{
 "metadata": {
  "name": "Audio File IO"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Python wave module"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import wave"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 200
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "http://docs.python.org/2/library/wave.html"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fp = wave.open(\"passport.wav\", 'r')\n",
      "print fp"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "<wave.Wave_read instance at 0x795d950>\n"
       ]
      }
     ],
     "prompt_number": 201
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print fp.getframerate(), fp.getnchannels(), fp.getnframes(), fp.getsampwidth(), fp.getcomptype(), fp.getcompname()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "44100 1 331098 2 NONE not compressed\n"
       ]
      }
     ],
     "prompt_number": 202
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fp.getparams()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 203,
       "text": [
        "(1, 2, 44100, 331098, 'NONE', 'not compressed')"
       ]
      }
     ],
     "prompt_number": 203
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "bytes = fp.readframes(8)\n",
      "print bytes"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Y\u0000\ufffd\u0000\ufffd\u0000\ufffd\u0000\ufffd\u0000\ufffd\u0000\ufffd\ufffd\ufffd\ufffd\n"
       ]
      }
     ],
     "prompt_number": 204
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for byte in bytes:\n",
      "    print ord(byte), "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "89 0 225 0 182 0 137 0 188 0 129 0 252 255 179 255\n"
       ]
      }
     ],
     "prompt_number": 205
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for byte in bytes:\n",
      "    print bin(ord(byte)),"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0b1011001 0b0 0b11100001 0b0 0b10110110 0b0 0b10001001 0b0 0b10111100 0b0 0b10000001 0b0 0b11111100 0b11111111 0b10110011 0b11111111\n"
       ]
      }
     ],
     "prompt_number": 206
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import struct"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 207
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "http://docs.python.org/2/library/struct.html#format-characters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "struct.unpack(\"hhhhhhhh\", bytes)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 208,
       "text": [
        "(89, 225, 182, 137, 188, 129, -4, -77)"
       ]
      }
     ],
     "prompt_number": 208
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fp.rewind()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 209
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "samples = []\n",
      "for i in range(fp.getnframes()):\n",
      "    s = fp.readframes(1)\n",
      "    samples.append(struct.unpack('h', s))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 210
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(samples)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 211,
       "text": [
        "[<matplotlib.lines.Line2D at 0x21b20f10>]"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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bN8Nut2Po0KFYvnw5BgwY4L6GZjIEQYQTNJNRkaqqKiQkJCA+Ph6RkZEYP348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\nyRAEQRCa8f8BmoyZPSQLXLoAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 211
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "samples = np.array(samples)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 212
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "samplesnorm = samples/2**15"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 213
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(samplesnorm)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 214,
       "text": [
        "[<matplotlib.lines.Line2D at 0x21afd4d0>]"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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      }
     ],
     "prompt_number": 214
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(samplesnorm)\n",
      "xlim((0, 100))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 215,
       "text": [
