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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/platform/details/7052" xlink:actuate="onRequest">NOAA-14</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/platform/details/10468" xlink:actuate="onRequest">NOAA-16</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/platform/details/10614" xlink:actuate="onRequest">NOAA-17</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/platform/details/10633" xlink:actuate="onRequest">NOAA-18</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/platform/details/10632" xlink:actuate="onRequest">NOAA-7</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/platform/details/10462" xlink:actuate="onRequest">NOAA-9</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="platform">platform</gmd:MD_KeywordTypeCode>
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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/institution/details/295" xlink:actuate="onRequest">US National Oceanographic Data Center</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="dataCentre">dataCentre</gmd:MD_KeywordTypeCode>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/project/details/302" xlink:actuate="onRequest">CORAL REEF STUDIES</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="project">project</gmd:MD_KeywordTypeCode>
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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/seaname/details/179" xlink:actuate="onRequest">World-Wide Distribution</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="place">place</gmd:MD_KeywordTypeCode>
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              <gmd:title>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="dataCentre">dataCentre</gmd:MD_KeywordTypeCode>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
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                <gco:CharacterString>CoRIS Theme Thesaurus</gco:CharacterString>
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                  <gmd:contactInfo>
                    <gmd:CI_Contact>
                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:city>
                            <gco:CharacterString>Greenbelt</gco:CharacterString>
                          </gmd:city>
                          <gmd:administrativeArea>
                            <gco:CharacterString>MD</gco:CharacterString>
                          </gmd:administrativeArea>
                        </gmd:CI_Address>
                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
                          <gmd:protocol>
                            <gco:CharacterString>HTTPS</gco:CharacterString>
                          </gmd:protocol>
                          <gmd:name>
                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
                          </gmd:name>
                          <gmd:description>
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                          </gmd:description>
                          <gmd:function>
                            <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information">information</gmd:CI_OnLineFunctionCode>
                          </gmd:function>
                        </gmd:CI_OnlineResource>
                      </gmd:onlineResource>
                    </gmd:CI_Contact>
                  </gmd:contactInfo>
                  <gmd:role>
                    <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
                  </gmd:role>
                </gmd:CI_ResponsibleParty>
              </gmd:citedResponsibleParty>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/600b228b-165c-4f80-96e2-7ee2d9989680" xlink:actuate="onRequest">AVHRR-2 &gt; Advanced Very High Resolution Radiometer-2</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/87c44e15-54c8-407d-a881-8035a2d5512b" xlink:actuate="onRequest">AVHRR-3 &gt; Advanced Very High Resolution Radiometer-3</gmx:Anchor>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="instrument">instrument</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Instrument Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2026</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="revision">revision</gmd:CI_DateTypeCode>
                  </gmd:dateType>
                </gmd:CI_Date>
              </gmd:date>
              <gmd:edition>
                <gco:CharacterString>23</gco:CharacterString>
              </gmd:edition>
              <gmd:citedResponsibleParty>
                <gmd:CI_ResponsibleParty>
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                  <gmd:contactInfo>
                    <gmd:CI_Contact>
                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:city>
                            <gco:CharacterString>Greenbelt</gco:CharacterString>
                          </gmd:city>
                          <gmd:administrativeArea>
                            <gco:CharacterString>MD</gco:CharacterString>
                          </gmd:administrativeArea>
                        </gmd:CI_Address>
                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
                          <gmd:protocol>
                            <gco:CharacterString>HTTPS</gco:CharacterString>
                          </gmd:protocol>
                          <gmd:name>
                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
                          </gmd:name>
                          <gmd:description>
                            <gco:CharacterString>Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords</gco:CharacterString>
                          </gmd:description>
                          <gmd:function>
                            <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information">information</gmd:CI_OnLineFunctionCode>
                          </gmd:function>
                        </gmd:CI_OnlineResource>
                      </gmd:onlineResource>
                    </gmd:CI_Contact>
                  </gmd:contactInfo>
                  <gmd:role>
                    <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
                  </gmd:role>
                </gmd:CI_ResponsibleParty>
              </gmd:citedResponsibleParty>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/b2e2ad86-b73f-44fd-9992-6f32820ea847" xlink:actuate="onRequest">NOAA-11 &gt; National Oceanic &amp; Atmospheric Administration-11</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/d4bfa8e2-4ce3-482e-8b2a-1297f65fdc8a" xlink:actuate="onRequest">NOAA-14 &gt; National Oceanic &amp; Atmospheric Administration-14</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/53a886bf-db3f-4b8c-a111-ba6593dae207" xlink:actuate="onRequest">NOAA-16 &gt; National Oceanic &amp; Atmospheric Administration-16</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/b4d60d40-59b9-46ab-a4c5-a2e534680b05" xlink:actuate="onRequest">NOAA-17 &gt; National Oceanic &amp; Atmospheric Administration-17</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/37afee26-f2fd-47df-b8e0-7cccd71e6b8c" xlink:actuate="onRequest">NOAA-18 &gt; National Oceanic &amp; Atmospheric Administration-18</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/fd4a398d-682c-4748-8349-83a8aa47cebf" xlink:actuate="onRequest">NOAA-7 &gt; National Oceanic &amp; Atmospheric Administration-7</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/304d5731-5627-4f4a-9b9e-3de6f39f9b3d" xlink:actuate="onRequest">NOAA-9 &gt; National Oceanic &amp; Atmospheric Administration-9</gmx:Anchor>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="platform">platform</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Platform Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2026</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="revision">revision</gmd:CI_DateTypeCode>
                  </gmd:dateType>
                </gmd:CI_Date>
              </gmd:date>
              <gmd:edition>
                <gco:CharacterString>23</gco:CharacterString>
              </gmd:edition>
              <gmd:citedResponsibleParty>
                <gmd:CI_ResponsibleParty>
