{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Audio demos"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "In this Notebook, we show a couple of ways of working with audio data.  This \n",
      "includes both playing the audio as well as working with the raw audio data as NumPy\n",
      "arrays."
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Working with audio data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "First, we show how the `Audio` class can be used to play raw audio data in a NumPy \n",
      "array."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from audiodisplay import Audio"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n",
        "For more information, type 'help(pylab)'.\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here we create a simple signal at A (440 Hz):"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "max_time = 3\n",
      "f = 440.0\n",
      "rate = 44100.0\n",
      "times = np.arange(max_time*rate)/rate\n",
      "signal = 2.0**16*np.sin(2*pi*f*times)/2.0\n",
      "signal = signal.astype(np.int16)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 54
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The signal looks as you might expect:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(signal[0:500])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 58,
       "text": [
        "[<matplotlib.lines.Line2D at 0x111da2a10>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XpLFJKTxJOIcMYe1Ejz2ynhg0AlJYyILEQI9cmDSJnYOjp4l0mw0ICgL8/Qd2X0gIayC3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\ncDgewQWEw+FwOB7x/wEgwxVvP0lCugAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e8201d0>"
       ]
      }
     ],
     "prompt_number": 58
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can simply pass the NumPy array and the sampling rate to the `Audio` object to get\n",
      "an HTML5 audio widget. This widget and audio data will be embedded in the notebook so\n",
      "the audio can be played back later."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(data=signal, rate=rate)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "        <audio controls=\"controls\" >\n",
        "          <source controls src=\"data:audio/wav;base64,UklGRrwJBABXQVZFZm10IBAAAAABAAEARKwAAIhYAQACABAAZGF0YZgJBAAAAAQIARDuF8IfdycE\n",
        "L2I2iT1yRBZLb1F2VyVddmJkZ+prBHCtc+J2n3nie6h97364f/9/xn8Nf9N9G3zneTd3EHR0cGds\n",
        "7WcKY8RdIFgjUtNLN0VVPjU33S9VKKQg0xjpEO0I6QDl+Ofw+Ogg4WfZ1dFyykTDVLyntUavNal8\n",
        "oyCeJpmUlG6QuIx2iauGWoSGgi+BWYACgC2A2IADgqyD04V0iI6LHY8dk4uXYpydoTinK61yswW6\n",
        "38D5x0vPztZ63kjmMO4q9i7+MgYyDiMW/R26JVEtujTuO+ZCmkkFUB9W4ltJYU5m7Gofb+JyMnYK\n",
        "eWl7TH2wfpV/+n/ff0J/Jn6KfHJ63nfSdFBxXW37aDBkAF9wWYZTSU2+Rus/2TiNMQ8qZyKcGrcS\n",
        "vwq8Arf6t/LD6ubiJduK0xvM4cTivSW3srCPqsGkT58/mpWVVZGGjSmKQ4fWhOWCcoF+gAuAGICm\n",
        "gLSBQINLhdGHz4pEjiuSgJZAm2Wg6qXJq/2xgLhLv1fGnM0V1bjcf+Ri7Fn0W/xgBGEMVhQ3HPsj\n",
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        "\" type=\"audio/wav\" />\n",
        "          Your browser does not support the audio element.\n",
        "        </audio>\n",
        "        "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 57,
       "text": [
        "<audio.Audio at 0x10e67eed0>"
       ]
      }
     ],
     "prompt_number": 57
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Working with a .wav file"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Second, we show how to load audio data from a `.wav` file. Here we have a 5 second\n",
      "clip from J.S. Bach's Cello Suite #3 in C."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "filename = 'data/Bach Cello Suite #3.wav'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(filename=filename)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "        <audio controls=\"controls\" >\n",
