuBwXeanULuaSu0X5XccgGzYClhfleckxiERxkLRJCgnPJc3BO57T8QwfybGAJDSD\nwAFK6XwFT+F5DWeLLMeF55doY3uYoINe8GpZ/Xyv47r5zAieP43LpzMZDZY0AzCYxJAlme4g5QDt\nQGxB3IHYQpJVJoBHiJVsBHwH5g7EXeB1gKdQ8hrBjUFzCWx4hJwhygoooCqmQO358Cn9Wu9ei6dE\nESIjG2SlPUgHhSfgyngZM8s8VKSNh1Lpm0H4LcffeTTUjeirJyqOSrzrSuvU/BEx83TrSaqNXmt4\nnP9ztWAP1rxrW2tOj/fTQ4fVqhVVsY8fde7GB6MlJ7CstwhrbtxFcNv8JTuO5RmH2vo5tJ8sQ1kG\nTRk98SxXoYhNQQf8rdhunqDDba9EdsuU9xTec4TA5TSH7jIvj1cS/uYCVMFDNJ8TlOEa8nSMWK1Q\n0+TVsp6ksEB2htCcrNsl3uKsoYzvtIcLG/VJW0nCDrSOm/TAS90Vck1pm7C3ZSy3x+VkvfSJHN/+\nza9jDe81vFXwIfbdjwFOGRxzWsFPBB5JwnompEX2ObpXBO4NXK8x9t2soFIfrJEZ3uIj4NGyqCnz\nfUWcgooYaB2TbCnbRJNFssFhAXMrXRumxfDpVsS0NDMTPIfFjyNNYFZLiBZfrknFMDjyUMQSi09e\nQjxzHCt8yuPKj7dyQa2q7nGuDCXeItiRqXxd+K8zRSuKIFV0NTb/zlPwZ7ZwU4PXoLVZ99zWvLUx\n5TOz3OjzATx/dpLfOL1LSbevJp+JWn7T1tayxWPQFU/5fj++5WvhDp40DByi18BDiSLIFoYVOHTP\nFp5FGTQQng48eJLwHhWUGk2z4sOeQFHZiT0qRx5Blv0o6q5ymjdk2Y9qM6SR2iGOOS8o3jH03CsV\nTrXgcP4TCY88CEpCkZwkmJEXnFT6DRYwzDU1bzEuwKPGq9bvJ+/XPBtr8qPXsuy2uM5WoHTil2a0\n3NiZm9+i4ekab3vL+16/Y43vyeLveWEeoevOrdOhGm++I9nCW3Q0VK63v9yRv5jtpgS9bq2ePb8W\n/eD/ZhLlJnqCxFQpk64PSg6CJ0jF8dm43OKVhxYYiMdnrWZsi95K8LySx7HqTSgb7TsCGQXqFFzH\nkq3c6Sx+msHgWQeUGjgpzKk+xLPeaLVwuSXL7cLRzTeDJJa+6zCZDtOpx8QdRt9hYsEn30nsPHeB\n7jFmeOSzVcAEKdowUYlbABMVNE8VbuUZYBW2q16nIogOomiNWIYF1SFCBlLSXAVFNFQNy2kVeFpH\nPPBDOXStJH9m3eonv7FjcBvP/+8aPi9KLGE7nlVQhhT8Ch0VIO/VrDgRhf8WIAhJIaggKLw7hSsu\nXpu38H9q9vzx1u2iDIR5IdBx4zbLsvs13zSaS0wTcfaZ8l7z4udZ8tJivqE6kNsfs6DX8PVxccNT\nf/et52FL1janHPPSbasgleKJmB+JBT9i12yO1uCRX1Z+7+K3k8s8K5m74tzmw/wV4Og7WO4w+j7j\nC534XVBuUHWqKrZtjIm3K1dqWriiBi8blytC2MELurSgc/iRczy7iwE4DtfJ6bXz/LDCV0EZIoZS\nYjQRRSrhivxc6VR4wbgSx2XP1DV4rWAchVuyGEy51Xtc5vU75f6m3s1eqWzu4C0/auBx+RsodgfU\nLXYLi0qrFOm8WquBL1S0pF6sHXZtwxWmQ67Tp5kQq7ylO1nS9Z1Oe478t1sYpyp8S7bf/qsDY168\ndiuRfbjtlch+vRWe+iSu4EefNZS6Z63WxfbKObfGrMXEr8XIr9G1QlSPzReZ3FqWwotBxKEUb6jW\npSbB1SgwVJ8yPKHjUUoWcyxjPELqw03NSTP1/Ql4wCVc3n6t/i3ooDGprshsytPIc3opSxlQ1nWY\nXCfQCpQzPTrYQM/yBc9gsh08VBZ2ERbGnD4CFYfcqujpyaxIV+DX3Nst2evS8o3MauWndWUj/Zv2\n5vEa+Za1cA/PQzPa19r+DGuLXu5FeCqu4RbbiGpLsWmIiPieNfMIHj9nW7nBfNe25Pk9zzcnrQ1L\n24sk39VSISrvXlKcSrr2BOVXVT9Xa3jNi/+zzALcshEveQzx0LBVEppm1XzQqVTfVGCnAasBq4AZ\n12BnAm6Wy9y1Hu/YnmpXpAqvPUa5ktOS1fh8bZmSFmtWe0p46OxLWkLYAdIuhcvFMDrtoTQCznO4\nnSrk4ekLR0Yko2A7vHUPj0/pUxWjCGPekSgzY5Zxtiyw0gd5Gic8w1YqbHLIjclzaTZ4FHNrAu3C\nGT1OBRjpmVfT+RgthSdmRebpeFKOzHPBOEfVbclbzvz7q9ybu72AygaAF/K69mpgXqNhbI1pwWtl\n0aIVvD/BxQ4dYeDl1eBqeVRgrjnNulUeey9srh7T4JP20MZh0CN6fcGgzziZcPK1PuOkLxjMGb2+\nyGFw+ozehHH6gp7OOOGCIZyMPYTTsAc/zqdgD/Op2Rk+jw08PsumVMm9TWlWNDvgIj1XuivGyf11\npFIyMfUFfsmndBqa4y4BH/WAiw445zW6hmyZ6HHhvloq0v/1SEUAFpCWm9d5S0YlbzsYMF84yyk6\n5wPIbHN7sGXPE/o6r1EbJntabVert7pb8jKwIf73a+nWotj2jZT8ekOat3xLX9KJ31r6jiooW3jH\nEwY/ovcjep7Q+zGjA/RTwZtxPwU4zrmIRXGEKcMrujkuty01vQMHeXgdYCyln0/tIeco0a0xAIc5\nnTXSYYv1IYwqO4RR0XwYo8/xcHjjPNfMJqK2+WhEjzC7LsYgN2bFez4dxHN6qx0xUOf3uG71sl57\nfVoK0ULB2YMVL+YsRW9VfgCsI6mbXvCwpJmlSmHHUMbPB4/LgeMeKjuIPPLncQjeeLh5tajz8oY5\n/64lK/EO02KuO9rllifP0lEvUo4DgEUHBzN7neuH5NqtfjIgRSMSVbzEX+PlawrBw4DBiOFX6+tP\nfjVLo9ZasF8Ol+PfCEXmf/2av8PXpj01HO58PuP9738/LpcLxnHERz/6Ubz66qsAgN/4jd/AJz/5\nSWit8ZGPfAQf//jHAQCvvvoqPvWpT0FrjU984hP44Ac/uPr/X0AlqN+Rb5mVjvDr2fc5eiiPuFCA\ndKbgzBDFgjvjW+Fs1+I9B5yznJ+Ic5YLxFIONI4PUOkRhh7RqUec1CPu6BF3Svop4hnvjsK4jH/i\nM3o3obcTOjuit9Pcu2kU2RTlE/psjLEW2jpJJCSEuG3Ovko+blVUEgM+KWBUjFE5jEpynUY1YlQX\njKoLpWc7jCr2XrxHqsOou8KTNKKflaTac5RkLY9SH5SgfLu8FUbU2nJvVVFbZk5t8QCgtdFvZXNs\nKQBxQUmT//W0fK78MznUgQ15mdQ2zx9819wKX9PrhwVvxaXXsraHrG0bBOo9Y9owrPspy4qMW9Xh\njLMwFwd9dtAXD3OOuMvwwA/j6vHqjKVCswa3ZMh+m7U9aY+X48s91fV0+J9F8c45TwQ7ywin6xl8\necZbjdfnvzXGnNUJj3TCozrhke4CfocHusNZnfAQeGd1h4cgeyQZa5QL+Sxe8uDCIZiIwQ0IvwKS\n3BepHKehnAMZA9WxFK2I313tBdqDLR7had9rzQMDWWhnqfA0+PP4SgkKIekcPTtziDqC14wAy6L4\nhPsgJcOFJoZUibMOpnPQzkJ3FsZbaG+h2cJwmIdIitloJTLDFjrI7vkB93jAS/wM/4qfzfhL/Awv\nZfg9P+AlBH6G3/MDTjjP95qqe1/oIxy++XpMwB3Jwc6WjBwAHXGqcCW4JY2J+hl3oW9FC+xFE2x5\nU0t1JZ+MJLloAAAgAElEQVTDW7y2+rTmt1/Kkjqj4aA5wrDqsZtphXVZpGO57bkMtoco0h7Zgd2c\nHdbNxUHe5HnX4PBfbotf2PZUZeN0OuFzn/sc7u/vYa3F+973Pnz+85/HNE343d/9XfzlX/4luq7D\nP/zDPwAAvvjFL+Izn/kMvvjFL+K1117Dj/7oj+JLX/oSlGpHr7yAStBeizPt7LPOZJSNibLarBhn\nWp9BjeQv1w3IFR5XY0rvSVT2qBRliZlNRcigLFZQFy9o0Q1ZSqQ/Ar0k3FewVyPu8Jg6PZZ04J1w\nxh0ecY+HGY9jT3xGx7JIdM6im0S56UaLbrIwk8BummbaTBZ6tFCTA00sGyeq79fBnj8GDZ0V+SQa\ncyiyibTlaYiKhPxLGZNb3Qdc5jo+KZa5xBlU/L/We6zJc7q1Fc/DJtryVETBQAojrFVt2+7llR2x\nQe6Ni58phl3VSflH+7WW0ZYHqaXcLLPZtnluYfJ+Wus5KD0VHHhEx8HHmMsW4y/Qkwc9gxyW+owD\nBCgchDrTW/wHwFnAOzkoNcIWz9tqTMYjQA4XVZCzozXmM6Rz/uaYfNp/np7PDU/FNSTI/R7p7J8j\neEXHssxKB09DKDTTmQlOa/RawxsVDuoE2EDKPmt5HWkpiDIqC2MEKi3eCOWDkhM8IewUvNPwXkE7\nB+e9HKob82Tqk2HzZXTrfubyWVEMylhULjVnCmSGh3FUvQZAlsMXNrxh/qb4HYDLHEBg1gaIWIo6\nKJn4OSpDIIBJQt8USeGEShY/C4d7QgoS8hbul/YOysvm17ANfQpKT8Jl7pX57MRnnJz0wV1wchec\n3IiTGzG4EYObMLgJJ2dDdxjm7nFyHoOfNdvUakX0AI81oAxB6RL3mkCGQPPpxArxJGPWSvKE42Gx\nVIaH1uGia3TNq/08q2Wwqzm7nL9T0GtrHW1GWLR41kNZD+0CtB7KrcCCxzOPPFc5dE/E34LteQoj\n3N/fAwDGcYRzDu94xzvwa7/2a/ilX/oldJ3852/91m8FAHz2s5/FT/7kT6LrOrzzne/Eu971Lnzh\nC1/AD/3QDzX/95tQCYqr0QFXQNP0tMZ/ivkqXxVreESWtfrS6lyfusJbfk5QB1APUXI6hur8rOyo\nLig9nZezgiIvnoNgfFiEPTolgRZdsCib0KMFXlWb87rNthWiUN6WpLgChekqhgAaCD9Y28RaTLP1\nDTaEoRiSw1/nTlIyt5OwlFqGinZaZZHNubemjIKew97yCGhKY/LkyVYIVCskKk7UHSYo+JnX6kAq\noxwXidYmncCrIVBLeoKBRod4Ivk0/8f43RFS1aLld5me1hYev+92CENdlWedVytwW0rQlmw+nA5c\nHlYHnmPSc7qWU4hPtzDB4mlCEm6ibaCnis7luRKU7lXL39PyDSXebERwFp2bCtpk/JLOcQZdGPwf\nAX4W+n+U7nM64/NDhge+fwCiXaLoLLU8YsX+tTERJwDGNuqw0LI+y1rdltwcVcMWj1f2I629YYve\nkkEB5h7Qd8tu7gB9X9F5vwf0SV5PPUN3Hqa36LsRPBu1GLpzM3/oB5y6M+77AZeux6UfcEaPixrS\n4ak6huWGQCrOQuwy3hxOx6WMw8HZ7NWsKAhPZTICvJrxGQYeAcBK8YAl7ctCAgGPShBmQMXN56zg\nCHhDTtnMGUILWEU8rFFKASG8cV7WDYEnyIG+HlI9vFMgo+A6BerM/JCyITmTyUjOig6H3GplYSh6\nqi1YSfl2mOxzMYPhwWAg4sxgODA7eDgwLJgtPCzGeLAnkA7hDPdg9kAg8KP+GPkc7iRnSy0RLClM\nSgUPkE7zXvD6WFXNd9k8t2Ysc5k5MeKpnlzKtYvz3TXGq9b4I6F8e3IFL5VvVfDsBQVXoAu8TIaK\nZgsT73v08mSGAponH17hV695C7Y1ZePPAPz5zmu99/iBH/gB/NVf/RV+/ud/Ht/3fd+HL33pS/iT\nP/kT/PIv/zJOpxN+/dd/He95z3vwd3/3d4XC88orr+C11167+rq+jm0vODlXgFr4Ud7RXKCtMZmb\noTgXSCXXe+yuckvEDY+iFMutUcYm5w6qljUOeN1/MHEii/6DCd083QVb2Tz95OFSMUhnoAt6NaEz\nE3o1oTdSTKH3I6yf4PwkVb3ikdoecv6I91A+LrIh3l6JS94pLSeeR3zmV2NyqGVCT0e49jt4eQRs\njm871Fs2q7av4fhkj+wu194KPSsEFrrwRZS0jHMzbSAnlcdznLZ9NGr1U6R+7F5s2fOSJ2hb8Wmf\nyZB7wtJp3CncIEJV0Usor3MEaMUw5GGVQ0eAVQxLHk45WLIhfMTAKgVHRp61GDoCDR8qUSWFJi7d\npZKzhxuEhdU7Cb2xDsY5dDbiFsY6GGthnIO2Fso5sUZalvnjIoqNfybKjHsE/CPgz1m/AH5M3U2A\nn8SD44MnZ8RSwal5e2MIbWUnRumuKT61YnRYAdoZA7Sn0qM8AmA4XL8HOifdWKCzQDdJAU2jgC50\nQ8kaqqQSMzAxqGcoFyzL4ft2sQQ8KBQfDYqC81Lp0YdNWPiNdCSz1ogeHU2zOeeCCy4YMASYH7pa\n03l5ekaGz/xaRmWp+qB8lNUMOZSg57JsdChN35ZxKhuflcGvcTDEwMaUIItLSMYhW/qpCBMUfhah\nESuydtl67CAVK42aDWzeKDjjoIwJOUBiQIy5QMpIEQWlQq5nyOnsMWKgcNeplfW131NOULkibc3A\nLTy1uNK0WstIs+TXSoaMO67G5FTE9+CabAuPdyqGK7fGcUhvWF7n8t3k2nO8nMe/tu1/f4Pe5/Vt\na56g/zT02H6rMUYphb/4i7/AP//zP+NDH/oQ/viP/xjWWvzTP/0T/vRP/xR/9md/ho997GP467/+\n6+Z70LL069xeQCVor7U8Qc/r0XkOTxAB7dygOMEG688c/kYlL3p3Yqx4HTtex5Sv8LiD5PmYgBsE\nT4q4uCXxl0AxBEDJgxF/zGX6efR6xO21g0JXWE/SJELFBOOgYfWITsu2dWTxRvTBK5FwhY4Veih0\nIPQg4YHQhf+Xwsryo+RiKc3yeLk59IyWvBouym4uxpT8I5PbmtU/cbeWhqWikaJX20tUUijEskbQ\n1fcSryW9g4dUxtJw1Xu13n+f11p61z/ZUh6TWj3EHuoKaW4qyBWK8orkqpxspDhupiClaTluqFjO\nB5mrEwUZExSLFRYcNrpKzlCJie4x/n22jAbFp6CjBwlSkjV+P/l3dQ0OAA4uVD+y8KxgdNyZyYZP\nzjuRMB3vWEKmrE8eVgf5jXtAuQBDvoN3kLMz+wC7YO02YhHnCJVU+i+UGl4qOAu8MWZVCUKp5PQo\nFaI+w6MRPVdmtvA1Wbrnx1prHCFL/QzheloDygA69g7QfdYH8QDpE6DuALrD7MmPHiAO571F6DuC\nj94GreCVltweJc9myzudCnwcKx++yNWIZ3dF6I/TAJKnJ1eEZtonxac1Zp5bgkdnVnyQlJxZ6cKs\nFCGn47jZqBYVNErnIOkwu8RQuXAgryg+SNAjhCIqCRfTDNIapFnCEinMZJ4BF/Awz8AxyEp1z7k6\nXDhQPOK7MFb3pPQN74VQ7+HlIawT6oNZlwe1TsjNhDF0Oakx/GS8ZRxLat1aAFw9Npn1ls/1Vng3\nFfI0h5e5oTm9hkc6KlnxUz4V325vTiXo9SiR/fa3vx0f+chH8Od//ud45ZVX8OM//uMAgPe+971Q\nSuGrX/0qXn75ZXzlK1+ZX/O3f/u3ePnll1f/55tQCQLSktbixVwfhXknsFCacu9O7eWpc4FaiSac\n0Fony0PY6t6StULc6l5XdasvOzibQGFjNFvY/HxoZMJdMV3Mh0rCo1v8pGMQWOr1Rnj5zchGO7eu\nRIVKvEpZ+BPl71f26F2qe55n06JrXjlR1cFXOZ1nzpQTXR0Ilk9bNV1PY7n9aG0alscnl7cK9qaF\nrL7SvKBAPjWv8efvZl5IdHal6RO16fQJ1+yRe3SO156g/M4veW2+jkqQLi2e1xW75uJZiYpwnfOT\n9zInSMa7eb6pfxdY4bcXvk5N6GlCp6dQyW2SCm+hNH3E+1Civvdj2IhOIPbQTFAjgGeAegAQ8n3w\nrIHHXKDWmIeU39PsPsv/2RhHyPJ7nthVvFW1m6bmbcmiG2fFMb8qq3vMCboDcEKZ83N3QBb4MZzK\naSPnmekeFzPgrE+4mB5nfcLZDDjrAWcz4KJPM342Ay50kgMJfAhv4xDexgNGn+E84MIybsYrPmbl\nAUBQIqJykUpKkygHsxyYc2xY5kmaC9gEPMI83C3D6zH1eT/FeVsr/FlWhMoFb1E8ny+GwnmI9ppf\nNyPD888WvE1EmIsyKDXj8jyEq/JiUCGH9DmCfD7AWaX1WPCDfPj54M66QM61vLXqc4JrRBOcKEwE\nBYZBqnAXvVKp1LWH4jD3BnyXDwaxTwYmaPGsZ0Ynh0bBBmhYQqiymHhlKaCvHx7n87b/CCuy9GS3\n9lRvlfbUnKCvfvWrMMbgm7/5m/H4+Ig/+IM/wK/8yq/gm77pm/BHf/RHeP/7348vfelLGMcR3/It\n34If+7Efw0/91E/hF37hF/Daa6/hy1/+Mn7wB39w9f+/SZWgrZXpaF7QlhLU6i15vJb62lr4jqyO\nu8h1uvwg1ajX2eyjZIqYzOEy4XtFUAGyohBupqDCwuCZoCIEhe1w/FPQYTu+LAdc1tpvWRijIlT/\nqEvLR74RT96o+P+PKj1bylC+/a/Vh+WJDCWMKsSeheaIBYfAi3cAMCtCrYWrhuU30K4mt3UiQnwv\ngK6yIdbfa2493itrWnt+an58p/wztvAt+VbI3jW9VLfK7KsjylEMndxrR56Xjib0lKq9rVWAy4M6\nF9XhrIP+Jgd99lAXgdJdghdf4OrcGGcB3SqxfA2Uh3076ngvIrl1a9du5Ra/toltLRtrPbqtas/8\nmud+ZZx4HtM5KBOJp3tUPS404Bwqx50pVZE7z9XkTjjTnSg6rsfoBoyux2iHhLsBo+0zPOOHsZPr\nYd3QXoOu7SHXJt5TKTHOBwI3uOQT5B/mBx3PPCTFI/Cpxc+bEp9z/Swk3ZcLPjL+fFDq7MXKQvmU\nPyRbU0yOzG85bM3U13qC2kan3MAkIcgKHjEig0GwMDjjhGh4mz161ey/bQ4rebVxqVVsZm/elTUp\nNzMmPL7bHs6g7PrTWUp1XtEansP2Gn0cj2GFa+13N6UvbnuqsvH3f//3+Jmf+Rl47+G9x0//9E/j\nR37kR/DDP/zD+Nmf/Vl8//d/P/q+x+/8zu8AAN797nfjYx/7GN797nfDGINPfvKTm+FwxMy8Kn2D\nm1zov9sZtebZuZZ/rRLUGBNCzlB4eGgFRwqDy2V1wYOcvoI/V38zWcW3jueiCAnnUByhHsMwakpW\nIWpYiegyn2sQZT1GnOi8iF2uA84STAFuNS+XOUT3dD0Rbm9K1yz3rdceHbd0n7cm3PrMgJyngqJT\n+5pK/Ij82nputWdJQYo01CE0SY063p+qbpQ5QVxcY1vdWtL1JmDt3bB5JWWAXTxdvPSh1Ypx2woY\n5UslaEvlWQui5OopXD7lSUWbVvg2eIimdO6PE9jlvIwvshFDPsZNq+cBFfje+UGcTcX0OuE1PMrT\nEuLEIVyZQ5WsGQ+beDY0nxO0HB+MNvFsoIBzhnuKhWKWOENgys8pzx0rzwNKsvqcoBE9Rt9jnAZM\ntsc49QnmeMYbbYCBH3modwKtncHemNwWuZduuzUuKjzxfwKZghNkufcOS1legEHNBRl8KCWeaFUU\naSjpWoFpl+lf9tpwtTTbLXtu1Gj16MU/NrO2uwJXX1lppqxnqy267d1I3wUtXsHZVyZjcnPd0mxX\nqwZLk188r47m/7mc3/d50tfqgc5zKpd7l9YY7XwoO88gC6gZZyiLTMZBhiXttrfk9CPAC7RtP9SI\nCP/fQS3o39g39vO9xTxBR814a7NzbRLM/zcqPDSu8DUvTnypQ/tfNrw6V/GJwvQWzVtKciEYICZx\n07MCsQe8kvr0ocNLTDMryBREEo8cF20GBQ9TmDAobFrDOMMTOgon5NAlhOiEAxoRw3cCHWXIw3nG\nFN4DoRk052P4mJsBXZ4WHTtyOo2VXI21KOe+oteXpOV2dNtbIEtlfX4MQVfT+HLKby8DtTxXwdai\nn2mFnytB6wvN+qKTv04eeWrAtCQm2BpXtvpV1+JJ8Xka76jVsIXnFsW1z3UNv1b2EswVxjUYviGS\ncstG1yaC3BK8XV49beaS6rdntW7h8f7Kdy+fMsdb32y9ZYr3u94ErdtTt39J9a9uT1bjS7tzbRIp\nn5LWuNL0Udrml+aQ9W9tQo/Jd5h8j8l1mFyAk3Q7GbjJwI0aftLwkwJPCjwROCZvpa+gfiC36ZwX\nYb0uRshIQRQRj3yVwfjPiveq6Z1rUT4oOZILq7SDUgQVzlMi5aWoAXsodiBe0jEnJ1dEymzSEl8b\nc43is6YMlUpQy8OyrQzFZ7E01j0Ntr/o16vlc8Px0fW8fi2tvYP2Hnouhe7l3KDAn3lZqfQ4JsrI\ncXXw7hP7W7CZo9qG3R/yerY3qRIU21N99h5LLaTFA8pZtlaAKEEO0HOoDAfBXcAdBUtWnMhZxreU\nIIUU9paHwMXqcTFtaVFBjiSRM9aqz3ixs1MgxWDvpTKWBxB4PlbZoSy0OljUFCShXCxjHpq8lI6E\nhSGHDjYoNsGi7Cx6Z9E7h8479M5luBfcMTrn0XtG7zhUWGL0HgB5sGawsrMVVspuB6uswi7fqVS1\n7oIh4NGy2jrodL23y86GajisIMWENCbumuVpHXRxJpHcU381by0EYq23xgDYedUyybSlduW/wvr3\ncZxHqQoWh+0hhyWbqaDzcaWM5vNCCABCcYR4zggR78jKbXjbdhlobstmfGXlXvUHbaz0c9J19iyU\nz0VcxFNYSo7TQml6yna/hG1b7BovwZbClytDy9uxfG7iJ1oGgW7zalt++oS173Hvl5N4DFrxGS79\nhy1fYsTzp6+2U6+r7SXuoTCpDtYEow11QmvhWWdgrYG1Gs5qOKvgrYK3JGfpxKMJuLjZZT/Ky9ey\nVphhy86YG/PqhyF/n+VDsq5sAYgFilhByl2H4gex0IFSAHvAawa0Kt6eCYicqHwopDPN+uZKcokH\nLNSHMDRiFcqQtA6lCtwVqu40GyDWnoR0C+INjSbRNNYHfF1lah93kBux4v96vVSf9prls7lrv9f3\nYcb5uGFtVrvic9lqnKM8O7vzF+UHni4qlgZZTCdDXqWUUcjfiq3T+2O+Hu1NqATVM26LXys8rbal\n5GyZl7b+R6E5rLxvNm7PmZVH4tXnBS0OTOVw9o/0RNehcAwyXuQ5r/NS0jpM4Ce6hINQH3AfDki9\np4flQapUHaTKZ3R+QmetHJI6WcED7CYLY6eCb6yFniyUTYelkoJU4AmHAy7uxRYdeF4pXJTDhTwu\nxBjJ46IYfaQV40IMQwxNDKWA7Ow8UagIcF5BcTcfhCbVkDScN7C+x+gHXPwdzv6EC59w9rHf4Rxo\ny+Gn1jwAsOTPs21jTPTSaZVVGlJZJSFlF2Nqftz4t7wysqiI1yr3bLTg81oTRQEKCo2vqlJt0Vk1\nKvZRCeJlVaoqlr8lI5T48pfKm3R9/wJDeJwpTZz4kTeX+QUtXpOXDJbCJdm1B9xnPM9pHMfXhe8x\nJjYvN2Cyucr9mWueoFotWFN22jyHfMP+FE9bvkmLPxPZLCXPmYYCwzYU+LXKUW3+uh+1vJ60jcx/\nEanH11sYjOgX8nW/WP1UbeOeFGxQeqRsu4EzBs5pOK/nA1K9V/BOfj/sKBnNHJ52WOrasQ21YnM0\nrDHH65rmvMNryRUkhNGocNCsHATqjZIiKvOBsybAQPtQ4S14hnKjD5HkbxY8sBgFw29pCApSHiZe\nh8fVPW3m5T96SAh18riLgt+as5dz8/IpWjXCfN2bAyFcMyfVP59LNK+YNAJ/3gtS+/Myrdwzwvwd\nMihFm1QmjTIIsjZllF3mqLotVxEAGa82+Ox9V7+/I38x22FP0BvcXsDL2k4KSz7zI2apWlGq29rM\nfDBnSEzK5Uvn0tg4nhO0Vx2uVS1uKGnqkA5KNR6qc4F26VDU+aBUPx+iOkPj0asL7vGIeyRlR/CH\ngLdkJe8Oj+mAMe+gnZxvIoqOgwm9xC306OSE+1hfV2Eu3YtQ9jsqJkD0+Mhn53Af87FsAGcULtA4\nU4cLepxpwBknSTjGCWcKmU10wgWShHxGjov8gkGqKrlBFJ456fgU+L3w/GnGJz/AugHe9WAnRz2S\n5hCCwSkGXfvs4EA/j1mDc4gFVWEXVIVmUCNkI4yRjXIrYGKrtyyILQ9RHSK2LQuVa+VU+cUSUC7d\n5VKSZO0rbpVh2LZ51kpaqbCl699KwGVQOhyYrrm/ZV+GlZV5Y8tspKWswwh5ouWpjvgw87b4SU5O\n4tVVCPcQnAtcuXUZOfGyswZ8KNXPOhRs0ZTxsODV4/NvnucS/+nZXOC05O0p5nWOX2tMnhNWhsEe\no8sAw+frFkaqcCoKzg+CZ0BpliJlIexZhdLNxLLRFzeIEy3IuxQ5wMgiCGiHD7EU5WPyH3Fth2zZ\nHGscKMPJj3SGREZkihATgbUWI5rRlZGMG4azJU9pj5N6xJ16xFmdcaceMaozTvQIq85wqodTZ3hl\n5ODVUJRIKYZWHlp5GLVWvCWqOsu5tmz5HieWlb6+BmaEcrvXPSRHeVv4UZlDKqA0Rz3UdyTzgLfk\ncoe259P1bKl0n5JZyBT4NP9m8+zMZci7RTpOY6FwrdyJ9XFb7c2pBHXD1/sK2u0FVIL2AiLjrNrK\n9Vnj1y6WODbvLV7edYMXPTpBEVIZzM8MmpUjDsoPyYRbK0nP2ckwoFk8QFqSP1WWGBrLbdJ8kFsK\nAiH4zCVfb8DSyUFrruh8QiLCHOtN4NmTQx3mg+jIRpwFD3TEvVJwRsEZDacDNApO68Q3al2mFSYt\noWmP1XavRV+KrV+5HbTcwXKYHCPOBpYNrO+CR8jAOgPnDKwLISjOwHkDdgqKWSxXOpW11mTlVOq4\nmQ1eG515eLSy8hotr62t9i0r/taYLgT/54FOKRxou9pfLdtSOdr0chlTKCvjtbZ4KcBpDXeL5zBf\nvI/26zaxZf5GvqF9PVpd6S3va/xF5Tg3obtYdBcLM1p0lwndaGEuFl2ghR/6LCtfF3+b8bdbwBav\nJQODjGzMZ89tDVu82stb27ueggNPL6oQcFYE1yu4XsP2esZdp2EjHnpJKxnfCX6h6DeQkjMtfKuf\nMYCgZa5lgMK5OOSVHPLkFMhrwGs5CMobwHdZN4CLOFKYdZHTSm3ZYlx1v4/ANVl9wm1L6dnjx3Vo\nPqMvfI/5uX27ncDGwOsO3jg44+C0gzUOk/HQ2kMZlq55Pp9PXideJ09UVHqMM2AsOx2zVvdwCZ98\numElNwQA+XY8ca9RiuYe1/mCl96NmvyovGQGipbRiNLoNj8petd6mGUtSjlS8p3YzXVtqVCpgief\nd6tOaus/5p+iNARyA/+f8SZtL6C2AbyQl7V3SUeLH6wFJa95eo5UiKvleTuixX9tXdL5lJPcvNF3\nJj8/KYVNs+JDUDMOcIEDQLSIxg1ezLGJEdAnnHHGKakSdEZnJhht0XUWHctGv+MpQAvjp4yvAi7W\nS88eHQOWlOTpZP1CPSbqcaFuIYtywUVeV1J6avekJJY8Vn9SBNZZWFYoPe59wucQLg+wD2czKQuj\nJhga0SmLTk0wakIXO5W0yfmZp2cthbq1LW/x5XttZXRsJ537alx85vJlcclLspwXx2rEykliezt+\nAlSiU8JwendCvTCX71wurULH/75857xuYcnL6wVN6IJlM/7yjoc21RuNulZYfkZHX22P12TGS3ip\nOjPogaEeGPSMoR4DfMj4OXzGoEeBeMS2clMpP7ymGM0b0rLToY0o0vS7twk+skFuBQi0puaNMaQZ\n5t7BvOQw3AF4CcB91mt6RfaoT3hUd3hQd3hQ9xl+h0cS3oO6K8Y8qBMeA18rj3NI3p6sh7Yeaq40\nxSBLgCWwU2Cr4K0GOw8fxkk1KkheUPzu6iMZal4tr2XAvjJ6RGm9NjyvlrVCylvP1QafNYVDaxVc\nZzD1Bqrr55B07giuE8V26gzGrkffDTh3J/R0h15dMOgLTnzGiUsI1lBMMIz5bK+egRM73PGEgUfc\n8Xl+TcfT+ucOnXbkzXt1JPSwNWat19/z1rhrtnPREKEzfFEgKrw9VbxWr8e17uHaZ8HKvd6bm454\nNPeCod6s7QXUNoAX8rL2FIUjT3f2lG++Jm+1aSp/qrf89lT+uzw8jqj8kRY/aCoX91ZyaH0ZtdXN\nptcxCMwK5GXzLVVKWEJRLIt3aGLACN6CnZrwgBEDXdCTwFgqO9IzbIzrMaKnsTzpet6IlwnDuayG\nBnaOo5/LwC66pKCuy6Vb32HyBhN3sDPsMAUvzsQir3k2ew0I8zkVxQnn8bC/mGOi5dBOVGNiXkdH\naXsdD4qdw9Z2oKG212cvl2Mu3ZndW0K7ElrbcpZ7b0pZ+tWU2/513hLXsMhPIt/D85p+faaObCsZ\nLYVkeZUufTuVgrNWB2qpmsXwjvRJcwWshry4pgjn8tV+paz1jOc8KXEdcT265uGnTVgdnFoclurL\n7iPuGrzWOJ8c5FoFI7yq6AxXqqQjT1H4nzK1zfgCcnjflTH5/gZPxEkD+g7Q94A+BXgHqLuEz7CF\nh9dQjzkvU/USnqw6D9176M5BdxamtzCd9K6f0HcathvR9xq201JfxzMoetInAo8EtgQeFfyk4Ccb\noIOfNGjiuSOe/7Sn8BzBj2yIa96RMU/ZeG/ZO4/aPw3geoNxYPhewQ4aYz9ADxamn2CGSb4fawX3\nFobD/K6nuTLjiR5xovMcMi75ttfhPV+gw5qunYSgxjBVtUU7H0JWBS8MGAeNG4vxa8pui7eGY+Pe\nX5roGIcAACAASURBVGOnjoUMsq0dUUmvbf+KcXuGlJp3ZMy18mR/fuu1F1DbAF7Yy3pR2oGnMX+o\n8/LX+WRcTyAxhG1CyguaAhxRngdU463zgjqAw26B16xbB4oJjNrhoic8qglGWXRavBFGV7SSCb6b\nZWGyVzL51wmMS5/CPs9DHQhJauM57ZWSzlUgH8ewLplBFRw65qA4jMW4ZkxyFb+s4DfHKfhNxe8o\n3OopUnlbWUqhCGWIxBa95meJPDwR13BSQj2WheWpgLHEeiGDlFOfVRO2s1WOwm9SdFHOcHm/eVwu\nD3xLclilJRNgh0lpgeE080l1mdxgUmn8RAaeUrL0ll8sjWkrR8Y7GCu5dAvoQj5dKD5S0M5BhwIj\nPAL8LPSH0J9V8GFjzAPgHwDL5bE/DsCU8ebjgGpeRgMh5cJfZYhvOoLWIrLcQd7avu0aSAypZjkB\nnQI6AjoPGAv0E9Cdge4RMD3QnyQe3gxAdwL6AcAAqAHAiUEDQw0e+uRkc32y6IYJdtAYThp+UOCB\nwCe5yTQE/7zyUMahowkjDxh5wugtRm+lfK9zc35W9PawFaVITxpudKDJiCI0orRkzx8UZbEC3Ri3\n5SXY8xysvaY2+K1tIlsheREH9gNCdgJHWBOmwWAaDNCz5OIOHA67ZdCAkj/TOQ70WoyFJ3XGQOeA\nXwRX4Qw+dc7GJHmkB7qgNyM6sx4OO3deD5sly1BT8AJOEeeAY8ZpYvEWTsjw0Fs/pGuUoQj3JoEj\nk4SC5AgrkpzhFk0UeFFe0URzlTb4tD7Ez0lzJbdA51XePIrXFs/oU/G3YquDp16Q9iZXgo6aiVpP\n1ZonKP4yc8goYzEC3iyRDUiJ7IA3S2QHLSm+Lr5tblGzECXHQBYok9E5HuGRiWRnUmFNcEYDhgOu\noLWBNj20cVDaQhsHrR2UcdBGFltlXMhlEdVjrXrUWkWplkxuSTMCudiUx2Cukp+PC6+n9H/kK2tv\nSeP7tuDztKKqTdW3ZHVv5/2k04yW9FKWDszb91W0fRd72/l1PN7P+ftjX4RKdjyh87aks5DKji06\nH8MsHTp2MOzbP/mj00Nc2IihtQeUAxSglIdWGlZbdErDKQWrNJzScFoHXMGpgGupV7b1FO15gCLU\nnJ1R4TyU9dCTh54c1CRhT5EW6IUfIE0MXDB7d/gxU2wynB8Bfwb4It2PAE/S/QSwTY6CqOy06DU8\n0kA79WcN30oJau2/8z1WndKzNq7VjsoIIa3TieJjtChDRcpnUIqMA8wEmBHQF4AG8QChB9TJw5ws\nhrsLaGLoyaGzE07uEfe+x4VjCf8Oo+px0T1G00kBFu4xci+FXrT4DM50wtnc4bG/w9ne4ezu8Bhg\nwk84OweyDHYKzhqQY/Bc/AD7m7WjlvE1ZWWr52ugrXCL8gv1G+PiFxXh0Z6Pz/N6Y/RGpjTxmgJV\njbuYO1w6xr8Ez18yYEac5wJH6LiSCa6MR69H9Cp0PaJXF3R6Qq8uSaZHdMWYEV0m67sRXZflDmIq\nYCvvsJZpuHCbWr+Y1ooZV4GSd+wktPauYTlun1eGdCdeXkgi/wStNWtLhuaI/dX1ut3Gr+2OeCHb\nC6ptvICXNe3IW+abI7ucuuWzncfSfbP3+tDWdK6oMxGSh8g1XlfTcQEwSF6j6DGaq8xVdN27FX78\nuHFnkNOhFLUyHlpnhyzqCVpb8f5EL5Ca5uR9QzG0a5p9MamYQsw2cQUvz0IplYHEq1UeudRtXouW\nW7uu1ByRPSXpssYJewUA1pQj8WvFab2VoZKUojI4KwVvlTwFj5U6PDhST62U1+NV8b/8zlgNH7yH\nWQ6TEgVHh6IRii0UWxBLJSuvPBy8VLligLPfXR6nnVsrCytdRc/WPUIRvijnZRH0HGIRZdG758I3\n5WAoPr3PozCXSrsnhDBLuUYGg0kFC7UYKtgQuJPQp7QBDPgF81xAMSlcSWgZQ+4bh/sUbi2UC8pP\nBygDqdiGNHUxIOFmkGlpjJ0zvMEDrqvz0pri8lSA2E1Fr/X6dQSUkcstemWMQriP4b6SgXxHOa4r\nPO8qdA0o7WG0BVRQwsmiU+Psacy9k5ZiBpxOOBlcqMeDvpd8IXOPB172R77HM75HH7rhexC/BOIz\nmC9wfJ/KZjsShchFHKE4AmVjUI2JONZDrdZ4LXrC/JuGq/Bayx4Db6z40fbJV8Kat+Vt2nJJ5jSA\nuMcot7m1WlBfSGpeAXYY8BCrwgaPInpKdA7nMVTQNDDoxMDgQcETSScPGlg8k6fgbQwyBBllMklk\nilef4SR0gc9breyTB9w7JWGbBVRgJ7jP8Lac0nx31DqzxjuS87ZHr20dCx5vyJpffdXepErQrTrc\n0dbtyFeTbHZ6a0msYc2rX1/LgHkSy71BDMwHpsaV02Vj65Zb0DTKxWAvnC3CvIR23OxRkFE2dq3s\n9gAozeiURa8v6NWIQV0w6LMkd6oLeh1gSPZc8ENeUFKEliFdW6V+c7i9/d7bmqd+tGzoFp5X/trD\n2wWL5UvQ2Yg0qq6EVnt+ajov4rmXE5SHyZU5QeuV4Mp8oVZluLw63Fpe0Z5iGKFUKPTBi9hSBJfK\ncikLqgenej/EOYx4eNc4jrNspzBOQjB1Oi8iQEvZt0C6HANT8GKuVPppt3/ze3yjHIyxMBQMEsZJ\nvoF3MC5AH0LhAl82qE7KITuCGhkU83zyfJ9HlDlAO2MmD1ifoPXA5ErelsyG+Wj2klBQbNboDVm0\ne1ELrvBIL2Wz/SzHt2Qt+ZqxqcXf4mXl/dGJUgtDc+I9oqLbkciNmmmOSQ1KPJCKGbGaZxd++z0m\nOB7nX1J+3lL8HWg42ZBWm0x2VNGNTakjea2CrHUtd10RN5nBFq/QrgN9yfAx0PW4usdNKdDenG7J\ncv7eNiHfEmjIZm9NVucC1/GeGpAkuAafsvu65kWL92ZNzgjFe0i0qtb/OuTxCzeHc+grmiEa9Aa9\nuNk2ow9CIvlhqyshkViEQlnzomJg/l3UUTSq5lE6tqTebjafHdqWr2wT5/Z/7shf1PYCahvAC3tZ\ney3u8Fv8LddMTlMDtmRAejJrWXxNCyJ77ZoMyx/D6uSJ5aSZdeoY6EsLj8Qs8xx3jmjNmXE/8zAw\nej3ijh7D4agC7+hBDkTND0cN/R4PONE5jQsFp+eNOJf5Ki3+HLJV8SgcnIYZQnI4gHTacpSH+bCW\nAwRHSjasYYMacelhix3xFd5WvbK9+mUTOhA6MAjJ+V4eqZYUr1hZLD0IyeegoeFgYbAWKHAUZ5Tn\nnBxR7lp4rRgtFaUteVQY8pOE8hNa1unYKafJt/HG51/rtdKXwxavBaOCl3+3JZTvN3377cCILnpe\njc2eKov8pIo81LEug25gRVma3HwGlxldCJ9zCR99NibjZ+O7SfJf7vJQo2s7sLPxOyhruYquwTXE\ne6YhVR4NpTOKNIl3TS9pH8KFZ1olY8niiaT01OZnSvkgy5/qfL4o8drnuz5u5A4XH84s8wMuPODs\nTxh9P/NTP4XDnUvehYdgDaeGl4bW6Zq356VpeWxa3XJIKtuAezJf7yrpYM/GKpLN7QkJFjiV/FyW\n8dXgoHsHfbLQC9zO+WCqd8I7WRkzBFkv5/3F+SHvNW9vjA9VAnPoKnoXuswIPKcFaMyt1lVWeKQZ\n+bEeCLDAQzLhPCYfr1mOjwjh+IYu6bDwA7DAG4a2p0RvLNamii5l5SxSfmPljjHi//Z/wZuzvaDa\nxgt4WXpH3vLObHl/1mTXmPzWcGB+ROc5lLK3pUp5yS0IGX40nG3D6kgDQ50caPBQg4c6OajBC30K\nvMGBMlydfDF+UBfc46HoL+HZfGDqS3jAPZ6FQ1OfVePCoar8KPkKzkNbJ7kMWVfWJTrmOuS8MIby\ne1rc3+M0K8Dp2BlOi7dLhbA/pQlKezhNIVQlQZdtmhyk4ldUHuImpK5eV1eqy+n4P7bC+7b4y61y\niZe+hTi2RUePRzoVKm6y1g6JW+veaykw4TWcV/CsN3nOl3LPUko8arnync8abfpcsxacPkuUU4hl\nU8RQ+flXsasdOuMxh40rEzyHpYoJzGF5YqHTmLCEhc8R+QAEcviGmpDCRyHR1yMMsrhAK3JyXhT5\nlHdHDkq5gtYqjk/jYkhrd2ooSAfwPHzyqEK5JgOwsuRvbQdKXHx/TysrkoIty2DdZUZiW/Gt5R5q\n8Xtt4Xvy+flBeuaK5/AIdAQelVSEi3Cq6BxOSz4mVYam1bk5dQjQWt8KObomPAkO4FhzPUC2Fd7i\n5ThB4kDDZL6Ht3hagd7mQW9j0Dcx8DYPervg9DYGvc0DGS4wjHtbHOdx0ufZcHhPj+kAckrwHg/Z\nmFJ+R48YcNldG47I5/OLmr+7Nd7yt/q8LRoG62tt8db4LYWj1ZefsNFjZT1fQcfQFd0e5yUE+2ie\n3Ia3bqv92+e+81+ntre1/zq1F1AJcjvy3LOTe3dqfi5v8WPsWZzdYxxaKzZiDd+yMu3xAk7Zv4xK\nTV0Nbqs6XOg0MKiXMqu6d6LkdB56cFC99JnfO+jOQ+mwmVKyvRhwCUqPKDoRf2lWdmo8KURRWTrh\nLBPCxFAjQ42+gmu4QBoZNKK8L0+xHOvwzZNaVPOay2LPtHTL0eIalIFAX9DjglMGjxxieJpPbrng\nhAmdbP5jlboccvCMLHgR1zPOIf4+hqSgpmc8dB/G5PQ1Ge0LC20GnxLvX/PyhYIb+JYsXzD27CC6\nols9tisiMVZ5texoz/8XsHQq1/hR+fPA5zBEFPTWfdmj5++cw5TNKTnJb+AujK/xOS7/CGzwAMx1\nuxe94uvWuMhDe4m5hg+s56Js5am08MWmjdc3c1yN8eFL45Xd3YKf/VN21ZuUBp4S1nic9LtSrhVg\nlFStaMIVmVZzlQvqGN1LE/qXRnT3E7qXRnT3o/Dux0AH/ktjOS6M7e8mnOgRd3zGPT/izj/M+L1/\nxB1LF/yMO36QcXzGnX8M+CN6HudbU+c4Xo2vza9P6WjgLV5Lns/HlNE1v5bn/K3GO/J8XP5b2Cox\nuSWr17Ot9W1L9lZsT9Q2zucz3v/+9+NyuWAcR3z0ox/Fq6++il/8xV/E7/3e76Hve3znd34nfvu3\nfxtvf/vbAQCvvvoqPvWpT0FrjU984hP44Ac/+Hpf1q0tWmtiyTcBa7pd7lTKlaE8sbGGLbxWko70\naPhaGHVy93md6J5svqU1VSytHhpSezLEB3uCHNJBiId3kAXYejH0TSTVqEaSkr4jS0xzWNM4y3ni\nqjQ4V8ogV2XDnVE4U4cznfBIJ1xowCOdpIJS3nHCmYb2OJwwugEXN2B0PUYr+OQGXOyAMfAvbsA4\n00uZm0yK127Bo3gdZrRWRamulJTT8yaQS/xa+skrX83bMBIcwoH1XdwW3ZK1dgXXyPLra/U9eewt\nLX+tr4xTlCXV5L3mVXSHFOeucf1HafFR3bbWY7InA5LiEPMm1hSFNftVbbuKbU2ZXKMZ+yFda4aE\nPFTMB6UhKm8+zps+/dYiPsuqcbz2PB6hax524N6YeIOetz+PVhi6opSrsdVPkDXjtJRRKF3eDRNO\npzOG4THAM06nc4Y/4jScS9nwiMGcccIZA18w8IjBXzD4MfTLOuQRfcA7b6F88DLkX8O1v6coz9eD\n1ppxRFZPmU959DyWuc1H8Jq3ZtTaM3rV4/LGK/gR2VPnt5z/VmxP1DZOpxM+97nP4f7+HtZavO99\n78PnP/95fPCD/z97bxcy21LeD/6eqlqru999JJKLeMLxwgsNuCGikagBIWeIJ14EHINiUKJCDEJI\nEJFg5NyEEBKVXDh64TBCTBxkBpPJgLlIAuZDLyTkEGLgH86AEjAct0YnSJz/3m93r1Ufc1FfT9Wq\n9dHv3jGv55+Ceuupp6r77V69VlX9ns+fxUc/+lEIIfChD30IH/7wh/GRj3wEzz77LD73uc/h2Wef\nxb179/CGN7wBX/3qVyFEGzH/Dw6CbNXnT6dA1gzNPVFMRBGd8yjQLWlgkRUQ4SGmfHDnCzFfkFt2\nxvWccICh1Aa7WWVBykKw1lcTwl4HTVCwiY2q86gON8FcakCfDEe4ij2alkQTsTN2kDIk+iMfaU72\nIQdGYfpWtaMBjA/t6zTBCoGxU9BKYVS8lQ1ee85Z9ji5YHjgrnzaOXfANa5wdD6k7LVjY9aPndy+\nmGNPEu5IcEfRbk+Bvia403QOjpQddVvVXsBf2iR2M/yaTvcoHs15BQ/B23rOX8MAW89pS7z6et+k\nH5eO+jte2PcJNC2ot6A+0J3z/dRaiDjWG1A35rm9jzpWJzvmiY6LimmC5JgMedWMZLW6cJnng2Zs\nHStNzVy4ZDW9PD5nNFQa2yyHXDGQySR2mr4303Vb02ZQMIOEPUvYs0h04g0S5sx5CnYQmXeWcINY\nDhDAawwocG6MrR3QtvCAqXyixVtr6zLHX5oTAdCcv07Tx2c6h3oH0fnnLSaxVZ1B12sfarob0PcD\ndt0Zu+6EfXfCoT9ir47YixP2dPRJxOGjrQpoOFgYAAMEHBQMHAYQTpBQ6BqRP72p6rS0DNPavHiJ\nSIecP7Edy37MG5R4rB95FLWq8bg0Ry/xHLab/S9UKwmWfKoCn7JAwIrg48v7Ivj58n4cp+UVzAcC\nWvNzXVNLParyZ9+n//OIy0OgjaurKwDAMAwwxuCHf/iHcffu3TT+2te+Fn/yJ38CAPj85z+Pt7/9\n7ei6Di95yUvw0pe+FM888wxe97rXPeqP9R9VLgmRPQfzL+FLTFf2+maOor+GSHBOiMX/VR3tpT6U\nNqIFzVau7eC14QBc8DZIQ+PDPqJDtOOPG/4QAM4Je/QYvHSLGYDtcUqHK5/pvBXFq4z0VfLLOqAP\nubLLekrW1DEMw3ROrGezgzkr6FMHfVYwJwUd+ycVxny/SYfXuJFK6e2cVHeJh+p3q+k7M79vxRM7\nb9Io9zbRYuedaaMfWOrHurfeBHLv+yQfnbiptDePd8y0bflJAGj+9jy64Ba+bKhZS3+pZT4H9LVP\nyCUusXGjvInNfj2vlaujL47U8zk8Em1GdINGN4xQow60zrxBoxurfqC7QafxWWnwJbT/sTebsjbB\n8aM6YxCm6+FSbcx1kmA6AaNkaAVMJ2FDa7rQKlHOq3jnfodTv8fxMb+exTVtK33EAYPpYYawXg1h\nXTt7cNXmK+hBwkQ6tIVSdMFybXWsJd2+hH/p/5sbU5gXGm6le/jofKFaRbCdgJX5N9RMACdV53Pp\nKQ0hDUhYEAwMBKL9xLbsNu2gNo+iSOUjT0oYn4oAjQitTb6BctmrLgYlmiamDnyLHMRoZp6jEGSE\nfLWhdQKZjnwRaRQ8DlT4+r21jXT0dY3fuKa39NdX+GkF0OTNlx9QEPQQIbKttfiJn/gJ/PM//zN+\n5Vd+pQBAAPDpT38ab3/72wEA3/zmNwvA8+IXvxj37t2bfe9bCIIOK+OPCvw8Cv6SKn9NdP5oSxbK\nRammCD1RzHEAZJpDECAYCEh490EDgTN6KBzAE25GV/ky8Wa7Lh+H11sAGHWHYdxhGHrfjj2GYYdx\n7BM9MHrK30EPat60bCsvJjmpf/4a7MZ2D+BqOka9Ax0sxB0LurIQh9BeLbSHaX9PHnzuKR6Hcj96\nIu3hs5LvE2wtXyNhFyTgU9fTpcX7YUsL5LRCrK+NAxlk3JSOG2H8RDeNmFe/b91uGeusTxrb2RG9\njUlix8TvE13382vEYH2Y6xgO+4Z0DHPdrG5lPFQAKcy1pO10wXskdxyyto0/nw06Rp9u0SQd1M5A\n7cy6udVCHfsOQ9fh3PUYuh5D12HoS/rcdb7fh7YY63EWPU79FY7ygNN+j6O9wskecLJ7HM0h9Pc4\n2QOOxtNHe8DRHMK8A05WerecpOGkqbbzEpq3Ld7a2FzQhbWgDLwfQdCcCdwGMznXe8BrlYCREkZ6\nwDPIDiJELHNB4OijCMqQSFlhFB3O5EUS0xQRns7rWO57vRCldY2DH57E4fIVO68vac8NN3YUraQx\nymeJYn619i/t4VvG6shql4qeeO1mBejbhH48YMoc3Qqkwum5fXFtv7xkP/1fN8+8ZWUGbXzx/wW+\n+G/LLxVC4B//8R/xve99D2984xvxxS9+EU8++SQA4Hd+53fQ9z3e8Y53zL6eaP763ggEPffcc3jX\nu96F73znOyAivPe978X73vc+fPe738Uv/MIv4F/+5V/wkpe8BH/0R3+EF77whQAuc1RaLlwjU4uP\nBKP5fNGY39L4xFLb18RSgRlibTIxorYUsZZqKoQdns3hGKn+ajzyTm3H6gCnCEZJWEUQhkBKgqz1\nVbmQWDIblxBsSP5oQdb5eVQeyjhd8Fy+NpNlzQF29LkmrBZwY2i1WOFL2JFCK6balKW25kXaVD/Z\nkhmSBPDYzHitseN1aYyNi86iU0MwnTijVzFz99nzugF9d0bH6Mjnc1qhFzgva+bm+QIWZQjfm9H5\nV583QprTEUVawKbEqEn66AykC7Hq5sYck2Q6kx7TIlkqb1HyivEwlsKkJ9MJT2uSzJQi05rNMWGO\nrRbbJc1TLtMtUNrabHTGlHS0kCa0bC5pB5wBew24B4DjbYO2nP8AcMc8Jz1Wbkbx6WYUoa5UhCq3\n6VFZHF+yxNrK21LW5pEAZAeoHpC9p2Uf+g06VtWVtDhYqIMGDoA8GHT7EburM/RBQe8l9EF6utVC\nQUuJQfY+Uaq4Cia+IWany/E7oxkw5127PP+IQ84TFBOg1vmCAg81L+UMojZ4mgM3a7xLg6zU/ehb\ny4HNkl9ti+4IVpIHNtKDH8RExVLASOGD68gOZ9mjlwM6cUAvvCkp19pG07b5KuCgw9bjRZISFgox\nSbZeBAs1fy4h+fRwvwxDas14tA7ZouVYFrAReLj/mDqjY4JUf2ZBAHcsYThLqSGdDeu5m2qfLNNO\nBU3hnKbKhX2/bCkkzQ7rQnMOUmJt/n6wbI+p6LT/WNec87wsM1KsJx/3NZbf+n/m3+KHfuiH8HM/\n93P4+7//ezz55JP4wz/8Q/zZn/0Z/uqv/irNeeKJJ/Dcc8+l/je+8Q088cQTs+95IxDUdR0+9rGP\n4ZWvfCXu37+PV7/61XjqqafwB3/wB3jqqafwwQ9+EB/96EfxkY985EaOSsuFKrp1on0UGh9i/yOW\nanutgQohHLyp/ZKooo8LvXTwgQNQSsXqhHFnlIESoq0zM4dzIiSrExJmq5lHXS3733P5PubG6uR3\n9amoBihzZmSxL1CaCNbmgjWPmxEeGL1zoN63viLnT0p8r6nh434OfO4lESqFKiyjt/ElGezmgmrT\nkOLI9RjKeWmsNovK79EnE6h5OppJxTCr2e+iHUh0Keho1DQubW7+1l/fJKWzENZAWgvpLJR1UJx2\nDso6SOv8Idoi8AEZaFmfepdOxAtjJLyEP7cWJAlC2FKYIRwgJSAcSDoIJyCkhXAWlmq/lcu1QQDC\ndfFhV+UYoi2OkbYQg4UMPDFayMG3NDpQQCXu7MGMvc6tPYYa6IJ/AuwZsAPgRsBqwJrl9D/x3Oo/\ne2lgDPYYA/NgZ6nP6bhELVlGmcacVq1//kv7hJvFoYnvRemz+/xgGjEfWYxK6emBeYeMFT0E+ux2\nHuS44MdoPX1yew96bKaP9tCce3QHxEiT/iJyQBMATtQQxTmBdnz+0o/gqgvAt2vM8Dk44nvnmvaJ\ngyAeWKgGO63gQxXtgt+IEBJadt4cUhCMFNBCQAmFQXToZI9ODFBC+5ZGdLE2zFqzCeuQ1v0OYwIe\nCQiw1ZjgmBAyryXkXAldXENj7jxtIViyZ1YpjoYa8q0ZsPQO5FJ/y/rOBWLN9T9ALwLgyMOcEd4i\nRUNBUods7MbNAzM8izsRF7+1+ms8YR3I+GspjPNJpy1vkfqRJ/gcY/MZ6lJtZh0x9flYbmh39m//\n9m9QSuGFL3whjscjvvCFL+A3f/M38Rd/8Rf4vd/7PXzpS1/Cfr9P89/0pjfhHe94Bz7wgQ/g3r17\n+NrXvobXvOY1j/ZjPf7443j8cQ/dHnvsMbz85S/HvXv38Kd/+qf40pe+BAB497vfjSeffBIf+chH\nLnRUGho8Xh6liRut0CvjTngRgJnhSQKEALRAESo1tdjuA7Q0Hn9FLkFwF/KAbfb9a2NRIce1YHU/\nbk4LEZ3EzkIcDMShavexz8cY/8p635iDDxXO7Zq52UG75RtHHkOSaGU9WkmvjxFcek+euWSel02/\n+OensEJGOeGILoESDYkBGh12UNijTqgZaQ6CpkkdRfoOS/0sn6uP9pf1JQw60uiEl+51NKITXhrY\nuZBEN7Sxbx3BOqBzDuSo0O6kyqVtM7UecwRYIWAFBW2Qgg5aIS2U1woJL303JKClCmMChhQ0SVgQ\ng4C5benK2mMI90rM9xNaYX0uIGF9lQbWWq8xshZQJogjDYSjdA1oBKgDMAIitBQCqAiJkBTUL1tW\nsDZINy21ldgTQOSWgRIwD3C2tjUIcshnhhoMLdUa2NykBYBOem2O6oFuB6g9oELb7Vl/B8g9IHeA\n2AO0hxew7AG7kxh3HU67HU67Pc67XaJPkd7vve/QnvG7HU7SR7U8Y4ez2aeIlGft+zGS5VnvQ7ub\n8Aa9w2j2MHpXXkSH6YXdwlt43jZXoNxy1Q3fRyLsn47tpa7cV3vH9lJX7bsOUA5WGBjhQII8ICIv\naJSCMAgJRV14NjWUiEk4NVRoo/ZivQ4r436PaCX2VBMe3+/K6u/jqbCqBit8bDo3F76qb9Nz5zn8\n/ePOdxPB2vS/TsvSHIKDFMb/fjN79JZWWAuhATIBSIUgEiK2BpkXxoXhcwCy69/lB7LcEAR961vf\nwrvf/W5Ya2GtxTvf+U78zM/8DF72spdhGAY89dRTAICf+qmfwic/+UncvXsXb3vb23D37l0opfDJ\nT37y0ZvD8fL1r38dX/nKV/Da174W3/72t/GiF70IAPCiF70I3/72twFc6qj0fzP6bqi8tLQ9eT3O\nbwAAIABJREFUtfhoCx+sjbK9uJLzcS77s+y9GOix4X2d9aDHCi8tNoL968AT8C25DIQeRV3arbfu\n7BGIzAVv2DX4k/CVLuQmstlZP2TBrh32ZT914o901IDsknaEmXfRDL+a32FsHjBj2SKxB1Atcy3v\nlLXWy6xa8KiEULFmKAVQer2Gg0SHAaWUr+U/s8SPIIhrdG7S+ltnfpPa0pdkgqT05lVBe1AT3zlI\nSsnFPvvPLvxnN+0bkv7dKMBFytBxpGCoQSGPFLHYTXEedem65HusfAjLpbjNI8BLk5X2AFGOUEaj\nM8EvKNLG08pmujMaZEa/GZ8d6BoQ18g+PtesPgBwXOcbB5jg2xNp40Kf8zi/4gGAEl7+k2qQB9V8\nRdU8Nt+FJZpHaXfh8J14jfFE84P2xtKcLgG68hWHTNMBwFV7rKBDazuCVhKj6nHudrhWB1yrK1x3\nBxwjrQ647g5p7Jj6V7gWB5zcHtp0GHWPcewwDr7qkfXHDnoI/bHDGGg9qGx+3FKvXQqG4g3Na4u3\nNqfevre8Tz0u4a0tFLItJu+nvW1uzPv7OGFhCdCCYIWEIUALAUEyRFbtWBLmnLBZUnbZb3uQlK75\nW7xOanFUXefGOb9tSjc1glsaT1qpCkJNNSzLc1pexSO6JOBb90BW6VuWO6ho0nXKVT4Wv1crIMUc\nPRkT4exT/W6t33JurA6A8U9f/C7+6YvfZZx/bq1It7/c0Knzx3/8x/EP//APE/7Xvva12dc8/fTT\nePrppze9/0OBoPv37+Mtb3kLPv7xj+MFL3hBMUZEi+hrfux/rvq1s9uj1gLF1lZ9NMYiL4AivvBH\nfLS0YLd4WzeJtfmP4FLQzoHuOGBvQVcOdKfR3nEl7yrwQl8cTMpwvdoujHUuLIFOZ1thl/t8zNsI\nm6QxUGHM+76E8JehmtSnFBbTxHE+FwImzGlbcqvmkTzOHVI/L+rxh5seqiJA4H0PhTw/PytbFuK1\nfnzPdaDDN425tuS1Xr+0KQnYAszU4GZLX0EX/mxE9WY83Xxb/Hojjv+B69Nyy/97bk1YJ7aAnSVe\nLwf0YsBOBlNIFwC/C+Y0zptL7lw57ltC7wA1auAaoABu6BqgAHDogZuM5daDp8iTBhAG6KLW1wKO\nmW+4yrTDtehwKCUmMKFCeBL6nGZCFgqqoLhtzO4s81tOLvyAXcvLWltDq1WA2wM4ENwOcAd4R/o9\n4A6U6Tgn0ZHv5xxFh2t0uKYO1+hxTTtcY4dr+JxlD7DHNR1wxBWuKaaxPuCarnCNO3hAVzjbnb9v\nXQcdkj5rMJq3toO2CsZKWCtgrfAgsjZhc1V/Kz9e39Yec0lEvq2/w9pvGX10Y0qA1h7I91ULf+SI\n9zq59ABQqEJQSDIOCOEgJCCFgxAeRwnhMsAJicjzahlPEAIx2YRfnaerab3aPqoyb1q9Xj04slDQ\n6XsJxAh3dTUz/FzrtXbadqtzTAVRSuiZefWOGAWT3qDOW1I4KNQiyal4ciq25IK9uf1l69jkhPBk\nqLH81rsf2b3wfS23MAwb8BAfaxxHvOUtb8E73/lOvPnNbwbgtT//+q//iscffxzf+ta38CM/8iMA\nLnVU6mb4sdSr3VLbWin5+7TmX4Akounb7Odp/f8azTyisiVhqkDblC68Vu4Mdldn9Fcn9IcBu6sz\ndlcn9IczdocB/dXJjx/OYV6gY/9wxm5/xt6csLe+PZgzdta3e5v5nD7YU36NPWFvzhDWLkscN9AO\nBKtcqBZWCR/lR1GgKfES3QnvCKsEbEewUmAkO1mc8hYlYWFhGFTJMq8IP7wWiYOZm9JzG+QlLYCN\nW9S2yoMlcCC1hc5X6OHMENavyTrsy4aIbemk/2TL0skMdtH8Hbfy++AP1hP37yp9w3aTQ0o53vXa\nh8PdGcg7BupsIM8Gagjt2UAOnG+bfBiAKud14g5BSxG7KhA0qWqGPzcWl9W1A/XSePXeLr0/Nf+n\na/GkwEjKawFJeed4CprCBX7meW1iFJbM5RXKbQ5+HvkOQIzGKaQDdQg+iMjruiYftCAGodEWwliI\nEDyDoh1jK2rbWm3NrbfMpd9saeymwsDW9jq1z5r2431ajRPg/f6k9fnvpIGUGlJqqILWiZYyrGOk\nc1AX4ubN6/YDLR5fv/1n40ZlqGguZCktG2ZD6oOH5C/9mOox6TSEc6Fa7xcT+4m2VT/40Dib+oak\nDzxD0axYskA0cYwFoSGZaB2D0lR6tbl26xyul5vqxZYDSsyt6f9V4CMy3sJyIxDknMN73vMe3L17\nF+9///sT/01vehM+85nP4Dd+4zfwmc98JoGjyxyV1j5SS4yzBF6W5s+J/+Z4fOUFSjO6uCBFrRG3\nDXCBx1uueWp9xwt48YCxgw8KEKSSia77M7ToDfr+jDv9Na76B7jqH+BOqLxf8LvQ3z3AlbzGwV2j\n0xpyMCnXiBpMaDXU2OZ3jKYhXMstmHSJJwHrBIyT0E6mlm8rpRdQmBfpwG8dRtoHlFbr51lkm8V1\nyDM/Vsul1sKhtmRX/m4tYUIJB9pQooYOWzaVtuI/t/E7tUK/zoWDnfPGWoJlcazlARW/Zf2dbrKx\nTn+R6a8W+RksT/l1top8MCr704NTfk0nxyCsyIE2eJCNqEUqeMykNAXSsPEAY7MzsLPZOdit8x3B\n5/QIeUGsEClHiBVe4+oSTXDBNyvlAhFee8uhb/Z+qDwfqM2/JOT5lrlrT/ElNJck1/fNlIeki9zj\nCEsSg+gxqg6j9CG0R9thtD0G20PZDqPzNFkNsj2cdbDWwVqAfOKVaWCDFPyg4qXgCZxPy5qgSwHr\nJWXu3DknRHMN3oJ5HykHqTwAUkqjUyMUq53UmVYjlAt2AqShyNPxmarz622pMQefDwG9tE/U/el+\nA3hBmnRh1SpaC+lM1QYdigsrtvNiP3JZM9W8/OG4REAyg3IIZrJpCoXbxsGSNzl0AEBhPScDRQIC\nAmLOWmNhB6x1KzeZszTeWtenN+DCNdo8pyz/28Z5t67c0BzuP7rcCAR9+ctfxmc/+1m84hWvwKte\n9SoAPgT2hz70IbztbW/D7//+76cQ2QAudlS6rKwBhjnR0dLrgRLgoKK5KCmKv2p7uI0iK4JX2afw\n2oxX8FvzXKbvwNcrzNCu5NXtHUB0FlJodPKMnTjhSlzjMfnf8QLx3/GYuI/H5P+X6BdU9GOBvoMH\nTAJkIYyPmiK1g9AWYrAQg4M4s/bsCj6dXam1ihtlnUx2LqhE4DtFMELhTD6XxiBCW/Ujrx6PdDZ1\na5lFcXV9m44Hp+lxt15G/b215Qi9BnTmxuN7bts4ljeILSCntnquQYQDwbrwqV2ogbYQRX92LrxZ\nXYxmFFsil/tszG+wbvKa/GQvHSPWjhj8ii/9Go2x+B3Bcg1R/kX4vbCF9ld9GngjASaaSp1btJTb\nbNqX5viVstYg0sW8WeCzUrOb+LzxziUVQPEf5vzxlsaidH9rnfvUjghDXMNcj0EEAY0LfddjcEGu\nH/pdaEd0UIH2Ia5DiOwYES6EwZ70J/zwOoT1Ovq/EqMFG6NqXhJgOQaCqNxqAaRYxXN9zuOm6vEB\nLTSatB6y28Fr2DoH6iyEshAxGXhnoLoAjDqfp0u5IPqi0Qd7Eb5/sEcc7BF37BFX9hoHe8RVoK8Y\nvcTfuSFdllRquewGnhdEBCAhBEwQQqSgMJEmghEdRrELdOZbmvfBuYSffrILaa4H87tWLSgrLSZa\nBt71XGEtpLUe6Fnr+0n40xqz1ZjzQQ040L5pfT6WW2oOR865W3PJPTD6v1ZmPYT5WtHfAlS28ur3\nXOpXY4K8J3AXWsX7KHnFPBR9umNTYk26Y1NSTrpyjM78Kc9hp054DA9wB/dxB9e4g/vN/hUezMx7\ngIM7+rC92hWtbPDEGIBRDPUbaKmtX5w7Aa0kbCegO8mys8sq+zpr2fgou2ZWnUvpMdjTGxfk7E7l\nvlNFnZtjIfwBPITNjod0IlfyZ+akscYiP91u6mN2CZIiwC+NJNDgRVjW4tWQLc6ZQjc+r6at80Cn\naEFNvg3Apx5zzgsOkl8Qhf9CCFLF0DJ+AhjpNY9uGXSTg1q1gfO+4+x86It+TQkExfsg0LP8+Fri\nxph68VC+1q9BzRbIW/MIrvj9b9ryO73VXu7Hlp+U9lPTHkvAm71z67+t0fzpa5Ut4wYSo+sw2N6H\n13adBzgVPTivEZobT3l+YtjrCHZSuGwqQmWX8wMNbNDau/U5j6JEULOYX4gavNwn56C6EV0/+rbz\nLeepzoMg1efx2I/0wR1xZY64Mte4YzyouWOucWWucWUCba/LOeaIOzbP2dnzI7ksOiRz1SH3ka+Z\nN0oFE1otFbSQeU7oG5GFWry2hAzzPIHa7mDtGWrZKpTCl2Xjtan+3iQNl9DhbBIFthO6PU5sPOYA\nAnAZ4LkABNEveGusH6RCRHC/sXHuR7+/3+8WYjO9Ms6BRL1yXtLW4pKbtDx5iGz0Wzr/ap4QjaRu\nNM1e3Td4bJ7YO4i9gdxZyL0OtI/OJvch8lpB5zlSGggy2OHsAxOweoVr7IMqX4XDDBDDM/c4hwWF\n4KOojdRDKOPtp3uT8r8I61Xu0kWeSZIUz6OQ78UvJCNJnGiPk9jhTLvURvpEnL/3WdMphIyN49hh\nsDuc3Q7nRjts5DtDgKYQ8zccEDTjGfKO4jpsqIHveB8I0Yecd/xOmSMzr6ZJTnmSDISI4ZOND80a\nQimLRJsQtchWcwxcAFnAwx1GY5mDP/V4SbN34I/iaikXRipGpm/S4q3xSyi5LO1s9fNnm4eGW8a3\naBjyeMw0Mx27LMpeNPQsw37IhYOEhAmmM+Wc+gASQdAcsAEARyvjBa++mq12G5Ca0tPjVoueihha\ndSqu4LUMij+ns1vS1Xlhy2B6jKl2vrV94HdpbDDBVI7Nja9NBzBuNtYyIVuiW8CGb3/8veLjQozH\nH80gtChKLaxoCS8iLxlnEJM7MlpQqYniwROi5YUFXBCsQbmQlNwL57TsCj8gKbSvZKCIG1Rr7MUR\nB3HEVef3VL+/XocwF8eYvrbYd3l7wBE7nL25abx7XLgLHbsLGzxRRMK0/t4hdv9EmmTZL8ZKXgsA\nlXWq0W3VEvAsix7mRRhLoXoizzbehz355Lz/pMr5lFRoeXJun3/JpDm5r8M6WEi1yp0mCrgmfVfc\n5uvb4doZ+ZaW55M53H9sqaPB1WUJ/GzlPSoQ5FD+ssT4rsGvdwUJn3ocHgTtMfXladU9vBkb61Pv\nIHoH0fkQjao3kJ2G7EPtDFSLVsGxkww65h8QTTUcPOAZ0KeDjAdAXstyjSvcr8JTk7hsoWrRA3oc\nccAJe5yw30TX/bPdwYwKZlTQo/T0oGAiPXpaD5lu8bHFIXjFgZik89H3djbXvYNIfQfaW5C0IOEg\nujyH2JwYTpofcFv0Eo/A8wQtVzPDd+zA/zAlbpXzMX2W5Im5PorCZYOlnHAiNyyO+3zMheffP/Hx\nuF73uZ6s3X+YkOGpWo3eDOj0iN6M6PWIzgzodYsfacY3Izo9llJyLi1f4tXjwPyy3OrPjbWkp7iQ\nN3dQ32JUEKoTmARVMXWwFen7E77yAVeMEl6Qw9avvI7tgzeIX9PO2KW1LYKmtM65nY/6pjuMWkGH\nMNhad57WjB47aB3WOi1gtYAbaf5c1TqRLfHmxmoX2bnfMb3G5Zay5jYl96LpHK799erWSmvFfZd4\n0lfW1vOc9b+bUwpWCWhlQaqDUBakrG8lo1lL0ibzW/5cZgPrgdG1x2mcW6bLjWG3JYKQq6F5XdPM\n8rJFeDTXnxMY1RraJbp1NljX404BTf1J1wRxLZ6jtjBmTlSVV/W2gHD6330/X8cpr/0edfn0yvgt\nLbcQbQC39mMtlVpUtLRz/gebw1EAMSK0FOK+ihmaROiLIJGiDH7mwM4W/h5wyR+Ggj8M4KK5XDCt\ncx3BKYIL/jJOEZwk74QMm8ANgALobDlYR1qF3XT66F/W11A3CuIZ42gN6H3eFhKwQsJKGUyqZHCs\nlN7kToaxTsBqCasF7ChhtfSanJgAtiX1XJOKMh4Jl0Cp6jVkpxMQVZ0p+MWcLgB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RAAAg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wC4du0aHn74Ybz3ve/Fhz70IVy7dg3Xrl07+Lh3IAhamkiUU2KH2sg7NwofmsV5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\nr5ZLSdsUPVfniUM+nfIX8h6U/eakpinLJzHdL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5K1Fq985Stx9erVaNZ5fHeP6U5P73nP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\nGQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "minima_at = argmin(array(amdfs)[:,20:], axis=1) + 20\n", "freqs = voice_sr/minima_at\n", "plot(quantize_freq(freqs, quant_freqs))\n", "ylim((50, 65))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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pkvStbzHrGSmuPdvIzzbys4vsbCM/b/H8CSgFKHD+OPUEAABAX3h6BnT+fCknJ/QVQPiY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\nqXAt5VsAAAAASUVORK5CYII=\n" } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [ "times, amdfs = windowed_amdf(guitar[:44100], win_size=2048, hop=1024, sr=44100, maxlags=1024, k=1)\n", "imshow(array(amdfs).T, aspect='auto')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 79, "text": [ "" ] }, { "output_type": "display_data", "png": 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gs6U+Dm0b4rF233YWafYETaQLeHG0vaTKbson/J4UFQpUKLFCyWuUOMICeyhx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\nHW5Vl9CVgq4ldCUTXsVxJaHrMHa8kbIIQ5ZVwRlDkeV9yQ1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nN1jjkobjfl0ib3UDvVPo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\nAAAASUVORK5CYII=\n" } ], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "minima_at = argmin(array(amdfs)[:,20:], axis=1) + 20\n", "freqs = guitar_sr/minima_at\n", "plot(quantize_freq(freqs, quant_freqs))\n", "ylim((55, 70))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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peuSRRzR48OCIrzFp0iRl/fPHZh06dFBOTk7jN1jDhmPuueeee+6t+wZeqYf7yPeFhUVK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\ncMT/B/JilIbRDYx8AAAAAElFTkSuQmCC\n" } ], "prompt_number": 80 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Cepstral pitch detection" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Pxx, times, freqs, im = specgram(sax[:44100], NFFT=2048, noverlap=1024, Fs=sax_sr, scale_by_freq=False)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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R1vBbnYDulMQIv75Cfu2ly3VJVqDWyGv4Gr5u3Dqt0eZ4+nel41r7ba13z6aE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ds5LNCm2ks+LLZVCUMf6GAenc5tZympcnBbF8KaglTKFezsS7bxw8Fl46TnqNRM+ENjavcc8s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Rqbo8W5vNGSRbabPcE8PuPRhLYdXT6h6631tXVHPXVmQsspbbR7us2Extjwn2yAiRuQCzIV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\nC8k3JUGNc3V81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} ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(log10(Pxx), aspect='auto')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 82, "text": [ "" ] }, { "output_type": "display_data", "png": 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1qgwEIfZda2gQnlDj87FUZqy375J7ND3Wa1xAXqSlI1F3j0bt3esj0wEe0+/C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\nE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NIyJah3VJknSztYUY2ROq/VeZVjHTfvGY+LQEzk9BIXD8WkCIPLAGVtkSK9lVNatbSX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T4mRnjxWN3lXhQgdv4azB5bnp+A5jcfRsDNjLmSxcP5ZdVIyPZ9p0lzk3Q5fh0Ap2WdyQbUSL\nIqFOA7VizpM4xp3VBEjzRuK+Uqd0D2HhSlzqmMbVlh178JmfGNC8MwLsOSUyPOPuOnBOezjz/Z8L\ny+db/9kKJyMc1whU4orFfU9ajy1WrZqFxzXxnOhk1XLZz5wVvUuP3sJW6LcMa5LGuv94+mlEs/rU\n13Hp8fgMXZd1D1/aOounPdjGxf6iwA68SmTUI43WSpxTEO9RKGWZ6Vo4qjkz03sIwPZ4we3VBbfH\nC26vrtgyHOPtVcQzLvMnXMX/6oLt8Qq37rg83HB58ZRiBT88JVyB18R/fZFofH+C3bo332/lyVnc\nfBlYOW+HmX7sLHxfrRm/OQC193bBXqX1GQE1ruzXrXFnJhCOQ5HRbtmWf8l7hyucoJl4RQ9I3uOP\njvUa0TONW/jccTH/iv4L0yvvXYrpX//1X+PDH/4w/viP/7jC/9AP/RC+8pWv4O2338Y3vvENfOxj\nH8Mf/MEf4DOf+Qycc/iZn/kZAMCP/uiP4ud//ufx0Y9+tH4ZIvwn4StT7xBA1R4ruT+pSYd5PCCs\nYwFApRiO0gAyvk6nF47PT/j4PwnmEhDPrO5JMPMGwPQ0TI6XkEqa73go9o3H4uAhHDi5fA5pxu3R\nGm3Sd6qcP4Xd5TNMnfOgxRcnSU16P6B7uMVnR0vkgigDEYIacqy9dIZzJe6uqr5TKP81voYrsSbT\nyJY9qGXTNFnUvXsdfD5nUjrN4HMkLTjuQ7VpDJcupRX076Fxhyc969UOFnR3qWmFLpdWsXLSiiGW\n2NEXUzSd1QlvqCgWbkbxqfqkQX6dofOb36MwjeAjgfEe+v3XaFiyJgRm4BGdv0G+vyWoz+E4L9D9\nP/tbNBzTNTwu61JzzuD42aGbF+VbR3XAbl+WwmiVSy+ubcpjZcNSPmycTNfl2Ma6Hc7Edc16Tm06\nN4lll9j4/j0s2P3/x937xGy3JHdhv+pznvebsRPbMbbvxXNtjcSfxTgoEo4RQlEyQmAkLwhCeCzs\nBUKKlGUQSLCLSDYz7CxA7LAz0qzYIKQsWdhSCJINfMi/9wAAIABJREFUVqwIk4xlGGPf8YwgWLKY\nYb73Oacri+7qrqquPuc87/td5U6O3n67uqr6POf06T9V3dXVZfV6q/HOK/ZcV6/zYng6rvM03soH\nMJa0Y6Eyxi+0Y0k7Ul2tHnDCO+A6b6J+XFJvE7a9dJxvR/qyUwRjCzlqPeeTXbqf9t/PwvbbzPmO\nfikOj0xWRn7Wr+Bi52cllmeIDysZ1+6O9wcXWvlW9s3Opmeu0KK+9ix9xqt7MR0inO+PZrx+fPHx\nlX7J4+LnebSPsf3L1esf0s+8u+Ni/vW//tf4/u//fvzlv/yX8au/+qv40R/9Ufzsz/4svv71r+O9\n994DALz33nv4+tfLftGvfvWrRgn94IMP8OGHH4b3/srf/FKDv/OzfxTf+dkfDfm47b1L4L3DeU+V\npvfteZrO2/lAaB57iyLE1WNvrh59M1KNScXJpSVPql6AT+dtydMtbzkGxQ6wZ7PZ0Z3OYCSUdz6p\nhPoXr/Dqt/bwEe1MQCu6o3oX8u91XB7D++O6qHQ1br/k2x67xFTJHdOE7pmuz1TVrlalAWCnYqqx\nYcGCNwf8Ga/rMmPesw7sGB+pOnMRwYbHVxDte/T3tOk5zpcHUASewUPidGb2eFZWZmQJgPZ+OCrv\n1kPizf2qnghY0A32dLuYwTMFysIdd64Sz5TyZYJXE4gnde9cHRnb/pV+bp3U4Vn+d30dleY53EtS\n08eym692ntE1begHEfSNQxzTfHn61cdrI4d/hnJJO91Ne7MnKc9wkQnrhuKVt5srRj5Rz9dpIp6j\n9zjCz1Zrmwwy3W7yMhyjmx16c9+Xhjturd76ceMId0af15R5aUYl7/MfpV9Ki/ua2Sg1G9EsbVHY\n+djnf/047cvb90UvwXUpoGC7RDA3rz+qAV0xe71yFvX/vj+8grvKH6fHbzL/ppLPS0uPeGCPJi+6\n4zN//d4v/B/4vV/41ZCmrxcpptu24Vd+5Vfwd//u38WP/diP4a/8lb+CL3zhC4aHiEAUNfJOj673\n/+Z/5zBxx5spgxYgJSAvaE56i9fWmo1LgpnBKHFmRuZcjijhhMy570cVL7yZwHmpMJp3Xs4Ansng\nmTt9wNUVQ6pOcsyRMOboGLWqqY+FaTzZHB8jymNRaGHPBJO0KLNUq2SU9vlRBMmy8gj0o0qANqx5\n3MCrhj9Wlf/oGBiFy0c8Ki0OhohYnfvKFq+cEBlciumc62QFy8pw6nE7HihZGidkhzf8oP495Nuq\nVWwMNB5p+hghKh52P0HfwifxLXyCvoVP1PhGzw2W2PMYGP+x0Gt6NB5Jr8aVWnLWgT/W4cfCdR+a\nCn6OiwY9PZA83uH7Qb2nzwTZl9AY54P+rIyAsjL6XE/eTHhCV/lipZ+Goefa5AAhPhD8ygz2UZox\n83YqX20cO6J1Ey8Gzo3V43QM2/RjNfta0G8axdEUWamL62HenuOIa/w130J07DmPnllK9+z9rjzV\nGW3+FtFXtGUvk4LrAZ8IZleUJUZRZEU5jsRrD7/r8HIDw7Hvl6DL7DWXbulWgfBtsuOitjvDxT3+\nWGt0r29xlhaNJbPe4gz2OKlTr5ucGuGj4N9El9ec76Ut2cZSuqIU+XL1vyZ1pPQmZbTro8XcGZv/\nZV3eV3rFiOejuOK64mt2TDvi878R/a5cepLgdsAXXd/32Q+Az37Q0r/9P30x5HuRYvrBBx/ggw8+\nwI/92I8BAP7CX/gL+PznP4/3338fX/va1/D+++/jd37nd/ADP/ADAIBPfepT+K3f+q3+ML/92/jU\npz4V3vvf/IcfvvQMw4HLOlYhoZ63GfE4HDCftbIFLhX9mE/g2aB9RLuS5/hJjmlzIW4uwllR0ONi\nnutv97ggMnagZ2tYxzjUFWP/9FH6EZo42WoBCm7ehMny6D3GNeR6bFFixht6iyd6izf0XGK8xRNt\n5VxTyijOpQmZyjmmd7ohcT1OSZ1veucnvKU3+I/4JJ75Cc/8psY6RLiCv0/wAhPqmatDuE/xS4Vv\nNV6EN5V0VyTfzeAntTaeHSy4menQ+eziy8KR2gfAPJE3fTrDzeAzAeW68KLx48Dt27Ed1GPYf7Ur\nQtyMHtH0Lxy/29HKgxVtpE4NQjxHzij8LvEK86gE6FW4BXtpIzrtVt+u8BLYPX2pETBvCfgeNioR\nq+Je79GvjRK9b2VQe+7ormc4X5+OjA6v0jRMYHMu5HwrQ5l68tsaop1hC/b2bWw/QRO49EVn1gpS\ntr4fkG0gEd3zepqtO/NvcJZ+hPclad0XRH3FDD6jZ6R+3FUdz/XxV53WeWY0Zun76yp8c9yVbdrQ\n9ikt1fPP9XFXflLxaISa0T3e9ihHvfMR3NOlT6XgjjYd3WGGkzqh+5YY7n1V1G95+jia4CQd43R9\nlVI9kxG6rFBUSP0so6zRpwD0daxiavlL54kXEh+9XqSYvv/++/ihH/ohfPnLX8Yf/sN/GP/4H/9j\n/MiP/Ah+5Ed+BF/84hfxN/7G38AXv/hF/Lk/9+cAAH/2z/5Z/PRP/zT+6l/9q/jwww/x67/+6/hj\nf+yPhfe+Z6+Dzy4eFUwCwArP3FcIpSCJ6/GWmqcXclz1rsJAJEgdD+MdN0+PXTWDAFZ3ZLRcba+q\n5OKeu+cRfM9TspxVUDaIULl1tVWUL0ZVrgYFLVkaPE8aaHoV1E9EDDjNiwlevXcBzxsYGbY5fxOz\nCa7sfHnZGkTYTVFqcZ0JeFtPJQW+c7xnkCdK6zy9sztbZwxg5wVb4HJ+aiyYjYKaxQ14LrF4aH6k\ne3+EJ4qLEL8f8kSxbrkSR7iX0PwV4a/iovKJw2xoj4POMcZdmLA0nPKcK/bX+OzgPL8O6UHTF5U8\n2jclZxiu2PFUlQ2vlnpeTZeWp8s5mlh4hEfMJO/tlGMd953qPT3SPJyRDtr81CXHEPu8kSA44noM\njOsdOo+8/5nJ6RWcTjPosNYRynrOhqXGKxKeTmu07bvid/Y0Qm4m6P7dhasrsn3iTVZyXxqOe+A4\n6DeIaHJF9eAcDhQOxvm7NIVytB0ZeUpoI6R2GqNgOX9Uzka+RXd1DmeGSSlEh0Q9hkvIrg7LaOdx\nC+54o+7k72hDNEk2swOabVzxk2vAI97zr6/0X6/T18eVo9b50sUavaCRs4IFn126Wu5lvQiSO8xc\nJveal3K1r3uhreHWtFse2hRfD2vFJ7rm/Gh2vfi4mL/zd/4OfuZnfgbPz8/4A3/gD+Dnf/7nse87\nPve5z+Hv//2/346LAYDPfOYz+NznPofPfOYzWNcVf+/v/b2pKe9620O8v6g2WqoN28QRDdkoLoZH\nDdhR5xjD5SmuwTDKYk+7Tpi7qQLgFMooLd