diff --git a/16_10_13 verify mfcc.ipynb b/16_10_13 verify mfcc.ipynb new file mode 100644 index 0000000..b23a888 --- /dev/null +++ b/16_10_13 verify mfcc.ipynb @@ -0,0 +1,98 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n", + "(312, 13)\n" + ] + } + ], + "source": [ + "%pylab inline\n", + "\n", + "import essentia.standard as ess\n", + "\n", + "nfft = 512\n", + "nhop = 256\n", + "fs = 16000.0\n", + "fs_new = 22000.0\n", + "\n", + "nfft_out = (nfft // 2) + 1\n", + "\n", + "resampler = ess.Resample(inputSampleRate=fs, outputSampleRate=fs_new, quality=0)\n", + "window = ess.Windowing(size=nfft, type='blackmanharris62')\n", + "spectrum = ess.Spectrum(size=nfft)\n", + "mfcc = ess.MFCC(inputSize=nfft_out, numberBands=40, numberCoefficients=13, sampleRate=fs_new)\n", + "\n", + "x = resampler(ess.MonoLoader(filename = 'SI648.WAV', sampleRate = fs)())\n", + "\n", + "mfccs = []\n", + "\n", + "for frame in ess.FrameGenerator(x, frameSize=nfft, hopSize=nhop): \n", + " mX = spectrum(window(frame))\n", + " mfcc_bands, mfcc_coeffs = mfcc(mX)\n", + " mfccs.append(mfcc_coeffs) \n", + "mfccs = np.array(mfccs)\n", + "print mfccs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(32, 13), dpi=80)\n", + "numFrames = int(mfccs[:,0].size)\n", + "frmTime = nhop*np.arange(numFrames)/float(fs_new)\n", + "plt.pcolormesh(frmTime, 1+np.arange(13), np.transpose(mfccs[:,0:]))\n", + "plt.autoscale(tight=True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "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 +}