Created
March 20, 2017 01:46
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Analysis data matrix by columns
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_histogram(x):\n", | |
" hist, bin_edges = np.histogram(x, density=True, bins='auto')\n", | |
" return hist, bin_edges\n", | |
"\n", | |
"def get_entropy(data):\n", | |
" data_normalized = data/float(np.sum(data))\n", | |
" data_normalized = data_normalized[np.nonzero(data_normalized)]\n", | |
" h = -sum(data_normalized * np.log(data_normalized)) \n", | |
" return h\n", | |
"\n", | |
"def plot_histogram(hist, bin_edges, title):\n", | |
" width = 0.7 * (bin_edges[1] - bin_edges[0])\n", | |
" center = (bin_edges[:-1] + bin_edges[1:]) / 2\n", | |
" plt.bar(center, hist, align='center', width=width)\n", | |
" plt.title('column {}'.format(title))\n", | |
" plt.show()\n", | |
"\n", | |
"def process_data_matrix(X):\n", | |
" r_size = X.shape[0]\n", | |
" c_size = X.shape[1]\n", | |
"\n", | |
" entropy_vector = np.empty([1, c_size])\n", | |
"\n", | |
" for c in range(0,c_size):\n", | |
" a = X[:,c]\n", | |
" hist, bin_edges = get_histogram(a)\n", | |
" entropy = get_entropy(hist)\n", | |
" plot_histogram(hist, bin_edges, str(c))\n", | |
" entropy_vector[:,c] = entropy\n", | |
" return entropy_vector" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"X = np.random.rand(1000,128)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1127b30d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x111365f90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112accf90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112a78ad0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d77250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c23e50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x111450150>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112906e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112a74050>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ecc150>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113014250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113155fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1132aacd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1133f5c90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113540e10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113689e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113525150>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1132bbf10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1133d8fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11329d050>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113153150>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c00250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ab6350>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bcf450>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ead4d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112b835d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112facf50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112b72550>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112be6950>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112e79e50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bc6fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112989190>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c2a1d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1128bd2d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1134a9350>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d2bcd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1132d7dd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d61e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1132bbd90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1133eb750>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113585e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11299e710>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113293dd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1135423d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1134fd250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ffeb90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113636c90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bd5650>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113683650>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bb4190>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113003690>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11291e110>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d6bfd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112892190>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113234150>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112e5a2d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1130fbc90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1134dbcd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113542e50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d00f50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c45690>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113594910>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1128ae910>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11313ffd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1128f10d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ec1110>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113431290>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112e22c10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11300abd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113196cd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c0cdd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1131a6750>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1130e55d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11321ff50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d5b090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112df6090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112b031d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1133d5210>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112f8b390>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112b9f410>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ab75d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bb7e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112aca0d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112f5b210>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ba1f50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11356bf90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1133e9110>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1129a51d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11353c250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ae23d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11329c450>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1130e4610>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112f98f50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11362d3d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1128ca7d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11329bf90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112a150d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ab8f10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112a529d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113178990>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112eebd10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113566490>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11328e5d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bf9e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112d5a050>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11312f090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113576e10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11366efd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112921190>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113190e50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1132bc710>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ad7b90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c55c90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1134d4d10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112bc2e10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112cf41d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112ae8e10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112c5fe10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11291ff90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112e888d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11350f9d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112992fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1136b6c50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112fa3c90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112aa1610>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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HqmrXPA1JkrozdSbfaTFn8gusvbp1+6zdVt0+a69u3T5rnwgzee94laSGGfKS1DBDXpIa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\napghL0kNM+QlqWGGvCQ1zJCXpIb9fwPC8kNwXUUbAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1133b8650>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112aac090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1136b7e50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"E_vector = process_data_matrix(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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HPXuqKcIpEwpLK70eGoLjjzdh6QoOH4b//u/a/eiJIpI+w3E0FFbEsezd63ImeZO4997r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\nohiXQwykKoIAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11298cc50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(E_vector[0])\n", | |
"plt.xlabel(\"Column\")\n", | |
"plt.ylabel(\"Entropy\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "2.7.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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