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    <gco:DateTime>2026-06-18T15:12:27</gco:DateTime>
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    <gco:CharacterString>ISO 19115-2:2009(E)</gco:CharacterString>
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    <gmd:MD_GridSpatialRepresentation>
      <gmd:numberOfDimensions>
        <gco:Integer>3</gco:Integer>
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      <gmd:axisDimensionProperties>
        <gmd:MD_Dimension>
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            <gmd:MD_DimensionNameTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_DimensionNameTypeCode" codeListValue="row">row</gmd:MD_DimensionNameTypeCode>
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      <gmd:axisDimensionProperties>
        <gmd:MD_Dimension>
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      <gmd:axisDimensionProperties>
        <gmd:MD_Dimension>
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          <gmd:dimensionSize>
            <gco:Integer>1</gco:Integer>
          </gmd:dimensionSize>
        </gmd:MD_Dimension>
      </gmd:axisDimensionProperties>
      <gmd:cellGeometry>
        <gmd:MD_CellGeometryCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_CellGeometryCode" codeListValue="point">point</gmd:MD_CellGeometryCode>
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      <gmd:transformationParameterAvailability>
        <gco:Boolean>0</gco:Boolean>
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    </gmd:MD_GridSpatialRepresentation>
  </gmd:spatialRepresentationInfo>
  <gmd:identificationInfo>
    <gmd:MD_DataIdentification>
      <gmd:citation>
        <gmd:CI_Citation>
          <gmd:title>
            <gco:CharacterString>C-CAP Land Cover, Commonwealth of the Northern Mariana Islands (CNMI), Saipan 1945</gco:CharacterString>
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            <gco:CharacterString>1945_CNMI_saipan_lc</gco:CharacterString>
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          <gmd:date>
            <gmd:CI_Date>
              <gmd:date>
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                <gmd:CI_DateTypeCode codeList="http://www.isotc211.org/2005/resources/codeList.xml#CI_DateTypeCode" codeListValue="publication">publication</gmd:CI_DateTypeCode>
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          <gmd:identifier>
            <gmd:MD_Identifier>
              <gmd:authority>
                <gmd:CI_Citation>
                  <gmd:title>
                    <gco:CharacterString>NOAA/NMFS/EDM</gco:CharacterString>
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                  <gmd:date gco:nilReason="inapplicable" />
                </gmd:CI_Citation>
              </gmd:authority>
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                <gmx:Anchor xlink:href="https://www.fisheries.noaa.gov/inport/item/48245" xlink:actuate="onRequest" xlink:title="InPort Catalog ID">48245</gmx:Anchor>
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          </gmd:identifier>
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              <gmd:organisationName gco:nilReason="inapplicable" />
              <gmd:contactInfo>
                <gmd:CI_Contact>
                  <gmd:onlineResource>
                    <gmd:CI_OnlineResource>
                      <gmd:linkage>
                        <gmd:URL>https://www.fisheries.noaa.gov/inport/item/48245</gmd:URL>
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                      <gmd:protocol>
                        <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
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                      <gmd:name>
                        <gco:CharacterString>Full Metadata Record</gco:CharacterString>
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                      <gmd:description>
                        <gco:CharacterString>View the complete metadata record on InPort for more information about this dataset.</gco:CharacterString>
                      </gmd:description>
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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:CI_ResponsibleParty>
              <gmd:organisationName gco:nilReason="inapplicable" />
              <gmd:contactInfo>
                <gmd:CI_Contact>
                  <gmd:onlineResource>
                    <gmd:CI_OnlineResource>
                      <gmd:linkage>
                        <gmd:URL>https://coast.noaa.gov/digitalcoast/data/ccaphighres.html</gmd:URL>
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                      <gmd:protocol>
                        <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
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                      <gmd:description>
                        <gco:CharacterString>Online Resource</gco:CharacterString>
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                        <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:CI_ResponsibleParty>
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                <gmd:CI_Contact>
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                    <gmd:CI_OnlineResource>
                      <gmd:linkage>
                        <gmd:URL>https://ocmgeodatastor1.blob.core.windows.net/ccap/bulk_download/C-CAP_High-Resolution_Data/Refined_C-CAP_High-Resolution_Land_Cover_Classification/Pacific/index.html</gmd:URL>
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                        <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