        "(0, 100)"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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toKWe05KhAL6gWC8AAxRANigAb9gogMSTfyjkfh8kPRTAF1AAMqAAvOFXASRe\nwE1351Gnj0nqOS0ZCuALgiYAqYkJKQLw8lpQYhnRzedSe8WvAkgsv6YbMwqgcFgpADe3sC3Wx0EC\n+j+6zk3tUhMTEj76T0eSxtTHE+o+j3U8Dqc1ZTqW198nmbFSAOwAil+DLqR0AF7PBVPj69cOINux\n2AEUDgrgC4ImgES7bWKZIhOJWnIlsSiAzFAA+dcXZCiALwiaAEIhectAUiY6BTADBWA3rgXwu9/9\nDnV1dZg3bx56e3szbtfe3o7q6mosXboUBw4ccHu4vPC7ALq7u/Pan9vapU2YdI8j3VgEVQBOzoug\nCMDEeWEjrgVw++2347XXXsM3vvGNjNtMTk5i165daG9vx5kzZ/Dqq6+ir6/P7SEdQwHoqaPYSJno\nFMAMFIDduD5Vqqurc27zzjvvYMmSJbjlllsAANu2bcPrr7+Ompoat4d1hJuIo9foXz5IuBlcIerw\nitPHIf1mcIC5sdV9HhfrZnDZjiXlvLCRgl7znj9/HosXL57+vrKyEn/5y18KeUgAwIIFwIsvAidO\nOP+dTz8FSksLV1MyCxYAx48Dmzal//f+fuC995zvb3QUWLjQXR3btsX/K4ErV5z9DUpLgUuXMo+f\nV/7nf4DVq73tY8EC4D/+A/jKV7SUBMDZefHee3rP4wULgP37gcOH3e/jf//XWU0LFgA7dswds//7\nP+e/PzxcuPPCSlQW7r//frV8+fI5X21tbdPbRCIR9d5776X9/d///vfqsccem/7+5ZdfVrt27Uq7\nLQB+8Ytf/OKXiy+3ZO0AOjo6sv1zThYtWoShoaHp74eGhlBZWZl2W5XuPeCEEEIKhpYYaKYn79Wr\nV+Ps2bMYHBzElStXcPToUTQ2Nuo4JCGEEI+4FsBrr72GxYsXo6enBw0NDdiwYQMAYHh4GA0NDQCA\n+fPn49ChQ1i/fj1qa2vx3e9+t+AvABNCCHGI68UjTbz55ptq2bJlasmSJSoWi5kup6j87W9/U5FI\nRNXW1qq6ujp18OBBpZRSFy5cUPfff79aunSpikaj6pNPPjFcafGYmJhQK1euVA888IBSKrhj8ckn\nn6gtW7ao6upqVVNTo3p6egI7Fi0tLaq2tlYtX75cPfTQQ+rzzz8PzFjs2LFDlZeXq+XLl0//LNtj\nb2lpUUuWLFHLli1Tf/jDH3Lu3+g7gU29T0AKpaWleP755/Hhhx+ip6cHL774Ivr6+hCLxRCNRtHf\n34/6+nrg6YiDAAADr0lEQVTEYjHTpRaNgwcPora2FqEvbv4e1LF46qmnsHHjRvT19eH06dOorq4O\n5FgMDg7ipZdeQm9vLz744ANMTk7iyJEjgRmLHTt2oL29fdbPMj32M2fO4OjRozhz5gza29vx5JNP\nYirXvV4Koi2HnDx5Uq1fv376+/3796v9+/cbrMgs3/rWt1RHR4datmyZGh0dVUopNTIyopYtW2a4\nsuIwNDSk6uvrVVdX13QHEMSxGB8fV7feeuucnwdxLC5cuKCqqqrUxYsX1dWrV9UDDzyg/vjHPwZq\nLAYGBmZ1AJkee0tLy6xVlPXr16u33347676NdgDp3idw/vx5gxWZY3BwEKdOncLatWsxNjaGcDgM\nAAiHwxgbGzNcXXF4+umn8dxzz6Ek6W5wQRyLgYEB3HTTTdixYwfuvPNOPP744/jHP/4RyLEoKyvD\nM888g5tvvhkLFy7EDTfcgGg0GsixSJDpsQ8PD89KWTp5PjUqgFCuz3gLCJcuXcKWLVtw8OBBfPWr\nX531b6FQKBDj9MYbb6C8vByrVq3KmCoLylhMTEygt7cXTz75JHp7e3HttdfOWeIIylh8/PHHeOGF\nFzA4OIjh4WFcunQJr7zyyqxtgjIW6cj12HONi1EB5PM+AVu5evUqtmzZgkceeQSbN28GELf66Ogo\nAGBkZATl5eUmSywKJ0+eRFtbG2699VY89NBD6OrqwiOPPBLIsaisrERlZSXWrFkDANi6dSt6e3tR\nUVERuLF49913cffdd+PGG2/E/Pnz8eCDD+Ltt98O5FgkyDQnUp9Pz507h0WLFmXdl1EBBP19Akop\n7Ny5E7W1tdi9e/f0zxsbG9Ha2goAaG1tnRaDzbS0tGBoaAgDAwM4cuQI7rvvPrz88suBHIuKigos\nXrwY/f39AIDOzk7U1dVh06ZNgRuL6upq9PT04LPPPoNSCp2dnaitrQ3kWCTINCcaGxtx5MgRXLly\nBQMDAzh79izuuuuu7DvT/YJFvpw4cUJVVVWp2267TbW0tJgup6i89dZbKhQKqRUrVqiVK1eqlStX\nqjfffFNduHBB1dfXWx9xy0R3d7fatGmTUkoFdizef/99tXr1anXHHXeob3/722p8fDywY3HgwIHp\nGOj27dvVlStXAjMW27ZtU1//+tdVaWmpqqysVL/+9a+zPvZ9+/ap2267TS1btky1t7fn3H9IKd6D\ngRBCgoiVnwhGCCEkNxQAIYQEFAqAEEICCgVACCEBhQIghJCAQgEQQkhA+X/GV1/j0Bj7uwAAAABJ\nRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 215
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "samplesnorm = samples/2.0**15"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 216
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(samplesnorm)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 217,
       "text": [
        "[<matplotlib.lines.Line2D at 0x1bac6690>]"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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ixYsBAFOmTMGwYcOwfv16REVF4dJLL8XSpUs1ETwQuPFGoFs3s6WwNk89BeTk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\nTkSuQmCC\n"
      }
     ],
     "prompt_number": 217
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print samples.dtype\n",
      "print samplesnorm.dtype"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "int64\n",
        "float64\n"
       ]
      }
     ],
     "prompt_number": 218
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Writing audio files"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile = wave.open('testout.wav','w')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 219
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile.getframerate()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "Error",
       "evalue": "frame rate not set",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mError\u001b[0m                                     Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-220-ff2c2d70eb4c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moutfile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetframerate\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/wave.pyc\u001b[0m in \u001b[0;36mgetframerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    361\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgetframerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    362\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_framerate\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 363\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'frame rate not set'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    364\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_framerate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    365\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mError\u001b[0m: frame rate not set"
