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@darkblue-b
Created August 5, 2015 15:08
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{
"metadata": {
"name": "",
"signature": "sha256:fd9ef41f667750b38b3beb8b762bea22dc8fbc977fd7c5cc5d1c29f0d91f4c09"
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cartopy Basics in IPython Notebook\n",
"==================================\n",
"\n",
"*Author: Brian M Hamlin - 'darkblue_b'*\n",
"\n",
"* Import a netCDF world weather history from OSGeo Live sample data sets.\n",
"* Plot one day using various mapping projections\n",
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from netCDF4 import Dataset\n",
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"my_example_nc_file = '/home/user/data/netcdf/txxETCCDI_yr_MIROC5_historical_r2i1p1_1850-2012.nc'\n",
"fh = Dataset(my_example_nc_file, mode='r')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lons = fh.variables['lon'][:]\n",
"lats = fh.variables['lat'][:]\n",
"tmax = fh.variables['txxETCCDI'][:]\n",
"\n",
"tmax_units = fh.variables['txxETCCDI'].units\n",
"fh.close()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import Cartopy, Display Example Maps\n",
"-------------------------------------\n",
"* show examples in several common projects\n",
"* some examples will display warnings, software under construction!\n",
"* note: If you have a working Internet connection, you can uncomment out the 'coastlines' and cartopy will download NaturalEarth Coastlines on the first run\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.Mollweide())\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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bZdfqLYvlepwYQhZ7gJcps2QLEOIONzvDF5Ph+WEley5TguWmcOEKzJwv5KPs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\noKCgoKCgoKCgoKCgAPw/cU5/RAmg0UIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xafb303ec>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.Robinson())\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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A4h+gQjtwqQYu+lo3BRQwM4X4ZXD4GjzeDTJehsPH4fAJqK8J/H38tvzPuAB+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\n",
"text": [
"<matplotlib.figure.Figure at 0xafbb3d6c>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.GOOGLE_MERCATOR)\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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SeLk6V0gsLu3ARuv6qbMgapR8dmoOFUZBwleQGwaZJ6BaFRjZGrpMggEJQIJl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\noKCgoKCgoKCgoKCgoGAb/g/G+GIeERI/IwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xafbcf9cc>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.NorthPolarStereo())\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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TKlgp/hb9AVkRcL0BbNhaaaeyMnjynYr3ocHQswMA4WNv3tV/pPE+bvdGYvul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\n",
"text": [
"<matplotlib.figure.Figure at 0xafb9130c>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.Miller())\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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+Xpqbhza83X6nT509BKiiZBpHSwiRpmR1bi2SfjUbiXEsI0J7i5QW/bSQWcyM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"text": [
"<matplotlib.figure.Figure at 0xafb9328c>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.TransverseMercator())\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/usr/lib/python2.7/dist-packages/cartopy/mpl/feature_artist.py:102: UserWarning: Unable to determine extent. Defaulting to global.\n",
" warnings.warn('Unable to determine extent. Defaulting to global.')\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mzUpGQZnSBbfVC/fXlWFxioh3qRrSHNUdHLsJ3RLgnUnQqK40Ff14MtwbASPK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\n",
"text": [
"<matplotlib.figure.Figure at 0xafb1762c>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.EuroPP())\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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NJHPtPwJPjK/P8ePFO4GW9oAsOROsFZBuzOkZ0PBO2LtBQmx09BkOg/uULG+1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\no38XlUqmjK+/CK99WDIMp3F9mUYtWmH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"text": [
"<matplotlib.figure.Figure at 0xafb9184c>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.axes(projection=ccrs.LambertCylindrical () )\n",
"ax.contourf( lons, lats, tmax[1],\n",
" transform=ccrs.PlateCarree(),\n",
" cmap='spectral')\n",
"ax.coastlines()\n",
"ax.set_global()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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FY6QM6O8n+sAVLaDjpsrHGxPv3Aw4Pdh+R4ZrxoL3Zoh6GOalQK7u/GY/SVro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\ngi4D4J+99hNv0WE4ESUOHbaiwRRo/K7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thr+WJFwLF+Ho0/DSc/3PTZplNLbdX/u85Ixj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\nDAaDwWD4z/kbwZPbLzB7zz4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xafa9ab8c>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
@QuLogic
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QuLogic commented Aug 5, 2015

FYI, TransverseMercator is only designed to work at small widths (like <±6 degrees) so it looks pretty terrible as a global plot.

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