{ "metadata": { "name": "Audio Features IIIa-Tempo" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from scipy.io import wavfile" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['figure.figsize'] = (16, 4) #wide graphs by default" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import essentia.standard\n", "\n", "loader = essentia.standard.MonoLoader(filename = 'sources/Stevie Wonder - Superstition.mp3')\n", "superstition = loader()\n", "superstition_sr = 44100" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tempo estimation" ] }, { "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), 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": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "times, super_rms = windowed_rms(superstition[:441000], 4096, 512, 44100)\n", "plot(times, super_rms)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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Nka8nTZo0IKzX6bVBEk+kAn0VfrmK1MOHyX3sv9EJ0knt7k48WQLUNqd7Urlu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\nPf98Elu//a0/bXIi2c/lhAnAkiXkpqazaqSXsMITTqDPYzJ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} ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, cc, lines, line = acorr(super_rms, maxlags=600)\n", "grid();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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VVUWtRH9e2A78dmpqqr0f9/smBbtw7NgxHjRokH17xowZPGvWLIf39OvXj8PC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\nEREREREZFTumREREREREZFT/BchzdksTwzkrAAAAAElFTkSuQmCC\n" } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "argmax(cc[625:]) + 625" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 7, "text": [ "653" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "lags[argmax(cc[625:]) + 625]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "53" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "44100.0/53" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 9, "text": [ "832.0754716981132" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "times[53]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "0.66176870748299321" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "1.0/times[53]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "1.5111019736842104" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "bpm = 60.0/times[53]\n", "print bpm" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "90.6661184211\n" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$Cepstrum =\\Big|\\mathcal{F}^{-1}\\Big[\\mbox{log}\\big(\\big|\\mathcal{F}[ f(t) ]\\big|^2\\big)\\Big]\\Big|^2$$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cepstrum = real(fft.rfft(log10(cc[600:])))\n", "plot(cepstrum)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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ss3rsscfkcrkkSVdffbUkqampSRUVFXK5XMrJyVFubq7a2trU1dWl3t5eFRYW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\nEAsAAAAASBv/D1lO9rC5+l5AAAAAAElFTkSuQmCC\n" } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "cepstrum = real(fft.rfft(log10(cc[600:]), n=4096))\n", "plot(cepstrum)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(cepstrum)\n", "ylim((-120, 120))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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g637qVIvvCy+0dTtnjh0b+ve3/SQ3177zXnjB1tFll9lnXnutnUOsWmX7yeDB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\nlERCCwAAAABISf8fwXBwUk2CtroAAAAASUVORK5CYII=\n" } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "argmax(cepstrum[50:]) + 50" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 18, "text": [ "77" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "4096/77" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 23, "text": [ "53" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "bpm = 60.0/times[53]\n", "print bpm" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "90.6661184211\n" ] } ], "prompt_number": 24 }, { "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": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "times, super_rms = windowed_rms(superstition, 4096, 512, 44100)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(times,super_rms)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 28, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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zuth9yIpQz9ouRNMqUBChtcFMmABw1132ay0tmQmrDd9g1rdvZgYDgE9oKCYp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thsHsuuu27zXPb70KH6Nj2lj3JoNTY2YvLkyVi0aBGWL1+O+fPnY8WKFTnHLFy4EKtWrcLKlSsx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\n9GAZpDGVvSy3bFGX4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4cXWj0ej8fj8Xg8Ho/Hk1q80OrxeDwej8fj8Xg8ntTihVaPx+Px\neDwej8fj8aQWL7R6PB6Px+PxeDwejye1eKHV4/F4PB6Px+PxeDyp5f8DvQPD4sJCacoAAAAASUVO\nRK5CYII=\n" } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, cc, lines, line = acorr(super_rms, maxlags=600, usevlines=False)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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5xm5uOodEREQydlqJiGjAczrUNpY6yZEiOhGUmWPs5LZzSEREJOOWN0RENOCp9xwVnNyX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\nFOoCcAkuuSQPkyePRE2N8cxKOl57375zUCfLsd5RVEZk4i/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VKVMutjVgBVWq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\n" } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "argmax(cc[610:]) + 610" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 30, "text": [ "651" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "lags[argmax(cc[610:]) + 610]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 31, "text": [ "51" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "offset = 610\n", "bpm = 60.0/times[lags[argmax(cc[offset:]) + offset]]\n", "print bpm" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "93.9630681818\n" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "win_time = 10.0 # seconds\n", "rms_win_freq = 44100.0/512\n", "win_size = int (win_time * rms_win_freq)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "win_size" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 34, "text": [ "861" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "times_rms, lags_rms, acorrs = windowed_acorr(super_rms, win_size, int(win_size/2), sr=44100, maxlags=600)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(acorrs).T, aspect='auto')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 37, "text": [ "" ] }, { "output_type": "display_data", "png": 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dpe9QVIZPYAZOSq8UHOE7TPMr00vZ59LwcS4AI6bDQKj9GF3GnaR+Oon5eHhI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Vnjk1+3IQdrOEXxSRF+YnQfRBhA3qNQZS40U1oLagDHMAedPUjgTcaHaFkeJp7z0CR4Gm61AcF1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mZe0edmoPpa9KFuq3VoyajMpYdzWPkrcmGdFfkU+1DIJcb7XULe6+0RWfb/u2b8Mv/dIv4Ykn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\nuJDU+xCVBX6U8DGFBxP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4e9YzaDXpbOO8PXpC0FUEJmkJ5GJr3S5lBpIUWI6vvfjad3tl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} ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(acorrs).T**2, aspect='auto')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "output_type": "display_data", "png": 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2zvJ25HRcSbfVfjBf86zL6ajycapNKLRN03lgOJ/7vB1aTpAbdxi0Wt7gec4e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KXlxX+l71l/FNmL4cV1PW8DI4jYRPyTdUmq6f9zlJ8Pne7/1e/PIv/zK+//u/H5cuXcKLX/xi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\n16HgMzbwnItZO1GLwzuUMNY7wKR4yTmctUUdznqFE9gyINcWnR7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ZaI7NV01SHBB+9KDJ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\nHZ+MjIyMjIyMjIyMjDmP/weLwlJR4wdChAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "acorrs_sub = array(acorrs)[:,:580]\n", "imshow(acorrs_sub.T, aspect='auto')\n", "acorrs_sub.shape\n", "plot(argmax(array(acorrs)[:,:580], axis=1), color='w', lw=3)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 39, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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EpOvCm71Zc/JOtZmeJfpWkAba8u8VUPcqOjQsqfCIlP5d77uypMIuE7BCZECVJLQSg7CP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\nKJ6Ex6MIgnMILeZRBE7zhYBgDEy6JZnUdBnJU1quSke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} ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "offset = 30\n", "maxlags = 600\n", "acorrs_sub = array(acorrs)[:,:maxlags-offset]\n", "imshow(acorrs_sub.T, aspect='auto')\n", "acorrs_sub.shape\n", "plot(argmax(array(acorrs)[:,:maxlags-offset], axis=1), color='w', lw=3)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 40, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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/VxABztOECnE9mXwbt2lbRNWSWW0N2OugrtEj4b3O3wrJW84SPxH6dZp+d48Q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\njKWvflv2a99qp+kzoAo8xGphfiViL6PHe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psmlHMDsXnW2iqggtNWElDrszv8gez5Wt5S\nE22pM1tG7pMs+68cIoh4Vlptm4YjACpoXVxZm+Yp4Mrd4Tjc4+jucOXvcRzvcIz3OIY7xHgHjveg\nyBhiBOLUezDttjAIW5pPocnfRhTgxyMqKBxVW9F5TL9DAkjv8/EnJE21Ytwk5uaMyTgnj1g6KmmB\nIpMpmxczc4oDCGR9DDJgzRoBB8RIqLHxauxhMQ5NjPLSB+Te3VoauMo4LuN69u3MDS6To46WjkrH\ndJW9U8KVIgHjorlSV0b6YeWa4xm+K+NIMeDkUULOSAiaxfvs1XW7N25tsmNGa1U1cyzHWJq+fh0W\nxI5lyVpoAyzHExr1DNqcjymsjmPAO8BHOO8gZsWekgMkRtqT7aPa23iKcPcR/p7h7xJgpecR9JxB\nz2Xspr2RnO+LXAR5Dz8EDJPDEHz2Dl9dM1lDQqn3yoECvMv7S3PdD6GaMcesjssWLcxAJCpA/eRG\nnGhIpRtyFloS5kW4Mi4H0nta+2bDYpa5x7hUWzek2J9QJtXI4N/l/dspdMoQk1+uhfBjax8p56Hg\nkLR3AiK80Ki0pQ8M4B6gnOGR9jKjgmFCBhNKULQp7NGpBRwtYGuFymudq3d+U+fO9THmbfs9Lfwe\nlHlbtS041fNAz+LCChB02aPtnb/kGonhvdpaY0MPqbqE3AJj6Xir1VY0Kg7j8jkcr3tI1/PmXiDe\nS59Y6buk1z5dgOslvaIUANx1+vKMVDYC5hk0eiCGlENMHl/zRMmyHzN4THHAKR7gY2JeiGPmW6gw\nSPc4dAHqXuAKrINXAKtA2AJWyRqs1t2CLeBRgYp2q7JmjCa09AbarkaW7kAS4yambwkwKQ0fASAC\nZ4+50ExXfo2WGeAGk1BopwwqxczWYwYqSf0t5eHCo2QCHypg5RGlzSOVNjgzYR7J02kOPyIOMPIW\nMIhpEhnGb1aqIdtlWuqAWQUjPKaxnLRe1Wy71G3bJe3NOcyxLvt5GSpCdgN2xBoY4BGV4GXAVICq\nFcJo2wT5joqVAmo8ympXl7lt5uxsS8q0L0yPCcT0Ljlm0CqaVs3Q9wBd611q2jl1YVZb+1kdKpC1\nJvWtbLUsmvFrMOSz1KJlDUh0DlE0q1Q1r0Ub65LpYGQqGsYha/tiDElAFQIQCAiAmwCeGHzKry6b\nyKewUtVsmGMER8Dlvd3Msoth6YV6iza4PA7dfD4d2YxTMUFHqLtfSe+GPSSwqnfKUtodWy0OlpY4\nrb3Xyz2uetff3LJBm+MXiwYEDC7VB57gHWHikGJ/MjBwRMixPxdaVV/bi74MdNgTeMgatSGvn0Ib\nKC+39Rgw4EYGDckBHt0ns9bkeI6zsDR9x+KpvbFczlPr29JgzIKT1reg/E1oPxPFrFbVi9kt6dmm\nUaclHeq+xGrJzerK2kk85E8A8j5gOiFvpQEg+4ALPf+KzAH6+UiWe4+qDkVbAaqLNuXvUubCAcv1\nqgfErbBVvxOhDYYOc/7J9Fttt