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@pelson
Last active December 22, 2015 03:28
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Demonstrates path clipping on a contour set using a shapely geometry in response to a question by Alex Goodman on the matplotlib mailing list (subject "Clipping a plot inside a polygon").
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{
"metadata": {
"name": "Clipping a contour set with a geometry"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cartopy.io.shapereader as shpreader\n",
"from cartopy.mpl.patch import geos_to_path\n",
"\n",
"\n",
"shpfilename = shpreader.natural_earth(resolution='110m',\n",
" category='cultural',\n",
" name='admin_0_countries')\n",
"reader = shpreader.Reader(shpfilename)\n",
"countries = reader.records()\n",
"us_multipoly, = [country.geometry for country in countries\n",
" if country.attributes['name'] == 'United States']\n",
"main_us_geom = sorted(us_multipoly.geoms, key=lambda geom: geom.area)[-1]\n",
"\n",
"us_path, = geos_to_path(main_us_geom)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import PathPatch\n",
"\n",
"import cartopy.crs as ccrs\n",
"from cartopy.examples.waves import sample_data\n",
"\n",
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.coastlines()\n",
"\n",
"plate_carre_data_transform = ccrs.PlateCarree()._as_mpl_transform(ax)\n",
"\n",
"lons, lats, data = sample_data()\n",
"quad_set = plt.contourf(lons, lats, data, transform=ccrs.PlateCarree())\n",
"for collection in quad_set.collections:\n",
" collection.set_clip_path(us_path, plate_carre_data_transform)\n",
" \n",
"# Draw the path of interest.\n",
"ax.add_patch(PathPatch(us_path, transform=ccrs.PlateCarree(), facecolor='none',\n",
" edgecolor='gray', linewidth=5, alpha=0.5))\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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zJ/z9/V/Zd1VVFW7dugV5eXkkJSUxwZ8qKip48OABtm/fjt9//x0RERFQV1cHj8dDQ0MD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\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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