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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Exercise: Understanding Audio Features through Sonification"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is an *exercise* notebook. It's a playground for your Python code. Feel free to write and execute your code without fear.\n",
      "\n",
      "When you see a cell that looks like this:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot?"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "that is a cue to use a particular command, in this case, `plot`. Run the cell to see documentation for that command. (To quickly close the Help window, press `q`.) \n",
      "\n",
      "For more documentation, visit the links in the Help menu above. Also see the other notebooks; all the exercises here are covered somewhere else in separate notebooks."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This exercise is loosely based upon \"Lab 1\" from previous MIR workshops ([2010](https://ccrma.stanford.edu/workshops/mir2010/Lab1_2010.pdf))."
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Goals"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "In this lab, you will segment, feature extract, and analyze audio files."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "1. Detect onsets in an audio signal.\n",
      "2. Segment the audio signal at each onset.\n",
      "3. Compute features for each segment.\n",
      "4. Gain intuition into the features by listening to each segment separately."
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Step 1: Retrieve Audio"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Download the file `simpleLoop.wav` onto your local machine."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import urllib\n",
      "#url = 'https://ccrma.stanford.edu/workshops/mir2014/audio/simpleLoop.wav'\n",
      "#url = 'https://ccrma.stanford.edu/workshops/mir2014/audio/CongaGroove-mono.wav'\n",
      "url = 'https://ccrma.stanford.edu/workshops/mir2014/audio/125BOUNC-mono.WAV'\n",
      "urllib.urlretrieve(url, filename='simpleLoop.wav')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 52,
       "text": [
        "('simpleLoop.wav', <httplib.HTTPMessage instance at 0x4fe5950>)"
       ]
      }
     ],
     "prompt_number": 52
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Save the audio signal into an array."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import MonoLoader\n",
      "fs = 44100.0\n",
      "song = MonoLoader(filename='simpleloop.wav')()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 53
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Listen to the audio signal."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import Audio\n",
      "Audio(data=song, rate=fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
        "                    <source src=\"data:audio/wav;base64,[encoded data, 903228 characters]\" type=\"audio/wav\" />\n",
        "                    Your browser does not support the audio element.\n",
        "                </audio>\n",
        "              "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 54,
       "text": [
        "<IPython.lib.display.Audio at 0x42a0b50>"
       ]
      }
     ],
     "prompt_number": 54
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Display the audio signal."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = arange(len(song))/fs\n",
      "plot(t, song)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 55,
       "text": [
        "[<matplotlib.lines.Line2D at 0x4d084d0>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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rRW/b+vXVZ+14OHQIWLQofLl589Tn4GPD7hvaooYMkR2BOJe+pfa7+mr+ddau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\nk0IAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x42a0650>"
       ]
      }
     ],
     "prompt_number": 55
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Display the spectrogram."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "S, freqs, bins, im = specgram(song, NFFT= 1024, Fs=fs, noverlap=512)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HgjdZCN7h9NA5IoEKh7lOVCvh+d8bJFMFNu/MUBZidDajmKqIB52ikGB9ZZyQ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yYumgwJa8iGTqnjQC4S5ibPIqNTHHLR7JKIkUVDpkyQFi4aeHjB8RGTwYfMpE9hyCIznGDc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\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W6thp8mf85/gpkSXMKPeYY4oFxqXhagIl8P6yTuRWHm6B5VEYUpd5iTdI00XgYgtLaFzi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\nBAUUUEAB73IUDEEBBRRQwLsc/xv37hfmdrv2qgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x4cf8250>"
       ]
      }
     ],
     "prompt_number": 56
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Step 2: Detect Onsets"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Find the times, in seconds, when onsets occur in the audio signal."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import OnsetRate\n",
      "get_onsets = OnsetRate()\n",
      "onset_times = array([0]) # placeholder\n",
      "onset_times, onset_rate = get_onsets(song)\n",
      "print onset_times"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[ 0.01160998  0.47600907  0.95201814  1.18421769  1.42802715  1.68344676\n",
        "  1.79954648  1.91564631  2.14784575  2.39165545  2.63546491  2.75156474\n",
        "  2.86766434  3.09986401  3.34367347  3.59909296  3.71519279  4.0634923\n",
        "  4.30730152  4.55111122  4.66721106  4.79492044  5.02712011  5.27092981\n",
        "  5.51473904  5.63083887  5.99074841  6.23455763  6.59446716  6.710567\n",
        "  6.94276667  7.08208609  7.18657589  7.33750582  7.44199562]\n"
       ]
      }
     ],
     "prompt_number": 57
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Convert the onset times into sample indices."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "onset_samples = [int(fs*i) for i in onset_times]\n",
      "print onset_samples"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[511, 20992, 41984, 52224, 62975, 74240, 79359, 84480, 94719, 105472, 116224, 121344, 126463, 136704, 147455, 158719, 163840, 179200, 189951, 200704, 205824, 211455, 221695, 232448, 243199, 248319, 264192, 274943, 290816, 295936, 306176, 312319, 316927, 323584, 328192]\n"
