Created
June 4, 2013 14:11
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CSW access with plots
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{ | |
"metadata": { | |
"name": "CSW_woods_hole_with_plots" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "CSW access in Python using OWSLib with USGS Woods Hole Geoportal" | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "Can we find and access data using IOOS approved standard catalog search and data retrieval? <br><br>\nHere we demonstrate searching for ocean temperature data based on bounding box \nand keyword using OGC CSW, finding the OPeNDAP data endpoints associated with those datasets, \nand then plotting the time series located. This is done using standard python packages: OWSlib to \nformulate and process the CSW catalog request, NetCDF4 Python to retrieve the data via OPeNDAP, \nand Pandas to plot the results. " | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from pylab import *\nfrom owslib.csw import CatalogueServiceWeb\nimport netCDF4\nimport pandas as pd", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from IPython.core.display import HTML\nHTML('<iframe src=http://geoport.whoi.edu/geoportal/ width=900 height=400></iframe>')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": "<iframe src=http://geoport.whoi.edu/geoportal/ width=900 height=400></iframe>", | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 2, | |
"text": "<IPython.core.display.HTML at 0x3c414d0>" | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# connect to CSW, explore it's properties\n#endpoint = 'http://www.ngdc.noaa.gov/geoportal/csw' # NGDC Geoportal\n#endpoint = 'http://www.nodc.noaa.gov/geoportal/csw' # NODC Geoportal: granule level\n#endpoint = 'http://data.nodc.noaa.gov/geoportal/csw' # NODC Geoportal: collection level\n \n#endpoint = 'http://geodiscover.cgdi.ca/wes/serviceManagerCSW/csw' # NRCAN CUSTOM\n#endpoint = 'http://geoport.whoi.edu/gi-cat/services/cswiso' # USGS Woods Hole GI_CAT\n#endpoint = 'http://cida.usgs.gov/gdp/geonetwork/srv/en/csw' # USGS CIDA Geonetwork\n\nendpoint = 'http://geoport.whoi.edu/geoportal/csw'\n\ncsw = CatalogueServiceWeb(endpoint,timeout=30)\ncsw.version", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 3, | |
"text": "'2.0.2'" | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "[op.name for op in csw.operations]", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 4, | |
"text": "['GetCapabilities',\n 'DescribeRecord',\n 'GetRecords',\n 'GetRecordById',\n 'Transaction']" | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# Perform the CSW query. To get the Data URLS (including DAP), we need to specify\n# esn='full' to get the full Dublin Core response ('summary' is the default)\n\n#bbox=[-71.5, 39.5, -63.0, 46]\nbbox=[-180, 0, 180.0, 90]\nstd_name='sea_water_temperature'\ncsw.getrecords(keywords=[std_name],bbox=bbox,maxrecords=5,esn='full')\ncsw.results", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": "{'matches': 614, 'nextrecord': 6, 'returned': 5}" | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "csw.records.keys()", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 6, | |
"text": "['ARGO_MERCHANT/1211TR-A_1d.cdf',\n 'ECOHAB_II/5204sc-a1h_1d.cdf',\n 'ARGO_MERCHANT/1211TR-A1H_1d.cdf',\n 'ECOHAB_II/617Apt-a1h_1d.nc',\n 'ECOHAB_II/617Apt-a_1d.nc']" | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "for rec,item in csw.records.iteritems():\n print item.title", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1211TR-A.cdf - Argo Merchant Experiment\n5204sc-a1h.cdf - Ecology of Harmful Algal Blooms (ECOHAB-II)\n1211TR-A1H.cdf - Argo Merchant Experiment\n617Apt-a1h.nc - Ecology of Harmful Algal Blooms (ECOHAB-II)\n617Apt-a.nc - Ecology of Harmful Algal Blooms (ECOHAB-II)\n" | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# get specific ServiceType URL from records\ndef service_urls(records,service_string='urn:x-esri:specification:ServiceType:odp:url'):\n