37frbQmNLyk74t0Aa6X9IrSCOBhu4tGwB2B4QCMB+CQ89UBuB6B\nmwF46JPG9WOUtK5HJNOQkrnWRySztBwqogCSTl5j59VFdiGrNR7WjJb9q/mvegNK2/VWu6cvm+2F\nUnVAmEQNinVkvgoo5HhhqhxVDRhRXrBzqIvEFaU70/t/LUAtdUWTYzVWKdL8bE5EapFbrF+kiLJP\nySXtSjFJyk6ziJGZH8ZMrSqLdcxCkUBVQKIdNLUYgjVGTICGdhAlgFWNU4yUAanZ0+ry3jvnEXzd\n5zqZd7ZmKmxHem+U976AoYxPCyLmev0KO1viFDsyCXq8vVRaA36tbN/VVnsL7Pa0AmKaqZnOHths\n/a2A7haTl8cxqz67t0/X5biJCBO5mWfxIF7FZ97EhzLGxGv4GEM2x50wTgHDNGE4BeCeQPcT6I7h\nbyOYuWjwODt8i4NDGB2mySchY/AI0WFin+JzN0V5PduURCswk045FNophUOjU63nUo5tn68tlhHB\nnZ6r9UrBmHI9lDIa4Kr/fq1eQCsmRHIYcrxPKQUPMjMYnLTaIQvdsqk4ZYBK2VJf9gTKmFkOfTtX\n6Dmifpsx37nYOAhuqXirtyKemazARs+fOouVjaMqcKEszFP1kimbaFMrBvt6JiCtezSfvdaExDUu\neIQbVV3Tp1oXx4yz73xL6yqPfW1NMnQmgLNwIgkmVtqekoNDRhI6RSifHVydTOp23m/dnBPX6tqE\nvXfPW2BX0mV/60c6XYDrJb2idAOg7ZwJbgDGAbjKIPXRqPazSn0E3vDAmw54A3BDxOADxuGEo7/D\ntb/FjX+Ka/8MN8NT3PinuPHPSnmF5wsJ+VZ9LkG3UvQW/NUM+XKGtSZxa3nruJhn6nqNDrEj4xfw\nvK5xW2Yga2mzSWphDDgxwT4SPBEGBoIjFKfCBaBSB8zSArjWXMGklv4KnTOdh7TAJo2BtGvd0pLT\nLOSYl5y1rQyXSyLAESBsmfzeLC9f6DrvtgZuLJNBKGF8uMRkyn+aae2xIGNNGFEo2nzsrYHYuWDE\nZ82+vgWe1e3/UmtrezXY1df9kskCU9fo62lcJVODZo/Dzro2C2w5GeuNJVbHtoCq7s+AlhQzR5bZ\nbZQkbdFAFcEQpW8BlA6aaajSOGRGtq6gZFmRta08oTply1pknijlkHKMDjF6xJiAagKrNRSN6O9l\nu8LcL7DRhuY8qnjdtT1iyrSkG71HUIIXAaTao3WvLdsx9I5ssUBJs2wSHMr4lnp6Xduea2ffRp7b\nIjs4juBsNkwxb3tkYGBWOS72dDf3dus2I+2njwzOc6FjRgTBqfBw5ABiK8SsENcZmswqL5Ray2R/\n6TQ0e8ByLdbbJ5aCvj3rL5c1EBAFY1T9btYuwkLi6lAJEqdVAVQt0Ayo5trybdq22htavme1Ni4c\nQLXo2WIqFosLEZYamqoT0l5vFxnORTjPJTSSi9VDMsTnQGysl1ugOj9Yns1Nqq7mLy2oayXv+pj2\nkl7/dAGul/SK0g2Ax80e8gCNBHdFoIcE9zECvcmgT5zgHk+gxwT6BME9plT/OOEBPU0ZT3GDZ4v6\nDZ7iAZ4lWg6js9yjJOZe87YcB2hTNu0cfl5qxp/AHQPc9r4oj+rgRmuhGFQYIgtTAJS6lZW3IIJo\nUFtMRu/8pZ9kvUkmWJFVzu2Jkzmb58T7MjIzJCXlXy/gdd6vvSBqo9ISuog4oUqXgCcispktlRwF\npIoJnCzE2VMkwHCU/p6JC4BNHh1TnT0XBq+ACFloW6ZVMDQxi3KNsidNlzYT4CtAjaC5YxdOWcZZ\nfffyFtvvTwst+qbhvhzP5aY/gmlN+MArNFtvne8/9COzwFtAumbuzBgjh2qFIuPeRbgMmrwPyUQ4\ne8iVXcozEQdbgdicYdV0AmdTyzQzar49HZGEIRK0h1B3dQNz7aUVsujsEWb9PUEgION73rb9PUGh\ngFYCz0CttqzRx9uZef5bbTZbO6CZXSnPhXnaU63MT8Vaxe5BtJp/mXO2BCovklpCmbW6lGtg1fYJ\noi8WVcmJonMo2wqSVCaNOFeEcPL86widg16Utl1L21pXY+1EGewP/5rVAAAgAElEQVQVQWheZ7hm\n8lwEpSDMHBbBk7IUwsJqSABcdVbE8zER9RjhuTOjsvZwWUddAYkxLdzk8kloGSc+g9OkbWVlRsxz\nD+m996zfpZvTya6HIpDT54jm7y7p+ypdgOslvaIUkDzjLBMh4RKftV7eEZxLC5GX0gPOUyoHFKDa\nyjcZsOpsgat1ztQqRdK+x3RXA9fz9JqxCypadDH3Xe5lXXe7k95APxpbC5R7BBz4PoeZuMcxnnDk\nCUcOOMaAI0ccYsSRGcfIOJbFiOt2ZQGrQoPQqLTL/h8JYWLDnATkPXOo5rsxaxAyw+YiI0aCyz9Q\nNBeiQcju9J0AZOYaozDKufOiLBqkHmBt7WdtAR99nDb/lFL2/nj1d16dRxZxVgRG9dh7Ro5wi33N\n00xks+w7d0+4/mYSjqJyWyhimEQhDbMVU+50XWmdnAhHhDlrMexrtB4Ite+v1b9G0336PWsNqdW8\n2j1jrbTGoK0x+yt9C2adq3ZwPqel7z/Ny1xjTDqH6CPYObCL2akPVTN4RrFyQPaInZhul+NResQS\nemcoZTVHFzN4yRVo6Czzmp7HRQt7xF3J0hYt7JZTOj3TRjgsZ+Q1zwDtOK5b2r7qmCw5gXIUQIgA\np1ilkTmJNvNEGtnV+XICQPkJCXApda6xqmOGanne4zzxugiw5ABwICDXwQDdITto4uKkqThrOgF0\n4rKXs+zprgOt/53otnGuV7KcU5zdjajfkfgn8FX4Uh1NMYrpBSXBSaSIKsLbLiU19OOrZdrrCiWm\nkLqGx0jo+mWSfY52PWqtT46zRj3NpZEjyFH+yhPjReIYkCVqAatQS6hhyCSXdRPzmNRWcLZVV2UB\n9Poe5Zi1PdQXQPuRThfgekmvKN0DeL/ZI4xKgANnzZLjJCmd4OHYgTJNyuU5lLScaEEL8LOg9Zp1\niXAYM6gWxls0oVryapmQVluzJdawuNduJ41i9Erv8xNbali1ebDWHbxU0sy2Zb6VQ5ASqzaDVcoc\nFCuec17natqZmRRS3oRJeRcujJEwSTFpZpkT6ETIzFY+hlXoGRaGKCIxYZkZ21XvmTqtgZiWZkPX\nNWDN7fr+gIEyMHUxh8Dw8Dxh4OSJdcxmjABm77bHhkldmGqdlpqoeZ+1EtAgoVVvOWdKbT0Wa1ue\n4YzxjomhFpDqY/KmOnAucz/Ozecw0z1Aix1951wL1N/J31pPxPrb046egOVYa2laheYrmJyFwuBs\nNoi0FUD2UYcylzkQkp9h0YxG6E0J9RZ6GHwr6flQAKnVhNYd1EmYdsW3uOK7XN7iqOpXfIcrVNqR\n75JTJkqeg6dSz56ExWETjblvQCRXNM5bFjQVuOpZ187CGrrUulOhbkqcTBVGrYbECSW8mp4Tddmk\nnVAEOMVLrOe2t1dNZ9SwYDZMWC8LsDjnW+sl/U3ob2BEtpAJIE9gHxA9pbiuOp4xUKxtKk6cz4r6\np+btbIWk47XO4rlWOnTbar31c5c+7URLjhXQHbl65o2oXp6Zq1Y290Hmy/yMiqZV0eozToAUWYMq\nQt3kxZ6KszRdhxIYuyJEZhUre14vwli9zrkOTa+L9QWkZMGpnSd7aQ3UXtJrny7A9ZJeUep7FeY4\nIEwDcOeAWwc8HYHjAAxjUq/yCMQBOI3A3QA8HfBseIZn7ime+qd44J7hxqV9rQ9c3tfqnuFBpt24\nZ7hxz4pUfquUumag+nm+m3QJUudGY0v/khFrZsg9LeleUKzZy562tVcOCCCiZKVLDO8YHmmfVaCQ\ntChKOwIAEBMfAbC5LnRZeyhdUKoohp4sU8OKPhs0aoEW5oDm/QvmJwNT3HVKS+sBHnt++1uh87c6\n5cWbslYgvW3O5mYBLrgStzc4lwBG0QH0GWFhljVNa+7n+/oqJO3R6uit4FaPsQBfdKnSP782zGjN\n1GJSraBkK+RHK7f2l669u7W+vcdbbccWzWoXWoAWprTaCp0srQBXTg7rBk7xlocINzj4IYI5InKO\nqZr3uTpyGCAxdAN8lBzrPjexUMiMLVgY2qqVSceGIoxg1jemdb0TAgYc8t5UG3RGm7Uf+JRCcsV7\nHHJZ6kHaJxzihGOMOEQoM2mk7QaOk9bYlj4iUOKCZSPIWtYa2JbGNd2t/VYrrYQcmuVQ6i5wDonD\nRZCDsJFtyJLWmJIx6LH8ZjRw7cW4nhq/8yLAVQtX7BwakDhW+d3s6C5t60AB2mwAeAnpoveGvkAi\ndb0k19dol3rLRLv3TgTM5uukhRABDcEC6nzRmlc68wwhj/kCGHW9UcqarMPRhR1t60hrq173DOyf\ni3vpAlw/0ukCXC/pFaUHAH6o3RUdMHng3gPPPXD0wOgBl2f06Gv/rQeeevA4IYwB0xBxPzL8CLiB\nQKMDDx5hHDANI+7HA+7GI57juoBSMR/rZenXDjjWDIV0XWsO+nm+bywWFql1VDumqwWn1hnTmnOm\nliOedh+DxSujgFTKYQYiJQltVBLbvHho30KrJWXeRUCcOJEhVeZ+AcEF8GpvvXaxlwVfZ2DVeU05\nuaa1FtEtZkGS1njJNbW0f9BAUG5OdDcEMQkXwNryzqtzry/ms+sxKwBVm0xqpzgDpkJPrVN2qFMd\n7AyKNkC8rfZGYeVQCVysGpbfRL3qJct/RtIMa+tdYidtb9aCGHmVrOqtTJiPCZvIHGfvqZV6gFb2\nqOU9az6GZCbK+smmG4nIXoUzePUIRRsoWsKqaeKq6eGsneJYQt/4/NETZ8jG2tFRUHPOycx/7blv\nQEgehemEkSaMdMLopuxJONG8m+DzvjzOAKmGS8lCIRUaKIhXZdRwYGsCS/09eqTYt/IULUCtI3cJ\naAFK/xjFxJeiq15bI2WQQ0sw1BLotOYgYDkfakDUAkz6nFo7Nh8mSzDWEuK0vhOpS3zWsXGujqWC\naFA53+PM8R9UW+Ze+WbUs1l8Ity+xSKEZZTQQrM2TJ98q1DXrd/VZMqeVrKnqdTzRTT1Fk3motYa\nt1bvXe9aXXl+LrlF02v2XsB6Aa7f1+kCXC/p1ST/ceD48XafhAaRCc2akehJ9ISkEdMTmQYJYlIz\nWzTnS5Jl6JeAsXqWtAC15xhfjrPAVYzuJNe52mqjpJYdTWRqhGizqlGw1uzuzUDVuOp9tdVH5rxP\nzKUlcEQ1IKzs5NwsOd+LYpZY9rEqRiJtr6JZe+ZVOHsnzD4iyligzFkwsPgtVou7SNtZLZKc49aR\nYrSKSZZarEVyrjW5s3HU0tzZpJmAVjgHHRInh3RKewETYx3FhNM7hFyKt8dAGpimH7NlfRcySmq/\nHsfa92kdfcvvw47mqP7VYCBV575nNLaR1QsmamRhVKOhn5vWGO4eQ26ZPT1WWv2E4mF0pmXqCDkA\nzBnMvdkDGKjE82TvEAaH4H3KJRyOaOXzGy2SprQ/MjlmY8QYq+BKxXOu3036WKtgK+3PTCC5LfTr\ngVYLYNNevQhyMYeJSWVEROCIwIwJERMzRiRLhhN8jtk64F5it1IOnkMS07XGcg0ZIK/tcY0qMyaI\nxjU9rnapxS+zb4GQ/eNwmf9ZTF2JklDQUQWSOXZrKVs0GW+MdZDayvrb0d+CBmMOy2+rBaLWQFUw\nNLuuS6lAHLs8XsQB30CII6XwS+Kob6w01n4DzkgEzsIWJXIQ4cusP/epOK1O9gBPqHuBT0lbTCc5\nX+PZac21fra6viU8bQlTW4KLFliW3LJUgfoboetna4UEMoYm1RZXJ/rYvelDXDYu6fVKF+B6Sa8m\nfQ7Av+n0HQFccc4A5VLTcMXAdS6PgPO3GNxzjP4ZDu4Zji6HwnHVNFibCV/jeSOwwjKr0PQgRGiA\nulVvAdeqMw2GVts9s7I5sz/v64HTHlzogfS17BGTUyZx0BRTeczlGCcMccKQzQdJMxzZJEm0pbLv\nNQWET0xZ0aTm/TSQeHHinEnqitGXPa4AzH5aFOYPDonRszmY84gQREyD7wC6zfVb9IFqSzqsk2YI\nTAzCWRzXA8AZuBbNj88hh7xXMQm9CknkEQsktbqd5UipdS1kaIlpxB1T2rcqGtdlFE3dXkbfPE+c\nQhlTBQycne3IXr6YNXsxgiTcQkTZL7bKDLfa9v200ofBGLUY/GklA8t4v9aawNJkXG2VMwEKFWdJ\nSTgi2ka1t5V8eqOUgKu+p2RdmBh1l/0QxBgLaOX8zDlS7nMIOQTOxAMmVpp6oWHphG5PXWK41lK2\necgovMeYZ9wAwgjKlgRV/KbFbukbqqI7BsFB73HVmzbmQjs996YhxGV+1qmC2vq/XSusZ3gqg6l+\n1y+cehqtnnDHflv1Rpbzm1jAEPrfnP4dexst4ZB8O1YTSMhWPypea5TxljPXXIUj6eL7Ar+lyI/A\naeuGfte2rd5X8cKbf9FR9trtOGUfwRPDDQw3xrQ31D57K3CyNHmWrTmuNw8CS6HFVt2umVZz3Kqf\nK0zT93aOMK6VXlA4cUmvR7oA10t6Jek/+Zf/G/6rf/m/Nvta0uleXcojkgOOK9yWevImeYurRXmL\nA+6N9Hzpr9fSAFaws1dqGOoNM7I0dpsb5lZHJPVZAFi0E23JP8wBS6ut/6p1RWtth4gDTxj5hJEn\njPGEMe8dG+MJQ5gSwBBgETAz8Z0zGzALllq0G3uotHOmRb9aREkvnGqxnnmTlcW85VDE/o4u14Ar\nOn3ahKpntmyfhd3z47OWyuc3mJk1BiWPoPnvaoTUuKhbfVY1Dd7jW3so2nftnKn37QwKDpwLXAEo\nRzQxZdnnFyJciGkvZYxlP+WMqWoJKFpZEu2oS7ulVUWHLmNMORJb1Fs0Rtvc3dJs24LUNQDrkb1b\ncd7jymWPqxs47bNERKQIdgFgAhHDIyaBgjgIkv2tgZWHUag9rlTuj0PSxKY4rlJmwNsApXrU2vle\nw4yZqJCrYNDndp3LYzV1zggohyyF6HwdGJ5kr2o2i6epmArbca6/h0qra4e1XKiAqLb1HJ4Ackzx\nMdXz9XlvsA8RLjJ8yMIbCxZ62R6jNa698aRpMp71XGbNQ+2ezQnb32OrX6e1b8zM51RGi6wtDE7u\ncoFsqk4FuNb5po6vOqqsz4BkkaLtAhz0vCrvTcahrJVpnmYVJznHdHXcBlZaALC3LsIB+yzX2jMB\nVs1s378+Rr9/lak3xkTIgJ2l1M+5/zUN7QvuY76k1yNdgOslvZL0n9/9OX7s7kvNvkBippZN1XTd\nDYu+QB5DDBh4Slo/KWPAyEkLWOnpOM9h/qMtRhVAXhUBIDnGyZqIZErnMZEr9UAek6lXpmi/bvPc\nlDQfmO0xczNvh8s2mJKTn3xPIZe6PetzHsSMIUb4kECEn2o5hEyfUummDCyApvRUm/0ucouhX2P4\n9aIq2qhJ1U+qLjmiaFW1hnXmmMk6HtkDXG2pF1woumbANLN3QnGaQz4mX2QD4If0XtN+QJdEJOTg\nnAMY8GWfomJ4u/Xk3Vk0FFpb0a9THkexgoQMLFOdZ3THiZFLQDvlqE0d4Rq0lJ38Tnb44wLDTZxA\n65RBUnb4Aw1eW/v8evXlR7Rd1+9vT50xHz927Lacm7TGyBbzrvfG7d0jNwJuZLhDhBsDhhHAyMAY\n4aJPe1dpgnceA6d5wes9rhzSnBuyk6aQMk1ZczQBiKwcM0W4QPAhVOsHFmARQexBsPFXte6xH/Cr\nCtGmZPnBp2IB0qoPPCFQxOQCJjfVedupuT1n6WOi5N0XYe7x17Q9shdgGA/xVIG3HldcpHo5RcCJ\nx9agSkVzhcbnacBawHWvkETG8lq2QsWXBa46tb4HeZTEcC4AjuBchA9InrIjIUbR+lP+ZBZ60R3l\nPDqA1YKvtUu81ogaSkbyLJwMqnATqMArf7PcApPyTbcEFU6BSv38gPY8FauQedYnqaVxtYJg+25a\nmnS5p9kLVKWcQwNPbYrc5dMu6fspXYDrJX3PpSEk5ojinYq/yEVz1qI1XfSveUBsMXsb2fmIYYg4\nDqe5qafsm2xlYG6yw5i7p2+VwD5G2jA8ZzEJxGAfC2PCimFhZYbIqiTFvNC0Xi80DVDXGGt93Jop\nZSsLI7blBELTZMzcYw5U71doawtzr27NuWRPj5xTxyo8ADQCNGbTsQMjjhFe9meNlBxq51i00SWG\nDMjM7CkDvLyPymWPrk7qikYAnA8YXdinodPMQwtAdfo4B7iXfcds6pYGoGrsJITH1KBpE+89Wiab\ndTrnW9tr6ibtnufNhlUAsPGMe+ZxrX6bjZCIDgw6MNwU4Q8EDkn4ASCHX0qCAu8DAicYlsBZBmjK\n220Cr6J5zcD1lIRpkDEYIjhQ8oKb526KIuRwCJiHvWlZ2bTbCQwPU8BwmjBMIQnSTpmm6MMppPEf\nADdEDAPDjQE8OLUvsu6R5FJ3YEIVosh9zoQqPNM8u5AFhL2x0Rs7WiCxN29pXFsgdq+WXu893OtV\nVup6bG+Vdvzre2sJ/dT9uBxr2594tiYv4sHmevEf4Kg4F4ziqItU3aH0A0owDC0EBsgIhUu/zE+d\nckY75fvpCBOoJ2BoAdetORDq+Tr1u8ITaasgPfdvCURsXdI58+seLavta6WO+5RL+mikDwW4hhDw\nuc99Dp/+9Kfxp3/6p/jud7+Ln/7pn8bf/u3f4jOf+Qz++I//GG+88QYA4Nd//dfxB3/wB/De43d/\n93fxEz/xEx/GJVzSa5b+9Phf4vePn2n23eAZHuEDPOQneIQPUh2qnulCe4gncLcMd8cgW94B7pZB\nd7kNhotJer1YQNcYC80ANjQZ1AO8wHxx3sP4bzCdzXwus0NIDokykKM9gI8xB3OnHXW9AO5lknoA\ntaetEkbsHBPLPRoEm63EuAdsdKkZOqv5HbF81iPynqcVJsyWmnnpmezZOrCfMZD62phttZG/C49l\neIdeHei/f8ssr5kotrK9/3PT3udkQPguZlLowJxp32MKvJWs5gMAXTHcVQSuGHQV4a4c4hUhToQY\nXAq3RHn/K4smPGvWs3a/asNjEo7cM9x9LPMuOGl1cQige4Y7RfgTIU4OMVA2Gc57YHkeQmz+2Llf\nZyRgfMvzNUBlMnXci7aZs8AozPeaj43S47zxKAI1CwRstn32e9pT9r7zXhnRvpbe+qbXsZaW1NKk\nbTV8La1fS2Aja7H+ToUuAEveRwtkrT1fjxICyYnJ7sqxs2dz7jq+JlRo9UX097G32nJ9sXFOS9Ml\nGs9pK7fG2VZ7Dz+1Jfjbc0wrdQJWXNJHI30owPV3fud38Pbbb+ODDz4AALz77rv48R//cXzpS1/C\nb/zGb+Ddd9/Fu+++i29961v4oz/6I3zrW9/Ce++9hx/7sR/DX//1Xydzt0v6vkr/7t/+C3z9q/+i\n2Xf14DluPvYUN4+e4cHHnuZ6LjP95mNPU9+jp7h+9Aw3V89wc3iOmwfPcR2f44ZTeR2f40aXnMpj\nvAdEY6u1oYohSCa1UsfcVMVOpD3ai0jQe0B1DcDq39mqZ2aBlbaYB0r1GQ1JQp3rFDBzWES3SAyq\n0BxK4HVM6rna5yFZFkSPujBq4NqS6tuFXgHxwixaTUSL8Y84D4ALcN276EpuMSFbtB6oWwP+OvWk\n2tIWSf0eptUC19Z4Feazxdjpa9AMnX3nci+MvrCiV9djY48GSq5bX1OvrtvnagPkmawx+ZYGLIUv\nrazHQeu9bPyOu2bQdYC/AfgGwHUubwC+npe4TvMCPQHwJJcf1Dae5vpTgJ4CeAbQs3RdzjHIA96F\nrFWnda17tuwoVjW6HgHk+UXmaYqoztN6paXdo4LUY6PeolnguqZxlLZ+l3uEavIut8bvnvG9RrPA\ndc94xo7xZfsl7dG4SdvO3y0QaQFm61xrtDWAvgbc10BrD4CfkxnbAldbt8B1zzvamstaNA1MWwKR\nVn3PPNYa/1tzsq230tsAHq70X9JrnV4auH7729/G17/+dfzKr/wKfvu3fxsA8LWvfQ3f/OY3AQA/\n//M/j3feeQfvvvsu/uRP/gQ/8zM/g3Ec8ZnPfAY//MM/jL/6q7/Cj/7oj77sZVzS65b+r/8X+Lff\naXbdvwGEx8DTx8B3HwP+8TXc42v4TzyGfwy4x4A/AZ4Ad0zz3UP3BA9d1cDO85J2g2fQzjVqfe4m\nRPfNnW3QrF7n04piGKgB5VntNSymdnnfIWezu3yshI1JpkzIzh10HTV+KgEgyvsf1V4aRqG5KHXp\nS3sPZf9WcC6Xsr/LlX1e6Zi8xzUA/