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In addition, along with the deeper water hard and soft seafloor maps, these maps are included in the Pacific Remote Islands Marine National Monument monitoring report, which is being developed in 2018 for NOAA Pacific Islands Regional Office (PIRO) Marine National Monument Program.  The effort is funded by the NOAA Coral Reef Conservation Program and NOAA PIRO.</gco:CharacterString>
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      <gmd:resourceMaintenance>
        <gmd:MD_MaintenanceInformation>
          <gmd:maintenanceAndUpdateFrequency>
            <gmd:MD_MaintenanceFrequencyCode codeList="http://www.tc211.org/ISO19139/resources/codeList.xml#MD_MaintenanceFrequencyCode" codeListValue="notPlanned">notPlanned</gmd:MD_MaintenanceFrequencyCode>
          </gmd:maintenanceAndUpdateFrequency>
        </gmd:MD_MaintenanceInformation>
      </gmd:resourceMaintenance>
      <gmd:graphicOverview>
        <gmd:MD_BrowseGraphic>
          <gmd:fileName>
            <gco:CharacterString>https://www.soest.hawaii.edu/pibhmc/amsamoa_images/TUT_unspv_hardvsoft_5m_445.jpg</gco:CharacterString>
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          <gmd:fileDescription>
            <gco:CharacterString>An example hard- and soft-bottom substrate map of Tutuila (prepared using a different methodology compared with the substrate maps prepared for the project described here).</gco:CharacterString>
          </gmd:fileDescription>
          <gmd:fileType>
            <gco:CharacterString>JPG</gco:CharacterString>
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        </gmd:MD_BrowseGraphic>
      </gmd:graphicOverview>
      <gmd:descriptiveKeywords>
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          <gmd:keyword>
            <gco:CharacterString>Mapping and EcoSpatial Information Products to Support Coral Reef Ecosystem Management in the Pacific Islands Region</gco:CharacterString>
          </gmd:keyword>
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            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>CRCP Project</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Geographic Information &gt; Habitats</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>CoRIS Discovery Thesaurus</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
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          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Aquatic Habitat &gt; Benthic Habitat</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Aquatic Habitat &gt; Reef Habitat</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment &gt; Mapping &gt; Habitat Mapping</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment &gt; Mapping &gt; geomorphology Mapping</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Bathymetry/Seafloor Topography &gt; Hard Seafloor Substrate</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Bathymetry/Seafloor Topography &gt; Soft Seafloor Substrate</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Coastal Processes &gt; Coral Reefs</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Coastal Processes &gt; Coral Reefs &gt; Coral Reef Ecology &gt; Habitats</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>CoRIS Theme Thesaurus</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>SUBSTRATE DESCRIPTION</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC DATA TYPES THESAURUS</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>GIS product</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>benthic</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC OBSERVATION TYPES THESAURUS</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Coral Reef Conservation Program</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC PROJECT NAMES THESAURUS</gco:CharacterString>
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              <gmd:date gco:nilReason="missing" />
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        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>US DOC; NOAA; NMFS; Pacific Islands Fisheries Science Center; Ecosystem Sciences Division</gco:CharacterString>
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            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC SUBMITTING INSTITUTION NAMES THESAURUS</gco:CharacterString>
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              <gmd:date gco:nilReason="missing" />
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          </gmd:thesaurusName>
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            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Baker Island (00N176W0001)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Howland Island (00S176W0001)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Jarvis Island (00S160W0001)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Johnston Atoll (16N169W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Kingman Reef (06N162W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Palmyra Atoll (05N162W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Wake Atoll (19N167E0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Baker Island &gt; Baker Island (00N176W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Howland Island &gt; Howland Island (00S176W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Johnston Atoll &gt; Johnston Atoll (16N169W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Line Islands &gt; Jarvis Island (00S160W0001)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Line Islands &gt; Kingman Reef (06N162W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Line Islands &gt; Palmyra Atoll (05N162W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Wake Atoll &gt; Wake Atoll (19N167E0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd: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="missing" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
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            <gco:CharacterString>Equatorial Pacific Ocean</gco:CharacterString>
