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@justinsalamon
Last active December 14, 2016 23:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import librosa\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"audiofile = '/Users/justin/Downloads/7061-6-0-0.wav'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11213b090>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zR0LjZAnur7y9n8wxRfs96n9mdc20jer7pq38RW+97TGpqhVUJ/NWBE3ILM3H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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111de4b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"FS = 44100\n",
"audio, sr = librosa.load(audiofile, sr=FS)\n",
"n_fft = 1024\n",
"melspec = librosa.feature.melspectrogram(audio, sr=sr, n_fft=n_fft, hop_length=n_fft, n_mels=128, htk=True, fmax=6000)\n",
"melspec = librosa.logamplitude(melspec, ref_power=np.max)\n",
"librosa.display.specshow(melspec, x_axis='time', y_axis='mel', sr=sr, fmax=6000)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:py27]",
"language": "python",
"name": "conda-env-py27-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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