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        <gco:CharacterString>The data described here are benthic habitat imagery that result from benthic photo-quadrat surveys conducted along transects at stratified random sites across the Pacific Remote Island Areas (PRIA) since 2014 as a part of Rapid Ecological Assessment (REA) surveys for corals and fish.

A stratified random sampling (StRS) design was employed to survey the coral reef ecosystems across the region. The survey domain encompassed the majority of the mapped area of reef and hard bottom habitats in the 0-30 m depth range. The stratification scheme included island, reef zone, and depth. Sampling effort was allocated based on strata area and sites were randomly located within strata. Sites were surveyed using photo-quadrats along transects to collect benthic imagery to ultimately produce estimates of relative abundance (benthic cover), frequency of occurrence, benthic community taxonomic composition and relative generic richness.

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        <gco:CharacterString>The NOAA National Coral Reef Monitoring Program (NCRMP) details a long term approach to provide an ecosystem perspective via monitoring climate, fish, benthic, and socioeconomic variables in a consistent and integrated manner. The NCRMP coordinates various NOAA Coral Reef Conservation Program (CRCP) biological, physical, and human dimensions activities into a cohesive NOAA-wide effort. Through the implementation of the NCRMP, NOAA is able to clearly and concisely communicate results of national-scale monitoring to national, state, and territorial policy makers, resource managers, and the public on a periodic basis.</gco:CharacterString>
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      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>DOC/NOAA/NMFS/PIFSC/ESD &gt; Ecosystem Sciences Division, 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="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="dataCentre">dataCentre</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Data Center Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
              <gmd:edition>
                <gco:CharacterString>17.0</gco:CharacterString>
              </gmd:edition>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; BIOSPHERE &gt; ECOSYSTEMS &gt; MARINE ECOSYSTEMS &gt; BENTHIC</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; BIOSPHERE &gt; ECOSYSTEMS &gt; MARINE ECOSYSTEMS &gt; REEF &gt; CORAL REEF</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>Global Change Master Directory (GCMD) Science Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
              <gmd:edition>
                <gco:CharacterString>17.0</gco:CharacterString>
              </gmd:edition>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; UNITED STATES MINOR OUTLYING ISLANDS</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>Global Change Master Directory (GCMD) Location Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
              <gmd:edition>
                <gco:CharacterString>20.8</gco:CharacterString>
              </gmd:edition>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>CAMERA &gt; CAMERA</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd: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 gco:nilReason="missing" />
              <gmd:edition>
                <gco:CharacterString>17.2</gco:CharacterString>
              </gmd:edition>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
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      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>743</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>National Coral Reef Monitoring 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>CRCP Project</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>Visual Images &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" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
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      <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</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment &gt; Benthos Analysis &gt; Transect Monitoring</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment &gt; Benthos Analysis &gt; Transect Monitoring &gt; Belt Transect</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment &gt; In Situ Biological</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef monitoring and assessment &gt; Rapid assessment studies</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</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Coastal Processes &gt; Coral Reefs &gt; Coral Reef Ecology &gt; Benthic biology</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Marine Biology &gt; Coral</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Marine Biology &gt; Coral Communities</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>PHOTOQUADRAT IMAGES</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>biological</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>imagery</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>in situ</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 STUDIES</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Coral Reef Conservation Program</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>National Coral Reef Monitoring Program</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Pacific Reef and Assessment Monitoring 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>
              </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>US DOC; NOAA; NMFS; Pacific Islands Fisheries Science Center; Ecosystem Sciences Division</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 SUBMITTING INSTITUTION NAMES 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>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>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; USA Minor Outlying Islands &gt; Jarvis Island (00S160W0001)</gco:CharacterString>
          </gmd:keyword>
          <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>
          </gmd:keyword>
          <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>
          <gmd:keyword>
            <gco:CharacterString>Equatorial Pacific Ocean</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Pacific Remote Islands Marine National Monument</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>NODC Sea Area Names 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>photograph</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="instrument">instrument</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC INSTRUMENT TYPES 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>HI'IALAKAI</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OSCAR ELTON SETTE</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Rainier</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="platform">platform</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC PLATFORM NAMES 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>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>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>ESD</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Ecosystem Sciences Division</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>PIFSC</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>RAMP</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>REA</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Rapid Ecological Assessment</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Reef Assessment and Monitoring 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:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Triennial</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode" codeListValue="temporal">temporal</gmd:MD_KeywordTypeCode>
          </gmd:type>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>PRIA</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>PRIMNM</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Pacific Remote Island Areas</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:MD_Keywords>
      </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>
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            <gco:CharacterString>Conceptual Consistency</gco:CharacterString>
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            <gco:CharacterString>The same methods of data collection were used at each surveyed site.</gco:CharacterString>
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            <gco:CharacterString>The stratified random sampling (StRS) design and benthic photoquadrat survey methodology, employed by the PIFSC Ecosystem Sciences Division (ESD) since 2013.   Benthic imagery is collected at stratified random sites. These photos are color-corrected (if necessary) prior to analysis. The data management team also uses a optical validation script to re-name photos and enforce several validation checks.</gco:CharacterString>
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                <gco:CharacterString>A stratified random sampling (StRS) design was employed to survey the coral reef ecosystems through the U.S. Pacific regions. The survey domain encompassed the majority of the mapped area of reef and hard bottom habitats. The stratification scheme included island, reef zone, and depth in all regions, as well as habitat structure type in the Main Hawaiian Islands.  The habitat structure types included simple, complex, and coral-rich. Depth categories of shallow (0-6 m), mid (&gt; 6-18m) and deep (&gt;18-30 m) were also incorporated into the stratification scheme. Allocation of sampling effort was proportional to strata area. Sites were randomly selected within each stratum.

