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@rsignell-usgs
Created June 13, 2014 14:38
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "heading",
"source": "Read Bathy data from ERDDAP",
"level": 1
},
{
"metadata": {},
"cell_type": "code",
"input": "import numpy as np\nimport matplotlib.pyplot as plt\nimport urllib\nimport netCDF4\nfrom mpl_toolkits.basemap import Basemap",
"prompt_number": 49,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# Definine the domain of interest\nminlat = 42\nmaxlat = 45\nminlon = -67\nmaxlon = -61.5\nisub = 5\n \n# Read data from: http://coastwatch.pfeg.noaa.gov/erddap/griddap/usgsCeSrtm30v6.html\n# using the netCDF output option\nbase_url='http://coastwatch.pfeg.noaa.gov/erddap/griddap/usgsCeSrtm30v6.nc?'\nquery='topo[(%f):%d:(%f)][(%f):%d:(%f)]' % (maxlat,isub,minlat,minlon,isub,maxlon)\nurl = base_url+query\nprint url",
"prompt_number": 50,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "http://coastwatch.pfeg.noaa.gov/erddap/griddap/usgsCeSrtm30v6.nc?topo[(45.000000):5:(42.000000)][(-67.000000):5:(-61.500000)]\n"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# store data in NetCDF file\nfile='usgsCeSrtm30v6.nc'\nurllib.urlretrieve (url, file)",
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# open NetCDF data in \nnc = netCDF4.Dataset(file)\nncv = nc.variables\nprint ncv.keys()",
"prompt_number": 54,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "[u'latitude', u'longitude', u'topo']\n"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "lon = ncv['longitude'][:]\nlat = ncv['latitude'][:]\nlons, lats = np.meshgrid(lon,lat)\ntopo = ncv['topo'][:,:]",
"prompt_number": 53,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# Create map\nm = Basemap(projection='mill', llcrnrlat=minlat,urcrnrlat=maxlat,llcrnrlon=minlon, urcrnrlon=maxlon,resolution='h')\nfig1 = plt.figure(figsize=(10,8))\ncs = m.pcolormesh(lons,lats,topo,cmap=plt.cm.jet,latlon=True)\nm.drawcoastlines()\nm.drawmapboundary()\nplt.title('SMRT30 - Bathymetry/Topography')\ncbar = plt.colorbar(orientation='horizontal', extend='both')\ncbar.ax.set_xlabel('meters')\n \n# Save figure (without 'white' borders)\nplt.savefig('topo.png', bbox_inches='tight')",
"prompt_number": 48,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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6GVyEfvmkgsKlKMU7Bo1CODt5v3syfT61lHB804oFjZYmyBKQTTamDUX5Z7Po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\nYk4iVxRQyheFi9kUz/rE7XKTXrpckUAvdBcnr/TCg7H/t+lg0ua5lDh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"text": "<matplotlib.figure.Figure at 0x7f7da49a7150>"
}
],
"language": "python",
"trusted": true,
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"name": "",
"signature": "sha256:5f85b86873fb5ab5431dc92d92570c1f7b7df84110fb4c427923f8c6dbf99d21"
},
"nbformat": 3
}
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