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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": 37
    },
    {
     "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": 38,
       "text": [
        "('simpleLoop.wav', <httplib.HTTPMessage instance at 0x10935ff80>)"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "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": 39
    },
    {
     "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": 40,
       "text": [
        "<IPython.lib.display.Audio at 0x10945a150>"
       ]
      }
     ],
     "prompt_number": 40
    },
    {
     "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": 41,
       "text": [
        "[<matplotlib.lines.Line2D at 0x10a54df90>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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o/vXuAL6Bnd8nwK7fAOw60WcAjjYYS5hbALwMYJzpQCJ8D2Bv00FE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\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a52c050>"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "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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oc0CafZr4UNAoEGeCLKoxYMm5jps2+0zwkEWwmdTsAfaYJMLhjhuVPlvMUyOI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3qufqkKQRUXP3jxGwavu7XMG907hMgyyAHhRpG3m5+xzhQf85YRlEIMGeWME1PCw3n9pQEIUzX8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MIFnnGUCGXiFPDSokaAGkF2SRPrkNNdTw3QgAJUPX6EO2BFBEKVFp66iUfXsZDoah5Qw0Ed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fJti9MsWDAQY+2mO33kszrKLlHcJuiQBVUae2F+BV0Gzz4VxB3Cqg5V38jTqTyxtUCXDM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\n1gmYcovTbEc7Snm0qRzJWolSIkjdDvCJ1J+xNfA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KGnfKmlDnZR1FRxxiczW6Ti9SrYSo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\nf+Z/A5eX6xK8BBU3AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10936c0d0>"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "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": 43
    },
    {
     "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": 44
    },
    {
     "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": 45,
       "text": [
        "<IPython.lib.display.Audio at 0x109295e10>"
       ]
      }
     ],
     "prompt_number": 45
    },
    {
     "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": 46
    },
    {
     "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": 47
    },
    {
     "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": 48,
       "text": [
        "<IPython.lib.display.Audio at 0x10a54d610>"
       ]
      }
     ],
     "prompt_number": 48
    },
    {
     "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": 49
    },
    {
     "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": 50
    },
    {
     "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": 51
    },
    {
     "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": 52,
       "text": [
        "<IPython.lib.display.Audio at 0x10a55b1d0>"
       ]
      }
     ],
     "prompt_number": 52
    },
    {
     "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": 53
    }
   ],
   "metadata": {}
  }
 ]
}