       ]
      }
     ],
     "prompt_number": 220
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sr = 44100\n",
      "outfile.setframerate(sr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 221
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile.getnchannels()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "Error",
       "evalue": "number of channels not set",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mError\u001b[0m                                     Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-222-e6d44c48a4cf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moutfile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetnchannels\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/wave.pyc\u001b[0m in \u001b[0;36mgetnchannels\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    337\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgetnchannels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    338\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_nchannels\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 339\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'number of channels not set'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    340\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_nchannels\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    341\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mError\u001b[0m: number of channels not set"
       ]
      }
     ],
     "prompt_number": 222
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile.setnchannels(1)\n",
      "outfile.getnchannels()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 223,
       "text": [
        "1"
       ]
      }
     ],
     "prompt_number": 223
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile.getsampwidth()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "Error",
       "evalue": "sample width not set",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mError\u001b[0m                                     Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-224-4931e2bff9db>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moutfile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetsampwidth\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/wave.pyc\u001b[0m in \u001b[0;36mgetsampwidth\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    349\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgetsampwidth\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    350\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sampwidth\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 351\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'sample width not set'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    352\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sampwidth\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    353\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mError\u001b[0m: sample width not set"
       ]
      }
     ],
     "prompt_number": 224
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile.setsampwidth(2)\n",
      "outfile.getsampwidth()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 225,
       "text": [
        "2"
       ]
      }
     ],
     "prompt_number": 225
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dur = 1.0\n",
      "phase = linspace(0, 2*pi, dur*sr)\n",
      "out = sin(phase)*2**15\n",
      "\n",
      "for sample in out:\n",
      "    outfile.writeframes(struct.pack('h', int(sample)))\n",
      "    \n",
      "outfile.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 226
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outfile = wave.open('testout2.wav','w')\n",
      "sr = 44100\n",
      "outfile.setframerate(sr)\n",
      "outfile.setnchannels(1)\n",
      "outfile.setsampwidth(2)\n",
      "\n",
      "freq = 440\n",
      "dur = 1.0\n",
      "phase = linspace(0, 2*pi, dur*sr)\n",
      "out = sin(phase*freq)*2**15\n",
      "\n",
      "for sample in out:\n",
      "    outfile.writeframes(struct.pack('h', int(sample)))\n",
      "    \n",
      "outfile.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 227
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Pros:\n",
      "\n",
      "- it doesn't require installing anything beyond Python\n",
      "\n",
      "Cons:\n",
      "\n",
      "- Returns bytes which need to be \"decoded\" \n",
      "- Can't open compressed files or files with greater depth than 16-bit integers"
     ]
