notebooks/Podaac_CMR_Shapefile_Search.ipynb

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    "# Shapefile Search in the Common Metadata Repository (CMR)\n",
    "\n",
    "CMR allows the upload of ESRI Shapefiles via command line for granule and collection level search. To use this functionality from the command line, we can use curl or python to do our search. This example will run through the curl command line program and a python request for doing shapefile search.\n",
    "\n",
    "Prerequisites:\n",
    "\n",
    "* a valid ESRI Shapefile\n",
    "* (optional) Collection identifier (concept-id) for granule level search \n",
    "\n",
    "We will use a shapefile located in the github/podaac source repository for this search: https://github.com/podaac/tutorials/blob/master/notebooks/resources/gulf_shapefile.zip\n",
    "\n",
    "For more information on collections, granules, and concept-ids, please refer to the following tutorial:\n",
    "\n",
    "https://github.com/podaac/tutorials/blob/master/notebooks/podaac_cmr_tutorial.ipynb\n",
    "\n",
    "For our tutorial, we will be using a **TEST** collection available at the cmr uat environment. This is an environment, open to the public, where new functionality is released and users can submit feedback on it before it makes its way to the operational system.\n",
    "\n",
    "This collection is an L2 collection titled AMSR2-REMSS-L2P-v8a, from the Advanced Microwave Scanning Radiometer 2. It has the concept id:\n",
    "\n",
    "**C1225996408-POCUMULUS**\n",
    "\n"
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    "## Python tutorial shapefile search\n",
    "\n",
    "The following snippet will use the 'requests' library along with the shapefile available at github to perform a shapefile search on the CMR. It will return values that overlap or intersect the shapefile provided."
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      "                                         '-87.5 96.71 -88.95 117.04 -89.335 '\n",
      "                                         '180 -74.055 180']],\n",
      "                         'time_end': '2018-01-02T08:17:04.000Z',\n",
      "                         'time_start': '2018-01-02T06:38:56.000Z',\n",
      "                         'title': '20180102063856-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_v08_r29936-v02.0-fv01.0.nc'},\n",
      "                       { 'browse_flag': False,\n",
      "                         'collection_concept_id': 'C1225996408-POCUMULUS',\n",
      "                         'coordinate_system': 'CARTESIAN',\n",
      "                         'data_center': 'POCUMULUS',\n",
      "                         'dataset_id': 'PODAAC-GHAM2-2PR8A',\n",
      "                         'day_night_flag': 'UNSPECIFIED',\n",
      "                         'granule_size': '1.0242048E7',\n",
      "                         'id': 'G1226019411-POCUMULUS',\n",
      "                         'links': [ { 'href': 's3://podaac-dev-l2ss-samples/20180102181008-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_rt_r29943-v02.0-fv01.0.nc',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'http://data.nodc.noaa.gov/cgi-bin/nph-dods/ghrsst/GDS2/L2P/AMSR2/REMSS/v8a/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'https://podaac-opendap.jpl.nasa.gov/opendap/allData/ghrsst/data/GDS2/L2P/AMSR2/REMSS/v8a/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://ftp.nodc.noaa.gov/pub/data.nodc/ghrsst/GDS2/L2P/AMSR2/REMSS/v8a',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://podaac-ftp.jpl.nasa.gov/allData/ghrsst/data/GDS2/L2P/AMSR2/REMSS/v8a',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/IDL/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'http://suzaku.eorc.jaxa.jp/GCOM_W/w_amsr2/whats_amsr2.html',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/OceanTemperature/ghrsst/docs/GDS20r5.pdf',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