Created
November 27, 2012 13:33
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Second Example of reading CMIP5 data over OPeNDAP in the IPython nodebook
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| { | |
| "metadata": { | |
| "name": "esgf_opendap1" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Example of plotting ESGF data with IPython and matplotlib\n", | |
| "\n", | |
| "Using OPeNDAP-enabled NetCDF library we can download and plot GeoMIP data directly from ESGF nodes." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from netCDF4 import Dataset\n", | |
| "from mpl_toolkits.basemap import Basemap, shiftgrid\n", | |
| "opendap_url = 'http://cmip-dn1.badc.rl.ac.uk/thredds/dodsC/esg_dataroot/GeoMIP/output1/MOHC/HadGEM2-ES/G1/mon/ocnBgchem/Omon/r1i1p1/v20120223/co3/co3_Omon_HadGEM2-ES_G1_r1i1p1_185912-192912.nc'\n", | |
| "d = Dataset(opendap_url)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We will plot the CO3 variable from the dataset\n", | |
| "\n", | |
| "<code>GeoMIP.output1.MOHC.HadGEM2-ES.G1.mon.ocnBgchem.Omon.r1i1p1.v20120223</code>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "bmap = Basemap()\n", | |
| "co3 = d.variables['co3']\n", | |
| "nt, ny, nx = co3.shape\n", | |
| "lats = d.variables['lat'][:]\n", | |
| "data, lons = shiftgrid(180, co3[0], d.variables['lon'][:], start=False)\n", | |
| "data = bmap.transform_scalar(data, lons, lats,nx, ny)\n", | |
| "bmap.imshow(data); bmap.drawcoastlines()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 6, | |
| "text": [ | |
| "<matplotlib.collections.LineCollection at 0x2bb9650>" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": 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CkuEO1c55rduhaRoDBw4kLy8Pu93Oeeedx44dO9iwYQODBg1i0aJFcVVYs2YN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\niv1WWrNmjRg1alStAT916lS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BQ1paGmJZLqXCg+RUcTUpJz21yOJ2VWSCwoUQErKkoUkS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kveieaHixxola4iLPLh0rYsgwf2Zvs+NWzrrOaHLy9j91Mv4OHHprHDDjtw+rZrGdx4L07aj/t1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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x274df50>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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