                  <gmd:organisationName>
                    <gco:CharacterString>Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA)</gco:CharacterString>
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                  <gmd:contactInfo>
                    <gmd:CI_Contact>
                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:city>
                            <gco:CharacterString>Greenbelt</gco:CharacterString>
                          </gmd:city>
                          <gmd:administrativeArea>
                            <gco:CharacterString>MD</gco:CharacterString>
                          </gmd:administrativeArea>
                        </gmd:CI_Address>
                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
                          <gmd:protocol>
                            <gco:CharacterString>HTTPS</gco:CharacterString>
                          </gmd:protocol>
                          <gmd:name>
                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
                          </gmd:name>
                          <gmd:description>
                            <gco:CharacterString>Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords</gco:CharacterString>
                          </gmd:description>
                          <gmd:function>
                            <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information">information</gmd:CI_OnLineFunctionCode>
                          </gmd:function>
                        </gmd:CI_OnlineResource>
                      </gmd:onlineResource>
                    </gmd:CI_Contact>
                  </gmd:contactInfo>
                  <gmd:role>
                    <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
                  </gmd:role>
                </gmd:CI_ResponsibleParty>
              </gmd:citedResponsibleParty>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/3101" xlink:actuate="onRequest">NOAA-11 (ICES code: 3101, 1988-2004)</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/3277" xlink:actuate="onRequest">NOAA-14 (ICES code: 3277, 1994-2007)</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/33J9" xlink:actuate="onRequest">NOAA-16 (ICES code: 33J9, 2000-2014)</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/33ZS" xlink:actuate="onRequest">NOAA-17 (ICES code: 33ZS, 2002-2013)</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/33WM" xlink:actuate="onRequest">NOAA-18 (ICES code: 33WM, 2005-2016)</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/33V2" xlink:actuate="onRequest">NOAA-7 (ICES code: 33V2, 1981-1986)</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/33OO" xlink:actuate="onRequest">NOAA-9 (ICES code: 33OO, 1984-1998)</gmx:Anchor>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="platform">platform</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>ICES/SeaDataNet Ship Codes</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; Marshall Islands &gt; Marshall Islands &gt; Marshall Islands (09N168E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; Micronesia &gt; Micronesia (07N150E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; Northern Mariana Islands &gt; Northern Mariana Islands &gt; Northern Mariana Islands ( CNMI ) (18N146E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; Palau &gt; Palau &gt; Palau ( Belau ) (07N134E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; American Samoa &gt; American Samoa &gt; American Samoa (14S170W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Florida</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Guam &gt; Guam (13N144E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Hawaii &gt; Hawaii (21N160W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Honolulu &gt; Northwestern Hawaiian Islands (28N178W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Navassa Island &gt; Navassa Island &gt; Navassa Island (18N075W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Puerto Rico &gt; Puerto Rico (18N066W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Texas &gt; West Flower Garden Banks (27N093W0002)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; U. S. Virgin Islands &gt; U. S. Virgin Islands &gt; U. S. Virgin Islands (17N064W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Atlantic Ocean</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Atlantic Ocean &gt; Caribbean Sea /North Atlantic Ocean &gt; Puerto Rico &gt; Puerto Rico (18N066W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Atlantic Ocean &gt; Caribbean Sea &gt; Navassa Island &gt; Navassa Island &gt; Navassa Island (18N075W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Atlantic Ocean &gt; Caribbean Sea &gt; Virgin Islands &gt; Lesser Antilles &gt; U. S. Virgin Islands (17N064W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Atlantic Ocean &gt; Gulf of Mexico &gt; Florida</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Atlantic Ocean &gt; North Atlantic Ocean &gt; Florida</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Indian Ocean</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Hawaii &gt; Hawaii (21N160W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Marshall Islands &gt; Marshall Islands (09N168E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Northwestern Hawaiian Islands (28N178W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Western Pacific Ocean &gt; Carolines &gt; Micronesia (07N150E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Western Pacific Ocean &gt; Carolines &gt; Palau ( Belau ) (07N134E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Western Pacific Ocean &gt; Guam &gt; Guam (13N144E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Western Pacific Ocean &gt; Mariana Archipelago &gt; Northern Mariana Islands ( CNMI ) (18N146E0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="place">place</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>CoRIS Place Thesaurus</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/3d4e44c4-5d99-4a9b-8388-43c63533ee97" xlink:actuate="onRequest">GEOGRAPHIC REGION &gt; GLOBAL OCEAN</gmx:Anchor>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="place">place</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Location Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2026</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="revision">revision</gmd:CI_DateTypeCode>
                  </gmd:dateType>
                </gmd:CI_Date>
              </gmd:date>
              <gmd:edition>
                <gco:CharacterString>23</gco:CharacterString>
              </gmd:edition>
              <gmd:citedResponsibleParty>
                <gmd:CI_ResponsibleParty>
                  <gmd:organisationName>
                    <gco:CharacterString>Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA)</gco:CharacterString>
                  </gmd:organisationName>
                  <gmd:contactInfo>
                    <gmd:CI_Contact>
                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:city>
                            <gco:CharacterString>Greenbelt</gco:CharacterString>
                          </gmd:city>
                          <gmd:administrativeArea>
                            <gco:CharacterString>MD</gco:CharacterString>
                          </gmd:administrativeArea>
                        </gmd:CI_Address>
                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
                          <gmd:protocol>
                            <gco:CharacterString>HTTPS</gco:CharacterString>
                          </gmd:protocol>
                          <gmd:name>
                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
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        <gco:CharacterString>[Text below adapted from: Selig, E. R., Casey, K. S., &amp; Bruno, J. F. (2010). New insights into global patterns of ocean temperature anomalies: implications for coral reef health and management. Global Ecology and Biogeography, 19(3), 397–411. https://doi.org/10.1111/j.1466-8238.2009.00522.x. Hereafter referred to as "SCB2010".]