'http://ghrsst.jpl.nasa.gov',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'https://podaac.jpl.nasa.gov/SeaSurfaceTemperature',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'http://podaac-tools.jpl.nasa.gov/hitide/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/R/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'http://podaac.jpl.nasa.gov/ws/search/granule/?datasetId=PODAAC-GHAM2-2PR8A',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/matlab/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'http://www.remss.com/missions/amsr/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/python/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'}],\n",
      "                         'online_access_flag': True,\n",
      "                         'original_format': 'UMM_JSON',\n",
      "                         'polygons': [ [ '-74.22 12.67 -72.07 -9.88 -69.9 '\n",
      "                                         '-19.92 -67.08 -28.4 -63.4 -35.9 '\n",
      "                                         '-58.95 -42.2 -53.53 -47.66 -47.65 '\n",
      "                                         '-52.02 -34.56 -58.69 -17.31 -64.43 '\n",
      "                                         '8.06 -70.3 67.96 -81.39 77.65 -84.51 '\n",
      "                                         '83.02 -88.37 86.38 -95.57 88.07 '\n",
      "                                         '-108.72 89.12 -180 74.365 -180 74.38 '\n",
      "                                         '-164.66 73.43 -150.84 71.69 -139.02 '\n",
      "                                         '68.87 -127.94 65.36 -119.27 60.86 '\n",
      "                                         '-111.89 55.65 -106 48.87 -100.59 '\n",
      "                                         '35.47 -93.58 18.07 -87.75 -9.48 '\n",
      "                                         '-81.48 -70.19 -70.63 -79.47 -67.68 '\n",
      "                                         '-84.1 -64.24 -86.49 -59.54 -87.96 '\n",
      "                                         '-51.37 -87.37 -51.91 -86.7 -51.35 '\n",
      "                                         '-84.71 -46.76 -79.14 -25.78 -75.63 '\n",
      "                                         '-5.06 -74.22 12.67'],\n",
      "                                       [ '89.12 180 88.7 139.61 87.61 118.89 '\n",
      "                                         '85.45 108.25 81.36 102.44 76.26 '\n",
      "                                         '99.59 67.2 96.89 2.66 84.87 -26.48 '\n",
      "                                         '77.33 -38.2 72.8 -48.19 67.35 -55.84 '\n",
      "                                         '61.23 -61.53 54.49 -67.4 43.27 '\n",
      "                                         '-71.52 28.58 -73.78 11.11 -74.43 '\n",
      "                                         '-16.08 -76.59 -36.18 -82.49 -63.69 '\n",
      "                                         '-85.68 -73.58 -87.61 -76.1 -88.52 '\n",
      "                                         '-68.49 -89.11 -47.72 -89.02 43.7 '\n",
      "                                         '-87.75 68.92 -86.53 75.08 -84.68 '\n",
      "                                         '79.14 -81.03 82.51 -73.53 85.44 9.28 '\n",
      "                                         '101.12 29.92 107.08 45.19 113.93 '\n",
      "                                         '52.33 118.74 58.08 124.12 62.55 '\n",
      "                                         '129.96 66.35 136.99 69.31 144.96 '\n",
      "                                         '71.84 155.45 74.365 180 89.12 180']],\n",
      "                         'time_end': '2018-01-02T19:48:16.000Z',\n",
      "                         'time_start': '2018-01-02T18:10:08.000Z',\n",
      "                         'title': '20180102181008-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_rt_r29943-v02.0-fv01.0.nc'},\n",
      "                       { 'browse_flag': False,\n",
