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@bmcfee
Last active December 19, 2015 01:49
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A simple demonstration of some librosa functions.
{
"metadata": {
"name": "LibROSA demo"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook demonstrates some of the basic functionality of librosa.\n",
"\n",
"In order to run this example, you will need to start IPython with the `--pylab` option, such as:\n",
"\n",
"```\n",
" ipython notebook --pylab inline\n",
"```"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import librosa"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Let's make some shortcut functions to simplify drawing spectrograms\n",
"import functools\n",
"\n",
"specshow = functools.partial(imshow, aspect='auto', interpolation='nearest', origin='lower')\n",
"\n",
"fig = functools.partial(figure, figsize=(16,4))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# By default, librosa will resample the signal to 22050Hz.\n",
"# You can change this behavior by setting the sr parameter of load()\n",
"# For this example, I'll use the first track from the SMC beat tracking dataset:\n",
"# http://smc.inescporto.pt/research/data-2/\n",
"\n",
"y, sr = librosa.load('/home/bmcfee/data/SMC_Mirex/SMC_MIREX_Audio/SMC_001.wav')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Let's make and display a mel-scaled power spectrogram\n",
"S = librosa.feature.melspectrogram(y, sr=sr)\n",
"\n",
"# Spectrograms look better when displayed in log scale.\n",
"log_S = librosa.logamplitude(S)\n",
"\n",
"fig()\n",
"specshow(log_S)\n",
"colorbar()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x3b07e60>"
]
},
{
"output_type": "display_data",
"png": 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dUZWKqzHuhyX/bw8nj4bJc0/KXDIUEPcADR7o3CVxxH7gCyzlRc7Uf0B8V5eB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\nXL1jBpV60XYpCZvtk5K4tibd4hVRae1aFRrTq9oeW+2x1Ur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dNikr5o0dD2rT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\n"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Next, we'll extract the top 13 Mel-frequency cepstral coefficients (MFCCs)\n",
"mfcc = librosa.feature.mfcc(log_S, d=13)\n",
"\n",
"# How do they look?\n",
"fig()\n",
"specshow(mfcc)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.image.AxesImage at 0x4152b50>"
]
},
{
"output_type": "display_data",
"png": 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ynrxBw2vOP6dUXpvcd/cvj7kq6WempImmdPRQqqcifas/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\nYII=\n"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Now, let's run the beat tracker\n",
"# This is a short clip, so we'll disable trimming beats at the ends\n",
"tempo, beats = librosa.beat.beat_track(y, sr, trim=False)\n",
"\n",
"# Let's re-draw the spectrogram, but this time, overlay the detected beats\n",
"fig()\n",
"specshow(log_S)\n",
"vlines(beats, 0, log_S.shape[0], colors='w', linestyles='--', linewidth=4)\n",
"\n",
"print 'Tempo: %.2f BPM' % tempo\n",
"print 'First 10 beat frames: ', beats[:10]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Tempo: 46.98 BPM\n",
"First 10 beat frames: [ 105 321 534 752 963 1171 1384 1609 1830 2042]\n"
]
},
{
"output_type": "display_data",
"png": 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T1q9AzpxXMXiS7A7p046wtX8siaeRPckxZH6YPnZHf2guNE2q2PNCCdPOeY0B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K3oDSNmFxdztcCwZllWtyxbznVZ7a8/JnzPBSIlwUPiE+Nx4cJZmV2FQT08Hw1Mfyay3z1Ttv1B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H5/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\nRV3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oFosPTcYxQS4YUSySMVyr1Tk5B6m3z+fdQYr9NTN4grxf41eBqdKi5gP0BGPp5T3P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}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Frame numbers are great and all, but when do those beats occur?\n",
"print 'First 10 beat times: ', librosa.frames_to_time(beats[:10], sr=sr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"First 10 beat times: [ 0.60952381 1.86340136 3.09986395 4.36535147 5.59020408\n",
" 6.79764172 8.03410431 9.34022676 10.62312925 11.85378685]\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Now, let's use the beats to make beat-synchronous timbre features\n",
"mfcc_sync = librosa.feature.sync(mfcc, beats)\n",
"\n",
"fig()\n",
"specshow(mfcc_sync)\n",
"colorbar()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x4348680>"
]
},
{
"output_type": "display_data",
"png": 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KCpSWlqaRI0dq+/btwcfLysqUmZmptLQ0LV++vN3YYRU8X1dRUaH33ntPEydO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\nAMSt/w+reArE1341UAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Let's save the beat times off as a CSV file\n",
"librosa.output.segment_csv('beat_times.csv', beats, sr=sr)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
}
],
"metadata": {}
}
]
}
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