urls=[]\n for key,rec in records.iteritems():\n #create a generator object, and iterate through it until the match is found\n #if not found, gets the default value (here \"none\")\n url = next((d['url'] for d in rec.references if d['scheme'] == service_string), None)\n if url is not None:\n urls.append(url)\n return urls", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "dap_urls = service_urls(csw.records,service_string='urn:x-esri:specification:ServiceType:odp:url')\nprint(dap_urls)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "['http://geoport-dev.whoi.edu/thredds/dodsC/ARGO_MERCHANT/1211TR-A_1d.cdf', 'http://geoport-dev.whoi.edu/thredds/dodsC/ECOHAB_II/5204sc-a1h_1d.cdf', 'http://geoport-dev.whoi.edu/thredds/dodsC/ARGO_MERCHANT/1211TR-A1H_1d.cdf', 'http://geoport-dev.whoi.edu/thredds/dodsC/ECOHAB_II/617Apt-a1h_1d.nc', 'http://geoport-dev.whoi.edu/thredds/dodsC/ECOHAB_II/617Apt-a_1d.nc']\n" | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "def standard_names(nc):\n '''\n get dictionary of variables with standard_names\n '''\n d={}\n for k,v in nc.iteritems():\n try:\n standard_name=v.getncattr('standard_name')\n try:\n d[standard_name]=[d[standard_name],[k]]\n except:\n d[standard_name]=[k]\n except:\n pass\n return d", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "for url in dap_urls:\n nc = netCDF4.Dataset(url).variables\n lat = nc['lat'][:]\n lon = nc['lon'][:]\n time_var = nc['time']\n dtime = netCDF4.num2date(time_var[:],time_var.units)\n # make a dictionary containing all data from variables that matched the standard_name\n # find list of variables for each standard_name\n d = standard_names(nc)\n # find all the variables matching standard_name=std_name\n d[std_name]\n # read all the data into a dictionary\n data_dict={}\n for v in d[std_name]:\n data_dict[v]=nc[v][:].flatten()\n # Create Pandas data frame, with time index\n ts = pd.DataFrame.from_dict(data_dict)\n ts.index=dtime\n ts.plot(figsize=(12,4));\n title(std_name)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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WWx8fClHXrRtNXJw5k9r4+FAItA0bzFt89+2z/5gZhmEYhikbKqXwXb5cWc/I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\nTZiQhPp6cbG3nm1L3t+bSx0AYPJkID7e9e11OmDZMm3U+Do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| |
"text": "<matplotlib.figure.Figure at 0x3c67050>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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f0wehU+tENVssWMDpsDXbLtrJkWAWkSyWjx6Vgq6oCBgzBnj9dbndCy/Qq93A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\n0M0AAAAASUVORK5CYII=\n", | |
"text": "<matplotlib.figure.Figure at 0x3c2cb90>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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jyn9kj0GrVsD06VT3ddYs4N13DfvoZnwdHWnbGKdOAW+8QT+NX7hAvuCTJ4E3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\nMcYYY6xR+H81G/VbpdxyCAAAAABJRU5ErkJggg==\n", | |
"text": "<matplotlib.figure.Figure at 0x3984090>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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R+70yMpQgnjQJ+OQTdcz8zKdOkaD96iv33+8VV5BI9qf4QrDRszL4CgtdhmEY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| |
"text": "<matplotlib.figure.Figure at 0x373f2d0>" | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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usSMIgiAIIhioVs24LTbWvTFFa6OvQkOFCs2a6fuecvhitebNzceJiHDfOu7u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\nfxGfXvpiwJq/eWKifiIKd6J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kCNs6E0mFCjGf3rg44HbgHUU4NLVA464QZcoor+2tWyxN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\nX9aBDRuA9u1Z+48/svbWre14/nmgdWsHfvkFuOc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| |
"text": "<matplotlib.figure.Figure at 0x3595fd0>" | |
} | |
], | |
"prompt_number": 11 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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