OSGeoLive-Notebooks/Cartopy/cartopy-geostationary.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reprojecting images from a Geostationary projection\n",
"---------------------------------------------------\n",
"\n",
"This example demonstrates Cartopy's ability to project images into the desired\n",
"projection on-the-fly. The image itself is retrieved from a URL and is loaded\n",
"directly into memory without storing it intermediately into a file. It\n",
"represents pre-processed data from the Spinning Enhanced Visible and Infrared\n",
"Imager onboard Meteosat Second Generation, which has been put into an image in\n",
"the data's native Geostationary coordinate system - it is then projected by\n",
"cartopy into a global Miller map. (requires net connection)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"try:\n",
" from urllib2 import urlopen\n",
"except ImportError:\n",
" from urllib.request import urlopen\n",
"from io import BytesIO\n",
"\n",
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def geos_image():\n",
" \"\"\"\n",
" Return a specific SEVIRI image by retrieving it from a github gist URL.\n",
"\n",
" Returns\n",
" -------\n",
" img : numpy array\n",
" The pixels of the image in a numpy array.\n",
" img_proj : cartopy CRS\n",
" The rectangular coordinate system of the image.\n",
" img_extent : tuple of floats\n",
" The extent of the image ``(x0, y0, x1, y1)`` referenced in\n",
" the ``img_proj`` coordinate system.\n",
" origin : str\n",
" The origin of the image to be passed through to matplotlib's imshow.\n",
"\n",
" \"\"\"\n",
" url = ('https://gist.github.com/pelson/5871263/raw/'\n",
" 'EIDA50_201211061300_clip2.png')\n",
" img_handle = BytesIO(urlopen(url).read())\n",
" img = plt.imread(img_handle)\n",
" img_proj = ccrs.Geostationary(satellite_height=35786000)\n",
" img_extent = [-5500000, 5500000, -5500000, 5500000]\n",
" return img, img_proj, img_extent, 'upper'\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def main():\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(1, 1, 1, projection=ccrs.Miller())\n",
" ax.coastlines()\n",
" ax.set_global()\n",
" print('Retrieving image...')\n",
" img, crs, extent, origin = geos_image()\n",
" print('Projecting and plotting image (this may take a while)...')\n",
" ax.imshow(img, transform=crs, extent=extent, origin=origin, cmap='gray')\n",
" plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Retrieving image...\n",
"Projecting and plotting image (this may take a while)...\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}