hAwHAL8fcBwHeDvI4a73L6ft/19SE9jCyDZhXJNy9pqCxDa\n0kxZ4Kr3s96pYzTDo6X8GuzoUlKLUdKhTERrbQGwMJJQ/QGVwRAGzjIW9lm2noF9Huo41n9j2npP\nValHzJxxWOcwZOsiUFgTvFiaZUy0wEXeW4+xFi2N0DQ4tgxdj9lcY0Tt9W7VdbJjxTK2WkshyT4n\nNn1aG6LP2dKEWJoFf61r0X93QAGpyOAUz3PWgFALfBig+yzUKhoikZqp3xLh0C3qO7OM9hrDP6Fv\nJSFj0Od7EMHNFmi1fVvAtUUD1kFqKwfz9y3tastpXO859cbM2jzZosmctKbZ1QIs+9uS1sAGOtfW\nKnW9JUCWskdraUvXwDvMsT1Nq633tNG9+rmAEmecuwVct4RvUtfzQs+qxdK3rIss3QLXvbmVQod+\nSR+J9NLA9Rd+4Rfwm7/5m3j//fcL7Tvf+Q7eeustAMBbb72F73wnAZS///u/n4HUT3/603jvvfea\n5/3VX/3VUn/nnXfwzjvvvOylXtL3VPr3AP662RPjiHg6ALcH4OkRGA+Ay7FCwgG4PwDPD8CTI/DP\nB+CfRjwcnuChf4KH/oNZ+WBGq/Vr9wytWHw6Rl/ykFpp4kHQumloeUeV7CnA+5a/1il7uFzWtT/Y\ndScl1bdhBdnGcYilQ4JCAPPAJSbTUJ6OZCLGwZ8wHiYc6ITRnzCOE8bDCYdpwjidMJ5OwESgieEn\n4Yyxn+EHztO29YDrVjtrj0u+VfUxl6L9lGvUTAl2llrr6DAPgTM26iPmTERLw9DLa1oJ05dixKq4\nsD5n52p91ueSY5Hs2dTpelCmo3Fe32Qibcn5nY6Yv+ut998DOpaZ18ylpN77s3V9H3s07prZ3wt6\ngHUtS4vGmAtIevev6nyFpEnNOdUp1a8M/QplXBKhWFLQlIAp7pJWlfJzoIZQY6Httky+fr5a+6JT\nr22f5ZawK6SlpISfKnVq04/53vM70mXaY83zfddCB9rf6ZrGT4Dplo8GXV8D+a221uy1ck8T3Poe\n175P+5tbgiIBVFpA1SplLtP30fMx0TO3XQNprXYLiLbqmralkWxpL23SILiV9l6Xbss3trVWyvOV\nROpvddsK0TQI1+eWeVKOkeuX+5f1H+pYm1yHblPv7y/peyJ94xvfwDe+8Y0X/vuXAq5/9md/hk9+\n8pP47Gc/270IIgJRfxT1+jRwvaSPYlqZjTkiR7YHxHNoWRQJuCfgzgF3BNw64LkHjx7RDwjDiGkY\ncRqOuMseJEt4jqSOBDMwwaEG+phK3QLJSdWLl1TMXemvtechE5Zg2PYlByX7vGnqsBE6PMmAKQFm\nhBldtwms7to3nsSS5ijmWHSM4GvoiQhXHFqwd+CJgEDpfa0x9mu5NVz0Iq6l08By0d1i+rV2S59T\nJMUT5gzMiyY5hwasPQ3PEVUCfQ5T2dJkbjzb5HxE4naaGLHOJS270CmJPTwivJuHGPEUUggRDvA+\nWQwgAhQjwJlTtVpEANygFbDX0AyRfb8yH7Q0dHty57qa7T2AW8oWCNfMvc+lpB5jKjQ5p9QtcyvP\nC5iP141r46NDuCLEK4dwdKm8IsSjQ7hattlTcuR0inD3DH8X4Q4RfoxwA8P7mDy6UtoH6znWrRaa\n4fWo38GxAmjcAHiQASNVRznJsgTKwiRZnER1THE8dgLoJHUGnZBLruUE0MTgkcDa4Vmp2zL1sQNc\nwNz5UimxcMyEkG1vWt9f73t1qGNa5iAR4Kzlnknomqlob45cE45YoNoCr7q+JlDqCVXsd97K+hir\nPe+UrNsDmmOpWjlZOgGc33OUd4xkxaTqxUtwTOOh6TCy5zxS2pL2zk3Y+c5bwHWPJYD09wC6NUXX\n5Tlr0t5vZA+vAMwB9yV9zyWrjPy1X/u1s/7+pYDrX/7lX+JrX/savv71r+P29hbvv/8+fu7nfg5v\nvfUW/vEf/xE/+IM/iH/4h3/AJz/5SQDApz71Kfzd3/1d+ftvf/vb+NSnPvUyl3BJr216AOA/bnfR\nALgBcCPgB2AYgHEExgE4DsDVCFwPwLUHbgh4wMDAgE8hRMhHOJcZaR9KHtyEkaYcpH6uY9RRLFtt\nAa42xqCuA5gBWD2nVu0sIzbsW2r/8vy939PttO5TyR4OHimurAauE3wBrr0onK14ivXdYLnA+HIT\ny+M0Yw0sFxqrlQTapkgtbVnr9xqgZwFeRZM6YblwW4n7/CVuaw1snwbKVgPRuvaWBmGHRoHzeThn\n6LLRFwgIRDkMkgp7BJ/rNU+UxkMShkQMLo8QChgc5dAoImtiMBNY4Vb9DHuWXSVFJEdO+RlRZmZJ\naWFIvRsSbciLMjj/oZIVumimT4MQzcDb46wGY00TT6Y0dT4APDrE0SGOHmFwCN5h8h7BK4EGia2G\neBVOWxqGvN2Bc3isPKCy5jGCp/TuWH2/Mh7KGCDMzdMHIA4ShkuF5VLXEkt4rlp3lAQqg481NA2F\nJGSRNWBIIBtTgA+c9/GL5+DkVTiMtV6sD0jmc2ShXQbmYDiKYJdo8EnQ6mIEi6m8eBXO97pL8GEZ\n9tYY6mlRe9YBLS3VmnVGaw7cCy7WQHnstG29ZUmyAqz4APCRwFkQwkdCvEJukynzeyclaCZxDJYF\nwzSvR7jklIxyHF1fw4q5st2HZzQwrwPWe7TBa+vbtc/WPuMtIZ0Fs7LOOFOu1fU8ZNflFl0Lhvd+\nA737XHsWF+D6fZleCrh+5StfwVe+8hUAwDe/+U381m/9Fgg+TpEAACAASURBVP7wD/8QX/rSl/DV\nr34Vv/RLv4SvfvWr+Kmf+ikAwE/+5E/iZ3/2Z/GLv/iLeO+99/A3f/M3+PznP//yd3FJr2F6BODT\nzR5ylLDrEaAbwD0E6AcAehNwn5hAjyfQJwD3GKDHAH2c8ICe4CE9xQPkTE/wsNQVPbdv8KwBVqt2\ntbZrBgDZAVvLugt22Zc4BjlCsm2LjlYn7s7Ivb40iws41v+s8BOgGXCtulMPa/rcTbJ4WJD2YSUL\nCK1EV5tY2Ru0YFgDbAGBhKrNkHIw9cHQNJOgr7GnPeiZd23d96jOI/fAFYDO7keArbnd2fU1UiBg\ncqgWMY7AGSQku08PdlmvSulLSWcONQYvc83EYI4FGTNTVbjqa9BKWEUv7b0As3VcDxy26mvn26rv\nZcgi+szrfYce0QanPZoFHraux4CDGQ8yqObxJ5mpzBzy5wSXYrsix+jNMSkpxqJ5KnFFlcaNFCin\nCQnQtvZJ5ncTAzARiqaLHSHGLK1wWbBHHpFzTG14+GybTOrbIMf5TxjszVxGAloBLmbxGag6h0CE\nSAm0SjxrBuCJ8zWljzMN9ZiuLUYQAxwpgdgWmLTfohV0AUtBxpqWVernWhsw5gI7GXMD2nOZvraW\nho0bx9pkv8tezu+ngO3WfGfm5gJaj4SYzb3jSOADIY5I2vUBiFlQwUMd8VCr73z6SdFb08ifi5W9\nqjviFD4qh8EBcRqHbK5drl/uU/s7sN/oWrZCBqhztsyVW/U9v6MFF/o99ISBawKOPefYC1pbILaV\n9q4jl/Rapg/Fq7AkMfv95V/+ZXzxi1/E7//+75dwOADw9ttv44tf/CLefvttDMOA3/u931s1I76k\nj3K6Rm/4OQQMlMxdB5qShsdNGFyqD26C9xMGHzD4CX4IS3DayDd4VurXeF6Aa8uUtlUHMAN7Vlup\nd5NK1gzhusFvNQy2GtWWllXTGFQAsc0tuvz++r0saQ4RI08Y44QxnDBOE8YwYZxq/EQfAmiKwMTV\n9KnH2LfqQHvP2lq2TJkkzTTYPtuvmaIRlUHTjIVmEltMgiRd16BbzI/1/dr+E+ahOBRjT717bGl7\nsV46ArxnwIUUGsJHeBcwOI/gpqR1Y1dNhcnnGJ7JkVh1NBaVo7Gg2lz98JAqaU4DKY2wvdYWALWM\n/Ql9Rm2trZNdgs5pr9WjukZrStlymGLvXc6hz62FRIwKRu2+MzlW04z2KsknOIO8mMOEAM4BTAym\nOvjF1kTGgGMBsBXEQgBsNp8tz1vVxSEUW03hDPTUrRaBs+a/iBF9zewx0ZC0vxwQOWCIAZy1v5hC\njpeZTIV5ooSK9Xc86N9VzyoiDVKFaFqYbNWCoPVdtu5Xt2WP6x7wqoHrGmixNAGuLa/mthQhHjq/\nvXata9/hFnDVY7b1jagkYZGSxpuAALiQhCTirZodpXdIAAck81/IPEQbZfpdx8gOEKvDw+L4UNXL\n9RqhzOr6pL/nc8CrnEcnPa5aa68+zgqHe309raoVPlmNayuvafLPAawaWF/S91X60IDrF77wBXzh\nC18AAHz84x/HX/zFXzSP+/KXv4wvf/nLH9bPXtJrm05IrimXiRBASgMqZr1jzqk+pwso1eU1nuMK\nt7jCLY64wxF3OOAeB9xjxClpUrnhmoiNqTDPTYUDVTPaiGzahjlNjtHAdV5WKKrpso92dq4FxJ3/\nVnLOFLJDpjlQdVwhtT6mAFcysNa2FY2YMcSAIUwYp4DhFDCcplL6U4A7RbhTBJ247uU7V/q6tReo\nFV91bGTr9EiAoDBV1imTZO0dVWvGLBOyBzC1FmlJLQ2hZvZ7Zln297RmbSezLGBVzOvZE7ynaibJ\nlLRRyJooUDKHk318U3bOlOuyt08yJi7gSzRhtMa0CJ033nUr72WKWwyyLddo5yYRdqxly/hr5jWg\nzazuMaW0e9MMUCSP9O6H9B45OLjI4LxHOYUKq7v1k6kwF8Dqs2mkOOOiEAtoLcxsRFvTfAfQMZU4\nIH2DuRQFpssmuM4RfN4/790EdkkXnFEECJzMg0NMwrNTyu4+z0X3EXSf9rfinst1pBiuDDowaAzg\nA2E4EGJActLEyHtskTW2KPG/035GzPYzkt7nGJH8MrTAeQ+w63mgBwYsrQcYtv5WAPsWaLUWHecC\nl5cBrlipGxpRJsm4le/qHmru51q3wgoLhlt9vTm1RRO6tQzaKmW96FlZ2OuUuam1jti1SWdgDgT3\n1PW77mn+Le1c7bEIjHQJbM/PrRQ69Ev6SKQPVeN6SZe0P90DeL/Zk0zUIiIiQmKdgVJCQcEBScM5\noBr8oErrUSX19xhxjwPucMAdjrjCLQacMJIAVtn32qJNGHFC26vwMgNYAlU2+tKVdrl20