        "          <source controls src=\"data:audio/wav;base64,UklGRnR1DQBXQVZFZm10IBAAAAABAAIARKwAABCxAgAEABAAZGF0YVB1DQAAAP3/AAD9/wAA/v8A\n",
        "AP7/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA\n",
        "/f8AAP3/AAD9/wAA/f8AAP3/AAD+/wAA/v8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9\n",
        "/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/v8AAP7/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/\n",
        "AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/v8AAP7/AAD9/wAA/f8AAP3/AAD9/wAA/f8A\n",
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        "/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD+/wAA/v8AAP3/AAD9\n",
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        "/f8AAP3/AAD9/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD+/wAA/f8AAP3/AAD9/wAA/f8AAP3/AAD9\n",
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        "/FvzrvyB86v8o/Op/Mjzrvz687n8NfTJ/Hf04/zD9Av9IvVB/ZL1fv0F9rj9d/bw/fL2Iv5w90v+\n",
        "6fdp/l34fP7I+In+LvmR/o/5kP7k+Yv+MPqE/nX6fP65+nX+/fpw/kT7c/6Q+37+6PuP/lH8o/7H\n",
        "/Lv+QP3U/rL96P4f/vb+hv4E/+v+F/9T/yz/u/87/xcAP/9pAET/wABO/x0BVP9zAVb/xgFa/yIC\n",
        "Vv+AAkT/2AIr/yoDFP98AwD/0QPs/iYE4P56BN/+ywTg/hcF6f5kBQD/uAUZ/woGMP9YBkn/pgZd\n",
        "/+oGa/8lB3v/XweJ/5MHmv/CB7b/8AfT/xUI+P87CC4AbwhtAKgItADlCAwBLQlpAXoJvwHJCQ0C\n",
        "FwpYAmIKowKwCuYC+QoXAzILNgNaC0kDeQtfA5kLeQOzC4oDwAuWA8cLmQPCC5kDtguiA7YLqQOz\n",
        "C6gDpQukA5ILlwN1C4gDVQt+AzkLcgMZC2AD9QpGA88KKAOnCgsDgArmAlAKwwIqCqcCDQqEAuAJ\n",
        "agK1CV0CnQlLAogJRgJ8CUkCbwlGAloJTgJWCV8CUAlvAj4JigI1CasCMwnOAigJ8QIZCREDDQks\n",
        "A/YIQQPOCFYDrAhsA5UIhgN6CLIDZQjjA1YICgRHCDYEQghcBDUIegQeCKIEEgjCBAMI2ATsB+0E\n",
        "0Af6BKoHAgV+BwkFSgcQBQwHGwXQBiUFlgYvBVsGNAUWBioFwAUgBWsFGQUWBQ0FtwT2BE8EyATW\n",
        "A4sESwNKBLkC/AMnAqQDlgFBA/MA0gJDAGQCov/1AQX/iQFj/iIBwP2yABj9SAB9/On/9PuJ/237\n",
        "N//0+uz+hfqg/iD6YP7N+SX+efnt/Sf5vP3k+I39qfhm/Xr4Qv1R+CD9LPgO/RP4+vz999786ffQ\n",
        "/Oj3y/zo98786vfg/AD4+vwk+CH9U/hc/Zn4ov3y+Ob9S/km/qH5aP4F+q7+cvr5/t/6Sf9Q+4//\n",
        "wvvD/yr87P+K/BAA5/w4AEb9VgCX/WMA3v1xADD+eQB6/nwAtf6LAPv+lQA7/5cAbP+ZAJr/kgC7\n",
        "/4sA0P+OAOj/igD6/4UADQCLACoAigA+AIAARwB/AFEAhwBYAJEAWQCjAF4AwQBdAOMARwAEASwA\n",
        "JgEXAEwB/f90Adn/mgG1/7YBkP+9AV3/tgEj/6gB6f6IAZn+YQE4/kIB3f0pAYb9EAEq/e8AxPzE\n",
        "AFj8oAD1+3sAmftKADr7FQDZ+uT/dvq0/x/6gP/S+Uj/ifkV/0r53P4L+aL+zfh+/p/4Z/57+FL+\n",
        "YPhB/k/4NP5B+DH+Q/gw/lL4L/5j+Db+dfg=\n",
        "\" type=\"audio/wav\" />\n",
        "          Your browser does not support the audio element.\n",
        "        </audio>\n",
        "        "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "<audiodisplay.Audio at 0x1121ab810>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Again, the widget and audio data are embedded in the notebook.\n",
      "\n",
      "We can also read the raw audio data in as a NumPy array and perform some basic\n",
      "visualization."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.io import wavfile"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rate, bach = wavfile.read(filename)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(12,4))\n",
      "ax1.plot(bach[:,0]); ax1.set_title('Raw audio signal');\n",
      "ax1.locator_params(nbins=6)\n",
      "ax2.specgram(bach[:,0]); ax2.set_title('Spectrogram');\n",
      "ax2.locator_params(nbins=6)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/MkRIzVLRIY586gwI8fFGhtTkkFTY9OIWB6zdjNHI6ecNmvSxSelmbWw3xWwl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M8VBJZYtgQFqEDjuoHtaoJ6smWarpDi9YnTJbH+HsK3QzrwV1We8JfFK6/rjbw+5/5i2/2tv/Wt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\nINYBAgQIECBAgAABArwB+P9G0bGNwQ5g3gAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11061b610>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}