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A stratified random sampling (StRS) design was employed to survey the coral reef ecosystems across the Hawaiian Archipelago. 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 in all regions, as well as habitat structure type in the Main Hawaiian Islands.  Allocation of sampling effort was proportional to strata area and variance in coral density. Sites were surveyed using photo-quadrats along transects to collect benthic imagery to ultimately produce estimates of relative abundance (percent cover), frequency of occurrence, benthic community taxonomic composition and relative generic richness.

The StRS design effectively reduces estimate variance through stratification using environmental covariates and by sampling more sites rather than sampling more transects at a site.  Therefore, site-level estimates and site to site comparisons should be used with caution.</gco:CharacterString>
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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 Coral Reef Conservation Coral Reef Program (CRCP) biological, physical, and human dimensions activities into a cohesive NOAA-wide effort. Through the implementation of 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.

NCRMP is a framework for conducting sustained observations of biological, climate, and socioeconomic indicators at 10 priority coral reefs across the U.S. and its territories. This integrated approach consolidates monitoring of coral reefs under a uniform method in the Pacific, Atlantic, Caribbean, and the Gulf of Mexico for the first time. NCRMP is funded by the CRCP and supported by NOAA Fisheries, NOAA National Centers for Coastal Ocean Science (NCCOS), and many other partners. The Ecosystem Sciences Division at NOAA Fisheries is leading biological monitoring in the U.S. Pacific Islands Region.

The biological component of NCRMP in the Pacific provides a triennial ecological characterization at a broad spatial scale of general reef condition for reef fishes, corals and benthic habitat (i.e., fish species composition/density/size, benthic cover, and coral density/size/condition). Innovative analysis techniques are then used to develop products that give fellow scientists, managers, decision makers and the public a better understanding of a region's resources and how they are changing over time.</gco:CharacterString>
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Updated 2022 to add imagery collected in 2015.
Updated June 2020 to add imagery collected in 2019.</gco:CharacterString>
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              </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>CONTINENT &gt; NORTH AMERICA &gt; UNITED STATES OF AMERICA &gt; HAWAII</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; HAWAII ISLAND</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; KAHOOLAWE</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; KAUAI</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; LANAI</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; MAUI</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; MOLOKAI</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; NIIHAU</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; CENTRAL PACIFIC OCEAN &gt; HAWAIIAN ISLANDS &gt; OAHU</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>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>743</gco:CharacterString>
          </gmd:keyword>
          <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>
      </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</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; In Situ Biological</gco:CharacterString>
          </gmd:keyword>
          <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>imagery</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: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; Hawaii &gt; Hawaii &gt; Hawaii (21N160W0000)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Hawaii &gt; Hawaii Island (19N155W0003)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Hawaii &gt; Kauai Island (22N159W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Hawaii &gt; Molokai Island (21N157W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Honolulu &gt; French Frigate Shoals (24N166W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Honolulu &gt; Kure Atoll (28N178W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Honolulu &gt; Lisianski Island (25N173W0001)</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; Hawaii &gt; Honolulu &gt; Oahu (21N157W0003)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Honolulu &gt; Pearl and Hermes Reef (27N176W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Kalawao &gt; Kahoolawe Island (20N156W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Kauai &gt; Niihau Island (21N160W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Maui &gt; Lanai Island (20N156W0002)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaii &gt; Maui &gt; Maui Island (20N156W0004)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; Hawaiian Islands (21N157W0027)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands (21N157W0027)</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; Hawaiian Islands &gt; Hawaii Island &gt; Hawaii Island (19N155W0003)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Kahoolawe Island &gt; Kahoolawe Island (20N156W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Kauai Island &gt; Kauai Island (22N159W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Lanai Island &gt; Lanai Island (20N156W0002)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Maui Island &gt; Maui Island (20N156W0004)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Molokai Island &gt; Molokai Island (21N157W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Niihau Island &gt; Niihau Island (21N160W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Hawaiian Islands &gt; Oahu Island &gt; Oahu (21N157W0003)</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; Central Pacific Ocean &gt; Northwestern Hawaiian Islands &gt; French Frigate Shoals (24N166W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Northwestern Hawaiian Islands &gt; Kure Atoll (28N178W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Northwestern Hawaiian Islands &gt; Lisianski Island (25N173W0001)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>OCEAN BASIN &gt; Pacific Ocean &gt; Central Pacific Ocean &gt; Northwestern Hawaiian Islands &gt; Pearl and Hermes Reef (27N176W0001)</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>Coastal Waters of Hawaii</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>North Pacific Ocean</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Papahanaumokuakea 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>
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              <gmd:date gco:nilReason="missing" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>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>NODC INSTRUMENT 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>HI'IALAKAI</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>OSCAR ELTON SETTE</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="platform">platform</gmd:MD_KeywordTypeCode>
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          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>NODC PLATFORM NAMES THESAURUS</gco:CharacterString>
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              <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>CRED</gco:CharacterString>
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          <gmd:keyword>
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          <gmd:keyword>
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          <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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            <gco:CharacterString>PIFSC</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>PMNM</gco:CharacterString>
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            <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>REA</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Rapid Ecological Assessment</gco:CharacterString>
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            <gco:CharacterString>Reef Assessment and Monitoring Program</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>
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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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            <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>
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\\picQueenFish\optical\OPTICAL\