obFuh0S\nUFaA2SkvwlIX0KpN/Ip2lxmRMrAmMXNCldLKc6Zk9hnJJW0wRzA7xBjBkVIOpLQcSFoNYVSB5cLT\nA69C23L8oRdIWaB7ILjHHEasx35slS9iltczbbIAVtctw6GZfs18Sb3F1NjzWprjvJU8eYTlgeAi\nZvtTI4sJXSpFezUvkYDrZPpPXIFXT5reomngurYXrAVc7fvlTt1qdnBG2Uo9tZsAV83crdWthl/G\nj8NyLPXAawvINmg0cQmN5RhJxEaojmk8gafsnCibfTvOxpX5b2S2K3QRyLF6KHIf2qLghOq9Wzsj\nc2nceB/gfID3E0ZPxQN2MevVQhWi6jDnxKB7hrtLme4Y7g6qnjJOAB0YLgMaJw7TZh6GUYRdnOO4\nai1yq94MFSXPYA3s6HYP1OwZO3szY+mYZ8uZnYCJHgjdAqZ7gWtrfYBqS7LPLqKOrzV/AOLfYEu4\n13pn56YX0VKeu0WA1N/GRr1F05rYPWszUJ/vOWOyJUjbou0RIth6K00b/Zf0WqcLcL2kV5QcEmew\nTGn9TpL1xLdnZxgAHGR/CeBV/RrPcIPns/Iaz7v1awGuBaD26lPWzp7g8sqa5kwNlfs0gdfae7Bu\na3NkDby1gXE1Km4ZAyfgyuTA7MAI8FrFxSFV9cPNSTTDWt8cqLG7N4fGIXB2bjUheg+Op7Sna6AU\nIxZIIgNKsWjh6m9tStHt0Ogx51GVwrAQ5gv8mpaqp+k9R5qrn2ULEFumwatSX7dliiwjFsw1aAAw\noDJpLZOptWcsz6v8nAItEQkocAWsTIRIKGak+jlS3veXAgejDLsCttae8d7nvCfpc1npvQZ+9plv\ngVddb2lf0KFJuYcJX7snm9c0F/reW9eltBgJ6AHs04fr8t8Vs+78nDgzrOwByvFbKcdupbuUcULZ\nt0qZMSb5TQ0qtCZMgKsJOUUHhne8z2RS8p7tBJphz39HDmCHujdWPTdSz43zPVDjOyf7vWsA2wKm\n9p3oUh+nQUDPa6/U9wrResy+HZd7hIt7xnNPC7gGtDTAnNDe19rY5zoT5FmavX+n2q35uNWn76mX\nbF9L29nTTEv9XFNZ/Tt7S0lb852mWbC9R4Pcci5oBSOarn1krAkD96S4fcglvb7pAlwv6RWlj+W8\nTMwRkSM4MmKIoCliOjFoiqBTNv26i6DbnJ8zTjRiohETJaA1wSPQUL1RZg1lpGz8Rm4FrNr6WIDr\nuqZ1SfMIGDiB35FPszqDkvYCMTN7yezNLh5MyZmSaEZLWThEpL8X0z5WGl6u+9I8puQBlhNXRcKd\nGUZEQEwkgkPKqZ48K5KLIIppb5zP+9tYdHP5NLKwvoi0WoNTkcJqxsLmiHbsvp5UVyTVPRPLyZQD\n6oJvAWUPgGgmyUrO18w77fX3tGaWede/Kddpr0XXreMeuRcN9Frg2h67lq3AYK2uGbG1v2tlDRJa\nDGirvsacrzHpa6DV1i1gsybC+j5P6u/PAW0yLvZqNMQLdSMsk45bygdkz7v5ePP8iebYnDmBOCln\nYKWlbbLPRICYft89M0lqtF3jWML8+YiTtQBwBjk8zuuFdjD9LoPzfO9leMj9Ci2PsQJydbJzxhpz\n3hKKadNv++3LeVvfr60D8/HRAxSaJt/ZOSBJxoyYwNtvsKWt02NEz729cTSiCiS8qbfCjx0wn/vs\nc16joVPv9e3RslpaTwAg648VFuhn2dJuW023Po+dU3tzrKzjGljC9DvMhbRaICXn1deqBVp2LPcE\nIluCEp1ehO+4pNcmXYDrJb2a9AkAb3f6HhLwJgFvMPAGZpneAOhjDHrAoCuABiQgR9ldPSUN55Ad\nO8m+2APd44ic6R5XuKv7XItWdV6f0yYDXGWX6rrZ8MAhOTPigDEGHGLI9YiRczvXxxgxxojogECM\n4BjBRQQKNcYmzWNvxuw8R8JUFEc5OVzFsp5jbQKY8rknB0yUfmtyARNNmFwOheJSDnm1H7IDlCEm\nR0zDlHPeW+anAJf3uuLEfdCzllpM7VrdMhyt37EL8RpTbUude5oMe59rYK4FWl8ma03iGsBXOYWX\nyXvzAieAMmFeDgCfqAAY0SSJ99iiZcvPhkItSe/ZamW5Fg1Wewxh77nqc8l9k/l7y7xLbgFmC1Zb\nWsw9gFXfg9T178LQ9dizwLXHZOvf089O/qaledIaqgzOElilAtZY0XmkCt4oz7VZU0lZw16U7TKu\nIrcZcstEr9wPO4AzaGI/rxeaAOpBjb88J9BKXY4jJSQiDdREeKcFVPJO1DxAdm4I6hqkLSDRzndr\nbQvmrKZUAzRpr4HUVhvomwT3BGdbgjqd5Nr096+FRVoQ1Dpn71uyQF7OK+dwqONbwOpVo+ztcV0T\nSq093159DXD3+vTz2Col7QWuekyeKxzbWi/X7uWcDPV3OKNt055xekmvbboA10t6NelzAP5Nu8sd\nAoarCcPVCcPxpOqp9DNaqidTYDEDntdb7bTHtTph0s6YenXtOKm6LakgttV2nDzxDiEB2CFMuQwY\n4gQfAlwIZZ9Wck6SYsUlBzrZOYknRNnrlUvZ48WUHefIXq9YneSIwxAXa5vyopJCRUR4R4BH1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2kowBYDkH9UIOrYHTXt8ebbadt84FSC+qcT0ne3UOfX/W+kZr+S1w7QFFC15bYLwl4JNxdjJ/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\nUxiLJzFmYpke6XfLm383CbTqXxPLWK7451g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} ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(array(acorrs)[25])\n", "ylim((0.8, 1))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 47, "text": [ "(0.8, 1)" ] }, { "output_type": "display_data", "png": 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uWiQ98gjrXmGmmy9aVP9a2Hffle64w/SVMWNMPwMAQCLAAgBa4IsvpGHDzNej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\nAAAAAElFTkSuQmCC\n" } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "tempobpm = argmax(array(acorrs)[:,:maxlags-offset], axis=1)\n", "plot(60.0/times[abs(lags_rms[tempobpm])])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 41, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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G09g8UyCdequYBrG9tacgEPQ5tbBXTxXTMWNMVf/wYW/GBABOIpgClqFiCpv19uE4iBXT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\nSdvn1MJe6aqYsjI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} ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(60.0/times[abs(lags_rms[tempobpm])], 'x-')\n", "ylim((80, 100))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 44, "text": [ "(80, 100)" ] }, { "output_type": "display_data", "png": 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vrvYx3bJF6tVLeucdQikAAAAAxIq4Cab79tktUgYPltLTXdcGAAAAAFBWcTGU\nt7BQuvVW6eyz7ZYLgUBEHx4AAAAAUEZeMl9c7GP65z9Le/ZIU6cSSgEAAAAg1sR8MJ0yxc4pzcyU\nTjvNdW0AAAAAAKGK6aG8K1ZIN94ozZsnNWsWkYcEAAAAAIQhoVblzc6WunWze5YSSgEAAAAgdsVk\nMD140IbSAQPsVwAAAABA7Iq5obzGSBkZ0qFDdn4pix0BAAAAQPSIqaG8waA0e/ZP/9zs2fZnizz/\nvLR6tdSrF6EUAAAAAOKBk2AaDEpDhkht2/70z7Zta382GJQ++kh64QWpRQvp2mvLv54AAAAAgPLn\nZChvaqrR+edLSUllK3P4sPTtt9L+/VKHDtLEiVJycvnWEwAAAAAQOi9DeZ0E07ffNqpTJ7RyO3ZI\nfftKWVlS/frlUjUAAAAAQJi8BNNK5VSXU/riC2n48LL3ehYN/c3KkkaNCq0sAAAAACC6OZljOnx4\n8bzRn1IUSocPtz2loZQFAAAAAEQ/Z9vFBIPS4sVS586n/vnZs+0CSMf2kJa1LAAAAADAX77OMR07\ndqwmTJggY4wGDBigBx54QDk5OerVq5e+++471a9fX1OnTlXyCWNuw93HFAAAAAAQvXzbx3TdunWa\nMGGCli1bpjVr1mjWrFnavHmzRo4cqfT0dG3cuFEdO3bUyJEjvTw8AAAAACCBeAqm33zzjdq0aaMq\nVaqoYsWKuuaaazRt2jTNnDlTGRkZkqSMjAx9+OGHEa0sAAAAACD+eFqVt0mTJhoyZIhycnJUpUoV\nffTRR2rVqpV27typlJQUSVJKSop27txZYvmhQ4ce/f/27durffv2XqoBAAAAAHBswYIFWrBgQViP\n4XmO6aRJkzRu3DhVrVpVjRs3VuXKlfXmm28qNzf36M/UqFFDOTk5x5+QOaYAAAAAELd8m2MqSf36\n9dPy5cu1cOFCnXXWWbr44ouVkpKiHTt2SJKys7NVu3Ztrw8PAAAAAEgQnoPprl27JEnff/+9pk+f\nrj59+qhr166aPHmyJGny5Mm65ZZbIlNLAAAAAEDc8jyUt