      "                         'collection_concept_id': 'C1225996408-POCUMULUS',\n",
      "                         'coordinate_system': 'CARTESIAN',\n",
      "                         'data_center': 'POCUMULUS',\n",
      "                         'dataset_id': 'PODAAC-GHAM2-2PR8A',\n",
      "                         'day_night_flag': 'UNSPECIFIED',\n",
      "                         'granule_size': '1.0242048E7',\n",
      "                         'id': 'G1226019419-POCUMULUS',\n",
      "                         'links': [ { 'href': 's3://podaac-dev-l2ss-samples/20180102181008-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_v08_r29943-v02.0-fv01.0.nc',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'http://data.nodc.noaa.gov/cgi-bin/nph-dods/ghrsst/GDS2/L2P/AMSR2/REMSS/v8a/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'https://podaac-opendap.jpl.nasa.gov/opendap/allData/ghrsst/data/GDS2/L2P/AMSR2/REMSS/v8a/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://ftp.nodc.noaa.gov/pub/data.nodc/ghrsst/GDS2/L2P/AMSR2/REMSS/v8a',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://podaac-ftp.jpl.nasa.gov/allData/ghrsst/data/GDS2/L2P/AMSR2/REMSS/v8a',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/IDL/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'http://suzaku.eorc.jaxa.jp/GCOM_W/w_amsr2/whats_amsr2.html',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/OceanTemperature/ghrsst/docs/GDS20r5.pdf',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'http://ghrsst.jpl.nasa.gov',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'https://podaac.jpl.nasa.gov/SeaSurfaceTemperature',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'http://podaac-tools.jpl.nasa.gov/hitide/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/R/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'http://podaac.jpl.nasa.gov/ws/search/granule/?datasetId=PODAAC-GHAM2-2PR8A',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/data#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/matlab/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'},\n",
      "                                    { 'href': 'http://www.remss.com/missions/amsr/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/documentation#'},\n",
      "                                    { 'href': 'ftp://podaac.jpl.nasa.gov/allData/ghrsst/sw/generic_nc_readers/python/',\n",
      "                                      'hreflang': 'en-US',\n",
      "                                      'inherited': True,\n",
      "                                      'rel': 'http://esipfed.org/ns/fedsearch/1.1/metadata#'}],\n",
      "                         'online_access_flag': True,\n",
      "                         'original_format': 'UMM_JSON',\n",
      "                         'polygons': [ [ '-74.22 12.67 -72.07 -9.88 -69.9 '\n",
      "                                         '-19.92 -67.08 -28.4 -63.4 -35.9 '\n",
      "                                         '-58.95 -42.2 -53.53 -47.66 -47.65 '\n",
      "                                         '-52.02 -34.56 -58.69 -17.31 -64.43 '\n",
      "                                         '8.06 -70.3 67.96 -81.39 77.65 -84.51 '\n",
      "                                         '83.02 -88.37 86.38 -95.57 88.07 '\n",
      "                                         '-108.72 89.12 -180 74.365 -180 74.38 '\n",
      "                                         '-164.66 73.43 -150.84 71.69 -139.02 '\n",
      "                                         '68.87 -127.94 65.36 -119.27 60.86 '\n",
      "                                         '-111.89 55.65 -106 48.87 -100.59 '\n",
      "                                         '35.47 -93.58 18.07 -87.75 -9.48 '\n",
      "                                         '-81.48 -70.19 -70.63 -79.47 -67.68 '\n",
      "                                         '-84.1 -64.24 -86.49 -59.54 -87.96 '\n",
      "                                         '-51.37 -87.37 -51.91 -86.7 -51.35 '\n",
