{ "metadata": { "name": "Audio Features I" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# Embdedded player from: https://github.com/Carreau/posts\n", "import StringIO\n", "import base64\n", "import struct\n", "from IPython.core.display import HTML\n", "\n", "def wavPlayer(data, rate):\n", " \"\"\" will display html 5 player for compatible browser\n", " The browser need to know how to play wav through html5.\n", " there is no autoplay to prevent file playing when the browser opens\n", " Adapted from SciPy.io.\n", " \"\"\"\n", " \n", " buffer = StringIO.StringIO()\n", " buffer.write(b'RIFF')\n", " buffer.write(b'\\x00\\x00\\x00\\x00')\n", " buffer.write(b'WAVE')\n", " buffer.write(b'fmt ')\n", " if data.ndim == 1:\n", " noc = 1\n", " else:\n", " noc = data.shape[1]\n", " bits = data.dtype.itemsize * 8\n", " sbytes = rate*(bits // 8)*noc\n", " ba = noc * (bits // 8)\n", " buffer.write(struct.pack('' or (data.dtype.byteorder == '=' and sys.byteorder == 'big'):\n", " data = data.byteswap()\n", "\n", " buffer.write(data.tostring())\n", " size = buffer.tell()\n", " buffer.seek(4)\n", " buffer.write(struct.pack('\n", " \n", " \n", " \"\"\".format(base64=base64.encodestring(val))\n", " display(HTML(src))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.io import wavfile\n", "sr, src = wavfile.read('sources/THX.wav')\n", "\n", "wavPlayer(src , sr)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " \n", " \n", " " ], "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "src.shape, src.dtype" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 3, "text": [ "((1103616, 2), dtype('int16'))" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "A nifty trick for setting plot defaults:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['figure.figsize'] = (16, 4)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Pre-processing" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Downmix" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono = sum(src/2, axis=1)\n", "src_mono.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 9, "text": [ "(1103616,)" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono = sum(src.astype(float), axis=1)/src.shape[1]\n", "src_mono.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "(1103616,)" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono = sum(src.astype(float)/src.shape[1], axis=1).astype(src.dtype)\n", "src_mono.shape, src_mono.dtype" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 12, "text": [ "((1103616,), dtype('int16'))" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(src_mono)\n", "figure()\n", "plot(src);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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+IqGf+81Yb/TUVSei4GCgTKY88IByJteiIu93UlevNtfbef/94ku8NyUlQJ2K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\n+c+ydu1a2zFr1qyRAwcOdO8HpB5hNpslMTFRjh8/LgsWLBARYUyRaha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Um/c3LxA9qmfljigoFBxyMFRsdizSis0/2sbjSz0bI7U3bNqmzCFL+0VBgs1n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\nFf8PwyoNLsqJBq4AAAAASUVORK5CYII=\n" } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Normalize" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src.max(), src_mono.max(), src.min(), src_mono.min()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "(32767, 32767, -32768, -32768)" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "abs_max = max(abs(src_mono.min()), abs(src_mono.max()))\n", "print abs_max" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "32767\n" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "abs(src_mono.min())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "-32768" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "-src_mono.min(),src_mono.min()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "(-32768, -32768)" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "abs(src_mono.min().astype(int64))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 18, "text": [ "32768" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Longer but more robust:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "abs_max = max(abs(src_mono.min().astype(float)), abs(src_mono.max().astype(float)))\n", "print abs_max" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "32768.0\n" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, this file is already normalized..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "iinfo(int16), iinfo(uint8), finfo(float32), finfo(float)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 21, "text": [ "(iinfo(min=-32768, max=32767, dtype=int16),\n", " iinfo(min=0, max=255, dtype=uint8),\n", " finfo(resolution=1e-06, min=-3.4028235e+38, max=3.4028235e+38, dtype=float32),\n", " finfo(resolution=1e-15, min=-1.7976931348623157e+308, max=1.7976931348623157e+308, dtype=float64))" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono.dtype" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 22, "text": [ "dtype('int16')" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "iinfo(src_mono.dtype)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 23, "text": [ "iinfo(min=-32768, max=32767, dtype=int16)" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm = src_mono.astype(float) * -iinfo(src_mono.dtype).min / abs_max\n", "src_mono_norm.dtype" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But it could be useful to normalize from -1 to 1 in floating point format:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono.dtype" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm = src_mono.astype(float) / abs_max" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(src_mono_norm)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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fg9sbHWpmCariQRAlmYiIiCjxMdhNQDNnRm9r0AAYOjR6+4svxrau5Nq1ovam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\nyOdwsktEREREREQ+5x9Ua5K0+L0txAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 25 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Downsampling" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Decimation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.signal import decimate" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm_dec = decimate(src_mono_norm, 4)\n", "plot(src_mono_norm_dec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 28, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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+CaxYYd4OowsqvXqJebJA8DrA2rJCVoMeJz31Mr1edivuv19c2LpwwX0pIcA/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\nAAC38AHZaJs7ASy3UwAAAABJRU5ErkJggg==\n" } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm_dec.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 29, "text": [ "1.063278585576124" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "len(src_mono_norm_dec)/float(len(src_mono_norm))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 30, "text": [ "0.25" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Decimation is useful to reduce by integer factors, but can't do anything in between." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Resampling" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.signal import resample" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm_rsmpl = resample(src_mono_norm, len(src_mono_norm) * 1.5)\n", "plot(src_mono_norm_rsmpl)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 32, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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hVj4rvf+g5R5f9VDgN9/UHxq8Zo33a/lGyF9/6WcEVktPN1//3HP6y9XteOcd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\n" } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resampling can increase or remove the number of samples at any factor.\n", "\n", "There are always artifacts when resampling/decimating. Make sure you use tested and recommended algorithms." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Basic Global features" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Maximum/minimum" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm_dec.max(), src_mono_norm_dec.min()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 33, "text": [ "(1.063278585576124, -1.0239748627672003)" ] } ], "prompt_number": 33 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Range" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm_dec.max() - src_mono_norm_dec.min()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 34, "text": [ "2.0872534483433243" ] } ], "prompt_number": 34 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Mean" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_mono_norm_dec.mean()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 35, "text": [ "-0.00027398996581580329" ] } ], "prompt_number": 35 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Absolute Mean" ] }, { "cell_type": "code", "collapsed": false, "input": [ "abs(src_mono_norm_dec).mean()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 36, "text": [ "0.14948573258836526" ] } ], "prompt_number": 36 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Duration" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dur = len(src_mono_norm_dec)/(sr*1.5)\n", "print dur, 'seconds'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "4.17088435374 seconds\n" ] } ], "prompt_number": 37 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Root Mean Squared" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$x_{\\mathrm{rms}} =\n", "\\sqrt{ \\frac{1}{n} \\left( x_1^2 + x_2^2 + \\cdots + x_n^2 \\right) }.$$\n", "\n", "http://en.wikipedia.org/wiki/Root_mean_square" ] }, { "cell_type": "code", "collapsed": false, "input": [ "N = float(len(src_mono_norm_dec))\n", "ms = sum(src_mono_norm_dec**2)/N # or use the mean() function\n", "rms = sqrt(ms)\n", "print rms, 'RMS'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.209113836394 RMS\n" ] } ], "prompt_number": 38 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Instantaneous features" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Energy Envelope" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Peak tracking" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.signal import argrelextrema\n", "maxima = argrelextrema(src_mono_norm_dec, np.greater)\n", "minima = argrelextrema(src_mono_norm_dec, np.less)\n", "minima" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 39, "text": [ "(array([ 13, 16, 18, ..., 275897, 275899, 275902]),)" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(src_mono_norm_dec)\n", "plot(maxima[0], zeros_like(maxima[0]),'x')\n", "plot(minima[0], zeros_like(minima[0]),'x')\n", "\n", "xlim((50000, 50200))\n", "ylim((-0.25, 0.25))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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kGR1N5fvvu89cZUYtcd9vWBG0KnhohaD1ZFfIMXto1cOva88I7KFl7ObwYfJi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\n" } ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "maxima = argrelextrema(abs(src_mono_norm_dec), np.greater)\n", "plot(abs(src_mono_norm_dec))\n", "plot(maxima[0], zeros_like(maxima[0]),'x')\n", "\n", "xlim((50000, 50200))\n", "ylim((-0.25, 