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Embedded player"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Great audio player for ipython notebook I found at http://nbviewer.ipython.org/github/Carreau/posts/blob/master/07-the-sound-of-hydrogen.ipynb\n",
      "# The original source is here: https://github.com/Carreau/posts\n",
      "\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('<ihHIIHH', 16, 1, noc, rate, sbytes, ba, bits))\n",
      "\n",
      "    # data chunk\n",
      "    buffer.write(b'data')\n",
      "    buffer.write(struct.pack('<i', data.nbytes))\n",
      "\n",
      "    if data.dtype.byteorder == '>' 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('<i', size-8))\n",
      "    \n",
      "    val = buffer.getvalue()\n",
      "    \n",
      "    src = \"\"\"\n",
      "    <body>\n",
      "    <audio controls=\"controls\" style=\"width:600px\" >\n",
      "      <source controls src=\"data:audio/wav;base64,{base64}\" type=\"audio/wav\" />\n",
      "      Your browser does not support the audio element.\n",
      "    </audio>\n",
      "    </body>\n",
      "    \"\"\".format(base64=base64.encodestring(val))\n",
      "    display(HTML(src))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 228
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "A better option, but too new:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import Audio\n",
      "Audio(url=\"http://www.nch.com.au/acm/8k16bitpcm.wav\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "ImportError",
       "evalue": "cannot import name Audio",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-229-5dba57334beb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mIPython\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplay\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAudio\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mAudio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"http://www.nch.com.au/acm/8k16bitpcm.wav\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mImportError\u001b[0m: cannot import name Audio"
       ]
      }
     ],
     "prompt_number": 229
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rate = 44100 #44.1 khz\n",
      "duration = 2.5 # in sec\n",
      "\n",
      "def normedsin(f,t):\n",
      "    return 2**14*sin(2*pi*f*t)\n",
      "\n",
      "time = np.linspace(0,duration, num=rate*duration)\n",
      "wavPlayer(normedsin(440, time).astype(np.int16), rate)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "    <body>\n",
        "    <audio controls=\"controls\" style=\"width:600px\" >\n",
        "      <source controls src=\"data:audio/wav;base64,UklGRnhdAwBXQVZFZm10IBAAAAABAAEARKwAAIhYAQACABAAZGF0YVRdAwAAAAIEAAj3C+EPuxOC\n",
        "FzEbxB45Iosltyi7K5IuOzGyM/U1AjjWOXE7zzzxPdQ+eD/cP/8/4z+GP+k+DT7zPJs7CDo6ODM2\n",
        "9jOFMeIuDywRKeklmyIqH5ob7hcqFFIQaQx0CHYEdABy/HP4fPSQ8LPs6ug55aLhKt7T2qPXmtS+\n",
        "0RDPk8xKyjfIXMa7xFXDLcJDwZjALcABwBfAbMACwdfB6sI7xMjFj8ePycbLMs7Q0J3Tlta62QTd\n",
        "ceD946bnaOs+7yXzGfcW+xj/GgMZBxIL/w7eEqkWXhr4HXMhziQDKBAr8i2lMCgzdzWQN3E5GTuF\n",
        "PLQ9pj5YP8s//T/vP6E/Ej9FPjg97jtoOqc4rTZ8NBcyfy+3LMIpoyZeI/QfaxzFGAYVMhFNDVoJ\n",
        "XgVcAVr9Wvlh9XLxku3E6Q3mb+Lw3pLbWNhG1WDSp88fzcrKqsjCxhTFocNrwnLBucA/wAbADMBT\n",
        "wNrAocGmwunDacUjxxfJQcuhzTTQ9tLm1QDZQtyn3y3j0OaM6l7uQvIz9i76MP4yAjIGLQodDv8R\n",
        "zxWJGSkdrCAPJEwnYypPLQ0wmjL1NBs3CTm+Ojg8dT11PjU/tj/3P/g/uD84P3k+ez0+PMY6Ejkl\n",
        "NwA1pjIZMFwtcSpcJx4kvSA6HZsZ4RUREjAOQApFBkUCQ/5C+kb2VPJx7p7q4uY+47jfUtwQ2fXV\n",
        "BNNA0K3NTMsgySzHcMXww6zCpcHdwFXADcAFwD7AtsBuwWbCm8MNxbrGoci/yhPNms9S0jjVSdiC\n",
        "29/eXuL75bLpf+1f8U71R/lH/UkBSwVHCToNHxH0FLMYWhzkH04jlCa0Kaksci8LMnI0ozaeOGA6\n",
        "6DszPUA+Dz+fP+4//T/MP1s/qj66PYs8IDt6OZk3gTUzM7Ew/y0eKxIo3SSEIQkebxq7FvASEg8l\n",
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        "7B/wCfQA+P77AAA=\n",
        "\" type=\"audio/wav\" />\n",
        "      Your browser does not support the audio element.\n",
        "    </audio>\n",
        "    </body>\n",
        "    "
       ],
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x6a88b50>"
       ]
      }
     ],
     "prompt_number": 230
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rate = 44100 #44.1 khz\n",
      "duration = 1 # in sec\n",
      "time = np.linspace(0,duration, num=rate*duration)\n",
      "wavPlayer(normedsin(880, time).astype(np.int16), rate)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "    <body>\n",
        "    <audio controls=\"controls\" style=\"width:600px\" >\n",
