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          </gmd:useConstraints>
          <gmd:otherConstraints>
            <gco:CharacterString>Use Constraints: These data are not to be used for navigation purposes. Please acknowledge NOAA Pacific Islands Fisheries Science Center, the Joint Institute for Marine and Atmospheric Research (JIMAR) University of Hawaii and Davey Jones Locker GIS Laboratory Oregon State University as the sources of this information.</gco:CharacterString>
          </gmd:otherConstraints>
        </gmd:MD_LegalConstraints>
      </gmd:resourceConstraints>
      <gmd:resourceConstraints>
        <gmd:MD_LegalConstraints>
          <gmd:accessConstraints>
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            <gco:CharacterString>Access Constraints: None</gco:CharacterString>
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      <gmd:resourceConstraints>
        <gmd:MD_SecurityConstraints>
          <gmd:classification>
            <gmd:MD_ClassificationCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ClassificationCode" codeListValue="unclassified">unclassified</gmd:MD_ClassificationCode>
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            <gco:CharacterString>Not applicable</gco:CharacterString>
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          <gmd:handlingDescription>
            <gco:CharacterString>Not applicable</gco:CharacterString>
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      </gmd:resourceConstraints>
      <gmd:spatialRepresentationType>
        <gmd:MD_SpatialRepresentationTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_SpatialRepresentationTypeCode" codeListValue="grid">grid</gmd:MD_SpatialRepresentationTypeCode>
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      <gmd:topicCategory>
        <gmd:MD_TopicCategoryCode>elevation</gmd:MD_TopicCategoryCode>
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        <gco:CharacterString>Native Dataset Environment: ArcGIS ASCII file or ArcGIS Grid file, bathymetry derived from 4x4m multispectral satellite imagery (IKONOS) using ENVI 4.5, multibeam and derived bathymetry were integrated using ArcGIS 9.3</gco:CharacterString>
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              <gmd:westBoundLongitude>
                <gco:Decimal>-162.177002</gco:Decimal>
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              <gmd:eastBoundLongitude>
                <gco:Decimal>-161.995141</gco:Decimal>
              </gmd:eastBoundLongitude>
              <gmd:southBoundLatitude>
                <gco:Decimal>5.855663</gco:Decimal>
              </gmd:southBoundLatitude>
              <gmd:northBoundLatitude>
                <gco:Decimal>5.903546</gco:Decimal>
              </gmd:northBoundLatitude>
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          </gmd:geographicElement>
          <gmd:temporalElement>
            <gmd:EX_TemporalExtent id="boundingTemporalExtent">
              <gmd:extent>
                <gml:TimePeriod gml:id="d1e34">
                  <gml:beginPosition>2001-12-15</gml:beginPosition>
                  <gml:endPosition>2006-03-28</gml:endPosition>
                </gml:TimePeriod>
              </gmd:extent>
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          </gmd:temporalElement>
        </gmd:EX_Extent>
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        <gco:CharacterString>Gridded multibeam data were collected aboard the Hi'ialakai, a 218' United States National Oceanographic and Atmospheric Administration (NOAA) research ship, and aboard the R/V AHI (Acoustic Habitat Investigator), a 25' survey launch owned and operated by the NOAA Pacific Islands Fisheries Science Center in Honolulu, HI. The metadata for the bathymetry is documented in the product metadata, Palmyra_5m.asc.txt http://www.soest.hawaii.edu/pibhmc/pibhmc_pria_pal.htm Original IKONOS imagery was purchased to support the Pacific Islands Geographic Information System (GIS) project and National Ocean Service's (NOS) coral mapping activities. Orthographically corrected IKONOS Imagery was provided by NOAA's National Centers for Coastal Ocean Science, Center for Coastal Monitoring and Assessment. The metadata for this IKONOS imagery is documented in the original product metadata, po_86356_metadata.txt (https://www.soest.hawaii.edu/pibhmc/cms)</gco:CharacterString>
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            <gco:CharacterString>Arc Grid</gco:CharacterString>
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        <gmd:MD_Distributor>
          <gmd:distributorContact>
            <gmd:CI_ResponsibleParty>
              <gmd:individualName>
