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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:d4d2f2b3d6ec405cef4547a442d52b1f7a6a24a6494f7f67806356625800095e" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#Use CSW to find model data at NODC, NGDC, and CATALOG.DATA.GOV" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from owslib.csw import CatalogueServiceWeb\n", | |
"from owslib import fes\n", | |
"import netCDF4" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 27 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def service_urls(records,service_string='urn:x-esri:specification:ServiceType:odp:url'):\n", | |
" \"\"\"\n", | |
" Get all URLs matching a specific ServiceType \n", | |
" \n", | |
" Unfortunately these seem to differ between different CSW-ISO services.\n", | |
" For example, OpenDAP is specified:\n", | |
" NODC geoportal: 'urn:x-esri:specification:ServiceType:OPeNDAP'\n", | |
" NGDC geoportal: 'urn:x-esri:specification:ServiceType:odp:url'\n", | |
" \"\"\"\n", | |
"\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": 28 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"filt=[]\n", | |
"search_text = ['roms','selfe','adcirc','ncom','hycom','fvcom']\n", | |
"for val in search_text:\n", | |
" filt.append(fes.PropertyIsLike(propertyname='apiso:AnyText', \n", | |
" literal=('*%s*' % val),escapeChar='\\\\',wildCard='*',singleChar='?'))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 29 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##Find model results at NODC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"endpoint = 'http://www.nodc.noaa.gov/geoportal/csw' # NODC/UAF Geoportal: granule level\n", | |
"csw = CatalogueServiceWeb(endpoint,timeout=60)\n", | |
"print csw.version" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"2.0.2\n" | |
] | |
} | |
], | |
"prompt_number": 30 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"for oper in csw.operations:\n", | |
" if oper.name == 'GetRecords':\n", | |
" print '\\nISO Queryables:\\n',oper.constraints['SupportedISOQueryables']['values']" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"ISO Queryables:\n", | |
"['apiso:Subject', 'apiso:Title', 'apiso:Abstract', 'apiso:AnyText', 'apiso:Format', 'apiso:Identifier', 'apiso:Modified', 'apiso:Type', 'apiso:BoundingBox', 'apiso:CRS.Authority', 'apiso:CRS.ID', 'apiso:CRS.Version', 'apiso:RevisionDate', 'apiso:AlternateTitle', 'apiso:CreationDate', 'apiso:PublicationDate', 'apiso:OrganizationName', 'apiso:HasSecurityConstraints', 'apiso:Language', 'apiso:ResourceIdentifier', 'apiso:ParentIdentifier', 'apiso:KeywordType', 'apiso:TopicCategory', 'apiso:ResourceLanguage', 'apiso:GeographicDescriptionCode', 'apiso:Denominator', 'apiso:DistanceValue', 'apiso:DistanceUOM', 'apiso:TempExtent_begin', 'apiso:TempExtent_end', 'apiso:ServiceType', 'apiso:ServiceTypeVersion', 'apiso:Operation', 'apiso:OperatesOn', 'apiso:OperatesOnIdentifier', 'apiso:OperatesOnName', 'apiso:CouplingType']\n" | |
] | |
} | |
], | |
"prompt_number": 31 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"csw.getrecords2(constraints=filt,maxrecords=1000,esn='full')\n", | |
"len(csw.records.keys())" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 32, | |
"text": [ | |
"189" | |
] | |
} | |
], | |
"prompt_number": 32 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"choice=random.choice(list(csw.records.keys()))\n", | |
"print choice\n", | |
"csw.records[choice].references" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"CM2.1U_CDAef_v1.0_jnf-r3-Atmosphere\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 33, | |
"text": [ | |
"[{'scheme': 'urn:x-esri:specification:ServiceType:ArcIMS:Metadata:Document',\n", | |
" 'url': 'http://www.nodc.noaa.gov/geoportal/csw?getxml=%7B4F1E27F1-1EF4-42F6-8048-8AEC7EC60B8E%7D'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:OPeNDAP',\n", | |