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                        <gco:CharacterString>Online Resource</gco:CharacterString>
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              <gmd:onlineResource>
                <gmd:CI_OnlineResource>
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                    <gmd:URL>https://coast.noaa.gov</gmd:URL>
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                    <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
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                    <gco:CharacterString>NOAA Office for Coastal Management Home Page</gco:CharacterString>
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                    <gmd:URL>https://coast.noaa.gov</gmd:URL>
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                    <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
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                    <gco:CharacterString>NOAA Office for Coastal Management Home Page</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:role>
            <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
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      <gmd:resourceMaintenance>
        <gmd:MD_MaintenanceInformation>
          <gmd:maintenanceAndUpdateFrequency gco:nilReason="missing" />
          <gmd:maintenanceNote>
            <gco:CharacterString>TBD</gco:CharacterString>
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        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; LAND SURFACE &gt; LAND USE/LAND COVER</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; LAND SURFACE &gt; LAND USE/LAND COVER &gt; LAND USE/LAND COVER CLASSIFICATION</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>
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          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Science Keywords</gco:CharacterString>
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              <gmd:date gco:nilReason="missing" />
              <gmd:edition>
                <gco:CharacterString>23.3</gco:CharacterString>
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      <gmd:descriptiveKeywords>
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          <gmd:keyword>
            <gco:CharacterString>OCEAN &gt; PACIFIC OCEAN &gt; WESTERN PACIFIC OCEAN &gt; MICRONESIA &gt; NORTHERN MARIANA ISLANDS</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="place">place</gmd:MD_KeywordTypeCode>
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          <gmd:thesaurusName>
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              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Location Keywords</gco:CharacterString>
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              <gmd:date gco:nilReason="missing" />
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                <gco:CharacterString>23.3</gco:CharacterString>
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>CAMERAS</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>
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            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Instrument Keywords</gco:CharacterString>
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              <gmd:date gco:nilReason="missing" />
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                <gco:CharacterString>23.3</gco:CharacterString>
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Airplane &gt; Airplane</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>WORLDVIEW-2 &gt; DigitalGlobe WORLDVIEW-2</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>WORLDVIEW-3 &gt; DigitalGlobe WORLDVIEW-3</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>Global Change Master Directory (GCMD) Platform Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="missing" />
              <gmd:edition>
                <gco:CharacterString>23.3</gco:CharacterString>
              </gmd:edition>
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Land Cover</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Land Cover Analysis</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Remotely Sensed Imagery/Photos</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>CNMI</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Coastal Zone</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Saipan</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/NOS/OCM &gt; Office of Coastal Management, National Ocean 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">
                  <gmd:organisationName>
                    <gco:CharacterString>Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA)</gco:CharacterString>
                  </gmd:organisationName>
                  <gmd:contactInfo>
                    <gmd:CI_Contact>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
                          <gmd:name>
                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
                          </gmd:name>
                          <gmd:description>
                            <gco:CharacterString>Global Change Master Directory (GCMD). 2026. GCMD Keywords, Version 24. 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>
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                  </gmd:role>
                </gmd:CI_ResponsibleParty>
              </gmd:citedResponsibleParty>
            </gmd:CI_Citation>
