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Created February 9, 2014 07:39
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Muhammad Hafiz Wan Rosli\n",
"# Media Arts & Technology\n",
"# Music Information Retrieval\n",
"# MAT240E: Homework04 - Audio Feature Extraction II\n",
"\n",
"#Spectral Centroid: A measure used in digital signal processing to characterise a spectrum. \n",
"#It indicates where the \"center of mass\" of the spectrum is. \n",
"#Perceptually, it has a robust connection with the impression of \"brightness\" of a sound.\n",
"\n",
"#Ragas are precise melody forms. A raga is not a mere scale. Nor is it a mode. \n",
"#Each raga has it's own ascending and descending movement. \n",
"#And those subtle touches and usage of microtones, and stresses on particular tones. \n",
"#-Ravi Shankar\n",
"\n",
"#Raag: literally colour, hue\n",
"#In the Indian musical tradition, ragas are associated with different times of the day, or with seasons.\n",
"#Does the spectral content of a raag have any correlation with it's associated time? \n",
"\n",
"#This experiment attempts to find the correlation between the associated time of each raag and it's spectral centroid"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import essentia\n",
"import essentia.standard\n",
"import essentia.streaming\n",
"import os\n",
"from os.path import join, getsize\n",
"from scipy.signal import decimate\n",
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib as mpl\n",
"mpl.rcParams['figure.figsize'] = (16,4)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sr=44100\n",
"rShankar = []\n",
"for root, dirs, files in os.walk('./Music/iTunes/iTunes Media/Music/Ravi Shankar/Master Of Sitar'):\n",
" #print 'album: {0}\\n'.format(root)\n",
" for name in files:\n",
" \n",
"# filename = join(root,name)\n",
"# songname, filetype = name.split('.')\n",
" loader = essentia.standard.AudioLoader(filename = os.path.join(root, name))\n",
" rShankar.append(loader())\n",
"morningRaag = sum(rShankar[0][0]/2, axis=1)\n",
"afternoonRaag = sum(rShankar[1][0]/2, axis=1)\n",
"eveningRaag = sum(rShankar[2][0]/2, axis=1)\n",
"nightRaag = sum(rShankar[3][0]/2, axis=1)\n",
"\n",
"Pxx1, freqs1, times1, im1 = specgram(morningRaag, NFFT=1028, Fs=sr, window=window_hanning, noverlap=512);\n",
"Pxx2, freqs2, times2, im2 = specgram(afternoonRaag, NFFT=1028, Fs=sr, window=window_hanning, noverlap=512);\n",
"Pxx3, freqs3, times3, im3 = specgram(eveningRaag, NFFT=1028, Fs=sr, window=window_hanning, noverlap=512);\n",
"Pxx4, freqs4, times4, im4 = specgram(nightRaag, NFFT=1028, Fs=sr, window=window_hanning, noverlap=512);\n",
"\n",
"X1 = sqrt(Pxx1)\n",
"X2 = sqrt(Pxx2)\n",
"X3 = sqrt(Pxx3)\n",
"X4 = sqrt(Pxx4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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oHUvGnJt0oiYXNZQxPXddj6aXtmTQIb+z5eP3TLG427seCX01WZc9tOGSb3pK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\nysNIRfQ5DWNgXQ7xTxokCy2x8E4jFucUcB82PxEjHtZ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BrlDGj0UEGzye3vwAJCC6Gype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qAF4gXQ+ZFytj68Qm1Q25DguQIvSLYWKnP9UArR42g/A4hgFuHX72pEeE1I687p7/lNCfqX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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x113d5c050>"
]
}
],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"centroid1 = []\n",
"centroid2 = []\n",
"centroid3 = []\n",
"centroid4 = []\n",
"\n",
"for spec in X1.T:\n",
" sc = sum(spec*freqs1)/sum(spec)\n",
" centroid1.append(sc)\n",
"for spec in X2.T:\n",
" sc = sum(spec*freqs2)/sum(spec)\n",
" centroid2.append(sc)\n",
"for spec in X3.T:\n",
" sc = sum(spec*freqs3)/sum(spec)\n",
" centroid3.append(sc)\n",
"for spec in X4.T:\n",
" sc = sum(spec*freqs4)/sum(spec)\n",
" centroid4.append(sc)\n",
"\n",
"plot(times1, centroid1, color='r')\n",
"plot(times2, centroid2, color='g')\n",
"plot(times3, centroid3, color='b')\n",
"plot(times4, centroid4, color='k')\n",
"axhline(nanmean(centroid1), linewidth=5, color='r')\n",
"axhline(nanmean(centroid2), linewidth=5, color='g')\n",
"axhline(nanmean(centroid3), linewidth=5, color='b')\n",
"axhline(nanmean(centroid4), linewidth=5, color='k')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"-c:7: RuntimeWarning: invalid value encountered in double_scalars\n",
"-c:10: RuntimeWarning: invalid value encountered in double_scalars\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"-c:13: RuntimeWarning: invalid value encountered in double_scalars\n",
"-c:16: RuntimeWarning: invalid value encountered in double_scalars\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 54,
"text": [
"<matplotlib.lines.Line2D at 0x1549ae1d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0xWm7o9Jfvsr/1qnFWGUBix8v9dLuAZ2mxrhj7STu+eIh+/aGOOuPQ4DrmLJD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\nNiqllBq6eKixsti6VSmlVGVlpTp9+rRf1/y1Tll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"text": [
"<matplotlib.figure.Figure at 0x10278a6d0>"
]
}
],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"axhline(nanmean(centroid1), linewidth=3, color='r')\n",
"axhline(nanmean(centroid2), linewidth=3, color='g')\n",
"axhline(nanmean(centroid3), linewidth=3, color='b')\n",
"axhline(nanmean(centroid4), linewidth=3, color='k')\n",
"grid()\n",
"ylabel('spectral centroid mean')\n",
"figure_title = 'Spectral centroid of four different raags'\n",
"legend(('Morning: Raag Alahya Bilawal', 'Afternoon: Raag Samant Sarang', 'Evening: Raag Pancham Se Ghara', 'Night: Raag Bihag'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 62,
"text": [
"<matplotlib.legend.Legend at 0x15b7aa6d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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5TF7TK0mvEGWIPBNSWAMZx8JayFgW9ysqKor+/fvj4eGBi4sLLi4uVK1alaFD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\n0wsAAAAAMC2aXgAAAACAaf0Pp22x8tNaNFUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x113e426d0>"
]
}
],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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