\\picGoldFish\general\Cruise\CruiseData</gco:CharacterString>
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                <gco:CharacterString>Benthic photoquadrat images collected at stratified random sites across the Hawaiian Archipelago during National Coral Reef Monitoring Program surveys in 2024</gco:CharacterString>
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            <gco:CharacterString>Handheld GPS units were used to locate random sites and mark site locations.</gco:CharacterString>
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            <gco:CharacterString>Image data include ~30 benthic photographs per survey site from both the fish and benthic team surveys. The fish team conducts the photoquadrat surveys along one 30-m transect, as does the benthic team since 2018. Prior to 2018, the benthic team conducted surveys along 2 independent 18-m transects. Therefore, the site level image data prior to 2018 contains one transect (A) for fish team surveys and two transects (A and B) for benthic team surveys. Appropriate site level image grouping should include all 30 images.</gco:CharacterString>
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            <gco:CharacterString>Only shallow water (0 to 30 meter depth range) hard-bottom habitats are surveyed. The survey sites were randomly selected using a systematic process based on available habitat and bathymetric data. Although efforts are made to include broad spatial coverage of surveys at each island, weather conditions and other environmental constraints may have prevented the team from surveying exposed reef areas.</gco:CharacterString>
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            <gco:CharacterString>The stratified random sampling (StRS) design and benthic photoquadrat survey methodology, employed by the NOAA Ecosystem Sciences Division (ESD) from 2013 to 2019. Benthic imagery is collected at stratified random sites. These photos are color-corrected (if necessary) prior to analysis. The data management team also uses an 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 and variance in coral density . 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 one-stage sampling scheme following Cochran (1977) was employed. Grid cells containing hard-bottom reef habitats were designated as primary sample units (referred to as sites).</gco:CharacterString>
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                  <gmd:individualName>
                    <gco:CharacterString>Couch, Courtney S</gco:CharacterString>
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                            <gco:CharacterString>courtney.s.couch@noaa.gov</gco:CharacterString>
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          <gmd:processStep>
            <gmd:LI_ProcessStep>
              <gmd:description>
                <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 line 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).  As of 2018, the benthic team conducts the photoquadrat surveys along one 30m transect, where one photo is taken every meter for a total of 30 photographs.</gco:CharacterString>
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                  <gmd:individualName>
                    <gco:CharacterString>Vargas-Angel, Bernardo</gco:CharacterString>
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                            <gco:CharacterString>(808)725-5423</gco:CharacterString>
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                        </gmd:CI_Telephone>
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                            <gco:CharacterString>bernardo.vargasangel@noaa.gov</gco:CharacterString>
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            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>To ensure consistency, images were color corrected using Adobe Lightroom if it appeared that the camera they were taken from was not properly white balanced in the field. Raw data include 30 benthic photographs per survey site. Included in the archive package is a list of survey sites, including region, island, site, date (day, month, year), latitude (dd), longitude (dd), minimum depth (ft), and maximum depth where photoquads were collected and unique image name. The file naming convention for each photo/image is [SITE]_[YEAR]_[TRANSECT]_[PHOTO_NUMBER].JPG (for example: TUT-903_2012_A_01.JPG).</gco:CharacterString>
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                            <gco:CharacterString>bernardo.vargasangel@noaa.gov</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Source Contribution: Fish survey standard operating procedures</gco:CharacterString>
              </gmd:description>
              <gmd:sourceCitation>
                <gmd:CI_Citation>
                  <gmd:title>
                    <gco:CharacterString>Ayotte, P.  , K. McCoy, A. Heenan, I. Williams, and J. Zamzow. 2015. Coral reef ecosystem program standard operating procedures: data collection for rapid ecological assessment fish surveys. Pacific Islands Fish. Sci. Cent., Natl. Mar. Fish. Serv., NOAA, Honolulu, HI 96818-5007. Pacific Islands Fish. Sci. Cent. Admin. Rep. H-15-07, 33 p.</gco:CharacterString>
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                    <gmd:CI_Date>
                      <gmd:date>
                        <gco:Date>2015-12-15</gco:Date>
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                        <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:CI_Date>
                  </gmd:date>
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                    <gmd:CI_ResponsibleParty>
                      <gmd:organisationName>
                        <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
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                      <gmd:contactInfo>
                        <gmd:CI_Contact>
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                            <gmd:CI_OnlineResource>
                              <gmd:linkage>
                                <gmd:URL>https://doi.org/10.7289/v5sn06zt</gmd:URL>
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                                <gco:CharacterString>Source Citation URL</gco:CharacterString>
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                                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information">information</gmd:CI_OnLineFunctionCode>
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              <gmd:description>
                <gco:CharacterString>Source Contribution: The SOP describes the method to collect benthic images during benthic surveys.</gco:CharacterString>
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              <gmd:sourceCitation>
                <gmd:CI_Citation>
                  <gmd:title>
                    <gco:CharacterString>Winston W, Couch C, Huntingon B, Vargas-Ángel B. 2020. Ecosystem Sciences Division standard operating procedures: data collection for rapid ecological assessment benthic surveys, 2019 update. NOAA Tech. Memo. NMFS-PIFSC-96, 56 p.</gco:CharacterString>
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                    <gmd:CI_Date>
                      <gmd:date>
                        <gco:Date>2020-02-01</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/ws5s-km69</gmd:URL>
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