{ "metadata": { "name": "", "signature": "sha256:3c5d04c58cdbd2534f12c5c86f68297eed27fc1eab398bfffdaaf32157ccb3c7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# import required packages\n", "import netCDF4\n", "#import matplotlib, pylab # already in pylab\n", "import openearthtools.io.netcdf as nc" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "# define file, use r'name' to be able to use windows-style slashes in name\n", "ncfile = r'd:\\DATA\\Resmon4\\nc\\MERIS2WAQ_2003_2011_tsm_dd_grid_TIM_log_1.nc'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "# open file\n", "grid = netCDF4.Dataset(ncfile)\n", "# see what variables are in there\n", "grid.variables" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 61, "text": [ "OrderedDict([(u'time', ), (u'crs', ), (u'lon', ), (u'lat', ), (u'lonbounds', ), (u'latbounds', ), (u'SPM', ), (u'mask', )])" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "# load coordinates\n", "# the [:,:] are required as grid.variables['var'] is only a pointer\n", "lon = grid.variables['lon'][:,:]\n", "lat = grid.variables['lat'][:,:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 62 }, { "cell_type": "code", "collapsed": false, "input": [ "# load the timesteps\n", "tim = netCDF4.num2date(grid.variables['time'], units=grid.variables['time'].units)\n", "# see what times are in there; tim[1,-1] ???\n", "tim" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "array([datetime.datetime(2003, 1, 3, 12, 0),\n", " datetime.datetime(2003, 1, 4, 12, 0),\n", " datetime.datetime(2003, 1, 5, 12, 0), ...,\n", " datetime.datetime(2011, 12, 19, 12, 0),\n", " datetime.datetime(2011, 12, 22, 11, 0),\n", " datetime.datetime(2011, 12, 27, 12, 0)], dtype=object)" ] } ], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "# see how many times are in there, and select one\n", "grid.variables['SPM'].shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 64, "text": [ "(2320, 235, 243)" ] } ], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "# pick a time and load that slice\n", "it = 56\n", "val = grid.variables['SPM'][it,:,:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "# load coastline annotation from opendap.deltares.nl\n", "ldbfile = r'd:\\opendap.deltares.nl\\thredds\\dodsC\\opendap\\deltares\\landboundaries\\northsea.nc'\n", "tmp = netCDF4.Dataset(ldbfile); tmp.variables; L = {}\n", "L['lon'] = tmp.variables['lon'][:]\n", "L['lat'] = tmp.variables['lat'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "matplotlib.pyplot.pcolor(lon,lat,10**val, vmin=0, vmax=1.5) # pcolormesh won't work here, it interprets data at centersmatplotlib.pyplot.colorbar()\n", "matplotlib.pyplot.axis('tight')\n", "matplotlib.pyplot.axis([-2,9,50,57])\n", "matplotlib.pyplot.title(str(tim[it]))\n", "gca().set_aspect(1./cos(mean(ylim())/180*pi),adjustable='box') # see Matlab axislat()\n", "colorbar()\n", "plot(L['lon'],L['lat'],'k')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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QO8QaVTalCtWcJlgS2FlUzY4UjvXgnQFS+NL586KB393dnaFDh7JhwwYmTZpU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\n7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} ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }