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@RutgerK
Created October 1, 2013 15:06
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NISE_Cartopy
{
"metadata": {
"name": "NISE"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import gdal\nimport cartopy",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "class EASE_North(cartopy.crs.Projection):\n \n def __init__(self):\n \n # see: http://www.spatialreference.org/ref/epsg/3408/\n proj4_params = {'proj': 'laea',\n 'lat_0': 90.,\n 'lon_0': 0,\n 'x_0': 0,\n 'y_0': 0,\n 'a': 6371228,\n 'b': 6371228,\n 'units': 'm',\n 'no_defs': ''}\n \n super(EASE_North, self).__init__(proj4_params)\n \n @property\n def boundary(self):\n coords = ((self.x_limits[0], self.y_limits[0]),(self.x_limits[1], self.y_limits[0]),\n (self.x_limits[1], self.y_limits[1]),(self.x_limits[0], self.y_limits[1]),\n (self.x_limits[0], self.y_limits[0]))\n \n return cartopy.crs.sgeom.Polygon(coords).exterior\n \n @property\n def threshold(self):\n return 1e5\n \n @property\n def x_limits(self):\n return (-9000000, 9000000)\n\n @property\n def y_limits(self):\n return (-9000000, 9000000)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "# example data from:\n# ftp://n4ftl01u.ecs.nasa.gov/SAN/OTHR/NISE.004/2013.09.30/\n\nds = gdal.Open('D:/NISE_SSMISF17_20130930.HDFEOS')\n\n# this loads the layers for both hemispheres\ndata = np.array([gdal.Open(name, gdal.GA_ReadOnly).ReadAsArray()\n for name, descr in ds.GetSubDatasets() if 'Extent' in name])\n\nds = None",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "# mask anything other then sea ice\nsea_ice_concentration = np.ma.masked_where((data < 1) | (data > 100), data, 0)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "lim = 3000000\n\nfig, ax = plt.subplots(figsize=(8,8),subplot_kw={'projection': EASE_North(), 'xlim': [-lim,lim], 'ylim': [-lim,lim]})\n\nland = cartopy.feature.NaturalEarthFeature(\n category='physical',\n name='land',\n scale='50m',\n facecolor='#dddddd',\n edgecolor='none')\n\n#ax.add_feature(land)\nax.coastlines()\n\n# from the metadata in the HDF\nextent = [-9036842.762500, 9036842.762500, -9036842.762500, 9036842.762500]\n\nax.imshow(sea_ice_concentration[0,:,:], cmap=plt.cm.Blues, vmin=1,vmax=100,\n interpolation='none', origin='upper', extent=extent, transform=EASE_North())\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": "<matplotlib.image.AxesImage at 0x3f9f7b0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0Wm2pHT8kJATh4eFISUkRllWrVg19+vTB6tWrS+08DEZFhzlMRqVl27ZtePvt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\nTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x3e39cd0>"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
}
],
"metadata": {}
}
]
}
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