A geographic information system (GIS) and digital spatial databases of benthic habitats (NOAA National Centers for Coastal Ocean Science NCCOS), reef zones (IKONOS satellite imagery, NDGC 1998) bathymetry (NDGC 1998, CREP benthic mapping data), and marine reserve boundaries (NOAA) were used to facilitate spatial delineation of the sampling survey domain, strata, and sample units.  Map resolution was such that the survey domain could be overlain by a grid using a GIS with individual cells of size 50 m by 50 m in area.  A two-stage sampling scheme following Cochran (1977) was employed to control for spatial variation in population parameters at scales smaller than the grid cell minimum mapping unit (2,500 m2).   Grid cells containing hard-bottom reef habitats were designated as primary sample units (referred to as sites).</gco:CharacterString>
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                    <gco:CharacterString>Swanson, Dione W</gco:CharacterString>
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                            <gco:CharacterString>(808)725-5417</gco:CharacterString>
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                            <gco:CharacterString>dione.swanson@noaa.gov</gco:CharacterString>
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                <gco:CharacterString>Photoquadrat surveys were conducted by both the fish and benthic teams.  Still photographs were collected to record the benthic community composition at predetermined points along the transect lines with a high-resolution digital camera mounted on a pole.  Overall, 30 photoquadrat images are collected at each site.   The fish team conducts these surveys along one 30 meter transect that spans the length of two stationary point count (SPC) cylinders used to assess fish abundance (30 images total, Transect A).  Benthic substrate photos are taken at one meter intervals along the right hand side of the 30 m transect line. The benthic team conducts the photoquadrat surveys along two, independent 18 meter transects.   Photos of the benthic substrate are taken at one meter intervals starting at meter 1, along the left hand side of each 18 meter transect (15 images/transect; 30 images total; Transect A and B).</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Raw data include ~30 benthic photographs per survey site. Included in the archive package is a list of survey sites, including site, date, latitude (dd), and longitude (dd) where photoquads were collected. The file naming convention for each photo/image is [SITE]_[YEAR]_[TRANSECT]_[PHOTO_NUMBER].JPG (e.g., TUT-903_2012_A_01.JPG).</gco:CharacterString>
              </gmd:description>
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                <gco:CharacterString>Source Contribution: The SOP describes the method to collect benthic images during the survey.</gco:CharacterString>
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              <gmd:sourceCitation>
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                  <gmd:title>
                    <gco:CharacterString>Swanson D, Bailey H, Schumacher B, Ferguson M, Vargas-Angel B. 2018. Ecosystem Sciences Division standard operating procedures: data collection for rapid ecological assessment benthic surveys. U.S. Dept. of Commerce, NOAA Technical Memorandum NOAA-TM-NMFS-PIFSC-71, 63 p.</gco:CharacterString>
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                      <gmd:date>
                        <gco:Date>2018-08-31</gco:Date>
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                        <gco:CharacterString>Pacific Islands Fisheries Science Center, PIFSC</gco:CharacterString>
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                                <gmd:URL>https://doi.org/10.25923/39jh-8993</gmd:URL>
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                                <gco:CharacterString>Ecosystem Sciences Division standard operating procedures: data collection for rapid ecological assessment benthic surveys</gco:CharacterString>
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