" 'url': 'http://data1.gfdl.noaa.gov:8380/thredds3/dodsC/CM2.1U_CDJnf_v1.0_r3Atmos'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:WMS',\n", | |
" 'url': 'http://data1.gfdl.noaa.gov:8380/thredds3/wms/CM2.1U_CDJnf_v1.0_r3Atmos?service=WMS&version=1.3.0&request=GetCapabilities'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:WCS',\n", | |
" 'url': 'http://data1.gfdl.noaa.gov:8380/thredds3/wcs/CM2.1U_CDJnf_v1.0_r3Atmos?service=WCS&version=1.0.0&request=GetCapabilities'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:WCT',\n", | |
" 'url': 'http://www.ncdc.noaa.gov/oa/wct/wct-jnlp-beta.php?singlefile=http://data1.gfdl.noaa.gov:8380/thredds3/dodsC/CM2.1U_CDJnf_v1.0_r3Atmos'}]" | |
] | |
} | |
], | |
"prompt_number": 33 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"dap_urls = service_urls(csw.records,service_string='urn:x-esri:specification:ServiceType:OPeNDAP')\n", | |
"len(dap_urls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"189" | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Find model results at NGDC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"endpoint = 'http://www.ngdc.noaa.gov/geoportal/csw' # NGDC/IOOS Geoportal\n", | |
"csw = CatalogueServiceWeb(endpoint,timeout=60)\n", | |
"csw.version" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 34, | |
"text": [ | |
"'2.0.2'" | |
] | |
} | |
], | |
"prompt_number": 34 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"for oper in csw.operations:\n", | |
" if oper.name == 'GetRecords':\n", | |
" print '\\nISO Queryables:\\n',oper.constraints['SupportedISOQueryables']['values']" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"ISO Queryables:\n", | |
"['apiso:Subject', 'apiso:Title', 'apiso:Abstract', 'apiso:AnyText', 'apiso:Format', 'apiso:Identifier', 'apiso:Modified', 'apiso:Type', 'apiso:BoundingBox', 'apiso:CRS.Authority', 'apiso:CRS.ID', 'apiso:CRS.Version', 'apiso:RevisionDate', 'apiso:AlternateTitle', 'apiso:CreationDate', 'apiso:PublicationDate', 'apiso:OrganizationName', 'apiso:HasSecurityConstraints', 'apiso:Language', 'apiso:ResourceIdentifier', 'apiso:ParentIdentifier', 'apiso:KeywordType', 'apiso:TopicCategory', 'apiso:ResourceLanguage', 'apiso:GeographicDescriptionCode', 'apiso:Denominator', 'apiso:DistanceValue', 'apiso:DistanceUOM', 'apiso:TempExtent_begin', 'apiso:TempExtent_end', 'apiso:ServiceType', 'apiso:ServiceTypeVersion', 'apiso:Operation', 'apiso:OperatesOn', 'apiso:OperatesOnIdentifier', 'apiso:OperatesOnName', 'apiso:CouplingType']\n" | |
] | |
} | |
], | |
"prompt_number": 35 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"csw.getrecords2(constraints=filt,maxrecords=1000,esn='full')\n", | |
"len(csw.records.keys())" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 36, | |
"text": [ | |
"200" | |
] | |
} | |
], | |
"prompt_number": 36 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"choice=random.choice(list(csw.records.keys()))\n", | |
"print choice\n", | |
"csw.records[choice].references" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"inundation_extratropical.UND_ADCIRC.2007_2D_final_run_with_waves\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 38, | |
"text": [ | |
"[{'scheme': 'urn:x-esri:specification:ServiceType:distribution:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_extratropical/UND_ADCIRC/2007_2D_final_run_with_waves.html'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:distribution:url',\n", | |