                <gco:CharacterString>Kyle Hogrefe</gco:CharacterString>
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              <gmd:organisationName>
                <gco:CharacterString>NOAA PIFSC CRED PIBHMC and DJLab OSU</gco:CharacterString>
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              <gmd:contactInfo>
                <gmd:CI_Contact>
                  <gmd:phone>
                    <gmd:CI_Telephone>
                      <gmd:voice>
                        <gco:CharacterString>541-740-8444</gco:CharacterString>
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                    </gmd:CI_Telephone>
                  </gmd:phone>
                  <gmd:address>
                    <gmd:CI_Address>
                      <gmd:deliveryPoint>
                        <gco:CharacterString>104 Wilkinson Hall, Oregon State University</gco:CharacterString>
                      </gmd:deliveryPoint>
                      <gmd:city>
                        <gco:CharacterString>Corvallis</gco:CharacterString>
                      </gmd:city>
                      <gmd:administrativeArea>
                        <gco:CharacterString>Oregon</gco:CharacterString>
                      </gmd:administrativeArea>
                      <gmd:postalCode>
                        <gco:CharacterString>97331</gco:CharacterString>
                      </gmd:postalCode>
                      <gmd:country>
                        <gco:CharacterString>USA</gco:CharacterString>
                      </gmd:country>
                      <gmd:electronicMailAddress>
                        <gco:CharacterString>hogrefek@geo.oregonstate.edu</gco:CharacterString>
                      </gmd:electronicMailAddress>
                    </gmd:CI_Address>
                  </gmd:address>
                </gmd:CI_Contact>
              </gmd:contactInfo>
              <gmd:role>
                <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="distributor">distributor</gmd:CI_RoleCode>
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            </gmd:CI_ResponsibleParty>
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          <gmd:distributionOrderProcess>
            <gmd:MD_StandardOrderProcess>
              <gmd:fees>
                <gco:CharacterString>None</gco:CharacterString>
              </gmd:fees>
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      </gmd:distributor>
      <gmd:transferOptions>
        <gmd:MD_DigitalTransferOptions>
          <gmd:onLine>
            <gmd:CI_OnlineResource>
              <gmd:linkage>
                <gmd:URL>https://www.soest.hawaii.edu/pibhmc/cms/data-by-location/pacific-remote-island-area/palymyra-atoll/palmyra-atoll-bathymetry/</gmd:URL>
              </gmd:linkage>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeListValue="http://www.ngdc.noaa.gov/metadata/published/xsd/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeList="download">download</gmd:CI_OnLineFunctionCode>
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            </gmd:CI_OnlineResource>
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    </gmd:MD_Distribution>
  </gmd:distributionInfo>
  <gmd:dataQualityInfo>
    <gmd:DQ_DataQuality>
      <gmd:scope>
        <gmd:DQ_Scope>
          <gmd:level>
            <gmd:MD_ScopeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_ScopeCode" codeListValue="dataset">dataset</gmd:MD_ScopeCode>
          </gmd:level>
        </gmd:DQ_Scope>
      </gmd:scope>
      <gmd:report>
        <gmd:DQ_AbsoluteExternalPositionalAccuracy>
          <gmd:nameOfMeasure>
            <gco:CharacterString>Horizontal Positional Accuracy Report</gco:CharacterString>
          </gmd:nameOfMeasure>
          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Horizontal positioning system: GPS C/A Horizontal position accuracy: 25 meters</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="missing" />
        </gmd:DQ_AbsoluteExternalPositionalAccuracy>
      </gmd:report>
      <gmd:report>
        <gmd:DQ_AbsoluteExternalPositionalAccuracy>
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            <gco:CharacterString>Vertical Positional Accuracy Report</gco:CharacterString>
          </gmd:nameOfMeasure>
          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Range resolution of sonar: varies with depth Raw sounding resolution: varies with depth Vertical accuracy of gridded sonar product: ~ 1% of water depth Vertical accuracy of derived bathymetry product: 5 meter range</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="missing" />
        </gmd:DQ_AbsoluteExternalPositionalAccuracy>
      </gmd:report>
      <gmd:report>
        <gmd:DQ_CompletenessCommission>