      "                                         '-84.71 -46.76 -79.14 -25.78 -75.63 '\n",
      "                                         '-5.06 -74.22 12.67'],\n",
      "                                       [ '89.12 180 88.7 139.61 87.61 118.89 '\n",
      "                                         '85.45 108.25 81.36 102.44 76.26 '\n",
      "                                         '99.59 67.2 96.89 2.66 84.87 -26.48 '\n",
      "                                         '77.33 -38.2 72.8 -48.19 67.35 -55.84 '\n",
      "                                         '61.23 -61.53 54.49 -67.4 43.27 '\n",
      "                                         '-71.52 28.58 -73.78 11.11 -74.43 '\n",
      "                                         '-16.08 -76.59 -36.18 -82.49 -63.69 '\n",
      "                                         '-85.68 -73.58 -87.61 -76.1 -88.52 '\n",
      "                                         '-68.49 -89.11 -47.72 -89.02 43.7 '\n",
      "                                         '-87.75 68.92 -86.53 75.08 -84.68 '\n",
      "                                         '79.14 -81.03 82.51 -73.53 85.44 9.28 '\n",
      "                                         '101.12 29.92 107.08 45.19 113.93 '\n",
      "                                         '52.33 118.74 58.08 124.12 62.55 '\n",
      "                                         '129.96 66.35 136.99 69.31 144.96 '\n",
      "                                         '71.84 155.45 74.365 180 89.12 180']],\n",
      "                         'time_end': '2018-01-02T19:48:16.000Z',\n",
      "                         'time_start': '2018-01-02T18:10:08.000Z',\n",
      "                         'title': '20180102181008-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_v08_r29943-v02.0-fv01.0.nc'}],\n",
      "            'id': 'https://cmr.uat.earthdata.nasa.gov:443/search/granules.json',\n",
      "            'title': 'ECHO granule metadata',\n",
      "            'updated': '2020-05-18T21:41:56.223Z'}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "import pprint\n",
    "\n",
    "# the URL of the CMR searvice\n",
    "url = 'https://cmr.uat.earthdata.nasa.gov/search/granules.json'\n",
    "\n",
    "#The shapefile we want to use in our search\n",
    "shp_file = open('resources/gulf_shapefile.zip', 'rb')\n",
    "\n",
    "#need to declare the file and the type we are uploading\n",
    "files = {'shapefile':('gulf_shapefile.zip',shp_file, 'application/shapefile+zip')}\n",
    "\n",
    "#used to define parameters such as the concept-id and things like temporal searches\n",
    "parameters = {'echo_collection_id':'C1225996408-POCUMULUS'}\n",
    "\n",
    "response = requests.post(url, files=files, params=parameters)\n",
    "pp = pprint.PrettyPrinter(indent=2)\n",
    "pp.pprint(response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Curl command line syntax\n",
    "\n",
    "This command submits the same request as the Python example above, returning search results in JSON format for Granules that share spatial coverage with the input shapefile ([`resources/gulf_shapefile.zip`](resources/gulf_shapefile.zip)) and belong to the target Collection (`echo_collection_id=C1225996408-POCUMULUS`):\n",
    "\n",
    "```shell\n",
    "curl -XPOST \"https://cmr.uat.earthdata.nasa.gov/search/granules.json\" -F \"shapefile=@resources/gulf_shapefile.zip;type=application/shapefile+zip\" -F \"echo_collection_id=C1225996408-POCUMULUS\" -F \"pretty=true\"\n",
    "```\n",
    "\n",
    "The (truncated) results:\n",
    "\n",
    "```json\n",
    "{\n",
    "  \"feed\" : {\n",
    "    \"updated\" : \"2020-05-18T22:09:58.452Z\",\n",
    "    \"id\" : \"https://cmr.uat.earthdata.nasa.gov:443/search/granules.json\",\n",
    "    \"title\" : \"ECHO granule metadata\",\n",
    "    \"entry\" : [ {\n",
    "      \"time_start\" : \"2018-01-01T05:56:16.000Z\",\n",
    "      \"granule_size\" : \"1.0242048E7\",\n",
