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MAT240E Homework6
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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Owen Campbell\n",
"\n",
"MAT 240E\n",
"\n",
"Homework 6"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rcParams['figure.figsize'] = (16, 4) #wide graphs by default"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from essentia.streaming import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"filenames = []\n",
"filenames.append(\"media/01 Everlasting Light.wav\")\n",
"filenames.append(\"media/02 The Wilhelm Scream.wav\")\n",
"filenames.append(\"media/1-01 Central Texas.wav\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Spectral Centroid**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'm going to look at the self-similarity matrix of non-overlapping spectral centroid measurements"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"src = MonoLoader(filename = filenames[0])\n",
"\n",
"fc = FrameCutter(frameSize = 2048, hopSize = 2048) #avoiding overlap\n",
"pool = essentia.Pool()\n",
"w = Windowing()\n",
"spec = Spectrum()\n",
"centroid = Centroid()\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"src.audio >> fc.signal\n",
"fc.frame >> w.frame >> spec.frame\n",
"spec.spectrum >> centroid.array\n",
"centroid.centroid >> (pool, 'lowlevel.centroid')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"essentia.reset(src)\n",
"src.configure(filename = filenames[0])\n",
"essentia.run(src)\n",
"\n",
"ssm = []\n",
"centroids = pool['lowlevel.centroid']\n",
"for centroid_i in centroids:\n",
" for centroid_j in centroids:\n",
" cc = abs(centroid_i - centroid_j)\n",
" ssm.append(cc)\n",
" \n",
"score = (len(ssm) - sum(ssm)) / len(ssm)\n",
"\n",
"ssm = array(ssm).reshape(len(centroids), len(centroids))\n",
"\n",
"imshow(ssm, cmap=cm.gray_r, interpolation='nearest')\n",
"colorbar()\n",
"title('The Black Keys - Everlasting Light\\nSelf-Similarity Score: {}'.format(score))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x10ad73050>"
]
},
{
"metadata": {},
"output_type": "display_data",
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gUqkQjUZBCEFraytGjRqFI0eOYOLEidi4ceNx6e/xxx/HmjVrjqk/pVKJaDR6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\n8cgjjwAAenp6sGPHDvT09GDr1q3YvXs3D3L37t146KGHOIZ8IeKAks/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Z2NjIZ3wUrNJq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O6557hMqTb1ej10Op3k79UuypdIJKDT6You8p8vLEc+4aXqEtdXmIf6KfYXL5WPvH30ej37rov7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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10b9770d0>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"essentia.reset(src)\n",
"pool.clear()\n",
"src.configure(filename = filenames[1])\n",
"essentia.run(src)\n",
"\n",
"\n",
"ssm = []\n",
"centroids = pool['lowlevel.centroid']\n",
"for centroid_i in centroids:\n",
" for centroid_j in centroids:\n",
" cc = abs(centroid_i - centroid_j)\n",
" ssm.append(cc)\n",
" \n",
"score = (len(ssm) - sum(ssm)) / len(ssm)\n",
"\n",
"ssm = array(ssm).reshape(len(centroids), len(centroids))\n",
"\n",
"imshow(ssm, interpolation='nearest', cmap=cm.gray_r)\n",
"colorbar()\n",
"title('James Blake - The Wilhelm Scream\\nSpectral Centroid Self-Similarity Score: {}'.format(score))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.text.Text at 0x10c063bd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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7d+/Gk08+iY4dO6Jv3758N8zBgwcT7b6YSOSLWtyPeXl5WL16NZ544glkZGSg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MAAAg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\n",
"text": [
"<matplotlib.figure.Figure at 0x109cfe250>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"essentia.reset(src)\n",
"pool.clear()\n",
"src.configure(filename = filenames[2])\n",
"essentia.run(src)\n",
"\n",
"ssm = []\n",
"centroids = pool['lowlevel.centroid']\n",
"for centroid_i in centroids:\n",
" for centroid_j in centroids:\n",
" cc = abs(centroid_i - centroid_j)\n",
" ssm.append(cc)\n",
"\n",
"score = (len(ssm) - sum(ssm)) / len(ssm)\n",
" \n",
"ssm = array(ssm).reshape(len(centroids), len(centroids))\n",
"\n",
"imshow(ssm, interpolation='nearest', cmap=cm.gray_r)\n",
"colorbar()\n",
"title('The Dead Texan - Central Texas\\nSelf-Similarity Score: {}'.format(score))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.text.Text at 0x10c0ccd90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mp1IKXq8XDocD+XwegUAA9fX1aG5uRl1dHVpbW5HP51EoFNDV1YWqqirdF2pq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XKB2SLRAjEkeYY5jj7MMwz33nQ6rUKhIOlgs2XDhSZJnmHnVRl2l9GeIpVKpRCtiLimwxitS7Qw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\n1NmHcqgPUC1YeFNS9C42Sf5H+qZO+spc4jQAjZJ8W8D6LI22X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"text": [
"<matplotlib.figure.Figure at 0x10c0ae190>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OK so now I'm actually measuring a distance. It's clear that, at least with this window size, there is little change in the spectral centroid in general. The patterns may indicate some measure of...'relative homogeneity' (?) in the sense that unbroken regions, that is, those without frequently spaces dark lines, may have more static frequency content. \n",
"\n",
"Since the centroid measurments range from 0-1, perhaps a way to measure the overall self-similarity with a single number would be to divide the sum of the SSM by the size of the matrix. Since 0s represent high similarity, the sum will first be subtracted from the size of the array (equivalent to 1-distance). The intuition here being that if the entire SSM was composed of 1s, that would be maximum possible similarity and would have a score of 1. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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