127dtqzZ4+SkpI0ZswYdejQQTk5OerZ\ns6e+//57tosBAAAAgATk6z6mXhFMAQAAACB++TrHFAAAAACASCCYAgAAAACcIpgCAAAAAJwimAIA\nAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAA\nAACcIpjPRvNhAAAK60lEQVQCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKY\nAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgC\nAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIA\nAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAA\nAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAAAJwimAIAAAAAnCKYAgAAAACcIpgCAAAA\nAJwimAIAAAAAnCKYAgAAAACc8hxMR4wYocaNG6tp06bq06ePDh06pKFDhyo1NVUtWrRQixYtNGfO\nnEjWFQAAAAAQhwLGGBNqoS1btujaa6/Vhg0bVLlyZfXq1UudOnXSli1bdOaZZ+rhhx8u/YSBgDyc\nEgAAAAAQA7xkPk89ptWqVVNSUpLy8vJ05MgR5eXlqV69epJE6AQAAAAAhKSSl0I1atTQoEGDdN55\n5+n000/XDTfcoOuuu06LFy/WSy+9pLfeekutWrXSCy+8oOTk5JPKDx069Oj/t2/fXu3bt/dafwAA\nAACAQwsWLNCCBQvCegxPQ3k3b96sLl266LPPPlP16tXVo0cPde/eXenp6apVq5Yk6fHHH1d2drYm\nTpx4/AkZygsAAAAAccu3obzLly/XlVdeqZo1a6pSpUq69dZbtWTJEtWuXVuBQECBQED9+/dXZmam\nl4cHAAAAACQQT8G0UaNGWrp0qQ4cOCBjjObNm6e0tDTt2LHj6M/MmDFDTZs2jVhFAQAAAADxydMc\n02bNmunOO+9Uq1atVKFCBbVs2VIDBgxQ//79tXr1agUCATVo0ECvvfZapOsLAAAAAIgznuaYhnVC\n5pgCAAAAQNzybY4pAAAAAACRQjAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAA\nOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4\nRTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhF\nMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUw\nBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAF\nAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUA\nAAAAOEUwBQAAAAA4RTAFAAAAADhFMAUAAAAAOEUwBQAAAAA45TmYjhgxQo0bN1bTpk3Vp08fHTp0\nSDk5OUpPT9fFF1+s66+/XsFgMJJ1BUq0YMEC11VAnKFNIdJoU4g02hQiifaEaOApmG7ZskXjx4/X\nypUr9dVXX6mgoEBTpkzRyJEjlZ6ero0bN6pjx44aOXJkpOsLnIQXU0QabQqRRptCpNGmEEm0J0QD\nT8G0WrVqSkpKUl5eno4cOaK8vDzVrVtXM2fOVEZGhiQpIyNDH374YUQrCwAAAACIP56CaY0aNTRo\n0CCdd955qlu3rpKTk5Wenq6dO3cqJSVFkpSSkqKdO3dGtLIAAAAAgPgTMMaYUAtt3rxZXbp00Wef\nfabq1aurR48euu2223T//fcrNzf36M/VqFFDOTk5x58wEAi/1gAAAACAqBVqzKzk5STLly/XlVde\nqZo1a0qSbr31Vn3xxReqU6eOduzYoTp16ig7O1u1a9cOu4IAAAAAgPjmaShvo0aNtHTpUh04cEDG\nGM2bN09paWnq0qWLJk+eLEmaPHmybrnllohWFgAAAAAQfzwN5ZWk5557TpMnT1aFChXUsmVLTZgw\nQfv27VPPnj31/fffq379+po6daqSk5MjXWcAAAAAQBzxvI/pH/7wB3399df66quvNHnyZCUlJalG\njRqaN2+eNm7cqE8++eSkUDpnzhw1atRIF110kZ599tmwK4/E069fP6WkpKhp06ZHj7F/LrzaunWr\nOnTooMaNG6tJkyZ68cUXJdGm4N3BgwfVpk0bNW/eXGlpaRo8eLAk2hTCV1BQoBYtWqhLly6SaFMI\nT/369XXppZeqRYsWat26tSTaFMITDAbVvXt3XXLJJUpLS9OXX34ZcpvyHExDVVBQoPvuu09z5szR\n+vXr9f7772vDhg1+nR5x4u6779acOXOOO8b+ufAqKSlJY8aM0ddff62lS5fqlVde0YYNG2hT8KxK\nlSqaP3++Vq9erbVr12r+/Pn6/PPPaVMI29ixY5WWlnZ0EUnaFMIRCAS0YMECrVq1SpmZmZJoUwjP\nAw88oE6dOmnDhg1au3atGjVqFHqbMj5ZsmSJueGGG45+P2LECDNixAi/To84kpWVZZo0aXL0+4YN\nG5odO3YYY4zJzs42DRs2dFU1xLibb77ZzJ07lzaFiNi/f79p1aqVWbduHW0KYdm6davp2LGj+fTT\nT81NN91kjOG9D+GpX7++2b1793HHaFPwKhgMmgYNGpx0PNQ25VuP6bZt23Tuuece/T41NVXbtm3z\n6/SIY+yfi0jYsmWLVq1apTZt2tCmEJbCwkI1b95cKSkpR4eK06YQjoceekijRo1ShQrFH9toUwhH\nIBDQddddp1atWmn8+PGSaFPwLisrS7Vq1dLdd9+tli1basCAAdq/f3/Ibcq3YMr+pfBDIBCgrSFk\nP/74o2677TaNHTtWZ5555nH/RptCqCpUqKDVq1frhx9+0KJFizR//vzj/p02hVDMmjVLtWvXVosW\nLUrdco82hVAtXrxYq1at0scff6xXXnlFn3322XH/TptCKI4cOaKVK1dq4MCBWrlypapWrXrSsN2y\ntCnfgmm9evW0devWo99v3bpVqampfp0ecSwlJUU7duyQpFL3zwVKc/jwYd12223q27fv0S2uaFOI\nhOrVq6tz585asWIFbQqeLVmyRDNnzlSDBg3Uu3dvffrpp+rbty9tCmE555xzJEm1atVSt27dlJmZ\nSZuCZ6mpqUpNTdXll18uSerevbtWrlypOnXqhNSmfAumrVq10qZNm7Rlyxbl5+frgw8+UNeuXf06\nPeJY165d2T8XnhhjdM899ygtLU0PPvjg0eO0KXi1e/fuo6sOHjhwQHPnzlWLFi1oU/DsmWee0dat\nW5WVlaUpU6bo2muv1dtvv02bgmd5eXnat2+fJGn//v365JNP1LRpU9oUPKtTp47OPfdcbdy4UZI0\nb948NW7cWF26dAmpTXnex9SLjz/+WA8++KAKCgp0zz33HF1GHyir3r17a+HChdq9e7dSUlL01FNP\n6eabb2b/XHjy+eefq127drr00kuPDi8ZMWKEWrduTZuCJ1999ZUyMjJUWFiowsJC9e3bV4888ohy\ncnJoUwjbwoUL9cILL2jmzJm0KXiWlZWlbt26SbJDMO+44w4NHjyYNoWwrFmzRv3791d+fr4uuOAC\nvfHGGyooKAipTfkaTAEAAAAAOJFvQ3kBAAAAACgJwRQAAAAA4BTBFAAAAADgFMEUAAAAAOAUwRQA\nAAAA4BTBFAAAAADg1P8DyR87H5/9bxsAAAAASUVORK5CYII=\n" } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "loader = essentia.standard.MonoLoader(filename = 'sources/Led Zeppelin - Rock And Roll.mp3')\n", "rockroll = loader()\n", "rockroll_sr = 44100\n", "rms_hop = 512\n", "rms_winsize = 4096\n", "\n", "times, rock_rms = windowed_rms(rockroll, rms_winsize, rms_hop, rockroll_sr)\n", "plot(times[:2500], rock_rms[:2500])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 59, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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GUVNDBYzKy+nvggLy2HJxoiDY22oKSg7lZRHLIimVUtv09NB++/vpb12klpTYRWprK4UU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+q1ykp5dCqcZLopETQnlU4qIYQQQggh3UPai9REnVSTGMnNFdfOKa/VT77q/v0SHmsXqaY8T8C/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\nKC8vx+TJk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} ], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "maxlags = 600\n", "lags, cc, lines, line = acorr(rock_rms, maxlags=maxlags)\n", "ylim((0.9, 1.0))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 60, "text": [ "(0.9, 1.0)" ] }, { "output_type": "display_data", "png": 