{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab --no-import-all inline\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "from scikits.talkbox import lpc, segment_axis, lpcres, slfilter\n",
      "from scipy.io import wavfile\n",
      "from scipy.signal import lfilter, cwt, ricker\n",
      "from pylab import specgram\n",
      "from pywt import wavedec, Wavelet"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Load a test speech file (this one was downloaded from http://freesound.org/people/kenders2000/sounds/175234/)\n",
      "(fs, s) = wavfile.read('test16k.wav')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "[<matplotlib.lines.Line2D at 0x3234710>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hW+R0ivT3s/b23TeZgM2b2+4PG0bTW6iNEksA4bXj/eijttvff8+nTAB4+eW22/4mrP37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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x17ba290>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Plot 200 time samples\n",
      "plt.stem(s[16000:16250])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 52,
       "text": [
        "<Container object of 3 artists>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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yXNy6sK5+UmdPbxJSBrWyekn5u9b+xv/ZazVTcH9jEVL1dPr0aaSmpiIlJQWx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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x6d2d0d0>"
       ]
      }
     ],
     "prompt_number": 52
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "framelen=int(20e-3*fs)\n",
      "specgram(s,NFFT=framelen, Fs=fs, noverlap=framelen/2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "(array([[  3.30201367e-06,   9.18928144e-06,   3.14102310e-08, ...,\n",
        "           4.24189229e-03,   4.34209426e-04,   1.52872759e-04],\n",
        "        [  6.69750584e-06,   3.22731931e-05,   2.78532979e-05, ...,\n",
        "           3.59938235e-02,   1.86911733e-02,   1.75584561e-03],\n",
        "        [  2.25436683e-06,   4.90477746e-05,   1.86466271e-05, ...,\n",
        "           1.17649547e-02,   3.60841656e-02,   2.74099922e-03],\n",
        "        ..., \n",
        "        [  2.16373606e-05,   8.76865656e-05,   1.39569527e-05, ...,\n",
        "           1.27055110e-04,   4.00769755e-06,   7.27515294e-06],\n",
        "        [  3.11366160e-05,   6.11904946e-05,   2.68151916e-06, ...,\n",
        "           1.06152112e-04,   3.74404656e-05,   2.62570491e-05],\n",
        "        [  4.42568862e-06,   2.48328217e-05,   1.43627794e-07, ...,\n",
        "           1.62956419e-05,   3.97694616e-05,   4.79740256e-08]]),\n",
        " array([    0.,    50.,   100.,   150.,   200.,   250.,   300.,   350.,\n",
        "          400.,   450.,   500.,   550.,   600.,   650.,   700.,   750.,\n",
        "          800.,   850.,   900.,   950.,  1000.,  1050.,  1100.,  1150.,\n",
        "         1200.,  1250.,  1300.,  1350.,  1400.,  1450.,  1500.,  1550.,\n",
        "         1600.,  1650.,  1700.,  1750.,  1800.,  1850.,  1900.,  1950.,\n",
        "         2000.,  2050.,  2100.,  2150.,  2200.,  2250.,  2300.,  2350.,\n",
        "         2400.,  2450.,  2500.,  2550.,  2600.,  2650.,  2700.,  2750.,\n",
        "         2800.,  2850.,  2900.,  2950.,  3000.,  3050.,  3100.,  3150.,\n",
        "         3200.,  3250.,  3300.,  3350.,  3400.,  3450.,  3500.,  3550.,\n",
        "         3600.,  3650.,  3700.,  3750.,  3800.,  3850.,  3900.,  3950.,\n",
        "         4000.,  4050.,  4100.,  4150.,  4200.,  4250.,  4300.,  4350.,\n",
        "         4400.,  4450.,  4500.,  4550.,  4600.,  4650.,  4700.,  4750.,\n",
        "         4800.,  4850.,  4900.,  4950.,  5000.,  5050.,  5100.,  5150.,\n",