The CoRTAD was developed using data from the Pathfinder Version 5 collection produced by the National Oceanic and Atmospheric Administration's (NOAA) National Oceanographic Data Center (NODC) and the University of Miami's Rosenstiel School of Marine and Atmospheric Science. These sea surface temperature data are derived from the Advanced Very High Resolution Radiometer (AVHRR) sensor and are processed to a resolution of approximately 4.6 km at the equator. These data have the highest resolution covering the longest time period of any satellite-based ocean temperature dataset (see Figure 1 of SCB2010). Weekly averages of day and night data with a quality flag of 4 or better were used, which is a commonly accepted cutoff for "good" data (Kilpatrick et al., 2001, Casey and Cornillon, 1999). By using a day-night average, the number of missing pixels was reduced by 25% with virtually no loss in accuracy (see Table 2 of SCB2010).

The Pathfinder algorithm eliminates any observation with a Sea Surface Temperature (SST) more than 2 degrees C different from a relatively coarse resolution SST value based on the Reynolds Optimum Interpolation Sea Surface Temperature (OISST version 2.0)* value, a long-term, in situ-based data set (Kilpatrick et al., 2001, Reynolds et al., 2002). Observations were added back into the analysis if the SST was greater than the OISST-5 degrees C, but less than the OISST+5 degrees C. The 5 degrees C threshold is a reasonable selection that allows diurnal warming events (Kawai and Wada, 2007) or other spatially limited warm spots back into the dataset without including unrealistic and erroneously warm values. Values less than the OISST were not included because they may have been biased by cloud contamination and other satellite errors, which tend to result in cooler SST estimates. These processes resulted in a dataset with only 21.2 percent missing data. To create a gap-free dataset for analysis, 3 x 3 pixel median spatial fill was used. A temporal fill was performed using the Piecewise Cubic Hermite Interpolating Polynomial (PCHIP) function in Matlab (The Mathworks Inc., 2006) to fill the remaining gaps. This conservative approach was chosen because it provided interpolated SSTs that are bounded by the nearest available values in time. It also used data from only a very limited spatial domain, which is an important consideration given the variability of coral reef environments.