0.25))\n", "grid()\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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w8jugBYJbR7tokUwUWUnlL1HCfE3p5s3BrqE99VS5LlFlK0tlA1q9jtaM7Gz5\noO/RI/zP27WTwDbIH1qRTJwoAdDXXxfUDnfpIqm3vXt7H8SvXCmz3WY7xYUyu0K7eLFcjJx8svXn\nNMqJtOORI6N3Yb7iCuBf/5JmKG7+/Zyq4/v5Z+Cii+zt+ZuU5M4q7ahRwP33R/656s2hli83n+0Q\n9Au0RKBqDe3q1XJxZjXTxeoFrZU9rJ3WrJn6acerVkmKY1CVKOFP0JOdXZBuXPTcO/NMSYNWfXU+\nkgkT5DPf7DZbbghqQGs13VhnNu046CnHgMRVs2b5PQqhbEBrZYW2aDOoopKSvNkaxGtZWRL0TJhQ\nfEb9tddkT7/33vN2THa27NGZXaH96y9JgfCC3YB28WJJbYnVDfjNN+VLdvhw68/lFbv1szo3Atp5\n86JveXPTTcDUqep2l16xwvwKbdOm8hlqJgWKCLCXbgzICu26deYn4jIy5Pz3s9mR6nW0mia/Wz/r\nJJ3gR6djPd24ZMniPzvpJPnMVKnJjRkjR8p1oAqCHNBaaQilS8SA9vzz1amjjZuANjdX6uBi7Tuq\nB7TxlHb80kvAc88B55xT/GcnnQSMGycbznu5d6qdLXt0ZldogxTQjh4tq4KxLtxKl5ZmUc89Z28r\nq2icqOPLz3cuoO3USdJ/neryvHOnpGNFS3+vVEn+prNnO/OcTrOSclyqlGy7wsZQ6lK1htZOh2NA\nar1PPdV8Uz8/0411qge027ZJM6yg7l2p86MxVGi6cbhzL6hZLaFbVaogqJ2OrXY41pkNaIO+bQ8g\nAe2sWWrEVEoHtGaaQmVlSbe6WGk4LVrI7JwqOd92aRowc2bkNGtAvjiefFJW+7xit8MxYH6Fdt48\n+ULyQsuWMpNrJejSm5P16WPs/o0aSbrsk0+afy6v/P23XGDZuQjW1aghf3unttlaulQuUmOlT7Zo\nIa9DRVYCWiC4F2jkL7srtID5VZrjx4Fp06ztYe0k1QPaNWuCu/9sKK8bB2Vny/VE+/aR7xPU/btH\njZLmkpGyE70WxBXao0flPWJ1723AXECbny8lFpG6uQdFaqq8FitNfJ2mbEBrtoZ2zRpjX8B62vFX\nX1kfm0rWrpV6lFh1E3fdJVv5bNrkzbicCGjNrNAeOSLP6dT2DbGkpMgEipUZ5u++k1nA1FTjj3nq\nKZm4cKPrsRN1fE6tzuo6d3Yu7XjpUmMdQZs3VzOg3btXmqxZmcllQKs2lWto7Qa0ZhtDzZkjE9l+\nr1ikpkqF2RchAAAgAElEQVTDIlW3HVm7NvjpxoD3QU/RdONw514QPy9zc4tvVem3IAa0S5fKhLyd\nHixmAtpdu2QRwE7PERUkJalTR6tsQFuzpgRfRrfSMDNref318ZN2/Mcf8maKtfqUkgLcfDPw4Yfu\nj0nT7G/ZA5hboV20SLo+evnhYHXrgVGjzH/5nHoq8NZbsmetU6m4TnI6oHWyjnbJEll1iUXVFVq9\nHt1Kgx4n90ymxOHECq3ZgNbull9OKVFCLkyzs/0eSXjxtELrdUAbqwPwWWfJe//IEW/G5IRJk+Ta\nx+4CgpMqV5bmWkHq32C3fhaQHjZHjhjrxREP9bM6VepolQ1oTz5ZZi927DB2f70roxHxlHb8++/R\nU2hCPfSQ7E3rdhe/7dtl+4MKFewdJyVFPhyM7HHlZbqxzsrWFKtXSy1z9+7mn+/GGyWw/fhj84+N\nxm4d39q1EjQ6udh00UVSz+rEhcWSJcZWaJs2ldnV3Fz7z+kkq+nGgLymdeuCdYGWSFSsoT18WFYP\n7Gy5BpgPWFSon9U1aGCuFs5LXKE1L1y6cbhzr3Rp+awNUmOoUaPUaQalC+JetPPn2+twDMjrNvrZ\nEQ/1szq9jtZvtgPajIwMNG7cGGlpaXgzTJHm8uXLcf7556NMmTL497//berYZupozcxaxlO3Y32F\n1oi0NHnjffaZu2NyIt0YkL+T0bRjLxtC6awEtF9+KVspWVlJTkqSbtUvvKBWN94hQ6TB1SmnOHfM\n00+XFODff7d3HE0rqKGNpUwZ+ZuqtgellQ7HupNOkkwJlWsCSS1r1sjFqJ0t1wBzn4/btsnKmNHv\nMrelpZnbT9JL8bJCW6mSTFZ7kdodrbtxUUFKO163TsZ6zTV+j6S4oAW0TqzQAsbTjuNphbZ1a+lj\n5PfEua2vrLy8PDzwwAPIyMhAVlYWxo0bh2XLlhW6T8WKFTFkyBA8/vjjpo9vpo7WzAotUFBHG+S0\n43375HWbOQn79QMGDzaeym2FE1v26OItoF20KHw3aqPOPhu46irglVesH6MoO3V8+/dLd/EHH3Ru\nPDon0o63bpUL8ypVjN1fxTpaOyu0gDQwY6djNalYQ+tE/Sxg7vPxxx+lu3lysv3ndYLZbqVeWrs2\nPgJar1bxNA0YP16u+UJFOveCFNCOHi2lZGXK+D2S4oJUR5uXJ9/7LVvaP1YiBrQnnyyLBn/95e84\nbAW0f/75Jxo0aIDU1FQkJyfjxhtvxKRJkwrdp3LlymjTpg2SLXxTGd265/hxuZ+ZJjstW8qFbpDT\njufMkQ9fM7/a9HRZHfzpJ9eG5ciWPTojdbSHD8ustZFVOCdZCWiNNiiK5vXXZZW9yNyRLz7+WALP\n2rWdP7YTAa3++zZaf9q8uXrpZsuX2zufWrZ0rmM0xT8n6mcBaVS4caOxmv/MTDnfVaFqynFurkzS\n1arl90ic4UXQM2eOrBx16GDs/kEJaI8fB8aMUS/dWFenTnAC2uxsqX8tV87+scwEtPGScgyoUUdr\nK6DdtGkTaoV8stasWRObHGyjazSg3bhRAh8zaZx+pB3//LOzDX3M1M/qkpKARx4BBg1ybhxFOZVy\nDBhboV24UGoFvW5Zbzagzc2V1Q87q22A/E5efhno3Vu+1OyyWseXlwe8/76s+rvh3HPli2HXLuvH\nMNoQSqfaCu2xYzJZE2s7smgY0KpLxRpapwLaMmWAihXlwi2W1audmwR1gqopxxs2yEVwrP3Lg8KL\n/UqHDwfuvrt4Cn2kc++ss+R7x+/0yVimTJFrZK8n8o0K0gqtU+nGgPGAdtOm4G/ZE8pop2M3Jwpt\nfSwmWWm7GUXv3r2R+v/LrCkpKThwoCU2bEgHUPDho6eJhN5eswaoUCETmZnhfx7pdt26wJtvpmPA\nAOC332Lf387td9/NxGOPAe+/n44HH3Tm+FOnAv37m398z57AY49l4pNPgN69nX+92dnAvn3m/x7h\nbletmo5t26Lf/6+/gOrVnXk+M7c1DTh0KB0HDwJ//RX7/uvWAbVrp6NMGfvP37hxJvLzgTfeSMeL\nL3rzeove/t//5O9z3nnuPV+HDumYPh2oVMna45csSUfr1sbv36JFOv7+25/fZ7jb1auno3p1YM4c\n68eTgDYTv/4KdOzo7+vh7cK3daqMJz09HatWAfXqOfN5WrduOtatA1avjn7/Zcsy/z8Tx//Xr4/n\n0CFg7950pKT4Px79dm5uOurWVWc8dm+npsr7w63jt2iRju++A7p3L/5+XrhwYdjHlykD1Kgh10f3\n3uvv7yfa7ZdeAp59Vp3xFL29ezewbp0644l2e/LkzP9fnbV/vLQ0ICsr9udndrZ8v6vw+p26PWtW\nOjSteDw1ePBgLFy4EHXqpGLsWLhHs2HWrFlaly5dTtx+4403tIEDB4a9b//+/bV33nkn4rHCDWXm\nTE0777zY4xg+XNPuuCP2/YrKz9e0+vU1bfZs848149gxTTvrLE17/XVNq1hR09atc+aYZctq2s6d\n1h7/8suadued9sdRVG6uppUurWmHDztzvLff1rR+/aLf57bbNG3kSGeez6wmTTTt77+N3Xf8eE3r\n0cO55/7nH02rUkXT/vzTuWOa0aGDvCY3DRqkaX37Wn/8eedp2owZxu+fn69pKSmatm2b9ed00uTJ\nmta1q/3j1K2raStW2D8Oxb/UVE1budKZY910k6aNHRv9PkePalpysnx3qKRlS/8+WyMZNsyd722/\njB+vaddc497xBw+W96BZffpo2gcfOD8ep8ydq2m1a8t1oKq2bdO0ChX8HoUxHTtq2g8/OHOs/HxN\nO/302NfmZ5wh13DxpEYNTVu9OvLPhw/XtHPOCR/vOaGEnWC4TZs2WLlyJdatW4fc3FyMHz8e3bp1\nixQ4mz6+0ZRjq13/kpJkKxsnG+yEM3q0bGHzzDPAo48Cffvab0a1ZImkHlWsaO3x994LTJgA/POP\nvXEUtXq1jMvO5tShjNTQ+tEQSmcm7diJ+tlQNWpIh+FbbnF/K6ai5s2TdKKrr3b3eS65BJg2zdpj\n9Q7HZn7nSUmSdrx4sbXndJrdhlA6NoYiI3JzgS1bJBXUCUY+HzdulOYoqjSE0qmYdrxmTXxs2aNz\nMy1V04Bhw4B77jH/WNXraAcNkmtXlVPPK1eW5qNGt970i6Y5m3KclBQ77TgvD9i5U65v40m0OtpN\nm4DnnpN4yC22AtpSpUph6NCh6NKlC5o2bYobbrgBTZo0wfDhwzF8+HAAwNatW1GrVi0MGjQIr732\nGmrXro2DBw8aOn716lI/eexY9PutWWOuw3Govn2l3fSMGdYeH8vevcBLL0ln4aQk4IknpKnD55/b\nO66V+tlQlSsDd9wBvPWWvXEUtWyZbPLtlFg1tAcPyheik4GiGX4GtIBsFN+2LfDkk9aPoaeLmDFo\nkHQ2dvsLtVkz4NAhOcfN2rgROO008/shq1RHa7chlE7VOlpNk9+1m13XVWbl3HPTunWy/6xTwWXd\nurEDlnXrzDV09IqKnY7jpcOxzs2AdsYMqZu94ILwP4927qkc0G7cKHs233mn3yOJLilJrgVV2wav\nqA0bpN7fyeAy1mfH9u1yXaLyhIQVkepoNQ24/37gvvvcrfm2FdACQNeuXbFixQqsWrUKzzzzDACg\nb9++6Nu3LwCgWrVq2LhxI/bt24c9e/Zgw4YNOO200wwdu1QpCWhiNZVYvdr6h3zp0rJC+/TT7mzh\n8+qrss2K3g48OVlmKB5/3Nh2NJH88Yf9Pfsef1wC6y1b7B0nlNMBbawV2oUL5QTxa3bf74AWAIYO\nBSZPBjIynD92OJs2Ad9/7013xaQkWaX95RfzjzXbEEqnUqdjJ1doVQtoDxwArr0WuPBCacQydmzs\nyUtyl1MNoXSpqbE/H9euVXPVsUEDrtC6rXJlyS46cMD5Yw8bJgsWVlq9NG8uzS1zcpwfl11DhwK3\n3eZMR163NWmixm4M0cyfL9shOik1VQLlSLZsia+GULrzz5eMuhUrCv/7N9/I+fTss+4+v+2A1m1G\n9qK1s0ILADfdJCt9kydbP0Y42dlykfbaa4X/vXVroFcvSRmxyu4KLSBtym+9FXjnHXvHCeX1Cq2f\n6caAsQs2ADh6VO7nRifPlBRp33/33dY6M+qF+0YcOiT73t1zjzyvF6xu32N1AkGVFVpNk/MpHgPa\n1avly698eclYGTwY+PRT+RwfPFj9DqNOMXPuecHpgNbIhB9XaI2zWl6lKrf2ot2+XVYxb7018n2i\nnXtlyshODSp8D4Q6eFAWROxcO3qpcWP1A1on0411NWtGL+eLpz1oQ7VtC1xzDXDRRZIZ8fHHEtg/\n/LC8b83sRGOF8gFtrDra3bslXc1sWmGokiWBAQNk9sDJbXUefxx46qnwqQz9+0tKy5Qp5o+7aZN8\nsDmxNc6TT0owZGe1OJTTAW3lyrJtS6S/i98BrZGUOkAmN1JT3TuhO3WSWcYPP3Tn+IAEGd26yeso\nOknjpk6dZIXWbFqq1RXaM8+UlVEntkSyY+dOCWqrVLF/rFq1Cvaw9NuPP0p2yf33AyNHysVj587y\nN54wQT4T77vP71EmplWr7E0OF1Wrlrznoq28q7pCq1pAu3evnMOVKvk9Eme5kXb8ySfS36F8eevH\nOPts9dKOx4wB0tODM6kRhJRjNwLaWHFLvK7Q6rHUxo0SW0yeLBOk114rE9huC3xAq89Y2t1B6PLL\nJSj+7DN7x9FlZkptbqSZtFNOkQLpTz81f2w93diJXZNq1ABuvBF49137x8rPlw8vJwPa5GTg9NNl\n4iKcefNkxdsv+gpErHR1t9KNQ732GvDmm8D+/eYeZ6SOLycH6NFDPoRHjy6+p5+batWSizizacBW\nA9pTT5UZ1uxs84910ooVMsPtxHmelKTGKu3w4cDtt0sK0r33Fn9tbdsC330HTJ8ugW+8U62GdvVq\nZ1dok5MlEyjad7iqK7RVqkhmzZ49fo9E6PWzDu+W6DunA9r8fPmcidUMKta517KlWiu0eXnAe+9J\nY9GgSNSU40RdodUlJ8vix8SJErz/+9/ePG/gA9rVq52ZUU5KkmDgpZecqZuYOlUu3KKtyF18sQS+\nZmt3naifDfXUU7JSsmuXveP88w9QtqzzqaiR6mgPHJD3RtOmzj6fGeXLS3AXKeDWeRHQnnkmcNll\nzn94HD0qaSTly8vMd8mSzh7fiM6dzXU7zsuTyRWr7w0V0o6dagil8zug/eEH4OWXgZkzgQ4dIt+v\nbFn5PLr7bvOTM2SP0ynHQOy0Y1VXaPVuparU0ar6e7LLyYA2N1eu4cqVk8kxOxo0kOtLVfz3vzKx\n68VKl1NSUyX779Ahv0cS3vbtknnmVFd3XaKu0IZTsaJ3PW6UD2hr145eXO1kTUm7dnLR99FH9o81\nd27sD9Q6daQLq9kZLCfqZ4uO4+qrpXbNDqfTjXWR6mj//lsCFr87xRmpE/MioAUkYBg61Fyr/Fh1\nfLfeKtswff65f79rs3W0a9dKunrZstaeT5WA1on6WZ2fAe2SJdI34JtvjH1ed+4s/3v6affH5ieV\namiPH5daRqeDpmgBS06OTKSqulqhUtpxvNXP6pwKaOfMkWyt+fNlZSjWSnasc69+fXUC2rw8ycB6\n7LFgrdCXLCkTA35nO0WyYIF8Lzr9O61USYL4SNspxvsKrV+UD2iNpBw7WfPzxhuSA75zp/Vj5OfL\nh6qRVNj0dFmlNerIEQmOnK4bfeYZqb+0k17lVkAbaYV28WIJPPymUkBbt640OXvjDWeON3Om1Cl/\n8YW/Ewfp6dIO3mj2hN3ftwqdjuMloN2+XTq9DxpkLrPknXekBkexrNy4tXGjfNaWKePscRs1ijxp\nu2GDpOf5kfVhhEqdjrlCG96BA1La1aOHlHFNmSILIU6M659/1Oi8/v77Unp17bV+j8Q8ldOO3Ug3\nBiRAjpZ2vHlz4qzQeinwAa2dLXvCadYM6NlTPhitys6WGZqKFWPfNz0d+O0348fOypIv2ZNPtjy8\nsOrVkzrikSOtH8OPFdogBLQ5ObLy4UQTLyOef15qs6NlNoSKVkv0yivSLO2kk5wZm1XlyklKdaRN\nu4uyWj+ri8cV2saN5T1hcBtwR+TkAP/6F3DLLdId24yUFNl648471U1Zs0ulGlqnG0Lpok2kqB6k\ncYXWfXYC2k2bZHL/wAGZxLzxRuOrbbHOvdKlpf7b6PeoW9auBV5/HRgxIlirszqVOx270RBKFy2g\n3bKFK7RuUD6grVxZPqwibePg9AotIGmbkybJ7I0VZjrvXnSRuTrarCz3Vvr69QOGDLE+I+nmCm24\ngHbxYtm/0m+xAtoVK+RCxKugsGpVaYjx8sv2jjNrloz9ttucGZddZtKO7a7QpqYC+/bFro12y9Gj\n8mXo5AVscrKk6C9e7Nwxozl0CLjjDvnitvpevPJK4LzzgBdecHZsVJzTDaF0rVrJhWO47zhVG0Lp\nVApoVQ/+rbK6F+2WLUDHjkCfPtL9185OF5H4nXasabKX7pNPunNuekHVTseaJtfqXge0eXlyPRtu\n9xOyR/mAtkQJeWOEW6XNzZUPtVq1nH3OlBSpV3jwQfMNmwA5SYw2JKhTRzoeGz3hly51rwnS2WfL\nBfSECdYe7+YKbdGUY02TFbQgBLRepRuHeuIJSdcsusF1OJFqiV55RVLR/V6d1ZkJaO2u0JYoIe8t\nr4K/orKy3JkE8SLt+MABabBXv758eY8da68rtr5HrSr1bE5SqYbWjYZQgKxyJSeHv7hTPUhTJeU4\nP1+Cf5V/V1ZZ2Yt261Zpqtm7twR7Vhg59/wOaD/9VMrfgtTZuChVU46/+Uau9Z3MggoVKbt0xw6Z\nfPGqUVIiUT6gBSK/Mdavl2DXjTfGHXdIwPz55+Yfa3ZvVDN1tFlZ7nb17dfPWnOonTvl9+VGXUC4\nlOMNG2R7FRX25FMxoE1JkSY848ZZe/yff0pQePvtzo7LjvPOk4mfWHXex47JqordyRU/046N1uCb\n5WZAu2OHTATWry/1x7/8AowfLxN2dlSqJHvWern3cSJyK6AFClZpi1J9hbZKFfle83vrni1b5DPd\n7rmkKjNpx9u2ycrsLbfIhKub/Ox0vG2bBOujRvnf+NKOhg3ld+j3vu6hcnOllOrtt93bgjDSCi3r\nZ90T6IDW6frZUCVKSLfYp582t3XE8eNywWim0NxsQOtmcHTVVXJhOmuWucfpq7Nu1HiEawqlSkMo\noGB2OT8//M/9CGgBoHt36fYYS7haoldekfd+tG2nvFa6NHDBBcCvv0a/36pV8mVit87cz4DWrf2V\nnQxojx2TpmHPPy8ZKQ0ayETCjBnSRMzJ93y/frJthQqrZU5SqYZ25Up3amiByO871Vdo9a17/E47\njtf6WZ3RgHbvXqBTJ+CGG+Rzxw4j556fK7QPPywr0G40LfLSySdLABercaaXRoyQv22nTu49R6S4\nhfWz7gl0QOtG/Wyoc88FLr0UePVV449ZtgyoUUOa2BhltI728GFpguDmay5ZUjoGDhpk7nFupRsD\n4VdoVUk3BmTWPCVFPqjC8SugbddO3i9mG27MmyerKX36uDIsW4ykHdtNN9b5HdC6cSHTvLn8fuzO\nlu/cKQHsQw/JRM4778hE2Nix7qRwpaRICYiZz2IyLidHLjjdSr8L6got4Gza8S23SLaB2VIm1QN/\nu4wGtN9+K3+Pl15ye0TCj4BW02SXgvnzvXudblMp7Xj/fsn2efNNd5+HK7TeC0RAG2kvWi9mLQcM\nkIYDRoMCs+nGgHyYG6mjXbFCPszdTj+54w5JFzRT0+JmQKuv0IZeBKi0QgtETjs+ckQ+1NLSvB9T\nyZLSVGfy5Oj3K1pL9MorwFNPOb99hxM6dYq9QuvUBMKZZ0rwl5dn/1hmHDsmz+tGs4rTT5fZYSO1\n1dH06wdcc41cdL3xhkzKuV1r/cgjwPffq7unoRVe1NAuXy6BVLRurYsXS2qgWxkZrVoVX6E9dEgu\nLqtVc+c5neLUCu2ECXJ9MH++1ESaCWq5QisyMiTzyAlGa2jXrLHWS8WK48eloePXX8siR7ykmLvd\n6Tg/X74XIjWPDfXOO0CXLkCLFu6NB+AKrR8CEdBGSzl2c7USkC/b7t1lbzMjrAS0QMEqbTRupxvr\nypaVVJehQ40/xs2A9tRT5b+hW3eotEILRA5oly+X96hfDQB69JCO3UYtXgzMnQvcdZd7Y7KjWTOZ\nIIi29YxTK7Tlykl2gNcz9MuWyWde2bLuHL9tW2DOHOuPz8iQVGOvV0vLlZM0PK7SGnPggNTgdegg\nK/7TpkW+74IF7qY21q8P7NpVuBZ1/XqZrHarhs0pTgS0u3dLhsHo0TIpk5kJvPii8cevWcMV2uPH\nJTunSxcvRiROP11SZouWPLnh4EG51ly/Xso24inocXuF9plnJCOtfHlZGU1Pl2uY338vfL8tW4AP\nPvDmO6RSJblmPXy48L9zhdY9in+ViGgpx17MWl56KfDTT8bua6bDcSgj+9G62eG4qAcflJVpo3tW\nuhnQJiUVrqM9elT+9m49nxWRAlq/0o11nTtLgBpt+5nQWqIffpDN253e59gppUrJ3z1a9+GlS50J\naAGZxfU67dit+lld+/bG9/Mt6uBBWUEYPrxgoslLDz0E/Pij/RVmVbhRQ6tpUsPcpImUaixeDNx3\nnzR6i2T+fPe2rwAkaG3eXJqF6YKSRutEyvGjj8rnavv2ctH900+yYjtwoLHHr13LFdq5c+Va0KlA\nz+i550Xa8ZYtsqhRvbr0CnBrMtMvbm7ds2CBXKsuXSoB5O+/yzZvTZsCt94q19bTpsnnYv/+UkpV\nu7Y7YwmVlCTB9aZNhf+dK7TuCURAW6eOpEuFppppmrtNoUJ16iTBZm5u9Pvl5srqUMuW5p9DbwwV\nLbXF7Q7HoVJTpS3+J5/Evu/Bg3Lh5ObFSWgd7bJl8ndXqWGRqgHtKafI3/H7743df/Zs4Pzz3R2T\nXUUvjEPl5MiFUcOGzj2X1wHt/Pnurpa1a1d85tqo556Tz6pLL3V0SIadfrqkHr/yij/PHwQ//igN\nc77+Wj6/q1UDzjkndkDrdvOZli0L19EGoX4WsL9Cm5Eh3+1vvFHwb5Ury2rjqFHGMqHifYVW34s2\n2gR6Roa3q7M6twPaTZuACy+UbKoRI+JzOxc95djp1O3jx2UlduBAWfQoWVLihU6dpCwmOxu4807J\n7GnbFvjuO/c7Y4cKt+UoV2jdE4iA9vTTZSuZSy6RD3ZAGpCUKWOu+ZJVlSrJBfLs2dHvt3SpfOmc\ndpr550hNldcTbeXBq5Rj3b33GgtoV6yQL/2SJd0bS+gKrWr1s0DkGWa/A1pA0piipR3rtUSaJt2t\nVQ9oo62arljh7P6tfgS0bq/QnnWWXETt2mXucbNnA199Bfz73+6My6gHH5QZd6+ajOTkuFdD50YN\n7a+/ynZboedxixZycVc0/Q2Qmu2lS92vKSvaGCooK7SVK8uFc7Qsl0gOHAD69pVApeh1QfXq8j5+\n9tnotX85OdKErWZN888fFElJEohE69uRkQFcdplzz2n03HMzoN22TYKvO++UVUU3dolQQcWKsgAR\nqXGmVUOGSHwQaXvBUqWkf8CSJXKejRkjGRJeCdcYavNmrtC6JRABLSBpAk8/LSf/hg3erc7qjKQd\nz51rrX5WF237npwcmelxa5/AcDp0kN9zrPoRN9ONdaErtKrVzwLhV2g1TT5I/Q