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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>C-CAP</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>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:resourceConstraints>
        <gmd:MD_LegalConstraints>
          <gmd:useConstraints>
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          </gmd:useConstraints>
          <gmd:otherConstraints>
            <gco:CharacterString>Cite As: Office for Coastal Management, [Date of Access]: C-CAP Land Cover, Commonwealth of the Northern Mariana Islands (CNMI), Saipan 1945 [Data Date Range], https://www.fisheries.noaa.gov/inport/item/48245.</gco:CharacterString>
          </gmd:otherConstraints>
        </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: Data set is not for use in litigation. While efforts have been made to ensure that these data are accurate and reliable within the state of the art, NOAA, cannot assume liability for any damages, or misrepresentations, caused by any inaccuracies in the data, or as a result of the data to be used 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_LegalConstraints>
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            <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
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          <gmd:otherConstraints>
            <gco:CharacterString>Distribution Liability: Users must assume responsibility to determine the usability of these data.</gco:CharacterString>
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        </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 gco:nilReason="missing" />
          <gmd:handlingDescription gco:nilReason="missing" />
        </gmd:MD_SecurityConstraints>
      </gmd:resourceConstraints>
      <gmd:spatialRepresentationType>
        <gmd:MD_SpatialRepresentationTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_SpatialRepresentationTypeCode" codeListValue="grid">grid</gmd:MD_SpatialRepresentationTypeCode>
      </gmd:spatialRepresentationType>
      <gmd:language>
        <gco:CharacterString>eng; US</gco:CharacterString>
      </gmd:language>
      <gmd:topicCategory>
        <gmd:MD_TopicCategoryCode>imageryBaseMapsEarthCover</gmd:MD_TopicCategoryCode>
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      <gmd:environmentDescription>
        <gco:CharacterString>Microsoft Windows XP Version 5.1 (Build 2600) Service Pack 3; ESRI ArcCatalog 9.3.1</gco:CharacterString>
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      <gmd:extent>
        <gmd:EX_Extent>
          <gmd:geographicElement>
            <gmd:EX_GeographicBoundingBox>
              <gmd:westBoundLongitude>
                <gco:Decimal>145.688029</gco:Decimal>
              </gmd:westBoundLongitude>
              <gmd:eastBoundLongitude>
                <gco:Decimal>145.831972</gco:Decimal>
              </gmd:eastBoundLongitude>
              <gmd:southBoundLatitude>
                <gco:Decimal>15.091067</gco:Decimal>
              </gmd:southBoundLatitude>
              <gmd:northBoundLatitude>
                <gco:Decimal>15.290656</gco:Decimal>
              </gmd:northBoundLatitude>
            </gmd:EX_GeographicBoundingBox>
          </gmd:geographicElement>
          <gmd:temporalElement>
            <gmd:EX_TemporalExtent>
              <gmd:extent>
                <gml:TimeInstant gml:id="boundingTemporalExtent-1-1">
                  <gml:description>| Currentness: Acquisition date of the aerial photographs.</gml:description>
                  <gml:timePosition>1945-05-09</gml:timePosition>
                </gml:TimeInstant>
              </gmd:extent>
            </gmd:EX_TemporalExtent>
          </gmd:temporalElement>
        </gmd:EX_Extent>
      </gmd:extent>
    </gmd:MD_DataIdentification>
  </gmd:identificationInfo>
  <gmd:contentInfo>
    <gmd:MD_FeatureCatalogueDescription>
      <gmd:complianceCode>
        <gco:Boolean>false</gco:Boolean>
      </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:featureCatalogueCitation xlink:href="https://www.fisheries.noaa.gov/inport/item/48962" xlink:actuate="onRequest">
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          <gmd:title>
            <gco:CharacterString>Layer_1</gco:CharacterString>
          </gmd:title>
          <gmd:date>
            <gmd:CI_Date>
              <gmd:date>
                <gco:Date>2017-11-16</gco:Date>
              </gmd: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:date>
        </gmd:CI_Citation>
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  </gmd:contentInfo>
  <gmd:distributionInfo>
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        <gmd:MD_Distributor>
          <gmd:distributorContact>
            <gmd:CI_ResponsibleParty>
              <gmd:organisationName>
                <gco:CharacterString>NOAA Office for Coastal Management</gco:CharacterString>
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              <gmd:contactInfo>
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                    <gmd:CI_Telephone>
                      <gmd:voice>
                        <gco:CharacterString>(843) 740-1202</gco:CharacterString>
                      </gmd:voice>
                    </gmd:CI_Telephone>
                  </gmd:phone>
                  <gmd:address>
                    <gmd:CI_Address>
                      <gmd:deliveryPoint>
                        <gco:CharacterString>2234 South Hobson Ave</gco:CharacterString>
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                      <gmd:city>
                        <gco:CharacterString>Charleston</gco:CharacterString>
                      </gmd:city>
                      <gmd:administrativeArea>