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0WCwuqxlXVmZmptNpxm+88YZHcS85duyY3nnnHbVu3fqaJeYAfIfbpLVWrVoV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\nbTeBiqSkpOizzz5Tdna2Ro0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f/vSnSj33119/1caNG3XPPfcoPT3doZKY2WxWSEiIdu/e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\nEnh6egIA/Pz8AAAGgwGHDx+Gp6cnlEolgoKCYDQ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} ], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "offset = 30\n", "bpm = 60.0/times[lags[argmax(cc[maxlags + offset:]) + maxlags + offset]]\n", "print bpm" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "151.999080882\n" ] } ], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "win_time = 10.0 # seconds\n", "rms_win_freq = float(rockroll_sr)/rms_hop\n", "win_size = int (win_time * rms_win_freq)\n", "\n", "times_rms, lags_rms, acorrs = windowed_acorr(rock_rms, win_size, int(win_size/2), sr=44100, maxlags=maxlags)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 62 }, { "cell_type": "code", "collapsed": false, "input": [ "offset = 30\n", "acorrs_sub = array(acorrs)[:,:maxlags]\n", "imshow(acorrs_sub.T, aspect='auto', interpolation='nearest')\n", "acorrs_sub.shape\n", "plot(argmax(array(acorrs)[:,:maxlags-offset], axis=1), color='w', lw=3)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 67, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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mGavyVFXpOcy4p6KNEpudPjX93Nl37XE1FWDhamqCfK6EGfm0CTPisQvMgpAr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\nzf8PFEsPhyRUb3cAAAAASUVORK5CYII=\n" } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "tempobpm = argmax(array(acorrs)[:,:maxlags-offset], axis=1)\n", "plot(60.0/times[abs(lags_rms[tempobpm])])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 68, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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J3n2vqXq/ayJ86T2vVuGeVwAAAADJ8Fd/JX3ve9KmTbN/ro4O6dlnpf37Z/9cdjer97wC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\nas7j+hP+aTwAAAAASUVORK5CYII=\n" } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "loader = essentia.standard.MonoLoader(filename = 'sources/Isaac Hayes - Out Of The Ghetto.mp3')\n", "rockroll = loader()\n", "rockroll_sr = 44100\n", "rms_hop = 512\n", "rms_winsize = 4096\n", "\n", "times, rock_rms = windowed_rms(rockroll, rms_winsize, rms_hop, rockroll_sr)\n", "plot(times[:2500], rock_rms[:2500])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 69, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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TGHEMIak+bgdavKNzudp99+0DuOoqgE98AuBjH3NrHx23cmXcvkEk1aak8r/1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\nf2UDu3fvxkMPPYTDD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} ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "maxlags = 200\n", "lags, cc, lines, line = acorr(rock_rms, maxlags=maxlags)\n", "ylim((0.7, 1.0))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 70, "text": [ "(0.7, 1.0)" ] }, { "output_type": "display_data", "png": 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mJpqOAT+zadMmvfHGG6ZjwE9RWuERR48etc0fe76qpKREaWlppmP4PG+YBxDN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\ntLQ0r+ogflNa4X/Wrl3rtZd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} ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "offset = 30\n", "bpm = 60.0/times[lags[argmax(cc[maxlags + offset:]) + maxlags + offset]]\n", "print bpm" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "61.5234375\n" ] } ], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "win_time = 10.0 # seconds\n", "rms_win_freq = float(rockroll_sr)/rms_hop\n", "win_size = int (win_time * rms_win_freq)\n", "\n", "times_rms, lags_rms, acorrs = windowed_acorr(rock_rms, win_size, int(win_size/2), sr=44100, maxlags=maxlags)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "offset = 30\n", "acorrs_sub = array(acorrs)[:,:maxlags]\n", "imshow(acorrs_sub.T, aspect='auto', interpolation='nearest')\n", "acorrs_sub.shape\n", "plot(argmax(array(acorrs)[:,:maxlags-offset], axis=1), color='w', lw=3)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 74, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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0k0T4nuzFoCZs2ueHd9m0w0PjNu2JMdhABBh7/QP+WU+O3eF/GJRGU6eMNB0a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\n" } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "tempobpm = argmax(array(acorrs)[:,:maxlags-offset], axis=1)\n", "plot(60.0/times[abs(lags_rms[tempobpm])])\n", "ylim((110, 125))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 75, "text": [ "(110, 125)" ] }, { "output_type": "display_data", "png": 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/z44dO7Jt27Y88MADufzyy3PffffZ+xrx29/+Nv/zP/+TJNm7d28ef/zxNDU1\n2f8acNZZZ6WhoSGvvPJKkuSJJ57IxIkTM3/+fHtfQ+6///6eY7xJ/3/uK5UPd9amClavXp2vfe1r\n6e7uzle+8pWejxDg2PTBz8Gtr6/P3/7t3+bqq6/O9ddfn9deey3jxo3Lf/7nf+b0008veqlU2DPP\nPJNZs2Zl0qRJPcc2li5dmmnTptn/GvDCCy/kT//0T3PgwIEcOHAgCxcuzJIlS/LOO+/Y/xqybt26\n3HnnnXnkkUfsfY3Ytm1bFixYkOTg0c4bb7wx3/zmN+1/jXj++efz1a9+Nfv378/555+f733ve+nu\n7rb3NWLv3r355Cc/mW3btvW8fKu//+8PaZgCAADAhw3ZUV4AAAD4KMIUAACAQglTAAAACiVMAQAA\nKJQwBQAAoFDCFAAAgEL9P4+cqgXYMoN4AAAAAElFTkSuQmCC\n" } ], "prompt_number": 75 }, { "cell_type": "markdown", "metadata": {}, "source": [ "How can we give better resolution to the BPM detector?" ] }, { "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": {} } ] }