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Example of reading CMIP5 data over OPeNDAP in IPython
{
"metadata": {
"name": "esgf_opendap"
},
"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 data directly from ESGF nodes.",
"You can download esgf-pyclient from pypi or github using one of these commands",
" $ pip install esgf-client",
" $ easy_install install esgf-client",
" $ git clone https://github.com/stephenpascoe/esgf-pyclient.git",
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from netCDF4 import Dataset\n",
"from mpl_toolkits.basemap import Basemap, shiftgrid\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we define 2 CMIP5 OPeNDAP URLs discovered from the ESGF system, one from GFDL and one from BADC.\n",
"\n",
"The standard ESGF configuration does not show these URLs in the ESGF-P2P interface but GFDL are publishing them directly. For GFDL you will see an \"OPENDAP\" link beside each individual file when you expend a dataset in the ESGF data cart. follow this link and you will get to a form containing the real OPeNDAP link. (hint: it's the same as the \"OPENDAP\" link with the suffix \".html?openid=...\" removed)\n",
"\n",
"For BADC you have to deduce the OPeNDAP URL from the THREDDS XML, this is the standard ESGF configuration which we need to fix!"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"opendap_url = 'http://esgdata1.nccs.nasa.gov/thredds/dodsC/GISS/cmip5/historical/E2-R-CC_historical_r1i1p1/tas_Amon_GISS-E2-R-CC_historical_r1i1p1_185001-187512.nc'\n",
"opendap_url2 = '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",
"d1 = Dataset(opendap_url)\n",
"d2 = Dataset(opendap_url2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 71
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will plot these two variables:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tas = d1.variables['tas']\n",
"co3 = d2.variables['co3']\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In each case need to slightly transform the data to make it plotable with Basemap. The grid longitude start must allign with the Basemap projection."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bmap = Basemap()\n",
"\n",
"nt, ny, nx = tas.shape\n",
"nt, ny, nx\n",
"lats = d1.variables['lat'][:]\n",
"data, lons = shiftgrid(180, tas[0], d1.variables['lon'][:], start=False)\n",
"# 1.25 fudge factor needed to bring lons in range of -180 to 180\n",
"data = bmap.transform_scalar(data, lons+1.25, lats, nx, ny)\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 48
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First plot the GFDL data."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bmap.imshow(data)\n",
"bmap.drawcoastlines()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 50,
"text": [
"<matplotlib.collections.LineCollection at 0x4f81c50>"
]
},
{
"output_type": "display_data",
"png": 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H15NJSVJJykBZwsXDwccmwEIiFPDik6AYgmuedMhyU+RIkccNYdsiQITeWQ8H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\nbGIT+z7a/wasfetFfUW/vQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 50
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now repeat for the BADC data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nt, ny, nx = co3.shape\n",
"nt, ny, nx\n",
"lats = d2.variables['lat'][:]\n",
"data, lons = shiftgrid(180, co3[0], d2.variables['lon'][:], start=False)\n",
"data = bmap.transform_scalar(data, lons, lats,nx, ny)\n",
"bmap.imshow(data)\n",
"bmap.drawcoastlines()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 73,
"text": [
"<matplotlib.collections.LineCollection at 0x66d7a90>"
]
},
{
"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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}
],
"prompt_number": 73
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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