        "      <source controls src=\"data:audio/wav;base64,UklGRqxYAQBXQVZFZm10IBAAAAABAAEARKwAAIhYAQACABAAZGF0YYhYAQAAAAAI4Q+CF8QeiyW7\n",
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        "\" type=\"audio/wav\" />\n",
        "      Your browser does not support the audio element.\n",
        "    </audio>\n",
        "    </body>\n",
        "    "
       ],
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x1bab0350>"
       ]
      }
     ],
     "prompt_number": 231
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer(samples.astype(np.int16), fp.getframerate())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "    <body>\n",
        "    <audio controls=\"controls\" style=\"width:600px\" >\n",
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       ],
       "output_type": "display_data",
       "text": [
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      }
     ],
     "prompt_number": 232
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer(samples.astype(np.int16), 48000)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "3v0M/sX9h/0h/cr8l/0=\n",
        "\" type=\"audio/wav\" />\n",
        "      Your browser does not support the audio element.\n",
        "    </audio>\n",
        "    </body>\n",
        "    "
       ],
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x6a64e10>"
       ]
      }
     ],
     "prompt_number": 233
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Scipy.io.wavfile"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.io import wavfile"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 234
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sr, frames = wavfile.read('passport.wav')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 235
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print sr"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "44100\n"
       ]
      }
     ],
     "prompt_number": 236
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(frames)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 237,
       "text": [
        "[<matplotlib.lines.Line2D at 0x21abc190>]"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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bN8Nut2Po0KFYvnw5BgwY4L6GZjIEQYQTNJNRkaqqKiQkJCA+Ph6RkZEYP348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\nMIuzfv161q9fP5aQkMAKCwsNleXKK69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      }
     ],
     "prompt_number": 237
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "frames.dtype"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 238,
       "text": [
        "dtype('int16')"
       ]
      }
     ],
     "prompt_number": 238
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer(frames, sr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "/gz+Jf7Q/Z397P09/mT+tv4R/0v/0v9WAF4AMQACALf/wP/T/x7/of7a/rv+uf6L//z/uf/6/0gA\n",
        "/f+w/3f/tP4S/mT+9/68/rP+hv8iAFkAlACkALwAygBCABYAIwAR/4f9Pf04/v7/AgJGBGoGewYV\n",
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        "HgOdA9sDwwNEAsEAxQCFAKr/vgARA3sEqQVcB2QI9Af4BjQGFwWKA4wCoAFqAMD/0v/0/0UAsAAs\n",
        "AdsBJQJuAUMATf9H/9X/FABdAOUA5QC3AHkA3P9Q/7n+eP3J/BL9Uv1c/Xv9Zf0l/bf8tfw5/ZX9\n",
        "3v0M/sX9h/0h/cr8l/0=\n",
        "\" type=\"audio/wav\" />\n",
        "      Your browser does not support the audio element.\n",
        "    </audio>\n",
        "    </body>\n",
        "    "
       ],
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x1bab36d0>"
       ]
      }
     ],
     "prompt_number": 239
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Pros:\n",
      "    \n",
      "- Returns numpy arrays\n",
      "\n",
      "Cons:\n",
      "    \n",
      "- Only supports wav files"
     ]
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Using Essentia"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import AudioLoader"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 240
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loader = AudioLoader(filename='passport.wav')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 241
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "audio, sr, nchnls = loader()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 242
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(audio);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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z5vzLTgQvhYVmS2BtZswwWwKC8H9ULT0FBQVh8eLFGDRoEGpra5Geno74+Hgs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\n1jNVqZW55hrpHTLfg1ldrZ/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      }
     ],
     "prompt_number": 243