[*NOTE: The higher resolution Reynolds 25km Daily Optimum Interpolation Sea Surface Temperature (DOISST version 2.0) dataset was used in place of the OISST version 2.0 for the Pathfinder data from 1982-1984.  The primary effect of this change is to retain more data in the high gradient regions and in regions where meandering or feature advection is present; effect on the retrieved SST is minimal.

Two problems with the original Pathfinder data from 1982-1984 have been identified. An error was discovered in the processing of the reference SST fields, which created a "halo" of cold pixels around coastlines in the reference field. As a result, several anomalously cool Pathfinder SST pixels have passed the reference test during processing and been assigned quality flag values that are too high. The second problem arises from the fact that the reference SST field used for 1982-1984 data lacks inland SST observations. As a result, the gap-filling routine employed by the CoRTAD fails for inland pixels for the entire 1982-1984 period. In order to avoid contamination of climatology-based thermal metrics and statistics calculated in the CoRTAD, all data from 1982-1984 were omitted from the climatology. Thus, the CoRTAD Version 2 climatology was calculated using only 1985-2008 data. All CoRTAD fields have been calculated for the entire time series (1982-2008) based on this climatology. For an image demonstrating these problems in Pathfinder processing, please see the "Known Problems" section of the Pathfinder Version 5 User Guide.]

Using these gap-filled data, we then created site-specific climatologies for each reef grid cell to describe long-term temperature patterns over the 21-year dataset (Eqn. 1). The climatology was generated using a harmonic analysis procedure that fits annual and semi-annual signals to the time series of weekly SSTs at each grid cell:

climSST(t) = A*cos(2pi*t + B) + C*cos(4pi*t + D) + E (1)

where t is time, A and B are coefficients representing the annual phase and amplitude, C and D are the semi-annual phase and amplitude, and E is the long-term temperature mean.