" 'url': 'http://www.ncdc.noaa.gov/oa/wct/wct-jnlp-beta.php?singlefile=http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_extratropical/UND_ADCIRC/2007_2D_final_run_with_waves'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:wms:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/wms/data/comt_1_archive/inundation_extratropical/UND_ADCIRC/2007_2D_final_run_with_waves?service=WMS&version=1.3.0&request=GetCapabilities'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:wcs:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/wcs/data/comt_1_archive/inundation_extratropical/UND_ADCIRC/2007_2D_final_run_with_waves?service=WCS&version=1.0.0&request=GetCapabilities'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:odp:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_extratropical/UND_ADCIRC/2007_2D_final_run_with_waves'}]" | |
] | |
} | |
], | |
"prompt_number": 38 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#dap_urls = service_urls(csw.records,service_string='urn:x-esri:specification:ServiceType:OPeNDAP')\n", | |
"dap_urls = service_urls(csw.records,service_string='urn:x-esri:specification:ServiceType:odp:url')\n", | |
"len(dap_urls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 44, | |
"text": [ | |
"146" | |
] | |
} | |
], | |
"prompt_number": 44 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Find model data at CATALOG.DATA.GOV" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"endpoint = 'http://uat-catalog-fe-data.reisys.com/csw-all' # catalog.data.gov CSW\n", | |
"csw = CatalogueServiceWeb(endpoint,timeout=60)\n", | |
"csw.version" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 45, | |
"text": [ | |
"'2.0.2'" | |
] | |
} | |
], | |
"prompt_number": 45 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"for oper in csw.operations:\n", | |
" if oper.name == 'GetRecords':\n", | |
" print '\\nISO Queryables:\\n',oper.constraints['SupportedISOQueryables']['values']" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"ISO Queryables:\n", | |
"['apiso:DistanceValue', 'apiso:Abstract', 'apiso:RevisionDate', 'apiso:Subject', 'apiso:KeywordType', 'apiso:Title', 'apiso:CRS', 'apiso:PublicationDate', 'apiso:Type', 'apiso:AlternateTitle', 'apiso:BoundingBox', 'apiso:AnyText', 'apiso:ParentIdentifier', 'apiso:Modified', 'apiso:Operation', 'apiso:Format', 'apiso:TempExtent_end', 'apiso:DistanceUOM', 'apiso:OrganisationName', 'apiso:ServiceType', 'apiso:TempExtent_begin', 'apiso:ResourceLanguage', 'apiso:ServiceTypeVersion', 'apiso:OperatesOn', 'apiso:Denominator', 'apiso:HasSecurityConstraints', 'apiso:OperatesOnIdentifier', 'apiso:GeographicDescriptionCode', 'apiso:Language', 'apiso:Identifier', 'apiso:OperatesOnName', 'apiso:TopicCategory', 'apiso:CreationDate', 'apiso:CouplingType']\n" | |
] | |
} | |
], | |
"prompt_number": 46 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"csw.getrecords2(constraints=filt,maxrecords=1000,esn='full')\n", | |
"len(csw.records.keys())" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 47, | |
"text": [ | |
"1000" | |
] | |
} | |
], | |
"prompt_number": 47 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"choice=random.choice(list(csw.records.keys()))\n", | |
"print choice\n", | |
"csw.records[choice].references" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"tl_2013_26093_edges.shp.xml\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 48, | |
"text": [ | |
"[{'scheme': 'None',\n", | |
" 'url': 'http://www2.census.gov/geo/tiger/TIGER2013/EDGES/tl_2013_26093_edges.zip'}]" | |
] | |
} | |
], | |
"prompt_number": 48 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"From the above, we can see that because the 'scheme' is 'None' on all the references, we can't extract the different service types, like OPeNDAP, WCS, etc. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#dap_urls = service_urls(csw.records,service_string='urn:x-esri:specification:ServiceType:odp:url') #NGDC\n", | |
"#dap_urls = service_urls(csw.records,service_string='urn:x-esri:specification:ServiceType:OPeNDAP') #NODC\n", | |
"dap_urls = service_urls(csw.records,service_string='?????????') #CATALOG.DATA.GOV\n", | |
"len(dap_urls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 49, | |
"text": [ | |