0u+y64/M4U5hkPN6Ws60qjODwVDHikEbgphKUDzsU5\nk+xl1R5Vh1VsNbQpHJmn9295jItqnR6cAYSHek/rQXCW7fhdVayVbSQMSnqL06ioo3ckzXkRVRFS\npyMc7riRxxWHSE81nYnApFtDF4O1kvAIrt/Jqxla1ZjD0dOUdjp+xdde8TtEqsBRGVj69fg6z/iu\n8aTIIyWifyEKL10HjgQ2jWtCgec5SAOw/bkuJRrTekVgyEN2dUfimZCs0w0e9rb3tJRtFPfJUBG2\n0oW+9iye/84xz/GvENBUz+8w9OM3tJOsj8EANbFUl3Av317WrO5wFKIp3/6O4wg+qwHSJt7g2Ty3\nf48o6J7iapA88jSjuuph36fM+xpRomxfHQeZGOghWquSPpqCVcF5fIVfzhsnlIleAk+t346s6jy9\nOdIUh5gmJjV5ribRZYxWseGn2ge3Rmcnoqk3RpgJf52Pbb6dF9z5VpWQ+ruydcjhmoIiOE4uDzUF\npW1rSlVhro4z9VntlPJDfL31S30U9XKmyp7jdWucSQ+Mqmxhb/FZHt0PnsFXefUYUL+wqgwxLk53\nXFlLqr+0+B5L4kgmndOkz5BjuzTsrXZ2lu/Y4Wc8VYdolbbN95hevV58XMxHcRER8Bv36xlk/ALK\nF2OHV95tBz7Dq4SIut8PsgLr9gGC0Pb6lX2BUHDtXNR+QBDGvagMtZ+1KpyyR7XOeshzNbjOjgiM\nDBt2i2NPzwB2nQ7uQSi74BcACys4Cgw6oWNBb2MMmEapap2pgQ2mgc/A7Zv079HLnEEJAU59V7Lf\nVQ9WMuCZuA4eZHBnebh8t02H1OG9wNC0PebF3tOJM96sb/G0vMWb9Vt4s+pYwQ/Qn9a3bU2i+8Pt\n6RH2a5tjWmbbIxFPw4/QZBB5VEG6olyVWncuJJ4JnprPOgp4NzCAE47+nnP/iTZNONp/c14aM76r\n4vEjsLztlVUrnx5XvYrIAyA2fT0yiz3h1wJRVI97mcWKUvwtYOqpr7OPpD2sLy9UvRQXCUJRW3+E\nNwpz9egq3bcS23rGlhXzaRpBOz+K1qLG9FFNXrG1fmq8oi9x/cpha/Nhths9XkWSS9evXu/8M3e4\n80c4/cb9Tj2t766vGDdXO14emyf3smfFsX4YL7eCYhr6ubgr1b6H6uqiTlcrpaXi1sqj0+0eFR5H\nj8c93fq0VkVfu8ap+9NoxfNsRfQIb+u0r+MXzLUntNf3fVraKPHYNsY2MueZx15h1texgviaXgf4\nFfqv3p1X3o/y+v4PvvpYBpl9kuIjTeKh3LTJZscBtls7mCXhx2ZRwOjHquxVwahwi+vRKgWmMgO/\nU19NM3mK8lKcIwG4AUg1LBXXQlXcjnALdxq6kswOBlM7jkVgQJ6xw6g8rCYKCNxnJ1EVQml6Cm/g\nkzzddPm4sVtY3iOaSUrOBFgpnIHJMCml1+CG5wZ4BXgh4InKhEEzu1DPU9MNVpMRGpb611ZG6Y5b\nKiufC91B6Q6mjJ2ALRGIVjAx9kS404q39IQbvcEt6fxFlZyJS2d46YQJZeCUWXXh0KrrY8EbEZZA\nyGpAkfUwvS7mcX5f2IgTQcoKQLHg5IXAadsHd/WFnUETB156eUVCxoa1trO+R1HzAGgmXu2tfbri\nfDri8Yq5fxevyBy9txcgvZh9x20uevNccdQ4oDtgGEXnwHwuCLJvbpr/JE0oCrJMvuxYQt5YfJ0L\nCP47RL3amHP+K1xLa6SPTyDtWMORZcAMjmwbjp7tMaE/KoWXwrOWDIWPrsK71N7j7Ool6cO1iTVC\n/y7yrGZ8NEE42JXaedA5rWDdlU5D80fzTWItSB/GdL0mgKkdR7PltcRDuhxdc5xey3E3NY02WY0T\nGOiT28d5qDoqbP0R5WvpA9rYwor1kBjlEm7uC+gwn565PjEQK0JiZqv7/8P+OcAzYOq69KsJGc+4\ntb5R7qBbl65vha+X04rN8VN4j5eG6B47ln5iSHWM2U4OqccpjniBlwleTg7h7hxVwuJx6A5XFY/O\nYxys0nm7fAnPS6+PnWL6zd/7znMmoDd+AHoVjB7EQxQQdCWp3N518sp8RNMNTGM+MIp5ZE7gBcjV\nW28zq/DmGMbbq9iHp4FuyuHsYoBltfSoSFWHqr3CDgpYq9DZ0lweIi6/ndGVcqWcS1oHaAV+4Efj\naQq1ismlH8NnWw8ajLKST7XKEfU9yU15rWKWg/VKajRADHXsohABRuuweF+w5Rue8yfGji0vqnOT\nzm7pnV2jF1xSZ86llJGoxLJnoOFrenF8UX6iPlHcBm1Vb2c0huNV/HpgjoeoI3i+i7YVLnyz8jit\nkJ2le53y6fL8O95gwxtN8/1KQOviaBcrfHrSS0HXNABG4Tv77RlOhAKJhS5qt84TvY8uoyldwfLs\nMzH2Co8WtVjlOQsbFnCdPIiCLin9TcZvc1yq/Xks7nViVOT0X9I7xppzVJPmtEfq0aP0d3Xpu5WS\n0euax2ubHhfRdVvQfdYs3Z9rnCSIyvXq5fuk6BK/AD0sIW5nkVmO+Ape+nA9wdvjCNfjUHaj8h4J\nuZ93TlrR2bDgjk8cKEKWv9OvtPtoND6iv/Q6zvmyJz0LtkZGG2keT0ufEq1belw6oOlQ+t+rhy1d\nO35N2teRnHDmdaOcr25xSAAnL0m8Pv2u+8GTpZwD3DH9yvXPJ/iPnSnvp/nXrvNPBy899M8L3Rcm\nlOOW09Bs+ItiOeMrFQlGSZFO1ipC9Vm0MtOUaQ0LvxK4SXWyEUyqcUVw5eOcsDeFZVFwiXel3OxG\n0am8AcwgMzujZ2kQzd4YGCF+cNB0YQwwis6sPpGtTw+l26SG+kbgvurtjqEZcHpfSJu46LFMSsiq\n6Zq2tgG9bDjf6ib1R/Bb3dRe0r3VPDY4n+XR+4daFx/u5UmHNLkHALsiRpP4ARqhHjJfBS2B276J\nkOZwGHmak61aR7zDrZaGpQ2wyt96Lb1P3e1F9jifx+N8Pdb78XV9v0Jr7/IRDKCtrap0r4XyRjqO\ncX4AfZlA56cF4tZx/EYvE2Bf9rzzVgvMHcBIm30J/sr7xrjyhBGui79dfdMi8XV6h/27eBO/WL0/\nMvXtK+hd+D70v3yZb/xN+SWL699jxHkx+6hOzWny9Wa0s0khsk4bg1jXj6O2MqVdbF7hW/DxGw4l\nwJY2lN9k4SPEeVnD8WnarAQfwekaRGGtiWoRD2ldw44/A5/Q/deJU+8KftfX63pn6b36l7H40UIh\nwh3RDJwT8l3CUuJtCXAKFvwEx9u1Pabbf/8UmvJ+7BTT73l7zZTXrKb51bUoPVuJc6t19keA1mR8\nKXHE296kpwmgJZdl9LXGko5wq6bPceDyDFxjqJjbflWHc7zFRFThRFmWvbN6r2zStKo8q3NZw3Tl\nY20ODAfLwBQIyk3I5hEP2Yu5U9mjWdOCt7g08IZ52r7Z8m1kn6zAQsMqdEz4uO/DtSN0LXuNY9CA\ni/hKTCgrJsWR0TOeqhnvUyrpW+r4kr6XtKPdGs+9pe/5Cfd8wzPfGnzPN9xZwfkJdy7ws/BofscL\n4niV1a+0VocJelXWrL5q/sBpmTdfmtNig0QwcN9u2PZbiTcdry79NPKE+W7dfH6BMbnXcFm5RzOz\nH2F7D7FWEMcT2ulEd0zR4+KMgju9neWr7qEnex4cr31XqC/7HWw4Mjeb048FuvMVvyjdO+vxrucw\n2l3m8LsMc/HE1nWtssR5rFMdPzFklJgLOIZyXoO+F3rBbszKTRzhSa/qWpysmtjWfibIxbVO4+0c\nv19jtNMgrd4P6bgh+BpzVouOcC+5ruSKes3jdNyj6m8DoI3Z+kGaxOlo7B+2yQ0uv3Y4SEArGVLf\ngHqpaTxXfn8f00bIv8kJPPD3yQ5pE0NrZJtuah7ThLfA8rYENhODKcBFfKbWNzzUZHiyzpPEy2sw\nsS6LM9aqr+dN2ntrnQBv3l3rhPkSprcpnjNhf16xPa/Y7yXenm8FV9MCj3wd1jjOCekpIz3tSLca\nV3h52gvtto88ja7zdd5+OkEKFq1ogp/xp+aoCrLlq/qK6fK+plW5OWsaGV83spWMwEVGWLKKGbQU\nuWsap4y02LyaduX6zeUz3x6KKb587YXMqlsTtFjhs0mLIAadVnllFa7v8Ssfsbtg1ngdEOPl47d3\n84Ifd6UFLP1no5U8He5097l4MiBKJ65pwZfWA4cIrY8HLkpDW+kRJSMDXM1OebEmpbmaAGWHD3Ej\njygsVH9HlBlKKk0ZpBUbaUxVSTK8aQ+OOykdSF8d151JDEsnLfcCUAYu8VwnilorJzYwqTId4RIv\n2JuDg9hIJQq7coQQh6uC8XynSsRbBlXveMDjZnGEI/Cw+3DmfOaI5ncvRsKjjo9os/jYUcORAVPk\npKHvDo2ExpkQfkWYBFidn/h40Ef76OAPADk7qfEKHYjPcY3Tdu1rlo8zYd9XbPuKbb9h2wQukxLb\nvla6plm+3dH2nHBb7j2szw1eFWxomselha479FgV8irVfACQeqpLa2x/vT7OeUa4CPy6F+iwiN3X\nze17bNpFuC+5mtryBI9VeZ3sZuxSHiK0m7Rq11e2/EiIlPFQQT+JdV19V1ek6M5q1Lu6zu5/hR58\nkUmIJ4bGaam+n9FPvkhPodPXHGQtwy+fqf1XeHwZ+AkamTB67FfJvVHkIFDZCNBYCr0krntu733A\n9RD3Jq8LjNne7aimjDTL0/Gz3s33hKbH47j3E5gx2hMYmDp8dc2YmZT1V7F4DOGaztpaLKcY5ote\neT/45LeHYvp9+d88ns91sNM0PcDvSsXwcNypz/KxrkIUVif0mb0ADzfTByhzUDJmoWzMQKN0VaSC\nfKMZYVYrKl0xais0F3gAKFfl1GZ9tKvy9gxVKWRDC3BMwQpRf4404Cd8frVJdSzzdY/jtHxzCQyn\n6Kp0GUSSSlNPQ+Vx+QjA2o592XCje01ruNDWdnzMBKbqS5fuZqDTA95rYD0UvnSA8nQ9QOvrfEWj\nt8oo/ch1tdN8TPzsYqgWlHw8H0hfF3zvcy0+VuRzTtXsXw1qdYKp41VaBj+Pz33wa05FZCa+rbor\nHAW4ls4u/24nDts3Pq8XV3iuXK+9z1H+s3v7XkzDI+1673j02xH+Km6XffI1PkrvCn+UJmKkpdaN\npdSdJHFdEei4jGURvI+l3tUJb/MuZxdd7oqithbBj9CtyFqf5xQe76z5rLg+2is8YnWgn/Eq7Sx+\nSbuLZL8Zn4SXKKGxCjnKGfqZovgKbZwEVROjHOAiPoeTyd94R2h8XqmeOI8m2kWmilTGyTTSIU7X\ngzPeM7x/Bn0d15hIRjmqVWPeK7KNl4cKbp4+kqfOadeuf0I/HiqmHzvnR//u//7UNcYqRzUzSLb4\nIYBHfpe3DE5qOXupA02Ak3TDpQwM/OUHm5MjcWa0C2xj78XL0F0efyaWxOZsLEfDQOszLERoR8jk\nvMTHyRyE8HiaXFZiqJm+1rimG27tNE+nJWNZN0tfuDtKEhPtXFc2t2XAiym3hdOAb/XHxxHuLBa4\nHdPDoL3CNY0dBZcB7KxoFb9zz78DVPMkZNye7shPz8gq5qdncI3paQU9PYOeEtKNkJ4I6YmRa+Cn\nHfyUgCcCPQH0xE31e2Q3lF9R8Wm5xkGxFNRLlR47qAglEjzmd/H8foV5HBgL7hYOmhH/dqhg6rnp\nR3jkDebzsD3W861Hq1G9XPvX8ekrQqkeYhikHEDEZT4TLM9qxkzwOq4VZ8Lay4SJY67XCKJ6iidK\nXw3n+RhkVh5Hxz5X0tYOgUHBeuXrAy9Uwi1SlGfC6ig4zoVMX3rl6zxa2rO7z/HjE0a0a5cXOa9x\n+7Z33qIeh30JvORecod3eT3Sk0TPdvSMsz7nEbp+zri3jyeIR1rvaQQnbesJz0N7S3TUHv3o34Mv\nl1l8hUfznvdukbl+ZN5/3E5f058S+IW9m7bs6H1sK+2ZVZ/A2aUNLIGaM9Wy0KEsJWVLFeVqBdnT\nCzma4dV88UTvI9fHTjFNt/0an94/Fe2lugLLKlrqe6zYrO7RsNInsDg4aat9WwI/+zylinbPtYA+\nW9Ps1Vw0fseStpFPpb3p8GB+rHHotNgcWXhr4cqeU6DGLi3mvxXHhl/RmMt9637erqShpO8A3sIo\nZNhJwSr2+RdUBRbu3FUGrR6Hqvx2PD3lqgQrHOr3qS/QBgVyIrUo9dB53KBi8gDaBJvASq7tkwN9\nhgSHeWVVe8Fe3cuXDgS0I2PHnYBMC+70hIQFCz01vpInj+mm/ojSMoYnbIcrm0fGMuMq6MvvA8Cp\nVvaOo0uGa2lV+NAl/kh6q+e86hpyNQB9T2bC0bmi14QbX48lVY4VIHQ3Sjh4UpjhnYa3enRQj0SI\n+cpAxHckIljBbPYrUVqXqi3h/n3PYK3QW4FHwy9Na6Vr6G8O32AW9zeQsvOrIEeTJnryhCGmZtXZ\nn3qKjKXFuyn1/FAs8MvE5OOVHoI1u30J7NOAdSglZRwpDFfpDDG7jKaujqa6ZvBey1TKY77xQQvL\nFhfHAMwz+fgM5+kL+nYL32sd4c7o/tJtaJwkZaQpb6wsH032+eeSOjP+er9/VE6vCYTxbOixZi+m\njjzjjcH5yeodi2mR0V3OgvjM1TgZtWyZjKUd0+IvoMcOa58VwzPebtZd8LaFzfrQOU1qmu77ipz3\n6IRHf8tZno/b9bFTTOnfXiso2SOa5GyeJRcTzenmXTYbc2nhgVYUgPoZCUDyHRoQmuLS2MmAVD6t\nBIKMAglQQNfKZVJ0tPzWqRG1Dc7dGZKGhdbhKK/3DNzhWpFFOQY350itkYji7fKXuP6eLrMKDzgO\ncJ5P3R7MahW8/IhOT2k7gzYA31J8CeU9xNkMoXsGlvdtTqAqzTiCqrG+T9QzzmaTyCYal/KgJELp\nUpXKG+5Yaaumu+oMUDHRdfiIV3DX1QmrmkhnGvFOX28Ynjs+LLKgAz0TCo7SVwSKRy+vspZUF6ut\n0vR68+iZkCxDXSQQzoREAhuh0guaEf4KfCwQxZMW80kMOzExurCK4Ei1GWECmsDUy2oUF7QoZnFx\n+c6vuJ7PeHv96rkJdpsItbvq//N6H9V5eYcb7idPdP3pP4q2OwpfvoeK8PLkIy+DWt29oqCfwXfc\npuUvSmskHF79Vrr8IyWrKzmlhlp6v5t+xqjsREEgfOuBcu60o4kj3159m5V0BmHHDX0CabyOFBBP\n188nV/h9+WxSpvYGHPPokjZlQxfLr06Sx6MvTtIddyV9vMZ47KVgwR1Uz4X2X/jRyScb928j8Vhz\nPXxEGyVL4bhzmVC+c/VnwMVrgsdf5dv45k7FyOoUAHbpOsbVUzIEv9Jm+PQqZNSjafiIpmE9CeKv\nsz7+kTHg0etjp5h+1x/9d5f4OFNZrdQmndWcM+9rS3Mm8D21szBb2JPJJ86KRCFpcVMwusLh6RAF\nRHuj1bxGQcSgIJYXooHP4OBwbYxhBQPGxPeIhzx/7gqsePTNqZvlNgUWyrvXiIfHN2WtBH0QMNSR\nMFg0jovzqopHgqURW++7G8qK6iY4NJgDHGq656/0BcCKZlqMFYCstK5cV2IfxCcZZNBjcawhq+EV\n9jwmH6p+WtMMQibrZAF1MiQjYaO1OZ8ZnB75qPtFAAAgAElEQVQFDpDKWkasGuh59kdpkWJ0PM8a\nrXnY+VyrWoyDp8VH4s8oJgFwytj5isBMiTM0OT5G9k8O6SrY5MUcNVPSqefJnZdQJya0V0PZM0l7\nSIvpW6fpY6ZaWer54Th+g7cTet8LPF7RFMU5X+HtCoQ4t+llHaz2sE/7b1d4AHQrBK1gkquf5Oun\neIxV+cgq/OVNzuNHee234kv4GU3KNlIeXoqTVmvKnF0bOUq7byVpEdbMipFOv4BW2mR1ipRLXdrz\nMsEpmFdsEz6AqoVWtrHxfZCr8z0ecC329wgF+Wvt1RtzthWzvGCvx8Dtu8BrOxpO0pqn5LE44TFH\nxbWFAm4x6mKAxqPBueMkj/APnmiDsYBjdXdQmLin45ZyEjgaeVTYE/hO5fiMOxWruntCbnCJ8z0V\nOaXG+Z4srHgJGbfbHbf1jvV2x+2m4vWO220LcJ1Pgsm/bqrHjlcHd8w2gdhY57liDzDecby7hqPx\n4Gp6RmP0bQwb1T6I6lhByxi7zTthTGuXferY2ryNk8MreKA5D+V6HOijJAdv1WmaPsury2JWbi/h\neen1sXN+dPv1b17j9WdhtmNKekfWYKFFfIrWzFzrXtCm/BqcMukVXDXdRcTP+gP5ouZA9oo+R5zP\nVwXA4cgLNJqvK7Be8JFnaiarpNAKR4oXYLu/FWgmx/Kz3eSX6mouFF3h4JR4aGW+wjuKIryjmgqj\nmfyyorW0mAMLf3bpHVWZ5B7fuCiXJu3pURoND+cAg6aJ48t3qcVFfe7OqhTO0CY8hlZjPdiWoyDq\ncK5X+uHoDZdCehMIqA9I5Tctzj6XxbUYbDxivuQ6+BrGORXXONf3ykjdlb92VDXF134h/Hrok03u\neXh4SDe/K3NKTUAbxaJIXSBVdhEf0J2U6T0p0T6VHvu9LiNN9kpT3UNNdd+0Se8MUvusLS+re9S4\nTgJSs0xgZ8lwLW2OxUoAtwlGapONnGwajY/6kT+Eso9WpZEInKwSKV849OrqvMBKf2rS7bvn7q27\nws2Dt7SrNgvPna76Aj1L37axDDXp9eHdz6ufr7Afhdk0mpTwhVZ0yGd4OLXJJfEuLw7A5Cz0EScT\nUsl4rpf7iOO/ZJTX3eB6vJ/jav5+JEgye9DkyBC9hy3m6W2+49WEuo/1OD/hCemAPddcy3b+zPML\ntCb7Xb4erc1+BIhHhOO0UiCYzNnyLdbOvAJ8DvEdTsvenMg1R17OAVhx+OWdgul8gi/wTCEa5M0H\n4K4Cz5XXGTyjA8p7vlv9jnAzXr/KLvXcLiwpnE5jgm901Rao3lKFwkIHNJ2PbJrhdB6y+k+Axxl/\nKN+M13/8L77r28P50f1//+Q1Rl34yaWjcJWnCS2CU+nLdAbSXkqX4PZMkoIx7p0UheqMPwFczzVk\n/Vz6vMSDdF+phH0ffQWDwsNXRl2trO8wwHRAm8AZoBuDbhn0VOMbGxg3Bn0yI90YeKr0G5e9pSZv\nh62XY6rKcjI4Eyta1hMWMsMpK8gvuI6ykf5OMlHQYMCYCjeB95w33gD/QEhB/nBe9XXxRwETuHbi\nBKZBlfDqgUl3XJzu39R+uGio7l9ohOUeXQiez0XbeelzOmP0oHwlPlqFkUE/fv/rV5TPKgf+u0Tf\nwuLknhqOvrjnOr6zThf4zCT0Ck3z7EjgvJbzBeVMwVyUB95TEwzaeYMO7g71yORNlLGmTYV7gxcF\na9qSNtwcr+ZPNO4Hte8yhit03X4T2/Y81HL2tV6luaeBahZNtt3amKrcGNHQ+g3BmQnBpfzWig0J\nz0M/9Eh/xUMtO2sLQd1nhatCpHgRJrI9UByPCoaPo/5nfKOSLnwdjtIZVfndlrIKuSXkFhbwtiC/\nTZZ2H3m58rf0nrCsG5Z1n8ZriD/OA4J779cHcdAp9WlBxop7g6sqNaTthMxo56THFD/GHKWPeGb9\n+BHtDD+v98f13fbo0RihFkHQtTmZRO4Tw2qsZvVOTfvr90nQiwIZKamxkVStV3Az+1Ww8Mt46qUF\nHx/RorZ7XI5xmNvj2JHz7Pr1Cf5jp5iuP/F7D3C7GTkBA2190OB1RdL3YCu/Q81oEDu88Bscl1g8\nq2YMK3TzVT3qymhbyeO+spdV2ijHGGb1TfA4QrgS0N61me8q2Kev8hHsqqKKm/Oi7xhpPUY1j1W4\npQ9844e24AY188BA0cTVdQf4TsA30SYGmll3RlsJN4cTZ6peiOsA3zwY10He0HVd8Wm8LE1cZi+X\nvQyEy1bgmh7hMlCmVPHLjrRqeMOy7DCz/1MzpWToUdi5mL0wqA6QezOJlAB0xxgR3QRHU8NEOHD5\n9K6++RG/71SP0ldxH9Xlh2egO07yeA/PcP7e7+KKhkYL96cZcfGTDnXxoYEzXuHyovK4slYcb8Ti\n4ijoaYHvNcJdhEt1m8NVUX+e7jhA9u3aMhqNIGe4+HkJZZ9iNvdUMMf4gU/B47sepKlbhRzx6/o6\nr6txvZ3BvgUUStQq4pYy55/V+lkIxHizz1HeP2p7Y/u8GpfvW1d7kap1xTLA+4CvLVCcTCK1FWUG\nFZkCRfCiJwBPPGyFmfrFEOeGzXdGge2ExqNxZPzKyJyKmbcy+95zNQkNzcE9z1rEvUzYmbDl2lpJ\nRA/qoo1aeOEWk8UlmNW0Tmes1A1RV6pe5wVHshmiwDfcsVA/6mUhG5f81olpVNNfAo/9tHYAdaaA\njwq7fLuMhEzqzpTcLz0eZu8/w13hOZq002F2tnPEA3TfAkYmC9IzWpTvyvVto5hu33pzjVEUn2il\nsSmFFhevQCoco+3j64Ft4wZqZwfXEbDNh4JvznP0fsknVvst4fZe2jQShn2ZWGAUsHbN5EmlhB/y\nyvEpOzXzVvGo245f2W1s+StOK9JAP+pl5eJkqsGCz+Y4mJgv92NlEqvfSWV/RvAMvFFV6s95eE/l\nN9QxNbRwca5VjwTSeFq4rLQaHpuX1qpAN+dVavV1gmvOrrLjaWbmRTBbUz2LtMZrqk6M0r2mhV7w\np3Tc++HO2qRVn6kKZbqp+AxPM3stPCKiaFPdku5wM+mtPCCAkapxQMJOazkbdxCogHMRqa8ARDyy\nWnKsKnWaxlnxLcJBiS49RLgZfobTlxasX3O9bhiOw9EzetzVdBv+OBiIG64fWzLg2r7TPpwCBL0+\nmdH39yzYq0C8Q/ejBICJay3qjohEQJbnLULavMZexUl8rD5EtF43pT6Vrz3y27y5Cgh7SDdtLKQf\nv4coGf6Jz/JsvJr9qBurvcTN+UhPb7JvtebbWPardhqhC+dtIqzGK+0KtzXaavg2xydeeYuYpuuh\niMy6Hg844eMRN1M+B4WVbVrXER/aHWi8W/lGF/Hk6ir1Pltza6XYK9DHuK4IztdWZ7QR1oqJ9ZDa\nVZ8tpI18HgahmAuDQQtArNqi+jZg9V2YkbDhCXfF0/ldwzJtZrxUDrZ4fyXey3EgqoYmrn0g274w\nYcfCuZiFqzf38dgfjWPkFVjjGKOTMoHvuMG+gVWZZjRGPxdcP/cM9lNoMz4/dh+lr/Lq37ETIgV+\nqk6oZnQPW1nqpA4dXu9KCql3+7jtMf39+29c4i1ObZJxcCNpBLiQ7+7ShHFlTjnDaSt9ciRJ41Hx\nqu4hikoTwNVMHzRex5jgVQdP6MfWyJ4Pk6a+z6Oea8SNLynT02rqVfkmJV2+zUvxMjBV5w56X69N\nZ4X3aZsPxLVTLlKNrN69FAaorIaKQKlmX+1MbP8+Edze1cHjYHs+OI80y38snj4WQ35F7yVVsJT1\n6FnawlKOGk/g5lxnwd7OuUrIBvY85SibGmtHAKFJi1cuexy/dcwrCnUbEE7gopzTIQ9AyoAjhhm1\n75GndLA8pYb1MODf0cIt9wP0a7grz6AHPlv/X47TV38qvBr/6Pc/gxnU67AIe8r5jhH2QrwT/ipP\nVKdfgpvR38X3kdj3ehKsaPcI3YqI7zLo+hGXTo+j3sXfIyqro/AofymNUlrH9LiENU80mvu24nnO\n8rQ2NQlH9MO86gzGvldXh+UCT8cxJ+MQrk0w0NYcyK20GZ42MRHxVDprJ3dtRbQ6jQpgy7vadI05\nU9mPz6gLLlzSGQBzWZTJitb4Rl4NpzWXfaFL7nCNo7Tma2lHm9ej4zpzxCt9oXZz11ZzsRv4CKdd\nGAHcJ7S0Z93I++4ELrGFCWz9OjT5XeMw0H0eGFzUA12Fbe8msMbY/vB6zxXxX7n+L/qj4R7Tj51i\n+l1f+7dXuZsQrM/mLHi6hofj6TIY2nSUwaE0/gF3QANbZcw7a0oT+glP+TnVoA1cykeeg6/CeoXU\nrCyiKPvDqmiNN4w04QfaqqdeOdUrpFCrp9d4oJxNUYeZmgmt9rRseIy5rcVrhyqRcxXjaEUU5Anc\n9vCquqpjXf7GQRSkHs7zEPqKaYk3tTK6mRXSOH1X+J7WAkEXDIroEtFGnpG3ragah0IXcZETInE0\nJt6Y6+SS8bR8rzTlhZnvqDwVd4f1yrwD6ZZr2MsA29I1CO4pI627oVGlG/7b3gSgdqC1g9vk0YTe\nDs1WvAyqZzLrPiGbiZveh+SxPwlxs2HAC6KzK+YbB8NH0+PAmvPEAYiJj2hjDKCZunenHtbZh6aF\nvMr5h9D6xUMJvTQ9a4VHJodRK9Ux4fpeI/+1Xsv3aIjUld7zRLRePjO6UKKVleNYROWRDsCV8/gt\n5vTouxXc3OR6huv4CNdDn4D006ZNflL4xiOyVNCKfc3X1yGeYt7+5O4bXjDXTsiD3wMJcsmbzdWl\nCLZTvALb/bHKVLnVtTTSJbDm6TRdDuaiqDQ9jlu5jn3LvC/2/W9QM0KesbSiUroGS3r89jyU5LVg\n7xOPPH6i6hw+K72r/eOUpizn+sISdaerCs6Kpy9Wjflbe9Om3rLlj8ilO2zThU+blF+5/v36wbeH\n86P/8K/+s2uMojTKXkBJZ0WTY0scnic0SmXmiNZs4gF3O6AtloaFW4URU0eGgjUNjo+prciIOWfm\nBN6p751Re2i6x0WPd7zNQ6vFl2L1AxC9CqcV/2FioO7b9JMIufHJ6i963o3KnlCpAwCkFRChO3OC\n56nfW3Kw5CwVgqDqiNtTyoxu+i10PRPJUEfskN1nS9wV6sSDAg4xBU4WZ/myzZ+4mY95szO9HzPR\nDsIO0A5GBhOjbHUuXrBq08FOVI+yPl7FsKHztvKvBS4dPYFxQ24zyeMs5wif0VeUvX79WbtorZ8/\ngs/o1/dvXOW5le+x7FiXuzlcRnOPu0G2Cb6UgX5Wzzm78/jMq8EDhLXM95pwa/A9wHX8zeWTOed4\noJWW9zKYUwInAq/jt3xpWv+CVtaOa/85n1cdZ6rklXT0rDq8Bi/33tHPIxYlqwvS19ypNGGaU1H8\ntzoBsKfieGav6a3S98XAfEgjrMtW2tNa45q+6fR6H/huDk/rBlp2rMsOom2oF0d15grt/Pt2eMPa\n0vHO4H4/s/LD4+rQig0rx/3qgr3S7OqRGrF7S6XJagvF6TIG9xIo7yqeSq3CZeFlanmwax6hkapj\npO5NypyWVJ2kVMe3+iyk6myFbTnpnnXEuc0DBlYbCFQ/rQ5HI90H+0PSFJ5WQ5cg4+qx2tTj/v08\nzsbRKGonRa5Nbmlck7UQrIg53FUeuffLgza4zu05fbs8boNz2ihrRKOJxx1PMHV8aooip1nvPn75\ns/Qj12Pc59e/n+A/doppvi3nTPqaLvi6pUv2+ICXGLwwkDLywkg15oXLcQILQImQFwKlBFqAlAi0\nEGhJ7ayt5M7ckmMYzExFCPcVoXH/oZ352MFVuaqxKFc6PqSj7nmosRSTmG6aFWWlPAKwK9FKaRQ+\nCB3hxICFaYI/4AGcuTS6ibU2rfZm1nW1tTlXaviaXyu6rfqo7lGtbNoVaUUb4OB9GN2RVgtcJljq\nih9kAiXgITDysiOnHXvKxZRIrfAsSVZwFCz4Jbt0h9sxACq2EyXJwY4HHl/OXSsmuGIelRvc46zO\n07Q8EV/ppmvdVgUdzblepwN7W2lL5oxkZAJlAu1AysBS97BTBlJmpMxYdsaeGTln7JmQd8Keqa6c\np9JvpAWcGLuscPpz+qJjDUzoq6SgiaGN2891wx1P9Gx4YHj7EKVq9eElQtJbzPwB9HKdCfOBGPwQ\n3/hL/svat5nRxrf2wtDsOh/StWAVCYNntBmP3Tk1CsRHuBmewA8rzmcwE9WznU8K6sErEmLLNfsm\ns7qt7xMLddPJEUeL8h3t8JoLuHFaw/K8OipDDOEZTw0/q8kR3mzLkDgHuIhvgpPj5oyJYrAtKdyy\n5M0eidv9bNlbgTv6LrO+REpVYsGXMzvXii3n5t5foARJO5hN6FyZ6PE8thZOxgBTMo/woJVYbxFX\naHG/9ToFMg5XJgPly0ubkK+ckEBYwvfXmGOrAs8nq9iEsnhYfpeQq8OuQhF5yDoCS6PTr+b8y6fL\npIppH8pHh06Xhal9bE/E1ldHDQDqGerVZFyfpw7BJfRz2BUOFtfzzbYGXrs+doopfuUiXxP2Z4rP\nmUKk4JpmwC5F6yNhqK7IRfQhzdbbrT7XUpSg5m1WaHD0gpN9rtD7W9+od6yeY1mWv5C6MyiG8TDb\nV/pqPsFX01bAvY9LN33LvHeQz42d7Xuxg336Ib7aXTbFUPEA/VzTt2zxjpd0Wr61OudQYnJpHZNJ\nO1r1IGw6Apqnj3jNIC7dJvVutHTGjIwyeBMVxw2ENZ63I4ejEWfzFY98w32GrrynIyH6EVyEJ+iP\neSSoXruolldeEvbFmuUdwTOaxp2V1UtopcrK4PjIKrfNo/MCsWe+R+AIFwlZkUD2CG7fFmzPK/b7\nDdvziu2+1vSq0jeXFrrKc1+xVxggLLcN69NW4tuG5WnDcts7boh3LJVvHeJCm5f+y7//0R3vuOEZ\nTxd/UdWFKlCIR+1dCSk+fYTXuKKc8MNHUOmzVkP6A+X2CM+7uvS9Zr99w3b6fLNnfleXtHugTDbd\n+aacSdlwRNuaUykbMlJ3PFcn0kx8QANgxkPNJ+a4CfkCvJ/yERj5XvoVCZLetjfI24Jd0W16jenb\nUiyb1uoBf92RbjVes0t7+o7bbceyPjtacQwoZ5Xuue9Rlb2oue5P3TQtLyd50iA/kUubuME85SGg\nT6QuWS3a5Gr1lUEpV2uxPOep+LQU/oV2POEZsqPzCc94qr1eSR/BNsh9EsZjrWY2S8WyIQ24iM/4\nJ8EYe3mG0Ke17FRXHOv+4Aw+ouU94f72hu3trcTPJW64Z6ER8HZBfk7Ib1fsjl/y359v2J9fp1p+\n7PaY4n/5//BxBoXUxS+lTRQbOfDdKjiBMhTdA4g7DbyAJrDsJd1QvNluKl334Zl0w4+4lmaMx9e8\nJFCQ9sqzhh9NA21CQToUKGVwmpa9p43ueA6vYVo75Bm2/xGXVcW28pnLqqIcek17P/Q67SFvSmrl\ntNL1TN2Oxc7cvTAmcHMfr82Nxb386AFzO0yLYxi5OCjkqziPb4oQB0qRx3GgNAW4QcgkK3AmiGWF\nVh9y9WKs8BHPVIi9xucF30cV3LNQau/RnrprOE/fecGWV9zzDVu+4Z7XGt8MfuOYFuUDGLd0D8Kz\nTVOAi3jrvu1HLq3OHF1nQsdL0/q76fg1uP5u9p1ek44UtSs18ohvx1KdmYgRuorZpQO+CKfbv7T9\n4bcfxnV/sPFU2EirxqEH+XLrv9qUEqtczTNwUrBPqxUWlNUUhqyali8IUjVblM72jw3saQD6Ciwc\nz7TmjTVxJujP6vHr4PoLHPwiB09ygS+BrQoUHbNmcNslPvsG5S3KLz6Ke2m+GW4s0c45u0P0RHNc\nqUVX6lX/OlfqVrTmq2WIFwdWoyJbWjsVofHVkdOYyquRlRMYrm2RejfXNs07nuS5cv0yfTbcY/qx\nU0zTh9+8xtzO/kRXoto5oRomw8MhrcLg7lVXm4oGZqLNY+8y8hj+BOsMSDsU8k6EomNXnGOhFmvF\nVylNFoc53yXeGY4OVosDnK6sNIMBffYY6mAcwbqB9MoTgTzBa4TqmrQ5snGIRQENgIM9TzkvSJ6d\nnUnFiDtLCy5R2bdZjnnZOkxbPV/M4iLeJcAdiy4viwl21VS6x2il7YwmsR8Axs8adHRSHw7wscg6\nirdHdC/6ynEPW1tVUsea1HQ7wkRWm6BWnxzvDjl3TCn2Wrlv6TO6Tm+1XHUpRLAWHEYFKYJFLW4D\nJ2buea7zHH3r16a7mDGmj2j+ToxuKnhWn89WnX18TSgeRaszWL9B1MYegxnX1MWXhMdqY3/POf1x\nAdE7tqGBB4D7pqMi+RJaeXIp40dgXSMsPCimVbk0T+CPu3HH3MjknZ7gA03UxBkeGI6cMU9M/WiP\nqN+Z4a7w+Ik6QmBV9ABfr3dnT3K1rpcw24fIA8+xNY30qfJE/b2u9ML6Vx6Pj+57lv9aKV3nKfXf\n/tJjpRDHUevTlx+J5rTOM77FWTquc2Hd5P7sDLU9S95J+Y85pNX0levDN3/o28P50Xd//+9e4hs9\n78Klu5Jwla8rGWi8aEGUDahY0eRMVEVn0RXrSpZ4alzSXl1t65Wrnk4trWjG62MOPFCm4igip5Fm\n8D3NjtYrk1TmApcCR5vRKwnP13l1YyxeP9HNOlrMfT+up1FuTn7SkK/E3qHSEDDi9H7ZKEAr0aLE\n13dA9bCZtHKveWf5UDuKVlBkt0UztWqEVr5kvkUr7lrPCBk3queQ0lZWZ+iOGy1YKSETlfPo1PMQ\nZSTSal3tqqivSukvKt2MKJcy+6/jhGICk5BbOqM4ktixYEE/ZJvQzyDLKM4ojsTJuegZdcMznM83\n75qBmXDqnbqMeD+TqT0pmqbR6sr8KiwZKzJW3EMerby8Jui9hgD6uZDujMii5ipYzpHUsMnbHfQ3\nJUsfF4S6FjPgclOaBScr65q/NZ1WYjA1Bwcwqw/Awccgd9dr8ajIjT1jJGr0/AzCVofjM94j4etK\niAS8o7I5g3WL8jz+kt874jm7zt8w6hXmPPIs0TeM1PsZr34/ucbJFitmj7gO37HgGW9M/ozUvMmX\nMZzQjour6Rziuo+K7HE5qS1M1GAWb5vNW6eCkxpfBG75qPV1vYTrW7121Zhd+6KgzZFtQwQZrx2v\nqoJ6P1+zfPG42f6/Sb7yvtk4m2xegcVcHdmasKt04cvNmWUZoxlNtpK2ZJSA+oZNllCiB7s2qrqZ\nMqEtE5bKkJX6GNGtlwJemQytE54rNjOdoqeeR5yderljHXAS6/eOFNaXwAwy2xDMmMYulnHQ02Qs\nVLgkezr93mrZMvUCfOuJlCL4cJpt3+fLsnuurr2TTtc6eqN7TeserKcJ2iP9/Ppwgv/YKaY/eJs9\nqr0eERyuDCZyMexsgPEyq2cUHL51vzovygDSVzpRj6agviJ6R4P3nbBvK3hf7crppvJXfHye1N7g\n27qZM6jSmpGesj2byp1TBUL83tF7DvgU8roP5i5Wpj7Dx8Uw32R4Z3NRo8ijv+8Rbq7oprkyq2nq\nOJqWD1AOa7iZ/Pp9o0LTK6VwackrQvsYot0Oc1opg3L8QOQBUNSX16g/aOLW6E1Pr5FZPIfimlag\ndVvLBhZzlppT1c1uwiJ1NI18rGcAk82jjq8x+XlCR+qddRNQlKBhhA8RTpwQE/GYut/7OimhO1ZH\ni/o6S9OCrzY32sl6zNxRPVl60+aITwkSRQ50/W6dufPCZttbpvmdANoGbS9sRAKtwas5ccWrBb6x\nR+m9xuya9Ubnq6ClpCLczFwzUm5k1S5SeK4oRL0W2Xf17zWm7TvzhHZtpL6WpzzBOO0wq9tXcE1R\ndeN39mMb67HPrxT4sVCVI7lyU+muQ1xJc3Nod72X3k754km51wUpax2iSZEozPgAO4Go+60oXKXP\nHMqt2ML3GPqiFqRelf6k1wldT9KAi2RH2afr765/F6jyhX8mss/n3w2u/5N+R0sB1oPtbkrNwq01\nqHSds6i/xRUvcKnVuXL2MR3qDf0l41T0HVq7Uvkyuim9zqfxvU7VL0alLIi5Ktj3/sakJiaoygrB\nRIV8S9XhmJi10CvDjh+CZnGrXV3h7Di0hQ7p5ZozUsGx60/rb9pxEq1uGOdjrV7Vc4+pykfErQ0R\nd97XXB87xfRr+fdfZ2ZVuLXQWxzhgP7hWuz5CKN5po9xCd9NQQF1PknrKADuXgv1bnOyefTmfzPN\nJb8pZcBk8ND4O6y311kec3gzRtxLYvVqYfpRGgBaczkfVccL16N6OKabeMQZpdMomIILFFSviFZc\nVnWjvcNQ5gqHi3guRwWtbb9b2du2BnveVrJ74Va3Dw50ryvWe9l7CsaK0VQwSr+E513ARdntg28Z\nNCfKDHqHO6PpWH7jXcZn10s6cBFujGLoVJgrsMYxyO5Doi6ciOL0hOdQqNWKlw+DQDaIFdeCMbHi\n1A6g18489ry2g+gLvfPoQ+vbYfaKzihnw6Z29quGuabrbHYa6anihC68hwoRH9B8zB0mNSvdYnJp\n8MjnznAkyGz4jvYTQ/stUtNZ25+J6eH+czOhkw544lj2mZu4vpunmZX6gJYqDSiCLFM2E9CJCBm5\nTzoRgVqpirhd+BNQjVq49+EkQrGIc7WsaNILUVBjyNaOO9+C8Wccm/IwTh1MsJoj0AQm42QR2mHi\nwDPyF2eRuW19Eiup5om84SMcA0tW+bh7Kld9Ziu9Lsy12tlgnuBV2+ptVWq9Esp1bRf5TbcEMxlW\neZVw7ltImWgM6KIgeKWywf359Vvoy44mNMH70vNKqyj/VC2bepnYd7f4WS8Qv0uclrHkCc8hnXF2\njFVXpW16VK8lb2nnfcVajTQtjnALMlZs0CObnlAR7miC5KU0/dVmsk35JrEFnMcBAHZCvqcalh4/\n63SHeYLX/Lz9/8wr73+afu8SX5uZZCpmizqtOup2dAWCzth36Lrpi6Kqf7N2VlCzmd4xDdVnky6h\nmwO7Dpw7HJ+r2geL7PhVbzKJuyLb3sKhTWEAACAASURBVIh6TLO87IP7rVQVW+FNNM/TFEl1j1au\niHFX4BrLaiR4qQ6X9G+6Z8JF2P/mSy9/v/btJvFVnLbkuQF4AvgG8BOBbwn8lJBvCfkpYb8lpKcF\n+y0jPeVy9u5TRrqtoCcG3RhQMRKMwnK8ZnO+tzQyvYnC1Rn0zu8/mC/2c4VwNkhfv65XklGgj95q\n5DviBaBUvDzAZQje8MbkHPn0N9DPO4tnODHhjXhFoZDZZQYNM8uaPoNl9brNdgczubTWdyNGomII\n+WTMokT4cPncyukgZE7Tx4IWWir+vte+9xjiNuPV/miXmcf1+5RJWTvzn+sRB0UhXCwNKeTXiqWM\nu+D6/uxgoI+7daK4zfCzjKNU/f8RFgYYuZh0p2pGWJ2+yV7pBkc42rEkn6fwQJVOJt0z1Zhc2sQx\nrTz19b7taqi3LjVserreY/3geV2J6tgM100kZyuVXrm4GriWqfRCcU86w1ta3LbfXdx/Qas39ABu\nbKkiqNXe1f1uNNnqn+14YhaOZ5Y+45HvpFvIoyHKa/vW42e4Ass1k2sehTXOP5e8wyOXf1bdb47H\nN9YcZsGK+iIbFKx50Sf2cWPQE9CcGSlLAhCc35fK59LmfifXP/kfJu/9cXN+hH9y8XF29H2d2cE7\nu3Qck8cR+lEuC8CymrlYPAwe6pgXT694r6xFCpxXBM94h5VNCnAPwomb86fmvEnO/ZRzQZdzHpLy\nqEelIBMgZshi2pzRHTll6s6sBK55Oiz4ytM89LLz2suBV1+FowOesPxpTJ/yKJy+NEo3XFIRBfwN\n1zsHez7p1s27XDpp2uJpNm3WV+qqhl1zqUMD+2GDHE2ZSPnBhfycpaY9iL84mF3hK+sfM9XNq3Ve\naDgX3x6hn+XttYEehG0F07RCGZ/OKkFzmleWJH32ztdF3Y7/KK+jMtK0mZjjn28+/+1b1RW4xI+I\ndwetzQR5k6vPSXz8jFqAZFNmToQnXYaR+DiK2J3Df4nZV4xy23Rz3KOPvnHpQl9dWjk2c/wMqub3\n3FarW1rBCXYvoTH3R+77EZUZ/6hu6DI9oM3ibwL5Gwz+BsDfYOQa8zc6PsJ13hEHAug7CfSdBNS4\nh2Rx3xHxVNx3KNwbxB5mlZWHNl3u+x+P+KspM7varlbO2+SY0AePp9TycGtTtS/02wv0tgKK8DJ5\nlgea/p76G46qpsUVXg0rxQVo79/6BD35pN7RWzDMrR6o1u29eP3X4zhVFU7hxaqh8435yhnmj6kr\nV/nnvZ7gxt7xiF+3vTMF+VFleiYbhDQ+oV99TrrAE8Bn17+i/xzfFs6PcHVCgVCUn3DFWA05B2XE\nHiCg2mp0BYYUfurdVuWRAO6mLep3CqlqL/p3AYDyeH5U49f5a3ZR0rxyKmY3kZlNU0JFydPvTHX1\nts647Cjv/Czv6eKrsJpJmaZRlcUFKGeEs6VRVmmoCQlyEw41fUdTfi2PKgePkytSDs9oR3BYLjTg\nOSzHoJ4lwr4AnIC0EPYlNWdZcg6Yh9OSQXnvMPdOX+BS0l1Lnio4NMEPMIMzYctrm2iQfbgy4VDq\nKJW91B42PGj4Uny5Oc4Sk0rtKCtpk8pUBT7tTEvxN7PL1g5V3ZT4Eq28uU5rQX0WH9FkL7BX/Hr1\nmndwj9CYqZu77uU4lj0v2Panbgq7l/Pxmknsvsa0vZvOYpg88pNC3Ov8MLEU09oea3fUUApwy0Ve\nUaKl7npB7tG0gbmUeAYBrHatsf4Stc+VZ5CZcaBNcsm9muAGZZ4q5qpVMH9SPF3I2w1fUvkBwOUw\n8eAfmHo6Y8HdmM711bBH66XlayVgLj+xdAZf4WWqAiXZSZAxtnc94mVgUitG1WGuRkT0x8rzEv07\nUML3A7Yn9+lx6qan7e+ci82+BXVcf2eLY5D1Ut4mBtaGMx7QecW3+I09c9c5ttl5CeU6e2LASO9H\nw0U0//6xZdB8ivLIkmgs9znO0gcc9TwyYSI1fFyxfWwyVnqLl4Yof9y2o5Y5H1s9jkHjcVBBfIVH\njonyK6ZH1/X+kNGcmsnWMtk25h2hGXpqTs6yNuuvDtAAdMeixM0nSnNSSo52kf6a6+OnmP7SRb77\nQXh+Ae0ZRSn6hA4EfBLAJ9jhK+0TqHQd2NJv6plZdR1KAW2dCqsqaqfhO2iUaFihOKHuVw14jOBd\n0qToTQCqSm9TaDWcA7rm2wGzciv0QYHGqChHgQ9oRwpjlL7CM1UiL6ZntLMzWWfntCYUZXTASQcA\npKpYtTNK60poeH5pg5Wn52rOlpAH88o2+zvsCRvNK9nNqEq6cIkSUE3wlg3LTQnLQnPeV8vesU4z\ns6rBIPNaeCYGvCYMKykKFs9/p0fKOBhAm1TQDpIKrPbWOa+PMby3lRuxcqDWZ0kZbUjY8IRvqaZi\nOyjdlDRNnlu8Vuow4lI5F9Hj8lKU3YqzngrVSlMA65UpmYzQK1jdK7WIV/O5cLNi6HCLqpO+foKU\nkjHZP+bjI5ov48fg/kU1fiZkeoGz1D0GQZR5MdmcCa7RGx3Bowrj+XrKUn04os9oZ0+41AEofvIx\nT3TFlGjAivPMRGz/HbwyPfu2kdHuTNl4BHfc38ZPcvx01QqjTqTrunIeFwGlKDd33AZ6VCvOasNY\nXzWs+wI9tXMlPaOVNne19s1p4zuLUEVIkA0zWb1L+WX5CqRojNQUPB309+5ftEyAbVhO+9R43XKc\n/rDtw0+ZWJyuFzr92gAwFmxI2PFk3n9sGdEdrtpQMQg7VZkgLQXmBTmN1h25jp92Ikc8THdeAE0W\nWFw87NFv9H2eB32h4+z6zQn+42fK+8sXH2fG9ihe03gS8ivwQGA2irmCMjVHdfx6Ng/os3cCmzjg\nVXGbGcwoHoA3AEM8x/GG4lgp4ueD93+oTFyQiz6COFL6H8VJ2s0wdaUy97Sh5TbrBD0DlRhoq31i\n/uVWBKjD+hgYAhua4VO08kcY9iOA5vvD9J4wyav3PhwMhsOASV4gRZgfYOXIRK0INRMhbSrkae6I\nEspmxayLAsmlvZihh1Gf7go6annpY4p0+dr97q7cdUAtf6b2zUKFMwoX6CAYpy/Wy3GEczH0RIbE\nqa14c05txVvD7ciKnfqsr4YzgXeZ3S3w/KLe9up1OJooXiIuEyba5H1xsEyqaNjEFqaUu7MlXrpz\nJnHQxOsEris/Ud68YEl7P5s4qTOJkzqjWPEsaTvg37HQ1o4i8GrB1fQMJ627F/lcsY5wEf1MIXiE\n5oVU/9vnaXuHd0E7+33T9jhoe3p/dm2/R/RidplNnyl9gzWx1E6mLF/vZzvelvN8arCL6/EKnYE5\n9SPv6lF3u4JnuN3RPS4t6jg+OaZvyf0IP0dPU3o/FtCPZ7MQtZu5AjRaDETpKzw6rdtFHOuaeBaX\nfDKK9tExP4CLR1v7C/by7eQaj+UeZJLDvmTO52WJo+AdNh0FX9rxkzyWbj4dXh20H4LjiTa57u99\nd2jK+/FTTH/x4uNQUd6oKXEi2AuMpgRA48jjVB5Vlu0pggIOn5CBcfZGPa4BogZjgXFwgnk+1FXI\n5iWPqZv2ClxpXHEdjnHGM59XsB9x3KPjqEBemwb66o7sZa1m3W3Pq8LHOJWv3if6mcNHofnjDTj2\nlYssk6o/He95uqC3JiVwirCZNLwHOCWoJivALmkLOsx5R3lE0/O98rxXO8yrPDP18KU4AmPLazVh\nLeeRzdIetws+SFMGkLm4Uc8AVRiZC5y5zClVGCx41Dw85IfyXom11u/qaRoO33CNhr4fvMa0AuLt\n8nFRyYqSVtzk9vV6tR7hkn4MfiltxiemTyL4dhOo1M6JZkdrZ0EbPup8TNYZjzjsUfvBU6Ntx7wk\nlg5Xd43OQiwySVn4r38FvsIX47SSch0XCkXwglEgNM3ycqpzGrLaztDnD5qzBWVSz/Dkmrb5Sv0n\nu89LnDxVfOvZFN5M6GmnjAKTkg/IyQritKTCrZUFMICJyd1MfNftaE5zDazMiYusAO6wiFyM0u81\nHhgenUe+UUK2Fh8tnfvqzZRnzDMbIc7VvRgn9RzslFP3bevbDfgjnl62+jsRrCSv06rPZdcX1vJd\nqZ8ZvUImuARXjppbaevpem7pKmeaNlrP/1FcpRo8Pjodjlyc6kTg2ragbG0iUMbzOnmY9XaWahKu\nPcCr+4in9tS2DeW6pSjHtJS7VU/Anyj3/qF540bTA7QHbihYe94O+WoVac6LzKLLPH3Kf+H6fz7x\nQ98eiunt317zyisXt3/mToU2ezO9f8fjWcXSuD0+ioG2quTxrQdWK5Vm/0JA13ia4Idrqu1O0h6n\n3hs8eZ9JPC0neW75Lb+X7xDWldzCbRWSLsCy+njCK4OI/fYdd0TTAwHr+qPL+h21tARug0RbIYFa\nFbkALwH+fDfkUTx3AKCVS1EFYriJYIcwpBq4Ao3Eprm6ovPxlCO6k//V6LPq+zjxwd3xqorW82ZO\n2PabVYJretvXGJ/Xug90xZZvLr2CmXBLdzwtz+0Iolt6xm3pRwxZ2h03lZ7R7vsTnvcb7vkJ9/0J\n93wbcfsNzwou+Bue96cG3yv8vN/AOanJLz43/5/gSKVTyljXO9Z1w3qTeCs4iQ3tmOe2bljW7eSL\nXleoddqLVhHuUR5dvx7BHdEYVHe8rmF8RDuKI+G9Kb5s32x2JrnHD+XNGozxjRZ0AIyyYtT6XGy4\nUdmFZvriB+MFO+5c97xxDQq+azzfbBpzfEJWliWBCR+6KV+E19syhCc6fkOPGi+BCf285q4EjtON\nMW2uTMZ1exyrbBzj9H3GS2SJo8vWt3G86S1O9kT3J523cKYznlRX1msbQVJtRn0FdhNT7L9QuY+p\nu9jitG4fLX2f8ki5Xv0aj/DEX/G8t5vVEj9J7yfv+yR/jO80u2f/7IkepYOpTqou2Gucdcwu3fgC\nXpXnysWfSd8eiin+t4uPM9PQQy0eTjma8FVlA0crgIz5yuJsxVDub5wHsdmHSNo5SMjvaFrYajCF\neD70ykvKIRKMGTGJcylxSqRNjJf6zAll5dHwqfwZ1dQXxbT37uCNwAMOxTS4wixmwnIW6w7gxmX/\n7o3LnjhJrx0f0m9cwtpxJDS+EkoZ0yXeyt/GGTVcRQ6EPB8ZZOGrt6O2Z9TNsKlZuI4L+BSP4PSz\nzDrpEedji+tzKlzLrd6FFQ7cZ8TlzDm2uJKHa5NVpqxVSKIjs1WF694xd0P/KEwZm5J+YALb9+7K\ngD7m6Z4eC295f+3YJoBlby52xxvhxNvhkdAyEXZavZjz+YPjp0qFp/m8lUbgwYzdpCem6lIPIlrv\n/sdniJ7dT6dE+Xyrl+eethiaiDlkcTNR+yVBRJ5aE16kKErscQxqTktW7yn1FemxFkbK+lgro9oq\nuL1O6tz3W5nc2W8NLvHtlG5pa1F4BssdNlY8EU57ux9wKep1a4c66ZGvxPFUYzQNaaceI5z0bKi1\n9Wp/EttcxG1KP/u7gK88H4DHeKoVhlm5Umehi3XFQAvThQ/tF1y/QBrX+5P2RKRxrr8hqFV/bwWQ\n28S9jJ/FiiDgTTZ9rCLq+Ho99bmjOz4Kn8Z8/U1sPlJbceC28aixZNiyo8YSWe1sMJoMqh2VlnQA\nZ4vvi0gVrj5FoRdpiF0aAa7WueR4FO7K9a+++zOhYvrxc370rXOWdjnBvYMRbpKe4a7Q5JJtT9Ek\ngSjAThkdFNGmdHreOhgFvLpjgakcMc3GqnMSftVAtLmA4LUpgNBNnmxpeatK73YStKdcaTSt7GCV\nXhZc/TB77bLkd4Rv6TC7tKc3GO73+R2lodKY4B6hE2NZM5aVsa47lttWVmrqKo2JL9CWtZj2zmaT\nr+6v9KJKRlJ7kqyXPT2XuBgfoGd8o2B6Jipc4QP6WWbN4ZBKa/+AmzgWcDw6XRTKbj64B+aEuzn3\nsToDUnRN07wMas+MquXTgzAgcyOqgpmBq8YyMHMcD/yOvipzc29Svqbd0uluzNMtbcOylDxaSHnp\npUV6AM0RUzPH5r6i1Ey02r5PtdqkecW0S8HtN8RkSpVp+4Bck8rMzljh6HxA67+1sGAEggDWFiNw\neZtgqpR10/J1mlxPoNJv8NbubT8RTjISMokrmsk1uce5SDrGVTwMcAASkBOV86BnvcQwYQGgquDl\nLUb+YTJKTzwZPGFv8NJ5ZB/2czcNXWnDra4q3aiswN7qSqysyt6Eh6q/ULobmk9HJXgm2F+hzRWM\n+bey/BbHamx5l6GPaPL0R7teo/S4sgsCeDkus5ek2UxUql9XcKlbwq/Wq9VEn0x4cl0xa3v597I1\n4V5xsrc/t/QRntq2hjVtWJc7bule4qWkI9xtuWOd4rYCL/e2d1n3A7PrbJwQui7baIpl5ql7yi91\nlK7VvUc2Z8jYX4buk/6O47ZHdcCx8lG9O/U30HVa9/UDPqRfVEwn+I+fYvp/XmNLtwy67Ui3jPSU\nS3zbQSZdcS6dnnLhU+l0q5vV1T6jsk9oabDZS+T2GHlY9iSxrJgppfAQhsBqBiLgFUWwK4iox2ok\noLqQLooi1F7UgF8rlOYIlRfEEU4UyasB6GfBHvG85BJFURRif4kS3GIOcI4+pcE6adK/cYw4zUTE\nWJcNT+ktntJbvFlqnN7iaXmLN+kZTwOupBu8PDfcm/QWT3hbVzrK2oRd/ZD1Ck3TOL1qYnEADtTb\nlzlwYFBTEJtZIMcmgiHMS0gLhwK96moEcjtcdJ4dK+6N1gXYSKi9gntM4NOD8RlPlMdfXoE75hvr\na/xbsXIw4xVFH83foQ1eIIxwZ2lpuwwCL48J5EdpHfeyohB+hDZe+rtfuaJvfqUWWVy/U4QTD77X\nBP2rNgr6N+3b2N8e0/49elqsFcoE0GL3rSKYWFI84mHa85fbb6VqtYniPs43XOrjflvRotoTmHxd\nOTvrI57xhLd4c8jjab0s9WRIgPe4oCqJAO37cELvKwe8x1FMP6spV2qTx/neN4LP6B4encKIl3GL\nk0mxbGjipdzyMsPte85xGid0SSODEoMXgG/FJwBVAS41C5USJ12HAqsSU7+YjNVO96q/g7CDsWMn\ndUwVrVhAWLDUSewnaG/8co+jsSqqhXId95xkJ5e5T0B3WcHKDacwL2rBBuHeT3CEB4ZFIZHjuTop\nU74H1gZvNd3hRLn6E9F0xV/9FnRrsT4qjkp4oe24udboW27v1V9zvVgx/fznP48vfelLSCnhj/yR\nP4Kf//mfxze+8Q381E/9FH7zN38Tn/70p/EP/sE/wPd8z/c0/p/7uZ/Dsiz423/7b+PHf/zH4xv/\noWu/n8tZGdhFAYi81hKKgvQWxQw0Uia8EjE1e6UYfwX3UQSgtzYdR7hHYn1/fgAX0XW5PqKcRoqo\nx+my5ijNsYOmo7T3/LsEOEOnsnI7pUsZaAWXG66vgqs6GayuW/PuMrjktGGnHXcCOC3Y6YY7Eda0\n4EZPWNObPrOe+sz6mupMeVIz7HX2vatWyyl8lQ+AynGsjMbrsGNaREnd9ckeFKl8mmYHM9ZW1Ib2\nLmCPM6uqbhDrxomr4knxqq0KIkh5MUsE2Vj0VCHkGRUMBtAdbMTxoIS5/Xpyb/27R+Lx7DlHta9/\nz/I79ooEmEs49nRgcFbgb8NOBfLsE7N91rnIKnkg+2alWM8U/tfFLxUmonyCkfoarTLEAtAxrgjI\ncf8wC/M1tp43I43Gw03IrCvh0i7VcU6bPxez8ZRJuaUerbDy1oVs3tt+0TY9RjsWLkL8ShsWFmFe\nTZ1VXLzScu7R0/bdJY8vU7MjjuIdch4n1jCeJ6ofQ38xia/yvmtciXsNfglO1ovEgm3FfSiJ3u9c\nw41jTe8vI75J7zyNpf5Eder4kJsZX91yErQ3eUYZtWT6SmSHo/btxwxdDnaciHCD+tyeZcHW+2nS\nX+AaHH2hR9rj1SB3fzQwUL/PDYQVhDeGJpMofOZQDsmmJU+Af831oj2mX/nKV/An/+SfxL/8l/8S\nb968wU/91E/hJ37iJ/Av/sW/wPd93/fhr//1v46/9bf+Fn73d38XX/jCF/Brv/Zr+Omf/mn88i//\nMj788EP8qT/1p/DlL38ZKdmHJyLg5y4+zqPHi1zhl+sRhewI115M/a6HI9wV+n4QthP6jD+h7NGs\nnjuxouxzGXCdNvDXdMuTSll0kzRSZSQwqTLs8HGegzJ/Tey/ZfBc57wOfo1SHgQ5bsbsK00ZtORx\nv2nD7yM+ZaSl48pjnwkM4/A55aVy3pk1cNUqmDqf9IDPmwEDReAt5rRdEe4mt6mZ2rY7cb9D503t\nPhlJzeR3wcwMC2pVtJ2RecJry+pIjIgEp5gn54Q9l+MQ9ryWMz53SQu8NrjxGng1eAaZoxAWf3zC\nsrsjEnYsCu5HLOh8e3vuY7HgmMenbV0x6nyfoQ9pPuRGJ7Dd14Pk0jpOAz7P8tBrYoT4vKd6XIaO\n5YiMhLx1XMSXAz4iruZyytxu1eltoBvcOuJS6kqUbi3e3P+RNEPOx4xWyXU6T/Cav/PoOja2w6h/\nG0X/q2rAVdxcCD4WTs/oEc9HIUQzogm0WFmY08bnFiHY1Au3T99MebKCa/ttz1jNqQncJsLEpNH8\ntp/MoxFuJpA13Uy36/EZl+Ac40VhaCJFG445THdcmzUb0qBai6nuMa57QxsM2YNf8c0fg6I1nw21\nhYspqDO5tReBD6hHPJxVHybHAm3JHAM09nljvKt7MBNSYtCSa+AiFwUwLVVmqnCRoXRelZ70NWd9\n0Vk/de26zsugYXV/d0rmuC3J8uuw1/Z45Xr+vu95d3tMv+u7vgu32w3f/OY3sSwLvvnNb+IHf/AH\n8fnPfx6/+Iu/CAD4S3/pL+Gzn/0svvCFL+Af/aN/hL/4F/8ibrcbPv3pT+MP/sE/iF/6pV/CH//j\nf3y493/y3/77S8/Q9lPWjsGYx1DvMNreSwjMrTF2uPJCNqRLSAq26azT+Zgfomi1jco1zgqWPVoO\nh7ryyh7HgKwKihOZUheVQrhy8Typ6Zl7Xoalt4ItPyMwDFzere0NvVs6R/mbLXx9PnbdjrGFZ5Xu\n/MMwnbg4hKjOl6geoSGw0IrDCDbxkLfSIGco7nWvxE5lD6tK854K7hJvLTx3jBE1Z1H9GaK0OdZo\n6emUMm70jCd6xo3uNX7GU7orvKORohm+e4uft6fiCXV/wvP2Bs97TVd8ob+pdM1b8M9bTSt6SvV8\nyGUr+2GXuq912bAuZX/rsuwNXiuvwMK7rHujiRItFUIUjRvd4a+jztzTrgqWVhjVd+pxGc5XO8so\nCrHD5QB3xFcECiUMyARDEyQYC73FqoSEhG7CFeHOTCvtwPlS2ssGZh/kV/o0wbhaNMNtuIU8AIwj\nLC9ma9FWi95nfPbSfdisfnoe3ReWKy8JebEeG18LA3rdYlQlvWMbjRP1gMDIINybGT+7UjqyiXhU\nMY2CFwav1ScCA2pMb/s/B8WgxnmkR0qEtMf4MHqHk6ODxKvt5AB7oqxMP9WEWzMVLX3ExmubuOtm\noY5P0dpqLu3tqJClnnG70I4n3A1u1XTs7TxcnYeA8BuPBrrXYKlxIr+ZdhTsRZ71/RHe1iJVczjq\n1Q5wIgMqHKhPMOnfehRmaPPorkSetSzPH7WsqFVcW5vDnFfLts1cFVXEIyXXCp4Ur0qreyTKeEMb\nFrqreqhkCV1/27nOu+Fd1PnNK+2lTQW9XjTR8hBN7yevcUafDJHJlDm9xBuvjU6QM4RzeM5wO4vY\nneXueZuVQ5UXQNTO3dWjUP+2MQ5DHThqeeP1v07wL1JMv/d7vxd/7a/9NfzwD/8wPvnJT+LP/Jk/\ngz/9p/80vv71r+O9994DALz33nv4+te/DgD46le/apTQDz74AB9++GF47//wD7/32kN4U8vlHeCa\n2Sl3hUynAaWo8XEa/R5mr2g1xTROh0QxdmnjqMiltRBq9hQ8ildwOZ+v76llcf/c9s2q/bYKz9V9\nNBvX0oWnO0VCVYyp654zU1sPw+FnR0AcHQ9xhefqKvzDdAITN7PfYjLCvYJleUH13tqcN6GsaFNX\nTK0Dk6w87S7YaEFKZa9GpgROVIo91QkDqLyQWc8dy7rhtsoQs2PBM27FrQbeVGfud+XY3cLN2buB\nGdTEizNFROMYjB1FuSMshqe+wXTwPk/3ztSEXdVtgXdV7/dOY49rsM3f2nw7M7m25Qku5sWIk34J\nXSjrx0pFqnKtXKz4VZ0rQopyNqXM+LTxlsctobrTYyn72fUS2pXv/GgdkPLo4ta7Sb/E/P0s7ctY\n2w2cwzuesDW436vNbE7rjo0DHNu8Us4bupmeMU5ll/b0yuPp1dAWzewV1muvp5V93zFNcDL+Hl3j\nFMHxlXPCtt2wbdVzb4W37Yb7VtP7d9T0WumVf6uegA1/OQaqCeHNmd3enNi1ib91x7resay7cXr3\nZnkecOu6Va/ESz+3cS/x2/0T1dLCHjkV4vKi4LUMY96SR2BlqSO4iE+sesxZj8O4Ucexy3iF4xJb\n5UK4ZvBM2aYy3kKtwsKr1TUml27974mDmWkbFVUgVi182y4jfPlloJp5supnWPUOrHp4vedaWSe1\nPkrdw48lC4rVVmgtpa2iqPcW5ngisWyZ9PVl9+qCt1Xu8KVwBO+5T/QYmJdyPIqe1Ml2gmfPfZ+w\nhtsZpbISbdIir3FPy7mlwr943gxSdavUh9XVd1vnz3ZaJ2RD9Uq2r6WPwK+5XqSY/sZv/AZ+9md/\nFl/5ylfw3d/93fjJn/xJfOlLXzI8RFRMcyfXlPZL/2OHf/S/Bv2X/03Mt6MoOcbpDhnHO7yjHEFy\nwGPuQ6hmqdTNVVeUvYTNdBWVRt2ja+Nhl0ZRRKpy1VasvTmqhkEBLshz5aial8T6mfxzPIqTS1zm\nyyRAmxzwOK7u9St9RVstHPJImfgyqun28wOPKuMo79Xr6pRQu4Yp3pFFlHDZnjN5JCbGngj3ZQGn\nFZyesKc77mnD2+VePZrem1e8SK+ctQAAIABJREFUaZprmss+U/+j/RU7TlRO/3Azoe1Y8Zi/ZPTb\n+p5aBRgUTBeuzvySHM+gcr0M1sKAV1tiGEPOOf21YbY2OV/5vQ34mTjkafGbnZXhWWnF6bhWxDxC\nHwfq2SCeL9L8BMtMTLwax+U9KoePw/1u9vLc+rd9eza8NNIiL7RlTqzuLuOMlYvJbztCSVYdBedW\nHtpMvzIpFJwxN9T4GoPqfitailk0EnZaaj2fT7ucx0o4rzElxvK0l+DU6zJt9xZv8E0cuWpbmlK9\ntV/ZZJ9rE5jXtq91U/CuvEQL3zO/KUrlVvLLvSCT62qinQReNT5jobdYIr4g/6zHiVez+yT6Ea9v\n21Fbx5Ce9B1qpXXsf18++TW7xjYXcY+tDLVYpR00U2ZtSonUVuulHYV7ADVfvY+YLncnSbVfE4dJ\n4KYwLbThCTw/XgbcvmM0AR2Fq3zAbO+m3GXEd2UppjGoOiCzdUZsbKIxxNevCD9+VfmK42W5o69f\nYdWPaquNnQmbtvZo35hqHtWvmj657lv13858Wx7o+tsvlOvKs2rDgQUDAHzjF/45vvELvxLS9PUi\nxfSf/bN/hj/xJ/4Eft/v+30AgD//5/88/uk//ad4//338bWvfQ3vv/8+fud3fgc/8AM/AAD41Kc+\nhd/6rd9q+X/7t38bn/rUp+Kbf+5/Nkn+3clDeKUoCkBXNtMFfoJaRaXRkY1aATM4eZ7dwSK/+5W5\nPcC9lO55r9IiXlEG9ZEq6ythaWNeQfQ4MVnufgIUXxBHnoCvpI/gs/d/SVrqnb6iNnsFp+o0Lwn7\nsgALgxfCvibclxXLcqv7A4uJrISk4GXdShp7M89K2IdZr2gmrAmOZzzS4U+GC78CF3m+HXjUEDRT\nkawQ0gWjM95SvFeGxtiEa0YfP+lcsL+KG36Px+cxz3jBHA2Mbj0R3iWrMz8jJS2HwkjzZi6WFJy6\ntYVYYvDaaVxXoxtNwyVvM1VKte4mVY8FTlszjRz4xGNhg7Vnwv5Wjx5MFIVHvv2j6X5Fk0lzntl1\ntEb0KFyUEXUEE3UFrqV5wU7drFSvosrKy5CuK6bRakpbdXErMYe89V6t/1L7DyWt9yp6mk+LZtaU\nCJTDZHYsuE/2Ijac3tfo26LiZaISUm/bQ5jhDa0IKun/Ze/9QnVbkvuwX/X69r73ztiSTJS5FjNC\nE2Ob4drGRBLXdsD2TGILMwQh8jBG8zBW9KBHEeZBMsqL/xAsPVo485Agw2CCg0Mc2+AgghLP4Icg\nZIETO87DkCAxupYGlLHMaHTPOftbq/LQXdVVtarXn2/vK5+B3Zw+XV1V/e21evWfqu7qaixBoDUC\nrIwdzryZmnWV8EZBmfrYb8yStf4Tk+Wt1H5XEDBy9LSepw7wCH6hem/oQgEu1eJrSCe9ZiXSfTBL\nrWlXTHoudZqCam2z1N22sqj1TYfXadmh1z8jwnJ7GrtYzwGMNF7T5N5sP893249ombOy0tGd004D\nsPktLa73LIlxbLbRPr/9AP3lpE3ba1iiLBLpcdil8J279dI2XZ+PzPtRwQLGwvXJFjDAdfe/oJ7a\nIxQwGMxyBAbqF1SNB5lam+yWaaBkwVgstWBSi+NWzh4NjOHPfApv/plP9fxf/W9TtpsU00984hP4\n63/9r+P999/Hm2++iV/4hV/Au+++iw9/+MP44he/iJ/8yZ/EF7/4RfzQD/0QAOAHf/AH8dnPfhaf\n//zn8d577+ErX/kK3n333fzHX46nVhf0/B3aebyAU0XyBB+j7p5apa3dsckG7godVeVTlCp7H6eF\ne6vzaYaLNFF2Ii2Gxyo78vtaV77ebsO3Or1Scn+pwS0D/Ba/7MKKgyZVDBm4A/Am+u52q0MKZZRf\nYKkPfkLY1imZvEmZaJOewQtxPW5cJlypgOjSTHrZr3DZOwxlBUx4sICWNpguoWHsybFbdLJgF1q7\n2aEVHpupIXsHNgpTyEPMQ+2KZxeL5yYIbovP6zyDqmUsc0g9TAKDW35Nt6me3WjCJAzMaN8+8Mj5\nbJu3fABWQutaMTBCrxF4VzR087C1qpmpn2tcrfNLTtez2ARcSz9/faV+RvtKDg85p32lavUyM+i6\noMwAzfVZFyqYqQB0b+oLDkar417naGb1a3400ykxJSyJKWEpPMDn/FS4+R8oXpCXM4qLzZfm36Bo\nGc03nqWl/fzUbNz+X/tVAGRp4ZqAdn9sPQfYaVXg92dPs7zEKy4rXMbLRK2rmFYnOCKP59Y/El5Q\n3V0tWPT+Tr27ExXWuz0bHOmOVw4iND55pytd9BhCmj8RGbSqoWigvV3b1oRe8tJX41gbFjEGeKUn\n+JVQbJWpAbxJk3O70vYX3+YXbv3f9IUV3aTMU4VL7bOlAEQLprK0eVH6eOvzjQ9yhCXNoyr4E4DJ\nqxpdJB/njdgelJ6uyESZi6KzF9VfrHZn9dIotPVxzS2vUi9V6Z1WP4f9K72vya/IPKFzhFkcyeaW\no7jR3LM1H23hwls/Ku2fwI85W4u4cdza5OWAiwtGS5gzuWzyx91OPaMadkktXHfWqS+yBbg6GaV+\n3hdtfI741ug6H4BV+damzloghnCTYvrH//gfx+c+9zl8//d/P0op+N7v/V782I/9GL7xjW/gM5/5\nDH7u535Or4sBgHfeeQef+cxn8M477+ByueALX/jC2JT3fz/6QmEgPlhqky+eQY07X2dxd1ifO4yK\nyiaOcz7Cxo4q3b4j65TU0XdYLQHth1uVO6nP+4SnTURtXmgCJnTi0ecypsqdB74uyfDH9+mzw/id\n9/I8iIdptKKzWzzB+rvu3Tub4e4ZdMe1vhWuij7dM9DydFfpjv+ODQ+0LJXuXEfOWXjvfxku8ILN\nWYtaAXEi2Is4wNNNmLJ4zNQoxlGTyAO3M0+bLFuldULLfmRz7GPqjt/Cyv+isKeJsJnzVlo8Sxsj\nLgvoLa5deY+3pd7RnFfgZMLepYnAqzjUsZMn8DLh2sYMMLqTN4Pr/HBjjPRVFpwbczjkTSwbtFC2\n0IwLLs3xzKUqnEtTOJemkGKu15JgxiRXlXBTTM1VJLLYQ2AVKaUNxXzvBUbgMS1dMNISC5buuMSM\nY84piuAxwCf83QlP25EhBhGBaaprxURYaMKV7szuXOd3uLb4ZZe+9NoXye+cebV3I1sawyumBGN2\nrLi2tEYJTvhk/Gz4qPxUARiwY5yjwdDY0xQODlfc7inW5tQqQCem1pICcGbUYnUh5+eiV1fHA/mu\nvbycy1yPkFHNyBTvNY/Fdf8ZbXfe+tNgQwv+NeYVrpcDwfiBYLNIjDWu5R2c8Oj7me8I1X1tO0BX\nHhRv+cn9jjh0FBmSVY7s+LrxEmGqY91C7Teg+FLEYeHcHCD21OGLp18SfsFXU/xMFV7DdryyY9gK\n5oLloWC5FvC1efm9FiwPBr5O4GvnWxI+vnpaucwol6XFBt8toBSf4C4LKOAh72QtGpyZLqnC6kx4\nVVE2ikaz8CCQb3dgnXN0rcP6tZB2PaIJfCCMDGJvui7mgwpEBPyPBx8nnlHUs4gZzsAprpUjdCUA\n6Fp/xO3RAa9QbCmJZ6L9rU0hxkSc4BUl5QpgZuAKkL1ORlMO+ZpShpfnjkpVomxptALeiMee+VWY\nElyAt3CDXWCiMc1F8nRq1jxWyBpHT+cNGsnEPs3qvrxf02HgaQR7nP6GGcqfKgKJEPQEeYHtpKw4\nhIm7hdWkbDoIM5Knl0E9iSu8mRQtTbw1y8Q999TCmOtkv89HftHKeJd23psnS+9jH+m419q2eqhu\nbyFn9BRmJzxak94jvLGOXAuLO2Yr4WIQF7PzOo9hZPhrzk8Apks3eS8WnmZMl8XROr5fkRNpZVrW\ngm5zppHhZivYNmF45lBu6abXtp2DeztO87avmDLyW1UAXryTmeh0xpgErvFJSk3ZFcGITd+w6Qhu\n6RJwXVExSo0uaHlFR/EBJ+Wl7cpY1WothW/Jx92UoXB8kI/Rr2DxPWX7F3rv82O8tZgwA6W0mHXg\nPEMr2rpg+ntu9E7/iBvB5c26mt7gxGzX40O5wN/Ncft4rYtwsyhgNOZLeKRPkVxFUlgtKVbmtNOS\nm9vGckZBj+23L2CwX9B1Y3dMa9mj8+0Zvjhy12+Zj+pjWvxrTxvlt93ZW1BvH7rjaHYbDV/H90UZ\n2/Ok8fo7UoG+my04crRaRuiNV4ft9aKL7zW2x4xwXi6SsRVWDsrGaptu0LbHgh7+7Ye/C092XcwH\nGn75IN8dqnnmHeoujUnpjuubGXzla7hL47Fl0ZSqFwS8qCm/4JZnxfMLNHqPHdd5FTejmpW+yS3d\nztOI/kbIS+CQmkbBjk7rMgobxScowLoz4JRjWivKC+pqTLID23c7oCnREnDsFTqDi+VBtV6r2V8X\n6jETuF1jU00AqfHAKwBXU+ZK4JeopsIrRbPieKWUou/WpjR0cyFR+FPl+zY8g7BcCngiyHU3NHHd\nfbL5iUEXA2f5ieu1QlMbaoyHVx24BSYzeZClIfBVnMCrQCk4kITWeBWooqmROeNY7MRtecq6jOTt\ngG+nRJsexUmquw9h4vNOKPr5ttXkl02AUq2mTZDbtctxxKiLRXrNlKEDZmfS9rne9xTWdl+wlLor\nupTSysOXW9VQhcUkMU6zVkgewToBriZFEQ4o4RnRSlPu2AtrYh4dlfC4q6+KTxcMZeejPnj7zTbm\nFV6wlCsYBZdkpdvD+Zm/lWMfUbLI57vyNcAbWOr1iOJ0Rokq9eOl39GGEf4xtBFdlJEj5TUcZPNF\nohAnrX0g3A34ncCnlckKEgxax2kYojwN/FhK6341fvWgOlp5Y8Wb/sD6152AYnhWP9IFGgK6ox4z\n55D2TZmfKs+Fri7fy1hzVXYmjzIm9LE7wUm/lDIJrj5r/9v6fMFJDOnY43ll3NF3bGPKlsKwoDrC\nGY2RcZGnKxLSEqR9VljnM9YZHdJ+6ydpbdK2baAKP7I73CYfgfUGCmmrKktAJyW9gSLwQP8++jOz\n+fuM/mxm40h3jHUTqf9GGkZt1rbVzTHBLFQ0mVmvlZSd5gbrVToNt8XbP5F0hlEevc6HPD3vHB3Z\n3fuAk/aMFa6171IFj5Hzo6Ph9VNMv+cgH6GeKRAlISoE1uT1AVU5eSXlBjF+2DcBfCjBk/mdEU3o\nQFfmnJKRKIOMbgIWlZQXAH7H5Nn8toVjukXLeE4oSIfwALiQ+VbwJtNnopRpiqnbnc1iRtviz0yz\nz8SsPKO2PxtfteeI+IOReMHlzWuLD3n6xgbtzSvu3njA5b7jpjevaqYmnhrFpO3KDWdpYvLW4Jkv\nuC7drE08QYJgBGgOplldoC+0gLjzrYRuy9fFNTtVDvN9Ct0uIyaNMWZ7eEdxV67XJ9T0TtMHxd8p\n/aHBzHdgwZky8lsLUT5hqOK4xkczMVdGBSQYwU7qpacwtOG+ZjCFVudHuhMYzeOEvsb5K6k6vckV\nKrRYIb1f7TWgBR5dyG5ta9Mxi3WaRLNOwNUDfYWdsw9a+lzQwlj4P46XtmbjY3FWQXnKsD5V+fi8\nW1h6orSrNwNlnM4p7Av6PaaDvTyN9qqlvUhgXOc2Hix3eHBwG0uWetXMw3KH69zGkAZfF8FXXoFl\n3HALwi4f6WbssItXhoek78Cn1glSd5AjZtnGRNvRZre7Nxx1ZQHK0Ps3sXm74Gd294xCeMGMOG+s\nY+ultKbBlEb4pRFtD24DgI59tt/aea2xAStczp/9ncfiHhtGY9L6PflRuA/qOW8ts0Vb5oLlOmG+\nTpqO4OUh4i6e3lJmAi6lOdJk8AW6eQGzkYEJoAvrpgYUhoEbvgxf4Vj9vHamvP/5wce5HIjTQT6J\nhH2F7VbaB6DwdYFrkB7hycpk+SO0s/hb+IRnpNxG3Oi+2iyf1Xu2UHAUJ9EKpza9FVcYZWI1wSUx\nu2s4xU91B1VgMc+zOMvrxCrZ6bHT+ABXnBjgcT2s+/WtU1ecZrhV0la+4/K8dH47rfrJa4sWf8lM\n+GH1GnE1265YD8waYXbQqhBVFR93qb04itrNN1zLXxrOnt3KRTBb5x7v6zvi+5e2ItGRvP3W629/\na5oLUNJ210rDWGHYoxHi/YgRbsJxQtsq5y8p8XeVbtGsc7GYB86f294X2elEDzyWB3hwj/Lt8LWt\nz4++6RFcxiPfP8b43c/S8nC7iK01a8YewXdc+xu6ows/lrXyOg5wm7p0UdHMHRRTs0igO4ZmnhmY\nXB95+6MKQL9iZTJw2YDrcgJv8Gi9Uv1rtU71j7uxzRu0UeBpT9vkU1lvA7jv2jk81CmfwiMecPvn\nx8Z1rzPfeTUf5OXr/HLVeeqi0ea3aNf+G83Jmywi2XraUoyPpAzqLhftnaxZHv6u1hGfLkzpckhi\n4WXb9hZfkLFs27Vt+Ayc9Yt1Pfp5fFTPW7i98C/p3dSU9/VTTP/ng4+TmICCAGfyac8JtlU9BJrj\nld3VB6rXljyQ5nMcwCGvvNcGy07ckZ3CMzQgV0BvgSUvsezAZ+gzgJfops8ZfJb+gLqb/RYDb+3A\nH0I1i34LDbdR5kp9Z9LCDxR2LRPadYAHjp9xHaURJ+cEC9SRQq3z0K41D+0ftOKFmmdm91aVkFeT\nDXDK3++4Ym9+Q37ClcAhHydjoVk+EQQves+fv+/vWOrLFyxtt9jsEre8CK99R/mSplk5fqA2RhTw\nK9I8PxDwqrg8v2p8Lk9gwbXyRP1+xHLX0iyv8ILpzvA0mi1DF3be/VTIikKXmiDTJl1gqDOMnnLI\nn8M3U1azqCJecW2+n71euqfcdu6TsjJBQLDufkbpSqAIKQAnyIiDHL0CReFS76JsAk4tY65W0XK1\n5YtAU1B3mCp28ea9Nh3Q7DUNVjHP4G1cV5t9HXrFLCree/gRbW/5YYs24t374ltfOy9XzF/og9dx\nYWvMP162sH99SWGP69+03nsq96IaeIBbVrjLio+B2rbEAZ6kxHoGWVKipZ6xtClxXXS1fODts+XX\nnsfOGfQOy7xEXg4CXJ5DPuOxv5OdFa1jkcGXulAs+TJZvMAdjwVYXhL4ZQG/KgYmLA3HDbcMYC33\nqtT8A4EvAC4tvSPgAvCFVP5Q+K7zVrwpdyHgrvPKuKvpxP7s+qm01uH2lWXZ+JzDcZwaKa5PtQj6\nVHAPmeoXcfmyrgT5VVkEz5wpWfzY2VKGO7Zl+jtv/3vfIorpf3NGMcXxnTPF8ZgP6DtecScs88C4\n4klSMSF+CeAVV/iVxRn8S0N7xSFvfkMVs5jSGr/i2Ughz0z92VdeXSnkEXjJ4ziJeCQOGChxfFAB\n5Bwvf8PteFKCS/K2jdi4dXfq3t2qAxqBUe4WlKZUlPulKRuCC7Q7q5wsAd/5l+uEZZ7UXGSZC5Z5\nwnwtAd/hufEsAx4W5XJrQWMvn9CsaapLxZTMptQV9S0+dyZF2h5IdwvAbeh3eMvfhnr9HUC9FvJa\n6WKb5x3lzJZHqI/0fAn68viIZsrqmR6HY4ejIV7K5Lw2xnMrCPQVT/hWY6/Jj4uyK700hydqXqxX\nuXR8Ny0WHltW8NQU89pO9OyQnHeysJ4vsnxjWBRu62RpKtax2YwphX0ZSyOywpk0sExQy3YdMv6K\nW0BqXqmio5zZExwHM0s5Dyc49l8rXjnlor3D1OT36MtScJ0vmJdLNXmd7zDP1XR+ngVn6Z53RZvr\ndTq6AEjwi+c6roWFwsCHwOfP55n+BtPvYPqoxbfxID2/1+QZsnKOiTme/Dn2gCMw3PVJ04JS5r4o\nNLyWySweRbjwQLz2+dguhWEtuvd2qwtuVoW3eTZ4k7dnUxeTVyWF/XPoc9ln0hcgwwPYrVTmfjds\nPOueno0f8Ohutdmdhul3sjPqcGb+s31U5j6Ha3OjHavdlWX2OI7ZNe876qb3G7gfL0Gv21WI7cHT\nMnxVutqCy2IWXpbucC7ilMYT5uaVOfJoWyfT7kuF6wJMwJPnKSRtvuPB3m+FtEN/jQyt8whKpskD\ncM7k7K0IvS2ZhU3XrpbA19vfkfB/0H/0LaKY/m8nH4dCmuHO0Lb+/N6jbdFVUHyi1P4tB/MAvwVb\nBKXgEEcJIfJsKZtn84KzHkbtrrh4I5XddMOju+PWI6nF6blf6ofkxfzSwADULDPnj/Qscv5eQ35T\nDnC7PW4lcsOE15n/qmDQcTCPsZ7QRx83Tqwe79cR27RFFudpLhVBKqF5UdeJvQP8Vpka2T9loGZ4\n+3Q5Tlceka04GqEmrkqu8EbAVwHA1AjHGgo1y2kNu1Qn/7bT7RRBEWBXePOdVnh2/YCTvrS+FmTd\nvzj2M2mGKmxLHmCxW6MQwYbHNGP7G1WW134mxSRamvzcHq0r1fVvkVguGLxfREF+rYRRTMZt2O4G\nbLd13y+OCREx7E6HTP5aheFVDGXMF+G5rK5U8PAWbcwn3lTrAltNbZ4dnjyfLOIFXgDeAZ04mZPz\nWBfW81krvOPpZWWe4kGfugVfF0rg7153C8+UL0ZnC9W2DKA+QLig+Zqo6Vl8T9ntvFJZuu+CttOa\n7cxmO7KWbndRF91N7buqa9yIt+OJ2ndt87GHZe4d0xV36bxil8s6aEUY8MrZERirXfRReoRH0uMj\nUB7l3TJ8Ot643FG+WGJUU/I0e7BXf/fgM7zyl1Z3lSqu+MWUFZ/Z1YRXUGUxQd+GMca1qslwvcy4\n/m148ZFvTxXT18/50ZmQCfV76RlePAEv4HdoKeRHuD08sN61dTszEb+Bi7vBjDx/hOd3owxQL8M2\nJiWY0PLYPl8c8TbfBEEVemWXLcWjC7Vl6byxjEzeV3QPwdf2ja7UnDHFtNJYeF1a6gXddwS6I+BC\noOZ1mu4AugCleaYud4xy4QYv7Q6tlrZ84UVNI5e57xIpPLedIEkTnC0XcVXQNuZK1ozJusKXK0sy\nUyZj0kTTYhRbaIPwKlaAKcePBv8nDarQ+b8jaXV6YvH1GTNeSXkRgcjsUltYBOQVvedZ6RXHTIlQ\nNBaYyrQ0hwhLd3owLf3KrpZOEDNCuw/h9iQwMjscmZiquTH6ZOyui8hge4Ys4WMmv3joQmgbtMZy\nQgejXTlR+tUS7kqg4q+jmEmvqFjxyxU5C63/juY5p1FgVY2686kQHa6F0UUvY3pYDJ+7ymIKZduY\nyXeo5oHt72U9Ta9T0O/fjJioP2QXopdVFKdTNR5zJGQjT4RlKuD73gKzuHUG1PNVIdoq/0cWCI6I\n7NWMtvRrh+J1Qyw7PKXu5rDFra8hmnlKnQNS82a/svBxvBT4TQTGjgHLjbTY5rUxmTaSdUaD05HW\n8gXLDx23JcputSx2213oYC0iMfOCLQ7TMi/Zuddsz0sYm52ymynGPOsy5Cw/HpZLsAjpViPegsTy\n0ArfLWMWn+riwZhmcUVxTdm1Hm2Z2jNZfFO6HF8x/J1HxlMdx2ThQsYx3bXcpitOFktKe9awiOzy\no93omGdfXtvxEJY2II09UxwNbKx4xJKn31/b81DLrYzWf0O8DD8mvH6K6fQB//7R+lpN+rfkuSlT\nA2VR8jP8Be5bvAJH80YbR7Q9U8oj4Wx7owSO6VGcpe3VT5ZfUCfT9xM6t99vV8T0FHIP8foMbXKm\ndsVrn3lL9+FW5j7Br1DULpMv4Tuyg0lMqa+o1xhR4A1l3QBc/IDs7jG8zLgrD04ItXRX/oCgVYWy\nqqgc4QVQBSsuXUgzqQprbRVxbrSsjOUl6a+m3inL92XEMU/7rdFl6iB0b7krOhy+09HLF7Rrrnqg\nNpiIsuvxeYi0kTJ8K23NOxaRgKqWEKa23j7lfKpoNWEQVcGfmjS8/lsezuk+ZJQjuJhfCXMiSFmT\n300Bb81f+3+rAbkLtilwdWOMgHb33ZoXjWZ5UecoZvCCZjqMtmBZBzW6slscVBNO2SG2C4eL9JNW\nJ1Z5kC4WhSOtQBrTm2Dlj+OwsYTB2hKmHMHBmI0vq11/F+HP0KvZYcJb0HeiGQVANEPN++Yejqm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