Similar approaches have been used for generating climatologies because they are more robust than simple averaging techniques, which can be more susceptible to data gaps from periods of cloudiness (Podesta et al., 1991, Mesias et al., 2007).

Sea surface temperatures from AVHRR quantify only the temperature of the 'skin' of the ocean, roughly the first 10 micrometers of the ocean surface (Donlon et al., 2007). Most field surveys of coral cover occur between 1 and 15 m depth. To be useful for coupling with coral reef biological data, these temperature data must be relatively accurate beyond the 'skin' of the ocean. Linear regression was used to examine how data from in situ reef temperature loggers compared with data from the CoRTAD to demonstrate the good accuracy of the CoRTAD temperature data compared to in situ data at a variety of depths and locations around the world (see Table 2 of SCB2010 for details).

Temperature anomaly metrics:

Several metrics could be used to link coral reef ecosystem health with temperature including trophic structure, diversity or percent coral cover (Newman et al., 2006, Roberts et al., 2002, Bruno and Selig, 2007). However, this analysis focused on coral bleaching and disease because they are key drivers of coral decline and their relationships with temperature patterns are better understood (Aronson and Precht, 2001, Bruno et al., 2007, Glynn, 1993). Analyses were performed on two metrics (see Table 1 of SCB2010): one that is commonly known to lead to bleaching (Liu et al., 2003, Strong et al., 2004, Glynn, 1993), and one that is correlated with increased disease severity (Selig et al., 2006, Bruno et al., 2007). Coral bleaching results when corals lose their symbiotic zooxanthellae (Glynn, 1993, Glynn, 1996). Bleaching is a natural stress response not only to warm temperatures, but also to cool temperatures (Hoegh-Guldberg and Fine, 2004) as well as light and salinity values different from the normal range (Glynn, 1993). Corals can recover from bleaching, but their ability to do so is dependent on the magnitude and duration of the anomaly event (Glynn, 1993). The temperature thresholds that result in coral bleaching vary by location and species (Berkelmans and Willis, 1999). Bleaching is often connected to Thermal Stress Anomalies (TSAs), which are defined as areas where temperatures exceed by 1 degree C or more the climatologically warmest week of the year (Table 2, Glynn, 1993). The temperature anomaly thresholds relevant to disease have been studied in only one pathogen-host system (Selig et al., 2006, Bruno et al., 2007). In that system, changes in disease cases were correlated with Weekly Sea Surface Temperature Anomalies (WSSTAs), temperatures that were 1 degree C greater than the weekly average for that location. The best metric for predicting bleaching or disease may vary according to location, species, and pathogen (Selig et al., 2006, Bruno et al., 2007, Berkelmans, 2002). For example, bleaching on the Great Barrier Reef was best predicted by the maximum anomaly over a 3 day period (Berkelmans et al., 2004), rather than an anomaly metric like the TSA. Although the 7-day averaging approach in the CoRTAD may be too temporally coarse to capture all bleaching events, it is necessary to maintain consistency and minimize gaps in the dataset across broad spatial scales. In addition, the data are less likely to yield false positives for TSAs and will likely capture most WSSTA events, which have a lower temperature threshold.