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            <gco:CharacterString>Pacific Remote Islands Marine National Monument</gco:CharacterString>
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            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="place">place</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC SEA AREA NAMES THESAURUS</gco:CharacterString>
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              <gmd:date gco:nilReason="missing" />
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      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>SEA FLOOR</gco:CharacterString>
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          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="stratum">stratum</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
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          </gmd:thesaurusName>
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>CRED</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>CREP</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Coral Reef Ecosystem Division</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Coral Reef Ecosystem Program</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>ESD</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Ecosystem Sciences Division</gco:CharacterString>
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          <gmd:keyword>
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          <gmd:keyword>
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            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>PRIA</gco:CharacterString>
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          <gmd:keyword>
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          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="place">place</gmd:MD_KeywordTypeCode>
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>DOC/NOAA/NMFS/PIFSC &gt; Pacific Islands Fisheries Science Center, National Marine Fisheries Service, NOAA, U.S. Department of Commerce</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="dataCentre">dataCentre</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation uuid="9f0de6e6-428b-11df-9879-0800200c9a66">
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Data Center Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2017-04-24</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="publication">publication</gmd:CI_DateTypeCode>
                  </gmd:dateType>
                </gmd:CI_Date>
              </gmd:date>
              <gmd:edition>
                <gco:CharacterString>8.5</gco:CharacterString>
              </gmd:edition>
              <gmd:citedResponsibleParty xlink:title="GCMD Landing Page">
                <gmd:CI_ResponsibleParty uuid="1edb41d0-428a-11df-9879-0800200c9a66">
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                    <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:CI_Contact>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
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                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
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                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
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                          <gmd:description>
                            <gco:CharacterString>Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 22. 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>
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        </gmd:MD_Keywords>
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            <gco:CharacterString>Geomorphology</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="project">project</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>InPort</gco:CharacterString>
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        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
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        <gmd:MD_LegalConstraints>
          <gmd:useConstraints>
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          </gmd:useConstraints>
          <gmd:otherConstraints>
            <gco:CharacterString>Cite As: Pacific Islands Fisheries Science Center, [Date of Access]: Seafloor substrate (hard and soft bottom) maps derived from satellite imagery for the islands and atolls of the Pacific Remote Island Areas [Data Date Range], https://www.fisheries.noaa.gov/inport/item/54217.</gco:CharacterString>
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        </gmd:MD_LegalConstraints>
      </gmd:resourceConstraints>
      <gmd:resourceConstraints>
        <gmd:MD_Constraints>
          <gmd:useLimitation>
            <gco:CharacterString>NOAA provides no warranty, nor accepts any liability occurring from any incomplete, incorrect, or misleading data, or from any incorrect, incomplete, or misleading use of the data. It is the responsibility of the user to determine whether or not the data is suitable for the intended purpose.</gco:CharacterString>
          </gmd:useLimitation>
        </gmd:MD_Constraints>
      </gmd:resourceConstraints>
      <gmd:resourceConstraints>
        <gmd:MD_LegalConstraints>
          <gmd:accessConstraints>
            <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
          </gmd:accessConstraints>
          <gmd:otherConstraints>
            <gco:CharacterString>Access Constraints: None</gco:CharacterString>
          </gmd:otherConstraints>
        </gmd:MD_LegalConstraints>
      </gmd:resourceConstraints>
      <gmd:resourceConstraints>
        <gmd:MD_LegalConstraints>
          <gmd:useConstraints>
            <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
          </gmd:useConstraints>
          <gmd:otherConstraints>
            <gco:CharacterString>Use Constraints: These data are not to be used for navigation purposes. 

Please cite NOAA Pacific Islands Fisheries Science Center (PIFSC), Ecosystem Sciences Division (ESD) when using the data. 