                        <gco:CharacterString>SC</gco:CharacterString>
                      </gmd:administrativeArea>
                      <gmd:postalCode>
                        <gco:CharacterString>29405-2413</gco:CharacterString>
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                      <gmd:country gco:nilReason="missing" />
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                        <gco:CharacterString>coastal.info@noaa.gov</gco:CharacterString>
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                  </gmd:address>
                  <gmd:onlineResource>
                    <gmd:CI_OnlineResource>
                      <gmd:linkage>
                        <gmd:URL>https://coast.noaa.gov</gmd:URL>
                      </gmd:linkage>
                      <gmd:protocol>
                        <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                      </gmd:protocol>
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                      </gmd:name>
                      <gmd:description>
                        <gco:CharacterString>NOAA Office for Coastal Management Home Page</gco:CharacterString>
                      </gmd:description>
                      <gmd:function>
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              </gmd:contactInfo>
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        </gmd:MD_Distributor>
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        <gmd:MD_DigitalTransferOptions>
          <gmd:onLine>
            <gmd:CI_OnlineResource>
              <gmd:linkage>
                <gmd:URL>https://coast.noaa.gov/digitalcoast/data/ccaphighres.html</gmd:URL>
              </gmd:linkage>
              <gmd:protocol>
                <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
              </gmd:protocol>
              <gmd:name>
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              <gmd:description>
                <gco:CharacterString>Online Resource</gco:CharacterString>
              </gmd:description>
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      <gmd:transferOptions>
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                <gmd:URL>https://ocmgeodatastor1.blob.core.windows.net/ccap/bulk_download/C-CAP_High-Resolution_Data/Refined_C-CAP_High-Resolution_Land_Cover_Classification/Pacific/index.html</gmd:URL>
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              <gmd:protocol>
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              </gmd:protocol>
              <gmd:name>
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              <gmd:description>
                <gco:CharacterString>Online Resource</gco:CharacterString>
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  <gmd:dataQualityInfo>
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            <gco:CharacterString>Horizontal Positional Accuracy</gco:CharacterString>
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            <gco:CharacterString>12 meters CE90</gco:CharacterString>
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          <gmd:result gco:nilReason="missing" />
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      <gmd:report>
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          <gmd:nameOfMeasure>
            <gco:CharacterString>Vertical Positional Accuracy</gco:CharacterString>
          </gmd:nameOfMeasure>
          <gmd:evaluationMethodDescription>
            <gco:CharacterString>There was no terrain correction in the geo-referencing procedure.</gco:CharacterString>
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          <gmd:result gco:nilReason="missing" />
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            <gco:CharacterString>Completeness Report</gco:CharacterString>
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          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Data does not exist for all classes.
There are no pixels representing class 7 (Pasture/Hay), 9 (Deciduous Forest), 11 (Mixed Forest), 16 (Estuarine Forested Wetland), 17 (Estuarine Scrub/Shrub Wetland), 18 (Estuarine Emergent Wetland), 19 (Unconsolidated Shore), 24 (Tundra), 25 (Perennial Ice/Snow), 26 (Dwarf Scrub - Alaska specific class), 27 Sedge/Herbaceous), and 28 (Moss - Alaska specific).  Developed classes have been altered to exclude the percentage breakdown of impervious surfaces as the breakdown is not appropriate for high resolution mapping (Developed High Intensity (2), Developed Medium Intensity (3), and Developed Low Intensity (4) are reduced to Impervious (Class 2)).</gco:CharacterString>
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            <gco:CharacterString>Conceptual Consistency</gco:CharacterString>
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          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Tests for logical consistency indicate that all row and column positions in the selected latitude/longitude window contain data. Conversion and integration with vector files indicates that all positions are consistent with earth coordinates covering the same area. Attribute files are logically consistent.</gco:CharacterString>
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          <gmd:result gco:nilReason="missing" />
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      <gmd:lineage>
        <gmd:LI_Lineage>
          <gmd:statement gco:nilReason="missing" />
          <gmd:processStep>
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>This dataset was created by Sanborn (www.sanborn.com).
This version of the classification is the High Resolution Land Cover (1945-era) for the Island of Saipan , CNMI.
This section outlines the classification procedure for the Island of Saipan , CNMI High Resolution C-CAP. Scanned historic black-and-white images from 1945 were used in a semi-automated methodology to detect change (retroactive) from 2005 QuickBird imagery. The mapping approach used image segments derived from the mosaicked 1945 imagery and the 2005 land cover classification which were analyzed and categorized as changed/not changed. Once changes were identified, they were modeled into the 2005 classification to create the 1945 classification. Pervious features were mapped using a 0.5 acre minimum mapping unit (MMU), excepting some small features of historic interest.
Pre-processing steps:
The historic 1945 imagery was provided as scanned black-and-white unmosaicked tiffs. The tiffs were georectified using the 2005 QuickBird imagery as reference and subsequently mosaicked. Due to parallax problems with the high relief on the island, isolated shifts remained in the completed mosaics, which were accounted for in the subsequent steps.
Classification:
Segmentation - Image segmentation was completed at multiple scales using the 1945 mosaic, a texture band derived from the mosaic, and the 2005 land cover classification as a boundary layer. The segments were created using the MMU of 0.5 acre as an approximate minimum size threshold.
Automated Classification - Image segments were classified using a decision tree classifier in See5 software into forested and non-forested categories only, using training data collected from the 1945 imagery and analyst interpretation. The result was then compared to and differenced with the 2005 land cover classification to provide a preliminary change mask. This was intended only as a broad guide to landscape changes
Manual Change Interpretation and Classification - Analysts, using the preliminary change mask, scanned the imagery (both 1945 and 2005) for changes in the land cover. These changes were put into the change mask, with the segment often serving as land cover change boundaries. These boundaries were also manually changed where necessary. Those impervious surfaces that existed in 1945 but not in 2005 were edited in using raster editing methods. Once complete, the 1945 change mask was compared to/differenced with the 2005 classification to drop out any unchanged pixels. This left only those pixels and areas changed between 1945 and 2005. The change pixels were modeled into the 2005 classification to create the 1945 land cover classification.
Map Finalization - Sanborn used independent reviewer's comments to further refine the land cover map.
Attributes for this product are as follows:
0	Background
1	Unclassified
2	Impervious
3
4
5	Developed, Open Space
6	Cultivated Crops
7	Pasture/Hay
8	Grassland/Herbaceous
9	Deciduous Forest
10	Evergreen Forest
11	Mixed Forest
12	Scrub/Shrub
13	Palustrine Forested Wetland
14	Palustrine Scrub/Shrub Wetland
15	Palustrine Emergent Wetland
16	Estuarine Forested Wetland
17	Estuarine Scrub/Shrub Wetland
18	Estuarine Emergent Wetland
19	Unconsolidated Shore
20	Bare Land
21	Open Water
22	Palustrine Acquatic Bed</gco:CharacterString>
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                <gco:DateTime>2010-08-10T00:00:00</gco:DateTime>
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                <gco:DateTime>2010-10-06T00:00:00</gco:DateTime>
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                    <gco:CharacterString>C-CAP Land Cover, Saipan, CNMI, 1945</gco:CharacterString>
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                        <gco:Date>2010-08-04</gco:Date>
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