        "         5200.,  5250.,  5300.,  5350.,  5400.,  5450.,  5500.,  5550.,\n",
        "         5600.,  5650.,  5700.,  5750.,  5800.,  5850.,  5900.,  5950.,\n",
        "         6000.,  6050.,  6100.,  6150.,  6200.,  6250.,  6300.,  6350.,\n",
        "         6400.,  6450.,  6500.,  6550.,  6600.,  6650.,  6700.,  6750.,\n",
        "         6800.,  6850.,  6900.,  6950.,  7000.,  7050.,  7100.,  7150.,\n",
        "         7200.,  7250.,  7300.,  7350.,  7400.,  7450.,  7500.,  7550.,\n",
        "         7600.,  7650.,  7700.,  7750.,  7800.,  7850.,  7900.,  7950.,\n",
        "         8000.]),\n",
        " array([ 0.01,  0.02,  0.03,  0.04,  0.05,  0.06,  0.07,  0.08,  0.09,\n",
        "         0.1 ,  0.11,  0.12,  0.13,  0.14,  0.15,  0.16,  0.17,  0.18,\n",
        "         0.19,  0.2 ,  0.21,  0.22,  0.23,  0.24,  0.25,  0.26,  0.27,\n",
        "         0.28,  0.29,  0.3 ,  0.31,  0.32,  0.33,  0.34,  0.35,  0.36,\n",
        "         0.37,  0.38,  0.39,  0.4 ,  0.41,  0.42,  0.43,  0.44,  0.45,\n",
        "         0.46,  0.47,  0.48,  0.49,  0.5 ,  0.51,  0.52,  0.53,  0.54,\n",
        "         0.55,  0.56,  0.57,  0.58,  0.59,  0.6 ,  0.61,  0.62,  0.63,\n",
        "         0.64,  0.65,  0.66,  0.67,  0.68,  0.69,  0.7 ,  0.71,  0.72,\n",
        "         0.73,  0.74,  0.75,  0.76,  0.77,  0.78,  0.79,  0.8 ,  0.81,\n",
        "         0.82,  0.83,  0.84,  0.85,  0.86,  0.87,  0.88,  0.89,  0.9 ,\n",
        "         0.91,  0.92,  0.93,  0.94,  0.95,  0.96,  0.97,  0.98,  0.99,\n",
        "         1.  ,  1.01,  1.02,  1.03,  1.04,  1.05,  1.06,  1.07,  1.08,\n",
        "         1.09,  1.1 ,  1.11,  1.12,  1.13,  1.14,  1.15,  1.16,  1.17,\n",
        "         1.18,  1.19,  1.2 ,  1.21,  1.22,  1.23,  1.24,  1.25,  1.26,\n",
        "         1.27,  1.28,  1.29,  1.3 ,  1.31,  1.32,  1.33,  1.34,  1.35,\n",
        "         1.36,  1.37,  1.38,  1.39,  1.4 ,  1.41,  1.42,  1.43,  1.44,\n",
        "         1.45,  1.46,  1.47,  1.48,  1.49,  1.5 ,  1.51,  1.52,  1.53,\n",
        "         1.54,  1.55,  1.56,  1.57,  1.58,  1.59,  1.6 ,  1.61,  1.62,\n",
        "         1.63,  1.64,  1.65,  1.66,  1.67,  1.68,  1.69,  1.7 ,  1.71,\n",
        "         1.72,  1.73,  1.74,  1.75,  1.76,  1.77,  1.78,  1.79,  1.8 ,\n",
        "         1.81,  1.82,  1.83,  1.84,  1.85,  1.86,  1.87,  1.88,  1.89,\n",
        "         1.9 ,  1.91,  1.92,  1.93,  1.94,  1.95,  1.96,  1.97,  1.98,\n",
        "         1.99,  2.  ,  2.01,  2.02,  2.03,  2.04,  2.05,  2.06,  2.07,\n",
        "         2.08,  2.09,  2.1 ,  2.11,  2.12,  2.13,  2.14,  2.15,  2.16,\n",
        "         2.17,  2.18,  2.19,  2.2 ,  2.21,  2.22,  2.23,  2.24,  2.25,\n",
        "         2.26,  2.27,  2.28,  2.29,  2.3 ,  2.31,  2.32,  2.33,  2.34,\n",
        "         2.35,  2.36,  2.37,  2.38,  2.39,  2.4 ,  2.41,  2.42,  2.43,\n",
        "         2.44,  2.45,  2.46,  2.47,  2.48,  2.49,  2.5 ,  2.51,  2.52,\n",
        "         2.53,  2.54,  2.55,  2.56,  2.57,  2.58,  2.59,  2.6 ,  2.61,\n",
        "         2.62,  2.63,  2.64,  2.65,  2.66,  2.67,  2.68,  2.69,  2.7 ,\n",
        "         2.71,  2.72,  2.73,  2.74,  2.75,  2.76,  2.77,  2.78,  2.79,\n",
        "         2.8 ,  2.81,  2.82,  2.83,  2.84,  2.85,  2.86,  2.87,  2.88,\n",
        "         2.89,  2.9 ,  2.91,  2.92,  2.93,  2.94,  2.95,  2.96,  2.97,\n",
        "         2.98,  2.99,  3.  ,  3.01,  3.02,  3.03,  3.04,  3.05,  3.06,\n",
        "         3.07,  3.08,  3.09,  3.1 ,  3.11,  3.12,  3.13,  3.14,  3.15,\n",
        "         3.16,  3.17,  3.18,  3.19,  3.2 ,  3.21,  3.22,  3.23,  3.24,\n",
