Index: wflow-py/notebooks/openDAP-e2o.ipynb
===================================================================
diff -u
--- wflow-py/notebooks/openDAP-e2o.ipynb (revision 0)
+++ wflow-py/notebooks/openDAP-e2o.ipynb (revision c48c138218cb6722ff903a5e10af7a7c36f95cc3)
@@ -0,0 +1,329 @@
+{
+ "metadata": {
+ "name": "openDAP-e2o"
+ },
+ "nbformat": 3,
+ "nbformat_minor": 0,
+ "worksheets": [
+ {
+ "cells": [
+ {
+ "cell_type": "heading",
+ "level": 1,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Get data from eartH2Observe OpeNDAP server"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "This small notebook shows how the get data from the eartH2Observe OpeNDAP server using python and the netCDF4 package. To run it make sure you notebook server is started like this:\n",
+ "\n",
+ "- ipython notebook --pylab=inline\n",
+ "\n",
+ "If you want to run this outside of ipython just download the .py file. In that case make sure to import numpy and scipy first.\n",
+ "\n",
+ "\n",
+ "See also: https://publicwiki.deltares.nl/display/OET/OPeNDAP+subsetting+with+python\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Catalog\n",
+ "\n",
+ "http://wci.earth2observe.eu/thredds/catalog.html\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "#!/usr/bin/env python\n",
+ "# we need the netcdf4 library. This allows us to read netcdf from OpeNDAP or files\n",
+ "import netCDF4\n",
+ "\n",
+ "# Uncomment these if needed\n",
+ "#from numpy import *\n",
+ "#from scipy import *\n",
+ "\n",
+ "# specify an url\n",
+ "rainurl = 'http://wci.earth2observe.eu/thredds/dodsC/ecmwf/met_forcing_v0/2012/Rainf_daily_E2OBS_201201.nc'\n",
+ "\n",
+ "# create a dataset object\n",
+ "raindataset = netCDF4.Dataset(rainurl)\n"
+ ],
+ "language": "python",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [],
+ "prompt_number": 15
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "# Get some data ......\n",
+ "# note that with larg set you do not want to read all in memory at once like we do here with\n",
+ "precip = raindataset.variables['Rainf']\n",
+ "lat = raindataset.variables['lat'][:]\n",
+ "lon = raindataset.variables['lon'][:]"
+ ],
+ "language": "python",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [],
+ "prompt_number": 16
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "# Show the max value in the matrix\n",
+ "ts1 = precip[1,:,:]\n",
+ "ts1.max()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "pyout",
+ "prompt_number": 17,
+ "text": [
+ "0.0020431352"
+ ]
+ }
+ ],
+ "prompt_number": 17
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "# Display the units\n",
+ "raindataset.variables['Rainf'].units"
+ ],
+ "language": "python",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "output_type": "pyout",
+ "prompt_number": 18,
+ "text": [
+ "u'kg m-2 s-1'"
+ ]
+ }
+ ],
+ "prompt_number": 18
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "ts1.max() * 86400"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "pyout",
+ "prompt_number": 19,
+ "text": [
+ "176.52688398957253"
+ ]
+ }
+ ],
+ "prompt_number": 19
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Now let's make a plot to see the contents of the file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "f, ax = plt.subplots(figsize=(12, 9))\n",
+ "Lon,Lat = meshgrid(lon, lat)\n",
+ "mesh = pcolormesh(Lon,Lat,log( 0.000001 + ts1),cmap='hot')\n"
+ ],
+ "language": "python",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAIUCAYAAAA328sDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n"
+ }
+ ],
+ "prompt_number": 28
+ },
+ {
+ "cell_type": "heading",
+ "level": 1,
+ "metadata": {},
+ "source": [
+ "Extract data for a catchment."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "# Select lat and long for our cathcment\n",
+ "# Bounding box for our catchment\n",
+ "BB = dict(\n",
+ " lon=[ 143, 150],\n",
+ " lat=[-37, -33]\n",
+ " )\n",
+ " \n",
+ "(latidx,) = logical_and(lat >= BB['lat'][0], lat < BB['lat'][1]).nonzero()\n",
+ "(lonidx,) = logical_and(lon >= BB['lon'][0], lon < BB['lon'][1]).nonzero()\n",
+ "\n",
+ "# get rid of the non used lat/lon now\n",
+ "lat_s = lat[latidx]\n",
+ "lon_s= lon[lonidx]\n",
+ "# Now get the time for the x-axis\n",
+ "time = raindataset.variables['time']\n",
+ "timeObj = netCDF4.num2date(time[:], units=time.units, calendar=time.calendar)"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 22
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "#Now determine area P for each timestep and display in a graph\n",
+ "# first the mean per area lat, next average those also\n",
+ "# Multiply with timestep in seconds to get mm\n",
+ "p_select = precip[:,latidx.min():latidx.max(),lonidx.min():lonidx.max()]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 23
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "# PLot the sum over this month for the subcatchment\n",
+ "\n",
+ "Lon,Lat = meshgrid(lon_s, lat_s)\n",
+ "mesh = pcolormesh(Lon,Lat,p_select.sum(axis=0))\n",
+ "title(\"Cumulative precipitation\")\n"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "pyout",
+ "prompt_number": 24,
+ "text": [
+ ""
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEICAYAAABbOlNNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n"
+ }
+ ],
+ "prompt_number": 24
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "p_mean = p_select.mean(axis=2).mean(axis=1) * hstack((diff(time[:]),mean(diff(time[:]))))"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 25
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "f, ax = plt.subplots(figsize=(12, 6))\n",
+ "ax.plot(timeObj,p_mean)\n",
+ "title(\"Precipitation\")"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "pyout",
+ "prompt_number": 27,
+ "text": [
+ ""
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "png": "iVBORw0KGgoAAAANSUhEUgAAAucAAAF6CAYAAAC6F/bIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
+ }
+ ],
+ "prompt_number": 27
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [],
+ "language": "python",
+ "metadata": {},
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [],
+ "language": "python",
+ "metadata": {},
+ "outputs": []
+ }
+ ],
+ "metadata": {}
+ }
+ ]
+}
\ No newline at end of file