5or7pKLpxycqLf\nb8MGGXOdOt6My6oWLSKv0Do9geB1QHv8uDyfm+mfpUrJil2sCbpQubly0TV4sFyc+KlsWUk9fust\nd5/nwAH5zilfXs6J226TCyKj208cPiyf56+9BnTtKiugXtTizZghKz6hypSR82L+/OL3X75cUjmt\nTMSaUXTrnqCs0CYlWU87fuYZ2TM1UkZD3bryeRat3GjNGvn7uDlhrIJoace7dsn7tH17L0ck3Apo\nd+6URZqbbpImjPHO6bTjdeuA11+X8pdYEwElSgBXXw1ccYVzz29E0XLJvDy5jq1a1dtxJIrABLSA\n1AE99JAEtTNnut8QKpSRgNZqQyhdtIBWX3nyMh0lOVl+1z/+GP1+XgS0qq/Q1q4ts4/HjhX8W//+\ncvHvR4fjUJUrywRApO7Aei2Rvjqr+ixxixbyHgi3769TDaF09evL+87MXtR2rFgh6UhuZ56YTTse\nOVLe49df796YzLjvPsk6CLctgl35+QXbD23ZIhezP/8sF9M//STnSGqqNM775JOCVaVt22Rbkcce\nky3fKleWgHjvXuDuu6VG7t57C6/2Ol1De/CgnAPnnFP8Z5HSjr1INwYkoF65smBiLSgrtIC1tOP1\n64EvvwTefTf6/bp2ld4FkUybVnyCIh5FC2j134GTZUZ+1tDu3i39Lbp1k5XZROBkp2NNk8/SRx/1\n//oqmqIrtDt2yASp2zsCJKpABbSA5MX36SMzWl6u0J5/vlxsRkvTcyqgDXeh7lfqaqwvW8CfFVrV\nAtrkZKlV02fjRowA/vMf6Y6twsx6rLRjQFbszjvPm/HYUb687EsaqWbZyYC2ZEk576I1oXKS2+nG\nOrONoT75RGpXVZnsqFBBAkqz+2XHkp0tn/UffihNe8aOlfSwhg0ldXTcOAlyMzLkXPnhBwkUK1UC\nGjWSmsgKFWT1eMcOOafeeQf417+kzis7W47hllmzZHU/XFM3vwPaMmXk4nPpUrkdlBVawFpA+803\nUhcZK8Ux1nfst9/K+yfeRQtof/zR2XRjM5wOaHNy5LV07CjZG6p8prrNyU7H48ZJ2cwTTzhzPLcU\nXaHdsoX1s24KXEALyKz3e+/JHpteOekkmSH85ZfwP8/JkXQKO3VIqamyohcuFdDLhlChLrtMViWO\nH498Hy9XaHfulFS+WrXcfT4r9LTjyZNlQ/SMDHVSS7p3l3GFmyzRa4mCUD+ri9QYyo0Uby87HXsV\n0KdMwBkAACAASURBVJ57rkzAhWYURJKVJXU/nTq5Py4z+vWTFODQrWDs2LBBUgBvuUXOhUiTO0lJ\nstpwzz3A+PHA1q2SSrt7tzRfe+45WY0tuodk6dIyMdCvnzwGcL6GNly6se7cc8Nv1+RVQAsU1NHu\n3y/fmZUre/O8drVubb4z+NdfA9ddF/t+LVvKynq4lObt2+W91bmzuecOokgBraY5Xz8LGD/3qlWT\n7rkHDjjzvBMnSnr/O+8kTjALOJdynJcnqfzDhqnfQKvoCi3rZ90VyIAWkMYgXl98R0s7/vtvmaG3\nu93JjTdKmlJRXjeE0tWoISdlpA6Zx45JEOdUV9lI9BXaxYslfVbFL4K6dWXmsE8fWQ31st45lrQ0\nWTmaOzf8z3NyJBj0IphyQrgg89AhmQF1uhTByzra+fO9+RukpMj7NbSmMZLPPgNuvlmNTINQtWpJ\nffhHH9k/1o4dEjQ8+qh8t5jZG1XfnsHIY9q0ka6c99zjTqOpGTMkmA4nLU2Cfz3TBZAJrkWLrHXm\nt6JVK3nP6auzKn6Oh9Oxo0xyhO6FHs2GDRKgduwY+75JSRKshVulnTxZflamjLnxBlFqqkyOF510\n/ftv2SLMyxKzUElJkg3o1Crtp5/KNUJQ3vtOcSrl+PvvZZKhXTv7x3JbrVqFA1qu0LorsAGtH/SA\nNtyFiN10Y92NN0on0aIrol7uQVtUtJSoVavkYs7tL1x9hVYPaFVUt66swHz6afgaNr917y6zw0Vl\nZmZiwQL5wvFjb1ErwjWGWrZMJlZKlXL2ubwKaPPy5GLfzYZQoYykHefnA59/Lvv5qeiJJ4D334/d\n8Cya/fslaLj+ekmrdtsLL8jF8X/+42wNbU6OrPBHmugtUUK2rgid1Fq1SrKCKlRwbBhR6Vv3rF0b\nnHRjQDqptmkTucdFUd98I5+3RleQIn3HfvutNLNJBK1aye/5+ecL/7tb6cZmzj2n0o63bZOJkR49\n7B8raGrVAvbtk//Z8dFHUj8bBJUqSfaF3l2eK7TuYkBrQsOGMqsWbmsdpwLatDQJEEO7Hh49KjO+\nfhW/RwtolyxxP90YKFihVbF+Vnf99TKj3rWr3yMJ7+qrJUUyXNpxtBRLFYULaJ1uCKU766zITaic\nlJ0t73OvthUw0hgqM1O+lFWdRDrzTPncHTvW2uNzciTwOOcc7/a21VOPH31USiicMneuTHqWLRv5\nPkXTjr1MNwYkoP3772DuqxppFTUco+nGus6dpdFl6PY9+/bJv11+ublxBtVJJ8n35zffFM66cCPd\n2CynAtpx46QRVFAmjp1UooRkMUbbmjKWtWslW/CGG5wbl5uSkiTLcdMmuc0VWncxoDUhKSl82vHB\ng3Lh50RACxRPO87Oli9/vzqjtWsnM/lFt5zIz5c6EC8+XCpWlJWU+fPVvbhu3Fjti4/WrSVYKvr+\nTU9Px+zZwamfBSSdu2j3Ybcap1WoIF2Ho+2RqNO3arLCq/pZXfv2EtBGS3397DN1V2d1Tz0ln0N5\neeYep2myFU/VqsDQod6mALZuLdt1zJuX7tgxo9XP6oo2hpo/37uMAEBS3StVkq7RQVqhBWSiMiMj\n9v02bpTvbDM15ykpxbfvmTpV0sejTVDEm0qV5Hf86qsS3B48KBM1LmzXbKp+PVJA++ef4evSI/n0\nU/nMSVTNmhXei9qs4cPl92e3tM9LoY2huELrLga0JhUNaPftk3/r2NG5me7rr5dUo9xcue1nujEQ\nefsefbXvppvcH0OJEhLULlrkzipcIkhKku1OPvyw+M+CtkKrdx8OTQV2a4UWiNyESpefL+ncrVvL\nxNY775h/Dq9Xy+rVk9KG0C6MoQ4dktfkxfltxwUXSHOh774z97j//ldW3seO9ac+uGdPuWiP5rbb\n5L33+uux90E1E9DqkxgLFnj7ngMkgP755+Ct0J51lqygxup2bDbdWHf55VIfqEuU7sZF1asnPSj6\n9JHO4Oec4/4eybGEC2g1TTqfX3aZsZKUJUsky8yN4DworrzS/Oe07uhRaQJ4zz3OjsltoY2huELr\nLga0JnXqJBcOR4/KFj6dOslF7IgRzs3w164tabzTpsltvzochyr6ZXvkiHSa+/e/zTVQsaNqVZnt\ncnuPznjWs6esyoV2k/z660zk5PjXdMOqomnHTm/ZEypSHW1+vmzv0qqVpKy+9JJc8A4ZIqubZni9\nQpuUVLBKG87EibJqX62ad2OyIikJePJJ4M03jTdaOnJE6mWHDHF2b0sz2rYFtm7NjBioHjwoF/YD\nB8qF0AUXyPvj44+L3/f4cZmUuuCC6M9ZrZqs+K1aJb8rrydRAEk7zs0N3gqt3rwp1iqt2XRjXWhp\nz5Ej8v3frZv548SDtm0lLX/AAPfSje3W0E6fLiULH34ogVqsPbE/+0w6qKvWXM9LV1whn1PRtr+M\nZMIEmVRyuwGp07hC6x0GtCZVqCDB5qRJwMUXy8rs++87H9T17FmwX6Ffe9CGuuwy+YLVm1W9955c\nCHm54XuVKurWzwbFKafIqs+IEQX/lpUlq7NB67oY2ul43z7ZNqVOHfefK9SLL0og+9prEpB27y5f\nYBkZ0rDIaM1dfr4/q2Xt2kVuDBWEdGNdt26yrcb06cbu/9ZbEhxecom744qmRAmZMIi0Sjtlikw4\nXH65pERv2gS8/ba854q+zvnzJUA00txJX6XdsEHKWLyesNBTnIO2QgvErqPduFFqBK1scdWihWRF\nrFolWWCtW0sKbqK64gr5Pdxxh98jke+VzZsLsuYA4N13pQ6+Z0/ggQfkPI3U8CgvT5rABeXz1C2n\nnioZjeGaU8YSpGZQofQV2rw8KZNSfYI4yBjQWnDppfIhdvXVsirgRiBw7bVyQXP4sBortKHb92zf\nLimVb77p7RiqVlW3fjZI7rkHGD1asgwA4MCB9EClG+tCV2j1c8StbIFwK7QbN8qX7NSpsn1M6OdA\nkyaSWnXbbcZqrPRusxUrOjvuWCI1htqyRcbdvbu347GqRAmZQHjrrdj3XbtWJiH//W/3xxXLvfem\nY9Kk8D/76ispP9GVLCkTqMOGAXfeWXgLmWjb9RR17rnyOe7H6iwggVrVqt41P3NSuOZNoSZMkMkV\nK/0uQrfvSaTuxtF06uTeZ6KZGtrkZLkG0vsoLFsmjUD1APWJJyQ74tprw+/tnZkpE/J+L0yo4Prr\n5bPNjMWLpZFcEDMW9K17du6UWnm/euEkAga0Ftxxh6R99e/v3qpW1aqSdjNxojf7vBqhp0S99JJ8\nkHvddfnuuznD6YRGjSRAmzBBbgetIZSueXOpS8rLk/+6ebHQsKF8KYUGES+8IJMDNWuGf8z550vN\nT48esTs7zpvnX3CxYoWkt4b64gu5oD7lFO/HZNUtt8iFT6y9dR99VP5Xu7Y344qmY0dZmS+agnfg\nAPDLL+EnFK68UiYinn224N+M1M/q9BVaPzICAEm5W7MmeBkhgFyQNm8uv+9wvvnGWrqx7vLLJftr\nypTE3NpFZaFpx4MGyWqhvl1hUpJMkpUpA9x+e+FmhQCbQYW6/HK55jDT4V2fxDNbl66CmjVl8nvz\nZtbPuo0BrQV16wK9ern/PD17Sipjaqp/dV6hunaVBioTJsjFvNcuvFA6CZN9enOo3Fxg3rxMtG3r\n94jMK1dOUvJWr3a3IRQge9s2bizp/4CsDGdkSIfdaK68UlKSr766YC+6cL7/Hr78DUqXlppGvfPt\nvn1y8fDuu8G7ACtdWupi33478n0yMuS98vjj3o0rmjlzMtGpk6zyh/rvf2XFJ9Iq5nvvSa3mzJmS\nrj5zJtChg7HnPPtsyTaYPdvbDsehgjRRUlSkbsebNsnKnZ009ksukdW8Bg0iT5SRM8zuAa0HtNu3\ny7lXNP21VCnZnaJECWls9dJLUgZz6JBMUvTs6dzYg+zUU4EuXYynHR88KOV3d93l7rjcoq/QbtnC\n+lm3MaBV2L/+JamIfqcb69q1kwveZ581VqtF6rrqKkmf+vRT+ZAN6tYQetqxmw2hdKGdjp94QiZ1\nTj899uPuvFOCiIceCv/z0aNlawq/6oPat5eMk1tvlVqxX36RlWWjKawquftuCTZCm57pjh6Vv8F7\n76kxQajr3r14HW3RdOOiKlQAPvhAsoXmzpUuz0Zrs047TQKmX37xZ4U26CLV0X70kXyu2kkpTEmR\n85HpxurRA9qPPpJV+CpVit/n1FPlO3X2bAli0tLkvu3aSdYdCTNpxwMHSgAc1AmeSpUkKF+9miu0\nbkvSNKN9Id2VlJQERYailG7d5EL6tdf8HolYskRWqkqV8nskZNerr8pK3PXXy/5uQfTii7JCNWqU\n1DS5+aX37ruS/n/llRIYLVliPAXqwAFJ73355cIz9bNnyzk+Y4Z/2QeZmbJiefPNkrZbubI/43DK\n00/LqsiQIQX/duiQ/N7LlDFfv+W2HTsK9lUuU0bSFWvVkgmnlJToj73xRql1vuQSYORI4895112S\nabNrVzBTf/2Uny8XprNnS7ZWfr50/J84Uba2s9u9eetWmbBgrZ1avv1WvicXLZLPTCOf1+vXy/dG\njx7SRJTE4cNyDq1eHb3x2dKlss3RokXBXt2sX18mqmrVki3YEp1b8R5XaBX3wQfAww/7PYoCZ57J\nYDZe3HmnzBwGsX5W16IF8Ouvsn1CjRruP9eCBbJFzMCB5up5ypaVQOqhhwr2sdyyRWbvR4/2N5U+\nPV0mA/r1C34wC8jn5X/+U1CjtXWrvMaKFeXfVVO5skxa6p2L//tfKa+IFcwCErQfOmR+Nf3cc2V1\nlsGseSVKyIpRRoas+t98s6R8//GHM1sRVavGYFZF9etL1+U2bYx/XtepIxkhDGYLO+UUyXSItidt\nfr5k3Lz8crCDWUAC2T//5Aqt2xjQKq5Wrfi4yCT1nHGGbN9Tvnym30OxrEUL2deuWTP3L86bN5eO\nwGXLWmvY0rKl1FXdeKOs2F5zjayUXXWV82NNZGecIb/boUOlprFdO/kdf/yxek1F9Dq+bt1wottx\nrHTjUJUryySL2fq8W2+V1EiypmtXqaPs0kW62v78s/cdyskeKzW0gDSUI/tipR2PHClB7T33eDcm\nt9SsKc0Xgx6Yq44BLVECu/12aa4UVPXqSd2S2/WzQMFK2jvvWA+e779fZu2bNZOaquefd3aMJB5/\nXALa9HSZRHjxRbVXI7t3l5XZvXtlpdbM9hQ1asiWPmaULs2LKzs6d5YygbPPlovyk0/2e0TkttNO\nk9pprrY6o2tXqf/fsaP4z7Zske/GESPc24rPS7VqyX+5Qusu22+VjIwMNG7cGGlpaXgzwsakDz30\nENLS0tCiRQssWLDA7lPGNDV7Kvbm7C30b3tz9mJq9tQIj4iP8aj2usNRfYyJ+Lcysx+fFW6+1hIl\nZG9iowGt3bEsXIiIe/YaOXZSkqQYX3mlrJBZ+bJW6b1jlduvoVGjgtRjqx3pnRhjrGPo517DhrLy\n/9JLEoTP3ObM78et33PQjuv0sStVkq2H3n3X2Dns5TkbxL+NV0Jfg37umXkNl10mn+Hx8Lswws3X\nGS3t+JFHpCTqrLP8G5+Tz6X39nByEjFR3oOmaDYcP35cq1+/vrZ27VotNzdXa9GihZaVlVXoPlOn\nTtW6du2qaZqmzZ49Wzv33HPDHsvmUArZc2SPdt/U+7Q9R/aEve01r8aj2usOR/Ux8m/lPLdf608/\nadrGjf6Phe8d44LwGpwYo5ljPPmkpiUladpnnzn3+3Hr9xy047p9bJWeO4h/G6+ofl6pxu3X+c03\nmtawoaa98IKmffCBpk2YoGkffaRp9epp2uHD/o/PqeeaNEnTAE3LyVFjPH5zMt4rdFw7D/7jjz+0\nLl26nLg9YMAAbcCAAYXu07dvX+3LL788cbtRo0ba1q1biw/E4Reo/3HX7lmrxB/Zq/Go9rrDUX2M\nifa3mj59uuvPocprdXssifbesSMIr8GJMUY7Rui5N3Ompp10kqbt3evcczt5nKAf1+1jq/TcQfzb\neEV/DeP+O07J80o1br7OY8c0bcwYTevfX9P69tW07t01rX17TcvMVGN8Tj3XvHmaVrGiOuPxm1sB\nra1+tZs2bUItPTkcQM2aNTFnzpyY9/nnn39QNcymXL1790bq/7cJTElJQcuWLU+khegF/EZvL5y9\nEB3yO6Due3Wx9uG1WDh7oanHO33by/E80e4J1O1XF+OuGYeUMim+vN5ot1PKpMjvol9drB20Fill\nUhJ2fE+0ewJ136uLca3HYeHshUq8fjduq3Q+uv339eL8U+n3aed2EN7/dv+e0d5vuszMTGgakJWV\njnLlnP39uPl+d+PvFw/np9/vdzc/H1S/voh1W39/9fygJ9aOs/f+CsLnl93bbp+PvXuH/3lmphrj\nK3rbyvt/165MPPAAAKgxHq9vDx48GAsXLjwR37nGTjT8zTffaHfeeeeJ25999pn2wAMPFLrPlVde\nqc2cOfPE7U6dOmnz5s0rdiybQylGtZkLrtwUUH2M/Fs5T6XXGg8rQCr9Pq0Kwmtwe4XW7ed28jhB\nP67bx1bpuYP4t/GK6ueValR/nfFwXsXLeIxyOt47cVw7D541a1ahlOM33nhDGzhwYKH79O3bVxs3\nbtyJ216kHKuWW+7VeFR73eGoPkb+rZyn0mt1cyx87xgXhNfgxBitHsOp349bv+egHdftY6v03EH8\n23hF9fNKNaq/zng4r+JlPGYoGdAeO3ZMq1evnrZ27Vrt6NGjMZtCzZo1y5OmUFNWTCn2R91zZI82\nZcUUx55DxfGo9rrDUX2Mifi3cruGVqXX6uZYEvG9Y1UQXoMTY4x1jEjnnlO/H7d+z0E7rtvHVum5\ng/i38Uroa9DPPZXOK9Wo/jrj4byKl/GY4VZAm/T/B7fshx9+wCOPPIK8vDz06dMHzzzzDIYPHw4A\n6Nu3LwDggQceQEZGBk499VSMGTMGZ599drHjJCUlweZQiMiCzMzME7UOROQdnntE/uC5R+QPt+I9\n2wGtUxjQEhERERERxSe34r0Sjh+RiIiIiIiIyAMMaIkSnN5inYi8xXOPyB8894jiCwNaIiIiIiIi\nCiTW0BIREREREZGrWENLREREREREFIIBLVGCYy0RkT947hH5g+ceUXxhQEtERERERESBxBpaIiIi\nIiIichVraImIiIiIiIhCMKAlSnCsJSLyB889In/w3COKLwxoiYiIiIiIKJBYQ0tERERERESuYg0t\nERERERERUQgGtEQJjrVERP7guUfkD557RPGFAS0REREREREFEmtoiYiIiIiIyFWsoSUiIiIiIiIK\nwYCWKMGxlojIHzz3iPzBc48ovjCgJSIiIiIiokBiDS0RERERERG5ijW0RERERERERCEY0BIlONYS\nEfmD5x6RP3juEcUXBrREREREREQUSKyhJSIiIiIiIlexhpaIiIiIiIgoBANaogTHWiIif/DcI/IH\nzz2i+MKAloiIiIiIiAKJNbRERERERETkKtbQEhEREREREYVgQEuU4FhLROQPnntE/uC5RxRfGNAS\nERERERFRILGGloiIiIiIiFzFGloiIiIiIiKiEAxoiRIca4mI/MFzj8gfPPeI4gsDWiIiIiIiIgok\nyzW0u3fvxg033ID169cjNTUVX331FVJSUord74477sDUqVNRpUoVLF68OPJAWENLREREREQUl5Sr\noR04cCA6d+6M7OxsdOrUCQMHDgx7v9tvvx0ZGRmWB0hEREREREQUjuWAdvLkyejVqxcAoFevXpg4\ncWLY+3Xo0AHly5e3+jRE5DLWEhH5g+cekT947hHFF8sB7bZt21C1alUAQNWqVbFt2zbHBkVERERE\nREQUS6loP+zcuTO2bt1a7N9ff/31QreTkpKQlJRkezC9e/dGamoqACAlJQUtW7ZEeno6gILZNN7m\nbd529nZ6erpS4+Ft3uZt3uZt3nb7tk6V8fA2b8fj7cGDB2PhwoUn4ju3WG4K1bhxY2RmZqJatWrY\nsmULLr74YixfvjzsfdetW4errrqKTaGIiIiIiIgSkHJNobp164axY8cCAMaOHYsePXo4Nigi8k7R\n2Woi8gbPPSJ/8Nwjii+WA9qnn34a06ZNQ8OGDfHrr7/i6aefBgBs3rwZV1xxxYn79ezZE+3atUN2\ndjZq1aqFMWPG2B81ERERERERJTzLKcdOY8oxERERERFRfFIu5ZiIiIiIiIjITwxoiRIca4mI/MFz\nj8gfPPeI4gsDWiIiIiIiIgok1tASERERERGRq1hDS0RERERERBSCAS1RgmMtEZE/eO4R+YPnHlF8\nYUBLREREREREgcQaWiIiIiIiInIVa2iJiIiIiIiIQjCgJUpwrCUi8gfPPSJ/8Nwjii8MaImIiIiI\niCiQWENLRERERERErmINLREREREREVEIBrRECY61RET+4LlH5A+ee0TxhQEtERERERERBRJraImI\niIiIiMhVrKElIiIiIiIiCsGAlijBsZaIyB8894j8wXOPKL4woCUiIiIiIqJAYg0tERERERERuYo1\ntEREREREREQhGNASJTjWEhH5g+cekT947hHFFwa0REREREREFEisoSUiIiIiIiJXsYaWiIiIiIiI\nKAQDWqIEx1oiIn/w3CPyB889ovjCgJaIiIiIiIgCiTW0RERERERE5CrW0BIRERERERGFYEBLlOBY\nS0TkD557RP7guUcUXxjQEhERERERUSCxhpaIiIiIiIhcxRpaIiIiIiIiohAMaIkSHGuJiPzBc4/I\nHzz3iOILA1oiIiIiIiIKJNbQEhERERERkauUq6HdvXs3OnfujIYNG+LSSy/F3r17i91n48aNuPji\ni9GsWTOceeaZeP/9920NloiIiIiIiEhnOaAdOHAgOnfujOzsbHTq1AkDBw4sdp/k5GQMGjQIS5cu\nxezZs/HBBx9g2bJltgZMRM5iLRGRP3juEfmD5x5RfLEc0E6ePBm9evUCAPTq1QsTJ04sdp9q1aqh\nZcuWAIDTTjsNTZo0webNm60+JREREREREdEJpaw+cNu2bahatSoAoGrVqti2bVvU+69btw4LFizA\nueeeG/E+vXv3RmpqKgAgJSUFLVu2RHp6OoCC2TTe5m3edvZ2enq6UuPhbd7mbd7mbd52+7ZOlfHw\nNm/H4+3Bgwdj4cKFJ+I7t0RtCtW5c2ds3bq12L+//vrr6NWrF/bs2XPi3ypUqIDdu3eHPc7BgweR\nnp6O559/Hj169Ag/EDaFIiIiIiIiiktuxXtRV2inTZsW8WdVq1bF1q1bUa1aNWzZsgVVqlQJe79j\nx47hmmuuwS233BIxmCUi/2RmZp6YSSMi7/DcI/IHzz2i+FLC6gO7deuGsWPHAgDGjh0bNljVNA19\n+vRB06ZN8cgjj1gfJREREREREVERlveh3b17N66//nps2LABqamp+Oqrr5CSkoLNmzfjrrvuwtSp\nUzFz5kxceOGFaN68OZKSkgAAAwYMwGWXXVZ8IEw5JiIiIiIiiktuxXuWA1qnMaAlIiIiIiKKT27F\ne5ZTjokoPhTt+EhE3uC5R+QPnntE8YUBLREREREREQUSU46JiIiIiIjIVUw5JiIiIiIiIgrBgJYo\nwbGWiMgfPPeI/MFzjyi+MKAlIiIiIiKiQGINLREREREREbmKNbREREREREREIRjQEiU41hIR+YPn\nHpE/eO4RxRcGtERERERERBRIrKElIiIiIiIiV7GGloiIiIiIiCgEA1qiBMdaIiJ/8Nwj8gfPPaL4\nwoCWKMEtXLjQ7yEQJSSee0T+4LlHFF8Y0