          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Complete</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="unknown" />
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      </gmd:report>
      <gmd:report>
        <gmd:DQ_ConceptualConsistency>
          <gmd:measureDescription>
            <gco:CharacterString>These data are believed to be logically consistent though no tests were performed</gco:CharacterString>
          </gmd:measureDescription>
          <gmd:result gco:nilReason="unknown" />
        </gmd:DQ_ConceptualConsistency>
      </gmd:report>
      <gmd:lineage>
        <gmd:LI_Lineage>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Multiple tools in ENVI 4.5 were used to complete the following processing steps: Data conversion from digital number to radiance, correction for atmosphere and water surface reflection, linearization of spectral decay as function of depth, masking of non-applicable values, and bathymetric derivation using variables from multiple linear regression analysis. Multiple tools in ArcGIS 9.3 were used for dataset integration and to extract values for the multiple linear regression analysis and subsequent error analyses. The statisitcs program S-Plus was used for the multiple linear regression analysis to provide original variables for depth derivation. The multivariate slope intercept formula used to derive depth was Depth=Yint+(Mblue)(Xblue)+(Mgreen)(Xgreen). Due to drastically different water qualities between interior and exterior area of the atoll, two images were split into regions representing areas inside and outside of the atoll. Effectively creating four images that were analyzed seperately. Forty two derived products, nineteen from the image opo_86356_msi_0000000 (Pal35600in: fourteen products, Pal35600out: six products) and Twenty-three from the image opo_86356_msi_0010000 (Pal35601in: fifteen products, Pal35601out: eight products) were integrated to expand spatial coverage. The original MLR variables for Pal35600in were Yint=7.5076, Mblue=-6.0909, and Mgreen=18.8197. The product derived from these variables (Pal35600in_DB) was mosaiced with thirteen additional products derived using increasingly reduced Y-intercept values as follows: Yint=6.5076 (Pal35600in_DB1), Yint=5.5076 (Pal35600in_DB2), Yint=4.5076 (Pal35600in_DB3), Yint=3.5076 (Pal35600in_DB4), Yint=2.5076 (Pal35600in_DB5), Yint=1.5076 (Pal35600in_DB6), Yint=0.5076 (Pal35600in_DB7), Yint=-1.5076 (Pal35600in_DB8), Yint=-2.5076 (Pal35600in_DB9), Yint=-3.5076 (Pal35600in_DB10), Yint=-4.5076 (Pal35600in_DB11), Yint=-5.5076 (Pal35600in_DB12), Yint=-6.5076 (Pal35600in_DB13) and Yint=-7.5076 (Pal35600in_DB14). This was done to increase coverage in shallow areas. More information on this integration process is provided in the product error analysis, availble from PIBHMC upon request. The original MLR variables for Pal35600out were Yint=23.5804, Mblue=-1.5047, and Mgreen=16.1530. The product derived from these variables (Pal35600out_DB) was mosaiced with five additional products derived using increasingly reduced Y-intercept values as follows: Yint=19.5804 (Pal35600out_DB4), Yint=15.5804 (Pal35600out_DB8), Yint=11.5804 (Pal35600out_DB12), Yint=7.5804 (Pal35600out_DB16) and Yint=3.5804 (Pal35600out_DB20). This was done to increase coverage in shallow areas. More information on this integration process is provided in the product error analysis, availble from PIBHMC upon request. The original MLR variables for Pal35601in were Yint=9.1819, Mblue=-7.8389, and Mgreen=23.5717. The product derived from these variables (Pal35601in_DB) was mosaiced with fourteen additional products derived using increasingly reduced Y-intercept values as follows: Yint=8.1819 (Pal35601in_DB1), Yint=7.1819 (Pal35601in_DB2), Yint=6.1819 (Pal35601in_DB3), Yint=5.1819 (Pal35601in_DB4), Yint=4.1819 (Pal35601in_DB5), Yint=3.1819 (Pal35601in_DB6), Yint=2.1819 (Pal35601in_DB7), Yint=1.1819 (Pal35601in_DB8), Yint=0.1819 (Pal35601in_DB9), Yint=-1.1819 (Pal35601in_DB10), Yint=-2.1819 (Pal35601in_DB11), Yint=-3.1819 (Pal35601in_DB12), Yint=-4.1819 (Pal35601in_DB13), Yint=-5.1819 (Pal35601in_DB14) and Yint=-6.1819 (Pal35601in_DB15). This was done to increase coverage in shallow areas. More information on this integration process is provided in the product error analysis, availble from PIBHMC upon request. The original MLR variables for Pal35601out were Yint=30.4352, Mblue=-7.2710, and Mgreen=27.6316. The product derived from these variables (Pal35601out_DB) was mosaiced with seven additional products derived using increasingly reduced Y-intercept values as follows: Yint=26.4352 (Pal35601out_DB4), Yint=22.4352 (Pal35601out_DB8), Yint=18.4352 (Pal35601out_DB12), Yint=14.4352 (Pal35601out_DB16), Yint=10.4352 (Pal35601out_DB20), Yint=6.4352 (Pal35601out_DB24) and Yint=2.4352 (Pal35601out_DB28). The derived bathymetry from each image were in turn mosaiced blending the the concurrent data from image Pal35600out and Pal35601out to minimize seams in the area of overlap. Data from this combined grid was prioritized of that from Pal35600in and data from Pal35601in received the lowest priority. Data with better statistical accuracy was given higher "priority" so that they replaced concurrent data with lowere accuracy during the mosaic process. This mosaiced derived bathymetry product (Pal_DBall) was then resampled to a 5 meter grid and integrated with the multibeam sonar data, with sonar data prioritized over derived data, to create the final product (Pal_DBMB). A detailed description of all processing steps is available at: http://oregonstate.edu/~hogrefek/Cookbook/Cookbook_042108.pdf An error analysis of each derived bathymetry grid used is available upon request.</gco:CharacterString>
              </gmd:description>
              <gmd:dateTime>
                <gco:DateTime>2009-06-17T00:00:00</gco:DateTime>
              </gmd:dateTime>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
        </gmd:LI_Lineage>
      </gmd:lineage>
    </gmd:DQ_DataQuality>
  </gmd:dataQualityInfo>
  <gmd:metadataConstraints>
    <gmd:MD_LegalConstraints>
      <gmd:accessConstraints>
        <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
      </gmd:accessConstraints>
      <gmd:otherConstraints>
        <gco:CharacterString>Metadata Access Constraints: None</gco:CharacterString>
      </gmd:otherConstraints>
    </gmd:MD_LegalConstraints>
  </gmd:metadataConstraints>
  <gmd:metadataConstraints>
    <gmd:MD_LegalConstraints>
      <gmd:accessConstraints>
        <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
      </gmd:accessConstraints>
      <gmd:otherConstraints>
        <gco:CharacterString>Metadata Use Constraints: None</gco:CharacterString>
      </gmd:otherConstraints>
    </gmd:MD_LegalConstraints>
  </gmd:metadataConstraints>
  <gmd:metadataMaintenance>
    <gmd:MD_MaintenanceInformation>
      <gmd:maintenanceAndUpdateFrequency>
        <gmd:MD_MaintenanceFrequencyCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="annually">annually</gmd:MD_MaintenanceFrequencyCode>
      </gmd:maintenanceAndUpdateFrequency>
      <gmd:maintenanceNote>
        <gco:CharacterString>This metadata was automatically generated from the FGDC Content Standards for Digital Geospatial Metadata standard (version FGDC-STD-001-1998) using the 2016-01-11 version of the FGDC RSE to ISO 19115-2 transform.</gco:CharacterString>
      </gmd:maintenanceNote>
      <gmd:maintenanceNote>
        <gco:CharacterString>Translated from FGDC 2025-03-24T18:03:39.128Z</gco:CharacterString>
      </gmd:maintenanceNote>
      <gmd:maintenanceNote>
        <gco:CharacterString>Last Metadata Review Date: 2009-12-22</gco:CharacterString>
      </gmd:maintenanceNote>
      <gmd:contact>
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          <gmd:individualName>
            <gco:CharacterString>Kyle Hogrefe</gco:CharacterString>
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          <gmd:organisationName>
            <gco:CharacterString>NOAA PIFSC CRED PIBHMC and DJLab OSU</gco:CharacterString>
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          <gmd:contactInfo>
            <gmd:CI_Contact>
              <gmd:phone>
                <gmd:CI_Telephone>
                  <gmd:voice>
                    <gco:CharacterString>541-740-8444</gco:CharacterString>
                  </gmd:voice>
                </gmd:CI_Telephone>
              </gmd:phone>
              <gmd:address>
                <gmd:CI_Address>
                  <gmd:deliveryPoint>
                    <gco:CharacterString>104 Wilkinson Hall, Oregon State University</gco:CharacterString>
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                  <gmd:city>
                    <gco:CharacterString>Corvallis</gco:CharacterString>
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                  <gmd:administrativeArea>
                    <gco:CharacterString>Oregon</gco:CharacterString>
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                  <gmd:postalCode>
                    <gco:CharacterString>97331</gco:CharacterString>
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                    <gco:CharacterString>USA</gco:CharacterString>
                  </gmd:country>
                  <gmd:electronicMailAddress>
                    <gco:CharacterString>hogrefek@geo.oregonstate.edu</gco:CharacterString>
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