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@mattalhonte
Created December 20, 2014 04:08
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{
"metadata": {
"name": "",
"signature": "sha256:c3e9189c724a3cb2c881a339a3efafcd1a4f5a8562e63ceba1e4ebc113eaceb4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Healthy Heartbeat"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pylab import rcParams\n",
"rcParams['figure.figsize'] = 18, 8 #Making the graphs bigger\n",
"\n",
"#Data is from here: http://physionet.org/physiobank/database/twadb/\n",
"healthyControl = genfromtxt(\"C:\\\\Users\\\\Matt\\\\Dropbox\\\\Python Workspace\\\\Digital Oxygen\\\\twa39I.csv\", usecols = (1), delimiter=\",\")[2:]\n",
"plot(healthyControl[10000:12000])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"[<matplotlib.lines.Line2D at 0x7bbeef0>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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UKMlAdXJPFGRCoFZeJgSDdAQh93zF9Q5hoScEAJSP1TESLjcTQqI5JarjzfBQjgE/eD0h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\nREREREREREREREREREREREREJCv8P53yvG7BIEKqAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x8750ef0>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Ventricular bigeminy"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Data from here: http://physionet.org/physiobank/database/aami-ec13/\n",
"ventricularBigeminy = genfromtxt(\"C:\\\\Users\\\\Matt\\\\Dropbox\\\\Python Workspace\\\\Digital Oxygen\\\\aami3a.csv\", usecols = (1), delimiter=\",\")\n",
"plot(ventricularBigeminy[:5000])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"[<matplotlib.lines.Line2D at 0x8c54a20>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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3pitCFBQAZ5wBVFR4W0YhOYmCv0ofFk0++ojavnQQl4zgSTRGZIt0QO6JHYnm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\n3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"text": [
"<matplotlib.figure.Figure at 0x7b0a3c8>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Bidirectional systoles"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Data from here: http://physionet.org/physiobank/database/aami-ec13/\n",
"\n",
"bidirectionalSystoles = genfromtxt(\"C:\\\\Users\\\\Matt\\\\Dropbox\\\\Python Workspace\\\\Digital Oxygen\\\\aami3d.csv\", usecols = (1), delimiter=\",\")\n",
"plot(bidirectionalSystoles[:5000])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"[<matplotlib.lines.Line2D at 0x7ae42e8>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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6deZ9L5+9ei2X6aQ08ZsJUcpZQQxCkOd5SACvAgSl5nBNngyMGhVrU4hixyBE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\njh3CkJYQ4qWXbGrQyJEWML36ava/ceZ2Id+/PSEESpG5Pcx3LPPuu0P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9B72C2N5OCFHN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\nhAAKaGoa3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"text": [
"<matplotlib.figure.Figure at 0x7b697f0>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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