BIluL179/o9BKKExHOPyB8894jiCwNaIiIiIiIiCiQG\ntEQJbt26dX4PgSgh8dwj8gfPPaL4otS2PURERERERBSf3Ag9Szl+RIsUiauJiIiIiIgoIJhyTERE\nRERERIHEgJaIiIiIiIgCydGANjU1Fc2bN0erVq1wzjnnAAB2796Nzp07o2HDhrj00ksLtUofMGAA\n0tLS0LhxY/z0008n/n3evHk466yzkJaWhocffvjEvx89ehQ33HAD0tLScN5552H9+vVODp8o0Jw6\n/9LT09G4cWO0atUKrVq1wo4dOwDw/COKxMy5t3v3blx88cUoW7YsHnzwwULH4XcfkTlOnXv83iMy\nx8y5N23aNLRp0wbNmzdHmzZt8H/t3b9Lm2scBfATsJOiEKppTIpKlAhWo1hbugkqRQR/FREEcSyC\ngovYvVX0DxAEB5FQ6tBOHSp2cLH4A8VFcSgYsPmhqK2lRiRazx2KL031wn3t01teOB/IkCf5vjwZ\nDsfHGDM/P29dx1jv0aDCwkIeHh6mrQ0ODnJsbIwkOTo6yqGhIZLk5uYmQ6EQU6kUI5EIA4EALy4u\nSJI1NTVcXl4mSTY2NvLdu3ckyfHxcfb29pIkZ2Zm2NnZaXL7Io5mKn+1tbVcW1u7cn3lT+R6drKX\nTCa5sLDAiYkJ9vX1pc2o+0TsMZU99Z6IPXayt76+zkQiQZLc2Nigz+ezZkz1nvED7cHBQdpaMBjk\n7u4uSTKRSDAYDJIkR0ZGODo6aj3v8ePHXFxcZDweZ2lpqbX+6tUrPn361HrO0tISSfLs7Iy3b982\nuX0RRzORP/JHsa+url65vvIncj072bs0NTWV9kO1uk/EPhPZI9V7InbdJHskeXFxQbfbzVQqZbT3\njP7JscvlQn19Pe7fv4/JyUkAwN7eHjweDwDA4/Fgb28PABCPx+H3+61Zv9+PWCx2Zd3n8yEWiwEA\nYrEY7t69CwDIyMhATk4OPn/+bPIliDjW7+YvHo9b93t6elBVVYUXL15Ya8qfyPXsZO/nmZ/FYjF1\nn4hNJrJ3Sb0n8t/dJHsA8ObNG1RXV+PWrVtGe8/o1/Z8+PABXq8X+/v7aGhoQGlpadrjLpdL3zcr\n8oeYyt/Lly+Rn5+P4+NjPHnyBOFwGN3d3X9q2yKOp+4T+TvUeyJ/x02yt7m5iWfPnuH9+/fGxNPr\ndAAAAitJREFU92P0HVqv1wsAyM3NRVtbG1ZWVuDxeLC7uwsASCQSyMvLA/DjFP7p0ydrNhqNwu/3\nw+fzIRqNXlm/nNnZ2QEAnJ+f4+vXr3C73SZfgohj/W7+fD4fACA/Px8AkJWVha6uLqysrFgzyp/I\nVXay92/UfSL2mcgeoN4Tsctu9qLRKNrb2xEOh1FUVATAbO8ZO9CenJzg27dvAIBkMom5uTmUl5ej\nubkZ09PTAIDp6Wm0trYCAJqbmzEzM4NUKoVIJIKPHz/iwYMHuHPnDrKzs7G8vAySCIfDaGlpsWYu\nr/X69WvU1dWZ2r6Io5nK3/fv33FwcAAAODs7w9u3b1FeXm7NKH8i6exm7xLJtPter1fdJ2KDqeyp\n90TssZu9o6MjNDU1YWxsDI8ePbKuY7T3bvph4F9tb28zFAoxFAqxrKyMIyMjJMnDw0PW1dWxpKSE\nDQ0N/PLlizUzPDzMQCDAYDDI2dlZa311dZX37t1jIBBgf3+/tX56esqOjg4WFxfz4cOHjEQiprYv\n4mim8nd8fMzq6mpWVFSwrKyMAwMD1n8/Vv5ErrpJ9goKCuh2u5mVlUW/38+trS2S6j4RO0xlL5lM\nqvdEbLCbvefPnzMzM5OVlZXWbX9/n6S53nORv/yqSkRERERERMQBjH6GVkREREREROT/ogOtiIiI\niIiIOJIOtCIiIiIiIuJIOtCKiIiIiIiII+lAKyIiIiIiIo6kA62IiIiIiIg40j82vPqOUd44cQAA\nAABJRU5ErkJggg==\n" } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "maxima = argrelextrema(abs(src_mono_norm_dec), np.greater)\n", "plot(abs(src_mono_norm_dec))\n", "plot(maxima[0], abs(src_mono_norm_dec[maxima[0]]),'o-')\n", "\n", "xlim((50000, 50200))\n", "ylim((0, 0.25))\n", "grid()\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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BzF5pz9MdewX/lv8bw/2H4+nqafIcShWz4/qNp9w5g4amBlubohNFiNnePXozpt8YkrKT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dDrCZGgISlhkZwMpKTwS04dDD7BRHylxlKFHiUkiPfNSlGZ1WhM95qVkySaglZrOXFbDr+sIfi0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\n" } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(maxima[0], abs(src_mono_norm_dec[maxima[0]]),'g')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 45, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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uz9lWN0q2wXGWzKkxB3ZzxGasuLBCdvlpwdPcblPKuevnNG+DXHP/gvsx9chU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\n" } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(maxima[0], abs(src_mono_norm_dec[maxima[0]]),'g')\n", "xlim((150000,160000))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 46, "text": [ "(150000, 160000)" ] }, { "output_type": "display_data", "png": 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xrMAqFuLppMA2pYhTiyiwpHJSAPu7Tb/z/D4KunZh/YAsrES5yOR7OmqB20Xj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} ], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.interpolate import interp1d" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "fi = interp1d(maxima[0], abs(src_mono_norm_dec[maxima[0]]))\n", "plot(fi(linspace(0, len(src_mono_norm_dec), 1600)))" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "A value in x_new is below the interpolation range.", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minterp1d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmaxima\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc_mono_norm_dec\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmaxima\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfi\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlinspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc_mono_norm_dec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1600\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/usr/lib/python2.7/dist-packages/scipy/interpolate/interpolate.pyc\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, x_new)\u001b[0m\n\u001b[1;32m 392\u001b[0m \u001b[0;31m# The behavior is set by the bounds_error variable.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 393\u001b[0m \u001b[0mx_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 394\u001b[0;31m \u001b[0mout_of_bounds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_bounds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 395\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 396\u001b[0m \u001b[0my_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/lib/python2.7/dist-packages/scipy/interpolate/interpolate.pyc\u001b[0m in \u001b[0;36m_check_bounds\u001b[0;34m(self, x_new)\u001b[0m\n\u001b[1;32m 447\u001b[0m \u001b[0;31m# !! Could provide more information about which values are out of bounds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbounds_error\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mbelow_bounds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m raise ValueError(\"A value in x_new is below the interpolation \"\n\u001b[0m\u001b[1;32m 450\u001b[0m \"range.\")\n\u001b[1;32m 451\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbounds_error\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mabove_bounds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: A value in x_new is below the interpolation range." ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "fi = interp1d(maxima[0], abs(src_mono_norm_dec[maxima[0]]))\n", "plot(fi(linspace(100, len(src_mono_norm_dec) - 100, 1600)))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 50, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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yrFy5EldddRVWrVqVW2br1q1497vfjWuvvRb33HMPrrnmmpZ2mBBCyMTjk58EVq4c714Q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qAB0Nt9GxtxP0zVEoLsvtu24X3FCWljIy5HrkMAfXbf554D+PRTFYZGMcQWrQNLUhMAuhFkhl9d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\nWFhYWFhYWCQN/h9Zb6OPnVEf9gAAAABJRU5ErkJggg==\n" } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "fi = interp1d(maxima[0], abs(src_mono_norm_dec[maxima[0]]))\n", "plot(fi(linspace(maxima[0][0], maxima[0][-1], 1600)))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 51, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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L4aRandQ0IXz55cCf/xy1+eabwH33hdeZRVBmpR7CN+s6a6EokXrWWS6/2DqphJDxA0Uq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\nI5quRMIzV650/yc5qXvv7YRYkpPa3R3Pr501K3K5pL9pItU3ub2E+2q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VrGAUFSmiJs/r\n1ls5xvOEE7g9yAQrbxtpkFVUMEmFC6Du7ovrkZurkv1kZrrVJwAkVSqUIKkHD7Kq9Y9/sAvylCm8\n2nnvver6yd+AAKDfTCT1hReYCBLx+5decreFiAfEjAyiBQv4epeX8/7btVMLDCkprMj97nf+SmoQ\nSSXie4PIPVF/9ZWaaNu04esHhSwzU227dy9fz/x8JgG1tSpbLdqBSTstjdtvcvfds8eb3VdXUoNI\n6t69fG/Ja41j4rqAyEmXL9nOvn05Bg7XQyepHToQ/fCH/JkfSUW/4ByRbTEMSdXJjW5wm0iqbH99\nvTpX/dmSRnx5uZek6kqqbiDgOZNKKpE5cVIskioBI0FeH8StyfPJyXGXrtCVpgMHeIHrmmvUZwCU\nVN142rvXSzTgBgbXUBl7aXL3/eQTXvyDMSfLWgTBtA0+a9+ejwU3USROAhxH3Tc1Nf6uoRJhlNRY\nBphf4iSdeEh3X0lSX32VzwsJZ0wktbLSTJZNbpIyJhXHRBw4oJNUjAkSxx3HXjs33xxeSc3OVi6/\n+FzW5JRkDseX97i8ZvGSVNMChx6TqhPVsDGpRMFl8uQzYbpfcJ/KBR55PH3siqV1BJFUHP/CCxXh\n79bNvcAT5O5LpMhOrFryJiUVMam41rivwyipOrlC++T9mkhMKs5NLyd04olEN9zgbhfsOuxTxqQS\ncWjPDTcQPfaYua3Yf16eKhHYti1fy8JCJV4gN4XJ3XfpUu4DLGqkp6t7xE9JlUD7ly7lklKvvUY0\naZL3d7qSKtXaWPVTLUltGEaOHEkjR4489P8cufLeAMTsimHDhtGaNWto3bp1FI1G6YUXXqDx48e7\nttmwYQNNmDCBnnnmGerRo0dSGtYcYSrREQ82bFAPR12dqqOmx4rqZFW65X7+Ob/KgUK6++qJk+RE\nv2YNu8XccgsbqjLGlMibNRLYu5eNYUlSYRiZlFQoecgYCcPKj6Tu2cPGs5+7LyaenBwmWfn5ZiJH\n5I1JJXKT1D17+DhvveW+TkSsrl1yifqNJAD6cWDsyuynelInnaTKc9u/nycCqaQS8TXCtjIeNpa7\nb2Gh2/gnUkotfoPzwfWUK7jffutVUmUfweVcd/fNzXXXWIW7rzRwcY7oExgnclUWz4VJSTUlToKR\nTOQ21HCMwkJvuYIDBxQ5QcyQ7u4LSO8EWSdVd/cFZFIh3VjFdb7gAo7lRLtMkzcmWrRZr7WI32Zl\neUkqlC85cevH6NmTX1EM3o+kmtx9Y5FUXUlNSVFjl3T3lbHQbdqwlwWRN3ENkdv41UkeUF3tjWGF\nMgKSIUmQyd33ppuInn3WTVKDjHwgyN0XzxLuseJilYmZSPUzSKrsy6CYVBNJDdNWuQ+86omTJOTC\nC4hkixbKaE1N5XwKmDcKCvi6O457LDEd209Jxeem0lK6kqq3t2VLolNP5fd4TnWSOno0UZ8+6n9Z\ndgZJaSRJlfeOvBdNbuAmF+igOGNTH+tKqj7eB8WkxiKpepv9svsSuRMkyf1gfPXLv+B3PBNJ1d19\nzzlHue3Om+f2kMG+dCUV11mf2/wQFJOKthUUmN19TTGp+nmjfWFIKj6TmZT1e0h6MuC8sagO7N/v\nbo/juN19R47kYyCvB6CTVKmk5ubyvN2+PYcNEZlzcxDxPXHmmex5hnEV9WLl7yTkfV1Zqdp/5pns\nuXb++e7kRo7DuTdiufvq+/ZDPNmELRoXMUlqWloaPfTQQzRmzBjq27cvnX/++VRSUkILFiygBQsW\nEBHRbbfdRrt376Yrr7ySBg8eTMcdd1yjN7wpoqFKKpHKnFhXp4y1mho2juBWaiKpGKQQCC/Tv5vc\nfU2Zgl9/nWjYMH6/fLn3YTat7BJxO1u3dpNUFJDHoCaNQ5wXSLPJ8NCV1MJCvgZ60oedO5WhnpXF\nJFUSOVwfwERS4apZW8vH2rNHkX09/PoPf+BXSVLh9mVSUlEKhMhLUmUMpl4nDkqqnlRIGpy5uco9\nGLF9fgNw27b+hgOuJ84H9wvIU4sWSmGF4VBX5yYEUkmV7r4pKXwtKiv5Gu3d6+/uiz6RRBgTJbat\nrOTvg9x9o1E+jp+SCujuvpWVqi9xLaQqYlJS8/J4oo7l7puWptqs9wOuY1ER0eDBwWQPzxPuATxL\ncmGASCmpeoIOk5IqDakbbuCYaV1pCqOk+o0PRCpjr3wu27c3x6TKZzM9XS0YxSKpkYh5IU2SVElk\npBuzvBdM7r4A3H3DKqlB7r5oK/p/4kSi//f/1HY6SS0qUuNJPEoqxuKwCCpBI+Hn7ovFsJQUns9w\n7Px83r66WnlT+B1bV6hkO4jMpaVk/LBJScV3RKoPdJK6bBnPgVOn8v8yxrFrVy+xktc7VkIqU7xl\nkJIai6QGKammmFS9HUHuvhKme00mSJL9iHFRJyqmfZiy+8prpLv7SpSWKtd9uS/0F46H69yqFYfa\n3HKLd18SfiVo5LVGgraGxKTK+1W/V3WCO2qUstPkNcvKCpczRLr74phSScWrHk/t5+5bW6tUVTnv\n4t7D/DZ4MC/qR6OKaIOkpqWpc/Jz9wXWr3dfx5Ur+VXmb/33v9nVHvuKRtnekqFEQTGwsv1EVklt\nSgjVFWPHjqUvv/yS1q5dS7NmzSIiohkzZtCMGTOIiOjxxx+nXbt20erVq2n16tX0wQcfNF6LmzBk\n4pRESSoGkdpaZYDed587zlRXVGXipLVr+dVEUqW7L7bXXabQ/n//23sOfue0d6+bpCJuEhlC4Z5F\nZFZSTWRCV1Lz83k7uEADUgnMzGTSKkmfTFiDaxWkpIKkYsVVuhSh/UQ8EIPIZGerWnEAjisnXT2p\nU20tk8ziYmU0Yf9VVWzE64mT9JhU4YkfqKSaXOtk7DGROx6aSJHUVq0USYVBDTdF/dggqb/7nYoN\nzMnha4pXP3dftKdnTzYS5bmgv/bu5QkyKHHS9u28D0ns9f3gd/J1xw51naTrMGAiqX/+M6szSJyk\nq6em97oBh+vsF48nAWKJ/UlDTpLUrCxeYDG5++pKKoyRhx/m+sQvvuhVmmIpqW3buo0aWXKFyHt/\nTJ7MCz4ffsgJjnTiJo8j249z9YNU/4GaGq+SikQo+udpafxM7djhdvcFZOxWQ919ca4Y63SDH8fY\nt0/FWKI/4lVS4yGp0tAOUlL93H0xZumLYFB+KitV5uKgY0ugHXD31FXYMDGpsi35+SphnY727Ymu\nvprfSyVV319amltJ9VO8AJNKGK+Sqrv7Yoz74gtvWROiYCU1LEk1qUp6dnVA2h2x9hFvTGrQPvWY\nVBniRMQq+s03xyapYZRUJACTJPXYY4kefzx8TKqupJrc8SXRxXnpSmoYkqq7+xK5Y1L1cBNAz+4r\nk8rl5qrzx72gK6kIYYhG3YKK7u5rCmuRc79OUtev53kNlTSIODmWbEM0ygt+Tz6p9hdLSZX2W9gY\nWIvGh10vSCKiUeWOEsaloKzMv3ZaXZ0a8P/1L64TCAS5+8JwjKWkAlINycoieuABJsWffhouoQ6R\nIqnyIc/I4Gvx9df8uVTgJEmVA7QcqHUlNTOTJ629e90Dsyw5k5npVVJ1knrwIO9bGti6u299vVID\nQPp17N+vSF1WFu9TDrZQUuUigE5S5XXRSequXbxyH4ukVlSo66anyZeQSamIeNLSSWrbtu4+gMHf\nsqUiqZjQ7ruPVfsFC1gtwQorJt8//1ktsrRowe3MyfFm9+3Zk123iNzuvr/8pftc8B2U1Cuu4Phd\nIq+SimRO6PdYSirOeft2L5mXzwcmyp/9THk15Oby+UFJlc+X7CcktElP9yqpMFRBUoMIBeJtse9H\nH+UJ2qSk6i6iIBVytVmWzTnzTGXMoJ/DxKSecgo/5ziPiy92ZysmUiQVY1C3bt5ankRed13daMR5\n6N+ffbb3O8CkpMIjQzcI09LY7W3iRPN4KdWCREmqn7uvTjBBLuF9IM/Pb6XflDjp7LMVufPDaae5\n90GkYvKIwmX3RQkaAL/F/ZaWpua1vLzgxEB+SioWP0w1p2PFpOI7Iiahs2f7u0GjbZKk6n0ZRFJN\niEVSG6Kk9u6tznfcOC7TReQlosOHK/f5sO6+QUqqvh/MV3ooTCLuvnpMqg6074kn2AuMSN1/aAeu\noT7/xep3/FYqqWgbPHkkSR03