References: (see SCB2010 for complete list)</gco:CharacterString>
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                <gco:CharacterString>Additional metadata files were received or created for this dataset. These updates were copied into the about/ directory of this accession. These updates may provide additional files or replace obsolete files. This version contains the most complete and up-to-date representation of this archival information package. All of the files received prior to this update are available in the preceding version of this accession.</gco:CharacterString>
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                <gco:DateTime>2026-02-09T02:01:44Z</gco:DateTime>
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      <gmd:lineage>
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          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>NOAA created the National Centers for Environmental Information (NCEI) by merging NOAA's National Climatic Data Center (NCDC), National Geophysical Data Center (NGDC), and National Oceanographic Data Center (NODC), including the National Coastal Data Development Center (NCDDC), per the Consolidated and Further Continuing Appropriations Act, 2015, Public Law 113-235. NCEI launched publicly on April 22, 2015.</gco:CharacterString>
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                <gco:DateTime>2015-04-22T00:00:00</gco:DateTime>
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        <gco:CharacterString>Metadata are developed, maintained and distributed by NCEI. Updates are performed as needed to maintain currentness.</gco:CharacterString>
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  <gmi:acquisitionInformation>
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      <gmi:instrument>
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                <gco:CharacterString>AVHRR-2</gco:CharacterString>
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            <gco:CharacterString>Advanced Very High Resolution Radiometer-2

The AVHRR-2 is a multi purpose imaging instrument used for global measurement of cloud cover, sea surface temperature, ice, snow and vegetation cover and characteristics. This instrument was initially carried on NOAA-7 (launched June 1981) and was last flown on NOAA-14 which was decommissioned in 2005. This 5-channel radiometer covering 2 visible and 3 thermal infrared between 0.63 and 12.0 micrometers, has an instantaneous footprint of 1.1 km at the sub satellite point.

Additional Information:
https://nwpsaf.eu/deliverables/aapp/avhrr_2.html</gco:CharacterString>
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            <gco:CharacterString>AVHRR-3</gco:CharacterString>
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            <gco:CharacterString>Advanced Very High Resolution Radiometer-3

The AVHRR-3 is a six channel scanning radiometer providing 3 solar channels in the visible-near infrared region and 3 thermal infrared channels. The AVHRR-3 has two one-micrometer wide channels between 10.3 and 12.5 micrometers. This latest version of AVHRR was first carried on NOAA-15 launched in May 1998 and subsequently in all current NOAA and MetOp platforms. Measuring the same view, this array of diverse wavelengths, after processing, permits multi spectral analysis for more precisely defining hydrologic, oceanographic, and meteorological parameters. Comparison of data from two channels is often used to observe features or measure various environmental parameters. The three channels operating entirely within the infrared band are used to detect the heat radiation from and hence, the temperature of land, water, sea surfaces, and the clouds above them.

Additional Information:
http://www.ncdc.noaa.gov/oa/pod-guide/ncdc/docs/klm/html/c3/sec3-1.htm</gco:CharacterString>
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            <gco:CharacterString>https://www.wmo-sat.info/oscar/satellites/view/333

Instruments: AVHRR/2 et al</gco:CharacterString>
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            <gco:CharacterString>https://www.wmo-sat.info/oscar/satellites/view/336

Instruments: AVHRR/2 et al</gco:CharacterString>
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            <gco:CharacterString>Updated information from ICES for the platform NOAA-16 from United States.

Name NOAA-16
Country(s) US: UNITED STATES
Platform Class 65: Orbiting satellite
Native Name
Synonyms
Call Sign
MMSI
IMO
Pennant
Title
Commissioned Date 2000
Decommissioned Date 2014

Notes
Polar-orbiting environmental satellite launched September 2000. The NODC has archived AVHRR SST data collected from this platform as part of the Pathfinder project.

Instruments: AVHRR/3 et al

Information Source (URL)
https://www.wmo-sat.info/oscar/satellites/view/338

Confirmed by NOAA on 2018-07-17.</gco:CharacterString>
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      </gmi:platform>
      <gmi:platform>
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          <gmi:identifier>
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                <gco:CharacterString>NOAA-17</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
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          <gmi:description>
            <gco:CharacterString>Updated information from ICES for the platform NOAA-17 from United States.