"0" | |
] | |
} | |
], | |
"prompt_number": 49 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Search at geoport.whoi.edu" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"endpoint = 'http://geoport.whoi.edu/geoportal/csw' # catalog.data.gov CSW\n", | |
"csw = CatalogueServiceWeb(endpoint,timeout=60)\n", | |
"print csw.version" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"2.0.2\n" | |
] | |
} | |
], | |
"prompt_number": 53 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"for oper in csw.operations:\n", | |
" if oper.name == 'GetRecords':\n", | |
" print '\\nISO Queryables:\\n',oper.constraints['SupportedISOQueryables']['values']" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"ISO Queryables:\n", | |
"['apiso:Subject', 'apiso:Title', 'apiso:Abstract', 'apiso:AnyText', 'apiso:Format', 'apiso:Identifier', 'apiso:Modified', 'apiso:Type', 'apiso:BoundingBox', 'apiso:CRS.Authority', 'apiso:CRS.ID', 'apiso:CRS.Version', 'apiso:RevisionDate', 'apiso:AlternateTitle', 'apiso:CreationDate', 'apiso:PublicationDate', 'apiso:OrganizationName', 'apiso:HasSecurityConstraints', 'apiso:Language', 'apiso:ResourceIdentifier', 'apiso:ParentIdentifier', 'apiso:KeywordType', 'apiso:TopicCategory', 'apiso:ResourceLanguage', 'apiso:GeographicDescriptionCode', 'apiso:Denominator', 'apiso:DistanceValue', 'apiso:DistanceUOM', 'apiso:TempExtent_begin', 'apiso:TempExtent_end', 'apiso:ServiceType', 'apiso:ServiceTypeVersion', 'apiso:Operation', 'apiso:OperatesOn', 'apiso:OperatesOnIdentifier', 'apiso:OperatesOnName', 'apiso:CouplingType']\n" | |
] | |
} | |
], | |
"prompt_number": 54 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"csw.getrecords2(constraints=filt,maxrecords=1000,esn='full')\n", | |
"len(csw.records.keys())" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 55, | |
"text": [ | |
"77" | |
] | |
} | |
], | |
"prompt_number": 55 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"choice=random.choice(list(csw.records.keys()))\n", | |
"print choice\n", | |
"csw.records[choice].references" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"inundation_tropical.USF_FVCOM.Hurricane_Rita_2D_final_run_without_waves\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 56, | |
"text": [ | |
"[{'scheme': 'urn:x-esri:specification:ServiceType:ArcIMS:Metadata:Onlink',\n", | |
" 'url': 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_tropical/USF_FVCOM/Hurricane_Rita_2D_final_run_without_waves.html'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:ArcIMS:Metadata:Document',\n", | |
" 'url': 'http://geoport.whoi.edu:8082/geoportal/csw?getxml=%7B6FC9058F-C329-432B-BC8E-EB0FDB1058A0%7D'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:wms:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/wms/data/comt_1_archive/inundation_tropical/USF_FVCOM/Hurricane_Rita_2D_final_run_without_waves?service=WMS&version=1.3.0&request=GetCapabilities'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:wcs:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/wcs/data/comt_1_archive/inundation_tropical/USF_FVCOM/Hurricane_Rita_2D_final_run_without_waves?service=WCS&version=1.0.0&request=GetCapabilities'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:wct:url',\n", | |
" 'url': 'http://www.ncdc.noaa.gov/oa/wct/wct-jnlp-beta.php?singlefile=http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_tropical/USF_FVCOM/Hurricane_Rita_2D_final_run_without_waves'},\n", | |
" {'scheme': 'urn:x-esri:specification:ServiceType:odp:url',\n", | |
" 'url': 'http://comt.sura.org/thredds/dodsC/data/comt_1_archive/inundation_tropical/USF_FVCOM/Hurricane_Rita_2D_final_run_without_waves'}]" | |
] | |
} | |
], | |
"prompt_number": 56 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 56 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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