jqhfv/BKqrxf09LU2C+fObz6lR2SJZ1MuOYajt//7//27tOkpOqQ\nz7Kcs6Gkou16sizMb3ArjkaVLYBxU7r7jhnjDUWS56V/R8RlB2UJHHi8SZt461ZV+SGMkio/t0pq\n04HtiiRCktQwSuqxxxL96U/uzzAgIXYHwEPbtatK+CITA+F7kK+NGzlTrdxOKqmAJFHIVNqvHysG\nDSWpvXrxahdW3oh4kIUaoSup0qiQJPX113lbGN66uy+AQVuSVJTQAJA4Sca9yey+IL1I0iSVSglJ\nUjMzVX1HAOTYj6TedBNfG5kqn0id286dnJHQRFJ1lzepbvpNWvokjaQxqam8v5tv5ngsqVCYlFR9\n1XXqVOX2Bzc73QDQlVQ54a1dq9y1pStUWpr7ftOV1NxclcRLV1IBqeAAQe6+UkkFZJ/i2Xn0UaLf\n/EZ9DpIajbrvYd2oxfOlk1ScN+q3+impiOGUKl5uLmcrxnd68hbZ73q8JfYl46T0NoWJSc3I4PsG\nhkvHjvw/YviIlLsvlFT0GSDdffXjyPbr7cR4+de/er8DTDGpRESXXqqeT/1e8HP3BcLGpIZx95VK\nKnD66bww6UdS41FSL7mEqKTE/Vk06s6w+9pr7n3gGGHdfeHqaEo0Jmvb1tbycf1IaiwlNSWFaNYs\nFVsqjxVGSZXxmHl5/moi2iHdfU1KqozbHTBAfRdLSUWfx5s4KSgmFdsvWaIIs35+H3zbgn3YAAAg\nAElEQVSgbI5YSmpYkornuG1bottuU+8lEiGpuDaxSOoppxANGcLvMZbpbsf6s2qKh9aPBZdcvU5q\njx5eJRXjbCwlFTHncjEpNVUldpJjjh/RBWIpqfPns5pYXOx195UxqX5Kqh9JlfZcbq732upK6r59\nPFfAK0RXUol4HJ4yRYV2yHl6507veV5wgbKDiRRhhV0XjfLvysv5fxnm4mfHWnffpgnbFUnEwYOs\n8Jx9dnh335072VCXDxOR96Gsq+PV7jfe4OQqRGYlFYR0wgSVAALbxSKpGGxatOD96IQnlruvHHQy\nMlgt2bpVrZzjPLCdTlLHjuXMq2iDPO6mTapdfiQVE2cYkioTzsg6qSCpSCIANxIJx+FzQBsPHvRm\nDAZJlUqcvJ53382vuppXX8+/q6zkGDRJpol4f9j2lFP4FSQ1KCbV5O6blaXI/+238+q3XqcRx9m5\nk9skv8c+5AqriaS2aKFIqq6kDhzIE/dzzxF9/DFvjwlc3pu6kiqBe0g3uqQbOGAiqZiQTCRVPw8T\nkO2xpsZNvEzKU36+uv/r6rjOMe5nvcafDriU627FOJae3ZfIfa1AKlCjUnf3lRNzrLakpKh7G9dZ\n9wqQ7li6kgrjD/Bz95XXMIy7r8mwr6kxkx+5QKiT1MJCs7svkAwlVY9JlQSkf38eU9PT+dmRJT/0\n85AwkVS/duXkmBNN+cWkmtx9o1F225buvrItRGYl1c/d109Jlfu84w5vCZKwSqqcO0wLW3rbwyip\nSEaDRSY/6CpYSor7+sebOEm6+xIRDRqkrktQ4iRAP/d4EieZlNTJk1VZFZ2kJuLuK2skmyBVfkBX\nUk11xon8SaruMq3HpP7zn1yiTpLUr77ihRP5e91zA5g5U9l6chvUN5UkNVYfysRJsaD3pZ+SKq+l\nfl1lvL4kqfp9pCupmzcr26Ky0huTSsTz0JYt7kzBwI4d7v9LSlhIkUoqCGsQSY1lk8vvbeKkpgNL\nUg3Yt89LDsIgGmX1oHt3/8GjtpbJGAabaJRdHn/wA/5fd8EEsHp17LH8oH/2GT/kSNgjSSoSkgDV\n1SreyeTu+8wz/B4TRXa2lwyirabzqanxlgRAUqSOHdmtWSqp+jaY/Fu2ZBcsIjch6N2bFTu0S+7D\nj6TKmFR5LRFbIUmqVFLR73Ax2bzZa8jhevbuTfTzn6tYTXn+JndfE3Qltb6eFddWrVS5F9OxiVj5\nJFIr+EEkNS/PO/BmZ7vLpuixa7m5fJ9eey27c27c6DZC//xnftWTzQQpqXV1bmK7fz/HQE6erFaT\nURNTEnxJUnUig0lPP64pJlVCN2IrKtwk9bPPiO66Sy1UmAx6tDc7252sCZk/9Xa2aKEMni++4DrH\nFRU8ZkAN8FNSW7bksckUD6krhehTaYxJJRWEVyqpJpIq3WP146F/9BhmtEEeW49J1eOwcK1g5AIm\nd1+/xEny2BKmmFQdMhcAkRpD8DkSygH79yee3dcvJtV0rrqSit/GkzgpCEFqXSySiv+nTTO7+8o5\nDtsjJrUhSiqReZFG5luIpaRiH8lUUmNBPkNZWfx7E6n3+5/Iq6TKOfqNN1TiRBOB09GmDRNrLAzr\nANEMq6TKz+J199UTBxLxWPz88+a2EXmTaRF5Y1L9YmQxzuvPp7wWekzq7t1MkLAoifGsZ09v1nK/\n+5iIqHNn93dpaSppkSkEQe5bXp/27VX/y3AwE3CtcM3lgpIpI70+Pvu5+5pIKhZhJUlFzgKQVJOS\nWl3tXfgkYhsIBLKkhJNaIqkk7Cv0N+y6aJS9v+AJJ919/WCV1KYJ2xUGPPII0Z13xv+7aNRdesWE\nqiquI4d6ntgOKz4gqTpBxOpzJMKumVddxWocMq5Jkor4BqCmhg1cU0F2qf7gwcSKF/DSS+xeYSKp\nMDgyMsyqbKtWvBIGA1aeFwwf2Sb8DgPnwoVszA8dqtwq41FSMzP5mk+bxtduyxal7AEgqXv2cPbM\nwkJVo3DTJrfbIpGKkY1EuC6ZTCgk2xKGpOLcJUndsYMH9dxcfi8nAZx/aSnHRdbVKZKqu/vK+6BF\nC++EDCXVTy1AHFvr1kT/+Q/HtsDFGedIpJRpnaTefLM6dn29ukZywquu9iqUcPeVrrbRqLmMCa6h\nSRUxKan674jcxpJ0j+3fn42Zjh3VefoBKr/enxJoI+rP4t5YtozHG1wH2QcjRqhM0x078v3gp6TK\nVzw/ktCDpEajblU2EZKakaGeIb3sBcY0aVC//LIi8Xjm5TnA+NINZpO7rykmFTARKakw+ymQ2CeM\nRZmdetkyouuuc2+fjOy+upu1nlkU21ZWhnf3hbIXFqb2hXX3lYC7r55MjcitpEqSGqQUyu9kTCpe\nY5HU2bNVpnwJaeSfdBLHT5uQSEyqRCx3X1xPeR1MSrVfu7A/Od4jgR+R+TrpbWrThhdj77mH/7/+\nelaogD/8gXMOmM7PlCBOfvbb33JokqndpvbMnKnOCYhEuNSIH0wkFc8J7Bc/kooFNNmnNTXuMA6p\npIJAtWrFn5tK0ABwE8Z7P8h+x3bSwyCWkjp4sLKFrrzS/zhE6lrpar58lcfSF2UwZ8vESWivn5IK\nd1+E+GRlsc1SX++OSSViG6yqylvbvmNHVZedSBH8SITtsm3blFBCpOakqip+L5OLmmzyL78k+sUv\n3MdE24NqqlocPliSakBVlTfJTRjIzGV4qHbscAd+Y/UIAd3RqLvUhx9J3blTbTd0KNE//sEZeJHW\nXyZO0klqdTUb3yYltaZGDUYyaYpUGrOyVAC8jr172ZAH8ZMxD0Q8qG/friZP00RtiuODwS4H6Oxs\nzqCHuBcid3wfBludpBKp0jHYtxzsQVI3bGAXW7jRtmzJq4A6Sd2922286OVY0JZ4lFSZ/GjnTl4p\nzM3lY6Hf8/NVFtmHHlLuiDhHXUkdOFC912MAidhAysoyqwU9ehDdeKPatm9fol/9yj3p4hr07s0L\nCUichPYgQyaujR9J1WNioKTq2X337+djmhRKuPvK9umlFnTDNihZhwmmzLGATiL8FDTEAu3fr56x\nqip32+TzgDhfIl5F3rEjWEnVY1J1JRXENCdHJU7SyzYQqefPj6RmZ6vYcl2912NuiThzMJFamNJX\n6tEHskal3qagmFR9GwAkPZaSira0acNJwRBDBeJlMsQaWic1SDmTSipR+MRJjaWkmkJFJODuKxcN\n0Q4sPMDdF3HlQe3Uv9OVVL0/dHffadPMsXZyXi0u5qQtQceXY2M8JNUEnSCkpRFNn07061+7jynP\nSUesEjR6++V10p9hLDhiXC4uZs8gID+fiWbYxEnyeRgwwL2wo1+j4mK31wQWRE3k3g/6OWZkqDkP\nytqMGTxX6sA4P2mS+gx9IvcPJbWqihewsAj0zTdsf/mRVL+YVAmdyDoOe9SEVVKzs8Nl95XH0LPi\np6a6nxMcS7cXYKdBScVcmJPjvwgMJXXfPrU4S8Tqpk5S/ZRUkNSDB1mwgPcWEdu5v/61e18gqVu3\nekPGdJJ6/PGcRAyLNAcPukMUiooSr9JhkTxYkmoA6izGwvXXs5Imfwe1Ejf3j3/sXtGFAQd/+mhU\nudXk54cjqXLlKy/P/QDu22dWUgsK/GNSTUqqPH8Y1/oD+8wzrDTm5zOhk4qpVDUrKtTn0qANIqkg\nI3KgbNFCuSabgDI9OFe5Pwk5eCE2AufWt69yVWrViq+D7GMiPh9JUonMSmpNDU8qU6YQ/fCH5jab\nlNRt2xRJJXJn2UWssLxmaIuupEYialLTYwCxP6mkFhSoydtv8jMVpO/Xj5VWPXGSjHEmcpNVuPv4\nKan6fRqN8rNhmhClktqjB8e2yuuD3+jHMRkYQSQ1SEnFRK/fF/rxMjK4Pysr3Wq+Xywr4uuIODMn\nJmy9L/0Mm1hKajRqLjMDRRkLbHoW8hYt/EmqqaRAixZsZEh3X5OSmpPjXoSKRVL9yDqAZyeskkrE\n7ULsN1QO032XaEwqPtMXAExKqr5op7vt6TA9O0EYO1a5mevHlgpPkDFKxM9mSgrPAQD6d+ZMpWbX\n1vI43auX2YA3ZbuXSqqe0AuQHjl+GfNjfSdhUlJN7r4FBRzPb2pz0LFBiHJz/d1q441JNbU/aCFF\nJ6mmBQ4/d+YePdztjES894e89/X9fvQRJ3HSEbZ/5LbolwMHFPG9915OHNStG9F//Zf3txgXnnqK\n6Lzz1OfSq0Efp+BlYYqTl4hHSZULQdg+jJKKesnxxqTq28twHyI3SdUJu0ycJNVzv3EBSmplJW+D\n/tqyhfcdxt0X3kO1tWxDSU+n9u1VoiUTSe3USW0rEycBK1aoBJnYBuPLnj183ETC/iySC0tSDThw\nIBxJ/ctfOJAeMLn7ZmV53RqI3KmxkXAhL4/34TjewWTXLjNJhRsDyO3evbwCJAElFSRVj2sxKalS\nDcE56Q/5RRcRPfaYIqk7d6oJT9Ynw7nh/NEOvQSN/B0Mej0uwoTu3TlT57HHsntQRoa/WkGk2tih\nA9eFhJJKxNcYRKVVK369+GKiBx9Uv5ckVSdiQGYm92N2NtGzz7L7kwmmmNS1a3my1RVISVJNmVF1\nJRVxYkTe64z9IXESESt1b7yh9mWCiaT27cuGp+7uq5cVkYpwejpnHYU6KgElFUhN5fsxiKRCSc3I\n4FV5kyGh3z8md99EEicRuRcDiPzdfTMyeHLdvt09xujbo75bXZ3qt2HD/JVU3R0S/acTOowXpsRJ\nJoXyk0/4VTe6W7RQ3iZhSOquXe66h/pKvXQjnz1bZSc1qYuyH3V1W78/dJIaKyaVSCkncPdNSXH3\nj58yb0IYJdVkmPspqYCfMR+vkjp/PhMGfR9oA+6D88/n+Gw/fPstb3vLLSrTMs4T6hOU1NWr2VXR\nRML8xh20w+Rhg7ZKJdUPejy7H3A8PBtDhypXQwALLnBVjQWTFxGRf/yi6fpI9TFISQ3r7ksUTFJ/\n8AMzCe/Rw70/OecC551HdMYZ7vYAckE0UZjCCoBrr+USLH6QdZwfeUQlo5Tjt3T3JVJhH7FIKn6H\neFU/yHsWiEVScQ8hQVZYJdXk7kvE44pJSdUXZZCVt7LSLWxg3jUBSipIKuaJ3bv93X2rqtiDa8kS\n/rxNG/69bvMQ8TyKhdKaGp5DQCr37HE/62FiUjEvEqlwvKlTw3EBi8aDJakGhFVS9ZsexqN0VcQg\nhfg6XUk9eFCtpCKhzPPPm13oTCS1qspNUisrVZpzIo4p+fxzt7uvrgjh4ddXq+X3fu6+27a5lVRk\njZPuvkTuxEmIhYTqbFJSQWLlAK2TBLgy9uvHtdIWLuRr16OHUi6RDVIC5z9gAMcC7tun+jInRxFr\nvLZp427H7t3uwZzIfxUZn+sGDqC7h9bXE61Zw/cNXHF0kopSHgCOoSup0ogASc3NJfrb3/izggLv\nSire+xl6uqFFpBRnvbi3n5Kanx8cVyhJ6sCBbEjD3ddP0UpP52slV4Llucv2ACaSGmRUBCmpeDaw\nryB33zAk9ZJL+FXGUw4YoDJQ69vrBqhpQvZTUk0xqUT8DKGklomk4l4L4+67a5d6nkzuviNHulW4\nL77wtgn9JY0PvU/mzuUM64Du7utH4HQlFTHpJiXVFDvsh6CY1CC1S1dS/RZYTL9raNIPXFNJUnNz\nvWEPErt28XG7dFE1a01jYjTKdYxLS83kwjTu1NWpbfVFUEAa/EHnf9JJKv9DEPA847gPP+wmNkSx\nY3SDPpOupX7tNpHUYcPMpel06ItmpjaFIam5uewWGQumnADt2nGICPYdC/FmVE3UFbO6WiUdJGL7\na/Bgfi+fSenuS6SUVNOYJIHruGNHcOInEFnTb4kUAZXXRe/DeJVUndTq878UCWTbvviC///8c6WE\nYruwSqpsa5C77733qs+RkFO3eYjYYxD7kCQVyeZMYo4f4MaMsR0LsK+8ouquWxwZWJJqQFiSqpM2\nuOFJJRXboLQJDDgZkwrU1fHDvGCB+uz229WAaiKp1dVs8Mp03DL5waJF/CqVVH3y09199cEAq6Qm\nkrp9u5ekSnIJklpSotQSkNQgd1+TkqqTVBhu+ueDBqmkPUhuZPpddjbH3JSXKzcTE0lFKQgivnYm\nd199hV9XQqTriWyviUCtXavIUm6u2r6gwOzu66ekmkjqiScSnXWWOj+ppErEo6QiERBiUuVER6SM\nIJwHlFQ/SFKAe++FF9hzIUhJHTJE3e/y+si0+xIm5UV3fZQIiknFs4F9BZHUwkJe3Nm7VxmKftej\nrk6p+y1asOH33nuKPPrBNCEjPhwrxtGof+IkIqJ33lExQKaYVNlGCdNCRjTqVlJ1j47aWm/ZCr1N\n6FPZDzpJbdOGCcVjj/H/Okn1gyl5G2JSdVdGHFPvMyS4Atq2JTr5ZO+x5BixapVakJCAN4yJpK5f\n71/uJN7ESSbIfjIlMjJh507vcXUi2aIFL6pWVPC1CePuKxOlYB9EPMdJojFgANG8edwHJjdSIBLx\nXzCUCJM0JYikXnYZx8VKSPfUs85SMft+8YtB+8d3fiQlDIEbNIhfg0hqWGBs0xFm4QCI99iJJrbJ\nzvZfhDUpqTivsEoqyG3Llv7eX9iPSUn1c80l8o7DDVVSu3Vzj7t4L+2yE07whl7Fo6Tu2+cOF3vj\nDf6NTGpVUcFte/FF9z6Qh8OkpMoxUJJUJP6U7YpFUm++mT3eML5AoSWKXU/YonERMAwevThwIJwv\nuklJ1Umqngod9TW//pr/r6lRgy2UItSKIuJBZMwYLrYO40wOfO3bczzghAmcQTMaVS5BSP9NxAMm\nSIRfFkG/lUyppFZVqdIkRExMBw/m/SPjpUlJ7dSJDWSZ4AYk1ZSKHkqqyRVYb/fQoeZ2E/Fx9IkC\nRjmIcpcurF4SKUKQksLvkbkYx8rPN7v7SiIWjXoJvyzP0batqutlcstat0658+TmumNG16/3Dtj4\n3uTuK6+DnvzDpKQCfpOfiYBIkorFhYwM72QL0p+fH2z0yhXm2lre165dXJhcJoMCcF6pqbwYQuQ2\nHjCZ+cVxynOFIWJCkJKqjwWTJ5vbqSupHTrwufm5ju7YwfcgFrm6dOE4cL1USxgltUcPlZJfKqmm\nxEn6/6aYVCJ257vgAvX5ihVuAr1/PxO1d97xuvtKmFyEFy1yx3LjnpEk1bRwkJam1B/d3dcPJpKK\nZ7VlS/f19FNSce8BUhmWkIuCgwe7x3sivh8wbuqLYESqVJMJyVBSTSQ11j537vTOH/o9nZnJz1p2\ntn87TUb0pk3qfzyDBQWcdVnue9So4DbGgzCxkUH3lKkkCPaJewnt9YuXDtr/p5/y/mpqVNkZiVgE\nR76XJDXR+pAmd1/skyjcfg+XkkrkH9ONa96+PV8Xk5Iqx4pYiZOCYBoHb7lF2TPJJKloT9eu7trv\n777r3u6FF4huvZUVRIw9L77IbZUJQONRUiG+4HxGjeKQgP/9X7Ut3Gu3b+fFE9RMR5JLmTkfkB41\n+/fzAuWePWxfbNzotmtiuftCvdXdfYliJ7+0aFxYJdWAZLr7ws33q6/4YTtwgOOtUOge7rpEiqTK\nYG5JUmC44P/x45Vi0KmTIrtwg83NdZNUtE0fQHV3Xx0gAQcPugc4IjbEoKQS8f4lScWgOny4Oxsf\n/vSBOigmVXcjRNwalEETUlO9RqWucsqyF1BSkTIdSpd0NdSz+xKpY+g1D+W5HTjABiZWK6Gmy/0Q\nsasJVOfcXEUiCgtV4px43X179vTGmfTo4a+k+hlpussajn/ggDtxkjRYTjqJY4ZBrPLyzC6hgLw/\nsfCjH1NCV+OJ3AZefr5y3zQBz9+uXcGGEp4/E3R33zlzvNvgOZJKKgwfk4HXrZu3Tq50Yw/CRRex\n66tERgb3wYED4dx9g4D7/L77ODEYcNxxXkUUfaO7+xIpt14TSb3wQrVYI/cTi6TiGPL7WCR17FiV\nWVhmBv/73zl8whR2EMbd1wTd3Ve/51q39qr/QYqMRLyJk0zA/BGPklpeHltJjUT4vpPuxDp0Ixz9\nryupjY3Bg4mWLw/eJkjpNCEojpjInEDODyUlrCYPG6ZigCV022T8eL7HTZCeOA1RUk1kJUyWW33b\nsGhIiZAgJbVVK14EaN/eHJPaurVyGY+VOCkIJsHg1FMV+TKRVL3d8br7ylAwE9q25ftKzqn5+Xwt\nZELOeJRUIlWSDxgwgBefUD9VksLTT1fvU1KUB4Z+raUtACV19241z4RVUmUfYJyVxFSWwiPimHqU\nrTFhwwaisjL/7y3igyWpBiBxUqx06PpNr7v7/vKXRG++yQ/L2WezMrB/PxumksTqSipUEyJ3VkU8\nfHg4u3RRBgUmODzI69fz/kAGzjuPjckgJdVvkpDuvvDVhxsbMgdjYIVCisHp0kt5MEpPd6uGsdx9\nTTGpcrCYM4djKx3Hvxg52oOBR5bjIGKDmsifpGZmet0xoaTqMam4/vjc5GKakcF9B2XPlMafSJUI\nIXKTVFkn08/dV66s4v6treUs05L0b9nCLmkyu69Eou6+MoERMGYMxwzjs7w8MykBpNEus8/KY0qY\nSKrJeBg82HyueI5l8h4dn30WHJulu/uaACW1c2d26Y5FUufO9S7A3H57uAnwmGPMEynUPlOd1CDD\nyhSTSuR9pkxAf0ryg/7BQlPQAgAQxt0XwLlgXPIjeTiv669X2cF17wiixGNSTYCXQRiVMhGSerjd\nfVu04IVV/bimZzU3163c6dDHnR/9iF/1mNTGRiTCNYqDkCySimtrSsyUKPTnafFi/3kyEuGa67HK\nAgXBT0nVE7oF4YILiM49N/wxG4OkRiKswsl4YTyDGKuJVHy26XrFo6QGPVcmUtVQd1+/kksSWMzW\n82W0a0f0+uv8Pi2NbcDRo/n9Lbd491Nfr8YtPSYVtd0vv5yTXEmSKvNCRCL+460cEysr2VbbtEmF\nVulKqt/9Iuf9887juVNCJ6nffEP04YfmfRFx0kN4UuzZw+dnkTgsSTUgGuUHDHGKfpCDyOjR/BsM\naki1T6RWoF5+WWUoxQP0t7+pFVtTYpicHK+Sim1k8gU9JjIz093+vn151TUoJlVOJPK9dPeFy8c7\n76jv8/PVoFxVpWJO0UYZj0nkVlv1LJ+SpJ5xhjtTsTyf7Oxwq+qSpEr3kNGjOXMbkZektm6tilTr\nSmp+PhN1vRSCX9ZJfWCdNUuRY1PCAiImyTJhCY6Vk8PH2bnTnN1XV1L15BlSSe3Qga9NvO6+0rU6\nyN3XZKDieUlLC1ZS5b0HhRbwy5qrX2eTgffYY+b6x2Hcxvr3Dza0dCXVBFybM87gxavnnmMPAyIz\n4Zk0SSW5AjIy3CWt4gWexexsVdYnjJLqR1LDZOjEqrR0a5RjUFUVZxGNBfxGEpVYJBXtlARg8+bg\nvgxLUhMlERkZHD8JBLXF5O4bhGTHpPplnpWAAh1LSSXia4pFhjDuvldcwYuCh1tJDYN4+99vbMD4\noyemCkpUFQslJcFjrI4bb2ycmNR4XHiffNJdBzMWGnKfB43T8rmHKpqS4g4FSU9nQmMaf+JRUoPu\noTDuvmGV1N692f6ZODFc7XZpK8i5SS7av/22UmZvvdXcVpnoTM6zmIfS0ngukiRVJiiTJDVISSVS\nMamwGU1KKn5TWkp0zjnucyLi5+bZZ9371UlqTU3wNdy7V4ULlpcT/fGPXCFi/Hj/31j4w5JUA2Q5\nFz84jhowHEetMBHxw3TwoHrwQFLLypRRiAdOulCYSmyALBEpkopg/uxsf3dTvxg3GIi33aYGEFNM\nqim9fDTqjZ8icqspyKoWVJ6hpsZfSZUucPPmua+PJKlhJ2A5yMl2LlumrmffvmpSycxkl0gE95uU\n1M2b/WPG9IFTuisSsQsjJju5rZwIJCmTJDUtjQ2XAweCEyfhXPQJzUTm/Nx9/Sa/iRNVHItMbqQn\nTjL1v+yzICVVLkxEo+4kBqYV8LBKKiZEieJiXs39yU/82xMGaFeQ8QNDLj+f6/Ndd50iZ2HKmQQh\nltcHgPs5M5PdBP/yF3UfBhmU+nXH9Q2j8OmxmTpJDUs8cP/I38YiqcgJIMfVjh35egV5juj7Nrn7\nJupWG4lw38v//XAklFS5mBdLSR07lujKK93bAn4kNcjdV7/PIhEmzYdbSQ2DeAmzn3qHhV+938aP\n94bXxINExpThw2MnZTPBz9030RjXMLjggmBFKwhh67FirBoxwlt//k9/anhMatAYEsbdN6ySunix\nykdgWpSWwHyaluZNcIf5I8zYV1+vFqR0JRXqpYmkysUALKSbjqmPiVC6sSBpiknFws8bbyg1Vyqp\numhCZCapQQKWrIFeXc3/L1xI9H//x5/V1vK864fly+OrF/x9hyWp32HTJqLf/57fQxXRkyf9z/8o\n4xpuiJmZ3lUVuPtCtcHEunu3UkvxIJx5pvodAswlpLuvdOGBAqaTJF3h01djMTDOns3GOdpL5B1Y\nTzpJfZ+ezqtCs2eTB9KogSts0ASJzGummNSgwX3OHKLHH+f3YV19Bg5U18RP9enThzPYEXGbIhGe\nqLOy3NnuiBRJxcCGa4c+1vsPA6GEHLgBeb1gWGNbSVIxUcprhsG4tpbvRbTFRFJNq5H6pFVYGJyc\nBZMW9oVnACqOX/9LYor3cnGHiAd1mRFVX4wwTcrnnkv0s5+5PwtLINau5fs8aNIIg6uvJrrhBs6e\nrBszgFQbJk3ieM5Yi0phEZak4r7Nzib68kt+n5Xldj81QV9UgMERxghF4XkgloIQtg1EsWNSTco5\n4BdLFUtJxfOoq7WJIugawkg8nCQV54VnGvs1YelS5UIotxk4kGjcOO/2kqTqbnVE7FI/fbr386am\npH70EdFpp8X3Gz/Dc8sW8+eRSHAit8ZAr14qqWM88FuYbEykp7N3WCIISwKgir73XvjzO5xKaliS\nmp0dvi4t7ITMTK/bOOaPMOO+VFIzM90Lg/i8ro7nn507OUcGkXeRDOO+fkyT3YZxuqwAAB5USURB\nVEKkSKpJSYU9DG++1FT3dZEL+bNnE/385+FJKvpLktSqKsUPunbl1y+/5JwRfnP2uefyNuXl4RK4\nft9hs/t+h48/Jnr6aXYvAgGSSqrjcNxSv35siFZX84SZmso3ZUmJcu9F4iSsDmFw27ZNKal+blz6\noJCTowZU+dDpJFUvx4Jjjh7trjslV+9k8DuRexAoL1fnhQlIdz0kInrgAQ72R/twfrFI6ty57HLx\nyCPuAT3IwBo0iP+mTw+npKLoNCYDv/i5Fi3YfTkScbf74ovVAIlrlZfHCxoYrHV3X93w/fGPvcfD\nb+T1hutzfb3bLcakpMr2yGPW1amyJnv3eidik5LaooVXnfj88+BJSK/fhlVS3Ed+Bsvxx6t6dLiu\nuHcA3Rg/cIDjmkePZtXTNCmbCHVD4rkSwf33q/cTJ5q3MbnE6YtKjQ3ctzJLcmVl8HPXoYM7mRtR\neDczIu4zfXU8ERXSRFKnTTP3NQwAuUKvI1kkddw4zoqZKGIZfOnphzdxEiCNs6D7o1MnVa4H+OQT\n87YyfOVHP/KO461bq2SAEk1NSQ0qVeUHP6N06NDE1MumhG7dGuaefLihhyD5IZbaaUJjKqmnnupO\npheWpMYD2AnZ2byIK5GT486ZEgSdpD73nNfWrKzkxaqtW9krY80a9yI9kfd/QCepQUqqiaQiOaa0\nwaWS2qEDtzMsSc3PZy+wqiplk8jfHnMML25t3qxKcen2vuOwZ0VVFeeQ+fjj8AvQ31dYJfU7VFWp\nG+rAAV5dkSR1xw6+OVeuVNu3aMFE6667+AZ9/33+Lj2diS7c3DAQQV2VSqpufOiZMXNzzQ9EVpbZ\n3VcSGiIeJGTAP1w45DZI5CONpc6d3fUC8f7xx90G21VXKcNXJnYKMrqrqli5zMnxumpiH7EQhqRi\npYyIr0+YJC9ywCosVKtfUkkl8iqp+J1UdurriUaO9B7DFH+IpEa6EdaunTsu1qSkypjUvXvVwBdG\nSb3xRl6YkWjdOjiRjT4xYkLG8fxIap8+XBeSKNjdVwIZs2HEhZ2U/+d/iP7wh3DbHi6YSGpDk/DE\nC9y3UoE49thgowoLCxLxkFQid1bJRAw/InMcUPv2btdZAPfJE094yywAfmMU+kI+y6YM06mpfM/7\n1SwNizAkNayCmAwllUhlgsYzHUvt7dIlnLoiY1JxnDBoaiQ1Efipd1OnJqZeNiW89JK3BBNR47r7\nNgT9+4cz/hNRiBuS3VfCNMbOmaMyovtt01BIm8ykvoZVZOvr3SR18mSO45WorOSF/337vElAicwk\nEfBz9zXFpJaV8T0KkpqaqmxoeTy5kN+9O7e/qsr97IKk7tzpnpNqaphkb97MLrsLF7rbnpHB4V7P\nPcf/owyhREUF84SqKuVpUl7uzfJ/NMGS1O8gSWo0yoaHJKnr1/PrRx/x68aNfHPfeSercNXV6qHJ\nyuLVEAyCUMYKC/l30h0SD8gLLxAtWaIMnm++YbUxO9s8mEJJ1RMnoQ1S5ZKQyTBwfn7ZFmVha3x3\nwQUqI6cOEJsJE1ShcB26e55OUvPywk0e8SSFIOLrEoukfvihSgKiQ5agIfInqcXFnKKcKLikj+mz\njAzObCcnrtmziWbO5Pepqe6VQAB9HI3yfYhJRL+OekkfIr7fwi4MAH4TI4hBmIl96FBvNksdkYiX\nlIYlqSedxC41TQmNqaSGXW1FkrDsbFasamq4rE2QsfSLX/AzLRGr7yQ+/ZSTRwCJuvvqtWGDgPvk\n2GNVhlgdftmcTUpqaqqqB4vv/WK/40UyldRkJE4i4vG1V6/wbpHduoU7rnT3TQRNxd03ERztikhz\nxL33xp/wpiF1UiXCENDGIKmobJAIpMeMnjjJBLmoDvtMXruUFP/4TywWYnEEC/jt26vqEAAWKuG5\nJZVUeQ3lQr4kqSNHEp1/Pn+OxEnt2vHnCJspKHBnT37mGTdJ3buXyTISpT71FMfGSiDnS1WVUpCP\nP77hC6HNGZakfgddSW3b1k1S161jI+m55zhm7oQTeMLs1o2/q6lRE2i7drza1a0bEwe4D2/ezAqP\nyd33tNPYbQzGX/fubBxGIhy/tmKFu71+Man6JG4iqTCu9CRIurEkk2bA3U9m7tUBsnPxxf5EVsYb\nYN+JqEjxpp8PQ1KHDYtNLGHY+rn7pqf7E3TAlLgAxG7ZMrUgQuRVvjEQS1KBQXX/fl4EQFtN7r7J\ncIM1TYzyusWKSSYievhh93ma0LevN26tMdybDhcaU0kNu9LatasylqdP53sxllE1ciSvQktMnRqu\nljQRx2XLDIqJKqlnnRXe0D/2WKLnnw/eRro8S5hIKhEbHfJ7nMNJJ7m9VeJFst19k0FSgbDXOyxJ\nlSVo4kFqKofaHO64x2TiaEyG0lSV1LDo2DH8swc0ppKqY+BAdzbcZODkk9kDJRHIfAz19cre8BtH\nKiu9JJXIW8rPZDOhX377W/ZazM5m26tNG0VAgc2bOW8ExnyppF5+OZeHJOL2Yhzr1k2R1PXrOVEW\nEdv6sD8/+IBV+f37mUxfeKE65rp1boK9Zg1zi3Xr+P/77yf67/92nxOSqFVV8bUZNozDy45mHLUk\nVX9o5MoFlNQ9e9godhy+SceO5fcov5KdzWT2wAEmcXho2rXjG6ywkA2MBx5ggwkrMbJAtK6kzJxJ\n9K9/uduWnq7KlgC6uy/2ow+oDSGpclKVKzl+JBXJh4Jw9tnueB5TZtZY6NQp3LEkfvUrb83JeIDB\na9Qo/t8vcVJQrU1g1CjvChoWHdq08VepEJOalubuK3n98vPjy+6bCPr0MS82AGGU1Egk9kT+3nve\n2LbmbOiZSGpGBiePaiixcJzEY8Kkd0VYRCLeeyAshg51Z3BuDKSkqPHWD6Wl5s/9SCqAZwgLKJMm\n+Se/CYOmTFLDjhezZ7sNND/o7r5hEYkQ/fvf8f+uKaE5j12JormT1ETQmDGpOl5/neMWk4n09Pg8\nZSTk+Uj7w+9cDh40k1Q9WZJpLAYJzcxUYXKrV6vKF7qd2qmTmrOQjC4ri+iUU5SXDJEan7Ky+Lj7\n9ilSum+fN+yktpbH/44d3UryN98wDwBklvtnn+Wa5/riplRSkRMGuPTS8GFS3yccNSS1ro5j1DBR\npKS4XdD27eO/P/+ZSWe7dhx/OXgwy+3r17OS2q6duvlTUvhm79aNfyuVVCJliJWWssGElfgNG7wK\nKP7PygpHwJKhpOous/rAKifVKVOUiuWXwvzuu2PX4Hr0UeUyTZQYSd20ieiyy+L7zfTprHgk6nIF\ngte/Pw+CSLwgS9d8/jnHeMZCaqoiu8Axx3gz3ZraUFgYXC+soIAz0hGFi0lNBN27e1W0eElqGOTn\ne2Njm7OSWlJidlnVk0clikSJX7KJTSzcd5+7NvGRwGOPqdIpOsKSVD9vkXgRy5DPyDj8MalA69bh\nCHjXruFc0kaNUlnjjzYMH+4fTmLx/UFYJbWgIDjUJgxJhVjRVBCJsK1I5E4gaDqXTz9lm9xEUuX+\nTj9d7VMiKFRGV1KJ2GaT9kR2tjc8LhplGwu2U1ERK6Dffst2/pYtZht382bev64ky3rYEhMnsoeR\nJLFEXiVVzulPPaXK2BxNOGqy+27cyJkgp01TKhYCl+vrVcaySZP4Rm7Txr1ym5XFE+z27fz5gAFq\ndaWoiOg//1E3PIihn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} ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "plot(src_mono_norm_dec)\n", "fi = interp1d(maxima[0], abs(src_mono_norm_dec[maxima[0]]))\n", "interp_out = fi(linspace(maxima[0][0], maxima[0][-1], 100))\n", "plot(linspace(0, len(src_mono_norm_dec), len(interp_out)), interp_out, lw=3, color='w')\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 58, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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Ej5AE3Pr169OOHTtoz549dOnSJfr666+pvckJJSUl5V8f3FWrVpFhGFQ4UpEh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\nuz+ZObO31q6U/l/G/bZfVpbc67CDzcpK65pqa70fG5oYzA68vfxxwP7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} ], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "fi = interp1d(maxima[0], abs(src_mono_norm_dec[maxima[0]]))\n", "peak_interp = fi( linspace(maxima[0][0], maxima[0][-1], \n", " len(src_mono_norm_dec) - (maxima[0][0] - maxima[0][-1])))\n", "\n", "plot(linspace(maxima[0][0], maxima[0][-1], len(peak_interp)), peak_interp, 'x')\n", "\n", "plot(maxima[0], abs(src_mono_norm_dec[maxima[0]]),'o-')\n", "\n", "xlim((50000, 50200))\n", "ylim((0, 0.25))\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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ngbE/JqFS9afo4drKJPaXzY+ZmRk6NeyEEyknDF2UPLx1n9mQkBCMHz8eOTk5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\nOjs77fPPP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} ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "peak_interp_dec = decimate(peak_interp,99)\n", "plot(peak_interp_dec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/usr/lib/python2.7/dist-packages/scipy/signal/filter_design.py:288: BadCoefficients: Badly conditioned filter coefficients (numerator): the results may be meaningless\n", " \"results may be meaningless\", BadCoefficients)\n" ] }, { "output_type": "pyout", "prompt_number": 68, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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6PugTBLfdZmxz74JmzYx9paXACy/YlyFbYovvu/PO2PQffsg+SRATROOCBDGR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} ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(src_mono_norm_dec)\n", "twinx()\n", "plot(linspace(0, len(src_mono_norm_dec), len(peak_interp_dec)),peak_interp_dec, color='r', lw='3')\n", "ylim((-0.0020, 0.0020))\n", "\n", "xlim((50000, 65000))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 69, "text": [ "(50000, 65000)" ] }, { "output_type": "display_data", "png": 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Hf/SRue8//ymnngiLmlYjNVWICRPCHXvnnfLYhg2FGDdOTgERL1984f3/AwbE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JAAAg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\nQmCC\n" } ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(src_mono_norm_dec)\n", "twinx()\n", "plot(linspace(0, len(src_mono_norm_dec), len(peak_interp_dec)),peak_interp_dec, color='r', lw='3')\n", "ylim((-0.0020, 0.0020))\n", "\n", "xlim((50000, 225000))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 70, "text": [ "(50000, 225000)" ] }, { "output_type": "display_data", "png": 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JE6hXDzZtCt7udMAo0gNLRgGBvO7A6QdR9Cg3b4WiZKJ/ToeTg9oLDIRSieSp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gINIPzGsystMICcZu7KK9331XPBO6WeC9eu3r3d0/tZ/aYZPdatm3XZ778PDBtmvY3doE/p6p2V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\nERERkUP/D7RImb7/RrVZAAAAAElFTkSuQmCC\n" } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "# Moving average (smoothing filter)\n", "w = ones(32)\n", "plot(convolve(w/w.sum(),peak_interp_dec,mode='valid'))\n", "figure()\n", "plot(src_mono_norm_dec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 71, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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oz50/b10p+o8/rINgSy++6Prrl8Xq1dKnuEUL7dg77wDvv689Hj9eZuJdoWZ7iYiqEwa9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\n7wAeftg98Yq4i0Z6fcTltRHr1tkNB/z87L++iYiIiIi0BmM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+CaxYYd4OowsqvXqJebJA8DrA2rJCVoMeJz31Mr1edivuv19c2LpwwX0pIcA/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\nPdubcwFA48bOh2k71auXqLFLRGQFk6wTERHFkB0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} ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "sr2, src2 = wavfile.read('sources/passport.wav')\n", "wavPlayer(src2 , sr2)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " \n", " \n", " " ], "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "maxima = argrelextrema(abs(src2), np.greater)\n", "plot(abs(src2))\n", "plot(maxima[0], abs(src2[maxima[0]]),'o-')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 73, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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UoqaURXZTc1Fzv98TCglq/MaDEVSyuoTH//g4x+Yf49T3T3Fs/jEe/+PjMTOA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UcezeQ59UoDcr3iiCaFw3Dg3Hu7mW01Wzu7M9XD8S3BuGDEBVw9wwX3yUXUmETwlvOA6Npe6/56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\n7k2m1C6sJV8Fc3pV1hL3ewYmc5O1+1xw4SXJTOlxzL7KkNe7z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64LFNSIguTA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\n3V4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4AcbScA/q77oTE+56bxEzWBRIGMVZddujeVQkWdDXyqEIbi+2NmlMSD8b7vUcvEZT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7Jm172NC81iShzo31eRWwVWqXPNYg2V36trUMLBeT9B+Irvt+te3jNirP1tLam/QTtHJZum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\nMu4lB79ZsmTJkiVLlixZsmTJkmXcy/8C2jK6r9jnygIAAAAASUVORK5CYII=\n" } ], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "fi = interp1d(maxima[0], abs(src2[maxima[0]]))\n", "peak_interp = fi(linspace(100, len(src2)-100, 1600))\n", "plot(peak_interp)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 74, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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84QTAcLkLj4izeHAxJgMc8dGd3EYSuRKuXE0W52N4uNz3n9QPocjs3Jl3CYRGRMKVs6Ok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\n" } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "peak_interp_dec = decimate(peak_interp,99)\n", "plot(peak_interp_dec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 75, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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Ii7OjLcOHW/LdsqV9b155pevI4A1nxz1Nn27nzuE/Y8ZYtcuiRb5/XSH5BNJh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\n6BYCf0h7Gq0AAAAASUVORK5CYII=\n" } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "peak_interp_dec = decimate(peak_interp,5)\n", "plot(peak_interp_dec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 76, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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TYLUTH2tooAvUwIHx27yMKIelBtfImWCBGy7EdgchcFMZUQbijaZUWL2aSmqc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\ns2nJoePHzZ+3tta8wRTgzMEdNYocD22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sMoFbUEBjRasO+VoqKuhxBQWJnZT1Du7w4bS/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\n" } ], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "w = ones(5)\n", "plot(convolve(w/w.sum(),peak_interp_dec,mode='valid'))\n", "figure()\n", "plot(src2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 77, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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80RHit99+G9OmTcOwYcMAkOt66tQpAIDD4UD8NSvPbrejpqam6361tbVISkqC3W5HbW2t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\nPWrgHFhqS1sB7IsvykiTjh3tf3z4cHUzsLNnS/lnXp425Z8U+Hr0kNL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mQJTC9vHHxtvVUVerV/dW1qIi7wcn3Mgf9M6kJEUHXvVo2JA9x/v28YlMTDhj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\n/6ZkxAhg2zbmu9i8ufWygvIMWMEoh7A6EJzVdmL9eu3YBkT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Zs2ZpypQpamxslJmpvLxc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\nYII=\n" } ], "prompt_number": 77 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Windowed Root Mean Squared" ] }, { "cell_type": "code", "collapsed": false, "input": [ "win_size = 2048\n", "hop = 1024\n", "window_start = arange(0, len(src_mono_norm), hop)\n", "\n", "window_start" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 78, "text": [ "array([ 0, 1024, 2048, ..., 1100800, 1101824, 1102848])" ] } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [ "rms = []\n", "\n", "for start in window_start:\n", " w = src_mono_norm[start: start+win_size].astype(float)\n", " rms_inst = sqrt(mean(w**2))\n", " rms.append(rms_inst)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(rms)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 80, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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DDz/E1VdfjaKiIq/Pu8vW337+/PmYP39+0AMVQggh7PzgB8C8ecA3vwncfDOb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\nRERERGQ3GKQSERERERGR3fh/Cpj8cRQh4RAAAAAASUVORK5CYII=\n" } ], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "win_sizes = [512, 1024, 2048, 4096]\n", "\n", "rms_windows = []\n", "\n", "for win_size in win_sizes:\n", " hop = win_size/2\n", " window_start = arange(0, len(src_mono_norm), hop)\n", " rms = []\n", " for start in window_start:\n", " w = src_mono_norm[start: start+win_size].astype(float)\n", " rms_inst = sqrt(mean(w**2))\n", " rms.append(rms_inst)\n", " rms_windows.append(rms)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "for rms_plot in rms_windows:\n", " plot(rms_plot)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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rb+fCzrpQ5aJ3SYW6XkSPP/XAsoplaR0rU/616l/YtHdTixybaHtkS6g+9BAwbpzzMbJN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\ne3/yDOv/q2idvPeje7GvkT0wuPrtq41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a9bF6PTsvF6qH9rQHKO2u360LyR8f/mNPfeWW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\nEdXs7Gy0b99e8djT0xPZ2dk698nKyhI9HsU+5u9cz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} ], "prompt_number": 83 }, { "cell_type": "code", "collapsed": false, "input": [ "for rms_plot in rms_windows:\n", " plot(linspace(0, len(src_mono_norm_dec), len(rms_plot)), rms_plot)\n", "\n", "plot(linspace(0, len(src_mono_norm_dec), len(rms_windows[-1])), rms_windows[-1], lw=3, color='w')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 88, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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3kpHZC48n3B5n/PE9h2xtVRvWrDHdscX/MiOv5aOPHnh35Eg4ffHF+PPFHgOQ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/Zuo1Wru5snHhgdQonn65DkzG6oVg0eecR3O43Gs157t26IWuAFoGFDcd3ctSyqVbcx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\nTWvqM88xaF9XfMf+ngePwGu3AK9doFfnng7ZdpXSCl2fO6eVR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} ], "prompt_number": 88 }, { "cell_type": "code", "collapsed": false, "input": [ "for rms_plot in rms_windows:\n", " plot(linspace(0, len(src_mono_norm_dec), len(rms_plot)), rms_plot, 'x-')\n", " \n", "xlim((100000, 105000))\n", "ylim((0.1, 0.3));\n", "legend(win_sizes)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 85, "text": [ "" ] }, { "output_type": "display_data", "png": 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QomOCg3na8cdBLQC0bg1kZAB5aoMSQj4WHp4/AJXOl1VmEWgNtDFhwgTcv38fR48elQW1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\nDtUeXsRvw0uiWzf92hbJZAhTJK0KxDU0IwMpUinKW1rCTf5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OGxPyT9QF8IBPkEhUaqpV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\nkU8jdT72f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8YYHToa3d27o5t7/vMN2rXjZM/GINOQCxY/P07/lJLCKeMGDQKmT7f84Efu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\n" } ], "prompt_number": 85 }, { "cell_type": "code", "collapsed": false, "input": [ "def windowed_rms(input_sig, win_sizes = [512, 1024, 2048, 4096], hop=None):\n", " rms_windows = []\n", " for win_size in win_sizes:\n", " if not hop:\n", " hop = win_size/2 \n", " window_start = arange(0, len(input_sig) - win_size, hop)\n", " rms = []\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", " rms_windows.append(rms)\n", " return rms_windows, win_sizes" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 89 }, { "cell_type": "code", "collapsed": false, "input": [ "w_rms, win_sizes = windowed_rms(src2)\n", "\n", "for rms_plot in w_rms:\n", " plot(linspace(0, len(src2), len(rms_plot)), rms_plot)\n", "\n", "plot(linspace(0, len(src2), len(w_rms[-1])), w_rms[-1], lw=3, color='k')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 92, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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wTdhHGO75B4aCP8Dz3DMc7IiQfP4wXT4oN8FWfI1WPY+pJ/xuhMqv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WCoWKml+3Q4VCte1ZEe34pPKBum/fvtLtsMuFrtiWtNWRpsrEPdXfmyRJ2PJ5coKBWMeldsuy\nbsYccTotPaQnayC7IxMct/RTU9pc5NsqlbHlrU2ENY2sXcXG/H5HRQF6t+H40xdrZkt4vZDT/SRs\nDti/n1Nug0t2fI6vfvUZXO9az96+I0h6YE6LKDYbCFkPbcHy2DBp954JiQT4GePlqKU/e++7+KuL\nzHwDt9tdKm/JAn+8//6639NSIh4v1yOrnrmRX7fDzrhdx0gkQNdRVRVV9bOyOc2HN67HPo+BarHJ\nr8sloOQDZBwyxON0d3dXqXRdNZLE54uWFlilXsJB2SS/mqaV+s2n02kyFmvuQpAfG+YJyylZscBc\nAyv8KzisiJgTm8pwrCPPlR0+b3zjG6v2VZTSpXJaeDww0GvnHH9154zpMJX8CskWTuXGK5Tf86Q4\nrdu7p30OtxvshTDDrV5CA+U2bEuh/CaT5bFgqlo+F7hckEu6zdBZrxciEaJR0JqG8TaXnQO9xd/u\nLF55+J9Bfh0OoukobtmHU2tQ87pFRtrrxZ0qpgH6fKT0FIowP/Ib1+zkx8y02P54P6FEASPQQcbe\ngyq4F63mt4RQiKakQjQTIRajSvmdjnxvfO12HvI6+dWvnuRd79K4/HLg2DEirX5sOe+ClN8K++3g\nII5Uhkw+VvOxhw4dqqi5tU4onjp+HGE8TW9i4bbnQqHA97///dLfX9EcKLc0ceONf86ll16KzWaj\nEPDiyVjCW1IpcnYVoVAd5HbwINx7b+V9gmpHzuXKdxgGFAro5BGWoD1MZeDVqRmV3/wZoPxGQmH8\n48ULXCRC0qliZBdGfnF14U6koa+PRNiPOA359Xn8WE/3WCxWkU7aabcTUfK41NmV3+PFtErrc03C\nraoYqkpB0FGlhQ0G2tpOPpgryx/3338/jz/+OOc+8xRPbdkK73oXbzySoG+8WgWIRqMlV4XH5UKY\nRvlVRBWnXL7T2hc2rGnkZHFJlV+nXUGvcTyoqgq5HFlxdtszwPbui4n5hwnq5ZNwkvz6k1l6RsoT\nyUJIQA/2cP5lpvVZAN68fiUkk2RVBds8lV9BMFWPJ35lUwAAIABJREFUkRFqjq+SBKR9xDQ37N1L\njyuHU/ZzySUXQM7P3oEXcOTm1lcWwJbzIFvac1nt/dMhkQBBHKNnvPy9kPwLZFv5GLaqip/+3OfO\nyBo967lo982tvY/DIWDDheH3mdkgQDpt4NEjKE3zU08Xm/w6nSDrAVJ2G8TjCIJQVRvbtXJlQ19z\nve88DqnHMEZHEQRhUep+x04cpr94eGmaVhVSNRUdzpUc07LQ1wfUbu+oKAo33HBDjfvN/2e6Pk5+\nhXNp8zyV/BJvpi87agaNFgpEoxCIZbC1TV/T73KBojfRH9bw9fSUFtqj0WjF4uZiIG1xdzgWMEF0\nOkGPVyq/0SiogWGCzeWsmbPk95WLVz/5Ldb8RtIRnLaFEaalhO7z48lEzEJ7v594No4quOZFfpMu\nDSZM8hvNRAkm04hNLej2U6gsvvJLMEg4LYK9mvzms7X7/ALY1m1gXSzO2EiBQKDYau3YMSItPoQF\nqm+appVqf3RdZ0CWkHO1B+af//znpUAdxetkcHCoYjV279gYQ7mFK7979uwppdY2BQJ8tLkJIeeo\nmIyIQS8e3UJ+k0l0VYJ8df9qn48q9UZUNKS8JXwsny+1FmIJan6bLdbGiYnhCivUGVfzCyTDbQQn\nipPrSISEU6aQWdixZ3d2IuULcPQosZAHMVfb9hxwubGWXcZisYqWR2FRJKrm8dRIioYptmfLflCp\nNrkVBUNVsBkKsrywxUF/k8Qyp8brr7+0dN9tt93GpQcPcvzS7bB9O+cNxhiIViu/FWFXHg95e+2a\nX0W0I8u1D9SwpqHLNgp525LV/Lo0GV3GbNNlgaZplnr62U8st+omSRPSRPl7OHnyJIZhkEvliCfN\n38wma6S1JHnvYX74w59x//33c9v6rbzB64JEgowiz1v5BXPiVxyiq7B9O6zr9jKmanDyJL0uHYfN\nSVMT5BJenh19nFC+OuF2Nkh5L0lXCKVoDx8bG5t1ovxU/x95PtdjuecqRPGKisfcddddCKJ5gXny\nuefqqiVeSmSz2VKKvwTYnXOzajocIBVc5AN+c8UCiKTihFIGctP8WgEuvvILYjZAQhFM7zqVFnWA\nZZNtDRuEFcFOhh0GuSFzLF+Mut+j+8ulJeedd15Ve8Gp6Pau5JAzBsXFu7e//e1V+3z84x+vCv+E\nsuI7k3BxaXEItq51zwZFqaz5zceDjGTGzEbN6TSR3ADuRBZf2/TKr8sFUjbEiZCM7cgRzjvvvNK2\nxx57rP43Mw9Yye98k54BWlthfLBS+Y1EQPEN09JWXqQ7S35fuXhVkd+axe5F23MkHUETfWdkj99a\nKAQD+NMTJdvzSHIEpxCaF/nNetzIsSE4eJCJzASBdAJ7aweI+aUhv6EQ4bQAjnEmJphCfqe3Pfua\nu5hQReIHeovKmEHh5UOMtHhA1xa8kGFtxfSiqmDPVk/IM5kM3/zmN8t3rF2Lx+OuWI19Kh4lXli4\npefhhx8u3b7+oosoeN2Qq+zrrPr9aPk0JQEjlSJnlxEKal0JxJJDQ85broa5HEgSuUJuSQKvFEUh\nUFx1N4xChcIzVfk1lpDATIdCcwfBRHESHokQ1yRyqTn22p6CoBZm3CHCvn1EQ07Qayu/Aacbh+Xz\nT0xMVPSzbQbG1SweR+1BrbW1FUE0ZzIjExMkEmVbv5X8umQZQ1EQWXgSvssFRx1eLutcXbIWPvPM\nMzw/NEb6ksth3To6onEiVrWuiAry63KRVxXI1yC/NhVJqX1gNNvtZCVxSVsdOe0yacnAN2Wlxuv1\nFslvfcovgC61IETGSpPzVCqFy+Xivy1BOp7ASvr1g1CwsaKtjde+9rWkg224Bs0ymaRmxybMf1Cf\nvEZOp/yu7vCRLKbHHnNn0WST/GZjXl5MPsoy+fw5v6Zc8NCjOmml/KKzqb+PD/6KXUnrPTdUvefu\n7m4C7TeV/r53qhXmNKOi5RigTePimA4OB9jyTnSfB4oLiUOJAZoSTjNWeB5YCuVXTAeIKZjBFFT3\nIl7RYPIbDApk8xdgDA6CYSxK3e/uveX+5fUkbK8KrGRX8wBGsWwjHA7z+teXe3Y7nU5uv/32mvtO\nztlmIr+CAHv2wF//dR1vnvLzWZXf3ESQ0eSo2VEikSLe8lu6DS9SaPo2k243CKkQp2zm9eYai6L9\nj//4jyUhYTFgtbDPx/I/iaYmyMZdRJKVyq/oHmZZa1lK77W0tTqLVxZeVeR3JtvzJPl9pSi/Umcr\n4WSZ/A4nh3EYTfMiv0bAy1sP7oQLL0QfHUYwwN9sDl6y4Vp823NTE83pHNgjZfLrdJLJZ2a0PXd4\nOjjQZJB7YT+JXJTbpC9RGBqhtzu4cOsplUEST9tsaHr1RfDrX/96qa+qCIitppfIaqf7Yz6POjHC\nl7+8sPeza9eu0u3ta9age5wYWccU8hvAbaRKjeVJJsnKNoT89IsIVshOJ4pV+bWS3yWwPQMELWm2\n1hpWr9dbJr/5PALS3Np6LQKktmU0JYsT1EiEmENET2rzOg8ncePVYUbtBRgbYyygIUxDfkMeN3YL\nZ5qYmKhQfptyOSbUPG5H7RNBFEXsrvIkxdruqKI2ShQpKDKiMf25WC9EEY4qYU49Ml4xcfuxTWBZ\n+zJQFPqDITy9h6r2rSC/Tic5u4JRqFb/VZsdUZ1G+VUU9CL5Xapjx60pJGz5KvLr8/lKYXKztTqa\nREELkItGK8amZDLJnRa37qq1NxEp9MHYqtJ3M+IO4x0ehdFRYk4HEvNXPYptn6cdXwNOD8tjhzFE\nkWFHCk0yF4OMtJscada4505+FcPDEanASsuU5MUXX5xxn8KEwiMVHYyur/meAy3lHqo7d1bnNpxO\nWBehnICmzO2i5nCYlvGMz1VSfodTg4STitk/ax5YCuWXVJAJuVBSflunBFxVdCNoAAIBSMZey5hH\nhiefbLjtOZlM8sTBcvbA29/+9ln32dS6hl65m2wsYqZyAbe89/NMtkq/8847CUzzG9ZDfgHOPRdq\nCMfTwuGgdC3SNMhGg4ymRsHhIDmawta5m+aMNOOx5XIByRAj6VHo7OSNF1xQ2rZz507uX8Tae6vy\nuxDyKwjQEXYznqxUfgVthDfev7f0uJ7duxf0fs/i9OHVT36LtudoJopq+EoX9jMdjjVdtCcT6MNm\nze9IcgQ1Pz/l1+N1cOloL4Wszie/+AhyIU9r0Bz8ZWMJlN9ly2iPpcBeVH6LgVfZfJZcZnrS5rV7\nORgS0fc/S+zyj7Ol7WcM3Popxh1gZBeu/F544YWl23sKBk69+iL4wAMPlG7v6GzBrpmWlxUrVpQs\nvAlg+fAon/rUwt6Plfxe2NpKxm2SX+tvrniDuPMZStk3qRQpRQDdWZdF2OF2Ik8lvzYbuUJuydSy\ngEWROGkJYnK73SXyq+dz2OpUyxYTzuUraU4Wv+xIhHFZwMjWJqv14oZrPeSLqwwRbfrn8zpVFMtv\nGolESrZ4gGA0wqhDxeGYnuU5PdaAseOl21YV2CmKFFQF0ahvAWU2NF+zjA35k7zvfe8v3fdErkBz\nUVIcaF9G26nqFfMK8qtp5FS5pvJrl1RQa1+6mmTZXAwyls4v73LIpGx5fFPe6KSTQReNupVf0RNE\njE9M27PVbrdz8YUfA0AeLpPMk8FOOnuHYHiYqNOOLC7M9uxwMO3igSBnuOa98MBD30IniSY7EQQI\n9r+dlSfuZGvT3PrKgrmg8ZvmL7NNKPd/fuaZZ2bc5+Unn2RyDdAcyzfWvCYEQ9uY/CjPPfdchdp6\numElv5oAdnl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lGRwOEoUUCtU1REm7HWNiuFQ7PZGOYcvXDkaaCptoIy3ZiE1a\njqzK7xKRX0EQ6Ghrq7hPK/keJ/v86shniO25MxRiMD7MSHIEJReqUNwWgrVt5kTCLk9vz5LcHWyj\n0krV0tLCcmBMMpALM0+2nE5IZ8J0WLig1aY3qfzGpQJkPA1TfgMBMKIdHBw5SAGd9uKkcMuWLdx2\n222lx/33f5u1rZlMhmzWbPEjyzJqPk/aJtQMPVMUSEkKzVMsZl1dXSXyu9Rtsmw5DzlFNt0YVuRy\nZMXCnGzPaXcn3mjRmTEywoTLUUF+aym/QZ/5w2XzWbJGCscCyK/DQckdNBNEbGCPNpT8qip8a9n1\nrLH8tNZwnKNHj5Zue1W5lNQ/23PbdB8p1UaLxc896Uw7nbAqv4Jkm9d3uSrcwSB9GJoGBw4w6JQb\nkki/mDj3XEgNtdEblOD4cVZ9524e7mpetKRnK0Ih01H2VGAL213lAe/BBx+cdh89r/Ob8BUIb7mV\nqaWdVuW3acp1rR5MGqE+3XEfXb6uOe+/mNixA95wdZCoPsq43k9IrZ/87tgBwy9t4h4y7HVewmf5\nPC0t5f64i6H8pjJll8hCbc+lRddEmOcPD5HVjpUWrJ1OSEd8jKfH+etJFQnYtWsXd9xxx4Je9yyW\nBvMiv4Zh8IEPfIANGzbwiU98onT/TTfdxPe+9z0Avve975VI8U033cSPf/xjstksx44d49ChQ1x0\n0UW0tLTg8Xh46qmnMAyDH/zgB6V95oqayu+ePbBhA48dfJZ28bwzKUdgySEIwEN3Mf7sNWyylJW8\n4Q2wYimyMQQBLriAdxyIkfQ2k8qlUMW5haV41fJEP+Suj+zVg2bLLHJkZIDBwcGSuuByuVgmiuhe\nFwoe7Gr1KWO1Ph8+unfOrz/V8izE4+B2E89FsFNtiZ1wupCjw6Xa6Vg2jlSof9KQkmRi49Xkd6n6\n/AJ0dFVe5KeSX72QRRLPDNvz+tYuRnInGEmOYEs3MYc2jjPisjUb4Ie/mjbpGcDtauPqKdLnhz/8\nYaR4nFEpj5yfmfxqGqTGN+AR9NJ9VvI7qfzGhCxG2tsw8ut0gjHRzv2HHsaeWEMwWP4Mt956a+n2\nfffdRyaTqQy78ngQslnSAjVJrCxDSlJpmRIwtWHDhmLa89Irv7acB12Wyi3EJqHrpvI7hxPLcHfg\nSunmuTA8TNTpQBHKF69J/mYtg/F4QNBdxLNxsoUUDrkx7oSZ8Hede+GbzzaU/NrtsLflfPquLrtx\ndu3aVbptVYuCvvquAZoGQsZLUoEWy8l2Jii/VvKbV+bnvNi8xoNRsFEIBWHfPgacNtz2BvQBXESs\nXg1Sqo1nMgU4cYJVT+3k386/fEleOxg0z5c9nuvYYZk3Tqf8RqNw0Q0vkncMIK56hIcOVGYVWJXf\njuVzJ6/NzWZS+tatc951SdDiDRLJjjJR6Ces1U9+Ozrg9edt5pkTL3Dnsj/jg9K3wOJIWBTlN1M+\nnxaq/E7CrzTz1LEXyXsPs6nNHJckySxXGk9FOHfrVj5pmVTffffdPPLIIw157bNYPMyL/O7cuZN7\n7rmHRx99lK1bt7J161Z+97vfcfvtt/Pggw+yZs0aHnnkkVLAyYYNG3jb297Ghg0beP3rX883vvGN\nkiX6G9/4Bh/84AdZvXo1q1at4nWve928PkhN8vvAA3Dddbw4uoct4fOm2fN/EA7t4PO3+5ekrrMW\nhHe8g1v3Gow5PST1JIromNNkO6Gbq3rt30kS8jRuhdjlcpkKGJDNZrj33ntL2zZu3IgwPk7KraEU\nfDUnJ1bym9k3d+W3qt43FjPJb34ch1BtiU24PNjjo2azz1CIRDaBbNQ/2cnICsloMem0SH4nYjn6\nTy1NzS9Q5fCoRX7lM8T2fOGqFcRsRxlOjmAkGqf8hoIivHwDU9rDVj5GC3G5XcRTXOzZsmWL2dc0\nGmVYzqEYM5Nfnw/u+PgWvJRra63H26TyGxWzGKnax/d8IAjQpLbzixd+izS2GWvA9/r16/EWP08y\nmeTZZ5+tDLvyeosKbm3lV5YhabPTktUr7l+/fr25H4UlJ79S3oMuiTWVX7PPb/0nls8VZEyzmT3q\nR0aIaAoq5fFuci3EGt7o8QBZk/zqJNGWgPyuD22Aga11pczPhsnTX1XB73STW1b+vLt37y7d3ru3\nvLgYbq2v/tDpBDJe4jK0WA7wM4H8Wm3POVma1/l3zjkgxjpJ+1ywbx/9TgG3emav9AsCrGhq4/GR\nGIgiwZERBkJLE/Y0SX6HnK/hhli6VIbxwgsv1HQDPPssPNe/F1v/xVw88DXu2LWjItjIqvx2WzpH\n1AubzeyPfaaS3zZfkFh+mAmjnzZ3/eQX4OLuc+jJ7ebxG97Mrq4I+v5/KG2zuusahUy2HJa3UOUX\nzNigt7T8LT8dvR3cA3T6ysq+JvoZT41DSwv/2NnJZZddBkAul1tQ29azWBrMa6p7+eWXUygUeO65\n59izZw979uzhda97HYFAgIceeoiXX36ZBx54wKzBKuIzn/kMhw8f5sCBA1x//fWl+88//3z27dvH\n4cOHS/2C54Px8fHSbY/HA4UC3H8/ke0XEcuNsaVz9pYIr3Zks/CZz5zGN/C2t6HkoV+1k9JTKHNU\nft+5+Z287uQzDJ1y0EDhF6hMIP7KV75Sur1jxw4YHyfhUlAKvppkfZ2l5kM/dmzOr12T/Ho8JPIR\nHEK18pty+dHi42Ybr+ZmMvkMEvWvcmYklcxE8Xwpkt9Hf59jfGTplN+uKcrv5OJDyfZs6GcM+b3y\n/DYKaoRf7TxENhpqmPI7SWIsTs4qNLuaUDTYec89fO9732Pnzp3m+BaNMmTLoDIz+RUEeOtbVxHK\nlydr1hIUt9sNqRTjQgYj1TjlF2BDRwdHEnspDGxianerDksrlp07d1Ypv2QypIXa9mVZhpTNQShb\nqbIuX778tNme5YKHzDTkNzOHVkcAAc3HkEuAgQEYGWFEk7CLlYt9e/eCJacPrxeMtJtYJoZOCk1Z\nfPLrLR56jbY9B11u8i3l32/37t2kUikGBwf5whe+ULq/Y3V9PWE1DYyUl7hUqAhJq5UkvdSwKr85\nWZnX4uOaNZAb62TC7TCVX5eBu4GtABcLHd429sefIX/TjRwK+wh7O2ffqQFobzddE5oaZswvcfE5\n5dCiWordgQNA817e3drO//7ff8fBL0cYPGGqloZhVCi/ay2BTnPBl750RnU4qsCWto0khWGGQj9j\nZXhu5PeSDcuQIxuh5xJOXvQgn31yALtiDhh9fX0NT1zP6qnS7UYpvxd2bkVLm4saolA+Qd2Km1Qu\nSS7chDA4yA9+8IPSthdeeOGMaKV2FtPjNGmAjcfJkydLtzs6Onjxu88wmnHxjCuON30uK7pfNR91\n3liSVOeZ0NLCn5Y1ccIuk8qlUJi5R+lUaLLGMukCdL3xpUFW8mvtLfm2t70NxsaIOWXk3OzK76lE\nsvoBs2A65TeZj6CJ1eQ34wniSkZLNe3pXBpZrH+VU1cc5BIR849sFmQZQVpa27M1YRumU35P9wFr\nQrKJhKQuvnvsTvQXb1hQ6vpUXHHFzNsv3BRk3J5nYyjEe97znvIiwcQEg7Y0DmH2gBUhHKbFIpLm\nLXbhQCDA0IkU+wfS5BONU34Bbj7/SgDSh7dVtZjr2lDu5/mnP/2p2rmTzZISjJqJ37IMScHOulS6\ndO69613vwmazga6TFgtLTn4Vw0PGJlbbnouBV8ocAq88io9TDoOxl4rk1yFit1UOeJundPhRVSDr\nYiwRJ0dqSWo+Jw1WjSa/TW4vSTnJuuLFIZPJ8J3vfIcf/vCHFftsvuzCup87n/QSlXJscThKSt/k\nwv3phJX86sr8JuuSBD6hk1OiDQ4epM+dx+s4s23PABeGriaqD/PfVzbzzxf4S/WUi43Pfx4++lFw\nyz4OBuEaS+Dlb2tEOu/fD2sveYJ//f6/s/+6j/PYiiYmvv0NACKRCKmUSbhUYHnz8qX4CEuKrhY3\ny58w3XDnds1NRFqzBuL/9U9oO/9fctuv5TuXXME2W7kEZraQsblCzzUu8GoSnZ2gPXcbynDleON2\niTglDzGPCiMjdHd3s23bttL2p556qiGvfxaLg1cFIywUChXkt6uri+P//Cv+bfjNPLx/D7ahraW2\nPmdxevF/v+lGfrl+BSk9hYQD5xyv0ZOkdzGV30lIksTq1athfJyoU0TK11Z+V69eXQpe6c8X+NGP\nkiTnwIGnI7+JwjhaDduzEQzhScRM5TccJpvPIAn1k9+8opFPWsivoqDYTfK7VLbnqeTXOykj6TqG\nJJnK7yxtsJYSLa5W8hmFwOCbG2LznMRXvmJOxKbDpdsUIoqNkZNTWsBFowyISZy2OtJFVRVtGttt\nIBCg/3iaPceTFJKNVX4/8LqLUO8yWO+4suo8X39Rub6vpu05kyEtgCTWVn4Nw4FoV3nq0Ud59NFH\n+Y//+A9zYzZ72shv2mbUVH7TYhZFqv+L3brBzdFAjoGdh2BkhGE7aLaZV/sEAWwFF8ORIvlVF1/5\nXQzya7dDl7+TsXwP11nG5L/8y7807f5FXAhcXWf7Bk2DfMIkv6F8nre85S2lbbXaJi4lrLbnzALU\n+ia1g17JdHcc9et4XgHK7+bO5YSOfYzP7T/Ctzb18ZqV9S1mLBR2u3nM+hweXgrmuN5XHkN//OMf\nV8wlAXYdP8i6npeQV61B/KuP8Z+d2wj+8OcU8nl++tOflh63QgKfY/q2da9UNDVB/PAWpC8YbF4+\nt0CvYBAYPIfUwcvp6IB7gx/mEst4cd999zX0veZyjevzO4mODhi8/32s/cPTFfe7XOCSfIw7bWYJ\nGnDJJZeUtj/xxBMNef2zWBy8Ksjv0NBQKSnU7/fjdrvp7vsjv+cKdp96luSR886S3zMErrZVvDAy\nTCqXwlZwzNnqMzlJajT5ba5RyNnW1maqSWNjjNtB0muTX1VVS2TOAN7zrmexOKdnhZX8tra2QixG\n3qUBBqpUvXophlvwphIW23MaRah/lTOvOjHSxUmXroOiYJNN8ptKzbxvozCV/G7fvr30fgqSDZsg\nIUtnzvD0kx0Pof99Lx2tjbVin3cefOMb02+32yGmOtj7VOWEjGiUPlucFn99rTUkrfbE2u/34yBF\n1p0kF699fM8XDgdcdhncfHP1tnPP2crkS504cYITJ06UtrlcLshmSdqMmqFnigLkVPJ2FbfNxpVX\nXoky+cazWVJCoSZpXkwogpOULIK1J22xmDsn6Ki2+idit77bxothO+KBZ2F4mEG7gSbNbnVRDBdD\n0QnyQgZNbozqMRMWy/bcGQySK+jcuGnDtI//lAabOuqzmLrdkIn6GC5kIZGoKFOxlkstNQzDqFB+\nMwtQ61udnUQz5pj+p64UPu3MbnUE0NYGBx6+iAPSjzGG17N2xdKq1S6nyINrXVzwwANcXqzX1HWd\nu+66q+JxB4Wf8+GB5Yg73sDmzXDf6Ll8enAUu6rykY98pPS413htFbbYVwuamsx2mE4n87o+rFxp\n1s6uXQuDu67gD1eUXTC//vWvKxaAFoq8xfbscDRmAXCyGcjUBVyXC5yinzFbxhzrk0kuvvji0vYn\nn6wMRjuLMwuvijPVOnHq6uoCXad7dBdPbXuC3SOPkz52XilO/ixOL3Zc1sHhoR4GR1OI8yC/k8pv\no23Pq2sEVXRMHjRjY4zaDWw577QTPav1OXjN1Tz6TP1hKtb03UnlN+NQsAs+ZKm6x6ujtRV/Kl2y\nPWfzmTnZng27CyFTVNqKyq+eN8lvA1tzz4ipgVeloLtslpxkQxKUhiqsC8XKFTZAmNWmvBjIuTzs\n320hv4UCTEzQL03QEfr/2zvz8Kiq+w+/d/Ytmez7SkLYCZFVERXZRFGhiGgVbUGq4l7r0trFirut\nlKptf9Vq1eK+o4KggmwKsquAICRkISRk32Yy2/n9MclkAgkkIUy28z4PDzN37j1zb849d87nfLe2\niV+tpeX9wsLCMGLDbqnBY7N2utv7K6/APfecuD0lJoo0v3t7/fr1vtcWiwXq67EhWnR912oBtwGX\nUd9cbEJDwis3ugDfPDrFSJlJ47MAAN6FJY0Gl6hH3w7LL8CPUcFYsndDfj65Fg8m7akfeHqCya8o\nRi306PVnfiB3puW30UNRr4eoKAWjI4WMaeP5vX5si/sbQ7UE64Pb1LbZDKOGWfn+aD3U1DR5mdC8\ntnSgsdvteBoWSPSKgl3bcfGXEppIqeIdC06VhiBT98iXcDLi4oDioaQ4LoEN95Mc4Co/VitsTY7A\nkZLAg37lCl988UXfooTHA2WGjXz99SFGv/km48cPwbllMf+pdeD0Cx8J0hsYGN39Fxw6QuMcraMa\nde5c7/+pqXAsJ5pNSQkMVnufzzabjQ8//LATztKLx0/8+o/z06ExdZFfRSPA+1wxKCFU1Fd662eV\nlDSz/G7evLlZiJGke9ErxG9OTo7vdXJyMuzaxeFgI5XT/0y5u4AB4QO7LMOxpDnnZ4xEn/41n64p\nR+uxttvt+UxZfseMObG4vK/+b3k5ZQYBDkurK5/+4jeiQMNG1SMnzeLrT0tuzzajFiMhLQpAS0I8\nYXZHc8uvqu2WHpUpGHVjPTw/8fvQgxomTWpzM6eFWq1mdoO1d9asWQwZMsT7gc2GS69FjbZbid/G\nfg/U38cfTVwYVbl+iUGqqhAWCx6VhviYtvW7MbTlQGWNJoxgqig31qB1h3T64kd8fFNpHn+SIkNJ\nMDYl4dq+fbvvtdls9lpwVS1bcLVawKVvVfzaVG606sDePHqViRJzQ4bmRlwur/ilvl2WX4CcmEgi\nCvdDbi45FhfmNohfExHkVuSh8rQvi35HafwOl+vk+7UFlco7yTSZvDVgncWpfJNi4TbVVpShzdV1\nvDWEUmsbChH7MflcKz85HVBW1iwRZ0VFxemffAfxt3iZFYW606jN3D8qkT+fo6KkJBeVMygg/X+6\nxMQAHg3rbvqYpTdeEYgSv82wWkHrCSH7z3dy4YoVDGsIpHc4HKxZswaAI0c8GDd9xuLyKrbu2dNq\neZ5bBw2hMiQiYOceaGJiaPN85ngWL/YKZ63WawU2HDuPEeFNi9/Lli3rlHN0u914XE05F4I6aZKo\nKLB8Ofzxj823h4aCzt2Q8TkyEo4dIzEx0eu9hzeef9++fZ1yDpLOp1dIwl27dvleZ2RkwMaNrE9y\nkJ7/J1T1YQwe2I1m0X2cQRGD0JscrDm0Hos7odtYfrOysk4YDD7Lb2kp5SYFnK1np/YXv3GloYjU\nL9jdxpK/LYnfOr0KA6EtCsCw1EQibC4oKsIV4U2j2x5Ll9ocjMbZXPy63C7CQwM7Tu6+/U42hGh5\n9913faXPsNtxGbTdzvILUF4Ol14a+O9VJ8QS7ijAV12jtBSnNQizK5HYmLapVXNEy1k67bXBWKih\nxFh1yprBnUlchBmL38LXIb+U142W3zrcLXo0aLUgnAacRt2JbsZuNzbhRq8NUOa2BgxqEyUm5UTx\nq9XixoFB2874M0sk1Xoz1NdTaLRh0Z36gRekiiKv+jDqAIlf8IrV4zN5d5TvvvNakwcOBMr7cdvu\npzlmMDPGkNJsv4mR4RRa2hd7ODAljBx9DRQXdxvx6+/yHATYVB23/A5JTKRaW0C1ygUOy0lrh3cX\n9HpvMqnERLj99sB/v9UKGmcoR2OCUMrKiI+e4vvs6aefpq6ujpfeeBtbvvPEg3Xw1M138AoJRKZ+\nyM+0UGIKTLbqruB0PJ5Uqqb52tSpMLn/BLTpTWNw9erVzbzfOor/YlJQUJAvD0tnMGMGJyRnjYkB\n7CFU2Cu8lt9jx1AUheF+2cMPHDjQaecg6Vx6hfjdsqUpEH3MmDFUr13FxniFi4x/wvNYCQM7ln1e\ncgZQFIWJ/c6jMuYDVLXx3Sbm12g0kmhq/nRLSkoCmw0cDsr1HoTL0Oqk0j+ObHXxEdwim+Wf1bS8\nsx8ej6dZbcHo6GiorqbGoEInglsU27GJ0bhVAnJyqA+zolMZ2iUUdUGhGBrr4TWKX+EkyBJYwRCa\nnsZAu6tJ+ILX8qvtfm7P0OT+FGj0iUnEiuKmeOyyMioNRhwliW2uOWyNbTnuQ+fUUU0QbnU9Otrm\nRtoZaDQKWlPLK0mNlt8axdViLLtWC8Klx2k4Tvw2xK+7RODdng1qI8eMnCB+hUaDR3Gi17TPNzjd\nfBb7wkIhIYF6UYvVeGrxG6yJpLDuMCq3KWDit7aWEzJ5d5TGtUZFgcnmu6gqM/DloDt5rlyNLto7\n+CwWC7M1UBKS0q62JwxJpyAsG1FRgdVv5bQr3Z79k7xZhDgtt+d+iSYUp5lD5Yd6jPgFunRuFhIC\nKkcIFc5qSEqiel+T99fatWuZN28eLzb7VvQAACAASURBVL34pG/bzJkzWb9+PZ98sgoWRBN38V2M\ntmoZO3o2ITn7KAptPUa9p/Pii96439Nl6VK4YeoE9qbnc37DZM7tdvPf//73tNs+IWniGSY6GkRd\nKOX2BstvQ8iLfz6TQyerY9gONm0iYCFpfYUeL37dbjfffvut7/3okSNRf7Web5QppCQrgMKUKa0f\nLwk8I2KHga6Owh87ZvlVqVp2pTxdUkOaPzDHjh3rjauNjsbmsiMcrVtU/C2/AFFfmVm+bdspv7O8\nvByn07uyHBwc7C35U12N3ahFI4wtCsC4kDCOmUA4HNitZrQqfbvi7tSRMYTYmiy/DjXYg79nWGxg\nZyKx6f0IcghEvaNpo92OQ6dGhTZgZZe6O6bkdGJdFfiMVGVl7CnXUnckqc3i15I2AH0LT3uTTVCp\nM6AuHBdwa6kS1PLgN5u9Fs9aHOhacBfW6cDjMOAwaJqL38aFHI8LvTbQ4tdEkdHTotuzWujQats3\ncxkZOYFtkU5ITMRBDZHBpxa/ofpIjjkOg8vYrhJy3ZHf3ZJM/V/3Me6p35OElrszBB988AFbN2xg\nUk4e2f3OaVd7ieHhoOhxBVsJEU3u9l1p+S0rK/O9DhcCu7rj4jcmBpTKVL4v/h5hD+ox4rcrsVrx\nWe5cyf0IybeQmfkn3+fvvfce2Xu94RhqtZolS5Zw7rnncvHFU9DVnMO733/KExNTeOYzhaiqWkoi\nxrX8Rb0Ak8kbwtIZDE9MZW+Yhl/61WlfunQpde0pkdECJ9SKP8PExICj2s/yW1wMQL9+TTXsO1P8\nSjqXHi9+165d61vxiY2NJamoiGMmQfaRK5k40euucE77ficlZ5jBkd4V0n3fxnco5tdiOTOrYBHB\nzU17Z511Fhw92iB+bQhH627PwcHBDB7ctPJrLISd4b875XcWNzwwAaKiorwvqqqwG7UoomXrp0at\npsSgwRUWTr1wolX07bP8xiUQZm8wIzocfF+xH1XhWFIbvz9ABJstlJig9IBfMie7HZdOg4buZ/nt\nKqLShxNrr2kSv6WlVFoUqEokrY1lF02jxpB83NNeo9GgqXFQaXHg+nFKwOuAe4JbXp1vzPZcozjQ\nq1ux/Dr11Ou1NKsp1lCz2i1cgbf8aowcNbl8EyCgwfKrRtXKOD4ZZyeOY2X/EsR55+FUaogMOfWD\nMtIURZknF+Ewdpo1tqsYN87rEjv6HC3F//yEhburmHz4JwYcPMiuGAvWxPZb2Sz1A6k0BxHiF6Tc\nXcRvmKKA0nHxGxYG7pJ+7Dy6G1Hfem4KSRNWK3hqwympK6HYnEqG7iBVKf0ZO/7EJGtz584lJSXF\n9z4x724+tN3NB8NzORZ+NpvjIew493xJy4SHK9SVncW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erqZJib/l11HXNsuvSqXiZr8M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\nYII=\n" } ], "prompt_number": 92 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Peeters has suggested using an RMS window of 100ms, which is somewhat equivalent to a 5kHz low-pass filter.\n", "\n", "Peeters, G. (2004). A large set of audio features for sound description (similarity and classification) in the CUIDADO project (pp. 1\u201325). Retrieved from http://www.citeulike.org/group/1854/article/1562527" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sr = 44100\n", "L = 0.1\n", "win_len = sr * L\n", "print win_len" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "4410.0\n" ] } ], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "w_rms, win_lens = windowed_rms(src2, win_sizes=[win_len, 10000])\n", "\n", "for rms_plot in w_rms:\n", " plot(linspace(0, len(src2), len(rms_plot)), rms_plot)\n", "\n", "legend(win_lens)\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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jsT1rg1w/P7XU0JUr9h+TEBXB9eswaJBq3CZLfAshhBDlX8GmU4amTIHvvnPseGxBWyAD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\nU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AblSVeQdauM9hyN6tZqFD4sBEB6coe7hCMykqRz0qGpiQQcKdvbzQXu7oTo3ZWY9uJl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\nFUIIIYQQQgjhNiTIFUIIIYQQQgjhNv4/CnWrPDMS7r8AAAAASUVORK5CYII=\n" } ], "prompt_number": 94 }, { "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": {} } ] }