Pacific Islands Fisheries Science Center, Ecosystem Sciences Division (2018). Seafloor substrate (hard and soft bottom) maps at select islands/atolls in American Samoa, Mariana Archipelago, and the Pacific Remote Island Areas. https://www.fisheries.noaa.gov/inport/item/34310.</gco:CharacterString>
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      <gmd:resourceConstraints>
        <gmd:MD_LegalConstraints>
          <gmd:useLimitation>
            <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
          </gmd:useLimitation>
          <gmd:otherConstraints>
            <gco:CharacterString>Distribution Liability: While every effort has been made to ensure that these data are accurate and reliable within the limits of the current state of the art, NOAA cannot assume liability for any damages caused by errors or omissions in the data, nor as a result of the failure of the data to function on a particular system. NOAA makes no warranty, expressed or implied, nor does the fact of distribution constitute such a warranty.</gco:CharacterString>
          </gmd:otherConstraints>
        </gmd:MD_LegalConstraints>
      </gmd:resourceConstraints>
      <gmd:resourceConstraints>
        <gmd:MD_SecurityConstraints>
          <gmd:classification>
            <gmd:MD_ClassificationCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_ClassificationCode" codeListValue="unclassified">unclassified</gmd:MD_ClassificationCode>
          </gmd:classification>
          <gmd:classificationSystem>
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            <gco:CharacterString>Select locations in the Pacific Remote Islands Marine National Monument (PRIMNM), also known as the Pacific Remote Island Areas (PRIA), including Wake, Baker, and Howland islands, Johnston and Palymra atolls, and Kingman reef.</gco:CharacterString>
          </gmd:description>
          <gmd:geographicElement>
            <!-- Corresponds to geographic description of next GeographicElement-->
            <gmd:EX_GeographicBoundingBox>
              <gmd:westBoundLongitude>
                <gco:Decimal>-176.7</gco:Decimal>
              </gmd:westBoundLongitude>
              <gmd:eastBoundLongitude>
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              <gmd:southBoundLatitude>
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          <gmd:geographicElement>
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                </gmd:MD_Identifier>
              </gmd:geographicIdentifier>
            </gmd:EX_GeographicDescription>
          </gmd:geographicElement>
          <gmd:geographicElement>
            <!-- Corresponds to geographic description of next GeographicElement-->
            <gmd:EX_GeographicBoundingBox>
              <gmd:westBoundLongitude>
                <gco:Decimal>166.583</gco:Decimal>
              </gmd:westBoundLongitude>
              <gmd:eastBoundLongitude>
                <gco:Decimal>166.667</gco:Decimal>
              </gmd:eastBoundLongitude>
              <gmd:southBoundLatitude>
                <gco:Decimal>19.2583</gco:Decimal>
              </gmd:southBoundLatitude>
              <gmd:northBoundLatitude>
                <gco:Decimal>19.333</gco:Decimal>
              </gmd:northBoundLatitude>
            </gmd:EX_GeographicBoundingBox>
          </gmd:geographicElement>
          <gmd:geographicElement>
            <gmd:EX_GeographicDescription>
              <gmd:geographicIdentifier>
                <gmd:MD_Identifier>
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                    <gco:CharacterString>The geographic extent of Wake Atoll</gco:CharacterString>
                  </gmd:code>
                </gmd:MD_Identifier>
              </gmd:geographicIdentifier>
            </gmd:EX_GeographicDescription>
          </gmd:geographicElement>
          <gmd:temporalElement>
            <gmd:EX_TemporalExtent>
              <gmd:extent>
                <gml:TimePeriod gml:id="boundingTemporalExtent-1-1">
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                  <gml:endPosition>2017</gml:endPosition>
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              </gmd:extent>
            </gmd:EX_TemporalExtent>
          </gmd:temporalElement>
        </gmd:EX_Extent>
      </gmd:extent>
    </gmd:MD_DataIdentification>
  </gmd:identificationInfo>
  <gmd:contentInfo>
    <gmd:MD_FeatureCatalogueDescription>
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      </gmd:complianceCode>
      <gmd:language>
        <gmd:LanguageCode codeList="http://www.loc.gov/standards/iso639-2/php/code_list.php" codeListValue="eng">eng</gmd:LanguageCode>
      </gmd:language>
      <gmd:includedWithDataset>
        <gco:Boolean>false</gco:Boolean>
      </gmd:includedWithDataset>
      <gmd:featureTypes>
        <gco:LocalName>GIS File</gco:LocalName>
      </gmd:featureTypes>
      <gmd:featureCatalogueCitation xlink:href="https://www.fisheries.noaa.gov/inport/item/54219" xlink:actuate="onRequest">
        <gmd:CI_Citation>
          <gmd:title>
            <gco:CharacterString>Substrate Classes</gco:CharacterString>
          </gmd:title>
          <gmd:date>
            <gmd:CI_Date>
              <gmd:date>
                <gco:Date>2019-05-30</gco:Date>
              </gmd:date>
              <gmd:dateType>
                <gmd:CI_DateTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="publication">publication</gmd:CI_DateTypeCode>
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          </gmd:date>
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  <gmd:distributionInfo>
    <gmd:MD_Distribution>
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        <gmd:MD_Format>
          <gmd:name>
            <gco:CharacterString>GeoTIFF</gco:CharacterString>
          </gmd:name>
          <gmd:version gco:nilReason="missing" />
          <gmd:fileDecompressionTechnique>
            <gco:CharacterString>Zip</gco:CharacterString>
          </gmd:fileDecompressionTechnique>
        </gmd:MD_Format>
      </gmd:distributionFormat>
      <gmd:distributionFormat>
        <gmd:MD_Format>
          <gmd:name>
            <gco:CharacterString>GeoTIFF</gco:CharacterString>
          </gmd:name>
          <gmd:version gco:nilReason="missing" />
          <gmd:fileDecompressionTechnique>
            <gco:CharacterString>Zip</gco:CharacterString>