wK/KuCXBNh8gxF4FP+ymPI1YqF9k+9b6E+90GEmF7KTowgyTZEXPMUJVHdiOy8R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\nnONjGcLxc2btTJ/mZVUq4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M0zpj/6oz+Kf/yP/zE+8pGP4F/8i38BAPj617+Ov/gX/yJ+\n9Vd/FR//+Mfx9/7e38N3fMd3AAD+xt/4G/jbf/tvY5om/OzP/ix+4Ad+AADwy7/8y/iRH/kRvHjx\nAp/+9KfxN//m38wfhgj4/MFZJhMCMtwZHuD4AHFU8Ykf65YPPMLFCWsPt8cTV51GK0wR3sqLYD4S\nim7N3yKMbtEyZSsTPM/SUuFkJ2KHXuB2Qe29aHGXlBze00mUQMGZwVp3Z+Jgrjs3lt754vUZVMTh\nzIJinc80HF3aGSh1RNPOQFmeu3r+T2AUbg5HNiI6jAM8q/vO9LyiMclTE+XGoyadhl/NmoUntLts\n0tnCjWh7AsgROFuVxROlAk9mF1acjhQojIJ+V51eAdRh9cAoZyKLqRAG+q6rraMbcCzfEeHbt3z7\n5mzgjhuUWf29DfgoTuCnjjKujHYvDufZz3tuTKTxOHkGp8Ive0G4hPzqnGLkNzggfFeEtiA4kx/i\nqMsTZ8f+A/OA3/mvlgFrXGZBkFgTwFuYOCUAWJ2Dr0huz9H5YnkiVEdQxtJFj3kojA1ayNtxVd+3\nwaU/vz5v6XC3poF7V5I2T6xts1vrwOBGcP/ubNq2O8Iilab9N+Zbe8FW3pSLIaIztiM82bywDHBH\neaL8fGZhdgsPhLaK0A5HOFMGHlfIHA2gdgSAGtzM/nOehm/HBiy+1qvxSwGsrG3cHAZrfYNOtxY4\ns/EfcS0GzvLHeABKFjHZLDY0WdHKi5En8KcLiEng734zPWO6qZj+03/6T/F7fs/vwec+9zlVTH/i\nJ34C3/md34mf+ImfwM/8zM/g3/ybf4Of/umfxr/6V/8Kn/3sZ/FLv/RLeO+99/Dn/tyfw1e+8hUQ\nEd599138rb/1t/Duu+/i05/+NH78x38cf+Ev/IX1wxAB/9XwccIbYS2oPRYG9hWCp5xozuQjbet9\nbq0H+3dGf/soXWDGvnnOLfBo0NtaWNjjs3WSxVvo9ve3nmlEG+HVGyWqktk8TOICA7cBxebvYGjc\ndrcqbAfIOmCiT5JhAF3TjUOUOOCqIncc5oi3dKAKHsbzrpqUilmsmJxSh/MyImRxuwuNuqdQd0ca\nQT31tryF8QB1JORoI2F/lB6hZX0RCe4sT1qP2/U7/A4N7gKbESydYEdBsCOvIFrFX/i0ndlAa1w2\nlay8ZRq+rb792Bh/HwdpGa+di7YWRvfoFs7q4inSvTnRzal8ck7ljbIH8jCw9Z4br59yecoV7cgj\nyrS1oInz2BFaxC0YnyWPlgv3CW7EH+so84hq4TLA2zIy94uZ+nWUJ7MbPYLRF0C3xrC9MXCLdwTf\nSo/h0Ph0gOeDCB/EWJcpL26jgc1mg4G3ypD9WxT+tpkDHG0Eo88H6biAvF1nOCQ4N3aHeSvi4nM7\nvHnmuAE02hjaipE3G6sxgM/S9sJfovPOj/70n/7T+JVf+RWH+0f/6B/hy1/+cv3Nv/SX8MlPfhI/\n/dM/jX/4D/8hfviHfxh3d3f4+Mc/jj/4B/8gfvEXfxHf8z3fg2984xt49913AQCf+9zn8A/+wT9I\nFVMAwN8/+ELSiPdMyUa0+4SnYN25Ruke7ajQ8RieUTjaKGI4ujp+BrYDCQbwLbQjK3mSHuGZsW3K\nsmfqMuJD8izxmbL8Ho0JLA4ipGpumeg4wLd+pxGftIWRmV6G2zPpc+2STZ5rXp+DIdfFaJ7ZTCAN\nLlzniEt7aLnzS77jPYJAxUG4Yi9ozQy9EmOvnhjdtPZMvSPgI+4WuFC9u7DV5033mVLIx3Dr2JT9\nxt5EeRQuBrf3vHv5Ec6FpKMOx/QNXvcdE8En5aWcZuOtO/Aj+OiYd9Srso4FdG7c2BpnMiUjhi1a\nJkmthNlBPLvgHb/X6DuOouWVsUfOhmeLUWFhChCvtBWXLlQp7044Ox7I3GcWsvT6EDaw+CdgrBfH\nMl57vVj7Hu49pG4ICa+pO4uPzz2qgL1qYlNRYSd8tGtuz9Hv8gF65p1nAjfHXppvDr2wtF22xeAs\nz0KAOgCT8YjW75DNPwu6g6u9Oe7WsX6T1v07RFjbgt1tL/JQ1m8F98Vwa3FgXoZMNVSQ+3PYfMNR\nfPmZqiM+2e106QhP/T7Z6NRypi6n2fFoFFc72DzmfUQ4fcb0a1/7Gt5++20AwNtvv42vfe1rAIB/\n/a//Nf7kn/yTyvexj30M7733Hu7u7vCxj31M8R/96Efx3nvvjf/A8lc6/F2frDELo92Fvd2HLboM\n1pmZ5q04Nn+LQnoLTmAbtga2Ee0IXt7jMX/jrGB3NH+44+xEy5+dK7L5Vzv0rXNGCOlRXEaTtvAU\nbX6P97F5wAurUXg9mhePtiqs2p01NMEESAXZo8r+mXBUoMpWLNOzeyd4C7rnwuxu4VviZfD39+Lo\nue1q7JbiczTaMqN2nqVHeGRMzQT8vfwWDzCY6OnEGEXr8T/ON1tHKY7CcUwZ1d2ZupY6vbVP7vHE\ntiHv85DgM16bUvIOj4URvlWUFW7Jn23/R3mROSfDuj1nbXyLhkH+FrzgMrlrTy7bghfURY4LAOPp\nl7NjRIPjRZzh5Zm32t9ZHJDLiHGR4wwPDerklnq0eelTR2W0I/gFXr7au6Nzjybzl6qETRXcmt+P\n0o7U+x4ccWf7vqRvbdBknL5pnqauM8UzuVn4v75U4054lPMjIqrmt08Z/su/cuIBnii18NagG9Oz\nvFvxDN+oc47yR3ge0AfVW5yejHhsx0JIzyhq2Tcb1d8WzQowkWYHAnFTvjfQ700K8vtZJx91/D08\nBn9rBCuOt+lHBqAsPmyUA25TzGmA2wqjwXCLNhKg+IlwmQJ8S2phYF1HW3VmhQ9xeJLxZG3I5i8b\nfCMY5u/gYH6PdyS8na3Hw5PvgWif1baDkSCxKUzwNj0bJxSmAX4Hljklmo7aBbmMtmWausDvTh61\nNhlFcaiz1/ZviUjSDPcY3g8Sd4aewbrDwz0vu0WwuMZzANfbWWuTqx1LdM/rXOmKi+b8gpM+pebE\nbMYcO78ZeMRbzLu7888ZvEc38IvQB7fGjLM8hD4+2Hee4McNOedXDsISrEa2efaVwtxp84Yva1eC\np/ZyCZ62eNDapP3rwRx0Rd/hT8Mey4GfMA+wfgpaAaHKyVUl0PqBmrlX2N2Ta3ZUOw79mJFaehkv\n8QD8+fsEvhzgmdDNsG2bsuF7/xSAP9Xz/8NfTdlOK6Zvv/02fuM3fgO///f/fvz6r/86PvKRjwCo\nO6Ff/epXle/Xfu3X8LGPfQwf/ehH8Wu/9msO/9GPfnT8B/7JgYd470vAxz55XGk4o1xgI92i3TpB\n3EKzE/UW/1mcBH6CVJTdKAAcWS3K8jB4YNuu/lb80Wc9kwfOCchHhGrGul6y/IpGY9qvfAn4+Ccf\n980z3F07bkOscgAAC/JJREFU13rPoHtuKdo9ZmscNTzuAXrD8qDzTm2yA6Ovc9YHIIUDnSLvurw6\nFnB3Eg7iNccjlm1V4Xa+7IRj76IMePlGLEiDc+mjcdxxo/bhcHSAR/Ic/qb5W+FvEw6WEZQIs06Y\n63kOeRWIM35XP7x+n/hMR3D/7MvA9/3Z9vtcSaP+IoJSxiPj0ys2grlEWi8aJOMQU0IvZjxgNJN0\nAFeAVMFkp3BWPKeKKAlecLJrAvh2Htt2GJ+48du65YX6YuoE9dItAjYZIYmMsERBcCKFfRkA6I6r\n0BUn08bUKmNIa/il4zU4gV8ACvnAF3mjIBxYh7hDvOS/h9D1e4QyR1Lbfkdz396caOF/+SXgnU+G\ntku5HHcWl4VY31s0uxCX9V+bHp3v7W9Y3GweeHNr72AgNGUi6ycej9h/MpoovdJ4TJ+x+T4+B742\ndnOCB+pcznZBhAC2Js5yNMfgLB0mpXbMp/uLgPqUyHAKv4LjYfXEb8ol4/BuPMr3VPErX6p9SjrB\njDp2ydGi2K/P4B4RTiumP/iDP4gvfvGL+Mmf/El88YtfxA/90A8p/rOf/Sw+//nP47333sNXvvIV\nvPvuuyAifNu3fRt+8Rd/Ee+++y7+zt/5O/jxH//x8R/4Dw48xFe+BHz8kxV+oooA0M2Atq5iOHNN\ng3zcNwC8maQZbi8V+OgK9tmV7rNKndBGZQG/Ur4HH+Et4V1ujfE3JvQd33iGeQu3lZcJem8i2qPZ\nyQ6mLmLMdiVGOxUW/5UvAf/hJ9ffcCt/hMYEfgXgpXGONBLO9+hRgThjEnME3tsx3MKN8pnAdhQX\naTZE+pE45G/EzBzrsfmVBz+jOFyyNOE1ed0xM8rqunrYIR09nHsjx8AGCVD4Hfm7FPL+OXqZ63//\nv+Dyn32v89osOz99V8h48bVnf7RMPz/ndpKiwDraDT2aD22Cs/4RrUhGwpQra7y+Hjm/VRhlh79W\nM3XhFmSEXTJ0YJGXEbopW9cKqAtjN7V3GtO5t6VNIW6U7tG2whm5KPt2dsdjayF/T9nL2twt7ZNR\nF0//zCdPbDjwQT5bGX4McPiIy87QWpz2TfJ9NHqn5pC3CxtxN/ZWGWJPAZ4Ae2abs/PbYeeMBRef\nfUJv+3KOtfQ6rOPB0sZe08eljs3Z19WOPIJCC6yU3K7UyrhQPI+MxTA8th4K6lh3RC7bqtdXSXwY\n4LeiLVNQx+A7k94luBFPxP+/XwL+xCexCknTvonnxrCpmP7wD/8wvvzlL+M3f/M38d3f/d34a3/t\nr+Ev/+W/jM985jP4uZ/7Ob0uBgDeeecdfOYzn8E777yDy+WCL3zhC2rm+4UvfAE/8iM/gvfffx+f\n/vSnx46PAOC/O/DUvw7g/4PvMAXrTnQLLppOvQngwwG/ZWYVcYTbVgjlHs8RHXjcpCepDDYwz08H\n4L28HfBHE/zW5L9Fu6LvEtybvzWaLI9OrGfD0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} ], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "log_spec = log10(Pxx)[:]\n", "cepstrum = real(fft.rfft(log_spec, axis=0))**2\n", "imshow(cepstrum[100:,:], aspect='auto')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 83, "text": [ "" ] }, { "output_type": "display_data", "png": 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VUbZjH+spqogrtigPgtDKqUKA6JW0UhBVPunviirv72DJCUlL8uq9WmrrFfdUbd0Hyizp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\nZ2clSbOzs+vB6eT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} ], "prompt_number": 83 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(cepstrum[50:,15])\n", "plot(cepstrum[50:,32])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 85, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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4W1dXF6WlpeTl5VFWVkZ3d3f8tr179xIIBMjPz6euri7efuLECQoLCwkEAuzYsSPeHg6H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\nMUDE1044oQXDdpPUWwgYRD0XcQ+nwWA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} ], "prompt_number": 85 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(cepstrum[50:,5])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 98, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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aNUuSNGvWLC1fvlyStGLFCk2fPl0xMTFKSkrSiBEjlJeXp5KSEpWVlSktLU2S\nNHPmzPrHtNaRRj8uLw9eqWX0YxxJUZF1P6ZSGzr/Si2hFgAAAB2hzQNFbdu2Te+9957OPfdclZaW\nKi4uTpIUFxen0tJSSdKOHTuUmJhY/5jExEQVFxc3mp6QkKDi4uI2zY9/9+NgA0U11f2YgaJwJDt2\n2OjHhNrQ+Vdq6X4MAACAjtCmgaLKy8s1depUPfLII+rbt2/AbVFRUYqKimrTzPlbsGBB/d/jx4/X\n+PHjg97Pq9Q2dUmf8vLQB4qqqrLnagqhtns5cEDq189CbbADJmiMSi0AAACCyc3NVW5ubrs8V6tD\nbXV1taZOnaoZM2ZoypQpkqw6u3PnTsXHx6ukpERDhgyRZBXYwsLC+scWFRUpMTFRCQkJKioqCpie\nkJAQ9PX8Q21zQjmntiXdj/v3b/q1GCiqeykvl/r25ZzalvAqtQwUBQAAAH8NC5X33ntvq5+rVd2P\nnXO66aablJqaqltvvbV+ekZGhhYvXixJWrx4cX3YzcjIUHZ2tqqqqrR161YVFBQoLS1N8fHxio2N\nVV5enpxzWrJkSf1jWsvrfnzCCVJZWWDorKqSoqKCdymm+zGOpKzMqvx0Pw6dV6lloCgAAAB0lFZV\nat988009/fTTOv300zV27FhJdsmeO++8U9OmTVNWVpaSkpK0bNkySVJqaqqmTZum1NRURUdHKzMz\ns75rcmZmpmbPnq2KigpNmjRJl19+eZvekP91avv1k/bvt67IUtODRElNV2qPFGoZKKp7qK219nDc\ncYTalqBSCwAAgI7WqlB7wQUXqK6uLuhtq1evDjr97rvv1t13391o+llnnaWNGze2ZjaC8iq1knUd\n/s9/fKG2qa7HUtPXqT3S6MdUarsH74BIVBShNpgXXpDWrZPuuy9w+uHDtg717GnLrrbW/gYAAADa\nS5tHP440/sHVC7WepgaJkuh+jOZ559NKnFMbzEcfSR9/HDitpsaCbPR/D50xWBQAAAA6QpcMtd6I\nxQMGSPv2Bd7WXPfjysrAaaFcp5ZQ2z34HxChUttYaWngASSp8UEkLusDAACAjtClQm11tXVv9IJo\nw0rtwYPtW6ll9OOu47nnrNrYlLIyX6WWUNvYrl12/rq/Awek2Fjf/1RqAQAA0BG6VKj1zqf1Lo8b\nrPtxU5VabyAb53zT6H7cNflX7z0PPCB95SvS22/7plVW+oIaldrmlZYGD7X9+vn+Z7AoAAAAdIQu\nFWr9ux7BIB1pAAAgAElEQVRL1v24YaW2qVDbo0fjkBpK92NGP+5cSkqklJTAgxeSBd3586UrrvAF\n1j//WfrBD+xv73I+EufUBrNrV+Puxw1DLZf1AQAAQEfoUqHWf+RjySq1Dc+pbar7sdS4CzKV2q6n\ntFTavVvasydw+r590vXXWxfjXbts2s6ddl8pcKAoKrWNlZZaiPUfFJ1KLQAAAI6GLhVqG1ZiG1Zq\nm+t+LPlC7e9/L23bRqjtivbutd+bN/um1dVZADvhBGngQN999u71tR//Si2hNlBNjXU9Pu44W06e\nL76gUgsAAICO1+lC7fr1jc/d8zTsftySgaIk37Vqn3hCWryY0Y+7Ii+wfvKJb9qBA9YuoqPtmsZe\nFdc/1FKpbdqePXYAaeDAwPUtWKWWUAsAAID21ulC7bx50q23Br/tSN2PQ63UFhdLK1Yw+nFXFKxS\nu2+fhTIptErtMcfYAQ//rrbdWWmpNGSIVbr9DzgFO6e2s3U/fuklzp8GAACIdJ0u1O7da5dfef31\nxrcdqftxcwNFSbbTXV5uj9m+XSoqovtxV7N3r5Sc3PJQ61+p7dHDF2xh5yDHxTXuGdEVLunz/e9L\n77wT7rkAAABAczpdqN2zR/rVr6S5cxuPPNzW7se9etm5tHFx0pVX2v0Z/bhr2btXOu+80EPt4cP2\n41+pleiC7K+01NaZrlip3b1b2rIl3HMBAACA5nSqUFtXZyH15pst3O7cGXh7e3Q/3rpVSkiQrrrK\nN60pVGpDc8stVvWOBHv3SuPGWVDxDkj4h9pBgwJDbUyMtTn/Sq1EqPUXavfjzlapray0gxmEWgAA\ngMjWqULt/v0WLKKjpaFDG4faht2L+/SxypBXHQqlUuuF2ssus510/8pvQzEx1hW1vLz176k91dXZ\ne4w0K1ZI778f7rkwe/dKw4ZZeC0stGkNK7V79tiy3L9fOvlkX6j1bzu9exNqPc11P+7Ml/TxLudE\nqAUAAIhsnSrU7t1roUOS4uODh1r/EBoVFbij3ZJK7fHH24BRzd2/Rw9p+HDp009b937a27PPStdd\nF+65COSchZ7PPw/3nBivDY0c6euC/J//NO5+7B1AGTzYbi8ra1ypZQAh05Lux52pUrt7t63jhFoA\nAIDI1qlC7Z49zYfaht2PpcBQG8pAUV6olZqv0nr8w1G4rV4tFRSEey4CHThg1blIDrX79lk7kXyh\n1ruf134aVmrpfuzTVPfjhtep7Wzdj3fvlsaMkT77LNxzAgAAgOZ0qlC7d691G5VCq9RKVoHzzqsN\n5Tq1n33mC7WhONqhNi9P+sc/gt+2Zo2FR+eO3vwcSWmp/Y70UNuwUtsw1Aar1BJqTajdj8M9UNSh\nQy2ruu7eLY0aZefN+78vIJiaGgYOBAAgXDpVqD1SpXb3bl848bS0+/H+/ZEdal94QXrmmcbTd+yw\nINarl2+go0hQWmoHC7ZtC/ec2A7nF19YRbGpUDtokLWzI1VqOafWp7MMFPXUU9KcOaHff/du634+\nfDhdkHFkP/uZ9Oij4Z4LAAC6p04Vao9Uqf3wQ2n06MBpDbsfH2mgKKnlofZodvndvt03wJG/NWuk\nCy+UkpIipyoqWeAZOza881RR4Rs5u18/qWfPpkNtbKydK1tS0rhS27D7MefUWq+A3bt9odZb15xr\nXN0Od6X2tddadv47oRYtsXmz9Mkn4Z4LAAC6p04Xar1KbVxcYKitrrYditNOC3xMw+7HR6rUSpFd\nqd2+PfjlcXJzpfHjpZNOiqxQu2uXdMYZFnY6OgRWVdmlmOrqAqfPnCktWxbYfk45xarblZWBoTYq\nyv4uKOCc2lDs32/LondvW1Zepba83KZFR/vuG85KbV2drSNFRaEHa0ItWmL7dvsBAABHX6cKtXv2\nNF2pLSiQEhMbn1PrhZK6Ogshxx7b9PP36mWVvOaCb0ODB9tzH60uv16ltuF5s2vWSBddZJegOZo7\nVpWVzZ/DW1oqnXiifTYdPV/btkkrVzYOIB99JK1fHxhqo6Otqr1lS2Colew+mzf7Qu3OnTYKrv81\niwm1ZudOq9JKgd2PG3Y9lsJ7SZ/8fJufxMTQD/oQatES27dH1gFFAAC6k04Vapu7pM/GjTZSaUNe\nqD10yAJvj2beca9eLavSSlbZO1rV2poae88xMYEhevdum3766RZqj+aO1aRJ0iuvNH27d77l0Zgv\nr2up/zVxnbPBvzZuDGw/kn1un3wSOPqxZAdOPvnEF2q3bw/sRitxTq0nP19KSbG//bsfBwu14byk\nz2uvSRdfLI0YEXpAJdS2n1tusc+gq6qosO3L9u2RNVAfItPmzdJ994V7LgCga+lUodZ/oKjYWAt5\n5eX2f1Oh1ut+fKRBoqTWhVrp6IXaHTtsJzspKbAL8saNFmh79jy6odY5ad066e23m76PNzLukc71\n3b277TuDW7bYQQb/UFtSYu1kw4bgofa99+wgQe/evukDB9pzeaG2sLDxudicU2vef18680z7u08f\nq9xXVTVdqQ1nqB0/PvC60pMmWZfkpviHWi7r0zarVjW/nejsiops29uzJyNl+6uulm680Qbog89r\nr0lZWb7/b765+W0RWubPf46sATMBHB2dKtT6DxQVFWXVWu+SMRs2WLBryKvUHmmQKCnyQm3Drprb\nt9s5s8OGBQ4W5T9AVmtD7aFDLX/M9u22s/Lvfzd9n9JSC7Unn9z0CMiff263//a3LZ8Hf1u2SF/5\nSmCo/ewz6ayz7PP3qq+ekSNtR7vhiNkDB9qy90Ltjh2NK7Xh7n5cU2MjYYebf6iNirJq7YEDja9R\nK7VsoKif/az9Bt2pq7Pu+f6V2sOHpVdflZ59tunHeaF22DB7P962pqN01R3/igpb5h99FO456Tje\ntvlo95SJdJmZ0pNPSu+8E+45iSybNtn3ofcd8sor0ptvhnWWOo2yssbjZjT0wx9KL710dOYHQOTo\nVKHWv1IrBXZBbqpSO3iwhZIjDRIlWVBJTGz5fHndWNvL4cPWNWnAgMCuvdu3205Tw1C7aZNvgKzW\n7FTt3y8NHWrLqCU2bJBSU61a21SVtanuxzt22HxL0u23S9ddJy1Y0Ladny1bpGuuCQy1W7ZYkDn9\ndDsS3jDUrl0bPNR6v/v3ty/QYJXacIbad9+Vpk078jx0dGX0vfdsdGuP1wW5LZVa56Tf/c53Peaq\nKumNN1o/jx99ZJ/j0KG+rsTr1tm0lSuDt93qaguZAwZY9W38eOmf/2z9PBzJ7t12QK2srONeI1w+\n/tiWYVcPtcOGWbBlsCizb599j115pW1n4ZOfb9udTz6xdX7bNvs+Pdqc63zXVr7qKun555u+fccO\n2y/kQArQ/XSaUOucfUkGC7VlZdbNdfjwxo/78pdtJ3br1iOH2ltvlW67reXzdv75ttP997+3/LHB\nTJ9uFcQf/lB6+GHfdK8akJgY2P3Yv1I7eLBVXVsSUNeutRDSXMU1mA0bbIelrk4qLg5+H/9KrX+o\n/clP7LOZNcsC2mOPSX/4g4XbIx2F9TS836efSpdcYu9/1y6btmWLtYvTT7f31zDUesHFn9cbwAu1\nUuSdU7t2rVVr33236fv89rfSl77UcTstu3dbt/6kJN80b7CoAwfsFAF/sbGhdQkrLrbn9trjP/4h\nTZwYeA3clli7Vho3zv72uh+/8YatZ8cea8G8ob17rV145+Bfeqm0enXgfT77rHU9HJqax/Jyqyh3\nNgUFzXe53bRJmjDBwm2o63ZnU1hIpbahhQulqVOl2bMJtQ1t2mTbpPx8+/7u29cOzB9t2dm2TQxH\noG6NigqraDd3KsP69fYdnpd39OYLQGToNKH2iy+kY46xH48Xaj/8UBo1yqoBDR1zjO2QLlt25O7H\ngwY1DjihGDZMWr7cAtq//tWyx65aZWHuxRft/9dft0rjc89Jd9xhO/bedXCDdT92LrBSGxVlt7dk\nx2rtWhsN+K23Wjbv3rm8Z59tla+GDh60QNW3b+DO3qFDtrzeesuq0pmZFi6uusq6qDYX1DwPPih9\n5zu+/+vq7Gj38OHWHdar1m7ZIp16qs1nbW1gqD3xRDvQ0Vyl9rjjrMLY1Dm1L7wQeG7U0fLvf1uA\nbOqLe/Vq6d57bXk2DGPt5YMP7HJNUVG+aV53/2CV2vPPt/Z9JO++awduvDb1+utWOV22rHXzuXat\ndM459vepp9oBrtdft+s6Z2RYtbYhr+ux59JLrdeEf1X3uuts3Q1VdXXw9cSbx379mh90LRLV1kpf\n+5r00ENN3+fDD+20gNjY4Jcja87HH7d/hdw56YEH2rcXg7dtplJrnLOu/d//vpSWZu2bAbTMvn32\n3Ziebr0XPvxQmjzZtktHe5yGf/zDvi8nTOgc3Z/fecf285o7SLJ+vV3G7+OPW3/Q8Y03Iv+c3Eg7\nQNjag87dQXW1FSHQ8TpNqG04yI/kC7WrV/t2WoPJyJBWrGjZpXpa6rzzpF//umUjGm7aZDvGa9da\nVfZHP7Lf991nlcBjj5Vuukn6zW/s/v6VWi/UFhfbfb3qotTyasHatdI3vhH4peacNHdu8zuU3nnM\nXqh9803pggt8VZtdu6zrsRe0Dx2yL5yVK21H56yzpKVLpcsv9z3n5MnBQ4a/AwesCvDCC74NRXGx\nBarjjmscaocP93VN929D3sjVwULtMcfYc0VF2fM2dU7tr35lVeaOVF3deGdn7VobgCXYl3tFhbWr\npUttp/LJJ9v2+jt2SDk5jaf7n0/r8a/UNgy1Z55p66v/qOXBrF9v8++ds71mjfSDH0hPPdX0Y/79\nb+lb3wp+29q11t4k2wb072/n037lK3YgJZRQ+6Uv2U6EN8jUvn32mi+/3Px78bd8uXVjDlbhX7vW\nRgjubKH22Wdt29zcfG/aZD1JRo1qeRfkH/7QftrTunXSj3/cvlXx7npO7YsvBg8OW7faaQMpKbbt\nl1p+QKOr2rTJTttJTbX1YeNG+y4cPvzod9HPzbXv0l/+Uvq//zu6r90aubnSDTfYd09TB6XWrbNt\n++jR9l3SUs5JM2b49rsi1YwZ0uOPh3suTFmZ7ZfSIyO4H/0osAiDjtOpQq1/cJMs1G7ZYiv297/f\n9GMnTbIdySNVattqyhQLdqEO+PLgg9K8eVbteftte2xdnfTNb/ruM3eutGSJBcXPP/dVar0dBP8q\nraclO1bOWbXv1lttHryjf7/7nY0g2NQX3eHDtuOSkmKhNjfXjo727i1de62FTa/rsWTVzgcftCD2\n5JO2QQ4mI8NXtW7Kww/bZ3rSSb5K5aef2rmzkoUnr0upF2q97tkND4w0FWoHDvRVIPv3D16p3bTJ\nnr+oqON22EpLrcJ5882+aQcO2EGNG24IXql98UVbBhddZG0pJ6fp7qHO2RfRE08E74YrSYsWWRfC\nhkcaG55PK1n1+9NPg4fanj2lr341+CifzvlGMl+/Xjr3XKsCr1ljXfTuuce6+/qfu75ype8c1D/8\nwdprwy58hw/bEXv/8D1ihHWZjouzg1GlpY3fe8NQGxUV2AX5n/+0x771Vuhd/Zcvtx39hgcIvM9g\nzhybl86y819XJ/3iF9If/2jVpgMHgt/vww9tG9XSUPvRR3bgoLCwfYPi88/bwbbnnmu/5/Sv1B5p\nXp2zbaT/uf+d0bPP2vb6179ufNurr9qpIFFR9uNVazdskJ555ujPa6iORjU5P9+3Pnjdj0ePtgPE\nwbog793r2za2J2+gqpQUO6j9z382vQ5Hitxca3Mnn+wbk6Oh9evtIMG4ca07r/aDD2z7n50dub0L\nysqsUHP//W3rceKcdP31rdsWVVf7Bn586SX7v6MP8LfVX//afqcMhaqmRvrLX6wIw1UUOl5EhNqc\nnBylpKQoOTlZ999/f9D7NBwkSrJQu2yZ7byPGtX08w8aZMGgIyu1klXzLrzQd27tqlVNdyfaudNW\nsDlz7P8BA2yD/eqrgdfSHTZMuvpq23FoeE6tc4Hn03rOOy/0Hbbt2+31zjnHqmyffGJfrD/7mQWK\nvDzftRf9r9WZn2/hoFcvC7VvvmmfQ06OPd9PfxoYaiWrpCUkWBftKVOCz89559lOrP9AWP6KimzD\nec89Fmy9Ze2FV8mqYa+8YhuQigqbh9hY6etft+Xnb9IkC1D+kpOtgucJVqnt3dt20qZNs0pzqCMt\n5rbgug2FhdZux4+3AOd1h1q/3sJkaqpVRb3zhz1PP+2rWg4YIF12mR0YCeZPf7Lz3l57zZbP4cP2\nnBdcYG2rosLCYt++jatxwSq13/qWhZz//KdxqJVsBOJg1f9f/co++9pa63581lnWJh991P7u08f3\n3JIF56uvlh55xC4j9PzzFvKfeKLxPKak2EEIz/Dh9v4k63b/4x/bIGX+GoZayUKt9zm/8oott7S0\n0LrHVlVZW73rrsYjLn/2mW2bEhKsG2Co3cW3bLH7hjKitP8X+VtvWSVj9mzfKQfO2bL1AnpNjS3j\n2lrbWdm40ZazJzc3V8uW+U4bOO+84NehLS+39nnqqS0PtQ8+aAf1Jk+2HTjnrJtzW0ahds7aymOP\n2U5Gw/PNnbOgnp8f2nMVFNhvb6Cok0/2dT/2f+6KCvsOk6ztvPyyHajqiPPd166175ZgQSg/v+mD\nVy3xySf22SxbZuvg7t2Bt7/6qrVlT1qatf+MDPvOC9ZF++9/t22xfztrqy++sPkrKWl8m3PWO2L+\n/FxJdvCrpafutIZ3IHrkSFv3P/jAehKNGdM41Hq3zZ3b/vOxZo19t3ij1l90ka1nofBGlD+aKirs\nu+8rX/EdJGloxw7bdp100pFD7YoVwQ9Irlhh6+bBg/Yd2BGcs9M2vAM8X3xhB2ZDDdF/+5t9XsnJ\n1iNLatm+hee55+z7qDVV+muvte8Qybap991n83Wknljh8uab9p19tIP3mjW2Xfn+961AgA7mwqym\npsYNHz7cbd261VVVVbkzzjjD5efnB9xHkluyxLnrrgt87DvvOCc598EHR36dJ55w7v7723HGm/CH\nPzh37bXOvfKKc1FRzs2Y4VxdXeP73XWXc9/9bmjPuW2bcyec4Nzxx/uea8AA50pLnbvhBud+97vA\n+1dVOZec7NyqVfb3//t/zh08aLfV1QXOz9Klzl11lf19/fXO/fKXzp1yinNLlti0733Pufnznfvp\nT+39LFtm0596KvDzmD/fuf377e9du5wbNMi5W2917sYbA+etuNheszkzZjiXmdl4ekGBc0lJzv36\n1/b/6687N3as/X3nnc797//67jt3rnMXX+zcmDHNv1Yorrgi8Lmdc+7ll63tvfWWc88849zXvtb8\nc9TVOffkk87Nmzc/6G2eAwfs/6oq58aNs8/DOee+9S3f+1640LnbbrO/09OdW7nS9xy7djnXr59z\nX3zhe85165yLi3PunnvseT2HDzs3bJi9B+ecu/pqe73rrnPutNOcu+ACazsTJ9rnce21dr+qKudu\nucW5lBTnKisbv9dzzrH2+sILjW/74APnRowInPaf/1h7SUlx7v/+z9p2XZ21QcnannPOFRba/fLz\nrV1dd539v2SJc1/9qt3ev79zZWXW3mtrnXvkEef+538CX++NN5z79799/x865FxCgi0nzz332I+/\nsjLnEhOdy821dvjhhza/3/2uze8nnzhXU9P4PTvnXE6Oc+ed59zOnfb5HDrku+2ZZ5ybOtX+/v3v\n7XPwbxO1tc49/7xzRUWB83LKKc6deaY93ymnODd6tM1TQ59/bsv00Uft80pNde7BB5176CHn4uNt\nnp580rkePXzt6tvftmXZt69zxx3n3EknOTdqlK1zzjl3++3zXVycr+386le2rWgoL8+3jr76qnMX\nXhh8+TS0YYO1oV27nFuxwtblZ591LjratlOhqq0NbKPvv2+fXV2dLbvc3MD7L1tmbWHIEN97Daau\nzpZVz57OvfiiLSvv9Xr1su3DCSc4t2aN3Tcjw7nhw62tX3qpLe8LLnDu8ccbP3denm3bg3n7befW\nrm16vnbscG7wYOcmTHAuNjZwHayocG7kSNsW+Lelltq9257nD3+w//+//8+573/fd3tdnc3Dtm2+\naTk5ti7ffrutz9/6VuBz7tnj3NCh1oYfeKD18+actckbbvBtH84+27lLLmm8bj75pHMnn+xc377z\nXVmZrXejR9u2PNh3dmsVFQWu75dc4tzf/25/Dx/u2969+KJta52zz+qJJ2w5/vGPzg0c6NzHH7ff\nPDlny+g3v/H9/+c/OzdpknPr11sb3bCh6cfec499nk89Zf//61+2Hbz0Uuf+9rf2nU/Pa6/Zd6Jz\n9n10002+2zZssP2gv/zFucsus2mffebciScG/45avdrm37/desaOte3CD3/o3N13+6bX1Nj2qD3a\nxuLFto82ZIit69/4hu3f/fSntg1ZssS2IU2ZMsXa70svOXfGGTZP8+fPb9E8HD7s3KmnOvfcc7at\n2rEj+P3q6my7efiwb9pf/2rbgPh4W99iY227cPPNzt17b/DnKS527ppr7Hu6rerqnMvKcu7nPw/t\n86ipse39PffYOnXgQNvnIVTf+Y59P+7ZY+v6p58evdfurNoSTcMeat966y13mbcVcs4tXLjQLVy4\nMOA+ktyPf2xfnv7KyxsHunDzdlpPPtlW/C9/2Vak8nLffX73O/sC37o19OedO9d2Kj1nnGE7iaed\n5tybbza+/7Jldp/x422H9JxzLGiPG2f//+Mfdr/bb3fuvvvs78xM29D/5Ce+53n/feeOPdY2YK+8\nYhvhuXNtw+B9oQXzyCMWgu+6K/T36HnxRfsy+tOfLEDV1Tn39NO2AfX/vKurbWdyxw77UnjmGd9t\nJSW2M+4F9ra47joLAP7eeMOCRF2dc3v32s7/oUM2L7fcYrf96U92e1mZc9/8pn2B9Os3v/5z37nT\nAvOJJ9rG+cYbnTvmGAs/11/v3JVX2hec93ojR9rzXX21fXk7Z1+CEybY640ZY18q06c3fg87dthr\njR5tOwd1dRZyrrzSd59PP3WuTx8Ll2Vl1mb697cwsXevteu8PNsZnzTJdtCDeeopa0f//Gfj22pr\nbUfz88990376U3vvr77qXEyM7Rg5Zztxkh2c8Tz+uH05DRjg3L59tlz79LEdQOds2aSkWLC49FJ7\nz1lZwefT32OPOXf++bZO7t5t643/Dp/nuecs2A4dasswP98+vwsusPc1cKB9iW3bZjumq1bZc373\nu76DauPHB4aNefN8t+3bZ5/RnXfa85eXW+BNTbXP4rvftee75RbnZs2yx+zaZZ/dH/9o8/b557ac\na2tt/Tn/fDvAFBdnByauuMK3I3DXXRYYBw+2zys+3nbmkpPtwMi+fb4DLc89Z4HvG99w7tRT5wfs\n8L37rrXP//zHdmo//NC57dud+9GP7CCVc9YGBw60vysr7X288YZz2dl2gLKuzl7rgQdsWT79tN33\n0CHbaYqLs+V50kk2r2Vlzm3eHLhTs2KFrQcPPWQ7i5deajtsv/+9zdvtt9uPc8794hf2Xp54wnYQ\nt2+3z/Jf/7Lt46BBtny2b7dty9NP23qwfbtzd9xhr5OVZev+GWf45uHUU21+773Xnu+uu2xdmjPH\nubQ0W4aVlbaMBg70vU/nLFiccIKtzw1DzHPP2ecUF2ef0a9+5dzXv+7c6af7AvpVV/m23+vW2f29\n4H733daWfvEL577yFdsZ/etf7fZt23zLseGBz7177cBQYqJ9V5x3nr1/T2mpvadbbrE2s2GDhTV/\nZWXWpquq7D7x8dZO6uqsjU2ZYgcJPv7YlklTod6bv7w8O5j32We+baT/MnroITsg9/HHtkN74YU2\n797rr1hhn+/Gjc6dfvp8l5Fh72//fvueXbLEXqe62pbP+vWNQ/GmTbbef+1r9n3z0ksWSp95xt7v\ngw/aZ9Ovnx3Ie/11a8txcdaGnHNu8mTnLrrI/v78c1sujz1mv6+80nfw7ec/DzyYs2uXtb3Jk+2A\n3n33BQ+969c7N3OmBUBvu1BcbAHllFPsPXi++MLa8qBBzv3gBy7goJU/bxu4erVvHRkyxA66Llli\ny3/NGvveuPFGWy4Nl92uXfY8u3bZ/xUVNn+Fhbad2LrVtolXXGHP8/77dnDCC0zr1vkOWL/2mr3m\nZZfZgTmv/dfVWYg67TRb9l6b9g4ILlniC2W7d1u73bbN3lN1tb3G8OHWJgoLbZ057jj77vnWt+yz\n+cc/bNl/8ok9d22tfQ7Z2b6DpAcPWnv1Dmzs32/bhbVrbT0eMcKC9Pbt9nrJybafNmKEbZ8eeMAO\nZL/0kq2L3ue0b5+9pwsu8PYZ5gcET09ZmR0Me/NN+76qrbXn+N73bPk6Z98r8+fbe/rNb+x1qqrs\nYOq559pySkx0btEiW68SEuwzfvhhu23CBHseb5vW8ID2f/5jn5dXaCgqskLB9dfb9nfdOt8+8sGD\n9jozZji3ZYu11RdesGW9Y4cth0mTbJmNGWMH4nfutM/hZz+z/Zq//MXec02Nta358209qauz17zr\nLnuen/3M9hnmzrVl47XFlSutrT3/vLVLr9Dwzjs27c9/9q3D/urqbLpXPKiqsuXhHeDLzLRCwsaN\njR8Ln04dap999ln37W9/u/7/JUuWuFtuuSXgPpLcCSccnUpre7jgAt9RxMJC24k9/njb8Tn/fKsU\nFBS07Dl377aw55k82QLQddfZSthQXZ0dEb7jDlux//d/bUP6u9/ZUeKTTnLuS1+yHeVXXvHN6z33\nBO4kOOfcggW+EPL227aj6m3Em1JdbTvnjz3WsvfpefNN+7Lv1cu+XMeODf4Fe+21tlHt1cu5994L\nvO3++9unzTz/fGAVzzlbpv5HNi+6yDZexx9vAWL1aufOOsu+AHv1sgBy6JBzkyZZheurX7UdgZ/8\nxALB//yPbXj37LEv20mT7G9PXZ19OY8aZV9o3ufx1lv2ZZ6bawcyTj3VXjsYL5iccoot09hYe21/\nS4DDhGAAAAnASURBVJb4Nrjr1lmb9Y50T51qr/3II01XJJ2z9jhokO2IBDNvnrXd5GTbyT/hBN9G\nf8IE2/l1ztrhZZcFHhCqrbWdC696++GH9j68ZbVli+2wHjhgO/FS8OplQ5WV9pwDBtiPt4PeUF2d\nfTazZ/v+v+oq5377W1sm27f7nqdfP9shGDTIKozeOvP007ZzlJZmzzV4sO2YeXbvtvY+bJgF9htu\nsC/2XbvsPQ0caDsV+/Y1nr+HHrJl27Onvcappzp3+eW23FavtvV9y5bA93322RaQnLOdsV69GrcL\nT3m57Tx86UvzAyogtbX2PmJjbXuXnGz/Z2TYjoC3rAYMsOkxMfb+zjvP2lVysi8MTpkSOI/O2Xru\nVVVeeMHaTJ8+thwSEqzdnHeePUd2trWR3r1t+/fee/Z/bKy9jte+P/vMpt9wg81nTExgVb+42F63\nb1+7PSPD1u9Bg2xn2Vv/b77Zdow8d9zhq1bdd589fssWW9Zf/artCHrefdcOwlxwgbX1hASbv6ws\nW1ajR9t6n5pq2+9337UduO98xw7yPvOMBZfnn7cDLaNGBVZUXn3V3ndqqi33khL7rGbNsqA9ebIF\nvqFDrV2lptpBzL59rQ2OHm2PnzvXPscZM+z9NvyO2LvX1onevW271rB3REMvvWQHQexAn+1oejv9\nP/iBvVdvp/WUU2w7dMkl1pZTUmyH/7LLbEe7Tx8L9UOGWJsK1nY//9y+d3v0sHm86CJbZs45d9tt\n813v3nZQyDn7jjvpJHvuuDg7MO1td1NTbXmlpVk7+O1v7Tuzb18LJE88Yfc/9lhrI6+/btuFF16w\nz/aYY2zevYB15522rXHOV+G+4orG32UHDtjrXXaZvXa/fhZ4/vxnW5a33GLfg2PH2jbl4ott3ocN\ns+/An/zE1v3jjrPX6NXLlnHDKtcf/+jr+bZype850tNt2Z98srWVvDy7zzPP2DbOv/q0apU9f1qa\nvfY559hnNHasfYZf+YrN/4QJ9vvMM22+vIOFcXH2M3u2HWw6+2xb3594wtfuKivtMWPGWLt99VWb\n/vHHjb83n3nG1vuhQ235jR7tO9C2bJl9drGx1s6OP953sLCuzrlp02xabKyFp9paW+/vv9/a0/nn\n28GqQYPsc+/b16ZPmWK/v/Qlm3baafZ79Gh7z16vloMH7b7e/uBnn1mIr6uz9WHhQlsfbr/dll3f\nvvY+vDDqnLWvZ55xbujQ+a5PH5uP886z5TZ8uC2nL3/ZgvKpp9q8Dh5s+45ej41Nm3zb5KlTra3E\nx9t26dln7TXWrrXwe/31voP8FRX2mN/+1jc/b79t7/2ss6yNDRliP9//vr2vW26x78PrrrP90Zkz\n7eDPMcfY6/bvb+vOggX22Q4ebOvrV79q7eCii+yAUWWlbaNPPtmm33yzPeZ737PP7fTT7bFDhlj7\n9b5/N2+25734YlsvsrNt3ysuzr43o6PtNX78YztgFRdnz+EdvJwyxQ4mDhxoy/OMM2wduOgiW2aD\nBll7ueACW9cvvjhwHfvzn+09pqXZZ/qlL1nPKPi0JdRG/fcJwub5559XTk6O/vDfa2M8/fTTysvL\n02N+Hd+j/K8ZAgAAAADoclobTaPbeT5aLCEhQYV+owIVFhYqMTEx4D5hzt0AAAAAgAgV9tGPzz77\nbBUUFGjbtm2qqqrS0qVLlZGREe7ZAgAAAAB0AmGv1EZHR+vxxx/XZZddptraWt10000a1dz1eQAA\nAAAA+K+wV2ol6YorrtAnn3yiTz/9VHfddVfAbaFcwxaIBDfeeKPi4uI0ZsyY+mn79u1Tenq6Ro4c\nqYkTJ2r//v31ty1cuFDJyclKSUnRqlWrwjHLQFCFhYW6+OKLddppp2n06NF69NFHJdGe0bkcPnxY\n5557rs4880ylpqbW71/QjtEZ1dbWauzYsZo8ebIk2jE6p6SkJJ1++ukaO3as0tLSJLVfW46IUNuU\n2tpa3XLLLcrJyVF+fr7+8pe/6KOPPgr3bAFB3XDDDcrJyQmYtmjRIqWnp2vz5s2aMGGCFv336tv5\n+flaunSp8vPzlZOTo7lz56quri4csw00EhMTo4ceekibNm3SO++8o9/85jf66KOPaM/oVHr37q3X\nXntN77//vjZs2KDXXntN//rXv2jH6JQeeeQRpaam1g+eSjtGZxQVFaXc3Fy99957Wrt2raT2a8sR\nHWrXrl2rESNGKCkpSTExMfrmN7+pFStWhHu2gKAuvPBC9e/fP2DaypUrNWvWLEnSrFmztHz5cknS\nihUrNH36dMXExCgpKUkjRoyoX7mBcIuPj9eZZ54pSerTp49GjRql4uJi2jM6neOOO06SVFVVpdra\nWvXv3592jE6nqKhIL7/8sr797W/XD55KO0Zn1XA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} ], "prompt_number": 98 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(log10(Pxx[:,15]))\n", "plot(log10(Pxx[:,35]))\n", "\n", "xlim((0, 100))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 86, "text": [ "(0, 100)" ] }, { "output_type": "display_data", "png": 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h11DGWAerYu1XfRn7Ensf7MX/mv8PwM96q9rInys/fqv5G7YHbReug2oQs75q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\nDFaJiIiIiIhIc/4PAXVDVXBLA+8AAAAASUVORK5CYII=\n" } ], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "maxima = argmax(cepstrum[50:], axis=0) + 50\n", "plot(maxima)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 87, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(maxima)\n", "ylim((100, 150))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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TN4fy7t0rffqpdPLJzr9WZqY1d9bJz0727JF27rSKbQDwm+OPly65RFq1yuuW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\nTkSuQmCC\n" } ], "prompt_number": 88 }, { "cell_type": "code", "collapsed": false, "input": [ "maxima[15], maxima[30]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 90, "text": [ "(127, 112)" ] } ], "prompt_number": 90 }, { "cell_type": "markdown", "metadata": {}, "source": [ "X-axis for Ceptra is in time units!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "22050.0/maxima[15], 22050.0/maxima[30]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 91, "text": [ "(173.62204724409449, 196.875)" ] } ], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "freqs = 22050.0/maxima\n", "plot(freqs)\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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77+aFF15g9uzZDBo0iHXr1jFw4EBmz54NQElJCYsWLaKkpITly5czceJEKioq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\nVdWYDhgwYL/PP/54tAb1vPP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} ], "prompt_number": 92 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantize_freq(freqs, quant_freqs))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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2vW0vU+qJpHZBQYEqKyslSSUlJfJXk5sQ1TVz5kx16NBBOTk5ys7O1vXXXy9J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\n+NnPfqYnn3xSrVp913Xh2XBGfVm4XC6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} ], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "Pxx, times, freqs, im = specgram(voice[:44100], NFFT=2048, noverlap=1024, Fs=voice_sr, scale_by_freq=False)\n", "log_spec = log10(Pxx)\n", "cepstrum = real(fft.rfft(log_spec, axis=0))**2\n", "maxima = argmax(cepstrum[50:], axis=0) + 50\n", "freqs = 22050.0/maxima\n", "\n", "clf()\n", "plot(freqs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 94, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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Hp0+H9hgBAACAYPHOO6aF9I03TA+3O+6QBg2yuqrAqq01ragvv2zeb/rKRRdJ8fGtAXT8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\ntFQlJSWaMWOG76oFAAAAAPQ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} ], "prompt_number": 94 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantize_freq(freqs, quant_freqs))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 95, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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PE+oGRF52/qMDsIOjR6UFC6Tbb5eefFJ64w0pLc3qqoDgsvN7AQEUABDLfK4BlaTy8nKV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\nRK5CYII=\n" } ], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "Pxx, times, freqs, im = specgram(guitar[:44100], NFFT=2048, noverlap=1024, Fs=guitar_sr, scale_by_freq=False)\n", "log_spec = log10(Pxx)\n", "cepstrum = real(fft.rfft(log_spec, axis=0))**2\n", "maxima = argmax(cepstrum[50:], axis=0) + 50\n", "freqs = 22050.0/maxima\n", "\n", "clf()\n", "plot(freqs)\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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IdMQUVJnXVhUVppq+klKR1ikxtcCBA/DLX8KwYWabj3/9C37yE+jTJ/bX1l5P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\n2XJJEOlT8gAAAABJRU5ErkJggg==\n" } ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(quantize_freq(freqs, quant_freqs))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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hRQGa6hpQKTNmQNsqQG08iqW1XOzbZ3brPfZY7+MJM+5RwUYBCoQABSgySSxG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\nRM/YDgAAAABJRU5ErkJggg==\n" } ], "prompt_number": 97 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "YIN and SWIPE algorithms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More modern approaches:\n", "\n", "De Cheveigne\u0301, A., & Kawahara, H. (2002). YIN, a fundamental frequency estimator for speech and music. The Journal of the Acoustical Society of America, 111(4), 1917. doi:10.1121/1.1458024\n", "\n", "Camacho, A., & Harris, J. G. (2008). A sawtooth waveform inspired pitch estimator for speech and music. The Journal of the Acoustical Society of America, 124(3), 1638\u201352. doi:10.1121/1.2951592\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By Andr\u00e9s Cabrera mantaraya36@gmail.com\n", "\n", "For course MAT 240E at UCSB\n", "\n", "This ipython notebook is licensed under the CC-BY-NC-SA license: http://creativecommons.org/licenses/by-nc-sa/4.0/\n", "\n", "![http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png](http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png)" ] } ], "metadata": {} } ] }