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@pelson
Last active December 17, 2015 14:59
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Demonstration of the new from_levels_and_colors function.
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I've submitted a [PR to matplotlib](https://github.com/matplotlib/matplotlib/pull/2050) which simplifies the creation of a discrete level to colour mapped norm and cmap in matplotlib v1.3. This came about because of a [discussion on the iris-users Google group](https://groups.google.com/forum/#!topic/scitools-iris/BMbQl0S2WNo).\n",
" \n",
"This notebook demonstrates the use of the new from_levels_and_colors function for generation of pcolormesh type plots."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from matplotlib.colors import from_levels_and_colors\n",
"\n",
"cmap, norm = from_levels_and_colors([2, 5, 7, 10], ['red', 'blue', 'green'])\n",
"data = np.arange(12).reshape(3, 4)\n",
"\n",
"plt.pcolormesh(data, cmap=cmap, norm=norm)\n",
"plt.colorbar()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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ssYRcuSYnJ+s3v/mN1qxZo6GhIdXW1qqoqEj19fUqLi5WeXm5Xn31VTU1NWlwcFDp6en6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\nAeEKABb8H/rjJCAE9Lj/AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2074cd0>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's also possible to easily add \"extend\" like capabilities, similar to that of contourf"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from matplotlib.colors import from_levels_and_colors\n",
"\n",
"cmap, norm = from_levels_and_colors([2, 5, 7], ['red', 'blue', 'green'], extend='max')\n",
"data = np.arange(12).reshape(3, 4)\n",
"\n",
"plt.pcolormesh(data, cmap=cmap, norm=norm)\n",
"plt.colorbar()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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Ktm3TqlWrrB6LK5EAwBIFCgCWKFAAsESBAoAlChQALFGgAGCJAgUASxQoAFiiQAHAEgUK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\niQIFAEsUKABYokABwBIFCgCWKFAAsPT/ZcDWJoa703kAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2732a10>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you already have a colormap that you want to use as the source of your colours it is possible to call the colormap with the index of the colour.\n",
"\n",
"I'm going to be using Iris' nice descrete Brewer colour palettes"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import iris.palette\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from matplotlib.colors import NoNorm\n",
"\n",
"nice_cmap = plt.get_cmap('brewer_RdYlBu_11')\n",
"\n",
"plt.figure(figsize=(20, 0.5))\n",
"plt.title('The \"brewer_RdYlBu_11\" cmap')\n",
"plt.pcolormesh(np.arange(nice_cmap.N).reshape(1, -1), norm=NoNorm(), cmap=nice_cmap)\n",
"ax = plt.gca()\n",
"ax.yaxis.set_visible(False)\n",
"ax.autoscale_view(tight=True)\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x208dc50>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets go ahead and start using the new from_levels_and_colors function."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import iris\n",
"import iris.palette\n",
"import iris.quickplot as qplt\n",
"from matplotlib.colors import from_levels_and_colors\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"fname = iris.sample_data_path('air_temp.pp')\n",
"temperature = iris.load_cube(fname)\n",
"\n",
"nice_cmap = plt.get_cmap('brewer_RdYlBu_11')\n",
"# Pick some of the nicer colors from the palette...\n",
"colors = nice_cmap([9, 8, 6, 3, 2, 0])\n",
"levels = [250, 265, 275, 285, 300]\n",
"\n",
"cmap, norm = from_levels_and_colors(levels, colors, extend='both')\n",
"\n",
"plt.figure(figsize=(16, 10))\n",
"qplt.pcolormesh(temperature, cmap=cmap, norm=norm)\n",
"plt.gca().coastlines()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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lZ59y2/yrmTl7DtNmnY7OoMfn9fHHB37NgkWvMmnajAPWt6Rlce/bJUiShMdh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rcdfXcMnS/xXWwsp5Ly+W5nHGcuFjIw1I3gNraU6/S42mroH+x6015XEFoKnU7HjFHDGDxyFE+9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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff4a97ef4d0>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the record, the PR also adds a new method on a colormap instance to quickly see what it looks like (EDIT: Sadly, this was removed from the pull request):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nice_cmap.peek()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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LTzsQEQnA8CUyIlNTU9y5c0d0GdTE7ty5A6XS5IHWYfgSGVFf///BiBEjkJqa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\n",
"text": [
"<matplotlib.figure.Figure at 0x3238690>"
]
}
],
"prompt_number": 6
}
],
"metadata": {}
}
]
}
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