    "      \"online_access_flag\" : true,\n",
    "      \"id\" : \"G1226019017-POCUMULUS\",\n",
    "      \"day_night_flag\" : \"UNSPECIFIED\",\n",
    "      \"browse_flag\" : false,\n",
    "      \"time_end\" : \"2018-01-01T07:34:24.000Z\",\n",
    "      \"coordinate_system\" : \"CARTESIAN\",\n",
    "      \"polygons\" : [ [ \"-74.21 -163.74 -72.95 -180 -75.43 -180 -74.21 -163.74\" ], [ \"-72.95 180 -69.22 161.56 -63.56 148.24 -59.74 142.63 -54.76 137.29 -43.19 129.21 -28.81 123 -9.39 117.38 70.28 101.89 78.71 98.84 83.8 94.5 85.75 90.5 87.14 84.43 88.59 63.9 89.12 2.26 88.28 -48.29 87.12 -61.14 85.38 -68.1 82.54 -72.63 77.71 -75.93 63.62 -80.05 9.8 -89.82 -15.54 -95.55 -35.84 -102.3 -50.51 -110.4 -56.3 -115.37 -60.99 -120.88 -64.95 -127.37 -68.22 -135.08 -70.76 -143.97 -72.76 -155.11 -74.35 -180 -89.345 -180 -88.32 -113.33 -86.69 -101.61 -83.86 -95.95 -79.32 -92.73 -70.2 -89.86 -10.6 -79.24 16.19 -73.27 33.1 -67.88 46.23 -61.6 52.76 -57.05 57.86 -52.26 62.64 -46.04 66.5 -38.81 69.5 -30.55 71.71 -21.38 74.26 1.26 73.75 29.71 72.1 42.61 69.64 53.42 66.25 62.72 62.36 69.82 57.32 76.19 51.2 81.62 37.2 89.55 18.32 96.04 -10.4 102.56 -70.39 113.28 -79.49 116.19 -83.94 119.43 -86.33 123.83 -87.89 131.86 -86.97 131.68 -85.71 133.93 -81.4 147.95 -77.84 164.04 -75.43 180 -72.95 180\" ], [ \"-74.35 180 -74.81 162.65 -77.45 142.63 -82.89 118.89 -85.78 110.18 -87.46 107.84 -88.13 109.51 -88.85 123.7 -89.345 180 -74.35 180\" ] ],\n",
    "      \"original_format\" : \"UMM_JSON\",\n",
    "      \"collection_concept_id\" : \"C1225996408-POCUMULUS\",\n",
    "      \"data_center\" : \"POCUMULUS\",\n",
    "      \"links\" : [ {\n",
    "        \"rel\" : \"http://esipfed.org/ns/fedsearch/1.1/data#\",\n",
    "        \"hreflang\" : \"en-US\",\n",
    "        \"href\" : \"s3://podaac-dev-l2ss-samples/20180101055616-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_rt_r29921-v02.0-fv01.0.nc\"\n",
    "      },\n",
    "      ...\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This command gets the same listing again with `curl`, this time returning the search results in their native xml format:\n",
    "\n",
    "```shell\n",
    "curl -XPOST \"https://cmr.uat.earthdata.nasa.gov/search/granules\" -F \"shapefile=@resources/gulf_shapefile.zip;type=application/shapefile+zip\" -F \"echo_collection_id=C1225996408-POCUMULUS\" -F \"pretty=true\"\n",
    "```\n",
    "\n",
    "The (truncated) results:\n",
    "\n",
    "```xml\n",
    "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
    "<results>\n",
    "    <hits>1912</hits>\n",
    "    <took>970</took>\n",
    "    <references>\n",
    "        <reference>\n",
    "            <name>20180101055616-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_rt_r29921-v02.0-fv01.0.nc</name>\n",
    "            <id>G1226019017-POCUMULUS</id>\n",
    "            <location>https://cmr.uat.earthdata.nasa.gov:443/search/concepts/G1226019017-POCUMULUS/1</location>\n",
    "            <revision-id>1</revision-id>\n",
    "        </reference>\n",
    "        <reference>\n",
    "            <name>20180101055616-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_v08_r29921-v02.0-fv01.0.nc</name>\n",
    "            <id>G1226019025-POCUMULUS</id>\n",
    "            <location>https://cmr.uat.earthdata.nasa.gov:443/search/concepts/G1226019025-POCUMULUS/1</location>\n",
    "            <revision-id>1</revision-id>\n",
    "        </reference>\n",
    "        <reference>\n",
    "            <name>20180101073424-REMSS-L2P_GHRSST-SSTsubskin-AMSR2-L2B_rt_r29922-v02.0-fv01.0.nc</name>\n",
    "            <id>G1226019035-POCUMULUS</id>\n",
    "            <location>https://cmr.uat.earthdata.nasa.gov:443/search/concepts/G1226019035-POCUMULUS/1</location>\n",
    "            <revision-id>1</revision-id>\n",
    "        </reference>\n",
    "        ...\n",
    "```"
   ]
  }
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