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@bmcfee
Created May 26, 2016 20:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy\n",
"%matplotlib inline\n",
"from matplotlib.colors import LinearSegmentedColormap"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import librosa"
]
},
{
"cell_type": "code",
"execution_count": 375,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"y, sr = librosa.load(librosa.util.example_audio_file(), offset=15, duration=5, sr=22050)"
]
},
{
"cell_type": "code",
"execution_count": 376,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"yh, yp = librosa.effects.hpss(y, margin=(5, 5))"
]
},
{
"cell_type": "code",
"execution_count": 377,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"yr = y - (yh + yp)"
]
},
{
"cell_type": "code",
"execution_count": 378,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"f, t, Sh = scipy.signal.spectrogram(yh, fs=sr, nfft=2048, nperseg=512)\n",
"_, _, Sp = scipy.signal.spectrogram(yp, fs=sr, nfft=2048, nperseg=512)\n",
"_, _, Sr = scipy.signal.spectrogram(yr, fs=sr, nfft=2048, nperseg=512)\n",
"\n",
"Smax = (Sh + Sp + Sr).max()\n",
"Sh /= Smax\n",
"Sp /= Smax\n",
"Sr /= Smax"
]
},
{
"cell_type": "code",
"execution_count": 379,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"colors = plt.get_cmap('Paired', 2)"
]
},
{
"cell_type": "code",
"execution_count": 380,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"hmap = LinearSegmentedColormap.from_list('c1', [(1.0, 1.0, 1.0, 0.0), colors(0)])\n",
"pmap = LinearSegmentedColormap.from_list('c2', [(1.0, 1.0, 1.0, 0.0), colors(1)])\n",
"#rmap = LinearSegmentedColormap.from_list('c3', [(1.0, 1.0, 1.0, 0.0), colors(2)])"
]
},
{
"cell_type": "code",
"execution_count": 381,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.colorbar"
]
},
{
"cell_type": "code",
"execution_count": 383,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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Tm1edyEe6tOaEHvLpGIUNZfDrngnh0BnUoarGaDfQGsMNFS4ZgMPBeEndvdNP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\nMz724xbd6T3opufN2G1P1Z2c8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QwUA9zmFa4ep6ihti3WT74CkPD2QUaG9njcgbePZkmi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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fcbe78e13c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 4))\n",
"\n",
"rp = Smax.max()**2\n",
"\n",
"ax = fig.add_axes([0.00, 0.0, 0.80, 1.0])\n",
"\n",
"\n",
"\n",
"ax.pcolormesh(t, f, librosa.logamplitude(Sp**2, ref_power=rp), cmap=pmap)\n",
"ax.pcolormesh(t, f, librosa.logamplitude(Sh**2, ref_power=rp), cmap=hmap)\n",
"#plt.pcolormesh(t, f, librosa.logamplitude(Sr**2, ref_power=rp), cmap=rmap)\n",
"\n",
"ax.set_yscale(\"log\", nonposy='clip', basey=2)\n",
"plt.ylim([64, f.max()])\n",
"plt.xlim([t.min(), t.max()])\n",
"\n",
"ax1 = fig.add_axes([0.85, 0.00, 0.05, 1.0])\n",
"cb = matplotlib.colorbar.ColorbarBase(ax1, colors)\n",
"cb.set_ticks(np.linspace(0.125, 0.875, num=2, endpoint=True))\n",
"cb.set_ticklabels(['Harmonic', 'Percussive'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.5",
"language": "python",
"name": "python3.5"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.0"
},
"widgets": {
"state": {},
"version": "1.1.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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