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r5sowa/p5.ipynb Secret

Created February 17, 2016 02:53
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Project 5 Rachel Sowa
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<H1>MAT 201A Winter 2016</H1>\n",
"<H2>Homework 5</H2>\n",
"\n",
"Rachel Sowa\n",
"\n",
"rsowa@umail.ucsb.edu\n",
"\n",
"The goal of this project is to calculate the fundamental frequency of different signals using autocorrelation and compare this result to the one calculated using the FFT method from the previous project."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"from __future__ import print_function\n",
"from __future__ import division\n",
"from scipy.io import wavfile\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true,
"scrolled": true
},
"outputs": [],
"source": [
"# read in the three instrument wav files\n",
"glock_sr, glock = wavfile.read('../P4/glockenspiel.wav')\n",
"piano_sr, piano = wavfile.read('../P4/piano.wav')\n",
"tom_sr, tom = wavfile.read('../P4/tom.wav')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# a function to compare the different peak values coming from the acorrelation and FFT methods\n",
"def printSummary(acorr_freq, fft_freq):\n",
" print('The fundamental frequency calculated using autocorrelation is '+str(acorr_freq)+' Hz.')\n",
" print('The fundamental frequency calculated using the RFFT is '+str(fft_freq)+' Hz.')\n",
" print('The difference between the two is '+str(abs(fft_freq - acorr_freq))+' Hz.')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true,
"scrolled": true
},
"outputs": [],
"source": [
"# find the most prominent frequency using the FFT method \n",
"def findMaxPeakFFT(source, sample_rate):\n",
" source_fft_mag = abs(fft.rfft(source))\n",
" max_freq = argmax(source_fft_mag)*(sample_rate / len(source))\n",
" return max_freq"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"# graph the autocorrelation of a signal and find the first lag peak\n",
"def findMaxPeakAcorr(name, source, sample_rate):\n",
" plt.figure().suptitle(name,fontsize=25)\n",
" plt.gcf().set_size_inches(10,15)\n",
" subplots_adjust(hspace=0.3)\n",
" subplots_adjust(top=0.93)\n",
" \n",
" # plot the original signal in the time domain\n",
" plt.subplot(211)\n",
" plt.title('Original Signal in Time Domain')\n",
" plt.xlabel('Samples')\n",
" plt.ylabel('Amplitude')\n",
" src, = plt.plot(source)\n",
" plt.legend([src],['Source Signal'])\n",
" \n",
" # autocorrelate the signal and plot it\n",
" ax = plt.subplot(212)\n",
" maxLags = 700\n",
" plt.title('Autocorrelation')\n",
" plt.xlabel('Lag')\n",
" plt.ylabel('Correlation Strength')\n",
" lags, c, lines, line = ax.acorr(source.astype('float64'), maxlags=maxLags, usevlines=False, linestyle='-', marker='None')\n",
" ax.set_xlim([0,maxLags]) # only show positive lags, since negative lags are just a mirror image\n",
" \n",
" # only consider the positive lags when finding peaks\n",
" upper_half = c[int(len(c)/2):]\n",
" \n",
" # find all maxima above a positive threshold\n",
" peaks = where((upper_half[:-2] > 0.5)&(upper_half[:-2] < upper_half[1:-1]) & (upper_half[2:] < upper_half[1:-1]))\n",
" # consider the first maximum to be our fundamental frequency indicator (but still in units of lag, not Hz)\n",
" fund_freq_lag = peaks[0][0]\n",
" # plot a vertical line through this peak\n",
" mx = plt.axvline(x=fund_freq_lag, linewidth=1, color='#fe9900')\n",
" plt.legend([src, mx], ['Correlation', 'First Peak = '+str(int(fund_freq_lag))+' lags'])\n",
" \n",
" # convert the fundamental frequency from units of lags to Hz\n",
" fund_freq_lag = sample_rate / fund_freq_lag\n",
" \n",
" return fund_freq_lag\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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y3/+atQ0PPDB8qRkiIiIiv6IOAuP4A7svvgAefTS/ZWTq8svNDObvvwe++io3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\nSuh/Ul98NaQtNicAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d30c790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"glock_acorr_freq = int(findMaxPeakAcorr('Glockenspiel',glock,glock_sr))\n",
"glock_fft_freq = int(findMaxPeakFFT(glock,glock_sr))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The fundamental frequency calculated using autocorrelation is 1378 Hz.\n",
"The fundamental frequency calculated using the RFFT is 1323 Hz.\n",
"The difference between the two is 55 Hz.\n"
]
}
],
"source": [
"printSummary(glock_acorr_freq,glock_fft_freq)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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ZZf6YkPeDTiAhhJBmhaewnGjEtYPpBKbzu98BJ57oj4n1ni1eDEyZEqctQggh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4+QulAERpALzbPPpmNCInDFClcDk5sOTqUbNd04gX7qIHSxOv/8zudy0sFN1Sh2IwLrDgzJEYH+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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10dd97e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"piano_acorr_freq = int(findMaxPeakAcorr('Piano',piano,piano_sr))\n",
"piano_fft_freq = int(findMaxPeakFFT(piano,piano_sr))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The fundamental frequency calculated using autocorrelation is 78 Hz.\n",
"The fundamental frequency calculated using the RFFT is 78 Hz.\n",
"The difference between the two is 0 Hz.\n"
]
}
],
"source": [
"printSummary(piano_acorr_freq,piano_fft_freq)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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4KPH7wwBOMsYUGmPGA5gE4PVE6LnBGHNgIkHlDKdMWnZkfsOuDCu3tmZ+7M03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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e6d3150>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tom_acorr_freq = int(findMaxPeakAcorr('Tom Tom',tom,tom_sr))\n",
"tom_fft_freq = int(findMaxPeakFFT(tom,tom_sr))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The fundamental frequency calculated using autocorrelation is 94 Hz.\n",
"The fundamental frequency calculated using the RFFT is 92 Hz.\n",
"The difference between the two is 2 Hz.\n"
]
}
],
"source": [
"printSummary(tom_acorr_freq, tom_fft_freq)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the piano and tom tom examples, both the fundamental frequencies calculated by the autocorrelation method were very close to their respective fundamental frequencies calculated by the FFT method. However, in the glockenspiel example, the two calculations differed by 55 Hz. Why did this happen?\n",
"\n",
"Let's take a look at the lag value corresponding to 1323 Hz, the fundamental frequency calculated by the FFT method."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"33.3333333333\n"
]
}
],
"source": [
"print(44100/1323)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is only about 1.3 lags away from 32, the original lag value we calculated above in the glockenspiel example. So actually, the two different fundamental frequencies weren't so far off from each other after all. Most likely rounding error contributed to this difference, and it had a bigger effect in the glockenspiel example than the piano or tom tom examples since its first lag peak was significantly lower than those of the piano or tom tom."
]
}
],
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