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "A numpy array, already normalized!"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "audio.shape, audio.dtype"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 244,
       "text": [
        "((331098, 2), dtype('float32'))"
       ]
      }
     ],
     "prompt_number": 244
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer(audio.astype(int16), sr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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       ],
       "output_type": "display_data",
       "text": [
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      }
     ],
     "prompt_number": 246
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    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer((audio[:,0]*2**15).astype(int16), sr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "\" type=\"audio/wav\" />\n",
        "      Your browser does not support the audio element.\n",
        "    </audio>\n",
        "    </body>\n",
        "    "
       ],
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x5bf13d0>"
       ]
      }
     ],
     "prompt_number": 247
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      " Essentia has a selection of audio loaders:\n",
      "\n",
      "  - *AudioLoader*: the basic one, returns the audio samples, sampling rate and number of channels\n",
      "  - *MonoLoader*: which returns audio, down-mixed and resampled to a given sampling rate\n",
      "  - *EasyLoader*: a MonoLoader which can optionally trim start/end slices and rescale according\n",
      "                to a ReplayGain value\n",
      "  - *EqloudLoader*: an EasyLoader that applies an equal-loudness filtering on the audio\n",
      "\n",
      "Essentia in Python tutorial:\n",
      "http://essentia.upf.edu/documentation/python_tutorial.html"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loader = AudioLoader(filename='/home/andres/Music/Jose Vicente Asuar/Obra Electroacustica I/01. Variaciones espctrales (1959).flac')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 248
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "audio, sr, nchnls = loader()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 249
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(audio[:44100])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 250,
       "text": [
        "[<matplotlib.lines.Line2D at 0x1babde90>,\n",
        " <matplotlib.lines.Line2D at 0x1bacae90>]"
       ]
      },
      {
       "output_type": "display_data",
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c4bHHgh3ohoYa9ao7zFOyDGlV5smwgQPcAsKZAqUjEUJDIBB0KrbsqgTglCGH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\n1t6RtEtolJWVUVBgH+HLz89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yPVo7Q27Fiag41vHlco38VHclwOgmL6Xu5qdXOfwRumKd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\nThqMMcb8xkmDMcaY3/4fR44qHWLadzgAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 250
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer(audio, sr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Fails! Too big!"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wavPlayer((audio[:444100]*2.0**15).astype(int16), sr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "    <body>\n",
        "    <audio controls=\"controls\" style=\"width:600px\" >\n",
        "      <source controls src=\"data:audio/wav;base64,UklGRjQbGwBXQVZFZm10IBAAAAABAAIARKwAABCxAgAEABAAZGF0YRAbGwAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAA\n",
        "AP//AAAAAAAAAAAAAAAAAQAAAP//AQAAAP//AAABAAEAAQAAAP7///8DAAAA/P8BAAQA///9/wEA\n",
        "AQD//wEAAAD+/wEAAgD/////AAAAAAAAAAAAAAEAAQD/////AQAAAP7/AAACAAAAAAAAAP//AAAA\n",
        "AAAAAQAAAP//AAABAAAA//8AAAEAAAAAAAAA//8AAAEAAAAAAAEA///+/wEAAQAAAAEA///+/wIA\n",
        "AgD+////AQAAAAAAAAAAAAEA/////wEAAAAAAAEAAAD//wAAAAD//wEAAgD///7/AAABAAAAAAAA\n",
        "AAAAAQAAAP7///8BAAEAAAAAAAEA///+/wEAAgD///7/AgACAP7///8BAP//AAACAAAA/v8BAAIA\n",
        "/v/+/wIAAQD+/wAAAgAAAP7/AAACAAAA//8AAAAAAQAAAP//AAAAAAEAAgD///3///8CAAIAAAD/\n",
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       ],
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x5bfe690>"
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      }
     ],
     "prompt_number": 251
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Pros:\n",
      "\n",
      "- (almost) any format\n",
      "- Numpy arrays\n",
      "\n",
      "Cons:\n",
      "\n",
      "- Requires the essentia library which has a lot of dependencies"
     ]
    },
    {
     "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": {}
  }
 ]
}