        "         3.25,  3.26,  3.27,  3.28,  3.29,  3.3 ,  3.31,  3.32,  3.33,\n",
        "         3.34,  3.35,  3.36,  3.37,  3.38,  3.39,  3.4 ,  3.41,  3.42,\n",
        "         3.43,  3.44,  3.45,  3.46,  3.47,  3.48,  3.49,  3.5 ,  3.51,\n",
        "         3.52,  3.53,  3.54,  3.55,  3.56,  3.57,  3.58,  3.59,  3.6 ,\n",
        "         3.61,  3.62,  3.63,  3.64,  3.65,  3.66,  3.67,  3.68,  3.69,\n",
        "         3.7 ,  3.71,  3.72,  3.73,  3.74,  3.75,  3.76,  3.77,  3.78,\n",
        "         3.79,  3.8 ,  3.81,  3.82,  3.83,  3.84,  3.85,  3.86,  3.87,\n",
        "         3.88,  3.89,  3.9 ,  3.91,  3.92,  3.93,  3.94,  3.95,  3.96,\n",
        "         3.97,  3.98,  3.99,  4.  ,  4.01,  4.02,  4.03,  4.04,  4.05,\n",
        "         4.06,  4.07,  4.08,  4.09,  4.1 ,  4.11,  4.12,  4.13,  4.14,\n",
        "         4.15,  4.16,  4.17,  4.18,  4.19,  4.2 ,  4.21,  4.22,  4.23,\n",
        "         4.24,  4.25,  4.26,  4.27]),\n",
        " <matplotlib.image.AxesImage at 0x17f8ed0>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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h6GRNWlrXJlrPgnA1JCDyCoqJMQJXIfwY8ZypM6I0es1FkiCSBPqCpG2Do6ChjQMYYCZQ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\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bZ8PdpeAG/I/8t/wa/4a2tYDtSX7vIxxmeHybr3DEKpfNexSqU/7d936NL5jv8r5zlZrT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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3ab4650>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Segment the input vector into non-overlapping frames of 20 ms\n",
      "X = segment_axis(s, framelen)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Compute the 10th order LPC coefficients (a), the total residual (e), and the reflection coefficients (k) for each frame\n",
      "(a, e, k) = lpc(X, 20)\n",
      "# Compute the LPC residual vectors\n",
      "res = lpcres(X,20)\n",
      "# Resynthesize first frame\n",
      "y = lfilter([1.0], a[100], res[100])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.subplot(211)\n",
      "plt.plot(X[100],'b',y,'rx')\n",
      "plt.subplot(212)\n",
      "plt.plot((y - X[100])**2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "[<matplotlib.lines.Line2D at 0x401cb90>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2X4sszfNx7BgSEr2xal8oa32Vmald3qZbzFkRvBWWmha/FE0NLz2d7roF0/uj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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3ceb790>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Resynthesize the whole file\n",
      "Y = slfilter(np.ones((len(a),1)),a,X)\n",
      "yall = np.concatenate(Y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from audiodisplay import Audio\n",
      "Audio(data=s, rate=fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
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       "metadata": {},
       "output_type": "pyout",
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    {
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     "input": [
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     ],
     "language": "python",
     "metadata": {},
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        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
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        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
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        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "\" type=\"audio/wav\" />\n",
        "          Your browser does not support the audio element.\n",
        "        </audio>\n",