       ]
      }
     ],
     "prompt_number": 58
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Play a \"beep\" at each onset."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import AudioOnsetsMarker\n",
      "onsets_marker = AudioOnsetsMarker(onsets = onset_times, type='beep')\n",
      "with_beeps = onsets_marker(song)\n",
      "Audio(data=with_beeps, rate=fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
        "                    <source src=\"data:audio/wav;base64,[encoded data, 903228 characters]\" type=\"audio/wav\" />\n",
        "                    Your browser does not support the audio element.\n",
        "                </audio>\n",
        "              "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 59,
       "text": [
        "<IPython.lib.display.Audio at 0x54a83d0>"
       ]
      }
     ],
     "prompt_number": 59
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Step 3: Segment the Audio"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Save into an array, `segments`, 100-ms segments beginning at each onset."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frame_sz = int(0.1*fs)\n",
      "#segments = array([zeros(frame_sz), ones(frame_sz)]) # placeholder\n",
      "\n",
      "segments = array([song[i:i+frame_sz] for i in onset_samples])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 60
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is a function that adds 300 ms of silence onto the end of each segment and concatenates them into one signal.\n",
      "\n",
      "Later, we will use this function to listen to each segment, perhaps sorted in a different order."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def concatenate_segments(segments, fs=44100, pad_time=0.3):\n",
      "    padded_segments = [concatenate([segment, zeros(int(pad_time*fs))]) for segment in segments]\n",
      "    return concatenate(padded_segments)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 61
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Listen to the newly concatenated signal."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "concatenated_signal = concatenate_segments(segments, fs)\n",
      "Audio(data = concatenated_signal, rate = fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
        "                    <source src=\"data:audio/wav;base64,[encoded data, 1646460 characters]\" type=\"audio/wav\" />\n",
        "                    Your browser does not support the audio element.\n",
        "                </audio>\n",
        "              "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 62,
       "text": [
        "<IPython.lib.display.Audio at 0x4cf8310>"
       ]
      }
     ],
     "prompt_number": 62
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Step 4: Extract Features"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "For each segment, compute the zero crossing rate."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import ZeroCrossingRate\n",
      "zcr = ZeroCrossingRate()\n",
      "zcrs = [zcr(segment) for segment in segments]\n",
      "print zcrs"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[0.18526077270507812, 0.13650794327259064, 0.12176870554685593, 0.05736961588263512, 0.09546485543251038, 0.13469387590885162, 0.2839002311229706, 0.03151927515864372, 0.01587301678955555, 0.11337868124246597, 0.11655329167842865, 0.009977323934435844, 0.07369614392518997, 0.015192743390798569, 0.1002267599105835, 0.14421768486499786, 0.2621315121650696, 0.01655328832566738, 0.10634920746088028, 0.11882086098194122, 0.011791382916271687, 0.07392290234565735, 0.01655328832566738, 0.11156462877988815, 0.14353741705417633, 0.10204081982374191, 0.031292516738176346, 0.09342403709888458, 0.007936508394777775, 0.0734693855047226, 0.015192743390798569, 0.048072561621665955, 0.09773242473602295, 0.11541949957609177, 0.18231292068958282]\n"
       ]
      }
     ],
     "prompt_number": 63
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "zcr = ZeroCrossingRate"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 64
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Use `argsort` to find an index array, `ind`, such that `segments[ind]` is sorted by zero crossing rate."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ind = argsort(zcrs)\n",
      "#ind = arange(2) # placeholder\n",
      "print ind"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[28 11 20 30 13  8 22 17 26  7 31  3 29 12 21 27  4 32 14 25 18 23  9 33 10\n",
        " 19  2  5  1 24 15 34  0 16  6]\n"
       ]
      }
     ],
     "prompt_number": 65
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Sort the segments by zero crossing rate, and concatenate the sorted segments."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "concatenated_signal = concatenate_segments(segments[ind], fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 66
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Step 5: Listen to Segments"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Listen to the sorted segments. What do you hear?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Audio(data = concatenated_signal, rate = fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
        "                    <source src=\"data:audio/wav;base64,[encoded data, 1646460 characters]\" type=\"audio/wav\" />\n",
        "                    Your browser does not support the audio element.\n",
        "                </audio>\n",
        "              "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 67,
       "text": [
        "<IPython.lib.display.Audio at 0x54a8350>"
       ]
      }
     ],
     "prompt_number": 67
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Bonus"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Repeat the steps above for the following audio files:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "url = 'https://ccrma.stanford.edu/workshops/mir2014/audio/CongaGroove-mono.wav'\n",
      "url = 'https://ccrma.stanford.edu/workshops/mir2014/audio/125BOUNC-mono.WAV'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 68
    }
   ],
   "metadata": {}
  }
 ]
}