          </gmd:fileDecompressionTechnique>
        </gmd:MD_Format>
      </gmd:distributionFormat>
      <gmd:distributionFormat>
        <gmd:MD_Format>
          <gmd:name>
            <gco:CharacterString>GeoTIFF</gco:CharacterString>
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          <gmd:version gco:nilReason="missing" />
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      <gmd:distributionFormat>
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          <gmd:version gco:nilReason="missing" />
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      </gmd:distributionFormat>
      <gmd:distributor>
        <gmd:MD_Distributor>
          <gmd:distributorContact>
            <gmd:CI_ResponsibleParty>
              <gmd:organisationName>
                <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
              </gmd:organisationName>
              <gmd:contactInfo>
                <gmd:CI_Contact>
                  <gmd:phone>
                    <gmd:CI_Telephone>
                      <gmd:voice>
                        <gco:CharacterString>808-725-5360</gco:CharacterString>
                      </gmd:voice>
                    </gmd:CI_Telephone>
                  </gmd:phone>
                  <gmd:address>
                    <gmd:CI_Address>
                      <gmd:deliveryPoint>
                        <gco:CharacterString>1845 Wasp Blvd.</gco:CharacterString>
                      </gmd:deliveryPoint>
                      <gmd:city>
                        <gco:CharacterString>Honolulu</gco:CharacterString>
                      </gmd:city>
                      <gmd:administrativeArea>
                        <gco:CharacterString>HI</gco:CharacterString>
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                      <gmd:country>
                        <gco:CharacterString>USA</gco:CharacterString>
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                      <gmd:description>
                        <gco:CharacterString>Pacific Island Fisheries Science Center homepage</gco:CharacterString>
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                    </gmd:CI_OnlineResource>
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                    <gco:CharacterString>8:00 a.m. - 4:30 p.m.</gco:CharacterString>
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                  <gmd:contactInstructions>
                    <gco:CharacterString>via the Pacific Islands Benthic Habitat Mapping Center (PIBHMC) website</gco:CharacterString>
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      <gmd:transferOptions>
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            <gmd:CI_OnlineResource>
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      <gmd:transferOptions>
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            <gmd:CI_OnlineResource>
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                <gmd:URL>ftp://ftp.soest.hawaii.edu/pibhmc/website/data/pria/benthichabitatlayers/bak_wv_2m_hardsoft.zip</gmd:URL>
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              <gmd:protocol>
                <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
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                <gco:CharacterString>bak_wv_2m_hardsoft.zip</gco:CharacterString>
              </gmd:name>
              <gmd:description>
                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Baker Island, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product. The readme text file describing the detailed processing steps is also included. Source WorldView 2 satellite image: 2012 and WorldView 3 satellite images: 2016. The data are provided by the Pacific Islands Fisheries Science Center and hosted by UH on SOEST servers.</gco:CharacterString>
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              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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              <gmd:name>
                <gco:CharacterString>how_wv_2m_hardsoft.zip</gco:CharacterString>
              </gmd:name>
              <gmd:description>
                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Howland Island, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product.  The readme text file describing the detailed processing steps is also included. Source WorldView 2 satellite images: 2011 and 2016. The data are provided by the Pacific Islands Fisheries Science Center and hosted by UH on SOEST servers.</gco:CharacterString>
              </gmd:description>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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      </gmd:transferOptions>
      <gmd:transferOptions>
        <gmd:MD_DigitalTransferOptions>
          <gmd:onLine>
            <gmd:CI_OnlineResource>
              <gmd:linkage>
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              <gmd:protocol>
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              <gmd:name>
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              </gmd:name>
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                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Jarvis Island, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product. The readme text file describing the detailed processing steps is also included. Source WorldView 2 satellite image: 2016. The data are provided by the Pacific Islands Fisheries Science Center and hosted by UH on SOEST servers.</gco:CharacterString>
              </gmd:description>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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      <gmd:transferOptions>
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            <gmd:CI_OnlineResource>
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                <gco:CharacterString>kin_wv_2m_hardsoft.zip</gco:CharacterString>
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                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Kingman Reef, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product. The readme text file describing the detailed processing steps is also included. Source WorldView 2 satellite image: 2015. The data are provided by the Pacific Islands Fisheries Science Center and hosted by UH on SOEST servers.</gco:CharacterString>