        "        "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "<audiodisplay.Audio at 0x427c410>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(np.concatenate(res))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "[<matplotlib.lines.Line2D at 0x429f350>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HHwSGDPF/+XqkdgmsoQG4cMFxWiDvc8GAiSWIqPVjsj8wNDZ6fqCoqFD+BvKPfNUq23MZ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\n/X+HFO6UuQfMuQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3cee190>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Plotting some Daubechies wavelet functions with different widths\n",
      "wavelet = Wavelet('db2')\n",
      "\n",
      "for i in range(5):\n",
      "    phi, psi, x = wavelet.wavefun(level=i+1)\n",
      "    plt.subplot(5,2,2*i)\n",
      "    plt.plot(phi)\n",
      "    plt.subplot(5,2,2*i+1)\n",
      "    plt.plot(psi)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WlvlznAcALy+vOjvwqgchvXr1Ql5eHp4+fQoTExNoampi8+bNGDJkCNdmSIUy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\nABAQEBBopAgDgICAgEAj5f8Dk9nektU8RWwAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x74b5d50>"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# 3 level decomposition of the speech signal\n",
      "coeffs = wavedec(s, 'db2', level=3)\n",
      "\n",
      "for i in range(len(coeffs)):\n",
      "    plt.subplot(len(coeffs),1,i)\n",
      "    plt.plot(coeffs[i])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8eeCFF8TTosbRz5PDQzYittNgQw6SugiQFQ6HIzJr1xLxR9V+EKvctPmL5fHH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\n6t2yxfr/gwcLuw6tAbnqTUnMjeXG3IJeeWbMSW7f1ptvCvl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       "text": [
        "<matplotlib.figure.Figure at 0x560a690>"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(coeffs[3].astype(np.int16), rate=fs/2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
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        "          Your browser does not support the audio element.\n",
        "        </audio>\n",
        "        "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 44,
       "text": [
        "<audiodisplay.Audio at 0x4f8f2d0>"
       ]
      }
     ],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(coeffs[2].astype(np.int16), rate=fs/4)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA//8AAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAA//8AAAAAAQAAAAAAAAAAAAAAAAAAAAEA\n",
        "\" type=\"audio/wav\" />\n",
        "          Your browser does not support the audio element.\n",
        "        </audio>\n",
        "        "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 45,
       "text": [
        "<audiodisplay.Audio at 0x6956c90>"
       ]
      }
     ],
     "prompt_number": 45
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(coeffs[1].astype(np.int16), rate=fs/8)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "AAAA//8AAAAAAAAAAAAA\n",
        "\" type=\"audio/wav\" />\n",
        "          Your browser does not support the audio element.\n",
        "        </audio>\n",
        "        "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 46,
       "text": [
        "<audiodisplay.Audio at 0x6956c50>"
       ]
      }
     ],
     "prompt_number": 46
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(coeffs[0].astype(np.int16), rate=fs/8)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
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       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 48,
       "text": [
        "<audiodisplay.Audio at 0x6956410>"
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     ],
     "prompt_number": 48
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}