Name NOAA-17
Country(s) US: UNITED STATES
Platform Class 65: Orbiting satellite
Native Name
Synonyms
Call Sign
MMSI
IMO
Pennant
Title
Commissioned Date 2002
Decommissioned Date 2013

Notes
Polar-orbiting environmental satellite launched June 2002. The NODC has archived AVHRR SST data collected from this platform as part of the Pathfinder project.

Instruments: AVHRR/3 et al

Information source (URL)
https://www.wmo-sat.info/oscar/satellites/view/339

Confirmed by NOAA on 2018-07-17.</gco:CharacterString>
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      <gmi:platform>
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          <gmi:description>
            <gco:CharacterString>Updated information from ICES for the platform NOAA-18 from United States.
Name NOAA-18
Country(s) US: UNITED STATES
Platform Class 65: Orbiting satellite
Native Name
Synonyms
Call Sign
MMSI
IMO
Pennant
Title
Commissioned Date 2005
Decommissioned Date 2016

Notes
Polar-orbiting environmental satellite launched May 2005 as NOAA-N. The NODC has archived AVHRR SST data collected from this platform as part of the Pathfinder project.

Instruments: AVHRR/3 et al

Information source (URL)
https://www.wmo-sat.info/oscar/satellites/view/340

Confirmed by NOAA on 2018-07-17.</gco:CharacterString>
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          <gmi:instrument xlink:href="#inst_be0f" />
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          <gmi:description>
            <gco:CharacterString>Updated information from ICES for the platform NOAA-7 from UNITED STATES.

Name NOAA-7
Country(s) US: UNITED STATES
Platform Class 65: Orbiting satellite
Commissioned Date 1981-06-23
Decommissioned Date 1986-06-07
Notes
Selected global data available from NOAA.
Significant contribution to Space weather and operational meteorology.

Information source (URL)
https://www.wmo-sat.info/oscar/satellites/view/329

All known Instruments flying on NOAA-7

Acronym	- Full name
Argos	- Argos Data Collection System
AVHRR/2	- Advanced Very High Resolution Radiometer / 2
HIRS/2	- High-resolution Infra Red Sounder / 2
MSU	- Microwave Sounding Unit
SSU	- Stratospheric Sounding Unit
SEM/MEPED - SEM / Medium energy proton detector
SEM/TED	- SEM / Total Energy Detector

Submitted to ICES on 2018-07-17.
Confirmed by NOAA on 2018-08-08.</gco:CharacterString>
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          <gmi:instrument xlink:href="#inst_be0e" />
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      <gmi:platform>
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                <gco:CharacterString>NOAA-9</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:description>
            <gco:CharacterString>Updated information from ICES for the platform NOAA-9 from UNITED STATES.

Name NOAA-9
Country(s) US: UNITED STATES
Platform Class 65: Orbiting satellite
Confirmed by NOAA on 2018-08-08.
Commissioned Date 1984-12-12
Decommissioned Date 1998-02-13

Notes
Selected global operational meteorology data available from NOAA.
Significant contribution to Atmospheric chemistry and Space weather.

All known Instruments flying on NOAA-9

Acronym	- Full name
Argos		- Argos Data Collection System
AVHRR/2		- Advanced Very High Resolution Radiometer / 2
ERBE		- Earth Radiation Budget Experiment
HIRS/2		- High-resolution Infra Red Sounder / 2
MSU		- Microwave Sounding Unit
S&amp;RSAT		- Search &amp; Rescue Satellite-Aided Tracking System
SBUV/2		- Solar Backscatter Ultraviolet / 2
SSU		- Stratospheric Sounding Unit
SEM/MEPED	- SEM / Medium energy proton detector
SEM/TED		- SEM / Total Energy Detector

Information source (URL)
https://www.wmo-sat.info/oscar/satellites/view/331

Submitted to ICES on 2018-07-17.
Confirmed by NOAA on 2018-08-08.</gco:CharacterString>
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          <gmi:instrument xlink:href="#inst_be0e" />
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  </gmi:acquisitionInformation>
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