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@jasonmhite
Created March 4, 2015 21:35
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"metadata": {
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"signature": "sha256:fdbedaf62f5a23c8be84f75bd5664070880dd1796fd54e0d6dd7b8a7be357099"
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"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.tri as mtri # mtri is the key\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import seaborn as sb # optional, just makes plots look nicer by default"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, I'm generating some fake data using meshgrid and then flattening it out into columns with `ravel`. Note that I to transpose `R` here so that it's columns of `[x, y, z]`... actually it'd be easier to do this without the transpose but storing the points like that is dumb to me."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x, y = linspace(0, 1, 10), linspace(0, 1, 10)\n",
"xx, yy = meshgrid(x, y)\n",
"zz = sin(xx + yy)\n",
"\n",
"R = vstack((xx.ravel(), yy.ravel(), zz.ravel())).T"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In case it isn't clear how R is laid out:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"R[:5]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"array([[ 0. , 0. , 0. ],\n",
" [ 0.11111111, 0. , 0.11088263],\n",
" [ 0.22222222, 0. , 0.22039774],\n",
" [ 0.33333333, 0. , 0.3271947 ],\n",
" [ 0.44444444, 0. , 0.42995636]])"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, compute the Delauney triangularization of the points. Note that this only takes the first two columns (`x` and `y`) and determines which points are adjacent. The height of the triangles (`z`) into play as part of `plot_trisurf`.\n",
"\n",
"Also note that even though I generated my sample data on a structured grid this isn't necessary. That was just because it's easy, this will still work if the points are unstructured."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tri = mtri.Triangulation(*R.T[0:2])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
"ax.plot_trisurf(*R.T, triangles=tri.triangles)\n",
"ax.scatter(*R.T, c=\"red\")\n",
"fig.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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o9J9R6bXPkTnUE0tJ2kQo9DcgTDz+RkyzG0XZTFfXP4hG3zFoH5/vJVT1Bfr7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Xx/8HLAQ07O38jNbaC29hQOHFAnuMLCeVRWTvd73Wqdw+HDZ9PYKCfS/PyFVFVdpbInD5mZi8nL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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcbd9e96ad0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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