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@gazzar
Last active August 29, 2015 14:00
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IPython notebook demonstrating the cubehelix colormap in matplotlib
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{
"metadata": {
"name": "",
"signature": "sha256:3599bba22cfe2d088d34a89ad0b8ad5624b8d85a3d564e1b014a98b59e0db3eb"
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.html.widgets import interact, interactive, fixed\n",
"from IPython.display import display"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import skimage as sk\n",
"import skimage.data as skdata"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Colour and greyscale-friendly cubehelix colourmaps"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"See examples here http://www.mrao.cam.ac.uk/~dag/CUBEHELIX/cubewedges.html\n",
"\n",
"mpl._cm.cubehelix() arguments\n",
"gamma gamma factor to emphasise either low intensity values\n",
" (gamma < 1), or high intensity values (gamma > 1);\n",
" defaults to 1.0.\n",
"s the start color; defaults to 0.5 (i.e. purple).\n",
"r the number of r,g,b rotations in color that are made\n",
" from the start to the end of the color scheme; defaults\n",
" to -1.5 (i.e. -> B -> G -> R -> B).\n",
"h the hue parameter which controls how saturated the\n",
" colors are. If this parameter is zero then the color\n",
" scheme is purely a greyscale; defaults to 1.0."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def ch(gamma=1.0, s=0.5, r=-1.0, h=1.5):\n",
" mpl.cm.register_cmap(name='cubehelix2', data=mpl._cm.cubehelix(gamma, s, r, h))\n",
" im = imshow(skdata.camera(), cmap='cubehelix2')\n",
" display(im)\n",
" colorbar(im)\n",
"\n",
"w = interactive(ch, gamma=(0,5.0,0.1), s=(-1,1,0.1), r=(-3,3,6./20), h=(0,3,0.2))\n",
"display(w)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"<matplotlib.image.AxesImage at 0xa3b60b8>"
]
},
{
"metadata": {},
"output_type": "display_data",
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/QUkc9Pi8BXkFMQnGpPb4lbfygDlEDJq8ihtIJHY6WDVUAr0aOb6kptORIIEe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\nglqCPw69md9y4KJtHmvgF6lB6/fOKEZT9sBoVJOotLJQT6+GMRL8RG7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EHvhQOi4vNFWt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gu/lh2ksiVe7i02eZCQ+suFLFRseoldkF2p9lQk8jlqsz2VQ/vf/tt/+2nv/1wc2q9ZUOulRn+R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\nrzhc5Nhe4U7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l6CzZUzr73EV/GU2gXujB9dlsOkM6VdQ1p9vyK9MMvqVNVbD0bCliWjtW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\nMhDx67nc33Q8+uijfPSjH6UsS375l3+ZT3z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"text": [
"<matplotlib.figure.Figure at 0xa3b6a58>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
}
],
"metadata": {}
}
]
}
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