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      <gmd:transferOptions>
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          <gmd:onLine>
            <gmd:CI_OnlineResource>
              <gmd:linkage>
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              <gmd:protocol>
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              <gmd:description>
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            <gmd:CI_OnlineResource>
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                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Palmyra Atoll, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product.  The readme text file describing the detailed processing steps is also included. Source WorldView 2 satellite images: 2014. The data are provided by the Pacific Islands Fisheries Science Center and hosted by UH on SOEST servers.</gco:CharacterString>
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            <gco:CharacterString>As of yet, these data have not been compared with external references or other published data.</gco:CharacterString>
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More detailed processing steps  taken for each place are described in its readme file.</gco:CharacterString>
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            <gco:CharacterString>Satellite images were processed for the Pacific Remote Island Areas using the method described in Mumby and Edwards (2000) and then, unsupervised classification was applied to derive Hard and Soft substrates. ENVI 5.3 (Harris Geospatial Solutions, Inc.) and ArcGIS 10.5.1 (Esri, Inc.) The lineage describes the general processing steps. The detailed steps and coefficients for each place are described in the readme file in the zip file.</gco:CharacterString>
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                <gco:CharacterString>Worldview 2 or Worldview 3 satellite images are acquired through the NEXTVIEW Imagery License Agreement between DigitalGlobe, Inc. and National Geospatial Intelligence Agency (NGA). Under the agreement, the images are available for the use by the U.S. Government.  Standard product level (2A) of multispectral and pancrhomatic images were acquired to produce hard soft maps. The images meeting the following criteria are carefully selected : cloud and shadow free, relatively small surf breaks, little sunglint on the water surface and little turbidity in the water.</gco:CharacterString>
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                <gco:CharacterString>The satellite images were preprocessed before generating the depth invariant indices using the tools available in ENVI 5.3. The images were first orthorectified using the RPC Orthorectification Workflow tool. The images are then radiometrically corrected and converted into the radiance using the Radiometric Calibration tool and Apply Gain and Offset tool. Radiometric calibration factors for each image are provided by DigitalGlobe in the associated metadata. The absolute calibration factors are available in the online documentation made available by DigitalGlobe.</gco:CharacterString>
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                <gco:CharacterString>Depth Invariant Index in Mumby and Edwards (2000) were derived for 10 band pairs of each image. The band pairs are: Coastal - Blue, Coastal - Green, Coastal - Yellow, Coastal - Red, Blue - Green, Blue - Yellow, Blue - Red, Green - Yellow, Green - Red, Yellow - Red. Following equation was applied to each band pair using using the Band Math tool in ENVI 5.3 to derive the Depth Invariant Index.

Depth Invariant Index of band pair i and j = Li -[(ki/kj)*Lj]
where
Li = Radiance or Reflectance values of band i
Lj = Radiance or Reflectance values of band j
ki/kj = Ratio of attenuation coefficients of band i and j

Ratio of attenuation coefficients were derived in Excel spreadsheet using the variance and covariance of the radiance values extracted over shallow and deep sandy bottoms of each image. 

The results were exported as GeoTiff for the further analysis in ArcGIS.</gco:CharacterString>
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                <gco:CharacterString>Each band pair classification was visually examined by inspecting the cluster results against the substrate boundaries that can be identified in the original satellite images. The best band pair classification result detecting the substrate boundaries was chosen, and interpreters made an informed judgement in attributing the predicted classes into hard and soft. Where required, area-specific class attribution and minor manual editing were undertaken to remove inaccurate predictions in ArcGIS 10.5.1. Output file type is GeoTIFF.</gco:CharacterString>
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                <gco:CharacterString>Where multiple images are available, the same steps are applied to the second image, and the gaps of the classification result in the first image will be filled with the second image.</gco:CharacterString>
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                    <gco:CharacterString>Absolute Radiometric Calibration: 2016v0</gco:CharacterString>
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                        <gco:Date>2017-06-06</gco:Date>
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                    <gco:CharacterString>Dove, D., Acoba, T., DesRochers, A. Seafloor Substrate Characterization from Shallow Reefs to the Abyss: Spatially-continuous seafloor mapping using multispectral satellite imagery, and multibeam bathymetry and backscatter data within the Pacific Remote Islands Marine National Monument and the Main Hawaiian Islands. 2018. PIFSC Internal Report IR-18-08. Issued 18 October 2018.</gco:CharacterString>
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                    <gco:CharacterString>Mumby, P. J., Edwards, A. J. Water column correction techniques. In Remote Sensing Handbook for Tropical Coastal Management. Green, E. P., Mumby, P. J., Edwards, A. J., Clark, C.D., Eds. UNESCO: Parisk, France, 2000. Pp. 121-128.</gco:CharacterString>
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