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TubeTK Tube NumPy Array and Property Histograms IPython Notebook
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{
"metadata": {
"name": "TubeTK Tube NumPy Array and Property Histograms"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook illustrates the [TubeTK](http://tubetk.org) tube NumPy array data structure and how to create histograms of the properties of a [VesselTube](http://www.itk.org/Doxygen/html/classitk_1_1VesselTubeSpatialObject.html).\n",
"\n",
"First, import the function for reading a tube file in as a NumPy array, and read in the file."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import tubetk\n",
"from tubetk.numpy import tubes_from_file\n",
"\n",
"import os\n",
"filepath = os.path.join(os.path.dirname(tubetk.__file__),\n",
" '..', '..', '..',\n",
" 'MIDAS_Data', 'VascularNetwork.tre')\n",
"\n",
"tubes = tubes_from_file(filepath)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The result is a [NumPy Record Array](http://docs.scipy.org/doc/numpy/user/basics.rec.html) where the fields of the array correspond to the properties of a [VesselTubeSpatialObjectPoint](http://www.itk.org/Doxygen/html/classitk_1_1VesselTubeSpatialObjectPoint.html)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print(type(tubes))\n",
"print(tubes.dtype)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<type 'numpy.ndarray'>\n",
"[('ID', '<i4'), ('Position', '<f8', (3,)), ('Color', '<f4', (4,)), ('Tangent', '<f8', (3,)), ('Normal1', '<f8', (3,)), ('Normal2', '<f8', (3,)), ('Radius', '<f4'), ('Alpha1', '<f4'), ('Alpha2', '<f4'), ('Alpha3', '<f4'), ('Medialness', '<f4'), ('Ridgeness', '<f4'), ('Branchness', '<f4'), ('Mark', '|b1')]\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The length of the array corresponds to the number of points that make up the tubes."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print(len(tubes))\n",
"print(tubes.shape)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"110655\n",
"(110655,)\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Individual points can be sliced, or views can be created on individual fields."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print('Entire points 0, 2:')\n",
"print(tubes[:4:2])\n",
"\n",
"print('\\nPosition of points 0, 2')\n",
"print(tubes['Position'][:4:2])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Entire points 0, 2:\n",
"[ (-1, [249.4600067138672, 185.70599365234375, 0.5305629968643188], [1.0, 0.0, 0.0, 1.0], [0.16296979670004633, -0.9853404631248955, -0.050448162428001125], [0.9853404631248955, 0.16296979670004633, 0.0], [0.008221526774782259, -0.04970861573060659, 0.997454982907638], 2.4312500953674316, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, False)\n",
" (-1, [249.46099853515625, 185.6999969482422, 0.5302559733390808], [1.0, 0.0, 0.0, 1.0], [0.26352887911124834, -0.964488943346244, -0.017708981823207896], [0.964488943346244, 0.26352887911124834, 0.0], [0.004666828130071448, -0.017080117166403626, 0.9996863919627852], 2.4308600425720215, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, False)]\n",
"\n",
"Position of points 0, 2\n",
"[[ 249.46000671 185.70599365 0.530563 ]\n",
" [ 249.46099854 185.69999695 0.53025597]]\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can easily create a histogram of the radii or visualize the point positions."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.figure(figsize=(16, 6))\n",
"\n",
"ax = fig.add_subplot(1, 2, 1)\n",
"ax.hist(tubes['Radius'], bins=100)\n",
"ax.set_xlabel('Radius')\n",
"ax.set_ylabel('Count')\n",
"\n",
"ax = fig.add_subplot(1, 2, 2, projection='3d')\n",
"subsample = 100\n",
"position = tubes['Position'][::subsample]\n",
"radius = tubes['Radius'][::subsample]\n",
"ax.scatter(position[:,0], position[:,1], position[:,2], s=(2*radius)**2)\n",
"ax.set_title('Point Positions')\n",
"ax.set_xlabel('X')\n",
"ax.set_ylabel('Y')\n",
"ax.set_zlabel('Z');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'.\n"
]
},
{
"output_type": "display_data",
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7FyNHjlT/XlFRgYaGhozNWYuBLhEREVEnF6+bsrYBlVgP2R5S3RM3k7Rl0maz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\njhxrRiaaXImtrkT2W2QoM3Ev2jtIy6b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49tutePTRl9HY2IApU8Zi8uSLAYTx97/fBK/3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\nFLrghsNxAYfjRyAchSKA0tIKli7dypAhQ1AqlaSlpbF//2E0Gnf27DlHf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OvW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\n8eOsWbOGkydPUl5ePqtYRGy76nJrayvp6em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}
],
"prompt_number": 5
}
],
"metadata": {}
}
]
}
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